EDA_역전변수.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import seaborn.objects as so"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 데이터 불러오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>top_gold_gap</th>\n",
       "      <th>jungle_gold_gap</th>\n",
       "      <th>mid_gold_gap</th>\n",
       "      <th>ad_gold_gap</th>\n",
       "      <th>utility_gold_gap</th>\n",
       "      <th>top_level_gap</th>\n",
       "      <th>jungle_level_gap</th>\n",
       "      <th>mid_level_gap</th>\n",
       "      <th>ad_level_gap</th>\n",
       "      <th>utility_level_gap</th>\n",
       "      <th>...</th>\n",
       "      <th>team_firstkill_gap</th>\n",
       "      <th>team_towerkill_gap</th>\n",
       "      <th>team_wardscore_gap</th>\n",
       "      <th>all_gap</th>\n",
       "      <th>TOP_tier_gap</th>\n",
       "      <th>JG_tier_gap</th>\n",
       "      <th>MID_tier_gap</th>\n",
       "      <th>AD_tier_gap</th>\n",
       "      <th>SUP_tier_gap</th>\n",
       "      <th>Reversal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2642.0</td>\n",
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       "      <td>1275.0</td>\n",
       "      <td>-389.0</td>\n",
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       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "      <td>1</td>\n",
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       "      <th>1</th>\n",
       "      <td>1990.0</td>\n",
       "      <td>-2158.0</td>\n",
       "      <td>2454.0</td>\n",
       "      <td>-975.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
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       "      <td>1</td>\n",
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       "      <th>2</th>\n",
       "      <td>-667.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>-2087.0</td>\n",
       "      <td>-281.0</td>\n",
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       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>2782.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-239.0</td>\n",
       "      <td>-623.0</td>\n",
       "      <td>-1141.0</td>\n",
       "      <td>-1463.0</td>\n",
       "      <td>-546.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1791.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>593.0</td>\n",
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       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>236.0</td>\n",
       "      <td>-297.0</td>\n",
       "      <td>-406.0</td>\n",
       "      <td>-177.0</td>\n",
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       "      <td>-3</td>\n",
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       "      <td>-2</td>\n",
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       "      <td>1679.0</td>\n",
       "      <td>2102.0</td>\n",
       "      <td>-1251.0</td>\n",
       "      <td>-54.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>957.0</td>\n",
       "      <td>-841.0</td>\n",
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       "      <td>-94.0</td>\n",
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      ],
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       "       top_gold_gap  jungle_gold_gap  mid_gold_gap  ad_gold_gap  \\\n",
       "0           -2642.0          -3074.0       -1473.0       1275.0   \n",
       "1            1990.0          -2158.0        2454.0       -975.0   \n",
       "2            -667.0            252.0       -2087.0       -281.0   \n",
       "3              52.0            330.0        2782.0        189.0   \n",
       "4            -239.0           -623.0       -1141.0      -1463.0   \n",
       "...             ...              ...           ...          ...   \n",
       "37875        1791.0            124.0        2013.0        593.0   \n",
       "37876         853.0            236.0        -297.0       -406.0   \n",
       "37877       -2802.0           -408.0        -350.0        254.0   \n",
       "37878         357.0           1679.0        2102.0      -1251.0   \n",
       "37879         604.0            957.0        -841.0       2522.0   \n",
       "\n",
       "       utility_gold_gap  top_level_gap  jungle_level_gap  mid_level_gap  \\\n",
       "0                -389.0           -2.0               0.0           -2.0   \n",
       "1               -2865.0            0.0              -1.0            1.0   \n",
       "2                -850.0            0.0               0.0           -1.0   \n",
       "3                 139.0            0.0               0.0            3.0   \n",
