Shinichi-Nakagawa/tokyu_rb_lt_baseball_ruby.ipynb

## tokyu_rb_lt_baseball_ruby.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "if(window['d3'] === undefined ||\n",
       "   window['Nyaplot'] === undefined){\n",
       "    var path = {\"d3\":\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\",\"downloadable\":\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\"};\n",
       "\n",
       "\n",
       "\n",
       "    var shim = {\"d3\":{\"exports\":\"d3\"},\"downloadable\":{\"exports\":\"downloadable\"}};\n",
       "\n",
       "    require.config({paths: path, shim:shim});\n",
       "\n",
       "\n",
       "require(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\n",
       "\n",
       "\tvar script = d3.select(\"head\")\n",
       "\t    .append(\"script\")\n",
       "\t    .attr(\"src\", \"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\")\n",
       "\t    .attr(\"async\", true);\n",
       "\n",
       "\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\n",
       "\n",
       "\n",
       "\t    var event = document.createEvent(\"HTMLEvents\");\n",
       "\t    event.initEvent(\"load_nyaplot\",false,false);\n",
       "\t    window.dispatchEvent(event);\n",
       "\t    console.log('Finished loading Nyaplotjs');\n",
       "\n",
       "\t};\n",
       "\n",
       "\n",
       "});});\n",
       "}\n"
      ],
      "text/plain": [
       "\"if(window['d3'] === undefined ||\\n   window['Nyaplot'] === undefined){\\n    var path = {\\\"d3\\\":\\\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\\\",\\\"downloadable\\\":\\\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\\\"};\\n\\n\\n\\n    var shim = {\\\"d3\\\":{\\\"exports\\\":\\\"d3\\\"},\\\"downloadable\\\":{\\\"exports\\\":\\\"downloadable\\\"}};\\n\\n    require.config({paths: path, shim:shim});\\n\\n\\nrequire(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\\n\\n\\tvar script = d3.select(\\\"head\\\")\\n\\t    .append(\\\"script\\\")\\n\\t    .attr(\\\"src\\\", \\\"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\\\")\\n\\t    .attr(\\\"async\\\", true);\\n\\n\\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\\n\\n\\n\\t    var event = document.createEvent(\\\"HTMLEvents\\\");\\n\\t    event.initEvent(\\\"load_nyaplot\\\",false,false);\\n\\t    window.dispatchEvent(event);\\n\\t    console.log('Finished loading Nyaplotjs');\\n\\n\\t};\\n\\n\\n});});\\n}\\n\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 今回使うライブラリ\n",
    "require 'mysql2'\n",
    "require 'daru'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#<Mysql2::Client:0x007ff25896f418 @read_timeout=nil, @query_options={:as=>:hash, :async=>false, :cast_booleans=>false, :symbolize_keys=>false, :database_timezone=>:local, :application_timezone=>nil, :cache_rows=>true, :connect_flags=>2147492357, :cast=>true, :default_file=>nil, :default_group=>nil, :host=>\"192.168.33.10\", :username=>\"npb\", :password=>\"YxRQ8GqQJFHi\", :encoding=>\"utf8\", :database=>\"baseball_lab\"}>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# MySQLにつなぐ\n",
    "\n",
    "\n",
    "client = Mysql2::Client.new(\n",
    "  :host => ENV['BASEBALL_DB_HOST'], \n",
    "  :username =>ENV['BASEBALL_DB_USER'],\n",
    "  :password => ENV['BASEBALL_DB_PASSWORD'],\n",
    "  :encoding => ENV['BASEBALL_DB_ENCODING'], \n",
    "  :database => ENV['BASEBALL_DB_DATABASE'],\n",
    "  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"select date, name, team, salary, games, pa, ab, r, h as 'H', 2b as '2B', 3b as '3B', hr as 'HR', rbi as 'RBI', ba as 'AVG', babip as 'BABIP', slg as 'SLG', obp as 'OBP', ops as 'OPS', woba as 'wOBA', wraa as 'wRAA' from player_batting where date='2017-07-21 ' and pa > 80 * 3.1 order by date desc, AVG desc;\""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# クエリを書く(今回唯一登場するSQL)\n",
    "query = \"select date, name, team, salary, games, pa, ab, r, h as 'H', 2b as '2B', 3b as '3B', hr as 'HR', rbi as 'RBI', ba as 'AVG', babip as 'BABIP', slg as 'SLG', obp as 'OBP', ops as 'OPS', woba as 'wOBA', wraa as 'wRAA' from player_batting where date='2017-07-21 ' and pa > 80 * 3.1 order by date desc, AVG desc;\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#<Mysql2::Result:0x007ff2582b1450 @query_options={:as=>:hash, :async=>false, :cast_booleans=>false, :symbolize_keys=>false, :database_timezone=>:local, :application_timezone=>nil, :cache_rows=>true, :connect_flags=>2147492357, :cast=>true, :default_file=>nil, :default_group=>nil, :host=>\"192.168.33.10\", :username=>\"npb\", :password=>\"YxRQ8GqQJFHi\", :encoding=>\"utf8\", :database=>\"baseball_lab\"}>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# statementを作ってからの実行\n",
    "st = client.prepare(query)\n",
    "results = st.execute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"宮﨑 敏郎\", \"team\"=>\"DB\", \"salary\"=>3000, \"games\"=>72, \"pa\"=>293, \"ab\"=>267, \"r\"=>28, \"H\"=>93, \"2B\"=>16, \"3B\"=>1, \"HR\"=>8, \"RBI\"=>38, \"AVG\"=>0.3479999899864197, \"BABIP\"=>0.3659999966621399, \"SLG\"=>0.5059999823570251, \"OBP\"=>0.4059999883174896, \"OPS\"=>0.9120000004768372, \"wOBA\"=>0.3970000147819519, \"wRAA\"=>18.200000762939453}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"柳田 悠岐\", \"team\"=>\"H\", \"salary\"=>26000, \"games\"=>84, \"pa\"=>364, \"ab\"=>288, \"r\"=>66, \"H\"=>94, \"2B\"=>20, \"3B\"=>0, \"HR\"=>23, \"RBI\"=>75, \"AVG\"=>0.32600000500679016, \"BABIP\"=>0.3720000088214874, \"SLG\"=>0.6349999904632568, \"OBP\"=>0.45100000500679016, \"OPS\"=>1.0859999656677246, \"wOBA\"=>0.4569999873638153, \"wRAA\"=>40.20000076293945}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"坂本 勇人\", \"team\"=>\"G\", \"salary\"=>35000, \"games\"=>85, \"pa\"=>366, \"ab\"=>323, \"r\"=>52, \"H\"=>105, \"2B\"=>22, \"3B\"=>0, \"HR\"=>10, \"RBI\"=>46, \"AVG\"=>0.32499998807907104, \"BABIP\"=>0.36000001430511475, \"SLG\"=>0.4860000014305115, \"OBP\"=>0.39899998903274536, \"OPS\"=>0.8849999904632568, \"wOBA\"=>0.38600000739097595, \"wRAA\"=>19.5}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"大島 洋平\", \"team\"=>\"D\", \"salary\"=>15000, \"games\"=>87, \"pa\"=>381, \"ab\"=>348, \"r\"=>37, \"H\"=>113, \"2B\"=>18, \"3B\"=>2, \"HR\"=>2, \"RBI\"=>25, \"AVG\"=>0.32499998807907104, \"BABIP\"=>0.3659999966621399, \"SLG\"=>0.4050000011920929, \"OBP\"=>0.37400001287460327, \"OPS\"=>0.7789999842643738, \"wOBA\"=>0.34299999475479126, \"wRAA\"=>7.099999904632568}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"銀次\", \"team\"=>\"E\", \"salary\"=>7600, \"games\"=>79, \"pa\"=>331, \"ab\"=>294, \"r\"=>40, \"H\"=>94, \"2B\"=>16, \"3B\"=>0, \"HR\"=>2, \"RBI\"=>32, \"AVG\"=>0.3199999928474426, \"BABIP\"=>0.36399999260902405, \"SLG\"=>0.39500001072883606, \"OBP\"=>0.3930000066757202, \"OPS\"=>0.7870000004768372, \"wOBA\"=>0.3499999940395355, \"wRAA\"=>8.0}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"丸 佳浩\", \"team\"=>\"C\", \"salary\"=>14000, \"games\"=>87, \"pa\"=>400, \"ab\"=>341, \"r\"=>65, \"H\"=>109, \"2B\"=>23, \"3B\"=>3, \"HR\"=>16, \"RBI\"=>60, \"AVG\"=>0.3199999928474426, \"BABIP\"=>0.3580000102519989, \"SLG\"=>0.5450000166893005, \"OBP\"=>0.4090000092983246, \"OPS\"=>0.9539999961853027, \"wOBA\"=>0.41200000047683716, \"wRAA\"=>29.700000762939453}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"茂木 栄五郎\", \"team\"=>\"E\", \"salary\"=>3200, \"games\"=>57, \"pa\"=>257, \"ab\"=>226, \"r\"=>44, \"H\"=>72, \"2B\"=>16, \"3B\"=>1, \"HR\"=>12, \"RBI\"=>37, \"AVG\"=>0.3190000057220459, \"BABIP\"=>0.3529999852180481, \"SLG\"=>0.5580000281333923, \"OBP\"=>0.38999998569488525, \"OPS\"=>0.9470000267028809, \"wOBA\"=>0.4090000092983246, \"wRAA\"=>18.399999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"秋山 翔吾\", \"team\"=>\"L\", \"salary\"=>20000, \"games\"=>83, \"pa\"=>386, \"ab\"=>329, \"r\"=>66, \"H\"=>105, \"2B\"=>17, \"3B\"=>2, \"HR\"=>17, \"RBI\"=>50, \"AVG\"=>0.3190000057220459, \"BABIP\"=>0.34200000762939453, \"SLG\"=>0.5379999876022339, \"OBP\"=>0.4169999957084656, \"OPS\"=>0.9549999833106995, \"wOBA\"=>0.4129999876022339, \"wRAA\"=>28.899999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"ロペス\", \"team\"=>\"DB\", \"salary\"=>23000, \"games\"=>86, \"pa\"=>369, \"ab\"=>349, \"r\"=>46, \"H\"=>110, \"2B\"=>28, \"3B\"=>0, \"HR\"=>19, \"RBI\"=>69, \"AVG\"=>0.3149999976158142, \"BABIP\"=>0.3199999928474426, \"SLG\"=>0.5590000152587891, \"OBP\"=>0.33899998664855957, \"OPS\"=>0.8970000147819519, \"wOBA\"=>0.3840000033378601, \"wRAA\"=>19.0}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"マギー\", \"team\"=>\"G\", \"salary\"=>19300, \"games\"=>82, \"pa\"=>336, \"ab\"=>301, \"r\"=>33, \"H\"=>94, \"2B\"=>32, \"3B\"=>1, \"HR\"=>9, \"RBI\"=>44, \"AVG\"=>0.31200000643730164, \"BABIP\"=>0.3709999918937683, \"SLG\"=>0.5149999856948853, \"OBP\"=>0.3779999911785126, \"OPS\"=>0.8930000066757202, \"wOBA\"=>0.38600000739097595, \"wRAA\"=>17.899999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"浅村 栄斗\", \"team\"=>\"L\", \"salary\"=>15500, \"games\"=>83, \"pa\"=>371, \"ab\"=>341, \"r\"=>44, \"H\"=>106, \"2B\"=>21, \"3B\"=>1, \"HR\"=>10, \"RBI\"=>62, \"AVG\"=>0.3109999895095825, \"BABIP\"=>0.33000001311302185, \"SLG\"=>0.4659999907016754, \"OBP\"=>0.3569999933242798, \"OPS\"=>0.8230000138282776, \"wOBA\"=>0.3580000102519989, \"wRAA\"=>11.399999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"鈴木 誠也\", \"team\"=>\"C\", \"salary\"=>6000, \"games\"=>87, \"pa\"=>389, \"ab\"=>336, \"r\"=>62, \"H\"=>103, \"2B\"=>24, \"3B\"=>1, \"HR\"=>17, \"RBI\"=>67, \"AVG\"=>0.3070000112056732, \"BABIP\"=>0.3269999921321869, \"SLG\"=>0.5360000133514404, \"OBP\"=>0.38600000739097595, \"OPS\"=>0.9210000038146973, \"wOBA\"=>0.3970000147819519, \"wRAA\"=>24.200000762939453}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"雄平\", \"team\"=>\"S\", \"salary\"=>7000, \"games\"=>70, \"pa\"=>295, \"ab\"=>277, \"r\"=>29, \"H\"=>85, \"2B\"=>21, \"3B\"=>0, \"HR\"=>2, \"RBI\"=>32, \"AVG\"=>0.3070000112056732, \"BABIP\"=>0.3529999852180481, \"SLG\"=>0.40400001406669617, \"OBP\"=>0.34200000762939453, \"OPS\"=>0.746999979019165, \"wOBA\"=>0.32899999618530273, \"wRAA\"=>2.0999999046325684}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"ペゲーロ\", \"team\"=>\"E\", \"salary\"=>8500, \"games\"=>79, \"pa\"=>352, \"ab\"=>314, \"r\"=>47, \"H\"=>96, \"2B\"=>13, \"3B\"=>0, \"HR\"=>21, \"RBI\"=>62, \"AVG\"=>0.3059999942779541, \"BABIP\"=>0.3709999918937683, \"SLG\"=>0.5479999780654907, \"OBP\"=>0.38100001215934753, \"OPS\"=>0.9279999732971191, \"wOBA\"=>0.3970000147819519, \"wRAA\"=>21.899999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"西川 遥輝\", \"team\"=>\"F\", \"salary\"=>10000, \"games\"=>86, \"pa\"=>386, \"ab\"=>332, \"r\"=>54, \"H\"=>101, \"2B\"=>16, \"3B\"=>1, \"HR\"=>5, \"RBI\"=>24, \"AVG\"=>0.30399999022483826, \"BABIP\"=>0.37599998712539673, \"SLG\"=>0.40400001406669617, \"OBP\"=>0.38600000739097595, \"OPS\"=>0.7889999747276306, \"wOBA\"=>0.35100001096725464, \"wRAA\"=>9.600000381469727}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"安部 友裕\", \"team\"=>\"C\", \"salary\"=>2100, \"games\"=>80, \"pa\"=>287, \"ab\"=>261, \"r\"=>43, \"H\"=>79, \"2B\"=>10, \"3B\"=>3, \"HR\"=>1, \"RBI\"=>29, \"AVG\"=>0.30300000309944153, \"BABIP\"=>0.3840000033378601, \"SLG\"=>0.375, \"OBP\"=>0.3490000069141388, \"OPS\"=>0.7239999771118164, \"wOBA\"=>0.3199999928474426, \"wRAA\"=>0.0}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"田中 広輔\", \"team\"=>\"C\", \"salary\"=>7800, \"games\"=>87, \"pa\"=>419, \"ab\"=>357, \"r\"=>63, \"H\"=>106, \"2B\"=>20, \"3B\"=>5, \"HR\"=>3, \"RBI\"=>40, \"AVG\"=>0.296999990940094, \"BABIP\"=>0.36500000953674316, \"SLG\"=>0.4059999883174896, \"OBP\"=>0.3889999985694885, \"OPS\"=>0.7960000038146973, \"wOBA\"=>0.35499998927116394, \"wRAA\"=>11.800000190734863}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"鳥谷 