{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cdd0f8b7",
   "metadata": {},
   "source": [
    "# B1.2 非官方参考答案\n",
    "\n",
    "本实现已使用项目附件实际运行。原始框架保持不变；运行时需在同一目录放入对应 CSV，或者保留本阅读版的 answers/materials 目录结构。指标阈值与方案目标不代表官方评分标准。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f2121582",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "区域平均单价（元/平方米）\n",
      " region\n",
      "R_02     6000.0\n",
      "R_01     8000.0\n",
      "R_03     8500.0\n",
      "R_05     9000.0\n",
      "R_06     9500.0\n",
      "R_04    11000.0\n",
      "\n",
      "户型交易数量\n",
      " house_type\n",
      "三居室       516\n",
      "一居室       507\n",
      "四居室及以上    500\n",
      "二居室       477\n",
      "\n",
      "月度价格与利率\n",
      "   month   avg_price  interest_rate\n",
      "2024-01 8808.139535          3.365\n",
      "2024-02 8612.121212          3.365\n",
      "2024-03 8677.710843          3.515\n",
      "2024-04 8737.341772          3.255\n",
      "2024-05 8497.175141          3.360\n",
      "2024-06 8465.517241          3.270\n",
      "2024-07 8551.204819          3.035\n",
      "2024-08 8571.428571          3.100\n",
      "2024-09 8712.837838          3.230\n",
      "2024-10 8970.744681          3.200\n",
      "2024-11 8738.410596          3.030\n",
      "2024-12 8627.071823          3.180\n",
      "\n",
      "运行摘要\n",
      " {\n",
      "  \"housing_rows\": 2000,\n",
      "  \"market_rows\": 24,\n",
      "  \"matched_months\": 12,\n",
      "  \"avg_unit_price_by_region\": {\n",
      "    \"R_02\": 6000.0,\n",
      "    \"R_01\": 8000.0,\n",
      "    \"R_03\": 8500.0,\n",
      "    \"R_05\": 9000.0,\n",
      "    \"R_06\": 9500.0,\n",
      "    \"R_04\": 11000.0\n",
      "  },\n",
      "  \"transactions_by_type\": {\n",
      "    \"三居室\": 516,\n",
      "    \"一居室\": 507,\n",
      "    \"四居室及以上\": 500,\n",
      "    \"二居室\": 477\n",
      "  },\n",
      "  \"monthly_price_rate_correlation\": 0.0015,\n",
      "  \"price_identity_mismatches_over_0_02_wan\": 1996,\n",
      "  \"price_identity_median_gap_wan\": 5.09\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "区域平均单价柱状图"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "区域月度单价趋势图"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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K2m+66SYvo9FrJPQZ7rnnHj+xaNCgQYKvo9pv9SiPWW8OAKcSATkAAAAQIgZ1AgAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIiYGOg67d++2zz//3FtkMfEDAAAA4k4OtmHDBqtdu7ZPinYsBOTHQcF48+bNw94MAAAApGJTp071WYmPhYD8OASTR+iHXKpUqbA3BwAAAKnImjVrPHmb1AnHCMiPQ1CmomC8fPnyYW8OAAAAUqGkljYzqBMAAAAIEQE5AAAAECICcgAAACBEBOQAAABAiAjIAQAAgBARkAMAAAAhIiAHAAAAQkRADgAAAISIgBwAAAAIEQE5AAAAECICcgAAACBEBOQAAABAiAjIAQAAgBARkAMAAAAhyhLmm+PkKX3vzLA3IV1YPbJx2JsAAADSOTLkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEKUagPyQ4cOWaZMmeLdSpQoEWu9RYsWWe3atS1HjhxWqFAh69Wrlx08eDDe640bN87Kly9v2bJls7Jly9qbb755Cj8NAAAAkMa6rOzatcvv77jjDqtUqVJ0ee7cuaNfL1++3OrUqWPFixf3QPybb76xgQMH2t69e23IkCHR9V5//XW7++67rX79+tamTRubPHmy3X777R7E33jjjaf4kwEAAABpICDfvXu33998883WsGHDBNfp0aOHB9Xz58+3fPny+bJmzZrZiBEjrGfPnla4cGH7+++/fb169erZrFmzPMveuXNnK1OmjPXu3ZuAHDjJaMGZMmjBCQDpV+bUHpDHzIjHtHPnTps9e7ZnuoNgXDp16uTlLjNn/t8gYM6cObZjxw7r0qWLB+OSM2dOa9u2ra1cudLWrFlzSj4PAAAAkCYD8jx58iT4+JIlS+zIkSNWs2bNWMurV6/u90uXLo3WmMux1gMAAADCkOpLVv7880/btGmTFSxY0LJk+f+bu3btWr9X/XhMCuCVVd+4cWN0PWXEY2bRpVixYn4frJeYrVu32rZt22ItI6sOAACADDOoM8hsqztKixYt7Pnnn7cCBQocNYOuAHzfvn3+tdZLbB0J1kvM8OHDrW/fvinwiQAAYWI8w4ljLAOQwQJylZSMGTPGA+c//vjDZsyYYePHj/fOKuqmojpxyZw5ftWNlgXLtV5i6yT2/JhUk96yZct4GfLmzZuf0OcDAAAAUnVArlaHMdsd3n///fbAAw/YsGHD7MMPP7Ts2bMnmuHWsmAwqNZLbJ2jDRoNqFRGNwAAACBDDepMiHqSy48//mhFixZNsAZcPchV7lKyZEn/XuupI4vaH8a0YcMGvw/WAwAAAMKQpgLyIKhW7/EqVar41wsXLoy1TvB9jRo1/D5YL+i2EliwYIGXq1StWvWUbDsAAACQpgLy7du3x/r+8OHD9swzz3gvcU3yU6pUKS9pUZ25suIBlbRo0Kdm5ZSmTZta1