MultiIndex.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pandas import Series, DataFrame\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "index = [['A'] * 2 + ['B'] * 2 + ['C'] * 2, ['one', 'two'] * 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['A', 'A', 'B', 'B', 'C', 'C'], ['one', 'two', 'one', 'two', 'one', 'two']]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sr = Series(np.random.randn(6), index=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "A  one    0.566059\n",
       "   two    0.174413\n",
       "B  one    0.412571\n",
       "   two    1.177932\n",
       "C  one    0.410576\n",
       "   two    0.014116\n",
       "dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = DataFrame(np.random.randn(6,4), index=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>one</th>\n",
       "      <td>-0.265860</td>\n",
       "      <td>-0.382519</td>\n",
       "      <td>-0.199838</td>\n",
       "      <td>0.666700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-0.200291</td>\n",
       "      <td>0.281961</td>\n",
       "      <td>-0.144487</td>\n",
       "      <td>1.948310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>one</th>\n",
       "      <td>0.544880</td>\n",
       "      <td>0.960244</td>\n",
       "      <td>0.367960</td>\n",
       "      <td>0.700914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.536664</td>\n",
       "      <td>-1.182094</td>\n",
       "      <td>0.137769</td>\n",
       "      <td>-0.274974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>one</th>\n",
       "      <td>0.130482</td>\n",
       "      <td>0.971003</td>\n",
       "      <td>-0.445897</td>\n",
       "      <td>1.183608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.760127</td>\n",
       "      <td>-1.429735</td>\n",
       "      <td>-1.331859</td>\n",
       "      <td>0.416882</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              0         1         2         3\n",
       "A one -0.265860 -0.382519 -0.199838  0.666700\n",
       "  two -0.200291  0.281961 -0.144487  1.948310\n",
       "B one  0.544880  0.960244  0.367960  0.700914\n",
       "  two  0.536664 -1.182094  0.137769 -0.274974\n",
       "C one  0.130482  0.971003 -0.445897  1.183608\n",
       "  two  0.760127 -1.429735 -1.331859  0.416882"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = DataFrame(np.random.randn(3,6), index=['가','나','다'], columns=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">A</th>\n",
       "      <th colspan=\"2\" halign=\"left\">B</th>\n",
       "      <th colspan=\"2\" halign=\"left\">C</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.345521</td>\n",
       "      <td>0.638918</td>\n",
       "      <td>1.445765</td>\n",
       "      <td>-1.549462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>나</th>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>-0.607022</td>\n",
       "      <td>1.326042</td>\n",
       "      <td>-1.556319</td>\n",
       "      <td>0.183981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다</th>\n",
       "      <td>-0.362433</td>\n",
       "      <td>0.921416</td>\n",
       "      <td>0.825279</td>\n",
       "      <td>1.522112</td>\n",
       "      <td>1.723595</td>\n",
       "      <td>-0.775319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A                   B                   C          \n",
       "        one       two       one       two       one       two\n",
       "가  0.171947 -1.110077 -0.345521  0.638918  1.445765 -1.549462\n",
       "나  1.529891 -0.019463 -0.607022  1.326042 -1.556319  0.183981\n",
       "다 -0.362433  0.921416  0.825279  1.522112  1.723595 -0.775319"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>-1.110077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>나</th>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.019463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다</th>\n",
       "      <td>-0.362433</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        one       two\n",
       "가  0.171947 -1.110077\n",
       "나  1.529891 -0.019463\n",
       "다 -0.362433  0.921416"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['A']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "가    0.171947\n",
       "나    1.529891\n",
       "다   -0.362433\n",
       "Name: (A, one), dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['A', 'one']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = df.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>one</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.362433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>one</th>\n",
