prepare_yuyudata-analyze_for_upload.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "font = {\"family\":\"Noto Sans CJK JP\"}\n",
    "mpl.rc('font', **font)\n",
    "pd.options.display.max_columns = None\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "      <th>tobirae_page</th>\n",
       "      <th>wasuu</th>\n",
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      ],
      "text/plain": [
       "    koma_id  kanji  page position  koma  chara_num    whos   eyes  \\\n",
       "0  01-009-5      1     9        L     1        2.0    ゆ,縁,    デ,デ   \n",
       "1  01-009-6      1     9        L     2        2.0    ゆ,縁,    デ,デ   \n",
       "2  01-009-7      1     9        L     3        2.0    ゆ,縁,    デ,デ   \n",
       "3  01-009-8      1     9        L     4        2.0    ゆ,縁,    デ,デ   \n",
       "4  01-010-1      1    10        R     1        3.0  縁,唯,ゆ,  デ,詳,デ   \n",
       "5  01-010-2      1    10        R     2        1.0      縁,      デ   \n",
       "6  01-010-3      1    10        R     3        1.0      縁,      詳   \n",
       "7  01-010-4      1    10        R     4        3.0  縁,唯,ゆ,  デ,詳,デ   \n",
       "8  01-010-5      1    10        L     1        2.0    縁,唯,    デ,詳   \n",
       "9  01-010-6      1    10        L     2        2.0    唯,ゆ,    デ,デ   \n",
       "\n",
       "  face_direction  eyes_num page_id four_komas_id  tobirae_page  wasuu  grade  \\\n",
       "0           ↓,↓,         3  01-009      01-009-L          True      1      1   \n",
       "1           ←,→,         3  01-009      01-009-L          True      1      1   \n",
       "2           ←,→,         3  01-009      01-009-L          True      1      1   \n",
       "3           ↓,↓,         3  01-009      01-009-L          True      1      1   \n",
       "4         ←,↓,↓,         4  01-010      01-010-R         False      1      1   \n",
       "5             ↓,         2  01-010      01-010-R         False      1      1   \n",
       "6             ↓,         2  01-010      01-010-R         False      1      1   \n",
       "7         ←,↓,→,         4  01-010      01-010-R         False      1      1   \n",
       "8           ↓,→,         3  01-010      01-010-L         False      1      1   \n",
       "9           ↓,→,         3  01-010      01-010-L         False      1      1   \n",
       "\n",
       "  month  wasuu_page  \n",
       "0   04月           6  \n",
       "1   04月           6  \n",
       "2   04月           6  \n",
       "3   04月           6  \n",
       "4   04月           6  \n",
       "5   04月           6  \n",
       "6   04月           6  \n",
       "7   04月           6  \n",
       "8   04月           6  \n",
       "9   04月           6  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/esuji/Desktop/yuyu_data_20181201.csv')\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6856, 32)\n"
     ]
    },
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    koma_id  kanji  page position  koma  chara_num    whos   eyes  \\\n",
       "0  01-009-5      1     9        L     1        2.0    ゆ,縁,    デ,デ   \n",
       "1  01-009-6      1     9        L     2        2.0    ゆ,縁,    デ,デ   \n",
       "2  01-009-7      1     9        L     3        2.0    ゆ,縁,    デ,デ   \n",
       "3  01-009-8      1     9        L     4        2.0    ゆ,縁,    デ,デ   \n",
       "4  01-010-1      1    10        R     1        3.0  縁,唯,ゆ,  デ,詳,デ   \n",
       "\n",
       "  face_direction  eyes_num page_id four_komas_id  tobirae_page  wasuu  grade  \\\n",
       "0           ↓,↓,         3  01-009      01-009-L          True      1      1   \n",
       "1           ←,→,         3  01-009      01-009-L          True      1      1   \n",
       "2           ←,→,         3  01-009      01-009-L          True      1      1   \n",
       "3           ↓,↓,         3  01-009      01-009-L          True      1      1   \n",
       "4         ←,↓,↓,         4  01-010      01-010-R         False      1      1   \n",
       "\n",
       "  month  wasuu_page  d_←  d_→  d_↓  d_↑  e_詳  e_隠  e_デ   c_ゆ   c_縁    c_唯  \\\n",
       "0   04月           6  0.0  0.0  2.0  0.0  0.0  0.0  2.0  True  True  False   \n",
       "1   04月           6  1.0  1.0  0.0  0.0  0.0  0.0  2.0  True  True  False   \n",
       "2   04月           6  1.0  1.0  0.0  0.0  0.0  0.0  2.0  True  True  False   \n",
       "3   04月           6  0.0  0.0  2.0  0.0  0.0  0.0  2.0  True  True  False   \n",
       "4   04月           6  1.0  0.0  2.0  0.0  1.0  0.0  2.0  True  True   True   \n",
       "\n",
       "     c_母    c_千    c_佳    c_ふ    c_他  \n",
       "0  False  False  False  False  False  \n",
       "1  False  False  False  False  False  \n",
       "2  False  False  False  False  False  \n",
       "3  False  False  False  False  False  \n",
       "4  False  False  False  False  False  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分析用のカラムを追加\n",
    "grad_dir_map = {'左向き前': '←', '右向き前': '→', '正面前': '↓', '背面': '↑'}\n",
    "eyes_list= ['詳細', '隠れ', 'デフォルメ']\n",
    "chara_list= ['ゆ', '縁', '唯', '母', '千', '佳', 'ふ', '他']\n",
    "\n",
    "for di in grad_dir_map.values():\n",
    "    df['d_' + di] = df.face_direction.str.count(di)\n",
    "for eye in eyes_list:\n",
    "    df['e_' + eye[0]] = df.eyes.str.count(eye[0])\n",
    "for chara in chara_list:\n",
    "    df['c_' + chara] = df.whos.str.find(chara) >= 0\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "話数当たり平均人数: 131.21666666666667\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gw = df.groupby('wasuu')\n",
    "gw.sum().chara_num.plot(figsize=(10, 5))\n",
    "print('話数当たり平均人数:', gw.sum().chara_num.mean())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f1b1c88>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gk = df.groupby('kanji')\n",
    "gk.sum().chara_num.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f5815f8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gk.mean().chara_num.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f64acf8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3人の登場回数多いっすね 9巻まで6856コマ\n",
    "df.sum().iloc[-8:-5].plot.bar(title='ゆずこ、縁、唯のコマへの登場回数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f82b7f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# お母さんが千穂、佳に抜かれてる\n",
    "df.sum().iloc[-5:].plot.bar(title='お母さん、千穂、、佳、ふみ、その他のコマへの登場回数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f98afd0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 巻次毎の登場数\n",
    "gk_sum = gk.sum()\n",
    "gk_sum.iloc[:, -5:].plot.bar(stacked=True, title='巻次毎のお母さん、千穂、、佳、ふみ、その他のコマへの登場回数(積み上げ棒)')\n",
    "gk_sum.iloc[:, -5:].plot(title='巻次毎のお母さん、千穂、、佳、ふみ、その他のコマへの登場回数(折れ線)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f7abda0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相関係数のプロット\n",
    "df_corr = df.iloc[:, -8:].corr()\n",
    "plt.figure(figsize=(8, 5))\n",
    "# plt.figure(title='コマに登場する人物の相関係数をプロット')\n",
    "sns.heatmap(df_corr, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12fc1de80>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 巻次毎の3人以外の登場数遷移\n",