敬\", \"team\"=>\"T\", \"salary\"=>40000, \"games\"=>83, \"pa\"=>327, \"ab\"=>277, \"r\"=>32, \"H\"=>82, \"2B\"=>10, \"3B\"=>1, \"HR\"=>2, \"RBI\"=>27, \"AVG\"=>0.29600000381469727, \"BABIP\"=>0.3319999873638153, \"SLG\"=>0.3610000014305115, \"OBP\"=>0.3959999978542328, \"OPS\"=>0.7570000290870667, \"wOBA\"=>0.3400000035762787, \"wRAA\"=>5.300000190734863}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"内川 聖一\", \"team\"=>\"H\", \"salary\"=>35000, \"games\"=>67, \"pa\"=>278, \"ab\"=>245, \"r\"=>31, \"H\"=>72, \"2B\"=>13, \"3B\"=>0, \"HR\"=>12, \"RBI\"=>48, \"AVG\"=>0.2939999997615814, \"BABIP\"=>0.2840000092983246, \"SLG\"=>0.49399998784065247, \"OBP\"=>0.3709999918937683, \"OPS\"=>0.8640000224113464, \"wOBA\"=>0.375, \"wRAA\"=>12.300000190734863}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"桑原 将志\", \"team\"=>\"DB\", \"salary\"=>4000, \"games\"=>86, \"pa\"=>400, \"ab\"=>353, \"r\"=>57, \"H\"=>103, \"2B\"=>23, \"3B\"=>4, \"HR\"=>9, \"RBI\"=>31, \"AVG\"=>0.2919999957084656, \"BABIP\"=>0.3370000123977661, \"SLG\"=>0.4560000002384186, \"OBP\"=>0.3700000047683716, \"OPS\"=>0.8259999752044678, \"wOBA\"=>0.36500000953674316, \"wRAA\"=>14.5}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"上本 博紀\", \"team\"=>\"T\", \"salary\"=>3300, \"games\"=>75, \"pa\"=>299, \"ab\"=>253, \"r\"=>35, \"H\"=>74, \"2B\"=>13, \"3B\"=>0, \"HR\"=>5, \"RBI\"=>23, \"AVG\"=>0.2919999957084656, \"BABIP\"=>0.3240000009536743, \"SLG\"=>0.40299999713897705, \"OBP\"=>0.37299999594688416, \"OPS\"=>0.7760000228881836, \"wOBA\"=>0.3449999988079071, \"wRAA\"=>6.0}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"上林 誠知\", \"team\"=>\"H\", \"salary\"=>800, \"games\"=>82, \"pa\"=>284, \"ab\"=>264, \"r\"=>38, \"H\"=>76, \"2B\"=>16, \"3B\"=>2, \"HR\"=>9, \"RBI\"=>31, \"AVG\"=>0.2879999876022339, \"BABIP\"=>0.3269999921321869, \"SLG\"=>0.4659999907016754, \"OBP\"=>0.3240000009536743, \"OPS\"=>0.7900000214576721, \"wOBA\"=>0.3400000035762787, \"wRAA\"=>4.599999904632568}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"小谷野 栄一\", \"team\"=>\"Bs\", \"salary\"=>7000, \"games\"=>80, \"pa\"=>321, \"ab\"=>300, \"r\"=>25, \"H\"=>86, \"2B\"=>6, \"3B\"=>1, \"HR\"=>4, \"RBI\"=>30, \"AVG\"=>0.28700000047683716, \"BABIP\"=>0.3179999887943268, \"SLG\"=>0.3529999852180481, \"OBP\"=>0.32600000500679016, \"OPS\"=>0.6790000200271606, \"wOBA\"=>0.29899999499320984, \"wRAA\"=>-5.400000095367432}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"エルドレッド\", \"team\"=>\"C\", \"salary\"=>11000, \"games\"=>79, \"pa\"=>293, \"ab\"=>251, \"r\"=>32, \"H\"=>72, \"2B\"=>7, \"3B\"=>0, \"HR\"=>21, \"RBI\"=>61, \"AVG\"=>0.28700000047683716, \"BABIP\"=>0.32100000977516174, \"SLG\"=>0.5659999847412109, \"OBP\"=>0.3790000081062317, \"OPS\"=>0.9449999928474426, \"wOBA\"=>0.4020000100135803, \"wRAA\"=>19.399999618530273}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"ウィーラー\", \"team\"=>\"E\", \"salary\"=>10000, \"games\"=>79, \"pa\"=>351, \"ab\"=>317, \"r\"=>52, \"H\"=>91, \"2B\"=>16, \"3B\"=>0, \"HR\"=>21, \"RBI\"=>54, \"AVG\"=>0.28700000047683716, \"BABIP\"=>0.28600001335144043, \"SLG\"=>0.5360000133514404, \"OBP\"=>0.3529999852180481, \"OPS\"=>0.8899999856948853, \"wOBA\"=>0.38199999928474426, \"wRAA\"=>17.600000381469727}\n",
      "{\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"ゲレーロ\", \"team\"=>\"D\", \"salary\"=>15000, \"games\"=>85, \"pa\"=>336, \"ab\"=>307, \"r\"=>42, \"H\"=>88, \"2B\"=>13, \"3B\"=>3, \"HR\"=>26, \"RBI\"=>58, \"AVG\"=>0.28700000047683716, \"BABIP\"=>0.29100000858306885, \"SLG\"=>0.6029999852180481, \"OBP\"=>0.34200000762939453, \"OPS\"=>0.9449999928474426, \"wOBA\"=>0.4020000100135803, \"wRAA\"=>22.200000762939453}\n",
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\"SLG\"=>0.3190000057220459, \"OBP\"=>0.34700000286102295, \"OPS\"=>0.6669999957084656, \"wOBA\"=>0.3009999990463257, \"wRAA\"=>-5.599999904632568}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"坂口 智隆\", \"team\"=>\"S\", \"salary\"=>7000, \"games\"=>79, \"pa\"=>355, \"ab\"=>311, \"r\"=>29, \"H\"=>83, \"2B\"=>9, \"3B\"=>2, \"HR\"=>3, \"RBI\"=>24, \"AVG\"=>0.2669999897480011, \"BABIP\"=>0.30399999022483826, \"SLG\"=>0.33799999952316284, \"OBP\"=>0.34599998593330383, \"OPS\"=>0.6830000281333923, \"wOBA\"=>0.3070000112056732, \"wRAA\"=>-3.700000047683716}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"松田 宣浩\", \"team\"=>\"H\", \"salary\"=>40000, \"games\"=>87, \"pa\"=>350, \"ab\"=>322, \"r\"=>37, \"H\"=>86, \"2B\"=>12, \"3B\"=>3, \"HR\"=>15, \"RBI\"=>45, \"AVG\"=>0.2669999897480011, \"BABIP\"=>0.2930000126361847, \"SLG\"=>0.46299999952316284, \"OBP\"=>0.3230000138282776, \"OPS\"=>0.7860000133514404, \"wOBA\"=>0.33899998664855957, \"wRAA\"=>5.400000095367432}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"髙山 俊\", \"team\"=>\"T\", \"salary\"=>4000, \"games\"=>79, \"pa\"=>305, \"ab\"=>281, \"r\"=>33, \"H\"=>74, \"2B\"=>13, \"3B\"=>2, \"HR\"=>5, \"RBI\"=>20, \"AVG\"=>0.2630000114440918, \"BABIP\"=>0.3240000009536743, \"SLG\"=>0.37700000405311584, \"OBP\"=>0.3179999887943268, \"OPS\"=>0.6949999928474426, \"wOBA\"=>0.30799999833106995, \"wRAA\"=>-3.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"源田 壮亮\", \"team\"=>\"L\", \"salary\"=>1200, \"games\"=>83, \"pa\"=>378, \"ab\"=>335, \"r\"=>54, \"H\"=>88, \"2B\"=>8, \"3B\"=>5, \"HR\"=>3, \"RBI\"=>27, \"AVG\"=>0.2630000114440918, \"BABIP\"=>0.3070000112056732, \"SLG\"=>0.34299999475479126, \"OBP\"=>0.32199999690055847, \"OPS\"=>0.6660000085830688, \"wOBA\"=>0.296999990940094, \"wRAA\"=>-7.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"鈴木 大地\", \"team\"=>\"M\", \"salary\"=>10000, \"games\"=>84, \"pa\"=>345, \"ab\"=>298, \"r\"=>35, \"H\"=>77, \"2B\"=>16, \"3B\"=>2, \"HR\"=>8, \"RBI\"=>36, \"AVG\"=>0.257999986410141, \"BABIP\"=>0.2840000092983246, \"SLG\"=>0.4059999883174896, \"OBP\"=>0.34700000286102295, \"OPS\"=>0.753000020980835, \"wOBA\"=>0.33500000834465027, \"wRAA\"=>4.199999809265137}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"梶谷 隆幸\", \"team\"=>\"DB\", \"salary\"=>9300, \"games\"=>80, \"pa\"=>352, \"ab\"=>322, \"r\"=>52, \"H\"=>83, \"2B\"=>21, \"3B\"=>1, \"HR\"=>12, \"RBI\"=>41, \"AVG\"=>0.257999986410141, \"BABIP\"=>0.33000001311302185, \"SLG\"=>0.4410000145435333, \"OBP\"=>0.3179999887943268, \"OPS\"=>0.7590000033378601, \"wOBA\"=>0.3310000002384186, \"wRAA\"=>3.0999999046325684}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"福留 孝介\", \"team\"=>\"T\", \"salary\"=>23000, \"games\"=>79, \"pa\"=>325, \"ab\"=>276, \"r\"=>38, \"H\"=>71, \"2B\"=>10, \"3B\"=>1, \"HR\"=>8, \"RBI\"=>37, \"AVG\"=>0.25699999928474426, \"BABIP\"=>0.29899999499320984, \"SLG\"=>0.3880000114440918, \"OBP\"=>0.36399999260902405, \"OPS\"=>0.7519999742507935, \"wOBA\"=>0.3370000123977661, \"wRAA\"=>4.5}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"メヒア\", \"team\"=>\"L\", \"salary\"=>50000, \"games\"=>83, \"pa\"=>323, \"ab\"=>283, \"r\"=>30, \"H\"=>72, \"2B\"=>16, \"3B\"=>0, \"HR\"=>15, \"RBI\"=>47, \"AVG\"=>0.2540000081062317, \"BABIP\"=>0.30799999833106995, \"SLG\"=>0.4699999988079071, \"OBP\"=>0.3409999907016754, \"OPS\"=>0.8109999895095825, \"wOBA\"=>0.3540000021457672, \"wRAA\"=>8.899999618530273}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"中村 悠平\", \"team\"=>\"S\", \"salary\"=>5100, \"games\"=>72, \"pa\"=>284, \"ab\"=>241, \"r\"=>22, \"H\"=>61, \"2B\"=>9, \"3B\"=>3, \"HR\"=>0, \"RBI\"=>18, \"AVG\"=>0.2529999911785126, \"BABIP\"=>0.29600000381469727, \"SLG\"=>0.3149999976158142, \"OBP\"=>0.34700000286102295, \"OPS\"=>0.6620000004768372, \"wOBA\"=>0.30399999022483826, \"wRAA\"=>-3.700000047683716}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"田中 賢介\", \"team\"=>\"F\", \"salary\"=>20000, \"games\"=>73, \"pa\"=>268, \"ab\"=>239, \"r\"=>18, \"H\"=>60, \"2B\"=>3, \"3B\"=>1, \"HR\"=>2, \"RBI\"=>13, \"AVG\"=>0.25099998712539673, \"BABIP\"=>0.2759999930858612, \"SLG\"=>0.296999990940094, \"OBP\"=>0.3319999873638153, \"OPS\"=>0.6290000081062317, \"wOBA\"=>0.2840000092983246, \"wRAA\"=>-7.800000190734863}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"阿部 慎之助\", \"team\"=>\"G\", \"salary\"=>26000, \"games\"=>74, \"pa\"=>282, \"ab\"=>253, \"r\"=>21, \"H\"=>63, \"2B\"=>6, \"3B\"=>0, \"HR\"=>10, \"RBI\"=>42, \"AVG\"=>0.24899999797344208, \"BABIP\"=>0.25999999046325684, \"SLG\"=>0.39100000262260437, \"OBP\"=>0.31200000643730164, \"OPS\"=>0.703000009059906, \"wOBA\"=>0.3059999942779541, \"wRAA\"=>-3.200000047683716}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"倉本 寿彦\", \"team\"=>\"DB\", \"salary\"=>4300, \"games\"=>86, \"pa\"=>326, \"ab\"=>303, \"r\"=>30, \"H\"=>75, \"2B\"=>12, \"3B\"=>0, \"HR\"=>1, \"RBI\"=>22, \"AVG\"=>0.24799999594688416, \"BABIP\"=>0.2980000078678131, \"SLG\"=>0.296999990940094, \"OBP\"=>0.28299999237060547, \"OPS\"=>0.5799999833106995, \"wOBA\"=>0.257999986410141, \"wRAA\"=>-16.299999237060547}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"平田 良介\", \"team\"=>\"D\", \"salary\"=>12000, \"games\"=>66, \"pa\"=>270, \"ab\"=>238, \"r\"=>26, \"H\"=>58, \"2B\"=>14, \"3B\"=>2, \"HR\"=>6, \"RBI\"=>29, \"AVG\"=>0.24400000274181366, \"BABIP\"=>0.29899999499320984, \"SLG\"=>0.39500001072883606, \"OBP\"=>0.32600000500679016, \"OPS\"=>0.7210000157356262, \"wOBA\"=>0.3199999928474426, \"wRAA\"=>0.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"ビシエド\", \"team\"=>\"D\", \"salary\"=>17000, \"games\"=>68, \"pa\"=>284, \"ab\"=>259, \"r\"=>30, \"H\"=>62, \"2B\"=>8, \"3B\"=>0, \"HR\"=>14, \"RBI\"=>42, \"AVG\"=>0.23899999260902405, \"BABIP\"=>0.23899999260902405, \"SLG\"=>0.4320000112056732, \"OBP\"=>0.30300000309944153, \"OPS\"=>0.7350000143051147, \"wOBA\"=>0.3199999928474426, \"wRAA\"=>0.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"レアード\", \"team\"=>\"F\", \"salary\"=>30000, \"games\"=>86, \"pa\"=>354, \"ab\"=>311, \"r\"=>35, \"H\"=>73, \"2B\"=>11, \"3B\"=>0, \"HR\"=>22, \"RBI\"=>63, \"AVG\"=>0.23499999940395355, \"BABIP\"=>0.23899999260902405, \"SLG\"=>0.4819999933242798, \"OBP\"=>0.3140000104904175, \"OPS\"=>0.7960000038146973, \"wOBA\"=>0.34200000762939453, \"wRAA\"=>6.300000190734863}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"外崎 修汰\", \"team\"=>\"L\", \"salary\"=>1300, \"games\"=>75, \"pa\"=>258, \"ab\"=>231, \"r\"=>34, \"H\"=>54, \"2B\"=>7, \"3B\"=>0, \"HR\"=>7, \"RBI\"=>27, \"AVG\"=>0.23399999737739563, \"BABIP\"=>0.27799999713897705, \"SLG\"=>0.35499998927116394, \"OBP\"=>0.2919999957084656, \"OPS\"=>0.6470000147819519, \"wOBA\"=>0.28600001335144043, \"wRAA\"=>-7.099999904632568}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"中村 剛也\", \"team\"=>\"L\", \"salary\"=>41000, \"games\"=>78, \"pa\"=>336, \"ab\"=>292, \"r\"=>44, \"H\"=>67, \"2B\"=>11, \"3B\"=>0, \"HR\"=>20, \"RBI\"=>60, \"AVG\"=>0.2290000021457672, \"BABIP\"=>0.23999999463558197, \"SLG\"=>0.4729999899864197, \"OBP\"=>0.3149999976158142, \"OPS\"=>0.7879999876022339, \"wOBA\"=>0.3400000035762787, \"wRAA\"=>5.400000095367432}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"山田 哲人\", \"team\"=>\"S\", \"salary\"=>35000, \"games\"=>86, \"pa\"=>379, \"ab\"=>317, \"r\"=>52, \"H\"=>72, \"2B\"=>13, \"3B\"=>1, \"HR\"=>14, \"RBI\"=>42, \"AVG\"=>0.22699999809265137, \"BABIP\"=>0.25699999928474426, \"SLG\"=>0.40700000524520874, \"OBP\"=>0.35100001096725464, \"OPS\"=>0.7580000162124634, \"wOBA\"=>0.33899998664855957, \"wRAA\"=>5.800000190734863}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"大引 啓次\", \"team\"=>\"S\", \"salary\"=>7000, \"games\"=>67, \"pa\"=>271, \"ab\"=>239, \"r\"=>22, \"H\"=>54, \"2B\"=>11, \"3B\"=>0, \"HR\"=>5, \"RBI\"=>25, \"AVG\"=>0.22599999606609344, \"BABIP\"=>0.2460000067949295, \"SLG\"=>0.33500000834465027, \"OBP\"=>0.2939999997615814, \"OPS\"=>0.6290000081062317, \"wOBA\"=>0.28200000524520874, \"wRAA\"=>-8.300000190734863}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"中田 翔\", \"team\"=>\"F\", \"salary\"=>28000, \"games\"=>76, \"pa\"=>330, \"ab\"=>285, \"r\"=>37, \"H\"=>64, \"2B\"=>17, \"3B\"=>0, \"HR\"=>11, \"RBI\"=>47, \"AVG\"=>0.22499999403953552, \"BABIP\"=>0.23800000548362732, \"SLG\"=>0.4000000059604645, \"OBP\"=>0.32100000977516174, \"OPS\"=>0.7210000157356262, \"wOBA\"=>0.3199999928474426, \"wRAA\"=>0.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"アマダー\", \"team\"=>\"E\", \"salary\"=>3000, \"games\"=>67, \"pa\"=>261, \"ab\"=>233, \"r\"=>17, \"H\"=>50, \"2B\"=>3, \"3B\"=>0, \"HR\"=>9, \"RBI\"=>30, \"AVG\"=>0.2150000035762787, \"BABIP\"=>0.24799999594688416, \"SLG\"=>0.34299999475479126, \"OBP\"=>0.29100000858306885, \"OPS\"=>0.6349999904632568, \"wOBA\"=>0.28200000524520874, \"wRAA\"=>-8.0}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"安達 了一\", \"team\"=>\"Bs\", \"salary\"=>6600, \"games\"=>71, \"pa\"=>256, \"ab\"=>214, \"r\"=>24, \"H\"=>42, \"2B\"=>5, \"3B\"=>1, \"HR\"=>1, \"RBI\"=>10, \"AVG\"=>0.19599999487400055, \"BABIP\"=>0.23600000143051147, \"SLG\"=>0.24300000071525574, \"OBP\"=>0.30399999022483826, \"OPS\"=>0.546999990940094, \"wOBA\"=>0.257999986410141, \"wRAA\"=>-12.800000190734863}, {\"date\"=>2017-07-21 00:00:00 +0900, \"name\"=>\"小林 誠司\", \"team\"=>\"G\", \"salary\"=>5000, \"games\"=>82, \"pa\"=>268, \"ab\"=>230, \"r\"=>9, \"H\"=>45, \"2B\"=>5, \"3B\"=>0, \"HR\"=>0, \"RBI\"=>13, \"AVG\"=>0.19599999487400055, \"BABIP\"=>0.23600000143051147, \"SLG\"=>0.21699999272823334, \"OBP\"=>0.2709999978542328, \"OPS\"=>0.4880000054836273, \"wOBA\"=>0.22200000286102295, \"wRAA\"=>-21.200000762939453}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 中身を少しだけチェック\n",
