EDA_winrate.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "58bf15a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:18.026544Z",
     "start_time": "2022-07-05T02:32:15.327545Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dcb1d285",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:18.086545Z",
     "start_time": "2022-07-05T02:32:18.027544Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>Champion</th>\n",
       "      <th>Position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participant</th>\n",
       "      <th>kda</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>봇전</td>\n",
       "      <td>14:46</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Ezreal</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>16:08</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>21:13</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:16</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>22:54</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27218</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>38:14</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27219</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>23:50</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27220</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:53</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27221</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:22</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27222</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>10:18</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27223 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          name      tier  mode   span   W/L Champion Position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3    봇전  14:46   WIN   Ezreal      mid     6      1   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "27218     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "27219     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "27220     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "27221     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "27222     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist kill participant   kda  \n",
       "0           0               12  6.00  \n",
       "1           0               33  1.00  \n",
       "2           2               46  1.20  \n",
       "3           7               36  3.25  \n",
       "4           4               45  1.13  \n",
       "...       ...              ...   ...  \n",
       "27218       8               62  5.80  \n",
       "27219       5               56  4.00  \n",
       "27220       4               40  0.67  \n",
       "27221      15               63  2.86  \n",
       "27222       1               20  1.00  \n",
       "\n",
       "[27223 rows x 12 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df = pd.read_csv('./220704/220704_Final_data.csv')\n",
    "df = pd.read_csv('./final_dataset_ALL.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f652ddf5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:22.946543Z",
     "start_time": "2022-07-05T02:32:18.087544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2684b0f8b80>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49444 (\\N{HANGUL SYLLABLE SEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44228 (\\N{HANGUL SYLLABLE GYE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50773 (\\N{HANGUL SYLLABLE WANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45805 (\\N{HANGUL SYLLABLE DALG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44540 (\\N{HANGUL SYLLABLE GEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54812 (\\N{HANGUL SYLLABLE HYE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52572 (\\N{HANGUL SYLLABLE COE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51333 (\\N{HANGUL SYLLABLE JONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48337 (\\N{HANGUL SYLLABLE BYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44592 (\\N{HANGUL SYLLABLE GI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44608 (\\N{HANGUL SYLLABLE GIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44508 (\\N{HANGUL SYLLABLE GYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54788 (\\N{HANGUL SYLLABLE HYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51109 (\\N{HANGUL SYLLABLE JANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49324 (\\N{HANGUL SYLLABLE SA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54616 (\\N{HANGUL SYLLABLE HA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51088 (\\N{HANGUL SYLLABLE JA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48960 (\\N{HANGUL SYLLABLE BBO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49569 (\\N{HANGUL SYLLABLE SONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45572 (\\N{HANGUL SYLLABLE NU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45208 (\\N{HANGUL SYLLABLE NA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49888 (\\N{HANGUL SYLLABLE SIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48516 (\\N{HANGUL SYLLABLE BUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51012 (\\N{HANGUL SYLLABLE EUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49704 (\\N{HANGUL SYLLABLE SUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44596 (\\N{HANGUL SYLLABLE GIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49548 (\\N{HANGUL SYLLABLE SO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45376 (\\N{HANGUL SYLLABLE NYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51064 (\\N{HANGUL SYLLABLE IN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49373 (\\N{HANGUL SYLLABLE SAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44536 (\\N{HANGUL SYLLABLE GEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47017 (\\N{HANGUL SYLLABLE RAEB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47112 (\\N{HANGUL SYLLABLE RE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49772 (\\N{HANGUL SYLLABLE SWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53356 (\\N{HANGUL SYLLABLE KEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47532 (\\N{HANGUL SYLLABLE RI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49380 (\\N{HANGUL SYLLABLE SYA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52740 (\\N{HANGUL SYLLABLE CYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47784 (\\N{HANGUL SYLLABLE MO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45257 (\\N{HANGUL SYLLABLE NAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45380 (\\N{HANGUL SYLLABLE NYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45936 (\\N{HANGUL SYLLABLE DE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49828 (\\N{HANGUL SYLLABLE SEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45784 (\\N{HANGUL SYLLABLE NIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54620 (\\N{HANGUL SYLLABLE HAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50725 (\\N{HANGUL SYLLABLE OG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44148 (\\N{HANGUL SYLLABLE GEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52629 (\\N{HANGUL SYLLABLE CUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44256 (\\N{HANGUL SYLLABLE GO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55120 (\\N{HANGUL SYLLABLE HEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53076 (\\N{HANGUL SYLLABLE KO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54872 (\\N{HANGUL SYLLABLE HWAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47592 (\\N{HANGUL SYLLABLE MAEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50883 (\\N{HANGUL SYLLABLE US}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45824 (\\N{HANGUL SYLLABLE DAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54617 (\\N{HANGUL SYLLABLE HAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44284 (\\N{HANGUL SYLLABLE GWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47680 (\\N{HANGUL SYLLABLE MEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49436 (\\N{HANGUL SYLLABLE SEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48372 (\\N{HANGUL SYLLABLE BO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47732 (\\N{HANGUL SYLLABLE MYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54392 (\\N{HANGUL SYLLABLE PU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47480 (\\N{HANGUL SYLLABLE REUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48388 (\\N{HANGUL SYLLABLE BOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51144 (\\N{HANGUL SYLLABLE JYA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44397 (\\N{HANGUL SYLLABLE GUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48165 (\\N{HANGUL SYLLABLE BAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52308 (\\N{HANGUL SYLLABLE CAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49688 (\\N{HANGUL SYLLABLE SU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50980 (\\N{HANGUL SYLLABLE YUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54801 (\\N{HANGUL SYLLABLE HYEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50976 (\\N{HANGUL SYLLABLE YU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44288 (\\N{HANGUL SYLLABLE GWAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49692 (\\N{HANGUL SYLLABLE SUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50676 (\\N{HANGUL SYLLABLE YEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50500 (\\N{HANGUL SYLLABLE A}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46944 (\\N{HANGUL SYLLABLE DDI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50864 (\\N{HANGUL SYLLABLE U}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49437 (\\N{HANGUL SYLLABLE SEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51316 (\\N{HANGUL SYLLABLE JON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51096 (\\N{HANGUL SYLLABLE JAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54200 (\\N{HANGUL SYLLABLE PYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44204 (\\N{HANGUL SYLLABLE GYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50630 (\\N{HANGUL SYLLABLE EOBS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45716 (\\N{HANGUL SYLLABLE NEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46988 (\\N{HANGUL SYLLABLE RAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46300 (\\N{HANGUL SYLLABLE DEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48520 (\\N{HANGUL SYLLABLE BUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51473 (\\N{HANGUL SYLLABLE JUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46021 (\\N{HANGUL SYLLABLE DOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51676 (\\N{HANGUL SYLLABLE JJA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49465 (\\N{HANGUL SYLLABLE SEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49884 (\\N{HANGUL SYLLABLE SI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50024 (\\N{HANGUL SYLLABLE SSEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45768 (\\N{HANGUL SYLLABLE NI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48141 (\\N{HANGUL SYLLABLE MING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51116 (\\N{HANGUL SYLLABLE JAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51032 (\\N{HANGUL SYLLABLE YI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47924 (\\N{HANGUL SYLLABLE MU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48729 (\\N{HANGUL SYLLABLE BING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50696 (\\N{HANGUL SYLLABLE YE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49296 (\\N{HANGUL SYLLABLE BBI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46993 (\\N{HANGUL SYLLABLE RANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44992 (\\N{HANGUL SYLLABLE GGUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51060 (\\N{HANGUL SYLLABLE I}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44053 (\\N{HANGUL SYLLABLE GANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55148 (\\N{HANGUL SYLLABLE HYI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50472 (\\N{HANGUL SYLLABLE SSI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50780 (\\N{HANGUL SYLLABLE WAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46308 (\\N{HANGUL SYLLABLE DEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50612 (\\N{HANGUL SYLLABLE EO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44052 (\\N{HANGUL SYLLABLE GASS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51648 (\\N{HANGUL SYLLABLE JI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51684 (\\N{HANGUL SYLLABLE JJAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46972 (\\N{HANGUL SYLLABLE RA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54056 (\\N{HANGUL SYLLABLE PAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52404 (\\N{HANGUL SYLLABLE CE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47564 (\\N{HANGUL SYLLABLE MAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52240 (\\N{HANGUL SYLLABLE JJIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48757 (\\N{HANGUL SYLLABLE BBANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46384 (\\N{HANGUL SYLLABLE DDA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46319 (\\N{HANGUL SYLLABLE DEUS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54644 (\\N{HANGUL SYLLABLE HAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50501 (\\N{HANGUL SYLLABLE AG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48120 (\\N{HANGUL SYLLABLE MI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54588 (\\N{HANGUL SYLLABLE PI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51592 (\\N{HANGUL SYLLABLE JEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52880 (\\N{HANGUL SYLLABLE KAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44033 (\\N{HANGUL SYLLABLE GAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48124 (\\N{HANGUL SYLLABLE MIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44277 (\\N{HANGUL SYLLABLE GONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44201 (\\N{HANGUL SYLLABLE GYEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49520 (\\N{HANGUL SYLLABLE SYE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54532 (\\N{HANGUL SYLLABLE PEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47932 (\\N{HANGUL SYLLABLE MUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46160 (\\N{HANGUL SYLLABLE DU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48288 (\\N{HANGUL SYLLABLE BE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50504 (\\N{HANGUL SYLLABLE AN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54728 (\\N{HANGUL SYLLABLE HEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49829 (\\N{HANGUL SYLLABLE SEUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51452 (\\N{HANGUL SYLLABLE JU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50672 (\\N{HANGUL SYLLABLE YEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55176 (\\N{HANGUL SYLLABLE HI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45796 (\\N{HANGUL SYLLABLE DA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50648 (\\N{HANGUL SYLLABLE EL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53364 (\\N{HANGUL SYLLABLE KEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54660 (\\N{HANGUL SYLLABLE HAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48260 (\\N{HANGUL SYLLABLE BEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44144 (\\N{HANGUL SYLLABLE GEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52488 (\\N{HANGUL SYLLABLE CO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53664 (\\N{HANGUL SYLLABLE TO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50756 (\\N{HANGUL SYLLABLE WAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46041 (\\N{HANGUL SYLLABLE DONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47805 (\\N{HANGUL SYLLABLE MONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48148 (\\N{HANGUL SYLLABLE BA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45804 (\\N{HANGUL SYLLABLE DAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48660 (\\N{HANGUL SYLLABLE BEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54000 (\\N{HANGUL SYLLABLE TI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51092 (\\N{HANGUL SYLLABLE JAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49464 (\\N{HANGUL SYLLABLE SE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50836 (\\N{HANGUL SYLLABLE YO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51221 (\\N{HANGUL SYLLABLE JEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45320 (\\N{HANGUL SYLLABLE NEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47568 (\\N{HANGUL SYLLABLE MAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48736 (\\N{HANGUL SYLLABLE BBA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54032 (\\N{HANGUL SYLLABLE PAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54624 (\\N{HANGUL SYLLABLE HAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44172 (\\N{HANGUL SYLLABLE GE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49457 (\\N{HANGUL SYLLABLE SEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51077 (\\N{HANGUL SYLLABLE