{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "10d19990",
   "metadata": {},
   "source": [
    "# 案例 05｜MODIS地表温度季节异常与空间差异\n",
    "\n",
    "**案例特有算法：**季节基线、异常 Z 分数与热点频率。\n",
    "\n",
    "本 Notebook 使用固定随机种子生成合成教学数据，图件用于验证算法与可视化链路，不代表真实生态环境结论。接入真实产品前请阅读 `data/README.md` 与数据清单。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f1de130",
   "metadata": {},
   "source": [
    "## 第1步｜生成并检查 8 日 LST 序列\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5198629f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:11.081110Z",
     "iopub.status.busy": "2026-10-13T09:30:11.080964Z",
     "iopub.status.idle": "2026-10-13T09:30:11.542385Z",
     "shell.execute_reply": "2026-10-13T09:30:11.541728Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中文字体：Noto Sans CJK SC（案例库随包字体）\n"
     ]
    }
   ],
   "source": [
    "# 图表字体：优先使用案例库随包提供的开源简体中文字体，保证不同电脑导出中文不变方框。\n",
    "from pathlib import Path\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "_font_relative_path = Path(\"assets\") / \"fonts\" / \"NotoSansCJKsc-Regular.otf\"\n",
    "_font_search_roots = [Path.cwd(), *Path.cwd().parents]\n",
    "_font_path = next((base / _font_relative_path for base in _font_search_roots\n",
    "                   if (base / _font_relative_path).is_file()), None)\n",
    "if _font_path is not None:\n",
    "    font_manager.fontManager.addfont(str(_font_path))\n",
    "    _font_name = font_manager.FontProperties(fname=str(_font_path)).get_name()\n",
    "    _font_source = \"案例库随包字体\"\n",
    "else:\n",
    "    # 单独拷贝 Notebook 时仍可使用已安装的中文字体；找不到时明确报错，不生成方框图。\n",
    "    _system_font_candidates = [\"Microsoft YaHei\", \"Noto Sans SC\", \"Noto Sans CJK SC\",\n",
    "                               \"Source Han Sans SC\", \"SimHei\", \"DengXian\", \"SimSun\",\n",
    "                               \"WenQuanYi Zen Hei\", \"Arial Unicode MS\"]\n",
    "    _available_fonts = {item.name for item in font_manager.fontManager.ttflist}\n",
    "    _font_name = next((name for name in _system_font_candidates if name in _available_fonts), None)\n",
    "    if _font_name is None:\n",
    "        raise FileNotFoundError(\n",
    "            \"未找到中文字体。请从案例库根目录运行 Notebook，并保留 assets/fonts/NotoSansCJKsc-Regular.otf。\"\n",
    "        )\n",
    "    _font_source = \"系统已安装字体\"\n",
    "\n",
    "matplotlib.rcParams[\"font.family\"] = \"sans-serif\"\n",
    "matplotlib.rcParams[\"font.sans-serif\"] = [_font_name, \"DejaVu Sans\"]\n",
    "matplotlib.rcParams[\"axes.unicode_minus\"] = False\n",
    "print(f\"中文字体：{_font_name}（{_font_source}）\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "79459e18",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:11.544106Z",
     "iopub.status.busy": "2026-10-13T09:30:11.543911Z",
     "iopub.status.idle": "2026-10-13T09:30:11.922574Z",
     "shell.execute_reply": "2026-10-13T09:30:11.921864Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据状态：固定种子合成 LST（不是 MODIS 实测产品）\n",
      "观测数：230；每年合成期：46；LST 矩阵形状：(230, 80)；网格：8×10；单位：°C\n"
     ]
    }
   ],
   "source": [
    "import numpy as np, pandas as pd, matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "import sys\n",
    "CASE_ROOT=Path.cwd()\n",
    "_candidates=[CASE_ROOT,*CASE_ROOT.parents]\n",
    "for _parent in [CASE_ROOT,*CASE_ROOT.parents]:\n",
    "    _candidates.extend([_parent/\"cases\"/'05_modis-lst-anomalies',_parent/'05_modis-lst-anomalies'])\n",
    "for _candidate in _candidates:\n",
    "    if (_candidate/\"src\"/\"core_model.py\").is_file(): CASE_ROOT=_candidate; break\n",
    "else: raise FileNotFoundError(\"Cannot locate case root or src/core_model.py\")\n",
    "sys.path.insert(0,str(CASE_ROOT/\"src\"))\n",
    "from core_model import climatology_anomaly, hotspot_frequency\n",
    "out_dir=CASE_ROOT/\"notebook\"/\"figures\"; package_figures=Path('figures'); out_dir.mkdir(parents=True,exist_ok=True)\n",
    "def style_synthetic_grid_axes(ax,nx,ny):\n",
    "    xt=np.unique(np.linspace(0,nx-1,min(nx,5),dtype=int)); yt=np.unique(np.linspace(0,ny-1,min(ny,5),dtype=int))\n",