    "results.each do |row| \n",
    "  puts row \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='21'>Daru::DataFrame(62x20)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>date</th>\n",
       "      \n",
       "        <th>name</th>\n",
       "      \n",
       "        <th>team</th>\n",
       "      \n",
       "        <th>salary</th>\n",
       "      \n",
       "        <th>games</th>\n",
       "      \n",
       "        <th>pa</th>\n",
       "      \n",
       "        <th>ab</th>\n",
       "      \n",
       "        <th>r</th>\n",
       "      \n",
       "        <th>H</th>\n",
       "      \n",
       "        <th>2B</th>\n",
       "      \n",
       "        <th>3B</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>BABIP</th>\n",
       "      \n",
       "        <th>SLG</th>\n",
       "      \n",
       "        <th>OBP</th>\n",
       "      \n",
       "        <th>OPS</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>宮﨑 敏郎</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>3000</td>\n",
       "      \n",
       "        <td>72</td>\n",
       "      \n",
       "        <td>293</td>\n",
       "      \n",
       "        <td>267</td>\n",
       "      \n",
       "        <td>28</td>\n",
       "      \n",
       "        <td>93</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>38</td>\n",
       "      \n",
       "        <td>0.3479999899864197</td>\n",
       "      \n",
       "        <td>0.3659999966621399</td>\n",
       "      \n",
       "        <td>0.5059999823570251</td>\n",
       "      \n",
       "        <td>0.4059999883174896</td>\n",
       "      \n",
       "        <td>0.9120000004768372</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>18.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>柳田 悠岐</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>26000</td>\n",
       "      \n",
       "        <td>84</td>\n",
       "      \n",
       "        <td>364</td>\n",
       "      \n",
       "        <td>288</td>\n",
       "      \n",
       "        <td>66</td>\n",
       "      \n",
       "        <td>94</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>75</td>\n",
       "      \n",
       "        <td>0.32600000500679016</td>\n",
       "      \n",
       "        <td>0.3720000088214874</td>\n",
       "      \n",
       "        <td>0.6349999904632568</td>\n",
       "      \n",
       "        <td>0.45100000500679016</td>\n",
       "      \n",
       "        <td>1.0859999656677246</td>\n",
       "      \n",
       "        <td>0.4569999873638153</td>\n",
       "      \n",
       "        <td>40.20000076293945</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>坂本 勇人</td>\n",
       "      \n",
       "        <td>G</td>\n",
       "      \n",
       "        <td>35000</td>\n",
       "      \n",
       "        <td>85</td>\n",
       "      \n",
       "        <td>366</td>\n",
       "      \n",
       "        <td>323</td>\n",
       "      \n",
       "        <td>52</td>\n",
       "      \n",
       "        <td>105</td>\n",
       "      \n",
       "        <td>22</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>46</td>\n",
       "      \n",
       "        <td>0.32499998807907104</td>\n",
       "      \n",
       "        <td>0.36000001430511475</td>\n",
       "      \n",
       "        <td>0.4860000014305115</td>\n",
       "      \n",
       "        <td>0.39899998903274536</td>\n",
       "      \n",
       "        <td>0.8849999904632568</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>19.5</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>大島 洋平</td>\n",
       "      \n",
       "        <td>D</td>\n",
       "      \n",
       "        <td>15000</td>\n",
       "      \n",
       "        <td>87</td>\n",
       "      \n",
       "        <td>381</td>\n",
       "      \n",
       "        <td>348</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>113</td>\n",
       "      \n",
       "        <td>18</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>25</td>\n",
       "      \n",
       "        <td>0.32499998807907104</td>\n",
       "      \n",
       "        <td>0.3659999966621399</td>\n",
       "      \n",
       "        <td>0.4050000011920929</td>\n",
       "      \n",
       "        <td>0.37400001287460327</td>\n",
       "      \n",
       "        <td>0.7789999842643738</td>\n",
       "      \n",
       "        <td>0.34299999475479126</td>\n",
       "      \n",
       "        <td>7.099999904632568</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>銀次</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>7600</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>331</td>\n",
       "      \n",
       "        <td>294</td>\n",
       "      \n",
       "        <td>40</td>\n",
       "      \n",
       "        <td>94</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.36399999260902405</td>\n",
       "      \n",
       "        <td>0.39500001072883606</td>\n",
       "      \n",
       "        <td>0.3930000066757202</td>\n",
       "      \n",
       "        <td>0.7870000004768372</td>\n",
       "      \n",
       "        <td>0.3499999940395355</td>\n",
       "      \n",
       "        <td>8.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>丸 佳浩</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>14000</td>\n",
       "      \n",
       "        <td>87</td>\n",
       "      \n",
       "        <td>400</td>\n",
       "      \n",
       "        <td>341</td>\n",
       "      \n",
       "        <td>65</td>\n",
       "      \n",
       "        <td>109</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>60</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.3580000102519989</td>\n",
       "      \n",
       "        <td>0.5450000166893005</td>\n",
       "      \n",
       "        <td>0.4090000092983246</td>\n",
       "      \n",
       "        <td>0.9539999961853027</td>\n",
       "      \n",
       "        <td>0.41200000047683716</td>\n",
       "      \n",
       "        <td>29.700000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>茂木 栄五郎</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>3200</td>\n",
       "      \n",
       "        <td>57</td>\n",
       "      \n",
       "        <td>257</td>\n",
       "      \n",
       "        <td>226</td>\n",
       "      \n",
       "        <td>44</td>\n",
       "      \n",
       "        <td>72</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>12</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>0.3190000057220459</td>\n",
       "      \n",
       "        <td>0.3529999852180481</td>\n",
       "      \n",
       "        <td>0.5580000281333923</td>\n",
       "      \n",
       "        <td>0.38999998569488525</td>\n",
       "      \n",
       "        <td>0.9470000267028809</td>\n",
       "      \n",
       "        <td>0.4090000092983246</td>\n",
       "      \n",
       "        <td>18.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>秋山 翔吾</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>20000</td>\n",
       "      \n",
       "        <td>83</td>\n",
       "      \n",
       "        <td>386</td>\n",
       "      \n",
       "        <td>329</td>\n",
       "      \n",
       "        <td>66</td>\n",
       "      \n",
       "        <td>105</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>50</td>\n",
       "      \n",
       "        <td>0.3190000057220459</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>0.5379999876022339</td>\n",
       "      \n",
       "        <td>0.4169999957084656</td>\n",
       "      \n",
       "        <td>0.9549999833106995</td>\n",
       "      \n",
       "        <td>0.4129999876022339</td>\n",
       "      \n",
       "        <td>28.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>ロペス</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>23000</td>\n",
       "      \n",
       "        <td>86</td>\n",
       "      \n",
       "        <td>369</td>\n",
       "      \n",
       "        <td>349</td>\n",
       "      \n",
       "        <td>46</td>\n",
       "      \n",
       "        <td>110</td>\n",
       "      \n",
       "        <td>28</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>19</td>\n",
       "      \n",
       "        <td>69</td>\n",
       "      \n",
       "        <td>0.3149999976158142</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.5590000152587891</td>\n",
       "      \n",
       "        <td>0.33899998664855957</td>\n",
       "      \n",
       "        <td>0.8970000147819519</td>\n",
       "      \n",
       "        <td>0.3840000033378601</td>\n",
       "      \n",
       "        <td>19.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>マギー</td>\n",
       "      \n",
       "        <td>G</td>\n",
       "      \n",
       "        <td>19300</td>\n",
       "      \n",
       "        <td>82</td>\n",
       "      \n",
       "        <td>336</td>\n",
       "      \n",
       "        <td>301</td>\n",
       "      \n",
       "        <td>33</td>\n",
       "      \n",
       "        <td>94</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>44</td>\n",
       "      \n",
       "        <td>0.31200000643730164</td>\n",
       "      \n",
       "        <td>0.3709999918937683</td>\n",
       "      \n",
       "        <td>0.5149999856948853</td>\n",
       "      \n",
       "        <td>0.3779999911785126</td>\n",
       "      \n",
       "        <td>0.8930000066757202</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>17.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>浅村 栄斗</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>15500</td>\n",
       "      \n",
       "        <td>83</td>\n",
       "      \n",
       "        <td>371</td>\n",
       "      \n",
       "        <td>341</td>\n",
       "      \n",
       "        <td>44</td>\n",
       "      \n",
       "        <td>106</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>0.3109999895095825</td>\n",
       "      \n",
       "        <td>0.33000001311302185</td>\n",
       "      \n",
       "        <td>0.4659999907016754</td>\n",
       "      \n",
       "        <td>0.3569999933242798</td>\n",
       "      \n",
       "        <td>0.8230000138282776</td>\n",