qxZbejQodF1tP7YsWOtUaNGlj9//lP4qQAAAIA0UkP+8MMP2/r16+3KK6/0YHz69Om2YsUKe+ihh6xcuXK+zqBBg6xx48a+TqtWrTwLPm3aNA/Sgxrzc88917p162YDBw70WTw1WPTdd9/1MhY9HwAAAAhTqs2QN2zY0Pt/q83hCy+8YGeccYa9/vrr/n3MdSZNmmQHDx701oSrVq2ycePGWfv27WO91oABA6xfv37enaV///6WK1cu++yzz6x8+fIhfDIAAAAgDWTIlfHW7VjUm1y3o1GteO/evf0GAAAApCapNkMOAAAAZAQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAhRqu1DDgAAkB6Vvndm2JuQ5q0e2djSEzLkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEKM0E5GPHjrVMmTLZk08+GWv5okWLrHbt2pYjRw4rVKiQ9erVyw4ePBjv+ePGjbPy5ctbtmzZrGzZsvbmm2+ewq0HAAAA0nBAfuDAgXiBuCxfvtzq1KljW7du9UC8evXqNnDgQOvWrVus9V5//XVr166dFSlSxHr37u1B+e23325Tpkw5hZ8CAAAAiC+LpQFDhw61vXv3xlveo0cPz4zPnz/f8uXL58uaNWtmI0aMsJ49e1rhwoXt77//9vXq1atns2bN8ix7586drUyZMh6c33jjjSF8IgAAACCNZMh///13z44PGDAg1vKdO3fa7NmzPdMdBOPSqVMnO3TokM2cOdO/nzNnju3YscO6dOniwbjkzJnT2rZtaytXrrQ1a9ac4k8EAAAApKGAXIF0yZIl7e677461fMmSJXbkyBGrWbNmrOUqW5GlS5dGa8zlWOsBAAAAYUjVJSsTJ0609957z+bOnWunnXZarMfWrl3r98WLF4+1PE+ePJY7d27buHFjdD1lxGNm0aVYsWJ+H6wHAAAAhCHVBuRbtmyx+++/3zp06OADN+PavXt3NACPSwH4vn37ouslto4E6yVGA0a3bdsWaxllLgAAAEjXAfnhw4etTZs2ntUePHhwguuoTlwyZ45fdaNlwXKtl9g6iT0/puHDh1vfvn2P63MAAAAAaTIgV/eTzz77zN59913bvn273wLKeK9bt87rxxPLcGuZylYke/bsia4jwXqJ0SDRli1bxsuQN2/e/Dg/HQAAAJDKA/IJEyZYJBKJFwjLSy+95LdBgwZFa8ArVqwYfVztEXft2uUDQaVo0aLekUXtDxWcBzZs2OD3wXqJKViwoN8AAACADBOQv/rqqx5Ax3XDDTdYq1at7JZbbokO0ly4cKE1atQouo6+lxo1avh9lSpVot1WYtaiL1iwwMtVqlatetI/DwAAAJCmAvL69esn+pgm9AnKRSpVqmRjxoyxhx9+ODpIc9iwYVagQIHoazRt2tSyZs3qkwsFAbmy6GPHjvVAPn/+/KfkMwEAAABpJiBPKpWtNG7c2K688krPnCsLPm3aNA/Sg/KUc88917p162YDBw70WTzVf1y16SpjCcpeAAAAgLCk+omBjqZhw4Y2adIkO3jwoHdCWbVqlY0bN87at28faz3N8tmvXz/75ptvrH///pYrVy4fNFq+fPnQth0AAABIcxlyDfSMq0WLFn47GtWKq3OLbgAAAEBqkqYz5AAAAEBaR0AOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIESpNiDfsmWLPfDAA3bBBRdY9uzZrXTp0tavXz/7999/Y623atUqa9KkieXKlcvy589vHTt2tL1798Z7vZkzZ9rll19u2bJlsxIlStjzzz9/Cj8NAAAAkLAslkp99dVX9tFHH9n111/vgfbcuXOtT58+tmnTJnvllVd8nc2bN9tVV11lp59+unXv3t3WrVtnI0eO9HWmT58efa05c+bYddddZ5dddpn17t3bPv74Y+vWrZs/1rVr19A+IwAAAJBqA/JatWrZjz/+aFmzZvXvH3/8cQ++x4wZY0OHDvUgvH///rZ7925bsWKFZ9Ald+7cNmTIEFuyZIlnxCORiD300EN20UUX2RdffGFnnHGGPfLII1atWjX773//a506dbIzzzwz5E8LAACAjCrVlqwULFgwGowHqlevbgcOHLA9e/bYkSNH7J133rGmTZtGg3FRgC3Tpk3z+++//95Wrlxp9913nwfjkiVLFuvQoYPt3LnTM/EAAABAmgvIVT6iOu+kOHTokJeG/P7773Yili5d6jXl+fLls9WrV3tAXbNmzVjrKBOeN29eX1cWLVrk93HXU3AfvCYAAACQ5kpWVBaya9cur8suXry4Va5c2c4666wE11Xd9ksvvWSXXnqptWnTJsnvoddX0K1A/o033rCvv/46mvleu3at3+u94ypatKht3LjxqOsVK1bM74P1AAAAgDRXQ67BkZMnT7atW7d6rba6l9SvX99uvPFGu/baa30d1Xs/88wz3jElOcG4qMZ78ODB/rWy3qNHj7ZrrrnGv1ftuOTJkyfe83LmzOnbdLT1tI7s27fvqNug19m2bVusZWvWrEnW5wAAAABOSkCuGu5KlSrZP//8Y8uXL/cMtjqjNGrUyOu6lT2fMGGCPfjgg/biiy8m+/XvuOMOq1GjhndT+eSTT6x169Y2Y8YMe/PNN70MRjJnjl91o2XB8sTWC75P6PkxDR8+3Pr27ZvsbQcAAABSPCD/8ssvPUDWoMiY1KVEHU10u/fee23gwIHeAeXnn3+2smXL2rPPPmvHo3z58n4TZdiffvppe/TRR61Zs2bemzyxDLeWqduKxFxPvcpjriPBeonRINGWLVvGy5A3b978uD4TAAAAcFwB+Y4dO+zqq6/2APfKK6/0rLi6nai++9dff7Vvv/3W2wqq57eC3Mcee8xKlizpgXTjxo1t6tSpliNHDjsRd955pwfkOjEIyl8SqgHfsGGD1a1bN1pPHqynk4OY64i28VjdXnQDAAAAQg3INTmPBliqv/fs2bO9y4n6gmfKlMnrs9XFRBlytROsV6+enXbaaf48BcFqTXjTTTd5OcuJOHz4sN/rtZU5V1vEhQsXekvDmNnr7du3eyZfqlSp4vdaL2ZAvmDBAr8P1gMAAABSfdtDBd4KtlWCosBX9dxVq1b1bLmmrH/iiSd8UGcQjAftBd99912vAdfkPkmlwD+uoA5d26Bse8OGDW3KlCmx2ikOGzbMA/WgzEQnDQUKFPBa8CCg171m+1RQf/HFFyfnRwAAAACEV0Ou6egVjL/33nu2atUqe/XVVz3TrMGdCqBVmqLgXC0K69SpY2XKlIn2Blf9d1APnhTKtKs8Rt1aFODPmzfP5s6d67XbTZo08XVUp65svYJulbPoJGHs2LHeI/28887zdTQZ0IABA7y2XWUsGnA6a9Ys++6777y8BgAAAEgzGfLatWt76Yr6iSv4/e2333z5qFGjvMOKMs9//fWX3X///d5hRaUkmllTwbCmt1dGO6m6d+/uHVLUv1ztD9V+8LnnnvM2iwF1eFFAfvbZZ3vQrRp2tUlUQB43uB8xYoTXkT/55JO2d+9ez+4r0w4AAACkmQy5SlY0OHPmzJnRshT1GNeMncqUB91XVFeuGTDbtm3rgbmmrlcNd3Jo0GZS+pbrJGHx4sXHXE8lNboBAAAAaTYgV/mIgu2g68ovv/zifcZFkwGNGzcu+nipUqXs008/tQoVKvhgSgXmAAAAAE4gIA9myRTVkH///ff2448/2sMPP+w9vgcNGmR//PFHdB0Ntty0aZPXgiurrhpzAAAAAMcZkPfo0cPrr9XZRN1J1HtcAzU14FK13OqkEnRC0YBL9Se/7bbbrHjx4tatWzcCcgAAAOBEBnUqG66+3kOHDrX9+/d7ecro0aN94KbqvTWD5ttvv22RSMQmTZrk5SxqhdilSxcfAPrVV18l5+0AAACAdC9ZAblm4GzdurUP4MyWLZsH3ur5rVaDaiU4ZMiQaA25sucffPCBFStWzJ+njiaqMQcAAABwnCUr6u3dt29f//qKK66IDujUoE1lxqtVq+adWMaMGeMdVzQINKCSFU3mAwAAAOA4A/KYNIgz5lT0N9xwQ/Trdu3aJdieEAAAAEAKBeQJ0WRBV199tQfrypRrEqHChQv7DJkqdQEAAABwAjXkP//8s08IlNCtfv36PlOn2hx27tzZ+5KXK1fOdu/e7dPad+3aNTlvBQAAAGQIyc6QayDnxx9/7PXh6rCi7++66y579tln/XEN6rzvvvtiPWf8+PEekD///PMpt+UAAABARgzIFXCrY0owsFMBuZZVrlzZM+gSLAtccsklPrMnAAAAgBMoWUkKBeNFihSxXr162a5du3yZepYDAAAAOAUBuTz11FNe1lKpUiWfxVOze2qAJwAAAICTHJCrVEVtDxcvXmxt27a1xo0bW+bMmW3r1q0p/VYAAABAmpeibQ8DmzdvtkKFCnmm/MiRI95xZenSpV7KAgAAAOAk15CXKlUqOqOngvILL7zQHnnkkZR+KwAAACDNS7GA/Pfff7ctW7Z4ycpbb71lw4cP9/7jKlfp37+/TZw40dauXZtSbwcAAACkC1lSKis+duxYD7ylefPmVrx4cZ+18+KLL/aJgqZPn24lS5ZMibcDAAAAMnaGfO7cuX6/cOFCW7BggWfFVZJyyy23+PLPPvvMe48/99xz3v5w3bp11rRp05TdcgAAACCjztR5zTXX+Nft27f3ewXkWbJksTFjxtjpp5/ugzgVqN999902cuRIGzRokI0YMSLltx4AAADISBnyiy66yLumxL0dPnw4us4rr7zi2fFbb73Vl3fr1s3GjRvHTJ0AAABASpWsqKe4MuUJvmDmzF5PfvDgQR/o2bJlS+vSpYvly5fveN4KAAAASNeOKyBXj/HVq1fHWjZ69GifDEiKFi1qy5Yt84GdKmVR+crMmTNTZosBAACAjB6Qx82OT5482e655x4vTQmorlz27NljX375ZTRYBwAAAJCCfciV/W7btq3XjA8dOjTe45988okH8Ndff/2JvhUAAACQ7pxQQP7bb795z/EmTZrYqFGjolnxmKZMmWJlypSxSy+99ETeCgAAAEiXjisgV+B94MABa9asmZUuXdp69uxpJUqUsGeffdaXB7Zt22bvvfee3XvvvSm5zQAAAEC6cdw15FmzZrV27dr5DJwavKmvNVNnuXLlbP78+b6eJgY666yzrEOHDim93QAAAEDGC8jVc/ybb76Jlqb85z//8XaGBQoUsKeffto7r1x22WVWp04dz5q/+OKLNmDAADvzzDNP1vYDAAAAGSMgX7JkiVWuXNkaNGiQ6DrnnHOOTZw40bp37+7lK5dffrndeeedKbWtAAAAQMYNyDXrpurEVY6S2KRAMm/ePB/gqVKVpUuX2po1a1JqWwEAAICMG5BXr17dPvjgA++YEvjjjz+iX+/cudO6detm1157rdWsWdMDcQ341CydAAAAAFK4y4qy5Aq+NSHQxo0brWTJkjZp0iR744037P3337e8efPaoEGDbNasWUwKBAAAACQiix0HBeMKyjWQs0WLFr7srbfe8gBd3VcC9evX97rzIUOG2Pjx44/nrQAAAIB07YQmBmrcuLFP/KNgW7XjMYPxgAZ1qhf5rl27TuStAAAAgHTphAJyadSokb366qs2ePBge+211+I93rp1azt06JAH7gAAAABSOCCXtm3b+oDOF154wYPvmPLnz2/VqlWzGTNmpMRbAQAAAOnKcQXkffr0sbPPPjvWsmeeeca+/vpry5Ilfll6v379EsyeAwAAABldluMNyOPSIE/1Hk9I3bp1j+dtAAAAgHQvRUpWAAAAABwfAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEKUqgPy0aNHW+XKle3MM8+0ggUL2p133mnbt2+Pt96qVausSZMmlitXLsufP7917NjR9u7dG2+9mTNn2uWXX27ZsmWzEiVK2PPPP3+KPgkAAACQxgLykSNHWocOHaxMmTLWp08fq1Onjr3xxhtWr149O3ToUHS9zZs321VXXWXff/+9de/e3a6//np/7q233hrr9ebMmWPXXXedZc6c2Xr37m3nn3++devWjaAcAAAAocpiqdS///5rX3zxhV1xxRXRZQrO+/XrZx988IHdcMMNvqx///62e/duW7FihZUuXdqX5c6d24YMGWJLlizxjHgkErGHHnrILrroIn/NM844wx555BGrVq2a/fe//7VOnTp5Fh4AAAA41VJthvyBBx6IFYxLixYt/P6nn37y+yNHjtg777xjTZs2jQbjogBbpk2b5vfKnq9cudLuu+8+D8YlS5YsnoHfuXOnffXVV6fscwEAAABpIiBXaUlc+/fv9/s8efL4/erVqz2grlmzZqz1lAnPmzevLV261L9ftGiR38ddr3r16n4frAcAAACcaqk2IE/I5MmT/V5lKLJ27Vq/L168eLx1ixYtahs3bjzqesWKFfP7YD0AAADgVEu1NeRxzZ4921588UWrVatWNCBX7XjMjHlMOXPmtK1btx51Pa0j+/btS/R99Rrbtm2LtWzNmjUn/HkAAACANBOQv/3229a+fXsrUqSITZgwIbo86LaSUHmLlgXLE1sv+D6h5weGDx9uffv2TaFPAgAAAKSxkhW1PFQLw0qVKtmCBQvsvPPOiz6WPXv2RDPcWqZuK0dbL/g+WC8hGiCqDi4xb1OnTk2hTwcAAICMLlVnyNWqUGUqyo6PGDEiXmtC1YknVgO+YcMGq1u3brz1ypYtG2sdKVmyZKLboAmJdAMAAAAyVIZcWWgF448++qiNGTMmwT7h5cuXt6xZs9rChQvj1XhrRs8aNWr491WqVPH7uOsp4y7BegAAAMCplmoD8hdeeMEnAtLEPYnJkSOHNWzY0KZMmWK///57dPmwYcM8UG/ZsqV/r5k8CxQo4PXghw8f9mW6f+WVVzyov/jii0/BJwIAAADSUMmKeoOXKFHCXnrppXiPaXIfTfITzNSpDiwKuu+8807Pjo8dO9Zrz4N6c60/YMAAu/fee72MpVGjRjZr1iz77rvvbM6cOaf8swEAAACpPiD/66+/bNmyZV5HHpfaFwYBuQZ7KiB/+OGHPeguXLiwDR48ON7zNCunZvZ89tln7cknn7QKFSrYjBkzrF69eqfsMwEAAABpJiCPRCJJXrd27dq2ePHiY67XsWNHvwEAAACpRaqtIQcAAAAyAgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACEiIAcAAABCREAOAAAAhIiAHAAAAAgRATkAAAAQIgJyAAAAIEQE5AAAAECICMgBAACAEBGQAwAAACFKMwH5Dz/8YOXKlbN58+bFe2zRokVWu3Zty5EjhxUqVMh69eplBw8ejLfeuHHjrHz58pYtWzYrW7asvfnmm6do6wEAAIA0GpBv3rzZunbtapdccon9+OOP8R5fvny51alTx7Zu3eqBePXq1W3gwIHWrVu3WOu9/vrr1q5dOytSpIj17t3bg/Lbb7/dpkyZcgo/DQAAABBbFkvFFi9ebDVr1rQsWbJYvXr1bNasWfHW6dGjh2fG58+fb/ny5fNlzZo1sxEjRljPnj2tcOHC9vfff/t6wWtkypTJOnfubGXKlPHg/MYbbwzh0wEAAACpPEMeiUTstttu8yx4q1at4j2+c+dOmz17tme6g2BcOnXqZIcOHbKZM2f693PmzLEdO3ZYly5dPBiXnDlzWtu2bW3lypW2Zs2aU/ipAAAAgDQSkFerVs3GjBljpUqVSvDxJUuW2JEjRzyLHpPKVmTp0qXRGnM51noAAADAqZaqA/JjWbt2rd8XL1481vI8efJY7ty5bePGjdH1lBGPmUWXYsWK+X2wHgAAAHCqpeoa8mPZvXt3NACPSwH4vn37ouslto4E6yVEg0W3bdsWaxklLgAAAEgpaTogV524ZM4cP9GvZcFyrZfYOok9PzB8+HDr27dvCm41AAAAkE4C8uzZsyea4dYyla0E6yW2jgTrJUQDRFu2bBkvQ968efMT3n4AAAAgTQfkRYsWjdaAV6xYMbp87969tmvXLitZsmR0PXVkUfvDIIiXDRs2+H2wXkIKFizoNwAAAOBkSNODOqtUqeL3CxcujLU8+L5GjRqx1gu6rQQWLFjg5SpVq1Y9RVsMAAAApKOAXO0QK1Wq5K0RlRUPDBs2zAoUKGD169f375s2bWpZs2a1oUOHRtfR+mPHjrVGjRpZ/vz5Q9l+AAAAIE2XrMigQYOscePGduWVV/rkQcqCT5s2zYP0oDzl3HPPtW7dutnAgQN9Fk/1H3/33Xe9jEXPBwAAAMKSpjPk0rBhQ5s0aZIdPHjQu6GsWrXKxo0bZ+3bt4+13oABA6xfv372zTffWP/+/S1Xrlz22WefWfny5UPbdgAAACDNZMgVYMcNsgMtWrTw29GoVrx3795+AwAAAFKLNJ8hBwAAANIyAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEJEQA4AAACEiIAcAAAACBEBOQAAABAiAnIAAAAgRATkAAAAQIgIyAEAAIAQEZADAAAAISIgBwAAAEKUoQLyLVu2WOvWrS1v3ryWJ08ea9WqlW3dujXszQIAAEAGlsUyiH379tnVV1/tAfh9991ne/futVdeecXWrFljixYtsixZMsyPAgAAAKlIholChw0bZj///LN9/vnnVqtWLV92/vnnW9euXe3999+3li1bhr2JAAAAyIAyTMnKhAkTrEqVKtFgXO6++27LmjWrTZs2LdRtAwAAQMaVIQLy/fv327Jly6xmzZqxlufKlcvKlStnS5cuDW3bAAAAkLFliJKVdevWWSQSseLFi8d7rFixYl7GkhjVnG/bti3WspUrV/q96s9Tq393rg97E9KFH374IexNSPPYF1MG++KJY188ceyHKYN9Mf3vi2v+X4z477//Jmn9DBGQ79692+/VWSWunDlz+oDPxAwfPtz69u2b4GPNmzdPwa1EalRhcthbAPxf7ItIDdgPkVpUSCP74oYNG7xk+lgyREB+6NAhv8+cOX6FjpYltDzQqVOneAM+//rrL1u1apVVrFjRzjjjjJOwxemfzhx1QjN16lQrVapU2JuDDIx9EakF+yJSA/bDlKHMuILx2rVrJ2n9DBGQZ8+e3e8TyoRrWe7cuRN9bsGCBf0WV40aNVJ4KzMm/bKXL18+7M0A2BeRarAvIjVgPzxxScmMZ6hBnUWLFvX7jRs3xntMZy8lS5YMYasAAACADBKQK8N93nnn2cKFC+Nlx5cvX062GwAAAKHJEAG5tGjRwr766iv77rvvostGjRrlNT5t2rQJddsAAACQcWWIGnLp0aOHvfXWW9agQQPr2LGj7dq1y0aOHGnt2rWzyy+/POzNy3AKFChgffr08XsgTOyLSC3YF5EasB+GI1NEDbozCJWndO7c2RYtWmRnnXWW3XHHHfbkk0/a6aefHvamAQAAIIPKUAE5AAAAkNpkmBpyAAAAIDUiIAcAAABCREAOAAAAhIiAHAAAAAgRATnSNI1JPnz4sB06dCjsTUEGx74IALFxXEw6AnKkGXv27PFfbDl48KD/omfKlMlOO+00y5Ilw7TURyrAvggAsXFcPDEE5EgTvv76a6tdu7aNHz/ev1fveP2ib9iwwV5++WWrVauW95iX4IAAnAzsi8go/vrrL/vkk09s69atYW8KUjmOiyeOPuRItZe4gjPrwNNPP+2/7K1bt/ZJnvSHYvfu3VamTBnLnj27rV271rZv3x7qtiN9YV9ERrZgwQJr3LixjRs3zq677rp4jwcZUGQsHBdPDgJypHqffvqpzZgxw6ZMmWKbN2+24sWLW9WqVf0PhM66CxcubD/88INVrFjRfvrpJ7vwwgvD3mSkU+yLyEj279/vs1r37NnTHn/8cc96BrXACsQIxiEcF1MGATlCtW3bNlu1apUVLFjQSpcu7cvWr19vEydOtHfeecfPsnPkyGE1atTwTM21117rZ9uBX3/91WbOnOm1a/rFv+KKK+zIkSOWOTPVWEge9kVkBPqTP3nyZKtQoYKVLVs20fWCffeqq66ybNmy2RtvvOGBVUz6fdGtadOmZMvTKY6Lp5ACcuBU2bt3b2ThwoWRPn36RKpVqxY544wzIpkyZfLvDx486OvUq1fPl3fv3j2yZMmSyP79+6PP37FjR2TKlCmR22+/PVK6dOnI6aefHjnvvPMiTz/9dOSff/4J8ZMhrWFfREZz5MgRv69cuXKkV69ekQMHDiS67uHDh/1+wIABkcKFC0d++eWXyL59+yJjxoyJXHfddZG8efP678s111wTOXTo0Cn7DDi5OC6Gh2GvOKl0eXPNmjV+SevDDz/0msS9e/d6dqZJkyY2adIk69+/vw/82LJlixUpUsTPtFV3dscdd1i5cuXsiy++sIULF9qsWbPsyy+/tFy5ctnVV19t7dq18+fce++9/nrA0bAvIiP56KOPbMKECdalSxe77LLLfJnqftXtQt+rvrdr166WP3/+BJ8fZDD1u9G7d2+rXr261/+WKFHC6tata6+//rr/fpx77rmn9HMhZXFcTD0IyHFCErpM+c8//9i8efP8j8Fnn31mv//+uxUrVswaNGjgfwCuueaaWOuXLFnS68+0nn7Z69WrZ/v27bPvvvvOf4lz5szpBwh577337IYbbog+95ZbbrFKlSpZtWrVrGXLlnb33Xdb7ty5T9GnR2rHvoiMQmUFCppUu6uAqFChQj6IrlOnTjZq1CjfN1UqINo/VXKgYCmxgDxw8cUX2znnnONlCEOGDPE6YKRtHBdTqRCz80jDlzzj0qWs4LLVDz/8EClfvnykaNGikY8++iiyc+fOWOv+9ddfkWnTpkVuvfVWX0eXw7JlyxZ59dVX473u//73v8jmzZsj99xzjz9HNm3aFHnppZcitWrViuTJkydy9dVX+yW0ihUr+qUyILBy5Ur2RaSbY29CpSHBMXnq1Km+3y1dujT62LJlyyKVKlWKlCxZMrJixYrocpWenHbaaf6cownKVlSiUqNGjchvv/0W6z2Ruun/T3+bg//HAMfF1ImAHEelA29CB18t27Vrl/9iz5gxI/LII49EnnnmGX9s27ZtkXbt2kXuvPPO6Lqff/555KGHHoqUK1fOa88yZ87sB/lRo0ZFtm/fHuncuXOsPyQBHShU73jWWWdFWrduHSlevLgfHHTr27dvZN26ddF1qWNEXKpnZF9EWg7AEzr+bt26NbpOYOPGjR5kT548Oda6SpBoX33xxRejNcBSpkyZyKOPPnrMbZBXXnklkjNnzsgXX3wR732R+gLwhI4/+rv8zTff+