IB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51068 (\\N{HANGUL SYLLABLE IL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50724 (\\N{HANGUL SYLLABLE O}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54980 (\\N{HANGUL SYLLABLE HU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44036 (\\N{HANGUL SYLLABLE GAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46356 (\\N{HANGUL SYLLABLE DI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50640 (\\N{HANGUL SYLLABLE E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51652 (\\N{HANGUL SYLLABLE JIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51649 (\\N{HANGUL SYLLABLE JIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44081 (\\N{HANGUL SYLLABLE GAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50752 (\\N{HANGUL SYLLABLE WA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48400 (\\N{HANGUL SYLLABLE BWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44060 (\\N{HANGUL SYLLABLE GAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46412 (\\N{HANGUL SYLLABLE DDAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47140 (\\N{HANGUL SYLLABLE RYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51460 (\\N{HANGUL SYLLABLE JUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53132 (\\N{HANGUL SYLLABLE KWAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45448 (\\N{HANGUL SYLLABLE NOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53412 (\\N{HANGUL SYLLABLE KI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47560 (\\N{HANGUL SYLLABLE MA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51217 (\\N{HANGUL SYLLABLE JEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53944 (\\N{HANGUL SYLLABLE TEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47204 (\\N{HANGUL SYLLABLE ROL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54632 (\\N{HANGUL SYLLABLE HAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50556 (\\N{HANGUL SYLLABLE YA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53304 (\\N{HANGUL SYLLABLE KWIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45720 (\\N{HANGUL SYLLABLE NEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47336 (\\N{HANGUL SYLLABLE RU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55092 (\\N{HANGUL SYLLABLE HYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49885 (\\N{HANGUL SYLLABLE SIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54868 (\\N{HANGUL SYLLABLE HWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44368 (\\N{HANGUL SYLLABLE GYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52600 (\\N{HANGUL SYLLABLE CYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54028 (\\N{HANGUL SYLLABLE PA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49244 (\\N{HANGUL SYLLABLE BBEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47536 (\\N{HANGUL SYLLABLE RIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55121 (\\N{HANGUL SYLLABLE HEUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45212 (\\N{HANGUL SYLLABLE NAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51328 (\\N{HANGUL SYLLABLE JOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52285 (\\N{HANGUL SYLLABLE CANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54805 (\\N{HANGUL SYLLABLE HYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54633 (\\N{HANGUL SYLLABLE HAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48512 (\\N{HANGUL SYLLABLE BU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49899 (\\N{HANGUL SYLLABLE SILH}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44400 (\\N{HANGUL SYLLABLE GUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51204 (\\N{HANGUL SYLLABLE JEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53440 (\\N{HANGUL SYLLABLE TA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47704 (\\N{HANGUL SYLLABLE MEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53448 (\\N{HANGUL SYLLABLE TAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49913 (\\N{HANGUL SYLLABLE SSAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50896 (\\N{HANGUL SYLLABLE WEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50577 (\\N{HANGUL SYLLABLE YANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49440 (\\N{HANGUL SYLLABLE SEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45432 (\\N{HANGUL SYLLABLE NO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51697 (\\N{HANGUL SYLLABLE JJANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54217 (\\N{HANGUL SYLLABLE PYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51076 (\\N{HANGUL SYLLABLE IM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48712 (\\N{HANGUL SYLLABLE BIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46244 (\\N{HANGUL SYLLABLE DWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51256 (\\N{HANGUL SYLLABLE JYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47605 (\\N{HANGUL SYLLABLE MAEB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54609 (\\N{HANGUL SYLLABLE PING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52237 (\\N{HANGUL SYLLABLE JJIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49480 (\\N{HANGUL SYLLABLE SEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44048 (\\N{HANGUL SYLLABLE GAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47700 (\\N{HANGUL SYLLABLE ME}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53580 (\\N{HANGUL SYLLABLE TE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47788 (\\N{HANGUL SYLLABLE MON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47092 (\\N{HANGUL SYLLABLE REOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50872 (\\N{HANGUL SYLLABLE UL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50857 (\\N{HANGUL SYLLABLE YONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51216 (\\N{HANGUL SYLLABLE JEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47581 (\\N{HANGUL SYLLABLE MANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44613 (\\N{HANGUL SYLLABLE GING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54021 (\\N{HANGUL SYLLABLE TING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44257 (\\N{HANGUL SYLLABLE GOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52852 (\\N{HANGUL SYLLABLE KA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45815 (\\N{HANGUL SYLLABLE DAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54364 (\\N{HANGUL SYLLABLE PYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48376 (\\N{HANGUL SYLLABLE BON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44844 (\\N{HANGUL SYLLABLE GGO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52384 (\\N{HANGUL SYLLABLE CEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44428 (\\N{HANGUL SYLLABLE GWEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44480 (\\N{HANGUL SYLLABLE GWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50684 (\\N{HANGUL SYLLABLE YEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51677 (\\N{HANGUL SYLLABLE JJAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44340 (\\N{HANGUL SYLLABLE GOE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51200 (\\N{HANGUL SYLLABLE JEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45733 (\\N{HANGUL SYLLABLE NEUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44620 (\\N{HANGUL SYLLABLE GGA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52832 (\\N{HANGUL SYLLABLE CIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45909 (\\N{HANGUL SYLLABLE DEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44396 (\\N{HANGUL SYLLABLE GU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44188 (\\N{HANGUL SYLLABLE GEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44051 (\\N{HANGUL SYLLABLE GAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51089 (\\N{HANGUL SYLLABLE JAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47084 (\\N{HANGUL SYLLABLE REO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48652 (\\N{HANGUL SYLLABLE BEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50689 (\\N{HANGUL SYLLABLE YEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48324 (\\N{HANGUL SYLLABLE BYEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45152 (\\N{HANGUL SYLLABLE GGYI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51600 (\\N{HANGUL SYLLABLE JEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51004 (\\N{HANGUL SYLLABLE EU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52860 (\\N{HANGUL SYLLABLE KAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46321 (\\N{HANGUL SYLLABLE DEUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50728 (\\N{HANGUL SYLLABLE ON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51228 (\\N{HANGUL SYLLABLE JE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48708 (\\N{HANGUL SYLLABLE BI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44285 (\\N{HANGUL SYLLABLE GWAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48169 (\\N{HANGUL SYLLABLE BANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50900 (\\N{HANGUL SYLLABLE WEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47476 (\\N{HANGUL SYLLABLE REU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50633 (\\N{HANGUL SYLLABLE EONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45929 (\\N{HANGUL SYLLABLE DEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47803 (\\N{HANGUL SYLLABLE MOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44537 (\\N{HANGUL SYLLABLE GEUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46364 (\\N{HANGUL SYLLABLE DIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50644 (\\N{HANGUL SYLLABLE EN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48744 (\\N{HANGUL SYLLABLE BBAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50557 (\\N{HANGUL SYLLABLE YAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51725 (\\N{HANGUL SYLLABLE JJAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46028 (\\N{HANGUL SYLLABLE DOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53097 (\\N{HANGUL SYLLABLE KONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45236 (\\N{HANGUL SYLLABLE NAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51480 (\\N{HANGUL SYLLABLE JWEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45684 (\\N{HANGUL SYLLABLE NYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47196 (\\N{HANGUL SYLLABLE RO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44733 (\\N{HANGUL SYLLABLE GGEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53685 (\\N{HANGUL SYLLABLE TONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48195 (\\N{HANGUL SYLLABLE BAES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49332 (\\N{HANGUL SYLLABLE SAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48380 (\\N{HANGUL SYLLABLE BOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47579 (\\N{HANGUL SYLLABLE MAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51312 (\\N{HANGUL SYLLABLE JO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47144 (\\N{HANGUL SYLLABLE RYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47100 (\\N{HANGUL SYLLABLE REOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48264 (\\N{HANGUL SYLLABLE BEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49368 (\\N{HANGUL SYLLABLE SAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52824 (\\N{HANGUL SYLLABLE CI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48164 (\\N{HANGUL SYLLABLE BAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53433 (\\N{HANGUL SYLLABLE KING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47329 (\\N{HANGUL SYLLABLE RYONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52856 (\\N{HANGUL SYLLABLE KAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48152 (\\N{HANGUL SYLLABLE BAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50732 (\\N{HANGUL SYLLABLE OL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53216 (\\N{HANGUL SYLLABLE KU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50948 (\\N{HANGUL SYLLABLE WI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54744 (\\N{HANGUL SYLLABLE HEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54861 (\\N{HANGUL SYLLABLE HONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45912 (\\N{HANGUL SYLLABLE DEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47533 (\\N{HANGUL SYLLABLE RIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50997 (\\N{HANGUL SYLLABLE YUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46405 (\\N{HANGUL SYLLABLE DDANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46496 (\\N{HANGUL SYLLABLE DDEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46020 (\\N{HANGUL SYLLABLE DO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44260 (\\N{HANGUL SYLLABLE GON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50616 (\\N{HANGUL SYLLABLE EON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52300 (\\N{HANGUL SYLLABLE CAEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44544 (\\N{HANGUL SYLLABLE GEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50628 (\\N{HANGUL SYLLABLE EOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45285 (\\N{HANGUL SYLLABLE NYANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44988 (\\N{HANGUL SYLLABLE GGUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46497 (\\N{HANGUL SYLLABLE DDEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48513 (\\N{HANGUL SYLLABLE BUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47609 (\\N{HANGUL SYLLABLE MAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46644 (\\N{HANGUL SYLLABLE DDWAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52509 (\\N{HANGUL SYLLABLE CONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47749 (\\N{HANGUL SYLLABLE MYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47928 (\\N{HANGUL SYLLABLE MUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52268 (\\N{HANGUL SYLLABLE CAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53220 (\\N{HANGUL SYLLABLE KUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54889 (\\N{HANGUL SYLLABLE HWANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51025 (\\N{HANGUL SYLLABLE EUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47492 (\\N{HANGUL SYLLABLE REUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48276 (\\N{HANGUL SYLLABLE BEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46104 (\\N{HANGUL SYLLABLE DOE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49892 (\\N{HANGUL SYLLABLE SIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47141 (\\N{HANGUL SYLLABLE RYEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50416 (\\N{HANGUL SYLLABLE SSEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53468 (\\N{HANGUL SYLLABLE TAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48177 (\\N{HANGUL SYLLABLE BAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47103 (\\N{HANGUL SYLLABLE REOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47952 (\\N{HANGUL SYLLABLE MWEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45264 (\\N{HANGUL SYLLABLE NYA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52380 (\\N{HANGUL SYLLABLE CEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45800 (\\N{HANGUL SYLLABLE DAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51201 (\\N{HANGUL SYLLABLE JEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50771 (\\N{HANGUL SYLLABLE WAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49832 (\\N{HANGUL SYLLABLE SEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44160 (\\N{HANGUL SYLLABLE GEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51008 (\\N{HANGUL SYLLABLE EUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45593 (\\N{HANGUL SYLLABLE NUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47576 (\\N{HANGUL SYLLABLE MAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47352 (\\N{HANGUL SYLLABLE RUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54049 (\\N{HANGUL SYLLABLE PANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45216 (\\N{HANGUL SYLLABLE NAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49800 (\\N{HANGUL SYLLABLE SYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48848 (\\N{HANGUL SYLLABLE BBEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53552 (\\N{HANGUL SYLLABLE TEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51080 (\\N{HANGUL SYLLABLE ISS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55180 (\\N{HANGUL SYLLABLE HIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46181 (\\N{HANGUL SYLLABLE DUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48149 (\\N{HANGUL SYLLABLE BAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51456 (\\N{HANGUL SYLLABLE JUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49912 (\\N{HANGUL SYLLABLE SSA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51079 (\\N{HANGUL SYLLABLE IS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49453 (\\N{HANGUL SYLLABLE SEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49340 (\\N{HANGUL SYLLABLE SAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50685 (\\N{HANGUL SYLLABLE YEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52649 (\\N{HANGUL SYLLABLE CUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48764 (\\N{HANGUL SYLLABLE BBAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47004 (\\N{HANGUL SYLLABLE RAEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47561 (\\N{HANGUL SYLLABLE MAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45712 (\\N{HANGUL SYLLABLE NEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47604 (\\N{HANGUL SYLLABLE MAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51788 (\\N{HANGUL SYLLABLE JJEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51104 (\\N{HANGUL SYLLABLE JAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46629 (\\N{HANGUL SYLLABLE DDONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50740 (\\N{HANGUL SYLLABLE OM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45224 (\\N{HANGUL SYLLABLE NAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46076 (\\N{HANGUL SYLLABLE DWAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50852 (\\N{HANGUL SYLLABLE YOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54988 (\\N{HANGUL SYLLABLE HUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50521 (\\N{HANGUL SYLLABLE ANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46748 (\\N{HANGUL SYLLABLE DDU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47131 (\\N{HANGUL SYLLABLE RES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54648 (\\N{HANGUL SYLLABLE HAEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54256 (\\N{HANGUL SYLLABLE PON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54253 (\\N{HANGUL SYLLABLE POG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48140 (\\N{HANGUL SYLLABLE MISS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46888 (\\N{HANGUL SYLLABLE DDEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45908 (\\N{HANGUL SYLLABLE DEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49689 (\\N{HANGUL SYLLABLE SUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44200 (\\N{HANGUL SYLLABLE GYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47569 (\\N{HANGUL SYLLABLE MALG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48981 (\\N{HANGUL SYLLABLE BBONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48731 (\\N{HANGUL SYLLABLE BIC}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50668 (\\N{HANGUL SYLLABLE YEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51753 (\\N{HANGUL SYLLABLE JJYANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52489 (\\N{HANGUL SYLLABLE COG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47493 (\\N{HANGUL SYLLABLE REUB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44305 (\\N{HANGUL SYLLABLE GWANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44264 (\\N{HANGUL SYLLABLE GOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47113 (\\N{HANGUL SYLLABLE REG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50837 (\\N{HANGUL SYLLABLE YOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49956 (\\N{HANGUL SYLLABLE SSAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53916 (\\N{HANGUL SYLLABLE TYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45339 (\\N{HANGUL SYLLABLE NEOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52964 (\\N{HANGUL SYLLABLE KEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52896 (\\N{HANGUL SYLLABLE KAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44221 (\\N{HANGUL SYLLABLE GYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54984 (\\N{HANGUL SYLLABLE HUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53416 (\\N{HANGUL SYLLABLE KIN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47056 (\\N{HANGUL SYLLABLE RYAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49328 (\\N{HANGUL SYLLABLE SAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47588 (\\N{HANGUL SYLLABLE MAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45005 (\\N{HANGUL SYLLABLE GGUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53804 (\\N{HANGUL SYLLABLE TU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45000 (\\N{HANGUL SYLLABLE GGUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49556 (\\N{HANGUL SYLLABLE SOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44032 (\\N{HANGUL SYLLABLE GA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51339 (\\N{HANGUL SYLLABLE JOH}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46976 (\\N{HANGUL SYLLABLE RAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45797 (\\N{HANGUL SYLLABLE DAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52432 (\\N{HANGUL SYLLABLE CYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48156 (\\N{HANGUL SYLLABLE BAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49345 (\\N{HANGUL SYLLABLE SANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50032 (\\N{HANGUL SYLLABLE SSEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52264 (\\N{HANGUL SYLLABLE CA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47672 (\\N{HANGUL SYLLABLE MEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51086 (\\N{HANGUL SYLLABLE IP}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48176 (\\N{HANGUL SYLLABLE BAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50868 (\\N{HANGUL SYLLABLE UN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47616 (\\N{HANGUL SYLLABLE MYA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50745 (\\N{HANGUL SYLLABLE ONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50641 (\\N{HANGUL SYLLABLE EG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54732 (\\N{HANGUL SYLLABLE HEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49696 (\\N{HANGUL SYLLABLE SUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47448 (\\N{HANGUL SYLLABLE RYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47708 (\\N{HANGUL SYLLABLE MEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47589 (\\N{HANGUL SYLLABLE MAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52768 (\\N{HANGUL SYLLABLE CEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53680 (\\N{HANGUL SYLLABLE TOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44225 (\\N{HANGUL SYLLABLE GYEOT}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51468 (\\N{HANGUL SYLLABLE JUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52757 (\\N{HANGUL SYLLABLE CYUB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53461 (\\N{HANGUL SYLLABLE TANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49100 (\\N{HANGUL SYLLABLE BBU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51081 (\\N{HANGUL SYLLABLE ING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55197 (\\N{HANGUL SYLLABLE HING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45812 (\\N{HANGUL SYLLABLE DAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50040 (\\N{HANGUL SYLLABLE SSEOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50532 (\\N{HANGUL SYLLABLE AEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54540 (\\N{HANGUL SYLLABLE PEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45348 (\\N{HANGUL SYLLABLE NE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53560 (\\N{HANGUL SYLLABLE TEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50581 (\\N{HANGUL SYLLABLE YAT}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45331 (\\N{HANGUL SYLLABLE NEOLB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46373 (\\N{HANGUL SYLLABLE DIB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46973 (\\N{HANGUL SYLLABLE RAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50528 (\\N{HANGUL SYLLABLE AE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48008 (\\N{HANGUL SYLLABLE MWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47484 (\\N{HANGUL SYLLABLE REUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53748 (\\N{HANGUL SYLLABLE TOE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44180 (\\N{HANGUL SYLLABLE GEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44516 (\\N{HANGUL SYLLABLE GYUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52972 (\\N{HANGUL SYLLABLE KEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50508 (\\N{HANGUL SYLLABLE AL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49695 (\\N{HANGUL SYLLABLE SUD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44040 (\\N{HANGUL SYLLABLE GAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49352 (\\N{HANGUL SYLLABLE SAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45181 (\\N{HANGUL SYLLABLE GGIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54168 (\\N{HANGUL SYLLABLE PE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52337 (\\N{HANGUL SYLLABLE CYAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52628 (\\N{HANGUL SYLLABLE CU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48155 (\\N{HANGUL SYLLABLE BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48036 (\\N{HANGUL SYLLABLE MYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45436 (\\N{HANGUL SYLLABLE NON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52311 (\\N{HANGUL SYLLABLE CAES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49492 (\\N{HANGUL SYLLABLE SYEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50659 (\\N{HANGUL SYLLABLE ES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52376 (\\N{HANGUL SYLLABLE CEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51020 (\\N{HANGUL SYLLABLE EUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46048 (\\N{HANGUL SYLLABLE DWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54840 (\\N{HANGUL SYLLABLE HO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53092 (\\N{HANGUL SYLLABLE KOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53457 (\\N{HANGUL SYLLABLE TAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47497 (\\N{HANGUL SYLLABLE REUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49916 (\\N{HANGUL SYLLABLE SSAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45740 (\\N{HANGUL SYLLABLE NYI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45209 (\\N{HANGUL SYLLABLE NAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53084 (\\N{HANGUL SYLLABLE KOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53553 (\\N{HANGUL SYLLABLE TEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54016 (\\N{HANGUL SYLLABLE TIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47029 (\\N{HANGUL SYLLABLE RYAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50892 (\\N{HANGUL SYLLABLE WEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45096 (\\N{HANGUL SYLLABLE GGYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53328 (\\N{HANGUL SYLLABLE KYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49353 (\\N{HANGUL SYLLABLE SAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51340 (\\N{HANGUL SYLLABLE JWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50620 (\\N{HANGUL SYLLABLE EOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51132 (\\N{HANGUL SYLLABLE JAEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53444 (\\N{HANGUL SYLLABLE TAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50880 (\\N{HANGUL SYLLABLE UM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52899 (\\N{HANGUL SYLLABLE KAES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47215 (\\N{HANGUL SYLLABLE ROS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44057 (\\N{HANGUL SYLLABLE GAT}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54924 (\\N{HANGUL SYLLABLE HOE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47217 (\\N{HANGUL SYLLABLE RONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53668 (\\N{HANGUL SYLLABLE TON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46385 (\\N{HANGUL SYLLABLE DDAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54857 (\\N{HANGUL SYLLABLE HOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52636 (\\N{HANGUL SYLLABLE CUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46168 (\\N{HANGUL SYLLABLE DUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52397 (\\N{HANGUL SYLLABLE CEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45565 (\\N{HANGUL SYLLABLE NYONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49312 (\\N{HANGUL SYLLABLE BBIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49121 (\\N{HANGUL SYLLABLE BBUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49317 (\\N{HANGUL SYLLABLE BBING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44404 (\\N{HANGUL SYLLABLE GUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48533 (\\N{HANGUL SYLLABLE BUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54400 (\\N{HANGUL SYLLABLE PUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46769 (\\N{HANGUL SYLLABLE DDUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53420 (\\N{HANGUL SYLLABLE KIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51453 (\\N{HANGUL SYLLABLE JUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45576 (\\N{HANGUL SYLLABLE NUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50992 (\\N{HANGUL SYLLABLE YUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44865 (\\N{HANGUL SYLLABLE GGONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49552 (\\N{HANGUL SYLLABLE SON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50885 (\\N{HANGUL SYLLABLE UNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53489 (\\N{HANGUL SYLLABLE TAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49576 (\\N{HANGUL SYLLABLE SWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48320 (\\N{HANGUL SYLLABLE BYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53681 (\\N{HANGUL SYLLABLE TOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44622 (\\N{HANGUL SYLLABLE GGAGG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44275 (\\N{HANGUL SYLLABLE GOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51424 (\\N{HANGUL SYLLABLE JYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47085 (\\N{HANGUL SYLLABLE REOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47197 (\\N{HANGUL SYLLABLE ROG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44273 (\\N{HANGUL SYLLABLE GOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52341 (\\N{HANGUL SYLLABLE CYANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51732 (\\N{HANGUL SYLLABLE JJYA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49709 (\\N{HANGUL SYLLABLE SUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54844 (\\N{HANGUL SYLLABLE HON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52840 (\\N{HANGUL SYLLABLE CIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54140 (\\N{HANGUL SYLLABLE PEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54764 (\\N{HANGUL SYLLABLE HEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44552 (\\N{HANGUL SYLLABLE GEUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52897 (\\N{HANGUL SYLLABLE KAEB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49681 (\\N{HANGUL SYLLABLE SYONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45934 (\\N{HANGUL SYLLABLE DEOP}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51117 (\\N{HANGUL SYLLABLE JAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47548 (\\N{HANGUL SYLLABLE RIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47673 (\\N{HANGUL SYLLABLE MEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44867 (\\N{HANGUL SYLLABLE GGOC}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52632 (\\N{HANGUL SYLLABLE CUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49900 (\\N{HANGUL SYLLABLE SIM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49849 (\\N{HANGUL SYLLABLE SEUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50704 (\\N{HANGUL SYLLABLE YEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51656 (\\N{HANGUL SYLLABLE JIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46608 (\\N{HANGUL SYLLABLE DDO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50984 (\\N{HANGUL SYLLABLE YUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47792 (\\N{HANGUL SYLLABLE MOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53596 (\\N{HANGUL SYLLABLE TEM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54044 (\\N{HANGUL SYLLABLE PAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54637 (\\N{HANGUL SYLLABLE HANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54596 (\\N{HANGUL SYLLABLE PIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45734 (\\N{HANGUL SYLLABLE NEUJ}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51105 (\\N{HANGUL SYLLABLE JAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54536 (\\N{HANGUL SYLLABLE PEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55184 (\\N{HANGUL SYLLABLE HIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54252 (\\N{HANGUL SYLLABLE PO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53011 (\\N{HANGUL SYLLABLE KES}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54057 (\\N{HANGUL SYLLABLE PAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47200 (\\N{HANGUL SYLLABLE RON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54036 (\\N{HANGUL SYLLABLE PAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53441 (\\N{HANGUL SYLLABLE TAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53456 (\\N{HANGUL SYLLABLE TAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44648 (\\N{HANGUL SYLLABLE GGAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46376 (\\N{HANGUL SYLLABLE DISS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54665 (\\N{HANGUL SYLLABLE HAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44553 (\\N{HANGUL SYLLABLE GEUB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49455 (\\N{HANGUL SYLLABLE SEOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45453 (\\N{HANGUL SYLLABLE NONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44049 (\\N{HANGUL SYLLABLE GAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47693 (\\N{HANGUL SYLLABLE MEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46392 (\\N{HANGUL SYLLABLE DDAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47116 (\\N{HANGUL SYLLABLE REN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49564 (\\N{HANGUL SYLLABLE SOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47577 (\\N{HANGUL SYLLABLE MAB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48765 (\\N{HANGUL SYLLABLE BBAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52236 (\\N{HANGUL SYLLABLE JJI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45544 (\\N{HANGUL SYLLABLE NYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52644 (\\N{HANGUL SYLLABLE CUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46749 (\\N{HANGUL SYLLABLE DDUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46307 (\\N{HANGUL SYLLABLE DEUD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50865 (\\N{HANGUL SYLLABLE UG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45580 (\\N{HANGUL SYLLABLE NUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48268 (\\N{HANGUL SYLLABLE BEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44417 (\\N{HANGUL SYLLABLE GUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54176 (\\N{HANGUL SYLLABLE PEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53224 (\\N{HANGUL SYLLABLE KUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47161 (\\N{HANGUL SYLLABLE RYEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49632 (\\N{HANGUL SYLLABLE SOE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52985 (\\N{HANGUL SYLLABLE KEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55064 (\\N{HANGUL SYLLABLE HWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49836 (\\N{HANGUL SYLLABLE SEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49905 (\\N{HANGUL SYLLABLE SING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48391 (\\N{HANGUL SYLLABLE BOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48977 (\\N{HANGUL SYLLABLE BBOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50669 (\\N{HANGUL SYLLABLE YEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47945 (\\N{HANGUL SYLLABLE MUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49248 (\\N{HANGUL SYLLABLE BBEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54756 (\\N{HANGUL SYLLABLE HE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53776 (\\N{HANGUL SYLLABLE TYO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53459 (\\N{HANGUL SYLLABLE TAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50572 (\\N{HANGUL SYLLABLE YAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47168 (\\N{HANGUL SYLLABLE RYE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49356 (\\N{HANGUL SYLLABLE SAEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48277 (\\N{HANGUL SYLLABLE BEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47800 (\\N{HANGUL SYLLABLE MOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46616 (\\N{HANGUL SYLLABLE DDOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46301 (\\N{HANGUL SYLLABLE DEUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54273 (\\N{HANGUL SYLLABLE PONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49845 (\\N{HANGUL SYLLABLE SEUB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52393 (\\N{HANGUL SYLLABLE CEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51208 (\\N{HANGUL SYLLABLE JEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50424 (\\N{HANGUL SYLLABLE SSEUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 55141 (\\N{HANGUL SYLLABLE HEUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52286 (\\N{HANGUL SYLLABLE CAJ}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45180 (\\N{HANGUL SYLLABLE GGI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53672 (\\N{HANGUL SYLLABLE TOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54785 (\\N{HANGUL SYLLABLE HYEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50388 (\\N{HANGUL SYLLABLE SSYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48292 (\\N{HANGUL SYLLABLE BEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44984 (\\N{HANGUL SYLLABLE GGU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45229 (\\N{HANGUL SYLLABLE NANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47000 (\\N{HANGUL SYLLABLE RAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52280 (\\N{HANGUL SYLLABLE CAM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49104 (\\N{HANGUL SYLLABLE BBUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48393 (\\N{HANGUL SYLLABLE BONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51669 (\\N{HANGUL SYLLABLE JING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52744 (\\N{HANGUL SYLLABLE CYUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52377 (\\N{HANGUL SYLLABLE CEOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54271 (\\N{HANGUL SYLLABLE POS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44272 (\\N{HANGUL SYLLABLE GOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51916 (\\N{HANGUL SYLLABLE JJOM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54548 (\\N{HANGUL SYLLABLE PEUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48740 (\\N{HANGUL SYLLABLE BBAN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45789 (\\N{HANGUL SYLLABLE NING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44176 (\\N{HANGUL SYLLABLE GEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47553 (\\N{HANGUL SYLLABLE RING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46433 (\\N{HANGUL SYLLABLE DDAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49844 (\\N{HANGUL SYLLABLE SEUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53812 (\\N{HANGUL SYLLABLE TUL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48716 (\\N{HANGUL SYLLABLE BIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46889 (\\N{HANGUL SYLLABLE DDEUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46980 (\\N{HANGUL SYLLABLE RAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45817 (\\N{HANGUL SYLLABLE DANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54161 (\\N{HANGUL SYLLABLE PEONG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50632 (\\N{HANGUL SYLLABLE EOSS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44208 (\\N{HANGUL SYLLABLE GYEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54645 (\\N{HANGUL SYLLABLE HAEG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54047 (\\N{HANGUL SYLLABLE PAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49496 (\\N{HANGUL SYLLABLE SYEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50613 (\\N{HANGUL SYLLABLE EOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51613 (\\N{HANGUL SYLLABLE JEUNG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50631 (\\N{HANGUL SYLLABLE EOS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44999 (\\N{HANGUL SYLLABLE GGULH}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46763 (\\N{HANGUL SYLLABLE DDULH}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45124 (\\N{HANGUL SYLLABLE GGEU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48128 (\\N{HANGUL SYLLABLE MIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51536 (\\N{HANGUL SYLLABLE JWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50776 (\\N{HANGUL SYLLABLE WAK}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50753 (\\N{HANGUL SYLLABLE WAG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47021 (\\N{HANGUL SYLLABLE RAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53820 (\\N{HANGUL SYLLABLE TUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52313 (\\N{HANGUL SYLLABLE CAENG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49212 (\\N{HANGUL SYLLABLE BBYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45460 (\\N{HANGUL SYLLABLE NWA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53080 (\\N{HANGUL SYLLABLE KON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54408 (\\N{HANGUL SYLLABLE PUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47120 (\\N{HANGUL SYLLABLE REL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51313 (\\N{HANGUL SYLLABLE JOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48727 (\\N{HANGUL SYLLABLE BIS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 54693 (\\N{HANGUL SYLLABLE HYANG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45328 (\\N{HANGUL SYLLABLE NEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45227 (\\N{HANGUL SYLLABLE NAS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44732 (\\N{HANGUL SYLLABLE GGEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47960 (\\N{HANGUL SYLLABLE MWEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44192 (\\N{HANGUL SYLLABLE GESS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49334 (\\N{HANGUL SYLLABLE SALM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44096 (\\N{HANGUL SYLLABLE GYAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50536 (\\N{HANGUL SYLLABLE AEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48624 (\\N{HANGUL SYLLABLE BYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50136 (\\N{HANGUL SYLLABLE SSO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52712 (\\N{HANGUL SYLLABLE CWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 49910 (\\N{HANGUL SYLLABLE SIP}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50977 (\\N{HANGUL SYLLABLE YUG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52292 (\\N{HANGUL SYLLABLE CAE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52825 (\\N{HANGUL SYLLABLE CIG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45356 (\\N{HANGUL SYLLABLE NEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48656 (\\N{HANGUL SYLLABLE BEUN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51900 (\\N{HANGUL SYLLABLE JJO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52981 (\\N{HANGUL SYLLABLE KEOB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46272 (\\N{HANGUL SYLLABLE DYU}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50519 (\\N{HANGUL SYLLABLE AS}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51670 (\\N{HANGUL SYLLABLE JIJ}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50760 (\\N{HANGUL SYLLABLE WAL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47785 (\\N{HANGUL SYLLABLE MOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48296 (\\N{HANGUL SYLLABLE BEL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 48373 (\\N{HANGUL SYLLABLE BOG}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53372 (\\N{HANGUL SYLLABLE KEUM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 46377 (\\N{HANGUL SYLLABLE DING}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50516 (\\N{HANGUL SYLLABLE AM}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44152 (\\N{HANGUL SYLLABLE GEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 53300 (\\N{HANGUL SYLLABLE KWI}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50028 (\\N{HANGUL SYLLABLE SSEON}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47736 (\\N{HANGUL SYLLABLE MYEOL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\sjhh4\\.conda\\envs\\ETA3.9\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 47751 (\\N{HANGUL SYLLABLE MYEOC}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20, 5))\n",
    "plt.plot(df['name'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d4e2e31f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:22.961543Z",
     "start_time": "2022-07-05T02:32:22.947544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['name'].value_counts().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44135a46",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:22.976544Z",
     "start_time": "2022-07-05T02:32:22.962545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "964"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 총 964명의 데이터가 크롤링 됨\n",
    "\n",
    "len(set(df['name']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62fdf1a7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:22.991545Z",
     "start_time": "2022-07-05T02:32:22.977545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "06년생 망나니    11\n",
       "11nho       30\n",
       "11월제대        5\n",
       "16학번 삼엽충    30\n",
       "18764       25\n",
       "            ..\n",
       "회색롱스톤       30\n",
       "후카보시        30\n",
       "휘슬리z        30\n",
       "흑난초         30\n",
       "힌둥교         30\n",
       "Name: name, Length: 964, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(by = 'name')['name'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dde5e40f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.006544Z",
     "start_time": "2022-07-05T02:32:22.992545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>봇전</td>\n",
       "      <td>14:46</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Ezreal</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>16:08</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>21:13</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:16</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>22:54</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
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       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
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       "      <td>1.13</td>\n",
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       "      <th>27218</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
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       "      <td>38:14</td>\n",
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       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
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       "      <td>23:50</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27220</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:53</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27221</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:22</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
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       "      <td>2.86</td>\n",
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       "    <tr>\n",
       "      <th>27222</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
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       "      <td>10:18</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27223 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode   span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3    봇전  14:46   WIN   Ezreal      mid     6      1   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "27218     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "27219     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "27220     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "27221     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "27222     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist kill participance   KDA  \n",
       "0           0                12  6.00  \n",
       "1           0                33  1.00  \n",
       "2           2                46  1.20  \n",
       "3           7                36  3.25  \n",
       "4           4                45  1.13  \n",
       "...       ...               ...   ...  \n",
       "27218       8                62  5.80  \n",
       "27219       5                56  4.00  \n",
       "27220       4                40  0.67  \n",
       "27221      15                63  2.86  \n",
       "27222       1                20  1.00  \n",
       "\n",
       "[27223 rows x 12 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = ['id', 'tier', 'mode', 'span', 'W/L', 'champion', 'position', 'Kill', 'Death', 'Assist', 'kill participance', 'KDA']\n",
    "df"
   ]
  },
  {
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     "end_time": "2022-07-05T02:32:23.036544Z",
     "start_time": "2022-07-05T02:32:23.007545Z"
    }
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   "outputs": [
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      ],
      "text/plain": [
       "            id      tier  mode   span   W/L champion position  Kill  Death  \\\n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "5      설계왕 닭근혜  Bronze 3  솔로랭크  27:22   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "27218     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "27219     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "27220     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "27221     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "27222     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist kill participance   KDA  \n",