    "gw.sum().iloc[:, -5:-1].plot(figsize=(20,6), title='巻次毎の3人以外の登場数遷移')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12fffc198>"
      ]
     },
     "execution_count": 12,
     "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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 月毎の登場数\n",
    "df[df.grade == 2].groupby('month').sum().iloc[:, -8:-5].plot(xticks=range(12),figsize=(10,5), title='月毎の登場数(ゆずこ、縁、唯)')\n",
    "df[df.grade == 2].groupby('month').sum().iloc[:, -5:-1].plot(xticks=range(12),figsize=(10,5), title='月毎の登場数(3人以外)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.0    2985\n",
      "2.0    1908\n",
      "1.0    1289\n",
      "4.0     348\n",
      "0.0     271\n",
      "5.0      40\n",
      "6.0      11\n",
      "7.0       4\n",
      "Name: chara_num, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x130073ba8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 登場人物数は3人が一番多い\n",
    "print(df.chara_num.value_counts())\n",
    "df.chara_num.value_counts().plot.bar(title='コマへの登場人物数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "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>kanji</th>\n",
       "      <th>page</th>\n",
       "      <th>koma</th>\n",
       "      <th>eyes_num</th>\n",
       "      <th>tobirae_page</th>\n",
       "      <th>wasuu</th>\n",
       "      <th>grade</th>\n",
       "      <th>wasuu_page</th>\n",
       "      <th>d_←</th>\n",
       "      <th>d_→</th>\n",
       "      <th>d_↓</th>\n",
       "      <th>d_↑</th>\n",
       "      <th>e_詳</th>\n",
       "      <th>e_隠</th>\n",
       "      <th>e_デ</th>\n",
       "      <th>c_ゆ</th>\n",
       "      <th>c_縁</th>\n",
       "      <th>c_唯</th>\n",
       "      <th>c_母</th>\n",
       "      <th>c_千</th>\n",
       "      <th>c_佳</th>\n",
       "      <th>c_ふ</th>\n",
       "      <th>c_他</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chara_num</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>4.741697</td>\n",
       "      <td>58.549815</td>\n",
       "      <td>2.143911</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.047970</td>\n",
       "      <td>56.162362</td>\n",
       "      <td>1.760148</td>\n",
       "      <td>7.664207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>4.436773</td>\n",
       "      <td>61.466253</td>\n",
       "      <td>2.524438</td>\n",
       "      <td>1.950349</td>\n",
       "      <td>0.086889</td>\n",
       "      <td>52.626067</td>\n",
       "      <td>1.806051</td>\n",
       "      <td>7.736230</td>\n",
       "      <td>0.082362</td>\n",
       "      <td>0.045843</td>\n",
       "      <td>0.823621</td>\n",
       "      <td>0.048174</td>\n",
       "      <td>0.451429</td>\n",
       "      <td>0.019592</td>\n",
       "      <td>0.528980</td>\n",
       "      <td>0.363072</td>\n",
       "      <td>0.192397</td>\n",
       "      <td>0.265322</td>\n",
       "      <td>0.066718</td>\n",
       "      <td>0.049651</td>\n",
       "      <td>0.027929</td>\n",
       "      <td>0.022498</td>\n",
       "      <td>0.010861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>4.647799</td>\n",
       "      <td>61.686059</td>\n",
       "      <td>2.378931</td>\n",
       "      <td>2.623690</td>\n",
       "      <td>0.077044</td>\n",
       "      <td>55.402516</td>\n",
       "      <td>1.830713</td>\n",
       "      <td>7.750524</td>\n",
       "      <td>0.242138</td>\n",
       "      <td>0.241614</td>\n",
       "      <td>1.140985</td>\n",
       "      <td>0.374738</td>\n",
       "      <td>0.413170</td>\n",
       "      <td>0.025491</td>\n",
       "      <td>1.206585</td>\n",
       "      <td>0.671908</td>\n",
       "      <td>0.474319</td>\n",
       "      <td>0.656184</td>\n",
       "      <td>0.030398</td>\n",
       "      <td>0.053983</td>\n",
       "      <td>0.057652</td>\n",
       "      <td>0.035115</td>\n",
       "      <td>0.017820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>5.276382</td>\n",
       "      <td>62.727638</td>\n",
       "      <td>2.705528</td>\n",
       "      <td>3.449246</td>\n",
       "      <td>0.063652</td>\n",
       "      <td>63.764489</td>\n",
       "      <td>1.897822</td>\n",
       "      <td>7.729648</td>\n",
       "      <td>0.453266</td>\n",
       "      <td>0.502178</td>\n",
       "      <td>1.493802</td>\n",
       "      <td>0.549079</td>\n",
       "      <td>0.118604</td>\n",
       "      <td>0.051169</td>\n",
       "      <td>2.307692</td>\n",
       "      <td>0.958794</td>\n",
       "      <td>0.941374</td>\n",
       "      <td>0.940034</td>\n",
       "      <td>0.029481</td>\n",
       "      <td>0.041206</td>\n",
       "      <td>0.038861</td>\n",
       "      <td>0.026131</td>\n",
       "      <td>0.013400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>5.982759</td>\n",
       "      <td>69.497126</td>\n",
       "      <td>2.801724</td>\n",
       "      <td>4.232759</td>\n",
       "      <td>0.040230</td>\n",
       "      <td>73.778736</td>\n",
       "      <td>1.962644</td>\n",
       "      <td>7.721264</td>\n",
       "      <td>0.626437</td>\n",
       "      <td>0.758621</td>\n",
       "      <td>1.847701</td>\n",
       "      <td>0.747126</td>\n",
       "      <td>0.026012</td>\n",
       "      <td>0.121387</td>\n",
       "      <td>3.104046</td>\n",
       "      <td>0.954023</td>\n",
       "      <td>0.939655</td>\n",
       "      <td>0.933908</td>\n",
       "      <td>0.295977</td>\n",
       "      <td>0.281609</td>\n",
       "      <td>0.241379</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.192529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>6.450000</td>\n",
       "      <td>73.025000</td>\n",
       "      <td>3.050000</td>\n",
       "      <td>4.925000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>80.525000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.625000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>1.025000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>3.974359</td>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.575000</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>7.272727</td>\n",
       "      <td>81.181818</td>\n",
       "      <td>2.909091</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>92.545455</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.090909</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>4.545455</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>8.500000</td>\n",
       "      <td>80.250000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>108.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              kanji       page      koma  eyes_num  tobirae_page       wasuu  \\\n",
       "chara_num                                                                      \n",
       "0.0        4.741697  58.549815  2.143911  1.000000      0.047970   56.162362   \n",
       "1.0        4.436773  61.466253  2.524438  1.950349      0.086889   52.626067   \n",