       "      \n",
       "        <td>0.3580000102519989</td>\n",
       "      \n",
       "        <td>11.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>鈴木 誠也</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>6000</td>\n",
       "      \n",
       "        <td>87</td>\n",
       "      \n",
       "        <td>389</td>\n",
       "      \n",
       "        <td>336</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>103</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>67</td>\n",
       "      \n",
       "        <td>0.3070000112056732</td>\n",
       "      \n",
       "        <td>0.3269999921321869</td>\n",
       "      \n",
       "        <td>0.5360000133514404</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.9210000038146973</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>24.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>雄平</td>\n",
       "      \n",
       "        <td>S</td>\n",
       "      \n",
       "        <td>7000</td>\n",
       "      \n",
       "        <td>70</td>\n",
       "      \n",
       "        <td>295</td>\n",
       "      \n",
       "        <td>277</td>\n",
       "      \n",
       "        <td>29</td>\n",
       "      \n",
       "        <td>85</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>0.3070000112056732</td>\n",
       "      \n",
       "        <td>0.3529999852180481</td>\n",
       "      \n",
       "        <td>0.40400001406669617</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>0.746999979019165</td>\n",
       "      \n",
       "        <td>0.32899999618530273</td>\n",
       "      \n",
       "        <td>2.0999999046325684</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>ペゲーロ</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>8500</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>352</td>\n",
       "      \n",
       "        <td>314</td>\n",
       "      \n",
       "        <td>47</td>\n",
       "      \n",
       "        <td>96</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>0.3059999942779541</td>\n",
       "      \n",
       "        <td>0.3709999918937683</td>\n",
       "      \n",
       "        <td>0.5479999780654907</td>\n",
       "      \n",
       "        <td>0.38100001215934753</td>\n",
       "      \n",
       "        <td>0.9279999732971191</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>21.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>西川 遥輝</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>10000</td>\n",
       "      \n",
       "        <td>86</td>\n",
       "      \n",
       "        <td>386</td>\n",
       "      \n",
       "        <td>332</td>\n",
       "      \n",
       "        <td>54</td>\n",
       "      \n",
       "        <td>101</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>0.30399999022483826</td>\n",
       "      \n",
       "        <td>0.37599998712539673</td>\n",
       "      \n",
       "        <td>0.40400001406669617</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.7889999747276306</td>\n",
       "      \n",
       "        <td>0.35100001096725464</td>\n",
       "      \n",
       "        <td>9.600000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>安部 友裕</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>2100</td>\n",
       "      \n",
       "        <td>80</td>\n",
       "      \n",
       "        <td>287</td>\n",
       "      \n",
       "        <td>261</td>\n",
       "      \n",
       "        <td>43</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>29</td>\n",
       "      \n",
       "        <td>0.30300000309944153</td>\n",
       "      \n",
       "        <td>0.3840000033378601</td>\n",
       "      \n",
       "        <td>0.375</td>\n",
       "      \n",
       "        <td>0.3490000069141388</td>\n",
       "      \n",
       "        <td>0.7239999771118164</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>田中 広輔</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>7800</td>\n",
       "      \n",
       "        <td>87</td>\n",
       "      \n",
       "        <td>419</td>\n",
       "      \n",
       "        <td>357</td>\n",
       "      \n",
       "        <td>63</td>\n",
       "      \n",
       "        <td>106</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>40</td>\n",
       "      \n",
       "        <td>0.296999990940094</td>\n",
       "      \n",
       "        <td>0.36500000953674316</td>\n",
       "      \n",
       "        <td>0.4059999883174896</td>\n",
       "      \n",
       "        <td>0.3889999985694885</td>\n",
       "      \n",
       "        <td>0.7960000038146973</td>\n",
       "      \n",
       "        <td>0.35499998927116394</td>\n",
       "      \n",
       "        <td>11.800000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>鳥谷 敬</td>\n",
       "      \n",
       "        <td>T</td>\n",
       "      \n",
       "        <td>40000</td>\n",
       "      \n",
       "        <td>83</td>\n",
       "      \n",
       "        <td>327</td>\n",
       "      \n",
       "        <td>277</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>82</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>27</td>\n",
       "      \n",
       "        <td>0.29600000381469727</td>\n",
       "      \n",
       "        <td>0.3319999873638153</td>\n",
       "      \n",
       "        <td>0.3610000014305115</td>\n",
       "      \n",
       "        <td>0.3959999978542328</td>\n",
       "      \n",
       "        <td>0.7570000290870667</td>\n",
       "      \n",
       "        <td>0.3400000035762787</td>\n",
       "      \n",
       "        <td>5.300000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>内川 聖一</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>35000</td>\n",
       "      \n",
       "        <td>67</td>\n",
       "      \n",
       "        <td>278</td>\n",
       "      \n",
       "        <td>245</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>72</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>12</td>\n",
       "      \n",
       "        <td>48</td>\n",
       "      \n",
       "        <td>0.2939999997615814</td>\n",
       "      \n",
       "        <td>0.2840000092983246</td>\n",
       "      \n",
       "        <td>0.49399998784065247</td>\n",
       "      \n",
       "        <td>0.3709999918937683</td>\n",
       "      \n",
       "        <td>0.8640000224113464</td>\n",
       "      \n",
       "        <td>0.375</td>\n",
       "      \n",
       "        <td>12.300000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>桑原 将志</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>4000</td>\n",
       "      \n",
       "        <td>86</td>\n",
       "      \n",
       "        <td>400</td>\n",
       "      \n",
       "        <td>353</td>\n",
       "      \n",
       "        <td>57</td>\n",
       "      \n",
       "        <td>103</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>4</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>0.2919999957084656</td>\n",
       "      \n",
       "        <td>0.3370000123977661</td>\n",
       "      \n",
       "        <td>0.4560000002384186</td>\n",
       "      \n",
       "        <td>0.3700000047683716</td>\n",
       "      \n",
       "        <td>0.8259999752044678</td>\n",
       "      \n",
       "        <td>0.36500000953674316</td>\n",
       "      \n",
       "        <td>14.5</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>上本 博紀</td>\n",
       "      \n",
       "        <td>T</td>\n",
       "      \n",
       "        <td>3300</td>\n",
       "      \n",
       "        <td>75</td>\n",
       "      \n",
       "        <td>299</td>\n",
       "      \n",
       "        <td>253</td>\n",
       "      \n",
       "        <td>35</td>\n",
       "      \n",
       "        <td>74</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>0.2919999957084656</td>\n",
       "      \n",
       "        <td>0.3240000009536743</td>\n",
       "      \n",
       "        <td>0.40299999713897705</td>\n",
       "      \n",
       "        <td>0.37299999594688416</td>\n",
       "      \n",
       "        <td>0.7760000228881836</td>\n",
       "      \n",
       "        <td>0.3449999988079071</td>\n",
       "      \n",
       "        <td>6.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>上林 誠知</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>800</td>\n",
       "      \n",
       "        <td>82</td>\n",
       "      \n",
       "        <td>284</td>\n",
       "      \n",
       "        <td>264</td>\n",
       "      \n",
       "        <td>38</td>\n",
       "      \n",
       "        <td>76</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>0.2879999876022339</td>\n",
       "      \n",
       "        <td>0.3269999921321869</td>\n",
       "      \n",
       "        <td>0.4659999907016754</td>\n",
       "      \n",
       "        <td>0.3240000009536743</td>\n",
       "      \n",
       "        <td>0.7900000214576721</td>\n",
       "      \n",
       "        <td>0.3400000035762787</td>\n",
       "      \n",
       "        <td>4.599999904632568</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>小谷野 栄一</td>\n",
       "      \n",
       "        <td>Bs</td>\n",
       "      \n",
       "        <td>7000</td>\n",
       "      \n",
       "        <td>80</td>\n",
       "      \n",
       "        <td>321</td>\n",
       "      \n",
       "        <td>300</td>\n",
       "      \n",
       "        <td>25</td>\n",
       "      \n",
       "        <td>86</td>\n",
       "      \n",
       "        <td>6</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>4</td>\n",
       "      \n",
       "        <td>30</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>0.3179999887943268</td>\n",
       "      \n",
       "        <td>0.3529999852180481</td>\n",
       "      \n",
       "        <td>0.32600000500679016</td>\n",
       "      \n",
       "        <td>0.6790000200271606</td>\n",
       "      \n",
       "        <td>0.29899999499320984</td>\n",
       "      \n",
       "        <td>-5.400000095367432</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>エルドレッド</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>11000</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>293</td>\n",
       "      \n",
       "        <td>251</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>72</td>\n",
       "      \n",
       "        <td>7</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>61</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>0.32100000977516174</td>\n",
       "      \n",
       "        <td>0.5659999847412109</td>\n",
       "      \n",
       "        <td>0.3790000081062317</td>\n",
       "      \n",
       "        <td>0.9449999928474426</td>\n",
       "      \n",
       "        <td>0.4020000100135803</td>\n",
       "      \n",
       "        <td>19.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>ウィーラー</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>10000</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>351</td>\n",
       "      \n",
       "        <td>317</td>\n",
       "      \n",
       "        <td>52</td>\n",
       "      \n",
       "        <td>91</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>54</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>0.28600001335144043</td>\n",
       "      \n",
       "        <td>0.5360000133514404</td>\n",
       "      \n",
       "        <td>0.3529999852180481</td>\n",
       "      \n",
       "        <td>0.8899999856948853</td>\n",
       "      \n",
       "        <td>0.38199999928474426</td>\n",
       "      \n",
       "        <td>17.600000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>ゲレーロ</td>\n",