       "1           0                33  1.00  \n",
       "2           2                46  1.20  \n",
       "3           7                36  3.25  \n",
       "4           4                45  1.13  \n",
       "5           6                34  2.60  \n",
       "...       ...               ...   ...  \n",
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       "27219       5                56  4.00  \n",
       "27220       4                40  0.67  \n",
       "27221      15                63  2.86  \n",
       "27222       1                20  1.00  \n",
       "\n",
       "[26973 rows x 12 columns]"
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     "execution_count": 8,
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   "source": [
    "# 전처리\n",
    "# 1. 게임 전적 중, 무조건 승일수 밖에 없는 '봇전', '커스텀', 그리고 어떤 게임인지 모르는 '기타' 모드는 삭제\n",
    "\n",
    "df = df[df['mode'] != '봇전']\n",
    "df"
   ]
  },
  {
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   "execution_count": 9,
   "id": "6c9aab1f",
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     "start_time": "2022-07-05T02:32:23.037544Z"
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>16:08</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>21:13</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:16</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>22:54</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>27:22</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>2.60</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27218</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>38:14</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27219</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>23:50</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27220</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:53</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27221</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:22</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27222</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>10:18</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26636 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode   span   W/L champion position  Kill  Death  \\\n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "5      설계왕 닭근혜  Bronze 3  솔로랭크  27:22   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "27218     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "27219     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "27220     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "27221     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "27222     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist kill participance   KDA  \n",
       "1           0                33  1.00  \n",
       "2           2                46  1.20  \n",
       "3           7                36  3.25  \n",
       "4           4                45  1.13  \n",
       "5           6                34  2.60  \n",
       "...       ...               ...   ...  \n",
       "27218       8                62  5.80  \n",
       "27219       5                56  4.00  \n",
       "27220       4                40  0.67  \n",
       "27221      15                63  2.86  \n",
       "27222       1                20  1.00  \n",
       "\n",
       "[26636 rows x 12 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df['mode'] != '커스텀']\n",
    "df = df[df['mode'] != '기타']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6815649b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.081545Z",
     "start_time": "2022-07-05T02:32:23.068547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "솔로랭크    15234\n",
       "칼바람      5148\n",
       "일반       2499\n",
       "자유랭크     2148\n",
       "URF      1373\n",
       "단일        234\n",
       "Name: mode, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['mode'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "03dbeed9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.096545Z",
     "start_time": "2022-07-05T02:32:23.082545Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <td>38:14</td>\n",
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       "<p>26463 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode   span   W/L champion position  Kill  Death  \\\n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "5      설계왕 닭근혜  Bronze 3  솔로랭크  27:22   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "27218     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "27219     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "27220     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "27221     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "27222     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist kill participance   KDA  \n",
       "1           0                33  1.00  \n",
       "2           2                46  1.20  \n",
       "3           7                36  3.25  \n",
       "4           4                45  1.13  \n",
       "5           6                34  2.60  \n",
       "...       ...               ...   ...  \n",
       "27218       8                62  5.80  \n",
       "27219       5                56  4.00  \n",
       "27220       4                40  0.67  \n",
       "27221      15                63  2.86  \n",
       "27222       1                20  1.00  \n",
       "\n",
       "[26463 rows x 12 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# W/L에서 리겜 된 'RE'는 제거\n",
    "\n",
    "df = df[df['W/L'] != 'RE']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e84cec1f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.111544Z",
     "start_time": "2022-07-05T02:32:23.097545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOSS    13469\n",
       "WIN     12994\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac3a15fe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.456543Z",
     "start_time": "2022-07-05T02:32:23.112545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int64')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 킬 관여율 column인 'kill participance' 칼럼에서 킬관여율 한자리 숫자일때 X% 로 표현 된 것 모두 숫자로 치환하고\n",
    "# 데이터 타입을 object에서 int로 바꾸기\n",
    "\n",
    "df = df.replace('(.*)%', r'\\1', regex=True)\n",
    "df['kill participance'] = pd.to_numeric(df['kill participance'])\n",
    "df['kill participance'].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a6a4102c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.486545Z",
     "start_time": "2022-07-05T02:32:23.457547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>16:08</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>21:13</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:16</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>22:54</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>27:22</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>2.60</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>38:14</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>23:50</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:53</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>25:22</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26462</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>10:18</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26463 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode   span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3  솔로랭크  16:08  LOSS   Veigar      mid     3      3   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  21:13  LOSS    Sylas      mid     4      5   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  25:16   WIN      Zed      mid     6      4   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  22:54  LOSS    Garen      top     5      8   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  27:22   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...    ...   ...      ...      ...   ...    ...   \n",
       "26458     위례스타  Silver 4  솔로랭크  38:14   WIN     Jinx      adc    21      5   \n",
       "26459     위례스타  Silver 4  솔로랭크  23:50   WIN  Caitlyn      adc     9      1   \n",
       "26460     위례스타  Silver 4  솔로랭크  25:53  LOSS   Thresh  support     0      6   \n",
       "26461     위례스타  Silver 4  솔로랭크  25:22  LOSS    Senna  support     5      7   \n",
       "26462     위례스타  Silver 4  솔로랭크  10:18   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "0           0                 33  1.00  \n",
       "1           2                 46  1.20  \n",
       "2           7                 36  3.25  \n",
       "3           4                 45  1.13  \n",
       "4           6                 34  2.60  \n",
       "...       ...                ...   ...  \n",
       "26458       8                 62  5.80  \n",
       "26459       5                 56  4.00  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "26462       1                 20  1.00  \n",
       "\n",
       "[26463 rows x 12 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.reset_index()\n",
    "df = df.drop(['index'], axis = 1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ae577506",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.531550Z",
     "start_time": "2022-07-05T02:32:23.487545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         968\n",
       "1        1273\n",
       "2        1516\n",
       "3        1374\n",
       "4        1642\n",
       "         ... \n",
       "26458    2294\n",
       "26459    1430\n",
       "26460    1553\n",
       "26461    1522\n",
       "26462     618\n",
       "Name: span, Length: 26463, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 시간 데이터를 object에서 int로 바꿔주기\n",
    "df['span'] = pd.to_datetime(df['span'], format='%M:%S', errors='raise')\n",
    "df['span'] = df['span'].dt.minute*60 + df ['span'].dt.second\n",
    "df['span']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8d1d1fd0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.561544Z",
     "start_time": "2022-07-05T02:32:23.532546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 26463 entries, 0 to 26462\n",
      "Data columns (total 12 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   id                 26463 non-null  object \n",
      " 1   tier               26463 non-null  object \n",
      " 2   mode               26463 non-null  object \n",
      " 3   span               26463 non-null  int64  \n",
      " 4   W/L                26463 non-null  object \n",
      " 5   champion           26463 non-null  object \n",
      " 6   position           26463 non-null  object \n",
      " 7   Kill               26463 non-null  int64  \n",
      " 8   Death              26463 non-null  int64  \n",
      " 9   Assist             26463 non-null  int64  \n",
      " 10  kill participance  26463 non-null  int64  \n",
      " 11  KDA                26463 non-null  float64\n",
      "dtypes: float64(1), int64(5), object(6)\n",
      "memory usage: 2.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6b303f82",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.741547Z",
     "start_time": "2022-07-05T02:32:23.562545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tier', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 욕설 유저들의 티어 분포\n",
    "\n",
    "sns.set(rc = {'figure.figsize': (18, 5)})\n",
    "sns.countplot(data = df, x = 'tier', order = ['Unranked', 'Iron 4', 'Iron 3', 'Iron 2', 'Iron 1', 'Bronze 4', 'Bronze 3', 'Bronze 2', 'Bronze 1', 'Silver 4', 'Silver 3', 'Silver 2', 'Silver 1', 'Gold 4', 'Gold 3', 'Gold 2', 'Gold 1', 'Platinum 4', 'Platinum 3', 'Platinum 2', 'Platinum 1', 'Diamond 4', 'Diamond 3', 'Diamond 2', 'Diamond 1', 'Master'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "85e92f65",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.771544Z",
     "start_time": "2022-07-05T02:32:23.742544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8616010854816825"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# op.gg 피셜 랭크게임 유저중 브실골 유저 % : 84.24%\n",
    "\n",
    "len(set(df[(df['tier'] == 'Bronze 4') |(df['tier'] == 'Bronze 3') |(df['tier'] == 'Bronze 2') |(df['tier'] == 'Bronze 1') |(df['tier'] == 'Silver 4')|(df['tier'] == 'Silver 3')|(df['tier'] == 'Silver 2')|(df['tier'] == 'Silver 1')|(df['tier'] == 'Gold 4')|(df['tier'] == 'Gold 3')|(df['tier'] == 'Gold 2')|(df['tier'] == 'Gold 1')]['id']))/ len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "\n",
    "# 욕설 박제된 닉네임들의 브실골 비율은 랭크 있는 게임 기준 86.41%로 미세하게 많다."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c93f9c00",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-03T12:55:49.162480Z",
     "start_time": "2022-07-03T12:55:49.150481Z"
    }
   },
   "source": [
    "### 그럼 티어별 비율을 알아보자"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bf82d6ad",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.786543Z",
     "start_time": "2022-07-05T02:32:23.772546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>span</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</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>06년생 망나니</th>\n",
       "      <td>13355</td>\n",
       "      <td>46</td>\n",
       "      <td>42</td>\n",
       "      <td>60</td>\n",
       "      <td>361</td>\n",
       "      <td>27.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11nho</th>\n",
       "      <td>47137</td>\n",
       "      <td>180</td>\n",
       "      <td>194</td>\n",
       "      <td>204</td>\n",
       "      <td>1166</td>\n",
       "      <td>74.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월제대</th>\n",
       "      <td>7986</td>\n",
       "      <td>36</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>134</td>\n",
       "      <td>8.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16학번 삼엽충</th>\n",
       "      <td>37074</td>\n",
       "      <td>316</td>\n",
       "      <td>298</td>\n",
       "      <td>756</td>\n",
       "      <td>2057</td>\n",
       "      <td>112.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18764</th>\n",
       "      <td>42883</td>\n",
       "      <td>129</td>\n",
       "      <td>176</td>\n",
       "      <td>130</td>\n",
       "      <td>796</td>\n",
       "      <td>54.29</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>회색롱스톤</th>\n",
       "      <td>52401</td>\n",
       "      <td>174</td>\n",
       "      <td>210</td>\n",
       "      <td>349</td>\n",
       "      <td>1461</td>\n",
       "      <td>74.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>후카보시</th>\n",
       "      <td>53384</td>\n",
       "      <td>171</td>\n",
       "      <td>215</td>\n",
       "      <td>364</td>\n",
       "      <td>1630</td>\n",
       "      <td>88.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휘슬리z</th>\n",
       "      <td>48103</td>\n",
       "      <td>143</td>\n",
       "      <td>205</td>\n",
       "      <td>148</td>\n",
       "      <td>1182</td>\n",
       "      <td>44.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>흑난초</th>\n",
       "      <td>48911</td>\n",
       "      <td>225</td>\n",
       "      <td>204</td>\n",
       "      <td>314</td>\n",
       "      <td>1392</td>\n",
       "      <td>78.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>힌둥교</th>\n",
       "      <td>50479</td>\n",
       "      <td>152</td>\n",
       "      <td>209</td>\n",
       "      <td>154</td>\n",
       "      <td>982</td>\n",
       "      <td>48.64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>959 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           span  Kill  Death  Assist  kill participance     KDA\n",
       "id                                                             \n",
       "06년생 망나니  13355    46     42      60                361   27.05\n",
       "11nho     47137   180    194     204               1166   74.62\n",
       "11월제대      7986    36     21      14                134    8.32\n",
       "16학번 삼엽충  37074   316    298     756               2057  112.53\n",
       "18764     42883   129    176     130                796   54.29\n",
       "...         ...   ...    ...     ...                ...     ...\n",
       "회색롱스톤     52401   174    210     349               1461   74.61\n",
       "후카보시      53384   171    215     364               1630   88.38\n",
       "휘슬리z      48103   143    205     148               1182   44.49\n",
       "흑난초       48911   225    204     314               1392   78.79\n",
       "힌둥교       50479   152    209     154                982   48.64\n",
       "\n",
       "[959 rows x 6 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(by = 'id').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9bccbf3f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.801546Z",
     "start_time": "2022-07-05T02:32:23.787548Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tier\n",
       "Bronze 1       783\n",
       "Bronze 2       796\n",
       "Bronze 3       539\n",
       "Bronze 4       497\n",
       "Diamond 1       60\n",
       "Diamond 2       30\n",
       "Diamond 3       60\n",
       "Diamond 4      380\n",