       "2.0        4.647799  61.686059  2.378931  2.623690      0.077044   55.402516   \n",
       "3.0        5.276382  62.727638  2.705528  3.449246      0.063652   63.764489   \n",
       "4.0        5.982759  69.497126  2.801724  4.232759      0.040230   73.778736   \n",
       "5.0        6.450000  73.025000  3.050000  4.925000      0.050000   80.525000   \n",
       "6.0        7.272727  81.181818  2.909091  6.000000      0.090909   92.545455   \n",
       "7.0        8.500000  80.250000  2.250000  6.250000      0.250000  108.500000   \n",
       "\n",
       "              grade  wasuu_page       d_←       d_→       d_↓       d_↑  \\\n",
       "chara_num                                                                 \n",
       "0.0        1.760148    7.664207       NaN       NaN       NaN       NaN   \n",
       "1.0        1.806051    7.736230  0.082362  0.045843  0.823621  0.048174   \n",
       "2.0        1.830713    7.750524  0.242138  0.241614  1.140985  0.374738   \n",
       "3.0        1.897822    7.729648  0.453266  0.502178  1.493802  0.549079   \n",
       "4.0        1.962644    7.721264  0.626437  0.758621  1.847701  0.747126   \n",
       "5.0        2.000000    7.625000  0.900000  0.900000  2.125000  1.025000   \n",
       "6.0        2.000000    7.090909  1.090909  0.909091  3.000000  1.000000   \n",
       "7.0        2.000000    8.000000  0.250000  2.750000  2.250000  1.750000   \n",
       "\n",
       "                e_詳       e_隠       e_デ       c_ゆ       c_縁       c_唯  \\\n",
       "chara_num                                                               \n",
       "0.0             NaN       NaN       NaN  0.000000  0.000000  0.000000   \n",
       "1.0        0.451429  0.019592  0.528980  0.363072  0.192397  0.265322   \n",
       "2.0        0.413170  0.025491  1.206585  0.671908  0.474319  0.656184   \n",
       "3.0        0.118604  0.051169  2.307692  0.958794  0.941374  0.940034   \n",
       "4.0        0.026012  0.121387  3.104046  0.954023  0.939655  0.933908   \n",
       "5.0        0.025641  0.025641  3.974359  0.850000  0.875000  0.900000   \n",
       "6.0        0.000000  0.454545  4.545455  1.000000  1.000000  1.000000   \n",
       "7.0        0.000000  1.000000  4.250000  1.000000  1.000000  1.000000   \n",
       "\n",
       "                c_母       c_千       c_佳       c_ふ       c_他  \n",
       "chara_num                                                    \n",
       "0.0        0.000000  0.000000  0.000000  0.000000  0.000000  \n",
       "1.0        0.066718  0.049651  0.027929  0.022498  0.010861  \n",
       "2.0        0.030398  0.053983  0.057652  0.035115  0.017820  \n",
       "3.0        0.029481  0.041206  0.038861  0.026131  0.013400  \n",
       "4.0        0.295977  0.281609  0.241379  0.083333  0.192529  \n",
       "5.0        0.050000  0.575000  0.550000  0.325000  0.300000  \n",
       "6.0        0.090909  0.636364  0.727273  0.727273  0.272727  \n",
       "7.0        0.250000  0.500000  0.500000  0.250000  0.750000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['chara_num']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12fd309e8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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169ZRWlrK8uXLPbslIiJSZS6FQqtWrcqdfVpQUMDGjRvNq2LabDaCgoKw2+1kZGTQvXt3vLy8iIqKIjU1FcMwSE1NJTo6GovFQnR0NBs3bqyeLRIREbe5Nadw7NgxgoODWbJkCRs2bODKK69k6tSpZGdnY7PZzDM8W7Zsyfr16zl16hQ+Pj7mtfZbtmxJVlZWpdbZrFljd0o9r+DgAI8ty1NUk2vqYk1QN+v6NdZUWlrK0aNHKSwscqm/3V6t5bilsjV5eXkRFHQFzZs398jZ9W6FQkFBAcePH+e2227j8ccfZ+LEiSxcuJD+/fvz8xOkDcPAarVisVjO214ZOTlnPbKfLTg4gOPH86q8HE9STa6pizVB3azr11rTiROZ+Pk1JDi4uXkv7ovx9rZSVuas1poqqzI1GYaBw1FGbm4up07lERT0v3tyW60Wt75MuxUrLVu2xDAMbr/9diwWCz169ODgwYOEhIRgt9txOs9tUGZmJjabjcDAQBwOB3l5eeXaRUQ8qayshEaNmrgUCPWBxWLB29uHwMBmlJS4Njq6FLdCITg4mFtuuYWNGzfidDr59NNPuemmm2jevDmtW7cmLS0Nh8NBSkoKERERWCwW7rnnHpKTkzEMg+TkZCIiIjyyASIiP/drCYSfs1isgGeOWLpkKBQWFhIdHc3kyZPZv38/0dHRfPTRR0yfPp0VK1Zw7733kpuby5gxY4BzRyUtWLCA+++/n9tvv52ePXsCEBcXx8aNG4mKisLX19e8vLCIiFSUl5fHyZM55uNvv91DSUlJta/3srlKquYUapZqcl1drOvXWlNW1mFCQq51uX9NzylYvSxYLzCSef31eXzzzW4AYmIGct11rUlOXsPzz8dTVFTEmDGjWLx4Kd7e56aCnYaB0/G/v4m/3HZ35xQumzOaRUQqK6CJP34NPP9nrqi4jLwzhZV+ndViIf3kkQrtp3NzaXaNjZ7X9AGgwKsE7+CGHDh0gP32g3z1xb/o2KMrh88cM19zfdA1OD20y+jnFAoiFxAQ2AA/H9fOur/UoZZFpSXk5RZ7oiypBL8G3vR/Ltnjy02ZHY0nxzxlpaWczPnfriI/f38SX5xGft5ZnnzoERo3CcDPz48zp08z+OHhHlxzRQoFkQvw8/Fl0IonLt3RBSsHLyAPhcKvzeefb2XhwvmUlBTTrt3NTJr0wnn7NQsOxulwknUsE4Df/PZ2Yl+cDMDfXl9E1949uLFdaI3UrFAQEakGP/74A2+++Qbz5/+VRo0a8cYbfyEpaTW/jeh+3v7NWgRj9Tp37E9AkyYsX7KUvbu/4Xh2Nnt3f4Ofvz+RA6Pp1L1rtdatUBARqQY7d27Hbs/mySfPHZlZWlpCt27nDwSApoGBeHl5AdCwUSOGjDq3m0gjBRG57Lg6//JrmnsxDIMuXboyadKLZpu3t/W8E80AK/62lDZtb+BUzkmcTif2zHOXAjphP86er77Gz8+PkKuu5MkJz1Vr3QoFEakyT82/1Ke5l9/+thOLFy/k0KGDtG7dhpMnc2jS5MKHiPo28GXY6FH8Z99+9nz5NU/Hjwc0UhARqRdatbqG+Pg/8dJLkzEMg4CAAOLjJ0PA+c8ZLiosYtqESRQWFHLnXZ1ruNr/USiISL1k9bJQVFxGyuxojy+7qLjMpX5du3ana9f/zSNcbPeRn78fE6b+ySP1VYVCQeoET+2Thvq1X1rcZ7VY2PPDfzyyrOuDrvHImc8zZkzj37v/XaH9+ZdeuGAgPPDQEPz8/au8blcpFKRO0DkBrtOk7uUrLm7yBUcKFxLQpEk1VXN+CgWRy4wmdaU6Vf02PSIiUm8oFERExKRQEBERk+YURETqEKfTicVioSA/n9O5p8mxH+eHI0fIO53HgP8bhI+PT7WuX6EgIlIHxP3hj3h7e5OdmUnn8O6csB+ncUBjGjVuTLuwmwm8IojS0tK6EQqrV69m8eLFNGrUiJUrV5Z7bsqUKWRkZLB06VIAdu3axdSpU3E4HDzwwAOMGjUKgPT0dOLj48nPz6dHjx7ExsZitWrvlYhUnw5XXYuvX0OPL7espJhTpz17a8wrmgXx3AsT+cvMOfToczf/3rGTO7t0ZtuWT/lNxztJiJvCbZ3u9Og6z8elUOjYsSNOp5NVq1aVa9+5cyffffcd/v89saKsrIzY2FgWLVpEq1atiImJoUuXLrRr146JEycyduxYunXrxsiRI9m8eTN3332357dIROS/fP0acvCVBzy+3DaTVgOev1/yN19+za133E6zFs05ciiDzuHdsFgsbNn4CXd06YT3f6+iWp1c+qreqlUrrrnmmnJtxcXFTJs2jWeeecZs27NnD0FBQbRt2xZ/f38iIiJITU3FbreTkZFB9+7d8fLyIioqitTUVM9uiYhIHfP551sZOXIoQ4cO5KWXJlNUVHTR/qdOnsTP349jR37g+tC2/Gv7TvwbNiT/bD7bt2zl1MmT1V6z2/tvXn/9daKiorjuuuvMtqysLGw2m/k4JCSEzMxMsrOzsdls5u6ili1bkpmZ6X7VIiJ13M9vsrNs2WpatLCRlLT6oq/p2edu0jZ+QkDTJnz71dflfnJPnaqRut2aaN6/fz/btm3j3XffJTs722y3WCwYRvkbSVut1grthmFUej6hWbMLX3K2sly5fk5Nq8maShyl+HpderLKlZpcXVZN+7X/jl1V32qy2614e9fMXOWl1rNr1w6OH8/mqafO3WSnpOTiN9kBsHp50aBBA+xZ2XTsdle55z5N3XzRGqxWq0d+n26FQnJyMvn5+QwbNoySkhKOHDnC+PHjeeihh8qFRGZmJjabjZCQEOx2O06nE6vVarZXRk7OWZxO49IdLyE4OIDjxz15y+2qq+magoMDPHqdIU/U7uk/TvW1JvBsXfWtJqfTaV64rrrD4VIXyHM4nHTu7PpNdgCWL1lK3pk8wn7TAYfDwZL5C7m5Qxidunela68e+DcsP2n+8xqcTme5985qtbj1Zdqtd+3555/ngw8+YOXKlfzlL3/hlltuYdasWdxyyy3k5uayb98+CgoK2LBhA3369KF58+a0bt2atLQ0HA4HKSkpREREuLNqEZHLwm9/24lt27Zy6NBBAE6ezKGoqPCirxkyajgvzEogbeMnHPpPOr3vi8DH15fSklL+9voiLBZLtdd9yZFCYWEhQ4YMoaCgALvdTnR0NI8//jj33XdfxYV5e5OYmEhcXBxlZWUMGzaM0NBzdwtKSEggLi6OxMREevXqRc+ePT2+MSIidUVlb7LzkxP24+z+15c0adqUkuISekTczep3/kHTwEC++Gxbhd1KnnbJUPD39yc5OfmCz1999dXmOQoAd9xxB0lJSRX6tWnTpsI5DiIi1amkqOC/h496VlmJa1eXrcxNdn5yNi+Pgf83mAZ+fvzt9YVs/3Qrvr6+PBH7DHu+/LpKdbtCZzSLSL21+8fDHllOTd5k57rr25jtk199pVy/mrhNp0JBRKSGuHOTnZqm60yIiIhJoSAiIiaFgoiImBQKIiJiUiiIiFwGck+eqtsXxBMREc9yOBwVrh9nGAaffPgx/9m3n2Vv/q3aa9AhqSJSb9109XU0auDv8eUWlZaQl+vaCWyVkbbxE9YnpeDl/b/7JpSVlhH1wAB+PHKUyAdizGvIVReFgojUW40a+Hvs4o8/t3LwAvLwfCj0vjeC3vfW7nXhFAoiItXk88+3snDhfEpKimnX7mYmTXrhgn2dDgfWi9xZzTAMt247UFn1KhQCAhvg5+N7yX6XusxvdQ0NReTX4+c32WnUqBFvvPEXkpJW89uI899T4fXEP3PkUIZ5JdQzuafx8vamUeNGwLn5hseefZob24VWa931KhT8fHw9MlSsrqGhiPx67Ny5Hbs9myefPHeTndLSi99k58kJz5V7vGT+G9zUPozO4d2qtc5fqlehICJSVxiGQZculbvJzs8dzThCz4h7qqm6C9MhqSIi1cCdm+z85MihDHJPnuS6G66vzhLPSyMFEZFq4O5Ndg59n85rCTMZM+6pGrnT2i8pFESk3sovLmTl4AUeX25RaYlL/Sp7k53iomJSVq7mD+PHceNN7apcpzsUCiJSb333Q4ZHllMTN9m5olkQDfwa8PTE56u8nqpwKRRWr17N4sWLadSoEStXrqS4uJjExET+9a9/cfbsWUaNGsXQoUMBSE9PJz4+nvz8fHr06EFsbCxWqxW73U5sbCw5OTl06NCBl156CV/fSx8+KiJSX9Sbm+x07NiRhx9+2Hx86NAhbrrpJlavXs3SpUuZPn06mZmZAEycOJGxY8eydu1adu/ezebNmwGYMWMGffv2Zd26dZSWlrJ8+XLPb42IiFSJSyOFVq1acezYMfNxu3btaNfu3P4um83Gddddx7Fjx/Dy8iIjI4Pu3btjtVqJiooiNTWV3r17k5qayssvv4zFYiE6OppFixYxYsSI6tmqOkQn1InULMMwamWCtjYZhhPwzDZXeU7h5MmTZGVlERoayqFDh7DZbOZp2C1btmT9+vWcOnUKHx8fGjdubLZnZWVVaj3NmjWuaqmVcqk/0pXhqRPq/ILr5u42T75XnqKaXFPfasrLa0hhYR4BAU09WNE53t517wh+Ly8LDkcZZ86cokmTxh75fVYpFAzDYObMmfzf//0fjRs3xmKxlLvs60/X6bhQe2Xk5JzF6TQu2seTH/Djx/M8spz6XhN4pi7V5Lr6/pmqSk0NG17BqVPHOXPmFFarlbP5OR6p6ViRgdNZ9Ynm6qjJavXC378x/v5Ny713VqvFrS/TboeCYRgkJiaSl5fHtGnTAAgJCcFut5uXds3MzMRmsxEYGIjD4SAvL4+AgACzXUTEk7y8vGnevCVwLqg8dYXUlYMXeOyLRl2r6ZfcGg8ZhsGf//xndu/ezZw5c/D2PpctzZs3p3Xr1qSlpeFwOEhJSSEiIgKLxcI999xDcnIyhmGQnJxMRETtXh5WREQqumQoFBYWEh0dzeTJk9m/fz/R0dEkJyfzxhtvcObMGQYPHkx0dDQJCQkAJCQksGDBAu6//35uv/12evbsCUBcXBwbN24kKioKX19fBg0aVK0bJiIilXfJ3Uf+/v4kJydXaI+JiTlv/zZt2rBy5coK7cHBwbz99ttulCgiIjWl7k2ni4hIrVEoiIiISaEgIiImhYKIiJgUCiIiYlIoiIiISaEgIiImhYKIiJgUCiIiYlIoiIiISaEgIiImhYKIiJgUCiIiYlIoiIiISaEgIiImhYKIiJgUCiIiYnIpFFavXk1kZGS5W2ju2rWL6OhooqKiWLJkidmenp7OoEGDiIyMZObMmTidTgDsdjsjRowgMjKS+Ph4SkpKPLwpIiJSVS6FQseOHXn44YfNx2VlZcTGxjJr1ixWrVrF8uXL2bdvHwATJ05k7NixrF27lt27d7N582YAZsyYQd++fVm3bh2lpaUsX77c81sjIiJV4lIotGrVimuuucZ8vGfPHoKCgmjbti3+/v5ERESQmpqK3W4nIyOD7t274+XlRVRUFKmpqRiGQWpqKtHR0VgsFqKjo9m4cWO1bZSIiLjHrTmFrKwsbDab+TgkJITMzEyys7Ox2WxYrecW27JlSzIzMzl16hQ+Pj40btzYbM/KyvJA+SIi4kne7rzIYrFgGEa5NqvVWqHdMIyLtldGs2aN3SnVbcHBATW6PlfUxZqgbtalmlyjmlxXF+uqjprcCoWQkBCys7PNx5mZmdhsNkJCQrDb7TidTqxWq9keGBiIw+EgLy+PgIAAs70ycnLO4nQaF+3jyTfo+PE8jyynvtcEnqlLNbmuvn+m6mJNcPl9pqxWi1tfpt3afXTLLbeQm5vLvn37KCgoYMOGDfTp04fmzZvTunVr0tLScDgcpKSkEBERgcVi4Z577iE5ORnDMEhOTiYiIsKdVYuISDW65EihsLCQIUOGUFBQgN1uJzo6mscff5zExETi4uIoKytj2LBhhIaGApCQkEBcXByJiYn06tWLnj17AhAXF0dsbCz/+Mc/6NChQ7nDW0VEpG64ZCj4+/uTnJx83ueSkpIqtLVp04aVK1dWaA8ODubtt992o0QREakpOqNZRERMCgURETEpFERExKRQEBERk0ItOER0AAAUFUlEQVRBRERMCgURETEpFERExKRQEBERk0JBRERMCgURETEpFERExKRQEBERk0JBRERMCgURETEpFERExKRQEBERk0JBRERMCgURETFVKRSSkpKIiIigV69eTJs2DcMw2LVrF9HR0URFRbFkyRKzb3p6OoMGDSIyMpKZM2fidDqrXLyIiHiW26FQUFDA9OnTWb58OR988AFffvklW7duJTY2llmzZrFq1SqWL1/Ovn37AJg4cSJjx45l7dq17N69m82bN3tsI0RExDPcDgVvb29CQkJo0qQJDRs2JCwsjMaNGxMUFETbtm3x9/cnIiKC1NRU7HY7GRkZdO/eHS8vL6KiokhNTfXkdoiIiAd4u/tCX19fRowYwahRoxg0aBCGYZCZmYnNZjP7hISEsHfvXrKzs7HZbFit5zKoZcuWrF+/vlLra9assbuluiU4OKBG1+eKulgT1M26VJNrVJPr6mJd1VGT26GQn5/Pxo0befTRR9m8eTN79uzhzjvvxDCMcv2sVisWi6Vcu2EYZkC4KifnLE6ncdE+nnyDjh/P88hy6ntN4Jm6VJPr6vtnqi7WBJffZ8pqtbj1ZdrtUNi0aRPt27cnPDyc8PBw5syZw5EjR8jOzjb7/DRyCAkJwW6343Q6sVqtFUYUIiJSN7g9p2AYBv/6178oLCyktLSUjIwMSkpKyM3NZd++fRQUFLBhwwb69OlD8+bNad26NWlpaTgcDlJSUoiIiPDkdoiIiAe4PVKIiopi//79REVFYRgGHTp0YMyYMfTo0YO4uDjKysoYNmwYoaGhACQkJBAXF0diYiK9evWiZ8+entoGERHxELdDwWq1Mn78eMaPH1+u/Y477iApKalC/zZt2rBy5Up3VyciIjVAZzSLiIhJoSAiIiaFgoiImBQKIiJiUiiIiIhJoSAiIiaFgoiImBQKIiJiUiiIiIhJoSAiIiaFgoiImBQKIiJiUiiIiIhJoSAiIiaFgoiImBQKIiJiUiiIiIipSqGQlZXF6NGj6d+/Pw899BCHDx9m165dREdHExUVxZIlS8y+6enpDBo0iMjISGbOnInT6axy8SIi4llu347TMAxiY2N58MEHiY6O5tChQzRr1oyRI0eyaNEiWrVqRUxMDF26dKFdu3ZMnDiRsWPH0q1bN0aOHMnmzZu5++67PbktIiJSRW6PFA4dOkRmZib3338/AK1bt+b7778nKCiItm3b4u/vT0REBKmpqdjtdjIyMujevTteXl5ERUWRmprqsY0QERHPcHukcPToUa6++mqmT5/O9u3bufnmm+ncuTM2m83sExISwt69e8nOzsZms2G1nsugli1bsn79+qpXLyIiHuV2KOTn53Pw4EHi4+N5/vnnefTRR/nhhx8wDKNcP6vVisViKdduGIYZEK5q1qyxu6W6JTg4oEbX54q6WBPUzbpUk2tUk+vqYl3VUZPboXDllVfSsGFD2rVrB0C3bt3Ytm0bOTk5Zp/MzExsNhshISHY7XacTidWq9Vsr4ycnLM4ncZF+3jyDTp+PM8jy6nvNYFn6lJNrqvvn6m6WBNcfp8pq9Xi1pdpt+cUwsLCKCsr46uvvqKkpITPP/+cPn36kJuby759+ygoKGDDhg306dOH5s2b07p1a9LS0nA4HKSkpBAREeHuqkVEpJq4PVLw9vZm3rx5vPjii5w8eZJOnToxcOBAbrjhBuLi4igrK2PYsGGEhoYCkJCQQFxcHImJifTq1YuePXt6ahtERMRD3A4FgJtvvpmVK1eWa7vjjjtISkqq0LdNmzYV+oqISN2iM5pFRMSkUBAREZNCQURETAoFERExKRRERMSkUBAREZNCQURETAoFERExKRRERMSkUBAREZNCQURETAoFERExKRRERMSkUBAREZNCQURETAoFERExKRRERMSkUBAREVOVQ8EwDB555BHi4uIAWL9+Pf3796d///6sW7fO7Ldr1y6io6OJiopiyZIlVV2tiIhUgyrdoxkgOTmZ06dP06JFC06fPs20adN4//33sVqtxMTEcNddd9GkSRNiY2NZtGgRrVq1IiYmhi5dutCuXTtPbIOIiHhIlUYKJ0+eZOHChYwZMwaArVu3ctttt9GiRQuaN29Ox44dSUtLY8+ePQQFBdG2bVv8/f2JiIggNTXVIxsgIiKeU6WRQkJCAk8++SSBgYEAZGVlYbPZzOdDQkLIzMzE39+/QvvevXsrta5mzRpXpdRKCw4OqNH1uaIu1gR1sy7V5BrV5Lq6WFd11OR2KHz66aecPXuWfv36sXPnTgAsFku5PoZhYLVasVgsGIZR7jmrtXKDlJycszidxkX7ePINOn48zyPLqe81gWfqUk2uq++fqbpYE1x+nymr1eLWl2m3QyEpKYkff/yRwYMHc/bsWU6ePMnOnTu5+eabzT5ZWVmEhoYSEhJCdna22Z6ZmVlu5CAiInWD26Ewe/Zs8987duxgzZo1TJw4kfvuu4/s7Gy8vLz44osvmDJlCk2aNCE3N5d9+/ZxzTXXsGHDBubNm+eRDRAREc+p8tFHP9ekSRNefPFFRo8eDcDEiRMJCgoCIDExkbi4OMrKyhg2bBihoaGeXLWIiHiAR0KhU6dOdOrUCYA+ffrQp0+fCn3uuOMOkpKSPLE6ERGpJjqjWURETB7dfVTbSspKWDl4gUeWIyLya1SvQsHX25eDrzxQ5eW0mbQaKK56QSIilxntPhIREZNCQURETPVq95GztOS/u36qvhypWZ6aD/ppWSLinnoVClYfX/o/l1zl5aTMjkZzCjXLU/NBoDkhkarQ7iMRETEpFERExFSvdh/J5ctT80E/LUtE3KNQkDrBU/NBoDkhkarQ7iMRETEpFERExKRQEBERk0JBRERMmmj+FdLZwyJyIQqFXyGdPSwiF+J2KJw5c4ZXXnmFAwcOUFRUxLPPPkufPn3YtWsXU6dOxeFw8MADDzBq1CgA0tPTiY+PJz8/nx49ehAbG4vVqr1XUndpRCW/Rm6Hwrfffst9993Hq6++yjfffMOIESPYsWMHsbGxLFq0iFatWhETE0OXLl1o164dEydOZOzYsXTr1o2RI0eyefNm7r77bk9ui7hIJ4q5RiMq+TVyOxS6dOli/jssLAyr1co333xDUFAQbdu2BSAiIoLU1FSCgoLIyMige/fuWK1WoqKiSE1N/VWEQl28G5xOFBORC/HInMKBAwdo3Lgxdrsdm81mtoeEhLB3716ys7Ox2Wzm7qKWLVuyfv16T6y6ztPd4ETkclLlUCgrK2P69Ok8+eSTWK1WDMMo97zVasVisZRrNwyj0vMJzZo1rmqplRIcHFCj63NFXawJ6mZdqsk1qsl1dbGu6qipSqHgcDiYMGEC119/Pb/73e/YvXs32dnZ5vOZmZnYbDZCQkKw2+04nU6sVqvZXhk5OWdxOo2L9vHkG3T8eJ5HllPfawLP1FUXa2oW2MCjcy85uZ4Z6TW9ooHHdkmePuWZmvQ5d01N1mS1Wtz6Mu12KDgcDuLj4wGYNGkSFouFW265hdzcXPbt28c111zDhg0bmDdvHs2bN6d169akpaURHh5OSkoKjz76qLurvqzobnCXr7o696JdklKd3A6Ft956i+TkZDp06MCAAQMA6N+/P4mJicTFxVFWVsawYcMIDQ0FICEhgbi4OBITE+nVqxc9e/b0yAbUdbobnIhcTtwOhTFjxjBmzJjzPpeUlFShrU2bNqxcudLd1YmIVIrOM3GPzmgWkXpJ55m4R6cUi4iISSMFkcuMDl5wjc7cd49CQeQyo4MXXFMXjx67HOY5FAoiUmV18XIuddHlMM+hUBCRKtO5E/WHJppFRMSkkYKISA25HCa/FQoiIjWkLk5+/5JCQUSqTIfJ1h8KBRGpMh0mW39oollEREwKBRERMSkURETEpFAQERGTQkFEREwKBRERMSkURETEVKOhsH79evr370///v1Zt25dTa5aRERcUGMnr50+fZpp06bx/vvvY7VaiYmJ4a677iIoKKimShARkUuosVDYunUrt912Gy1atACgY8eOpKWlMWDAAJdeb7VaXOrX4gp/t2t0Z32uqM81gefqUk2uq8+fqbpYE1x+nyl367UYhmG4W1BlvPXWW2RmZjJ58mQAZs6cSePGjfnDH/5QE6sXEREX1NicgsVSPrUMw8Bq1Ty3iEhdUmN/lUNCQsjKyjIfZ2VlERISUlOrFxERF9RYKHTr1o0vv/yS7OxsTpw4wRdffEF4eHhNrV5ERFxQY3MKABs3buS1114D4IknnqBfv341tWoREXFBjYaCiIjUbZrpFRERk0JBRERMCgURETEpFERExKRQEBER0682FD7++ONaWW9paSl2u71C++LFi2uhmv/59ttvKSwsBGDPnj288cYbfPLJJ7Va0y8lJibW6vp/fvIlwCeffMIbb7zB9u3ba6kiOHr0KMXFxQAUFxfzzjvv8PLLL7Nq1SocDket1ZWQkEBubm6trf9Ctm/fztdffw3AiRMneP3115k7dy75+fm1VtPJkydZs2YN8+fP55133mHLli21+rv71R6SOmDAANasWVOj60xNTWX8+PF4eXkREBDAU089xcCBA2utnp+8+uqrpKSk4O/vz4wZM5g4cSK9e/dm165dhIeH