       "4                -546.0           -1.0               0.0            0.0   \n",
       "...                 ...            ...               ...            ...   \n",
       "37875             143.0            2.0               0.0            2.0   \n",
       "37876            -177.0           -1.0               1.0            0.0   \n",
       "37877            1155.0           -1.0              -2.0            0.0   \n",
       "37878             -54.0            0.0               0.0            2.0   \n",
       "37879             -94.0            0.0               1.0           -1.0   \n",
       "\n",
       "       ad_level_gap  utility_level_gap  ...  team_firstkill_gap  \\\n",
       "0               0.0                1.0  ...                 1.0   \n",
       "1               0.0               -2.0  ...                 1.0   \n",
       "2               0.0                0.0  ...                -1.0   \n",
       "3               0.0                0.0  ...                -1.0   \n",
       "4              -2.0                0.0  ...                 1.0   \n",
       "...             ...                ...  ...                 ...   \n",
       "37875           0.0                0.0  ...                 1.0   \n",
       "37876          -1.0                1.0  ...                 1.0   \n",
       "37877           1.0                1.0  ...                -1.0   \n",
       "37878          -1.0                0.0  ...                 1.0   \n",
       "37879           1.0                0.0  ...                -1.0   \n",
       "\n",
       "       team_towerkill_gap  team_wardscore_gap  all_gap  TOP_tier_gap  \\\n",
       "0                    -1.0                -5.0        0             2   \n",
       "1                     1.0                12.0        0             1   \n",
       "2                     0.0                -2.0        0            -3   \n",
       "3                     0.0               -37.0        0             1   \n",
       "4                    -1.0               -29.0        0             0   \n",
       "...                   ...                 ...      ...           ...   \n",
       "37875                 2.0               -32.0        0            -1   \n",
       "37876                 0.0                 1.0        0            -4   \n",
       "37877                -1.0               -13.0        0             3   \n",
       "37878                 0.0                -1.0        0             0   \n",
       "37879                 0.0                -3.0        0             0   \n",
       "\n",
       "       JG_tier_gap  MID_tier_gap  AD_tier_gap  SUP_tier_gap  Reversal  \n",
       "0               -1            -1            1             0         1  \n",
       "1                1             2           -2             3         1  \n",
       "2                1             0           -3             1         0  \n",
       "3                0             0           -3             1         0  \n",
       "4                1             1            0            -1         0  \n",
       "...            ...           ...          ...           ...       ...  \n",
       "37875            2             0            0            -3         0  \n",
       "37876           -3            -3            1            -1         0  \n",
       "37877           -2             0            2            -2         0  \n",
       "37878           -1             0            3            -2         1  \n",
       "37879           -4             1            0             1         0  \n",
       "\n",
       "[37880 rows x 38 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match = pd.read_csv(\"C:/동국대학교/비어플/24_1학기_프로젝트_롤/역전변수_모델링/match_EDA_line.csv\")\n",
    "match = match.iloc[:,1:]\n",
    "match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "win = pd.read_csv(\"C:/동국대학교/비어플/24_1학기_프로젝트_롤/역전변수_모델링/match_final.csv\")\n",
    "match = pd.concat([match,win.iloc[:,0]], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>top_gold_gap</th>\n",
       "      <th>jungle_gold_gap</th>\n",
       "      <th>mid_gold_gap</th>\n",
       "      <th>ad_gold_gap</th>\n",
       "      <th>utility_gold_gap</th>\n",
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       "      <th>mid_level_gap</th>\n",
       "      <th>ad_level_gap</th>\n",
       "      <th>utility_level_gap</th>\n",
       "      <th>...</th>\n",
       "      <th>team_towerkill_gap</th>\n",
       "      <th>team_wardscore_gap</th>\n",