       "      <td>-0.345521</td>\n",
       "      <td>-0.607022</td>\n",
       "      <td>0.825279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.638918</td>\n",
       "      <td>1.326042</td>\n",
       "      <td>1.522112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>one</th>\n",
       "      <td>1.445765</td>\n",
       "      <td>-1.556319</td>\n",
       "      <td>1.723595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-1.549462</td>\n",
       "      <td>0.183981</td>\n",
       "      <td>-0.775319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              가         나         다\n",
       "A one  0.171947  1.529891 -0.362433\n",
       "  two -1.110077 -0.019463  0.921416\n",
       "B one -0.345521 -0.607022  0.825279\n",
       "  two  0.638918  1.326042  1.522112\n",
       "C one  1.445765 -1.556319  1.723595\n",
       "  two -1.549462  0.183981 -0.775319"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.362433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            가         나         다\n",
       "one  0.171947  1.529891 -0.362433\n",
       "two -1.110077 -0.019463  0.921416"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['A']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "가    0.171947\n",
       "나    1.529891\n",
       "다   -0.362433\n",
       "Name: (A, one), dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['A', 'one']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>one</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.362433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>one</th>\n",
       "      <td>-0.345521</td>\n",
       "      <td>-0.607022</td>\n",
       "      <td>0.825279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.638918</td>\n",
       "      <td>1.326042</td>\n",
       "      <td>1.522112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              가         나         다\n",
       "A one  0.171947  1.529891 -0.362433\n",
       "  two -1.110077 -0.019463  0.921416\n",
       "B one -0.345521 -0.607022  0.825279\n",
       "  two  0.638918  1.326042  1.522112"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['A':'B']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>two</th>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>one</th>\n",
       "      <td>-0.345521</td>\n",
       "      <td>-0.607022</td>\n",
       "      <td>0.825279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.638918</td>\n",
       "      <td>1.326042</td>\n",
       "      <td>1.522112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <th>one</th>\n",
       "      <td>1.445765</td>\n",
       "      <td>-1.556319</td>\n",
       "      <td>1.723595</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              가         나         다\n",
       "A two -1.110077 -0.019463  0.921416\n",
       "B one -0.345521 -0.607022  0.825279\n",
       "  two  0.638918  1.326042  1.522112\n",
       "C one  1.445765 -1.556319  1.723595"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[('A', 'two'):('C', 'one')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>two</th>\n",
       "      <td>-1.110077</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>0.921416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>one</th>\n",
       "      <td>-0.345521</td>\n",
       "      <td>-0.607022</td>\n",
       "      <td>0.825279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.638918</td>\n",
       "      <td>1.326042</td>\n",
       "      <td>1.522112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>one</th>\n",
       "      <td>1.445765</td>\n",
       "      <td>-1.556319</td>\n",
       "      <td>1.723595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>-1.549462</td>\n",
       "      <td>0.183981</td>\n",
       "      <td>-0.775319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              가         나         다\n",
       "A two -1.110077 -0.019463  0.921416\n",
       "B one -0.345521 -0.607022  0.825279\n",
       "  two  0.638918  1.326042  1.522112\n",
       "C one  1.445765 -1.556319  1.723595\n",
       "  two -1.549462  0.183981 -0.775319"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[('A', 'two'):'C']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>가</th>\n",
       "      <th>나</th>\n",
       "      <th>다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>one</th>\n",
       "      <td>0.171947</td>\n",
       "      <td>1.529891</td>\n",