89RTT9V4TfHx8RXa0tLS6NGjBwDTp0+v6ZLK/Y7mz5/PRx99RPfu3dm6dSuDBg1i+PDhNV7T8OHDmTZtGtdeey3x8fFkZ2fTrVs3PvvsM6666ipefvnlGq8JoFOnTrRs2ZJRo0bRr18/fHx8aqWOn3vllVf48ssvad++PU6nk2+//ZauXbuSkZGBl5cXc+bMqfGa0tLSePXVV7nrrrvYuXMnYWFh2O12jh49yvz587nhhhtqvKYau0pqbRgyZMh52w3DICMjo2aLAebOncvSpUsJCwtj//79zJgxg++++45JkyZRm9m8fv16Nm7cyJ49e3j44Yd57733CA0NJTc3lwEDBtRKKGRnZ5OXl8eYMWNo2rQphmGwe/dul6+qWx1+/jv64IMPWLBgAddeey2jRo1iyJAhtRIKp0+f5tprrwVg7969rFmzBqvVykMPPURUVFSN1/OTli1b8vbbb/Paa6/xl7/8hTvvvJObbrqJ4OBg/P396dmzZ43X9Mknn/Dhhx/i5+fHunXr8PLyYty4cZSWlnLvvffWeD0A8+bNY9myZQQGBnLs2DHmzZvHm2++yddff82UKVP4xz/+UeM11etQOHv2LCNHjjT/0/zEMAxeeOGFGq+nQYMGhIWFARAaGsqbb77J888/T2xsLA0aNKjxen5yxRVX4O/vz6233krDhg0JDQ0FIDAwkCZNmtRKTYsXLyYpKYm5c+fy1FNPcd999xEQEEDHjh1rpR4Ah8NBWVkZ3t7eXHXVVeZl4Fu0aEFgYGCt1GSz2Vi3bh1RUVF07tyZ9PR0brzxRvbt28cVV1xRKzXBuQtgNm3alClTppCXl8eWLVv45ptv2LVrF/n5+bUSCj4+PhQXF+Pr68uKFSt47LHHgHO/119esLOmnDp1yvy/HxQUxLfffgvArbfeSkFBQa3UVK9D4ZFHHqFTp05cddVVFZ7z9/fcNc1d1bZt23K7QLy8vJg1axZxcXHs3r27xuv5Sfv27dm1axd33nknO3bsMNs3bdrE9ddfX2t1xcTEEB4ezvTp00lJSTHnPGpLZmYmd911F40aNcLhcJCenk5YWBjp6elmQNS0adOmERsby//7f/+Pq666itGjR+Pv74/D4WDevHm1UhOUH1UFBAQQGRlJZGRkrdUD5y6tExERwZVXXsnw4cN59913zaCqrZFCVFQUgwYNolOnTuzYsYOuXbsCsH//flq2bFkrNf1q5xSKiorw8/Or0XXm5eWxZ88eunTpUq7d6XTy5ptvMmbMmBqt5ydnz57Fx8enwmhl8+bNhIWFERwcXCt1/dynn35KUlISs2fPru1SKti+fTstWrSgTZs2tVbDoUOHOHLkCAUFBVx55ZWEhYXh5eVVa/UkJSURExNTa+u/kMLCQry9vfHx8aGgoIBNmzZhGAZRUVG1Nlr47LPP2Lt3L61bt+buu+/GYrFgGAanT5+ulRHorzYURESkol/tIakiIlKRQkFEREwKBZGf6d27d7nJ9qooKSkhOjqavXv3AvD888+zYsUKjyxbpLrU66OPRGqTr68vycnJ5uOZM2fWYjUirtFIQURETAoFkQtITU3l3nvv5ezZsyxYsID+/ftz55138swzz1BUVATAjh07GDVqFEuXLiUiIoJu3brxz3/+01xGaGgoP/zwA3DukhTvv/9+bWyKiMsUCiLnceTIEV566SXmzZtHgwYN8PX15c033+Sf//wn6enpJCUlmX137NhBYWEhycnJDB8+nFmzZtVi5SJVo1AQ+YXi4mL++Mc/Mm7cOG688UZ8fHz4/e9/T2BgIAcPHqRFixZ89913Zv+QkBDGjBmDv78/3bt35/Dhw7VYvUjVaKJZ5Bdmz57NiRMnzD/uTqeT1157jdTUVNq3b4+Xl5d5uepfatKkCaWlpTVZrohHaaQg8guNGjXi/fffZ9WqVRw5coSPPvqILVu28P777zN9+nTat29f2yWKVBuFgsgvPPXUU9hsNkaNGkVCQgI5OTkUFxdTUlLC/v372bBhQ22XKFJtFAoiv2C1nvtvMWLECP7zn/8QGBhI06ZN6dWrF/Pnzyc6OrqWKxSpPrognkg1cTqd3HTTTWzatOm8l28XqYs0UhCpBk6nkwMHDuDl5VWrN7sRqSyFgkg1WL58OcOHD+fRRx+lYcOGtV2OiMu0+0hEREwaKYiIiEmhICIiJoWCiIiYFAoiImJSKIiIiEmhICIipv8PsPcuuQDam9MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 巻次毎に詳細目の割合が下がっていく\n",
    "gk_s = df.groupby(['kanji']).sum()\n",
    "gk_s.loc[:, gk_s.columns.str.startswith('e_')].plot.bar(stacked=True, title='巻次毎の登場目タイプ数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12fd689b0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc_m = df.groupby(['chara_num']).mean()\n",
    "gc_m.loc[:, [c for c in gc_m.columns if c.startswith('e_')]].plot.bar(stacked=True, title='登場人物数毎の目タイプ数')\n",
    "gkc_m = df.groupby(['kanji','chara_num']).mean()\n",
    "gkc_m.loc[:, [c for c in gkc_m.columns if c.startswith('e_')]].plot.bar(stacked=True,figsize=(20,8), title='巻次と登場人物数毎の目タイプ数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c4eca90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2bdpg3rx5UKlU1bNWRFTnce/TPCaFQseOHWE0GrFz504AQJcuXaDVlo0xVFJSglGjRiEiIkKaPzo6Gl27lj/IGhMTgz59+mDUqFGYMWMGtm/fjtDQULnWg4iIZGDSdQpNmzbFU0899cDnvvjiCwQGBqJ58+bSNHd393LzCCGQmJgIjUYDhUIBjUaDw4cPV6FsIiKqDlU6pmAwGJCQkID4+Phy0+Pi4pCRkYE2bdpgzpw50Ov1cHBwgItL2WmXPj4+yMzMrFRbjRpVPGVTp1PC3v5/uVbf2R52KtOGJagMQ0kxcgtMOy3VXPeuhymUSqVJfaFVUd3Lr062WDtrMo0t1gTYZl3VUVOVQuHMmTPw8vJCo0aNpGkRERFwcXGBvb09FixYgFWrVmHy5MkQQkjzCCGgVFbuRzA7Ox9Goyg3zWg0lju91E7liN8XyNOHeC+/Obuhv119/YnmnCZrNBpx/bo5A3qbxtPTtVqX/6D25CRH7bZYEyBvXazJdDXtO6VUKh64Mf04VQqFs2fPwt/fv9w0Pz8/6e/g4GB8/vnncHNzg8FgQF5eHlxdXZGRkQG1Wl2VpmsEW72fAs/KIKKHqVIoZGRkwNPTU3p87do1XLp0CYGBgSgqKsLXX3+Ndu3aQaFQoFevXtBqtRg9ejS0Wi2CgoKqXHxttm7darRv/yJeeull2ZfNszKI6GEe24dTWFgIjUaDuXPn4uLFi9BoNDh48CAAID8/H05OTtK8rq6uSEpKwtChQ9GvXz/Y29tj0qSyIaGjoqJw+PBhhISEQKVSYdiwYdW0StZ16tSPCA0djjfeGItNm9abvZzQ0PHYuXM7fvrppIzVERE92mP3FJycnKTTT+/38ccfl3tcv359REdHP3BeT09PbN682YwSa47K3k9hx46tOHLkMBQKQIiKzxcVFWL69GlYvHg5OnfuUo2VExGV4RXNMqrs/RSGDx+N4cNHP/BAsxACK1bE4dVXe6NTp87VVjMR0b0YCjKq7P0UHmXjxnVQq70xcuQYWZZHRGSKWhUK+pJi+M3ZXS3LNYW591N4kJEjx3A4bSKyuFoVCjm3SwA8+kyY6hw6uyr3U7gfA4GIrKFWhYIt4P0UiKgmYyhYAO+nQEQ1BUPBAng/BSKqKSo3ABEREdVqDAUiIpIwFIiISMJQICIiSa060Ozq5oh6DvLf97motAR5t0y7gK2qpk6diE8+MX8gPSKiqqhVoVDPQYVhO96WfbkJw9cgD5UPBVu9nwIR0cOw+4iIiCS1ak/BFpw69SNWroyDg4MKTZo0tXY5RGRDDMUlZTemkmlZ1YGhIKPK3k+BiOoWO0f5urgThq8BzOjWfhyGgowedj8Fe/vH99LdnUehUDxwfmEUMBgfcCceqjY1YauOSG4MBRk97H4K+b+lPva1t/Ny0cC1PgyFhcj/LVV6fJfLM80BhoJF1YStOiK5mXSgeffu3QgODi53X2WNRoM+ffpAo9FAo9HgP//5DwAgNTUVw4YNQ3BwMJYsWSINBKfT6RAaGorg4GDMmjULJSW1b8up7H4K53Dt2p8AYPL9FIxGI+avWo6U1F8BACmpv2L+quUVBtEjIqpuJu0pdOzYEUajETt37iw3fe3atfD19S03bfbs2ZgyZQq6du2KsLAwJCUloWfPnoiJiUGfPn0watQozJgxA9u3b0doaKh8a4Ky6wnKtsjkVVRqWoCZez8FpVKJv7w7HR+vWoZrmRnYtHMb/vLudCiVPDmMiCzLpFBo2rQp0tPTK0x3d3cv91in0yEtLQ0BAQFQKpUICQlBYmIiXn31VSQmJiI6OhoKhQIajQbr16+XPRQK80tx/beUKi/H5ZnmZt+I5/77Kbz55kSTuo9cnV0QOXEKopYsQOTEKXDlTXaoBpHr+AuPvVhflY4pREVF4fLlywgICEBkZCSysrKgVqulLVwfHx8cOnQIOTk5cHBwgIuLizQ9MzOz6tXXEG/PjazQFdTIvSEWzphdbppHw0ZYM38xHOwdLFkeUZXJdfyFx16sz+xQWLx4Mby9vVFUVITIyEjEx8ejQ4cOEOJ/B0OFEFAqlVAoFA+cXhmNGlXcctbplCad2WMOOZe7Zv4Sk+d9VCDcW5NSqYSnp2uV6pKLrdRxL9Zkmtpck6FExrPHSkpq9Xt1L7NDwd/fX/q7d+/eSElJQUhICHQ6HYxGI5RKJTIyMqBWq+Hm5gaDwYC8vDy4urpK0ysjOzsfxvvOvjEajeW6eeT8IZfrPs7VVZPRaMT163lmLUfuL5K5ddyrYX1HWU//vJlb9a1NW3yfAPneK7neJ0De90qu98nT01XWs8fkqMuS3ymlUvHAjenHMSsUzp8/j+LiYrRv3x63b9/G0aNH0b9/f3h4eMDX1xfJycno1q0b9u/fjwkTJkChUKBXr17QarUYPXo0tFotgoKCzGmaaime/mk6dtVQdXrsZmxhYSE0Gg3mzp2LixcvQqPR4NKlS9iyZQuGDBmCgQMH4vnnn8fQoUMBAAsXLsSaNWswcOBAtG/fHoGBgQDKjj8cPnwYISEhUKlU5U5vpf8p1ZdauwQiqsMeu6fg5OQErVZbYfrgwYMfOL+fnx8SEhIqTPf09MTmzZvNKLHuuHEzG1FLFiAmcg48GjaydjlEVAfVqiuaXZ3s4f5SG9mXqy8qRk5e5U+Vuzt09pbYlY+dN68gH0vWr0Zeftn/P5z2AU9LJSKLq1WhYF/PEcc1Q2VfbhftbsCMUDCV0WhE9Io4vDF8FNZv24Lw10YiekUcFkd9yAvYiMiialUo2AJzhs5WKpWYO+19aayjls88i7nT3mcgEJHFMRRkVJWhs+8d/O5Bj4mILIGbojJ62NDZREQ1BfcUZPSwobNtDe8TQEQPw1CQUdnQ2fNw7dqfaNy4iclDZ1saLxQjoodhKMjI3KGziYhsRa0KBX1RsWzdIvcv11TmDp1NRGQLalUo5BXqkX/2YpWXU5X7KTyIqUNnA8CyufNka5eIqLJqVSjYqsoMnU1EZE08JZWIiCQ1PhTuvXlPXVEX15mILKNGh4JSaQeDQW/tMizOYNBDqbT96yGIqOap0aHg5OSCvLxbEEK+g8K2Tggj8vJy4OTEEVSJSH41+kCzi0sD5ORcR1bWnwDK7vtcXJBT5eXmpv9R4Wwhc8lfkwIqVT24uDSoenFERPep0aGgUCjQsKGX9NjT01WWobPba3fLep9YW6uJiOhhanT3ERERycukPYXdu3dj06ZNcHZ2RkJCAoqLixEbG4uff/4Z+fn5CA8Px8iRIwEAkydPRkpKClxdXQEAU6ZMQVBQEHQ6HSIiIpCdnY02bdpg3rx5UKlU1bdmRERUaSaFQseOHWE0GrFz504AwOXLl9GyZUvMnj0bOp0OvXv3RmBgIHx8fAAA0dHR6Nq1/Lg/MTEx6NOnD0aNGoUZM2Zg+/btCA0NlXVl5Br9kyN/ElFdZVIoNG3aFOnp6dJjf39/+Pv7AwDUajWefvpppKenS6Hg7u5e7vVCCCQmJiI6OhoKhQIajQbr16+XPRTkGv2TI38SUV1V5QPNN2/eRGZmJlq0aCFNi4uLQ0ZGBtq0aYM5c+ZAr9fDwcEBLi5lp1H6+PggMzOzqk0TEZHMqhQKQggsWbIEo0aNkn7wIyIi4OLiAnt7eyxYsACrVq3C5MmTy12FK4So9P2HGzWy7Hn5np6uFm3PFLZYE2CbdbEm07Am09liXdVRk9mhIIRAbGws8vLyMH/+fGm6n5+f9HdwcDA+//xzuLm5wWAwIC8vD66ursjIyIBara5Ue9nZ+TAaHz28g5xvkJynpMrFFmsC5KmLNZmutn+nbLEmoOZ9p5RKhVkb02adkiqEwN/+9jecOXMGy5Ytg719WbZcu3YNSUlJEEKgsLAQX3/9Ndq1aweFQoFevXpBq9VCCAGtVougoCBzmiYiomr02D2FwsJCjBgxAnfu3IFOp4NGo0F4eDjWrl0Lf39/DB8+HEIIdOrUCVOnTkVSUhJWrVqFmzdvokuXLpg0aRIAICoqChEREdi2bRvatGmDYcOGVfvKERFR5Tw2FJycnKDVaitMHzRo0APnj46OfuB0T09PbN68uZLl1Xw8TZaIapIaPcxFTcDTZImoJuEwF0REJGEoEBGRhKFAREQShgIREUkYCkREJGEoEBGRhKFAREQShgIREUkYCkREJGEoEBGRhKFAREQShgIREUkYCkREJGEoEBGRhKFAREQShgIREUkYCkREJGEoEBGRxKRQ2L17N4KDgzFs2DBp2qlTp6DRaBASEoLPPvtMmp6amophw4YhODgYS5YsgdFoBADodDqEhoYiODgYs2bNQkkJ7zlMRGRrTAqFjh07Yty4cdJjvV6PiIgILF26FDt37sT27duRkpICAJg9ezamTJmCf/7znzhz5gySkpIAADExMejTpw8OHDiA0tJSbN++Xf61ISKiKjEpFJo2bYqnnnpKenzu3Dk0bNgQzz33HJycnBAUFITExETodDqkpaUhICAAdnZ2CAkJQWJiIoQQSExMhEajgUKhgEajweHDh6ttpYiIyDz25rwoMzMTarVaeuzt7Y0LFy4gKysLarUaSmVZ1vj4+ODQoUPIycmBg4MDXFxcpOmZmZmVarNRIxdzSjWbp6erRdszhS3WBNhmXazJNKzJdLZYV3XUZFYoKBQKCCHKTVMqlRWmCyEeOb0ysrPzYTSKR84j5xt0/XqeLMup7TUB8tTFmkxX279TtlgTUPO+U0qlwqyNabPOPvL29kZWVpb0OCMjA2q1Gt7e3tDpdNLB5bvT3dzcYDAYkJeXV246ERHZFrNC4fnnn8etW7eQkpKCO3fu4JtvvkHv3r3h4eEBX19fJCcnw2AwYP/+/QgKCoJCoUCvXr2g1WohhIBWq0VQUJDc60JERFX02O6jwsJCjBgxAnfu3IFOp4NGo8GkSZMQGxuLqKgo6PV6jB49Gi1atAAALFy4EFFRUYiNjUWPHj0QGBgIAIiKikJERAS2bduGNm3alDu9lYiIbMNjQ8HJyQlarfaBz+3bt6/CND8/PyQkJFSY7unpic2bN5tRIhERWQqvaCYiIglDgYiIJAwFIiKSMBSIiEjCUCAiIglDgYiIJAwFIiKSMBSIiEjCUCAiIglDgYiIJAwFIiKSMBSIiEjCUCAiIglDgYiIJAwFIiKSMBSIiEjCUCAiIglDgYiIJI+9HefD7N27F//4xz+kx5mZmRgwYAB++uknFBUVoV69egCAefPmoV27dkhNTcWsWbNQUFCA7t27IyIiAkolM4mIyJaYHQqDBw/G4MGDAQC3bt1CaGgoJk+ejPDwcKxduxa+vr7l5p89ezamTJmCrl27IiwsDElJSejZs2fVqiciIlnJsqm+cuVKjB8/Hg0bNgQAuLu7l3tep9MhLS0NAQEBsLOzQ0hICBITE+VomoiIZFTlUMjNzUVycjL69+8vTYuKikKfPn0wf/58lJSUICsrC2q1Wuou8vHxQUZGRlWbJiIimZndfXTXsWPH8NJLL0GlUgEAFi9eDG9vbxQVFSEyMhLx8fHo0KEDhBDSa4QQlT6e0KiRS1VLrRRPT1eLtmcKW6wJsM26WJNpWJPpbLGu6qipyqFw9uxZ+Pv7S4/v/bt3795ISUlBSEgIdDodjEYjlEolMjIyoFarK9VOdnY+jEbxyHnkfIOuX8+TZTm1vSZAnrpYk+lq+3fKFmsCat53SqlUmLUxXeXuo4yMDHh5eQEAzp8/j3//+98AgNu3b+Po0aNo164dPDw84Ovri+TkZBgMBuzfvx9BQUFVbZqIiGRW5VDIz8+XTj/18PDAli1bMGTIEAwcOBDPP/88hg4dCgBYuHAh1qxZg4EDB6J9+/YIDAysatNERCSzKncfbdq0SfpbrVZj2bJlD5zPz88PCQkJVW2OiIiqEa8eIyIiCUOBiIgkDAUiIpIwFIiISMJQICIiCUOBiIgkDAUiIpIwFIiISMJQICIiCUOBiIgkDAUiIpJUeewjIiIyTYm+BAnD18i2rOrAUCAishCVvQq/Lxgqy7L85uwGUCzLsu7FUCCqYeTa2qyuLU2q2RgKRDWMXFub1bWlSTUbQ4FsQk3oa6WHs8W9F36nzMNQIJtgi32t/FHJ+qx6AAAOZ0lEQVQxnS3uvdjid6omYCgQPQR/VKgu4nUKREQkqdKeQocOHeDt7Q07OzsAwJo1a5Ceno6PP/4YBoMBQ4cORXh4OAAgNTUVs2bNQkFBAbp3746IiAgolcwkIiJbUuXuoz179kClUgEA9Ho9Ro0ahfXr16Np06YYNGgQOnfuDH9/f8yePRtTpkxB165dERYWhqSkJPTs2bPKK0BERPKp0qa6i4uLFAgAcO7cOTRs2BDPPfccnJycEBQUhMTEROh0OqSlpSEgIAB2dnYICQlBYmJilYsnIiJ5VWlPwWAw4I033kB6ejqCg4PRvHlzqNVq6Xlvb29cuHABWVlZUKvVUneRj48PDh06VKm2GjVyqUqplebp6WrR9kxhizUBtlkXazINazKdLdZVHTVVKRRWr16N5s2bQ6fTYerUqXjnnXcghCg3j1KphEKhKDddCFHp4wnZ2fkwGsUj55HzDbp+PU+W5dT2mgB56mJNpqvt3ylbrAmoed8ppVJh1sZ0lUKhTZs2AABfX18EBATg119/RVZWlvR8RkYG1Go1vL29odPpYDQaoVQqpelERGRbzD6m8MMPP+C3334DAOh0Ohw/fhxt27bFrVu3kJKSgjt37uCbb75B79694eHhAV9fXyQnJ8NgMGD//v0ICgqSbSWIiEgeZu8peHl5YenSpcjKysKtW7cQFhaGgIAAxMbGIioqCnq9HqNHj0aLFi0AAAsXLkRUVBRiY2PRo0cPBAYGyrUOREQkE7NDoXnz5li7dm2F6S+++CL27dtXYbqfnx8SEhLMbY6IiCyAV48REZGEoUBERBIOiFcHcfRPInoYhkIdxNE/iehh2H1EREQShgIREUkYCkREJGEoEBGRhKFAREQShgIREUkYCkREJGEoEBGRpFZdvCbXlbq8SpeI6qpaFQpyXanLq3SJqK5i9xEREUlq1Z6CLWKXFhHdZSwt+f89EfIsqzowFKoZu7SIrMMWf4CVDioMmK6VZVn74zSojt8EhgIR1Uo14QfYFpkdCrm5uViwYAEuXbqEoqIifPDBB+jduzc0Gg2KiopQr149AMC8efPQrl07pKamYtasWSgoKED37t0REREBpZKHNIgqS64t4OrqfqCazexQOH/+PPr164fFixfj7NmzCA0NxcmTJwEAa9euha+vb7n5Z8+ejSlTpqBr164ICwtDUlISevbsWbXqieogubaA5dz6ZVDVHmaHQufOnaW/W7VqBaVSiZycHACAu7t7uXl1Oh3S0tIQEBAApVKJkJAQJCYmMhTIptlin7StssWgIvPIckzh0qVLcHFxgZeXFwAgKioKly9fRkBAACIjI5GVlQW1Wi11F/n4+ODQoUNyNE1UbdgnTXVRlUNBr9dj0aJFmDp1KhQKBRYvXgxvb28UFRUhMjIS8fHx6NChA4QQ0muEEJU+ntCokUtVS60UT09Xi7ZnClusCbDNuliTaViT6WyxruqoqUqhYDAYMHPmTDRv3hyvvfYaAMDf3196vnfv3khJSUFISAh0Oh2MRiOUSiUyMjKgVqsr1VZ2dj6MRvHIeeR8g65fz5NlObW9JkCeuliT6Wr7d8oWawJq3ndKqVSYtTFtdigYDAbMmjULADBnzhwoFAqcP38excXFaN++PW7fvo2jR4+if//+8PDwgK+vL5KTk9GtWzfs378fEyZMMLdpqoXYf09kG8wOhY0bN0Kr1aJNmzYYPHgwgLI9g99//x3z589HdnY2BgwYgKFDyy7cWrhwIaKiohAbG4sePXogMDBQlhWg2oH990S2wexQmDhxIiZOnGjy/H5+fkhISDC3OSIisgBePUZERBIOc1EHsf+eiB6GoVAHsf+eiB6mVoUCL7UnIqqaWhUKvNSeiKhqalUo2CLuvRBRTcJQqGbceyGimoSnpBIRkYShQEREEoYCERFJGApERCRhKBARkYShQEREEoYCERFJGApERCRhKBARkYShQEREEoYCERFJGApERCSxaCgcOnQIAwYMwIABA3DgwAFLNk1ERCaw2Cipt2/fxvz587Fnzx4olUoMGjQIr7zyCho2bGipEoiI6DEsFgrff/89XnjhBXh5eQEAOnbsiOTkZAwePNik1yuVCpPm83J3MrtGc9ozRW2uCZCvLtZkutr8nbLFmoCa950yt16FEEKYW1BlbNy4ERkZGZg7dy4AYMmSJXBxccHkyZMt0TwREZnAYscUFIryqSWEgFLJ49xERLbEYr/K3t7eyMzMlB5nZmbC29vbUs0TEZEJLBYKXbt2xS+//IKsrCzcuHEDP/30E7p162ap5omIyAQWO6YAAIcPH8bKlSsBAG+//Tb69+9vqaaJiMgEFg0FIiKybTzSS0REEoYCERFJGApERCRhKBARkYShQEREkjobCl9//bVV2i0tLYVOp6swfdOmTVao5n/Onz+PwsJCAMC5c+ewdu1aHDlyxKo13S82Ntaq7d978SUAHDlyBGvXrsWJEyesVBFw9epVFBcXAwCKi4uxZcsWREdHY+fOnTAYDFara+HChbh165bV2n+YEydO4PTp0wCAGzdu4O9//zuWL1+OgoICq9V08+ZN7N27F6tXr8aWLVtw7Ngxq352dfaU1MGDB2Pv3r0WbTMxMREzZsyAnZ0dXF1dMW3aNAwZMsRq9dy1ePFi7N+/H05OToiJicHs2bPx6quv4tSpU+jWrRumTZtm8ZpmzZpVYVpycjK6d+8OAFi0aJGlSyr3Ga1evRoHDx5EQEAAvv/+ewwbNgxjx461eE1jx47F/Pnz0axZM8yaNQtZWVno2rUrjh8/jsaNGyM6OtriNQFAp06d4OPjg/DwcPTv3x8ODg5WqeNeCxYswC+//ILWrVvDaDTi/Pnz6NKlC9LS0mBnZ4dly5ZZvKbk5GQsXrwYr7zyCn788Ue0atUKOp0OV69exerVq/HMM89YvCaLjZJqDSNGjHjgdCEE0tLSLFsMgOXLl+OLL75Aq1atcPHiRcTExOC///0v5syZA2tm86FDh3D48GGcO3cO48aNw65du9CiRQvcunULgwcPtkooZGVlIS8vDxMnTkSDBg0ghMCZM2dMHlW3Otz7GX355ZdYs2YNmjVrhvDwcIwYMcIqoXD79m00a9YMAHDhwgXs3bsXSqUSY8aMQUhIiMXrucvHxwebN2/GypUr8cknn6BDhw5o2bIlPD094eTkhMDAQIvXdOTIEXz11VeoV68eDhw4ADs7O7z//vsoLS1F3759LV4PAKxatQrx8fFwc3NDeno6Vq1ahQ0bNuD06dP48MMPsW3bNovXVKtDIT8/H2FhYdI/mruEEPjLX/5i8XocHR3RqlUrAECLFi2wYcMGREZGIiIiAo6Ojhav5y53d3c4OTmhbdu2eOKJJ9CiRQsAgJubG+rXr2+VmjZt2oR9+/Zh+fLlmDZtGvr16wdXV1d07NjRKvUAgMFggF6vh729PRo3biwNA+/l5QU3Nzer1KRWq3HgwAGEhITg5ZdfRmpqKp599lmkpKTA3d3dKjUBZQNgNmjQAB9++CHy8vJw7NgxnD17FqdOnUJBQYFVQsHBwQHFxcVQqVTYsWMH3nrrLQBln+v9A3ZaSk5OjvRvv2HDhjh//jwAoG3btrhz545VaqrVoTB+/Hh06tQJjRs3rvCck5N8Y5qb6rnnnivXBWJnZ4elS5ciKioKZ86csXg9d7Vu3RqnTp1Chw4dcPLkSWn60aNH0bx5c6vVNWjQIHTr1g2LFi3C/v37pWMe1pKRkYFXXnkFzs7OMBgMSE1NRatWrZCamioFhKXNnz8fERERWLFiBRo3bow333wTTk5OMBgMWLVqlVVqAsrvVbm6uiI4OBjBwcFWqwcoG1onKCgITz75JMaOHYutW7dKQWWtPYWQkBAMGzYMnTp1wsmTJ9GlSxcAwMWLF+Hj42OVmursMYWioiLUq1fPom3m5eXh3Llz6Ny5c7npRqMRGzZswMSJEy1az135+flwcHCosLeSlJSEVq1awdPT0yp13eu7777Dvn37EBcXZ+1SKjhx4gS8vLzg5+dntRouX76MK1eu4M6dO3jyySfRqlUr2NnZWa2effv2YdCgQVZr/2EKCwthb28PBwcH3LlzB0ePHoUQAiEhIVbbWzh+/DguXLgAX19f9OzZEwqFAkII3L592yp7oHU2FIiIqKI6e0oqERFVxFAgIiIJQ4HoHq+++mq5g+1VUVJSAo1GgwsXLgAAIiMjsWPHDlmWTVRdavXZR0TWpFKpoNVqpcdLliyxYjVEpuGeAhERSRgKRA+RmJiIvn37Ij8/H2vWrMGAAQPQoUMHvPfeeygqKgIAnDx5EuHh4fjiiy8QFBSErl274ttvv5WW0aJFC/z5558Ayoak2LNnjzVWhchkDAWiB7hy5QrmzZuHVatWwdHRESqVChs2bMC3336L1NRU7Nu3T5r35MmTKCwshFarxdixY7F06VIrVk5UNQwFovsUFxfj3Xffxfvvv49nn30WDg4OeOONN+Dm5obff/8dXl5e+O9//yvN7+3tjYkTJ8LJyQkBAQH4448/rFg9UdXwQDPRfeLi4nDjxg3px91oNGLlypVITExE69atYWdnJw1Xfb/69eujtLTUkuUSyYp7CkT3cXZ2xp49e7Bz505cuXIFBw8exLFjx7Bnzx4sWrQIrVu3tnaJRNWGoUB0n2nTpkGtViM8PBwLFy5EdnY2iouLUVJSgosXL+Kbb76xdolE1YahQHQfpbLsn0VoaCh+/fVXuLm5oUGDBujRowdWr14NjUZj5QqJqg8HxCOqJkajES1btsTRo0cfOHw7kS3ingJRNTAajbh06RLs7OyserMbospiKBBVg+3bt2Ps2LGYMGECnnjiCWuXQ2Qydh8REZGEewpERCRhKBARkYShQEREEoYCERFJGApERCRhKBARkeT/AW2O8g3qHCTCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 方向はあまり移ろい傾向なさそう？ 右向きが3巻から増えていそうなのが気にはなる\n",