NdbtmzhuJgKEZAjWYM91q5dG/n000/94H7zzTdHSpQo4b+4+uVr2bJl9Jdu6NCh/gtas2bNyJlnnuk3ZVgUtD/22GP+ix/T/Pnz/Y9Do0aNIp999pkvU8CvA4ZeW6/TsWPHyOzZsyMTJkyIFCpUKNaBZvTo0ZEbb7zRB4/o7Jw/GAj+QLEvIi3QfqL9NW42U7QfjRgxInLttddGChQo4NnNuM+VUqVKRXr06BG9WhkEQHPnzo389NNPsfZFBWT169eP9fzE/Prrr77vKzBH6jtpi3miFdDyOXPmRO677z7fL/T/V7VqVX9M63NcTH2oIUei/v33X9uxY4e3OPrxxx9t0aJFPuBDfUQ1EKR8+fJ28803e72YBvwE1J9W7bTUCkkDfubPn2+XXHJJtNZcg4meeOIJryVTSyTN8CWqRWvVqlW0FZeef/vtt9uVV17pdWhqvSXapj/++MPr3LQtmzZt8ro2DSJ56qmn/D1pvwUlHDQwjX0RaYH2k2Bf0bFX++Zbb73lg+00mFIt53SsVRu6vHnz+r4X1H8HgzW132kf3rlzp7coDAZm1qlTJ977aTDenDlzkvR7pIGcqjHWwD1N+hK3BjioTaeV3akVd2Ie1XRPmzbNPvjgA/v+++/9/65UqVI+CPOhhx7y45r+r7SvcFxMhcI+I0DqpEtTammks95cuXL5GXCRIkUid9xxR2T69Omx2hwF1EIryMioRdYVV1wRee2116KXtd58803PoqumTFl1ZXp0Fv7hhx9G/v7776Nuz3fffedtupQZ0nOzZMnidZE6y1fWPibVR86cOdNr24Qz8YxN+6IyP+yLSM014QsWLIg88MAD3iouuOSvkoGJEyd6hjrIgjZu3DjSqlUr/zrIpgevo2Pz2Wef7W3rEnq/mIYMGeL7rcq6jiZ4Dx37y5YtG/n555+jx/uE9uc9e/Yk+2eB47N+/frIyy+/7FdOcuTI4fuMWlRqvxk4cKAfz/T/9eeff8Z7Ln+jUx8CciRIlyY1mEOXp3SpSTVniQ3kTKi3qAaFqOYsX7580ctl5557rv8heeONN7zWTJfSYtZEvvXWW9GDfWDQoEFeF6nLaeqJ+sQTT0TWrFnjBwkNGAmo/u3BBx+Mvpf+qAUDTJBxaR/Vvqv9RX2T2RcRpqC8IKEApEWLFpHLL7/c+3zr2FmlShUPcmIGxdqXVXag0gCJ+zoKdBSY6TUSEzxHwdOll14aWb169VG3OVj/3Xff9SBLZRBxAzuVMGrgnn43Ro4cmWDZDVKW9o2CBQv6z1w/+549e/r/kZJpqvlO6P8g5pgw/kanPgTkSFBCZ8P6BVcArltCgzP0i7pq1aro9/qjoIFAgwcPjnfQ12QTGjzSpEkTP6MPJh/o1KmTPx5MWLFo0SIfBR53e3SSoPU1MEkTD+TOnTvSoEEDPxtXrSR/EDKmf//91wOEd955x2sbK1SoEBk7diz7IkKhAW1333135OOPP473mDqWKEutQXMSc7/6+uuvPTsZBNbBPqRaXNX9apKW4cOH++Qrn3zySax1LrnkkkiHDh2imepgeRCIBZl21QNrXdXzStxjekL17PrdePLJJz2TetNNN3k2XsGYsqIPP/ywb8vRJhtCylHWWydHX375pf8f6tiXkKNlnzkupi4E5DgqZb8VgCd0kP3jjz8ir7/+eqxZ2/QHJjgwaPCnLnEGA0D0R0ZlMDp4a139srdv3z4yfvx4Hxzy7LPP+rKE6L3Uckm/0DqA6ODQvHnzyFNPPeUHhGNdTkP6pIO6Wm5pIJE6/Vx22WWeqcmaNWvk4osv9qBcB38FROyLONkU/CjgDY6XCpq0D9apU8c7XLz33ns+sC1//vwepCjjrAxl8NyY+7XWUcY8ZgnIjz/+6AGw9tmgm8ULL7zgjwVXKjWoU/t+zDIBnaTq2Bwzk163bl1/vrKaao+YGH2WWbNmRbp06eLrqxyhWLFifjKgji46SUDqkZzyD/5Gpy4E5EgyHfA/+OAD/wOjenL9wuqs96qrrvJR2ap1VNYnyLToIF+7dm0vf9EvvNbXpTX1J9Uflrhn9LrMpYN9kLH5/fffI3fddZdnivRHSJe4dHau2rO4fVORcegPg2pkdalUtZPKGGq/UccfXWbVJXNN56xLrMEfAfZFhEH7aZs2baKBrDKN6u2sLhTap/S4HtP+FgiOn0HArNZxKkEQ7Y+LFy/2oEsBkILpoDd0kPlWNwyN+1GwFbj++uu960WwjoJ1bY+mM69evbqfGCjrHgT/amerDLpOCHTioN+xhg0bekZV9exI/a2Jj/Uc4biYutBlBUelDisjR4606dOne6cVjc7WjG3XXXedd1bR10WLFvXR/lmzZo313LPPPtvXV1cAzdB1+umn24svvmiVK1dO8L00a5xG6aubS/Pmzf15Z511lg0aNMiuvfZaH6WNjEcdfVavXu2dADT6X/eaMU7716WXXmo9e/b0ffGCCy7w/fDMM8+MN4KffREpTZ1P1OFCHU8C6iihGTB1vFy+fLl3odAMhaNHj44eLwPr1q3z/erZZ5+1ggULRpcH++4VV1zhsyhqOvM///zTBg8e7LNv6iY//PCDd9Vo2rSpf6/9O3ietkszd6pzxgMPPOCzLI4fPz7aBaVXr14+++Y999zj3Tc0NfrTTz9t7777rnXo0MFfW79nt956q73yyiv+exKzmwdSjxPpVsJxMZUJ+4wAqVNwBq1Mji5RaaCHar90Fq0MiS55JkSXWmOerWuWOGXPRdkh1ZUFVG+uLKc6YKjEQJdudYberFmzk/75kHZ8//33nqHTTHHaV3RJXldqVPOogUlJrUVkX8SJzsOgTijKJCszfc4553jP5uB4p2Ok9hnVZSurrUx1zAHv6maiEo977703ctFFF/m6qsPWPpwQXenRpX+Vuejy/7Bhw2Jl0Lt27eolWjFLAYLHlOW84YYbvJZcgzxV8x1QllvvrYGYMakeWc+ZN28e9b0ZiGbP5LiYOpAhx1HPutX3VhkeZR7Vezbu2bjKntTXVGfNeixuH9qDBw/6TWrXru1ZnqlTp9rnn39uf//9t/c1bdiwoT3zzDOeQfr2229t9+7dp/CTIrW76KKL7I033rCSJUvaeeed5/thkA1MimD/VG9nZduFfRHHon1lzZo13gdcWWrNwbB3716ff0GZ45kzZ/rjyhoqa60+3cpOKxt+4YUX+j61dOlSv6qjzLOyzsomKkuux5W1Vo/ooI943Ax0rly5bP/+/Va/fn3fJx955BHPlHfr1s3XnTx5st15553e+1nHYR1/ta/rMV3B7N69u2c8Bw4caLfddps/NmXKFOvatas1btzYunTpEuv9lOGsVKmSZ+vpEZ3+HThwwI+jwbFROC6Gi4AcR6XL/wqEAv9v3IF/HQThMf+Q/PPPP34p97fffvM/VvqFDx5v27atNWnSxA/6b775pv9yFyhQINb7Va1a9ZR9NqQNZ5xxhjVr1uy4n6/9VCUv2jeDsir2xYwtbiIhsHHjRi/VUAA+b948/16BdoMGDTyQ1UQnAZV86ERR5VMKyDX5ip6rSVR0+V8lKXv27PF1O3bsaJMmTfJAXDp16mRXXXWVtWnTxvfDmjVrRo+TQXCt52oCFU3w0rlzZz9BUFCkEwMlSLT9mqRHgkBcAbiCK723qFxF7y0qM1Awf/HFF/s+nxB9JqRfmqDnq6++slmzZtn777/v+6z2GY6LqUTYKXqknSmdExuBr8FF6on69ttvR/7zn//4ZVSVF+jSlgZ7BCO4VeaiS6kJ9TQHTiZNQKGyF12OF/bFjOVo09Lv3r3bj2