    "    ax.set_xticks(xt,[str(v+1) for v in xt]); ax.set_yticks(yt,[str(v+1) for v in yt])\n",
    "    ax.set_xlim(-.5,nx-.5); ax.set_ylim(ny-.5,-.5); ax.set_aspect(\"equal\",adjustable=\"box\")\n",
    "    ax.set_xlabel(\"网格列（像元序号）\"); ax.set_ylabel(\"网格行（自上而下）\"); ax.tick_params(labelsize=8)\n",
    "rng=np.random.default_rng(105); n=46*5; ny,nx=8,10; t=np.arange(n); phase=np.arange(n)%46\n",
    "lst=29+5*np.sin(2*np.pi*phase[:,None]/46)+np.linspace(-2,2,ny*nx)[None,:]+rng.normal(0,.8,(n,ny*nx)); lst[100:115,43]+=3\n",
    "z,clim,sd=climatology_anomaly(lst,46); hot=hotspot_frequency(z,1.5)\n",
    "\n",
    "print(\"数据状态：固定种子合成 LST（不是 MODIS 实测产品）\")\n",
    "print(f\"观测数：{t.size}；每年合成期：{46}；LST 矩阵形状：{lst.shape}；网格：{ny}×{nx}；单位：°C\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43654992",
   "metadata": {},
   "source": [
    "## 第2步｜计算季节基线与 Z 异常\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "66139f91",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:11.924749Z",
     "iopub.status.busy": "2026-10-13T09:30:11.924538Z",
     "iopub.status.idle": "2026-10-13T09:30:12.147931Z",
     "shell.execute_reply": "2026-10-13T09:30:12.147309Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(9,4.5)); ax.plot(t[:184],lst[:184,43],lw=.9,label=\"LST\"); ax.plot(t[:184],clim[phase[:184],43],lw=2,label=\"季节基线\"); ax.legend(); ax.set(title=\"合成 LST 教学样例：季节基线\",xlabel=\"8日合成期序号（合成序列）\",ylabel=\"地表温度（°C）\"); fig.tight_layout(); fig.savefig(out_dir/\"01_spatiotemporal_overview.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd7cd21b",
   "metadata": {},
   "source": [
    "## 第3步｜查看末期异常空间图\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3d76b494",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:12.172954Z",
     "iopub.status.busy": "2026-10-13T09:30:12.172775Z",
     "iopub.status.idle": "2026-10-13T09:30:12.311339Z",
     "shell.execute_reply": "2026-10-13T09:30:12.310867Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(7,4.5)); im=ax.imshow(z[-1].reshape(ny,nx),cmap=\"RdBu_r\",vmin=-3,vmax=3); fig.colorbar(im,ax,label=\"LST 标准化异常（Z 分数）\"); ax.set_title(f\"合成网格：末期（第 {t[-1]+1} 个8日合成期）LST 标准化异常\"); style_synthetic_grid_axes(ax,nx,ny); fig.tight_layout(); fig.savefig(out_dir/\"02_trend_significance.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46259f76",
   "metadata": {},
   "source": [
    "## 第4步｜统计高温异常频率\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "50b644c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:12.312905Z",
     "iopub.status.busy": "2026-10-13T09:30:12.312767Z",
     "iopub.status.idle": "2026-10-13T09:30:12.492623Z",
     "shell.execute_reply": "2026-10-13T09:30:12.492201Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(7,4.5)); im=ax.imshow(hot.reshape(ny,nx),cmap=\"YlOrRd\",vmin=0,vmax=1); fig.colorbar(im,ax=ax,label=\"热点出现频率（比例）\"); ax.set_title(\"合成网格：Z≥1.5 高温异常出现频率\"); style_synthetic_grid_axes(ax,nx,ny); fig.tight_layout(); fig.savefig(out_dir/\"03_spatial_diagnostic.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce2e43a0",
   "metadata": {},
   "source": [
    "## 第5步｜比较 Z 阈值敏感性\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8d375ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:12.494085Z",
     "iopub.status.busy": "2026-10-13T09:30:12.493930Z",
     "iopub.status.idle": "2026-10-13T09:30:12.638317Z",
     "shell.execute_reply": "2026-10-13T09:30:12.637754Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(7,4.5)); th=[1,1.5,2,2.5]; vals=[hotspot_frequency(z,x).mean() for x in th]; ax.plot(th,vals,\"o-\"); ax.set(title=\"热点阈值敏感性\",xlabel=\"Z 阈值\",ylabel=\"平均热点出现频率（比例）\"); fig.tight_layout(); fig.savefig(out_dir/\"04_sensitivity.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab98e3b5",
   "metadata": {},
   "source": [
    "## 第6步｜保存摘要并复制图件\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "08658e86",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:12.639786Z",
     "iopub.status.busy": "2026-10-13T09:30:12.639636Z",
     "iopub.status.idle": "2026-10-13T09:30:12.659654Z",