       "      \n",
       "        <td>D</td>\n",
       "      \n",
       "        <td>15000</td>\n",
       "      \n",
       "        <td>85</td>\n",
       "      \n",
       "        <td>336</td>\n",
       "      \n",
       "        <td>307</td>\n",
       "      \n",
       "        <td>42</td>\n",
       "      \n",
       "        <td>88</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>26</td>\n",
       "      \n",
       "        <td>58</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>0.29100000858306885</td>\n",
       "      \n",
       "        <td>0.6029999852180481</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>0.9449999928474426</td>\n",
       "      \n",
       "        <td>0.4020000100135803</td>\n",
       "      \n",
       "        <td>22.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>京田 陽太</td>\n",
       "      \n",
       "        <td>D</td>\n",
       "      \n",
       "        <td>1200</td>\n",
       "      \n",
       "        <td>86</td>\n",
       "      \n",
       "        <td>350</td>\n",
       "      \n",
       "        <td>325</td>\n",
       "      \n",
       "        <td>44</td>\n",
       "      \n",
       "        <td>93</td>\n",
       "      \n",
       "        <td>11</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>0.28600001335144043</td>\n",
       "      \n",
       "        <td>0.34599998593330383</td>\n",
       "      \n",
       "        <td>0.36000001430511475</td>\n",
       "      \n",
       "        <td>0.31700000166893005</td>\n",
       "      \n",
       "        <td>0.6769999861717224</td>\n",
       "      \n",
       "        <td>0.2980000078678131</td>\n",
       "      \n",
       "        <td>-6.199999809265137</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>Ｔ－岡田</td>\n",
       "      \n",
       "        <td>Bs</td>\n",
       "      \n",
       "        <td>10000</td>\n",
       "      \n",
       "        <td>83</td>\n",
       "      \n",
       "        <td>347</td>\n",
       "      \n",
       "        <td>291</td>\n",
       "      \n",
       "        <td>46</td>\n",
       "      \n",
       "        <td>83</td>\n",
       "      \n",
       "        <td>11</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>18</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>0.2849999964237213</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>0.5090000033378601</td>\n",
       "      \n",
       "        <td>0.4009999930858612</td>\n",
       "      \n",
       "        <td>0.9089999794960022</td>\n",
       "      \n",
       "        <td>0.39500001072883606</td>\n",
       "      \n",
       "        <td>21.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>島内 宏明</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>3300</td>\n",
       "      \n",
       "        <td>79</td>\n",
       "      \n",
       "        <td>333</td>\n",
       "      \n",
       "        <td>285</td>\n",
       "      \n",
       "        <td>41</td>\n",
       "      \n",
       "        <td>81</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>0.2840000092983246</td>\n",
       "      \n",
       "        <td>0.2930000126361847</td>\n",
       "      \n",
       "        <td>0.42100000381469727</td>\n",
       "      \n",
       "        <td>0.3720000088214874</td>\n",
       "      \n",
       "        <td>0.7929999828338623</td>\n",
       "      \n",
       "        <td>0.3499999940395355</td>\n",
       "      \n",
       "        <td>8.100000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      \n",
       "        <td>2017-07-21 00:00:00 +0900</td>\n",
       "      \n",
       "        <td>バレンティン</td>\n",
       "      \n",
       "        <td>S</td>\n",
       "      \n",
       "        <td>33000</td>\n",
       "      \n",
       "        <td>69</td>\n",
       "      \n",
       "        <td>283</td>\n",
       "      \n",
       "        <td>245</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>69</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>14</td>\n",
       "      \n",
       "        <td>34</td>\n",
       "      \n",
       "        <td>0.28200000524520874</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.49399998784065247</td>\n",
       "      \n",
       "        <td>0.3779999911785126</td>\n",
       "      \n",
       "        <td>0.871999979019165</td>\n",
       "      \n",
       "        <td>0.3799999952316284</td>\n",
       "      \n",
       "        <td>13.699999809265137</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "    </tr>\n",
       "\n",
       "    \n",
       "\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "        \n",
       "          <td>2017-07-21 00:00:00 +0900</td>\n",
       "        \n",
       "          <td>小林 誠司</td>\n",
       "        \n",
       "          <td>G</td>\n",
       "        \n",
       "          <td>5000</td>\n",
       "        \n",
       "          <td>82</td>\n",
       "        \n",
       "          <td>268</td>\n",
       "        \n",
       "          <td>230</td>\n",
       "        \n",
       "          <td>9</td>\n",
       "        \n",
       "          <td>45</td>\n",
       "        \n",
       "          <td>5</td>\n",
       "        \n",
       "          <td>0</td>\n",
       "        \n",
       "          <td>0</td>\n",
       "        \n",
       "          <td>13</td>\n",
       "        \n",
       "          <td>0.19599999487400055</td>\n",
       "        \n",
       "          <td>0.23600000143051147</td>\n",
       "        \n",
       "          <td>0.21699999272823334</td>\n",
       "        \n",
       "          <td>0.2709999978542328</td>\n",
       "        \n",
       "          <td>0.4880000054836273</td>\n",
       "        \n",
       "          <td>0.22200000286102295</td>\n",
       "        \n",
       "          <td>-21.200000762939453</td>\n",
       "        \n",
       "    </tr>\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(62x20)>\n",
       "                  date       name       team     salary      games         pa         ab          r          H         2B         3B         HR        RBI        AVG      BABIP        SLG        OBP        OPS       wOBA       wRAA\n",
       "          0 2017-07-21      宮﨑 敏郎         DB       3000         72        293        267         28         93         16          1          8         38 0.34799998 0.36599999 0.50599998 0.40599998 0.91200000 0.39700001 18.2000007\n",
       "          1 2017-07-21      柳田 悠岐          H      26000         84        364        288         66         94         20          0         23         75 0.32600000 0.37200000 0.63499999 0.45100000 1.08599996 0.45699998 40.2000007\n",
       "          2 2017-07-21      坂本 勇人          G      35000         85        366        323         52        105         22          0         10         46 0.32499998 0.36000001 0.48600000 0.39899998 0.88499999 0.38600000       19.5\n",
       "          3 2017-07-21      大島 洋平          D      15000         87        381        348         37        113         18          2          2         25 0.32499998 0.36599999 0.40500000 0.37400001 0.77899998 0.34299999 7.09999990\n",
       "          4 2017-07-21         銀次          E       7600         79        331        294         40         94         16          0          2         32 0.31999999 0.36399999 0.39500001 0.39300000 0.78700000 0.34999999        8.0\n",
       "          5 2017-07-21       丸 佳浩          C      14000         87        400        341         65        109         23          3         16         60 0.31999999 0.35800001 0.54500001 0.40900000 0.95399999 0.41200000 29.7000007\n",
       "          6 2017-07-21     茂木 栄五郎          E       3200         57        257        226         44         72         16          1         12         37 0.31900000 0.35299998 0.55800002 0.38999998 0.94700002 0.40900000 18.3999996\n",
       "          7 2017-07-21      秋山 翔吾          L      20000         83        386        329         66        105         17          2         17         50 0.31900000 0.34200000 0.53799998 0.41699999 0.95499998 0.41299998 28.8999996\n",
       "          8 2017-07-21        ロペス         DB      23000         86        369        349         46        110         28          0         19         69 0.31499999 0.31999999 0.55900001 0.33899998 0.89700001 0.38400000       19.0\n",
       "          9 2017-07-21        マギー          G      19300         82        336        301         33         94         32          1          9         44 0.31200000 0.37099999 0.51499998 0.37799999 0.89300000 0.38600000 17.8999996\n",
       "         10 2017-07-21      浅村 栄斗          L      15500         83        371        341         44        106         21          1         10         62 0.31099998 0.33000001 0.46599999 0.35699999 0.82300001 0.35800001 11.3999996\n",
       "         11 2017-07-21      鈴木 誠也          C       6000         87        389        336         62        103         24          1         17         67 0.30700001 0.32699999 0.53600001 0.38600000 0.92100000 0.39700001 24.2000007\n",
       "         12 2017-07-21         雄平          S       7000         70        295        277         29         85         21          0          2         32 0.30700001 0.35299998 0.40400001 0.34200000 0.74699997 0.32899999 2.09999990\n",
       "         13 2017-07-21       ペゲーロ          E       8500         79        352        314         47         96         13          0         21         62 0.30599999 0.37099999 0.54799997 0.38100001 0.92799997 0.39700001 21.8999996\n",
       "         14 2017-07-21      西川 遥輝          F      10000         86        386        332         54        101         16          1          5         24 0.30399999 0.37599998 0.40400001 0.38600000 0.78899997 0.35100001 9.60000038\n",
       "        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# resultsをそのままarrayに変換したら行けた\n",
    "df = Daru::DataFrame.new(results.to_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='18'>Daru::DataFrame(5x17)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>2B</th>\n",
       "      \n",
       "        <th>3B</th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>BABIP</th>\n",
       "      \n",
       "        <th>H</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>OBP</th>\n",
       "      \n",
       "        <th>OPS</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "        <th>SLG</th>\n",
       "      \n",
       "        <th>ab</th>\n",
       "      \n",
       "        <th>games</th>\n",
       "      \n",
       "        <th>pa</th>\n",
       "      \n",
       "        <th>r</th>\n",
       "      \n",
       "        <th>salary</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      \n",
       "        <td>13.580645161290322</td>\n",
       "      \n",
       "        <td>1.2580645161290323</td>\n",
       "      \n",
       "        <td>0.27616128950349744</td>\n",
       "      \n",
       "        <td>0.3112096772078545</td>\n",
       "      \n",
       "        <td>80.30645161290323</td>\n",
       "      \n",
       "        <td>9.548387096774194</td>\n",
       "      \n",
       "        <td>0.3505806451843631</td>\n",
       "      \n",
       "        <td>0.779903226802426</td>\n",
       "      \n",
       "        <td>37.91935483870968</td>\n",
       "      \n",
       "        <td>0.4293548375848801</td>\n",
       "      \n",
       "        <td>288.88709677419354</td>\n",
       "      \n",
       "        <td>79.20967741935483</td>\n",
       "      \n",
       "        <td>328.2741935483871</td>\n",
       "      \n",
       "        <td>38.774193548387096</td>\n",
       "      \n",