       "      <th>all_gap</th>\n",
       "      <th>TOP_tier_gap</th>\n",
       "      <th>JG_tier_gap</th>\n",
       "      <th>MID_tier_gap</th>\n",
       "      <th>AD_tier_gap</th>\n",
       "      <th>SUP_tier_gap</th>\n",
       "      <th>Reversal</th>\n",
       "      <th>winteam</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990.0</td>\n",
       "      <td>-2158.0</td>\n",
       "      <td>2454.0</td>\n",
       "      <td>-975.0</td>\n",
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       "      <td>-2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-667.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>-2087.0</td>\n",
       "      <td>-281.0</td>\n",
       "      <td>-850.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>2782.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-239.0</td>\n",
       "      <td>-623.0</td>\n",
       "      <td>-1141.0</td>\n",
       "      <td>-1463.0</td>\n",
       "      <td>-546.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37875</th>\n",
       "      <td>1791.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37876</th>\n",
       "      <td>853.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>-297.0</td>\n",
       "      <td>-406.0</td>\n",
       "      <td>-177.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37877</th>\n",
       "      <td>-2802.0</td>\n",
       "      <td>-408.0</td>\n",
       "      <td>-350.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37878</th>\n",
       "      <td>357.0</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>2102.0</td>\n",
       "      <td>-1251.0</td>\n",
       "      <td>-54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37879</th>\n",
       "      <td>604.0</td>\n",
       "      <td>957.0</td>\n",
       "      <td>-841.0</td>\n",
       "      <td>2522.0</td>\n",
       "      <td>-94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37880 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       top_gold_gap  jungle_gold_gap  mid_gold_gap  ad_gold_gap  \\\n",
       "0           -2642.0          -3074.0       -1473.0       1275.0   \n",
       "1            1990.0          -2158.0        2454.0       -975.0   \n",
       "2            -667.0            252.0       -2087.0       -281.0   \n",
       "3              52.0            330.0        2782.0        189.0   \n",
       "4            -239.0           -623.0       -1141.0      -1463.0   \n",
       "...             ...              ...           ...          ...   \n",
       "37875        1791.0            124.0        2013.0        593.0   \n",
       "37876         853.0            236.0        -297.0       -406.0   \n",
       "37877       -2802.0           -408.0        -350.0        254.0   \n",
       "37878         357.0           1679.0        2102.0      -1251.0   \n",
       "37879         604.0            957.0        -841.0       2522.0   \n",
       "\n",
       "       utility_gold_gap  top_level_gap  jungle_level_gap  mid_level_gap  \\\n",
       "0                -389.0           -2.0               0.0           -2.0   \n",
       "1               -2865.0            0.0              -1.0            1.0   \n",
       "2                -850.0            0.0               0.0           -1.0   \n",
       "3                 139.0            0.0               0.0            3.0   \n",
       "4                -546.0           -1.0               0.0            0.0   \n",
       "...                 ...            ...               ...            ...   \n",
       "37875             143.0            2.0               0.0            2.0   \n",
       "37876            -177.0           -1.0               1.0            0.0   \n",
       "37877            1155.0           -1.0              -2.0            0.0   \n",
       "37878             -54.0            0.0               0.0            2.0   \n",
       "37879             -94.0            0.0               1.0           -1.0   \n",
       "\n",
       "       ad_level_gap  utility_level_gap  ...  team_towerkill_gap  \\\n",
       "0               0.0                1.0  ...                -1.0   \n",
       "1               0.0               -2.0  ...                 1.0   \n",
       "2               0.0                0.0  ...                 0.0   \n",
       "3               0.0                0.0  ...                 0.0   \n",
       "4              -2.0                0.0  ...                -1.0   \n",
       "...             ...                ...  ...                 ...   \n",