     "shell.execute_reply": "2026-10-13T09:30:12.659115Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_abs_LST_anomaly_Z</th>\n",
       "      <th>hotspot_threshold_Z</th>\n",
       "      <th>mean_hotspot_frequency</th>\n",
       "      <th>baseline_period_composites</th>\n",
       "      <th>data_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.7612</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>46</td>\n",
       "      <td>synthetic_demo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean_abs_LST_anomaly_Z  hotspot_threshold_Z  mean_hotspot_frequency  \\\n",
       "0                  0.7612                  1.5                  0.0376   \n",
       "\n",
       "   baseline_period_composites     data_status  \n",
       "0                          46  synthetic_demo  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import shutil\n",
    "summary_df=pd.DataFrame([{\"mean_abs_LST_anomaly_Z\":float(np.nanmean(np.abs(z))),\"hotspot_threshold_Z\":1.5,\"mean_hotspot_frequency\":float(hot.mean()),\"baseline_period_composites\":46,\"data_status\":\"synthetic_demo\"}])\n",
    "out=CASE_ROOT/\"outputs\"/\"student_run\"; fig_out=out/\"figures\"; fig_out.mkdir(parents=True,exist_ok=True)\n",
    "for p in sorted(out_dir.glob(\"*.png\")): shutil.copy2(p,fig_out/p.name)\n",
    "summary_df.to_csv(out/\"summary.csv\",index=False); display(summary_df.round(4))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "64a50575",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:12.661045Z",
     "iopub.status.busy": "2026-10-13T09:30:12.660901Z",
     "iopub.status.idle": "2026-10-13T09:30:12.680167Z",
     "shell.execute_reply": "2026-10-13T09:30:12.679738Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：01_spatiotemporal_overview.png ← outputs/student_run/figures/01_spatiotemporal_overview.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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z587p4YcfzhBPamqq6tSpk2VBPSvdunXT7t27tX///kI/cx4AAODvKEADAAAUQrVr15aXl5d++umnDH0XLlyQJNWtWzdfYgkPD9c777yj0NBQSVKJEiXUoUMH80ZvmenUqZP++9//6vDhw+rfv7/effddTZs2TT179sxyfV1r/P39lZqaqkuXLqlq1aqS7s4Sf+utt/Tyyy+rbdu2Vo87duyYOnbsmO35f/zxx0yL01mpWbOmNmzYkOWYW7duacKECbp06ZIGDx6c5czfRo0a6eDBgzmOo1SpUjk+Jit79uxRQkJCprPEY2NjtWTJEi1cuFDXrl2To6OjGjRoIDc3N02ePDnLOJ988klFRUXpk08+0Zo1a/Tyyy9r4sSJeuCBB3IUY/oSF+fPn7donz17tuLi4jRx4sQsi+fS3aVY0tLSMu1PS0vT/PnzdfDgQbVv315BQUGZjk2feX/69GnNmDEjQ39AQECuC9DPPPOMhg0bppCQEArQAADgvkMBGgAAoBDy9PTU5MmTNWbMGM2dO1ejRo0y9+3cuVPu7u4aMmSI3eP4/vvvFRgYqLS0NDVu3FjBwcF69dVXtXz5cpuO37Bhg2rWrKmRI0dq165d+uijj9SjR48MBei1a9fqxIkTGY5/99135evra1FsTC9Af/zxx/r888+zXIakXbt2+uqrr8yv9+/fb7WI2K9fP3366acWbbYso+Dt7a1nn31W0t21emvVqqWgoCDzLO3jx4+rd+/eiomJ0YoVKzRgwIAsz1eyZEk1b9482+va27lz5yRlvpFl//79tWnTJrm5uWncuHGqXr26Bg8erOPHj2d77nr16unUqVNavHixZs6cqRUrVqhXr14ZCtDJyclWC7ZNmzbVsGHDVKFCBbm5uVkUoOPj4zVz5kw99NBDVovAf9etWzdJd5fOuHjxov71r3/J09NT0t3Z8wMHDtTBgwc1ZMgQvffee3J2tv7rU0JCglauXKkGDRro6NGjFs93bGysKlasaHU5EFv5+fnJw8PD/HMBAAC4n1CABgAAKKRGjx6t+Ph4jR49Wv/973/1zjvvmDclXLt2rapVq5bl8TmZbfnnn39aXW6iUaNGWrRokcqWLavnn39eDg4OOdrcMN3OnTu1fft2NWnSxOoSGr/99psuX75sfn379m3dvn3bPJs2fTPDc+fOKSAgQIZh6OOPP5avr6+eeuqpTK/r4uKi0qVLm197eXllGGMYRo5mZJtMpgz3cOXKFe3Zs0ejR49WjRo19Prrr+vs2bN677339Pjjj2vz5s2qVatWpucsWbKkbt++bXMMWVm1apX+9a9/3dM50pd3qVKlitX+5cuXq0qVKho3bpy5cDxo0KAcXWPUqFF66aWX9N1331mdwZ6WlqZdu3ZZtF2+fNlixrKfn59FUXb9+vWKi4vLdKNDaz+7tLQ07d69Wx9++KEmTJigV155Rb6+vpo6dapKly6t0NBQdejQIct7Wb58uS5fvqwFCxZkKFKHh4crNTVVjRo1yvIc2alSpUq+L7sDAACQFyhAAwAAFFIJCQm6cuWK3NzcFB4erho1asjHx0e1atWyaVmJzz77LE/iGDp0aJ6cx1qhOL2YOGXKFItZ3jNmzNCkSZNUokQJSTIX23/88Uf17t1b27dv19mzZzV9+vQsN2ULDQ3NtrickpJivo4tUlJS5OrqatFWsWJFbdu2TcePH9e7776rkSNHymQyqUWLFgoJCTHPqs3Mm2++qeTkZPPrw4cP69tvv1WHDh1yPHM2q80cbZW+Bnm5cuWs9leoUEFLliy55+v4+PioS5cuGdrT0tLk6empS5cuWbQ7Oztb/KyqVaumb775Rnfu3JGHh4eWLl2qkiVLZrpOs7WfnaOjoxYtWqS33npLCxYs0LJlyxQXFycfHx+FhYVl+cWBdHczxOnTp+uhhx5Sjx49MvTv3LlTkrItYmenfPnyunr16j2dAwAAoCBQgAYAACiEUlJS1K1bN0VERCg0NFStWrXStm3bNGnSJB06dEgdO3bUxo0bVaZMmUzPYRiGzderXLlyHkSdc+lFV3d3d4v2pKQki/bHHntMLi4uOnz4sEwmk8aNGycXF5dsl7SoX7++xowZY3596tQpzZw5M0MMR44c0ejRoy3ar169mmFWuGEYSk1Nlaurqw4cOGB1veamTZuqTJkyWr16tQ4ePKjatWvrjTfesJh56+7urj59+qhs2bKSlGEDxPRlPd555517njmbG97e3pKkmJgYVaxYMd+vn5ycnOGZMJlMMplMFu1NmzbVf/7zH33//fe6ePGijh49qtdee83qTHfpfwXo8+fP68svv8zQX6FCBQ0bNkwrVqzQlStX9Nhjj2n48OHy8fExjzEMQ926dVONGjUk3f2C5s8//9RXX32lhQsXmtefdnZ2VlJSkjZs2KAGDRrI19f3nv5Obt68aREHAADA/YICNAAAQCG0fPlyhYWFaceOHeZNx55++mkFBQXp3//+tz788EMNGTJEa9euzde4crp5oCQFBgZq9+7dVvvSC81/3ywuMTHRot3d3V2NGzfW0aNH9dFHH+nEiRMaN25cpktEpKtSpYr69u1rfr13716LArRhGEpISLB5E8KYmBhJUpkyZRQaGmrTOsMXLlywKIJLkoeHh9q2bWsuQP9VUlKSwsLCVKFChXtaN/hepH8hcenSpWwL0NOmTdPUqVNzfI09e/ZkuqFeUlJSts+EJLVq1UrS3WUuPvzwQ5UuXVoTJ07M9Jo3b95UmTJlFBkZaTHjPjMJCQl69913M7RXqFDBXICeMWOGGjVqpMDAQM2bN08hISHasWOHNmzYoG+//VZXrlzRyJEjs71Wdi5evKh69erd83kAAADyGwVoAACAQmjlypXy8/PLsNSGo6Ojli1bppCQEH355Zf64IMPspwFbQ+1atVSz549bRqbXYE2famHChUqWLTHxcXJwcHBYiZrq1atdPDgQY0aNUr+/v6aNGmS1XOmrwmclJSkhIQEizWC09eZvnr1qs6fPy83NzeZTCaNGTNGL7/8ssV5OnXqlOHc6UsgVK5cWW+++abefvttqzGMHj1ac+fO1dmzZ80bKEpScHCwxowZo/nz52e6wd/27dsVHx+vKlWqaPr06VbH/J2/v7/69+9v01hbpK/rHBkZqccee8ymYwYOHGh1HfG/27dvn/bt25flmGvXrmX4ciEuLk6SVKpUKXNby5Yt5eTkpJkzZyo+Pl5Lly7NMoarV6+qWbNmateuXab/QiAkJERBQUEZ1tKOiIhQ69at9dxzz+nFF180t9erV89cGN66datmzZqliRMnqnHjxipVqpTc3d2znamfnatXryouLi7DRo0AAAD3AwrQAAAAhVBkZKRq1qxptc/R0VFNmzbVpk2bFBUVpcaNG+drbHXq1Mm08Pp32RWgL1y4IEkZCms3btyQl5eXxbIVrVu3VnBwsOLj47V27Vp5eHhIkm7duiVPT0/zWtB/35zR2maNgwYNkpeXl/bv3y9Jevzxx1W7dm2LMX9fK1j6XwE7u5nX1oSHh2v8+PF67rnnNHjw4EzHrVmzRtLdZ8DWmcV9+/bN0wJ0mzZt5OLiom3btlld19iaoUOHqkGDBtmOmzZtWpYF6NTUVF29elXNmze3aL9x44YkywJ0yZIl9dhjj+nYsWNq2rSpxd9rTEyMxQzz1NRUXb9+PVc/u6tXr6pXr17y9/fXsmXLMh3n4OCgt956S3Xq1NHzzz+va9euadiwYeYlTXJr69atkqR//vOf93QeAACAgkABGgAAoBCqWbOmTp48qfPnz8vPz8+iz2Qy6eTJk5KUoe9+ExUVJenufdy8eVOlS5dWTEyMjh07luHe9uzZI+luQTkoKMjcvm/fPk2fPl07duyQj4+PxeaLKSkpcnFxMb9OSkoyF5adnZ116tQpSdIjjzxiU7zHjx+XJPPyC7Y6d+6cunbtqgYNGmj16tVZjrW2NnFmtm3bpi5duqhu3bo5iic7ZcqUUZs2bbR161alpqbK2Tn/fm04c+aM0tLS5Ofnp/j4eDk6OsrV1VVhYWGSLJ/53377TdHR0ZKk1157zeILi6CgIPXv31+vvPKKJOnkyZMymUw5/tmlpqbq6aefVlxcnA4ePGjTvzjw9fWVg4ODfHx8rH6JsGDBAvMXKLb4+uuvVapUKbVr1y4HkQMAABQOjtkPAQAAQH579tlnlZKSoi5duuiHH34wt9+6dUv//ve/FRkZqYCAAJUvX74Ao7x34eHhevDBB+Xt7a3WrVvL2dlZ5cuX15kzZyyKbdOmTdO8efPk4OCgs2fP6ujRo+a+mJgYHTlyRPHx8ZLuzgbu27ev/P39NXToUCUkJKhv374ymUyaNGmSWrdurb59+6pXr146cOCASpQooerVq9sU7+HDh+Xq6mrTTN+/8vf318qVK7Vly5YcFR6zk/5s5HUBWrr79xgTE6NPPvkkz8+dlfDwcEl3NxjcsWOHPDw85OTkpJEjR8rNzU3/+Mc/JEnnz59Xu3btzMuibNiwweI8ly9fVkREhPn14cOHJSnDzOrsODs7m5e9+fsseWvOnj2roKAgxcfHa8mSJVbX+e7atavNs5lPnz6tsLAwPffccypRokSOYgcAACgMmAENAABQCL311luKiIjQ9u3b1ahRI1WtWlVlypRRVFSUEhMTVbFiRX3++edZnsPWWb3S3TV383t92TNnzuiPP/7QSy+9JEmaP3++jhw5IsMw5Ofnpz59+sgwDM2cOVNTp05V7dq1NWfOHD3zzDOaPHmytm/fLuluwc/Jycm8cZ4kpaWladiwYXJ2dtbTTz8t6e4SHnFxcerbt6/27NkjR0dH7du3T/Xq1TMv35EVwzB04MABNWzYMFeFwK5du+b4mOzs3btXDg4OCggIyPNz9+3bV8HBwZo0aZJ69+6dp4XzrOzdu1eS9MQTT8jb21tz5sxRQkKC3N3d9dRTT6ly5cr6/fff1aFDB50/f14LFy5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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：02_trend_significance.png ← outputs/student_run/figures/02_trend_significance.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：03_spatial_diagnostic.png ← outputs/student_run/figures/03_spatial_diagnostic.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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hQgW5urpGqSiJzY4dO5QqVSo1btzYbLG9ysPDQwEBAcqePbv69OmjP/74I87x7u7uKliwoFq2bKnPPvtMJ06csEhcyQkJGAAAAAAALOT8+fOSpBw5ckQ75+LiIk9PT4WHh+vSpUuxznH79m1du3ZN+fLlk4eHhxYsWKAiRYooXbp0KlWqlL7//ntFREQkOVYvLy+tW7dO0st+M/ElhV59HpH9RhE7EjAAAAAAAAdgxeoXJ4Mkg65fvy5vb+9Ybwnx8OFDSbHvKhR5PHJcTG7evClJypQpk0aPHq0WLVro8ePHypIliw4dOqQ+ffqoYcOGifhaxq5EiRIaMmSIzpw5E++yKCQOCRgAAAAAACwkJCREkmLdWSh9+vSSXvZUiU1kcubo0aOaOnWqtm3bposXL+rChQs6fPiwcubMqdWrV2vr1q1mifnbb79VyZIlNXbsWJ06dSre8WFhYTIYHHOLcGuiCS8AAAAAwP4ZZN0SAsPLZUNBQUFJmiZ16tSSYq9wefDggSTFuY1zqlSpJL3su7J9+3blz5/fdK548eIaPny42rRpo8WLF8fYayY2O3fu1K1bt2I8V6tWLR06dEhfffWVunfvHuMYo9Gohw8fasuWLcqSJUuCHzelIgEDAAAAAICFZMiQQZJ09+7dGM9HHo8cF9cc2bNnj5J8iVS9enVJ0oULFxIV27Bhw7Rjx444q1f27dun/fv3x3o+svfLwIEDE/XYKREJGAAAAAAALCR//