       "Gold 1         762\n",
       "Gold 2        1335\n",
       "Gold 3        1512\n",
       "Gold 4        3596\n",
       "Iron 1          60\n",
       "Iron 2          88\n",
       "Iron 3         119\n",
       "Master          30\n",
       "Platinum 1     261\n",
       "Platinum 2     215\n",
       "Platinum 3     498\n",
       "Platinum 4    1180\n",
       "Silver 1      1643\n",
       "Silver 2      2296\n",
       "Silver 3      1858\n",
       "Silver 4      2475\n",
       "Unranked      5390\n",
       "Name: tier, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(by = 'tier')['tier'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84876a13",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-03T14:26:57.877247Z",
     "start_time": "2022-07-03T14:26:57.869246Z"
    }
   },
   "source": [
    "## 각 티어별 분포\n",
    "Iron : 4.04%\n",
    "\n",
    "Bronze : 23.47%\n",
    "\n",
    "Silver : 34.24%\n",
    "\n",
    "Gold : 26.55%\n",
    "\n",
    "Platinum : 10.13%\n",
    "\n",
    "Diamond : 1.46%\n",
    "\n",
    "Master : 0.09%\n",
    "\n",
    "Grandmaster : 0.02%\n",
    "\n",
    "Challenger : 0.01%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8845fdd1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.816543Z",
     "start_time": "2022-07-05T02:32:23.802544Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.012211668928086838\n",
      "데이터 속 아이언의 비율은 1.22%이고, 이는 전체의 그것의 30.23% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 아이언\n",
    "perc_i = len(df[(df['tier']=='Iron 4')|(df['tier']=='Iron 3')|(df['tier']=='Iron 2')|(df['tier']=='Iron 1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_i)\n",
    "print('데이터 속 아이언의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_i*100, (perc_i*100)/4.04 * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "624953af",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.831543Z",
     "start_time": "2022-07-05T02:32:23.817545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12754409769335143\n",
      "데이터 속 브론즈의 비율은 12.75%이고, 이는 전체의 그것의 54.34% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 브론즈\n",
    "perc_b = len(df[(df['tier']=='Bronze 4')|(df['tier']=='Bronze 3')|(df['tier']=='Bronze 2')|(df['tier']=='Bronze 1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_b)\n",
    "print('데이터 속 브론즈의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_b*100, perc_b/23.47 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e4e9e81d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.846543Z",
     "start_time": "2022-07-05T02:32:23.832546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0773405698778833\n",
      "데이터 속 실버의 비율은 7.73%이고, 이는 전체의 그것의 22.59% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 실버\n",
    "perc_s = len(df[(df['tier']=='Silvere 4')|(df['tier']=='Silvere 3')|(df['tier']=='Silvere 2')|(df['tier']=='Silver 1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_s)\n",
    "print('데이터 속 실버의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_s*100, perc_s/34.24 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f06c2024",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.861544Z",
     "start_time": "2022-07-05T02:32:23.847545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3066485753052917\n",
      "데이터 속 골드의 비율은 30.66%이고, 이는 전체의 그것의 115.50% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 골드\n",
    "\n",
    "perc_g = len(df[(df['tier']=='Gold 4')|(df['tier']=='Gold 3')|(df['tier']=='Gold 2')|(df['tier']=='Gold1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_g)\n",
    "print('데이터 속 골드의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_g*100, perc_g/26.55 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0694efe6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.876545Z",
     "start_time": "2022-07-05T02:32:23.862545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.012211668928086838\n",
      "데이터 속 플레티넘의 비율은 1.22%이고, 이는 전체의 그것의 12.05% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 플레티넘\n",
    "perc_p = len(df[(df['tier']== 'Platinume 4')|(df['tier']== 'Platinume 3')|(df['tier']== 'Platinume 2')|(df['tier']== 'Platinum 1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_p)\n",
    "print('데이터 속 플레티넘의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_p*100, perc_p/10.13 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e313dc73",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.891544Z",
     "start_time": "2022-07-05T02:32:23.877546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.024423337856173677\n",
      "데이터 속 다이아의 비율은 2.44%이고, 이는 전체의 그것의 167.28% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 다이아몬드\n",
    "perc_d = len(df[(df['tier']=='Diamond 4')|(df['tier']=='Diamond 3')|(df['tier']=='Diamond 2')|(df['tier']=='Diamond 1')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_d)\n",
    "print('데이터 속 다이아의 비율은 {:.2f}%이고, 이는 전체의 그것의 {:.2f}% 수치이다.'.format(perc_d*100, perc_d/1.46 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "56b3935c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.906544Z",
     "start_time": "2022-07-05T02:32:23.892545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0013568521031207597\n",
      "데이터 속 마스터의 비율은 0.14%이고, 이는 전체의 그것보다 1.34% 수치이다.\n"
     ]
    }
   ],
   "source": [
    "# 마스터\n",
    "perc_m = len(df[(df['tier']=='Master')]['id'].unique()) / len(df[df['tier'] != 'Unranked']['id'].unique())\n",
    "print(perc_m)\n",
    "print('데이터 속 마스터의 비율은 {:.2f}%이고, 이는 전체의 그것보다 {:.2f}% 수치이다.'.format(perc_m*100, perc_m/10.13 * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7309bd34",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.921550Z",
     "start_time": "2022-07-05T02:32:23.909543Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Bronze 3', 'Silver 4', 'Silver 2', 'Iron 2', 'Silver 1',\n",
       "       'Silver 3', 'Gold 4', 'Gold 2', 'Gold 1', 'Unranked', 'Bronze 1',\n",
       "       'Gold 3', 'Platinum 4', 'Bronze 2', 'Platinum 1', 'Bronze 4',\n",
       "       'Platinum 2', 'Platinum 3', 'Diamond 4', 'Iron 3', 'Diamond 2',\n",
       "       'Diamond 1', 'Iron 1', 'Master', 'Diamond 3'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 그랜드마스터랑 챌린저는 없음\n",
    "# len(df[df['tier'] == 'Grandmaster'])\n",
    "df['tier'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "32dc30e8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:23.951545Z",
     "start_time": "2022-07-05T02:32:23.922546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>968</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1273</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1516</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1374</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1642</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>2.60</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2294</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1430</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1553</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1522</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26462</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>618</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23482 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode  span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3  솔로랭크   968  LOSS   Veigar      mid     3      3   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  1273  LOSS    Sylas      mid     4      5   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  1516   WIN      Zed      mid     6      4   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  1374  LOSS    Garen      top     5      8   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  1642   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...   ...   ...      ...      ...   ...    ...   \n",
       "26458     위례스타  Silver 4  솔로랭크  2294   WIN     Jinx      adc    21      5   \n",
       "26459     위례스타  Silver 4  솔로랭크  1430   WIN  Caitlyn      adc     9      1   \n",
       "26460     위례스타  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6   \n",
       "26461     위례스타  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7   \n",
       "26462     위례스타  Silver 4  솔로랭크   618   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "0           0                 33  1.00  \n",
       "1           2                 46  1.20  \n",
       "2           7                 36  3.25  \n",
       "3           4                 45  1.13  \n",
       "4           6                 34  2.60  \n",
       "...       ...                ...   ...  \n",
       "26458       8                 62  5.80  \n",
       "26459       5                 56  4.00  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "26462       1                 20  1.00  \n",
       "\n",
       "[23482 rows x 12 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 티어별 승률\n",
    "\n",
    "df2 = df[(df['tier'] == 'Unranked') | (df['tier'] == 'Bronze 4') | (df['tier'] == 'Bronze 3') | (df['tier'] == 'Bronze 2') | (df['tier'] == 'Bronze 1') | (df['tier'] == 'Silver 4') | (df['tier'] == 'Silver 3') | (df['tier'] == 'Silver 2') | (df['tier'] == 'Silver 1') | (df['tier'] == 'Gold 4') | (df['tier'] == 'Gold 3') | (df['tier'] == 'Gold 2') | (df['tier'] == 'Gold 1')]\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e9c46b60",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.026543Z",
     "start_time": "2022-07-05T02:32:23.952544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='W/L', ylabel='count'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 5))\n",
    "sns.countplot(data = df2, x = 'W/L')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "64a6c16c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.041544Z",
     "start_time": "2022-07-05T02:32:24.027544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>968</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1273</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1516</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1374</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1642</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>2.60</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2294</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1430</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1553</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1522</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26462</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>618</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18092 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode  span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3  솔로랭크   968  LOSS   Veigar      mid     3      3   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  1273  LOSS    Sylas      mid     4      5   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  1516   WIN      Zed      mid     6      4   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  1374  LOSS    Garen      top     5      8   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  1642   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...   ...   ...      ...      ...   ...    ...   \n",
       "26458     위례스타  Silver 4  솔로랭크  2294   WIN     Jinx      adc    21      5   \n",
       "26459     위례스타  Silver 4  솔로랭크  1430   WIN  Caitlyn      adc     9      1   \n",
       "26460     위례스타  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6   \n",
       "26461     위례스타  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7   \n",
       "26462     위례스타  Silver 4  솔로랭크   618   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "0           0                 33  1.00  \n",
       "1           2                 46  1.20  \n",
       "2           7                 36  3.25  \n",
       "3           4                 45  1.13  \n",
       "4           6                 34  2.60  \n",
       "...       ...                ...   ...  \n",
       "26458       8                 62  5.80  \n",
       "26459       5                 56  4.00  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "26462       1                 20  1.00  \n",
       "\n",
       "[18092 rows x 12 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = df2[df2['tier'] != 'Unranked']\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e5a844f1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.116543Z",
     "start_time": "2022-07-05T02:32:24.042545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='W/L', ylabel='count'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 5))\n",
    "sns.countplot(data = df3, x = 'W/L')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "88cb474f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.131543Z",
     "start_time": "2022-07-05T02:32:24.117545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOSS    9267\n",
       "WIN     8825\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8e37b28c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.146543Z",
     "start_time": "2022-07-05T02:32:24.132545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOSS    12045\n",
       "WIN     11437\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8c9a4cda",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.176544Z",
     "start_time": "2022-07-05T02:32:24.147547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>heojipsa</td>\n",
       "      <td>Silver 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2108</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Cassiopeia</td>\n",
       "      <td>mid</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>heojipsa</td>\n",
       "      <td>Silver 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1014</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Pyke</td>\n",
       "      <td>support</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>heojipsa</td>\n",
       "      <td>Silver 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2067</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Kayn</td>\n",
       "      <td>jungle</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>heojipsa</td>\n",
       "      <td>Silver 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1034</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>XinZhao</td>\n",
       "      <td>jungle</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>heojipsa</td>\n",
       "      <td>Silver 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1427</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>RekSai</td>\n",
       "      <td>jungle</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>71</td>\n",
       "      <td>3.40</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26398</th>\n",
       "      <td>MARCPOONG</td>\n",
       "      <td>Bronze 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1663</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Lux</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26399</th>\n",
       "      <td>MARCPOONG</td>\n",
       "      <td>Bronze 1</td>\n",
       "      <td>자유랭크</td>\n",
       "      <td>1602</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Velkoz</td>\n",
       "      <td>support</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26400</th>\n",
       "      <td>MARCPOONG</td>\n",
       "      <td>Bronze 1</td>\n",
       "      <td>자유랭크</td>\n",
       "      <td>1736</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Vayne</td>\n",
       "      <td>adc</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>54</td>\n",
       "      <td>1.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26401</th>\n",
       "      <td>MARCPOONG</td>\n",
       "      <td>Bronze 1</td>\n",
       "      <td>자유랭크</td>\n",
       "      <td>993</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Lux</td>\n",
       "      <td>support</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>45</td>\n",
       "      <td>8.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26402</th>\n",
       "      <td>MARCPOONG</td>\n",
       "      <td>Bronze 1</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1685</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Lux</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>54</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3509 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id      tier  mode  span   W/L    champion position  Kill  \\\n",
       "146     heojipsa  Silver 1  솔로랭크  2108  LOSS  Cassiopeia      mid     8   \n",
       "147     heojipsa  Silver 1  솔로랭크  1014  LOSS        Pyke  support     3   \n",
       "148     heojipsa  Silver 1  솔로랭크  2067  LOSS        Kayn   jungle    15   \n",
       "149     heojipsa  Silver 1  솔로랭크  1034  LOSS     XinZhao   jungle     4   \n",
       "150     heojipsa  Silver 1  솔로랭크  1427  LOSS      RekSai   jungle    10   \n",
       "...          ...       ...   ...   ...   ...         ...      ...   ...   \n",
       "26398  MARCPOONG  Bronze 1  솔로랭크  1663  LOSS         Lux      mid     6   \n",
       "26399  MARCPOONG  Bronze 1  자유랭크  1602  LOSS      Velkoz  support     1   \n",
