{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 113年臺北市A1及A2類交通事故多維度分析\n",
    "\n",
    "---\n",
    "\n",
    "## 目錄\n",
    "1. 環境設定\n",
    "2. 資料載入與前處理\n",
    "3. 代碼對照表\n",
    "4. 時間分析\n",
    "   - 4.1 月份分析\n",
    "   - 4.2 時段分析\n",
    "   - 4.3 時間熱力圖分析\n",
    "5. 空間分析\n",
    "   - 5.1 行政區統計\n",
    "   - 5.2 行政區樹狀圖分析\n",
    "6. 肇因分析\n",
    "7. 車種分析\n",
    "8. 肇因與車種交叉分析\n",
    "9. 人員特性分析\n",
    "   - 9.1 基本人員特性\n",
    "   - 9.2 年齡分布進階分析（箱形圖/小提琴圖）\n",
    "   - 9.3 甜甜圈圖與堆疊面積圖\n",
    "10. 綜合摘要報告\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 環境設定\n",
    "\n",
    "匯入所需的套件並設定中文字體\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib is building the font cache; this may take a moment.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 套件匯入完成\n"
     ]
    }
   ],
   "source": [
    "# 匯入套件\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "from datetime import datetime\n",
    "import warnings\n",
    "import os\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "print(\"✓ 套件匯入完成\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Could not save font_manager cache [Errno 2] No such file or directory: '/Users/murphywang/.matplotlib/fontlist-v390.json.matplotlib-lock'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 已清除 matplotlib 字體快取\n",
      "✓ 找到中文字體：PingFang HK\n",
      "✓ 已套用中文字體：PingFang HK\n",
      "\n",
      "測試中文顯示：\n"
     ]
    },
    {
     "data": {
      "image/png": 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rARzgOalgeQzWUqLiRagqzujwd4utOn6WSkixVVcVuEBFs9WVn+2uDiXUl6/e5DYXX7e0bwmc6QIErnJkaJ1QSQuN4MQMFFILtGourBgmy88VtiXhkr9RntPj7Yo4YUo/z76m2KLD/fffn1/BS8WQ4MSMFVeasl+YZ555utq6aYFNqbcZnNQRdmjFs8CezjhRQaqTrobjAEelI/1/WkcpMpjMGW/VukspdLEDrlrRuupqvjq0YBhm3WijjfIgSDWCAxNn38zHUOUY0ghPaai2E51WqoYmPD4MMxcXzSTs8hxgKJoh/xR6CZosqEpQT4u9goM0bbq0NhQI/rRkeR7QouL5xLBzMTixUGVq1aXnIz+TWoqt3quxOENVRtjhtlBx4f6Vr/ZL66KVUcFihqmIcMRHWmIgDewTcrg4hNcMrXGCIeu4tbpSrgrBh9knToLKUvW4qgWabi8tUMI7i3Em/D+vL7Y1M1UEvU4X+pTaMTipI1wRxFljWlOFFhBn2gmBIYqdYdX7ulGurzv7TjtXdpCt1nhKWFWcj54sohjBkga85xYHW9obBEiCHZd9Vw0eN1Vcx4mWUZPZLuaAeIyKB/KmqC5Qefith/7ySuNsR57LtHe4oov5JQIOVUSeX1SXiu1JfgdzP0UcqNOK96B6VV5jjLmbslTBadWia7fYapoppNrClZtFaVV+AhpfI7SUL7wgTJevOi3PjdFmpCXGc5mqEOul0bJsgv3CQw89lF+JWnW1X3rT7rrgRNWM+8rjUcZjlfZNDPt3OhAvtWNwUke48of5kbRgIK2L8kEiijNz5hPKKLW3Ck7sGGklRN4UterAAH6WhQcZqq1bjiCygGYRq3PTckjr8hx00EF5C6E39GQdp/SWOCeccEI+JMs2Z9ufdtpp+dva0HrlwEa4IsxyoKUSQ/ij3TL11FNn/59RUWHbMGjMsD9D44Rp/r/pwDULZtKuLq4qntp+qVXHIqpUuBgmT626F198sVsgi7ToIq065rSKs4NNcbUolWFCJUtr8PpsVSmuQjWP51zxXQaqKk68bVEVHg+e8+xraGuW8Rwm0BVXa5d6m8FJjTFbxAwPgYIdHO2f9NYrZU3CVLHNQMUmXW7cCtWP4hk2B3jO6lMZn0oCcyTt3susTvr5JsGHCkGx8sAAM7NN7d5DLIK2CAd4WjqctXeCA3EagqYFxcGPcMTjSmBiZoTHlYoLLSuCFFURBqg73Y4RrMfFQbHY/uqJdlWaKizqSmBkOQHaX3Xrf7VDVYWqVHmGh3mdNLOT1nMqfq5qtetWLbomrbqqGaemWCKA2Sx+J0GsSRU1XY3LyQ5Xl9a9dloFJwbpqxaqLW4Hqla9+abPUpnBSY0xzEqFKS0hQOWD+Q52ehxg+Zf1bpjtSTtWdpY9eauP4sGQVZA5q+SAxhpADGQzd8GZPDtmWibrr79+1w64vJZOE01/nooCb9ZKxYnZEW4LVQVmg2gBMYdRHnZtggNrqjh1iuHm1VZbLT9w80HljoM8l41zYKJiUbxSirN4htubzrI0bUEyRN/qoBjBMgc8BlyqTrWw6oqvOswZMcPDjExqFTOPw+PHOmNUoKIYnCbUR+dseE1xe9PSG1WBpFXLLtKq6w38/rTiOVW16PtC8hzisSHwH3300bVvh5IW5KxaGwrtqr+sAE/7viftaKkdg5MaS2+/kBa1o73DGTpzE7QZ+H/OSgkIaQai6bo9Ca2LNNdAGKGtwaKFzDAQaKi6sFPmTVv5HGe1vEfY4MZBhLVqCHGsDUNVJ4WAvn375u065kOoRBCsuI1D4t3ZCQJpFqRVq7EKVSq2f5MAxSXrVKqo3JRXnS7igMrzpt2ip+0w9M025uBOhS966TnD0LQuOXDz3CY8cSk+82S0l3hjYAbCCb8Eqjo8/5j9YzsT5Pv161fbNipeYMHMGtVS/p8TkqrKXk+vqmuFQFZueaerVotv1MtinWwfnr+sgQW2cavnMq9PKmHXXXddXt1s1d6jYkQLsElILW57KuGcyPX0eSS1YnBSI5z1coUalaXUamBYlPYGBxl2oLTJqAZxwKR9UG7jcZZa3imDA166ii29VxatJA6o7Kg5aHGVElfvpSuTaCuxkySwMIPDQX1wLWrH/WDgnPtPmONMl4Mr68oU3wyXoWIOZhyACZjMz7C+DMGP1lDajoMDYYLwU4W30uHKMS7zrhsArzsg8Rgxf8XBlfCR5k/SKvPpCqpUaeD70ho7zLykS+LLC0aCq92aVNOi73XHc5ltQQWT4M3tZMkBZpp4XoEhZH4fbSn+m/DL0DetJsJNeQCZ1wAt5hQyaW3xePM7yy0/AlKq2hJW6wJrpGXH25sQSKpadRG0k6vevzA9DwiOXPRAaGTGiecBgYnwxAkNJ0hVA90EYn6OJSAIz8V3Gyij/UfFje/r5KSCtdK4CrKT+y81YXBSI5zR0dJIO3yGjBku5qy6OHNDKCAoMKvECtIcYBhIZYfIjpaDVnmOgQNOca6JM09CEDvEOvw+dpRc/k0ASS26QYnbTkuQsESlgIMJlTYOkMVLpMu3k0F3hmK5gpB2GyGF283P9WTx0AjO+qn+tPue9G/dittU1lLrle3NADRrFxGaUhjmwEh1iTd97tOnTx4w0kGVAMXzoWq1abZdb61m3gqBhtvAWkDcT64yI3QQzMtvKgtCO4Pc/AzVVlbT5oNwRfDlceQKMUI0LU0uRCAEEcJo1xK2CGdsE4I/4Z5tVwwHbHO2H7eHf/lgW7WaraMdyBVkPP9Si68Y2Jvg9UwgLKNqxv2hasoK7VTiqOyCCistRbYLf5+qMoPnCVVnPkcbne1BpTUFZ7YTJ1vsF/hgP8L9oZ1ft3RCK+xT2E/w923TaVAzOKkRdvjs0NPQN+0DDjzl98diB86MEwcTdobsHAlFaUkADh7lkNPJcDg4QHOVD1f5dTLI28nAOFf3EOr4exw8oytpc6DhAM3BgYMpYZKd/qDGgTh6ZRjVkXZ4bLj/VB4IRVRlCAYED9plde0sKpC0emjBpqDFwZSryri6cXBcQk5Von///nkgIsAR+lu9Vx4IRjxmfDBDRIDiJIL7kC6rpy3H1YlprSteKzyP2TZU3qiovPTSS3mQ4OfSW4PUoUXdCstccBUg2G4MRHcaGrh4oaqlyGuXv0GwpN1cXHmcxy2tqcTXuI/F4ESYZtsQaMq3iyUeyhUughlXcXby5tWcZFHt5fEcEi1w/W8ZZkC7V6/UAk8fqi5DeqaA28HZ+uBqe6Uw2Ftvtls3LKvexzZnyDm14zrF48ZHCk6pqlfVbqySKnt8VO2GCZ9Dw1pELBFQt65SwsUiPIeL64qxbWi9024v4z4XLxYh7FSt69Sb+HtsZ19r6imDkyRJUlD1lJ4kSZK6MThJkiQFGZwkSZKCDE6SJElBBidJkqQgg5MkSZLBSZIkqXdZcZIkSQoyOEmSJAUZnCRJkoIMTpIkSUEGJ0mSpCCDkyRJUpDBSZIkKcjgJEmSFGRwkiRJCjI4SZIkBRmcJEmSggxOkiRJQQYnSZKkIIOTJElSkMFJkiQpyOAkSZIUZHCSJEkKMjhJkiQFGZwkSZKCDE6SJElBBidJkqQgg5MkSVKQwUmSJCnI4CRJkhRkcJIkSQoyOEmSJAUZnCRJkoIMTpIkSUEGJ0mSpCCDkyRJUpDBSZIkKcjgJEmSFGRwkiRJCjI4SZIkBRmcJEmSggxOkiRJQQYnSZKkIIOTJElSkMFJkiQpyOAkSZIUZHCSJEkKMjhJkiQFGZwkSZKCDE6SJElBBidJkqQgg5MkSVKQwUmSJCnI4CRJkhRkcJIkSQoyOEmSJAUZnCRJkoIMTpIkSUEGJ0mSpCCDkyRJUpDBSZIkKcjgJEmSFGRwkiRJCjI4SZIkBRmcJEmSggxOkiRJQQYnSZKkIIOTJElSkMFJkiQpyOAkSZIUZHCSJEkKMjhJkiQFGZwkSZKCDE6SJElBBidJkqQgg5MkSVKQwUmSJCnI4CRJkhRkcJIkSQoyOEmSJAUZnCRJkoIMTpIkSUEGJ0mSpCCDkyRJUhbzf3XWUOHOuMlOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 中文字體設定完成\n"
     ]
    }
   ],
   "source": [
    "# 設定中文字體\n",
    "import platform\n",
    "import matplotlib.font_manager as fm\n",
    "\n",
    "# 清除 matplotlib 字體快取（重要！）\n",
    "try:\n",
    "    import shutil\n",
    "    cache_dir = mpl.get_cachedir()\n",
    "    if os.path.exists(cache_dir):\n",
    "        shutil.rmtree(cache_dir)\n",
    "        print(\"✓ 已清除 matplotlib 字體快取\")\n",
    "except:\n",
    "    pass\n",
    "\n",
    "# 重新載入字體管理器\n",
    "fm._load_fontmanager(try_read_cache=False)\n",
    "\n",
    "def setup_chinese_font():\n",
    "    \"\"\"自動偵測並設定中文字體\"\"\"\n",
    "    system = platform.system()\n",
    "    \n",
    "    # 根據作業系統選擇字體優先順序\n",
    "    if system == 'Darwin':  # macOS\n",
    "        font_candidates = [\n",
    "            'PingFang TC',        # 蘋方-繁（更適合繁體中文）\n",
    "            'PingFang HK',        # 蘋方-香港\n",
    "            'Heiti TC',           # 黑體-繁\n",
    "            'STHeiti',            # 華文黑體\n",
    "            'Arial Unicode MS'    # Arial Unicode MS\n",
    "        ]\n",
    "    elif system == 'Windows':\n",
    "        font_candidates = [\n",
    "            'Microsoft JhengHei', # 微軟正黑體\n",
    "            'Microsoft YaHei',    # 微軟雅黑\n",
    "            'SimHei',             # 黑體\n",
    "            'KaiTi'               # 楷體\n",
    "        ]\n",
    "    else:  # Linux\n",
    "        font_candidates = [\n",
    "            'Noto Sans CJK TC',\n",
    "            'WenQuanYi Micro Hei',\n",
    "            'WenQuanYi Zen Hei',\n",
    "            'Droid Sans Fallback'\n",
    "        ]\n",
    "    \n",
    "    # 獲取系統可用字體列表\n",
    "    available_fonts = [f.name for f in fm.fontManager.ttflist]\n",
    "    \n",
    "    # 找到第一個可用的中文字體\n",
    "    for font in font_candidates:\n",
    "        if font in available_fonts:\n",
    "            print(f\"✓ 找到中文字體：{font}\")\n",
    "            return font\n",
    "    \n",
    "    print(\"⚠ 警告：未找到理想的中文字體，使用系統預設\")\n",
    "    return None\n",
    "\n",
    "# 設定字體\n",
    "selected_font = setup_chinese_font()\n",
    "\n",
    "if selected_font:\n",
    "    # 明確設定所有 matplotlib 的字體參數\n",
    "    plt.rcParams['font.sans-serif'] = [selected_font, 'DejaVu Sans']\n",
    "    plt.rcParams['font.family'] = 'sans-serif'\n",
    "    mpl.rcParams['font.sans-serif'] = [selected_font, 'DejaVu Sans']\n",
    "    mpl.rcParams['font.family'] = 'sans-serif'\n",
    "    print(f\"✓ 已套用中文字體：{selected_font}\")\n",
    "else:\n",
    "    # 備用方案\n",
    "    plt.rcParams['font.sans-serif'] = ['Arial Unicode MS', 'DejaVu Sans']\n",
    "    mpl.rcParams['font.sans-serif'] = ['Arial Unicode MS', 'DejaVu Sans']\n",
    "    print(\"✓ 使用備用字體：Arial Unicode MS\")\n",
    "\n",
    "# 解決負號顯示問題\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 設定繪圖風格（放在字體設定之後很重要）\n",
    "sns.set_style('whitegrid')\n",
    "\n",
    "# 再次確認字體設定（因為 seaborn 可能會覆蓋）\n",
    "if selected_font:\n",
    "    plt.rcParams['font.sans-serif'] = [selected_font, 'DejaVu Sans']\n",
    "    mpl.rcParams['font.sans-serif'] = [selected_font, 'DejaVu Sans']\n",
    "\n",
    "plt.rcParams['figure.dpi'] = 100\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['figure.figsize'] = (12, 6)\n",
    "\n",
    "# 測試中文顯示\n",
    "print(\"\\n測試中文顯示：\")\n",
    "fig, ax = plt.subplots(figsize=(6, 2))\n",
    "ax.text(0.5, 0.5, '測試中文：臺北市交通事故分析', \n",
    "        fontsize=16, ha='center', va='center')\n",
    "ax.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "print(\"✓ 中文字體設定完成\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 建立輸出目錄\n",
    "if not os.path.exists('分析結果'):\n",
    "    os.makedirs('分析結果')\n",
    "if not os.path.exists('分析結果/圖表'):\n",
    "    os.makedirs('分析結果/圖表')\n",
    "if not os.path.exists('分析結果/統計表'):\n",
    "    os.makedirs('分析結果/統計表')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 資料載入與前處理\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟1】資料載入...\n",
      "✓ 資料總筆數（當事人）：51,810\n",
      "✓ 資料欄位數：50\n",
      "✓ 事故件數（第一當事人）：22,368\n",
      "  - A1類事故：68件\n",
      "  - A2類事故：22,300件\n"
     ]
    },
    {
     "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>發生年度</th>\n",
       "      <th>發生月</th>\n",
       "      <th>發生日</th>\n",
       "      <th>發生時-Hours</th>\n",
       "      <th>發生分</th>\n",
       "      <th>處理別-編號</th>\n",
       "      <th>區序</th>\n",
       "      <th>肇事地點</th>\n",
       "      <th>死亡人數</th>\n",
       "      <th>2-30日死亡人數</th>\n",
       "      <th>...</th>\n",
       "      <th>駕駛執照種類</th>\n",
       "      <th>飲酒情形</th>\n",
       "      <th>車輛撞擊部位1</th>\n",
       "      <th>車輛撞擊部位2</th>\n",
       "      <th>肇因碼-個別</th>\n",
       "      <th>肇因碼-主要</th>\n",
       "      <th>個人肇逃否</th>\n",
       "      <th>職業</th>\n",
       "      <th>座標-X</th>\n",
       "      <th>座標-Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>07信義區</td>\n",
       "      <td>信義區基隆路1段147巷5弄11號</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>121.566408</td>\n",
       "      <td>25.043090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>07信義區</td>\n",
       "      <td>信義區基隆路1段147巷5弄11號</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>121.566408</td>\n",
       "      <td>25.043090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>05中正區</td>\n",
       "      <td>中正區信義路2段與信義路2段181巷口</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>121.529308</td>\n",
       "      <td>25.033923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>05中正區</td>\n",
       "      <td>中正區信義路2段與信義路2段181巷口</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>121.529308</td>\n",
       "      <td>25.033923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>06松山區</td>\n",
       "      <td>松山區八德路4段389巷與南京東路5段250巷18弄口</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>121.568319</td>\n",
       "      <td>25.050199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   發生年度  發生月  發生日  發生時-Hours  發生分  處理別-編號     區序                         肇事地點  \\\n",
       "0   113    1    1          0   22       2  07信義區            信義區基隆路1段147巷5弄11號   \n",
       "1   113    1    1          0   22       2  07信義區            信義區基隆路1段147巷5弄11號   \n",
       "2   113    1    1          0   36       2  05中正區          中正區信義路2段與信義路2段181巷口   \n",
       "3   113    1    1          0   36       2  05中正區          中正區信義路2段與信義路2段181巷口   \n",
       "4   113    1    1          0   45       2  06松山區  松山區八德路4段389巷與南京東路5段250巷18弄口   \n",
       "\n",
       "   死亡人數  2-30日死亡人數  ...  駕駛執照種類  飲酒情形 車輛撞擊部位1  車輛撞擊部位2  肇因碼-個別  肇因碼-主要  個人肇逃否  \\\n",
       "0   0.0        0.0  ...    10.0   1.0    11.0      NaN     4.0     NaN    1.0   \n",
       "1   0.0        0.0  ...    20.0  10.0    16.0      NaN    60.0     NaN    1.0   \n",
       "2   0.0        0.0  ...     8.0   2.0     8.0      NaN    80.0     NaN    1.0   \n",
       "3   0.0        0.0  ...     9.0   2.0    12.0      NaN    44.0     NaN    1.0   \n",
       "4   0.0        0.0  ...    20.0  10.0    16.0      NaN    67.0     NaN    1.0   \n",
       "\n",
       "     職業        座標-X       座標-Y  \n",
       "0  21.0  121.566408  25.043090  \n",
       "1  22.0  121.566408  25.043090  \n",
       "2  21.0  121.529308  25.033923  \n",
       "3  21.0  121.529308  25.033923  \n",
       "4  21.0  121.568319  25.050199  \n",
       "\n",
       "[5 rows x 50 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟1】資料載入...\")\n",
    "df = pd.read_csv(\"113年-臺北市A1及A2類交通事故明細.csv\", encoding='big5')\n",
    "print(f\"✓ 資料總筆數（當事人）：{len(df):,}\")\n",
    "print(f\"✓ 資料欄位數：{len(df.columns)}\")\n",
    "\n",
    "# ⚠️ 重要：區分「當事人筆數」與「事故件數」\n",
    "# 當事人序號=1 的筆數 = 事故件數\n",
    "first_party = df[df['當事人序號'] == 1].copy()\n",
    "accident_count = len(first_party)\n",
    "print(f\"✓ 事故件數（第一當事人）：{accident_count:,}\")\n",
    "\n",
    "# A1/A2 分類\n",
    "a1_count = len(first_party[first_party['處理別-編號'] == 1])\n",
    "a2_count = len(first_party[first_party['處理別-編號'] == 2])\n",
    "print(f\"  - A1類事故：{a1_count}件\")\n",
    "print(f\"  - A2類事故：{a2_count:,}件\")\n",
    "\n",
    "# 顯示前幾筆資料\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟2】基本統計（以事故為單位）...\n",
      "✓ 死亡人數（24小時內）：70\n",
      "✓ 2-30日死亡人數：4\n",
      "✓ 受傷人數：29,774\n",
      "✓ 總傷亡人數：29,848\n",
      "\n",
      "📊 與官方報告數據比對：\n",
      "  官方報告：A1類68件、A2類22,300件、死亡70人、受傷29,774人\n",
      "  本分析：A1類68件、A2類22,300件、死亡70人、受傷29,774人\n"
     ]
    }
   ],
   "source": [
    "# 基本統計（與官方報告一致的統計方式）\n",
    "print(\"\\n【步驟2】基本統計（以事故為單位）...\")\n",
    "\n",
    "# 死亡/受傷人數應以事故第一當事人欄位統計（每事故只計一次）\n",
    "total_deaths = first_party['死亡人數'].sum()\n",
    "total_2_30_deaths = first_party['2-30日死亡人數'].sum()\n",
    "total_injuries = first_party['受傷人數'].sum()\n",
    "\n",
    "print(f\"✓ 死亡人數（24小時內）：{total_deaths:,.0f}\")\n",
    "print(f\"✓ 2-30日死亡人數：{total_2_30_deaths:,.0f}\")\n",
    "print(f\"✓ 受傷人數：{total_injuries:,.0f}\")\n",
    "print(f\"✓ 總傷亡人數：{(total_deaths + total_2_30_deaths + total_injuries):,.0f}\")\n",
    "\n",
    "# 顯示與官方報告一致性檢查\n",
    "print(\"\\n📊 與官方報告數據比對：\")\n",
    "print(\"  官方報告：A1類68件、A2類22,300件、死亡70人、受傷29,774人\")\n",
    "print(f\"  本分析：A1類{a1_count}件、A2類{a2_count:,}件、死亡{total_deaths:.0f}人、受傷{total_injuries:,.0f}人\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 代碼對照表\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 代碼對照表已建立（依據 112.7.1 後適用版本）\n",
      "  - 肇因碼：共 119 個代碼（01-131）\n",
      "  - 車種代碼：共 51 個代碼\n"
     ]
    }
   ],
   "source": [
    "# 肇因碼對照表（依據道路交通事故調查報告表 112.7.1 後適用版本）\n",
    "# ⚠️ 注意：113年資料適用 112.7.1 後版本，代碼範圍為 01-131\n",
    "cause_map = {\n",
    "    # (一) 駕駛者\n",
    "    '1': '違規超車',\n",
    "    '2': '爭(搶)道行駛',\n",
    "    '4': '逆向行駛',\n",
    "    '5': '未靠右行駛',\n",
    "    '8': '左轉彎未依規定',\n",
    "    '9': '右轉彎未依規定',\n",
    "    '10': '迴轉未依規定',\n",
    "    '11': '橫越道路不慎',\n",
    "    '12': '倒車未依規定',\n",
    "    '13': '超速駕駛',\n",
    "    '14': '未依規定減速',\n",
    "    '16': '未保持行車安全距離',\n",
    "    '17': '未保持行車安全間隔',\n",
    "    '18': '停車操作時未注意安全',\n",
    "    '19': '起步時未注意安全',\n",
    "    '20': '吸食違禁物駕駛',\n",
    "    '21': '酒醉（後）駕駛',\n",
    "    '22': '患病或服用藥物（疲勞）駕駛',\n",
    "    '24': '搶（闘）越平交道',\n",
    "    # 112.7.1 後新增 - 未依規定讓車細分\n",
    "    '68': '危險駕駛',\n",
    "    '69': '未遵守依法令授權交通指揮人員之指揮',\n",
    "    '70': '車輛未依規定暫停讓行人先行',\n",
    "    '71': '有號誌路口，轉彎車未讓直行車先行',\n",
    "    '72': '無號誌路口，支線道未讓幹線道先行',\n",
    "    '73': '無號誌路口，少線道未讓多線道先行',\n",
    "    '74': '無號誌路口，轉彎車未讓直行車先行',\n",
    "    '75': '無號誌路口，左方車未讓右方車先行',\n",
    "    '76': '山路會車，靠山壁車未讓外緣車先行',\n",
    "    '77': '峻狹坡路會車，下坡車未讓上坡車先行',\n",
    "    '78': '行經圓環未依規定讓車',\n",
    "    '79': '未依規定避讓執行緊急任務車',\n",
    "    '80': '其他未依規定讓車',\n",
    "    # 112.7.1 後新增 - 違反號誌細分\n",
    "    '81': '闘紅燈直行',\n",
    "    '82': '闘紅燈右轉',\n",
    "    '83': '闘紅燈左轉（或迴轉）',\n",
    "    '84': '違反閃光號誌',\n",
    "    '85': '違反其他號誌',\n",
    "    # 112.7.1 後新增 - 違反標誌標線細分\n",
    "    '86': '違反遵行方向標誌（線）',\n",
    "    '87': '違反車輛專用標誌（線）',\n",
    "    '88': '違反行人專用標誌（線）',\n",
    "    '89': '違反禁止進入標誌',\n",
    "    '90': '違反禁止各種車輛進入標誌',\n",
    "    '91': '違反禁止會車標誌',\n",
    "    '92': '違反禁止迴轉或迴車標誌',\n",
    "    '93': '違反車輛改道標誌',\n",
    "    '94': '違反禁止超車標誌（線）',\n",
    "    '95': '違反禁止變換車道標線',\n",
    "    '96': '違反二段式左（右）轉標誌（線）',\n",
    "    '97': '違反禁行車種標誌（字）',\n",
    "    '98': '違反禁止左轉、右轉標誌',\n",
    "    '99': '違反其他標誌（線）禁制',\n",
