{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9ca82e2f",
   "metadata": {},
   "source": [
    "# 案例 03｜ERA5-Land热浪识别与空间分布\n",
    "\n",
    "**案例特有算法：**百分位阈值、热浪事件与持续时间。\n",
    "\n",
    "本 Notebook 用固定种子生成730日合成日最高温。前365天用于计算固定的第90百分位阈值，后365天用于统计热浪日数；这里不分析夜间高温，也没有做多年趋势检验。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4317612",
   "metadata": {},
   "source": [
    "## 第1步｜生成并检查日最高温度\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": "5d975f16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:30.962594Z",
     "iopub.status.busy": "2026-10-13T11:47:30.962454Z",
     "iopub.status.idle": "2026-10-13T11:47:31.407196Z",
     "shell.execute_reply": "2026-10-13T11:47:31.406675Z"
    }
   },
   "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": "107243f2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:31.408849Z",
     "iopub.status.busy": "2026-10-13T11:47:31.408669Z",
     "iopub.status.idle": "2026-10-13T11:47:31.781753Z",
     "shell.execute_reply": "2026-10-13T11:47:31.781282Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据状态：固定种子合成日最高温（不是 ERA5-Land 实测数据）\n",
      "日数：730；温度矩阵形状：(730, 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\"/'03_era5-heat-extremes',_parent/'03_era5-heat-extremes'])\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 percentile_threshold, heatwave_mask, longest_run\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(103); days=np.arange(2*365); ny,nx=8,10\n",
    "season=27+8*np.sin(2*np.pi*(days%365)/365)[:,None]; spatial=np.linspace(-3,3,ny*nx)[None,:]\n",
    "tmax=season+spatial+rng.normal(0,2.2,(len(days),ny*nx)); baseline=tmax[:365]; threshold=percentile_threshold(baseline,90,axis=0); mask=heatwave_mask(tmax,threshold,3); eval_tmax=tmax[365:]; eval_mask=mask[365:]; eval_runs=longest_run(eval_mask)\n",
    "\n",
    "print(\"数据状态：固定种子合成日最高温（不是 ERA5-Land 实测数据）\")\n",
    "print(f\"日数：{days.size}；温度矩阵形状：{tmax.shape}；网格：{ny}×{nx}；单位：°C\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee25a178",
   "metadata": {},
   "source": [
    "## 第2步｜计算前365天 90 分位阈值\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": "f67e882b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:31.783344Z",
     "iopub.status.busy": "2026-10-13T11:47:31.783157Z",
     "iopub.status.idle": "2026-10-13T11:47:32.043706Z",
     "shell.execute_reply": "2026-10-13T11:47:32.043228Z"
    }
   },
   "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(days[:730],tmax[:730,30],lw=.8,label=\"第31网格最高气温\"); ax.axhline(threshold[30],color=\"crimson\",ls=\"--\",label=\"第90百分位阈值\"); ax.fill_between(days[:730],threshold[30],tmax[:730,30],where=tmax[:730,30]>threshold[30],color=\"crimson\",alpha=.25); ax.legend(); ax.set(title=\"合成教学数据：极端高温阈值\",xlabel=\"日序号（合成序列）\",ylabel=\"最高气温（℃）\"); fig.tight_layout(); fig.savefig(out_dir/\"01_spatiotemporal_overview.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebd67432",
   "metadata": {},
   "source": [
    "## 第3步｜识别连续至少3天热浪\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": "ffb63589",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:32.045416Z",
     "iopub.status.busy": "2026-10-13T11:47:32.045119Z",
     "iopub.status.idle": "2026-10-13T11:47:32.238278Z",
     "shell.execute_reply": "2026-10-13T11:47:32.237824Z"
    }
   },
   "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(eval_mask.sum(0).reshape(ny,nx),cmap=\"OrRd\"); fig.colorbar(im,ax=ax,label=\"热浪日数（天）\"); ax.set_title(\"合成末年（365日）热浪日数（连续≥3日）\"); 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": "778685b0",
   "metadata": {},
   "source": [
    "## 第4步｜查看末年热浪日数空间图\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": 5,
   "id": "e351983c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:32.239838Z",
     "iopub.status.busy": "2026-10-13T11:47:32.239683Z",
     "iopub.status.idle": "2026-10-13T11:47:32.366971Z",
     "shell.execute_reply": "2026-10-13T11:47:32.366600Z"
    }
   },
   "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)); ax.hist(eval_runs,bins=np.arange(eval_runs.max()+2)-.5,color=\"#e67e22\"); ax.set(title=\"合成网格：各像元最长连续热浪日数分布\",xlabel=\"持续天数\",ylabel=\"网格像元数\"); fig.tight_layout(); fig.savefig(out_dir/\"03_spatial_diagnostic.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "972a20d0",
   "metadata": {},
   "source": [
    "## 第5步｜比较百分位阈值敏感性\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": "c641b838",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:32.368507Z",
     "iopub.status.busy": "2026-10-13T11:47:32.368167Z",
     "iopub.status.idle": "2026-10-13T11:47:32.529106Z",
     "shell.execute_reply": "2026-10-13T11:47:32.528559Z"
    }
   },
   "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)); qs=[85,90,95]; vals=[]\n",
    "for q in qs: vals.append(heatwave_mask(eval_tmax,percentile_threshold(baseline,q),3).mean())\n",
    "ax.plot(qs,vals,\"o-\"); ax.set(title=\"百分位阈值敏感性\",xlabel=\"百分位数\",ylabel=\"被判定为热浪的日数比例\"); fig.tight_layout(); fig.savefig(out_dir/\"04_sensitivity.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be5b8622",
   "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": "4cb4b0f0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:32.530747Z",
     "iopub.status.busy": "2026-10-13T11:47:32.530606Z",
     "iopub.status.idle": "2026-10-13T11:47:32.548891Z",
     "shell.execute_reply": "2026-10-13T11:47:32.548507Z"
    }
   },
   "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_threshold_C</th>\n",
       "      <th>heatwave_fraction</th>\n",
       "      <th>max_run_days</th>\n",
       "      <th>minimum_duration_days</th>\n",
       "      <th>data_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34.9026</td>\n",
       "      <td>0.0343</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>synthetic_demo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean_threshold_C  heatwave_fraction  max_run_days  minimum_duration_days  \\\n",
       "0           34.9026             0.0343             9                      3   \n",
       "\n",
       "      data_status  \n",
       "0  synthetic_demo  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import shutil\n",
    "summary_df=pd.DataFrame([{\"mean_threshold_C\":float(np.nanmean(threshold)),\"heatwave_fraction\":float(eval_mask.mean()),\"max_run_days\":int(eval_runs.max()),\"minimum_duration_days\":3,\"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": "75529dcd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:47:32.550565Z",
     "iopub.status.busy": "2026-10-13T11:47:32.550421Z",
     "iopub.status.idle": "2026-10-13T11:47:32.569766Z",
     "shell.execute_reply": "2026-10-13T11:47:32.569427Z"
    }
   },
   "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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",