       "      <td>-0.362433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <th>one</th>\n",
       "      <td>1.445765</td>\n",
       "      <td>-1.556319</td>\n",
       "      <td>1.723595</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              가         나         다\n",
       "A one  0.171947  1.529891 -0.362433\n",
       "C one  1.445765 -1.556319  1.723595"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[[('A', 'one'), ('C', 'one')]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "baseball = pd.read_csv('data/kbo.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "baseball = baseball.set_index(['시즌', '선수명'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>팀명</th>\n",
       "      <th>경기</th>\n",
       "      <th>타석</th>\n",
       "      <th>타수</th>\n",
       "      <th>안타</th>\n",
       "      <th>홈런</th>\n",
       "      <th>득점</th>\n",
       "      <th>타점</th>\n",
       "      <th>볼넷</th>\n",
       "      <th>삼진</th>\n",
       "      <th>도루</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선수명</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>최형우</th>\n",
       "      <td>KIA</td>\n",
       "      <td>142</td>\n",
       "      <td>629</td>\n",
       "      <td>514</td>\n",
       "      <td>176</td>\n",
       "      <td>26</td>\n",
       "      <td>98</td>\n",
       "      <td>120</td>\n",
       "      <td>96</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김선빈</th>\n",
       "      <td>KIA</td>\n",
       "      <td>137</td>\n",
       "      <td>529</td>\n",
       "      <td>476</td>\n",
       "      <td>176</td>\n",
       "      <td>5</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>버나디나</th>\n",
       "      <td>KIA</td>\n",
       "      <td>139</td>\n",
       "      <td>621</td>\n",
       "      <td>557</td>\n",
       "      <td>178</td>\n",
       "      <td>27</td>\n",
       "      <td>118</td>\n",
       "      <td>111</td>\n",
       "      <td>41</td>\n",
       "      <td>112</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>안치홍</th>\n",
       "      <td>KIA</td>\n",
       "      <td>132</td>\n",
       "      <td>545</td>\n",
       "      <td>487</td>\n",
       "      <td>154</td>\n",
       "      <td>21</td>\n",
       "      <td>95</td>\n",
       "      <td>93</td>\n",
       "      <td>43</td>\n",
       "      <td>70</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>나지완</th>\n",
       "      <td>KIA</td>\n",
       "      <td>137</td>\n",
       "      <td>551</td>\n",
       "      <td>459</td>\n",
       "      <td>138</td>\n",
       "      <td>27</td>\n",
       "      <td>85</td>\n",
       "      <td>94</td>\n",
       "      <td>62</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이범호</th>\n",
       "      <td>KIA</td>\n",
       "      <td>115</td>\n",
       "      <td>447</td>\n",
       "      <td>382</td>\n",
       "      <td>104</td>\n",
       "      <td>25</td>\n",
       "      <td>57</td>\n",
       "      <td>89</td>\n",
       "      <td>52</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김주찬</th>\n",
       "      <td>KIA</td>\n",
       "      <td>122</td>\n",
       "      <td>478</td>\n",
       "      <td>440</td>\n",
       "      <td>136</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>70</td>\n",
       "      <td>31</td>\n",
       "      <td>59</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이명기</th>\n",
       "      <td>KIA</td>\n",
       "      <td>115</td>\n",
       "      <td>512</td>\n",
       "      <td>464</td>\n",
       "      <td>154</td>\n",
       "      <td>9</td>\n",
       "      <td>79</td>\n",
       "      <td>63</td>\n",
       "      <td>28</td>\n",
       "      <td>57</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>최원준</th>\n",
       "      <td>KIA</td>\n",
       "      <td>72</td>\n",
       "      <td>174</td>\n",
       "      <td>156</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서동욱</th>\n",
       "      <td>KIA</td>\n",
       "      <td>125</td>\n",
       "      <td>366</td>\n",
       "      <td>319</td>\n",
       "      <td>90</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김호령</th>\n",
       "      <td>KIA</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>90</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이홍구</th>\n",
       "      <td>KIA</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>노관현</th>\n",
       "      <td>KIA</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이진영</th>\n",
       "      <td>KIA</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유재신</th>\n",