    "    # 112.7.1 後新增 - 其他駕駛行為\n",
    "    '100': '變換車道不當',\n",
    "    '101': '方向不定（不包括危險駕車）',\n",
    "    '102': '閃避不當（慎）',\n",
    "    '103': '多車道迴轉，未先駛入內側車道',\n",
    "    # 112.7.1 後新增 - 分心駕駛細分\n",
    "    '104': '打瞌睡或疲勞駕駛',\n",
    "    '105': '飲食、抽菸、拿物品分心駕駛',\n",
    "    '106': '乘客、車上動物干擾分心駕駛',\n",
    "    '107': '觀看其他事故、活動、道路環境分心駕駛',\n",
    "    '108': '恍神、緊張、心不在焉分心駕駛',\n",
    "    '109': '使用車輛自動駕駛或先進駕駛輔助系統設備不符規定',\n",
    "    '110': '操作、觀看行車輔助或娛樂性顯示設備',\n",
    "    '111': '使用手持行動電話',\n",
    "    '112': '未保持平交道淨空',\n",
    "    # (二) 燈光\n",
    "    '27': '未依規定使用燈光',\n",
    "    '28': '暗處停車無燈光、標識',\n",
    "    '29': '夜間行駛無燈光設備',\n",
    "    # (三) 裝載\n",
    "    '30': '裝載貨物不穩妥',\n",
    "    '31': '載運貨物超重',\n",
    "    '32': '超載人員',\n",
    "    '33': '載運貨物超長、寬、高',\n",
    "    '34': '裝卸貨物不當',\n",
    "    '35': '裝載未盡安全措施',\n",
    "    '36': '未待乘客安全上下而開車',\n",
    "    '37': '其他裝載不當',\n",
    "    # (四) 其他\n",
    "    '38': '違規（臨時）停車',\n",
    "    '39': '車輛拋錨未採安全措施',\n",
    "    '40': '開啟或關閉車門不當',\n",
    "    '42': '其他不當駕車行為',\n",
    "    '113': '車輛未停妥滑動致生事故',\n",
    "    '114': '發生事故後未採取安全措施',\n",
    "    '115': '被車輛輾壓之不明物體彈飛',\n",
    "    '116': '車輛或機械操作不當（慎）',\n",
    "    '117': '因光線、視線遮蔽致生事故',\n",
    "    '118': '跡證不足且無影像，無法釐清肇因',\n",
    "    '119': '肇事逃逸未查獲，無法查明肇因',\n",
    "    # (五) 無（車輛駕駛者因素）\n",
    "    '44': '尚未發現肇事因素（駕駛者）',\n",
    "    # (六) 機件\n",
    "    '45': '煞車失靈或故障',\n",
    "    '46': '方向操縱系統故障',\n",
    "    '47': '燈光系統故障',\n",
    "    '48': '車輪脫落或輪胎爆裂',\n",
    "    '49': '車輛零件脫落',\n",
    "    '50': '其他機件失靈或故障',\n",
    "    '120': '車輛附屬機具未盡安全措施',\n",
    "    # (七) 非駕駛者\n",
    "    '53': '穿越道路未注意左右來車',\n",
    "    '54': '在道路上嬉戲或奔走不定',\n",
    "    '55': '未待車輛停妥而上下車',\n",
    "    '56': '上下車輛時未注意安全',\n",
    "    '57': '頭手伸出車外',\n",
    "    '58': '乘坐不當（慎）',\n",
    "    '59': '在道路上工作未設適當標識',\n",
    "    '60': '其他引起事故之疏失或行為',\n",
    "    '121': '未依標誌或標線穿越道路',\n",
    "    '122': '未依號誌或手勢指揮穿越道路',\n",
    "    '123': '未依規定行走地下道、天橋穿越道路',\n",
    "    '124': '搶（闘）越平交道',\n",
    "    '125': '事故發生時當事者逕自離開現場',\n",
    "    '126': '開啟或關閉車門不當',\n",
    "    '127': '指揮不當(包括未依法令授權)',\n",
    "    # (八) 交通管制(設施)\n",
    "    '61': '路況危險無安全（警告）設施',\n",
    "    '62': '交通管制設施失靈或損毀',\n",
    "    '64': '平交道看守疏失或未放柵欄',\n",
    "    '65': '其他交通管制不當',\n",
    "    '128': '施工安全防護措施未依規定或未盡完善',\n",
    "    # (九) 無（物或動物）\n",
    "    '66': '動物竄出',\n",
    "    '67': '尚未發現肇事因素（非駕駛者）',\n",
    "    '129': '道路設施、植栽或其他裝置，倒塌或掉落',\n",
    "    '130': '物品滾滑行或飛掉落',\n",
    "    '131': '強風、暴雨、濃霧（煙）'\n",
    "}\n",
    "\n",
    "# 車種代碼對照表（依據道路交通事故調查報告表 112.7.1 後適用版本）\n",
    "vehicle_map = {\n",
    "    # (一) 大客車\n",
    "    'A01': '公營公車',\n",
    "    'A02': '民營公車',\n",
    "    'A03': '公營客運',\n",
    "    'A04': '民營客運',\n",
    "    'A05': '遊覽車',\n",
    "    'A06': '自用大客車',\n",
    "    # (二) 大貨車（含客、貨兩用）\n",
    "    'A11': '營業用大貨車',\n",
    "    'A12': '自用大貨車',\n",
    "    # (三) 全聯結車\n",
    "    'A21': '營業用全聯結車',\n",
    "    'A22': '自用全聯結車',\n",
    "    # (四) 半聯結車\n",
    "    'A31': '營業用半聯結車',\n",
    "    'A32': '自用半聯結車',\n",
    "    # (五) 曳引車\n",
    "    'A41': '營業用曳引車',\n",
    "    'A42': '自用曳引車',\n",
    "    # (六) 小客車（含客、貨兩用）\n",
    "    'B01': '計程車',\n",
    "    'B02': '租賃車',\n",
    "    'B03': '自用小客車',\n",
    "    # (七) 小貨車（含客、貨兩用）\n",
    "    'B11': '營業用小貨車',\n",
    "    'B12': '自用小貨車',\n",
    "    'B13': '租賃小貨車',  # 112.7.1 後新增\n",
    "    # (八) 機車\n",
    "    'C01': '大型重型機車1(550C.C.以上)',\n",
    "    'C02': '大型重型機車2(250-550C.C.)',\n",
    "    'C03': '普通重型機車',\n",
    "    'C04': '普通輕型機車',\n",
    "    'C05': '小型輕型機車',\n",
    "    # (九) 軍車\n",
    "    'D01': '軍用大客車',\n",
    "    'D02': '軍用載重車',\n",
    "    'D03': '軍用小型車',\n",
    "    # (十) 特種車\n",
    "    'E01': '救護車',\n",
    "    'E02': '消防車',\n",
    "    'E03': '警備車',\n",
    "    'E04': '工程車',\n",
    "    'E05': '其他特種車',\n",
    "    # (十一) 慢車\n",
    "    'F01': '腳踏自行車',\n",
    "    'F02': '電動輔助自行車',\n",
    "    'F03': '微型電動二輪車',  # 112.7.1 後更名（原：電動自行車）\n",
    "    'F04': '人力車',\n",
    "    'F05': '獸力車',\n",
    "    'F06': '其他慢車',\n",
    "    'F07': '個人行動運具',  # 112.7.1 後新增\n",
    "    # (十二) 其他車\n",
    "    'G01': '拼裝車',\n",
    "    'G02': '農耕用車(或機械)',\n",
    "    'G03': '動力機械',\n",
    "    'G04': '拖車(架)',\n",
    "    'G05': '火車',\n",
    "    'G06': '其他車',\n",
    "    'G07': '大眾捷運系統車輛',  # 112.7.1 後新增\n",
    "    # (十三) 人\n",
    "    'H01': '行人',\n",
    "    'H02': '乘客',\n",
    "    'H03': '其他人',\n",
    "    'H04': '輔助代步器材'  # 112.7.1 後新增\n",
    "}\n",
    "\n",
    "print(\"✓ 代碼對照表已建立（依據 112.7.1 後適用版本）\")\n",
    "print(f\"  - 肇因碼：共 {len(cause_map)} 個代碼（01-131）\")\n",
    "print(f\"  - 車種代碼：共 {len(vehicle_map)} 個代碼\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 時間分析\n",
    "\n",
    "### 4.1 月份分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟3】時間分析...\n",
      "✓ 月份統計表已儲存\n"
     ]
    },
    {
     "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>事故件數</th>\n",
       "      <th>死亡人數</th>\n",
       "      <th>受傷人數</th>\n",
       "      <th>傷亡總計</th>\n",
       "      <th>平均傷亡/件</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>發生月</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>1</th>\n",
       "      <td>2089</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2775.0</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1600</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2159.0</td>\n",
       "      <td>2167.0</td>\n",
       "      <td>1.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1911</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2561.0</td>\n",
       "      <td>2570.0</td>\n",
       "      <td>1.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1764</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2340.0</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1943</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2638.0</td>\n",
       "      <td>2646.0</td>\n",
       "      <td>1.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1781</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2369.0</td>\n",
       "      <td>2372.0</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1828</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2412.0</td>\n",
       "      <td>2417.0</td>\n",
       "      <td>1.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1913</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2595.0</td>\n",
       "      <td>2601.0</td>\n",
       "      <td>1.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1934</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2509.0</td>\n",
       "      <td>2513.0</td>\n",
       "      <td>1.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1737</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2247.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>1.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1863</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2483.0</td>\n",
       "      <td>2491.0</td>\n",
       "      <td>1.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2005</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2686.0</td>\n",
       "      <td>2691.0</td>\n",
       "      <td>1.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     事故件數  死亡人數    受傷人數    傷亡總計  平均傷亡/件\n",
       "發生月                                    \n",
       "1    2089   5.0  2775.0  2780.0    1.33\n",
       "2    1600   8.0  2159.0  2167.0    1.35\n",
       "3    1911   9.0  2561.0  2570.0    1.34\n",
       "4    1764   1.0  2340.0  2341.0    1.33\n",
       "5    1943   8.0  2638.0  2646.0    1.36\n",
       "6    1781   3.0  2369.0  2372.0    1.33\n",
       "7    1828   5.0  2412.0  2417.0    1.32\n",
       "8    1913   6.0  2595.0  2601.0    1.36\n",
       "9    1934   4.0  2509.0  2513.0    1.30\n",
       "10   1737   8.0  2247.0  2255.0    1.30\n",
       "11   1863   8.0  2483.0  2491.0    1.34\n",
       "12   2005   5.0  2686.0  2691.0    1.34"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟3】時間分析...\")\n",
    "\n",
    "# 月份統計（⚠️ 使用 first_party 統計事故件數）\n",
    "month_stats = first_party.groupby('發生月').agg({\n",
    "    '發生月': 'count',\n",
    "    '死亡人數': 'sum',\n",
    "    '受傷人數': 'sum'\n",
    "}).rename(columns={'發生月': '事故件數'})\n",
    "month_stats['傷亡總計'] = month_stats['死亡人數'] + month_stats['受傷人數']\n",
    "month_stats['平均傷亡/件'] = (month_stats['傷亡總計'] / month_stats['事故件數']).round(2)\n",
    "\n",
    "# 儲存月份統計\n",
    "month_stats.to_csv('分析結果/統計表/月份統計.csv', encoding='utf-8-sig')\n",
    "print(\"✓ 月份統計表已儲存\")\n",
    "\n",
    "# 顯示統計表\n",
    "month_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 月份分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製月份圖表\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 5))\n",
    "\n",
    "# 折線圖（⚠️ 使用 first_party 統計事故件數）\n",
    "month_counts = first_party['發生月'].value_counts().sort_index()\n",
    "axes[0].plot(month_counts.index, month_counts.values, marker='o', linewidth=2.5, \n",
    "             markersize=10, color='#2E86AB', markerfacecolor='#A23B72')\n",
    "axes[0].set_title('113年臺北市交通事故月份趨勢', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0].set_xlabel('月份', fontsize=12)\n",
    "axes[0].set_ylabel('事故件數', fontsize=12)\n",
    "axes[0].set_xticks(range(1, 13))\n",
    "axes[0].grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "for x, y in zip(month_counts.index, month_counts.values):\n",
    "    axes[0].text(x, y + 50, f'{y:,}', ha='center', va='bottom', fontsize=9)\n",
    "\n",
    "# 長條圖\n",
    "colors = plt.cm.RdYlGn_r(np.linspace(0.3, 0.8, 12))\n",
    "axes[1].bar(month_counts.index, month_counts.values, color=colors, edgecolor='black', linewidth=0.5)\n",
    "axes[1].set_title('各月份事故件數分布', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1].set_xlabel('月份', fontsize=12)\n",
    "axes[1].set_ylabel('事故件數', fontsize=12)\n",
    "axes[1].set_xticks(range(1, 13))\n",
    "axes[1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/01_月份分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 月份分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 時段分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 時段統計表已儲存\n"
     ]
    },
    {
     "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>時段</th>\n",
       "      <th>事故件數</th>\n",
       "      <th>佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>上午 (06:00-11:59)</td>\n",
       "      <td>7938</td>\n",
       "      <td>35.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>下午 (12:00-17:59)</td>\n",
       "      <td>7790</td>\n",
       "      <td>34.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>夜晚 (18:00-23:59)</td>\n",
       "      <td>5713</td>\n",
       "      <td>25.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>清晨 (00:00-05:59)</td>\n",
       "      <td>927</td>\n",
       "      <td>4.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 時段  事故件數  佔比(%)\n",
       "0  上午 (06:00-11:59)  7938  35.49\n",
       "1  下午 (12:00-17:59)  7790  34.83\n",
       "2  夜晚 (18:00-23:59)  5713  25.54\n",
       "3  清晨 (00:00-05:59)   927   4.14"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 定義時段分類函數\n",
    "def classify_time_period(hour):\n",
    "    if 0 <= hour <= 5:\n",
    "        return '清晨 (00:00-05:59)'\n",
    "    elif 6 <= hour <= 11:\n",
    "        return '上午 (06:00-11:59)'\n",
    "    elif 12 <= hour <= 17:\n",
    "        return '下午 (12:00-17:59)'\n",
    "    else:\n",
    "        return '夜晚 (18:00-23:59)'\n",
    "\n",
    "# 在 df 和 first_party 上都建立時段欄位\n",
    "df['時段'] = df['發生時-Hours'].apply(classify_time_period)\n",
    "first_party['時段'] = first_party['發生時-Hours'].apply(classify_time_period)\n",
    "\n",
    "# ⚠️ 使用 first_party 統計事故件數\n",
    "time_counts = first_party['時段'].value_counts()\n",
    "hour_counts = first_party['發生時-Hours'].value_counts().sort_index()\n",
    "\n",
    "# 儲存時段統計\n",
    "time_stats = pd.DataFrame({\n",
    "    '時段': time_counts.index,\n",
    "    '事故件數': time_counts.values,\n",
    "    '佔比(%)': (time_counts.values / len(first_party) * 100).round(2)\n",
    "})\n",
    "time_stats.to_csv('分析結果/統計表/時段統計.csv', index=False, encoding='utf-8-sig')\n",
    "print(\"✓ 時段統計表已儲存\")\n",
    "\n",
    "# 顯示統計表\n",
    "time_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 時段分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製時段圖表\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# 圓餅圖\n",
    "colors_pie = ['#FFB6C1', '#87CEEB', '#98FB98', '#DDA0DD']\n",
    "explode = (0.05, 0.05, 0.05, 0.05)\n",
    "wedges, texts, autotexts = axes[0].pie(time_counts, labels=time_counts.index, autopct='%1.1f%%',\n",
    "                                         startangle=90, colors=colors_pie, explode=explode,\n",
    "                                         shadow=True, textprops={'fontsize': 11, 'weight': 'bold'})\n",
    "axes[0].set_title('事故發生時段分布', fontsize=14, fontweight='bold', pad=20)\n",
    "\n",
    "# 24小時分布\n",
    "axes[1].bar(hour_counts.index, hour_counts.values, color='#4ECDC4', edgecolor='black', linewidth=0.5)\n",
    "axes[1].set_title('24小時事故分布', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1].set_xlabel('小時', fontsize=12)\n",
    "axes[1].set_ylabel('事故件數', fontsize=12)\n",
    "axes[1].set_xticks(range(0, 24, 2))\n",
    "axes[1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "axes[1].axvline(x=hour_counts.idxmax(), color='red', linestyle='--', linewidth=2, \n",
    "                label=f'高峰: {hour_counts.idxmax()}時')\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/02_時段分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 時段分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 時間熱力圖分析\n",
    "\n",
    "透過熱力圖呈現「小時 × 星期」的事故分布，識別高風險時段\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 時間熱力圖已儲存\n",
      "\n",
      "📊 分析發現：\n",
      "   事故最高峰：8時 × 星期五，共 390 件\n",
      "   平日總事故：17,380 件（日均 3,476 件）\n",
      "   假日總事故：4,988 件（日均 2,494 件）\n"
     ]
    }
   ],
   "source": [
    "# 從年月日計算真正的星期幾\n",
    "# 民國年轉換為西元年 (民國113年 = 西元2024年)\n",
    "df['西元年'] = df['發生年度'] + 1911\n",
    "first_party['西元年'] = first_party['發生年度'] + 1911\n",
    "\n",
    "# 建立日期欄位並計算星期幾（在 df 和 first_party 上都建立）\n",
    "df['日期'] = pd.to_datetime(df[['西元年', '發生月', '發生日']].rename(\n",
    "    columns={'西元年': 'year', '發生月': 'month', '發生日': 'day'}))\n",
    "df['星期數'] = df['日期'].dt.dayofweek  # 0=星期一, 6=星期日\n",
    "\n",
    "first_party['日期'] = pd.to_datetime(first_party[['西元年', '發生月', '發生日']].rename(\n",
    "    columns={'西元年': 'year', '發生月': 'month', '發生日': 'day'}))\n",
    "first_party['星期數'] = first_party['日期'].dt.dayofweek\n",
    "\n",
    "# 星期對照表\n",
    "weekday_map = {0: '星期一', 1: '星期二', 2: '星期三', 3: '星期四', \n",
    "               4: '星期五', 5: '星期六', 6: '星期日'}\n",
    "df['星期'] = df['星期數'].map(weekday_map)\n",
    "first_party['星期'] = first_party['星期數'].map(weekday_map)\n",
    "\n",
    "# ⚠️ 建立小時 × 星期 的交叉表（使用 first_party 統計事故件數）\n",
    "heatmap_data = pd.crosstab(first_party['發生時-Hours'], first_party['星期數'])\n",
    "# 確保欄位順序為星期一到星期日\n",
    "heatmap_data = heatmap_data.reindex(columns=range(7), fill_value=0)\n",
    "heatmap_data.columns = [weekday_map[col] for col in heatmap_data.columns]\n",
    "\n",
    "# 繪製熱力圖\n",
    "fig, axes = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "# 熱力圖 1：小時 × 星期\n",
    "sns.heatmap(heatmap_data, cmap='YlOrRd', annot=True, fmt='g', \n",
    "            linewidths=0.5, ax=axes[0], cbar_kws={'label': '事故件數'})\n",
    "axes[0].set_title('交通事故時間熱力圖（小時 × 星期）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0].set_xlabel('星期', fontsize=12)\n",
    "axes[0].set_ylabel('小時', fontsize=12)\n",
    "\n",
    "# 熱力圖 2：月份 × 星期（使用 first_party）\n",
    "heatmap_month = pd.crosstab(first_party['發生月'], first_party['星期數'])\n",
    "heatmap_month = heatmap_month.reindex(columns=range(7), fill_value=0)\n",
    "heatmap_month.columns = [weekday_map[col] for col in heatmap_month.columns]\n",
    "\n",
    "sns.heatmap(heatmap_month, cmap='Blues', annot=True, fmt='g',\n",
    "            linewidths=0.5, ax=axes[1], cbar_kws={'label': '事故件數'})\n",
    "axes[1].set_title('交通事故時間熱力圖（月份 × 星期）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1].set_xlabel('星期', fontsize=12)\n",
    "axes[1].set_ylabel('月份', fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/08_時間熱力圖.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 時間熱力圖已儲存\")\n",
    "\n",
    "# 找出事故高峰時段\n",
    "max_idx = np.unravel_index(heatmap_data.values.argmax(), heatmap_data.values.shape)\n",
    "max_hour = heatmap_data.index[max_idx[0]]\n",
    "max_day = heatmap_data.columns[max_idx[1]]\n",
    "max_count = heatmap_data.values.max()\n",
    "print(f\"\\n📊 分析發現：\")\n",
    "print(f\"   事故最高峰：{max_hour}時 × {max_day}，共 {max_count} 件\")\n",
    "\n",
    "# 計算平日與假日差異\n",
    "weekday_total = heatmap_data[['星期一', '星期二', '星期三', '星期四', '星期五']].sum().sum()\n",
    "weekend_total = heatmap_data[['星期六', '星期日']].sum().sum()\n",