vzat2+frl27Fu3c8+fPdffuXbm4uCh37tyxzpE3b145Ozvr/PnzCg8PN1XERIqsPrl9+3aiYuvbt698fX0Tdc1/pU2bVgULFtS7776bpHlSAhIwyVhISAjr8AAAAAAkH2bcHtpaihcvrvnz52vLli1q2bJllHM7d+7UixcvVKJECTk7x/723M3NTUWLFtWff/6pffv2qVy5clHOX7lyRZJirI6JS2TlDKyDJrzJmKurq1xcXGwdBgAAAACkWLVr15bBYNDGjRv16NGjKOeWL18uSfrss8/inadRo0aSpEmTJkU7t3r1aklSsWLFkhquJKly5crKkydPnGOePn2qd999N0Gx4yUSMMmUOUrJAAAAAMCuOFnxZiZvv/22fHx8dO/ePfn6+pp2O1q6dKlmz54td3d3tW/f3jR+9OjR8vLy0vz586PM06FDB2XNmlUrVqzQiBEjFBYWJknas2ePRo8erfTp06tTp05mifnmzZumqprYeHh4yMvLS5s2bYpxeRWiMxgjO+YgWSlcuLBOnz6t8PBw07EtW7bo0KFDiZonZ86catKkidzc3Mwd4mvz9vaWFKqgi7/YOhT7Ff7c1hHYN+fUto7AfvHaiQe/MuOUyn5+V9gnxyubt6rwUFtHYN9c0tg6AvsW8cLWEdgt7zwNJLkmeScfW/P29pbu39KlxoWt9pi5l/0jZcxqlq9dUFCQSpUqpRs3bsjDw0OZMmVSUFCQDAaDZs+erVatWpnG5siRQzdu3FDZsmW1d+/eKPMEBgaqVq1aCgkJUdq0aZU9e3adO3dOLi4umjVrllq0aJHkWKWY30/GZObMmWrXrp0mTJigrl27muWxkzN6wKQg69ev15QpU5SYnJvBYNBff/2l8ePHWzAyAAAAAEgAB+wBI71MIB06dEh9+/bVpk2bdO/ePZUtW1YDBw5UrVq1oozt0qWLpkyZonbt2kWbp3Llyjp06JCGDh2qwMBA3b9/X7Vq1dLAgQNVtmxZaz0dk/r166tjx45aunQpCZgEIAGTAiW0CiYsLEw+Pj7as2ePhSMCAAAAgOTNy8tLCxYsiHdc//791b9//1jPv/vuu1qxYoU5Q3ttmTNnVsWKFRUYGKiLFy8qb968tg7JrpGASYGKFy+e4LGenp66f/++BaMBAAAAgARyzAIYu7Vv3z6dO3cu2vEHDx5IkhYuXBjvCoqMGTOaxg4aNMj8QSYjJGAQp/DwcKVLl87WYQAAAAAAzGzmzJmaO3euDIaoma3IpMt/t82OSeTY2bNna+DAgdHmwv9HAiYFCgsLS3AfmEWLFiWqYgYAAAAA4BjatGmjSpUqJWmOO3fuaMGCBbp69arOnDmjggULmie4ZIgETApjNBoTtaORwWDQlStXlCNHDgtGBQAAAADxMMi6TXhTQCHHRx99pI8++ijJ87Rt21bh4eHKkCGDGaJKvkjApDAGg0HNmjVL1DUeHh4WigYAAAAA4OjSpk1r6xAcAgmYZO7vv/9W0aJFoxybP3++jaIBAAAAgCRw0G2oAUlysnUAsKwPPvhA3t7eatu2rY4fP26zOEaNGiWDwaBWrVrZLAYAAAAAwEvLly/XhQsXzDLX7du3NWvWLLPMlZyRgEnmypcvr+DgYM2aNUs7duywSQzHjx/XsGHD5OxMwRUAAACAJHCy4i2ZGzlypEqXLq3AwMAkzXP06FGVKlVKAwYMUFhYmJmiS554R5zM7dixQ+Hh4Tp69Kj69++vrVu3qm7dugm+3mAwaM6cOaa93RMrLCxMvr6+qlGjho4dO/ZacwAAAAAAzGvDhg3y8fFR9erV1aJFC/n5+SlnzpwJvj44OFh+fn6aOnWqvLy8tGPHDj50jwdfnRQgVapUKlGihAoWLKgtW7bo999/T9T1oaGhr/3Yo0eP1rFjx7Ro0SLVrFnztecBAAAAAHrAmI+Xl5d2796t3r17a8aMGVq2bJmaNWum+vXrq0qVKnJxcYl2jdFo1K5du7R69WotWLBAwcHBaty4sX766Sd5enra4Fk4FhIwKYzBYNC9e/es8lh//fWX/Pz8NHLkSPaCBwAAAAA74+7ursmTJ6tTp07q16+ffv75Z82aNUseHh7KmzevcubMqcyZM+v+/fu6fv26Ll68qIcPH0qSKlWqpNGjR6t06dI2fhaOgwQMLOLFixfy9fVVmTJl1LNnz0Rf7+3tHeu569evK0eOTEkJDwAAAADwf9555x2tWbNG9+7d09q1a7Vx40ZdunRJJ06c0O3bt5UpUyblyJFDFStWVPXq1VWvXr1ELVfCSyRgYBEjR47U+fPn9ffff8vJKQV0sAIAAABgcQbeWlhUpkyZ1KpVK3avtRASMCnQ0KFDZTQaEzzeYDBo6NChCR5/5MgRjRw5Ut9//70yZsyoBw8eSJIiIiL0/PlzPXjwQB4eHjGuKYwUFBQU67mX1TGv35cGAAAAAABrIwGTwhiNRg0fPjxR1yQ2ATN58mSFhYWpR48e6tGjR5Rzixcv1uLFizV37ly1bNkyUXEAAAAASMEMsm4TXvr9wsxIwCRTMVW49O/fX+3bt7f4Y/fp00ctWrSIdrxJkyZ6//331bdvXxUqVMjicQAAAAAAYC9IwCRT/v7+evLkSZRj2bNnV/bs2S3+2AULFoxx16PUqVMre/bsqlixosVjAAAAAJAM0QMGDowETDJFkgMAAAAAAPtBAgaxWrJkidKnT6/atWvbOhQAAAAAsG4PGMDMSMAgVs2aNVPhwoXNloC5ePGiWeYBAAAAAMDRsIIuhalbt67ef//9BI9PzHbVAAAAAAAgZlTApDBnz57V6dOnbR0GAAAAACQeS5DgwKiAAQAAAAAAsDAqYAAAAAAA9s8g65YQUGwDM6MCBgAAAAAAwMKogAEAAAAAOAZ6wMCBUQEDAAAAAABgYVTAAAAAAAAcAyUEcGAkYJKhY8eOKSAgIMZzd+7ckSR99913MhqN1gwLAAAAAGBn7t69q3v37il//vwJGn/06FGdPHlSTZs2tXBkyQ8JmGToyJEjGjBgQJxj+vfvb6VoAAAAAAD2aty4cRozZozCw8NjHXPhwgXNmjVLo0aN0uLFizVu3DgSMK+BBEwyVL16dW3dujVJcxiNRlWrVs1MEQEAAABAUhms3IQ35TX8rV+/vsaMGaMCBQqYjj179kx169bVtWvX1Lt3bxtG5/hIwCRD2bNnV/bs2W0dBgAAAADAQdy8eVO7du1S9erVtXfvXuXMmVOS1KdPH508eVKbN29WxowZbRylY6OFEQAAAADAMThZ8ZbCZMuWTVu3btXDhw/VuHFjhYeHa/fu3Zo6daoGDBigKlWq2DpEh5cCX1YAAAAAAOC/PvjgAy1dulR//PGH/vnnH/n5+alo0aIaPHiwgoKCbB2ew2MJEgAAAADA/hlk3R4wKa8FjO7cuaPq1avr8OHDeu+99zR27FhduHBBDRs21J49e0jCJBEJGAAAAAAAUrirV6+qWLFimj9/vmrVqiVJOnXqlNq2bavHjx9r4cKFcnFxsXGUjo0lSAAAAAAAx0APGItJly6d3nvvPdWrV0/z58/XyZMn1bRpU73//vuSpJo1a8pgSIFlQWZEBQwAAAAAACnQli1btHjxYklS+vTptXnzZlWqVEmtWrXSxIkTtWvXLrm7u6t06dK6ePGijh8/ritXrkiSdu/eLaPRGGW+8uXLW/05OBISMIhVy5YtTVuPAQAAAACSj++++04DBgyQ0WiUwWDQ5s2bVaNGDRUrVkx//PGHunfvrvnz56tixYoyGo06duyYWrVqJYPBIKPRqIoVK0abMzw83AbPxHGQgEGs5syZY+sQAAAAAOD/s2YT3mQuQ4YMatasmVKlSqV58+apTp06+vHHH5UuXTrlzp1bDRs2VKtWrbRixQpJUnBwsPr27avt27fr4MGD+vbbb238DBwPCRgAAAAAAFKY9u3bq0OHDurfv78MBoOmTZumrl27KkOGDHrw4IHGjh0ro9Go//3vf0qVKpXu37+vUaNGqU+fPjp48KBGjRpl66fgcFJgayEAAAAAgENyMljvlsz9t