      "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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      "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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xxRdydXWVFJfQOHDgQLLKm6pVq6aNGzdqz549CSZgjhw5YpmXXGPGjNH3338fb7xHjx764Ycf5O3trU2bNkmK66r0/fffq23btkmu2adPH82aNUtLlizRxYsXk5xr7sj0uK5evao8efJYOjfNmzdPzz33nPz9/VW/fn1FRkbKxcVF77//vk6cOKEJEyZo2bJl+vPPP7VhwwZLAmbr1q0yGAwJlv9IcQf0SoqXkKtdu7Z8fHws3y9cuNDqurOzs1566SUtWrRIrq6uWrRokZydnSXFHT68bt06DR06VPnz59fu3bvl7u6uWrVqJRjDiy++qGPHjunWrVsp/0EBAJAOKI4FAADJVrt2bR0+fFg1a9bUu+++q+joaKuvmTNnSor7MPzwtQe/zJ2E8ubNK2dnZ02aNMlyfogUd4bI8uXLlStXrkfGVLlyZUn3d2k87ODBg5adMilRpUoVmUwmy1e9evUs17y8vBQZGakrV65ow4YNunfv3iMTMC4uLtqxY4fKlSv3yGePGDHC6tkJfT3cvvlBTZs2VcWKFXXu3DlLaVDFihXVqVMn5cuXT2+//balXOjw4cN65ZVX5OrqqsKFC+vFF1+UJP3yyy+S4hJYgYGBqlatWoJtnSVpzZo1luc+aP/+/dq9e7fly7wjR5JiY2M1YsQILV26VFJcB6QHdx2dPHlS48ePt3RTWrx4sf777z/Z29sn+t7FihVTpUqVEr0OAEBGYgcMAABIkaQON925c6ckJXlYq8lkUnh4uCQpT548ic578LDYpJjPC0koAXP58mXduHFD5cqVk7u7e7LWS45SpUpJko4ePapZs2bJ3d1dzZo1e+R9DyaZbOnUqVNWbaCPHj2a6NyIiAgdPXrUsmOpVKlSqlChgnbs2KHjx49bzrnp0aNHgvfv3btX/v7+cnd319NPP211rWXLlgneExQUpDfffFNbt25VwYIF1bp1a02fPl0tW7bUihUrVK9ePW3cuFEGg8EqYZWc5FXHjh3j7bR5kHmHzYM++eSTJNuhAwCQFkjAAACQTZnLRtKTOQFTt27dROeEhYXJZDJJUpokRcw7Hg4fPhzv2oEDByQ9ujtRQiIjI63OeXmwM5R5N82KFSu0YsUK9enTx9JNKC2MGDFCI0aMSPX9Z86c0YkTJ1S+fHm1bdtWCxcu1JQpU+Tp6alOnTpJikvSlC1bVq1atdLy5cut7u/atas+/fRTzZ07V7/88ovc3NwS7Qw1ePBgmUwmtW3b1pLE+eyzz/T+++8nON9oNKp169b677//VK9ePS1ZskTe3t5ydHTUpEmT5OvrqyJFiujy5ctq2rSpZbdUchUuXDjeWTTS/XNqSpcuHS+J6OnpmaJnAACQGiRgAADIplxcXKzO30iuc+fO6e7duym+78KFC5Zyn9q1ayc6z1xmkjt3bjk6Oqb4OQ9zd3dXgQIFLAfn5s+f33Jt165dkpJOCCXmxIkTljNQzMzvVblyZeXKlUsTJ06Us7Nzgm2TH8eLL75oKQVKzIULF/T1118net18zkyxYsVkZ2envXv3av78+SpTpozq1q2rsLAwSQnvyunevbtGjBih8ePH6969e3r77bcTTJaZO085Oztr2LBhlnF3d/d48y9fvqwtW7aobdu2Wr58uWbOnKkhQ4ZY/gxMnDhRdevW1bfffqtjx46pWrVqCZ7D8yjff/99gveZk5GHDx9OVmkbAABpjQQMAADZ1FNPPZXmbaiT8v333ysmJkaNGzdO9KwQSQoJCZEU1wI5rZQtW1bXr1/XsWPHrM5qMSdgHhxLjvHjx1vaMifE0dFRTz75pHbt2qWBAweqSJEiioqK0v79+xM9JDYl6tWrp/feey/JOfv27Ut2AkaSpkyZIn9/f3Xv3l379u1TaGiopIR3IRUsWFBt27a1nAPTq1evBJ9hZ2enpUuXatGiRSpevHiiscTGxqpZs2Y6cOCAfvnlF3Xu3DnBHT6dO3dW586dE10HAICsjEN4AQDAYwsNDdWMGTMkxe2eSMqVK1ckSYUKFUqz55cuXVqSdPr0aavxXbt2ycnJKcUH8D4sNDRU27Zt0/Tp03X58mXduXPH0m2nQ4cOkuJ2eDz99NM6c+bMYz1LkqKiohQeHp7k16N2KQUHB0u6n4BxdnbW119/rStXrujYsWOWnUiJld+Yz7lxcXGRt7d3os9xdnbWm2++qbt37yo2NlZSXOlXqVKlLGfA2Nvba+HChcqbN6+6d++ubdu2JbjW6tWr1bVrV124cCHJdwMAICtiBwwAAHhsw4YNU1hYmKXTTlLMH66LFCmSZs/38vKSFHe464PPOXfunOrXr5+ikpOTJ09qy5YtOnLkiA4dOqSDBw/q3LlzluvVq1fXt99+azlT5Ndff1X16tV14sQJxcbGpsl7ffnll/ryyy8faw1zIuiTTz7RF198ISnuAORcuXKpdevWlh0wU6dO1aJFi9SsWTNNmDBBUlxXI/Pz7927py5dumjt2rVJHsD80UcfadmyZVq8eLFcXFx09uxZFShQwHK9UqVKWrhwofz8/NShQwft27cv3i6owMBAzZ07V9euXdOqVase6/0BAMhsSMAAAIDH8sMPP2jixImyt7fX1KlTk2wTLN0/DDWpkpWUeuqpp/Thhx9add3ZvHmzpLiSqpRYuXKlBgwYICmuxKZChQrq3LmzatSooRo1amjJkiVaunSpPv74Y/3999+aOHGimjVrptWrV6tixYpycXF57Pdp0aKFWrRokeSc8+fPWxIrCTEnYB61m+TatWu6du2apZvU4cOH1aFDB8XGxurtt9/Wr7/+qvXr1+uLL77Q0KFDE1wjODhYP/74o3Lnzq3q1atbHV78oJdeeknvvfeevv/+e/Xo0UPLli2TJM2ePVuRkZF6++23NX/+fK1evVpz587Vm2++mWTsAABkJSRgAADIpnbt2pWstr0PS275h9Fo1KhRoyxneXz55Zd65plnkhWXJFWoUCHFsSWmffv2at++vdXYpk2bJClZMT3ohRde0OTJk1WzZk1Vq1ZNrq6ukuLOMendu7d++OEHffHFFxo8eLACAgLUuHFjNW3aVJL0+eefP/7LSKpVq5Z69uyZ5Jx9+/YlmYBZs2ZNkvd36NBBixYtkr+/v+WMnG3btqljx466ffu2evTooZkzZ6pJkybq0KGDRowYIS8vL7311lvx1vrss88UGRmpoUOHPrJr0ZgxY3Tz5k298847lrF///1Xv/zyi8qXL68pU6boueee06effqp27dqlSUILAIDMgAQMAADZVEREhGW3SVrbvHmz3n//fQUGBkqSxo4dq48++shqTnR0tOzs7Kx2xAQGBurff/+VlLrORFLczo+aNWs+cp65xKZdu3bxduW8+uqrmjlzZoL3VaxYURUrVow3fuHCBQUEBGjy5Mnq06ePpLjDclevXq2hQ4fKxcXFsnPG3LI6uV2emjZtqgsXLlg6E02ePFkLFy5M8p6IiAhJ0l9//WWJd/fu3ZaEUVJu376tv//+WwaDQRUrVlR0dLQ+//xzjRkzRkajUS1bttT06dMlxSW3tm7dqsmTJ6t79+7677//NGHCBEvb7VWrVmnu3Lny9va2tJ42/7zN/w4e5OzsrDlz5li+N5lMlqRcuXLlVKJECT3zzDPauHGjJk+erA8//PCR7yNJffr00Z9//vnIeWXKlEmwPbuvr68WL16crGcBAJAaJGAAAMimGjRokOZdkNavX68PP/xQ+/btkyR5e3tr2rRpCZbLHD9+XE8++aTc3Nzk4uIig8GgkJAQGY1GVa9ePdUJGKPRqOvXryd7vvmw2QeZEx0pUaJECe3bty/eh/eKFSvq2rVrcnBwUL169XT37l0FBQXJ3d3dcgDuo5w6dUpnz561fH/9+vVkv2NYWJiOHj0qKS6ZkZhJkyZp3LhxcnFxUUhIiG7cuKGXXnpJ7u7u6tq1q+bOnSs7OzsNHjxYn3/+uVXSavz48TKZTJoyZYqmT5+umJgY/fDDD5LiuiuZ57i5uUmSfHx8ZG9vrxMnTuj555+3tMJ+mNFo1NGjR3X06FHVrl1bJUqUkCSNGDFCY8eOVfny5ZP1M5CkGzduWA4eTkpiO7yuXbuW7GcBAJAaJGAAAECyVatWTZcvX1ahQoXUq1cvffDBB8qTJ0+CcytXrqxq1arp0KFDunPnjiTJzc1N9evX17Rp0xLchZAcPj4+SSYabCmhmIsVK6bChQtr27ZtcnBwUJ48eVS7dm199dVXyV43LTonPUqDBg00cuRI3bx5U05OTnrhhRcsu4BGjRqlffv26dtvv9Vzzz0X714HBwdNnjxZ1atXj3dA8OrVqxUYGGjVaSp//vyaO3euvvvuO+3atUthYWGWDkkP8/DwUJMmTTRx4kTLWOPGjdW4ceMUvd+vv/6qX3/9NUX3AACQngymjPobDAAAyJKOHj2qUqVKpaizUGxsrOzs7FKddEHmERERIWdn54wOAwCALIcEDAAAAAAAgI3FL8YFAAAAAABAmiIBAwAAAAAAYGMkYAAAAAAAAGyMBAwAAAAAAICNkYABAAAAAACwMRIwAAAAAAAANkYCBgAAAAAAwMZIwAAAAAAAANgYCRgAAAAAAAAbc8joAPD43NzcFB0drUKFCmV0KAAAAAAAZDlXr16Vo6OjwsPDbfYMEjDZQHR0tGJjYzM6DAAAAAAAsqT0+ExNAiYbMO98CQ4OzuBIAAAAAADIery9vW3+DM6AAQAAAAAAsDESMAAAAAAAADZGAgYAAAAAAMDGSMAAAAAAAADYGAkYAAAAAAAAGyMBAwAAAAAAYGMkYAAAAAAAAGyMBAwAAAAAAICNkYABAAAAAACwMRIwAAAAAAAANkYCBgAAAAAAwMZIwAAAAAAAANgYCRgAAAAAAAAbIwEDAAAAAABgYyRgAAAAAAAAbIwEDAAAAAAAgI05ZHQAyHnCI2N0/EqYwiNj5ZbLXuUL55FbLv4oAgAAAACyLz71It0cvxKmef5n9fueCwqPirWMuznZ69WaXnrDt6TKF86TgRECAAAAAGAbBpPJZMroIPB4vL29JUnBwcEZHEniftxyWl+sPqKk/rQZDNKQ5hXVo2Hp9AsMAAAAAJDjpcfnanbAwOZ+3HJao1cdeeQ8k0mWeSRhAAAAAADZCYfwwqaOXwnTF6sfnXx50Berj+j4lTAbRQQAAAAAQPojAQObmud/Nsmyo4SYTNLP/kG2CQgAAAAAgAxAAgY2Ex4Zo9/3XEjVvcv2BCs8MiaNIwIAAAAAIGOQgIHNHL8SZtXtKCXCo2J14uqdNI4IAAAAAICMQQIGNhMembrky/372QEDAAAAAMgeSMDAZtxy2T/m/TTpAgAAAABkDyRgYDPlC+eRm1PqkjBuTvYqVyh3GkcEAAAAAEDGIAEDm3HL5aBXa3ql6t6qxfOxAwYAAAAAkG2QgIFNveFbUgZDyu/zPxWigYv36m4U58AAAAAAALI+EjCwqfKF82hI84qpunfZngtqOXmbjl0OS+OoAAAAAABIXyRgYHM9GpbWZ34VH7kTxmCQ2tfyVj5XR8vYyat31GrKVi3edd7GUQIAAAAAYDsGk8lkyugg8Hi8vb0lScHBwRkcSdKOXwnTz/5BWrYnWOFR91tUuznZ67Wa3nrd10flC+fRhVv31G/BHu05d8vq/tY1vTXqlcpydeJsGAAAAABA2kmPz9UkYLKBrJKAMQuPjNGJq3cUHhkjt1wOKlcod7wDd6Njjfrmr2Oasfm01XjZQrk1tXNNlS+cJz1DBgAAAABkYyRgkCxZLQGTEhsOX9GgJfsUei/aMubsaKdRraqoba3iGRgZAAAAACC7SI/P1ZwBg0ytaaXCWv1eQ9Uokc8yFhFt1IdL92vQ4n10SQIAAAAAZAkkYJDpeeVz0eKevnqnUWmr8d/2BKvV5G06cYUuSQAAAACAzI0EDLIER3s7DW5eUT++UUvuLve7JJ24ekctJ2/T0t3Zr/wKAAAAAJB9kIBBltK0UmGt6t/AqiTpXnSsPliyTx8soSQJAAAAAJA5kYBBluOd3zXBkqSluylJAgAAAABkTiRgkCVRkgQAAAAAyEpIwCBLM5ckVS+ezzJGSRIAAAAAILMhAYMsz1yS9HbDUlbjlCQBAAAAADILEjDIFpwc7DTEr5J+SKQk6TdKkgAAAAAAGYgEDLKV5xMpSRq0ZJ8+XLJP96JiMy44AAAAAECORQIG2Y65JKlHA+uSpCW7g9VqylZKkgAAAAAA6S5HJWDOnz+vLl26qFChQnJzc1P9+vW1YsWKFK8ze/ZsVa9eXS4uLvLy8lLfvn1169atROfv3r1bLVu2VPHixeXh4aGGDRtq3rx5j/EmeBQnBzt91qKSZr7+lPI6O1jGj1+hJAkAAAAAkP4MJpPJlNFBpIegoCDVqVNHV69elaurqzw8PBQcHPchfMaMGXrnnXeStc7HH3+scePGSZJKlSql4OBgRUdHq2LFigoICFDevHmt5i9dulTt27eX0WhU0aJF5eLiotOnT0uS3n33XU2ZMuWx383b21uSLO8Da+dv3FW/XwO19/wtq/G2T3lrZKsqcnGyz5jAAAAAAACZQnp8rs4xO2B69+6tq1evqk2bNrp+/brOnz+vhQsXymAwqH///rpw4cIj19ixY4fGjRsnZ2dnbd68WadPn9a1a9fk6+urI0eOaPDgwVbzw8PD9fbbb8toNGrWrFm6ePGiTp06pZ07d6pQoUKaOnWqAgICbPXK+L/iHpQkAQAAAAAyVo5IwBw9elRr1qyRp6en5syZIxcXF0lS+/bt9c477ygyMlLTpk175Drjx4+XJA0fPlwNGzaUJLm7u2vJkiWyt7fXrFmzFBZ2/8P8nj17dOvWLb300kt66623LOO1a9fW8OHDJUn//vtvmr0nEkdJEgAAAAAgI+WIBMyqVaskSX5+fnJzc7O61rZtW0l65FkwsbGxWrt2rSSpXbt2Vte8vLzk6+uriIgIbdiwwTJ+7do1SVKlSpXirdegQQNJ0sWLF1PyKnhMzSoX0ar+DVUtgS5JHy2lSxIAAAAAwDZyRAImMDBQktS0adN41xo1aiQnJycdOnRIUVFRia5x5swZhYaGqnTp0ipdunS86+a19+7daxmrWbOm7OzsdODAgXjzzSVPlStXTtG74PEV93DVkgRKkhbviitJOnmVkiQAAAAAQNrKEQmYU6dOSZKKFi0a75qjo6M8PT0VGxuroKCgVK3x4PjJkyctYyVLllSvXr20fv16LVmyxGr++vXrVahQIXXu3DllL4M0kVRJ0suTtmnZHkqSAAAAAABpx+HRU7K+27dvS5I8PT0TvO7p6alLly5Z5qV2jQfnmU2aNEn37t1Thw4dtG3bNn322Wc6duyYZs+erXXr1ilPnjzJegfzicwJuXTpUqKJISStWeUiWlU0r/r+Gqh9/++SdC86VgMX71PA6RB93pIuSQAAAACAx5cjdsBERERIUqLJDnPr6Hv37qX5Gjdv3lRoaKjc3d21YMECFS9eXC1btlSTJk1Uu3btlL0IbMJcktQ9gZKkV6Zs08mrdzIoMgAAAABAdpEjEjDOzs6S4u9OMQsNDZUkubq6pukat2/fVtOmTRUQEKAtW7YoODhYM2fOVN68ebVs2TJ16tRJkZGRyXqH4ODgRL/Y/fL4nBzsNLRFJc14qCTp2JUwtZy8Vb8HUpIEAAAAAEi9HJGAcXd3lySFhIQkeN08bp6XVmuMHDlS+/fv17p161S5cmU5OTnp9ddf19GjR+Xn56eFCxda2lEjc3ghgS5Jd6NiNWDRPn28dD9dkgAAAAAAqZIjEjDlypWTlHDL56ioKIWEhMjR0VE+Pj6pWuPBcfM8SZo9e7YaNGgQr9NRrly5tHDhQjk5OWnmzJkpexnYXGIlSYt2nackCQAAAACQKjkiAVOzZk1JcZ2HHrZp0yZFR0eratWqcnBI/ExiHx8feXh46OzZs1adjsw2bNhg9azr16/r5s2b8vDwSHC93Llzq1KlSrp582aiu2qQcShJAgAAAACkpRyRgPHz85PBYNCaNWsUFhZmdW3x4sWSpBYtWiS5hp2dnZo3by5JWrRokdW1c+fOKSAgQK6urnruueckxXVFyp8/v7Zv3245H+ZB4eHhOnXqlPLkyaP8+fOn+t1gW5aSJO/7pWWUJAEAAAAAUipHJGDKli2rli1b6saNG+rataulU9HChQs1a9Ysubi4qFevXpb5Y8aMkZeXl+bNm2e1zoABA2QwGDRq1Cht3rxZUtzhu+3atZPRaFTPnj0th/AaDAa99tprunr1ql555RWdOnXKss6VK1fUqVMnhYWFqUWLFrKzyxH/GrKs4h6uWtKrvt56mpIkAAAAAEDqGEwmkymjg0gPwcHBql27ti5fvixXV1d5eHgoODhYBoNBs2bNUrdu3SxzixYtqsuXL8vX11fbt2+3Wmfo0KEaPXq0JKlUqVIKDg5WdHS0qlSpIn9/f+XOndsyNzw8XI0aNdKePXtkMBjk4+OjXLly6fTp04qOjlaFChXk7+//2DtgvL29Le8I2/rr0GV9sGSfwiJiLGOuTvb68tUn9UoNrwyMDAAAAACQWunxuTrHbL3w9vbWrl271KVLF7m6uurGjRvy9fXVypUrrZIvktSvXz8VK1ZMPXv2jLfOqFGj9NNPP6latWq6dOmSChQooL59+2rbtm1WyRdJcnNz044dOzR16lQ1bNhQd+/e1dWrV1WrVi2NHTtW+/bto/woi3mhchGtTqAk6f1Fe/XJb/sVEU1JEgAAAAAgvhyzAyY7YwdM+ouKMWrMmiP6adtZq/EniuTR5E41VbZQ7oRvBAAAAABkOuyAATIpJwc7DX+5sqZ3eUp5HuiSdPRyXJek5YEXMjA6AAAAAEBmQwIGeAwvVqEkCQAAAADwaCRggMdk7pLU7emSVuML/6NLEgAAAAAgDgkYIA1QkgQAAAAASAoJGCANmUuSqiZQkvTpMkqSAAAAACCnIgEDpLG4kiTfeCVJv+6MK0k6dY2SJAAAAADIaUjAADaQy8H+/yVJNeOVJL08aav+2EtJEgAAAADkJCRgABt6sUpRreoXvyTpvYWUJAEAAABATkICBrCxEp5xJUld65e0GqckCQAAAAByDhIwQDrI5WCvES0TLklqSUkSAAAAAGR7JGCAdJRQSVI4JUkAAAAAkO2RgAHSGSVJAAAAAJDzkIABMgAlSQAAAACQs5CAATKQuSTpSa+ESpIOUJIEAAAAANkECRggg5XwdNXS3gmVJJ3TK1O26TQlSQAAAACQ5ZGAATIBc0nStM41lSeXdUnSy5QkAQAAAECWRwIGyEReerKoVvZvkGBJ0uDfKUkCAAAAgKyKBAyQyfh4uiVYkrRgxzm9OnU7JUkAAAAAkAWRgAEyocRKko5cuk1JEgAAAABkQSRggEyMkiQAAAAAyB5IwACZnLkk6U1fH6txSpIAAAAAIOsgAQNkAbkc7PV5qyqamkhJ0p/7LmZgdAAAAACARyEBA2Qhzf9fklTFK69lLDwqVv1/DdQQSpIAAAAAINMiAQNkMT6ebvqtd/14JUnz/1+SdOZ6eAZFBgAAAABIDAkYIAsylyRN6VRTuR8qSWoxcYtWUJIEAAAAAJkKCRggC/OrWlQr+8UvSepHSRIAAAAAZCokYIAsrmSBxEuSXqMkCQAAAAAyBRIwQDaQWEnS4f93SaIkCQAAAAAyFgkYIBsxlyRVLna/JOlOZAwlSQAAAACQwUjAANmMuSTpDUqSAAAAACDTIAEDZEPOjvYaSUkSAAAAAGQaJGCAbCypkqTPllOSBAAAAADphQQMkM2ZS5Jer2ddkvRLQFxJ0llKkgAAAADA5kjAADmAs6O9Rr1SRZM71YhXktRi0lat3E9JEgAAAADYEgkYIAdpUbVYgiVJfRcEaujyg5QkAQAAAICNkIABcpjESpJ+DghS62mUJAEAAACALZCAAXKgxEqSDl2kJAkAAAAAbIEEDJCDmUuSKhWlJAkAAAAAbIkEDJDDlSzgpmXv1leXeiWsxilJAgAAAIC0QwIGgJwd7TX6lSc1qWPCJUmr9l/KwOgAAAAAIOsjAQPA4uVqxbQigZKkPgv2aNgflCQBAAAAQGqRgAFgpVQiJUnz/IPUZvp2BYVQkgQAAAAAKUUCBkA85pKkiR1ryM3J3jJ+8MJttZhISRIAAAAApBQJGACJalmtmFb2b6iKD5QkhT1QkhQZQ0kSAAAAACQHCRgASSpVwE2/J1KS1HoaJUkAAAAAkBwkYAA80qNKklYfoCQJAAAAAJJCAgZAsiVWkvTufEqSAAAAACApJGAApIi5JKlzXUqSAAAAACC5SMAASDFnR3t98SolSQAAAACQXDkqAXP+/Hl16dJFhQoVkpubm+rXr68VK1akeJ3Zs2erevXqcnFxkZeXl/r27atbt27Fm2cwGJL1tWnTpjR4OyD9taxWTCv6NUiwJGk4JUkAAAAAYGEwmUymjA4iPQQFBalOnTq6evWqXF1d5eHhoeDgYEnSjBkz9M477yRrnY8//ljjxo2TJJUqVUrBwcGKjo5WxYoVFRAQoLx5738Q9fX1TXSdyMhIBQYGKk+ePDpy5Ii8vLxS/W7e3t6SZHkfIL1FRMdq5MrDWrDjnNX4k17umtyphnw83TIoMgAAAAB4tPT4XJ1jdsD07t1bV69eVZs2bXT9+nWdP39eCxculMFgUP/+/XXhwoVHrrFjxw6NGzdOzs7O2rx5s06fPq1r167J19dXR44c0eDBg63m+/v7J/rVtm1bSdLEiRMfK/kCZAbOjvb68tUnNaFDdauSpAMXQtVi4latoSQJAAAAQA6XI3bAHD16VBUrVpSnp6eCgoLk5nb/t/G9evXSjBkzNGTIEI0ePTrJdTp06KBFixZpzJgx+uSTTyzjFy5ckI+PjxwdHXX16lXlyZMnyXWCg4P1xBNPyNfXV+vXr3+8lxM7YJC5nL52R30WBOrIpdtW413rl9SnzZ9QLgf7RO4EAAAAgIzBDpg0smrVKkmSn5+fVfJFkmUnyqPOgomNjdXatWslSe3atbO65uXlJV9fX0VERGjDhg2PjGfQoEGKiIjQ+PHjk/0OQFZRumBu/f5ufXV6qEvSnO1n1Waav86F3M2gyAAAAAAg4+SIBExgYKAkqWnTpvGuNWrUSE5OTjp06JCioqISXePMmTMKDQ1V6dKlVbp06XjXzWvv3bs3yVj27NmjxYsXq0WLFqpSpUoK3gLIOpIqSfKbuIWSJAAAAAA5To5IwJw6dUqSVLRo0XjXHB0d5enpqdjYWAUFBaVqjQfHT548mWQsP/zwgySpR48ejw4cyOJaVffSin4N9ESR+2V5YZEx6j1/j0b8eYguSQAAAAByDIeMDiA93L4ddxaFp6dngtc9PT116dIly7zUrvHgvITcvXtXCxYsULFixfTSSy8lK3Yzcz1aQi5dupRoYgjIaKUL5tbyPk/r8xWH9evO+12S5mw/q91BNzWlU02V8HTNwAgBAAAAwPZyxA6YiIgISUr0cFxz6+h79+7ZdI2lS5fq9u3b6ty5s+ztOYgUOYezo73GvEZJEgAAAICcK0fsgHF2dpaU+O6U0NBQSZKra+K/hU+LNf755x9JUr169R4RcXxJncSc1O4YIDNpVd1LVbzc1Wf+Hh29HCbpfkkSXZIAAAAAZGc5YgeMu7u7JCkkJCTB6+Zx8zxbrbFjxw5JUvXq1ZMOGMjGyvy/JKljnfhdktpOp0sSAAAAgOwpRyRgypUrJ0m6ePFivGtRUVEKCQmRo6OjfHx8UrXGg+PmeQ8LDQ3VsWPHlDdvXpUqVSpF8QPZTWIlSfuDQ+U3aYvWHqQkCQAAAED2kiMSMDVr1pQkrV+/Pt61TZs2KTo6WlWrVpWDQ+IVWT4+PvLw8NDZs2cT7HS0YcMGq2c9bM+ePTKZTKpUqZIMBkNqXgPIdlpV99KfD3dJiohRr1/okgQAAAAge8kRCRg/Pz8ZDAatWbNGYWFhVtcWL14sSWrRokWSa9jZ2al58+aSpEWLFlldO3funAICAuTq6qrnnnsuwfsvXLggSSpYsGCq3gHIrihJAgAAAJAT5IgETNmyZdWyZUvduHFDXbt2tXQqWrhwoWbNmiUXFxf16tXLMn/MmDHy8vLSvHnzrNYZMGCADAaDRo0apc2bN0uKKy1q166djEajevbsmeghvFeuXJEkeXh42OIVgSzNXJL0ffvqcqUkCQAAAEA2lCMSMJI0efJkFSlSRMuWLVOBAgVUvHhxdezYUZI0ZcoUFSlSxDJ34sSJunjxoqZPn261Rs2aNTVkyBBFRkaqcePGKl26tAoWLKgdO3aoSpUqGjlyZKLPJwEDPNorNby0gpIkAAAAANlQjknAeHt7a9euXerSpYtcXV1148YN+fr6auXKlerWrZvV3H79+qlYsWLq2bNnvHVGjRqln376SdWqVdOlS5dUoEAB9e3bV9u2bVPu3LkTff7Vq1clkYABHuV+SVJxq/E528+q3XR/nb9BSRIAAACArMdgMplMGR0EHo+3t7ckKTg4OIMjAdLW8sALGvz7Ad2Nur/zJY+zg75uU00vVimSxJ0AAAAAkHzp8bk6x+yAAZD1vFLDS3/2baAKhR8uSdqtz1ccUlSMMQOjAwAAAIDkIwEDIFMrWyiuJKlDbeuSpJ+2nVXb6dspSQIAAACQJZCAAZDpuTjZ66vWVeN1SdoXHCq/iVv016HLGRgdAAAAADwaCRgAWUZCJUm3I2LU8+fdGrniMCVJAAAAADItEjAAspTESpJmbztDSRIAAACATIsEDIAsx1ySNL59NUqSAAAAAGQJJGAAZFmv1vCmJAkAAABAlkACBkCWZi5Jal+LkiQAAAAAmRcJGABZnouTvca2qarv2lWTiyMlSQAAAAAyHxIwALKN12p6a0W/pxMsSRq1kpIkAAAAABmHBAyAbKVsoTwJliTN2npGbWf4U5IEAAAAIEOQgAGQ7SRaknT+lvwmbtE6SpIAAAAApDMSMACyrcRKkt6hJAkAAABAOiMBAyBboyQJAAAAQGZAAgZAtmcuSfq2LSVJAAAAADIGCRgAOUbrp+JKksoXzm0ZoyQJAAAAQHogAQMgRylbKI/+6NNA7Wp5W43P2npG7Wb4K/gmJUkAAAAA0h4JGAA5jouTvca1qRavJGnv+VtqPmGL1h++koHRAQAAAMiOSMAAyLFaP+WtP/vGL0l6e94ujaYkCQAAAEAaIgEDIEcrVzjhkqQfKUkCAAAAkIZIwADI8ZIqSfKbuFUbKEkCAAAA8JhIwADA/5lLksoVul+SFHovWj3m7dIXqw4rOpaSJAAAAACpQwIGAB5QrnAe/dH3abV9yrok6YctlCQBAAAASD0SMADwEFcnB33dtpq+eagkKfAcJUkAAAAAUocEDAAkog0lSQAAAADSCAkYAEiCuSSpDSVJAAAAAB4DCRgAeARXJwd907aavm5TVc6O9/+zSUkSAAAAgOQiAQMAydS2VnH92bdBgiVJX64+QkkSAAAAgESRgAGAFCifSEnSzM2n1W6Gvy7cupdBkQEAAADIzEjAAEAKJVWS1HzCFv19hJIkAAAAANZIwABAKiVWktR9LiVJAAAAAKyRgAGAx2AuSWpdM35JUntKkgAAAAD8HwkYAHhMrk4O+rZd/JKkPZQkAQAAAPg/EjAAkEbMJUllKUkCAAAA8BCbJWA++ugj2dvbp8mXj4+PfvvtN1uFCgBppnzhPPqz79N6raaX1TglSQAAAEDOZjCZTCZbLPzHH3/o77//fux1TCaT/vzzTxUoUEC7d+9Og8iyH2/vuLMngoODMzgSAA9asuu8hv5xUBHR93e+5HN11Ldtq6lJxcIZGBkAAACAB6XH52qbJWDS0rvvvqu5c+cqPDw8o0PJlEjAAJnX8Sthenf+Hp28esdqvGej0vrghQpytKcSFAAAAMho6fG52sFmK/9fTEyM/P39U3RP5cqV5eHhYfk+NjZW0dHRaR0aANicuSTps+UHtWzPBcv4jM2n9d/ZG5rcqaaK5XPJwAgBAAAApAebJ2Bu3Lihxo0by2AwKDmbbQwGg5YuXapXX33VMpY/f369++67tgwTAGzG1clB37WrLt/SnlYlSXvO3VLziVv0Xbtqeu4JSpIAAACA7MzmJUixsbEpPrulXLlyyp8/v40iyn4oQQKyjmOXw/Tu/N06dc26pLJn49L6oBklSQAAAEBGyPJnwCxbtkxTpkzRwoULVbBgQUnSlStXdOPGDZUvX1729va2enSOQgIGyFrCI2M0dPlBLQu8YDX+lE9+TepYg5IkAAAAIJ2lx+dqm/6qNTg4WBs3blRERIRl7Mcff1SVKlXk5uamatWqqXPnzvrqq690+PBhW4YCAJmGWy4Hfduumsa1qSpnx/v/Gd4ddFPNJ27RP0evZGB0AAAAAGwh3fe6R0ZGymQy6ZNPPlGZMmW0bds2DR48WE8++aSefPJJffnllzp58mR6hwUA6cpgMKhdreL6o08DlSnoZhm/dTdab83ZpTFrjig61pjECgAAAACyknRJwBgMhnjfDx8+XMuWLdPZs2d19OhRDR8+XIcOHdLQoUP1xBNP6O2339b169fTIzwAyDAViuTRn30b6NUaXlbjMzadVoeZAbp4614GRQYAAAAgLdk8AWMymVSnTh116tRJ06ZNU1BQULw55cuX1/HjxyVJw4cPV7169TRr1ixVqFBB06ZNs3WIAJCh3HI56Lt21TSudcIlSf8evZqB0QEAAABIC+myA6ZUqVL6448/1KdPH/3888+SpE8//dRSavTbb79pwYIF+uyzzzRs2DBt3bpVixcvVr58+dS3b18NGDAgPcIEgAxjMBjUrnbCJUnd5vynr9YcpSQJAAAAyMJsnoAxGAxauHChbt68qX///VdDhgxRnTp19O2336pChQpq2rSpPDw89OOPP2rkyJGW+9q0aaNDhw7ptdde08SJEzV48GBbhwoAGS6xkqTpm06pIyVJAAAAQJZl0wSMwWCwtJp2cnJS48aNNWrUKPn7++vMmTP66KOPtG/fPjVt2lR//fWXVbckSXJ2dtaSJUvUsmVLBQQEKDIy0pbhAkCm8GBJUi6H+/+Z3hV0U36UJAEAAABZksFkMplssfC+ffu0Y8cOtW7dWp6enonOCw0N1aeffio7OztNnjw5wTn37t2To6OjHBwcbBFqlpce/coBZIyjl2+rz/w9OnUt3Gq8V+MyGtSsvBzt072ZHQAAAJDtpMfnapslYEaMGKGRI0fK0dFRTZo0UYcOHVS9evV4HZFSomLFio+VhDl//rw+/fRTrVu3TuHh4apWrZo+/fRTvfzyyylaZ/bs2Zo4caKOHTsmDw8Pvfrqqxo9erTy5cuX6D1//fWXvv/+e+3cuVP29vaqX7++2rdvr44dO6b6fcxIwADZW3hkjD5bflC/B16wGq/lk18TO9ZQsXwuGRQZAAAAkD1k6QSMJG3atEkLFizQb7/9phs3bqQ6+WIymWQwGHTy5EmVKlUqVWsEBQWpTp06unr1qlxdXeXh4WH5wc6YMUPvvPNOstb5+OOPNW7cOElxhwsHBwcrOjpaFStWVEBAgPLmzRvvniFDhujLL7+UJOXLl0+FCxfWiRMnZDQaNWDAAH333XepeiczEjBA9mcymbR413kN++OQImPuH8ab39VR37WrrmefKJSB0QEAAABZW5ZPwJhFR0drzZo1mjx5sjZs2CBJqlq1qt577z3LGTHJ0bp1a7m5uT16YgKaN2+uNWvWqE2bNpo3b55cXFy0aNEidezYUU5OTjp16pS8vLySXGPHjh2qV6+enJ2dtW7dOjVs2FChoaF66aWX5O/vrz59+sQro1q0aJE6dOggDw8PLViwQM2aNZPBYFBISIg+/PBDdezYUc8//3yq3smMBAyQcxy9fFvvzt+j05QkAQAAAGkm2yRgHrR582YNHDhQe/bsUZ06dTR37lxVqFDBps88evSoKlasKE9PTwUFBVklcXr16qUZM2ZoyJAhGj16dJLrdOjQQYsWLdKYMWP0ySefWMYvXLggHx8fOTo66urVq8qTJ48kyWg0qlSpUjp37py2b98uX19fm7wfCRggZ0mqJGlSpxoq6k5JEgAAAJAS6fG5Ot1/VdqoUSPt2LFDw4cPl5+fn4oWLWrzZ65atUqS5OfnF28HTdu2bSVJK1asSHKN2NhYrV27VpLUrl07q2teXl7y9fVVRESEZYePJP399986d+6cGjVqZLPkC4Ccx9wlaWzrJ+N1SWo+YYv+PUaXJAAAACCzyZC96vb29ho+fLiGDh2a4JkpaS0wMFCS1LRp03jXGjVqJCcnJx06dEhRUVGJrnHmzBmFhoaqdOnSKl26dLzr5rX37t1rGdu4caMkqXPnzo8RPQDEZzAY1L52Cf3R92mVLng/sXzzbrS6/fSfxq49qphYYxIrAAAAAEhPme6wgLCwMJ05c0a3bt1KszVPnTolSQnutnF0dJSnp6diY2MVFBSUqjUeHD958qRlzJyMqVKlio4dO6aWLVsqb968Klu2rLp06aKLFy+m6n0AwOyJInm1om8DvVK9mNX4tI2n1PGHAF0KvZdBkQEAAAB4ULomYJYuXaqVK1cmOadv374qW7asPD095erqqkaNGunLL79UTExMqp97+/ZtSZKnp2eC183j5nlptcaVK1ckSefOnVPDhg21efNm+fj4KDg4WPPnz1fVqlV15syZZL2Dt7d3ol+XLl1K1hoAsie3XA4a3756vJKk/87elN/ErdpISRIAAACQ4dItARMSEqI333xT3bp10/nz5xOcYzQaVadOHY0ePVoffPCBWrVqpYsXL2ro0KHq2rVrqp8dEREhSZbDcR9mLoO6dy/x3xSnZg1zMuatt95Snz59dPnyZR04cEAhISFq3bq1QkJCNHTo0BS+DQDEZy5JWt7naZUucL8k6UZ4lLpSkgQAAABkOIf0epCnp6e++uorvffee2rbtq22bNkiR0dHqzl2dnbq06eP1ZjJZNJzzz2n1atXp/rZzs7OkhLf4RIaGipJcnV1TdM1zC22P//8c3344YeWcTc3N/34449at26dFi9erLlz5z6yHXdSJzGbT2sGgIpF8+rPfg005PcD+mPv/TLHaRtPadfZG5rYkS5JAAAAQEZI1xKkfv366d1339XOnTut2jgnxWAwqFy5cpYER2q4u7tLituFkxDzuHleWq1h/udGjRrFm58vXz7Vrl1b0dHRie4IAoDUyJ3LQd+3r66vXqMkCQAAAMgs0v0Q3gkTJuipp57SxIkTtXv37nR5Zrly5SQpwUNvo6KiFBISIkdHR/n4+KRqjQfHzfMe/Ofjx48neE/BggUlSdeuXXvUKwBAihgMBnWok3hJ0jhKkgAAAIB0le4JGHt7e82ZM0cODg565513ZDTa/gNAzZo1JUnr16+Pd23Tpk2Kjo5W1apV5eCQeEWWj4+PPDw8dPbsWatOR2YbNmywepYk1alTx/KMhJh3vpQtWzaZbwIAKWMuSWr1UJekqf/vknQ5NCKDIgMAAABylgxpQ125cmV9/vnn2rt3r8aPH//I+RcvXpSLS+rPLPDz85PBYNCaNWsUFhZmdW3x4sWSpBYtWiS5hp2dnZo3by5JWrRokdW1c+fOKSAgQK6urnruuecs461bt5a9vb0WLFig69evW90THBysXbt2qUSJEsqfP3+q3w0AHiWpkqTmE7dQkgQAAACkA5smYLp27arKlSsn+DVr1iyZTCZ99tlnic6pVKmSvL29tWbNGj355JOpjqNs2bJq2bKlbty4oa5du1o6FS1cuFCzZs2Si4uLevXqZZk/ZswYeXl5ad68eVbrDBgwQAaDQaNGjdLmzZslxR2+265dOxmNRvXs2dPqEN5ixYqpR48eunfvnvz8/CxtqW/fvq2uXbsqKipKgwcPTvV7AUByPaok6eu/KEkCAAAAbMlgMplMtlq8Y8eO2rFjx2OtkTt3blWoUEGff/65KlWqlOp1goODVbt2bV2+fFmurq7y8PBQcHCwDAaDZs2apW7dulnmFi1aVJcvX5avr6+2b99utc7QoUM1evRoSVKpUqUUHBys6OhoValSRf7+/sqdO7fV/Dt37uiZZ57R7t27ZWdnp3LlyikoKEgRERFq3ry5/vzzz0d2QHoUcxekpDolAYDZncgYDV52QH/usz7Tqk5JD03sWENF3J0zKDIAAAAgY6TH52qbJmAymwsXLuiTTz7R2rVrdffuXVWrVk2fffaZpbTI7Msvv9SUKVP05Zdf6s0334y3zpw5c/T999/r2LFjyp8/v1q3bq0vvvhCefPmTfC59+7d05gxY7RgwQJdvHhRVapUUbt27TRo0CAZDIbHfi8SMABSymQyaeF/5zX8z0OKirm/88XDzUnj21dX4/IFMzA6AAAAIH1l2wTMsmXLLGU4ibl3756WL1+u/Pnz68UXX0y/4LIgEjAAUuvwxdvqu2CPTl8Ptxrv82wZDWhaXg72GXJUGAAAAJCusm0CplKlSjp27JhiY2OTnFeiRAlFRUXp4sWLsrPjQ0BiSMAAeByUJAEAACCnS4/P1Zk6q9G6dWtdu3ZN//77b0aHAgDZVu5cDprQobq+fPVJOT3QJWnn2RtqPnGLNh2/loHRAQAAANlDpk7AtG3bViaTKV7bZwBA2jIYDOpUt4SWv/u0Sj3UJenN2TvpkgQAAAA8pkydgPH19VWRIkW0bNkyxcTEZHQ4AJDtVSqWVyv6NVDLasWsxqf8e0qdftyhK7cjMigyAAAAIGvL1AkYg8GgNm3a6ObNm1qzZk1GhwMAOUKiJUlnbqj5hC3aTEkSAAAAkGI2PYT3o48+0m+//RZv/MKFC4qOjlbJkiUfuUZYWJhCQkLUqlUrLVu2zAZRZn0cwgvAVg5fvK0+C/bozANdkgwGqc8zZfV+03J0SQIAAEC2kC0O4TWZTPG+ihUrJh8fnwSvPfwVHR0tk8mklStX6vTp07YOFwDwAHNJ0ssPlCSZTNLkf09SkgQAAACkQIa0oU4Jo9Go+fPn6/z58/rggw/k5OSU0SFlOuyAAWBrJpNJv+48rxErDikq5v5hvJ5uThrfvroalS+YgdEBAAAAjyc9Pldn+gQMHo0EDID0cuhiqPouCKQkCQAAANlKtihBAgBkH5WLuevPvk+rRdWiljFKkgAAAIBHS7cETHR0tG7evKmUbriJiYlJ8CBfAEDGyOPsqEkda+iLV6vQJQkAAABIpnRLwPz6668qUKCAjh49mqL7+vfvr3bt2un333+3UWQAgJQyGAzqXNdHv79bX6UKuFnGQ8Kj9OZPO/XtumOKiTUmsQIAAACQs6RrCZLJZNIPP/ygv/76SyEhIY+c//PPP2v69Olq1KiRWrZsmQ4RAgBSIrGSpEn/nFRnSpIAAAAAi3Q/A+b777/XSy+9pEKFCqlMmTLq0KGDli1bppiYGMsco9GoESNGqFu3bipVqpSWLl0qe3v79A4VAJAMiZUk7fh/SdKWE5QkAQAAAA7p+TCDwaDNmzcrOjpae/fu1Z49e/TXX39p8eLFKlCggN544w01b95cw4YN0/bt2/XCCy9o3rx58vT0TM8wAQApZC5Jql48n/rM36OzIXclxZUkvTF7p/o9W1bvNS0veztDBkcKAAAAZIx0a0M9b948devWTQcPHlTFihUt40ajUZs3b9bnn3+uzZs3W8Y//PBDffXVV+kRWpZHG2oAmUlYRLQ+XXZAK/dfshqvV9pDEzvUUKG8zhkUGQAAAJCwLN2G+tixY/r55591+PDhRDsfHT16VGPHjtV7772nTZs2KU+ePPLz85Mk/fbbbzp58qStwgMA2Ii5JGn0K9YlSQGnb6j5REqSAAAAkDPZbAfM+PHjNWjQIBkMBrm6uqpAgQI6d+6cevbsqaCgIO3YsUM3btyQs7OzGjRooC5duqht27ZycXHRH3/8oTfeeENOTk76888/5evra4sQsw12wADIrA5eCFXfBfdLkiTJYBAlSQAAAMhU0uNztc0SMFFRUdqzZ4927NihgIAA7dixQ2fPnrVcz58/v6ZOnapWrVrJ2Tn+dvQjR47o5Zdf1rVr17Rv3z6VLFnSFmFmCyRgAGRmYRHR+mTZAa2iJAkAAACZVJZOwCTk6tWrWr16tWbPnq2tW7fK3d1dH3zwgd5//325ubnFm3/y5EnVrl1bTz75pDZt2iSDgd+UJoQEDIDMzmQy6Zcd5zRqxWFFxRot4wVyO2l8++pqWK5gBkYHAACAnC5LnwEjSaGhoZZ//vbbb/X++++ra9eu2rx5s3bu3KlatWpp3LhxVjtjHlS2bFlNmTJFW7du1dixY20ZKgDAhgwGg16v56Nl79ZXSU9Xy/j1O3Fdkr5bd0yxxnT7fQAAAACQ7myWgAkPD1eFChU0atQoGY1GXbhwQceOHZMkLVy4UG+++aYWLFigw4cPy9PTU1WqVNGkSZN0+/Ztq3VeffVVtWnTRrVr17ZVqACAdFLFy10r+jWQX9WiljGTSZr4z0l1/jFAV29HZGB0AAAAgO3YLAFjMpn05ptvauzYsWrQoIFu3bolSbp586b69++vihUrqmDBgvLy8lJISIgOHz6sgQMHqnjx4po/f74k6YcffpCfn58WLFigJk2a2CpUAEA6yuPsqMkda2jUK1XkZB+/S9LWE9czMDoAAADANmyWgMmdO7fGjh2rw4cPq06dOsqbN68kadCgQfL09NS8efMsc81nuyxbtkzt27fXG2+8oddff12DBw9Wnjx55ODgYKswAQAZ4MGSJJ+HSpJen71D360/TkkSAAAAshWbHcIbGBio69fv/xZz2rRpWr9+ve7evauvv/5aTz75pCTp+eef1+HDh1WlShXt2LFDtWvX1oIFC9S9e3cZjUadOXNGxYoVs0WI2QaH8ALIysIiovXJbwe06oB1lyTf0p6a0KE6XZIAAABgc+nxudpmW0uGDBmitWvXJti56MMPP5TJZJLBYNC///6r7du3W81r0qSJDAaDYmJi9O+//6pz5862ChMAkMHyODtqcqcaqrfD06pLkv/pEDWfuFUTOlTX02ULZHCUAAAAwOOxWQnS6NGjtXbtWq1Zs0Zr1qxRq1at5OjoKJPJpGeffdYy/s8//2jw4MGSJH9/f0nS+PHj5ezsrNdee00DBw7UzZs3bRUmACATSLwkKVJdZlGSBAAAgKzPZgmYmjVrqlmzZipXrpxOnTqlkiVLqnLlyvrmm2/0zz//KCAgQM2aNdOIESM0Z84cmUwmDRgwQHXq1NH06dPVu3dvff/997pz545Gjx5tqzABAJmIpUvSkw91Sfr7hLr8uIMuSQAAAMiybJaAiY6O1oABA1ShQgUNGzZMFy5ckCQNHDhQEyZM0MiRI/XDDz9IkmrVqiUpbtdMaGioIiMj1b9/f3l5eal37976+eefFRsba6tQAQCZSN7/lySNalXZqkuSuSRp20m6JAEAACDrsVkCxtHRUbt379bkyZN14cIFeXl5Wa7169dPLVu21MCBA3Xq1CnLeNOmTXXgwAH9/vvvKly4sCSpU6dOun79ulatWmWrUAEAmYzBYNDrviUTLUkaT0kSAAAAshibJWAkafPmzXrnnXfk5OQkDw8PFS16f0v5hAkTVKRIEV29elVFixbV5MmTVbJkSTk5OenFF1+0zKtZs6bq168vd3d3W4YKAMiEEitJmmAuSQqjJAkAAABZg83aUCeH0WiUnZ1Nc0A5Am2oAWR3JpNJvwQEadTKI5YuSZJUIHcuuiQBAADgsaXH5+oMzX6QfAEAJMeDJUklPOKXJH2/gZIkAAAAZG5kQAAAWUYVL3et7N9AzZ8sYhkzmaTvN5zQ67MoSQIAAEDmRQIGAJCl5HV21JRONTXyoS5J20+FqPmErdpOlyQAAABkQjY/A2bLli1psk6uXLlUp06dNFkru+EMGAA51YHgUPVZsEfnbty1jBkM0ntNyqnfc+Vkb2fIwOgAAACQVaTH52qbJ2Ds7OxkMDz+X4C9vb0VFBSUBhFlPyRgAORktyOi9fHS/Vpz8LLVeP0ynvq+Q3UVyuOcQZEBAAAgq0iPz9UONlv5AR4eHnr77bfjja9YsUKHDx/Wxx9/nOB9M2fO1M2bN/Xxxx8rb968tg4TAJAF5XV21NTONfVzQJBGP9AlyVySNLFDddWnSxIAAAAyWLrsgKlYsaIOHToU79obb7yh+fPnKzY2NsF7K1WqpGPHjiV6HXHYAQMAcShJAgAAQGpk+zbUAACkpSe947okvVQlfpekN2bv0LWwyAyMDgAAADkZCRgAQLZiLkn6vKV1l6RtJ0PUfOIWbT9FlyQAAACkPxIwAIBsx2Aw6M36JbW0t6+Ke7hYxq+FRarLjzs0YcMJxRptWoELAAAAWCEBAwDItqp659PKfg2tSpKMJmn8huOUJAEAACBdkYABAGRr7i73S5Ic7e8fwktJEgAAANITCRgAQLZnLkn6rXd9SpIAAACQIUjAAAByDHNJ0ouVKUkCAABA+iIBAwDIUdxdHDWtCyVJAAAASF8kYAAAOc6jSpIm/k1JEgAAANKWQ3o8JDQ0VL/88otMJuu/zJ46dUqSErxmvu/B66+//rrtgwUA5BjmkqSPl+7X2kOXJcWVJH23/rh2nrmh8e2rq2CeXBkcJQAAALIDgymhzEcasrNLm002BoNBsbGxj7XG+fPn9emnn2rdunUKDw9XtWrV9Omnn+rll19O0TqzZ8/WxIkTdezYMXl4eOjVV1/V6NGjlS9fvnhz27Rpo99++y3RtTZs2KAmTZqk9FWseHt7S5KCg4Mfax0AyKlMJpPmbj+rL1YfUXTs/f8tFsyTSxM71JBvGc8MjA4AAAC2lh6fq22+A2bp0qW2fkSyBAUFqU6dOrp69apcXV3l4eEhf39/tWzZUjNmzNA777yTrHU+/vhjjRs3TpJUqlQpBQcHa8qUKfrnn38UEBCgvHnzWs2/efOmJKl69epydnaOt97D8wEA6c9gMKjr06VUo0R+9f11j87fuCcpriSp848BGtC0vN59tqzs7QyPWAkAAABImM13wGQWzZs315o1a9SmTRvNmzdPLi4uWrRokTp27CgnJyedOnVKXl5eSa6xY8cO1atXT87Ozlq3bp0aNmyo0NBQvfTSS/L391efPn00efJkq3tq1qypwMBAXb9+XZ6etvkNKjtgACDthN6L1kdL9+mvQ1esxhuWK6Dx7aurQG5KkgAAALKb9PhcnSMO4T169KjWrFkjT09PzZkzRy4ucQcutm/fXu+8844iIyM1bdq0R64zfvx4SdLw4cPVsGFDSZK7u7uWLFkie3t7zZo1S2FhYVb33Lx5U/b29vLw8EjjtwIA2IK7i6Omd3lKw1+uZNUlacuJ62o+YYv8T4VkYHQAAADIqnJEAmbVqlWSJD8/P7m5uVlda9u2rSRpxYoVSa4RGxurtWvXSpLatWtndc3Ly0u+vr6KiIjQhg0brK7dvHlTBQoUkMHAtnUAyCoMBoO6PV1KS3vVl3f++12Srv6/JGkSXZIAAACQQjkiARMYGChJatq0abxrjRo1kpOTkw4dOqSoqKhE1zhz5oxCQ0NVunRplS5dOt5189p79+61jBmNRt2+fVuFChV6zDcAAGSEasXzaVX/hnqhcmHLmNEkfbv+uLr+tFPX70RmYHQAAADIStIlAWM0GnXgwAGdOnVKFy9e1M2bN3Xv3r30eLSk++2uixYtGu+ao6OjPD09FRsbq6CgoFSt8eD4yZMnLWO3bt2SyWSS0WjUm2++KS8vL+XLl0/169fXtGnTZDQaU/1OAID0QUkSAAAA0oLNuyBJ0p07d1StWrV4ZTgGg0EuLi5yc3OTu7u78ubNq/z586tgwYIqUqSISpYsqapVq6p+/fpydHRM9fNv374tSYkeguvp6alLly5Z5qV2jQfnSfc7IB06dEinT59W6dKlFR4eLn9/f/n7++uPP/7QmjVrklWeZD4QKCGXLl1KNDEEAHh85pKkmiXyq8+CPQq+GfdLhKsPdEnq82xZ2dElCQAAAIlIlwSMWYsWLdSoUSNFRETo3r17unv3rsLDwxUeHq7Q0FCFhobqwoULCgwMVEhI3G8UDQaD8ufPr3nz5ql58+apem5ERIQkKU+ePAleN7eCTmpXTmrW8PHx0dixY+Xu7q7u3bvLwSHuxz1//ny98847+uuvv/TDDz8kuwU2ACBjmUuSHuySZC5J2nn2Bl2SAAAAkKh0TcA0aNBAgwYNStbciIgIHTt2TFu2bNGYMWPUqVMnXb9+3ZLESAlnZ2dJSnSHS2hoqCTJ1dU1TddwcHDQRx99FG9u586dFRQUpCFDhujnn39OVgImqVZYSe2OAQCkLXNJ0k/bzmrMmiOKjo07jNdckjSxYw3VK53wbkkAAADkXJnqEN5ff/3VkshwdnZWtWrV1LdvXw0bNkxhYWE6ffp0qtZ1d3eXJMuumoeZx83zbLXGg8zdlw4dOpSs+QCAzMNgMOitBqW0JIEuSZ1+CNDkf07ISJckAAAAPCBTJGDOnz+v5s2bq0uXLho+fHi867lyxW3njomJSdX65cqVkyRdvHgx3rWoqCiFhITI0dFRPj4+qVrjwXHzvEcpVqyYpLgdNdHR0cm6BwCQuVQvnk+r+jVUs0rWXZK+WXdcb9IlCQAAAA+wWQImKChIBw8efOS8ZcuWqWrVqlq3bp169+6tESNGxJtjTm6YEzEpVbNmTUnS+vXr413btGmToqOjVbVq1STLm3x8fOTh4aGzZ89adToy27Bhg9WzHsW8Rvny5R/rgGEAQMZyd3XUjNef0rAWCXdJCjhNlyQAAADYMAEzZ84cVatWTaVLl9bAgQPjdfqJiYnRe++9pzZt2sjb21v//fefJk+erHz58sVb69y5c2rVqpUKFSqUqlj8/PxkMBi0Zs0ahYWFWV1bvHixpLgDgpNiZ2dnOQR40aJF8eILCAiQq6urnnvuOcv46tWrFRUVleB6P/74oySpVq1aKXsZAECmQ0kSAAAAHsVmCZhXXnlF/fr1U2xsrGbPni2TyaTZs2dr6dKlcQ+2s9M///yjAQMGaPfu3apRo0aia02fPl3Lli1LtAPRo5QtW1YtW7bUjRs31LVrV0unooULF2rWrFlycXFRr169LPPHjBkjLy8vzZs3z2qdAQMGyGAwaNSoUdq8ebOkuMN327VrJ6PRqJ49e1oO4d2+fbtatGihhg0bas+ePZY1YmNjNW7cOE2dOlWurq4JllwBALImSpIAAACQGIPJZLL5r+R27dqlJUuWaNasWbp586aqVKmiGTNm6Mknn5Sbm5utHy8protQ7dq1dfnyZbm6usrDw0PBwcEyGAyaNWuWunXrZplbtGhRXb58Wb6+vtq+fbvVOkOHDtXo0aMlSaVKlVJwcLCio6NVpUoV+fv7K3fu3JIko9GokSNHatSoUTIajSpSpIgKFSqkkydP6u7du3J2dtbMmTP1+uuvP/a7mbsgJdUpCQCQfkwmU7wuSZJUOG8uTexQQ3XpkgQAAJCppMfn6nQ5hLdWrVoaO3aszp49q1GjRunUqVN64YUXUn2obmp4e3tr165d6tKli1xdXXXjxg35+vpq5cqVVskXSerXr5+KFSumnj17xltn1KhR+umnn1StWjVdunRJBQoUUN++fbVt2zZL8kWK2+EzYsQIbd26Va+//rpcXFx0/PhxFStWTJ06ddL+/fvTJPkCAMh8HixJ8sp3vyTpyu1IdfwhQFP+PUlJEgAAQA6TLjtgJOnEiRNW/7xv3z61adPmkfcVKFBA+fPnt2VoWR47YAAg8wq9G60Plu7T+sNXrMYbliug79tXl2fu1B0wDwAAgLSTHp+r0y0BY2dnF+8g3uQYMWKEhg4daoOIsg8SMACQuZlMJs3edlZjVh9RjJGSJAAAgMwmPT5XJ9532QZeeeUVtWrVyvK9yWRSt27d1LZtW/n5+VnNNV8DACCrMxgM6t6glGqWyKe+CwJ14VbcYfDmkqRBzSqod+MysrNL+S8qAAAAkDXYLAGze/dunThxQq+88oqcnZ0lSdWrV9cbb7xhNa9bt26qVatWvHHzNQAAsosaJfJrVf8G+mDJfm04EleSZDRJX/91TDvO3ND4dtUoSQIAAMimbHYI7+rVq9WpUycVKlQoweQKAAA5UT5XJ/3wxlP6zK+iHB7Y8bL5+DU1n7hFO8/cyMDoAAAAYCs2S8C8/vrrmjRpkl588UX99ddfqTr/BQCA7MhgMKhHw9Ja0ss3XpekDjP96ZIEAACQDdksAVOyZEn16dNHixcv1uXLl2UymRJNwiSVnCFxAwDIrswlSU0rFraMmUuSus75TyF3IjMwOgAAAKSlDO+ClFRi5sFrBoNBMTExNo0xq6ILEgBkbSaTSbO2ntFXa47G65I0qWNN1SnlkYHRAQAAZH/ZqgvSJ598kl6PAgAgSzGXJD3lkz/BLkkDny9PlyQAAIAsLt12wMB22AEDANnHrbtRVl2SzBqXL6jv6JIEAABgE+nxudpmZ8AAAICUS6xL0qbj1+Q3cav+O0uXJAAAgKwo0ydgTCaTNmzYkNFhAACQbswlSYsf6pJ0+XaEOswM0NSNdEkCAADIajJVAmbXrl3xxn7//Xe98MILmjt3bgZEBABAxqlp6ZJUyDIWazRp3Npj6jbnP90Ij8rA6AAAAJASNj8D5uLFi5o1a9Yj57Vv3141atTQ6NGjNWDAAMt47dq1deDAAR09elQlS5a0YaRZF2fAAED2lliXpCJ5nTWpUw3VLkmXJAAAgMeRHp+rbZ6A2blzp+rVq2f9UINBDz7WYDDo5s2b+uCDD/TLL79o9+7dqlixor766isNHjxYffr00aRJk2wZZpZGAgYAcoY9526q3wNdkiTJ3s6gQc3Kq1cjuiQBAACkVrY6hHfRokU6e/asZsyYIUkKCAjQ2bNnNXr0aElxSZjJkyerTJky6ty5s3755RcNGTJEVapUscwBACAnoyQJAAAg60q3BEyRIkVUokQJFS5cWJJUvHhxlShRQgUKFLDMcXJy0ty5c7V//369+eabKl68uP766y+5u7unV5gAAGRqcV2SaiXYJan5hC10SQIAAMikbJ6AiY6OTvbc9evXq0+fPjIajapfv742btyookWL2jA6AACyHnOXpEU9fVXM3dkybu6SNG3jKbokAQAAZDI2S8DcuHFDI0aMUMuWLWUwJF2TbjKZ1KRJE73wwgvav3+/xo4dq82bN6tkyZIyGo22ChEAgCztKZ/8Wv1eQzV5wrokaezao3prLiVJAAAAmYnNEjCdOnXSyJEjlT9//mTNDwkJ0ddff63g4GB9+OGHMhgMevPNN/XEE0/YKkQAALK8fK5O+vHNWhrS3LokaeOxuJKkXZQkAQAAZAo2S8C899572r59u3755Rc9qtGSwWDQnj17NGjQIKuEja+vr06dOqVdu3bZKkwAALI8g8GgtxslXJLUfmaApm+iJAkAACCj2SwB89JLL6levXqys0veIxKa98orr0iK66AEAACS9pRPfq3q31DPPVSS9NWao+pOSRIAAECGSrcuSA+fA/Oo76W4zkn16tXTr7/+atPYAADILvK7OenHN2ppcPMnrEqS/j12TX4TKUkCAADIKA7p9aBhw4apYMGCunDhgiTp7bfflqurq06dOiVJev311+Xk5BTvvmvXrunSpUv6+++/1aRJk/QKFwCALMvOzqB3GpXRUz4e6rdgjy6GRkiSLoXGlSR9+EIFvdOwtOzskj4kHwAAAGnHYHrUAS2PaefOnapXr95jr/Pyyy/rjz/+SIOIsh9vb29JUnBwcAZHAgDIbG6GR2nQkn365+hVq/FnKxTUt+2qy8Mt/i8/AAAAcpr0+Fxt8xKkOnXqyGg0pvrr4MGD6tWrlwYPHmzrUAEAyHYeLEmypyQJAAAgw9g8AWMymdS/f/9kZZEWLlyoyMhIq7FKlSpp6tSpqlu3rq1CBAAgWzOXJC3uWc+qS5K5JIkuSQAAALZn8wTMwIEDNWXKFM2ZM8dqfN++fXrllVd0+/ZtSdLUqVPVqVMnFS9eXF9++aVu3bpl69AAAMhRnvLxSLRLUo95u3STLkkAAAA2Y9MzYFatWqWXX35ZHTp00IIFCyzjMTExeuqpp3Tu3Dnt2rVLZcqUUVRUlH766SeNGzdOZ86cUZ48efTee+9p0KBBcnd3t1WI2QJnwAAAUsJoNOmHLac17q9jin1g50tRd2dN7lRDT/l4ZGB0AAAA6S89PlfbLAFjMplUunRp5c6dW//995+cne9veZ48ebL69++vefPmqUuXLlb3GY1G/frrrxo1apSOHz+u/Pnz68MPP9TAgQMT7JIEEjAAgNTZHXRDfRcE6tL/uyRJkr2dQR+9UEFv0yUJAADkIFk6ASPF7YApWbKkKleubBm7d++eSpYsqYoVK2rjxo2J3ms0GjVr1iwNGzZMJUqUkL+/v+zsbF4xlSWRgAEApNbN8CgNXLxX/x67ZjX+3BOF9G3baspPlyQAAJADZPkETGImTZqkhg0bqnr16o+ce+fOHd26dcvyw0B8JGAAAI8jsZKkYu7OmkRJEgAAyAGybQIGaYsEDAAgLVCSBAAAcqr0+FydKWp6YmNjNXToUM2cOVMXL16Mdz0qKkp37tzJgMgAAMg5nvLx0Or+DfVshYKWsVijSWPokgQAAPDYMkUCZufOnfrnn3/0ySefqHz58jp8+LDl2oYNG1SlShV9++23GRghAAA5Q343J816s7Y+fekJ2T+w4+Wfo1flN3GLdgfdzMDoAAAAsq5MkYDx9fXVtm3btHbtWt29e1e7d+9WdHS0+vXrpxdeeEGXLl2Shwf15wAApAc7O4N6Ni6jRe/UU1H3+10ML4ZGqP0Mf83cfEpGIxXMAAAAKZEuZ8CsWrVKy5cvl5OTkxwdHWVnZyeDwSCj0ajIyEjdunVLZ86cUWBgoPLkyaP169fr7bff1u7du9W6dWtNmDBBxYoVs3WYWRZnwAAAbOVGeJQGJdAlqckThfQNXZIAAEA2kW0O4R03bpw++eQTubq6ymg0ymQyyc7OTg4ODnJ1dZWHh4dKlSql+vXrq3v37vL09FTFihX1ySefqHv37rYOL8sjAQMAsCWj0aSZW07r6wS7JNXUUz75MzA6AACAx5cen6sdbLbyQxwdHRM9SPfEiRPy9PS0KjM6cOCAnJ2dE5wPAADSj52dQb0al1Etn/zquyBQl2/HdUkylyR9/OIT6tGwlAwGuiQBAAAkJsPPgAkPD1fLli3VoEEDPbgZ58HkS0xMjO7du5cR4QEAgP+rVdJDq9+z7pIUYzTpi9VH9Pa8Xbp1ly5JAAAAibFZAubixYs6deqUzp07p1u3bimxSqePPvpIx48f13fffRfvN2fr1q1T+/btVaBAAS1YsMBWoQIAgGTy+H+XpE8e6pK04chV+U3cSpckAACARNisBKlv3776448/rMYcHR3l6empIkWKqGrVqvL29taMGTP0/vvv68UXX7Sa265dOy1dulSOjo5q0KCBvLy8bBUqAABIgcRKki7cukdJEgAAQCJsdgjv6tWrdeLECcXExOjvv//WunXr1KdPH4WEhOj8+fM6cuSIQkJCZDKZ1LhxY02ZMkWVKlWy3D916lQZDAZ17NhR+fLls0WI2QaH8AIAMsqN8CgNXLxXGx/qktS0YlyXpHyudEkCAACZX7bqgjR06FBFRkZaxsaOHavBgwere/fu+vnnn2U0GjVs2DANGTLE1uFkOyRgAAAZyWg0acbm0/pmnXWXJK98LprUqYZqlqBLEgAAyNzS43N1uh3C+2Ce5+bNmxo9erR69uypmTNn6tChQ2rYsKGGDRvGWS8AAGQxdnYG9X6mjBa+U09F8t4/RP/CrXtqN91fP2w+nehZcAAAADlFuuyA+e+//7Rt2za9//77kqSwsDBNnz5dPXv2VN68eSVJd+/eVZ06dXT27FkdO3ZMERER2rp1qw4dOqRLly7p1Vdf1WuvvWbrULMkdsAAADKLG+FRGrBorzYdpyQJAABkHdlmB8xvv/2mjz/+2PL9Z599phEjRihXrlyWMVdXV/3+++/68ssv5eXlpWnTpqlbt2765ptvtHjxYv3333/pESoAAHgMHm5O+qlrbX30YoUEuyTtOUeXJAAAkDOlSwLGaDQqJibG8n2zZs107949bd682WpeuXLl1L9/f0lSz549tWvXLt26dUuRkZEaM2ZMeoQKAAAek52dQe8+U1a/vp1wSdKPWyhJAgAAOY/N2lBv3rxZp06dkiTt379fkjRnzhyZTCaFhYVJkiZPnmy1vSdXrlx6+umn5ePjo3LlytkqNAAAkA7qlPLQqv4NNHDxPktJUozRpNGrjijg9A1907YqJUkAACDHsNkZMG+88YZ++eWX+w8yGOL9tiuhsYIFC+r8+fM6ePCgatasaYvQsh3OgAEAZGZGo0nTN5/St+uO0yUJAABkSln6DJgxY8bo4MGDOnjwoLp27SpJlu8PHjyo9957T5L0559/WsYmTZqk69eva//+/Xr++efVoEGDND375fz58+rSpYsKFSokNzc31a9fXytWrEjxOrNnz1b16tXl4uIiLy8v9e3bV7du3UrWvQcPHpSTk5MMBoPmzp2b4mcDAJDVUJIEAABgwwSMl5eXKlWqpEqVKqlAgQKSZPm+UqVKatu2rUwmk86fP28Zq1u3rqVEafDgwTp48KDq16+vYcOGyWg0PlY8QUFBqlWrlubPn6/w8HB5eHjI399fLVu21MyZM5O9zscff6zu3btr3759Klq0qK5du6YpU6aofv36un37dpL3Go1G9ejRQ9HR0Y/1LgAAZEXmkqTG5QtaxswlSW/P261bd6MyMDoAAADbSpdDeBNSp04dubm5ac2aNZaxPHnyaNCgQapSpYoGDRqk48eP6+WXX9bo0aPVo0ePx3pe7969dfXqVbVp00bXr1/X+fPntXDhQhkMBvXv318XLlx45Bo7duzQuHHj5OzsrM2bN+v06dO6du2afH19deTIEQ0ePDjJ+ydPnqwdO3aoQoUKj/UuAABkVZ65cyXSJemK/CZuVSBdkgAAQDaVLgmYZs2aafjw4VZjDg4OeuWVVyy7YySpQoUK+vrrr1WwYNxvxgoVKqRly5bpiy++UKNGjVL9/KNHj2rNmjXy9PTUnDlz5OLiIklq37693nnnHUVGRmratGmPXGf8+PGSpOHDh6thw4aSJHd3dy1ZskT29vaaNWuW5YDhh507d05DhgxR1apV1a5du1S/CwAAWd2DJUmF8+ayjF+4dU9tKUkCAADZVLokYJo2baphw4bFG//55581e/bsR97/6aefWs6RSY1Vq1ZJkvz8/OTm5mZ1rW3btpL0yLNgYmNjtXbtWkmKl0Dx8vKSr6+vIiIitGHDhgTv79Wrl+7cuaOxY8fK3t4+Ve8BAEB2UqeUh1b3b6hGiZQkhd6lZBcAAGQfGVaClJ4CAwMlxSWCHtaoUSM5OTnp0KFDiopKvPb8zJkzCg0NVenSpVW6dOl4181r7927N961+fPna82aNerYsaNefPHFVL4FAADZj2fuXJrTtbY+fKGCHqhI0oYjV9R84hZKkgAAQLaRIxIwp06dkiQVLVo03jVHR0d5enoqNjZWQUFBqVrjwfGTJ09ajV+/fl3vv/++ChUqpIkTJ6YqfgAAsjM7O4P6PJtwSVK7Gf6atfUMJUkAACDLc0jvB7Zp00aurq5yc3OTm5ubcufOrdy5cytPnjzy8PBQ/vz5VahQIRUtWtRyFszjMncn8vT0TPC6p6enLl26lGQXo+Ss8eA8swEDBuj69etasmSJ1Xk3KWXuSZ6QS5cuJZoYAgAgq6hb2lOr+zfUgMX7tPn4NUlSdKxJo1YeVsDpEH3TpprcXR0zOEoAAIDUSfcEzLJly2QwGBL8TZbBYLD63s3NTdWqVVObNm3Ur18/2dmlbsNORESEpLguSwnJmzevJOnevXtpusbatWv1yy+/qE2bNmrTpk3KAwcAIIcxlyRN23RK3647JuP//7qw/nBcSdLkTjVUo0T+jA0SAAAgFdI9ASNJZcuW1b///quwsDDduXNHoaGhCg0NVUhIiK5fv66LFy/qzJkz2r9/v7Zt26bt27fr/Pnz+uabb1L1PGdnZ0nxd6eYhYaGSpJcXV3TbI3w8HD16tVLnp6emjJlSqriflBwcHCi15LaHQMAQFZjLkmq5ZNf/RcG6srtSEn3S5I+eami3nq6ZLxf3AAAAGRmGZKAcXBwULFixZI1d9WqVXr55Zc1f/78VCdg3N3dJUkhISEJXjePm+elxRpfffWVgoKC5OPjo+7du1vNPX78uKS4ttZLly5VkyZN9P777yfzbQAAyBnqlvbUqv4NNWDRXm05cV0SJUkAACDrypAETFJu3bqlfPnyWb738/NTiRIldPHixVSvWa5cOfn7+ye4RlRUlEJCQuTo6CgfH58k15CUaBzmcfM8846VoKCgRA/33bdvn/bt2/dYZ8MAAJCdFcidS3O71Um0JGlK55qqXjxfhsYIAACQHJmmC5LRaNRXX32lkiVL6syZM1bX7OzsHqv7Qc2aNSVJ69evj3dt06ZNio6OVtWqVeXgkHg+ysfHRx4eHjp79my8TkeStGHDBqtn/fTTTzKZTAl+jRgxQpI0Z84cmUwm/fTTT6l+NwAAsrsHuyQVymPdJant9O10SQIAAFlCpkjAXL16VY0bN9bgwYNVoUIFxcTEWF2/c+dOkuezPIqfn58MBoPWrFmjsLAwq2uLFy+WJLVo0SLJNezs7NS8eXNJ0qJFi6yunTt3TgEBAXJ1ddVzzz2X6jgBAEDi6pb21Or3Gqphufs7R80lST1/3q3Qu9EZGB0AAEDSMjwBc/DgQdWuXVu7du3SxIkTFRAQYCnjMfPz89Ps2bNT/YyyZcuqZcuWunHjhrp27WrpVLRw4ULNmjVLLi4u6tWrl2X+mDFj5OXlpXnz5lmtM2DAABkMBo0aNUqbN2+WFHf4brt27WQ0GtWzZ8/HShQBAICkmUuSPmhWXnYPnMG77vAV+U3aor3nb2VYbAAAAEnJ8ASMnZ2dHB0dtW3bNvXt2zfBjgY//fSTWrdu/VjPmTx5sooUKaJly5apQIECKl68uDp27ChJmjJliooUKWKZO3HiRF28eFHTp0+3WqNmzZoaMmSIIiMj1bhxY5UuXVoFCxbUjh07VKVKFY0cOfKxYgQAAI9mZ2dQ3+fKacFDJUnBN+NKkmZTkgQAADIhmx3Ce/jwYc2dO1eSZDAY5OTkJCcnJ0lxJUUnTpxQuXLlVKlSJR08eNDS5tlWvL29tWvXLn3yySdau3atbty4IV9fX3322WeW0iKzfv36acqUKerZs2e8dUaNGqUyZcro+++/17Fjx1SgQAG1bt1aX3zxhXLnzm3TdwAAAPfV+39J0sNdkkb+v0vS13RJAgAAmYjBZKNfEf3555965ZVX4j/wgR0uuXPn1lNPPaXnn39e3bt3V6FChWwRSrbn7e0t6X7nJQAAchKj0aSpG0/qu/XHLV2SJMk7v4smd6JLEgAAeLT0+FxtswTM3bt3dfnyZUlSbGys7t27p3v37snX11eFCxdWp06dtHXrVu3du1fR0dFycnJS69at1a9fP9WrV88WIWVbJGAAAJACToeo/6+BuhoWaRlztDfo05cqqtvTJRMscwYAAJCyeALmYdHR0XJ0dJSdnZ0qVqyoQ4cOSZIiIiK0YMECjR8/XocOHZLBYNAbb7yhb7/9Vh4eHukRWpZHAgYAgDjX70RalSSZNatUmJIkAACQqPT4XG3zQ3hjY2M1evRo1alTJ8ED8ZydnfXWW2/pwIEDWrNmjZ544gnNnTtXtWrV0v79+20dHgAAyEYe1SVpH12SAABABrFpAubGjRtq1qyZhg0bJgcHB4WEhCQ5/4UXXlBgYKD69euns2fPqkGDBtq6dastQwQAANmMuUvS/B71VPChLkltpm/XT9vokgQAANKfTRMwn3/+ubZu3apvvvlGO3fuVIECBR55j5OTkyZMmKBJkyYpPDxcLVq00O7du20ZJgAAyIZ8y3hqdf+GalD2/t8/omNN+nzFYfX6ZbdC70VnYHQAACCnsekZMEeOHNGtW7fk6+trGXv4DJikfP/99xo4cKCKFy+uwMBAzoRJBGfAAACQuFijSVP/PanxG6y7JBX3cNHkjjVVjS5JAADkeFn+DJiKFStaJV9S6v3331fv3r11/vx59enTJw0jAwAAOYW9nUH9msQvSTp/I64kaQ4lSQAAIB2kWxcks++++04eHh7q2rVrsuZHRkaqefPm+u6771StWjXbBpdFsQMGAIDkuRYW1yVp60nrLkkvVi6isW2qyt2FLkkAAORE2aoNNWyHBAwAAMlHSRIAAHhYli9BAgAAyGwoSQIAABkhSyRg3n33Xc2ePTujwwAAANlIYl2SRqw4rN6/7KFLEgAASFPpUoLk5uZm9X2FChW0Z8+eZN//5JNP6vDhw4qNjU3r0LIFSpAAAEi9WKNJU/49qe8TKEma0qmmqnrny7DYAABA+sg2JUj37t2Th4eH6tatq7p166pq1arx5ty8eVNnzpxJ8H6DwWDrEAEAQA5lb2dQ/ybl9EuPuvFKklpPoyQJAACkjXQrQXrttdf0zz//6J9//lHPnj116tQpq+tjxoxR2bJl0yscAAAAK/XLFNDq/g31dFlPy5i5JOnd+Xt0O4KSJAAAkHoZcgZMgwYNNGbMmIx4NAAAQKIK5smleW/V1cDny8vugQ24aw5eVouJW3UgODTjggMAAFlahiRgTCZTirbysu0XAACkl8RKks7duKvW07Zr7vaz/N0EAACkWJbognTnzh05OztndBgAACAHSagkKSrWqOF/HqIkCQAApFiWSMCEhIQoX758GR0GAADIYcwlSQOalpeBkiQAAPAYMn0CJjIyUnfu3CEBAwAAMoS9nUHvNS2n+d3rqkBuSpIAAEDqONhy8TVr1ujrr79OsI30nj17NHz4cMv3W7dulSSNGDHC6i8xd+7ckSSVKVPGlqECAAAkqX7ZAlr9XgMNWLRX206GSLpfkhRwOkRj21RVXmfHDI4SAABkVjZLwIwaNcqSTEkoAbN//37t27cv3vjIkSOtvjcYDDIYDHr++edtFSoAAECyFMrjrHlv1dXkf07q+7+Py/w7ozUHL+vQxdua0qmmnvR2t7onPDJGx6+EKTwyVm657FW+cB655bLp78AAAEAmZLP/+1etWlUdO3bUhx9+qBo1asS77ufnp88++yzJNUwmkzp16qSzZ8/qhRdesFWoAAAAyWYuSapdMr/6L9yr63ciJd0vSfqsRUW9Xs9HJ67e0Tz/s/p9zwWFR8Va7ndzsterNb30hm9JlS+cJ6NeAwAApDObJWBatWqlVq1aJXq9YMGCqlOnTpJrLFq0SGfOnFHnzp1Vvnz5tA4RAAAg1cwlSe8v3Kvtp+6XJA3745B+3XlORy+FKaGTYcKjYvVLwDnN33FOQ5pXVI+GpdM3cAAAkCEy7SG8W7duVffu3VWsWDFNmjQpo8MBAACIp1AeZ/3cPX6XpCOJJF8eZDJJo1cd0Y9bTts0RgAAkDlkeALm9u3bunbtmuX70NBQDRs2TM8++6zy5Mmj5cuX0wEJAABkWg92ScrnkvJDeL9YfUTHr4TZIDIAAJCZZHgCZvny5SpSpIgKFSqkRo0aqXjx4vriiy/UqVMnBQYGqlatWhkdIgAAwCPVL1tATSoWSvF9JpP0s3+QDSICAACZSYYkYBo3bqwnnnhCklS2bFl17txZPj4+2rNnj+7cuSOTyaSjR4/K398/I8IDAABIsfDIGK09eDlV9y7bE6zwyJg0jggAAGQm6dYD8cFW1P/++6/ln+vXr6/69etLkmJiYrRx40YtX75cS5YsUZs2bVSuXDnNnDlTjRo1Sq9QAQAAUuz4lTCrbkcpER4VqxNX76h68XxpGxQAAMg00m0HzKRJk2Rvby97e3tVqVIlwTkODg5q2rSpJk+erFOnTumzzz7ThQsX9Pzzz2vq1KnpFSoAAECKhUemLvly/352wAAAkJ2lyw6Yzp07W+2AKVq06CPvyZ07tz7//HN17txZzZo10wcffKAmTZqoQoUKtgwVAAAgVdxy2T/W/X/uvajSBd1U1N0ljSICAACZicFkMj2qS2KGu3jxov777z+1atUqo0PJlLy9vSVJwcHBGRwJAAA5V3hkjOp8sSHVZUhSXEelJk8UUud6PmpYtoDs7AyPvgkAADy29PhcnSUSMEgaCRgAADKHz5Yf0C8B59JkrRIerupUt4TaPuUtz9y50mRNAACQsPT4XJ3hbagBAACyizd8S8qQwk0rBkn1Snvq4c0u527c1Vdrjsp3zD96b2Ggdp65IX5vBgBA1mWzHTDnz5/Xjz/++NjrGAwGlSlTRm3atJGLCzXRCWEHDAAAmcePW05r9KojyZ7/mV9F9WhYWhdv3dPCnee08L/zuhoWmeDc8oVzq3NdH71a00t5nR3TKmQAAHK8LF2CtH37djVo0CBN1jIYDOrevbtmzpyZJutlNyRgAADIXH7cclpfrD6ipP6WZTBIQ5rHJV8eFB1r1IbDVzR/xzltPXk9wXtdHO3Vqnoxda7roye93dMydAAAcqQsnYCJiorS5cuXH3ud2NhYvfHGG7pw4YJOnz6dBpFlPyRgAADIfI5fCdPP/kFatifY6mBeNyd7vVbTW6/7+qh84TxJrnH62h39uvOcluwO1q270QnOqebtrs51ffRytWJycXq8TkwAAORUWToBk5Zef/11LVq0SFFRURkdSqZEAgYAgMwrPDJGJ67eUXhkjNxyOahcodxyy+WQojUiomO1+sAlzd9xTruDbiY4J4+zg1rX9FaXeiVUtlDSiR0AAGAtPT5Xp+z//hnEaDQqNjb1LR0BAAAyilsuB1Uvnu+x1nB2jNs181pNbx2+eFsLdgbp9z0XrHbWhEXEaM72s5qz/azqlvJQ53o+erFyETk50HMBAIDMIF12wFSuXDlF8ydMmKCmTZtavu/cubPu3bunZcuWpXVo2QI7YAAAyHnuRMboj70X9EvAOR25dDvBOQVyO6ltreLqVKeEinu4pnOEAABkHdmmBOnZZ5+VIQU9GUeOHGl1gG9MTIwcHLLEZp0MQQIGAICcy2QyKfD8Lc0POKeV+y8qMsYYb47BIDUuX1Cd6/rouScKyf7hntcAAORw2SYBA9siAQMAACTp1t0oLd0drAU7zun09fAE5xRzd1aHOiXUoXZxFcrrnM4RAgCQOaXH52qbFgWfPHlSPXr00PHjx63G16xZo0OHDlmNDRw4UL6+vrYMBwAAIFvL5+qkHg1L6+9BjbWgR135PVlUDg/tdrkYGqHv1h9X/a/+Ue9fdmvbyesyGvl9HAAAtmbTBMzx48f1888/q1KlSmrfvr1OnjwpSfLz89PUqVOt5l6/fl3nzp2zZTgAAAA5gsFgUP2yBTSlc01t/+Q5fdCsvLzyuVjNiTGatObgZXX+cYeafLdJP245rZvhdJwEAMBWbJqAad68uU6fPq2BAwdq1apVqly5sqZNm2bLRwIAAOABhfI6q+9z5bT5o2c1681aerZCQT18NN+Z6+EaveqI6o75WwMX7dXuoJuiSh0AgLRl876EXl5eGjdunI4dO6Z27dqpVq1atn4kAAAAHmJvZ1CTioX1U7c62vzhs+rzbBkVyO1kNScqxqhlgRfUetp2vTRhi34JCNKdyJgMihgAgOzFZq2Fbt68qVu3blmNjRw50vLblNDQUAUFBcnV1VVubm4yGuOf2A8AAIC0V9zDVR++8ITea1Je6w5f1vyAc/I/HWI15+jlMH22/KDGrD6iVjW81KWujyoVy5tBEQMAkPXZrAvSRx99pG+//TbBayaTKcG21I6Ojnr99dfVtGlTtWrVSs7OnMyfHHRBAgAAj+vk1TtasOOclu4+r9sRCe96qVEin7rU9ZFf1aJydrRP5wgBALCdLN2Ges2aNdqyZUu8cZPJpLFjx6pGjRpq2rSpwsPDdefOHW3cuNFyCK/BYFCBAgU0YMAADRo0SI6OjrYIMdsgAQMAANLKvahYrdx/Ub/sOKd9528lOCefq6Pa1PRWp7olVLpg7vQNEAAAG8jSCZiHGY1G/fbbb2rdurUcHBzUu3dvTZkyxXL9jTfe0N9//61//vlHixcv1sSJE3Xjxg3Vrl1bS5YsUfHixdMjzCyJBAwAALCFgxdCNX9HkJYHXtS96NgE59Qv46ku9Xz0fKXCcrS3+fGCAADYRHp8rk6X/0suXbpUlSpVUocOHbRixYok51aoUEFDhw7VmTNn9Pbbb2vnzp1q2LChrl279thxnD9/Xl26dFGhQoXk5uam+vXrPzKehMyePVvVq1eXi4uLvLy81Ldv33jn3Zjdvn1bgwcPVsWKFeXq6iofHx81b95cf//992O+DQAAgG1V8XLXmNeqaseQJhrVqrIqFM4Tb872UyF6d/4e1f/qH3277pgu3LqXAZECAJD52TQBc/HiRTVp0kTt2rWTJM2cOVMvvfRSsu7NnTu3pk+fru+++07nzp3Ta6+99ljtEIOCglSrVi3Nnz9f4eHh8vDwkL+/v1q2bKmZM2cme52PP/5Y3bt31759+1S0aFFdu3ZNU6ZMUf369XX79m2ruTt37lSNGjU0ZswYnThxQiVLltTdu3e1Zs0aNW3aVF9//XWq3wcAACC95HV21Ou+JbX2/YZa2stXr1QvJqeHdrtcC4vUpH9OquHYf9Rj7n/69+hVxRppZQ0AgJlNEzDOzs46ceKEpk6dqsOHD6t79+5ycnKSp6en3NzckrXG+++/r759+6pBgwYJHtybXL1799bVq1fVpk0bXb9+XefPn9fChQtlMBjUv39/Xbhw4ZFr7NixQ+PGjZOzs7M2b96s06dP69q1a/L19dWRI0c0ePBgq/m7du3S9evXNWPGDIWGhurw4cO6evWqpk2bJkn69NNPLefeAAAAZHYGg0G1Snrof+3deXhN5/7//9fOPCMxRSKbIKaSSktCi1JaU7WOUsTR6rfj6Tyd0jr9tKeGTqfT6XC01UFFqdJBi5ZOFElQQ80UOwOREJIg497r94dfdqXZ0Z2wd0Sej+tyfT7Weq97v1evdch+udd9vzqmm5KfuFqTB3eQOSygQo3NkFbsyNbED9ep74s/6s0f9yqnoLiWOgYA4MLh8jVgysrK5OX117tdz5gxQxs2bNBnn31W6ZzNZpOHR82zop07d6pjx44KCwuTxWKpEP7cddddmjlzpp588klNnTr1rOOMGTNG8+fP14wZMzRp0iT78czMTJnNZnl7eys7O1vBwX9Mzz1+/LgaNmxYaazevXvrl19+0bx583TTTTfV+N4k1oABAAC1x2YztPr3I5qTbNGKHY5nvXh7mnRN5+YaH29WQnToOf2jGgAArnBRrAFTHr7k5eWdtW7y5MkOwxdJ2rRp0zn18M0330iShg4dWmnmzahRoyTpL9eCsVqtWrZsmSTZX6kqFxERoZ49e6qoqEgrVqyocM5R+HLmcZvN5tQ9AAAAXIg8PEzq3a6JZv79cq1+vL8eHNBOzUP8KtSUWg19s+WQxr6brAEv/6z3f9mvvFOltdQxAAC1wy2L8O7cuVNNmzbVtddeq5kzZ+rYsWOSpMOHD//ltSUlJRo8ePA5zRLZuHGjJGnAgAGVzvXp00c+Pj7atm2bSkpKqhxj//79ysvLU3R0tKKjoyudLx/bmbBo//79WrVqlXx8fHTllVc6eRcAAAAXtuYN/PTggBj98ng/zfz7ZeoT06RSze85J/Xvr7crfsYKPbZgszalHz+ndf4AAKgr3BLAHD9+XKWlpVq/fr3uvvtuhYeHKzU1VR07dlRsbKxeeumlKqf5zJ8/Xzk5OerWrVuNP//333+XJIWHh1c65+3trbCwMFmtVlkslhqNcebxvXv3Ojyfl5enHTt26LXXXlPfvn2Vl5enadOmsb02AAC46Hh5eujazs01+9Ye+vmxq3Rn32iFBvpUqCkqtWnBhgzd8OZqXffGL/okNU0ni8tqqWMAAFzvrxdnOQ/K12959dVX1bt3by1YsEAdO3bU8ePHFRAQoEmTJmnSpEkaMmSI3nrrLfu7V6dOndLUqVPVqFEj3XvvvTX+/PLdicLCwhyeDwsL06FDhyrtYlTdMc6sO5PFYlGrVq3sv2/VqpW+/vprDR061Kn+pT/eR3Pk0KFDVQZDAAAAtckcFqjJgzvq4YExWrY1S0nJaUo9kFuhZmtmviYv+k3Tv9mhEXERSow3q33zylteAwBQl7llBsyZWrVqpccee8y+UO0DDzyg3bt36/7779fPP/+szp0767333pMk3Xfffdq7d6+effZZBQUF1fgzi4qKJKnC4rhnCgkJkSQVFha6ZAwfHx+1b9/efu2BAwf00ksvaffu3U7eAQAAQN3m6+Wp6y+N0Kd39dR3D/XRzT3NCvat+G+BBcVlmr3WomtfXakb316jLzZmqrjMWksdAwBwfrk9gHEkOjpaL7/8sn777Td169ZNd955p7p166YPP/xQY8eO1T/+8Y9zGt/P7/RCcFXNcClfIDggIMDh+XMdIzw8XDt37lR+fr727t2r++67Tz/99JPi4+O1f/9+p+4hIyOjyl/MfgEAAHVJTLNgPXP9JUp58mo997cuuiQipFLNessxPTh/k3rO+EEzluzQgSMna6FTAADOH5e9gjRp0iStW7dO0h+hxXPPPacPP/zQXvPnLQijoqL0ww8/qG/fvlq9erV8fX31+uuvn3MvDRo0kCQdPXrU4fny4+V1rhpDktq0aaPXX39dPj4++s9//qMpU6YoKSnp7DcAAABwEQrw8dKYHlEa0yNKm9OPKynFoq82H1RR6R+7ROaeLNHMlfs0c+U+9W7XWInxZg3o2FRenhfEvyMCAOA0l/3NVVhYqIKCAhUUFOjkyZOVjhUUFFS65vDhwxo2bJhWr16t2NhYFRcXa/LkyefcS7t27SRJBw8erHSupKRER48elbe3t8xmc43GOPN4ed1fmTBhgiRp1apVTtUDAABczGJbNtQLN8Yq5YkB+r/rOqlt08qvn6/ac0R3zdmgK57/Qa8s361DeVW/Pg4AwIXGZQHMa6+9ptTUVKWmpuqDDz6QJD3zzDP2Y6mpqfYtB3NycvTMM8+oc+fOWr16td555x1t3LhREydO1Hvvvac5c+acUy9xcXGSpOXLl1c69/PPP6u0tFRdu3aVl1fVE4LMZrNCQ0N14MABhzsdrVixosJn/ZXAwEBJsodTAAAAkBr4e2viFa21/KE+mndHgq6LbSFvz4qzpg/nF+u17/foyud/1B2z1+vn3Tmy2djKGgBwYXPL3M0/v2p0plmzZslsNmvGjBkaNGiQfvvtN912222SpDfeeEMdOnTQQw89dE5BxdChQ2UymbR06dJKM28+/fRTSdKwYcPOOoaHh4eGDBki6fTW2GdKS0tTcnKyAgIC1L9/f/vx9957T9nZ2Q7H++677yRJl112WfVuBgAAoB4wmUxKiA7Tf8d205pJV+ufg9orspF/hRqrzdB32w/r5vdTddVLP+l/P/+uoyeKa6ljAADOzq0vzzoKYk6dOqWnnnpKGRkZmjNnjqKiouzn/P399eKLL+ro0aP673//W+PPbdu2rYYPH67c3Fzdcsst9p2K5s2bp1mzZsnf31933XWXvX7GjBmKiIjQ7NmzK4zz0EMPyWQy6dlnn9XKlSslnV58d/To0bLZbLrzzjvti/Cmpqbq9ttv12WXXaalS5faZ/tI0pdffqlJkyZJ+uNVJAAAADjWJNhX/7iqrVY+1k8fTOyuAR2byeNPP1am5Z7Sc0t3queMH/TAvI1K3Z9b4ecvAABqm8lww99MqampSkhIUHBwsH03Ien0q0ehoaGKjIxUo0aNFBERoc6dO6tz58666qqr7Fs7d+3aVaGhofrpp59q3ENGRoa6d++urKwsBQQEKDQ0VBkZGTKZTJo1a5YmTpxorw0PD1dWVpZ69uypNWvWVBjnX//6l6ZOnSpJat26tTIyMlRaWqpLLrlEa9eutW+XbRiGJk+erBdffFE2m02hoaFq2bKlMjMzdeTIEUnSHXfcoZkzZ9b4nspFRkba7xEAAKA+yDxeqPmpaZq3Ll3ZBY5nvcQ0C1JivFkj4iIU4uft5g4BAHWJO75XuyWA2b9/v2bMmFHpuGEYKi4uVlFRkXJzc7V//36lp6errKxMPj4+GjBggBITExUbG6t27drJ2/vc/uLMzMzUpEmTtGzZMp06dUqxsbGaMmWK/dWictOnT9ebb76p6dOn6+abb640zocffqhXX31Vu3btUqNGjTRy5EhNmzbNHhidad26dXr77be1cuVKHTx4UI0bN1bnzp314IMP6tprrz2n+ylHAAMAAOqrUqtNK7YfVlJKmn7Ze8Rhjb+3p66/tIXGJ5h1ScTZd6wEANRPF00A40hWVpYee+wxzZw50/7azq+//qpLLrlEa9as0TfffKOFCxfKYrHo8ssv12uvvaaEhITaaPWCRwADAAAg7cs5oU9S07RgQ4aOnyp1WBMb2UCJ8WZdF9tC/j6ebu4QAHChcsf3aretAbN48WL17dtXixcvlnR67ZTU1FQNHjxYubm5euCBB9S9e3dNnTpVV111lV588UXt2rVLzz//vHbv3q309HR3tQoAAIA6KLpJkJ4c2knJk6/Wy6NjdZm5UaWazRl5+ufCLeoxfYWe/mqb9mYXOBgJAIDzzy0zYEpLS/XUU0/p+eefl4eHhzp06KDXX39dl19+uUaOHKk1a9YoMDBQr7zyihITEytdf+rUKfssGVTGDBgAAADHth/M19xUiz7/NVMnS6wOa+JbhyoxwaxBnZvLx8ute1QAAC4Qdf4VpMOHD+upp57St99+qyFDhmjmzJnatm2bnnrqKS1atEhDhgxRcnKyjh8/rokTJ6p58+ZVN2oy6emnn3ZVq3UaAQwAAMDZnSgu05ebMjUnOU07DuU7rGkc5KNRl7fUuB5RahnKP/4BQH1SpwOYL7/8UhMmTFBpaan+/ve/q7i4WB9//LGs1tP/8vDzzz/r//2//6d9+/bZt6c+Wysmk8l+LSoigAEAAHCOYRjamH5cSclp+nrLQRWX2SrVmExS35gmGh9vVr8OTeX55z2vAQAXnTq9BkybNm00YsQI7d69WzNnzlSLFi0qnO/bt6+2bNmicePGyTAM3XPPPcrPz9eJEycc/ioo4P1cAAAAnBuTyaS4qEb6z+hYpTxxtaYM7ajoxoEVagxD+mlXjm6bvV69n/9Br3+/R9n5RbXUMQDgYuG2XZCeeOIJPf/88w5nscyYMUNPPvmkbr75Zr333nvy9GRF+upgBgwAAEDNGYahtb8fVVJKmr7dlqUyW+Ufj708TBrYqZnGJ5jVMzpMHsyKAYCLiju+V3u5bOQ/MQyjyleMJk+eLD8/Pz366KOKjY3Vgw8+6K62AAAAUM+ZTCb1attYvdo2VnZ+kT5dn65PUtOVebzQXlNmM7R0a5aWbs1S68aBSoyP0si4SDUK9KnFzgEAdYnbZsAUFBSooKCg0qtIZ9q3b5+io6Pd0c5FhRkwAAAA55fVZuinXdmak2zRT7tz5OgnZh8vDw3rEq7EBLPiohra1zUEANQ9dXoRXrgPAQwAAIDrpOee0rx1aZq/Ll1HTpQ4rOnQPFjjE8y6oVuEgnzdNskcAHCeEMDAKQQwAAAArldSZtN327M0J9mi5H25DmsCfTx1fbcIjY83q1OLEDd3CACoKQIYOIUABgAAwL32Zp9QUopFCzdkKL+ozGFNt6iGGh9v1tCu4fLzZpMJALiQEcDAKQQwAAAAtaOwxKqvtxzUnJQ0bU4/7rCmYYC3boyL1Lj4KEU3CXJvgwAApxDAwCkEMAAAALVva2aeklIs+mLjQRWWWh3W9GoTpvEJZg3s1Ezenh5u7hAAUBUCGDiFAAYAAODCkV9Uqi83ZmpOcpp2HS5wWNMk2FdjurfUmB5Rimjo7+YOAQB/RgADpxDAAAAAXHgMw9AGyzHNSbZoyW9ZKrHaKtV4mKT+HZoqMd6sPjFN5OnBVtYAUBsIYOAUAhgAAIALW+7JEi1Yn665qWmyHD3lsCaykb/G9ojS6Mtbqkmwr5s7BID6jQAGTiGAAQAAqBtsNkOrfz+iOckWrdiRLaut8o/i3p4mXdu5uRLjzUqIDpXJxKwYAHA1Ahg4hQAGAACg7snKK9K8dWmal5qurPwihzVtmgQqMd6skXGRahDg7eYOAaD+IICBUwhgAAAA6q4yq03f78xWUkqaVu7OcVjj5+2h67q2UGKCWbGRDZgVAwDnGQEMnEIAAwAAcHGwHD2pualpWrA+Q7knSxzWXBIRosR4s4bHtlCgr5ebOwSAixMBDJxCAAMAAHBxKS6zatnWLCUlpyn1QK7DmmBfL42Ii1BivFntmwe7uUMAuLgQwMApBDAAAAAXr92HC5SUbNGiXzNVUFzmsKZ7q0ZKjDdrcJfm8vXydHOHAFD3EcDAKQQwAAAAF79TJWX6atNBzUmxaGtmvsOa0EAfjbosUmN7RKlV40A3dwgAdRcBDJxCAAMAAFC/bE4/rqQUi77afFBFpTaHNb3bNVZivFkDOjaVl6eHmzsEgLqFAAZOIYABAACon/IKS7Xo1wwlpaRpb/YJhzXNQnw1pnuUxvRoqfAG/m7uEADqBgIYOIUABgAAoH4zDEMp+3OVlJKmZVsPqdRa+Ud8Tw+Tru7QVIkJZvVu21geHmxlDQDlCGDgFAIYAAAAlMspKNaCDemam5KmjGOFDmuiQgM0Lj5Koy6LVFiQr5s7BIALDwEMnEIAAwAAgD+z2Qz9vCdHSclp+mHnYdkc/NTv4+mhwV2aKzHerO6tGslkYlYMgPqJAAZOIYABAADA2WQeL9T81DTNW5eu7IJihzUxzYKUGG/WiLgIhfh5u7lDAKhdBDBwCgEMAAAAnFFqtWnF9sOak2LR6r1HHdb4e3vq+ktbaHyCWZdENHBzhwBQOwhg4BQCGAAAAFTXvpwT+iQ1TQs2ZOj4qVKHNbGRDZQYb9Z1sS3k7+Pp5g4BwH0IYOAUAhgAAADUVFGpVUt+O6SklDRtsBxzWBPs56WRcZEanxCltk2D3dwhALgeAQycQgADAACA82H7wXzNTbXo818zdbLE6rAmvnWoEhPMGtS5uXy8PNzcIQC4BgEMnEIAAwAAgPPpRHGZvtyUqTnJadpxKN9hTeMgH426vKXG9YhSy9AAN3cIAOcXAQycQgADAAAAVzAMQxvTj2tOskVfbzmkkjJbpRqTSeob00Tj483q16GpPD3YyhpA3UMAA6cQwAAAAMDVjp8q0WcbMjQ3JU37jpx0WNOigZ/G9IjSmO4t1TTEz80dAkDNEcDAKQQwAAAAcBfDMLT296NKSknTt9uyVGar/HXCy8OkgZ2aaXyCWT2jw+TBrBgAFzgCGDiFAAYAAAC1ITu/SJ+uT9cnqenKPF7osKZ140AlxkdpZFykGgX6uLlDAHAOAQycQgADAACA2mS1GfppV7bmJFv00+4cOfqG4ePloWFdwpWYYFZcVEOZTMyKAXDhIICBUwhgAAAAcKFIzz2lT1LT9On6dB05UeKwpmN4iBLjo3RDtwgF+Xq5uUMAqIwABk4hgAEAAMCFpqTMpm+3ZSkpxaLkfbkOawJ9PHV9twiNjzerU4sQN3cIAH8ggIFTCGAAAABwIdubfUJJKRYt3JCh/KIyhzXdohpqfLxZQ7uGy8/b080dAqjvCGDgFAIYAAAA1AWFJVYt3nJQSSlp2px+3GFNwwBv3RgXqXHxUYpuEuTeBgHUWwQwcAoBDAAAAOqarZl5Skqx6IuNB1VYanVY06tNmMYnmDWwUzN5e3q4uUMA9QkBDJxCAAMAAIC6Kr+oVF9uzNSc5DTtOlzgsKZJsK/GdG+pMT2iFNHQ380dAqgPCGDgFAIYAAAA1HWGYWiD5ZjmJFu05LcslVhtlWo8TFL/Dk2VGG9Wn5gm8vRgK2sA5wcBDJxCAAMAAICLSe7JEi1Yn665qWmyHD3lsCaykb/G9ojS6Mtbqkmwr5s7BHCxIYCBUwhgAAAAcDGy2Qz9sveIklIsWrEjW1Zb5a8u3p4mXdu5uRLjzUqIDpXJxKwYANVHAAOnEMAAAADgYpeVV6R569I0LzVdWflFDmvaNAlUYrxZI+Mi1SDA280dAqjL3PG9ul4tJZ6enq7x48eradOmCgwMVK9evbR48eJqj/P+++/r0ksvlb+/vyIiInTvvffq+PHjDmsPHTqkRx99VO3atVNAQIA6deqkiRMnKjMz8xzvBgAAAKg/mjfw04MDYvTL4/008++XqU9Mk0o1v+ec1L+/3q74GSv02ILN2pR+XPx7M4ALRb2ZAWOxWNSjRw9lZ2crICBAoaGh9mRr5syZuuOOO5wa5/HHH9cLL7wgSWrdurUyMjJUWlqqjh07Kjk5WSEhIfban3/+WTfeeKOOHDmiJk2aqEmTJtqzZ49KS0vVoEED/fjjj+rWrds53xszYAAAAFAfWY6e1NzUNC1Yn6HckyUOay6JCFFivFnDY1so0NfLzR0CqCuYAXMe3X333crOzrYHIunp6Zo3b55MJpPuv/9+p2akpKSk6IUXXpCfn59Wrlypffv2KScnRz179tSOHTv0xBNP2GtPnDihkSNHqqCgQB988IGysrK0bds25eTkaPjw4crLy9Ndd91FIg8AAADUkDksUJMHd9Tayf312phL1aNVaKWarZn5mrzoNyVM/15PfblVu7Icb3UNAK5WL2bA7Ny5Ux07dlRYWJgsFosCAwPt5+666y7NnDlTTz75pKZOnXrWccaMGaP58+drxowZmjRpkv14ZmamzGazvL29lZ2dreDgYEnSt99+K39/f/Xp06fCOLm5uTKbzTpx4oT27t2rNm3anNP9MQMGAAAAOG1XVoHmpli06NdMFRSXOazp3qqREuPNGtyluXy9PN3cIYALETNgzpNvvvlGkjR06NAK4YskjRo1SpL+ci0Yq9WqZcuWSZJGjx5d4VxERIR69uypoqIirVixwn782muvrRS+SFJoaKi6du0qSdq2bVs17wYAAABAVdo3D9Yz11+i5Ceu1nN/66JLIkIq1aw7cEwPzt+knjN+0IwlO2Q5erIWOgVQ39SLAGbjxo2SpAEDBlQ616dPH/n4+Gjbtm0qKXH83qgk7d+/X3l5eYqOjlZ0dHSl8+Vjb9q0yameyiceBQUFOVUPAAAAwHmBvl4a0yNKX9/XW1/ec4VGXx4pP++KX39yT5Zo5sp96vviT/r7rBQt25qlMqutljoGcLGrF6tQ/f7775Kk8PDwSue8vb0VFhamQ4cOyWKxqF27dtUe48zje/fu/ct+rFarNm/eLEmKjY396xsAAAAAUGOxLRsqtmVDPTm0kxb9mqGklDTtzT5RoWbVniNateeImoX4akz3KI3p0VLhDfxrqWMAF6N6EcDk5+dLksLCwhyeLw9gyutqOsaZdWezcuVKnTp1yr4ujTPK30dz5NChQ1UGQwAAAABOa+DvrYlXtNYtvVopZX+uklLStGzrIZVa/1gW83B+sV77fo/e+HGvru7QVIkJZvVu21geHqZa7BzAxaBeBDBFRUWSZF8c98/Kt44uLCx06RjlJk+eLEl68skn/7IWAAAAwPllMpmUEB2mhOgw5RR00oIN6ZqbkqaMY3/8LG+1Gfpu+2F9t/2wokIDNC4+SqMui1RYkG8tdg6gLqsXAYyfn5+kqmen5OXlSZICAgJcOoYkzZ8/XykpKerYsaPGjh179sbPcLaVmM82OwYAAABA1ZoE++ofV7XVnX3aaOWeHCUlp+mHnYdlO2Ov2LTcU3pu6U69/N1uDe7SXInxZnVv1UgmE7NiADivXgQwDRo0kCQdPXrU4fny4+V1rhpjz549uvvuu+Xt7a333ntPHh71Yg1kAAAA4ILn6WFSv/ZN1a99U2UeL9T81DTNW5eu7IJie02J1aYvNx3Ul5sOKqZZkBLjzRoRF6EQP+9a7BxAXVEvEoDyhXUPHjxY6VxJSYmOHj0qb29vmc3mGo1x5vGqFvE9fvy4rrvuOh07dkwvvfSSevXqVa17AAAAAOAeEQ399fA17bV6Un+9nRinK9pWXrdx9+ET+r+vtil+2veatHCLtmbm1UKnAOqSehHAxMXFSZKWL19e6dzPP/+s0tJSde3aVV5eVU8IMpvNCg0N1YEDBxzudLRixYoKn3WmkpISjR49Wrt27dLYsWN1//331/RWAAAAALiJt6eHBncJV9JtCfrhkb66vXdrNQyoONulsNSqeevSNey/v+j6N37Rp+vSVVhiraWOAVzI6kUAM3ToUJlMJi1dulQFBQUVzn366aeSpGHDhp11DA8PDw0ZMkTS6XVczpSWlqbk5GQFBASof//+Fc6VlpZq9OjRWr58uYYOHaqPPvroXG8HAAAAgJtFNwnSk0M7KXny1Xp5dKziohpWqtmckad/LtyiHtNX6OmvtmlvdkHlgQDUW/UigGnbtq2GDx+u3Nxc3XLLLfadiubNm6dZs2bJ399fd911l71+xowZioiI0OzZsyuM89BDD8lkMunZZ5/VypUrJZ1efHf06NGy2Wy68847KyzCW1hYqL/97W/68ssvNWDAAC1cuFDe3rwfCgAAANRVft6e+ltcpBb94wotub+3EuOjFOjjWaGmoKhMH645oAEvr9RNM9fqq80HVVJmq6WOAVwoTIZhGH9dVvdlZGSoe/fuysrKUkBAgEJDQ5WRkSGTyaRZs2Zp4sSJ9trw8HBlZWWpZ8+eWrNmTYVx/vWvf2nq1KmSpNatWysjI0OlpaW65JJLtHbtWgUFBUk6vW31Nddco1WrVkk6PcPGarUqPz9fVmvFKYmff/65mjdvXuN7K98F6Ww7JQEAAABwjRPFZfpyU6bmJKdpxyHHu6Y2DvLRqMtbalyPKLUMPfvOqQDczx3fq+tNACNJmZmZmjRpkpYtW6ZTp04pNjZWU6ZMsb9aVG769Ol68803NX36dN18882Vxvnwww/16quvateuXWrUqJFGjhypadOmKSQkxF5jsVjUqlUrp/o6cODAWRcA/isEMAAAAEDtMwxDG9OPa06yRV9vOeRw1ovJJPWNaaLx8Wb169BUnh5sZQ1cCAhg4BQCGAAAAODCcvxUiT7bkKG5KWnad+Skw5oWDfw0tkeUbureUk1D/NzcIYAzEcDAKQQwAAAAwIXJMAyt/f2o5qRY9N22wyqzVf765eVh0jWdmykx3qye0WHyYFYM4HYEMHAKAQwAAABw4cvOL9L8den6JDVNB/OKHNa0bhyoxPgojYyLVKNAHzd3CNRfBDBwCgEMAAAAUHdYbYZ+2pWtOckW/bQ7R46+kfl4eWhYl3AlJpgVF9VQJhOzYgBXIoCBUwhgAAAAgLopPfeUPklN06fr03XkRInDmo7hIUqMj9IN3SIU5Ovl5g6B+oEABk4hgAEAAADqtpIym77dlqWkFIuS9+U6rAn08dQN3SKUGG9WpxYhDmsA1AwBDJxCAAMAAABcPPZmn1BSikULN2Qov6jMYU1cVEMlxps1tGu4/Lw93dwhcPEhgIFTCGAAAACAi09hiVWLtxxUUkqaNqcfd1jTMMBbN8ZFalx8lKKbBLm3QeAiQgADpxDAAAAAABe3rZl5Skqx6IuNB1VYanVY06tNmMYnmDWwUzN5e3q4uUOgbiOAgVMIYAAAAID6Ib+oVF9szNScZIt2Hz7hsKZJsK/GdG+pMT2iFNHQ380dAnUTAQycQgADAAAA1C+GYWi95ZiSki1a8luWSqy2SjUeJql/h6ZKjDerT0wTeXqwlTVQFQIYOIUABgAAAKi/ck+WaMH6dM1NTZPl6CmHNZGN/DW2R5RGX95STYJ93dwhcOEjgIFTCGAAAAAA2GyGftl7REkpFq3YkS2rrfJXPW9Pk67t3FyJ8WYlRIfKZGJWDCARwMBJBDAAAAAAzpSVV6R569I0LzVdWflFDmvaNAlUYrxZI+Mi1SDA280dAhcWAhg4hQAGAAAAgCNlVpu+35mtpJQ0rdyd47DGz9tD13VtocQEs2IjGzArBvUSAQycQgADAAAA4K9Yjp7U3NQ0LVifodyTJQ5rLokIUWK8Wddf2kIBPl5u7hCoPQQwcAoBDAAAAABnFZdZtWxrluYkW7TuwDGHNcG+XhoRF6HEeLPaNw92c4eA+xHAwCkEMAAAAABqYldWgeamWLTo10wVFJc5rOneqpES480a3KW5fL083dwh4B4EMHAKAQwAAACAc3GyuEyLNx/UnBSLtmbmO6wJDfTRqMsiNS4+SuawQDd3CLgWAQycQgADAAAA4HzZnH5cSSkWfbX5oIpKbQ5rerdrrMR4swZ0bCovTw83dwicfwQwcAoBDAAAAIDzLe9UqRZtzFBSSpr2Zp9wWNMsxFdjukdpTI+WCm/g7+YOgfOHAAZOIYABAAAA4CqGYShlf66SUtK0bOshlVorf4X09DDp6g5NlZhgVu+2jeXhwVbWqFsIYOAUAhgAAAAA7pBTUKwFG9I1NyVNGccKHdZEhQZoXHyURl0WqbAgXzd3CNQMAQycQgADAAAAwJ2sNkMr9+QoKTlNP+w8LJuDb5U+nh4a3KW5xieYdbm5kUwmZsXgwkUAA6cQwAAAAACoLZnHCzU/NU2frEtXTkGxw5r2zYKVmBClG7pFKMTP280dAn+NAAZOIYABAAAAUNtKrTat2H5Yc1IsWr33qMMaf29PXX9pC41PMOuSiAZu7hCoGgEMnEIAAwAAAOBCsi/nhD5JTdOCDRk6fqrUYU1sZAMlxpt1XWwL+ft4urlDoCICGDiFAAYAAADAhaio1Kolvx3SnGSLfk077rAm2M9LI+MiNT4hSm2bBru3QeD/RwADpxDAAAAAALjQbT+Yr6QUi77YmKmTJVaHNfGtQzU+waxrOzeXj5eHmztEfUYAA6cQwAAAAACoK04Ul+nLTZmak5ymHYfyHdY0DvLR6MtbamyPKLUMDXBzh6iPCGDgFAIYAAAAAHWNYRjamH5cc5It+nrLIZWU2SrVmExS35gmGh9vVr8OTeXpwVbWcA0CGDiFAAYAAABAXXb8VIk+25ChuSlp2nfkpMOaFg38NLZHlG7q3lJNQ/zc3CEudgQwcAoBDAAAAICLgWEYWvv7Uc1Jsei7bYdVZqv8ddXLw6RrOjdTYrxZPaPD5MGsGJwHBDBwCgEMAAAAgItNdn6R5q9L1yepaTqYV+SwpnXjQCXGR2lkXKQaBfq4uUNcTAhg4BQCGAAAAAAXK6vN0I87s5WUYtFPu3Pk6Busj5eHhnUNV2K8WXFRDWUyMSsG1UMAA6cQwAAAAACoD9JzT+mT1DR9uj5dR06UOKzpGB6ixPgo3dAtQkG+Xm7uEHUVAQycQgADAAAAoD4pKbPp221ZSkqxKHlfrsOaQB9P3dAtQonxZnVqEeLmDlHXEMDAKQQwAAAAAOqrvdknlJRi0cINGcovKnNYExfVUInxZg3tGi4/b083d4i6gAAGTiGAAQAAAFDfFZZYtXjLQSWlpGlz+nGHNQ0DvHVjXKTGxUcpukmQexvEBY0ABk4hgAEAAACAP2zNzFNSikVfbDyowlKrw5or2oYpMd6sgZ2aydvTw80d4kJDAAOnEMAAAAAAQGX5RaX6YmOm5iRbtPvwCYc1TYJ9NaZ7S43pEaWIhv5u7hAXCgIYOIUABgAAAACqZhiG1luOKSnZoiW/ZanEaqtU42GS+ndoqsR4s/rENJGnB1tZ1ycEMHAKAQwAAAAAOCf3ZIkWrE/X3NQ0WY6eclgT2chfY3tEafTlLdUk2NfNHaI2EMDAKQQwAAAAAFA9NpuhX/YeUVKKRSt2ZMtqq/zV2NvTpGs7N1divFkJ0aEymZgVc7EigIFTCGAAAAAAoOay8oo0b12a5qWmKyu/yGFNmyaBSow3a2RcpBoEeLu5Q7gaAQycQgADAAAAAOeuzGrT9zuzlZSSppW7cxzW+Hl76LquLZSYYFZsZANmxVwkCGDgFAIYAAAAADi/LEdPam5qmhasz1DuyRKHNZdEhCgx3qzrL22hAB8vN3eI84kABk4hgAEAAAAA1ygus2rZ1izNSbZo3YFjDmuCfb00Ii5CifFmtW8e7OYOcT4QwMApBDAAAAAA4Hq7sgo0N8WiRb9mqqC4zGFN91aNlBhv1uAuzeXr5enmDlFTBDBwCgEMAAAAALjPyeIyLd58UHNSLNqame+wJjTQR6Mui9S4+CiZwwLd3CGqyx3fqz1cNvIFKD09XePHj1fTpk0VGBioXr16afHixdUe5/3339ell14qf39/RURE6N5779Xx48errC8oKNDChQt1xRVXyGQy6aGHHjqHuwAAAAAA1KZAXy+N6RGlxfdeqS/vuUKjL4+Un3fFr9e5J0s0c+U+9X3xJ/19VoqWbc1SmdVWSx3jQlBvZsBYLBb16NFD2dnZCggIUGhoqD3Zmjlzpu644w6nxnn88cf1wgsvSJJat26tjIwMlZaWqmPHjkpOTlZISEiF+s8++0xjx45VWdkf09MefPBBvfLKK+fpzpgBAwAAAAC1Le9UqRZtzFBSSpr2Zp9wWNMsxFdjukdpbI8oNW/g5+YOcTbMgDmP7r77bmVnZ+vGG2/UkSNHlJ6ernnz5slkMun+++9XZmbmX46RkpKiF154QX5+flq5cqX27dunnJwc9ezZUzt27NATTzxR6ZqoqCg9+OCDevTRR9WrVy9X3BoAAAAAoJY1CPDWxCtaa/lDfTTvjgQN6xoub8+KW1Qfzi/Wa9/v0RXP/6A7Zq/Xyt05stnqxZwIqJ7MgNm5c6c6duyosLAwWSwWBQb+8f7dXXfdpZkzZ+rJJ5/U1KlTzzrOmDFjNH/+fM2YMUOTJk2yH8/MzJTZbJa3t7eys7MVHOx41etnnnlGTz/9NDNgAAAAAKAeyCko1oIN6ZqbkqaMY4UOa6JCAzQuPkqjLotUWJCvmztEOWbAnCfffPONJGno0KEVwhdJGjVqlCT95VowVqtVy5YtkySNHj26wrmIiAj17NlTRUVFWrFixflqGwAAAABQhzUJ9tU/rmqrnx/rpw8mdteAjk3lUXFSjNJyT+m5pTvVc8YPemDeRq07kKt6ME+iXqoXAczGjRslSQMGDKh0rk+fPvLx8dG2bdtUUlJS5Rj79+9XXl6eoqOjFR0dXel8+dibNm06P00DAAAAAC4Knh4m9WvfVO/d3F2rHu+v+/q3VZPgirNdSqw2fbnpoEb9b60GvbpKs9ceUH5RaS11DFeoFwHM77//LkkKDw+vdM7b21thYWGyWq2yWCw1GuPM43v37j3XdgEAAAAAF6mIhv565Jr2WjOpv95OjNMVbcMq1ew6XKCnvtym+Gnfa9LCLdqamVcLneJ886rtBtwhP//0vuxhYZUf7PLjhw4dstfVdIwz68638vfRHDl06FCVwRAAAAAA4MLj7emhwV3CNbhLuPblnNDclDQt2JChvMI/Zr0Ullo1b1265q1LV2xkAyUmmHVd1xby9/Gsxc5RU/ViBkxRUZEkVbk4bvnW0YWFjhdFOl9jAAAAAADwZ9FNgjRlWCelPHG1Xh4dq7iohpVqNmfk6Z+fbVGP6Sv09FfbtDe7wP2N4pzUixkwfn6n91evanZKXt7p6VwBAQEuHeNcnG0l5rPNjgEAAAAA1A1+3p76W1yk/hYXqe0H85WUYtEXGzN1ssRqrykoKtOHaw7owzUHFN86VOMTzLq2c3P5eNWL+RV1Wr0IYBo0aCBJOnr0qMPz5cfL61w1BgAAAAAAzujUIkTTRnTR5CEd9eWmTM1JTtOOQxUnBKTsz1XK/lw1DvLR6MtbamyPKLUMdc2kAJy7ehGRtWvXTpJ08ODBSudKSkp09OhReXt7y2w212iMM4+X1wEAAAAAcK6CfL2UGG/Wkvuv1KJ/9NLf4iIqzXY5cqJEb/30u/q8+KNu+SBVK7YfltXGVtYXmnoRwMTFxUmSli9fXunczz//rNLSUnXt2lVeXlVPCDKbzQoNDdWBAwcc7nS0YsWKCp8FAAAAAMD5YjKZFBfVSC+PvlSpT1ytKUM7qnXjwAo1hiH9tCtHt81er97P/6D/fr9H2flFtdQx/qxeBDBDhw6VyWTS0qVLVVBQcaGiTz/9VJI0bNiws47h4eGhIUOGSJLmz59f4VxaWpqSk5MVEBCg/v37n8fOAQAAAACoqGGAj27rHa0fHumrpNviNaRLc3l5mCrUHMwr0n+W71av537QP5I2aPXeI7IxK6ZW1YsApm3btho+fLhyc3N1yy232HcqmjdvnmbNmiV/f3/ddddd9voZM2YoIiJCs2fPrjDOQw89JJPJpGeffVYrV66UdHrx3dGjR8tms+nOO+902SK8AAAAAACcyWQy6Yq2jfVW4mVaM6m/HhkYoxYN/CrUlNkMLfktS4nvpejql3/We6v26djJklrquH4zGYZRLyKwjIwMde/eXVlZWQoICFBoaKgyMjJkMpk0a9YsTZw40V4bHh6urKws9ezZU2vWrKkwzr/+9S9NnTpVktS6dWtlZGSotLRUl1xyidauXaugoCB7bVZWlkaMGFGhh4yMDDVv3lytWrWSdPqVpTfffPOc7q18F6Sz7ZQEAAAAALj4WW2GftyZraQUi37anSNH3/h9vDw0rGu4EuPNiotqKJPJVLmonnHH9+p6E8BIUmZmpiZNmqRly5bp1KlTio2N1ZQpU+yvFpWbPn263nzzTU2fPl0333xzpXE+/PBDvfrqq9q1a5caNWqkkSNHatq0aQoJCalQZ7FY7EFLVa666ir9+OOP53RfBDAAAAAAgD9Lzz2lT1LT9On6dB054XjWS8fwECXGR+mGbhEK8q0XGyU7RAADpxDAAAAAAACqUlJm07fbspSUYlHyvlyHNYE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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": "03",
  "execution_status": "executed_with_saved_outputs",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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