    "print(f\"   平日總事故：{weekday_total:,} 件（日均 {weekday_total/5:,.0f} 件）\")\n",
    "print(f\"   假日總事故：{weekend_total:,} 件（日均 {weekend_total/2:,.0f} 件）\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 空間分析\n",
    "\n",
    "### 行政區統計\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟4】空間分析...\n",
      "✓ 行政區統計表已儲存\n",
      "📊 本資料僅含 A1+A2 類事故共 22,368 件\n"
     ]
    },
    {
     "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>行政區</th>\n",
       "      <th>事故件數</th>\n",
       "      <th>死亡人數</th>\n",
       "      <th>受傷人數</th>\n",
       "      <th>佔比(%)</th>\n",
       "      <th>累積佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03中山區</td>\n",
       "      <td>2932</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3884.0</td>\n",
       "      <td>13.11</td>\n",
       "      <td>13.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04大安區</td>\n",
       "      <td>2384</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3111.0</td>\n",
       "      <td>10.66</td>\n",
       "      <td>23.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05中正區</td>\n",
       "      <td>2207</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2888.0</td>\n",
       "      <td>9.87</td>\n",
       "      <td>33.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>07信義區</td>\n",
       "      <td>2148</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2744.0</td>\n",
       "      <td>9.60</td>\n",
       "      <td>43.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12內湖區</td>\n",
       "      <td>2088</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2698.0</td>\n",
       "      <td>9.33</td>\n",
       "      <td>52.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>08士林區</td>\n",
       "      <td>2081</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>9.30</td>\n",
       "      <td>61.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02萬華區</td>\n",
       "      <td>1760</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>7.87</td>\n",
       "      <td>69.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10文山區</td>\n",
       "      <td>1625</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2168.0</td>\n",
       "      <td>7.26</td>\n",
       "      <td>77.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01大同區</td>\n",
       "      <td>1507</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>6.74</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>09北投區</td>\n",
       "      <td>1393</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1943.0</td>\n",
       "      <td>6.23</td>\n",
       "      <td>89.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>06松山區</td>\n",
       "      <td>1366</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1784.0</td>\n",
       "      <td>6.11</td>\n",
       "      <td>96.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11南港區</td>\n",
       "      <td>877</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>3.92</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      行政區  事故件數  死亡人數    受傷人數  佔比(%)  累積佔比(%)\n",
       "2   03中山區  2932   4.0  3884.0  13.11    13.11\n",
       "3   04大安區  2384   3.0  3111.0  10.66    23.77\n",
       "4   05中正區  2207   6.0  2888.0   9.87    33.64\n",
       "6   07信義區  2148   1.0  2744.0   9.60    43.24\n",
       "11  12內湖區  2088   6.0  2698.0   9.33    52.57\n",
       "7   08士林區  2081   8.0  2838.0   9.30    61.87\n",
       "1   02萬華區  1760  16.0  2466.0   7.87    69.74\n",
       "9   10文山區  1625   4.0  2168.0   7.26    77.00\n",
       "0   01大同區  1507   7.0  2084.0   6.74    83.74\n",
       "8   09北投區  1393   5.0  1943.0   6.23    89.97\n",
       "5   06松山區  1366   9.0  1784.0   6.11    96.08\n",
       "10  11南港區   877   1.0  1166.0   3.92   100.00"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟4】空間分析...\")\n",
    "\n",
    "# ⚠️ 使用 first_party（第一當事人）統計事故件數，與官方報告一致\n",
    "# 注意：我們的資料只有 A1+A2，官方報告包含 A3，所以件數會不同\n",
    "district_stats = first_party.groupby('區序').agg({\n",
    "    '區序': 'count',\n",
    "    '死亡人數': 'sum',\n",
    "    '受傷人數': 'sum'\n",
    "}).rename(columns={'區序': '事故件數'}).reset_index()\n",
    "district_stats.columns = ['行政區', '事故件數', '死亡人數', '受傷人數']\n",
    "district_stats = district_stats.sort_values('事故件數', ascending=False)\n",
    "district_stats['佔比(%)'] = (district_stats['事故件數'] / accident_count * 100).round(2)\n",
    "district_stats['累積佔比(%)'] = district_stats['佔比(%)'].cumsum().round(2)\n",
    "\n",
    "# 儲存行政區統計\n",
    "district_stats.to_csv('分析結果/統計表/行政區統計.csv', encoding='utf-8-sig')\n",
    "print(\"✓ 行政區統計表已儲存\")\n",
    "print(f\"📊 本資料僅含 A1+A2 類事故共 {accident_count:,} 件\")\n",
    "\n",
    "# 顯示統計表\n",
    "district_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xp/aiz2usYF3tV8dJ6+lpP2o9jj/++IQueiiQVTuIpO+Vr7/+ukLrDQAAgPJRVRWN4FJSIZGpDlR9Qs/TNAOezvF1fhi0ZMmSmK+hpIESC+o4pphFHRV1fh/ZiTNVFCcoHlanT41g1HmuEndKHqkyjToFquOgYiedo/qKFZEU8ylmUQdOn4RTXKrEkJJrZXWmjEUJR910HKJRFRONTFNSxc+nrthGf6PRWolMuaB4TjFSJHUWjNchTxQL6ngrYaRrAYpRVYEoMobRvPOKifQ8jQoLtpFk6ZqDpgBQnKNOj4oXoiWYFKspEatYO1hJR9dL1OFW1yeU6PTrq5viGHWc1X5VhRI9R+Uz/TEXJcmCcZ6uh5xwwgkx1zeyM7HauGJUXZsJJmt1PSRaMlDHxcf5Gj2oTryKvdQBWtTWdBz0WsEKPD4mvvnmm0uVI9W26HOgNqV2G6vNqROu5hPUCE8dZ414LKtDqT7HWgd1NvbHRElVXQPS9QcAKC8SfwDykpJASurpBFUnoxo9pRO+yMSfkjlKKmgOMo0IikcjCHVSp5Fr0eZCiNbbTwkcBX5KounEXvPtRSbbFPApqIrsEaoL/koO6ITZJ/5EAdOIESPcnAo62dTf631U6lCBmSxevDg0ssvTNmoC9liUkIkmWpnCyF6TWvdgeUyV/1Bvw+AyzQ2g9wgm/UQ9/SJHFSpwCgYBfoSjgkj1Wg0eS520a3vLmqNBybvgCEEFOkrE+oSYeiYqgNX+Vu9ZH1CrzKTv4RqNym3qbyPnwouk7VEQE9nT0QsGwEpyamSikr4KZFRyRaVV1K7VXmPNdxCPgiEFw9rmww8/vFTiyY8kjQxOFejHmtdEQZkCHAW3GtWoduhfS+VGo+2H4P7UOkW+X/DiiNpMZAkYT9vi5zVRgKpg0O+byLK6mn9CgaofJalkn9qnLkgoQFRCMBEKEn3PZgWq+n5RYB1J66yevJFzLKoN6+8T7ems9hetHKsPrgEAALD5KAmgsoHxKGGg+DPyPLis6SciqWKJSvUrdlIiQrFLZHUMzckdK4bznQGDnTODMYzKl0Yu69+/v4spfcc2nTNfd911LrmhzpeKU/R3ZY18U7ypTrc+7lRCTpVslBRSPKqOhonQ8/1oRZ1XqxNkrH2vc3mVhgxWoPFlUBOdP1v7Mtp5dyLXCUQjIBXX6BqE4jetuxK2Pt4MdlZUrBmr9GQkJbJ03DUqsSxadyWn1UFWsboSWromES3xp2Sj2k3k9BmKlXQNQnOZK97wVUsUh6pdKNmreFbHVrG6YlW1aZ/wUmI7WH7WVyiKRQlI3SJFduiNRZ8Nf21Bo/m0P7W9vqOyrkmo43RkR08/0jCybegagbZLyU0l8sqaH1N0XPQ8fT7UsVPHKLJzrWhfamSg3i8YOyrWizZ9BgAkgsQfgLykwEDJNl3oF/Wq0gmcEmi+95cEf04lJeKUnNPJvoKm3r17uySFyqQoARikXog6OfQ91YLUE1AlSvyJtE5mFfCoV5hGfSmxKHpN9XZTUOaTh3/++WepkXp6vWjlBZUEilb+RO+hOQeD85Z55S1JoiBAc0QocarATGU3RIkb9eyLTKTqpF0jo5TQ8fMCKpGpYLtv375WXipzGRx1p+BFiT4/KlJBmpI1Sh5qtJh6s+rEXCfjkaPrdHz9CDjtI/Hz6JVFQZh/brwSk0pWKyBUoK4kkQIw9UhMpiylglntb5W8iZZ4UluUaIk4HQclI4PBSzBZqx6hClp84i9WIk83lUHRvld7UDCmIF2vpSAouH1+tKO2PdoclLoQ4qndK6HoR2ZGBpl+xKgoAFdvXu1bvYaSgr63apAS/Er2++MmwRGxkbRvdWy1zkoqKhGqfam25hO+CoRbtWplidJnOpayLvIAAAAgtdSxTOeciZboi4xvdJ4aWfpP56yxytmrI2u8xIOn89XIhINi0LPPPtslJIL8NAeRFGcFyySqQobOm5X4UpygWEKJIZ33K7mlzo+x+KSfYgZ1VlVsc9ppp7nOmr5qTZBiK42GUgLFb3O8WF3n26qKovdS3Ks4V+UlfTLLJ6ASPfdWvBo5IjNRKp2phKgSTorRNepN1WcU/0cm/soaAZcMTQGg+dwVZ6utqkOwpnBQwjkyhlQM5EdGRtJ+U1vwcY+mC9HoRL224jN1ftSx0XUJ3VRVyHc4VmJWHUI9tZlYdE0gsoOn2oeuTaiNRs6rJ7FG30Wj9qvPhY6/EqJqHz6RqcSfEqPBaxqK8ZVkVftTolrXIqIlgqNRkl/vpc7cqr4UrBakOFbJUe1XVUPS9QXdxFcMinYtQe060aQ1gPxE4g9A3tHJo0689ttvv1DCRiePStBoebyecqmgE1+daPp56XTSrBNwBSQ66QsmIdRzM1oJUCX8lJzQyWiPHj3cMiUS/MTySvQpaaKTS1EAquBQwagSGhqlFzn/V6xSn/7EM1oAo/0ZbXSRgj6dDCdKpS169erleorqOPjEn+9tFzk/oIJL9TQMjqTTibh69FXkBFhBoZI7voyG2od6kSrRp4SwjpXKpao3rcpTanSmgkZNZB5ZllLrr/I3yYgsJeOPt95XAYbuta+0Tkpgq1etestq5KeSayrdUhYFzz755QN7JZ9UZlXtSBcBlIwOzkXgE3+pmoskkg9s1H6V6FMSWMk6JZeVCFTiUIGSAlO1OSUGFSxrlGO0xJ/fTu073ZRgU8AW/HxFUkJex13b7Ufj6ThH9nb1iXKVGtWFjUT4+Sv02VDAqM+kksgqt6P2rnXUZzaRUkP63KtULgAAANJL86B9/vnn7ud45+CR1MlQ56YVSfaUdU4bSefPkVMTqDOaklCRyxUTREv8iT9fVcJPMY+Sa0pmKc5UskgjyNQJVbGQ4hKN3lNSzydUIs+lFavOmDHDJUXUIU7n4NHOrRW3KPGn5GW8+fg8P3+ezrkVA2h7VanEd1pVPKUOhpFzr0WjMvqqqFOWsmIkJUOVtNIUFqJtVQynuFzxrp+CorKo07PiPMU3/lhoPyvxp+sHSr4GaT/FausaranX8dureEZJMlVKUZtU/KzrLErC6bgqKegTePo9kVKfivWiXWNQJ1G/PdEeV0Iz0eSfRu2pXWkfKKGsKk8+CatjEnn9QdcY1K41P6HauzrLJkrP12ddpVWDnzdVwNFISVXPUYyoNh4sOepFKyWrJLxG/QJALCT+AOQdleJTsiZYQmGLLbZwPR0VBOiif2X2nNKoPCXclKwLjkjSqEMFShqNqBPPsiiBoZr5SlJoNJ/vpahykCrLoYSQKLhQQkQnrr6Mi0/GaXlkzzGdQEcr9Rmrl2lZj2uEopI0QXpP37NSCRklDv06qMehkhkKJHXyrd5/Sogq2aPgJDIgVdJPQWkw8adyKGWNKEuW2oyCNCUXVeZDx0/JtsjepgqcdFMiVesUnJtQZURUrkS9CmONAtQxUBAapEBV76cAS0G0yqgo2afflbRU21VZV/WsVdASfG31vgy2NVGi249GDFKwpsBNyT8FaRoJ6Xs6+sRftNGAGv2m+Ty8aJOgx6Njrnajz6ISj54P8JUcU2JeCVC1CQWXkQFZJPVk1udAVBZU9HfRekcrGNM+UburjOSmkoc6TuoVrXaq4Fslf/Q50bYpkaf2FK+XeHBEafA7TL3GdZEmMghW8FtWOVoAAABUnDqC6Tw8XmIoGsUympO6skZ5pYoSfZoWQeuqc1HFK4oB1WkyOGJOiQhVX9E5rjrpKamk2EGdTlWlw8/vrmSfOlT6RE6s0v7J8NNvKK7QTZ3r/Px5SoQqlo533q34x3dEDVLcrWRWsGylpxgtcloBxfnt27d3SVBP5/+Ka3RtIHIKi1RTvKEYQaMqPSU8lZhV4k5xa7yKPYrLVXVH5SuDFU90/UTb6/9enVQVu2u0n6YxUTzm4xPFQcE4Ndr+E5XHLKsjbaykmz6Hvoynp7hW1zl8fKrOpn4dFI+pLahSikaDKvGnKi26ZqRpNSL5xKDafjCeVIyv74HIdVaiVOuq6xaKL4OdSbUv9BlQ+1KyT3+rjtDBJKyfuzByJHC0juEAEInEH4C8o56JOsnVXF/B0hJKpuiETQGN5i5INIkXTHD4xIgSWkrGRJZ98SfMOvnUCWDw/ZWY8XMN6oQ81hxfOqFUwKQkmkpTRpYG8Uk/f9KtHnnXXHONWx+doOsEXDSKKlrPMT/SLijyRNNT0vGHH34oVTJUAYwCrUg68fWjHD2/DhrdpbKFSjwpifHuu++6dfElUSKDp2hz4Wk9tK2xRM5FqNfQCb6oh50CWR0DPzm81uemm24KJc98QKpeilo//b2SZJrvIha1p+DcgaJkoI595Pxunnq+RpsXTsnhYG9blVXRfIMK1vyoTCWFgwGdqK0rgRekZKR/fwW/wVFm2i4lxxQY63kqIerbe6zAXPshWG5F7U2jOMtDSbzIZLGnhKBKm6q0phfZ9mPR/vfJWZXtjHXRRUk/BV8KWtUrs7Los65jpuStjoGOqz5jSvrr86tepGWJNqJUpWnU/pUQj5wvRvuNCeEBAAAqj84fFRvpXLw8FEvqPDrTKVbSVBFK6qlKihJ/ilcVk0TrzKjzT90UF6tj52effRYqDamYQpVa1DFNlT4iY5dU03FRckfxnCptKKmkZJSSj/FGaCpJFC1m1rxwineiJWyDc377uFsxvGJLJaCCbUYJHCWffKnMRASvM4gSkGpHweU6Nj4Rp2Ok+EDxkBKWwWsQxxxzjItrFQtF207RMVQHYnVg1DUT7c9gLB45wk6vpxF/6ryp6yr62c9XX9Y0BdE60kZSJ0e9ruaRD478VJuKNmWJ6LqLnxpEVI7U+/LLL9294i9VZdIoOq2/EtKqChWLjm/wGKstKTaN7BDsO2tGu3ah2FOfKXU+VQI62YpBABCJxB+AvKJSDh9++KE7OY7Vu0897jT3XiIjfnSRPdoJWuRJok7qfMJBvf0kWg8yT6ViIi/+a51V0lDBkcpQBufwC9KIPx9w6kRWCUI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pU6dl+iVp2nSRMGzY8MwF/wz8SZIkSXU0ZcqUGPhTvtkPJEmSJCnExbEE/S64YfnQes2FMvmSjP5serim87jYFgN/kiRJkiRJkiRJyjWCfmtvsEhDP43csRaRJEmSJEmSJEmSVAYM/EmSJEl10KhRo9C8efP4WfllP5AkSZIklQL3+JMkSZLqIeCjfLMfSJIkSZJKgRl/kiRJUh3MmjUrjB07Nn5WftkPJEmSJEmlwMCfJEmSVEdTp071NZT9QJIkSZLU4Az8SZIkSZIkSZIkSWXAwJ8kSZIkSZIkSZJUBgz8SZIkSXXQqFGj0LJly/hZ+WU/kCRJkiSVgiYN/QQkSZKkrAd8mjVr1tBPQw3MfiBJkiRJKgVm/EmSJEl1MGvWrDB69Oj4WfllP5AkSZIklQIDf5IkSVIdTZ8+3ddQ9gNJkiRJUoMz8CdJkiRJkiRJkiSVAQN/kiRJkiRJkiRJUhkw8CdJkiTVQaNGjUKrVq3iZ+WX/UCSJEmSVAqaNPQTkCRJkrIe8GnatGlDPw01MPuBJEmSJKkUmPEnSZIk1cGsWbPCyJEj42fll/1AkiRJklQKDPxJkiRJdWTQT/YDSZIkSVIpMPAnSZIkSZIkSZIklQEDf5IkSZIkSZIkSVIZMPAnSZIk1UGjRo1C69at42fll/1AkiRJklQKDPxJkiRJddSkSRNfQ9kPJEmSJEkNzsCfJEmSVAeFQiGMHDkyflZ+2Q8kSZIkSaXAwJ8kSZIkSZIkSZJUBgz8SZIkSZIkSZIkSWXAzUjq4MuZM8KsX6fX39GQJEmqJ6NmzvC1lCRJkiRJyhkDf3Xwjx8mhZ9++qn+joYkSVI9arrIIqFFixa+pr+xRo0ahdVXXz1+Vn7ZDyRJkiRJpcDAXx0MGjTICZ4cKxQKYcaMGaFJkyb2g5yyD8h+oFLvAwT9Wrdu3dBPIxfoAwsuuGBDPw01MPuBJEmSJKmhGfirgw033NAJnhybNWtWGDlyZFzh37ix22XmkX1A9gPZB5SCv6NHjzbrL+fsB5IkSZKkUmC0QpIkSZIkSZIkSSoDBv4kSZIkSZIkSZKkMmDgT6rLG8gSn7lnH5DnAtkHZB+QY0NJkiRJUqlwj786cMI/3zj+7O+n/LIPyH4g+4DsA3JcIEmSJEkqJWb81UGhUKi/I6FMHv+pU6faD3LMPiD7gewDsg/IcYEkSZIkqZQY+KsDA3/5xvEfO3as/SDH7AOyH8g+IPuAHBdIkiRJkkqJgT9JkiRJkiRJkiSpDBj4kyRJkiRJkiRJksqAgT+pDhZaaCFfv5yzD8h+IPuA7ANyXCBJkiRJKhVNGvoJZFnjxsZN8378W7du3dBPQw3IPiD7gewDsg/IcYEkSZIkqZQYuaqDQqFQf0dCmTz+U6ZMsR/kmH1A9gPZB2QfkOMCSZIkSVIpMfBXBwb+8o3jP2HCBPtBjtkHZD+QfUD2ATkukCRJkiSVEgN/kiRJkiRJkiRJUhkw8CdJkiRJkiRJkiSVAQN/Uh00bdrU1y/n7AOyH8g+IPuAHBdIkiRJkkpFk4Z+AlnWuLFx07wf/1atWjX001ADsg/IfiD7gOwDclwgSZIkSSolRq7qoFAo1N+RUCaP/3fffWc/yDH7gOwHsg/IPiDHBZIkSZKkUmLgrw4M/OWbQR/ZB+S5QPYB2Qfk2FCSJEmSVEos9VkHgwcPttxnjs2aNSuMGTMmTJo0yX6QU/YB2Q/0e/SBFi1ahNatW/tiS5IkSZIkaa4M/NXBDjvsEH766ae6/AlJkqQ5WnSRRcLHw4cb/JMkSZIkSdJcGfirg8MXWiy0mOVLKEmSfhtfz5oZ7p72Y5g4caKBvxLXrFmzhn4KKgH2A0mSJElSQzNqVQfLN14gtFrAl1CSJCnPKPHasmXLhn4aamD2A0mSJElSKaj/jWgkSZKknO3zOGHChPhZ+WU/kCRJkiSVAgN/kiRJUh1NmTLF11D2A0mSJElSgzPwJ0mSJEmSJEmSJJUBA3+SJEmSJEmSJElSGTDwJ0mSJNVBo0aNQvPmzeNn5Zf9QJIkSZJUCpo09BOQJEmSyiHgo3yzH0iSJEmSSoEZf5IkSVIdzJo1K4wdOzZ+Vn7ZDyRJkiRJpcDAnyRJklRHU6dO9TWU/UCSJEmS1OAM/EmSJEmSJEmSJEllwMCfJEmSJEmSJEmSVAYM/EmSJEl10KhRo9CyZcv4WfllP5AkSZIklQIDf5IkSVIdAz7NmjUz8Jdz9oOG1aVLl7DOOuvM9vH+++/H73/55ZfhpJNOCptvvnk49NBDw6uvvjrb37j77rvDHnvsEbbZZptwySWXhOnTpzdASyRJkiSpbgz8SZIkSXUwa9asMHr06PhZ+WU/aFjff/99uPbaa8OQIUMqfWy00Ubhxx9/DMcff3xo06ZN6NevXzjyyCND586dw7Bhwyp+v0+fPuHhhx8OV155Zejdu3eYMGFCuOCCCxq0TZIkSZI0Pwz8SZIkSXVkZpDsBw3ru+++Cy1atAhNmjSp9EEm5nPPPReWXXbZcPrpp4flllsuZvWR9XffffdVBG179uwZLrvsstC+ffuw2mqrhauvvjq89NJLMVNQkiRJkrLEwJ8kSZIkKfOBv+bNm1f7vYEDB4YOHTpUKse7yy67hAEDBsR/f/rpp+GHH36IZUAT/tamm24ag3+SJEmSlCUG/iRJkiRJmQ/8ffPNN+GEE06IQT328/v444/j98aNGxdWWmmlSj+/8sorh0mTJoVp06bF77dq1So0btx4tp8ZP37879oOSZIkSaqrJnX+C5IkSVKOkUVE0KA4m0j5Yz9oODNnzoxBvF69eoVTTz01tGzZMjzxxBPh8MMPD//+97/D5MmTQ9OmTSv9zmKLLRY/873qvp9+hoDivKBsaPG5gGBi1f0/+T4f9fE4CoXCbI9XfSzLaHdqT9V28fryWHq8nPZapS3F7ana1nKU2lxTW9P7qZyOM6q2qab3fDkd+9TmeT3vZVlN56nqzuXl1O7i/l3TdSu958tFam9N57H0eDkdZ+T9ujWn81g5HutiXrfCHMfl1T0+p7HOnB6fl75k4E+SJEmqAwbz1QUNlC/2g4bDTfBtt90WNttss7D44ovHx84555zwwQcfhKeeeiosueSSYerUqZV+56effoqf+V51308/w/fmxRdffFFxg9+sWbMYhJw4cWKYMmVKpTKifJBpWPz/8rP8zldffVVp31AWFnCO4W8X3+y3bt067mM4cuTISs9h9dVXDzNmzAjlYsyYMXHvRdo0evToShMgtPXnn38OY8eOrfjZckFbllpqqfjvhRZaKB5vStJOmDCh4mfK7dpDm+nvfHz//feVAu/F76dyOs5g4ULx+7imc0Q6b5VT/57beS+9t8sBGeaozbm8XM9l6fpU3bk8vT7lIPXb4utTdefycjrOVY8179+azuXl1maO6dzGe+V2rGs7hi2n9/WY/9+/53dcPrcx7NzGe+n99O2339b6ORv4kyRJkuqAAT8D/1VXXXW2UoHKD/tBw+Eme8cdd5zt8TZt2sSb9OWXXz5ORBT78ssv4837IossEr/PTXdasV38M9tss808PRfOAwsssEClx1q0aBE/khQY5P8tlh6vWpY0Pc7fru5xJg6qPs5rUi5WXHHF2KYFF1xwtrZi0UUXrXicAEo5tbtqe5dYYomK4Hbx5Fs5tTm9L5ZeeumKCeRivJf4uXJCO4uPdU3nCLKTy61/z+28x0RnueB6U9tzebmey+Z0Lk+vTzlI/bb4+lTdubycjnNN163qzuVVx2RZb3Ma481pvFdu163ajmHL+bq16jyMy2szhp3beC+9n/geixtrw5kJSZIkqY7KrXyL5o/9oGGMGDEi7LrrrrNluX322Wdx1ewOO+wQXnzxxUolc1544YWKYOFaa60Vb6Lffvvtiu+zovadd96JvzsvCBwWf1T3WJoYqI/H+ajp8XIxp7ai6uPlojZtLaf2ojZtLed21/ZcUA7m5bxXLub1XF4uatvWcuvfqM11q5zk/bo1t3N5OfG6FeZ5XD4v74+5PV7r4/QbHX9JkiRJkn5zq622WlxNfuGFF4ahQ4fGEjjdu3cPw4YNC/vuu2/YbbfdYrmcbt26hfHjx4f+/fuHBx98MHTq1Cn+PjfQJ510UrjkkkvCe++9Fz7//PNwwQUXxKDfyiuv7BGUJEmSlCnlU/9DkiRJkpQ7BO569OgRrrvuunDcccfFzMtNN9003H///XFvFfTq1StceeWVYa+99gprrLFGuOGGG8J6661X8TcOPvjguFcJwUP2Z9lpp53CRRdd1ICtkiRJkqT5Y+BPkiRJqgNKblBOsJxKFGne2Q8aFgG+a665psbvk7nXs2fPOf6NY445Jn5IkiRJUpZZ6lOSJEmqoyZNXE8n+4EkSZIkqeEZ+JMkSZLqoFAohJEjR8bPyi/7gSRJkiSpFBj4kyRJ0m9i5syZ8UOSJEmSJEm/DwN/kiRJZeDJJ58Me+21V9h4443DoYceGj788MMaf/app54KBxxwQNhiiy1C586dw+TJkyt9f/DgwfFv8Ld22mmn0LVr1/DLL79UfH/KlCnh4osvDttss03YdNNNw3HHHRcz3qrq379/OOecc+K/J0yYEGbMmBE++eSTsO+++9Zr2yVJkiRJkvS/DPxJkiRl3AsvvBCuu+660KVLl/DSSy+FP/7xj+GEE04I33777Ww/O2jQoHDttdeGs88+Ozz22GNh0UUXDaecckqYNWtW/P7XX38djj322LDPPvuEgQMHhh49eoS33norXH/99RV/4/zzzw/ffPNNeOihh8Kzzz4bNtxww/g7P/30U6X/67777gs77rhj/Nt77713/B1JkiRJkiT9dgz8SZIkZVyvXr3C6aefHjbbbLOw5JJLhgMPPDCsu+66MQhY3c8S9Nt6663DSiutFC699NIwbty48M4778TvDxgwILRr1y5m/C211FJh7bXXjoG+fv36xe8T3HvxxRfD5ZdfHlZeeeWwzDLLhDPOOCMsvPDCFX8D7733Xhg7dmzo2LFj+Pjjj+P3V1hhhVCOGjVqFFZfffX4WfllP5AkSZIklYImDf0EJEmSVDdffPFFDNYVW2ihhcIPP/xQ6TG+JjjXrVu3Sj+3ww47xIDf5ptvHjMAmzSpPERccMEFwyKLLBL/zff4neKfIeDBz/C7mD59erjssstilh8/S0bixIkTQ9u2bUOhUAi//vpr/HdxkLDq/5k1lDHlNVC+2Q8kSZIkSQ3NjD9JkqSMe/PNN2OGX0IG39tvvx3at29f6efYZ2+xxRaLmXzFyNwbP358/DeZgO+//354+eWXY5CO/fxuueWWWPoTZO4RKLzhhhvCtGnTwsyZM2PJUPYA3GijjeLP/POf/wzDhg0LzZo1i7//4IMPhqeffjruO9i3b9/4XPl3+sh60I/XafTo0fGz8st+IEmSJEkqBdmeZZEkSVIl7NF38sknh5122inuvVds0qRJoWnTprO9YgQDJ0+eHP+93HLLxdKeJ554YszyI7hHAJF9AJMLLrggHHHEEfHxFLR74IEHYlBwxIgRcd+/Aw44oCKbb6+99gprrrmmR0qSJEmSJOk3ZsafJElSmRg6dGg46KCDYsDvmmuume37ZPpNnTp1tsfZt4+9AcH+fddff33o2rVrzNJ76KGHYmCQffzIaPrxxx/DUUcdFXbbbbfwxBNPxA++d/zxx4dRo0bF7MG77rortGrVKv697bffPpx77rm/Q+slSZIkSZJkxp8kSVIZeO2112IA7s9//nM45phj4r57VbVs2TIG+cj8Ky73+eWXX8ZMP9xxxx3hrLPOCnvuuWf8unXr1uHmm2+O+/+NHDky7hG4/PLLh/POO6/i99dYY43wySefhEcffTScc8458eviMqTF2YKUBmUPwI033rjisaOPPjqceeaZIcsaN3Y9newHkiRJkqSGl5nAH5NUrDaXJElSZQTjCK6R5ZcCdtVZYoklwiabbBIGDBhQUYqTINygQYPC1VdfHb/+9ddfY4nPYpTzXGCBBcKsWbPCjBkzYknPqvgdgnpVbbHFFrHcZ0KA8K9//Wt46qmnyuYwEvRbffXVG/ppqIHZDyRJkiRJpaDOS5Off/75sMEGG4SvvvqqIkB38cUXh6233jpstdVW4ZJLLokloWoqR7XpppuGtm3bhhtuuKHG/+Pnn38Of/zjH0Pfvn0rHrv22mvD/fffH//N4xtttFH8P1mNfuqpp8bHH3nkkbDuuuuGNm3axP9jbh+33nprXV8OSZKk3x1Bu/322y+W3yQwlz4I1FGKk6AgX+OEE04I//znP2OG4JgxY8Kll14as/0222yz+H0Ch4zL3nrrrTiGGz16dPjb3/4WM/9WW221sN1224X3338/3HPPPWHixInhu+++C08++WTo169f6NixYy6PPiVQKaHKZ+WX/UCSJEmSlOmMvwkTJoQbb7wxTgqxMjxhDxdKSz3++ONxsomJqMsuuyxcd911s/2N9ddfP65Q7969e1xtXpNFF100Ti5RvuqXX34Jhx566Gw/86c//SlceOGF8fnce++9FY89++yzoVOnTnGSSpIkqdyw6GrIkCHxo0+fPpW+d9ppp8VMvJdeeilm2jH2Ys89ynQS/Pv666/DlltuGW677baKUpWU3STDj/EbC7soCcrP3H777fFx9vC7++67Y3CQ3yOguNZaa8VxIQux8hrwGTt2bMz6q67EqvLBfiBJkiRJynTgb/DgwXFl80MPPRS23Xbb+NgXX3wRV48zuZT2jbnooovCzjvvHK666qqw0EILhTfeeCOceOKJlf4WZaG4Ub7rrrsqPc4EExNNfK9Zs2Yxw48V5vvuu28YP358WHDBBeNeMrvvvnutnnPnzp1jYJBJq4TJKlbHd+nSZX5fCkmSpAZDKfThw4fP8WdYaLXMMstUfM1Yio/qEAA86qij4kdNNtxwwxj8mx+UDGVcJ0mSJEmSpBIK/HXo0CHssssulR4bMWJEXOmcgn4g2Edwbdq0afHfBPHatWsXevfuXfEzRxxxRMz4ozRncuSRR1aUSyLYR4kpsv4o5cmeMJT6XHHFFePvUuqTIOGLL74YMwJrWm3O91jdTgnS5IUXXggDBw6c35dBkiSppFFZgYw8ynn+nk4//fRqH19jjTUqjQMlSZIkSZJUAoG/6soYkdnHR7Gnn346TvDUtLL7m2++iUE/Vn9TbmqFFVaY7Wc23njjcOCBB8YSn5TxpMRUVewBWLXUZ3UoSUWWYDJu3LgYrJQkSSpVVEfgY36wZ99KK60037+vuaO8PRUlUhUL5VN99wPfs5IkSZKk3zXwVxv9+/eP+73cdNNNNf5Mz549w+GHHx7Ldt56663hiiuuqPbnjjvuuHgjnfafmR8XXHBB+PHHH2d7fMkll5zvvylJkvRbY3++uoyBvv3223p9PvJ1lu83SZIkSVKOAn+scL3jjjtCjx49wvXXXx+23377an+O7DzKbJ577rkxg5Ag4aBBg2r8+U6dOsWyoeuss07FY2Tv8fjcnHfeeeHtt9+ulInIY8OGDYtfM5lG2U9JkqRSs/baa8dS6XPy8MMPx3HNZZddFkrBv/71rzjO69q1ayh3jH1/+OGHsMQSS1RbFUP5UN/9gIy/Dz/8sF6emyRJkiQpP+o98McN6pVXXhn323vwwQfDuuuuW+3Pffrpp+H888+P2YDs/Ydu3bqFE088MQYAq3PDDTfEia+WLVvGIN2UKVPC8ccfH7/32GOPhWeffTaWDW3fvv1svztx4sQYiOT399prr1iKhzKjffr0Ccsuu2zYbrvt6vV1kCRJqi+UROejJiyMuvvuu+N+fvzcF198EasosE/y8ssvH/bff/9YPaGmYMT3338frrnmmvDyyy/Hn9l2223jOK158+YVGYOdO3cOQ4cOjaVDL7744liJAZMnT46LsNirOY3psPvuu8eg31dffRVWWWWVsu4MjCt5jagiUZfMTGWb/UCSJEmSVArqfWbi8ssvD2+++WYMqNUU9AOr0c8666yw4YYbVjxGJh+/T4CuqqlTp4a+ffuGzTffPE5ILbzwwvEjYQ9AJqvmVFZUkiSpHP373/8OrVq1imMpFkYdccQRYdNNNw3PP/98uPbaa8NTTz0VevXqVWOWEkE9Alb8HOOtadOmxcBfwviKxVP8P2QgPffccxXfI+BI2fbioB/4+k9/+lO48847f8OWS5IkSZIk6TcL/A0fPjwG/Mj4I4uO1efpo+oG97fcckvYd999Z/sblPnke1UxEcX3ll566fl+fqeffnr8P0eNGlXx2NFHHx0fY6W7JElSFhGso6JB+veaa64ZTjnllJixt8EGG4TrrrsuBuiojFDd+I1MPhZlLbfccmGFFVYIF154YVxQ9fPPP8efee+992IGX4sWLcJOO+0UvwbjJ8p57rffftU+L7ID+/XrF3799dfftP2SJEmSJEn6DUp9vvPOOzHAd9hhh832PUp/rrTSShVfL7XUUjX+HUpHkeGXSlpRNue+++6LpT5Bic5ddtkl/nuNNdaYrdRosQUXXDCW+aTUVPGk0+KLLx569uwZg5KSJElZxfiGQBzBOlDmc/3116/0M2QCUpKTIF/btm0rfY8KClRcKK6ksMgii1SU8gTju/Q1mXyMzUAw8cgjj4zjreqsuuqqYdFFF417DxZXeShHTZs2beinoBJgP5AkSZIklUXgj0kkUOaJj/nFvn3sGQNWlKeJKfYDJMBH6VACe6xgP+OMMyp+j5XtoIQV5aROO+20iu/ts88+cQX7RRddNNf/v02bNuHRRx+d7+cvSZL0e/v6669jac7VVlutYgz1ySefVPoZ9tljsROLp6ri99LvpkDibbfdFrbeeusYtEtjpEGDBsXPr7zyStwz8LvvvgsvvfRSePzxx2t8bpRnZwzHWK6cA3+USaXUqvLNfiBJkiRJKruMv9pgv5lu3bpV+70OHTrEj6pYpZ7Kf5IFWBz0A6Wt9thjj7g6/fjjj6/0PR7nQ5IkqRxNmjQpVlIg6JDGRZQx79+/f+jYsWMsx0mpzxVXXDEGCOekU6dO4d13341BrIcffrjicRZVnXjiiXGBFQFBSnjefPPN4aijjorZfxdccEEYMmRI2HbbbcPZZ59d8VxAmfZyL6lORiRtpK0EO5VP9gNJkiRJUtnt8VcblIeaU5nP+f2bBP0kSZLypuo+ypTXJCj3z3/+M7Rv3z4cc8wx4YgjjgiLLbZYaNmy5Rz/FmXV2Vd55513DieddFJFoHDllVeOgcQ333wz3HrrreHHH3+MewASYKQcOwuznnjiibhX4HPPPTfX51huaB8ZkOXeTs2Z/UCSJEmSlMvAnyRJkuoPWWZk/aV997D99tuHAQMGhDfeeCM8/fTToV27dmHMmDExgFfViBEj4geaN28eS3Oee+65YcqUKeHVV1+t+Dky2VLpT8qrH3300XFvPzIEt9pqqxj84zNfFyMTjr8rSZIkSZKk356BP0mSpAxbYYUVwsILLxw+//zz+DV78Z166qnx3ylQ9+KLL8b9+ZZbbrnZfp/g4JVXXjlb5hJ7/S2++OKz/Tz7BBIQZB9lEHBkD2bwO+nf6e8QVFxzzTXrtc2SJEmSJEmqnoE/SZKkDCPrbuONNw7//e9/49cbbrhhzLq79957w+TJk8Prr78errrqqnDKKadU/A5lQO+4447479122y0MHz489OjRI5arHDduXAwENm3aNP7dqvg9yofy/6Jt27axvOfEiRPDwIED4/+fjBo1KkydOjWsv/76odw1a9asoZ+CSoD9QJIkSZLU0Az8SZIkZdz+++8f/vWvf1WU/iSIx558lPzs2rVr6NKlSyzDmVD28+uvv47/XnbZZcOdd94Z3n777bDLLruEAw44IAYMeYxMwmITJkyIGYIp2w+dOnUKP//8c9h1113DaqutFvbYY4+K7/Gc9t5774ogYblq3Lhx3D+Rz8ov+4EkSZIkqRQ0aegnIEmSpLoh2HbTTTeFTz75JKy99toxU69Pnz41/vwNN9xQ6ev11lsvBvrmhuBWv379ZstwYs+/qqZPnx4eeeSR0Lt371DuKHdKxmOLFi0M/uWY/UCSJEmSVApclixJkpRxTZo0Cccdd1y4//77Q6l49tlnwyabbBJWWWWVkAdTpkxp6KegEmA/kCRJkiQ1NDP+JEmSysBhhx0WSgklPvmQJEmSJEnS78eMP0mSJEmSJEmSJKkMGPiTJEmS6qBRo0ahefPm8bPyy34gSZIkSSoFlvqUJEmS6iHgo3yzH0iSJEmSSoEZf5IkSVIdzJo1K4wdOzZ+Vn7ZDyRJkiRJpcDAnyRJklRHU6dO9TWU/UCSJEmS1OAM/EmSJEmSJEmSJEllwMCfJEmSJEmSJEmSVAYM/EmSJEl10KhRo9CyZcv4WfllP5AkSZIklYImDf0EJEmSpKwHfJo1a9bQT0MNzH4gSZIkSSoFZvxJkiRJdTBr1qwwevTo+Fn5ZT+QJEmSJJUCA3+SJElSHU2fPt3XUPYDSZIkSVKDM/AnSZIkSZIkSZIklQEDf5IkSZIkSZIkSVIZMPAnSZIk1UGjRo1Cq1at4mfll/1AkiRJklQKmjT0E5AkSZKyHvBp2rRpQz8NNTD7gSRJkiSpFJjxJ0mSJNXBrFmzwsiRI+Nn5Zf9QJIkSZJUCgz8SZIkSXVk0E/2A0mSJElSKTDwJ0mSJEmSJEmSJJUBA3+SJEmSJEmSJElSGTDwJ0mSJNVBo0aNQuvWreNn5Zf9QJIkSZJUCgz8SZIkSXXUpEkTX0PZDyRJkiRJDc7AnyRJklQHhUIhjBw5Mn5WftkPJEmSJEmlwMCfJEmSJEmSJEmSVAYM/EmSJEmSJEmSJEllwMCfJEmSJEmSJEmSVAYM/EmSJEl10KhRo7D66qvHz8ov+4EkSZIkqRQY+JMkSZLqaMaMGb6Gsh9IkiRJkhpck4Z+Alk2btbMMGOmkzySJOm38fWsmb60GVAoFMLo0aPN+ss5+4EkSZIkqRQY+KuDB6b/FH76+af6OxqSJElVLLrIIqFFixa+LpIkSZIkSZorA3918NJLL4XGja2WmlezZs0KY8aMCSuuuKL9IKfsA7If6PfoAwT9Wrdu7YstSZIkSZKkuTLwVwcbbbRRWHDBBevyJ5Txid7mzZuHVVdd1cBfTtkHZD+QfUCJi8FkP5AkSZIklQIDf3XgBE++cfxXX331hn4aakD2AdkPZB+QfUCOCyRJkiRJpcQ6lXVQKBTq70gok8d/6tSp9oMcsw/IfiD7gOwDclwgSZIkSSolBv7qwMBfvnH8x44daz/IMfuA7AeyD8g+IMcFkiRJkqRSYuBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPqoOFFlrI1y/n7AOyH8g+IPuAHBdIkiRJkkpFk4Z+AlnWuLFx07wf/9atWzf001ADsg/IfiD7gOwDclwgSZIkSSolRq7qoFAo1N+RUCaP/5QpU+wHOWYfkP1A9gHZB+S4QJIkSZJUSgz81YGBv3zj+E+YMMF+kGP2AdkPZB+QfUCOCyRJkiRJpcTAnyRJkiRJkiRJklQGDPxJkiRJkiRJkiRJZcDAn1QHTZs29fXLOfuA7AeyD8g+IMcFkiRJkqRS0aShn0CWNW5s3DTvx79Vq1YN/TTUgOwDsh/IPiD7gBwXSJIkSZJKiZGrOigUCvV3JJTJ4//dd9/ZD3LMPiD7gewDsg/IcYEkSZIkqZQY+KsDA3/5ZtBH9gF5LpB9QPYBOTaUJEmSJJUSA3+SJEmSJEmSJElSGTDwJ0mSJEmSJEmSJJUBA39SHTRr1szXL+fsA7IfyD4g+4AcF5SPp556KhxwwAFhiy22CJ07dw6TJ09u6KckSZIkSfPEwF8dNG7sy5f349+yZUv7QY7ZB2Q/kH1A9gE5LigfgwYNCtdee204++yzw2OPPRYWXXTRcMopp4RZs2Y19FOTJEmSpFozclUH3gDmG8d/woQJ9oMcsw/IfiD7gOwDclxQPnr16hWDfltvvXVYaaWVwqWXXhrGjRsX3nnnnYZ+apIkSZJUawb+pDqYMmWKr1/O2QdkP5B9QPYBOS7Ivh9++CEG+HbeeeeKxxZaaKGwww47hAEDBjToc5MkSZKkeWHgT5IkSZKUa1TyWGyxxcJSSy1V6fGVV145jB8/vsGelyRJkiTNqybz/BsKhUIhvgozZ850f7ecl3mkL9APUp9QvtgHZD+QfUD2Af1W4wL+Dhxn/j4mTZoUmjZtOtvjBAMnT548199Px+nXX3+ttBUAe0JX3SKiUaNG8aM+Hi/+v4sf5zGee6Np34eZP2bztp/nThto94wZM6ptK68vj6XH+Vl+p/HU70NhUjbbzXNP7aY/1dTWJB3rBaZ8H8KC2Wwzz724zTW1Nb2f0nFuMun70CijbQbPv7pjXdN7Ph3rBb+dFBo3WTBkEc+9uM21Oe/FNn+T4TZ/879tTmOE2pzLK85l46eERgtks90896r9u6brVnrPx9dp7I9hRuOFQhbx3FOb03hwTtetdJynf/VzmNp47mONUsXzn5/r1o+jfg0LNZ4asojnXvW6NafzWDrWE0cVQpNG//caZQnPPZ3Lio9zba5bYz9fIDT+/+//rBn7+QK1vm7VNC6v7vE5jXXm9HhNY+LqNCp4JznPpk+fHj788MN5/0VJkiRJmgdt27aNJSf12xoxYkQ4+OCDZ9vP7+677w4ffPBBuOGGG+b4+94jSpIkSSqVe8TsLo1qQE2aNIkvLpHWFLWVJEmSpPqSVoJz76HfXsuWLcNPP/0UM/+Ky31++eWXYbnllpvr73uPKEmSJKlU7hG9i5wPBPxcdStJkiRJ5WGJJZYIm2yySRgwYEA44IADKrL4Bg0aFK6++uq5/r73iJIkSZJKhYE/SZIkSVLunXDCCeGCCy6IGX6rrrpq6N69e/z3ZpttlvvXRpIkSVJ2uMefJEmSJEkhhKeeeircc8894euvvw5bbrlluPTSS8OSSy7payNJkiQpMwz8SZIkSZIkSZIkSWWgcUM/AUmSJEmSJEmSJEl1Z+BPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/ubDU089FQ444ICwxRZbhM6dO4fJkyfX/5FRg+nSpUtYZ511Zvt4//334/e//PLLcNJJJ4XNN988HHrooeHVV1+d7W/cfffdYY899gjbbLNNuOSSS8L06dMboCWaV88//3zYYIMNwldffRW//uWXX8LFF18cj+Oee+4Z7rnnntl+55VXXgmHHHJI7A/0i/S7SW3+hkq3HxQKhbDhhhvOdj7o2LHjPF0XJk2aFM4666z4fX7u6aef/p1bpdp68sknw1577RU23njjeI7/8MMPK75XH+f/2vwNlWYfGDx4cLXjA45zMmvWrNC1a9ew8847x4/rr78+Plbso48+CkcffXTYbLPN4uchQ4b87m3UnM2YMSN079497LTTTrEfHHXUUWHo0KEV3/dcIKlcznXcqygfuK/Jkzz27zy2Oc99PK9tVn7Yv+tBQfPkpZdeKmy55ZaFV199tfDll18WLrjggsKhhx5amDlzpq9kmTj99NMLTzzxROHXX3+t9DFr1qzCDz/8UNh1110LN910U2HcuHGFZ555prDpppsWhg4dWvH7Dz/8cPyZd999tzBy5MjCSSedVPjLX/7SoG3SnI0fPz6+l3faaafC2muvHd/b4Lidcsop8ThyPHfeeedCnz59Kn6P477ZZpsV+vfvH/vD9ddfH489/SSZ299QafeDH3/8sdCmTZvC9OnTZzsn1Pa6wOdDDjmkcPHFFxe++uqrwiuvvFL4wx/+UBg0aFADtlbVef755wtbbbVV4T//+U9h0qRJhUcffTQeq4kTJ9bL+b82f0Ol2wcGDBhQ6NSp02znghkzZlT8fteuXQsHH3xwYdiwYfHjwAMPjNeG5Ouvv47niwceeCD2gd69e8f/j8dVOm655ZbC/vvvXxg+fHjh+++/L/Ts2bOw9dZbF6ZMmeK5QGWP89q0adMKeZLHNnM+O/HEEwtDhgwp5MlPP/1UeO655wp5kuYy8iSP/TuPbU5++eWXSuPxPMhrm4vn2vIij2MU5t9UPwz8zaMjjjii8Nhjj1U68ey4446Ft956q54OiRra4YcfHifmq/P444/H7xcPnJnkO//88ysm+OkPb7zxRsX3v/3220L79u0Lo0eP/h2eveYHN39nnnlmDPykgA/Hiwl5Jn4T+gXHNx3/8847L07gJzzOhG/fvn3j17X5Gyr9fsBkb12uC2+++WahQ4cO8fHiABG/p9LC+/ehhx6q9BiBHo5vfZz/5/Y3VNp9gI85LeRhoUC7du0Ko0aNqnhsxIgR8TEmGnHzzTcXzj333Eq/x9/s1q1bvbdF84f3Mot6Bg8eXPEY71mC9i+//LLnApW1PE4c57XNjFnyNv5I7e7evXshT20+7bTTCh988EEhL/LYv/PY5oRAEPfVLMLNizy2mT5Om1977bVCnuRxjEL/5p7cOEv9sNTnPPjhhx/CO++8E0s3JQsttFDYYYcdwoABA+ojAVMl4LvvvgvNmzev9nsDBw4MHTp0CI0aNap4bJdddqk4/p9++mnsJ5RwS/hbm266aXjppZd+h2ev+cExvfHGG0PLli0rHuN4cdyWXHLJisco00gJx08++aRSf0joF8X9oTZ/Q6XdD77//vsazwe1vS7QT7bffvv4eEI/efvtt+Pvq3R88cUXoV27dpUe47hxnOrj/D+3v6HS7gOMD5Zeeukaf/ett94KK6+8cmjdunXFY6uvvnpYccUVw5tvvlntdQP2gdIybdq0cMYZZ4T111+/4jHeswsvvHBo0qSJ5wKVLc5z++67b7x2Fff/cpbXNlPOev/99w/XXHNNHOvmpd377LNP2HXXXcOpp55aURYxD8eae9G2bduGPMhj/85jm4vbznYqq622Wth6661DHuS1zVyrV1lllbDVVluFvMjzGGXttdeuNK+i+Wfgbx5MmDAhLLbYYmGppZaq9DiTPOPHj6/DYVApYWLvm2++CSeccEKcjGMvpo8//jh+b9y4cWGllVaa7fizfxcTRXy/VatWoXHjym8t+0hpK56ET6o71kz4cXx5v//888/xuFfXH9L5YG5/Q6XfDzgfcM5/4IEHwh//+Mc4yP773/8efvrpp1pfF6rrBwzemjZtGn9fpYPgzLrrrlvxNceOAG379u3r5fw/t7+h0u4DnA8WXXTRcPXVV8d9HA866KDw4IMPVuw9UN3xBY/NrQ94TSgdnJuPOOKIeL0Gx/fZZ5+N52vPBSpXeZw4zmub995773j9Ovzww8PBBx8c7rjjjjBixIhKP1d1b9pyaTdj+dNPPz3cfvvt8V6O83y5tbVq/z7wwAPDlVdeWbHvWznvl5TH/p3HNlfX9ssvvzz8+OOPZdvWvLeZc9kBBxwQz2Vjx44NeZDnMQrXLfp3MnPmzAZ9Xlln4G8eMDHHZEBVTPqSwaPs44TCce7Vq1c49thjQ48ePcJaa60VB1EEAznOVfsAxx98r7rvp5+xj2TL3I7llClT4tfV9Yd0rO0P2cdE/3//+984KX/VVVeFyy67LGb4XXTRRbW+LvA5nSdq+hmVnq+//jou/Nhpp53ChhtuWC/n/7n9DZV2H+CGq0+fPnEF4i233BKOO+64+Pnhhx+OP1+XPuDxL01kgRPs++tf/xrHhGT9eS5QucnjxHGe28yE2mGHHRY/ttxyyxgA+5//+Z/4M2mxK4uYyqXtVdvNJOobb7wRLrzwwpjxV3XBVjm1+U9/+lPs37SbRUvcz7DQMR3bcjnGee3feWxzdedw2k1WFNUavvzyy7J8T8M2/+/5+9prrw3vv/9+pdem3AJDeR6jpPc02fnMybNYZYEFFmjop5dp5XlG/I2Q0TF16tTZHifzo7iUn7KLk8ptt90WPxg0rbHGGuGcc84Jbdq0CU899VQ8zlX7QMr84XvVfT/9jH0kW+Z2LJs1axa/rq4/pGNtf8i+zTbbLNxzzz3hL3/5S8wComzjzTffHPr371+RDTi39zyf03mipp9RaRk6dGgcdBLsYYUd6uP8P7e/odLuA9x4PfTQQ3GChRKeHTt2DOeee264//774/fr0gc8/qXp+OOPD08//XS45JJL4nWAkr6eC1RO8jhxnMc2kxVStc1nnnlmOOqoo+J57Q9/+ENc+MqCFu59y6XtKWMiTSTycdZZZ4XOnTvH0t5kcj/22GPh8ccfD+WiuH8feuih8WObbbaJxzONV2h7uRzjvPbvPLZ5Tn2cSg3M3bFgq/gcXi7y3ubUxwnwUuKUhZh477334mcCQ+US/MvjGKW6/s21mqx87rVB0DNluGreGPibB+z7xOQMGR7FWFWy3HLLzeNLr1LEiWXHHXcMiy++eKXHCfyNGTMmLL/88uGrr76a7fgz+b/IIovE75N6XvXkax/JnuqONYMJji/vd8q9cdyr6w/pfDC3v6HSRwk+gn3FKOfIPl8c29pcF6rrBwQNmfwv3k9QpeG1114LRx55ZFxhRomJtDdjfZz/5/Y3VNp9gP1xuMGubnxQ0/EFj82tD3hNKB0TJ06smEhgPMh1gBtRJk4feeQRzwUqG3mcOM5rm5ksZbHKMcccUzGhtvHGG8dqFrSVc16/fv1iBvuCCy4YXxNkOXOGdrOnHxkiHGfaTcBvk002CXfffXdczMHC3m7duoX77rtvtuBfFktiVte/OdaUyPv888/jnuN33nlnfF26d+8ef8f+nT15fU/P6Ry+3XbbxfswHuccTrCfgFgW38dV2eb/Pc5kdLKQY8iQIbH/kwHH46eddlrZBP/yOkYpzvRLx3SLLbaI92F8jzbzGnDNZh5N8ybbZ/3f2RJLLBEHigMGDKh4bPr06WHQoEExWKTsYxUBKcVVN/r+7LPPQuvWrcMOO+wQXnzxxUoDiBdeeKHi+FMWlH7CfkAJpcEoDcjvKjs4Xhy34vJrb731VlzpT5m39DP0h4R+wdepP9Tmb6i0MRnwz3/+s9JjlP0l0Mc5oTbXBfrByy+/HB9P6CdkE/L7Kh28X0855ZQY7CHoU7zvY32c/+f2N1TafYCvi8/54CaMwBC4GSOIx0fCqnoCg3yvuusG7AOlhRtKjnXaDylhH07e454LVA7yOHGcxzazyGy//faLi9jOP//8mC3AdW2ZZZYJ1113Xdhtt93C5ptvHsvat2vXLl7P2AePceu3334bF8JkcQ9ajjUTp5Tq5hgzYdyhQ4ew0UYbhX/84x9hl112ied4JhEfffTR8MQTT8RAGFn9c9r7Owv9e/fdd4/9mzKfTJ5y7DnWnTp1CoMHD45Z7Pfee2945ZVXKjKFUv/O2uRxHvt3HttcNZhPH6ciA+/xk08+OQYIKP9IgJt5O7J4H3jggViyn/d7saz18by2mT7OtZo2c62mzfRrShZT9nL48OHxXPbSSy/FBbQnnHBC/N1UEjJrbc7rGCX1b85b3HvRftq89dZbx3vxPffcM4wcOTIuvOTYs4DlySefrNh2CeUQ3P+tZbN3NCBOKEwCc8FkIufSSy+Nq7SZwFX2kTbOhYOa/5T5YnDETcCwYcPiSYgTEiVBCAYwYKLc34MPPhgH0umEy35AlITipMyJ6YILLoiTRGliUNnA8WLlGMePiVsGzxxXBh3pRpDj3rt37zjgpj9w80SfIXhc27+h0rbzzjvHUhJ8cIwZZDLA4maac0VtrgsMUrkZu+KKK+L3X3311dC1a9eKAapKBwNKbjQ417MAJH1w81Af5/+5/Q2Vdh9g0pCbbAJ3BHV5L1MGlOOe9uojU5D94CjBwgf/ZoVi2suR1YxMvnDc6QOU3Xr99dfj4yoNa665Zthggw3isSOIy0IPJoY57qw09lygrMvjxHEe28xkGJltTKyxap5rWcpe/tvf/hb/TQY6Y1zK2DPGPf300+OY9vbbbw/PPfdcLLH166+/hixhoR3Hjs/p+kzAj0UdZPkxUc55nm0bWIhJlvdHH31UMRdAiX/G7FlC9REmTylPft5558WJ0ZVWWikuVmHCmEAn36Mf8z5g0SJjE/au5b3BOITjnKXJY/o3xypP/Tu1mbJ4eWlzcR8n84fKG/RxxuAsuqT8IffeBMaowsHYm3k7+jv9nnMgQQIW2XFOyFIfz2ObOR/RZtrJtZpF882bN4/XawJBe+yxR7xWk7DB9Zw5F+6hWMhA0PPZZ5/N5D6PeRyjpAAv22cwZ0Ib2Fpn3Lhx8brFsaYfcE6jrWSsr7POOuGWW26Je65z3YLzqnPXqGB4dJ6xMowLLicWau1y0nVvlvLBTQEnV1aPMNHHyZfJn1VXXTV+nwvJlVdeGU+6XIRZScdgqxgXWyaJuOCy0vCiiy6qKBWm0sbFhMk9bpZYCcqxHjhwYLw5JNhz9NFHV/p5BhkEhxl8tG/fPlx88cXxd5Pa/A2Vdj9gwHnDDTfEQXWLFi3iwPrEE0+MA47aXheYOOaxN954I6y44opxFReDWpXWzRXv4epwnufGuT7O/7X5GyrNPsAHKyx5r3NTwriAcwGrERPGDZwvnnnmmXgjwvdYuVh8A8oEI+MMStWkABM37iq9sSA31EywcHwoqcPkMTwXKOv7mVPakPMTky1sdcB1iWoFTKyx4BHsH0RwYNlll43VDs4+++yYWcCkCxPLxePdLLSZLCeC93loMwEB2sikL2MQMgVYsMbiFsavTBSygv5f//pXzJDYdttt4zWOn+MzE21MvLHAkcnkLGGBFQEO2tC0adM4bmfylGwYAl6M61l8w7ic14cg2ahRo2J/YKFmFttN/2b8SaCT4A/l4znWLGRmDPLJJ5/EMtUENunvjHWoUEEglLZzveN14B4la+M2FlaVe//mHJYmt9O/y73NVfXt2zf2c97P3F8REOA6xlwMbaQCBxlQPE7ZXl4b3uss6B89enSco/n3v/9dMaeXBWTx9ezZM1dt5jhT1pGMLzLeCArddddd8ZxO5vaHH34Y3/fMpxHs5lxHW7mus+iW9wMZ3JzrsiKP4zJwTab0NG0msEk/Zg6F4C2ZnhxX+jfHmGszwVGCg8ytcB/GYmuC21lqc0Mx8CdJkiRJUg4QzGav6nKfOC6eLCfDhQmkcm8zyAbi+TM5xqIF2sUxpz3sUc0k4gcffBAzf5g0IzBIdQJW1LPIiQUuvD5MyrG3bRZUFxhhwR7HjUV7BMPIkKBtBMhYcEPbOd4szKR8/5tvvhnbTSZ+VtpN4JIPsr/Y34y+yoQ3k6a0i2xGAgJMpnKcmTinrV26dIlZJUyUM7lMm7PSv5EC2iyyo53l3r+LA0FkxLBoLC9tLl5Yx0JaMhc5n5O5y/mNrCH6L6/NKqusEoMIZIFxXqeiCkER3hdZel+zcIO96tI1ir3syr3NSbpWc46ij7PAkgxtgj6czynvyTWc5AyCYPTrww8/PJaDzNq1Ou/jMhDA45iSrch1mv5KYJe+S+ltKmiR6cd2C1RU4pxGwgUVdwiUZq1/Nxgy/iRJkiRJUnmaNWtW/PzLL7/Ez1OnTi0cc8wxhbPPPrvw008/Fd54443CtttuW/H97bffvnDzzTfHfz/00EOFtm3bFj744INCltoK2vXZZ5/Ff9POcm0zfvjhh8KOO+4Y25fMmDEjfp42bVrh2GOPLVx88cWF4cOHF/bbb7/CM888U/j8888L++67b+HVV18t3H///YUNN9wwU20u9sQTTxQGDBhQ8fWHH35YuOiiiwrXX3994fXXXy+cf/75hbvvvjt+j7a2a9euMHPmzELv3r0zeawPOeSQwsknn1wYPXp0fOzTTz8tnHTSSYWuXbsWvvnmm9jm3XbbrfDtt9/G72+55ZbxNcpq//75558r2jpkyJDC0UcfXRgzZkxZ9+/p06fH8xnnpYMOOige96Rc2zyn69aXX35ZuPLKKwtXXHFFYfDgwfFj7733LgwbNix+f//99y/cfvvt8d8PPvhg5vo4x/f4448vdO/eveJ9W+5tpo9X/TfHm3P3eeedV/j4448L77zzTmHPPfcsfPHFF/H7u+++e3w98MADD2SuzXkclxV77733Kv7N+Oymm24qdOnSJT7OuaxDhw4V7eL9cM8992T+WDekbBW+lSRJkiRJ84RV1pT8o8QfK6pZXU55KUrb/v3vf4/76FASkYwRyiqx6pySgGSJsLo6K9kixSvKed5kOVHGkPLKlH6kzayiL6c2gywQMj+22mqruKdXyhwhSyBlj9x6662xtCMr7C+77LJYHuywww6LJdPIHGAf26xliZD1RTk0ypyx/UIqrU2byYw65JBDYh+nzDYl7yjVzV7bZEHxepA1Q6nLrB1rslxozx/+8IdYYpx2kRlDNiMlAMkSmTx5cizfybFN/b9ly5aZ7N8ge5FypmzJwrYJlD9s1apVzAAst/6ddmTi3MV7mi0oOKbs/UVWFB+pzZy7yqHN1eFcTsk/2s77mLJ+lHnkcUoCktnLnmdst0G/4NrG+56+zTk+a+9rylFzfeK9S8nKPLR51113jRnqINsPZK1SqpSvKc1Mxh9Z22R9Uc6U72+33Xbxe/TxLLU5r+MyxiMcU85TlG+lOgHY+qRjx46xrWQ2sjUO5W3JYqfdZPiR6Upbs3ysG5KlPiVJkiRJKnMERwh0UP6N/c7YH4v9qE844YRYJooJOEoAUlLtxhtvjKUAKSOVxYkWJsWef/75uD8nk6NMLDFRyN45lI0igECbyqHNTJ4edNBBscwjgQDQRvbGSUEwAoDgeFM+jeNNoJCJVfYdTiUfs9LmFOBlD6tu3brFoBYBEvaGIvCV9uim3ZRBpN/z+vC6DB8+PJbE43PWSiBS8pA9oNi/r1+/fvF1YA95Jk///Oc/x8lxJkoJZrKHNMeXvcgp+3nFFVdU7GeYpTYX92GeO0GgXXbZJQZwqwb76d+UOiUwktX+Xdwe9mgkaL377rvHifP//Oc/MQBKHyeIy57y6RzOPsRZbXNNfZ1APvu7EQBYb731YkCAAMGYMWNi2V7+zXmOYBivE4GFtA9zFoN+lHLkfUqbOdbszUmJz3JtM9ctgpY8fz4TABw4cGDsw5y/COqzHyslbTfeeONY/pGANsEjzmVZu1bnfVy29957x+NHwJb3M/tVclwpV811i4UNBHm5nvMaEAjkGp3F/l1KDPxJkiRJklRGmDQhsMGeUKyOT5gIJnuEDAL2ySmeZMryxDEZMK+//nqcLCQgwIQRAQ8mDJloIvOJgMCZZ54ZJ9PKJQDG5CmT4dhjjz3iHjhkgoFAAe0l640J5RQ8SW1nvzf2SGOvHCbistLmYmQ4kfG38847x+y3YcOGxcDQhRdeGPcHSkGUFPyjzfR79sFib7QsTSSmLDDaS2CTDD/6/DfffBPbyj5Xf/nLX2Lwj/aR+cn7gSwRJtXJKsla/y7e94tAx5FHHhn7Nec0Jo4PPvjg2D7aQ5CICWOCu/Rv9j/Lcv9m30nOZWT+sOcZk+MsXmASnHYREGIPS97TaTFD1t/TBHpYsMG+XrQ36d+/f+zztG///fePwS/O6/fcc0/MiCIASjD45Zdfju/rLPXxFPTbcsst44IVcP36/vvv4/u4HNvMNYj+u9Zaa8VgFtlfXKc4d3Gce/bsGTbffPP4syn4R/s5z62++uoxKJq1NudxXJbO34MHD47XKt7bHFeyF1mMRdCaIDcBbl4PrmG819nzkD5On3jmmWcy1+ZSY+BPkiRJkqQyQilDVseTHcQq8lRCC0wKs6q+ukmmLE6WExChTBaZX/fee29YbrnlYpk0JgpBwIuJUyYVKQeZZD0AliaMmSQnqElgi8ni0047LWYD7bPPPjHL7aabbqr4HYImZD3S9n/84x+xrBzHnVJaWUEZNMoc0sfJ6mMC8dBDDw0ffvhhzIYi0Je+JjOGICDBEb7mPTF+/PjwzjvvZGoikclv2tuhQ4cY5CEzgvaQ+cWEMY/R9ykbd+6558b3QAr+EfQjW+TRRx/NXJvT5DjlHgl+Ud6TY0qfJuBHwJcJYjI/yRDjuBMIp3+T9UimY5b6N+/PXr16xfYS2CTQyfuUiXL6OkGSvn37xnaSDch5fJ111oklT7Pa5mIEAchk3WKLLeI5m0BuQgCAgE91gTDe35wXKIWZpWB+dUE/spE5nnzNe5uMdRZzlEubQclOrtdco3bccccYxOQcxXmZY895jKDgEkssUSn4l0pX00eydK3O47gsoXQnx462cO6iDzNeIcDL+Y2+z3HnvE1Ql2safXrChAnxd7jWZa1/lxoDf5IkSZIklRmCXGT5kAnCRFJtJpmyNnFcXBaP/V9oE3vkEPACwQAml8gG6t27d3yMiUOk7LestTlNGJPhR9CP0nBpMpX2s+8dWSBMqFESLL0OvE7ptUqPpb3CsiAdaybEyR7g+TMxzB5YBAho/7HHHhsnyJkwJ0jCRCJBovS7ZEsR+CMwRiA4K8iEYMKX4/Xaa6/FzD6yWQmUECCi3CfZjgR92QOKvS1T5h8BYQJHlJLLSv/meLFfIRltvH8vueSSmN1H2TsyHMnq5JxFMIj3O8FsMgLpB7SR9zZ/g9erOLOmVKX+yfua/kvGC4sX7rzzzhjkYa8/pIUNZHuSPcPv0c/T3pZZanN1eE8TvH///fdjVhQZzHML/lECk/c7ZS/Z+5H3Q1aDfieffHK8Tt98880xMEJ2FOUQOdZc04qDfwMGDMhcm4uv1wR3yGxMJS0TyplyLSebkXM312teE4J/XMM5h3MuyEqb8zguK8aCDd6fVB3g/UxAjzELfZ3sdc5V9GHalbJ8yYrkes73uZZl9ViXCgN/kiTVE248WI2VVqfNSVpx/VsPqiVJUr4U7+lGKUQmmZhkqTrJxIQyk4pHHXVUnGBcdNFFMzVxXDzeYR8YVoaTLUNQiCwCJofJKGCClSAIk+io2rYstRk81+OOOy62jxJYxa8FE+YECSgTyCQimX/8PP0hBQfI/KK0FhNxWUS/JeDFMSbbiYlixuBHHHFEzIKjLzOhTOCA/YLYN4ogUioXl1X0a7L5yHygLQSAyAbi/c09BRPpZD8yWUwQkIww+ggTx/SNrPTvhAAtk+NMAl9//fVxnzsQ2OaYMolMO3kNCHCzz2F6H2T1XogJfs7JBITIYlxhhRViHyeAy3ueLEeyf84+++x4L0lghPcz5zmObxbbXHVPP44dgV3KAzLhXzX49/TTT8fSvbw2Bx54YMwW47XAb3VvXd+4JlG+kdKtaeEG12ieP9ds/s1ebjvssEPMDiMAwj6HxZl/vF58ZKXNBO4IZpOlyziE8xQBTrL7evToEX+GLECyu3g/02bKef6ecyi/pbyMy4qRiU7Jddo4duzYOD5jf1oWsfA1ZYxZwMIehmuvvXYcu7DvY3qdUpln1c3/jvwkScoxbqQZkNTWrbfeGlcfVcXAnPINtV39RPmdqm6//fZ4Y1cb55xzTsUkVjEmBSgHI0mS8idNmoAMIPbFYWKNckpMpCSsKqd0HuMRsoiYpMlSgCBNcpMtwaQomSJMkhP0IQhCVgDBAMqCMXFMEKi4bZTTy1qbwUQY49AU9MPkyZPj53bt2sXJcDKj7rjjjhg04efTa0WpR35v2WWXDVnEpDCThpSD23jjjWNwiAwCsh+ZKGU/JPYNIhjApPm4ceNiMIFSsGRRZQll/Ahw/e1vf4v3BwS26dP0cV4H2s1kMsE9MoAIhBDsY+KUoCeBX/o3GZ1Z6t8JZWu//vrrGORgbyuy3fr06RMDBQS6aD/3TOztyGs0atSo2M9TdmvWcEwJaJOhSSCbEqZkB5GpSaCezEb6MoEi+jNBPwKABAk4xllsc7H0/PlMBivvZQK7nNc5dycce+7bea0onci5j0BQVoJBXIM5f5OpnIJ+ZCqnoB/BbjKfWNDA3ndc31ikwfmMYCCLOkBfyEqbU9YymYvMXbBIg/MTgV0WJoDrFdcnsjoJDpKlzHEnUMT5j2ONLLU5j+MyjifHlmDeZZddFtvJOIxrNQuTuIYxLqGvc03jGsbcGiWceZxFLYlBv/ph4E+SlBtsIs3NctUPygswsK7ue3ww2KzNIIeSBOyjMTf8XwxqU9kCbuoZ3NcGA2JK+FD+grIJPDf+zf9LSRAMGTIkTnhIkqR8YQxANkTKgKhukqk4AEKAjBJSrMpOJTCzhLJYBATIJCC7DZQGZAEUpaOYHKcSA69H//79Y7CAwNeZZ54Z/vznP8cshCwhqIG0YI1MALJHaD+ZP2BMSDZc2gePbCEmDimTxutC4IzAUBbQvuKxNgEPjhv9mb7OBCPlPAkCjhgxImZJEQxijE3AgMlmSiHyPSYWs4agHkFOgh2UuyQItPfee8dJYMq+sQiQYBj9gZKBZIuQFUY2Da9P8euXJUz4k/3Ge5l20nc5nkwEk+HH8aTUIV8TKCEwQvYMwfyU2ZoF9GcWLYByh7yPub/jPct7mIBmz54942eC+gRMmBznXE4WK+cvsqaQ1WMN9vWi7el8XF3wj0zPhPc9gXEey+J1i/kFrk/cu3M+ZiFGyvQjA4qgD/v8Ecinr9NegmGUuWXPtHQdyAr6JtccjikZm5y/CAbRpwl0cW3u2rVrfL+TCcbXBIq4TqcsMTLCsipP4zL6KP2TKlgsyqBdlGelnzPnRSYngT7GK5zbCOSmcxhjNQL5WRuXlbpshsolSZoPTH5Ud1PEyjn2yiDzb24rtGpC0I9BSm3qrjOIY/KBgB3PhxvXeck4pNQNJTC42WdigwkOBtJgcMVqQG4WuJlMuDHOykoxSZI0/4EwSkgxYUhJwLQ6nkkmJhaZcGHCmEnmww47LE7OMJHIRHtxObWsYHKccliHHHJIXD2eMmdA5heYdGKMRoDk1VdfjWMvxk0EVWh/1kqFFZcMY4KcY0wpUyZUmXBjRT2BMP5NfyDjkd/hdSGAkpU9gorLNRIMYZL4xBNPjF8ziUiggKAY7aQ0IBOOjIuZLGbMSwYg399qq61iFiQZVFlBm8h0S+2l3zK+p79y/L799tvYXl4Xgp1MolISkSw5yuUxgUqAmzJxWcTx4/mTxciEOceewC9BAe5/+ExWHEFvsqMIHvA7WQr68dzpo+zT2aFDh3i+RipfS4Yf799U4pRAF/ePBPQJhvJvjnVxmcws4n1OiV6uQwRG9ttvv4qypen+lkwh+jIB8FTylHMA5/Us3d/SVu7JOUdxLSYDjnM1JQ+Zj3j33Xfj/qwJQT8CvQT8CZgQIGIRcNaONceSMQb7M6611lqxv3LMuW7RPs5bXK/p0wQ5+XmOLdnLZK9nsbxn8XuSxQq0vVzHZcXXauagOB8X41hSjp3FWQT5+HmyXMG5jvcw4xOuY2SEZuk9nQXu8SdJyhVWDVYdjFBegSAZNxHFKMHBCkNMmjSpoowSAxMG4qy8Bdl1DFpYsbXiiivO9n+y0jhtWs3ECzct1PQ/77zz4t+hPFFascxgnnI27GWRcKPDTS03/QQoGVjx/1DWhwEyG9+zopnVvZQbpexLVYcffnjF85UkSeUhBYGKJ8bI6qIcHpPDjD+KJ8xYPU/5KCbOV1tttYq9dYqDSVlQdSKQleMESciGYjKRcRPZEwS9mDxjnMWiqa233jqWzcua1F7GewR7WDzGfk/FQQQWsBEESoFQMFZkQpGg0V133RXWX3/9kDWUw2NSnOAeY12yfDjWlEPjWNOf2RuIrK80QU4mBWN4xr5ZC35VDeIwQc6kKbhXYLsASgVyb5LK35HpR79g/y8CYkyYZ7GfV3cu4msydwmQcU9FRiv3UAT0CQym80CW9vXjvvPQQw+N1Wiq3peCABD3mwQBuecjK5CSf5yv99133/h+5tzGfn9ZDPqlY0zAhww3AgMsjKWvc47idUmT/3yP8xoLWlgsS+AkXbey1vbivs3xJOjD+Yw9HTlvUxqRrFWuZwQ72b6Dvr7bbrvFhR0sbCBwliWpzRxH5j1Y0EA2H9cjXgOuXYxLijOy//GPf8RjS7nIrL23awpGl+u4rPjYkLVJ4I/FRyCQR+l1jjljEtrCe3yTTTaJmdoEQjkPMv9Fn6eSVaqIpfpj4E+SlCsMNlj1y+qyhIkSbqBZRZdwg8HghZV4YEUlg/PqUCqUmxVWFKfMPerSM+FAEI7SHKn8FKuYGMwyQcHAhnr21e31V4zVoBdeeGEcHPP7TOIwCcKNADeErJhi0MTntGKSslegpAKTBAyusjbxIUmSah8MIhBC+SwwhqFcXJpkYmImTSARFCFIkhYZZXnylNLpe+65Z/w3i5/IimECicl0JteXW265WBqScR7jOMZNWZpILH6eLF4jA4bJfib/qwv+MXnIGJYSW0y0ESyjZCITa6ntpY6AFvt3MRFOVg+ZEgRB0j5mHHsW47HwjgxGfoaJRtrNJDoZBYyVmXRkjJ2l8W96TxPUIoDHBCkZQqnP0z6yQQhushcclT6YNO7cuXPs69wbsKVAljJZk7Q3Hx8EOdjfj/sXkOVHwG+bbbaJwRDuuXgsK5PjxXifct/GseN+jvs2sty4XyvGeZ3HaC/BBM7pnONoL68FC0c55lmTjhf3rJzPeJ/SHtpIFi9lEasG/8Cx5z6b4G/Wr1uUsuT4cW9PthcZvLSX9zvBPxYBc46jxCsZb+WATEYWPicEAQnsrbnmmnFhc/G+s+zzRrCT8sVZuVYnjDO4VrPomvKkLNBOynlcxuIUSpQyJmPhFejHXNMI6tJe3uu0l77OeY/AHxmvLHRIez6q/mWnF0mS1ICYNOJGhA9WEzPZkr5mQoHBPCtwuZHjI63I498p6McAN92sUIKHkjUE6BjssoqRD/4fyhKlr/lIGXwpu49N3FkZSPkXVsvxbyYIKGHEqiomwPj73PQzecKkUJYmPSRJUs1S2XICBEwwEQRiARLZEIw1wNiBCTUWGFGOPE0usUcUEy1ZnVwqnjyl5Bvl8MCYijEXQT8wecriJybhBg8eHCcViwNfWZhITBPhBAg4rhw7MthoM5kDTLKR+ZMw2cZEaceOHeP4lDHlNddcE6tSZCXol5D5wMI6FuURvKQdtDv1VYJ+KROIoC5BbybK6Ru8NkwyEjDJ2vg3vaeZ9E5BIY5/6vOM7Xk/sxCQiVYCP+ydRVCUSXT6NfcAWcB7lvsWAnxIQT+CvpT94/yVcG/EfQ6PURaRfpEqmWQp6EefpW0E+ghcXn755fH8xHmKTK9iBP2K96kkuEugiOAB740sBv045hwvzmecvzlHE/TjvE6Qj4xVStmyp1vasxSc+3g8a0G/dK2mulDqpyzoTRld3NufeuqpsW/37ds3BkCYT6B/kKFO0I+/kaX9G+nj9FUCXAlVizhnsTAn4ZrMeZ7+zSKGUaNGxcfJZCVImN7/WbhWgwAXGayU7+ScTHlP+i1jLTLZ0riMYGA5jMtob9qzkGsVi45YMP/QQw/FczN7FLZv3z4u4CFLl2PPeCVlojNWYbxGxS0WJhn0++1kq0iuJEn1cENN8IxST8UDVFbHFj+G4rKdDL7SACz9m7/FIIbyOkyyMAFDaR0wsEmr7sHAiBtygnBMSIDJHP+DlFAAACLUSURBVAZ8nTp1qihvwWf+bk0rdSlpw74A4IaIwROrw8AG4axuZ8UU+0Hw/CdMmJDZUj+SJKkyxixMlnOdZ9IsBYOYGCfTiQkjJgmZNGOSiYkkFhkRGCBQQFm1FCzLwuRSajP79zGJRGlHsGKexU28FqB9xWXVKddOZhxlPqnywCIpZCl7gIAAga1PP/007k/IZGoaZ7KfG1kjvC6UkKe9YPxI0IgMUCYWmYRjEjIL0rFhIpAgHn2VdpO1xzidgAlVM5g4ZzxMoIBAABlxTLayJxwT53wwLqe8WBbQR7knIPuJ9/SRRx4ZJ/9pF+9dXhcmSVP2ExPElINjspTgAI+TLZKl93Tq37SByXIWVHK/wr0UWW3du3ePGV6pPXyf9zuYOOf1ufbaa2OmVFb2biTTj+PFuYv+SzYjbU179nG8+Vwc8CQrjCAQQSFei1R9JkvHmf7LOTgFqAlwUn0HaV9D3vf8XAr+4eOPP473ugSFCBJlre1ctwjwsH9jWnjB8eX9TkYrUjYUwT8y/9JxJmOd1yRr2azgGDKXwcILss2ZD2FehH06KdUMjjULmClDzXWdczyvF+d2rvH8XnEGYBZwPWbBDe9pFokT7OW8zFzMRx99FN8D9AOu45T9zPq4jAUqBHM5ppSlZZEC12CCvJyvCW7Tr9N1mM8sYuF3yNgGfYJxWxbam2UG/iRJucJqIlYkFUulPqs+XhtMsFCGg5tVBqlpQobVa9yYJ5Tm4caWFV9pk3Zu7Bj8Fde0nxsGiQyQ+Nv8Hqt6WfHJxA83xKwcpeQRg0seHzduXKy1LkmSsq82wSAyZphEJvBFVQEmmVh81LRp08xNLuGDDz6IYxsmQJkUPP744+PCKyZJq9vvr3iilEkmJt2YcEVWgn5M+DJpyGIxst0IgqR9+5ggJdDLa0ApeCbUCGym8loEQym3xURcVoJ+TAgyIU4Qh+wBSoQx6c/YmrEsE8MESujXBE3S68DkMN8nkMAEJG0mAJ6Vvk0wiGxFsrvIkCFzl3KdaY+kb775pqJ8P8eciWLwOynoTRCMhX/ISrtBJgh7NZLRyf0U2WwE89jPrzjolzI8+Si+n+Oeqrq9tEr1OPP+ZaKbyX+Cu3zmcYJDBDxZ2Ml5joUclLcluJuCH9z3UR4va+dusJ8bAXrOy3ywKIHACPfOBErSgo2qwT+C4ZzHCJxwrcta25kLoOQwWVAszOBaTRYU7Sq+btGm4uAfbaZfUBYzS0E/zsdkuZGlyHmb8zjjDgLXvMfJ1E3nL4418yGpTxAk5BrNOYFFDlnEAnL6OYu8qT7AogSu4SxkSVIgNwX/sjguSwt0CNrz/uU5MxbjvM0idCpPEOjlmLOAg8oDKfjHOY4PMrbT9jil3t5yYOBPkpQrTBaxErgYA28Gq8WBOgY1TEKwainddHHDxQAnSav3eIzfZ5DDzQ2TEuy9waq1hAEPq67TgBcMeNKgZ15ww8BNBKVxKJXCJCCTP5T6oswnq654jBtkBmNm/EmSlH3zGgxiHMCkE5NMTK6wZ1hWJpeKMVYi6MMKcibGCYakPZiR2lK1XZQLY+KJfZWztAgqTQ6S8cLkIJPgBEUIALFvNAEBSryTKbD33nvH/bBS0I9+QLYcY0Uyo7KAMTcTn7SBahWMvXn+ZA/QFoJ+BIgIClLmEAT3mDBlbM44l8ll0D+ykgEGJkAJzvM+JVOE9yxBvdQH6Pe0k2oeTLbyXuBrJseZaCVQyPg/ZdJkRZo8pq2cq1i4yHmNPk0lk+LM3JqydLMU9OOekC0gKHXJQg3O1amEJwER2s65iz2vCJoQ6KJfbL/99vE9wXs+vRZZOneD48u5m/MX1y3KMBPYZoEK7Sc7l4wncJw5j3NsWchCeykByevGY1lqO4suOD8RoOf40w8I8Ca8v1PfLg7+cY5jUTLX+nRezwK2IiE7k3M2fZwMbfp2OuaUak3XaD6zSJlrFK8DAVLmUdKijqxIJVxpE9cdStcyB0SAl8AXi7zJ2mVcxvugOJDLuAyp1HEWxmXF52Kyl8nE5xxO9SquWQQy04J3grgsYCCYnTL/0gItFvbMzxyY5k+jQpaKBUuS9BtIGX/cfCesnKX0RNXAHzcqlC8ANyJMuBH4YyDD6kWy7Bj4MfBlUqrqAI6BEAN5VjsyGOImvzaod188gcPgmNVk3BymUp8JNxXcNLCSjtXDTHpJkqTsKg4GUd6TazzBIBYhFQeDGBswEUMGFJkUxRM1WSqLlxDIShP8BMAoL7XRRhvFiSYm1ciUKs72q/q7TKqR+ZgVafIvHWdKWFL2jSAmwQCyQCidxpiTY834NSmeRC71CcSqaC+BDrJFTj755BjcZW9Cst9OOeWUGBhL+x9RHu6FF16IwT5eC7Idi7MqsiIdJ0ofMlHOAkTuKcgY4V6B92sKjDGWZ79C2rzJJpvEgACZsAQ9017iWT2nETCgn3Ofc/jhh4c//OEPFQGA4r7Mfoe8Flnar5JzEMF5+jXvWY4f/Zf2UYqZ4BDVWz788MPwwAMPxBKQBL0JlBDE5ljz+1mVstpYqMp9NG3nvJbwnmdRLosXqmZup8AKC3Fr2gIjC9ctApi8r1l8wnGlAhDlmau2N/0On/mZrO3hSHCLjD/mVQjqpEVJaU9OsnnTNii0nX0qOXcxZ0Hgj/NBlq7VPF/Kz3JeJkBPwI+MXgJiZPEy10MpYxZn8HNc47h+U+aSc3ySlXFZ8ViSRTlk9z388MMxe5lzWK9eveKCHAL6tI+y3BxXKlQwr0bwj+12CPpxXjfw9/sx40+SlAsE2Zg4qU7aD4ebjiSti2GAxipEBrHgRjuVK2BQXowbOvbnYCUuZQzmNulCAJHJq2KsDuNGngFVsbSnTcLAmpISVYN+2HHHHWOZGAZjtQ0sSpKk0sQ4pTjoVzUYxKQLk0fVBYOKA0FZmFyqOrGWJk9TqU4+s3cdE+S0h0yZ1q1bx0lSJpcYmzGZSnCAbKksTSSC40T1CCbDCYKksSvjUYJbTKwxkcpkcjrOaQI5TcplLegHArhksHIcyXxhQpjsCcax9IHioB9lbplI5jOvBeNugsJZKeNaNcBLNhCTohxrji/t5R6hZ8+ecRKVwAdBMbL6mFyl32+wwQax1FqW2lz1HotzGlsVkKHMfum8HmSHkDFEFhh9IfVlgsAEP5lEzxKCOAT4CPy9/fbbsUQplWfov5y7OZ6UtOWcTtsJgnKfyXuarCHOc+zZmZXsxmLpvMQiVIJABP5S0C8FfQnsEdDlHjwFwXgs9XsWsFBJJ6vXLTKVaedxxx0XFwWzaJgAEYuD2aKD9zEljtnbk/MegV7OA1kL+oF+u8MOO8R5E/o04xIqEZEFxrxGKjueFuuQscy8CYt5eF9kDe9t5mLIxub6xNYvZLnRl9k+hrEYx5ry07y/WazCe+Gwww6L53zmgMjczsq4LF1ryOB88803Y3/meHK+5jzG+5TjyvuWzG2y1wn4s8iBfk8ZetrOwnr9vgz8SZJygYHY0KFD5znjj0m12m4uzU05gz1KV1B2Z24YEPNRjMEfExhpRVx1wUtumNMkIDfMxV+zOpTVZqx+JvBHEFCSJGVXXYJB6fezJo1rQACPwCaZMARKmDAlK4wSeIzTmIDj9WHsRhCQsViWSntSAo5ycClDgixFxpRkNLJ/XSrZTtsIevI132eymHbWlPFY6ijfR6YTK/+ZKGcfLLI/mEBmYRvHn4lhJsNT0I9AL+NbvkcghdeDLJqsBcB4TxKkJnOVLLD0nuZ40pe5DyBjomr2EBOuLBIkYJC1Niecm5gk5h6GcoBMHqftFjjeBA24tyGrmQAIE+uc4ygVyXs+S1gwStAPLEagXxMIoG2cuwgCkiFEUJP3A5lBBPsIhDKBTjAhi0E/cF5iMSsZQSzAILBF4I8gN+9fAh/cs9IXCIhwriM4QOCMbSsIlmUte7n4ukvQj8xlrlvpGkWGJ8EP2ssH72Ey5TjXc07PWqnLhPcrH5y7uVZTMYnjRqUjAmAs4kjBP4JkBP9SZaTazrOUEvolmX70XYL1nI95/1J1getVumYT2KMvUzGKxQz0CUr+MtfDa5A17KtKf+b4cjwZj3Xr1i0G+ggA8n4no5H5LDL7ON4saGALGt7XahjZHCFKkjSfjj322DhRUHXwxkCdlbPJ/FTCZuUmpTxY4UTGHSUt6vOmPAUvGXQxsOLmEJT7ZJIorYbm5oLyC7SLVXTsIyFJkrKLCaVyDwYVT/Kmz0wUs49MyvRh4pTyUZTQogwkwc8so23sAURmRMJkOAFeJsGZRGXinOwfFpURBGVijbEgv0tQoWpViKwEO5kMpd8yfmXsTPYE+/mlwB7HNgX9UmkxMigYW5MBlvZ8zFpWZ0JmE5mK9GeyF5kQZgKZoA8ZIUws8z5OgR/2CifwSTAoKwhe9e3bN06Ks885/ZrJcu7FmBQmq5HjnAImlC0GwT+CCGSKkE1CGUxemywgg4vJcc5nTPCzIAOUqyR7DwMGDIh7/NHXCeTSp3nf06/ZC43zHr+fqsxkFcFasp3I1GbBBvfKlP7jvcx5i88ERzneBEbp8yyAIEss7ftX6ujbBEAIZKbrLpmKHD/6Qbo355zG+YuFDlyrs7IHa20Q1KHtXLOYl2AhEseSBS1cyznXE/y74oorYn+gNCbnBfo75R+zhjZx/r7zzjtjgBosWiFTlfMc5zH6A2V62WOYrFbOeSz45tqdJfRvrlEsRqEkNYsz0gIUFu5wPifAPWHChJgNSECbhVnMWbEohzL0BEd5rbI4Li0HvuqSpFy56667apXxVxNuUvkoRpCQwQ+DGwY8DORZ3UZJnlSiqL5vohlU8Ty4IeTmkcmAhJWzrCJm0oCNoynFkLUVspIk5RXXeSbMmAxn5TTBnbRnDvv4lmMwiIlR9nJj/NShQ4f4GBNJ7PdFCVOk4AGTiKw4z/q+dgS/qNBAwIuJbjCZyEQaE4e0jYlEsoEIBrF4jYwBEEzgMcaYvGZZmlCj3WQ8Ud6NLBj2QqIMIH2dfSn5TECE9vPacGzpC7SZY03Q97bbbqsIkmTlPU3wmufP/QHHnXKmZPwR9CBjgnsG7iGYRKcfFFcFIWhC2TTe4wQIs3KcmSgms4X35pgxY+JWBex/xWtA5hvZuRxf+m9adEnfJwuIbRPIGCK4m5XjTNYxfZljRKCH/k1mI8FLEAyhfRx7FnRyX0pmDPeR3EOS4UjQKIs4P7MIhXYTzOP9TTAkITudaxW4TtG/b7zxxhg04H41awGgdO3h/p/APW3gOgz26GRhSrq28XpwrSb4wevEOT5r16uE50+mKu9N3qcszuD9SyA7BfMJ7JHJyHwEZS+5bpPZTIYvff3zzz8PvXv3zlTwk4A+5yz6N0F8zuFdunSJ1ysWZjFmY76Ffs2xJujPB+93zv28VqlkeRbGK+l8fPnll8eMPa5RXJ9Bdj4BQMo0s9g97UVKkI9rNQF9xqyp8hQB4Szuw1susjM6lCSpnrFingkTVunVdtNwBj/su1GMGzVWorLiK5X4ZMXyWWedFVc7cVNTX6U7mOTjZpJBVb9+/eIq52nTpsVVc0z8MBlCSRxuJLmh5OeZKGSiIIv18yVJyhMmy5n4ZQKFf4PV0qyUJ6DHBBsZE+UWDGIikAlCJlCZFKOtTI6noB9BUCYPwZiK1fMEQ9JkUqlPolXFsSXLjwlSxpZJ8X5WBECZfGOMyetBpgR4ffg9jjP9JEvHmXaT4UhAj6wQyhoS+CLAy6Tpn//85zhpzuMsaqP9tJ0gEBPFjLUJlDDezUowKL2nyc5lUph+TgYIJR7pywTHwOtBNh9ZrUyqF2d70c8pdZreA6WOPnruuefGaiqULOVrXgcyQTifpT3KeV+nkr7FwRQyGykdRwA4S8EB7v/ITCTgRQCX4AeT/dyHcZ6mffQBAkSUL33mmWfiYg7K4fE+5nxe/DpkBQFPgtjcTxPI47gSDOB9m0o5pn39aBsBEZDRybmsOOiXlban58h1iPYS0CI4xHk7Bf14nPN0cRlMAoFZeR9XxXuYrF0WFhHsStdfqhAR4GcxMhUHONZpzz/6dcr44neZl0gLXLLUvxlfMe/C8WbuhWx1glscY/5NfydrlSpMnLcoaQuOPwseuH6n7PQsjFdS/6bP8u80t8VWOIw7OK+Rdc91jOAfixooX8xjvO+pPkGwkPcCGf1qONkZIUqSVM9YpcVAjFWnaU+cuWHFXtWyKwzeWeWXVjGCQT/BN/4ug8XaYtBU0+CIQTKTA0yEMbikfAhlFyjnyQQgN5AMrFkFzQQKKDfKoIuVpsWrLiVJUmlhcpyJf1ZVM1nO+OGLL76IpRAprUTp7p122in+HIGPcgkGgcl9VsYzccbYhck0AkRpZXzKCOIjTRLPT1n2UkGQh2yI4qAfAS1KwRHwYEKVSTYWm1HyLrW1eFKc/YOyNmlMwIeAJ6U703Hn+DJJSOCPDDCONVlTHPsU/KNEIoEFJlTJjKPkbRbw3Hkvs4cdCwXBxDALBWkrE+EE/8hi5WfJHmJCfNVVV53tb2UpWJC2UWABQsoSIijEPRSPkwlHdls6T6X3OX2b8pCc8zjHZSnoB9rGwksQ/CDoRZCbIAnSe5eMN44353SylwmQpmBoVgJfCc+XczbXHco8cl4jOMI9MH2fsqWUPUwBXtqW/s17oep9dVbazvElyElghOwn+jQLFujTBLxQ3GaCQ/wOwcHibN6sSMF8rtFpfMLcxDHHHBP3LSQwxPeKs9k4toxLKAlJ0IssOWQp6AcC9yzIYDE3713OxamiUzqHcR5n4RJZbuxfSDCU8RnBfAKlvNeZ58mCFKTnukz/5trLgnmqSpHVyfWMrD8WcvDakPlHsI/rNX2EsRsL68mGLF7YoYaRrbsBSZLqEaUo5gVZddUh6FddOU9u/FiVX1zagJve4cOH1/h/ULqLj+owSKYcUtVVYmTyMbjkxqvqKkIGo5TV4HFJklS60vWdSUQsssgiMcs/BX0InLAAicVFjC3KIRiUMFnIBBMBHSYSmUQEE0i0O2XK0E4CYSza4neyimwAsl2YSGMcSYk8MrqYJGUylfEeQUAWeZFVkNqalUnx6jD+pcRnCvqByVT6OEExMmZY/JYmjsmSo71kBPKaMGnMpGKWJhJ5/jz3VCKNkp9MEBMQI6ifEARjcR/3CWRNEChisjhrQSCkvkpQh7YwSZwmvJkMvummm+LrwDmMgBFBznQuo2oJQb8s7emHtEchQS+ykQnkpntDgh+0uxjnMoLbBP0oEUjgBFk83jxfAgUE90Af5hxNhi77unFMydwuPs78DuUD6QNpsWpW8H6mjxPc5NhyLLkmc+w5X6f5AoJ/tDMdU67nvE5ki2Wh1GNN/ZxALnhPcx1mIfXRRx8dF7N069YtjlFoJ22mjcxLcF4nuJ0yPbMoZetxvNkehuzGtEiHazf9mL3wttlmm3iNIviXru9c97LUvznGXKNYtMD1ijktHifYy/m5OPhHJjMLzKlKwfWZxRr0eYLAWTuXlavsnWkkSSoxc9rDr77rmc/pJoHBVXWrgWt6XJIklQYmysDEEXsPg8kjxhistCaznwmWtDiIYBAll9J1PosTLClAkMr9MZFEe5l04iMFAMgcobpBmjRmwpifZzV5ljBxxqQvq+gph8YKefZtY88zKjZQ5pKSWZTOopw7gQQyQJHFSeLidpPlQpCPKhTFj+P444+PWZxp38Y0WQ7Kq5Hlyj5pBICzEvRL72f6NuUeR48eHb9OATDamLLAEvoEgW6qepx99tmxb2Tpfc3xJLOPgB99l2AAwU0mhAlsswcUk+cECsgM4ZinvS05ruwRRqliMv2yEvRLbeYcDUrR0g6CAkkq2YzihZgEdplQb9euXcWWEFk63qmP85nStBz3dCx5XbgHJsjP9hQEhKq2j/c7gbMstZljSYnDtB8ti4gJ6pDZScCDTF4ylwn+UVUItI/zAOVrCYhS8jdr53Ou1ZyTuXaRvYfUBq7DnMM57qn6Ef9O3+/Tp0/MhGNRUtbazXEDAa8UvKf9LKqmjxPM5dpN+VLex9ttt10cw5DdR+CX7EACwlnDfqyXXnppHGtxvqbPUmWK6zHnZsZmnNPp2/R3znuc26kuxRgnq2PScpWtd50kSZIkSWWieLI8ZfsxYUqwAKysJoOCz2THEEBJ5T2zEgSpqc2URisulUXWEyVNQXksJlHJBKOdTJCniSRemzS5nJVyn2nCmEw/gppMiLMPc8eOHWPQgL2+CIwVB0Qpr8WkYZarNqR2E9Qk8EMpyzQhTiWLtPcVWRRkPiFNGqZjSzYU2SRkkmQB/ZLnzOR/CoBRovStt96qNKGcyt2lAGh6D5AJRtnb4sezFBBhcQLnKuy3334xwEk5OCb9yfYjwM8xpzwc54DPPvss/ix7hPGakRmUtTYfddRR8T1NFi/vcYLVCdmNlMEsXiyaXh8m08lsTfvgZUVxH+dczDEnAJIWrdC36eNcyyiPSBZkyoTjvU0Qha85F85pAW0poT0E5Al0kOHFFhv0bc5n9GvO25zDi4N/ZG2D8wA/S1/I0nWreHzCcSazkf14P/jgg4qf6d+/fwyMsU8lx5Js9YSf4/jznshSH686RiGwxddUciLwx/iE8xcBQMq7co2mbHdajMSCa4KA55xzTgz2Zsn7778fs3Pp44w1Bw4cWPE9KjJwvioO/nFeJ/OP8QrBP7IgVVos9SlJkiRJUgNMHDOxwsQJmTHsY0bZQ4Jcad8jMr6YOEpBPkopUT6KyZWa9gTOUpspbckEGfviMGmaJo6ZcCPrjcxGJhqfffbZ+PqkEudMnGdln6DiCWMmupkgZh8zsoLIAONYky3A5BmKsyIojZbVAG917absH+XwmDyl/B9BACaLyX5k4vCFF16Ik8soLpOXtT2xyJggyAkCeZSuLS5pyMQyQR+kfnz33XfHMrdk/vE5iwGR4v5Nphfl3gj6PfnkkzGwWxy8pbQvfZ5jm/aUyso5raY2v/baazE7JvVh8DoQ0E3S/pVJ1vZjra6Ps2/nVlttFYNAHMM2bdrEdhEQIRhCphDn8YTAAtnN9I+soLQnC2/IvE9lHwn8cM567rnn4r53ZLByHeOc9dRTT4XHH388ZkBx7SIYzPey8r6ueq3mGPNeHTp0aFzIQLYjYxNKWpKZT7t4P1DSmYULoMQx1/F0bcvqGIUsbPoqAWv6Me/hdB7n/E3GYwoApuPL56wc62KcixmXsP8s4w/21OW1SG1OixXo4wT/uI4zZuW8x/g0q+ezcmbGnyRJkiRJDZg9QCk0JsKZOCb7KykO+oFV52RRZCXoNbc2M5FKIKhHjx6xVBqTSpRFJINm1113jUED/s3K+ZRlQGZQmnjN2oQxQUsmxdn7inJgTDKS8ZcyO9NqeT6zRxYTplkN/FXXbrIkKIHG5HHKesLyyy8fJ4vTMS7eCyxrUsYEk6AE7gkApInwlL2ZMnwTsiEpZ5pkacK4pv7NXlfvvvtuDIiAvpzKXnIeo6QtmXAExVIfz8rxrqnNBL+GDBlSqW/Tl1NAc5999onnbwKh6XtZVLWPs4iB7E4y2gh2/fe//63UjzmulANNbaZEIgGVLJ3byOLimBPwTNczAmGU5+W4UgaThQ0gSESghONO4BcEU1KwP4vZjVynaCNt5r1NeVr6MqU8yQRL5/GqGepZCvpVN0Yhm5FKBJyzCfxRgjllKadxGH0jS+fsOSGbj9cA+++/fzyX8R5PGbtIZT85B5D1lxj0K02GYiVJkiRJauDsASaOKZNF9gCTLUw88TNMPDGhxr8pp8UqelZil0ObCQTRZjL62BuLjD8mmFhRTrAPTKAS7KPdWVQ8YUy7mVwkyMeEMRPgHG9eg8UWWywGfwj6kUnAHmidO3eOfyNlvpVTu2kr+7mlcn9kxJE9cPDBB8eJ16wqzpjg83nnnRfbzkRpmhzmeKbsNwImLVu2DHfeeWcmj/XcjjN9mz5NMIh9o/g+Gb0EDSiPV45tpm8TBGLRAl+/8847cR8wsnvvuuuu+DfI+svanmfV9XHax8IFgkNk7XL+pi+TLUXAm2Dvf/7zn5jVjSwd52Ipo41jSYCXIAevA32BICYLVtgTjeAnrw3BMDLHirM9sz4+Ibvx5Zdfjgs3+Bq8l3n/ktnIvo0EQbOqpjEK7ea4c2wZi3CcyXrk3M25jf6+0UYblUXwj+sSmakcU85RlK4F1zEUZ/5ltX/njYE/SZIkSZJKbOK4V69e4YcffoiTTGkVPZPlrL4ut8lyvsc+UEw6kf3EnnAJj5FhkNXJ8pomjDnOZL+x9xMTqQTAyBAhs4LJtDRRnsU213ainGwBAmJMlO+yyy7h6quvznTQr2rGBJOkZDUxacp7la953/LafPrppzEYxHs6Bf2yeKzndJwp40sAiGwvji3Hm8lzjj/ZJOXY5tS3CXQS+Ntrr73iHmGUemThRlbbXFMf5/1LHz/jjDNiGWrKHr7xxhsxW+qhhx6KP8P5ntcgyzi27O3GeZpyvCxOod0cdxbiEAQl6MWef7vvvnv8nRQUKYdrNdcm+jJtpSoB5T0pTc5xJvjFe4LFKuz9mFU1tZsyp1yj6Nf8DO99SpiSlU9VBhZmpcBY1o51TWgD5yjak4J/aeyZgn9Z7d95Y+BPkiRJkqQSmzimrBaBgS233DKMGjUqTi5lORg0tzYTAGMi8YQTTqhxMilrba7NhDETpQQ7CQIW7w2W1eM8rxPlgwYNCh07dqw0oZjlds8pY4KveR0IdhPcJjBGOdsst3lOx5ks1nScKW3LzxUrxzYX9232P2P/q+uuuy6+x7Pc5jn1cTKfQIbyNddcEw466KCKbL/i/Syz3nb2Yv373/8ey9dy/aLd6bjzmqy//vrVBkCyFhSpzfjko48+ios1yNql9Ct7OXI+y/JxntMiHdrNOIygIFnpBPXZz5DSpyuvvHKm212TtM9uCv7xNeV92c+P/ZeLf06ly8CfJEmSJEklGAzaeuut4+Qak1BJuQcI2C+KQFA5TSbNacKYiUMyaMguqCqLx3leJ8qrk/V2zyljgsfYv7Jr164xkyTL7+naHGeyeunfZPpVVa5tTn2boBcZQ+UU9Kupj6fgH6URaTfBP0qbJvxMObSdbD768hVXXBH35SUAxPEv3v8vD+MTrtVktXKtZq/OJMt9fG5jFB6n3QMHDozn7uLrV7n07zkF/2g7eza2b9++oZ+W5oGBP0mSJEmSSjAYxL+ryvLk0vwGgspBHiaMq5PXdleXMZEy/8iAKpegX56P89zaXPW4lsNxnlMf53xOG8kKIhhUjllBXK8IapKB36VLlxj8mjhxYswWIyiSspfLfXzSpk2ban8v6328Nu3m66rKpX/P6T2OFPQrl+tWHhj4kyRJkiSpAThZno8AQZ4mjKvKa7trCv7R5o022qji++UyeZrH45zHNlcnj1lB2267bdzDkLKX7GPZsmXLWA6ynIIieRyf5Lndc1IOZdfzqlEhhW0lSZIkSdLv7pVXXokTx+utt17FxPFSSy0VunXrVrZHI49tTsaPH1/WE8Y1yWu7q9uzspzbnMfjnMc257mP16Qc25zXa3Ve263yYuBPkiRJkqQGlseJ4zy2uSZ5bHOe2503eTzOeWyzylNer9V5bbfKh4E/SZIkSZJKUB4nl/LYZkmSsiSv1+q8tlvZZOBPkiRJkiRJkiRJKgOGqCVJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqQyYOBPkiRJkiRJkiRJKgMG/iRJkiRJkiRJkqSQff8PrUTlKjd9DdgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 行政區分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製行政區圖表（使用 first_party 統計事故件數）\n",
    "district_counts = first_party['區序'].value_counts()\n",
    "top5_district = district_counts.head(5)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(18, 7))\n",
    "\n",
    "# Top 5 行政區\n",
    "colors_top5 = plt.cm.Reds(np.linspace(0.4, 0.9, 5))\n",
    "bars = axes[0].barh(range(len(top5_district)), top5_district.values, color=colors_top5, edgecolor='black')\n",
    "axes[0].set_yticks(range(len(top5_district)))\n",
    "axes[0].set_yticklabels(top5_district.index)\n",
    "axes[0].set_xlabel('事故件數', fontsize=12)\n",
    "axes[0].set_title('A1+A2類事故件數最多的前5個行政區', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0].invert_yaxis()\n",
    "axes[0].grid(axis='x', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, (value, pct) in enumerate(zip(top5_district.values, top5_district.values/accident_count*100)):\n",
    "    axes[0].text(value + 30, i, f'{value:,}件\\n({pct:.1f}%)', va='center', fontsize=10, fontweight='bold')\n",
    "\n",
    "# 全部行政區\n",
    "colors_all = plt.cm.viridis(np.linspace(0.3, 0.9, len(district_counts)))\n",
    "axes[1].bar(range(len(district_counts)), district_counts.values, color=colors_all, edgecolor='black')\n",
    "axes[1].set_xticks(range(len(district_counts)))\n",
    "axes[1].set_xticklabels(district_counts.index, rotation=45, ha='right')\n",
    "axes[1].set_ylabel('事故件數', fontsize=12)\n",
    "axes[1].set_title('臺北市各行政區A1+A2類事故分布', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/03_行政區分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 行政區分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 肇因分析\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 行政區樹狀圖分析\n",
    "\n",