6HuV199pR07digkJEQhISG6ceOGvv/+e9WvX1/h4eE6d+6cjSJNPqiAAQAAAAAAKlWqlObMmaO//vpLqVOn1tWrV9W/f3/t3LlTL168sHV4Do8ETDLXtm1bzZ49O0lz5MqVS//++695AgIAAACA12GQdddwJP8imBhVrVpVISEheuONN9S0aVPdv39fp0+flru7u61Dc3gkYFIAo9GoSpUqme6fPXtWV69ejXJsx44dypUrl956660ox7y8vPThhx9aMVoAAAAAgK20aNFC69ev10cffaQBAwaoQoUKWr9+vRo1amTr0BweCZgUwGAwaPv27ab7Xbt21ZQpU6Icc3JyUpMmTTRmzJgoxz7//HNNnDjRqvECAAAAQIxSQG8WW5o3b55Wr16tUaNGKVeuXMqVK5cqVaqk/v37q0GDBkqVKpWtQ3RoNOEFAAAAACCFe/78uXr16qV69eqpb9++puP9+/fXhQsXNGvWLBtGlzxQAQMkR67pbB2BfTNG2DoC+xV6z9YR2DeP7LaOwL4Z+LMiTsYwW0dg3yJo7hin8FBbR2Df+N0eB6OtA4CdMxpfvkZcXV3Vq1cvffXVV1HOV61aVcWKFdPUqVPVrl07W4SYbPCXEgAAAADAMbCGw+x69OihL7/8UpL07bffxjhm9uzZypMnjySpZMmSatmypbXCS1ZIwAAAAAAAkEJlzZpVWbNmjXNM8eLFTf9u1KgRDXlfE/nDZGjkyJHy8fFRQECAwsIodwYAAACQTBgM1rulAEajUbdv307yPIcPH1ZoKEsl40MFTDJ06dIlBQQE6Ndff7V1KAAAAAAAO3X9+nXlypVLjx8/lru7u/bs2aNdu3bFe12aNGnUtWtXSdLRo0f1ySefqFWrVpowYYKFI3ZsJGCSoenTp6tt27batGmTZs+ercuXL9s6JAAAAABIupRRmGJVkU14JWnbtm0aOnRovNfkyJFDXbt21Z07d1S3bl3lzZtXfn5+FowyeSABkwwZDAaVLFlSJUuW1OXLlzV79mxbhwQAAAAAsEOG/yy3Sp06tYKDg+O9zmg0qnnz5goLC9PGjRuVLh07scaHBAwAAAAAwDGkkN4s1mQ0GnXs2DGVLl1a0suEjKura7zXjRo1Sjt27NCOHTuUI0cOS4eZLJCAAQAAAAAgBStbtqzeeeedKFUshQsX1vXr1+Xs7CwPDw9lyJBBmTNnVv78+fX+++8rd+7c8vf3V5kyZWwYuWMhAZNCBAQEmNb2XbhwIdoxSTp79qzWr18f5boLFy4oICBAn332mfWCBQAAAABYzfjx47Vu3Trt2rXLVP3Ss2dP3b9/X2FhYXry5IkeP36sa9eu6dChQ/r5558VERGhJk2a6NNPP1W2bNls/Awcg8H46jtwJDtt27bVrFmzoqzri/wvT8yx8PBwa4SbIN7e3pJCFXTxF1uHYr9Sudk6AvtmjLB1BPbryVVbR2DfPLLbOgL7ZuBznTgZw2wdgX178cTWEdg3Z3dbR2Df+N0eK+98jSS5KSgoyNahJIm3t7f0+LYu+1mv2uLNQfultFkc/msXl2vXrkXZBWnw4MEaN26cnjyJ+2fy/fv3NXfuXPn5+Slr1qzauXMnSZgE4C+lZK5Vq1YqV66crcMAAAAAANg5Z2dnhYWFacSIEYqrVsPNzU19+vRRjRo1VLFiRXXq1Em//MIH5PEhAZPMlS1bVmXLlrV1GAAAAACQNAZZtwlvCun3+2qiJbLXy6RJk+K8Jm3atOrTp48KFy6sCRMmqEWLFjp8+LBKlChh6XAdmpOtAwAAAAAAANaXPn16DR061NT3pVevXrp165ZOnTqlPXv26NatWzHeIvuKSlKzZs301ltvaf78+bZ6Gg6DBAwAAAAAwDE4WfGWAqRNm1aDBw9W69attW3bNtPxyZMn65133pEkXb9+XeXLl9eMGTMUHBwc4zxNmzb9v16diEsKeVkBAAAAAICYLFiwQGfOnIlyLHJp0uPHjxUaGqr27dsre/bsatWqle7fvx9l7LBhw9S7d2+rxeuoSMAkQ3379tWaNWvMMtfvv/+u1q1bm2UuAAAAAEgSg8F6N0iS8ufPrz/++EMnTpxQ165dtWzZMr333nv69ddfbR2awyEBkwz99ddfatiwoYYNG5ak7aOnTp2qatWq6ejRowoLY+tMAAAAAEgujh07pmnTpmnatGmSpJ07d5ru//HHH5KksLAwvXjxQi9evNDbb7+tkSNHavfu3cqUKZN8fHz0008/2fIpOBx2QUqGAgIC1LlzZw0bNkxLlizRmDFjVLdu3QRfv2PHDvXq1UtHjhxR3bp1tXDhQjk781IBAAAAgOQiMDBQ3bt3N91fvny5li9fHmWMm5tbjNdWqFBBzZo10zfffKMCBQqoRo0algw12eBddTKUKlUqTZs2TVWqVFGfPn30+eef66233tLnn38uHx8fFSpUSJkyZTKNf/jwoc6ePauAgACtXr1ax44dU9asWTVt2jS1bdvWhs8EAAAAAF7ByiCz+frrr9WkSZNox41Go3744QeNHz9efn5+MV6bJ08eNWzYUGfPnlXjxo116NAhvf3225YO2eGRgEnGGjZsqLp162rKlCmaP3++xo4dq++//16S5OrqKk9PT92/f18hISGSXn6jFShQQEOHDlWPHj2UNm1aW4YPAAAAALAQd3d3ubu7x3guXbp0kqT+/fvr5s2bMhgMypo1a7Rxq1atUvHixTVs2DAtWLDAovEmByRgkjkXFxd1795d3bt317///qsNGzbo0qVLunbtmm7fvq1MmTIpR44cypUrl6pXr67ChQvbOmQAAAAAiIG1m+OmjHKbiRMnauzYsVGOPXr0yPTvhQsXql+/fqpZs6batWun2rVrm87lyJFD33zzjQYMGKARI0Yod+7cVovbEZGASUHy5Mmjjh072joMAAAAAICdKF26tLp16xbl2NatW7Vt2zZJUosWLeTs7KyFCxfKx8dH1apV06RJk1SgQAFJUtu2bTV8+HB9//33mjx5stXjdyQkYAAAAAAAjiFlFKVYVdmyZVW2bNkox549e6atW7dKkrJkyaJu3bqpW7duWrVqlbp3767z58+bEjAZMmTQt99+q1KlSlk9dkdjMBqNRlsHASSGt7e3pFAFXfzF1qHYr1QxdyvH/zFG2DoC+/Xkqq0jsG8e2W0dgX0z8LlOnIxhto7Avr14YusI7JtzzH0a8H/43R4r73yNJLkpKCjI1qEkibe3t/Tkji6P+chqj/nmt3ulNJkd/mv3Oh4+fKjg4GC9+eab0c6FhobGujsS4sZfSgAAAAAAx2DVHjApV/r06ZU+ffoYz5F8eX1Otg4AAAAAAAA4jqtXrypTpkzKmTOnSpUqpa5du+rSpUu2DsvuUQEDAAAAAEAKdObMGR04cCDB42vWrKksWbLowYMHGjNmjB49eqSrV69q8+bN2rNnjw4fPmzBaB0fCRgAAAAAgP0zyLprOFLAaqetW7eqS5cukqT42sMaDAbt2LFDWbJkUeHChVW4cGHTuZYtW6pkyZIWjTU5IAEDAAAAAEAKtm7dOrm7x9/su2jRojEeT506tcLDw80dVrJDAgYAAAAA4BhowmsRn3zySYISMFLMlTJnz55VqlSpzB1WskMCBgAAAAAA6NmzZ9GOpU6dWob/S3z98ccfKlOmjOn+q9577z2Lx+foSMAAAAAAABwDBTAW8/DhQ73xxhsxJlfc3d2VN29eZcuWTT4+PsqXL1+U8xkzZlTz5s2tFarDIgEDAAAAAEAK5+bmpgEDBkRJwISFhSk4OFj37t3TxYsXtWPHDhmNRn388ccaPny4KlWqZLuAHRAJGAAAAACAY6AHjMW4ubnJz88vzjF3797Vhg0bNG/ePFWpUkWNGjWSv7+/MmTIYKUoHZs1N/ECAAAAAAB2JqZlRzHx9PTUl19+qa1bt2rlypX67bffVKFCBd24ccPCESYPJGAAAAAAAEihjEaj0qdPLzc3t3hvu3fvNl1Xr149HThwQA8ePNDHH3+su3fv2vBZOAaWIAEAAAAAHAIrkMyrUKFC8