    "gk_s = df.groupby(['kanji']).sum()\n",
    "gk_s.loc[:, gk_s.columns.str.startswith('d_')].plot.bar(stacked=True, title='巻次毎の顔方向数')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c6373c8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 人数毎の顔方向組み合わせ\n",
    "df[df.chara_num == 1].face_direction.value_counts().plot.bar(title='人数毎の顔方向組み合わせ(1人)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c68c128>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kPfHEE7r77ru1cOFCPfTQQ+4QePjwYXXr1u2ctxvA/xC8AIuJi4vTpEmTFBoa6g5HZ3rssce0dOlShYWFafbs2ZoxY4aio6O1Z88e5eXl6d1339WXX36pH3/8UevXr9fzzz+vsWPHat68efL399fRo0fVunVrRUdHl1h3RESEgoOD3d/Ak6SAgABt3rxZJ0+e1N/+9jfl5+frjjvuUEBAgB566CH179/fPe+OHTvUq1cvdejQQVFRUSooKNAzzzyjzz77THv27NHy5cv1/PPPq3Xr1vr73//uXmbq1KlavHix+96pM9d3+ib4v7r++ut1/fXXl3g9JyfH/e9t27bpmmuu0f79+yVJw4cPV1pa2ln7vlGjRho8eLDuuOMODR06VF27dpV06v6ohx9+WCEhIbrwwgvdl3rPlZeXl/r06SPpVL+eHvHy8vJSly5d9MADDxR79MSZxo0bp+nTpysqKkr5+fny9vZWo0aN1KtXLz399NPu+S655BLFxcWpd+/eeuedd/Tqq6+qadOmuuaaa9ztvfnmm4qPj9fChQs1bdo09evXr1hb3t7eWrJkiWbMmKHhw4fr+eefl8Ph0A8//KA77rijUtsO4BSbi9+AACwlMzNTv/zyS5nPjZJOjdRkZWVp1apVCg4O1qBBg3T06FG98cYbstlsGjdunLy8vNzfNAwMDFSPHj2UkZGhgwcP6sorr3Sva+nSpdqzZ48yMjIUHR1dbDTqXHz66afq0KGDnnvuOY0cOVJXXnmlnn/+eSUkJGjKlClq0aKF8vLy9NRTT+maa67R+eefr+nTp2vmzJnq1KmTJOnLL7/UE088IenUCNFbb71V7Ib/u+66S7Nnzy7xOIljx47ptttuk6+vrwIDAzVjxgwdPnxYzZs316uvvqpLL71UkjRv3jwlJSW5L5nl5OQoNTVVI0eO1MMPP1xim9LS0nTrrbcqLCxMY8eOLTZqd1p4eLi++OKLEsExOztbV1xxhfsbo0bIzMzUnXfeqQ0bNpS4XHmmgwcPytfX96zfcjxtz5496tatmw4fPqwZM2Zo2bJl1V0yUK8QvADUqL8+9+r0a9Kpxz0UFRWVGRCsIC8vr9qetm+EWbNm6dprr1WvXr2qbZ3z58/XVVdd5R6xA1A5BC8AqGOSkpKUm5tb6Uuipdm3b5+6dOli+ZAMWB3BCwAAwCB8dAEAADAIwQsAAMAgBC8AAACDWO45XsePZ6moqHK3nTVv3kipqZnVXBE1UEPtrcHs9qmBGqxWg9ntU0PdqcFut6lZs4bnvJzlgldRkavSwev08majBmqwUg1mt08N1GC1Gsxunxrqdw1cagQAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMIjlnlxflsZNfOXjXXbJAQGNy5yek1ugExknq7MsAACACqlVwcvH21OhkzZVaR2b54fpRDXVAwAAcC641AgAAGAQghcAAIBBCF4AAAAGIXgBAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYBCCFwAAgEEIXgAAAAYheAEAABikwsHL5XLpnnvuUXh4uCRpy5YtCg0NVWhoqN577z33fPv27VNYWJhCQkK0YsWK6q8YAACglvKs6IybNm1Senq6WrZsqfT0dM2cOVMbNmyQ3W7XjTfeqJ49e6pJkyaaPHmyXnnlFbVu3Vo33nijevTooY4dO9bkNgAAANQKFRrxOnbsmJYuXarRo0dLknbu3Kkrr7xSLVu2VIsWLdStWzfFxsYqLi5O/v7+at++vXx9fRUcHKyYmJga3QAAAIDaokIjXrNmzdL48ePl5+cnSUpKSpLD4XBPdzqdSkxMlK+vb4nXv//++3MqqHnzRuc0f2UEBDSu1eunBmqoTe1TAzVYrQaz26eG+l1DucFrx44dyszM1KBBg/TFF19Ikmw2W7F5XC6X7Ha7bDabXC5XsWl2+7ndv5+amqmiIlep06qrc44cOVEt6ylNQEDjGl0/NVBDbWqfGqjBajWY3T411J0a7HZbpQaLyg1eGzdu1OHDh3XrrbcqMzNTx44d0xdffKHLLrvMPU9SUpI6dOggp9Op5ORk9+uJiYnFRsAAAADqs3KD1/z5893/3rt3r9555x1NnTpVAwcOVHJysjw8PPTll1/qySefVJMmTZSWlqb4+HhdcMEF2rp1qxYvXlyjGwAAAFBbVPhbjWdq0qSJpk+frvvuu0+SNHXqVPn7+0uSIiMjFR4eroKCAg0fPlwdOnSovmoBAABqsXMKXt27d1f37t0lSf3791f//v1LzHPVVVdp48aN1VMdAABAHcKT6wEAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAg1TqyfX1WbOmXvL08i5znvJ+zLsgL1fH0/OqsywAAFALELzOkaeXt359dmiV1tF22npJBC8AAOobLjUCAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYBCCFwAAgEEIXgAAAAYheAEAABiE4AUAAGAQghcAAIBByv2txszMTM2dO1dxcXFKTU3VwIEDNWXKFA0ZMkQ5OTny8fGRJM2YMUOBgYE6ePCgIiIilJWVpd69e2vy5Mmy28l3AAAA5QYvT09PhYSE6Omnn1Z2draCg4M1ePBgSdKSJUvUpk2bYvNPnTpV48aNU69evTRixAht375d/fr1q5nqAQAAapFyh6J8fHzUrVs35ebm6sCBA/L29lbbtm0lSc2aNSs2b0pKig4dOqSgoCB5eHgoJCREMTExNVM5AABALVPuiNdp1157rbKysrRy5Uo1bNhQkhQeHq7ffvtNQUFBmjJlipKTk+VwONyXFlu1aqUtW7acU0HNmzc6p/krIyCgcY23YXYN9WEbqaF2tE8N1GC1Gsxunxrqdw0VDl6ff/65fvzxR02YMEGRkZGaM2eOnE6ncnJyNGXKFEVHR6tr165yuVzuZVwu1znf35WamqmiIlep06qrc44cOVHpZa1QQ3kCAhrX6PqpofbUYHb71EANVqvB7Papoe7UYLfbKjVYVOFUZLPZ1LFjR1133XXauXOnOnbsKD8/PzmdTvXv318///yznE6nUlJSVFRUJElKTEyUw+E456IAAADqonKD1yeffKKPP/5YLpdLaWlp2rdvn3x9ffX1119LktLT0/XJJ58oMDBQLVq0UJs2bRQbG6vCwkJt3rxZwcHBNb4RAAAAtUG5watTp0567733FBYWprCwMPXq1UuDBg3Sf/7zH91000264YYbdPnll2vo0KGSpFmzZunll1/WDTfcoC5duqhPnz41vQ0AAAC1Qrn3eLVs2VJRUVElXl+wYEGp87dt21Zr166temUAAAB1DE82BQAAMAjBCwAAwCAELwAAAIMQvAAAAAxC8AIAADAIwQsAAMAgBC8AAACDVPi3GmEdjf285dPAq8x5yvpNyZz8PJ1Iy63usgAAQDkIXrWQTwMvDXtrbKWXX3vryzohghcAAEbjUiMAAIBBCF4AAAAGIXgBAAAYhOAFAABgEG6uR6U0a+wlTx/vMucp65uVBTm5On4ir7rLAgDA0gheqBRPH2/tChta6eWv2bReIngBAOoZLjUCAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYJByg1dmZqb+/e9/66abblLv3r313HPPqaioSPv27VNYWJhCQkK0YsUK9/wHDx7UsGHDNHjwYM2dO1dFRUU1ugEAAAC1RbnBy9PTUyEhIdqwYYM+/PBDvffeezpw4IAmT56sefPmad26dVqzZo3i4+MlSVOnTtW4ceP07rvvav/+/dq+fXuNbwQAAEBtUG7w8vHxUbdu3ZSbm6sDBw7I29tbubm58vf3V/v27eXr66vg4GDFxMQoJSVFhw4dUlBQkDw8PBQSEqKYmBgjtgMAAMDyKvzk+muvvVZZWVlauXKljh49KofD4Z7mdDr1/fffKzk5WQ6HQ3b7qTzXqlUrbdmy5ZwKat680TnNXxll/ZSNUcyuwez2jaqhvmynldunBmqwWg1mt08N9buGCgevzz//XD/++KMmTJigm2++WS6Xq9h0u90um81W7HWXy+UOYRWVmpqpoiJXqdOqq3OOHDlR6WXrSg1Vad8qNZQnIKBxjbdh9RrMbp8aqMFqNZjdPjXUnRrsdlulBosqnIpsNps6duyo6667Tnl5eUpOTnZPS0xMlMPhkNPpVEpKivuG+tOvAwAAoALB65NPPtHHH38sl8ultLQ07du3TxdffLHS0tIUHx+v7Oxsbd26Vf3791eLFi3Upk0bxcbGqrCwUJs3b1ZwcLAR2wEAAGB55V5q7NSpk2bPnq2FCxcqPT1dQ4YM0YABAxQQEKDw8HAVFBRo+PDh6tChgyRp1qxZCg8PV2RkpPr27as+ffrU9DYAAADUCuUGr5YtWyoqKqrE61dddZU2btxY4vW2bdtq7dq11VMdAABAHcKT6wEAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMAjBCwAAwCAELwAAAIMQvAAAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMIhneTNkZGTo2Wef1U8//aScnBw9+uij6t+/v8LCwpSTkyMfHx9J0owZMxQYGKiDBw8qIiJCWVlZ6t27tyZPniy7nXwHAABQbvA6cOCABg4cqDlz5ui///2v7r77bu3du1eStGTJErVp06bY/FOnTtW4cePUq1cvjRgxQtu3b1e/fv1qpnoAAIBapNyhqB49eqhPnz6SpE6dOslut+v48eOSpGbNmhWbNyUlRYcOHVJQUJA8PDwUEhKimJiY6q8aAACgFip3xOtMP/30kxo1aqSWLVtKksLDw/Xbb78pKChIU6ZMUXJyshwOh/vSYqtWrbRly5ZzKqh580bnNH9lBAQ0rvE2rF6D2e0bVUN92U4rt08N1GC1Gsxunxrqdw0VDl4FBQWaPXu2xo8fL5vNpjlz5sjpdConJ0dTpkxRdHS0unbtKpfL5V7G5XKd8/1dqamZKipylTqtujrnyJETlV62rtRQlfatUkN5AgIa13gbVq/B7PapgRqsVoPZ7VND3anBbrdVarCoQqmosLBQjz/+uNq1a6ebb75ZktSxY0f5+fnJ6XSqf//++vnnn+V0OpWSkqKioiJJUmJiohwOxzkXBQAAUBeVG7wKCwsVEREhSZo2bZpsNpsOHDigr7/+WpKUnp6uTz75RIGBgWrRooXatGmj2NhYFRYWavPmzQoODq7ZLQAAAKglyr3UuGzZMm3atEmdO3fWkCFDJEn9+/fXr7/+qpkzZyo1NVWhoaEaOnSoJGnWrFkKDw9XZGSk+vbt674xHwAAoL4rN3iNHj1ao0ePrvAK27Ztq7Vr11apKAAAgLqIJ5sCAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYBCCFwAAgEEIXgAAAAYheAEAABiE4AUAAGAQghcAAIBByv2tRsCqmjbxlZd32YdwQEDjs07Lyy1QesbJ6i4LAICzInih1vLy9tTTk96r9PL/nh9SjdUAAFA+LjUCAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYBCCFwAAgEEIXgAAAAYpN3hlZGTo8ccf15AhQzRw4EBt27ZNkrRv3z6FhYUpJCREK1ascM9/8OBBDRs2TIMHD9bcuXNVVFRUc9UDAADUIuUGrwMHDmjgwIF65513NHfuXE2ZMkV5eXmaPHmy5s2bp3Xr1mnNmjWKj4+XJE2dOlXjxo3Tu+++q/3792v79u01vhEAAAC1Qbk/GdSjRw/3vzt16iS73a7//ve/8vf3V/v27SVJwcHBiomJkb+/vw4dOqSgoCDZ7XaFhIQoJiZG/fr1q7ktAAAAqCXO6bcaf/rpJzVq1EgpKSlyOBzu151Op77//nslJyfL4XDIbj81kNaqVStt2bLlnApq3rzROc1fGWX9cLJRzK7B7PZ7PjkVAAATq0lEQVTrUw1mb6fZ7VMDNVitBrPbp4b6XUOFg1dBQYFmz56t8ePHy263y+VyFZtut9tls9mKve5yudwhrKJSUzNVVOQqdVp1dc6RIycqvWxdqaEq7VNDxQUENK7xNqzcPjVQg9VqMLt9aqg7NdjttkoNFlUoFRUWFurxxx9Xu3btdPPNN8vpdCo5Odk9PTExUQ6HQ06nUykpKe4b6k+/DgAAgAoEr8LCQkVEREiSpk2bJpvNpssvv1xpaWmKj49Xdna2tm7dqv79+6tFixZq06aNYmNjVVhYqM2bNys4OLjGNwIAAKA2KPdS47Jly7Rp0yZ17txZQ4YMkSSFhoYqMjJS4eHhKigo0PDhw9WhQwdJ0qxZsxQeHq7