{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "84e66bce",
   "metadata": {},
   "source": [
    "# 案例 04｜MODIS植被指数物候参数的时空变化\n",
    "\n",
    "**案例特有算法：**Savitzky–Golay 平滑与 SOS/EOS 提取。\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": "4e3fbd17",
   "metadata": {},
   "source": [
    "## 第1步｜生成并检查逐年 NDVI 合成序列\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": "ff73eb5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:06.937666Z",
     "iopub.status.busy": "2026-10-13T09:30:06.937519Z",
     "iopub.status.idle": "2026-10-13T09:30:07.396085Z",
     "shell.execute_reply": "2026-10-13T09:30:07.395636Z"
    }
   },
   "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": "df4e8b68",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:07.397735Z",
     "iopub.status.busy": "2026-10-13T09:30:07.397544Z",
     "iopub.status.idle": "2026-10-13T09:30:08.374536Z",
     "shell.execute_reply": "2026-10-13T09:30:08.374014Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据状态：固定种子合成 NDVI（不是 MODIS 实测产品）\n",
      "年份：[2020, 2021, 2022]；NDVI 数组形状（年、合成期、像元）：(3, 23, 63)；缺测数：0\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,CASE_ROOT/\"cases\"/\"04_modis-vegetation-phenology\",CASE_ROOT/\"04_modis-vegetation-phenology\"]\n",
    "for _parent in [CASE_ROOT,*CASE_ROOT.parents]:\n",
    "    _candidates.extend([_parent/\"cases\"/\"04_modis-vegetation-phenology\",_parent/\"04_modis-vegetation-phenology\"])\n",
    "for _candidate in _candidates:\n",
    "    if (_candidate/\"src\"/\"core_model.py\").is_file():\n",
    "        CASE_ROOT=_candidate; break\n",
    "else:\n",
    "    raise FileNotFoundError(\"Cannot locate case root or src/core_model.py; run from the case root or notebook folder.\")\n",
    "sys.path.insert(0,str(CASE_ROOT/\"src\"))\n",
    "from core_model import smooth_ndvi,extract_phenology,extract_phenology_by_year\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",
    "plt.rcParams[\"font.sans-serif\"]=[_font_name,\"DejaVu Sans\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False\n",
    "rng=np.random.default_rng(104); n_years,n_composites,ny,nx=3,23,7,9; t=np.arange(n_composites)\n",
    "phase=np.linspace(-.5,.5,ny*nx); ndvi=.48+.26*np.sin(2*np.pi*(t[:,None]/23+phase[None,:]))+rng.normal(0,.035,(n_composites,ny*nx)); ndvi=np.clip(ndvi,0.05,.95)\n",
    "ndvi_years=np.stack([np.clip(ndvi+rng.normal(0,.012,ndvi.shape),0.05,.95) for _ in range(n_years)])\n",
    "sm=np.stack([smooth_ndvi(ndvi_years[y],9) for y in range(n_years)]); ph=extract_phenology_by_year(sm,.2)\n",
    "years=np.arange(2020,2020+n_years); pixel=20\n",
    "\n",
    "print(\"数据状态：固定种子合成 NDVI（不是 MODIS 实测产品）\")\n",
    "print(f\"年份：{years.tolist()}；NDVI 数组形状（年、合成期、像元）：{ndvi_years.shape}；缺测数：{int(np.isnan(ndvi_years).sum())}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa36dac5",
   "metadata": {},
   "source": [
    "## 第2步｜按年份平滑曲线并提取物候指标\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": "2406ebeb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:08.376195Z",
     "iopub.status.busy": "2026-10-13T09:30:08.375966Z",
     "iopub.status.idle": "2026-10-13T09:30:08.641421Z",
     "shell.execute_reply": "2026-10-13T09:30:08.640948Z"
    }
   },
   "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));\n",
    "for yi,year in enumerate(years): ax.plot(t,ndvi_years[yi,:,pixel],\".\",alpha=.35); ax.plot(t,sm[yi,:,pixel],lw=2,label=f\"{year} 年平滑曲线\")\n",
    "ax.axhline(ph[\"threshold\"][:,pixel].mean(),ls=\"--\",color=\"k\",label=\"振幅的20%阈值\"); ax.axvline(ph[\"sos\"][0,pixel],color=\"green\",ls=\":\",label=\"SOS（首年）\"); ax.axvline(ph[\"eos\"][0,pixel],color=\"brown\",ls=\":\",label=\"EOS（首年）\"); ax.legend(ncol=2,fontsize=8); ax.set(title=\"合成 NDVI 年度曲线与逐年物候提取\",xlabel=\"年内16日合成序号\",ylabel=\"NDVI\"); fig.tight_layout(); fig.savefig(out_dir/\"01_spatiotemporal_overview.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92171041",
   "metadata": {},
   "source": [
    "## 第3步｜绘制逐年曲线与 SOS/EOS\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": "c424adc3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:08.642760Z",
     "iopub.status.busy": "2026-10-13T09:30:08.642622Z",
     "iopub.status.idle": "2026-10-13T09:30:08.853421Z",
     "shell.execute_reply": "2026-10-13T09:30:08.852847Z"
    }
   },
   "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(np.nanmean(ph[\"sos\"],axis=0).reshape(ny,nx),cmap=\"YlGn\"); fig.colorbar(im,ax=ax,label=\"平均 SOS 合成期索引（0–22）\"); ax.set_title(\"合成网格：2020–2022 年平均 SOS 空间分布\"); 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": "ac716e7e",
   "metadata": {},
   "source": [
    "## 第4步｜查看年度 SOS 空间摘要\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": "83b6e511",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:08.855193Z",
     "iopub.status.busy": "2026-10-13T09:30:08.855005Z",
     "iopub.status.idle": "2026-10-13T09:30:09.064012Z",
     "shell.execute_reply": "2026-10-13T09:30:09.063613Z"
    }
   },
   "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));\n",
    "for yi,year in enumerate(years): ax.scatter(ph[\"sos\"][yi],ph[\"eos\"][yi],c=ph[\"amplitude\"][yi],cmap=\"viridis\",s=38,label=str(year),alpha=.7)\n",
    "ax.set(title=\"逐年 SOS–EOS 关系（颜色为振幅）\",xlabel=\"SOS 合成期索引（0–22）\",ylabel=\"EOS 合成期索引（0–22）\"); ax.legend(title=\"年份\"); fig.tight_layout(); fig.savefig(out_dir/\"03_spatial_diagnostic.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff2f4c84",
   "metadata": {},
   "source": [
    "## 第5步｜比较物候阈值敏感性\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": "dd9a1be6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:09.065401Z",
     "iopub.status.busy": "2026-10-13T09:30:09.065241Z",
     "iopub.status.idle": "2026-10-13T09:30:09.240959Z",
     "shell.execute_reply": "2026-10-13T09:30:09.240588Z"
    }
   },
   "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)); fr=[.1,.2,.3,.4]; sos=[extract_phenology_by_year(sm,f)[\"yearly_mean_sos\"].mean() for f in fr]; ax.plot(fr,sos,\"o-\"); ax.set(title=\"逐年物候提取的阈值敏感性\",xlabel=\"阈值比例\",ylabel=\"平均 SOS 合成期索引（0–22）\"); fig.tight_layout(); fig.savefig(out_dir/\"04_sensitivity.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93d612c1",
   "metadata": {},
   "source": [
    "## 第6步｜保存逐年表并复制图件\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": "cd4fff22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:09.242359Z",
     "iopub.status.busy": "2026-10-13T09:30:09.242222Z",
     "iopub.status.idle": "2026-10-13T09:30:09.262555Z",
     "shell.execute_reply": "2026-10-13T09:30:09.262064Z"
    }
   },
   "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>year</th>\n",
       "      <th>mean_SOS_composite</th>\n",
       "      <th>mean_EOS_composite</th>\n",
       "      <th>mean_peak_NDVI</th>\n",
       "      <th>threshold_fraction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020</td>\n",
       "      <td>1.0794</td>\n",
       "      <td>20.9048</td>\n",
       "      <td>0.7416</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021</td>\n",
       "      <td>0.9683</td>\n",
       "      <td>20.9841</td>\n",
       "      <td>0.7418</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022</td>\n",
       "      <td>1.0952</td>\n",
       "      <td>21.0159</td>\n",
       "      <td>0.7415</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  mean_SOS_composite  mean_EOS_composite  mean_peak_NDVI  \\\n",
       "0  2020              1.0794             20.9048          0.7416   \n",
       "1  2021              0.9683             20.9841          0.7418   \n",
       "2  2022              1.0952             21.0159          0.7415   \n",
       "\n",
       "   threshold_fraction  \n",
       "0                 0.2  \n",
       "1                 0.2  \n",
       "2                 0.2  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import shutil\n",
    "summary_df=pd.DataFrame({\"year\":years,\"mean_SOS_composite\":ph[\"yearly_mean_sos\"],\"mean_EOS_composite\":ph[\"yearly_mean_eos\"],\"mean_peak_NDVI\":np.nanmean(ph[\"peak\"],axis=1),\"threshold_fraction\":.2})\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": "f90f9393",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T09:30:09.264228Z",
     "iopub.status.busy": "2026-10-13T09:30:09.264058Z",
     "iopub.status.idle": "2026-10-13T09:30:09.287281Z",
     "shell.execute_reply": "2026-10-13T09:30:09.286808Z"
    }
   },