OaZEUD1HXcatu2bWTcuHHxykk06FG9njVJjjpLqQ+0OlBIMGBSXakef/xx7yxx8803e+/lmK1hVQKg0gDtj+qkcsEFF3gJVrCdQdmJBtrpcQ1QDug11dtZ23jhhRdGvvjiC+8iFLy/tk/P1/H4lltuiVVa2K9fP5/05dtvv42+F9L/AHh1mFJ5k0r2NEA3e/bsPpBXZSrqvKPGDBwXU4dM+ifskwKkHcrE/PXXX36ZVhnwb775xs+4Nbho165dntFRFkmlLrpsqku1LVq08CwnECZlfDTtc9zBx0ifEpvOXZfhNbX4e++95+UoGtg2duxYq1ixok8DnidPHi87CXzxxRc+HbmOc8pWa6CmMtoa1DZ06FDr0aOHTxsel7Lac+fO9fv//e9/9vHHH3vmWiWAKiG5+eabfUCoSgB0FVLbEZMGe2qg5YYNG/z4qQz4zp07/bl6HZUcKIOv52XPnt1Kly7tX+v9NNg5oMy6rlQGmXekX7o6smLFCt/XlAXXfqcrg9o3NL29pq7XgM3ChQtbzpw5PTuuwb7aFzkuho+AHMekukmVofz666/+B0mXZXX5U38M9Esd/HFSAK5fdAAIQ1CGEpeCatVcf/nll34MK168uAcn559/vncRUd2syj+ee+45GzJkiD344IMehCtY1p9IBbg61qm++rXXXosmGBQgq/vU4sWLrW7duh7sKFDW6z322GOWL18+K1GihF122WUeFKuGW2UDAT1fwZMCd9V6a/1AnTp1vIZcjyngFpXNvP32235yqcSHymNU67t582bfBp1sqKxFNb9CEJ7+bd261ctP5syZ4yeN6nyisTY68dM+qX1P+7tO/gi6UzdqyHFU+mPz0ksveT3l2rVr/QCvVlpqjaW6XmWVklKbCQAnWxCMr1y50mu2lSVctmyZH5MUgCugVtCr5ELgrbfe8it8unqi+mplFBWUKxM9YMAAH+imY5kC3qeeespfd9++fZ5ZVMCuALxevXpeEx5kpBX83HHHHX6cVGAUGD58uL+mri4qEFcgrbaxet9gYJ1oDE5QO65gfMeOHV4ProBebemCWnYNItUtsZMRjsHpn0401baybNmyvr9of9BgYV0tSagFLFKxsGtmkLppEgrVlHXs2DEyd+7cBNdRzSL1iADCprpv1XZrttaqVat6i0LVWwctA3UMUxtAtdIMqF1h/fr1fcZX1ZFrDIxmII5ZYz5lyhSfbVM1uJoYRbMbagIUTRkecybNxMYvqFWn2svpuRpf06hRo8jw4cPjTVeuGl69nx7Te6n+V21m1UpR09SrDW1cHHszNu0v2kc0KyztKtM2MuQ4qssvv9wnpzhabSYTRgBIDZStVgtBXdELMtNqT7hkyRK/eqdL95q8RDXk6iQhyjarVvuXX37x56jsRBlyZdmVfVS2WmNjlHlU1wlltJVVj1l2ovEzMScIUmZeJSgaY6Pjpd5L9ekq99P62qaAymj0PiqR0fgcTdqj7LjaK2rbVB6orioqrUmowwUZ0IxNYx50Q9oXv9gOiCMoQ4nZ7jChOk0ACJPKRjSORaUkAfXcVqtABbsqWVGSIWZArKBXJSiaWVN13grK1TNc36tmW1+r7ltBs8paFFArOL7rrrs8OFdpgGYqlGDOBY27KVeunJeYaH0F1eoLrtdTUK7SAgXXqunVTJs///yzP67t1L3aIeo9dNzV9ugEgnZzQPrGoE4AQLqgQY3qGKFBl+qiEmSgFXQr461uJgp0e/bs6YFycHWvSpUqHvAqM66gWBPuaOBkUJ+tZepN/uqrr/oAd2XaFdhrIKgGjOo9lA1PaBClBt0p+63gXOtpcKgmu9KgTZ0saByOJvcBkLFRsgIASBc0AFLlIRp4GVDwK+vXr7cLLrjAS0EUNCvIVis4URZaGXG1c1WHCt1UNqLgWQMuNTusulX07t3bJwlSdxa1jBNl5F9++WUfeKnSEgXlCt4nTpzoHVL++OMPf1/NhKnuLQr847Y4BAACcgBAuqE2rJpBU2UiQR25gmYF3GoDp2BbM2aOGjXKg3NlvBV4qw5cXaUUMKs7hQLpYJbC2bNnx+qWEpMy5So90fsp46171aQrOFcLQnVpUWkLABwNhcAAgHRDGXIF0urLLLt37/aMtALuIDjXZGXvvPOOB9nKfGsCFZW7KGjX4EzVlKv9YaFChfy1VEcek9oWKtjW1OPKnqtfuGrMRT3Lg8mE1DqRYBxAUpAhBwCkG+ecc473ZFanFZWYKLBWoK0e4qJ6bc2uqZITBevKmqtHuW4KzNWlRd1aFJSLgvbp06d7mcvUqVN9Ih4F7xUqVPAJeIYNG+b140Fv86CUBQCSg4AcAJBuqHxEk5cpUFbArYGa6q4SlJwEAy/V8SQmlZZ89NFHXvcdc0bDdu3aWcuWLX2CIdWBjx071stiYtaBa1AoAJwIAnIAQLqi7igjR470WTFVPqJMuUpL1JYwsQy2Mudqjai2hBrQee+99/pydUNRNxaVoMSdmRgAUgoBOQAgXVFnFQ3cVHCtDHmQHQ+CcZWlqDxlxowZ3hFFJS0KyPfs2ePlKB07drTmzZv7uvny5fMSFibgAXAyEZADANIVdTjRjJwKsFXnHQzE1AyaqgdfuHChB9kqbdEAz9GjR/sMnSpzUZcVtTqMmUknGAdwsjExEAAg3VHJyhNPPOFtCZUN1wQ9pUqV8taEyn6rDlwzcwY0KyYzEAMICxlyAEC6ozIVZbnXrVtn48eP96y3MucxxZxZk2AcQJgIyAEA6Y5m06xXr541a9bM7yW4IBwE4ZSiAEgtKFkBAAAAQsQ1OgAAACBEBOQAAABAiAjIAQAAgBARkAMAAAAhIiAHAAAAQkRADgAAAISIgBwAcFSadv7LL79M8df9888/bfXq1Sn+ugCQ1tCHHABwVG3btrWZM2fat99+a8WLF09wnS1btthXX3111NepX7++5c6dO/r9xIkT7cknn7SffvopxbcZANISZuoEABzV0KFDPUM+ZswYD6ATsmrVKn9s69at9s8//1ixYsV8+dq1ay1v3rx+0/T1nTt3trPPPtuee+65U/wpACD1omQFABBVvXp1n1I+5k3B9Pr1661v377xHtNt7969VqtWLVuxYoXdd999PlW9vtatUqVK1rt3b/+6VKlSYX88AEiVyJADAGK55557rGvXrsdcb/HixdauXbt4yxWkAwCSjoAcABBLvnz5rEyZMsdcT3XjgdGjR9uRI0e8znzTpk02atQoX75t2zabP3++ZcmSJVrGAgCIjYAcAHDCpk2bZocPH7alS5da1qxZberUqb58586d9v3339uuXbusatWqYW8mAKRKBOQAgBQJyNW0q2LFitahQwcfvBnUpLdv3946duzo3z/99NOWJ0+ekLcWAFIXAnIAQJTKTpTVTkorwt9++y3W98OGDfO+4i1btkz0OQ8//HC0xvznn3/2bDoAZHQE5ACAKHVMee211/yWHFOmTLEuXbrYoEGDrFChQomut2DBArvqqqvs9NNPt4MHD9pDDz2UAlsNAGkbEwMBAKKKFi3qQXJSuqwsWrTI2rRpY8uWLfPgety4cfbggw/GWufAgQPWp08fL2W59dZbbf/+/dFZP/Pnz2+XXnrpSfssAJBWkCEHAESDZ3VOKVy4cJLWr1atmq1Zsyb6/e23324bN26Mt968efPs77//9l7lUq5cuehje/bssVy5cqXI9gNAWkWGHADglOmuXLmyLVmyxC677LJkP7979+42ePDgZD1n4MCB1rNnz2S/FwCkJwTkAIDooMxHHnnE/vzzT+8bnlyHDh3yW1z169e3mjVreulKXKolP+200457mwEgPaBkBQDgJkyYYHXr1j2uYFz0vISemzlzZg+6zzzzzBTYSgBIf8iQAwDsiy++sNq1a9v06dPtuuuuS9ZzlRVXpvt4FS9e3NatW3fczweAtI6AHABgN954o23YsME7pyijnVwxB3cml4J5BeUAkFERkAMAbP369V47XqlSpbA3BQAyHAJyAAAAIETJvy4JAAAAIMUQkAMAAAAhIiAHAAAAQkRADgAAAISIgBwAAAAIEQE5AAAAECICcgAAACBEBOQAAABAiAjIAQAAgBARkAMAAAAhIiAHAAAAQkRADgAAAFh4/g8mPt50KWHqngAAAABJRU5ErkJggg==",