       "        <td>15898.387096774193</td>\n",
       "      \n",
       "        <td>0.3420967752895048</td>\n",
       "      \n",
       "        <td>6.45161293495086</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      \n",
       "        <td>5.996032532793702</td>\n",
       "      \n",
       "        <td>1.4591203713417595</td>\n",
       "      \n",
       "        <td>0.03338851961475305</td>\n",
       "      \n",
       "        <td>0.04052165416320171</td>\n",
       "      \n",
       "        <td>16.677843070901595</td>\n",
       "      \n",
       "        <td>6.932171186280412</td>\n",
       "      \n",
       "        <td>0.036839727265237925</td>\n",
       "      \n",
       "        <td>0.11287984102229942</td>\n",
       "      \n",
       "        <td>15.558771061815666</td>\n",
       "      \n",
       "        <td>0.0868739600479229</td>\n",
       "      \n",
       "        <td>37.40172032455704</td>\n",
       "      \n",
       "        <td>6.687735524945115</td>\n",
       "      \n",
       "        <td>42.742910199117155</td>\n",
       "      \n",
       "        <td>13.008722615732587</td>\n",
       "      \n",
       "        <td>12784.423051734968</td>\n",
       "      \n",
       "        <td>0.04425770806816792</td>\n",
       "      \n",
       "        <td>11.796078093312207</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>0.19599999487400055</td>\n",
       "      \n",
       "        <td>0.23600000143051147</td>\n",
       "      \n",
       "        <td>42</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>0.2709999978542328</td>\n",
       "      \n",
       "        <td>0.4880000054836273</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>0.21699999272823334</td>\n",
       "      \n",
       "        <td>214</td>\n",
       "      \n",
       "        <td>57</td>\n",
       "      \n",
       "        <td>256</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>800</td>\n",
       "      \n",
       "        <td>0.22200000286102295</td>\n",
       "      \n",
       "        <td>-21.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>0.3479999899864197</td>\n",
       "      \n",
       "        <td>0.3840000033378601</td>\n",
       "      \n",
       "        <td>113</td>\n",
       "      \n",
       "        <td>26</td>\n",
       "      \n",
       "        <td>0.45100000500679016</td>\n",
       "      \n",
       "        <td>1.0859999656677246</td>\n",
       "      \n",
       "        <td>75</td>\n",
       "      \n",
       "        <td>0.6349999904632568</td>\n",
       "      \n",
       "        <td>357</td>\n",
       "      \n",
       "        <td>87</td>\n",
       "      \n",
       "        <td>419</td>\n",
       "      \n",
       "        <td>66</td>\n",
       "      \n",
       "        <td>50000</td>\n",
       "      \n",
       "        <td>0.4569999873638153</td>\n",
       "      \n",
       "        <td>40.20000076293945</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(5x17)>\n",
       "                    2B         3B        AVG      BABIP          H         HR        OBP        OPS        RBI        SLG         ab      games         pa          r     salary       wOBA       wRAA\n",
       "      count         62         62         62         62         62         62         62         62         62         62         62         62         62         62         62         62         62\n",
       "       mean 13.5806451 1.25806451 0.27616128 0.31120967 80.3064516 9.54838709 0.35058064 0.77990322 37.9193548 0.42935483 288.887096 79.2096774 328.274193 38.7741935 15898.3870 0.34209677 6.45161293\n",
       "        std 5.99603253 1.45912037 0.03338851 0.04052165 16.6778430 6.93217118 0.03683972 0.11287984 15.5587710 0.08687396 37.4017203 6.68773552 42.7429101 13.0087226 12784.4230 0.04425770 11.7960780\n",
       "        min          3          0 0.19599999 0.23600000         42          0 0.27099999 0.48800000         10 0.21699999        214         57        256          9        800 0.22200000 -21.200000\n",
       "        max         32          5 0.34799998 0.38400000        113         26 0.45100000 1.08599996         75 0.63499999        357         87        419         66      50000 0.45699998 40.2000007"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 統計量を出してみる\n",
    "df.describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='4'>Daru::DataFrame(5x3)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      \n",
       "        <td>0.27616128950349744</td>\n",
       "      \n",
       "        <td>9.548387096774194</td>\n",
       "      \n",
       "        <td>37.91935483870968</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      \n",
       "        <td>0.03338851961475305</td>\n",
       "      \n",
       "        <td>6.932171186280412</td>\n",
       "      \n",
       "        <td>15.558771061815666</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      \n",
       "        <td>0.19599999487400055</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      \n",
       "        <td>0.3479999899864197</td>\n",
       "      \n",
       "        <td>26</td>\n",
       "      \n",
       "        <td>75</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(5x3)>\n",
       "                   AVG         HR        RBI\n",
       "      count         62         62         62\n",
       "       mean 0.27616128 9.54838709 37.9193548\n",
       "        std 0.03338851 6.93217118 15.5587710\n",
       "        min 0.19599999          0         10\n",
       "        max 0.34799998         26         75"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 主要成績の統計量\n",
    "df['AVG', 'RBI', 'HR'].describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='4'>Daru::DataFrame(5x3)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>OPS</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      \n",
       "        <td>0.779903226802426</td>\n",
       "      \n",
       "        <td>0.3420967752895048</td>\n",
       "      \n",
       "        <td>6.45161293495086</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      \n",
       "        <td>0.11287984102229942</td>\n",
       "      \n",
       "        <td>0.04425770806816792</td>\n",
       "      \n",
       "        <td>11.796078093312207</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      \n",
       "        <td>0.4880000054836273</td>\n",
       "      \n",
       "        <td>0.22200000286102295</td>\n",
       "      \n",
       "        <td>-21.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      \n",
       "        <td>1.0859999656677246</td>\n",
       "      \n",
       "        <td>0.4569999873638153</td>\n",
       "      \n",
       "        <td>40.20000076293945</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(5x3)>\n",
       "                   OPS       wOBA       wRAA\n",
       "      count         62         62         62\n",
       "       mean 0.77990322 0.34209677 6.45161293\n",
       "        std 0.11287984 0.04425770 11.7960780\n",
       "        min 0.48800000 0.22200000 -21.200000\n",
       "        max 1.08599996 0.45699998 40.2000007"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# セイバーメトリクス的な指標(計算は前処理でしちゃってるので省略)\n",
    "df['OPS', 'wOBA', 'wRAA'].describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='9'>Daru::DataFrame(62x8)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>name</th>\n",
       "      \n",
       "        <th>team</th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>OBP</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>柳田 悠岐</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>0.32600000500679016</td>\n",
       "      \n",
       "        <td>75</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>0.45100000500679016</td>\n",
       "      \n",
       "        <td>0.4569999873638153</td>\n",
       "      \n",
       "        <td>40.20000076293945</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>丸 佳浩</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>60</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>0.4090000092983246</td>\n",
       "      \n",
       "        <td>0.41200000047683716</td>\n",
       "      \n",
       "        <td>29.700000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      \n",
       "        <td>秋山 翔吾</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>0.3190000057220459</td>\n",
       "      \n",
       "        <td>50</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>0.4169999957084656</td>\n",
       "      \n",
       "        <td>0.4129999876022339</td>\n",
       "      \n",
       "        <td>28.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      \n",
       "        <td>鈴木 誠也</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.3070000112056732</td>\n",
       "      \n",
       "        <td>67</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>24.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      \n",
       "        <td>ゲレーロ</td>\n",
       "      \n",
       "        <td>D</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>58</td>\n",
       "      \n",
       "        <td>26</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>0.4020000100135803</td>\n",
       "      \n",
       "        <td>22.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      \n",
       "        <td>ペゲーロ</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>0.3059999942779541</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0.38100001215934753</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>21.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      \n",
       "        <td>Ｔ－岡田</td>\n",
       "      \n",
       "        <td>Bs</td>\n",
       "      \n",
       "        <td>0.2849999964237213</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>18</td>\n",
       "      \n",
       "        <td>0.4009999930858612</td>\n",
       "      \n",
       "        <td>0.39500001072883606</td>\n",
       "      \n",
       "        <td>21.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>坂本 勇人</td>\n",
       "      \n",
       "        <td>G</td>\n",
       "      \n",
       "        <td>0.32499998807907104</td>\n",
       "      \n",
       "        <td>46</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>0.39899998903274536</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>19.5</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      \n",
       "        <td>エルドレッド</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>61</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0.3790000081062317</td>\n",
       "      \n",
       "        <td>0.4020000100135803</td>\n",
       "      \n",
       "        <td>19.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      \n",
       "        <td>ロペス</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>0.3149999976158142</td>\n",
       "      \n",
       "        <td>69</td>\n",
       "      \n",
       "        <td>19</td>\n",
       "      \n",
       "        <td>0.33899998664855957</td>\n",
       "      \n",
       "        <td>0.3840000033378601</td>\n",
       "      \n",
       "        <td>19.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      \n",
       "        <td>茂木 栄五郎</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>0.3190000057220459</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>12</td>\n",
       "      \n",
       "        <td>0.38999998569488525</td>\n",
       "      \n",
       "        <td>0.4090000092983246</td>\n",
       "      \n",
       "        <td>18.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>宮﨑 敏郎</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>0.3479999899864197</td>\n",
       "      \n",