       "26400  MARCPOONG  Bronze 1  자유랭크  1736  LOSS       Vayne      adc     8   \n",
       "26401  MARCPOONG  Bronze 1  자유랭크   993   WIN         Lux  support     6   \n",
       "26402  MARCPOONG  Bronze 1  솔로랭크  1685  LOSS         Lux  support     5   \n",
       "\n",
       "       Death  Assist  kill participance   KDA  \n",
       "146       13       4                 43  0.92  \n",
       "147        2       0                 38  1.50  \n",
       "148        7       5                 80  2.86  \n",
       "149        5       1                 45  1.00  \n",
       "150        5       7                 71  3.40  \n",
       "...      ...     ...                ...   ...  \n",
       "26398      5       5                 42  2.20  \n",
       "26399      9       6                 32  0.78  \n",
       "26400     13       7                 54  1.15  \n",
       "26401      2      11                 45  8.50  \n",
       "26402      8       9                 54  1.75  \n",
       "\n",
       "[3509 rows x 12 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df[(df['tier'] == 'Bronze 1')|(df['tier'] == 'Silver 1')|(df['tier'] == 'Gold 1')|(df['tier'] == 'Platinum 1')|(df['tier'] == 'Diamond 1')]\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "12ba836c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.191544Z",
     "start_time": "2022-07-05T02:32:24.177546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOSS    13469\n",
       "WIN     12994\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9310e92d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.206544Z",
     "start_time": "2022-07-05T02:32:24.192544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tier\n",
       "Bronze 1      2.293727\n",
       "Bronze 2      2.581935\n",
       "Bronze 3      2.477402\n",
       "Bronze 4      2.328759\n",
       "Diamond 1     2.238671\n",
       "Diamond 2     2.568966\n",
       "Diamond 3     2.612335\n",
       "Diamond 4     2.518548\n",
       "Gold 1        2.470960\n",
       "Gold 2        2.460512\n",
       "Gold 3        2.384376\n",
       "Gold 4        2.444767\n",
       "Iron 1        2.966581\n",
       "Iron 2        1.378691\n",
       "Iron 3        1.730307\n",
       "Master        2.620192\n",
       "Platinum 1    2.815823\n",
       "Platinum 2    3.012953\n",
       "Platinum 3    2.486432\n",
       "Platinum 4    2.599202\n",
       "Silver 1      2.575193\n",
       "Silver 2      2.377241\n",
       "Silver 3      2.219588\n",
       "Silver 4      2.319723\n",
       "Unranked      2.715539\n",
       "dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#티어별 KDA\n",
    "# ((df.groupby(by = 'tier')['Kill'].sum())(df.groupby(by = 'tier')['Assist'].sum()))/(df.groupby(by = 'tier')['Death'].sum())\n",
    "((df.groupby(by = 'tier')['Kill'].sum() + df.groupby(by = 'tier')['Assist'].sum()) / df.groupby(by = 'tier')['Death'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b8d6d3e6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.221547Z",
     "start_time": "2022-07-05T02:32:24.207545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "W/L   mode\n",
       "LOSS  솔로랭크    7816\n",
       "      칼바람     2579\n",
       "      일반      1237\n",
       "      자유랭크    1023\n",
       "      URF      693\n",
       "      단일       121\n",
       "WIN   솔로랭크    7279\n",
       "      칼바람     2567\n",
       "      일반      1237\n",
       "      자유랭크    1118\n",
       "      URF      680\n",
       "      단일       113\n",
       "Name: mode, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(by = 'W/L')['mode'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "34ba49a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.236543Z",
     "start_time": "2022-07-05T02:32:24.222546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tier        W/L \n",
       "Bronze 1    LOSS     412\n",
       "            WIN      371\n",
       "Bronze 2    WIN      399\n",
       "            LOSS     397\n",
       "Bronze 3    LOSS     285\n",
       "            WIN      254\n",
       "Bronze 4    LOSS     269\n",
       "            WIN      228\n",
       "Diamond 1   LOSS      31\n",
       "            WIN       29\n",
       "Diamond 2   LOSS      17\n",
       "            WIN       13\n",
       "Diamond 3   LOSS      36\n",
       "            WIN       24\n",
       "Diamond 4   WIN      193\n",
       "            LOSS     187\n",
       "Gold 1      WIN      405\n",
       "            LOSS     357\n",
       "Gold 2      WIN      670\n",
       "            LOSS     665\n",
       "Gold 3      LOSS     768\n",
       "            WIN      744\n",
       "Gold 4      LOSS    1818\n",
       "            WIN     1778\n",
       "Iron 1      LOSS      34\n",
       "            WIN       26\n",
       "Iron 2      WIN       48\n",
       "            LOSS      40\n",
       "Iron 3      LOSS      63\n",
       "            WIN       56\n",
       "Master      WIN       17\n",
       "            LOSS      13\n",
       "Platinum 1  WIN      147\n",
       "            LOSS     114\n",
       "Platinum 2  LOSS     109\n",
       "            WIN      106\n",
       "Platinum 3  WIN      280\n",
       "            LOSS     218\n",
       "Platinum 4  WIN      618\n",
       "            LOSS     562\n",
       "Silver 1    WIN      833\n",
       "            LOSS     810\n",
       "Silver 2    LOSS    1161\n",
       "            WIN     1135\n",
       "Silver 3    LOSS     997\n",
       "            WIN      861\n",
       "Silver 4    LOSS    1328\n",
       "            WIN     1147\n",
       "Unranked    LOSS    2778\n",
       "            WIN     2612\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(by = 'tier')['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e6aebf4e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.251546Z",
     "start_time": "2022-07-05T02:32:24.237548Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOSS    13469\n",
       "WIN     12994\n",
       "Name: W/L, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 이기고 진 것 갯수\n",
    "\n",
    "df['W/L'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0cf07adb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.281544Z",
     "start_time": "2022-07-05T02:32:24.252545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>gannase77i</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2077</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>top</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>40</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>gannase77i</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1225</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Camille</td>\n",
       "      <td>top</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>gannase77i</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>660</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Gwen</td>\n",
       "      <td>top</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>gannase77i</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1981</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Ezreal</td>\n",
       "      <td>adc</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>43</td>\n",
       "      <td>1.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>gannase77i</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>칼바람</td>\n",
       "      <td>1660</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Zeri</td>\n",
       "      <td>support</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>68</td>\n",
       "      <td>3.14</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2294</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1430</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1553</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1522</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26462</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>618</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7748 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id      tier  mode  span   W/L champion position  Kill  Death  \\\n",
       "29     gannase77i  Silver 4  솔로랭크  2077  LOSS    Sylas      top     2     13   \n",
       "30     gannase77i  Silver 4  솔로랭크  1225  LOSS  Camille      top     6      7   \n",
       "31     gannase77i  Silver 4  솔로랭크   660  LOSS     Gwen      top     0      4   \n",
       "32     gannase77i  Silver 4  솔로랭크  1981  LOSS   Ezreal      adc     5     10   \n",
       "33     gannase77i  Silver 4   칼바람  1660  LOSS     Zeri  support    20     14   \n",
       "...           ...       ...   ...   ...   ...      ...      ...   ...    ...   \n",
       "26458        위례스타  Silver 4  솔로랭크  2294   WIN     Jinx      adc    21      5   \n",
       "26459        위례스타  Silver 4  솔로랭크  1430   WIN  Caitlyn      adc     9      1   \n",
       "26460        위례스타  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6   \n",
       "26461        위례스타  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7   \n",
       "26462        위례스타  Silver 4  솔로랭크   618   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "29          8                 40  0.77  \n",
       "30          0                 25  0.86  \n",
       "31          0                  0  0.00  \n",
       "32          8                 43  1.30  \n",
       "33         24                 68  3.14  \n",
       "...       ...                ...   ...  \n",
       "26458       8                 62  5.80  \n",
       "26459       5                 56  4.00  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "26462       1                 20  1.00  \n",
       "\n",
       "[7748 rows x 12 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5 = df[(df['tier'] == 'Bronze 4')|(df['tier'] == 'Silver 4')|(df['tier'] == 'Gold 4')|(df['tier'] == 'Platinum 4')]\n",
    "df5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3f84ae14",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.296545Z",
     "start_time": "2022-07-05T02:32:24.282546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4867062467733609"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 각 구간의 4 티어들 df\n",
    "\n",
    "df5['W/L'].value_counts()['WIN']/(df5['W/L'].value_counts()['LOSS']+df5['W/L'].value_counts()['WIN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6292738e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.311544Z",
     "start_time": "2022-07-05T02:32:24.297545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5086919350242234"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 각 구간의 1티어들 df\n",
    "\n",
    "df4['W/L'].value_counts()['WIN']/(df4['W/L'].value_counts()['LOSS']+df4['W/L'].value_counts()['WIN'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a72b443f",
   "metadata": {},
   "source": [
    "각 구간의 1티어와 4티어 간의 승률 차가 약 2.25%가 남"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "03ed31fe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.326547Z",
     "start_time": "2022-07-05T02:32:24.312545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5828474028886697"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['W/L'].value_counts()['WIN']/(df['W/L'].value_counts()['LOSS']+df3['W/L'].value_counts()['WIN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "dc257344",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.341548Z",
     "start_time": "2022-07-05T02:32:24.327547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4870539136359765"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['W/L'].value_counts()['WIN']/(df2['W/L'].value_counts()['LOSS']+df2['W/L'].value_counts()['WIN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9f7d4811",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.356545Z",
     "start_time": "2022-07-05T02:32:24.342544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "jungle     5719\n",
       "mid        5432\n",
       "adc        5373\n",
       "top        5125\n",
       "support    4814\n",
       "Name: position, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['position'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f1ad88f3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.371547Z",
     "start_time": "2022-07-05T02:32:24.357546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top : 0.194\n",
      "Jungle : 0.216\n",
      "Mid : 0.205\n",
      "Adc : 0.203\n",
      "Support : 0.182\n"
     ]
    }
   ],
   "source": [
    "# 욕설 유저들의 포지션 분포\n",
    "\n",
    "print('Top : {:.3f}'.format(df['position'].value_counts()['top']/df['position'].value_counts().sum()))\n",
    "print('Jungle : {:.3f}'.format(df['position'].value_counts()['jungle']/df['position'].value_counts().sum()))\n",
    "print('Mid : {:.3f}'.format(df['position'].value_counts()['mid']/df['position'].value_counts().sum()))\n",
    "print('Adc : {:.3f}'.format(df['position'].value_counts()['adc']/df['position'].value_counts().sum()))\n",
    "print('Support : {:.3f}'.format(df['position'].value_counts()['support']/df['position'].value_counts().sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc6cda69",
   "metadata": {},
   "source": [
    "정글 유저가 제일 욕설을 많이 하는걸로 보임.\n",
    "\n",
    "게임 특성상 정치질 받기 제일 쉬운 포지션 : 정글, 서폿\n",
    "\n",
    "자기 방어 수단으로 정글러가 욕설을 하는 것 일 수 있음.\n",
    "\n",
    "서포터가 제일 적은 이유는, 서폿의 포지션 자체가 뒷받침 하는 포지션 이고, 게임 시작부터 헌신적인 플레이가 요구 되기에\n",
    "욕설 하는 경우도 그 성격의 반영으로 적은것으로 보임."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "614bd004",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.401546Z",
     "start_time": "2022-07-05T02:32:24.372546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 26463 entries, 0 to 26462\n",
      "Data columns (total 12 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   id                 26463 non-null  object \n",
      " 1   tier               26463 non-null  object \n",
      " 2   mode               26463 non-null  object \n",
      " 3   span               26463 non-null  int64  \n",
      " 4   W/L                26463 non-null  object \n",
      " 5   champion           26463 non-null  object \n",
      " 6   position           26463 non-null  object \n",
      " 7   Kill               26463 non-null  int64  \n",
      " 8   Death              26463 non-null  int64  \n",
      " 9   Assist             26463 non-null  int64  \n",
      " 10  kill participance  26463 non-null  int64  \n",
      " 11  KDA                26463 non-null  float64\n",
      "dtypes: float64(1), int64(5), object(6)\n",
      "memory usage: 2.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "d8ec7e09",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.416547Z",
     "start_time": "2022-07-05T02:32:24.402546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tier</th>\n",
       "      <th>mode</th>\n",
       "      <th>span</th>\n",
       "      <th>W/L</th>\n",
       "      <th>champion</th>\n",
       "      <th>position</th>\n",
       "      <th>Kill</th>\n",
       "      <th>Death</th>\n",
       "      <th>Assist</th>\n",
       "      <th>kill participance</th>\n",
       "      <th>KDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>968</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Veigar</td>\n",
       "      <td>mid</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1273</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Sylas</td>\n",
       "      <td>mid</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1516</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Zed</td>\n",
       "      <td>mid</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1374</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>설계왕 닭근혜</td>\n",
       "      <td>Bronze 3</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1642</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Garen</td>\n",
       "      <td>top</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>2.60</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>2294</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>adc</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1430</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Caitlyn</td>\n",
       "      <td>adc</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1553</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1522</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26462</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>618</td>\n",
       "      <td>WIN</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26463 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode  span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3  솔로랭크   968  LOSS   Veigar      mid     3      3   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  1273  LOSS    Sylas      mid     4      5   \n",
       "2      설계왕 닭근혜  Bronze 3  솔로랭크  1516   WIN      Zed      mid     6      4   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  1374  LOSS    Garen      top     5      8   \n",
       "4      설계왕 닭근혜  Bronze 3  솔로랭크  1642   WIN    Garen      top     7      5   \n",
       "...        ...       ...   ...   ...   ...      ...      ...   ...    ...   \n",