vX1TfD4bNmyRbn/9ttva8OGDSpXrpxat26ttWvXmjnC5IUETDIVHBysR48eKVeuXNHOValSRbVr19Y333xjg8gAAAAAAPbgk08+0c2bN1WoUCF98MEHCbrm4cOHGjZsmLJnz67evXurcOHCmjp1qv73v//p559/VuvWrS0cteNiCVIy1b9/f+XNmzfGc4GBgTp9+rSVIwIAAACAJDIYrHdLIZo3b65FixZFOz5kyBB5e3tHO54+fXqtW7dOfn5+CgkJkSQ1adJE3377rerVq2fpcB0aCZhkzGg02joEAAAAAIAdMxqNMb53fPToka5fvx7jNU2aNNGTJ08UEBBgOjZ69GhlypTJYnEmByxBSqFOnTqlOXPmxDvO29tbFStWlKurqxWiAgAAAIA4pJzCFKsKDAxUt27dohz7/fffJUndu3ePlqC5fPmyjEajli1bpoYNG1otTkdHAiaF2r17t+kbKi4Gg0GtWrXSrFmzrBAVAAAAAMDajh49qqNHj0Y7bjAYNGnSpFiv27Bhgx4/fqy0adNaMLrkgwRMClW9enV16dIlzjFGo1EjR47U1q1brRQVAAAAAMTBiRIYS+jWrZvGjRsX5ViPHj00efJkhYWFxXjNsGHDNGLECK1evVpffvmlNcJ0eCRgUqg333xTtWrVinfc5s2bNWPGDCtEBAAAAACwBScnJzk5RW0RmypVKtO5mDRs2FB+fn5avHgxCZgEogkv4hQREaEXL17YOgwAAAAAgBUVK1ZMDRo0iPV8kSJFlCtXLgUGBio4ONh6gTkwKmAQp9DQUKVPn97WYQAAAAAATXgtICIiIsbjLVu2VMuWLeO8dvv27cqRI4c8PDwsEVqyQwUM4tSrVy/dvHnT1mEAAAAAAOzMW2+9RfIlEaiAQZwKFixo6xAAAAAA4GX1i8GKJTBU28DMSMAkU2+++aZKlChh6zAAAAAAAA7u8uXL2rZtW7zjWrVqZYVoHBcJmGSqb9++6tu3b4znypQpo3z58lk5IgAAAABIIgeuSrly5Yr69eun3377TU+ePFGxYsXUr18/1alT57Xn7N+/v0aPHi1JMhqNrzXHihUrdOrUqVjPDxo0SEePHtVXX30lQzwVSCRg4kYCJoWYNGmScuXKpfr162vv3r22DgcAAAAAUoxLly6pdOnSunXrljw8PJQpUybt27dPPj4+mj59utq2bZvoOf/66y99//33SY5tyZIlWrNmTYznDAaDBg0apGLFisnf3z/aeaPRqA4dOih79uwaOnRokmNJ7gzG102TwW6NGjVKuXPnVrNmzUzHypUrp3379qlly5aaOHGi0qVLZ8MIk8bb21tSqIIu/mLrUOxXKjdbR2DfjDF3eoekJ1dtHYF988hu6wjsm4HPdeJkDLN1BPbtxRNbR2DfnN1tHYF943d7rLzzNZLkpqCgIFuHkiTe3t7Sszu6MrWy1R4zV8dAyT2zWb52tWrV0saNG9WwYUPNnz9f7u7uWrZsmZo2bSpXV1edP39eXl5eCZ4vPDxcZcqU0YULF+Tk5KQ7d+68dgXM4cOHY9x45ccff9T27dsVHh4e5/VOTk565513dOLEidd6/JSEv5SSoY0bN2rv3r26ePGiBg4cKEnasGGDunXrprlz52rHjh3q3bu3UqdOneA5v/jiC6VNm9ZSIQMAAABAsnTq1Clt3LhRnp6emjt3rtzdXyZUGzdurMDAQE2fPl3Tpk3TiBEjEjznxIkTdejQIY0bN04//fST7ty589rxxdY79Jdf+MDb3EjAJEO//vqrGjdurCFDhujixYuaPXu20qdPrzlz5qhy5cpq166dOnfubBofX6bUYDCoUqVKJGAAAAAAIJF+/fVXSVLt2rWVJk2aKOe++OILTZ8+XevXr09wAubixYsaNGiQcufOrU6dOumnn34ye8ywDBIwyVD69Om1fv16NW3aVHPnzlXatGk1ceJESVKLFi1UoEAB1a5dW8HBwWrdurW+/PLLeOdMTDkcAAAAAFiEAzbhPXLkiCSpatWq0c5VqFBBrq6uOnHihJ4/fy5XV9d452vbtq2ePn2q6dOny82N1gOOhARMMuXs7KwlS5aoWrVqmjx5st5880317NlT0stdkLZv364qVapo3rx5qlu3rj777DMbRwwAAAAAyc/58+clSTly5Ih2zsXFRZ6enrp+/bouXbqk/PnzxznXvHnztHXrVrVu3Vo1atSwSLywHBIwyZizs7NWrVql0qVL69tvv1WRIkVUvXp1SVKxYsX022+/qUKFCmrUqJF2796t4sWL2zhiAAAAAIiDk3VLYK5fv/5/m4DELCENeh8+fChJ8vT0jPF8ZAImclxsbt26pW+++UZeXl4aP358vI8bn6NHjyowMDDW88ePH5ckTZgw4bUb/CIqEjDJXMaMGfXrr79qzZo10UreihcvrgULFmjjxo0qVqyYjSIEAAAAgOQrJCREkmLdiTZ9+vSSpGfPnsU5T9euXXXv3j0FBAQoQ4YMSY5r165d6tmzpwwGQ5wJlm+++SbJj4WXSMCkAAUKFFCfPn1iPFe/fn3Vr1/fyhEBAAAAwGuwcg+YHDlyJHkb6sjdZ2OrcHnw4IEkycPDI9Y5AgICtGzZMn355ZeqXbt2kuKJVL16dc2dOzfW87NmzdKePXs0Z86cWMcYjUa1atXKLPGkBCRgUri///5b8+bN05gxY+TszMsBAAAAAMwpslrl7t27MZ6PPB5XVUuHDh0kvdwBqU6dOlHO3bx5U5JMx0ePHq333nsv3rgKFSqkQoUKxXp+x44d2rNnj1q0aBHnPCRgEo533CnclClTNGvWLDVo0EAfffSRrcMBAAAAgFgYJIM1S2DM81j58+fXvn37dO3atWjnnj9/rrt378rFxUW5c+eOdY7IKpzdu3fHOiYgIECS1KtXryRGDEtxsnUAsJxHjx7p448/1vLly2Nc0xccHKxFixbJaDSqefPmeuutt2K8FS1a1AbRAwAAAIDji9zsZMuWLdHO7dy5Uy9evFDRokXjXJFgNBpjveXJkyfKmIoVK1rkeSDpSMAkY2fPntW+ffvUtGlTvfvuu6aMaCQ/Pz89ffpUn3/+uf799195eXkpd+7cppvBYNDFixeVK1cuGz0DAAAAAHBstWvXlsFg0MaNG/Xo0aMo55YvXy5J+uyzz2wRGqyMBEwyFplBHTlypJ48eaK6detq0KBBkl52vJ4wYYJq166tOnXqyGAw6Ndff9X27dtNt6+//tp0HAAAAABszmDFm5m8/fbb8vHx0b179+Tr62va7Wjp0qWaPXu23N3d1b59e9P40aNHy8vLS/PnzzdfEHFYsmSJBgwYEO12+PBhqzx+SkIPmGTOYDCoQYMG6tatm7p27aqRI0fq0KFDOn36tLJmzaoZM2bEWAoXeS0AAAAAIGkmT56sAwcOaNWqVcqcObMyZcqkoKAgGQwGTZkyRdmzZzeNnTRpkm7cuCF/f/94G+Caw+rVq/XLL7/EeC7yPeHRo0f1008/WTyW5I4ETArh7u6umTNnKk+ePBo0aJAMBoM2bNigHDly2Do0AAAAAIifQdZtwmvGh/L29tahQ4fUt29fbdq0Sffu3VPZsmU1cOBA1apVK8rYLl26aMqUKWrXrp35AojDmDFj1Ldv3zjHXL58Oc7tqJEwJGCSoVu3bunnn39W+fLloxy/du2aVqxYIWdnZ4WFhWnTpk2qUaOGjaIEAAAAgJTDy8tLCxYsiHdc//791b9//wTPe/HixaSEpbx58ypv3rxxjqlQoYL2798f6/nUqVMnKYaUggRMMrRnzx71798/yjfB2rVr1aFDBz1//lybNm3S8uXL9dNPP6l27do2jBQAAAAAEoEuCTbxxhtvqHTp0rYOw+HRhDcZql+/vhYsWKCsWbPKaDSqatWq+vzzz1WoUCEdPHhQn3zyicaPH698+fLJ19dXd+/elSQ9efJEz549M91CQ0MlSSEhIbZ8OgAAAAAAODwSMMlUs2bNdObMGY0YMULXrl1T6tSp9cMPP5hKyzw8PLRw4ULdvHlTfn5+MhqN8vLyUtq0aU