       "        <td>38</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>0.4059999883174896</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>18.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      \n",
       "        <td>マギー</td>\n",
       "      \n",
       "        <td>G</td>\n",
       "      \n",
       "        <td>0.31200000643730164</td>\n",
       "      \n",
       "        <td>44</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>0.3779999911785126</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>17.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      \n",
       "        <td>ウィーラー</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>54</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0.3529999852180481</td>\n",
       "      \n",
       "        <td>0.38199999928474426</td>\n",
       "      \n",
       "        <td>17.600000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      \n",
       "        <td>デスパイネ</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>0.27000001072883606</td>\n",
       "      \n",
       "        <td>61</td>\n",
       "      \n",
       "        <td>22</td>\n",
       "      \n",
       "        <td>0.3580000102519989</td>\n",
       "      \n",
       "        <td>0.38499999046325684</td>\n",
       "      \n",
       "        <td>17.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      \n",
       "        <td>筒香 嘉智</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>0.2709999978542328</td>\n",
       "      \n",
       "        <td>52</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>0.38999998569488525</td>\n",
       "      \n",
       "        <td>0.37400001287460327</td>\n",
       "      \n",
       "        <td>15.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      \n",
       "        <td>桑原 将志</td>\n",
       "      \n",
       "        <td>DB</td>\n",
       "      \n",
       "        <td>0.2919999957084656</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>0.3700000047683716</td>\n",
       "      \n",
       "        <td>0.36500000953674316</td>\n",
       "      \n",
       "        <td>14.5</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      \n",
       "        <td>バレンティン</td>\n",
       "      \n",
       "        <td>S</td>\n",
       "      \n",
       "        <td>0.28200000524520874</td>\n",
       "      \n",
       "        <td>34</td>\n",
       "      \n",
       "        <td>14</td>\n",
       "      \n",
       "        <td>0.3779999911785126</td>\n",
       "      \n",
       "        <td>0.3799999952316284</td>\n",
       "      \n",
       "        <td>13.699999809265137</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      \n",
       "        <td>内川 聖一</td>\n",
       "      \n",
       "        <td>H</td>\n",
       "      \n",
       "        <td>0.2939999997615814</td>\n",
       "      \n",
       "        <td>48</td>\n",
       "      \n",
       "        <td>12</td>\n",
       "      \n",
       "        <td>0.3709999918937683</td>\n",
       "      \n",
       "        <td>0.375</td>\n",
       "      \n",
       "        <td>12.300000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      \n",
       "        <td>田中 広輔</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.296999990940094</td>\n",
       "      \n",
       "        <td>40</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>0.3889999985694885</td>\n",
       "      \n",
       "        <td>0.35499998927116394</td>\n",
       "      \n",
       "        <td>11.800000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      \n",
       "        <td>浅村 栄斗</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>0.3109999895095825</td>\n",
       "      \n",
       "        <td>62</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>0.3569999933242798</td>\n",
       "      \n",
       "        <td>0.3580000102519989</td>\n",
       "      \n",
       "        <td>11.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      \n",
       "        <td>西川 遥輝</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.30399999022483826</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.35100001096725464</td>\n",
       "      \n",
       "        <td>9.600000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      \n",
       "        <td>メヒア</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>0.2540000081062317</td>\n",
       "      \n",
       "        <td>47</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "        <td>0.3409999907016754</td>\n",
       "      \n",
       "        <td>0.3540000021457672</td>\n",
       "      \n",
       "        <td>8.899999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      \n",
       "        <td>島内 宏明</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>0.2840000092983246</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>0.3720000088214874</td>\n",
       "      \n",
       "        <td>0.3499999940395355</td>\n",
       "      \n",
       "        <td>8.100000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>銀次</td>\n",
       "      \n",
       "        <td>E</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>32</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>0.3930000066757202</td>\n",
       "      \n",
       "        <td>0.3499999940395355</td>\n",
       "      \n",
       "        <td>8.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>大島 洋平</td>\n",
       "      \n",
       "        <td>D</td>\n",
       "      \n",
       "        <td>0.32499998807907104</td>\n",
       "      \n",
       "        <td>25</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>0.37400001287460327</td>\n",
       "      \n",
       "        <td>0.34299999475479126</td>\n",
       "      \n",
       "        <td>7.099999904632568</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      \n",
       "        <td>レアード</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.23499999940395355</td>\n",
       "      \n",
       "        <td>63</td>\n",
       "      \n",
       "        <td>22</td>\n",
       "      \n",
       "        <td>0.3140000104904175</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>6.300000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      \n",
       "        <td>上本 博紀</td>\n",
       "      \n",
       "        <td>T</td>\n",
       "      \n",
       "        <td>0.2919999957084656</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>0.37299999594688416</td>\n",
       "      \n",
       "        <td>0.3449999988079071</td>\n",
       "      \n",
       "        <td>6.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      \n",
       "        <td>山田 哲人</td>\n",
       "      \n",
       "        <td>S</td>\n",
       "      \n",
       "        <td>0.22699999809265137</td>\n",
       "      \n",
       "        <td>42</td>\n",
       "      \n",
       "        <td>14</td>\n",
       "      \n",
       "        <td>0.35100001096725464</td>\n",
       "      \n",
       "        <td>0.33899998664855957</td>\n",
       "      \n",
       "        <td>5.800000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      \n",
       "        <td>中村 剛也</td>\n",
       "      \n",
       "        <td>L</td>\n",
       "      \n",
       "        <td>0.2290000021457672</td>\n",
       "      \n",
       "        <td>60</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "        <td>0.3149999976158142</td>\n",
       "      \n",
       "        <td>0.3400000035762787</td>\n",
       "      \n",
       "        <td>5.400000095367432</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "    </tr>\n",
       "\n",
       "    \n",
       "\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "        \n",
       "          <td>小林 誠司</td>\n",
       "        \n",
       "          <td>G</td>\n",
       "        \n",
       "          <td>0.19599999487400055</td>\n",
       "        \n",
       "          <td>13</td>\n",
       "        \n",
       "          <td>0</td>\n",
       "        \n",
       "          <td>0.2709999978542328</td>\n",
       "        \n",
       "          <td>0.22200000286102295</td>\n",
       "        \n",
       "          <td>-21.200000762939453</td>\n",
       "        \n",
       "    </tr>\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(62x8)>\n",
       "                  name       team        AVG        RBI         HR        OBP       wOBA       wRAA\n",
       "          1      柳田 悠岐          H 0.32600000         75         23 0.45100000 0.45699998 40.2000007\n",
       "          5       丸 佳浩          C 0.31999999         60         16 0.40900000 0.41200000 29.7000007\n",
       "          7      秋山 翔吾          L 0.31900000         50         17 0.41699999 0.41299998 28.8999996\n",
       "         11      鈴木 誠也          C 0.30700001         67         17 0.38600000 0.39700001 24.2000007\n",
       "         25       ゲレーロ          D 0.28700000         58         26 0.34200000 0.40200001 22.2000007\n",
       "         13       ペゲーロ          E 0.30599999         62         21 0.38100001 0.39700001 21.8999996\n",
       "         27       Ｔ－岡田         Bs 0.28499999         37         18 0.40099999 0.39500001       21.0\n",
       "          2      坂本 勇人          G 0.32499998         46         10 0.39899998 0.38600000       19.5\n",
       "         23     エルドレッド          C 0.28700000         61         21 0.37900000 0.40200001 19.3999996\n",
       "          8        ロペス         DB 0.31499999         69         19 0.33899998 0.38400000       19.0\n",
       "          6     茂木 栄五郎          E 0.31900000         37         12 0.38999998 0.40900000 18.3999996\n",
       "          0      宮﨑 敏郎         DB 0.34799998         38          8 0.40599998 0.39700001 18.2000007\n",
       "          9        マギー          G 0.31200000         44          9 0.37799999 0.38600000 17.8999996\n",
       "         24      ウィーラー          E 0.28700000         54         21 0.35299998 0.38199999 17.6000003\n",
       "         36      デスパイネ          H 0.27000001         61         22 0.35800001 0.38499999       17.0\n",
       "        ...        ...        ...        ...        ...        ...        ...        ...        ..."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 得点貢献してる選手上位を出す,最下位はあっ(察し\n",
    "df['name', 'team', 'AVG', 'RBI', 'HR', 'OBP', 'wOBA', 'wRAA'].sort([\"wRAA\", \"wOBA\"], ascending: [false, false])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='9'>Daru::DataFrame(6x8)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>name</th>\n",
       "      \n",
       "        <th>team</th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>OBP</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>丸 佳浩</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>60</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>0.4090000092983246</td>\n",
       "      \n",
       "        <td>0.41200000047683716</td>\n",
       "      \n",
       "        <td>29.700000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      \n",
       "        <td>鈴木 誠也</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.3070000112056732</td>\n",
       "      \n",
       "        <td>67</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.3970000147819519</td>\n",
       "      \n",
       "        <td>24.200000762939453</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      \n",
       "        <td>エルドレッド</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.28700000047683716</td>\n",
       "      \n",
       "        <td>61</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0.3790000081062317</td>\n",
       "      \n",
       "        <td>0.4020000100135803</td>\n",
       "      \n",
       "        <td>19.399999618530273</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      \n",