       "37875           0.0                0.0  ...                 2.0   \n",
       "37876          -1.0                1.0  ...                 0.0   \n",
       "37877           1.0                1.0  ...                -1.0   \n",
       "37878          -1.0                0.0  ...                 0.0   \n",
       "37879           1.0                0.0  ...                 0.0   \n",
       "\n",
       "       team_wardscore_gap  all_gap  TOP_tier_gap  JG_tier_gap  MID_tier_gap  \\\n",
       "0                    -5.0        0             2           -1            -1   \n",
       "1                    12.0        0             1            1             2   \n",
       "2                    -2.0        0            -3            1             0   \n",
       "3                   -37.0        0             1            0             0   \n",
       "4                   -29.0        0             0            1             1   \n",
       "...                   ...      ...           ...          ...           ...   \n",
       "37875               -32.0        0            -1            2             0   \n",
       "37876                 1.0        0            -4           -3            -3   \n",
       "37877               -13.0        0             3           -2             0   \n",
       "37878                -1.0        0             0           -1             0   \n",
       "37879                -3.0        0             0           -4             1   \n",
       "\n",
       "       AD_tier_gap  SUP_tier_gap  Reversal  winteam  \n",
       "0                1             0         1        0  \n",
       "1               -2             3         1        0  \n",
       "2               -3             1         0        1  \n",
       "3               -3             1         0        0  \n",
       "4                0            -1         0        1  \n",
       "...            ...           ...       ...      ...  \n",
       "37875            0            -3         0        0  \n",
       "37876            1            -1         0        0  \n",
       "37877            2            -2         0        1  \n",
       "37878            3            -2         1        1  \n",
       "37879            0             1         0        0  \n",
       "\n",
       "[37880 rows x 39 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "match['Reversal'] = match['Reversal'].astype(int)\n",
    "match['winteam'] = match['winteam'].astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EDA 시작"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "winteam\n",
       "0    19636\n",
       "1    18244\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match['winteam'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Reversal\n",
       "0    28824\n",
       "1     9056\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match['Reversal'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_rev = match[match['Reversal']==1]\n",
    "match_notrev = match[match['Reversal']==0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_rev_blue = match_rev[match_rev['winteam']==0] #블루가 역전해서 이김\n",
    "match_rev_red = match_rev[match_rev['winteam']==1] #레드가 역전해서 이김\n",
    "\n",
    "match_notrev_blue = match_notrev[match_notrev['winteam']==0] #레드가 역전을 못함\n",
    "match_notrev_red = match_notrev[match_notrev['winteam']==1] #블루가 역전을 못함"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 드래곤 비교"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "블루 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DBg3K0KFDM2HChCRJx44dc9BBB6V3797ZaKONPlP7Tz31VG666aa8/PLLmTNnTtq2bZvu3bund+/e2XHHHVdZ//333891112X//u//8u0adPSokWLdOnSJd/73vdy9NFHp2HDhp+pfwAAAADA+mWtBa7Tp09P3759M27cuEqPv/XWW3nrrbdy9913Z+DAgdl2223XqP3f/e53ufHGGys99t577+W9997LQw89lLPPPjunnHJKjfWff/75nH766ZkzZ07psUWLFmXkyJEZOXJk7r///lxzzTVp1arVGvUPAAAAAFj/rJUlBZYsWZLTTz8948aNS1lZWY499tjccMMNGTx4cE466aQ0bNgw06ZNy+mnn55PPvlktdu/4YYbSmHr1772tVx11VW5/fbbc8kll6R9+/ZZunRprrjiijzyyCPV1p86dWopbG3RokXOPvvs3HrrrbnmmmvyrW99K0ny4osv5pxzzlnzmwAAAAAArHfWygzXO+64I2PGjEmSnH/++enTp0/p3O67755u3brlzDPPzNSpU3Pdddfl7LPPrnPbM2fOzP/+7/8mSXbcccfcfPPNadKkSZJk5513zre//e306tUrkydPzuWXX5799tuvdL7CH/7wh8yZMyeNGzfODTfckJ122ql0br/99sull16am266KY8//niefPLJfPOb31zTWwEAAAAArEfWygzXwYMHJ0k6deqU3r17Vznfo0eP7L///kmSW265JYsWLapz23fddVfmz5+fJDnvvPOqhKlt2rTJ+eefn2T5TNZHH3200vnp06eXZr4eccQRlcLWCueee27atm2bJFWWLQAAAAAAqEnhgev48ePzzjvvJEm+853vpEGD6i9x5JFHJknmzp2bESNG1Ln9igC1ffv22XXXXasts//++2fDDTdMkgwbNqzSueHDh2fp0qVJksMOO6za+k2bNs0hhxySJHn22Wcze/bsOvcPAAAAAFh/FR64jh49unS822671Viue/fupePnnnuuTm0vWrQoY8eOXWXbDRo0SLdu3ZIs3xyruv41atQou+yyyyr7t3jx4krPCQAAAACgJmtlhmuFrbbaqsZybdq0ScuWLavUqc27776bJUuWJEm23HLLWstuscUWSZav+Tpz5swq/dtss82qLEdQXf0kGTduXJ36BwAAAACs3wrfNGvGjBlJls8y3XTTTWst265du0yYMKFUp65tJ8uXFKjNiteeMWNG2rRpU6mN1a1fXxo2LMtaWmr381FWloa1BNvrowaNGqasrCzl5eVpWLa0xnKNGjXM5h1qH0NU1qjRf36kNWy4jo4bY2aVahpDxszqM2bWb8bM6vuvGDOJcfMZVIybxo0aJmVJypPFS2p+P8d/ybgxZtZYTf/WGEM1W9fHzPIMAyg8cK1Y77RZs2Zp2LBhrWVbtGhRqc6qfPLJJ1Xq1qR58+al4zlz5lTp3+rUr881XDfaqPZ+ftE1atIkrb/cpb67sU5qu+km+fXvf1bf3VgnNWrUMG3atKzvbqwRY2bNGTNrzphZPxkza25dHjOJcfNZGDdrbl0eN8bMmjNm1ty6PGaAtTB1ctGiRUlS68f1KzRt2rRSnbq2vWLdmjRr1qzaehXHa1ofAAAAAKAmhQeuDRosb7KsbNXTyMvLyyvVqWvbdWm/ou2V661q1u2qrgsAAAAAUJPCk8SKj+ovXLhwlWVXZzbsim3Xpf0Vzzdu3Lh0XLFUwKpmrS5YsKB0XNf+AQAAAADrt8ID15Ytl68xsnDhwixbtqzWsvPnz0+SbLjhhqvVdpJ8+umntZZd8fxGG21UpY2Ka9elfl37BwAAAACs3woPXNu3b58kWbp0aT788MNay86YMSNJ0q5duzq13aFDh9Lx9OnTay274vkV26/o3+rU33RTO/gCAAAAAKtWeODapct/dm+cNGlSjeVmzpyZefPmJUm23nrrOrXdsWPH0mZXtbWdJJMnT06StG3bttIM14r+TZs2LUuWLFll/RXrAAAAAADUpvDAdaeddiodjxo1qsZyI0eOLB1369atTm03aNAg22+//SrbXrZsWUaPHl1t2zvuuGOS5UsejB07dpX9a9iwYaXnBAAAAABQk8ID1y233DJdu3ZNkgwZMiTl5eXVlrv33nuTLF9Tdc8996xz+wcddFCS5J133skrr7xSbZnhw4dn9uzZSZIDDzyw0rkDDjggDRs2rNSHlS1cuDBDhw5Nkuy+++7WcAUAAAAA6qTwwDVJjjvuuCTJ22+/nWuuuabK+aFDh2b48OFJkp49e6Z58+Z1bvuwww5Lq1atkiS//OUvS8sSVJg5c2Yuv/zyJMvXbj3kkEMqnW/Tpk3psbvuuivPPfdclWv84Q9/yAcffJAkOfHEE+vcNwAAAABg/VZWXtMU1M9g2bJlOeaYY0of2T/88MNz5JFHpnHjxnnssccyaNCgLF26NJtttlnuv//+tG7dulL9ihmyHTp0KAWzKxo0aFB++9vfJlm+vuoPf/jDbLXVVnn77bfz17/+NVOnTk2S/M///E969OhRpf7777+fQw89NPPmzUuTJk1y6qmnZu+9987cuXNz66235vHHH0+S7LffftUGxgAAAAAA1VkrgWuSzJgxIyeffHLGjRtX7fm2bdvm73//eylcXdGqAtckueyyy3LDDTdUe65BgwY566yzcuqpp9bYvxdeeCH9+/fPnDlzqj2/yy675Nprr80GG2xQYxsAAAAAACtaa4Frsnwt1MGDB+ehhx7KxIkTs3jx4nTs2DEHHHBA+vbtmzZt2lRbry6Ba5I8/fTTufnmm/Pyyy9n1qxZad26dbp3754+ffpkl112WWX/pk+fnr///e/597//nWnTpqVhw4b5yle+ksMPPzzf//7306hRozV74gAAAADAemmtBq4AAAAAAOuTtbJpFgAAAADA+kjgCgAAAABQEIErAAAAAEBBBK4AAAAAAAURuAIAAAAAFETgCgAAAABQEIErAAAAAEBBBK4AAAAAAAURuAIAAAAAFETgCgAAAABQEIErAAAAAEBBBK4AAAAAAAURuAIAAAAAFKRRfXcASD744IPcfPPNefLJJzNp0qR8+umnad26dXbYYYccddRROfDAA1NWVlbf3YR1xqJFi3LYYYdl4sSJeeihh9KlS5f67hLUqwULFmTQoEEZOnRoJkyYkCTp2LFjDjrooPTu3TsbbbRRPfcQ1j0zZ85Mjx49MmvWrLzyyitp2rRpfXcJvvAmT56cwYMHZ8SIEZk6dWoWL16cjTfeON26dcuxxx6bPfbYo767CFCIsvLy8vL67gSsz5544on87Gc/y+zZs2ss861vfStXXnllWrZs+Tn2DNZdv/3tbzNo0KAkEbiy3ps+fXr69u2bcePGVXt+8803z8CBA7Ptttt+zj2DddeyZctyxhln5JFHHkkSgSvUwZ133plLLrkkixYtqrHMMccck1//+tdp1MjcMGDdJnCFejRmzJj84Ac/yKJFi9KkSZMcf/zx2WeffdKqVau88847ufHGG/Paa68lSb797W/nL3/5Sz33GL74rr322lx55ZWlrwWurM+WLFmSY489NmPGjElZWVl69eqVHj16pGHDhnn00Udz0003ZenSpenQoUPuvfdeM12hjn75y1/mtttuK30tcIXaDR8+PKeffnrKy8uzwQYb5KSTTsruu++epk2b5vXXX88//vGPvPvuu0mSPn365IILLqjnHgN8NgJXqEcnnHBCXnjhhTRu3Dg33HBDdt1110rnFy9enB//+Md54oknkiR/+9vfss8++9RDT+GLb8mSJfn9739fmtlaQeDK+uyWW27Jr3/96yTJBRdckD59+lQ6//DDD+fMM89MeXl5TjvttJx99tn10EtYd3z66ae54IIL8vDDD1d6XOAKNVu6dGkOOuigTJkyJRtuuGFuu+22Ku/N5s6dm969e2fs2LFp0KBBHnjggWy99db11GOAz86mWVBPpkyZkhdeeCFJcuyxx1YJW5OkcePGueSSS9KgwfKh+sADD3yufYR1xdtvv52TTjqpFLZWjBlY3w0ePDhJ0qlTp/Tu3bvK+R49emT//fdPsjycre1jnrC+GzlyZHr16lUKW/1bA3Xz4osvZsqUKUmS/v37V/uH8FatWuUXv/hFkuVLdjz44IOfax8BiuZdAtSTkSNHlo6/9a1v1Vhu0003TefOnZMsD5WAygYPHpzvfe97efHFF5Mk++yzT5VZfLA+Gj9+fN55550kyXe+850aw6EjjzwyyfLZRSNGjPjc+gfrkj/84Q857rjj8tZbbyVJjjrqqBx66KH13CtYN9T1956dd945LVq0SOL3HmDdJ3CFetK5c+f0798/Rx11VClQrUnFyh8LFy78PLoG65SxY8dmyZIladGiRS666KJce+21pTfrsD4bPXp06Xi33XarsVz37t1Lx88999xa7ROsq1555ZUkSZs2bfKnP/0pl112WRo3blzPvYJ1Q7du3XLaaafliCOOyOabb15jufLycr/3AP81bP0H9WSHHXbIDjvssMpyH374YSZMmJAkad++/druFqxzmjVrluOOOy6nn3562rZtW9/dgS+M8ePHl4632mqrGsu1adMmLVu2zLx58yrVAf5jww03zA9/+MOcdtppadWqVX13B9Ype+65Z/bcc89VlhszZkw+/fTTJH7vAdZ9Alf4grv++uuzbNmyJMlee+1Vz72BL55f/OIX1tGDasyYMSPJ8nUmN91001rLtmvXLhMmTCjVASobMGCAf2tgLbvuuutKx37vAdZ13jXAF9hLL71U2gSoZcuWOeqoo+q5R/DF4xdgqN7s2bOTLJ8F3rBhw1rLVizDUVEHqMy/NbB2DRs2LEOHDk2SdOjQIQcccEA99wjgszHDFdbQxIkT12hzke23375OSwlMnjw5P/7xj7N48eIkyZlnnpkvfelLq309+KJa22MI1neLFi1KkjRp0mSVZZs2bVqpDgB8Xl555ZWcf/75pa8vuugiayQD6zyBK6yhl19+Ob/61a9Wu96Pf/zjVYZFU6dOTZ8+ffLBBx8kSb797W/nxBNPXJNuwhfW2hxDwH9m5JWVla2ybMUmJWbxAfB5eu2113Lqqadm/vz5SZI+ffqY3Qr8V/CuGr5gxo8fn+OPPz5TpkxJsnz36D/84Q/13CsA1jUVywTUZafn1ZkNCwBFGDVqVE466aTMmjUrSXLIIYfkvPPOq99OARTEDFdYQ0cccUSOOOKIQtscNWpU+vfvX3rT0b1791x77bVp3rx5odeBL4K1MYaA/2jZsmWS5YHrsmXLap29WjGzaMMNN/xc+gbA+u3RRx/N2WefnQULFiRJDj744Pzxj3/0SQvgv4afZvAF8cgjj6RPnz6lsHXvvffOddddl1atWtVvxwBYJ7Vv3z5JsnTp0nz44Ye1lp0xY0aSpF27dmu9XwCs326++eb85Cc/KYWt3/ve93LVVVdZtxX4ryJwhS+Au+++O2eccUbpY589evTIwIEDSx8HBYDV1aVLl9LxpEmTaiw3c+bMzJs3L0my9dZbr/V+AbD++stf/pJLLrkky5YtS7J8zdbLL788DRs2rOeeARRL4Ar1bMiQIbn44otLbzpOPPHEXHXVVdbRA+Az2WmnnUrHo0aNqrHcyJEjS8fdunVbq30CYP117bXXZsCAAUmWb+h47rnn5oILLqjT5o4A6xqBK9SjMWPG5MILLyyFrT/60Y9y8cUXe9MBwGe25ZZbpmvXrkmW/3GvvLy82nL33ntvkuVrvu65556fW/8AWH8MHz48V155ZZKkQYMGufTSS3PKKafUc68A1h6BK9STxYsX59xzz83ixYuTLJ/Z+tOf/rSeewXAf5PjjjsuSfL222/nmmuuqXJ+6NChGT58eJKkZ8+eNmkEoHCzZs3KxRdfXPr63HPPTc+ePeuxRwBrX6P67gCsr4YMGZLx48cnSTbbbLMcfvjhef3112ut07hxY+vrAVBnvXr1yh133JGxY8fmqquuyvjx43PkkUemcePGeeyxxzJo0KCUl5dns802S//+/eu7uwD8Fxo0aFA++uijJMl2222XPfbYY5W/97Ro0SJbbbXV59E9gLVC4Ar15M477ywdv//++3X6K2+HDh1KM5EAYFUaNGiQgQMH5uSTT864ceMyZMiQDBkypFKZtm3b5tprr03r1q3rp5MA/Fe76667Ssevv/56vve9762yzu67757BgwevxV4BrF0CV6gnb775Zn13AYD1QLt27XLPPfdk8ODBeeihhzJx4sQsXrw4HTt2zAEHHJC+ffumTZs29d1NAP4LzZw5M9OnT6/vbgB87srKa9pBAQAAAACA1WLTLAAAAACAgghcAQAAAAAKInAFAAAAACiIwBUAAAAAoCACVwAAAACAgghcAQAAAAAKInAFAAAAACiIwBUAAAAAoCACVwAAAACAgghcAQAAAAAKInAFAAAAACiIwBUAAAAAoCACVwAAAACAgghcAQAAAAAKInAFAAAAACiIwBUAAAAAoCACVwBYzz399NMZMWJEfXdjvXXPPfeka9eu6dq1a+6555767g4AAPAZCVwBYD01c+bMnH322enbt2+mTZtW390BAAD4ryBwBYD11BNPPJEHH3ywvrsBAADwX0XgCgAAAABQEIErAAAAAEBBBK4AAAAAAAVpVN8dAAA+XwMGDMhf/vKXSo9dcMEFueCCC5IkgwYNyte//vXSufLy8jz88MN5+OGH8+qrr+ajjz5Ks2bN0rFjx+y999454YQTstlmm63yuq+++moefPDBvPjii5k2bVpmz56dJk2apHXr1tlxxx1z8MEH5+CDD06DBlX/Hrxin0eMGJENNtggd911V+6///5MmDAhixYtymabbZaDDjooffr0yZe+9KUkybx583LzzTfnoYceyrvvvpsk+fKXv5zDDz88J5xwQho1WvtvhT766KMMGjQow4cPz6RJk9KwYcN06tQphx9+eI477rha606ZMiUHHHBAkuTss89Oz549c/nll+fxxx/PwoULs+mmm2b//ffP+eefX6neiBEjMmzYsIwaNSozZszInDlz0rx582y88cbZeeedc9hhh+Ub3/hGrddeunRp7rvvvgwZMiRvvPFG5s2bl0022SR77rlnTjrppGy77bY55ZRT8tRTT6VDhw4ZPnx4te0sWbIkDz30UIYOHZpXX301H3/8cZo3b5727dtnr732yg9+8INsueWWdXr+p512Wl5++eXceuutef755/PBBx+kRYsW2WabbXLooYfmmGOOSePGjWt9XkV55JFHcvfdd+fVV1/N7Nmz07p163Tv3j0nnnhidt111/ziF7/I7bffniR58803q21j/vz5uf/++/PMM89k7NixmTVrVhYtWpQNNtggHTt2zB577JHjjjsum2++ebX1u3btmiQ58sgjc/nll2f06NG5/vrrM3r06MyaNSutW7fOLrvskh/84AfZc889186NAACgCoErAFCjadOm5cc//nHGjBlT6fFFixbltddey2uvvZZBgwblvPPOy/HHH19tG59++mnOO++8DBs2rMq5xYsXZ968eZk6dWoefvjh7L777vnrX/+aVq1a1dinDz74IP369cvYsWMrPf7OO+9k4MCBefjhhzN48ODMmzcv/fv3z8SJEyuVGzt2bMaOHZsnn3wy1157bRo2bFjHu7H6nn/++fzoRz/K7Nmzq+3Dfffdl8MOO6xObc2bNy/HH398xo8fX3qsIkSuMHPmzJxxxhl5/vnnq9SfM2dO5syZk4kTJ+a+++5Ljx498sc//rHa0PmTTz7JD3/4w4wePbrS49OmTcs999yTBx54oBTQ1+att97K2WefnbfeeqvS44sXL87s2bPzxhtvZPDgwenfv39+9KMfrbK9v/zlL7n66quzbNmy0mOLFi3K888/n+effz533HFHrr/++lLgvjYsXLgwZ511Vh599NFKj3/wwQcZOnRohg0bllNPPXWV7fz73//Oeeedl48//rjKuZkzZ2bmzJl55ZVXcsMNN+SKK65Ijx49am3vtttuyyWXXJKlS5dW6tOwYcMybNiwHH/88bn44our/YMGAADFKisvLy+v704AAJ+f8ePHZ8KECXn22WczePDgJMmJJ56YPfbYI0myyy67pE2bNpkxY0aOOeaYTJ8+PUmyzTbb5Lvf/W622GKLzJ8/Py+88EL++c9/ZvHixUmS888/PyeffHKV6/2///f/8vjjjydJNt988xxxxBHp0qVLmjRpkg8//DBPP/10pdmRJ510Ui688MJKbaw4w7VTp06ZOHFivvzlL+eoo47K5ptvnvHjx+fGG2/M/PnzkyQHHHBA3nzzzUyZMiV77bVXDj744LRq1SqvvPJKbrnlllKfL7300vTq1auwe7ui0aNHp3fv3lm0aFGSZLfddkuPHj3SunXrvP3227njjjvy0UcfpWnTplm4cGGS5LLLLstRRx1VamPFGZ4V5bp3756jjjoqS5YsySOPPJKLLrooXbp0ydKlS3PMMcfktddeS5J06dIl3/nOd9KpU6c0aNAg06dPz2OPPVYpjL3wwgtz0kknVer3okWLcswxx5RmZbZr1y69evVKly5d8tFHH+WBBx7Iyy+/nCTZYIMNMmfOnGpnuL7zzjs57rjjSoFix44dc+SRR6Zz586ZN29enn766QwbNqwUnp544om5+OKLK7Wx4vPfeuutM27cuDRt2jSHHXZYdttttyTJyJEjc++995Ze0+9+97u58sorV/8Fq6N+/frlySefTJJsuOGG6dWrV7bbbrvMnTs3//rXv/LUU0+VzlUE7SvPcH355Zdz3HHHZcmSJSkrK8uBBx6YPffcMxtvvHEWLlyYcePG5b777suMGTOSJM2bN8+wYcOy6aabVmqnYoZrp06dMnny5CxdujR77bVXevTokWbNmuXFF1/MPffcU7o33//+9/PrX/96rd0bAACWE7gCwHrqnnvuKc1SXDnoS5KTTz45zzzzTJLloekZZ5xRZXbcm2++mX79+mXGjBlp1KhR7r777my77bal8yNGjEifPn2SLA9sb7311mpnr95xxx35+c9/niRp3bp1nn322ZSVlZXOr7wMwsEHH5w//vGPadKkSemxF198scos25/97Gfp169fpceGDRuWn/70p0mS3XffvRQ6F2nZsmU56qij8vrrrydJzjjjjJx++umVysyaNSv9+vXLq6++WnqstsA1SfbYY49cf/311c7KvfPOO0uB5d57752BAwdWuj8VrrrqqgwcODBJ8tWvfjX33ntvpfMDBw7MVVddlSTp3r17rrnmmmywwQal8+Xl5RkwYECuvvrq0mMrB67l5eU5+uijS7OQDzvssPzud7+r0p8XX3wx/fv3LwWTV199dQ488MAan3/btm1z4403pkuXLpXa+fe//53TTjstSdKoUaM8/fTTad26dZXn/lk98MADOeecc5IknTt3zg033FAlBL3zzjvz85//PCu+xV45cD3uuOMycuTIJNWPvSSZO3dujjnmmEyYMCFJctFFF6V3796VylQErhUuuOCC0nir8PLLL+eUU07JnDlzUlZWlttvvz077bTTajxrAABWl88UAQBVjBw5shS2HnjggTnzzDOr/Shy165d88tf/jLJ8rU6//a3v1U6/89//rN0fM4559S4VECvXr3Stm3bJMuDyJkzZ9bYt4022ii/+c1vqoR3u+66a7bZZpvS1927d68StibLw9qKj5yv/FH3ojz55JOlsPUb3/hGlbA1WR4sDxgwIC1atKhzu6effnqNSyA89NBDpeOLLrqo2rA1WR6eV4TZ77zzTqVzixYtyrXXXptk+QzNP//5z5XC1iQpKyvLT3/60+y///419vPxxx8vha3bbbddLrvssmr7s+uuu+bSSy8tfT1gwIAa20yWz8hdOWxNkn333Te77LJLkuXfhysvgVGUitC/UaNGGTBgQJWwNUl69uyZE044ocY23n///YwaNSpJsuOOO1YbtiZJq1atKs0+Xvm1WtnRRx9dJWxNkp122qk0Y7y8vLz0+gIAsPYIXAGAKlYMSlf1kfsDDzywFJY+8cQTldaQvOiii/Lggw9m4MCBq9ykqWPHjqXjTz/9tMZy++23XzbccMNqz22xxRal44MOOqjGNtq3b58kVdZWLcqKsz1rC98233zzHHrooXVqs3HjxunWrVuN5wcMGJD7778