      "text/plain": [
       "户型交易数量柱状图"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "房价与利率双轴折线图"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"B1.2 非官方参考实现：分析附件，不作真实市场投资判断。\"\"\"\n",
    "from pathlib import Path\n",
    "import base64, html, io, json\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "BASE = Path(__file__).resolve().parent if '__file__' in globals() else Path.cwd()\n",
    "OUT = BASE / 'B1.2_output'\n",
    "OUT.mkdir(exist_ok=True)\n",
    "available = {f.name for f in font_manager.fontManager.ttflist}\n",
    "font = next((f for f in ['Microsoft YaHei', 'SimHei', 'Noto Sans CJK SC'] if f in available), 'DejaVu Sans')\n",
    "plt.rcParams.update({'font.sans-serif':[font], 'axes.unicode_minus':False, 'figure.dpi':120})\n",
    "\n",
    "def read_csv(name):\n",
    "    candidates = [Path.cwd()/name, BASE/name, BASE.parent/'materials'/name]\n",
    "    path = next((p for p in candidates if p.is_file()), None)\n",
    "    if path is None: raise FileNotFoundError(f'请将 {name} 与参考代码放在同一目录')\n",
    "    return pd.read_csv(path)\n",
    "\n",
    "housing_data = read_csv('housing_transactions.csv')\n",
    "market_data = read_csv('market_data.csv')\n",
    "housing_data['transaction_date'] = pd.to_datetime(housing_data['transaction_date'], errors='raise')\n",
    "market_data['date'] = pd.to_datetime(market_data['date'], errors='raise')\n",
    "for col in ['area','price','unit_price']:\n",
    "    housing_data[col] = pd.to_numeric(housing_data[col], errors='raise')\n",
    "if housing_data[['region','house_type','transaction_date','area','price','unit_price']].isna().any().any():\n",
    "    raise ValueError('关键字段存在缺失，应先确认并记录处理策略')\n",
    "if (housing_data[['area','price','unit_price']] <= 0).any().any():\n",
    "    raise ValueError('面积和价格必须为正值')\n",
    "\n",
    "# 区域价格以成交单价为口径，避免面积对总价的混淆。\n",
    "avg_price_by_region = housing_data.groupby('region')['unit_price'].mean().sort_values()\n",
    "transaction_count_by_type = housing_data['house_type'].value_counts()\n",
    "housing_data['month'] = housing_data['transaction_date'].dt.to_period('M').astype(str)\n",
    "market_data['month'] = market_data['date'].dt.to_period('M').astype(str)\n",
    "monthly_price = housing_data.groupby('month', as_index=False).agg(avg_price=('unit_price','mean'))\n",
    "monthly_rate = market_data.groupby('month', as_index=False).agg(interest_rate=('interest_rate','mean'))\n",
    "risk_trend = pd.merge(monthly_price, monthly_rate, on='month', how='inner').sort_values('month')\n",
    "region_trend = housing_data.groupby(['month','region'])['unit_price'].mean().unstack('region')\n",
    "if risk_trend.empty: raise ValueError('交易与市场数据没有可匹配月份')\n",
    "\n",
    "def image(fig):\n",
    "    buffer = io.BytesIO();fig.savefig(buffer,format='png',bbox_inches='tight');plt.close(fig)\n",
    "    return 'data:image/png;base64,' + base64.b64encode(buffer.getvalue()).decode('ascii')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7,4))\n",
    "avg_price_by_region.plot.bar(ax=ax,color='#2466b5');ax.set(title='区域平均成交单价',xlabel='区域',ylabel='元/平方米')\n",
    "img_region = image(fig)\n",
    "fig, ax = plt.subplots(figsize=(7,4))\n",
    "transaction_count_by_type.plot.bar(ax=ax,color='#2466b5',rot=15);ax.set(title='各户型交易数量',xlabel='户型',ylabel='交易数')\n",
    "img_types = image(fig)\n",
    "fig, ax = plt.subplots(figsize=(8,4))\n",