       "        <td>田中 広輔</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.296999990940094</td>\n",
       "      \n",
       "        <td>40</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>0.3889999985694885</td>\n",
       "      \n",
       "        <td>0.35499998927116394</td>\n",
       "      \n",
       "        <td>11.800000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      \n",
       "        <td>菊池 涼介</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.2800000011920929</td>\n",
       "      \n",
       "        <td>39</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>0.3190000057220459</td>\n",
       "      \n",
       "        <td>0.32199999690055847</td>\n",
       "      \n",
       "        <td>0.6000000238418579</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      \n",
       "        <td>安部 友裕</td>\n",
       "      \n",
       "        <td>C</td>\n",
       "      \n",
       "        <td>0.30300000309944153</td>\n",
       "      \n",
       "        <td>29</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>0.3490000069141388</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(6x8)>\n",
       "                  name       team        AVG        RBI         HR        OBP       wOBA       wRAA\n",
       "          5       丸 佳浩          C 0.31999999         60         16 0.40900000 0.41200000 29.7000007\n",
       "         11      鈴木 誠也          C 0.30700001         67         17 0.38600000 0.39700001 24.2000007\n",
       "         23     エルドレッド          C 0.28700000         61         21 0.37900000 0.40200001 19.3999996\n",
       "         16      田中 広輔          C 0.29699999         40          3 0.38899999 0.35499998 11.8000001\n",
       "         30      菊池 涼介          C 0.28000000         39          9 0.31900000 0.32199999 0.60000002\n",
       "         15      安部 友裕          C 0.30300000         29          1 0.34900000 0.31999999        0.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  広島すごすぎでは!? ってことで広島のwRAA(ほぼ規定打席)のメンバーのwRAAを可視化してみる\n",
    "df['name', 'team', 'AVG', 'RBI', 'HR', 'OBP', 'wOBA', 'wRAA'].filter(:row) {|row| row['team'] == 'C' }.sort([\"wRAA\", \"wOBA\"], ascending: [false, false])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "  <tr>\n",
       "    <th colspan='9'>Daru::DataFrame(4x8)</th>\n",
       "  </tr>\n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>name</th>\n",
       "      \n",
       "        <th>team</th>\n",
       "      \n",
       "        <th>AVG</th>\n",
       "      \n",
       "        <th>RBI</th>\n",
       "      \n",
       "        <th>HR</th>\n",
       "      \n",
       "        <th>OBP</th>\n",
       "      \n",
       "        <th>wOBA</th>\n",
       "      \n",
       "        <th>wRAA</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      \n",
       "        <td>西川 遥輝</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.30399999022483826</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>0.38600000739097595</td>\n",
       "      \n",
       "        <td>0.35100001096725464</td>\n",
       "      \n",
       "        <td>9.600000381469727</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      \n",
       "        <td>レアード</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.23499999940395355</td>\n",
       "      \n",
       "        <td>63</td>\n",
       "      \n",
       "        <td>22</td>\n",
       "      \n",
       "        <td>0.3140000104904175</td>\n",
       "      \n",
       "        <td>0.34200000762939453</td>\n",
       "      \n",
       "        <td>6.300000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      \n",
       "        <td>中田 翔</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.22499999403953552</td>\n",
       "      \n",
       "        <td>47</td>\n",
       "      \n",
       "        <td>11</td>\n",
       "      \n",
       "        <td>0.32100000977516174</td>\n",
       "      \n",
       "        <td>0.3199999928474426</td>\n",
       "      \n",
       "        <td>0.0</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      \n",
       "        <td>田中 賢介</td>\n",
       "      \n",
       "        <td>F</td>\n",
       "      \n",
       "        <td>0.25099998712539673</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>0.3319999873638153</td>\n",
       "      \n",
       "        <td>0.2840000092983246</td>\n",
       "      \n",
       "        <td>-7.800000190734863</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(4x8)>\n",
       "                  name       team        AVG        RBI         HR        OBP       wOBA       wRAA\n",
       "         14      西川 遥輝          F 0.30399999         24          5 0.38600000 0.35100001 9.60000038\n",
       "         53       レアード          F 0.23499999         63         22 0.31400001 0.34200000 6.30000019\n",
       "         58       中田 翔          F 0.22499999         47         11 0.32100000 0.31999999        0.0\n",
       "         48      田中 賢介          F 0.25099998         13          2 0.33199998 0.28400000 -7.8000001"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  一方その頃ファイターズはあっ(察し\n",
    "df['name', 'team', 'AVG', 'RBI', 'HR', 'OBP', 'wOBA', 'wRAA'].filter(:row) {|row| row['team'] == 'F' }.sort([\"wRAA\", \"wOBA\"], ascending: [false, false])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-161349b4-eccd-485f-bfc2-2c3e2514a3df'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"bar\",\"options\":{\"x\":\"name\",\"y\":\"wRAA\"},\"data\":\"10a4efac-5004-486d-bbe4-7b95401c0bb2\"}],\"options\":{\"x_label\":\"Name\",\"y_label\":\"wRAA\",\"width\":700,\"xrange\":[\"丸 佳浩\",\"鈴木 誠也\",\"安部 友裕\",\"田中 広輔\",\"エルドレッド\",\"菊池 涼介\"],\"yrange\":[0,29.700000762939453]}}],\"data\":{\"10a4efac-5004-486d-bbe4-7b95401c0bb2\":[{\"name\":\"丸 佳浩\",\"team\":\"C\",\"AVG\":0.3199999928474426,\"RBI\":60,\"HR\":16,\"OBP\":0.4090000092983246,\"wOBA\":0.41200000047683716,\"wRAA\":29.700000762939453},{\"name\":\"鈴木 誠也\",\"team\":\"C\",\"AVG\":0.3070000112056732,\"RBI\":67,\"HR\":17,\"OBP\":0.38600000739097595,\"wOBA\":0.3970000147819519,\"wRAA\":24.200000762939453},{\"name\":\"安部 友裕\",\"team\":\"C\",\"AVG\":0.30300000309944153,\"RBI\":29,\"HR\":1,\"OBP\":0.3490000069141388,\"wOBA\":0.3199999928474426,\"wRAA\":0.0},{\"name\":\"田中 広輔\",\"team\":\"C\",\"AVG\":0.296999990940094,\"RBI\":40,\"HR\":3,\"OBP\":0.3889999985694885,\"wOBA\":0.35499998927116394,\"wRAA\":11.800000190734863},{\"name\":\"エルドレッド\",\"team\":\"C\",\"AVG\":0.28700000047683716,\"RBI\":61,\"HR\":21,\"OBP\":0.3790000081062317,\"wOBA\":0.4020000100135803,\"wRAA\":19.399999618530273},{\"name\":\"菊池 涼介\",\"team\":\"C\",\"AVG\":0.2800000011920929,\"RBI\":39,\"HR\":9,\"OBP\":0.3190000057220459,\"wOBA\":0.32199999690055847,\"wRAA\":0.6000000238418579}]},\"extension\":[]}\n",
       "        var id_name = '#vis-161349b4-eccd-485f-bfc2-2c3e2514a3df';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Frame:0x007ff2581e3de8 @properties={:panes=>[#<Nyaplot::Plot:0x007ff258af7cb8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x007ff2581e8528 @properties={:type=>:bar, :options=>{:x=>:name, :y=>:wRAA}, :data=>\"10a4efac-5004-486d-bbe4-7b95401c0bb2\"}, @xrange=[\"丸 佳浩\", \"鈴木 誠也\", \"安部 友裕\", \"田中 広輔\", \"エルドレッド\", \"菊池 涼介\"], @yrange=[0, 29.700000762939453]>], :options=>{:x_label=>\"Name\", :y_label=>\"wRAA\", :width=>700, :xrange=>[\"丸 佳浩\", \"鈴木 誠也\", \"安部 友裕\", \"田中 広輔\", \"エルドレッド\", \"菊池 涼介\"], :yrange=>[0, 29.700000762939453]}}>], :data=>{\"10a4efac-5004-486d-bbe4-7b95401c0bb2\"=>#<Nyaplot::DataFrame:0x007ff2581eac60 @name=\"10a4efac-5004-486d-bbe4-7b95401c0bb2\", @rows=[{:name=>\"丸 佳浩\", :team=>\"C\", :AVG=>0.3199999928474426, :RBI=>60, :HR=>16, :OBP=>0.4090000092983246, :wOBA=>0.41200000047683716, :wRAA=>29.700000762939453}, {:name=>\"鈴木 誠也\", :team=>\"C\", :AVG=>0.3070000112056732, :RBI=>67, :HR=>17, :OBP=>0.38600000739097595, :wOBA=>0.3970000147819519, :wRAA=>24.200000762939453}, {:name=>\"安部 友裕\", :team=>\"C\", :AVG=>0.30300000309944153, :RBI=>29, :HR=>1, :OBP=>0.3490000069141388, :wOBA=>0.3199999928474426, :wRAA=>0.0}, {:name=>\"田中 広輔\", :team=>\"C\", :AVG=>0.296999990940094, :RBI=>40, :HR=>3, :OBP=>0.3889999985694885, :wOBA=>0.35499998927116394, :wRAA=>11.800000190734863}, {:name=>\"エルドレッド\", :team=>\"C\", :AVG=>0.28700000047683716, :RBI=>61, :HR=>21, :OBP=>0.3790000081062317, :wOBA=>0.4020000100135803, :wRAA=>19.399999618530273}, {:name=>\"菊池 涼介\", :team=>\"C\", :AVG=>0.2800000011920929, :RBI=>39, :HR=>9, :OBP=>0.3190000057220459, :wOBA=>0.32199999690055847, :wRAA=>0.6000000238418579}]>}, :extension=>[]}>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['name', 'team', 'AVG', 'RBI', 'HR', 'OBP', 'wOBA', 'wRAA'].filter(:row) {|row| row['team'] == 'C' }.plot type: :bar, x: :name, y: :wRAA do |plot, diagram|\n",
    "  plot.x_label \"Name\"\n",
    "  plot.y_label \"wRAA\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-5efc8e12-baa9-413f-bd31-580c8e7df685'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"bar\",\"options\":{\"x\":\"name\",\"y\":\"wRAA\"},\"data\":\"da2a2e27-951b-4720-bd41-b7c885a7b132\"}],\"options\":{\"x_label\":\"Name\",\"y_label\":\"wRAA\",\"width\":700,\"xrange\":[\"西川 遥輝\",\"田中 賢介\",\"レアード\",\"中田 翔\"],\"yrange\":[-7.800000190734863,9.600000381469727]}}],\"data\":{\"da2a2e27-951b-4720-bd41-b7c885a7b132\":[{\"name\":\"西川 遥輝\",\"team\":\"F\",\"AVG\":0.30399999022483826,\"RBI\":24,\"HR\":5,\"OBP\":0.38600000739097595,\"wOBA\":0.35100001096725464,\"wRAA\":9.600000381469727},{\"name\":\"田中 賢介\",\"team\":\"F\",\"AVG\":0.25099998712539673,\"RBI\":13,\"HR\":2,\"OBP\":0.3319999873638153,\"wOBA\":0.2840000092983246,\"wRAA\":-7.800000190734863},{\"name\":\"レアード\",\"team\":\"F\",\"AVG\":0.23499999940395355,\"RBI\":63,\"HR\":22,\"OBP\":0.3140000104904175,\"wOBA\":0.34200000762939453,\"wRAA\":6.300000190734863},{\"name\":\"中田 翔\",\"team\":\"F\",\"AVG\":0.22499999403953552,\"RBI\":47,\"HR\":11,\"OBP\":0.32100000977516174,\"wOBA\":0.3199999928474426,\"wRAA\":0.0}]},\"extension\":[]}\n",
       "        var id_name = '#vis-5efc8e12-baa9-413f-bd31-580c8e7df685';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Frame:0x007ff258148a28 @properties={:panes=>[#<Nyaplot::Plot:0x007ff258a768c0 @properties={:diagrams=>[#<Nyaplot::Diagram:0x007ff2581488e8 @properties={:type=>:bar, :options=>{:x=>:name, :y=>:wRAA}, :data=>\"da2a2e27-951b-4720-bd41-b7c885a7b132\"}, @xrange=[\"西川 遥輝\", \"田中 賢介\", \"レアード\", \"中田 翔\"], @yrange=[-7.800000190734863, 9.600000381469727]>], :options=>{:x_label=>\"Name\", :y_label=>\"wRAA\", :width=>700, :xrange=>[\"西川 遥輝\", \"田中 賢介\", \"レアード\", \"中田 翔\"], :yrange=>[-7.800000190734863, 9.600000381469727]}}>], :data=>{\"da2a2e27-951b-4720-bd41-b7c885a7b132\"=>#<Nyaplot::DataFrame:0x007ff25814a670 @name=\"da2a2e27-951b-4720-bd41-b7c885a7b132\", @rows=[{:name=>\"西川 遥輝\", :team=>\"F\", :AVG=>0.30399999022483826, :RBI=>24, :HR=>5, :OBP=>0.38600000739097595, :wOBA=>0.35100001096725464, :wRAA=>9.600000381469727}, {:name=>\"田中 賢介\", :team=>\"F\", :AVG=>0.25099998712539673, :RBI=>13, :HR=>2, :OBP=>0.3319999873638153, :wOBA=>0.2840000092983246, :wRAA=>-7.800000190734863}, {:name=>\"レアード\", :team=>\"F\", :AVG=>0.23499999940395355, :RBI=>63, :HR=>22, :OBP=>0.3140000104904175, :wOBA=>0.34200000762939453, :wRAA=>6.300000190734863}, {:name=>\"中田 翔\", :team=>\"F\", :AVG=>0.22499999403953552, :RBI=>47, :HR=>11, :OBP=>0.32100000977516174, :wOBA=>0.3199999928474426, :wRAA=>0.0}]>}, :extension=>[]}>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['name', 'team', 'AVG', 'RBI', 'HR', 'OBP', 'wOBA', 'wRAA'].filter(:row) {|row| row['team'] == 'F' }.plot type: :bar, x: :name, y: :wRAA do |plot, diagram|\n",
    "  plot.x_label \"Name\"\n",
    "  plot.y_label \"wRAA\"\n",
    "end"
   ]
  }
 ],
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