       "      <td>KIA</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>최정민</th>\n",
       "      <td>KIA</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이정훈</th>\n",
       "      <td>KIA</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김지성</th>\n",
       "      <td>KIA</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>47</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박진태(타)</th>\n",
       "      <td>KIA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>최병연</th>\n",
       "      <td>KIA</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오준혁</th>\n",
       "      <td>KIA</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>노수광</th>\n",
       "      <td>KIA</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이인행</th>\n",
       "      <td>KIA</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>백용환</th>\n",
       "      <td>KIA</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이호신</th>\n",
       "      <td>KIA</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>한승택</th>\n",
       "      <td>KIA</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>고장혁</th>\n",
       "      <td>KIA</td>\n",
       "      <td>67</td>\n",
       "      <td>40</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>신종길</th>\n",
       "      <td>KIA</td>\n",
       "      <td>64</td>\n",
       "      <td>90</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김민식</th>\n",
       "      <td>KIA</td>\n",
       "      <td>135</td>\n",
       "      <td>391</td>\n",
       "      <td>351</td>\n",
       "      <td>78</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>26</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김주형</th>\n",
       "      <td>KIA</td>\n",
       "      <td>57</td>\n",
       "      <td>116</td>\n",
       "      <td>106</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박민우</th>\n",
       "      <td>NC</td>\n",
       "      <td>106</td>\n",
       "      <td>452</td>\n",
       "      <td>388</td>\n",
       "      <td>141</td>\n",
       "      <td>3</td>\n",
       "      <td>84</td>\n",
       "      <td>47</td>\n",
       "      <td>46</td>\n",
       "      <td>51</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스크럭스</th>\n",
       "      <td>NC</td>\n",
       "      <td>115</td>\n",
       "      <td>518</td>\n",
       "      <td>437</td>\n",
       "      <td>131</td>\n",
       "      <td>35</td>\n",
       "      <td>91</td>\n",
       "      <td>111</td>\n",
       "      <td>65</td>\n",
       "      <td>134</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>손시헌</th>\n",
       "      <td>NC</td>\n",
       "      <td>124</td>\n",
       "      <td>391</td>\n",
       "      <td>349</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>권희동</th>\n",
       "      <td>NC</td>\n",
       "      <td>141</td>\n",
       "      <td>554</td>\n",
       "      <td>472</td>\n",
       "      <td>135</td>\n",
       "      <td>19</td>\n",
       "      <td>72</td>\n",
       "      <td>86</td>\n",
       "      <td>52</td>\n",
       "      <td>90</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박석민</th>\n",
       "      <td>NC</td>\n",
       "      <td>101</td>\n",
       "      <td>382</td>\n",
       "      <td>319</td>\n",
       "      <td>78</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>50</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>모창민</th>\n",
       "      <td>NC</td>\n",
       "      <td>136</td>\n",
       "      <td>527</td>\n",
       "      <td>474</td>\n",
       "      <td>148</td>\n",
       "      <td>17</td>\n",
       "      <td>64</td>\n",
       "      <td>90</td>\n",
       "      <td>39</td>\n",
       "      <td>81</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이종욱</th>\n",
       "      <td>NC</td>\n",
       "      <td>107</td>\n",
       "      <td>355</td>\n",
       "      <td>318</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>52</td>\n",
       "      <td>34</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김태군</th>\n",
       "      <td>NC</td>\n",
       "      <td>132</td>\n",
       "      <td>420</td>\n",
       "      <td>362</td>\n",
       "      <td>96</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>16</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이상호</th>\n",
       "      <td>NC</td>\n",
       "      <td>95</td>\n",
       "      <td>241</td>\n",
       "      <td>227</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이호준</th>\n",
       "      <td>NC</td>\n",
       "      <td>77</td>\n",