       "26458     위례스타  Silver 4  솔로랭크  2294   WIN     Jinx      adc    21      5   \n",
       "26459     위례스타  Silver 4  솔로랭크  1430   WIN  Caitlyn      adc     9      1   \n",
       "26460     위례스타  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6   \n",
       "26461     위례스타  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7   \n",
       "26462     위례스타  Silver 4  솔로랭크   618   WIN    Senna  support     0      0   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "0           0                 33  1.00  \n",
       "1           2                 46  1.20  \n",
       "2           7                 36  3.25  \n",
       "3           4                 45  1.13  \n",
       "4           6                 34  2.60  \n",
       "...       ...                ...   ...  \n",
       "26458       8                 62  5.80  \n",
       "26459       5                 56  4.00  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "26462       1                 20  1.00  \n",
       "\n",
       "[26463 rows x 12 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2191fe79",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.431544Z",
     "start_time": "2022-07-05T02:32:24.417544Z"
    }
   },
   "outputs": [],
   "source": [
    "df_wi = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c866c05d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.446543Z",
     "start_time": "2022-07-05T02:32:24.432545Z"
    }
   },
   "outputs": [],
   "source": [
    "df_wi = df_wi.drop(['id'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "2833e172",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.461544Z",
     "start_time": "2022-07-05T02:32:24.447545Z"
    }
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>tier</th>\n",
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       "      <td>WIN</td>\n",
       "      <td>Jinx</td>\n",
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       "    <tr>\n",
       "      <th>26459</th>\n",
       "      <td>Silver 4</td>\n",
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       "      <td>WIN</td>\n",
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       "      <td>1</td>\n",
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       "      <td>Silver 4</td>\n",
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       "      <td>40</td>\n",
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       "           tier  mode  span   W/L champion position  Kill  Death  Assist  \\\n",
       "0      Bronze 3  솔로랭크   968  LOSS   Veigar      mid     3      3       0   \n",
       "1      Bronze 3  솔로랭크  1273  LOSS    Sylas      mid     4      5       2   \n",
       "2      Bronze 3  솔로랭크  1516   WIN      Zed      mid     6      4       7   \n",
       "3      Bronze 3  솔로랭크  1374  LOSS    Garen      top     5      8       4   \n",
       "4      Bronze 3  솔로랭크  1642   WIN    Garen      top     7      5       6   \n",
       "...         ...   ...   ...   ...      ...      ...   ...    ...     ...   \n",
       "26458  Silver 4  솔로랭크  2294   WIN     Jinx      adc    21      5       8   \n",
       "26459  Silver 4  솔로랭크  1430   WIN  Caitlyn      adc     9      1       5   \n",
       "26460  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6       4   \n",
       "26461  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7      15   \n",
       "26462  Silver 4  솔로랭크   618   WIN    Senna  support     0      0       1   \n",
       "\n",
       "       kill participance   KDA  \n",
       "0                     33  1.00  \n",
       "1                     46  1.20  \n",
       "2                     36  3.25  \n",
       "3                     45  1.13  \n",
       "4                     34  2.60  \n",
       "...                  ...   ...  \n",
       "26458                 62  5.80  \n",
       "26459                 56  4.00  \n",
       "26460                 40  0.67  \n",
       "26461                 63  2.86  \n",
       "26462                 20  1.00  \n",
       "\n",
       "[26463 rows x 11 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4620f55a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.476543Z",
     "start_time": "2022-07-05T02:32:24.462546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1523.2932774061899"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 전체 통틀어 평균 28분 게임\n",
    "\n",
    "df['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "e9036c6d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.491544Z",
     "start_time": "2022-07-05T02:32:24.477545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['솔로랭크', '자유랭크', '칼바람', '일반', '단일', 'URF'], dtype=object)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['mode'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "f3a73bfd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.506543Z",
     "start_time": "2022-07-05T02:32:24.492549Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1665.1800596223916"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '솔로랭크']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c8d410fe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.521547Z",
     "start_time": "2022-07-05T02:32:24.507545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1694.4413825315273"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '자유랭크']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "97bb20bb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.536544Z",
     "start_time": "2022-07-05T02:32:24.522547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1626.9029911075181"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '일반']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "36f0acd7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.551544Z",
     "start_time": "2022-07-05T02:32:24.537547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1198.2179487179487"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '단일']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "73e8aac7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.566544Z",
     "start_time": "2022-07-05T02:32:24.552544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1005.680262199563"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == 'URF']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2d739819",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.581546Z",
     "start_time": "2022-07-05T02:32:24.567550Z"
    }
   },
   "outputs": [
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       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26460</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1553</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Thresh</td>\n",
       "      <td>support</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26461</th>\n",
       "      <td>위례스타</td>\n",
       "      <td>Silver 4</td>\n",
       "      <td>솔로랭크</td>\n",
       "      <td>1522</td>\n",
       "      <td>LOSS</td>\n",
       "      <td>Senna</td>\n",
       "      <td>support</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13469 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      tier  mode  span   W/L champion position  Kill  Death  \\\n",
       "0      설계왕 닭근혜  Bronze 3  솔로랭크   968  LOSS   Veigar      mid     3      3   \n",
       "1      설계왕 닭근혜  Bronze 3  솔로랭크  1273  LOSS    Sylas      mid     4      5   \n",
       "3      설계왕 닭근혜  Bronze 3  솔로랭크  1374  LOSS    Garen      top     5      8   \n",
       "9      설계왕 닭근혜  Bronze 3  솔로랭크  1448  LOSS    Talon      mid     9      9   \n",
       "10     설계왕 닭근혜  Bronze 3  솔로랭크  1672  LOSS    Sylas      mid     9      8   \n",
       "...        ...       ...   ...   ...   ...      ...      ...   ...    ...   \n",
       "26453     위례스타  Silver 4  솔로랭크  2019  LOSS    Kaisa      adc     3      9   \n",
       "26455     위례스타  Silver 4  솔로랭크  2094  LOSS     Jinx      adc     6      9   \n",
       "26456     위례스타  Silver 4  솔로랭크  1516  LOSS    Brand  support     2      5   \n",
       "26460     위례스타  Silver 4  솔로랭크  1553  LOSS   Thresh  support     0      6   \n",
       "26461     위례스타  Silver 4  솔로랭크  1522  LOSS    Senna  support     5      7   \n",
       "\n",
       "       Assist  kill participance   KDA  \n",
       "0           0                 33  1.00  \n",
       "1           2                 46  1.20  \n",
       "3           4                 45  1.13  \n",
       "9           3                 80  1.33  \n",
       "10          6                 71  1.88  \n",
       "...       ...                ...   ...  \n",
       "26453       9                 44  1.33  \n",
       "26455       7                 48  1.44  \n",
       "26456       4                 43  1.20  \n",
       "26460       4                 40  0.67  \n",
       "26461      15                 63  2.86  \n",
       "\n",
       "[13469 rows x 12 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 게임 졌을 때 걸리는 시간들의 평균\n",
    "\n",
    "df[df['W/L'] == 'LOSS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "ecabd2e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.596544Z",
     "start_time": "2022-07-05T02:32:24.582545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1522.4262380280645"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['W/L'] == 'LOSS']['span'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "732c3aa3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.611544Z",
     "start_time": "2022-07-05T02:32:24.597546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "솔랭졌을 때:  1657.0078045035823\n",
      "이겼을 때:  1673.9552136282457\n"
     ]
    }
   ],
   "source": [
    "print('솔랭졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == '솔로랭크')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == '솔로랭크')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "dc56821c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.626543Z",
     "start_time": "2022-07-05T02:32:24.612544Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "자랭 졌을 때:  1691.1524926686218\n",
      "이겼을 때:  1697.4508050089446\n"
     ]
    }
   ],
   "source": [
    "print('자랭 졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == '자유랭크')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == '자유랭크')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "554ddffe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.641544Z",
     "start_time": "2022-07-05T02:32:24.627545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "일반 졌을 때:  1654.642683912692\n",
      "이겼을 때:  1599.1632983023444\n"
     ]
    }
   ],
   "source": [
    "print('일반 졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == '일반')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == '일반')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "825c3060",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.656544Z",
     "start_time": "2022-07-05T02:32:24.642545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "칼바람 졌을 때:  1137.635517642497\n",
      "이겼을 때:  1140.2867160109076\n"
     ]
    }
   ],
   "source": [
    "print('칼바람 졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == '칼바람')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == '칼바람')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b5195099",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.671544Z",
     "start_time": "2022-07-05T02:32:24.657546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "단일 모드졌을 때:  1215.2479338842975\n",
      "이겼을 때:  1179.9823008849557\n"
     ]
    }
   ],
   "source": [
    "print('단일 모드졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == '단일')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == '단일')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "1a0a14a9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.686543Z",
     "start_time": "2022-07-05T02:32:24.672547Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "우르프 졌을 때:  1005.1038961038961\n",
      "이겼을 때:  1006.2676470588235\n"
     ]
    }
   ],
   "source": [
    "print('우르프 졌을 때: ', df[(df['W/L'] == 'LOSS') & (df['mode'] == 'URF')]['span'].mean())\n",
    "print('이겼을 때: ', df[(df['W/L'] == 'WIN') & (df['mode'] == 'URF')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "9e2d644e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.701546Z",
     "start_time": "2022-07-05T02:32:24.687548Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "솔랭졌을 때:  1666.0927767813469\n",
      "이겼을 때:  1685.909560263486\n"
     ]
    }
   ],
   "source": [
    "# 저티어 구간\n",
    "\n",
    "print('솔랭졌을 때: ', df3[(df3['W/L'] == 'LOSS') & (df3['mode'] == '솔로랭크')]['span'].mean())\n",
    "print('이겼을 때: ', df3[(df3['W/L'] == 'WIN') & (df3['mode'] == '솔로랭크')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "4be73be0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.716544Z",
     "start_time": "2022-07-05T02:32:24.702544Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "솔랭졌을 때:  1643.4707520891366\n",
      "이겼을 때:  1661.4143389199255\n"
     ]
    }
   ],
   "source": [
    "# 각 구간의 1티어\n",
    "\n",
    "print('솔랭졌을 때: ', df4[(df4['W/L'] == 'LOSS') & (df4['mode'] == '솔로랭크')]['span'].mean())\n",
    "print('이겼을 때: ', df4[(df4['W/L'] == 'WIN') & (df4['mode'] == '솔로랭크')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1151f287",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.731544Z",
     "start_time": "2022-07-05T02:32:24.717546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "솔랭졌을 때:  1674.9477254588987\n",
      "이겼을 때:  1683.5213374395073\n"
     ]
    }
   ],
   "source": [
    "# 각 구간의 4티어\n",
    "\n",
    "print('솔랭졌을 때: ', df5[(df5['W/L'] == 'LOSS') & (df5['mode'] == '솔로랭크')]['span'].mean())\n",
    "print('이겼을 때: ', df5[(df5['W/L'] == 'WIN') & (df5['mode'] == '솔로랭크')]['span'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "843059ac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.746543Z",
     "start_time": "2022-07-05T02:32:24.732546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.48221265319642265"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 게임 모드별 승률\n",
    "\n",
    "df[df['mode'] == '솔로랭크']['W/L'].value_counts()['WIN'] / df[df['mode'] == '솔로랭크']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "09dcf04e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.761545Z",
     "start_time": "2022-07-05T02:32:24.747545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5221858944418496"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '자유랭크']['W/L'].value_counts()['WIN'] / df[df['mode'] == '자유랭크']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "ea4418fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.776545Z",
     "start_time": "2022-07-05T02:32:24.762544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '일반']['W/L'].value_counts()['WIN'] / df[df['mode'] == '일반']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "bc316934",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.791545Z",
     "start_time": "2022-07-05T02:32:24.777544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.49883404586086283"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '칼바람']['W/L'].value_counts()['WIN'] / df[df['mode'] == '칼바람']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3715ca3e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.806544Z",
     "start_time": "2022-07-05T02:32:24.793546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4829059829059829"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == '단일']['W/L'].value_counts()['WIN'] / df[df['mode'] == '단일']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "d8695a8a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-05T02:32:24.821547Z",
     "start_time": "2022-07-05T02:32:24.807544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.49526584122359796"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['mode'] == 'URF']['W/L'].value_counts()['WIN'] / df[df['mode'] == 'URF']['W/L'].value_counts().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "634d9bd5",
   "metadata": {},
   "source": [
    "한계점: 데이터의 신뢰도가 부족. 게임하는 유저 말고, 게임하면서 욕설을 한 판과 그렇지 않고 하는 판을 비교해봐야 하지 않나 싶었음. 욕설하는 유저든, 욕설 안하는 유저든, 본인의 티어에 있다면 결국 승률은 50% 수렴하는것 아닌가 싶음. 욕설을 '했던 유저' 기준으로 볼게 아니라 욕설을 '한 게임'을 기준으로 보는게 좋지 않았을까 생각함.\n",
    "\n",
    "아쉬운 점: 시각화가 아직 어려움.\n",
    "\n",
    "좋았던 점: 직접 크롤링 해서 데이터셋을 만드는 경험을 해봤다는 점. Numpy와 Pandas를 적극 활용하여 데이터 프레임을 필요에 따라 조작해 보았음.\n",
    "\n",
    "공유할 만한 insight: 욕설하는 유저의 데이터라고 모두 승률이 50% 이하가 되는 것이 아니었다. 분석을 할 때에 여러 가정이 있었음.\n",
    "욕설을 하는 유저일수록 중요한 게임인 랭크 게임에서 자신이 포기하거나, 팀원을 포기하게 한다고 생각하여 졌을 경우 게임 시간이 짧을 거라고 예상하였지만, 막상 뜯어보면 그렇지 않았음.\n",
    "오히려 티어 구간에서 승률 차이만 보였을 뿐이었다. 각 구간에서 티어 1인 유저와 티어 4인 유저의 승률 차이가 약 3% 났었다.\n",
    "\n",
    "뿐만 아니라, 비록 게임 시간은 비슷하였지만, 욕설하는 유저의 솔랭 승률은 48%였지만, 비교적 자유로운 분위기인 자랭 승률은 52%로 4%의 차이가 존재했음. - > 이를 욕설하는 유저는 솔랭에서 욕설을 했기에 승률이 낮고, 비교적 부담이 덜한 자랭에서는 욕설을 안했기에 승률이 52%라는 해석을 하기에는 무리가 있음.\n",
    "이 외에 다른 조건들로 분석해 봤을때 크게 의미있는 차이가 보이지 않았음.\n",
    "\n",
    "솔랭과 자랭에서의 승률 차이의 원인은 무엇인지 모르겠으나, 티어1에서 욕설하는 유저는 진심으로 승급을 원하기에 게임을 진심으로 대하다 보니 욕설을 하게 되고 승률도 약 51%가 되고, 티어 4인 유저들은 이미 그 승급이라는 목적을 달성했기에 코앞의 목표가 없어 승률이 48%로 나오는거로 예측된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dca75095",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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