   "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": "iVBORw0KGgoAAAANSUhEUgAABGAAAALQCAYAAADfFAbmAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAYmwAAGJsBSXWDlAAA7I1JREFUeJzs3Xd4FOXexvF7djcdEkIvAUJTBKQJUkQUUBEBG4IoitjxiNg4ttfjUfQcFRVsgAUVVMBCsWBBUZEiHREQFCkBAgFCS0jf3XneP0L2EElCKLML5Pu5rr0MM8/M/HaziZl7n2IZY4wAAAAAAADgGFeoCwAAAAAAADjdEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQCEVG5urpYuXSrbtkNdCk5zmZmZ+uWXX0rdfvny5fr000+VmZnpYFWhN2PGDD3wwANKTU0tto3f79esWbM0derUIFYmbdmyRatWrQra9XJzczVhwgRNnDjxhJ1zzJgxev7555Wbm3vCzlmcn376Sf/617+0ZcuWE37uxYsXa8CAASW+TwAAJSOAAQAoJyfHkT/YS+Ojjz5S27Zt1bZt25BcH2VDVlaWzjrrLHXt2rXUN/QPP/yw+vXrp+uvv96Rmnw+nzZt2qSZM2fqpZde0oABA9SgQQN9/PHHjlyvKKtXr9b111+vN954o8TfAZZl6bbbbtNtt90W1EDq1ltvVfPmzTV69OgTet59+/ZpxIgR+vXXXwttz8jI0KBBgzR48OATdq1nn31WjzzyiHJyck7YOYszZ84cPfPMM9q6desJP/c333yjSZMm6eqrr1ZeXt4JPz8AlAUEMABQxu3cuVNt27ZVhw4dtG7dukL76tWrJ8uyjvlRr169I17/9ddflyQNHDjQkecHSFJ0dLTuuusu5ebm6rrrrjvizfDSpUs1a9Ysud1u/fe//y31dYwx2r9/v9avX6+FCxdqxowZmjBhgl566SU9+uijuvXWW9WtWzfVr19fkZGRql+/vi699FINGzZMkyZN0saNG/Xvf/87KL0M9uzZo969e+vAgQMaN26czjnnnGLbulwu3Xbbbdq/f78+/PDDw/aPGjVKjRo1KvWjNDfwH3zwgWbNmqU6dero5ptvLrKN3++X1+st/ZM+aMaMGXr44Yd1+eWXa8eOHUd9/Inwz3/+85h+rz711FNHfa0ffvjhmK516Ov+xBNP6Oqrr9a8efN01113nciXAgDKDE+oCwAAhFa1atV0/vnna+zYsbrwwgv1008/6cwzz5QkNWjQQJGRkYcdY4zRX3/9Jdu2VbVqVVWsWLHIc9eqVavEa8+ePVtLly5V+fLli73BctIXX3yh9957T3/++ac2bdqkihUrqmnTprryyit12223KTw8vFTn+Oijj7Rw4UKlpKQoOjpadevWVY8ePXTLLbeoQYMGpapl06ZNGjFihFasWKG1a9fKsizVrVtXl1xyiQYPHqz69esf79Mt5KmnntKTTz5ZqrYF74vibN++Xe+8845mzJihTZs2KT09XdWrV1fr1q3Vt29fXXvttXK5jvyZj23bev/99zV16lT98ccfSk5OVpUqVdSqVSv17dtXAwYMkGVZpX2Kh3nooYc0depULVu2TK+//rqGDRtWbNsnnnhCkjR48GA1bdr0iOcePXq0hg8frj179sjv9x+xfVhYmOrWravExEQlJibqzDPPVOvWrdWqVStVqlSp9E/qOPzf//2fkpKSdN999x3Wy+fjjz8+7P1R0PPln//8p15++eVC+4YOHaoKFSoU2pacnKwdO3aoadOmioqKOqraNmzYoPvuu09S/jCkmJiYYtu2bt1a06dPV506dUp9/htvvFFz587V22+/rb59++rnn3+Wy+WSMeao6jwRatSoobi4uFK3r1y58lFfIzo6Wo0bNz7q42rUqBH42rIsvf/++1q9erXeffddDRgwQF27dj3qcwJAmWYAAGWebdvm5ptvNpJM3bp1zY4dO4pt6/V6zW233WYkmXPPPdfs37//mK7p9/tN69atjaTjfrRv3/6orr1v3z5z/vnnl3jOZs2amSVLlhR7ji1btphOnTqVeI6IiAjz5JNPGtu2S6znv//9rwkPDy/2PNHR0ebll182fr//qJ5nSZ588slSv74XXnhhsed57bXXTLly5Uo8vmXLlmbNmjUl1rNp0yZz9tlnl3ie888/36xbt+64nvfMmTONJFOpUiWTlpZWZJsvvvjCSDLVq1cv9ft73rx5JjY21tStW9e0atXKdO3a1fTp08fcfvvt5h//+Efg+9u7d2+zefNm4/P5jut5HK/Vq1cbt9ttqlSpUuTr8MYbbxzVz2BRLr30UhMfH29yc3OPqra9e/eaM88800gytWrVMo0bNy7yERMTYySZhg0bmvT09KN+DbKzs039+vWNJPPqq68aY4zZvn27kWTi4+OP+nzFSUhIMJIOey8NGzbMSDLjx48/Ydcq+LmeN2/eCTvn3xX8fLRs2fKE/k4CgLKAAAYAYIwxxufzme7duxtJpnPnzkXeIG7atMl07tzZSDJt2rQp9ga2NH+Uv/POO0aSCQsLM5UrVy7yERYWZiSZ2NjYYttUrlzZdO/evdTP07Zt07NnTyPJlCtXzjz11FPmt99+Mzt37jSzZ882L774omnQoEHgBjwjI+OwcyQlJZk6deoEbj5vv/12M3/+fLNr1y6zadMmM3nyZNO8efNC+4vz0UcfBdpdfvnl5scffzTbt283q1atMuPHjzdXX311YP+UKVNK/TyPpOBGze12m4yMjBIf2dnZRZ7j3//+d6C2+vXrm3fffdesX7/epKammiVLlpgHH3zQuFyuQODx22+/FXme7OzsQBhXpUoV88orr5g1a9aYlJQUM3PmTPPMM8+YatWqGUmmefPmx33Td8kll5gXXnjB5OTkHLYvJycn8P3/6KOPjus6xhizf/9+06FDByPJXHPNNSYvL++wNl6v16Smph73tY7GZZddZiSZ0aNHl9hu/vz55pprrjHr168vtD03N9f079/fTJw4scjj9u7da8LCwkp87xclMzPTXHDBBYHfQ8W995YvX26ioqJMeHi4Wbp06VFd41Bff/21qVmzpnnrrbeMMcZs3LjRSDLVqlU75nMaY8zmzZtNUlKSSUpKMtWrVzeSzMqVK01SUlIg4A5FALN9+3aTnJxcqkdR79UCF154oZFk3nvvvRNWOwCUBQQwAICAvXv3mjp16phhw4YZr9cb2J6dnW1eeeUVU758eSPJREZGmqpVqxbZGyE3N9f06NHD9OnTx2zbtq3I62zcuNFUqFDBSCr2Bs6Y//2RP2PGjON/cgf98MMPgdDg888/L7JNZmamuf/++82PP/542D6/3x/oPRMeHm4mTJhQ5DkOHDhgevXqFbhWce1q165tJJmrrrqq2JqnT59uhg0bVopnV3oFN2oej+eYjp85c6axLMtIMuedd16xAcKXX34Z6CFz1llnFXlDXRDGud1us3z58iLPs3v3bnPLLbeY33///ajqLHgPnajHZ599Vupr79q1y7Rq1cpIMgMGDCgy1ExKSjIdOnQwtWrVKrHH1Ym0detWY1mWqVmzZqGf86LMnTvXSDI33nhjoe2TJk0yksyLL74Y2LZnzx6ze/dus3v3bjN69OhAaFiwreBRXIC2Z8+eQFjVokWLYnsfpaSkmMTERGNZlvnggw+O8tkf7tCgYe3atUaSqV279nGds6ReYQU9yg4NYKZPn15sT59DH9dee+1h1zrSezYxMTHQtiAMKs1jxYoVxT6/n3/+OfCzDwAoPQIYAEAhh/ZqyczMNCNHjjQ1atQwkkxCQoL56quvzNy5c01kZKSpW7duoZDF5/OZPn36GEmmdevWZteuXYedPy8vz7Rt2/aIoYMxzgQwzzzzjJFk4uLijjg0qCiTJ08O3KC8/vrrJbb1+/2BG/AqVaocFj4kJycHzjVt2rSjruV4HE8AY9u2ady4ceA9UVwvhQLTp08PPM+XXnrpsP0FQ9qaN29+1LUcSagCmNWrV5v69esby7LMU089VeR7bdq0aSY+Pt5I+cP5jjZcOlavvfaakWTuvvvuUrXv0KGDCQsLM3v27Alsa9u2ralcuXKhHmIFoeqRHn/vTWNMfu+6Jk2aBHpTpaSkFFnLrl27Au2ef/75o3zmJvC+PZGP8PDww67TpUsX0759e9O+ffvA8LM2bdqY9u3bm3/84x/GmMIBzPjx40t1raKGW0oyFStWNI0bNzaVK1c2kkydOnVM48aNTWxs7GEBTHx8vHn88ceLfRT0RispgPH7/aZatWrGsiyzffv2o/4+AEBZRQADACjSwoULA3/Mh4WFmX/84x+FwpmCm+ZrrrnGGGNMVlaWufzyywOf8BY1PMnn85nrrrvOSDJVq1YtMqA5lBMBzAMPPBC4aTpScFCUjh07Gil/eFJpjv/kk08CN09/H2qwcuXKwL533nnnqGs5HscTwHz33XeBul9++eUjtrdt2zRt2tRIMvXq1TssjCgYZnW8vQ6OVcEcHSdqKMgbb7xhoqOjTWxsrPniiy8C27Ozs01qaqrZsGGDGTp0qJHy5wl69tlngzonTJcuXYwkM2vWrFK1f+WVV0ybNm3M6tWrjTHGfPPNN0aS+e9//1uoXYUKFUzjxo2LvbEv+Nn5ewDz4YcfmtjY2BMaihT3vXQigClfvnyJr5/Tc8BICvSQ+/sQpBtuuOGwAKZhw4Ylnm/w4MFHDGCMMeaOO+4wkszYsWOPq34AKEtYhhoAUKR27drpqquu0k033aQ///xTo0ePVmxsrPx+v4YNG6Zx48apXLlymjJlij755BN17dpVX3zxhW666SZ9++23io2NLXQ+Y4wGDhyoyZMnKzo6Wl988YWqVKkS9OfVqlUrSVJeXt5RLS8sSfv27dOCBQskSXfffXeRK0T9XZ8+fZSYmChJ+vrrrwvtO+usswLnGDVqlNLT04+qnlApeB6xsbG6/fbbj9jesiw9+OCDkvJXe/rjjz8K7S/4nmzdulXvvvvuCa42eHJyctSmTRsNHjxYWVlZCgsL05AhQ1SxYkWFhYUpKipKVapUUYMGDfTqq6/q3HPP1fLly/XII4/I7XYHpUZjjObNm6eoqChdcMEFJbZt1KiRLMvSvffeq6VLl6pZs2ayLEs9evSQJD322GOyLKvQz3GzZs309NNP6+mnn9bdd9+tG2+8MfDvzp07H3aNadOm6YYbblB6errat28vSXK73UpISCjyUbAKVnH7o6OjS3xOa9eulcn/ALLIx7///W9J0gMPPFBiO2OMfv/9d0kqcYWm01nB+2DOnDkhrgQATh0sQw0AZdwdd9xx2BLDV199tZ5//nm99dZbhbavWbNGgwYN0tKlS/X444+re/fuOv/883XttdfK7XZr1KhRgaVj/86yLPXp00czZ87U+PHj1a5dO/Xo0UPffvvtEWvs1atXiftXr15dqqWCJemKK65Q3bp1tXnzZj399NNavHixnn322UAIUJKFCxcGlqlt06ZNqa7ncrnUqlUrJSUl6Zdffim0z+Px6B//+IdGjhwZeA5PPvmkBg0aFLQb8mNR8DzOOuusI97wFjjnnHMKHX/WWWcF/n3TTTfpxRdfVFpamm677TZ9//33evrpp9WwYcMTW7jDIiMjA9+3giWNw8LC1KBBA0VERGjhwoXy+/2KiIjQk08+qX/+85+B9nv27AnK8tOpqanyer2qW7euPJ4j/xnocrl0xhlnlNjm78tPF3jsscc0bdo07d+/v9hjr7zySnXq1ElXXHGFbrrpJlWtWlW1a9fWpk2bimwfHx+v/fv3a+vWrUXuv/nmmzV+/PgS6y1JQcB66Pu1OAXLcpcrV+6YrxcKqampuueee4rdP3fu3FKdpyBY3r59+4koCwDKBAIYACjjUlJStH79+kLbdu3aVejfe/fu1X//+1+99tprKleunGbMmKHLLrtMknTGGWdo3bp1Cg8PV/369Uu81tVXX63u3bsf9olxfHy8IiIiDmu/d+9e5eXlqUKFCiX2NinNjWSB8uXLa/LkyerVq5f27t2rmTNn6rvvvlPPnj11zz336OKLLw58yv53h970Fdx8lEZB223btsm2bblc/+uA+swzz2jFihX68ccflZycrNtuu03PPfechgwZokGDBikuLq7U1zkWxpjAjWRRIiIiDnt9C16HY3kNDj2+QO3atTV+/Hhdf/31ys7O1kcffaQpU6aoX79+GjJkiDp06FDq6xwL27Ylqdjv+9Eo6OFVtWrVQAgzefJkPfroo7JtW9dff72eeeYZ1atXL3DM+++/r9tvv11DhgzRSy+9dNw1lKTgZrlmzZqlah8bG6u1a9cetn3hwoV6/PHHdfXVV+uuu+4q8lifz3fEn02Xy6XZs2fL7XZrz549parJKcYYLVq0SFLpAtaMjAxJx94DpiDMHTRokAYNGlTq4xITE4sNqEojLS1Nr7/++jEfX6BGjRqS8n+vAQBKhyFIAFDGffnll4Eu9TNmzCi0b/PmzXrooYfUoEEDvfTSS7r00ku1fPnyQPgyatQorVu3TpKUnZ2tq6666oh/2Bd1szJ58mSlpKQc9ujYsaMk6cMPPyxyf8HjzDPPPKrn3KFDBy1btkxXXHGFJAWee/fu3dW4cWN98MEHgZvyQ+3duzfwdZ06dUp9vYLwwRijffv2FdoXFRWl7777Tk8//XQgbFm/fr3uu+8+1apVS/fff/9hgdiJ5Pf7Va5cuWIfEydOPOyYgtehbt26pb5ObGys4uPjJanIG+0rr7xSCxYsCAyL8fl8mjRpkjp27Kg2bdroyy+/PJanVyq5ubmSVGQIeLTq16+v6tWry+Vy6fvvv9e5556rAQMGqHHjxlq2bJkmTpxYKHyRpOuvv179+vXTyJEjdccddxT53jtRCgKY6tWrH9PxycnJuvPOO9WpUyf9+uuvSkxMLDa4Kk0AI+mk6e21atUqpaWlqXz58mrUqJEyMjL0/PPPa+PGjUW2LwhgypcvX+pr+P1+rVq1SlL+6yPlBxmNGzcOhMyNGjVSgwYNJEnVqlVT48aNCz0K9h2LlJSUIw6tKni0aNGixHNVqVJFHo+HHjAAcBQIYAAAxdqwYYNefvllnXnmmZozZ44+//zzwE33K6+8ogceeCAw/8P555+vqlWr6p577tGwYcMCn+6erBITE/XZZ59pxYoVuvnmmwM33+vWrdPAgQPVoUMHpaSkFDrm0J4rfr+/1NcquNGSir7ZdLvdevzxx5WUlKQRI0YEwp3MzEy9/PLLatCggT777LPDzpmZmVnqh9frLXW9R1LwOhzNa1BQs1T8DXeLFi00e/ZszZ07V3369Am0W7ZsmS6//HL16tWr1PPkfPjhh4qKiirVoyAQuvHGG0vVvnv37sVe1+v16uOPP1a7du10ySWXyBijWbNmaebMmWrRooX27dunjRs3atmyZZo1a5Y+/fRTvfvuu2rSpIkqV66st99+WzfccMNRv7alVfA+z8vLK/UxeXl5mj59uq644grVq1dP48aN06BBg7R27dpAGFuU7OxshYeHH3fNwVIw/1C3bt1kWZbGjx+vRx55RFdddZWysrIOa5+Wliap9AHMoEGDVKVKFXXt2lWSAj+TI0eO1Nq1a9WyZUtJ0pIlS/THH3+oXLlyuuqqq7R27drAY/ny5Zo1a9bxPtUTwufzBYbUAQBKhwAGAFCsrl27atWqVVq4cKHOP/98SdKBAwc0YMAA3XffferQoYO++eYbSfk9W+bMmaPatWvrpZde0pAhQ0JZeqm1aNFC7777rrZs2aInnnhCFStWlCQtXrxYnTt3Vk5OTqBtwT4pv3dQaSUlJUnKDx5KGlJUoUIF/fOf/9TGjRv1ySefBIZBZGRk6Oqrr9Z3330XaDtx4sQSe678/VHchMMej6fET8Fvuummw44peB0Knldp7N27VwcOHCh0fHE6deqkKVOmBHoCFfSa+uqrr9SzZ89ShXt+v185OTmlehTwer2lal9UeLFs2TI9+OCDSkxMVP/+/bV48WKFh4fLtm3dfvvtio+Pl8fjUcWKFdWgQQO1adNGF198sfr166c777xTjz32mHbv3i0pv0fY4MGDS/3aHo2CoUel6bVQ8DrffPPNuvrqqzV//nzdf//9Wr9+vcaNG6fNmzdr2bJlxR5/4MCBYxpCt2XLFlWpUqXIR0HoUdz+yZMnH/X1Cmp97733JEnXXXedJGnIkCHq3bu3Vq5cqVtuueWwYwrCwL8HMNnZ2Zo1a5YeffRRtWnTJjBE57PPPpPH41Hv3r1l23YggClqHiWPx6POnTvr888/D3wfpkyZovr16wfmqTka27Ztk2VZR/2YOXNmsefcsWOHjDGlHs4GACCAAQAcwaHDe2bNmqXWrVtr0qRJuvrqq/X9998HJkrdtWuXGjVqpDlz5ighIUFjxozRE088Eaqyj1rVqlX11FNPad26dYFJf9evX69XX3010ObQoSNHEz4UtK1bt26p5hlxu93q27evlixZorFjxwbmEiluguNgK3gdjuU1OPT4I0lMTNSoUaO0Zs2awAo58+bN06effnrEY2+66aZSDbM4NCh0uVz65ZdfjnjM3yetlqQ//vhDI0eOLBRs+Hw+bd26VREREWrWrJmuuOKKwDCTf/3rXxo/fry++OILzZs3T2vXrtXOnTuVlpamli1baty4cXrmmWdK9TodjYKb5b/37iqKz+dTVFSU3nnnHX388cdKTk7WiBEjVK9ePY0fP17nn3++LrvssmLfB2lpaccUwNi2rd27dxf5KAgjittfMJzsaI0fP17p6emqWrWqLr/88sD2CRMmqE6dOvr444/19ttvFzqmYChewdC6AvPnz9fFF1+s5557rlBA9f3332vHjh1699135XK5AsMRo6KiiqypW7duSklJ0aJFi/T+++/ruuuuk9vtPqo5r/6uVq1auuGGGwKPgmFGF198caHtR5p4WfpfiFerVq1jrgcAyhoCGADAEa1atUqXXXaZLr74YiUnJ2vMmDGaOnWqYmJiAr0aClYCSUxM1JdffqmYmBiNGDGi2NVKTlaVKlXSxx9/HLhRPXSJ1Xbt2gWGxfx9RaPieL3ewE3Yeeedd9T1DB48OLBiydq1awO9JEobMPx9ed0ToWBunrVr15a4ws2hDv3U/mhfhzp16mj69OmBoQ4natnbPXv2BIadNGzYULZt65Zbbjmmm/iePXvq6aef1hdffKEVK1Zox44dysvLU2pqqtauXau5c+dq+vTpgRWDbr31Vt10003q3bu3zjvvPDVu3FhVq1ZVbGyspk6dqgoVKmjixImBn68TJS4uTnFxcdq+fXugN0lxvF6vYmJiFBkZqX79+ikyMlJ//vmnunfvrptvvln169fX/Pnzi52MecuWLapWrdpR15iYmHhU7+1DH0czmW2B3Nxcvfzyy5Kke++9t9CE3/Hx8YH3yAMPPKDk5OTAvoKha38PYM477zz17NlTr7/+ujZv3hwIKNq2bVtoGGPB3E6HLuN9qEsvvVTS/94r7dq109KlS9W2bdujfo4FWrVqpQ8++CDw6Nu3ryTp//7v/wptv+SSS454roLl5I9mPiwAKOsIYAAARcrJydHEiRPVpUsXNW/eXN98840uv/xyrVy5stCqJ7/99pukwpN6tmzZUpMnT9ZXX32l2rVrS8pf+ebvwwV++OEHSVK/fv2KHE4wf/58SfmTlBY35ODQx7F++v130dHRgR4Xhw41KleunLp06SJJeuONNwKTcJZk4sSJgU+Ke/fufUz1dOvWLfD10Qx9ckpBD4GsrCyNGTPmiO39fr9GjRolSWratOkRV8sqSvXq1QNLjZ+o1+D//u//lJWVpQoVKmj+/Pk699xz9ccffxxTz60KFSro8ccfV+/evdWiRQvt3LlT/fv315QpUwrNAfR3WVlZuu+++3TbbbcF3r8FwcZvv/12VBO8ltall14qv9+vr7/+usR26enpio6OljFGM2fOVM+ePXXWWWfphx9+0H333afly5cXu1T4gQMHtGvXrqOeIPt4derUSYMGDTqqJcyHDx+ujRs3qnr16rr77rsP29+tWzfdeOONysnJCfzOkvKXc5YOH1IXFRWlGTNm6O677y4xnCg4vuB35N81adJEHTt21Jo1a3Trrbfqxx9/LPXkydu3b9fTTz+tJUuWlLiC3PH4/PPPJUk9evRw5PwAcFoyAAAcNGPGDCPJDBo0yOzcudPUrl3bSDIXXXSR+eGHH4o8pmfPnkaSGTduXInnTkpKMpIcfeTk5BzxOSYlJZmkpKQjtuvUqZORZK699tpC2z///PPA9V544YUSz+H1ek2TJk2MJJOQkGC8Xm+h/bZtmzlz5hyxlnHjxhlJxu12m4yMjCO2L40nn3zSSDIej+eYjm/VqpWRZKpWrXrEmiZOnBh4zcaOHXvY/tWrV5vdu3cf8ZoJCQlGknn44YePqeZDjR07NlDTiBEjjDHGrFmzxkRERBhJ5vnnnz/mc69fv95Ur17dSDIDBw40tm0H9hVsL3gPrlu3zjRs2NBIMm3btjVbtmw5vidWCh9//LGRZK655ppi2+Tk5BhJ5uyzzzZNmzY1kkxYWJi5+eabzbp164wxxixfvtx06tTJTJgwwRhjTIUKFQLn/Oqrr4wk88EHHwTO+cgjjxhJZv369UVec/fu3UaSSUxMPCHPc82aNUdsM3fuXOPxeIwkM3ny5GLbbdu2zaxdu7bQtq5duxpJ5v333y/xGgXv2/379we2eb1eExkZaaKiogLb2rdvf1i7Dz74wEgyjz32WLHnl2SGDRtmjPnfz/VPP/1kqlSpYizLMk888YRJTk4+pt+p3377bZHXzMzMNNHR0SYqKspkZmaW+PwBAP9DAAMACDg0gDHGmN9///2wm46RI0eaV155xbz22mumR48eRpKpXbt2oZuGE+XCCy80ksyMGTNOyPn27dtnmjRpYuLi4szHH39cbLuff/45cFM2ZsyYw/ZfeumlRpKJiIgo9gYlLy/PDBw4MHAjM23atMPaPProo0aSue2224q9icnMzDQtW7Y0ksy5555bymd6ZMcbwMyfP9+4XC4jyfTo0aPY+hcvXmzi4uKMJNO6devDQqjNmzeb6tWrm5o1a5off/yx2OsdGuJ8/fXXx1Rzgeeee85YlmUkmQEDBhi/3x/Y98YbbwSu8+9///uoz719+3ZTv359I8lceumlhz3fvwcwxhizZ8+ewHu9SpUq5qeffjrWp1YqBw4cMJGRkSYmJqbY4Gvjxo2BAOmdd94xd999t9m8eXNg//Lly03lypWNJPPKK68YY4yZOnWqmTdvnjHGmFtvvdW4XC6za9cuk5eXZ4wxZu3atWbGjBnFvldOdAATHx9vWrdubbKzs4t9jgXPoU+fPkd9/oLg7LvvviuxXVEBzPLly40k07x588C2ogKYnJwcU7VqVRMWFmZWr15d5Plff/31wOte8HM9b948s23bNrNnzx5jjAkEMLVq1TI33HBD4NGiRQsjyVx88cWFtp9xxhklBjAFwdCVV15ZuhcLAGCMIYABAByUlJRkrrrqKiPJxMfHm6effrrIUOWKK64o9AnpGWecYZYtW+ZITSc6gFmwYEEgDJBkrrjiCjNlyhSzYcMGs2vXLrN06VLz+OOPm3LlyhlJ5vzzzz/sBtoYY1JSUgI3KC6Xy9xxxx1m/vz5ZteuXSYpKclMnDgx0ENEknnwwQcPO0dubq7p3LlzoE3Dhg3NSy+9ZFasWGFSU1PNH3/8YSZOnGiaNWtmJJnIyEizYsWKE/I6GPO/G7WCXjVHehTlpZdeKvQ+eOedd8yGDRtMamqqWbJkiXnggQdMWFiYkWRq1Khh/vzzz8PO8dlnnwV6nbhcLjNw4EDz1VdfmaSkJLNjxw6zYMECM2TIEBMeHm4kmeuuu+6Yn/OWLVtMr169AjVffvnlRX5/X3nllULvkdL0mDLGmIULF5rExMRAb5aiXreiAhhj8gO722+/PdDT5MMPPzy2J1lK9957r5Fk7r333iL3F/T0+s9//lNou23bZtSoUSYiIsJYlmX++9//Hnbs6tWrTVhYmLn44ovNX3/9ZRITE81//vOfQj2BilIQwNStW/dYn1bA/v37jSQTGxtb5P6kpKRAgNKkSRNz4MCBozp/Tk5OIKT966+/SmxbVADz5ptvGknmrrvuCmwrKoBJSUkJhB0dO3Ys8v16qEMDmEMVBDC9evUqtP2ZZ54xkszs2bMLbR8yZEixAUxubq6pV6+ekWTmzp1bYj0AgMIIYAAA5vnnnw/c4LZp0ybwCX6FChXMLbfcYiZPnmx27txpjDFmw4YN5uuvvzafffaZWbx4cYnDfvLy8o6re/qJDmCMMeaPP/4w3bp1O2LX+65du5pt27YVe56UlBRz0UUXlXiOqKiowPCWouTm5ppHH33UREVFlXie6tWrm+nTp5+w18CY/92olfZRXA+nd955p1CoVdSjXbt2xQ47McaYRYsWmTZt2hyxhmuuueaob5SNMWbv3r3mySefNDExMYFz3XPPPSY3N7fYY1599VXjdruNJBMdHW2effbZYt/Ltm2bF198MRA2devWzezdu7fItsUFMAWGDx9uJBnLsszLL7981M+1tPbs2WPi4+NNWFhYkQFCQR1TpkwJbPv222/NOeecYySZihUrFvlzuWXLFnPWWWcZt9ttfvvtN7N7925z8cUXB3oElTTULCcnx7hcLlOhQoXjfn6TJ082kkznzp0P27d27drA8Mq6deuajRs3HvX5586dG/gZP1IoUlQA06dPHyMVHqJV0NNt06ZNZvTo0aZly5amTZs2xhhjLrnkksBrWNLPQDACmBdffDHw8wgAODoEMABQxt14441Gyh9OM3HiRGNM/g3lRx99FPiUs+CGsFKlSiYxMdE0a9bMtGvXznTo0MGcc845pnnz5qZx48amfv36platWoEbO+nYhnEUcCKAKTBnzhxzzz33mLPPPttUrFjRxMTEmJYtW5r+/fubL774otTnmTFjhrn++utNvXr1TGRkpImPjzetWrUy//d//2c2bdpUqnNs27bNjBgxwlxwwQWmVq1aJiIiwtSrV8/06NHDPPPMM8cUOhzJiQpgjDFmx44d5plnnjHnnnuuqVy5somIiDB16tQxV199tfn444+P2PPBmPz33FdffWVuvfVW07hxYxMXF2diY2NN27ZtzY033njYDWVp/Pbbb+bee+8N9GiSZBo1amS++eabUh2/cOHCwBw+kky5cuXMDTfcYL7++utCN92zZ8820dHRRpL5xz/+UewNud/vNxUrVjSSSpzr5eWXXw70CFq8ePHRPemjUNCDqWvXrsbn8xXa16FDB+Nyuczq1avNmDFjTNu2bQO/BwYOHGiSk5MLtfd6vWbcuHGmRo0axuVymbfeeiuwz+/3m8cee8xYlmUaNWpkNmzYUGxNBcHI2LFjA0OXjtaff/5pzjrrLCP9b3hUgUmTJpny5csbSaZ+/fql6t2UlJRk9u7dG6gnIyPDXHnllUaSufDCC494fI0aNQr9DG3fvt14PB7jdrsDr2N2dnYgBC/4b1xcnPnXv/4VqKFmzZpGyh/Kl5qaWuS1jhTAHO8QpHXr1pm4uDgTHh5eYqgKACgaAQwAlHFvvfWWiYyMLPKm1LZts2DBAvPII4+Ypk2bBm4MjvSwLMtER0ebatWqmSVLlhxzbU4GMDi9DRs2rNB7sk6dOua1114r1UTNh8rJyTFPPPGEiY+PD5yrWrVqheZDMSY/7ClqIuru3bubmJgYU6FChUBPp8jIyMMCj78bM2ZMsRNfnyg+n890797dSIWHIhXM/9KpUyczffp043K5TFhYmOnbt69Zvnx5oXMsWbLE3HPPPYFeHomJicUGmB988IHxeDwmISHhsNevQEHvioLeJbVr1zZnnnmmady48REfZ555ZmBOl4Lv+aHzv/z888+BuX8uvPBCk5KSUqrXqaQec8XNJbV48WLTsGFDU7duXSMVHgpV0LvoqquuCmw7NBBNSEgwI0eONOnp6YXOuWHDBpOYmGg6duxY7Pv4SAHM0T4ODWDS0tJM48aNjSTz5ptvluq1AwAURgADADArV64sdds9e/aYrVu3mo0bN5oNGzaYTZs2meTkZLNr1y6zf//+o77BLQkBDI5VRkaGOfPMM023bt3M5MmTj7k3RYGsrCwzYcIE07FjR/Pll1+W+rhJkyYZt9ttoqKiTLVq1UyXLl3MzJkzj6uWE2n//v2Bm+qCyY23bdtm+vbta0aOHGmMMea7774zO3bsKPL4OXPmGLfbbTp16mTGjBlzxJ//jz76yJx77rmHhQuHev/990337t1NtWrVAj3pSvuIiIgwdevWNffcc0+Rw8Def/9989hjjx0xADvUG2+8YWJiYgKTTrtcLtO4ceMSV37zer0mPj7eeDwec9ZZZwV6FxqT37OqZcuWhSadXr16tUlMTDRvvfVWie/VrVu3ml27dhW7/2iHIBXn0UcfNdWrVy9U480332wkmaFDh5bqHACAw1nGGCMAAIDTjNfrVVhYWKjLOOlt2LBBf/zxh3r27Floe2lfv/3796tChQqlvp7P55PH4znaMk8KxhhZllWqtn6/X263u8h9ubm5ioiIKLTtZH9dsrKy9PHHH2vgwIHFPi8AQMkIYAAAAAAAABzmCnUBAAAAAAAApzsCGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DBPqAsoy2JiYuT1elW1atVQlwIAAAAAQJm1a9cuhYWFKTMz07FrEMCEkNfrld/vD3UZAAAAAACUacG4NyeACaGCni/JyckhrgQAAAAAgLIrISHB8WswBwwAAAAAAIDDCGAAAAAAAAAcRgADAAAAAADgMAIYAAAAAAAAhxHAAAAAAAAAOIwABgAAAAAAwGEEMAAAAAAAAA4jgAEAAAAAAHAYAQwAAAAAAIDDCGAAAAAAAAAcRgADAAAAAADgMAIYAAAAAAAAhxHAAAAAAAAAOIwABgAAAAAAwGEEMAAAAAAAAA4jgAEAAAAAAHCYJ9QFBEtaWppGjRqlTz/9VElJSapRo4Zat26t4cOHq3Hjxoe1nzZtmsaMGaPffvtNtm2refPmGjRokG666aYQVB9arf7zsOLr2IqumCd3mC1Jsv2WctLDlZYcrsUP/jfEFQIAAAAAQiUrJ0fDH5ugxT+ulj8jV/IbyWXJHROuVuefpSeeu1lx5aNDXWbIWcYYE+oinLZ69Wr17t1bSUlJqlChghISErR+/Xrl5OQoMjJS06ZNU48ePSRJXq9XgwYN0qRJk+TxeNSoUSPt3btXO3fulCQNHDhQEyZMOCF1JSQkSJKSk5NPyPlOtKdGP6u5FfcoplKO3B5bHo8ty5X/djG2Jb/fJb/PpZyMcKWscum3J14MccUAAAAAgGAaOeJTfT5ulpTjl5Xnl8trS0aSJZkwl+xwtxTpVrd+HfXEMydvh4Zg3J+f9kOQbNtWv379tGXLFj3//PPauXOnVq1apf379+uOO+5QTk6OBg8erKysLEnSiy++qEmTJqlr167auHGj1qxZox07dujLL79UTEyM3n//fX311VchflbOe2r0s/ql+m6Vr5qtyCivwsN9sm1L3ly3vLlu2X5LHo9fkVF5io7LUUJrr1o9/VCoywYAAAAABMnwxyfo87HfyZWWJ096niy/kT/SLX+0W/5It+Q38qTnyZWWpx8+nKeHho4NdckhddoHMC6XSx9++KE++eQTPfTQQwoPD5ckRURE6PXXX1fdunW1ZcsWLViwQJJ0//3367nnntM333yj2rVrB87Tq1cv3XvvvZKkjz76KPhPJMjmxO1TdIUcRUR45fe7lJMdJp/XLdt2ybZd8vncys3xyJvnVkS4TxHRXlU/2xvqsgEAAAAAQfD1jEX6YfJ8ubJ8sny2fOXDZMeESWFuyeOWwtyyY8LkKx8uy2fLleXVoi+X68MJs0Jdesic9gGMJLVu3Vp9+vQ5bHtYWJjOO+88SdLvv/8uSYqMjNTDDz8cCGoOdeGFFxZqe7pq8dRQxVTJVli4Tz6fWz6vW5JVREtLfr9buQUhTLk8dXz10WCXCwAAAAAIsjHPT5GV45OV55c/JkxyFxMvuC35Y8Jk+YysXL8+GHP6jygpTpkIYEpSMAVOuXLlTmjbU1l8nSi5PbbcLiOf98hvEdvvkm0sud22ytfMC0KFAAAAAIBQ2Za8Swe2p8mV65cd5ZFcRX1gfwiXJTvSLVeuXzmpGVq1cmNwCj3JlPkAZtmyZZKkFi1anNC2p7KoinnyePzy+VwquufL31ny+VzyeGxFxubpqdHPOl0iAAAAACBERj0/RfL6ZfmMjKd0sYIJc0l+I8tr67URUx2u8ORUZpahLsqGDRv0119/KT4+Xs2aNTti+2+//VaSdP7555f6GgUzKRclJSVFNWrUKPW5gsXtsWVZkt9fmvAln+23ZIUZWZbR1N0p+reD9QEAAAAAQmdXyl5ZtmTc1pF7vxSwLBmPJdlG+/cecLbAk1SZ7gHz2GOPyRijBx98UBERESW2/eabbzRnzhydeeaZRc4nAwAAAABAWWC5jjNKsEr/Yf/ppMz2gFm4cKE++eQTVapUSUOHDi2xrc/n00MP5S+x/OSTT8rtdpf6OiWtIV5S75hQ8vtcMkZyuYz8pTzG5TYyxpIxlvpUPvl69QAAAAAAToxq1eOV5LJk+Y1km9L1gjEmf8hSlKX4Sqf3vKrFKZM9YFJTU3XddddJksaOHavy5cuX2P6+++7T6tWr1atXL1177bXBKDGksvZEyOdzy+OxJZlSHGHk8djy+dzKSQvXv+9mJSQAAAAAOF3d/9i1UphLxmPJ8tqlOsby+iW3JRPm1r0P93W4wpNTmQtg8vLy1KdPHyUlJen+++9X374lf+PHjh2r0aNHq169enr//fdllYGuUgeS8uT3ueT3WwoL9+tIIYzbbcuyjPx+l9K2lTyUCwAAAABwaqtRvaJiEyrIjnDLleOT/Ef44N42cuXYsiPciqpWTk2aJgalzpNNmQpgjDG68847NXfuXHXu3FkjRowosf3333+voUOHKiYmRlOnTlV8fHyQKg2t5cNHKmNXlLx5HrndtjzFhjBGbo9f4RF+5eV5lHMgXAvv+2+wywUAAAAABNnQx66VifTIhLvlzvRK/mJ6wvhtuTO9Mh5LJtKt2+67PLiFnkTKVAAzZMgQjR8/Xm3atNGXX34pj6f4KXB++uknXXnllfJ4PPriiy/UqlWrIFYaehekxytrX6Ryc8LkdhlFRnnlCffJ5fbL5fbLE+ZTZJRXYWF+5eZ6lJsZru0rfaEuGwAAAAAQBBd3P0e9bu0qO8YjE+6S54BXrgyvrDxf/hLVeX65Mr3yHPDKeFyyY8LUuW97XXPthaEuPWTKRABj27buuOMOjRkzRs2bN9fMmTMVGxtbbPuZM2eqV69e8vl8mjZtmrp27RrEak8O/777UXXcVVlpO6KVkx2uvLwwWZLCwmyFhdlyuZTf6yU7XJn7orR1ua2V/3411GUDAAAAAILkn4/11/UPXi5TIVK+uHCZMJdcebbcOX658vwyHpd8ceGyK0So950X6+nnbw11ySFlGWNKM8vqKa1v376aMmWKJKlbt26KiIhQenq6fL7CPTbGjBmjzZs3q1+/fvJ6vWrQoIHOPvtspaWlKTs7u1Dbnj176vHHHz+uugpWQSpppaSTQYvhw1SxrkvRlfLk9tiSZWT7XcpJC1f6FpcWP/x8qEsEAAAAAISI1+vViP98pJ++XCLvgdz8OWHcljwx4Trv0lb61/AbFRYWFuoySxSM+/MyEcCUduLc2bNna/z48Ro/fvwR2w4aNEjvvffecdV1qgQwAAAAAACczghgTnMEMAAAAAAAhF4w7s/LxBwwAAAAAAAAoUQAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAOI4ABAAAAAABwGAEMAAAAAACAwwhgAAAAAAAAHEYAAwAAAAAA4DACGAAAAAAAAIcRwAAAAAAAADiMAAYAAAAAAMBhBDAAAAAAAAAO84S6AAAAAADAqW3K78v0/soFyvJ6FeHxqHNCIz3c+dJQl4UgS/dmanv2buXaeYpwhal6ZGVVCC8X6rJOGmUmgElLS9OoUaP06aefKikpSTVq1FDr1q01fPhwNW7cuMhj1qxZowkTJuiNN95Qenq69u/fr7i4uCBXDgAAAAAnp9s/f19LUzfL6zEyliRLklfavHGxJv21WLUiK2hanzsUGRkZ6lLhoI0Z27V47+9am75ZOf5c+Y0tt+VShCtcZ5SvrXaVmqphuQRZlhXqUkPKMsaYUBfhtNWrV6t3795KSkpShQoVlJCQoPXr1ysnJ0eRkZGaNm2aevToUeiYli1b6rfffiu07UQHMAkJCZKk5OTkE3ZOAAAAAHBaTk6OOk8cqSy3T8YtGY9kLCMZ5YcwkiyfJZdP8vgsfdT7NjWuViOkNePEs42tb3cs0vzU37Tfm6E0b4b8dn744pctlyzFhZdTfFh5ta14lnrX6iS35Q512UUKxv35aT8HjG3b6tevn7Zs2aLnn39eO3fu1KpVq7R//37dcccdysnJ0eDBg5WVlVXouGuuuUbDhg3TsGHDQlQ5AAAAAJycOk8cqSyPT3aEZHuMLK/kypHcuZZcOZIrV5Il+SONvOFG/b8cpx0Z+0NdNk4gY4y+SVmgObt+1easHcr05ahKeLwalktQ/XK11DAmQdUiKynHl6ekzBQt2LNan2+bqzLQB6RYZaIHzPLly7Vp0yb16dOn0Hav16tGjRpp8+bNmjVrlrp161bk8QXdpOgBAwAAAKCsG/zlRM3bs0F2hCS/ZPmMLBU9tMS4JDvcyJVrqYI/QvNveTi4xcIx6w5s0YRNX2tz1g6V80SrSniFIocYGWO0Ny9d+70HVCemuq6vc4nOrtAgBBWXjB4wJ0jr1q0PC18kKSwsTOedd54k6ffffw92WQAAAABwylm0c2P+sCOZEsMXSbLs/KFIxiMdUK5ycnKCWCmctGjP79qXd0DhVlix4YuU36GhYnisotwR2peXrkV7yu69d5kIYEpS0AGoXDlmZgYAAACAknz1xyp53UbGI7m8VonhSwHLZ2Q8RrZLuvGL94NQJZy2Ny9d6w5sVZo3Q/Hh5Y84ua5lWYoPj1WaN1NJWSnakb0nSJWeXMp8ALNs2TJJUosWLUJcCQAAAACc