CookieBox26/Untitled.ipynb

## Untitled.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f328f1da-f9ab-4ffc-8943-d0477a517335",
   "metadata": {},
   "source": [
    "# matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6429a43e-8131-4534-82aa-d5baad7155ea",
   "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>年</th>\n",
       "      <th>科類</th>\n",
       "      <th>募集人員</th>\n",
       "      <th>志願者数</th>\n",
       "      <th>受験者数</th>\n",
       "      <th>合格者数</th>\n",
       "      <th>合格率(対志願者)</th>\n",
       "      <th>合格率(対受験者)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>理科一類</td>\n",
       "      <td>1108</td>\n",
       "      <td>2915</td>\n",
       "      <td>2748</td>\n",
       "      <td>1128</td>\n",
       "      <td>0.386964</td>\n",
       "      <td>0.410480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>理科二類</td>\n",
       "      <td>532</td>\n",
       "      <td>2081</td>\n",
       "      <td>1855</td>\n",
       "      <td>554</td>\n",
       "      <td>0.266218</td>\n",
       "      <td>0.298652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>理科三類</td>\n",
       "      <td>97</td>\n",
       "      <td>405</td>\n",
       "      <td>331</td>\n",
       "      <td>97</td>\n",
       "      <td>0.239506</td>\n",
       "      <td>0.293051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020</td>\n",
       "      <td>理科一類</td>\n",
       "      <td>1108</td>\n",
       "      <td>2925</td>\n",
       "      <td>2737</td>\n",
       "      <td>1125</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.411034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020</td>\n",
       "      <td>理科二類</td>\n",
       "      <td>532</td>\n",
       "      <td>1968</td>\n",
       "      <td>1847</td>\n",
       "      <td>550</td>\n",
       "      <td>0.279472</td>\n",
       "      <td>0.297780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020</td>\n",
       "      <td>理科三類</td>\n",
       "      <td>97</td>\n",
       "      <td>413</td>\n",
       "      <td>330</td>\n",
       "      <td>97</td>\n",
       "      <td>0.234867</td>\n",
       "      <td>0.293939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021</td>\n",
       "      <td>理科一類</td>\n",
       "      <td>1108</td>\n",
       "      <td>2989</td>\n",
       "      <td>2744</td>\n",
       "      <td>1122</td>\n",
       "      <td>0.375376</td>\n",
       "      <td>0.408892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021</td>\n",
       "      <td>理科二類</td>\n",
       "      <td>532</td>\n",
       "      <td>1980</td>\n",
       "      <td>1833</td>\n",
       "      <td>546</td>\n",
       "      <td>0.275758</td>\n",
       "      <td>0.297872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021</td>\n",
       "      <td>理科三類</td>\n",
       "      <td>97</td>\n",
       "      <td>385</td>\n",
       "      <td>335</td>\n",
       "      <td>98</td>\n",
       "      <td>0.254545</td>\n",
       "      <td>0.292537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2022</td>\n",
       "      <td>理科一類</td>\n",
       "      <td>1108</td>\n",
       "      <td>2978</td>\n",
       "      <td>2734</td>\n",
       "      <td>1121</td>\n",
       "      <td>0.376427</td>\n",
       "      <td>0.410022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2022</td>\n",
       "      <td>理科二類</td>\n",
       "      <td>532</td>\n",
       "      <td>2235</td>\n",
       "      <td>1849</td>\n",
       "      <td>547</td>\n",
       "      <td>0.244743</td>\n",
       "      <td>0.295836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2022</td>\n",
       "      <td>理科三類</td>\n",
       "      <td>97</td>\n",
       "      <td>421</td>\n",
       "      <td>326</td>\n",
       "      <td>97</td>\n",
       "      <td>0.230404</td>\n",
       "      <td>0.297546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       年    科類  募集人員  志願者数  受験者数  合格者数  合格率(対志願者)  合格率(対受験者)\n",
       "0   2019  理科一類  1108  2915  2748  1128   0.386964   0.410480\n",