       "      <td>187</td>\n",
       "      <td>164</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>36</td>\n",
       "      <td>18</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강진성</th>\n",
       "      <td>NC</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지석훈</th>\n",
       "      <td>NC</td>\n",
       "      <td>121</td>\n",
       "      <td>304</td>\n",
       "      <td>268</td>\n",
       "      <td>64</td>\n",
       "      <td>6</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김태우</th>\n",
       "      <td>NC</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>노진혁</th>\n",
       "      <td>NC</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유영준</th>\n",
       "      <td>NC</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강구성</th>\n",
       "      <td>NC</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김종호</th>\n",
       "      <td>NC</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조평호</th>\n",
       "      <td>NC</td>\n",
       "      <td>29</td>\n",
       "      <td>52</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황윤호</th>\n",
       "      <td>NC</td>\n",
       "      <td>36</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이원재</th>\n",
       "      <td>NC</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김성욱</th>\n",
       "      <td>NC</td>\n",
       "      <td>124</td>\n",
       "      <td>347</td>\n",
       "      <td>308</td>\n",
       "      <td>76</td>\n",
       "      <td>6</td>\n",
       "      <td>60</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>59</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박광열</th>\n",
       "      <td>NC</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>신진호</th>\n",
       "      <td>NC</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이재율</th>\n",
       "      <td>NC</td>\n",
       "      <td>52</td>\n",
       "      <td>27</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김종민</th>\n",
       "      <td>NC</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>도태훈</th>\n",
       "      <td>NC</td>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>47</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김준완</th>\n",
       "      <td>NC</td>\n",
       "      <td>104</td>\n",
       "      <td>144</td>\n",
       "      <td>124</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조영훈</th>\n",
       "      <td>NC</td>\n",
       "      <td>16</td>\n",
       "      <td>46</td>\n",
       "      <td>40</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>윤병호</th>\n",
       "      <td>NC</td>\n",
       "      <td>49</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김찬형</th>\n",
       "      <td>NC</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         팀명   경기   타석   타수   안타  홈런   득점   타점  볼넷   삼진  도루\n",
       "선수명                                                       \n",
       "최형우     KIA  142  629  514  176  26   98  120  96   82   0\n",
       "김선빈     KIA  137  529  476  176   5   84   64  39   40   4\n",
       "버나디나    KIA  139  621  557  178  27  118  111  41  112  32\n",
       "안치홍     KIA  132  545  487  154  21   95   93  43   70   7\n",
       "나지완     KIA  137  551  459  138  27   85   94  62  105   1\n",
       "이범호     KIA  115  447  382  104  25   57   89  52   81   0\n",
       "김주찬     KIA  122  478  440  136  12   78   70  31   59   9\n",
       "이명기     KIA  115  512  464  154   9   79   63  28   57   8\n",
       "최원준     KIA   72  174  156   48   3   27   27  10   20   3\n",
       "서동욱     KIA  125  366  319   90   7   49   48  33   86   1\n",
       "김호령     KIA   98  105   90   24   1   31   11   9   23   3\n",
       "이홍구     KIA    3   10    8    2   0    0    0   1    3   0\n",
       "노관현     KIA    9    6    6    3   0    0    1   0    2   0\n",
       "이진영     KIA   18    8    5    2   0    3    0   1    1   0\n",
       "유재신     KIA    9    5    3    1   0    4    0   1    1   1\n",
       "최정민     KIA    8    9    9    3   0    1    1   0    4   0\n",
       "이정훈     KIA    4    3    2    0   0    0    0   0    1   0\n",
       "김지성     KIA   37   49   47   11   2    6    4   1   14   1\n",
       "박진태(타)  KIA    1    1    1    0   0    0    0   0    1   0\n",
       "최병연     KIA    3    2    2    0   0    1    0   0    1   0\n",
       "오준혁     KIA   14   13   12    3   0    1    1   1    3   0\n",
       "노수광     KIA    5   19   15    3   0    1    0   3    3   1\n",
       "이인행     KIA    3    3    3    0   0    0    0   0    1   0\n",