3N5ZMV/GdXDCXbt0s1lYsiS/ZNxSUvpuhytEMGzJ3Kkcf66MpGh36Va4inSFy225leXL1easHc4WeJIqM8tQF2XDhg3666+/FB8fr2bNmjlyjYJxZEVJSUlRjRrMBA4AAADg1JDpPTiEyKhUvV8KWCa/rS3bibIQZDl2nvzGlsdyl3ppacuy5LHcso2tHH+ewxWenMp0D5jHHntMxhg9+OCDioiICHU5AAAAAHBSi/Ac/Azfyp8DprSMld/WVcqbdZzcwl0euSyXbHN0gZptbFmWpXBXmEOVndzKbA+YhQsX6pNPPlGlSpU0dOhQx65T0gzKJfWOAQAAAICTTff6zTR27Zz8f7ik0nRoMTL5bb1SxfAYJ8tDkFSPrKRIV7j8xlaOP1eR7iN3aMizvcqzvYp2R6haZMUgVHnyKZM9YFJTU3XddddJksaOHavy5cuHuCIAAAAAOPnd3e5CeXyWXF5Lxl263izGbcmyLbls6Z2eNzlcIYKhZlRl1Y6uqtiwGO3zZpTqmP15B1QuLFpVIyuqXkzZnIqjzAUweXl56tOnj5KSknT//ferb9++oS4JAAAAAE4ZdWLiZfkl4zYy7pLbGsvIhBlZPinSdiuhYnxwioTj2lZqovjw8srwZSnNm1li2wPeLO33ZahSeKzOrdik1PPGnG7KVABjjNGdd96puXPnqnPnzhoxYkSoSwIAAACAU8onV92W3wsm15IdZmR7Dp8PxsjIdkt2RP5y1W6fNLJrvxBVDCe0qNBITeLqqWZUFe3K2atdOXuVZ3sLtfHaPqXm7lNK7m7VjKysRuVqq03FxiGqOPTK1BwwQ4YM0fjx49WmTRt9+eWX8njK1NMHAAAAgOMWGRmpqVfdoT7T35JXkvFIdqQkY2TZVv6Euy7JsiVXXn74MrR5V51fr1GoS8cJ5LZcurZ2N9nGlsdyaU9umpIyUxTpzl9u2m/8yvHnKcYTpTpR1XRG+Tq6vu4lCnOV3ftwyxhT+qmrT1G2bWvw4MF6++231bx5c/3000+qWLH0k/4UdI/av3+/4uLiTlhdBZPwljRRLwAAAACcjPZnZqn3J6OVZmfLdqvwcCRbcvmlSNujkd36Er6cxvzGr0V71mjx3jXalbNPmb5s2caWy3Ip2hOpyhFxOrdiE7Wv1OykDl+CcX9eJgKYvn37asqUKZKkbt26KSIiQunp6fL5fIXajRkzRq1atdIzzzyjr776KrB94cKFkqQ2bdoEes0UtD0eBDAAAAAATnU5OTm69auJ+mv/TvmNkUuWKkeW09uX3cicL2WIMUYbMrYpOXuXcv15CneHqWZkFTUqnyCXdfLPfhKM+/OTN346gQrCF0n64Ycfim2Xnp4uSdqwYUMgdDnU0qVLD2sLAAAAAGVZZGSkJva5NdRlIMQsy1LD8glqWD4h1KWctMpED5iTFT1gAAAAAAAIvWDcn5/8/YAAAAAAAABOcQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwT6gLCJa0tDSNGjVKn376qZKSklSjRg21bt1aw4cPV+PGjQ9r7/f7NXLkSL3zzjvavHmzqlevrgEDBuhf//qXIiIiQvAMACD0bNsn5Xwm5c6S7PT8ja6KUmRPKaK7XC5y/bLAGJ/kXSF5f5OxD0hyyXJXksI7SO56siwr1CUiCPZnZevl7+dryV9blZvnk8tlqWJsjG7o1FK9mp8V6vIQJLv3Z+jVqXO1cmOKcr0+edwuVYkrp0E92qpziwahLg9Bkrxtr956+wdt2JSqvDyfPB6XqlWN000Dz1erFomhLg84aVjGGBPqIpy2evVq9e7dW0lJSapQoYISEhK0fv165eTkKDIyUtOmTVOPHj0KHdO/f399/PHHkqQGDRpo06ZNsm1bF1xwgb7//nuFhYUdd10JCQmSpOTk5OM+FwA4ybZtKesNKfszyd4vmRxJ9sG9LsmKklyVpOjr5Yq5IXSFwlHGGCn3e5mc7yV7t2Tvk4w3f6cVKbniJU+irKgrZYU1C22xcEx2Xp6GfPCFVq1Pkdfrl/EZqeCvSZfk8rgUGxupOy9pp+vatQxlqXBQWka27nv9c/2ZvEtevy1/wZvASJYleSxLFctF675rOqv7uYd/2InTQ0rKfj3x1KdKSt4nn23n/2VgKf99IMltWaoSH6P7771U7do2DG2xwBEE4/78tP+o0rZt9evXT1u2bNHzzz+vnTt3atWqVdq/f7/uuOMO5eTkaPDgwcrKygoc88knn+jjjz9WpUqVtGbNGq1fv15bt25VgwYN9PPPP+uVV14J4TMCgOCybVtKf0jKHC/5t0kmTZJP+X9aWflfm/2Sf7OU8Zrs9GdDWS4cYowtZb0rkzVZ8v4m+f7MD+IsT/7D7Jd8a6W8hTIHXpXJnRfqkuGA9OxsXf7S+1q+Jlm5mT6ZXCNjJGMdfPglf46t/Xuy9OLUn/XizDmhLhkOSNmTpr5PTtDqzSnK9vvklZ0fwh3MYGwZ5Rlbuw5k6skJM/X+N0tCWi+csTEpVXcMeVfrt+xRrjHyuw72fix4H1iWvJa0Y2+Gnhg+TV9/uyJktQInizLRA2b58uXatGmT+vTpU2i71+tVo0aNtHnzZs2aNUvdunWTJLVv316LFi3S5MmT1b9//0D7hQsXqkOHDkpISNCWLVuOu4s1PWAAnArstP9IOZ9LJl2SW1K05PrbCFbbJylT+R95xUoxt8tV7rbgFwvHmKxPZHK+knwbJVec5KoqWX/rDWqy80M6SXI3kFV+iKyw5sEvFo65fOQEbd22T3aekdySy2PJ5frf30O2MZJtZHslWZInwqVhfS6gJ8xpxO/36/LH3tXO9Az5ZOQ2ltwuyTrkc10jW7Yt+S0jy1iKcLv0zC091O2cM0JYOU6kjAPZuuGWN7Q/M1d+lyWXbcttuQp9um9Lsm0j223Jso2iPC49//S1atGibqjKBkpED5gTpHXr1oeFL5IUFham8847T5L0+++/S5JSU1O1ePFiRUZG6vLLLy/Uvn379qpdu7aSk5O1YsUKx+sGgFCzfTul3G8kc0D504aVPzx8kQ5ui5Vk5bfNmijbzglusXCM8afK5Pwg+ZLy5/xx1zo8fJHyh6K560uyJP82mawpKgOf85QZ0379Xckp+2XnGVkeyRPuKhS+SJLLsuRyu+QKtyQj+fNsvfn9ohBVDCeM+2qRUtMz5T8YvnhcrkLhi5QfxrhdLoXJkrGM8mxbr06jV9zpZOzbPyj9YPjisW2F/S18kfJvND0uSx7byLgs5fhsvT72u1CUC5w0ykQAU5KCPwzLlSsnSfrtt99kjFHHjh0VHR19WPuCXjIEMADKhKz3JZOl/P7EMZKrhJ5/Liu/jfySyZCyPwlOjXBe7tz8IUaS5KpWclvLJbkTJLMvvzeM70/Hy0NwfPDzMtk+W7Ikd1jJf0K6XJZcYflDktLTcvTtat4Hp4sZC9bIJyPLSJ4jTLxuWS65jCVbRjv2pWvlhu1BqhJOm7/gL/kluWwjt3WE3wdWfg8Z27K0eds+paTsD0qNwMmozAcwy5YtkyS1aNFCkrRhwwZJUo0aNYpsX7B9/fr1QagOAEIsd7ZkciV5pNKscOTy5Lc12VLONw4Xh2AwxsjkzZfsvfkTLZdm+K0VIVkx+cfkzXe+SDhuT2aWtqbsl/FLlruUB7ksyZJsn60Jc5Y7Wh+CY23STu1Ky5CRkaXSDcV3H/xfh98YjZux0MHqECxz563Vgaw8Gdff+z4Vz2Xl/z7w+m2N/4C5oVB2lZllqIuyYcMG/fXXX4qPj1ezZvmrNaSn5y+rWqlSpSKPKdhe0O5ICsaRFSUlJaXYoAcAQs227YO9HvySDu8RWLwwSXn5N984DeTk92gy2ZL7KP6fZZWXTJaMP7WUt2k4mf2Rkirb5Pd6sNyl+466LEu2lb9C0t4DWUc+ACe93zfvyJ90Wf8LVo7EkkuWsWVb0q79GY7Wh+D4488UGRlJltylnBPTJUuy849KSdnnaH3AyaxM94B57LHHZIzRgw8+qIiICElSTk7+nAXly5cv8pjY2FhJUnZ2dnCKBICQKpi/42hvoU3+2AOc+gLfR1tH92fDwXVI5TvhJSH4cnze//06OBoH3wZ+v33Epjj55Xl9x/Q2kCQZycf74LTg9fp1LNN7FWQ1Ph/vA5RdZbYHzMKFC/XJJ5+oUqVKGjp0aGB7ZGSkpOJ7uKSlpUlSkfPDFKWkGZRL6h0DAKHmcrlkK1z5d1BHE6b4JbkkV5QzhSG4rEjlvwfC8oejWRGlPDBPkkeyyjlXG4KmTsUK/xt9ZvI/+S6Vg00jI4qYtBmnnGrx5fPfByb/bVDaBUGNZeSSpejIcEfrQ3BUrFROVv4827KV/709Els6OHDNqHz5SMdrBE5WZbIHTGpqqq677jpJ0tixYwv1domLi5Mk7dmzp8hjC7YXtAOA01pYY0nhknJL1942krz5x4S1cK4uBI1leSRPE8lVofTDyowt2fskV7yssGaO1ofgqF8pXjExEZLr4KrzpWDbRpYtWR5L7RrVdrZABMX5ZzdQpMcjlyR/KXtA2MbOH7IkS11bNXSyPARJ94uaK8zlkmWM/KXsCmPMwQm8LUsXX8T/F1B2lbkAJi8vT3369FFSUpLuv/9+9e3bt9D+Ro0aSZK2by96lvaC7QXtAOC0FnXdwR4QtmSXJoQ5uPS0FSlF3+RkZQgiK+KC/Al4zYH8uWCOxN4jKSw/tAnv4HR5CAK3263OZ9eX5bFk2fnhypHYXiNjSWHhbt17cccgVAmnhYe71bpRLbkOLi9tm5KHkhjZ8pv8+T+iwsN04yXnBKlSOCk+PkYN61WVy0jGcsk+wsA0W5JflizbKDYmQhd1PTs4hQInoTIVwBhjdOedd2ru3Lnq3LmzRowYcVibFi1ayOVyacGCBcrIOHyisB9++EGS1Lp1a8frBYCQCz9f8iRIipKUJdl5xbe1syVl57cNaypXGEH1aSPsbMldJ38Jat+mkkMYe69k75TctWRFdJLliglenXDU/d07KTzSI7klO88UG8LYxsjvtSVbcoVZanlGTcVGMSTxdHHP1ecr3O2WZSz5VHwIY2TLZ+cPP/LIUuez68ntLu0SWjjZ3TLoAnlc+ePRfFKxIYyt/BWw5LLktqRLujUNZpnASadMBTBDhgzR+PHj1aZNG3355ZfyeA6fAqdixYrq2LGjcnNz9fnnnxfaN3/+fG3btk2JiYmBVZMA4HTmcrmkuJGSu4qkCEkZkp2W3xvG9uePRbCz87cpW1J0fmAT93xoC8cJZVkuWeUGS576kquy5Fsv+bZIdoZkfJLx5g858q2X/CmSO1EKbyFFXR3q0nECVYqJ1qPXdJEnwi3LJZlcI1+uLdtvy7bzAxm/15ada2R8kivcUtWq5fXK9b1DXTpOoAa1Kmtw7w4Kd7tkyZJXRl7bzh9qZPL/67NteY05GL64lFitop68uXuoS8cJdE7rerq6V2uFHVyQ3GdZ8h4ckmTLyDZGXmPLZ0nGsuQxRk0b1dBdd14c6tKBkCoTAYxt27rjjjs0ZswYNW/eXDNnzgysZlSUBx98UJI0dOhQrVmzRlL+0KOBAwdKku6//37niwaAk4TLU1eKf1Py1JGsOEluSVmS0iSlK3/YkUeyKkhhjaQK4+RyVwphxXCC5a4uq/w/pbCmkucMyfJI/s2Sb43kWyv5d+W/PzyNZUWcJ6vcUFkWE26ebq5s1VSP9++miJgwWeGWLCu/Y5zJNfkPv2S5JXekS3US4jX1vhsVFc774HQzsHtb/ePyjopyuxV2cAJWr4zyZOSVkX1w0t1wy6Wmdarpw8cG0PvlNPSPwRer/9VtFeFyyW0byZJ8Lkvegw9jWXLZRmGSzjm7jl5+6YZQlwyEnGXMsSwidmrp27evpkyZIknq1q2bIiIilJ6eLp+v8CxyY8aMUatWrSRJAwcO1AcffCBJatCggTZt2iTbttWtWzfNnDnzhPxPpGAVpJJWSgKAk4Vt50k5X0jZ0yT/JgXWoLRckqexFHWNFHFpfq8ZnLaM8UneX2Vyf5Z8f+VPuCtLsjyyws+RIi6Q3A1klXZ5FJyS9mdla9R38/TTyg3KzMgNLIzksizVqRmvQReco8tbNgl1mXDYrn0ZemXKHP2yJklZuV4VrFXudrnUsGZl3XrZubqgJRPvnu62Ju/RW+N+0PLftig3zx8YjORxWTqjQTUNGthZ57SuF9IagdIIxv15mQhgSvtH4OzZs3XBBRdIyu81M2rUKL311lvavHmzqlevrhtvvFH/+te/FH6CPskhgAFwqrL9eyT/DkmW5EmQy1V8r0KcvoydIZkMSW7JFUePlzJqQ+oebdmbpvIR4WpYtZIqRDPfS1nj9/u1Yfse7dh7QOWiwnVG7WoqF8Xvg7LG7/dr/YadSk09oPj4aNVLrKro6IhQlwWUGgHMaY4ABgAAAACA0AvG/Tn9xAEAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwTzAvtn//fn355Zf66quvtHnzZm3fvl27du1SpUqVVLNmTdWuXVvdu3fX5ZdfrurVqwezNAAAAAAAAMdYxhjj9EX++usvPfLII5oxY4a8Xq+io6OVmJiomjVrqkqVKtq7d6+2b9+upKQkHThwQC6XS127dtWzzz6rc845x+nyQiYhIUGSlJycHOJKAAAAAAAou4Jxf+5oD5jc3Fw99NBDeuONN+R2u3XDDTfoqquu0sUXX6yIiIjD2vv9fs2ePVvTp0/XxIkT1a5dO11//fV65ZVXFB8f72SpAAAAAAAAjnGsB0xKSoquuOIKLVu2TDfccIP+85//BBKl0ti7d6+eeuopvfHGG6pbt66+/PJLnXnmmU6UGjL0gAEAAAAAIPSCcX/uWADTokULJScn6+OPP9ZFF110zOdZtmyZrrzySuXl5Wnbtm3yeII6bY2jCGAAAAAAAAi9U3oI0mOPPaY2bdqoQYMGx3Wec845R0uXLtUXX3xxWoUvAAAAAACg7AjKJLwoGj1gAAAAAAAIvWDcn7scO/MJsGvXLm3dujXUZQAAAAAAAByXoI7p2bRpk37//XeVK1dOLVq0OOLKRldeeaUWL14sn88XpAoBAAAAAABOvKD0gPntt9/UoUMHNWzYUFdccYW6deumypUr6+yzz9ZHH31U4rGMkAIAAAAAAKc6xwOY7du368ILL9SiRYsUExOjDh06qH379oqKitLvv/+uAQMG6Oyzz9aiRYucLgUAAAAAACAkHA9gHn/8caWlpemKK67Q5s2bNW/ePM2fP1/p6en64Ycf1LZtW/3++++64IILNHr0aKfLAQAAAAAACDrHA5hFixYpPDxc77//fqE5X1wul7p06aKFCxdq8uTJio6O1tChQ3XjjTfK7/dLktxut9PlAQAAAAAAOM7xACYpKUmNGjVS+fLli21z7bXXatGiRWrUqJEmTZqkq6++Wl6vV7GxsU6XBwAAAAAA4DjHA5hatWopNTX1iO0aNWqkRYsWqVu3bpoxY4Z69epFDxgAAAAAAHBacDyAufzyy5WamqoPPvjgiG3j4uL01VdfqXfv3vr+++/11VdfOV0eAAAAAACA4xwPYIYNG6aKFSvqzjvv1Lx5847YPiwsTFOmTFHPnj1ZghoAAAAAAJwWHA9gqlevrilTpigmJkbZ2dmlOsbj8ejTTz9Vp06dHK4OAAAAAADAeZYJUjeTzMxMxcTEHNUxubm52rlzp+rUqeNQVaGVkJAgSUpOTg5xJQAAAAAAlF3BuD93vAdMgaMNXyQpIiLitA1fAAAAAABA2RG0AOZYDBkyRBdddFGoywAAAAAAADguQQtgxo4dqwsuuECVK1dWYmKirrjiCr300kvKyMgo9pjly5frp59+ClaJAAAAAAAAjvA4fQHbtnXJJZfop59+CqxqtHfvXm3ZskUzZszQc889p4ceekj33XefwsLCnC4HAAAAAAAg6BzvAfPKK6/oxx9/VNWqVfXWW29p3bp1+vPPPzVp0iTdcMMN2rdvnx555BGdd9552rJli9PlAAAAAAAABJ3jAczUqVNlWZY+//xz3XbbbWrYsKEaNWqk/v37a8KECVqxYoUuueQSLV26VOecc45mzpzpdEkAAAAAAABB5XgAs3r1atWuXVvnnntukfubNWumb775RiNGjNC+ffvUu3dvTZ48WdKxrZwEAAAAAABwsnF8Dpjo6GhFRUUdsd2wYcN01lln6brrrtPAgQOVnZ2tuLg4p8sDAAAAAABwnOM9YNq0aaO//vpL69atO2Lbnj17at68eYqPj9cdd9yhBQsWOF0eAAAAAACA4xwPYO677z7Ztq3+/fvrwIEDR2zfvHlz/fTTT6pYsaJSUlKcLg8AAAAAAMBxjgcwXbt21YMPPqgVK1borbfeKtUxTZs21bfffqvy5cs7XB0AAAAAAIDzHJ8DRpJeeOEFnXPOObr22mtLfUzr1q01c+ZMfffddw5WBgAAAAAA4DzLGGNCXURZlZCQIElKTk4OcSUAAAAAAJRdwbg/d3wIUmm89957evrpp0NdBgAAAAAAgCNOigDm7bff1pNPPhnqMgAAAAAAABxxUgQwAAAAAAAApzMCGAAAAAAAAIcFZRUkAMDpZf3uXVq0dbPcLpc612momvFxoS4JIZDr8ynT65XbshQTHi6Pi891yqLUtAxt35OmqPAw1a5SQVER4aEuCQCAk1KZCWBycnI0e/Zsvfbaa/r666915ZVXavr06cW2X7dunR5//HEtWrRIXq9XHTp00K233qrLLrssiFUDwMkjNzdXt077WKs27ZCdawW2/8f6Ua5IqVPjuhrZ4wpFRESEsEo4zTZGq3bu0E+bNun31F3KX0zRUrjbrfYJCbqwXj3ViasQ6jLhsIzsPL3xzS/65rd12puTHdjusVw6o0ol3Xlxe3VuXj+EFQIAcPI5KZah7tixoxYtWiS/3+/I+RcuXKguXbooJycnsK2kAGbmzJm6+uqrlZWVpVq1asntdmvLli2yLEv//e9/9cgjj5yQuliGGsCpYsqqXzX8s+9lvJbktySfJRX838My+XG+28iKMBo3sK/OrV0vlOXCIamZmXp98UIl7duvPdlZ2pudLZ9tS5IiPR5ViopWfFSk2ifU1qBWrRXudoe4Yjhh1vJ1+teU75Xt88pnjIx1yE4juaz8IObMKpX13j196REDADgllJllqJ1WqVIlDRkyRMOGDdOll15aYtuMjAzdfvvtysvL08cff6zk5GRt3rxZv/76qxITE/Xoo4/qp59+ClLlABB6M/5Yraemfy+T65JyXJJfUpgtRRx8hJn8bTkumWxLt074VCt3ECyfblIzM/XcvDn6bccOrd2dqmyvTwmxcWpcuYrOrFRZlaOjtSc7S2tTU/VT0ia9tmhhIJzB6eO7ZX/q0U9mKsObJ+/BFNZtJI8seWTJJck2Up6xtXZXqvq9ONGxD9gAADjVlIkAplGjRnrhhRf0wgsvqH///iW2nTFjhrZu3apbb71V/fr1C2xv2bKlJk6cKEl69tlnHa0XAE4mj039Wsqz8h/hthRhJLfy/w/iUv7XESZ/X55LyrF04/jJoS0aJ5QxRqMXL9KGvXu1MyNDDStWVL34eMVGRCjc7VaEx6OKUdFqVLGSqpUrr4379mnZ9u2auub3UJeOEyjtQLaemPK9sv0+2coPXcJcLrldLrksSy7LksflUphlyTKST0Zb0tJ037gvQl06AAAnhZMigDkJRkEFrFq1SpLUrVu3w/Z16NBB5557rr7//ntt3Lgx2KUBQNDd/8U0mVwrP1gJt/PDluK4ld8zxuuSnS29v2xRsMqEw1bv2qVN+/cp5cABJVaIV3RY0UNKLMtS5ehoVY2OUXJ6muZsTlK21xvkauGU17+ar2y/T8aSPAcDl6JYVn4wYxnJZ4wWJ21TRnZekKsFAODkc1IEME888YTee++9UJchScrMzJQkhYWFFbm/TZs2kqS//voraDUBQKj8tGZD/pwvLlNy+FKgoI1fem32PCdLQxDNTtqkvVnZigkPV0z4kefzqBwdrTy/X/uys7UgeWsQKkQwfP/7evmNkWVUbPhyKLdlSZaU6/fpjW9+CUKFAACc3E6KAKZHjx4aOHBgqMuQlD9cSZIWLFhw2D5jjHbu3ClJSkpKCmZZABAS/pyD87u4S9lT0ZLktiW/pZws5n04HfhtW6t27tS+nGxVioou1TFul0sVIqO0NztHK1JSHK4QwbB++26l5eXKWJL7yNmLpPyQxjKS3xjN+yPJ0foAADgVBH0Z6n379mnlypVav3690tPTlZ2drejoaMXFxalRo0Zq3ry5YmNjg11WwEUXXSSPx6PXX39dXbp0CUzau3HjRj388MP6/PPPJUlbtmwp1fkKZlIuSkpKimrUqHH8RQOAA3JzcyVj5T+soxgq6pLkk8T8q6eFLK9XtjHy+v2K9JT+z4ZIj1sZeXnKyGPoyelg6+79ga8tlTKBOcgo/30EAEBZF7QAZtq0aXr55Ze1YMEC2SWsiuB2u3X++efrgQceUM+ePYNVXsCZZ56p+++/Xy+88IJ69OihmjVrKjw8XElJSbr00kt111136bXXXpNViq63AFCm8WvytOB25XeWtSxL9lHM2WZM/lvA4zopOtviOEV6/jc02+jof7xLM2QJAIDTneMBjDFGAwcO1KRJk2SMUWRkpNq3b68aNWqoUqVKio2NVVpamvbs2aPt27dr4cKF+umnnzR79mzdfPPNGjdunNMlHmbEiBFq1qyZxo4dqzVr1iguLk6PP/64nnjiCd1///2SVOpeOiWtIV5S7xgACLWIiIj8oUcuk9+bpTRzwEgH54yRrNK2x0ktyuNRTHiYIj0eZeTlKaqYOdL+7kBermLCwlUpunTDlnBya1irUqDnizFGKkWgYoyRUX6nuIoxvA8AAHA8gBk1apQmTpyoSpUq6fXXX1fv3r0VXcIfY5mZmfrss880dOhQvffee2revLmGDh3qdJmHGThwYJHz0hTM/UJ4AqAsiIkNU2aeT/K6JI995I+9jfIDmAhb1SuXC0aJcJhlWepYu462padrR0aGKkdHH7EXaK7Pp8y8PNWOi9N5deoEqVI4qUpcOdWtEKf1e/fmTwtVimOM8rtBeSyXBnRq6XCFAACc/BzvFzxu3DhZlqV58+bp2muvLTF8kaSYmBgNGDBAc+fOlTFGb775ptMlHpWVK1dKklq1ahXiSgDAeY9fevHBOy2TP69LSSNQjCSvld9rxm00ps81QakRzrswsZ7iIiJlG6NdB1cLLI5tjLYdSFdcZKRqlY9V0ypVg1QlnDagU0t5LJdkSb4ShpNL+b1ffCZ/+qi48Aj1bNckSFUCAHDycjyASUpKUoMGDXTmmWce1XFNmjRRgwYNtGnTJocqO3orVqzQ1q1blZCQcNTPBwBORb0aN1NkrEuKMJLfJfmsokMYW/nhiy0pzKhS1Sg1rMyN9+miWrly6lKvvurFxys1K1PbD6QXeQOe6/Np07598tu2EmJj1adJU+ZMO41c1bGZasWWl0eWbEvy2nb+cKS/sY0t78Ht4S6Xbr2wTbBLBQDgpOR4AFO9enVt2rRJu3btOqrjUlJStGnTJlWvXt2hyornLWKmfmOMhg8fLil/eJKLSQUBlBHzhgyRO0ZShJ0fvuS4pDwrv0eMV/lf5x78nRhhFBnn0ux/3BO6guGI/mefrY6166hRxUrK9nq1NnWXtqTt167MDO3MyNCGvXv1557dCne71aBiRQ1o3kLn1KwZ6rJxArndbr1/b39ViY6WR1Z+pzcZeW1bPtuW17aVZ9vyKX+0YoTLpWtaN9ON3QhgAACQghDA9O/fX36/X507d9aSJUtKdcyCBQt0wQUXyBijG264weEKC7NtW7169dKwYcOUlZUlScrKytLgwYM1ffp0Va1aVQ899FBQawKAUIqIiNCi+4YqtnK4FGnnPyxJ9sElql0KbK9WM1pLHnww1CXDAR6XS3e1PVf9mjVT8+rV1ahSJYW5XMr2+pTr96l8RISaVKmqtrVq6Z527dWtfoNQlwwHVCwfrekP3aiWNasryu2Wp2Bi3oP7XZLC5VLFiEjd062jHru2W8hqBQDgZGOZovqOnkC5ubm66KKLNH/+fFmWpTp16uiiiy4KrIJUvnx5paenB1ZBmjVrlpKTk2WMUZcuXfTtt98qrJQrLhSnQ4cOga9TU1O1YcMGxcfHB4YR1ahRQ9OmTZMk7dq1SxdddJFWrVolj8ejhg0basOGDfJ6vYqNjdXMmTPVvn3746qnQMFEviWtlAQAJ5Pt+9J0+7SPlLwrTcafv81yWzozobLG9blOsdGRoS0QQZHn92vp9m36NSVFB3Jz5Xa5VDEqSh1r11HjypUZdlRG7Np3QK9+OU/LkrYrx+eT22UpPipK13Zsrqs6NpPbzVJoAIBTRzDuzx0PYCTJ5/Np5MiRevnll7Vjx47/XfyQP9AOLaN27dp64IEHNGTIkBPyP+8j/SGYmJhYaK6ZrKwsPfvss/r555/166+/qnz58rr00kv15JNPqs4JXM2BAAYAAAAAgNA7bQKYQy1fvly//vqrNmzYoPT0dOXk5CgyMlJxcXFq1KiRWrdurebNmwezpJAhgAEAAAAAIPSCcX/ucezMxWjdurVat24d7MsCAAAAAACEjGOT8GZmZp7U5wMAAAAAAAgWxwKYfv366YEHHpBt28d9rueee06dOnU6AVUBAAAAAAAEn2MBzDnnnKOXX35Z3bt318aNG4/pHDt27NC1116rxx57TG3btj0hYQ4AAAAAAECwORbADB8+XJMmTdIvv/yiJk2a6P7779e2bdtKdeyePXv05JNPqlGjRpo2bZpGjhypt956Sy6XY+UCAAAAAAA4xvFVkLZu3apHHnlEH330kSSpTZs2uuKKK9S4cWPVrFlTlStX1r59+5SSkqK//vpLM2bM0Lx58+T3+9WjRw+9+OKLOuuss5wsMWRYBQkAAAAAgNA7rZahXrFihSZMmKDPPvtMmzdvzr+4ZQX2F5RRtWpVXXnllRowYIDOP//8YJQWMgQwAAAAAACE3mkVwBxqzZo12rx5s7Zv367U1FRVrFhRNWrUUO3atdWiRYtCwczpjAAGAAAAAIDQC8b9ucexM5egSZMmatKkSSguDQAAAAAAEHTMagsAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwAhgAAAAAAACHEcAAAAAAAAA4jAAGAAAAAADAYQQwAAAAAAAADiOAAQAAAAAAcBgBDAAAAAAAgMMIYAAAAAAAABxGAAMAAAAAAOAwj1Mn/uOPP3T33XefsPNZlqVZs2adsPMBAAAAAAAEi2MBTFZWllatWnXCzmdZ1gk7FwAAAAAAQDA5FsC0bt1au3btcur0AAAAAAAApwzmgAEAAAAAAHAYAQwAAAAAAIDDCGAAAAAAAAAcRgADAAAAAADgMMcm4ZWk1157TVOmTDlsu2VZmj17duDfw4cP17Rp01S1alVVrVpVtWrVUoMGDdSgQQO1adNGcXFxTpYJAAAAAADgKEcDmE2bNmnu3LlKTEwMbNu7d68OHDhQqN3+/fu1cuVKRUREKDc3N7Ddsiy5XC5169ZNY8eOVb169ZwsFwAAAAAAwBGOD0GyLEsbN24MPG6++eZi22VnZ2vv3r1avXq1PvvsMw0fPlytWrXSd999p1tuucXpUgEAAAAAABzhaA+YoliWVeL+ChUqqEKFCmrSpIkuv/xy/d///Z/atm2rpUuXBqlCAAAAAACAE+uUmIS3adOmysrKCnUZAAAAAAAAx+SUCGDy8vLkcp0SpQIAAAAAABzmlEg10tPTFRUVFeoyAAAAAAAAjknIApgFCxYoPT29VG0HDRqkFStWOFsQAAAAAACAQ4I+Ca8kGWPUqVMnSVKdOnXk9/tLbH/NNdcEoywAAAAAAABHOBrAREdHq1KlSoW2Pfzww+rWrZv++OMPrV27Vr/99ptWrVrlZBkAAAAAAAAhZRljTKiL8Hq9Wrp0qTp06BDqUoIqISFBkpScnBziSgAAAAAAKLuCcX9+UkzCGxYWVubCFwAAAAAAUHacFAEMAAAAAADA6czxSXizs7OVkZGhKlWqKC0tTV988UWh/TfeeOMRz7FlyxbVqVPnuOrIycnR7Nmz9dprr+nrr7/WlVdeqenTpxfbPjc3Vy+++KKmTZumP//8U7Vq1VLHjh31zDPPqFatWsdVCwCcyr79fa1G/TxXB/JyZMlSfGSU/t3jYrWtWzfUpSGI9h/I1u+bUpSZnSfLslQxNlrNGtRQRFhI5vcHAAA46Tk+B8yIESP06KOPyu/3a82aNWrWrJksy5IxRpZlHbYC0vLly3XHHXfo888/V61atbRjxw61aNFC77zzjnr16nVMNSxcuFBdunRRTk5OYFtJAUxeXp46deqkJUuWKDw8XA0bNtSWLVuUkZGh2NhYLVu2TA0bNjymWg7FHDAATiVPf/udPvl9pXLDfTJuI1kHdxjJ5bMU5Q3THW3b6R+dO4W0Tjhr0/Y9+mnZeq3emKKM7Fx5fX5ZlqWIMI8qlI9S27PqqEvrhoqPjQ51qQAAAKUWjPvzkHxMNWLECLVq1eqw7Z9//rmuv/56eTwebd68WbVq1dLdd9+ttLQ0Va9e/ZivV6lSJQ0ZMkSStHr1an377bcltn/xxRe1ZMkStWvXTp999pmqV6+uvLw83XPPPXrrrbd0zz336JtvvjnmegDgVHPVuPf0e/ZO2TFGJiw/fLHs/H3GJRljlOnN08sr5mnFtu1667p+oS0Yjpj320ZN/ek37U7L1N70LElSRJhHRlJ2rlcRuz3aufeAlq9L1m292yuxRsXQFgwAAHASCUkA07p1a3Xp0qXQtvfff1+33nqrypUrpzlz5ujss8/W119/renTp+vFF19UmzZtjvl6jRo10gsvvCBJmjBhwhEDmB9++EGS9OqrrwaCn/Dw8MDwpZ9//lm2bcvlYgodAKe/m96fpN9zdsqOsiVLcuVZkk+yrPwuMMYYGY9kRxhZbml26kY98vkMPXfFsfVaxMlp8Zot+vTHFdq8Y5+MkWpUilW56IjA+8Bv20rLyNGOvQeUnevVW58v0NB+nVW9YvkQVw4AAHByOCkShHHjxunmm2+WJMXHx+vss8+W3+/XsGHD1LFjRz3wwANBrSc1NVWS1KRJk0Lbw8PD1bZtW2VnZ2vfvn1BrQkAQmHLnr1auG+L7Ij80apWliXLbwVuuqX8IMblt+TKsiSXkR1p9NnG35WXlxeqsnGCZeXkaepPv2nrzv1yu1xKrFlR5WMiC70P3C6XKsZGq16NSkrPzFHyzn2a8uOK0BUNAABwkglZAJOXl6fPPvtMy5cv15133qkOHTro7bffVlpamiTpjTfe0F9//aXRo0cHvbaC3jarVq06bN+2bdtUvXp1VapUKdhlAUDQ3T11uoxHMh4jK6dw8PJ3lixZOZZMmJEdZvTAZzOCWCmctGTtFu3PyFZ2nle1qsbJVcL7IDzMrVpVKmh3WqbWJ+/Wjj3pQawUAADg5BX0AKbgj/dnn31WAwcOVI0aNTR69GjNnj1bjRs3Vnp6/h9q27dv1+DBg9WiRYtgl6hHHnlE8fHxuvfee5WVlRXYvmfPHv3666+67777gl4TAITChow9ssOMLK8lS8XfdBewjCXLL9keo5+3bAhChXCaMUa/rErS3vQsVSgXJXcpht9GR4bJ43YrLSNbv6xKcr5IAACAU0DQ54ApWHTpiiuu0FNPPaVHHnlEEyZMkCTFxsbKtm1lZGToiSeeUG5ubrDLkySdccYZmjVrli666CK1atVKr776qi6++GLddNNNuuqqq/TQQw+V+lwFMykXJSUlRTVq1DgRJQOAI/weW3IbWblHDl8CvJYUZuR1284VhqDx+vzatS9Dmdm5ql0tvlTHWJal2JhIZWTnaVvqfmcLBAAAOEWEZBJeSWrZsqV69OihDz/8UP/4xz/Url07xcbGSpLS09NVs2ZNRUREhKo8bdq0KdBbp0ePHqpZs6ZSUlK0bNmyErvgA8DpIi8vL3+FI0ul6PvyP5byjzGWcao0BFGe1y9Jso2R2136jrNut0t2rlHuweMBAADKOseGIH366ad6+umnAysKPfPMMxo7dmyh8OKf//ynjDEaOnSoJKl8+fIyxqhHjx5q165d4NG9e3fNmTPHqVIPM2HCBPXt21cDBw7UH3/8oT/++EOXXHKJJKlLly76+eefS32u5OTkYh/0fgFwMgsPD5dlS5bRUSUwxpJk8ocj4dQXEZ7/WY3L5ZLPX/peTT6/X263pcjwkH3WAwAAcFJxLICZPHmy/v3vf+v777+XMUZPPPFEYELdsWPHKjMzU2eeeaYkaenSpfryyy9Vvnz+UpUHDhxQdnZ24LFo0SI9/PDDTpVayM6dO3X33XerX79+GjVqlCzL0hlnnKF3331X3333nXJyctSrVy/t3r07KPUAQCh5vC7JZ8kczT10mJHlsxRpc+N9OgjzuFWrSpzKR0UoLSO7VMcYY5SWkaPyUZFKrFHR4QoBAABODY4FMP/97381b948DR48WJZlad68eZowYYKMMZo+fbpGjhypuLi4QPsRI0bI5XIpOjpao0eP1sqVKwOPu+66S2vXrnWq1EI++ugjZWZm6s477zxsX7du3XT//fcrIyNDkyZNCko9ABBKLSrVlOWzZDxGRkceUmRcRsYlWT5Lvc84KwgVIhjOa15PFWOjlZaRU6peMAeycmWMUWy5SHVoluh8gQAAAKcAxwKYxo0bq2PHjkpMTJQkdezYUeecc44k6fbbb9dLL72k7OxseTwetWrVSr/88osWLFig2NhY7du3r9C5wsPDlZ1duk/djtdff/0lSapYsehP7Nq1a1eoHQCczl7vd6XcXkuW15KJKjmEMTKyI/Mn7PXkufR078uCWCmc1PrMBFWMjVb56Aht3blP/hJCmJxcr7bvTlPV+HJqWq+6KsXFBLFSAACAk1dIlqG+5ppr1L59ez377LOqUKGCnnrqKVmWpREjRgQCmL179+rAgQOSJL/fHwhvnNaoUSNJ0tdff13k/pUrV0qS6tatG5R6ACCUKkaXU++6Z8mVY0l+S3a0ke0xgRXtpIPBS5iRHZ2/XLU719JdrTuEsGqcaBFhHg3ofo5qV60gt8uljdv3aG96pvz2/4KYPK9PO/ceUFLKXlWpUE51a1TUNV1ahLBqAACAk0vQAxhjjCzL0iuvvKI333xTXq9XiYmJuvXWW/XFF19o9+7d2rt3r9599131799fkvToo4/ql19+CUp9l112maKiovTkk0/q7bfflt//v9Ubpk2bpmeffVZhYWG69NJLg1IPAITaC1ddrq5VG8qdY8mVa0keI7uckT/alj/alh1jJLfkyrXkzrF0faOWuufC80NdNk6wJvWq66ae56pBrUqqEl9OaRk5Wrdll9Ynp+qvranakLxbXq9PdarH64w6VfSPq89ThfJRoS4bAADgpBGyGRLPPPNMXX311frwww+Vmpqq4cOHa+LEidq3b5/27NmjCy64QA899JAeeeQRPffcc8d1rQ4d/vdJbGpqqiTp559/DmyvUaOGpk2bJim/B8ybb76pW265RXfccYcefPBBJSYmKiUlRbt375bL5dKrr76qZs2aHVdNAHAqeaP/Nfpo6a96ac5speflyngOWWbatuTySZUUrae7d1e3s84MbbFwTIuGNVVzQFfN/W2jlqzdcnBOGL8sWQoPd6tafHl1bF5PHZolKioiLNTlAgAAnFRCukTF4MGD9cEHH2jbtm268MILddddd+mll17S7t27ddVVV+nee+/VCy+8oO7du6tLly7HfJ2FCxcetm3fvn2B7QXz1BS48cYbde655+o///mPli1bpvXr1yshIUEXXnihHnvsMbVq1eqYawGAU1X/Nq3Uv00rbdmzV098PVO7MjPlklQzPlZPX3aZqsWVC3WJCIIq8eV09YXN1fO8Jlq/NVUZ2XlyuyxVKB+tBrUqybJYfhwAAKAoljl0IL8DRowYoUcffVR+v19r1qxRs2bN9MMPPwQClVGjRqlfv36qVauWUlJSVK9ePZ133nn64Ycf5PP51LJlS9m2rZUrV8rjOb2WNE1ISJAkJScnh7gSAAAAAADKrmDcn4ck0Xjttdf02WefybIsvfzyy4HtNWrUUNeuXbV///784jwePf/88+rdu7dGjRqlf/7zn6EoFwAAAAAA4Lg4HsDUrFkzsHRzgc8++0ySDgtgJGnSpEmqUKFC4N89e/bU5Zdfrl69ejlcKQAAAAAAgDMcH4J0IhSsnHS6YQgSAAAAAAChF4z786AvQ30sTsfwBQAAAAAAlB2nRAADAAAAAABwKnN0DpjRo0dr5MiRx32e6tWra/jw4erWrdsJqAoAAAAAACC4HA1g