       "1   2019  理科二類   532  2081  1855   554   0.266218   0.298652\n",
       "2   2019  理科三類    97   405   331    97   0.239506   0.293051\n",
       "3   2020  理科一類  1108  2925  2737  1125   0.384615   0.411034\n",
       "4   2020  理科二類   532  1968  1847   550   0.279472   0.297780\n",
       "5   2020  理科三類    97   413   330    97   0.234867   0.293939\n",
       "6   2021  理科一類  1108  2989  2744  1122   0.375376   0.408892\n",
       "7   2021  理科二類   532  1980  1833   546   0.275758   0.297872\n",
       "8   2021  理科三類    97   385   335    98   0.254545   0.292537\n",
       "9   2022  理科一類  1108  2978  2734  1121   0.376427   0.410022\n",
       "10  2022  理科二類   532  2235  1849   547   0.244743   0.295836\n",
       "11  2022  理科三類    97   421   326    97   0.230404   0.297546"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# https://www.u-tokyo.ac.jp/ja/about/overview/e08_01.html\n",
    "columns = ['科類', '募集人員', '志願者数', '受験者数', '合格者数']\n",
    "data = \"\"\"理科一類\t1,108\t2,915\t2,748\t1,128\n",
    "理科二類\t532\t2,081\t1,855\t554\n",
    "理科三類\t97\t405\t331\t97\n",
    "理科一類\t1,108\t2,925\t2,737\t1,125\n",
    "理科二類\t532\t1,968\t1,847\t550\t\n",
    "理科三類\t97\t413\t330\t97\n",
    "理科一類\t1,108\t2,989\t2,744\t1,122\n",
    "理科二類\t532\t1,980\t1,833\t546\n",
    "理科三類\t97\t385\t335\t98\n",
    "理科一類\t1,108\t2,978\t2,734\t1,121\n",
    "理科二類\t532\t2,235\t1,849\t547\n",
    "理科三類\t97\t421\t326\t97\"\"\"\n",
    "df = pd.DataFrame([d.strip().split('\\t') for d in data.replace(',', '').split('\\n')], columns=columns)\n",
    "df = df.astype({col: int for col in columns if col != '科類'}, copy=False, errors='ignore')\n",
    "df.insert(0, '年', np.repeat([2019, 2020, 2021, 2022], 3))\n",
    "df['合格率(対志願者)'] = df['合格者数'] / df['志願者数']\n",
    "df['合格率(対受験者)'] = df['合格者数'] / df['受験者数']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd4b9846-098b-465d-8665-25304d5af6cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline  \n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Ume Hy Gothic'\n",
    "plt.rcParams['font.size'] = 15\n",
    "from collections import OrderedDict\n",
    "\n",
    "def my_plot(\n",
    "    df,\n",
    "    time_axis='年',\n",
    "    kind_axis='科類',\n",
    "    kind_colors={'理科一類': 'tab:blue', '理科二類': 'tab:orange', '理科三類': 'tab:green'},\n",
    "    bar_axes={'受験者数': {'alpha': 0.3}, '合格者数': {'alpha': 0.5}},\n",
    "    line_axes={'合格率(対志願者)': {'linestyle': 'dashed'}, '合格率(対受験者)': {'linestyle': 'solid'}},\n",
    "    bar_ylabel='人数',\n",
    "    line_ylabel='合格率'\n",
    "):\n",
    "    times = sorted(list(df[time_axis].unique()))\n",
    "    x = list(range(len(times)))\n",
    "    n_kind = len(kind_colors)\n",
    "    width = 0.9 / float(n_kind) \n",
    "\n",
    "    desc = OrderedDict()\n",
    "    fig, ax1 = plt.subplots(figsize=(7,4))\n",
    "    for i, (kind, color) in enumerate(kind_colors.items()):\n",
    "        for bar_axis, style in bar_axes.items():\n",
    "            y = df.loc[df[kind_axis]==kind, bar_axis]\n",
    "            desc[kind + ' ' + bar_axis] = ax1.bar(\n",
    "                [x_ - 0.45 + 0.5 * width + float(i) * width for x_ in x],\n",
    "                y, color=color, width=width, **style\n",
    "            )[0]\n",
    "\n",
    "    ax2 = ax1.twinx()\n",
    "    for kind, color in kind_colors.items():\n",
    "        for line_axis, style in line_axes.items():\n",
    "            y = df.loc[df[kind_axis]==kind, line_axis]\n",
    "            desc[kind + ' ' + line_axis] = ax2.plot(x, y, color=color, **style)[0]\n",
    "\n",
    "    ax1.set_ylabel(bar_ylabel)\n",
    "    ax2.set_ylabel(line_ylabel)\n",
    "    ax1.set_xticks(x)\n",
    "    ax1.set_xticklabels(times, rotation=90)\n",
    "    plt.legend(desc.values(), desc.keys(), bbox_to_anchor=(1.15, 1), loc='upper left')\n",
    "    plt.grid(axis='y', linestyle='dotted')\n",
    "    plt.show()\n",
    "\n",
    "my_plot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38d428aa-7670-464b-8fac-ad85496b0465",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}