       "백용환     KIA   15   20   17    3   0    2    1   3    3   0\n",
       "이호신     KIA   12    8    7    1   0    3    0   1    3   0\n",
       "한승택     KIA   96   91   83   19   0    7    7   6   25   0\n",
       "고장혁     KIA   67   40   38    9   0   13    3   0    9   0\n",
       "신종길     KIA   64   90   83   20   1   13   10   3   13   2\n",
       "김민식     KIA  135  391  351   78   4   39   40  26   55   3\n",
       "김주형     KIA   57  116  106   18   0   11   10   8   13   0\n",
       "...     ...  ...  ...  ...  ...  ..  ...  ...  ..  ...  ..\n",
       "박민우      NC  106  452  388  141   3   84   47  46   51  11\n",
       "스크럭스     NC  115  518  437  131  35   91  111  65  134   4\n",
       "손시헌      NC  124  391  349  122   5   32   45  16   44   1\n",
       "권희동      NC  141  554  472  135  19   72   86  52   90   3\n",
       "박석민      NC  101  382  319   78  14   43   56  50   92   1\n",
       "모창민      NC  136  527  474  148  17   64   90  39   81   9\n",
       "이종욱      NC  107  355  318   98   5   52   34  28   30   9\n",
       "김태군      NC  132  420  362   96   3   33   34  16   43   0\n",
       "이상호      NC   95  241  227   76   0   33   15   7   15  12\n",
       "이호준      NC   77  187  164   49   7   13   36  18   41   1\n",
       "강진성      NC   28   32   27    8   1    5    5   4    4   0\n",
       "지석훈      NC  121  304  268   64   6   29   24  22   67   1\n",
       "김태우      NC    3    7    7    3   0    0    2   0    0   0\n",
       "노진혁      NC    4    7    7    2   0    2    0   0    1   0\n",
       "유영준      NC    2    1    1    0   0    0    0   0    1   0\n",
       "강구성      NC    1    1    1    0   0    0    0   0    1   0\n",
       "김종호      NC    3    2    2    0   0    0    0   0    2   1\n",
       "조평호      NC   29   52   44   10   1    4    4   6   13   0\n",
       "황윤호      NC   36   17   15    2   0    8    0   1    4   0\n",
       "이원재      NC    2    4    4    0   0    0    0   0    1   0\n",
       "김성욱      NC  124  347  308   76   6   60   31  24   59  10\n",
       "박광열      NC   60   66   63   12   1    5    1   2   18   0\n",
       "신진호      NC    9   12   12    1   0    1    0   0    5   0\n",
       "이재율      NC   52   27   24    4   0   16    1   0    9   9\n",
       "김종민      NC   22   24   22    3   0    2    1   2    2   0\n",
       "도태훈      NC   32   51   47    9   1    3    4   4    7   0\n",
       "김준완      NC  104  144  124   31   0   19    8  15   27   2\n",
       "조영훈      NC   16   46   40    6   1    1    3   5   11   0\n",
       "윤병호      NC   49   58   55   11   0   11    2   2   10   2\n",
       "김찬형      NC    2    0    0    0   0    0    0   0    0   0\n",
       "\n",
       "[87 rows x 11 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.loc[2017]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "팀명     NC\n",
       "경기    144\n",
       "타석    653\n",
       "타수    572\n",
       "안타    177\n",
       "홈런     22\n",
       "득점    116\n",
       "타점    113\n",
       "볼넷     67\n",
       "삼진    136\n",
       "도루      7\n",
       "Name: (2016, 나성범), dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.loc[2016, '나성범']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>팀명</th>\n",
       "      <th>경기</th>\n",
       "      <th>타석</th>\n",
       "      <th>타수</th>\n",
       "      <th>안타</th>\n",
       "      <th>홈런</th>\n",
       "      <th>득점</th>\n",
       "      <th>타점</th>\n",
       "      <th>볼넷</th>\n",
       "      <th>삼진</th>\n",
       "      <th>도루</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>시즌</th>\n",
       "      <th>선수명</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <th>테임즈</th>\n",
       "      <td>NC</td>\n",
       "      <td>123</td>\n",
       "      <td>529</td>\n",
       "      <td>436</td>\n",
       "      <td>140</td>\n",
       "      <td>40</td>\n",
       "      <td>118</td>\n",
       "      <td>121</td>\n",
       "      <td>74</td>\n",
       "      <td>103</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <th>오재원</th>\n",
       "      <td>두산</td>\n",
       "      <td>127</td>\n",
       "      <td>390</td>\n",
       "      <td>334</td>\n",
       "      <td>79</td>\n",
       "      <td>7</td>\n",
       "      <td>43</td>\n",
       "      <td>40</td>\n",
       "      <td>47</td>\n",
       "      <td>85</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          팀명   경기   타석   타수   안타  홈런   득점   타점  볼넷   삼진  도루\n",
       "시즌   선수명                                                   \n",
       "2016 테임즈  NC  123  529  436  140  40  118  121  74  103  13\n",