0tLStGnTJnXq1EnlypWTJK1fv14bNmxQ9+7dA+3++OMPbd68Weedd16gXQFjjBYvXqxHH31UixcvdrJcAAAAAAAARzi+CpJlWXrnnXfUqFEjSdLw4cP11FNP6euvvw60eeihh/TSSy8Vaneou+66Sx9++KHTpQIAAAAAADjilJkDJjc3N9QlAAAAAAAAHJNTIoBp3ry5Xn311VCXAQAAAAAAcEwcH4IkHf8y0nfdddcJqgQAAAAAACD4HA9gjDG67rrrFB0dLUnasmWLJOmCCy6QZVkKDw/Xhg0bJElPP/202rVrp7POOkuNGzdWzZo1nS4PAAAAAADAcZYxxjh18gkTJujNN98sdr8xRl6vV3l5ecrMzNSOHTuUnZ2dX5hlqVKlSrr88svVv39/XXTRRU6VGTIJCQmSpOTk5BBXAgAAAABA2RWM+3NHA5gCOTk5ys7OVnx8fIntjDHatGmTkpOTtXTpUv3888/69ttv5fP51L59e/3888/yeIIyaiooCGAAAAAAAAi9YNyfB2US3pEjR6pKlSpHbLd161Y1atRI27Zt0wMPPKDPP/9cmzZt0v33368BAwacVuELAAAAAAAoOxxLNNauXatZs2ZJkn755RcZY/T666+rpA43e/fuLbQ/JydHb775ppYvX64XX3zRqVIBAAAAAAAc5VgAs2DBAt17772Bf1uWpaFDhwa+LghaDv264N+StGLFCvXv31/r1q1Tz549lZ6ertjYWKfKBQAAAAAAcIxjQ5CuvfZaJSUlKSkpSQ888IAkKSkpSePHj5ckrVq1Sps2bZIxRi+//LKSkpI0d+5cSVJubq4uvfRSZWdna+bMmfryyy8JXwAAAAAAwCnLsR4wMTExiomJkSRVrFhRklSnTh1Vr1498HX58uUlSVWqVFGdOnUk5U/EGxERoQ8//FBt27ZVXFycUyUCAAAAAAAExUk7q+3puOw0AAAAAAAom4KyClJRCuZ6+fvXBYYPH661a9cGsyQAAAAAAABHOBbATJ06VU2bNlXTpk31yiuvSJKaNm2q22+/XcYYtWnTRk2bNpUkDRs2TE2bNtVFF10ky7Lk9Xr10ksvqWXLlrr33nuVlZXlVJkAAAAAAACOc2wIUnx8fCBgWbt2rXbv3h34d7t27QLtCrZJUmZmpjZs2KCwsDD9+uuveuCBB/Taa69p7ty5+vLLL1WrVi2nygUAAAAAAHCMZQ5dA9oh//nPf/TEE0/I7/eX2G7z5s2qV6+eJk6cqOuuu06S9N577+mOO+5QgwYN9McffzhdalAlJCRIkpKTk0NcCQAAAAAAZVcw7s+DMglvu3btdO+99x6xXVhYmBITEwOrJ0nSzTffrEqVKjEMCQAAAAAAnLKC0gMGRaMHDAAAAAAAoReM+/OgrYK0adMm7d69u1RtN27cqHnz5ikpKUnkQwAAAAAA4FQXtACmYcOGeuSRR47YLjc3V5dddpkuuOACNWjQQJUrV9aNN96o7du3B6FKAAAAAACAE8/xOWBGjBihunXryhgT6M0ybdo0paSk6MYbb1RsbOxhx0ydOlX79u1TUlKS5syZo3HjxmndunVatGiR0+UCAAAAAACccI72gFm6dKkef/xxTZs2rdD2qVOn6p577lGtWrV0xx13aNmyZYF9ERERatq0qTp16qQbbrhBY8eOVWxsrNavX+9kqQAAAAAAAI5xNIC5++67VbduXb3zzjuFtr/zzjsaP368WrdurXHjxuncc8/VDTfcoJ07dxZqZ9u27r33XqWnp+viiy92slQAAAAAAADHOBbATJo0SUuWLNGYMWNUrly5QvsiIyM1cOBA/fzzz1q5cqW6d++uSZMmqXHjxnrjjTfk9Xo1ffp0tW7dWmPGjNEZZ5yh119/3alSAQAAAAAAHOVYAFOpUiX179//iD1XmjVrpq+//lqTJk2Sz+fT3XffrQoVKuiaa67R2rVrNXjwYC1btkyVK1d2qlQAAAAAAABHOTYJb/fu3dW9e/dC23w+n7Zt26YtW7Zoy5Yt2rx5s1auXKnFixdrw4YNgUl6s7Oz5XK59O2336pLly5OlQgAAAAAABAUlilIPU6wW265RfPnz1deXp5yc3O1Y8cOWZZVqE3BpWvVqqXzzz9f559/vjp37qyffvpJ9957r6pXr67vv/9eTZo0caLEkEtISJAkJScnh7gSAAAAAADKrmDcnzvWAyY9PV0+n09RUVGKj4/Xjh07VLduXV122WWqW7eu6tatqzp16igxMVHVq1cvdGzTpk0VExOj22+/XRdeeKF+/vlnnXXWWU6VCgAAAAAA4CjHApgpU6YU+rfL5VKXLl1KPZnuzTffLMuydMstt+iqq67SkiVLVL58eSdKBQAAAAAAcJRjAcyRrFy5UqmpqQoPD1dUVJQiIyMVGxur2NhYVahQQZI0aNAg/fjjj/rwww910003adq0aaEqFwAAAAAA4JiFLIB58cUXNXHixCL3xcTE6KKLLtKHH36o0aNHa9GiRbr00kuDXCEAAAAAAMCJEbIARpLi4uL02muvKTc3Vzk5OTpw4ID27Nmj+fPn6/PPP9ekSZN02223aeXKlYqIiAhlqQAAAAAAAMcspAFMVFSUBgwYcNj2AwcOKC4uTjt37pQkwhcAAAAAAHBKc4W6gKJER0dLkjyekOZDAAAAAAAAJ8RJGcAcOHBAPXv2VNeuXUNdCgAAAAAAwHELaheTBQsW6O6775YkLV68WGlpaRo6dGhgFaSqVauqdu3aqlOnjqZPn04PGAAAAAAAcFqwjDEmGBdyuUrX2cayLElSZGSkOnTooC5duujWW29V9erVnSwvJBISEiRJycnJIa4EAAAAAICyKxj350ELYDZu3Fjkdtu2lZeXp9zcXKWmpmrbtm3asGGD5syZoyVLlig3N1cRERG6+eab9eyzzyouLi4Y5QYFAQwAAAAAAKEXjPvzoI3xqV+//lEfk5ubqwkTJmjEiBGBlZEAAAAAAABONUHrAXM8bNuW1+s9ruWoc3JyNHv2bL322mv6+uuvdeWVV2r69OmHtXvqqaf05JNPHvF8F154oX766adjrkeiBwyAU8+e3P36fNvPWrF/nbJ9OZKkcp5ota3UVL1qnK/Y8JgQVwgAAAAcvdOqB8yh/H6/vF6vIiMjS9Xe5XIdV/iycOFCdenSRTk5OUdsm5CQoPbt2xe7f8OGDUpNTVXr1q2PuR4AONXk2Xl6fd0n+nX/n8rx5yrP9so+mN+7rH3alr1L36b8ovOqtNTt9a4s9bxfAAAAQFkRkh4wb775pkaPHq2pU6eqUaNGjl/vr7/+0ltvvSVJWr16tb799ttie8CUJC0tTWeccYYqVqyo5cuXKyoq6rjqogcMgFNBnp2nJ1a9qY0Zycr+//buPM7Guv/j+OucM/u+IMtgMCI76c5Wktxut3IrLSTuuitUKNFdaaHSquWupFRKv+rupuKW9lIJGW5kzzJjzJgxGLPvc+ac7++PaU6mGczIOWfwfvY4j4eu7/e6rs8Zx3C957s4SjEYfCw2bJaKkKXcOHEYBxYsBPkE0CW8Lfefd5NCGBERERE5bZyRI2BKS0uZNWsWBw4cICsryyP3bNu2LbNnzwbgnXfe4csvvzyp6zz88MMcPnyYjz/++A+HLyIip4vnd/2bvQWpFDlK8LH4EGDzw2r5LVzxB5zGSbGjlMLyYrbk7uGNpP8yvs1V3itaRERERKSe8fiPJ+fNm0daWhrXXnstF154oadvf9K2bt3KK6+8wnXXXUe/fv28XY6IiEekFB5kS84eihwl+Fp9CPIJqBK+VLJarAT7BGKz2CgqL2F1xibyygq9ULGIiIiISP3k0REwRUVFPPnkkwQEBPDUU09VaWvTps1xz23UqBFr1qxxZ3nH9cADD+BwOLjvvvu8VoOIiKctTVtBmaMMgACr3wn7B9r8KSgvosRRyrL0Hxndcoi7SxQREREROS14dATMSy+9xKFDhzj//POrrb+SlJREVlYWxpgqr6SkJDIzM3E6nZ4stYq0tDQ+//xzzj//fLp16+a1OkREPG1Lzm7KnHZ8LD5Yahj58ntWixWbxUap087/Mrd7oEIRERERkdODxwKYbdu28eijj9K5c2cuuOACpk6dWq3P5MmT2bt3b5UXwPjx41m7dq2nSq1mwYIFOBwObrnlljqfGxMTc8xXenq6G6oVETk1nE7nr4vugo/VVuvzfCxWnMZJYXmx+4oTERERETnNeCSAKSkpYdSoUVgsFv7973/Xevvp+uKtt97Cx8eHUaNGebsUERGPMr/+d7LnioiIiIhIBbevAeN0Ohk9ejTbt2/njTfeoGPHju6+5Sm1b98+9u7dS+fOnQkPD6/z+cfbwqpymysRkfrIarUSYPMj327BYRyAb63OcxgnVouFINvpFbaLiIiIiLiT2wKYn3/+mczMTD744AOWLFnCE088wc033+yu27lN5dQnrf0iImej9mGtyCkroMxpx1idJ1wHxmmclBsHgTZ/ukSc66EqRURERETqP7cFMI899hhLly4F4J577jltdw9at24doABGRM5Ow5r2Z2PWTkqdZZQ57fjb/I/bv8RRhgUL/jZ//tbsEs8UKSIiIiJyGnDbGjDPPvss5513HgBlZWXuuo3brV+/HuC0mzolInIqtAtrSZuQGAJt/pQ67ZQ6SjGm+q50xjgpdpRQbsoJtPnTLeJcGgZEeL5gEREREZF6ym0BTOvWrVm7di2XX345L730EtOmTXPXrdwqLS0NgIYNG3q5EhER7/hn+7/TJKCBK4QpKC+m2FFKmdNOmdNOsaOE/PIi7M5ygmwBtApuxuRzr/N22SIiIiIi9Ypbd0EKDg7m448/ZsCAAbzwwgs8+uij7rydWxw6dAiAqKgoL1ciIuIdYX7BzOp8B+1CYwn1CcbP6ku5s5wSRykljlIcTgf+Vj/CfEPoFtmOx7pMwM/q5+2yRURERETqFbfvguTj48OSJUvo27cvjz76KL169XL3Lavp3bu369cZGRkArFixwnW8SZMmLF68uNp5RUVFFBQUAApgROTsFuYXzKwut7Mzdx/L0n/kl9wkSp0V00srF9z9W7P+tAxu4uVKRURERETqJ7cHMAChoaF8+umndO3alTFjxjB48GBP3NYlPj6+2rHs7GzX8djY2BrPO3z4MAA2m43Q0FC31ScicrpoHx5L+/BYAJzOirVgrFa3DqYUERERETkjWIwxxlM3e/PNNxk3bhw+Pj5cdtllfP755642q9VK48aNadKk6k9Pf/75Zxo1akRMTIxrQdwzRUxMDACpqalerkRERERERETk7OWJ53OP/tjylltu4dJLL8XhcDBu3LgqbS1btiQgIIDs7Owqr9jYWIKCgsjKyvJkqSIiIiIiIiIip4xHR8AA7Nq1i44dO9K2bVu2bduGzWbz5O3rFY2AEREREREREfG+M24EDEC7du24+uqr2b17N6+99pqnby8iIiIiIiIi4nFeWTnx/vvvJygoiEaNGnnj9iIiIiIiIiIiHuWRXZB+r2vXruzevbvagrsiIiIiIiIiImcir+0dqvBFRERERERERM4WXgtgRERERERERETOFgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREREXEzBTAiIiIiIiIiIm7mkW2o7XY7DoeDgICAY/aZP38+X3/9NYcPH6ZHjx6MGTOGbt26eaI8ERERERERERG3shhjjLtvct999/HVV1/x9ddf07BhwyptDoeDoUOH8s0333B0Kf7+/sydO5ebbrrJ3eV5TUxMDACpqalerkRERERERETk7OWJ53O3T0Fas2YNzz77LFarlaioqGrtjz32GF9//TW+vr488MADfPLJJzzyyCNYrVZuv/129u7d6+4SRURERERERETcyu1TkF566SWMMcyZMwebzValLTMzk+eeew6LxcIzzzzD5MmTAbj88stp27Yt119/PU8++SRvvPGGu8sUEREREREREXEbt4+AWbVqFQEBAVx44YXV2l577TUKCwuJi4vjjjvuqNI2cuRIIiIi2Lhxo7tLFBERERERERFxK7cHMJmZmbRt2xarteqt7HY7c+fOxWKxMH369GqjYwBatmzJ7t273V2iiIiIiIiIiIhbuT2AadWqFenp6dWOv/7666Snp9OoUSOuv/76Gs/Nzc0lMDDQ3SWKiIiIiIiIiLiV2wOY7t27c+TIET7++GPXsczMTGbNmoXFYuHOO+/E19e32nkpKSkkJyfTtm1bd5coIiIiIiIiIuJWbl+E98EHH2ThwoXccMMN/PDDD0RERPDvf/+bQ4cOERsb61p49/ceeeQRAK644gp3lygiIiIiIiIi4lYWY4xx900WLFjA7bffTklJCRaLBWMMMTExfPrpp3Tp0qVa/4ULFzJq1CgiIyNJSEggMjLS3SV6hSf2GRcRERERERGR4/PE87nbR8AA3HjjjfTp04cvvviCvXv30rFjR0aOHElYWFiN/bOzs7HZbLz00ktnbPgiIiIiIiIiImcPj4yAORmJiYm0adPG22W4lUbAiIiIiIiIiHifJ57P3b4I78k608MXERERERERETl7eGQKUk0yMzM5ePAgeXl5hIeH07RpUyIiIrxVjoiIiIiIiIiI23g0gCkoKGD27Nm8//77JCUlVWs/99xzufHGG7nzzjsJCAjwZGkiIiIiIiIiIm7jsSlIc+fOpU2bNsyaNYu9e/dijCEiIoJzzz2X0NBQjDHs2rWL6dOnExcXx9tvv+2p0kRERERERERE3MojAcyjjz7KpEmTyMjI4K9//Svfffcdubm5ZGZm8ssvv5CTk0NWVhafffYZl1xyCQcOHOCWW27hmWee8UR5IiIiIiIiIiJu5fZdkH7++WcuuOACbDYb//3vfxkyZMgJz/noo48YOXIkVquVDRs20LlzZ3eW6DXaBUlERERERETE+86IXZBeeeUVjDE899xztQpfAK6++mqefvppysvLmTNnjpsrFBERERERERFxL7ePgGndujUpKSlkZWURFhZW6/NycnKIjo6mZcuW7N27140Veo9GwIiIiIiIiIh43xkxAiY9PZ22bdvWKXwBXAv0Hjx40E2ViYiIiIiIiIh4htsDmLCwMNLS0qjrQBuHw0FqaiqhoaFuqkxERERERERExDPcHsB07tyZwsJC1q1bV6fz1qxZQ2FhIV27dnVTZSIiIiIiIiIinuH2AGb06NEYY/j73/9OdnZ2rc45dOgQY8eOxWKxMHbsWDdXKCIiIiIiIiLiXm4PYG688UYuuOACdu/ezSWXXMLSpUuP2dfpdPLBBx/Qv39/9u3bR9++fbnhhhvcXaKIiIiIiIiIiFu5fRckgCNHjjBkyBA2bNiAxWKhVatW9OjRg5YtW9KoUSPS09NJTk5m/fr1pKamYoyhT58+LFu2jMjISHeX5zXaBUlERERERETE+zzxfO7jtisfpUGDBvzvf//j/fff56GHHmLv3r2uraUtFkuVBXrbtWvH448/zlVXXeWJ0kRERERERERE3M4jI2COZrfb+emnn1i7di0HDx6koKCAsLAwmjZtSq9evejVqxdWq9tnRtULGgEjIiIiIiIi4n2eeD73eAAjv1EAIyIiIiIiIuJ9nng+PzuGmoiIiIiIiIiIeJHbA5ibb76ZJ5544qTOHTFiBHFxcae4IhERERERERERz3J7APP222/z2Wef1dj22GOP8fbbbx/z3PT0dJKSktxVmoiIiIiIiIiIR3h1CtKMGTN48803vVmCiIiIiIiIiIjbaQ0YERERERERERE3UwAjIiIiIiIiIuJmPt4uQE4f8Ykp7DyUgcNpaBYeyqAOcdhsNm+XJR5UXl7OZ2nb2ZWbDkDr0EYMb94FHx99KzmbGGNIL84j314CQIRfEOcEhnq5KhERERGR+u2seWoqKSnhhx9+4OWXX+bzzz9n+PDhLFmy5Ljn5OTk8NRTT7F48WJSU1M577zz6Nu3Lw888ADnnHOOhyr3roLSMv717Wq+3Lmb7JISDAAGCxYCv/Chd4vm3DPoIlpER3q5UnGnjKJ8Htj4XzZk7cNuyn/9HIAFeGLrZ3SJaM6sHn8jJkSfgzNZicPOmsNJ/HgwgbSiHMqdDgB8rDZahUZzSeO2nN+gJX5WBbMiIiIiIr/nkQAmKyuLZcuWnVTbqRAfH8+AAQMoKSmp9TmJiYkMGDCA/fv3Y7VaiYuLIykpiY0bN7J48WK+/vprOnTocErqq6+2pR3i1g+WkFtagsMY10N3BYO9rIxvE/eycl8KD1x2Mdf07OKlSsWdvkzdxv0bF1NuHGAxWKwGy1HtdmNnQ3YSl3/3Mg92vpyrW/XwWq3iPqmFObzyywrSinLJLC0gt6zY1WaxWDhYnMeu3MO0StvJxPP6Ex0Q7MVqRURERETqH48EMLt372b48OF1bjPGYLFYamyri+joaCZOnAjAtm3b+PLLL4/bv7y8nCuvvJL9+/czcuRIXnvtNcLDwzHGsGzZMhYvXkybNm3+cF312b4jWdz4/scU2Etx/pq82CxgwYLVYsFpDI5fX8Xldh79+gf8fXwY1u3MDqXONivT93Dfxo9x4MBiNRhjwTgtrgDGAFjAYnXiMIbHtnxCgNWHy1sqjDuTHCzK4/nty0nKP8KRkkIi/YOIC2uIv7Xir5Bih52s0kIS8g5TWF7Kc9uX88/Og4jwC/Ry5SIiIiIi9YfbA5j+/fufkhDlj2jbti2zZ88G4J133jlhALNgwQK2bt3K4MGD+eCDD1zHLRYLw4YNY9iwYW6ttz6Y8MEnrvDFagEfS9X1mq2W34KYcmMoczp45KvvufS8OEL8/bxUtZxqU9d/WBG+WMyvwUvVP8sWAAPGgMVqcOJkxual/KVZB60Lc4YwxvD67tUkF2SRVVpEm7AGBNh8q/QJ8vEjyMePSP9g9hVkYsXC/yWsZXKHS7xTtIiIiIhIPeT2J6Tvv//e3bc45d5++20A7r33Xi9X4h2b9h8gNT/3mOHL0awWCzb4dSRMOa+uiOeeP1/suWLFbf6dsJYSZ2nFyJcawpejWbBgnBUhjN1Zzis7f+TOTpd6sFpxl125h0gpzOJQcR6tQ6uHL0cL9vGjeVAkqUU5bM8+QHpRLk2Cwj1YrYiIiIhI/aVtqH+nuLiYtWvX0qRJEwYMGODtcrzixe9+otw4AbAe56G7ku3XEU4O42TZ9p1urU08Z/6e1RiLAUMtPgUVIQwGjMXwUcp6t9cnnrHiUALZpUUE+/gT5HPi0W2hvv74WKzk2Iv58VCCByoUERERETk9KID5nW3btuFwOOjUqRMAL7zwAnFxcYSHh9O3b1/X6Jgz2Z4jmTh/fei21nL6mLXi2Zus4hIcDodb6xPPyLIXYKFi3ZfaRTBgjAULhnx78Yk7y2lhV+4hcsqKifQPqlV/i8VCpH8QuWXF7Mo95ObqREREREROH1qk4XcOHap4YIiIiGDChAnMmzePc889l5CQEH766Sd++ukntm7dyvPPP1+r68XExByzLT09nSZNmpySuk+lssoApQ5L91RMTzGAIT23gJgoTTs43RlTy6Evv2cBpzEn7if1njGGovIyHE4nvnXYWtrXasNhDIXlZW6sTkRERKT2jDE4HI6Kf+PKGctisWCz2by+Du2xKID5nby8PAA++eQT4uLi+Pnnn+nWrRsA33zzDSNGjOCll15i3LhxtG/f3ouVuo/NejIDo377RhYRrJ1PzhQn9dfTSeY2Uv9YLBZ8rbZfF9x21vo8p3FiAfys+itGREREvMcYQ3Z2NgUFBRQVFSl8OUtYLBaCgoIICQkhMjKyXoUxmoL0OzZbxU95GzduzPfff+8KXwAGDRrEnXfeicPhYNGiRbW6Xmpq6jFf9XH0C0BUUCAWS8XONrVVuVW1v81HuyCdISoWW7XULU2xgMGCrx68zxiNA8MI8vEjz15S63Py7CUE+/jRODDUjZWJiIiIHJvT6SQ1NZVDhw5RWFio8OUsYoyhsLCQQ4cOkZqaitNZ+x8kupuekn4nPLxi6sx5551Hw4YNq7X/+c9/ZtasWezdu9fTpXnMtd078cx3q7DjxGGMa5HdY3Eag6FiMd4LYpp5pkhxu4sbnssXB7disTortpk+QRJjML9uV22lR1RLD1Up7tbvnDbszj3M3vwjNA4Mw3acXdEAyhzlFNhLaRYUwUXnxHmoShEREZGqsrKyKCgoACqe8UJDQ/H3969XoyHk1DPGUFpaSn5+Prm5uRQUFJCVlUWDBg28XRqgAKaatm3bArB79+4a2ytDmYyMDI/V5Gk3/Kkbr6xaS25pKQ5jjrsYr9MYyn9Nk20WC3df1s+DlYo7Te86lK8Pba/4DPy6G9Kxh8NUzDsyxoIVC4/0uMKDlYo7XdgwliXJmwkq9iO1MIfmwZHH/H7gME72F+UQ4RfIOYFhdIps6uFqRURERH6begQQFRXFOeec4+WKxJP8/PwIDQ3FZrORlZVFdnY20dHR9SJ80xSk32ndujUNGjRg3759pKSkVGvfv38/8FtQcyay2Wzc0e9CfH9dC6bcGMqNs9rCqg7jdIUvPhYrA1q34txz6keyKH9cREAgf23aBYux/Jq9GMyvCy3/5tdjFoMFg8VY6NuwLU2CIrxSs5x6ATZfrontTouQSMqcDvYVZFJYXlZlGK8xhnx7KUn5mViAZsGRjGp1fq13URMRERE5lZxOJ+Xl5cBvMxzk7FP5e19eXl5vpiEpgPkdi8XC1VdfjdPpZM6cOdXalyxZAkDXrl09XZpH/b33+dzYswf+VisWS8UaL+XGUOZ0Ync6KXM6cfy62KqvxcoFMc341zVDvV22nGJP9LySXtFxWIwVgwWLtSJsMb++sBgsVoPBAsZKp/DmzO0z2ttlyynW95w2XBPbgzahDQiw+ZJckElCfgb7C7PZX5jN7rzDpBZmE+rrT1xoQ26K60XnKE1HFBEREe84+mG7co1POfsc/XuvAKYeu/feewkICOD555/nrbfecv2kd8mSJcyfP5/Y2FhGjRrl5Srdb9qfL2LmXy6jWUgYflYrVgtYLIAFrJaK4CUqIJAbzu/KO3+/Wt/czlCv9xvDmFZ9CbIEgLMiiKlksIDTSoDFnxHNL+Dfl9zixUrFnf7c7Dwmndefi85pQ/vwxjTwD8Hf6oO/1YfGgWG0D2/MJY3PZUqnS+nVqJW3yxURERERqXcs5ixYDrp3796uX2dkZJCYmEhkZCTt2rUDoEmTJixevLjKOe+//z5jx47F6XQSFRVFaGgoycnJhISEsHjxYgYNGvSH64qJiQEqdkqq79YlpfDm6g1kFBbicBrCAvy5smtHRvTo6O3SxIOWJG3kncR48uzFGAwhPgGManUB18dd6O3SxIP2F2azMXM/uWXFWCwWIv2CuKBBC84JDPN2aSIiIiLY7XYSEhIAiIuLw9fX18sViTfU9XPgiefzsyKAOdFiO7GxsSQlJVU7vnr1ambNmsWaNWsIDAykb9++zJo1i/bt25+Suk6nAEZEREREROR0cKYEMOXl5YwdO5ZBgwZx0003nZJrZmdn8+qrr3LdddfRpk0b1/GCggJCQkJc/+9wONi1axft2rU7bWc61McA5qzYBelkM6a+ffvyxRdfnOJqRERERERERI5v8eLFfPDBB7Rqdeqmd7///vs88MADdO7cuUoAM3jwYLKysti+fTtWq5UPPviAMWPG8OOPP3LRRRedsvuf7bQGjIiIiIiIiEg988ILL+Dj48Ptt99+yq45f/582rRpw9Chv22gkpaWxpo1a7j00kux/roT7uDBg7FYLHz66aen7N6iAEZERERERESkXlm0aBHx8fGUl5cTExODxWKp02vDhg3VrvnNN9+wadMm7rzzTlfQAvDee+9hjKkyzalhw4b07NmTjz/+uN7sIHQmOCumIImIiIiIiIicDgoKCrj33nsJCwvj+uuvr9a+cuVKtm/fzqhRowgPD6/xGg0bNqx2bMaMGYSFhXHjjTe6jhUXF/PCCy/QqVMnevbsWaX/2LFjmTRpEkuWLGHEiBF/7E0JoABGREREREREpN6YMGEC+/bt48033+Tmm2+u1j5p0iS2b9/OY489VmUdl+NZsmQJa9as4fbbbyc0NNR1/JVXXuHQoUM88sgj1c656aabePjhh5k1axbDhw8/bRfjrU80BUlERERERESkHnjxxRd5//33+ctf/lJj+HIy8vLymDRpEgCNGjVyHf/ll194+OGH6dOnD7feemu184KDg7nrrrvYtGlTjQGN1J0CGBEREREREREve+2117jrrruIi4vj//7v/07ZdadMmUJaWlqVY3l5eYwaNQpjDG+99VaVNWGOdt9999G1a1cef/xxli5despqOlspgBERERERERHxsgsvvJC+ffvy5Zdfsnfv3mMusDtnzhwA4uLiamy/8sorXdd89dVXeeutt4iNjXUdy87OZtCgQWzevJmZM2fSrl27Y9bk5+fHu+++S3BwMFdffTXvv/++297/2UBrwIiIiIiIiIh4Wffu3Vm1ahUAR44cAaBv37507969Sr8VK1awdetWbrjhBiIiIqpdp0uXLq5fv/nmmzRq1Ih58+YxePBgABITE/n5558ZPXo0Dz/8MPfdd98Ja5s3bx7Tpk0jKyvrZN+eoABGREREREREpF668sormTp1apVjkyZNYuvWrcycOfOEi/C++OKLFBcX07RpU9exnj178sUXX3DJJZfQvHlzysvLOXLkCAsWLKBv37707t3b1XfVqlXEx8czaNAgtmzZUmUkjdSdAhgRERERERGRM1C/fv0A2L59e5XjAwcOBODJJ58E4IsvvmDBggVMmDCBG264wdVv6tSpxMfHExISUuPW1lI3WgNGRERERERE5Cy2bds2oOr0JYD8/HwAwsLCPF7TmUgBjIiIiIiIiMhZbPPmzfj4+NC+ffsqx3NycvD398ff399LlZ1ZFMCIiIiIiIiIeFnz5s1dOxn16tULgGnTptV5F6TK14oVK2p139LSUj799FMuvvhi/Pz8qrRlZWURGRl5at/oWUxrwIiIiIiIiIh42Q033EBOTs4J+61cuZLt27czatQowsPDj9nv6IV3j+eTTz4hNzeXsWPHVms7fPgwDRo0qNV15MQUwIiIiIiIiIh4WeWCuCcyadIktm/fzmOPPXbCXZBOpLy8nNmzZxMcHMyIESOqtaemptKzZ88/dA/5jQIYERERERERkbPQ448/zv/+9z+effZZQkJCqrQdOnSI7OxsWrRo4aXqzjxaA0ZERERERETkLPP2228za9Ys+vXrx5QpU6q1//jjjwB06tTJ06WdsTQCRkREREREROQsMmHCBObNm0fnzp3597//jdVaMTbjjTfeYPny5fj5+fHNN99gs9kYNmyYl6s9cyiAERERERERETmL9O7dm4MHD/Luu+8SGhrqOt6qVSu2bduGw+GgdevWPPfcc7Ru3dqLlZ5ZLMYY4+0izlYxMTFAxcJGIiIiIiIi8sfZ7XYSEhKAiq2afX19vVyReENdPweeeD7XGjAiIiIiIiIiIm6mAEZERERERERExM0UwIiIiIiIiIiIuJkCGBERERERERERN1MAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREREXEzBTAiIiIiIiIiIm6mAEZERERERERExM0UwIiIiIiIiIiIuJkCGBERERERERERN1MAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREROUvl5uYyc+ZMOnbsSHBwMHFxcVx77bXs3Lmzxv4Oh4PZs2fTvn17AgMDadWqFQ8++CClpaU19t+zZw/jx48nNjaW4OBgunXrxuTJk8nJyTlmTdnZ2dx+++00a9aMoKAgunfvzoIFC07Bu/UuizHGeLuIs1VMTAwAqampXq5ERERERETkzGC320lISAAgLi4OX19fL1dUf23bto0rrriCffv2ERERQUxMDAkJCZSUlBAQEMDixYsZMmRIlXNGjhzJwoULAWjTpg1JSUk4nU769+/PN998U+XrvWjRIv7xj39QWFhI06ZNCQ0NJSEhAYfDQdOmTVm3bh3NmjWrcv3c3FwuvPBCdu3ahZ+fH82aNSMpKQmA6dOn8/jjj9fqvdX1c+CJ53ONgBERERERERE5BezOMjJKD3KgOIWM0oPYnWXeLumYnE4n1157LSkpKTz99NMcOnSIrVu3kpOTw7hx4ygpKWHChAkUFRW5zlm0aBELFy4kOjqaHTt2kJCQwP79+2nTpg0rVqzgxRdfdPVNSUnhhhtuwM/Pj08//ZS0tDR27txJSkoKvXv35sCBA9x1113V6rr//vvZtWsXvXv35vDhw+zdu5cVK1YQEBDAE088wfr16z3x5XELjYDxIo2AERERERERObW8MQImq+wIO3J/Zk/BdkodJThxYsWKvy2AtiEd6RDenSi/Bm6vo642btxIUlISI0aMqHLcbrfTtm1bkpOT+fbbbxk4cCAAvXr1Yu3atXzwwQeMHDnS1T8+Pp7evXsTExNDSkoKFosFgPfff5/u3bvToUOHKtfftWsX7du3x2azUVhYiL+/P1Ax+qVRo0Y4HA6Sk5OrjI556qmnuP/++xk9ejTvvffeCd+bRsCIiIiIiIiInCGMMWzMXsOH++ezLutH9hclsb84iQPFKewvTmJ/URLrsn7kw/3z2Zi9hvo2/qFHjx7VwhcAX19f+vbtC8D27dsByMjIYN26dQQEBDBs2LAq/Xv16kXz5s1JTU1l06ZNruOjR4+uFr4AtGvXjqZNm+JwONi1a5fr+LfffktZWRl9+/atNjXpmmuuAeDzzz/H6XSe3Bv2MgUwIiIiIiIiIidhffYq4jO/52BxKnn2HIJtoTQPbEWLoDY0D2xFsC2UPHsOB4tTic/8ng3Zq71dcq1VhkUhISEAbN68GWMMffr0ISgoqFr/ylEyRwcwdbk+wM8//wzAZZddVq1/mzZtiI2NJTs7m+Tk5Nq/kXpEAYyIiIiIiIhIHaUVJbMhazWHS9LxswbQJKA5ob7hWC02AKwWG6G+4TQJaI6fNYDDJemsz1pFWtHpER5s2LABgK5duwKQmJgIQJMmTWrsX3m8ctrP8aSnp5Oenk5oaCitWrVyHT+V96iPFMCIiIiIiIiI1NHW3PXkl+dis9iI8mvoWvfk9ywWC1F+DbFZbOSX57Itb4OHK627xMRE9uzZQ2RkJJ06dQIgLy8PgOjo6BrPqTxe2e94vvzySwD69etX5et2Ku9RHymAEREREREREamDfHsuKUV7KSjPI8w34pjhSyWLxUKYbwQF5XkkFyaSb8/1UKUnZ/r06RhjmDp1qmuB3JKSEgBCQ0NrPCcsLAyA4uLi4167pKSEmTNnuu7z+7ZTcY/6SgGMiIiIiIiISB0cKE6hxFGMAQKs1ddDqUmANQgDlDiKOVCc4tb6/oj4+HgWLVpEdHQ0kydPdh0PCAgAjj36JDe3IlSqaX2Yo7344oukpKQwePBg+vXrV6XtVN2jvlIAIyIiIiIiIlIHpc4SnDjwsficcPRLJYvFgo/FBycOSp0lbq7w5GRkZDBq1CgAXn311SojUcLDwwHIzMys8dzK45X9arJ69WoefvhhwsPDmTNnTrX2U3GP+szH2wV4SklJCT/88AMvv/wyn3/+OcOHD2fJkiU19t22bRudO3c+5rX69evHypUr3VVqvbRq617e+XYDWQVFGAPBAX785fxzGXlJN2w2m7fLEw9ZezCFjxO2kVVSjMEQ6R/I31p34KJmrU58soiIiIjIGcJm8cGCpc7bSjuNEwsWbJb69yheVlbGiBEj2LdvH1OmTHFt+1ypbdu2ABw4cKDG8yuPV/b7veTkZK666irKyspYuHAhcXFx1fr80XvUd/Xvd90N4uPjGTBggGs+2YlkZ2cD0KBBgxo/FDXtY36mWvTDJuZ/8z+OFBXhME5c318ssCP9MPO+Wstfup3L9OurbxMmZ45P9m7nze3rSc3Po6TcjuPXD4LVYmH5/kSaBocx9rzuXHduVy9XKiIiIiLifhF+UfhZ/bGbMuxOO75W3xOeY3faKTd2/Kz+RPhFeaDK2jPGMH78eFauXMnFF1/MM888U61P165dsVqtrFmzhoKCgirbRwMsX74cgB49elQ7Nzc3l2HDhnH48GHuv/9+hg8fXmMdled+8803zJgxo0rbnj17SElJoUGDBjRv3vxk3qbXnRUBTHR0NBMnTgQqRrdUrrh8LJUBzMiRI3n55ZfdXl999cyi71m0Zgt248T567HKwXUGKDNO7KWlfPy/7ew+cIT5U67RaJgz0L82reL/fvmZgrIy7A4HFosF26/DLMudTkrKyyksK+Op9SvYk5PJg3+61MsVi4iIiIi4V9OAFkT6NSC77AgF5blE+jU44TkF5bkE2YKJ9GtA04AWHqiy9iZOnMiCBQvo2bMny5Ytw8enelQQFRVFnz59WLVqFUuXLmX06NGuttWrV5OWlkZsbKxr16RKeXl5DB48mC1btjBu3DieeOKJY9YxcOBAAgMDWbNmDfv3768StCxatAiAoUOH1nraV31zVqwB07ZtW2bPns3s2bMZOXLkCftXBjCNGjVyd2n11jtfrWfRmi2U/Rq++AC+Fgt+Vit+Viv+Fiu+v8YxZcbJltRDTHltmVdrllPv/37ZyDs7NpJbUoLD6STE148IP3/C/CteEQEBhPj64TCG3NJSPk7Yxiubf/J22SIiIiIibmWxWDgvrBuhv+5sVOIoOm7/EkcRBeV5hPpGcF5Yt3oTIDidTsaNG8fcuXPp0qULX331lWunoZpMnToVgMmTJ7Njxw6gYlrQ2LFjAZgyZUqV/pmZmQwaNIi1a9cyduxYXnvttePWExISwrhx43A6nVx77bWuRXdXrFjBY489hsViqXaP08lZMQKmrioDmIYNG3q5Eu9wOBy8uXwdduPEUBG8WKn+DcJqseBjgXKnwW5x8lNCMjtTDtO+xdkbXJ1JSsrLeWPb/8gvKwMgzM8fq7X658DPx4av1UqevYy80lLe27mJMe17EOYf4OmSRUREREQ8pkNYVxIKdlDuLCOj9CDhvlGE+IRitfw2K8BpHBSU55NrzyLKryFNA1vQIaz+TNu/7rrr+Oijj4CK598xY8aQl5dHeXl5lX5z586le/fuDB8+nDFjxvDuu+/SsWNH2rRpQ1JSEk6nk4EDB3LHHXe4zsnIyKB///788ssv+Pr6UlBQwJAhQ8jLy6u2ds6aNWtcv37sscf45ptviI+Pp2HDhsTExJCUlATAzJkz6dq1/nz96koBTA3O9hEw7y//mSK7HSfgS83hSyUrFnysYDcGhzHM+WQ1cyZe6blixW0W7dlCXlkJ5U4n4f41hy+VLFYLob5+ZJeWUGi3887OjUzq2seD1YqIiIiIeJav1Y+/NB7BF+kfYrP4kGPPIteeRYAtCJvFhsM4KHEU4Wv1o6F/Y5oGtuAvjUfga/XzdukuleEL/LaGS02O3hZ6wYIFdO3alddff53k5GSaN2/OmDFjeOihh6osSbFjxw5++eUXAOx2O4sXL65VTaGhoaxevZoHH3yQxYsXk56eTteuXbn77rtdI21OVwpgalAZwHz77bfMmjWL3bt306RJEy644AIee+wx2rRp4+UK3eu/8dspdzrBUjHK5USsFet/48Dw876aV6uW088ne3dQXF6Oj9WKj/XEsxWtVgu+VivF5Xa+3LdbAYyIiIiInPGCfUK4oukoNmb/xK78bRSU51HsKMQYg81qI9w3khCfMNqFdqJHZB/8bfVrlHhdd3ECsFqtTJ061TUd6Vj69+9/UtcHiIiIYM6cOTVuVX06UwBTg8oA5tVXXyUmJoamTZuSmJhIQkICS5Ys4bPPPuPSS2u30GhMTMwx29LT02nSpMkpqflUyi4qwljAauA4g1+qsAHlQKmjnIKiYkKCAt1YoXhCRnEhDqcT/zosrOxns1FcXk5WyfHnwIqIiIiInCn8bQH0bnApPaP6kViwk4zSg9idZa6RL21C2terUS/iPQpganDvvfcSGRnJxIkTOffccwE4ePAgN954I1999RXjxo1j69atBAaemSFDufNkUkoLFXsjQW5hmQKYM4DDaSp+R+uwQJgFwED5SSbdIiIiIiKnK1+rH+3DutCeLt4uReopBTA16NSpEy+99FKVY40bN2bhwoW0bduWxMREfvrpJwYOHHjCa6Wmph6z7XijY7zJz2YDA6YOC3MbY8ACFiw0jgo58QlS7wX4+GAFnHUI5BzGYLFQp1EzIiIiIiIiZ4OzYhvqUyU8PJxBgwYBuLbcOhOd26QBNkvFeBYntXv4dlIxZSkqOLDKwkty+uoQ3Qg/m40ypwNTyxCmzOHA12ajXWQDN1cnIiIiIiJyelEAU0dNmzYFKrbUOlNNGtYXm6Xio+GoxYO30xiMBWwWK1f07ODu