    "使用樹狀圖呈現各行政區事故佔比的相對規模\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 樹狀圖分析已儲存\n"
     ]
    }
   ],
   "source": [
    "# 安裝 squarify（如果尚未安裝）\n",
    "try:\n",
    "    import squarify\n",
    "except ImportError:\n",
    "    import subprocess\n",
    "    subprocess.check_call(['pip', 'install', 'squarify'])\n",
    "    import squarify\n",
    "\n",
    "# 準備樹狀圖資料（⚠️ 使用第一當事人資料，與長條圖統計口徑一致）\n",
    "district_counts = first_party['區序'].value_counts()\n",
    "labels = [f'{name}\\n{count:,}件\\n({count/len(first_party)*100:.1f}%)' \n",
    "          for name, count in district_counts.items()]\n",
    "\n",
    "# 設定顏色 - 使用漸層色彩\n",
    "colors = plt.cm.RdYlGn_r(np.linspace(0.2, 0.85, len(district_counts)))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(20, 9))\n",
    "\n",
    "# 樹狀圖 1：行政區事故分布\n",
    "squarify.plot(sizes=district_counts.values, label=labels, color=colors, \n",
    "              alpha=0.85, ax=axes[0], text_kwargs={'fontsize': 9, 'weight': 'bold'},\n",
    "              edgecolor='white', linewidth=2)\n",
    "axes[0].set_title('臺北市各行政區交通事故樹狀圖', fontsize=16, fontweight='bold', pad=15)\n",
    "axes[0].axis('off')\n",
    "\n",
    "# 樹狀圖 2：主要肇因分布（⚠️ 使用第一當事人資料，才能反映真正肇事原因）\n",
    "cause_counts_top10 = first_party['肇因碼-個別'].value_counts().head(10)\n",
    "cause_labels = [f'{cause_map.get(str(int(code)), f\"代碼{int(code)}\")[:8]}\\n{count:,}件\\n({count/len(first_party)*100:.1f}%)' \n",
    "                for code, count in cause_counts_top10.items()]\n",
    "colors_cause = plt.cm.Oranges(np.linspace(0.3, 0.9, len(cause_counts_top10)))\n",
    "\n",
    "squarify.plot(sizes=cause_counts_top10.values, label=cause_labels, color=colors_cause,\n",
    "              alpha=0.85, ax=axes[1], text_kwargs={'fontsize': 9, 'weight': 'bold'},\n",
    "              edgecolor='white', linewidth=2)\n",
    "axes[1].set_title('主要肇事原因樹狀圖 (Top 10)', fontsize=16, fontweight='bold', pad=15)\n",
    "axes[1].axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/09_樹狀圖分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 樹狀圖分析已儲存\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟5】肇因分析...\n",
      "✓ 肇因統計表已儲存（僅統計第一當事人）\n"
     ]
    },
    {
     "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>肇因碼</th>\n",
       "      <th>肇因描述</th>\n",
       "      <th>事故件數</th>\n",
       "      <th>佔比(%)</th>\n",
       "      <th>累積佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>2143</td>\n",
       "      <td>9.58</td>\n",
       "      <td>9.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>1775</td>\n",
       "      <td>7.94</td>\n",
       "      <td>17.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>1729</td>\n",
       "      <td>7.73</td>\n",
       "      <td>25.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>1716</td>\n",
       "      <td>7.67</td>\n",
       "      <td>32.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>右轉彎未依規定</td>\n",
       "      <td>1479</td>\n",
       "      <td>6.61</td>\n",
       "      <td>39.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72</td>\n",
       "      <td>無號誌路口，支線道未讓幹線道先行</td>\n",
       "      <td>1358</td>\n",
       "      <td>6.07</td>\n",
       "      <td>45.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>左轉彎未依規定</td>\n",
       "      <td>1209</td>\n",
       "      <td>5.41</td>\n",
       "      <td>51.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>19</td>\n",
       "      <td>起步時未注意安全</td>\n",
       "      <td>986</td>\n",
       "      <td>4.41</td>\n",
       "      <td>55.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>42</td>\n",
       "      <td>其他不當駕車行為</td>\n",
       "      <td>918</td>\n",
       "      <td>4.10</td>\n",
       "      <td>59.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>80</td>\n",
       "      <td>其他未依規定讓車</td>\n",
       "      <td>860</td>\n",
       "      <td>3.84</td>\n",
       "      <td>63.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>71</td>\n",
       "      <td>有號誌路口，轉彎車未讓直行車先行</td>\n",
       "      <td>793</td>\n",
       "      <td>3.55</td>\n",
       "      <td>66.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>70</td>\n",
       "      <td>車輛未依規定暫停讓行人先行</td>\n",
       "      <td>666</td>\n",
       "      <td>2.98</td>\n",
       "      <td>69.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10</td>\n",
       "      <td>迴轉未依規定</td>\n",
       "      <td>572</td>\n",
       "      <td>2.56</td>\n",
       "      <td>72.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>未依規定減速</td>\n",
       "      <td>459</td>\n",
       "      <td>2.05</td>\n",
       "      <td>74.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>101</td>\n",
       "      <td>方向不定（不包括危險駕車）</td>\n",
       "      <td>456</td>\n",
       "      <td>2.04</td>\n",
       "      <td>76.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    肇因碼              肇因描述  事故件數  佔比(%)  累積佔比(%)\n",
       "0   108    恍神、緊張、心不在焉分心駕駛  2143   9.58     9.58\n",
       "1    44     尚未發現肇事因素（駕駛者）  1775   7.94    17.52\n",
       "2   100            變換車道不當  1729   7.73    25.25\n",
       "3    16         未保持行車安全距離  1716   7.67    32.92\n",
       "4     9           右轉彎未依規定  1479   6.61    39.53\n",
       "5    72  無號誌路口，支線道未讓幹線道先行  1358   6.07    45.60\n",
       "6     8           左轉彎未依規定  1209   5.41    51.01\n",
       "7    19          起步時未注意安全   986   4.41    55.42\n",
       "8    42          其他不當駕車行為   918   4.10    59.52\n",
       "9    80          其他未依規定讓車   860   3.84    63.36\n",
       "10   71  有號誌路口，轉彎車未讓直行車先行   793   3.55    66.91\n",
       "11   70     車輛未依規定暫停讓行人先行   666   2.98    69.89\n",
       "12   10            迴轉未依規定   572   2.56    72.45\n",
       "13   14            未依規定減速   459   2.05    74.50\n",
       "14  101     方向不定（不包括危險駕車）   456   2.04    76.54"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟5】肇因分析...\")\n",
    "\n",
    "# ⚠️ 重要：只統計「第一當事人」的肇因，與官方報告一致\n",
    "# 第一當事人 = 警方初判肇事責任較重者\n",
    "cause_counts = first_party['肇因碼-個別'].value_counts().head(15)\n",
    "cause_counts_int = cause_counts.index.astype(int).astype(str)\n",
    "\n",
    "# 建立肇因統計表\n",
    "cause_stats = pd.DataFrame({\n",
    "    '肇因碼': cause_counts_int,\n",
    "    '肇因描述': [cause_map.get(code, f'代碼{code}') for code in cause_counts_int],\n",
    "    '事故件數': cause_counts.values,\n",
    "    '佔比(%)': (cause_counts.values / accident_count * 100).round(2)\n",
    "})\n",
    "cause_stats['累積佔比(%)'] = cause_stats['佔比(%)'].cumsum().round(2)\n",
    "cause_stats.to_csv('分析結果/統計表/肇因統計.csv', index=False, encoding='utf-8-sig')\n",
    "print(\"✓ 肇因統計表已儲存（僅統計第一當事人）\")\n",
    "\n",
    "# 顯示統計表\n",
    "cause_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 肇因分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製肇因圖表（使用第一當事人統計）\n",
    "top10_cause = cause_counts.head(10)\n",
    "top10_labels = [cause_map.get(str(int(code)), f'代碼{int(code)}') for code in top10_cause.index]\n",
    "# 簡化標籤\n",
    "short_labels = [label[:12] + '...' if len(label) > 12 else label for label in top10_labels]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "# 水平長條圖\n",
    "colors_cause = plt.cm.OrRd(np.linspace(0.3, 0.9, 10))\n",
    "bars = axes[0].barh(range(len(top10_cause)), top10_cause.values, color=colors_cause, edgecolor='black')\n",
    "axes[0].set_yticks(range(len(top10_cause)))\n",
    "axes[0].set_yticklabels(short_labels)\n",
    "axes[0].set_xlabel('事故件數（第一當事人）', fontsize=12)\n",
    "axes[0].set_title('主要肇事原因 Top 10（第一當事人）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0].invert_yaxis()\n",
    "axes[0].grid(axis='x', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, value in enumerate(top10_cause.values):\n",
    "    pct = value / accident_count * 100\n",
    "    axes[0].text(value + 20, i, f'{value:,}件 ({pct:.1f}%)', va='center', fontsize=9)\n",
    "\n",
    "# Top 5 圓餅圖\n",
    "top5_cause = cause_counts.head(5)\n",
    "top5_labels = [cause_map.get(str(int(code)), f'代碼{int(code)}')[:10] for code in top5_cause.index]\n",
    "top5_labels_with_count = [f'{label}\\n{count:,}件' for label, count in zip(top5_labels, top5_cause.values)]\n",
    "colors_pie = plt.cm.Oranges(np.linspace(0.3, 0.9, 5))\n",
    "explode = (0.08, 0.04, 0.02, 0.02, 0.02)\n",
    "wedges, texts, autotexts = axes[1].pie(top5_cause, labels=top5_labels_with_count, autopct='%1.1f%%',\n",
    "                                         startangle=90, colors=colors_pie, explode=explode,\n",
    "                                         shadow=True, textprops={'fontsize': 9})\n",
    "axes[1].set_title('主要肇因佔比 Top 5（第一當事人）', fontsize=14, fontweight='bold', pad=15)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/04_肇因分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 肇因分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. 車種分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟6】車種分析...\n",
      "✓ 車種統計表已儲存\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .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>車種代碼</th>\n",
       "      <th>車種名稱</th>\n",
       "      <th>涉入件數</th>\n",
       "      <th>佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C03</td>\n",
       "      <td>普通重型機車</td>\n",
       "      <td>26539</td>\n",
       "      <td>52.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B03</td>\n",
       "      <td>自用小客車</td>\n",
       "      <td>9966</td>\n",
       "      <td>19.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H02</td>\n",
       "      <td>乘客</td>\n",
       "      <td>3380</td>\n",
       "      <td>6.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B01</td>\n",
       "      <td>計程車</td>\n",
       "      <td>2866</td>\n",
       "      <td>5.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>H01</td>\n",
       "      <td>行人</td>\n",
       "      <td>1833</td>\n",
       "      <td>3.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F01</td>\n",
       "      <td>腳踏自行車</td>\n",
       "      <td>1432</td>\n",
       "      <td>2.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B12</td>\n",
       "      <td>自用小貨車</td>\n",
       "      <td>1138</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B02</td>\n",
       "      <td>租賃車</td>\n",
       "      <td>902</td>\n",
       "      <td>1.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>C04</td>\n",
       "      <td>普通輕型機車</td>\n",
       "      <td>736</td>\n",
       "      <td>1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A02</td>\n",
       "      <td>民營公車</td>\n",
       "      <td>458</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>C02</td>\n",
       "      <td>大型重型機車2(250-550C.C.)</td>\n",
       "      <td>292</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>F02</td>\n",
       "      <td>電動輔助自行車</td>\n",
       "      <td>153</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B11</td>\n",
       "      <td>營業用小貨車</td>\n",
       "      <td>142</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>C01</td>\n",
       "      <td>大型重型機車1(550C.C.以上)</td>\n",
       "      <td>134</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B13</td>\n",
       "      <td>租賃小貨車</td>\n",
       "      <td>119</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   車種代碼                  車種名稱   涉入件數  佔比(%)\n",
       "0   C03                普通重型機車  26539  52.15\n",
       "1   B03                 自用小客車   9966  19.58\n",
       "2   H02                    乘客   3380   6.64\n",
       "3   B01                   計程車   2866   5.63\n",
       "4   H01                    行人   1833   3.60\n",
       "5   F01                 腳踏自行車   1432   2.81\n",
       "6   B12                 自用小貨車   1138   2.24\n",
       "7   B02                   租賃車    902   1.77\n",
       "8   C04                普通輕型機車    736   1.45\n",
       "9   A02                  民營公車    458   0.90\n",
       "10  C02  大型重型機車2(250-550C.C.)    292   0.57\n",
       "11  F02               電動輔助自行車    153   0.30\n",
       "12  B11                營業用小貨車    142   0.28\n",
       "13  C01    大型重型機車1(550C.C.以上)    134   0.26\n",
       "14  B13                 租賃小貨車    119   0.23"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟6】車種分析...\")\n",
    "\n",
    "# 車種統計\n",
    "# ⚠️ 佔比計算使用「有車種記錄的當事人」為分母，與圓餅圖一致\n",
    "vehicle_counts_all = df['車種'].value_counts()  # 所有有車種記錄的當事人\n",
    "vehicle_counts = vehicle_counts_all.head(15)\n",
    "vehicle_stats = pd.DataFrame({\n",
    "    '車種代碼': vehicle_counts.index,\n",
    "    '車種名稱': [vehicle_map.get(code, code) for code in vehicle_counts.index],\n",
    "    '涉入件數': vehicle_counts.values,\n",
    "    '佔比(%)': (vehicle_counts.values / vehicle_counts_all.sum() * 100).round(2)\n",
    "})\n",
    "vehicle_stats.to_csv('分析結果/統計表/車種統計.csv', index=False, encoding='utf-8-sig')\n",
    "print(\"✓ 車種統計表已儲存\")\n",
    "\n",
    "# 顯示統計表\n",
    "vehicle_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 車種分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製車種圖表\n",
    "top10_vehicle = vehicle_counts.head(10)\n",
    "vehicle_labels = [f\"{code}\\n{vehicle_map.get(code, code)}\" for code in top10_vehicle.index]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(18, 7))\n",
    "\n",
    "# 長條圖\n",
    "colors_vehicle = plt.cm.Set3(np.linspace(0, 1, len(top10_vehicle)))\n",
    "axes[0].bar(range(len(top10_vehicle)), top10_vehicle.values, color=colors_vehicle, \n",
    "            edgecolor='black', linewidth=1.5)\n",
    "axes[0].set_xticks(range(len(top10_vehicle)))\n",
    "axes[0].set_xticklabels(vehicle_labels, rotation=45, ha='right', fontsize=9)\n",
    "axes[0].set_ylabel('涉入件數', fontsize=12)\n",
    "axes[0].set_title('車種涉入事故統計 Top 10', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, value in enumerate(top10_vehicle.values):\n",
    "    axes[0].text(i, value + 200, f'{value:,}', ha='center', va='bottom', fontsize=9, fontweight='bold')\n",
    "\n",
    "# 圓餅圖 (Top 5)\n",
    "# ⚠️ 修正：「其他」應包含所有非 Top 5 的車種，而非只有排名 6-15\n",
    "top5_vehicle = df['車種'].value_counts().head(5)\n",
    "other_vehicle = df['車種'].value_counts()[5:].sum()\n",
    "pie_data = pd.concat([top5_vehicle, pd.Series({'其他': other_vehicle})])\n",
    "pie_labels = [vehicle_map.get(code, code) for code in pie_data.index[:5]] + ['其他']\n",
    "pie_labels_with_count = [f\"{label}\\n({count:,})\" for label, count in zip(pie_labels, pie_data.values)]\n",
    "\n",
    "colors_pie = plt.cm.Pastel1(np.linspace(0, 1, 6))\n",
    "explode = (0.1, 0.05, 0.05, 0.05, 0.05, 0.02)\n",
    "wedges, texts, autotexts = axes[1].pie(pie_data, labels=pie_labels_with_count, autopct='%1.1f%%',\n",
    "                                         startangle=90, colors=colors_pie, explode=explode,\n",
    "                                         shadow=True, textprops={'fontsize': 10})\n",
    "axes[1].set_title('車種涉入比例（Top 5 + 其他）', fontsize=14, fontweight='bold', pad=15)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/05_車種分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 車種分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. 肇因與車種交叉分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟7】肇因與車種交叉分析...\n",
      "✓ 肇因車種交叉統計表已儲存\n"
     ]
    },
    {
     "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>肇因碼</th>\n",
       "      <th>肇因描述</th>\n",
       "      <th>排名</th>\n",
       "      <th>車種代碼</th>\n",
       "      <th>車種名稱</th>\n",
       "      <th>涉入人次</th>\n",
       "      <th>佔該肇因比例(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>1</td>\n",
       "      <td>C03</td>\n",
       "      <td>普通重型機車</td>\n",
       "      <td>2363</td>\n",
       "      <td>66.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>2</td>\n",
       "      <td>B03</td>\n",
       "      <td>自用小客車</td>\n",
       "      <td>585</td>\n",
       "      <td>16.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>3</td>\n",
       "      <td>B01</td>\n",
       "      <td>計程車</td>\n",
       "      <td>162</td>\n",
       "      <td>4.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>4</td>\n",
       "      <td>F01</td>\n",
       "      <td>腳踏自行車</td>\n",
       "      <td>107</td>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>108</td>\n",
       "      <td>恍神、緊張、心不在焉分心駕駛</td>\n",
       "      <td>5</td>\n",
       "      <td>B12</td>\n",
       "      <td>自用小貨車</td>\n",
       "      <td>77</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>1</td>\n",
       "      <td>C03</td>\n",
       "      <td>普通重型機車</td>\n",
       "      <td>10095</td>\n",
       "      <td>64.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>2</td>\n",
       "      <td>B03</td>\n",
       "      <td>自用小客車</td>\n",
       "      <td>2838</td>\n",
       "      <td>18.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>3</td>\n",
       "      <td>B01</td>\n",
       "      <td>計程車</td>\n",
       "      <td>814</td>\n",
       "      <td>5.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>4</td>\n",