IyEj17dtXffr0qdENAAAAqC3KDV6jR4/W6NGjS522cePGEq+1bdtWa9eurXplAAAAdQxPrgcAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMAjBCwAAwCAELwAAAIMQvAAAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMIhnRWZav369li9froYNG2rt2rWSpLCwMOXk5MjHx0eSNGPGDAUGBurgwYOKiIhQVlaWevfurcmTJ8tuJ98BAABUKHh169ZNRUVFWrduXbHXlyxZojZt2hR7berUqRo3bpx69eqlESNGaPv27erXr1/1VQwAAFBLVWgoqnXr1rrgggtKvN6sWbNif6ekpOjQoUMKCgqSh4eHQkJCFBMTUz2VAgAA1HIVGvE6m/DwcP32228KCgrSlClTlJycLIfD4b602KpVK23ZsuWc1tm8eaOqlFQhAQGNa7wNq9dgdvv1qQazt9Ps9qmBGqxWg9ntU0P9rqHSwWvOnDlyOp3KycnRlClTFB0dra5du8rlcrnncblc53x/V2pqpoqKXKVOq67OOXLkRKWXrSs1VKV9aqi4gIDGNd6GldunBmqwWg1mt08NdacGu91WqcGiSt/13rFjR/n5+cnpdKp///76+eef5XQ6lZKSoqKiIklSYmKiHA5HZZsAAACoUyoVvA4cOKCvv/5akpSenq5PPvlEgYGBatGihdq0aaPY2FgVFhZq8+bNCg4OrtaCAQAAaqtyLzWePHlSt912m7Kzs5WSkqKwsDCNHDlSO3bs0MyZM5WamqrQ0FANHTpUkjRr1iyFh4crMjJSffv2VZ8+fWp6GwAAAGqFcoOXr6+vNm3aVOL1IUOGlDp/27Zt3c/6AgAAwP/wZFMAAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMAjBCwAAwCAELwAAAIMQvAAAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCMELAADAIAQvAAAAgxC8AAAADELwAgAAMAjBCwAAwCAELwAAAIMQvAAAAAxSoeC1fv16DR48WMOGDXO/tm/fPoWFhSkkJEQrVqxwv37w4EENGzZMgwcP1ty5c1VUVFT9VQMAANRCFQpe3bp108iRI91/FxQUaPLkyZo3b57WrVunNWvWKD4+XpI0depUjRs3Tu+++67279+v7du310jhAAAAtU2Fglfr1q11wQUXuP+Oi4uTv7+/2rdvL19fXwUHBysmJkYpKSk6dOiQgoKC5OHhoZCQEMXExNRY8QAAALWJZ2UWSkpKksPhcP/tdDr1/fffKzk5WQ6HQ3b7qTzXqlUrbdmy5ZzW3bx5o8qUdE4CAhrXeBtWr8Hs9utTDWZvp9ntUwM1WK0Gs9unhvpdQ6WCl81mk8vlKvaa3W4v8brL5XKHsIpKTc1UUZGr1GnV1TlHjpyo9LJ1pYaqtE8NFRcQ0LjG27By+9RADVarwez2qaHu1GC32yo1WFSpbzU6nU4lJye7/05MTJTD4ZDT6VRKSor7hvrTrwMAAKCSwevyyy9XWlqa4uPjlZ2dra1bt6p///5q0aKF2rRpo9jYWBUWFmrz5s0KDg6u7poBAABqpXIvNZ48eVK33XabsrOzlZKSorCwMD3wwAOKjIxUeHi4CgoKNHz4cHXo0EGSNGvWLIWHhysyMlJ9+/ZVnz59anobAAAAaoVyg5evr682bdpU6rSNGzeWeK1t27Zau3Zt1SsDAACoY3hyPQAAgEEIXgAAAAYheAEAABiE4AUAAGAQghcAAIBBCF4AAAAGIXgBAAAYhOAFAABgEIIXAACAQQheAAAABiF4AQAAGITgBQAAYBCCFwAAgEEIXgAAAAYheAEAABiE4AUAAGAQghcAAIBBCF4AAAAGIXgBAAAYxNPsAoDaqmkTL3l5e5c7X0BA47NOy8vNVXpGXnWWBQCwMIIXUEle3t56IWJUldYxfvYKSQQvAKgvqhS8unbtKqfTKQ8PD0nSyy+/rISEBD3zzDMqLCzU0KFDNWpU1f5jAgAAqCuqPOK1YcMGeXl5SZIKCgp0xx136JVXXlHr1q114403qkePHurYsWOVCwUAAKjtqnRzfaNGjdyhS5Li4uLk7++v9u3by9fXV8HBwYqJialykQAAAHVBlUa8CgsLde+99yohIUGDBw9Wu3bt5HA43NOdTqe+//77c1pn8+aNqlJShZR1s7NRzK7B7Papwbga6sM2UgM11Kb2qaF+11Cl4PXiiy+qXbt2SklJ0fjx4zVhwgS5XK5i89jt5zaolpqaqaIiV6nTqqtzjhw5Uell60oNVWmfGqqv/arW0Kyprzy9qnbHQEFegY6nn6zSOsoSENC4yvuaGqihrrRPDXWnBrvdVqnBoiq9Y3fu3FmS1KZNGwUFBennn39WcnKye3piYmKxETAA1cvTy1M/R+6s0joumdyrmqoBAJSn0vd47dmzR7/88oskKSUlRbt27dIVV1yhtLQ0xcfHKzs7W1u3blX//v2rrVgAAIDarNIjXi1bttS8efOUnJystLQ0jRgxQkFBQYqMjFR4eLgKCgo0fPhwdejQoTrrBQAAqLUqHbzatWunJUuWlHj9qquu0saNG6tUFIDao2lTH3l5NShznjKf3p+Xr/T0nOouCwAsiSfXA6gSL68Gmj9/fqWXnzRpkiSCF4D6gR/JBgAAMAjBCwAAwCAELwAAAIMQvAAAAAxC8AIAADAIwQsAAMAgBC8AAACDELwAAAAMQvACAAAwCE+uB1DrNfPzlmcDrzLnKetniwry83Q8Lbe6ywKAEgheAGo9zwZe+mrrY5Ve/qrgeZIIXgBqHpcaAQAADMKIFwBUgyZ+f5N3A48y5ynrcmdufqEy0rKruywAFkPwAoBq4N3AQ/d/8HWll391UJdqrAaAVRG8AKCOaNzEVz7eZb+tlzXqlpNboBMZJ2u0/ZquAbA6ghcA1BE+3p4KnbSp0stvnh+mEya2Xx01AFbHzfUAAAAGIXgBAAAYhOAFAABgEO7xAgDUGc2aesnTy7vMecq6uV+SCvJydTw9rzrLAtxqJHht2bJFL774oiRpzJgxCgkJqYlmAAAoxtPLW78+O7RK62g7bb0kghdqRrUHr/T0dM2cOVMbNmyQ3W7XjTfeqJ49e8rf37+6mwIAwHIa+3nLpwq/HZqTn6cT/HZonVXtwWvnzp268sor1bJlS0lSt27dFBsbqyFDhlRoebvdVub0ls18q1xjeW2Ux7NpgOk1BPytakG2qu1LknfLqvVDddTQtIrHQ1VraOzXvErLV0cNnk3KvqxiRA1NmjQxtX1J8vJpZnoNzX3L/s/WiBqq+h5Z1Rp4j5Z8Gnhp3OZplV7+xdBnlWWv2ohb00YN5Old+UuuBbm5Ss/Mr1INFVEdx7xZNVR2OZvL5XJVasmzWLZsmRITE/XEE09IkubOnatGjRrpwQcfrM5mAAAAap1q/1ajzVY8AbpcLtntfHkSAACg2hOR0+lUUlKS+++kpCQ5nc7qbgYAAKDWqfbg1atXL33zzTdKTk7W0aNH9eWXX+raa6+t7mYAAABqnWq/x0uStm3bpkWLFkmSxo4dq0GDBlV3EwAAALVOjQQvAAAAlMRd7wAAAAYheAEAABiE4AUAAGAQghcAAIBBCF4AAAAGIXgBAAAYhOAFAABgEIIXatSff/6p7777zuwyTGd2P9T39nEK++EU+uF/6ntfmLH9PEAVNer+++9XmzZt5Ovrq4kTJ5pdjmnM7of63j5OYT+cQj/8T33vCzO2v84Hrz///FPHjh3TFVdcQQ0m1JCWliY/Pz/t3r1bPXv2NLTtvzJzP5jdD/W9/dKYfV6a0T774RT64X+s1Bf15Vio88HLCmmeGqyBPjDOjh07FBQUZHYZZTL7eDCi/VWrVmnEiBE1su7qYkQ/cDzWDvXmnHDVccePH3e5XC7Xrl27qMHkGsxGHxhj9+7drssuu8y1ZMkSs0spk9nHgxHt33rrrTW27upS0/3A8Vh71Jdzos7fXO/n5ydJpg6hmlHDjh07TK/BauiDmrd7926tWrVKbdu21dGjR7Vy5UqzSzoro4+HVatWGd6+y4IXNIx8b7Ly8WjG8WB19eWcqPPBqz7as2ePHnjgAS1dutS0Go4fP65Ro0bpxIkTptVgBUb2Q0ZGhkaNGqW0tLQab+ts9u7dq6ioKDVs2FDTpk1TRkaGsrKyTKvHSj788EPD27TZbIa3WRaj35usfDwaeTxY4b3BKqxwThC86hirfMJr1qyZJk6cqEceeURHjhwxpQYrMKofUlJSNHHiRE2cONH9qdEMEydOlK+vr/vvCRMmqGHDhqbVYyVW+KRtJjPem6x8PBp1PFjlvaEs9e2DuqfZBdSU48eP69FHH9WiRYvUuHHjGm8vIyNDDz/8sKKiokw9uE9/whs1apSmTZumRYsWKSsrq8bebO66666zfoJwuVw6dOiQ7r33Xm3YsEGenuYcbkYcC2b2Q35+vu69916lp6crMjLyrDXYbDatXr26Wtu2Oqucl5I1Pmmbyej3Jqsz4nioLe8NZ35Afe655xQQEGBaLUaos8HLyB2ZkpKiiIgIS3yi+Os3QSZMmFCj7b3++utnnbZ//349//zzmj17tmmhSzLmWDCzHxo0aKDXXnvNfQz+4x//qPY2aiMrnZcw/r0J1ntvqA0f1I1Q67fM7B1ZWz5RGO348eOKiooybMRRMv9YKI1R/eBwOBQVFaVHHnnEEqM7Zqvv52VUVJQefPBB99+LFy/WPffcU29Hl+ozK703mPkB1UrnRK0PXmaPuFjtE4VVNGvWTMuXLzf08orZx0JpjOyHpk2bGt7nVlXfz8vu3bvr4YcfVnZ2tmbNmiWHw0Hoqses/t5gxAdUK50Tdfbm+tM7cuHChXI4HDXa1ulPFAsWLOBbI2ewyklu5LFQGiP7wSp9boUbya1yXkZFRSk3N9f99+LFi2v8m3U9e/bUXXfdpV9++UXNmjXTvffeW6PtWZ0VjsfTzDgeJOu8N5Tm9AfUmrwqYKVzok4/uf70pYS62l5ZbrvtNq1Zs8bsMizDSvumPli5cqVGjhxpdhmSzN/3u3fv1urVq5WQkKCrr75aDofDsDf92NhYXXvttZY69s14b7LS8Wjm8QBrnBN1dsRLMj7hW+nNzSp52oxffi+N2fvG7H4wuv2//idn5vabve/N/KTdu3fvYttv9nEomfPeZKXj0UojL5I1jgkjWeGc8Jg+ffp0Q1uEIbKyshQYGGh2GZo8ebKOHDmiffv2qUePHmaXYxqz+6G+t2+2Cy64QJ06ddLQoUNNDYJW2A9WeG8yux+scjxI5veF2UzZfgN/nsgUf/zxh+vbb7+lBoNqWLlyZbG/rfT7Y0buh88++6zY30b3g9n7wez2K8Ls89KI9tkPp5h9PlaEUcdjbeiLmmSF7a/zI15WSPP1qYbnnntON998s/tvHx8fSVLr1q1rrM2KMqoP9uzZo9GjR8vT01Ndu3aVZHw/mL0fzG6/Isw+L41on/1gjfOxIow4HmpLX9QUq2x/rX+cRHnmzZsnPz8/7d69mxoMqMFlkXvLSmNEH5y+cfbMn0Ux46Zes/eD2e1XhNnnpRHt1/f9YJXzsSJq+nioTX1RE6y0/XX65nrJGr/4Xp9qMPt+hbIY0QdW+VFes/eD2e1XhNnnpRHt1/f9YJXzsSJq+nioTX1RE6y0/XV+xAswEj+LAlgH5+P/1Pe+sNL219kRLyv82jk1GC8jI0OjRo3iQbaQZM3job6dk5I194MZ6AdIdTh4nfnDyEeOHKEGE2swSkpKiiZOnMiPIkOSdY+H+nROStbdD0ajH3Barb/UaIUfRqYG83+AtL7/KPJpZu8Hs9s/zQrHg5nnJPvBWugHFGPYgytM8N1337lGjRrlSkpKooYarmHXrl2uMWPGuEJDQ13PPvus67XXXquxts4mKSnJNWrUKNf+/fsNb/uvbr31VlPaNXs/mN3+max0PPxVTZ+T7IfizDofz2SFfnC5rNEXZrLC9tfZ4HXs2DHXyJEjXRkZGdRgUA07d+50XXrppa6XXnqpxts6m7S0NNfIkSPdD8Uzy7Bhw0xr2+z9YHb7Z7LK8XAmo85J9sP/mHk+nsnsfnC5rNMXZrHC9vMj2dRQrazwA6RW6HOzn5Fj9n4wu/0zWeF4+CujamI/nGL2+Xgms49HK/WFGayw/XU6eAEAAFhJnf1WIwAAgNUQvAAAAAxC8AIAADAIwQsAAMAg/w8DQa8lNkdtFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.chara_num == 2].face_direction.value_counts().plot.bar(figsize=(10,5), title='人数毎の顔方向組み合わせ(2人)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c74aa20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.chara_num == 3].face_direction.value_counts()[:15].plot.bar(figsize=(10,6), title='人数毎の顔方向組み合わせ(3人)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x130805828>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.chara_num == 4].face_direction.value_counts()[:15].plot.bar(figsize=(10,6), title='人数毎の顔方向組み合わせ(4人)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}

ゆゆ式 Advent Calendar 2018( https://adventar.org/calendars/3137 )のオープニング記事のためのグラフまとめgist