    "region_trend.plot(ax=ax,marker='o');ax.set(title='各区域月度成交单价趋势',xlabel='月份',ylabel='元/平方米')\n",
    "img_trend = image(fig)\n",
    "fig, ax = plt.subplots(figsize=(8,4))\n",
    "ax.plot(risk_trend['month'],risk_trend['avg_price'],color='#1754b8',marker='o',label='平均单价')\n",
    "ax.set_ylabel('成交单价（元/平方米）',color='#1754b8');ax.tick_params(axis='x',rotation=45)\n",
    "ax2=ax.twinx();ax2.plot(risk_trend['month'],risk_trend['interest_rate'],color='#a64a10',marker='s',label='利率')\n",
    "ax2.set_ylabel('商贷利率（%）',color='#a64a10');ax.set_title('房价与利率月度趋势（双轴尺度）')\n",
    "fig.tight_layout();img_risk=image(fig)\n",
    "\n",
    "correlation = risk_trend['avg_price'].corr(risk_trend['interest_rate'])\n",
    "price_gap=(housing_data['price']-housing_data['area']*housing_data['unit_price']/10000).abs()\n",
    "stats={'housing_rows':len(housing_data),'market_rows':len(market_data),'matched_months':len(risk_trend),\n",
    "       'avg_unit_price_by_region':avg_price_by_region.round(2).to_dict(),\n",
    "       'transactions_by_type':transaction_count_by_type.to_dict(),\n",
    "       'monthly_price_rate_correlation':round(float(correlation),4),\n",
    "       'price_identity_mismatches_over_0_02_wan':int((price_gap>0.02).sum()),\n",
    "       'price_identity_median_gap_wan':round(float(price_gap.median()),4)}\n",
    "print('区域平均单价（元/平方米）\\n',avg_price_by_region.to_string())\n",
    "print('\\n户型交易数量\\n',transaction_count_by_type.to_string())\n",
    "print('\\n月度价格与利率\\n',risk_trend.to_string(index=False))\n",
    "print('\\n运行摘要\\n',json.dumps(stats,ensure_ascii=False,indent=2))\n",
    "\n",
    "avg_price_by_region.to_csv(OUT/'region_prices.csv',encoding='utf-8-sig')\n",
    "transaction_count_by_type.to_csv(OUT/'house_type_counts.csv',encoding='utf-8-sig')\n",
    "risk_trend.to_csv(OUT/'monthly_risk_trend.csv',index=False,encoding='utf-8-sig')\n",
    "(OUT/'summary.json').write_text(json.dumps(stats,ensure_ascii=False,indent=2),encoding='utf-8')\n",
    "\n",
    "def tbl(df):return '<div class=\"table\">'+df.to_html(border=0,index=False,escape=True)+'</div>'\n",
    "body='<h1>B1.2 参考代码运行结果</h1><p>非官方参考实现；以下数值由项目附件实际计算。样例不能代表真实市场。</p>'\n",
    "body+='<h2>房屋定价</h2>'+tbl(avg_price_by_region.rename('平均单价').reset_index())+'<img alt=\"区域平均单价柱状图\" src=\"'+img_region+'\">'\n",
    "body+='<img alt=\"区域月度单价趋势图\" src=\"'+img_trend+'\">'\n",
    "body+='<p>样例区域单价呈固定值模式。R_02 较低、R_04 较高，只说明该样例的区域价格差异；还需控制房况和供需，不能直接判定投资价值。</p>'\n",
    "body+='<h2>购房需求</h2>'+tbl(transaction_count_by_type.rename_axis('户型').rename('交易数').reset_index())+'<img alt=\"户型交易数量柱状图\" src=\"'+img_types+'\">'\n",
    "body+='<p>交易最多的户型与其余户型差距需结合库存和样本规模分析，不能仅以数量判断全部用户需求。</p>'\n",
    "body+='<h2>市场风险趋势</h2>'+tbl(risk_trend)+'<img alt=\"房价与利率双轴折线图\" src=\"'+img_risk+'\">'\n",
    "body+='<p>月度相关系数为 '+str(stats['monthly_price_rate_correlation'])+'，仅 '+str(len(risk_trend))+' 个观测月份；相关性不证明因果。双轴图的刻度不同，应读取各自单位，不能凭曲线距离判断关系。</p>'\n",
    "body+='<h2>质量与口径检查</h2><p>price 与 area×unit_price/10000 的绝对差超过 0.02 万元的记录数：'+str(stats['price_identity_mismatches_over_0_02_wan'])+'；绝对差中位数：'+str(stats['price_identity_median_gap_wan'])+' 万元。需要核对价格口径，未擅自修改原数据。</p>'\n",
    "style='body{font:17px/1.8 system-ui,\"Microsoft YaHei\",sans-serif;color:#17263b;max-width:900px;margin:auto;padding:20px}img{width:100%;height:auto}table{border-collapse:collapse;width:100%}td,th{border-bottom:1px solid #dce4ee;padding:10px;text-align:left}.table{overflow:auto}h1{font-size:1.6rem}h2{font-size:1.25rem}'\n",
    "report='<!doctype html><html lang=\"zh-CN\"><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><title>B1.2 参考运行结果</title><style>'+style+'</style><body><a href=\"../index.html#b12\">返回学习资料</a>'+body+'</body></html>'\n",
    "(BASE/'B1.2_reference.html').write_text(report,encoding='utf-8')\n"
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