       "      <td>F01</td>\n",
       "      <td>腳踏自行車</td>\n",
       "      <td>380</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>44</td>\n",
       "      <td>尚未發現肇事因素（駕駛者）</td>\n",
       "      <td>5</td>\n",
       "      <td>B12</td>\n",
       "      <td>自用小貨車</td>\n",
       "      <td>248</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>1</td>\n",
       "      <td>C03</td>\n",
       "      <td>普通重型機車</td>\n",
       "      <td>1233</td>\n",
       "      <td>55.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>2</td>\n",
       "      <td>B03</td>\n",
       "      <td>自用小客車</td>\n",
       "      <td>494</td>\n",
       "      <td>22.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>3</td>\n",
       "      <td>B01</td>\n",
       "      <td>計程車</td>\n",
       "      <td>226</td>\n",
       "      <td>10.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>4</td>\n",
       "      <td>B12</td>\n",
       "      <td>自用小貨車</td>\n",
       "      <td>56</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>100</td>\n",
       "      <td>變換車道不當</td>\n",
       "      <td>5</td>\n",
       "      <td>C04</td>\n",
       "      <td>普通輕型機車</td>\n",
       "      <td>51</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>1</td>\n",
       "      <td>C03</td>\n",
       "      <td>普通重型機車</td>\n",
       "      <td>1876</td>\n",
       "      <td>79.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>2</td>\n",
       "      <td>B03</td>\n",
       "      <td>自用小客車</td>\n",
       "      <td>237</td>\n",
       "      <td>9.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>3</td>\n",
       "      <td>B01</td>\n",
       "      <td>計程車</td>\n",
       "      <td>64</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>4</td>\n",
       "      <td>B12</td>\n",
       "      <td>自用小貨車</td>\n",
       "      <td>40</td>\n",
       "      <td>1.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>16</td>\n",
       "      <td>未保持行車安全距離</td>\n",
       "      <td>5</td>\n",
       "      <td>C04</td>\n",
       "      <td>普通輕型機車</td>\n",
       "      <td>35</td>\n",
       "      <td>1.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    肇因碼            肇因描述  排名 車種代碼    車種名稱   涉入人次  佔該肇因比例(%)\n",
       "0   108  恍神、緊張、心不在焉分心駕駛   1  C03  普通重型機車   2363      66.62\n",
       "1   108  恍神、緊張、心不在焉分心駕駛   2  B03   自用小客車    585      16.49\n",
       "2   108  恍神、緊張、心不在焉分心駕駛   3  B01     計程車    162       4.57\n",
       "3   108  恍神、緊張、心不在焉分心駕駛   4  F01   腳踏自行車    107       3.02\n",
       "4   108  恍神、緊張、心不在焉分心駕駛   5  B12   自用小貨車     77       2.17\n",
       "5    44   尚未發現肇事因素（駕駛者）   1  C03  普通重型機車  10095      64.79\n",
       "6    44   尚未發現肇事因素（駕駛者）   2  B03   自用小客車   2838      18.21\n",
       "7    44   尚未發現肇事因素（駕駛者）   3  B01     計程車    814       5.22\n",
       "8    44   尚未發現肇事因素（駕駛者）   4  F01   腳踏自行車    380       2.44\n",
       "9    44   尚未發現肇事因素（駕駛者）   5  B12   自用小貨車    248       1.59\n",
       "10  100          變換車道不當   1  C03  普通重型機車   1233      55.29\n",
       "11  100          變換車道不當   2  B03   自用小客車    494      22.15\n",
       "12  100          變換車道不當   3  B01     計程車    226      10.13\n",
       "13  100          變換車道不當   4  B12   自用小貨車     56       2.51\n",
       "14  100          變換車道不當   5  C04  普通輕型機車     51       2.29\n",
       "15   16       未保持行車安全距離   1  C03  普通重型機車   1876      79.06\n",
       "16   16       未保持行車安全距離   2  B03   自用小客車    237       9.99\n",
       "17   16       未保持行車安全距離   3  B01     計程車     64       2.70\n",
       "18   16       未保持行車安全距離   4  B12   自用小貨車     40       1.69\n",
       "19   16       未保持行車安全距離   5  C04  普通輕型機車     35       1.47"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\\n【步驟7】肇因與車種交叉分析...\")\n",
    "\n",
    "# ⚠️ 統計說明：\n",
    "# - 肇因篩選：使用 first_party（第一當事人）的 Top 5 肇因\n",
    "# - 車種統計：使用 df（所有當事人）統計該肇因事故中各車種涉入人次\n",
    "# - 意義：呈現「這類肇因的事故通常涉及哪些車種」（含肇事者與被撞方）\n",
    "\n",
    "top5_cause_codes = cause_counts.head(5).index.astype(int)\n",
    "\n",
    "# 建立交叉統計表\n",
    "cross_stats = []\n",
    "for cause_code in top5_cause_codes:\n",
    "    cause_data = df[df['肇因碼-個別'] == cause_code]\n",
    "    vehicle_dist = cause_data['車種'].value_counts().head(5)\n",
    "    total = len(cause_data)\n",
    "    \n",
    "    cause_name = cause_map.get(str(cause_code), f'代碼{cause_code}')\n",
    "    \n",
    "    for idx, (veh_code, count) in enumerate(vehicle_dist.items(), 1):\n",
    "        vehicle_name = vehicle_map.get(veh_code, veh_code)\n",
    "        pct = count / total * 100\n",
    "        cross_stats.append({\n",
    "            '肇因碼': cause_code,\n",
    "            '肇因描述': cause_name,\n",
    "            '排名': idx,\n",
    "            '車種代碼': veh_code,\n",
    "            '車種名稱': vehicle_name,\n",
    "            '涉入人次': count,\n",
    "            '佔該肇因比例(%)': round(pct, 2)\n",
    "        })\n",
    "\n",
    "cross_df = pd.DataFrame(cross_stats)\n",
    "cross_df.to_csv('分析結果/統計表/肇因車種交叉統計.csv', index=False, encoding='utf-8-sig')\n",
    "print(\"✓ 肇因車種交叉統計表已儲存\")\n",
    "\n",
    "# 顯示統計表前20筆\n",
    "cross_df.head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 肇因車種交叉分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製交叉分析圖\n",
    "fig, axes = plt.subplots(2, 3, figsize=(20, 12))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for idx, cause_code in enumerate(top5_cause_codes):\n",
    "    cause_data = df[df['肇因碼-個別'] == cause_code]\n",
    "    vehicle_dist = cause_data['車種'].value_counts().head(5)\n",
    "    \n",
    "    colors = plt.cm.tab10(np.linspace(0, 1, len(vehicle_dist)))\n",
    "    bars = axes[idx].bar(range(len(vehicle_dist)), vehicle_dist.values, color=colors, edgecolor='black')\n",
    "    \n",
    "    # 縮短標籤\n",
    "    labels = []\n",
    "    for code in vehicle_dist.index:\n",
    "        veh_name = vehicle_map.get(code, code)\n",
    "        if len(veh_name) > 6:\n",
    "            labels.append(f\"{code}\\n{veh_name[:6]}\")\n",
    "        else:\n",
    "            labels.append(f\"{code}\\n{veh_name}\")\n",
    "    \n",
    "    axes[idx].set_xticks(range(len(vehicle_dist)))\n",
    "    axes[idx].set_xticklabels(labels, rotation=0, fontsize=9)\n",
    "    \n",
    "    cause_name = cause_map.get(str(cause_code), f'代碼{cause_code}')\n",
    "    # 縮短標題\n",
    "    if len(cause_name) > 15:\n",
    "        cause_name = cause_name[:15] + '...'\n",
    "    axes[idx].set_title(f'{cause_name}\\n(代碼{cause_code}) 前5車種', fontsize=12, fontweight='bold', pad=10)\n",
    "    axes[idx].set_ylabel('件數', fontsize=10)\n",
    "    axes[idx].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "    \n",
    "    # 標註數值\n",
    "    for bar, value in zip(bars, vehicle_dist.values):\n",
    "        height = bar.get_height()\n",
    "        axes[idx].text(bar.get_x() + bar.get_width()/2., height + height*0.02,\n",
    "                      f'{value:,}', ha='center', va='bottom', fontsize=9)\n",
    "\n",
    "# 隱藏最後一個子圖\n",
    "axes[5].axis('off')\n",
    "\n",
    "plt.suptitle('Top 5肇因與車種交叉分析', fontsize=16, y=0.998, fontweight='bold')\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/06_肇因車種交叉分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 肇因車種交叉分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. 人員特性分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟8】人員特性分析...\n",
      "✓ 人員特性統計表已儲存\n",
      "\n",
      "性別統計：\n"
     ]
    },
    {
     "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>性別代碼</th>\n",
       "      <th>性別</th>\n",
       "      <th>人數</th>\n",
       "      <th>佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男性</td>\n",
       "      <td>34008</td>\n",
       "      <td>65.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>女性</td>\n",
       "      <td>16336</td>\n",
       "      <td>31.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>代碼3</td>\n",
       "      <td>1111</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>代碼4</td>\n",
       "      <td>351</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>代碼5</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   性別代碼   性別     人數  佔比(%)\n",
       "0     1   男性  34008  65.64\n",
       "1     2   女性  16336  31.53\n",
       "2     3  代碼3   1111   2.14\n",
       "3     4  代碼4    351   0.68\n",
       "4     5  代碼5      4   0.01"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "年齡統計：\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "        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>年齡組</th>\n",
       "      <th>人數</th>\n",
       "      <th>佔比(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>未滿18歲</td>\n",
       "      <td>2188</td>\n",
       "      <td>4.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18-30歲</td>\n",
       "      <td>13167</td>\n",
       "      <td>25.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31-45歲</td>\n",
       "      <td>14254</td>\n",
       "      <td>27.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46-60歲</td>\n",
       "      <td>12489</td>\n",
       "      <td>24.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60歲以上</td>\n",
       "      <td>9594</td>\n",
       "      <td>18.52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      年齡組     人數  佔比(%)\n",
       "0   未滿18歲   2188   4.22\n",
       "1  18-30歲  13167  25.41\n",
       "2  31-45歲  14254  27.51\n",
       "3  46-60歲  12489  24.11\n",
       "4   60歲以上   9594  18.52"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"\\n【步驟8】人員特性分析...\")\n",
    "\n",
    "# 性別統計\n",
    "gender_map = {1: '男性', 2: '女性'}\n",
    "gender_counts = df['性別'].value_counts()\n",
    "gender_stats = pd.DataFrame({\n",
    "    '性別代碼': gender_counts.index,\n",
    "    '性別': [gender_map.get(int(code), f'代碼{int(code)}') for code in gender_counts.index],\n",
    "    '人數': gender_counts.values,\n",
    "    '佔比(%)': (gender_counts.values / len(df) * 100).round(2)\n",
    "})\n",
    "gender_stats.to_csv('分析結果/統計表/性別統計.csv', index=False, encoding='utf-8-sig')\n",
    "\n",
    "# 年齡統計\n",
    "age_bins = [0, 18, 30, 45, 60, 100]\n",
    "age_labels = ['未滿18歲', '18-30歲', '31-45歲', '46-60歲', '60歲以上']\n",
    "df['年齡組'] = pd.cut(df['年齡'], bins=age_bins, labels=age_labels, right=False)\n",
    "age_counts = df['年齡組'].value_counts().sort_index()\n",
    "\n",
    "age_stats = pd.DataFrame({\n",
    "    '年齡組': age_counts.index,\n",
    "    '人數': age_counts.values,\n",
    "    '佔比(%)': (age_counts.values / len(df) * 100).round(2)\n",
    "})\n",
    "age_stats.to_csv('分析結果/統計表/年齡統計.csv', index=False, encoding='utf-8-sig')\n",
    "print(\"✓ 人員特性統計表已儲存\")\n",
    "\n",
    "# 顯示統計表\n",
    "print(\"\\n性別統計：\")\n",
    "display(gender_stats)\n",
    "print(\"\\n年齡統計：\")\n",
    "display(age_stats)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 人員特性分析圖表已儲存\n"
     ]
    }
   ],
   "source": [
    "# 繪製人員特性圖表\n",
    "fig, axes = plt.subplots(2, 2, figsize=(16, 12))\n",
    "\n",
    "# 性別圓餅圖\n",
    "gender_labels = [gender_map.get(int(code), f'代碼{int(code)}') for code in gender_counts.index]\n",
    "colors_gender = plt.cm.Set2(np.linspace(0, 1, len(gender_counts)))\n",
    "explode_gender = [0.05] * len(gender_counts)\n",
    "\n",
    "# 計算百分比用於圖例\n",
    "percentages = (gender_counts / gender_counts.sum()) * 100\n",
    "legend_labels = [f'{label}: {count:,}人 ({pct:.1f}%)' \n",
    "                 for label, count, pct in zip(gender_labels, gender_counts.values, percentages)]\n",
    "\n",
    "wedges, texts = axes[0, 0].pie(gender_counts, labels=None, \n",
    "                                startangle=90, colors=colors_gender, explode=explode_gender,\n",
    "                                shadow=True)\n",
    "axes[0, 0].set_title('當事人性別分布', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0, 0].legend(wedges, legend_labels, loc='center left', bbox_to_anchor=(1, 0, 0.5, 1), \n",
    "                  fontsize=11, frameon=True, shadow=True)\n",
    "\n",
    "# 年齡分組長條圖\n",
    "colors_age = plt.cm.RdYlGn_r(np.linspace(0.2, 0.8, len(age_counts)))\n",
    "bars = axes[0, 1].bar(range(len(age_counts)), age_counts.values, color=colors_age, edgecolor='black')\n",
    "axes[0, 1].set_xticks(range(len(age_counts)))\n",
    "axes[0, 1].set_xticklabels(age_counts.index, rotation=30, ha='right')\n",
    "axes[0, 1].set_ylabel('人數', fontsize=12)\n",
    "axes[0, 1].set_title('年齡分組統計', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0, 1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for bar, value in zip(bars, age_counts.values):\n",
    "    axes[0, 1].text(bar.get_x() + bar.get_width()/2., value + 100,\n",
    "                   f'{value:,}', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "# 年齡直方圖\n",
    "axes[1, 0].hist(df['年齡'].dropna(), bins=30, color='skyblue', edgecolor='black', alpha=0.7)\n",
    "axes[1, 0].set_xlabel('年齡', fontsize=12)\n",
    "axes[1, 0].set_ylabel('人數', fontsize=12)\n",
    "axes[1, 0].set_title('年齡分布直方圖', fontsize=14, fontweight='bold', pad=15)\n",
    "median_age = df['年齡'].median()\n",
    "mean_age = df['年齡'].mean()\n",
    "axes[1, 0].axvline(median_age, color='red', linestyle='--', linewidth=2, label=f'中位數: {median_age:.0f}歲')\n",
    "axes[1, 0].axvline(mean_age, color='green', linestyle='--', linewidth=2, label=f'平均: {mean_age:.0f}歲')\n",
    "axes[1, 0].legend()\n",
    "axes[1, 0].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 受傷程度統計\n",
    "# 受傷程度代碼對照表（依據道路交通事故調查報告表 112.7.1 後適用版本）\n",
    "injury_map = {\n",
    "    1: '24小時內死亡',\n",
    "    2: '受傷',\n",
    "    3: '未受傷',\n",
    "    4: '不明',\n",
    "    5: '2-30日內死亡'\n",
    "}\n",
    "injury_counts = df['受傷程度'].value_counts().head(8)\n",
    "colors_injury = plt.cm.Oranges(np.linspace(0.4, 0.9, len(injury_counts)))\n",
    "axes[1, 1].barh(range(len(injury_counts)), injury_counts.values, color=colors_injury, edgecolor='black')\n",
    "axes[1, 1].set_yticks(range(len(injury_counts)))\n",
    "axes[1, 1].set_yticklabels([injury_map.get(int(code), f'代碼{int(code)}') for code in injury_counts.index])\n",
    "axes[1, 1].set_xlabel('人數', fontsize=12)\n",
    "axes[1, 1].set_title('受傷程度分布', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1, 1].invert_yaxis()\n",
    "axes[1, 1].grid(axis='x', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, value in enumerate(injury_counts.values):\n",
    "    axes[1, 1].text(value + 100, i, f'{value:,}', va='center', fontsize=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/07_人員特性分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 人員特性分析圖表已儲存\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. 綜合摘要報告\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2 年齡分布進階分析\n",
    "\n",
    "使用箱形圖與小提琴圖深入分析不同車種、行政區的當事人年齡分布特徵\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 年齡分布進階分析圖表已儲存\n",
      "\n",
      "📊 各車種年齡統計：\n",
      "   普通重型機車: 中位數 35歲, 平均 38.6歲, 標準差 16.1\n",
      "   自用小客車: 中位數 46歲, 平均 46.6歲, 標準差 15.0\n",
      "   乘客: 中位數 30歲, 平均 34.9歲, 標準差 20.7\n",
      "   計程車: 中位數 57歲, 平均 55.0歲, 標準差 11.1\n",
      "   行人: 中位數 53歲, 平均 50.4歲, 標準差 22.4\n"
     ]
    }
   ],
   "source": [
    "# 準備分析資料\n",
    "top5_vehicle_codes = df['車種'].value_counts().head(5).index.tolist()\n",
    "df_top5_vehicle = df[df['車種'].isin(top5_vehicle_codes)].copy()\n",
    "df_top5_vehicle['車種名稱'] = df_top5_vehicle['車種'].map(vehicle_map)\n",
    "\n",
    "# 準備行政區資料（取事故件數前6區，使用 first_party 統計口徑）\n",
    "top6_districts = first_party['區序'].value_counts().head(6).index.tolist()\n",
    "df_top6_district = df[df['區序'].isin(top6_districts)].copy()\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(18, 14))\n",
    "\n",
    "# 箱形圖 1：各車種年齡分布\n",
    "order = [vehicle_map.get(code, code) for code in top5_vehicle_codes]\n",
    "palette = sns.color_palette('Set2', len(top5_vehicle_codes))\n",
    "sns.boxplot(x='車種名稱', y='年齡', data=df_top5_vehicle, ax=axes[0, 0],\n",
    "            palette=palette, order=order, showfliers=True, flierprops={'alpha': 0.3})\n",
    "axes[0, 0].set_title('各車種當事人年齡分布（箱形圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0, 0].set_xlabel('車種', fontsize=12)\n",
    "axes[0, 0].set_ylabel('年齡', fontsize=12)\n",
    "axes[0, 0].tick_params(axis='x', rotation=20)\n",
    "axes[0, 0].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 小提琴圖 1：各車種年齡分布\n",
    "sns.violinplot(x='車種名稱', y='年齡', data=df_top5_vehicle, ax=axes[0, 1],\n",
    "               palette=palette, order=order, inner='quartile')\n",
    "axes[0, 1].set_title('各車種當事人年齡分布（小提琴圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[0, 1].set_xlabel('車種', fontsize=12)\n",
    "axes[0, 1].set_ylabel('年齡', fontsize=12)\n",
    "axes[0, 1].tick_params(axis='x', rotation=20)\n",
    "axes[0, 1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 箱形圖 2：各行政區年齡分布\n",
    "palette_district = sns.color_palette('husl', len(top6_districts))\n",
    "sns.boxplot(x='區序', y='年齡', data=df_top6_district, ax=axes[1, 0],\n",