       "2017 오재원  두산  127  390  334   79   7   43   40  47   85   7"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.loc[[(2016, '테임즈'), (2017, '오재원')]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016</th>\n",
       "      <th>테임즈</th>\n",
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       "      <td>5</td>\n",
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       "      <td>두산</td>\n",
       "      <td>127</td>\n",
       "      <td>390</td>\n",
       "      <td>334</td>\n",
       "      <td>79</td>\n",
       "      <td>7</td>\n",
       "      <td>43</td>\n",
       "      <td>40</td>\n",
       "      <td>47</td>\n",
       "      <td>85</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          팀명   경기   타석   타수   안타  홈런   득점   타점  볼넷   삼진  도루\n",
       "시즌   선수명                                                   \n",
       "2016 테임즈  NC  123  529  436  140  40  118  121  74  103  13\n",
       "     오재원  두산  122  484  416  113   5   68   58  54   82  13\n",
       "2017 오재원  두산  127  390  334   79   7   43   40  47   85   7"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.loc[[(2016, '테임즈'), (2016, '오재원'), (2017, '오재원')]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2017</th>\n",
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       "      <td>두산</td>\n",
       "      <td>127</td>\n",
       "      <td>390</td>\n",
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       "      <td>43</td>\n",
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       "      <td>47</td>\n",
       "      <td>85</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          팀명   경기   타석   타수   안타  홈런   득점   타점  볼넷   삼진  도루\n",
       "시즌   선수명                                                   \n",
       "2016 테임즈  NC  123  529  436  140  40  118  121  74  103  13\n",
       "     오재원  두산  122  484  416  113   5   68   58  54   82  13\n",
       "2017 오재원  두산  127  390  334   79   7   43   40  47   85   7"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.reindex(['테임즈', '오재원'], level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "계층 색인 슬라이스"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "baseball = baseball.reset_index().set_index(['시즌', '팀명', '선수명'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "idx = pd.IndexSlice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th>시즌</th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">2016</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">NC</th>\n",
       "      <th>나성범</th>\n",
       "      <td>144</td>\n",
       "      <td>653</td>\n",
       "      <td>572</td>\n",
       "      <td>177</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">두산</th>\n",
       "      <th>고영민</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "      <td>122</td>\n",
       "      <td>484</td>\n",
       "      <td>416</td>\n",
       "      <td>113</td>\n",
       "      <td>5</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">2017</th>\n",
       "      <th>NC</th>\n",
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       "      <td>125</td>\n",
       "      <td>561</td>\n",
       "      <td>498</td>\n",
       "      <td>173</td>\n",
       "      <td>24</td>\n",
       "      <td>103</td>\n",
       "      <td>99</td>\n",
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       "    <tr>\n",
       "      <th>두산</th>\n",
       "      <th>오재원</th>\n",
       "      <td>127</td>\n",
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       "      <td>334</td>\n",
       "      <td>79</td>\n",
       "      <td>7</td>\n",
       "      <td>43</td>\n",
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       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              경기   타석   타수   안타  홈런   득점   타점  볼넷   삼진  도루\n",
       "시즌   팀명 선수명                                               \n",
       "2016 NC 나성범  144  653  572  177  22  116  113  67  136   7\n",
       "        테임즈  123  529  436  140  40  118  121  74  103  13\n",
       "     두산 고영민    8    5    4    1   0    1    1   1    1   0\n",
       "        오재원  122  484  416  113   5   68   58  54   82  13\n",
       "2017 NC 나성범  125  561  498  173  24  103   99  48  116  17\n",
       "     두산 오재원  127  390  334   79   7   43   40  47   85   7"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseball.sort_index().loc[idx[:, ['NC', '두산'], ['테임즈', '나성범', '고영민', '오재원']], :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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