/f/vb36oNJSs0b948m2yySZJkwYIFlWZijhgxIvPmzUuSHHHEEaVy1fnhD39Y47nHHnusdHzKKafUupHVIYccUurvG2+8UWVd2gqNGzeuNPt1Zdttt13peNasWTWWW1Pjxo0rrQf8zW9+M1tvvXWNZU899dQa10rddNNN8+9//zu33HJLfvOb39R6zRW/nxcsWFBjubKysvTv37/G84cffnjptXzmmWdKS1gAALB22DQLAKiiYgZesvxj3StvELSytm3b5oMPPsjcuXPzzjvv5Ctf+UqS5eHeV77yldLXK/voo4/yxhtvZOTIkZU2t1pxU6SV1RZ0rRjEdurUqcZyFbNKa7vOZ7HiZlPdu3evtezXv/713HXXXatss2PHjjXOWk2Wz4jcdtttKy3psKLp06fntddey4svvpg5c+aUHl+2bFlp1uyzzz5berxiTd+a7LTTTmnVqlXmzp1b5dxLL71UOt5rr71qbaeiTMVmYKNHj85WW21VpUynTp1qff4rzsRdsmTJKq+5up577rnS8aruzaabbpqtt9662hnUZWVl2XTTTaudHZss31BswoQJefXVVyttNLfiHzJWttVWW1UKZ1fWqFGj7LLLLnnkkUcyf/78vPnmm9lxxx1rfQ4AAKw5gSsAUMW0adNKx5dccslq1f3oo4+qBKzLli3L888/nxdeeCHjx4/PpEmTMmXKlHzyySfVtlHbEvN1XZuzefPmNZ5bcX3YteHDDz9MsjwErWk2boXaguEVbbTRRnUqt3jx4jz11FMZPXp0JkyYkEmTJmXy5MmlmasrW/FeV2zSlCxfl7U2ZWVl2WKLLUpLJ6yo4vm3bNkyG2+88Sr7vGJY+NFHH1VbZuWlDVbWqNF/3taujSC9YvO4pPJs7JpsueWWq1yy4oMPPsjjjz+e1157LZMmTcqkSZMybdq0agPj2sZE586dV9mfilndSeXXGQCA4glcAYAqqpu1uKZ1X3zxxfz85z+vcQ3K1q1bZ6+99sqYMWMyadKkVba/YrD2RVWxVEFtoW+Fli1b1qnN2mZ3Vnj00Udz6aWX5v3336/2fLt27fKNb3wjw4cPr/Zj9x9//HHpuGnTpqu8Xk3Pr+J7oK7r065Ybv78+dWWqe/Xvah7kyxfK/eKK67IrbfeWm242qBBg2y33Xb58pe/nAcffHCV16ppbeQVNWvWrHT8WcY3AACr9sX/jQUA+Nw1a9Ysc+fOTfPmzSt9PHx1Pf/88+nbt28WL16cJNlss82y++675ytf+Uo6d+6cbbbZJltuuWWS5Tu31yVwXRdstNFG+fDDD2sMD1dUcW8+qwceeCA/+9nPSjMht9pqq+y6666V7vXmm2+eZPkmU9VZMZSrbR3dCjWtK9qiRYvMnj27Ts8/SaXZt3UJqetDUfemvLw8p59+ep588skk//m4//bbb5/OnTunS5cu6dq1a1q2bJkRI0bUKXCty5qsK74Wbdq0WWV5AADWnMAVAKhik002ydy5c/Ppp5/mvffeq/Rx5NXxq1/9qhQo9u/fPz/5yU9K64WubG1tYFUf2rVrlw8//DDz5s3LzJkzaw24apqNujoWLFiQSy+9tBS2XnLJJTn22GNrLF/TvV7xdZ4yZUq+9rWv1XrdqVOnVvt427ZtM3v27MybNy8fffTRKpcVWHH93s0226zWsvVl5XuzKjWVefjhh0tha4cOHfL3v/89X/7yl6stW9OSGyury/fQ5MmTS8ft2rWrU7sAAKyZ6rdPBQDWazvvvHPp+PHHH19l+Ysuuig///nP89e//rUUEk2YMKG0EVKHDh1yxhln1Bi2zps3r1LoVtt6leuCFTfKWnEjquq88MILn/l6L774Yum+77bbbrWGrRMnTqw023HFe92tW7c69+vNN9+sMRDcaaedSsfPPPNM7Z1PMmLEiNLxdtttt8ry9WF17s2sWbMybty4as899thjpeMf/ehHNYatSfLaa6+VjmsbE2+88UatywQsWrSotJHbxhtvnG222abGsgAAfHYCVwBYTzVo8J+3AStvMnTQQQeVjv/+97/XGuY88cQTueuuu3LHHXfkpptuKq0nueIaoS1atKh1o6pBgwZV+mj92thl/vN0yCGHlI7/8Y9/1LjD/Jw5c3Lfffd95uuteK9XtSbsddddV+nrFe/1fvvtV6r/wAMPVFq3dGU33HBDjedW/v6pbdmEhx9+uBS2f/nLX06XLl1q63692WmnnUqbez355JOV/kCwsptuuqnG51zX12rmzJm55557Sl/XNiYWLlyY22+/vcbz99xzT+m6Bx54YKWxDwBA8bzbAoD11IprZa78EfP9998/2267bZLlHxv/yU9+kjlz5lRpY9y4cTn//PNLX59yyimlWawdO3Yshazjx4/P888/X20/br755vzlL3+p9Fhd1qT8Itt1112z9957J0leeeWV/PrXv64Sui5YsCBnnXVWPvzww898vYogMFm+bm7FzOIVLV26NP/zP/+TO++8s9LjK97rli1b5sQTT0yyPBg866yzql2H9ZZbbqkUBq5sv/32K81Uff3113PhhRdm0aJFVcqNHDkyv/jFL0pfn3HGGTW2Wd/Kyspy2mmnJVm+7u4ZZ5yRjz76qEq5xx57LAMHDqyxnY4dO5aO77jjjip/7EiS9957L//v//2/fPDBB6XHVjUm/vznP1eaKVzhhRdeyO9///sky8f8qaeeWms7AAB8dtZwBYD1VMUGSkly/fXXZ6ONNkqzZs3SrVu3tG/fPldddVV69eqVOXPm5JlnnsnBBx+cI488Mtttt10+/fTTvPLKK7nvvvtKQdruu++e3r17l9ps27Zt9ttvvzz++ONZtmxZTjnllBx99NHZfvvt07hx40yePDlDhw7N22+/XaVv1YW765pLLrkkRx99dGbNmpXbb789o0ePztFHH5127dpl0qRJueOOOzJ16tRsvPHG1QZ3q2PHHXdM165d8+abb2b+/Pnp1atXevXqla5du6a8vDwTJkzIgw8+WO2aq3PmzEnr1q1LX/fv3z/Dhw/PW2+9lWeeeSaHHnpojjnmmHTu3DmzZs3KI488khEjRqRBgwalsHDlpSLKysrypz/9qfT9M2TIkIwaNSpHHnlkOnfunPnz5+eZZ57Jww8/XGrj2GOPTY8ePT7TfVjbevbsmaFDh+bpp5/OG2+8kUMPPTQ9e/bMdtttl/nz5+f//u//8sgjjyRZfk+WLl1aZTbp0Ucfndtvvz3l5eV5+umnc+SRR+aII47IZpttlo8//jgvvfRSHnnkkSqbbtU2y7ysrCwLFixI3759c9hhh2WvvfZKsnw5iyFDhpTC/nPOOadSOA8AwNohcAWA9dRXv/rVdOnSJePHj88HH3yQCy+8MEnyi1/8Iscff3w6d+6c2267LT/96U8zfvz4fPTRR1U+jl7hwAMPzBVXXJFGjSq/tbj00ktz0kknZfz48Vm0aFFuvfXWauv36NEjX/3qV3PllVcmWb4m5R577FHgs/38dezYMbfffntOO+20vPvuu3nrrbdy2WWXVSqzxRZb5MILL0z//v0/07XKyspy1VVXpU+fPpkxY0bmzp2b66+/vtqyJ5xwQho2bJgbb7wxyfJ7vWII16xZs1x//fU57bTT8tprr2XatGkZMGBApTaaNGmSyy67LOecc07Ky8vTpEmTKtep+P75yU9+knfeeSdTpkyp0k6SNGrUKGecccY6MfOyrKwsAwYMyI9//OM888wzmTVrVv72t79VKtOgQYOcc845ueWWWzJlypQ0bdq00vkdd9wx559/fn7/+99n2bJleeONN/LGG29UudaXvvSl/OY3v8mvfvWrfPDBB3nrrbeybNmyapcDaN++fb773e/mmmuuyf3335/777+/0vnGjRvn17/+dY4++ugC7gIAAKsicAWA9VSjRo1yww035I9//GMpPGrdunWl2aVbb711HnjggTz44IP517/+lTFjxmTmzJlJlu90vvPOO+eoo44qzahbWdu2bXP33Xfnpptuyr/+9a+MHz8+n376aZo3b5727dtnhx12yNFHH53u3btn8uTJ+dOf/pTy8vIMGTIkffr0+Txuw1rVqVOn3H///bntttvy8MMP5+23386yZcvSoUOHHHTQQenXr1+l3eM/iy5dumTIkCG58cYb8/jjj2fSpElZtGhRWrZsmY4dO6Zbt27p2bNntt122zz33HOlwHXIkCH59re/Xamttm3b5s4778zdd9+df/7zn3n77bczZ86cbLLJJtl7773Tr1+/dOjQobSR00YbbVRtnyq+fx544IEMGzYsY8eOzccff5wNNtgg7du3z7777pujjjqq0sfsv+hatmyZf/zjH3nooYdy//33Z+zYsaWxs9tuu6Vv377ZYYcd8o9//CNJ9femT58+6datWwYNGpRRo0blgw8+SFlZWVq3bp0uXbpkv/32y1FHHZUNN9wwjz76aO6999588skneeKJJ7L//vtX26+zzjore+65Z2644Ya89NJLmTdvXtq3b5999tknvXv3zpZbbrlW7wsAAP9RVr6ubwMMAMDn7v3338++++6bJPnud79bmp3M8vVyd