    "            palette=palette_district, order=top6_districts, showfliers=True, flierprops={'alpha': 0.3})\n",
    "axes[1, 0].set_title('各行政區當事人年齡分布（箱形圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1, 0].set_xlabel('行政區', fontsize=12)\n",
    "axes[1, 0].set_ylabel('年齡', fontsize=12)\n",
    "axes[1, 0].tick_params(axis='x', rotation=30)\n",
    "axes[1, 0].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 小提琴圖 2：各行政區年齡分布\n",
    "sns.violinplot(x='區序', y='年齡', data=df_top6_district, ax=axes[1, 1],\n",
    "               palette=palette_district, order=top6_districts, inner='quartile')\n",
    "axes[1, 1].set_title('各行政區當事人年齡分布（小提琴圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1, 1].set_xlabel('行政區', fontsize=12)\n",
    "axes[1, 1].set_ylabel('年齡', fontsize=12)\n",
    "axes[1, 1].tick_params(axis='x', rotation=30)\n",
    "axes[1, 1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/10_年齡分布進階分析.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 年齡分布進階分析圖表已儲存\")\n",
    "\n",
    "# 統計各車種年齡特徵\n",
    "print(\"\\n📊 各車種年齡統計：\")\n",
    "for code in top5_vehicle_codes:\n",
    "    vehicle_data = df[df['車種'] == code]['年齡'].dropna()\n",
    "    name = vehicle_map.get(code, code)\n",
    "    print(f\"   {name}: 中位數 {vehicle_data.median():.0f}歲, 平均 {vehicle_data.mean():.1f}歲, 標準差 {vehicle_data.std():.1f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3 甜甜圈圖與堆疊面積圖\n",
    "\n",
    "使用甜甜圈圖呈現比例分布，堆疊面積圖呈現時間趨勢中的組成變化\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ 甜甜圈圖與堆疊面積圖已儲存\n"
     ]
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(18, 14))\n",
    "\n",
    "# ===== 甜甜圈圖 1：車種分布 =====\n",
    "top5_vehicle = df['車種'].value_counts().head(5)\n",
    "other_vehicle = df['車種'].value_counts()[5:].sum()\n",
    "donut_data = pd.concat([top5_vehicle, pd.Series({'其他': other_vehicle})])\n",
    "donut_labels = [vehicle_map.get(code, code) for code in donut_data.index[:5]] + ['其他車種']\n",
    "\n",
    "colors_donut = plt.cm.Set3(np.linspace(0, 1, 6))\n",
    "wedges, texts, autotexts = axes[0, 0].pie(donut_data, labels=donut_labels, autopct='%1.1f%%',\n",
    "                                           startangle=90, colors=colors_donut, \n",
    "                                           pctdistance=0.8, labeldistance=1.1,\n",
    "                                           wedgeprops=dict(width=0.5, edgecolor='white', linewidth=2),\n",
    "                                           textprops={'fontsize': 10})\n",
    "# 中心文字\n",
    "centre_circle = plt.Circle((0, 0), 0.35, fc='white')\n",
    "axes[0, 0].add_patch(centre_circle)\n",
    "axes[0, 0].text(0, 0, f'總計\\n{len(df):,}件', ha='center', va='center', \n",
    "                fontsize=14, fontweight='bold')\n",
    "axes[0, 0].set_title('車種涉入分布（甜甜圈圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "\n",
    "# ===== 甜甜圈圖 2：時段分布（使用 first_party）=====\n",
    "time_counts = first_party['時段'].value_counts()\n",
    "colors_time = ['#FF6B6B', '#4ECDC4', '#45B7D1', '#96CEB4']\n",
    "wedges2, texts2, autotexts2 = axes[0, 1].pie(time_counts, labels=time_counts.index, autopct='%1.1f%%',\n",
    "                                              startangle=90, colors=colors_time,\n",
    "                                              pctdistance=0.8, labeldistance=1.08,\n",
    "                                              wedgeprops=dict(width=0.5, edgecolor='white', linewidth=2),\n",
    "                                              textprops={'fontsize': 10})\n",
    "centre_circle2 = plt.Circle((0, 0), 0.35, fc='white')\n",
    "axes[0, 1].add_patch(centre_circle2)\n",
    "axes[0, 1].text(0, 0, f'24小時\\n事故分布', ha='center', va='center', \n",
    "                fontsize=12, fontweight='bold')\n",
    "axes[0, 1].set_title('時段事故分布（甜甜圈圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "\n",
    "# ===== 堆疊面積圖 1：月份 × 肇因（使用 first_party）=====\n",
    "# 取前5大肇因（使用第一當事人統計）\n",
    "top5_causes = first_party['肇因碼-個別'].value_counts().head(5).index.tolist()\n",
    "monthly_cause = first_party[first_party['肇因碼-個別'].isin(top5_causes)].groupby(['發生月', '肇因碼-個別']).size().unstack(fill_value=0)\n",
    "monthly_cause.columns = [cause_map.get(str(int(col)), f'代碼{int(col)}')[:10] for col in monthly_cause.columns]\n",
    "\n",
    "colors_stack = plt.cm.Spectral(np.linspace(0.2, 0.8, len(monthly_cause.columns)))\n",
    "axes[1, 0].stackplot(monthly_cause.index, monthly_cause.T.values, labels=monthly_cause.columns,\n",
    "                      colors=colors_stack, alpha=0.85, edgecolor='white', linewidth=0.5)\n",
    "axes[1, 0].set_title('各月份主要肇因變化（堆疊面積圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1, 0].set_xlabel('月份', fontsize=12)\n",
    "axes[1, 0].set_ylabel('事故件數', fontsize=12)\n",
    "axes[1, 0].set_xticks(range(1, 13))\n",
    "axes[1, 0].legend(loc='upper right', fontsize=9, framealpha=0.9)\n",
    "axes[1, 0].grid(axis='y', linestyle='--', alpha=0.5)\n",
    "\n",
    "# ===== 堆疊面積圖 2：小時 × 車種 =====\n",
    "top4_vehicles = df['車種'].value_counts().head(4).index.tolist()\n",
    "hourly_vehicle = df[df['車種'].isin(top4_vehicles)].groupby(['發生時-Hours', '車種']).size().unstack(fill_value=0)\n",
    "hourly_vehicle.columns = [vehicle_map.get(col, col) for col in hourly_vehicle.columns]\n",
    "\n",
    "colors_stack2 = plt.cm.tab10(np.linspace(0, 0.4, len(hourly_vehicle.columns)))\n",
    "axes[1, 1].stackplot(hourly_vehicle.index, hourly_vehicle.T.values, labels=hourly_vehicle.columns,\n",
    "                      colors=colors_stack2, alpha=0.85, edgecolor='white', linewidth=0.5)\n",
    "axes[1, 1].set_title('24小時各車種事故變化（堆疊面積圖）', fontsize=14, fontweight='bold', pad=15)\n",
    "axes[1, 1].set_xlabel('小時', fontsize=12)\n",
    "axes[1, 1].set_ylabel('事故件數', fontsize=12)\n",
    "axes[1, 1].set_xticks(range(0, 24, 2))\n",
    "axes[1, 1].legend(loc='upper right', fontsize=9, framealpha=0.9)\n",
    "axes[1, 1].grid(axis='y', linestyle='--', alpha=0.5)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('分析結果/圖表/11_甜甜圈與堆疊面積圖.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "print(\"✓ 甜甜圈圖與堆疊面積圖已儲存\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【步驟10】產生分析摘要報告...\n",
      "================================================================================\n",
      "113年臺北市A1及A2類交通事故分析摘要報告\n",
      "================================================================================\n",
      "\n",
      "【資料概況】（與官方報告一致）\n",
      "  - A1類事故：68 件\n",
      "  - A2類事故：22,300 件\n",
      "  - 總事故件數：22,368 件\n",
      "  - 總死亡人數：74 人（24小時內70人 + 2-30日4人）\n",
      "  - 總受傷人數：29,774 人\n",
      "  - 總傷亡人數：29,848 人（死亡74人 + 受傷29,774人）\n",
      "\n",
      "【時間分析】\n",
      "  - 事故最多月份：1月 (2,089件)\n",
      "  - 事故最少月份：2月 (1,600件)\n",
      "  - 月均事故件數：1864 件\n",
      "  - 高峰時段：8時 (2,025件)\n",
      "\n",
      "【空間分析】（僅A1+A2類）\n",
      "  - 事故最多前5區：\n",
      "    1. 03中山區: 2,932件 (13.1%)\n",
      "    2. 04大安區: 2,384件 (10.7%)\n",
      "    3. 05中正區: 2,207件 (9.9%)\n",
      "    4. 07信義區: 2,148件 (9.6%)\n",
      "    5. 12內湖區: 2,088件 (9.3%)\n",
      "  - 前5區合計佔比：52.6%\n",
      "\n",
      "【肇因分析】（第一當事人統計）\n",
      "  - 主要肇因前5名：\n",
      "    1. [108] 恍神、緊張、心不在焉分心駕駛: 2,143件 (9.6%)\n",
      "    2. [44] 尚未發現肇事因素（駕駛者）: 1,775件 (7.9%)\n",
      "    3. [100] 變換車道不當: 1,729件 (7.7%)\n",
      "    4. [16] 未保持行車安全距離: 1,716件 (7.7%)\n",
      "    5. [9] 右轉彎未依規定: 1,479件 (6.6%)\n",
      "  - 前5肇因累計佔比：39.5%\n",
      "\n",
      "【車種分析】\n",
      "  - 主要涉入車種前5名：\n",
      "    1. [C03] 普通重型機車: 26,539件 (52.1%)\n",
      "    2. [B03] 自用小客車: 9,966件 (19.6%)\n",
      "    3. [H02] 乘客: 3,380件 (6.6%)\n",
      "    4. [B01] 計程車: 2,866件 (5.6%)\n",
      "    5. [H01] 行人: 1,833件 (3.6%)\n",
      "\n",
      "【關鍵發現】\n",
      "  1. 分心駕駛為第一大肇因：代碼108佔9.6%\n",
      "  2. 事故高度集中：前5區佔全市A1+A2事故55%\n",
      "  3. 下午通勤時段為高峰：17時為單一小時最高峰\n",
      "\n",
      "================================================================================\n",
      "📊 本分析採用與官方報告一致的統計方式\n",
      "   （以事故件數為單位，肇因僅統計第一當事人）\n",
      "================================================================================\n",
      "\n",
      "✓ 分析摘要已儲存至 分析結果/分析摘要.txt\n"
     ]
    }
   ],
   "source": [
    "print(\"\\n【步驟10】產生分析摘要報告...\")\n",
    "\n",
    "# 計算總傷亡人數\n",
    "total_casualties = int(total_deaths + total_2_30_deaths + total_injuries)\n",
    "\n",
    "summary = []\n",
    "summary.append(\"=\"*80)\n",
    "summary.append(\"113年臺北市A1及A2類交通事故分析摘要報告\")\n",
    "summary.append(\"=\"*80)\n",
    "summary.append(\"\")\n",
    "summary.append(\"【資料概況】（與官方報告一致）\")\n",
    "summary.append(f\"  - A1類事故：{a1_count} 件\")\n",
    "summary.append(f\"  - A2類事故：{a2_count:,} 件\")\n",
    "summary.append(f\"  - 總事故件數：{accident_count:,} 件\")\n",
    "summary.append(f\"  - 總死亡人數：{int(total_deaths + total_2_30_deaths):,} 人（24小時內{int(total_deaths)}人 + 2-30日{int(total_2_30_deaths)}人）\")\n",
    "summary.append(f\"  - 總受傷人數：{int(total_injuries):,} 人\")\n",
    "summary.append(f\"  - 總傷亡人數：{total_casualties:,} 人（死亡{int(total_deaths + total_2_30_deaths)}人 + 受傷{int(total_injuries):,}人）\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"【時間分析】\")\n",
    "month_counts = first_party['發生月'].value_counts().sort_index()\n",
    "hour_counts = first_party['發生時-Hours'].value_counts().sort_index()\n",
    "summary.append(f\"  - 事故最多月份：{month_counts.idxmax()}月 ({month_counts.max():,}件)\")\n",
    "summary.append(f\"  - 事故最少月份：{month_counts.idxmin()}月 ({month_counts.min():,}件)\")\n",
    "summary.append(f\"  - 月均事故件數：{month_counts.mean():.0f} 件\")\n",
    "summary.append(f\"  - 高峰時段：{hour_counts.idxmax()}時 ({hour_counts.max():,}件)\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"【空間分析】（僅A1+A2類）\")\n",
    "district_counts = first_party['區序'].value_counts()\n",
    "summary.append(\"  - 事故最多前5區：\")\n",
    "for rank, (district, count) in enumerate(district_counts.head(5).items(), 1):\n",
    "    pct = count / accident_count * 100\n",
    "    summary.append(f\"    {rank}. {district}: {count:,}件 ({pct:.1f}%)\")\n",
    "summary.append(f\"  - 前5區合計佔比：{district_counts.head(5).sum()/accident_count*100:.1f}%\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"【肇因分析】（第一當事人統計）\")\n",
    "summary.append(\"  - 主要肇因前5名：\")\n",
    "for rank, (code, count) in enumerate(cause_counts.head(5).items(), 1):\n",
    "    code_str = str(int(code))\n",
    "    cause_name = cause_map.get(code_str, f'代碼{code_str}')\n",
    "    pct = count / accident_count * 100\n",
    "    summary.append(f\"    {rank}. [{code_str}] {cause_name}: {count:,}件 ({pct:.1f}%)\")\n",
    "summary.append(f\"  - 前5肇因累計佔比：{cause_counts.head(5).sum()/accident_count*100:.1f}%\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"【車種分析】\")\n",
    "vehicle_counts = df['車種'].value_counts()\n",
    "summary.append(\"  - 主要涉入車種前5名：\")\n",
    "for rank, (code, count) in enumerate(vehicle_counts.head(5).items(), 1):\n",
    "    vehicle_name = vehicle_map.get(code, code)\n",
    "    # ⚠️ 佔比計算使用「有車種記錄的當事人」為分母，與圓餅圖一致\n",
    "    pct = count / vehicle_counts.sum() * 100\n",
    "    summary.append(f\"    {rank}. [{code}] {vehicle_name}: {count:,}件 ({pct:.1f}%)\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"【關鍵發現】\")\n",
    "summary.append(\"  1. 分心駕駛為第一大肇因：代碼108佔9.6%\")\n",
    "summary.append(\"  2. 事故高度集中：前5區佔全市A1+A2事故55%\")\n",
    "summary.append(\"  3. 下午通勤時段為高峰：17時為單一小時最高峰\")\n",
    "summary.append(\"\")\n",
    "\n",
    "summary.append(\"=\"*80)\n",
    "summary.append(\"📊 本分析採用與官方報告一致的統計方式\")\n",
    "summary.append(\"   （以事故件數為單位，肇因僅統計第一當事人）\")\n",
    "summary.append(\"=\"*80)\n",
    "\n",
    "print(\"\\n\".join(summary))\n",
    "\n",
    "# 儲存摘要報告\n",
    "with open('分析結果/分析摘要.txt', 'w', encoding='utf-8') as f:\n",
    "    f.write(\"\\n\".join(summary))\n",
    "print(\"\\n✓ 分析摘要已儲存至 分析結果/分析摘要.txt\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析完成\n",
    "\n",
    "---\n",
    "\n",
    "所有結果已儲存至「**分析結果**」資料夾：\n",
    "- **統計表**：`分析結果/統計表/`\n",
    "- **圖表**：`分析結果/圖表/`\n",
    "- **摘要報告**：`分析結果/分析摘要.txt`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 補充：月份與天氣關聯分析\n",
    "\n",
    "此分析已整合進正式 pipeline（`src/taipei_traffic/charts.py` 產出 `12_月份天氣分析.png`、\n",
    "`sql/weather_monthly.sql` 產出 `天氣月份統計.csv`），以下為當初的探索版本。\n",
    "注意：pipeline 版本已改為單一 y 軸（總事故與雨天事故同為件數，無需雙軸）。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "【每月天氣事故統計】\n",
      "     total_accidents  rainy_accidents   rain_pct\n",
      "發生月                                             \n",
      "1               2089              243  11.632360\n",
      "2               1600              157   9.812500\n",
      "3               1911              334  17.477760\n",
      "4               1764              258  14.625850\n",
      "5               1943              225  11.580031\n",
      "6               1781              282  15.833801\n",
      "7               1828              198  10.831510\n",
      "8               1913              140   7.318348\n",
      "9               1934              322  16.649431\n",
      "10              1737              511  29.418538\n",
      "11              1863              480  25.764895\n",
      "12              2005              230  11.471322\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ---------------------------------------------------------\n",
    "# [新增分析] 月份與天氣關聯分析 (雙軸圖)\n",
    "# ---------------------------------------------------------\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 1. 設定中文字型 (針對 macOS 與 Windows 的相容設定)\n",
    "import platform\n",
    "system_name = platform.system()\n",
    "if system_name == 'Darwin':  # macOS\n",
    "    plt.rcParams['font.sans-serif'] = ['Arial Unicode MS', 'PingFang TC', 'Heiti TC']\n",
    "elif system_name == 'Windows':  # Windows\n",
    "    plt.rcParams['font.sans-serif'] = ['Microsoft JhengHei', 'Taipei Sans TC Beta']\n",
    "else:\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei', 'WenQuanYi Micro Hei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 2. 重新讀取資料 (使用 cp950 解決 UnicodeDecodeError)\n",
    "# 注意：若前方程式碼已讀取過 df，可省略此行，但建議確保資料是最新的\n",
    "try:\n",
    "    df_weather = pd.read_csv('113年-臺北市A1及A2類交通事故明細.csv', encoding='cp950')\n",
    "except:\n",
    "    # 備用方案：嘗試 big5\n",
    "    df_weather = pd.read_csv('113年-臺北市A1及A2類交通事故明細.csv', encoding='big5')\n",
    "\n",
    "# 3. 資料前處理\n",
    "# 篩選單一事故 (避免重複計算)\n",
    "df_unique_accidents = df_weather[df_weather['當事人序號'] == 1].copy()\n",
    "\n",
    "# 統計每月數據\n",
    "# 天候代碼 6 = 雨天 (根據警政署標準與資料分佈推測)\n",
    "monthly_stats = df_unique_accidents.groupby('發生月').agg(\n",
    "    total_accidents=('處理別-編號', 'size'),\n",
    "    rainy_accidents=('天候', lambda x: (x == 6).sum())\n",
    ").sort_index()\n",
    "\n",
    "# 計算雨天佔比 (Optional, print 出來參考)\n",
    "monthly_stats['rain_pct'] = monthly_stats['rainy_accidents'] / monthly_stats['total_accidents'] * 100\n",
    "print(\"【每月天氣事故統計】\")\n",
    "print(monthly_stats)\n",
    "\n",
    "# 4. 繪製雙軸圖\n",
    "fig, ax1 = plt.subplots(figsize=(14, 7))\n",
    "\n",
    "# 左軸：總事故件數 (長條圖)\n",
    "color_bar = '#d3d3d3'  # 淺灰色\n",
    "bars = ax1.bar(monthly_stats.index, monthly_stats['total_accidents'], color=color_bar, alpha=0.8, label='每月事故總件數')\n",
    "ax1.set_xlabel('月份', fontsize=12)\n",
    "ax1.set_ylabel('事故總件數', fontsize=12, color='gray')\n",
    "ax1.tick_params(axis='y', labelcolor='gray')\n",
    "ax1.set_xticks(range(1, 13))\n",
    "\n",
    "# 在長條圖上方標註數值\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    ax1.text(bar.get_x() + bar.get_width()/2., height + 20,\n",
    "             f'{int(height)}',\n",
    "             ha='center', va='bottom', color='gray', fontsize=10)\n",
    "\n",
    "# 右軸：雨天事故件數 (折線圖)\n",
    "ax2 = ax1.twinx()\n",
    "color_line = '#1f77b4'  # 藍色\n",
    "line = ax2.plot(monthly_stats.index, monthly_stats['rainy_accidents'], \n",
    "                color=color_line, marker='o', linewidth=3, markersize=8, label='雨天事故件數 (代碼6)')\n",
    "ax2.set_ylabel('雨天事故件數', fontsize=12, color=color_line, fontweight='bold')\n",
    "ax2.tick_params(axis='y', labelcolor=color_line)\n",
    "\n",
    "# 在折線圖上方標註數值 (特別標註高峰)\n",
    "for x, y in zip(monthly_stats.index, monthly_stats['rainy_accidents']):\n",
    "    # 針對 10月, 11月 高峰加粗顯示\n",
    "    font_weight = 'bold' if y > 400 else 'normal'\n",
    "    font_size = 11 if y > 400 else 10\n",
    "    ax2.text(x, y + 15, f'{y}', ha='center', va='bottom', color=color_line, \n",
    "             fontsize=font_size, fontweight=font_weight)\n",
    "\n",
    "# 圖表標題與排版\n",
    "plt.title('113年臺北市交通事故：月份與天候關聯分析 (雙軸圖)', fontsize=16, pad=20)\n",
    "plt.grid(True, axis='x', linestyle='--', alpha=0.3)\n",
    "\n",
    "# 合併圖例\n",
    "lines_1, labels_1 = ax1.get_legend_handles_labels()\n",
    "lines_2, labels_2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines_1 + lines_2, labels_1 + labels_2, loc='upper left', frameon=True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
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