23oUOHymg0Kk2aNKZO3QAAAABgM04G692QYEldBpVSsAQpGXN1dVX//v1VpEgRNW3aVFWqVNHatWtVoUIFSVLp0qXVqFEjLV26VM2aNYtz3Z+Li4u1wgYAAAAAWElgYKCOHj2qHj16JPra69ev69tvv9WyZct08eJF5cyZ0wIRJh8kYFKAOnXqaPLkyerQoYOaNGmiixcvys3NTdLLDttLlixRxowZNXz4cBtHmhgGyZDK1kHYrzAqluJkjLB1BPbL2cPWEcCRhbNkNU4RYbaOwL6lcrN1BPaNv3viFvHC1hEADmv16tWaMmVKohMwK1euVNu2bXX//n3VrVvXQtElLyRgUojWrVurfPnyGj58uNzc3PT06VP5+vrq9u3bKlSoUJR95wEAAADALllzG+oU7MMPP4zxuMFg0P79+zV06FANHz5cBQsW1Nq1a1WuXDkrR+iYSMCkIO+//74qVqyof//9V3Xq1NGVK1c0evRotWjRQmnSpLF1eAAAAAAAO3Dw4EGlS5dOnp6epmP37t3To0ePJElZsmRRx44d9f3338vd3d1WYTocEjDJ0NWrV/XPP/9EO37p0iUtWbJE3bp1kyT98MMPyp07t/bu3RvvnNWqVTN7nAAAAACQKFTAWI2vr68mTpxout+jRw9NmjRJktSpUydbheXQSMAkQ7/++qvat28vw39+OK1fv17r16833W/Xrp0kyWg0SlK08ZHnDAaDwsPDLRgxAAAAAMCexfR+UZJu3LihdevWqW3btlaOyPGQgEmGPv30UwUEBJjuG41G1alTR8WKFZOrq6sOHjwoo9Go/Pnzy9fXV8WKFbNhtAAAAACQQFTA2I3ffvtNP/74o7Zs2SKj0aiPPvpI7733nq3DsmskYJKhXLlyKVeuXNGOly9fXhMnTlRQUJBWrVqllStXatCgQSpWrJhat26tVq1aycODHVAAAAAAALELDAxUzZo1lT59evn6+srHx0f58+e3dVh2z8nWAcD6vL291bVrV+3cuVNnz55VqVKl1KtXL+XJk0eTJk0yLUkCAAAAALticLLeLQUwGo2KiIiI9X5sSpYsqRkzZujatWuaNWuWfHx85ObmZslQk4WU8aqCfH19Y9xKLG/evPL399fJkyf1wQcfaNSoUdq5c6cNIgQAAAAAWMsnn3wiZ2dnTZs2TUajUalSpZKzs7NcXFxi7fcSKV26dGrTpg0rKBKJJUgpxM8//xzn+Tx58mjz5s0KCQlR6tSprRQVAAAAAMAWPvnkE2XPnj3acaPRqGXLltkgouSPBEwydeLECV2+fDlJcxgMBr311lus5QMAAABgewZJTlZswpvM+/0OHDgw1nPxJWAePHigadOm6e+//9a5c+d0+/ZtrVy5UsWLFzd3mMkKCZhkasqUKZo+fXqir4vcdvrVf3/33Xfq3bu3uUMEAAAAADigJ0+eqH///nJxcZG3t7c8PT31+PFjW4dl90jAJHNz5sx57WvDw8M1duxYLV68mAQMAAAAABszWHkb6mReApME2bNn17lz55QnTx45OdFaNqFIwCRzLVq0SPDYgIAAXbx4UV26dDEd27Vrl1avXm2J0AAAAAAADsjJyUn58uWzdRgOhwRMCnD8+HFNnjxZRYsWVZEiRVS8eHGlSZPGdH7Pnj3q1q2bjhw5osKFC6tx48bKmjWr6XxoaKgtwgYAAACAqFLI9tD24I8//pCfn5/p/v79+6P8++zZs2revHm8Oybh/yMBkwJcv35dy5Yt04wZM2QwGOTs7KwyZcqoatWqOnfunBYuXKjcuXNryZIlatSoUZRrnz9/roIFC9oocgAAAACALRw4cEAHDhyIciwy2RIQEKBRo0ZpzJgxGj9+vKpXr26LEB0OCZgUoFq1arp//74uXLigw4cP688//9ScOXO0e/duGY1GOTs7q3fv3mrQoEG0a8eOHSsvLy8bRA0AAAAA/0G1hVXcuXMnzvNDhgxR5syZNWrUKNWqVUtDhgzRoEGDrBSd46J+KwXJly+f6tatq0ePHunWrVsqX768pk2bpoIFC6pz5856++23NX36dBmNRtM1JF8AAAAAIGX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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：04_sensitivity.png ← outputs/student_run/figures/04_sensitivity.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 交付图同步：从图件追溯表读取本次真实运行图，更新 Notebook 预览和 PPT 使用的四张标准图。\n",
    "from pathlib import Path\n",
    "import csv\n",
    "import shutil\n",
    "from IPython.display import Image, display\n",
    "\n",
    "_figure_dir = CASE_ROOT / \"notebook\" / \"figures\"\n",
    "_trace_path = CASE_ROOT / \"notebook\" / \"FIGURE_TRACEABILITY.csv\"\n",
    "with _trace_path.open(\"r\", encoding=\"utf-8-sig\", newline=\"\") as _stream:\n",
    "    _trace_rows = list(csv.DictReader(_stream))\n",
    "if len(_trace_rows) != 4:\n",
    "    raise ValueError(f\"图件追溯表应有4条记录，实际 {len(_trace_rows)} 条\")\n",
    "\n",
    "for _row in _trace_rows:\n",
    "    _source_rel = Path(_row[\"student_output\"])\n",
    "    if _source_rel.is_absolute() or \"..\" in _source_rel.parts:\n",
    "        raise ValueError(f\"图件来源路径必须位于案例目录内：{_source_rel}\")\n",
    "    _source = CASE_ROOT / _source_rel\n",
    "    if not _source.is_file():\n",
    "        raise FileNotFoundError(f\"本次运行没有生成追溯表登记的图：{_source}\")\n",
    "    _target_name = (_row.get(\"delivery_output\") or \"\").strip()\n",
    "    if not _target_name or Path(_target_name).name != _target_name:\n",
    "        raise ValueError(f\"交付图名无效：{_target_name!r}\")\n",
    "    _target = _figure_dir / _target_name\n",
    "    if _source.resolve() != _target.resolve():\n",
    "        shutil.copy2(_source, _target)\n",
    "    print(f\"交付图已更新：{_target_name} ← {_source_rel.as_posix()}\")\n",
    "    display(Image(filename=str(_target)))\n"
   ]
  }
 ],
 "metadata": {
  "case_id": "05",
  "execution_status": "executed_with_saved_outputs",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  },
  "real_data_claim": false,
  "synthetic_demo": true
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