9pppyxevDjdunXLbbfdtlau07Vr1yRJhw4dMnz48LVyDQAAVp8ZrgAAJEkmTpyYn//85+nQoUMOOOCAKjNfV1SxVmmS7LDDDp9H9+rV/Pnzc8opp6RDhw75+te/np49e9ZY9oknnsjixYuTrB/3BgCAygSuAAAkSTbZZJO89NJLef755/PMM89k5513Ttu2bauUGzNmTK6++uoky9d8/aJvdlWEFi1aZMqUKRk1alQee+yxdO/ePZ07d65SbvLkyfntb3+bZPl6rkccccTn3VUAAOqZwBUAWO+99957ee211wppa5dddkmbNm0Kaevz1qpVqxx55JG5/fbbM3369Hz3u9/NYYcdlm222SatWrXKhx9+mFGjRuXRRx8tzeA877zzsummm9Zzz6v31FNPZcGCBZ+5ndatW2fXXXfNiSeemCuvvDLz58/P0UcfnUMPPTTbb799Ntpoo3z88ccZM2ZMHn744Xz66adJkr59+2b77bf/zNcHAGDdYg1XAGC9d8899+SCCy4opK1Bgwbl61//eiFt1YdPP/005557bqUlA6rTtGnTnH/++TnuuOM+p56tvv333z9Tp079zO3svvvuGTx4cJYuXZpLL700t956a63lGzRokNNPPz0/+tGP0qBBg898/ZpYwxUA4IvJDFcAAEqaN2+eAQMGZMSIERkyZEhefvnlTJs2LYsXL06bNm3Svn377LfffjniiCOy+eab13d3P1cNGzbMr371qxxzzDG5++67M3LkyEyZMiULFy7Ml770pbRr1y7f/OY3c8QRR1S73AAAAOsHM1wBAAAAAAqy9j7jBAAAAACwnhG4AgAAAAAUROAKAAAAAFAQgSsAAAAAQEEErgAAAAAABRG4AgAAAAAUROAKAAAAAFAQgSsAAAAAQEEErgAAAAAABRG4AgAAAAAUROAKAAAAAFAQgSsAAAAAQEEErgAAAAAABRG4AgAAAAAUROAKAAAAAFAQgSsAAAAAQEEErgAAAAAABfn/HLN7yOp2L+wAAAAASUVORK5CYII=",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c9704b2580>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('((winteam == 0) and (Reversal== 1)) or((winteam == 1) and (Reversal== 0))'), x='team_dragon_gap', color='Reversal')\n",
    "    .add(so.Bars(width=10), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.3))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "레드 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c965c6cdc0>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('((winteam == 1) and (Reversal== 1)) or((winteam == 0) and (Reversal== 0))'), x='team_dragon_gap', color='Reversal')\n",
    "    .add(so.Bars(width=5), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.3))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "드레곤을 먹은 경우 역전에 유리해진다"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 전령 비교"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "블루 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c96a9b2bb0>"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('((winteam == 0) and (Reversal== 1)) or((winteam == 1) and (Reversal== 0))'), x='team_HORDE_gap', color='Reversal')\n",
    "    .add(so.Bars(width=2), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.4))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "레드 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c96a9897f0>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('((winteam == 0) and (Reversal== 0)) or((winteam == 1) and (Reversal== 1))'), x='team_HORDE_gap', color='Reversal')\n",
    "    .add(so.Bars(width=2), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.4))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 시야점수 비교"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "블루 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c96a89bc10>"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('(((winteam == 0) and (Reversal== 1)) or((winteam == 1) and (Reversal== 0)))and (team_wardscore_gap>=-50 and team_wardscore_gap<=50)'), x='team_wardscore_gap', color='Reversal')\n",
    "    .add(so.Line(), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.08))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "레드 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c966dacb50>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('(((winteam == 0) and (Reversal== 0)) or((winteam == 1) and (Reversal== 1)))and (team_wardscore_gap>=-50 and team_wardscore_gap<=50)'), x='team_wardscore_gap', color='Reversal')\n",
    "    .add(so.Line(), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.08))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 타워킬 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c96a79fd30>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('(((winteam == 0) and (Reversal== 1)) or((winteam == 1) and (Reversal== 0)))and (team_towerkill_gap>=-2 and team_towerkill_gap<=2)'), x='team_towerkill_gap', color='Reversal')\n",
    "    .add(so.Bars(width=5), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.5))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1c96a907dc0>"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 583.1
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    so.Plot(match.query('(((winteam == 0) and (Reversal== 0)) or((winteam == 1) and (Reversal== 1)))and (team_towerkill_gap>=-2 and team_towerkill_gap<=2)'), x='team_towerkill_gap', color='Reversal')\n",
    "    .add(so.Bars(width=5), so.Hist(\"proportion\", common_norm=False), so.Dodge())\n",
    "    .limit(y=(0,0.5))\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}