8sRD/n5eDwJ8fDHGUOp0nLB/WbkDpzEE+vhwQ7vuHqhQRERERETk9KEApo4SEhKAimlKZ6oOsY1pERmBD+C0gMPpPGZfpzHYMViBIF8fbv7rBR6rU9zr/EYxtA6PJNDHlyK7nbLyY4cwZeUOCuxl+Pv40CwkjP7NWnmwUhERERERkfpPAczvpKens27duhrbUlJS+OabbwA4//zzPVmWx71823DC/P0rdjeyQJnTicPpxInBicFhDGVOZ0X4YiDA6sPD111GoJ9W9z6TPHfRUBoFBxPg40OBvYy80lLKyiumJBmnoazcQV5pKfn2MvxtPjQIDOLZfkOx1mLbahERERERkbOJnpJ+56abbqJfv37Mnj2bgoIC1/GdO3cyfPhwCgsLGT9+PG3atPFile7XrGE4b02+lujAIHyxYqEiiLEbg90Yyn9dG8YXC0E+vswceRl/7tnOu0XLKdcyLJI3B46geWg4Yf7+WIACexlZpSVklZZQYC/DAoT5+dM0NJTXBgynfVRDb5ctIiIiIiJS71iMOfP3i+3du7fr1xkZGSQmJhIZGUm7dhWBQZMmTVi8eDEA27dv59prr2XHjh0EBATQqlUrSkpKSEpKcl3rq6++IjQ09A/XVbkL0vF2SvK24rIyXv90LZ9v3MmRwiIqPy0WCwT7+nJR+1juvPIiGkX+8a+H1F9F5WX8Z/cW/pu4ndT8PJy/fhCsFgtNgkMZ1vo8RrfrTohGQImIiIiIl9ntdtfSEXFxcfj6+nq5IvGGun4OPPF8flYEMBbL8fdTjo2NdQUsAEVFRcydO5ePPvqIxMREysrK6Nq1K9dccw133HHHKZtecToEMEfblpTO7tQMyh1OYhqEc+F5LbTj0VkoISeT/QU5YKBJcJhGvIiIiIhIvaIARkABjPzO6RbAiIiIiIiI1HcKYATqZwCjNWBERERERERERNxMAYyIiIiIiIiIiJspgBERERERERERcTMFMCIiIiIiIiIibqYARkRERERERETEzRTAiIiIiIiIiJylcnNzmTlzJh07diQ4OJi4uDiuvfZadu7cWWN/h8PB7Nmzad++PYGBgbRq1YoHH3yQ0tLSGvvv2bOH8ePHExsbS3BwMN26dWPy5Mnk5OQcsya73c6PP/7I9ddfj4+PD927dz8Vb9XrfLxdgIiIiIiIiIh43rZt27jiiivYt28fERERtG7dmoSEBBITE1m2bBmLFy9myJAhVc4ZPXo0CxcuBKBNmzYkJSXx+OOPs2rVKr755psq2z0vWrSIf/zjHxQWFtK0aVOaN2/Otm3b2Lx5Mx9//DHr1q2jWbNmVa6/f/9+OnbsSH5+vvu/AB6mETAiIiIiIiIip4AxhryyEg4XF5BXVoIxxtslHZPT6eTaa68lJSWFp59+mkOHDrF161ZycnIYN24cJSUlTJgwgaKiItc5ixYtYuHChURHR7Njxw4SEhLYv38/bdq0YcWKFbz44ouuvikpKdxwww34+fnx6aefkpaWxs6dO0lJSaF3794cOHCAu+66q1pdQUFBjB8/nmnTpnHdddd54kvhMRZTnz8RZ7iYmBgAUlNTvVyJiIiIiIjImcFut5OQkABAXFxclREZ7pJXVsKqg0msSN9LZkkhBoMFC9EBwfRv0pp+jVsR5hfg9jrqauPGjSQlJTFixIgqx+12O23btiU5OZlvv/2WgQMHAtCrVy/Wrl3LBx98wMiRI1394+Pj6d27NzExMaSkpGCxWAB4//336d69Ox06dKhy/V27dtG+fXtsNhuFhYX4+/vXWN+KFSu45JJL6NatGz///HOd3ltdPweeeD7XFCQRERERERGRk7T6YBLv7tlAdmkxmSWF5NlLMcZgtVgI9fVnX34WnyRvZ0zb8+nbuJW3y62iR48e9OjRo9pxX19f+vbtS3JyMtu3b2fgwIFkZGSwbt06AgICGDZsWJX+vXr1onnz5uzfv59Nmza51mwZPXp0jfdt164dTZs25cCBA+zatYsuXbqc+jdXD2kKkoiIiIiIiMhJ+P5AAm/uXMuunAxSCrLxt/nQNqwBHSLPIS6sAf42H1IKstmVk8GbO9fy/YEEb5dca5WTZUJCQgDYvHkzxhj69OlDUFBQtf6Vo2Q2bdp0Utc/G2gEjIiIiIiIiEgd7c3L5L09G0nKy8JmtdI+ohE2y29jHHytNgJ9fGkUGEJKQQ5JeVm8t2cjLUMiaR0W7cXKa2fDhg0AdO3aFYDExEQAmjRpUmP/yuOV036OJz09nfT0dEJDQ2nVqn6NCnInjYARERERERERqaNv0/ZwpLgAJ4aWIZFVwpej2SxWWoZE4sRwpKSAb9P2eLjSuktMTGTPnj1ERkbSqVMnAPLy8gCIjq45PKo8XtnveL788ksA+vXr51ov5mygAEZERERERESkDnLLitmQkUpmaRGNAkKwniBEsFosNAoIIbOkiA0ZqeSVlXio0pMzffp0jDFMnTrVtUBuSUlFzaGhoTWeExYWBkBxcfFxr11SUsLMmTNd9zmbKIARERERERERqYMd2YfIt5fgMM5a724U5heAwzjJt5ewPfugmys8efHx8SxatIjo6GgmT57sOh4QUPE+jzXCJTc3F6DG9WGO9uKLL5KSksLgwYPp16/fKar69KAARkRERERERKQOCuxl2J1O/Ky2E45+qWS1WPCz2rA7nRTYy9xc4cnJyMhg1KhRALz66qtVRruEh4cDkJmZWeO5lccr+9Vk9erVPPzww4SHhzNnzpxTVfZpQ4vwioiIiIiIiNSB1WLBApg6nmcACxxzvRhvKisrY8SIEezbt48pU6ZwzTXXVGlv27YtAAcOHKjx/Mrjlf1+Lzk5mauuuoqysjIWLlxIXFzcKaz+9FD/ftdFRERERERE6rGGASEE+PhS4ijH7nTU6hy700GJo5wAH18aBAS7ucK6McYwfvx4Vq5cycUXX8wzzzxTrU/Xrl2xWq2sWbOGgoKCau3Lly8HoEePHtXacnNzGTZsGIcPH+b+++9n+PDhp/w9nA4UwIiIiIiIiIjUQYfIc2gUEEKorz9ZpUW1OiezpIhQX38aBYTQMfIcN1dYNxMnTmTBggX07NmTZcuW4eNTfbJMVFQUffr0obS0lKVLl1ZpW716NWlpacTGxrp2TaqUl5fH4MGD2bJlC+PGjeOJJ55w63upzxTAiIiIiIiIiNSBj9XKxU1a0zAgmIySQorL7cftX1xu50hpIQ0DgunftDU2a/14FHc6nYwbN465c+fSpUsXvvrqK9duRjWZOnUqAJMnT2bHjh1AxdSjsWPHAjBlypQq/TMzMxk0aBBr165l7NixvPbaa256J6cHrQEjIiIiIiIiUkeXNotj9aF9FJXbSczPJCYonHC/ACxHLcprjCG3rITUolwaBYQQGxrFgKb1Z+2T6667jo8++giAhg0bMmbMGPLy8igvL6/Sb+7cuXTv3p3hw4czZswY3n33XTp27EibNm1ISkrC6XQycOBA7rjjDtc5GRkZ9O/fn19++QVfX18KCgoYMmQIeXl5GFN19Zw1a9a4fn3VVVeRnp4O/Lbj0u7du+ndu3eN/U8nCmBERERERERE6ijE158pnS/muS0/4JtnJb04nwNFeUT4BeJjtVLudJJTVozFYqFZUBitw6K5q/PFhPj6e7t0l8rwBX5bw6UmR289vWDBArp27crrr79OcnIyzZs3Z8yYMTz00EPYbDZXvx07dvDLL78AYLfbWbx4ca1q+vnnn9m3b1+VY0VFRcTHx9fq/PrMYn4fPYnHxMTEAJCamurlSkRERERERM4MdrudhIQEAOLi4vD19XXr/bJKi/hPwiY2ZaaRU1pMnr0UpzFYLRbCfP2J8A+kW3QzRsZ1I8o/yK21yG/q+jnwxPO5RsCIiIiIiIiInKQo/yBu79iHrNIiVqYnsS8/q2K3I5sPsaFRXNSklYIXARTAiIiIiIiIiPxhUf5B/C22o7fLkHqsfiy9LCIiIiIiIiJyBlMAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREREXEzBTAiIiIiIiIiIm6mAEZERERERERExM0UwIiIiIiIiIiIuJkCGBERERERERERN1MAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREREXEzBTAiIiIiIiIiIm6mAEZERERERETkLJWbm8vMmTPp2LEjwcHBxMXFce2117Jz584a+zscDmbPnk379u0JDAykVatWPPjgg5SWltbYf8+ePYwfP57Y2FiCg4Pp1q0bkydPJicnp8b+paWlPP/88/To0YPQ0FBatGjBFVdcQXx8/Kl6y15jMcYYbxdxtoqJiQEgNTXVy5WIiIiIiIicGex2OwkJCQDExcXh6+vr5Yrqr23btnHFFVewb98+IiIiiImJISEhgZKSEgICAli8eDFDhgypcs7IkSNZuHAhAG3atCEpKQmn00n//v355ptvqny9Fy1axD/+8Q8KCwtp2rQpoaGhJCQk4HA4aNq0KevWraNZs2au/mlpaQwdOpTNmzcTHBxMq1at2LdvHwUFBVitVubNm8ctt9xSq/dW18+BJ57PNQJGRERERERE5BQxxlDudFDfxzo4nU6uvfZaUlJSePrppzl06BBbt24lJyeHcePGUVJSwoQJEygqKnKds2jRIhYuXEh0dDQ7duwgISGB/fv306ZNG1asWMGLL77o6puSksINN9yAn58fn376KWlpaezcuZOUlBR69+7NgQMHuOuuu6rU9I9//IPNmzczZcoUDh48yNatW8nNzeWRRx7B6XQydepU0tPTPfUlOuU0AsaLNAJGRERERETk1PLGCBi7s5ytOftYm7mT1OIjOIwTm8VKTGADLoxuT+eIWHytPm6vo642btxIUlISI0aMqHLcbrfTtm1bkpOT+fbbbxk4cCAAvXr1Yu3atXzwwQeMHDnS1T8+Pp7evXsTExNDSkoKFosFgPfff5/u3bvToUOHKtfftWsX7du3x2azUVhYiL+/PwD79u3jm2++4dZbb61Wa9++ffnpp5948803ufnmm0/43urjCJj69wkQEREREREROU3syktl0f4fySrNJ7usgMLyEhw4sWElrSiT3flpRPmHcm3zi2kXFuPtcqvo0aMHPXr0qHbc19eXvn37kpyczPbt2xk4cCAZGRmsW7eOgIAAhg0bVqV/r169aN68Ofv372fTpk10794dgNGjR9d433bt2tG0aVMOHDjArl276NKlCwCxsbE1hi8Al1xyCT/99BPbt2//I2/ZqzQFSUREREREROQkbM3Zx9tJX7MnP42kwkM4cXJOYATNgxpyTmAETpwkFR5kT34abyd9zdacfd4uudYqJ8uEhIQAsHnzZowx9OnTh6CgoGr9K0fJbNq06aSuf6r710caASMiIiIiIiJSR4dKcvhPyg/sL8yg3DhpE9IEX6utSp8Qn0Aa+keQWnSE/UUZLExZQaOACM4JiPBO0XWwYcMGALp27QpAYmIiAE2aNKmxf+Xxymk/x5Oenk56ejqhoaG0atXqpOo5HWkEjNSJw+HEbnd4uwwRERERERGvWpWxjSOleZSZcloEN6wWvlTytdpoEdyQMmc5GaW5rMqo/1NoEhMT2bNnD5GRkXTq1AmAvLw8AKKjo2s8p/J4Zb/j+fLLLwHo16+fa72Y48nJySE+Ph4fHx969epVq/dQH501I2BKSkr44YcfePnll/n8888ZPnw4S5YsqfX5119/PR988AGxsbEkJSW5sdL6Jyu7kP/9by8/b0omL78YAH8/Xzp0aMqFf2pD85ioWv2hERERERERORMUO8r4OTuR7LICov1CsVmOP7bBZrES7RdKVlkBm7IT+WvTCwi0+Xmo2rqbPn06xhimTp3qWiC3pKQEgNDQ0BrPCQsLA6C4uPi41y4pKWHmzJmu+9TGk08+SV5eHrfcckuVbatPN2dFABMfH8+AAQNcH5i6+vzzz/nggw9OcVX1n8Ph5NPPN7F2bSL5+SXk5BRRWmYHwMfHxsGDOWzYsI+2cedw3XUXEhIc4OWKRURERERE3G9XXioF5cXYnQ7CfKuvh1KTMN8gDpXkkF9exK68VLpFtnZzlScnPj6eRYsWER0dzeTJk13HAwIqnveONcIlNzcXoMb1YY724osvkpKSwuDBg+nXr98J60lOTuall17Cz8+PBx98sLZvo146KwKY6OhoJk6cCMC2bdtcw51qo6CggNtuu41zzz2X3bt3u6vEesfhcPLv/6xh06YUUtOyAIiICKJBwxAsFgulpXZycorIOJJPYWEpeXnF3HrrJQphRERERETkjJdfXkSZ04Gf1QfrCUa/VLJarPhZfSlzOigoP/4oEW/JyMhg1KhRALz66qtVRruEh4cDkJmZWeO5lccr+9Vk9erVPPzww4SHhzNnzpwT1lNcXMzVV19NSUkJs2fPpmXLlrV+L/XRWRHAtG3bltmzZwPwzjvv1CmAmT59OikpKXz88cfV9kY/ky3/bjubN6eQsj+TqKhgoqKCq0wzCgjwJTw8iIKCEg4cyAHgg//Ec8s/+ms6koiIiIiInNGsWKl46jF1PNNgAaz18JmprKyMESNGsG/fPqZMmcI111xTpb1t27YAHDhwoMbzK49X9vu95ORkrrrqKsrKyli4cCFxcXEnrOmmm25i/fr1XHnllUybNq0ub6de0iK8x7FmzRpeeeUVevXqxVVXXeXtcjympMTOT2sSSE/PISIiiOjokGOGKiEhATRtGkH6wRwSEw+TklJzGioiIiIiInKmCPcLws/qS6mzHIezdpuUOJwOSp3l+Fl9az1tyVOMMYwfP56VK1dy8cUX88wzz1Tr07VrV6xWK2vWrKGgoKBa+/LlywHo0aNHtbbc3FyGDRvG4cOHuf/++xk+fPgJa5o5cyYLFy6kffv2LFiwoM7vqT5SAHMMZWVl3HLLLfj4+PDGG294uxyP2rQ5hby8YkrLyomODj5h/5CQAPz9fcnNLWLtukQPVCgiIiIiIuI97UJjiPQLJtDmR469qFbn5NgLCbT5EekXTLvQGDdXWDcTJ05kwYIF9OzZk2XLluHjU32yTFRUFH369KG0tJSlS5dWaVu9ejVpaWnExsa6dk2qlJeXx+DBg9myZQvjxo3jiSeeOGE9zzzzDI888gitW7fm22+/dS3we7pTAHMMTz75JDt27ODBBx+s9gE6023fnkpubhFhYYFYrbX7iEREBJGTW8T2HWkYU9dheCIiIiIiIqcPX6sP50e1JdIvlMyyPMqc5cftX+YsJ7Msn0i/UHpGnYuvtX6sBuJ0Ohk3bhxz586lS5cufPXVV8cNO6ZOnQrA5MmT2bFjB1Ax9Wjs2LEATJkypUr/zMxMBg0axNq1axk7diyvvfbaCWuaNWsW9957L82bN2f58uWn9a5Hv1c/ftfrmR07dvDEE0/QrVs37rvvvj90rZiYYyeb6enpNGnS5A9d3x0KCkuxlzsIDvav9Tn+/j6UlzuxlzsoKyvH39/XjRWKiIiIiIh4V98GHdmQlUBReQkphYdpFhhNoE/1Z6ii8lIOFGcS5hNE44BI+jbs4IVqa3bdddfx0UcfAdCwYUPGjBlDXl4e5eVVA6W5c+fSvXt3hg8fzpgxY3j33Xfp2LEjbdq0ISkpCafTycCBA7njjjtc52RkZNC/f39++eUXfH19KSgoYMiQIeTl5VX7of2aNWsAuOeee3j22WeBimfpSZMmkZubi91ur9L/oYce4q9//esp/3q4mwKY33E6ndx66604nU7efvttfH3PviDBarVg4eQXhdIivCIiIiIicqaL8AvmxlaX8dber0ktPkJKUQZ+Vl/CfYOwWaw4jJNcexFlTjvR/mHEBDbgxlaXEe574mUePKUyfIHf1nCpydFbTy9YsICuXbvy+uuvk5ycTPPmzRkzZgwPPfQQNpvN1W/Hjh388ssvANjtdhYvXlyneipDmZpkZGSc8Fr1kQKY35k7dy4//fQTDz30EN26dfvD10tNTT1m2/FGx3hTeFggfv4+FBWVERlZu28OxcVl+Pv5EBjgh6+v7cQniIiIiIiInOZaBDdiQtxQPk5dRXLhYXLthRTYi3FisGIhwi+YcN9gWgY34urm/TgnINLbJVdxMstHWK1Wpk6d6pqOdCz9+/ev8/WTkpLqXM/pRAHMUXJycpg+fToA8fHxXHHFFdX6HDp0yHV8/vz5NGrUyKM1ekL37i3Zui2VvUkZlJc78PE5fqBijCE7u4gG0SF0795SI2BEREREROSs0TgwkjvaXsH+ogzWZu4itegIpU47/lZfYoIa0Cu6PTFBDbxdptQDCmCOkpubS35+PgDffPNNjX2Ki4v59NNPXb8+E3U4rxlRUcEcOpzL4cN5NGkScdxQJSenCKfTEBoayIV/auPBSkVEREREROqH5kENaR7U0NtlSD2mXZCO0rJlS4wxx3wBxMbGuv6/ZcuWXq7YPWw2KwMv7UiTxhGUlJSTnp5DeXn1ve2dTkNmZgEZGfk0axZJjx4tadgg1AsVi4iIiIiIiNRvGgEjNfrTBa3JySlk+Xc7SD+YQ2JiBqGh/gQFVazqXVZWTm5uMT4+Vlq0iKZTxxiu/Nv5Xq5aREREREREpH5SACPH9OdBnYmICObb5dvJyi4kN6eQgvwSDODrYyOmWSRhYYH86YI2/GVwZ2w2DagSERERERERqclZEcD07t3b9evK7apWrFjhOt6kSZNabYl1NvrTBa3p0b0l23ek8fOmZHJyijBOQ3CwPx07NqN7t5auUTEiIiIiIiIiUrOzIoCJj4+vdiw7O9t1PDY21sMVnV58fGx07dKCrl1aeLsUERERERERkdPSWRHAnMze5u68joiIiIiIiIicXbRoh4iIiIiIiJwxLBaL69f6IfrZ6+jf+6M/E96kAEZERERERETOGDabDau14lG3uLjYy9WIt1T+3lutVmw2m5erqaAARkRERERERM4YFouFkJAQoGLtT6fT6eWKxNOcTifZ2dkAhISE1JsRMGfFGjAiIiIiIiJy9ggPDycvL4/i4mJSUlKIjIwkMDCw3jyIi3sYYyguLiY7O9s1AiY8PNzLVf1GAYyIiIiIiIicUUJCQjjnnHM4dOgQxcXFmop0ljrnnHNco6HqAwUwIiIiIiIicsaJiorCz8+P3NxcCgoKNBXpLGG1WgkJCSE8PLxehS+gAEZERERERETOUCEhIYSEhGCMweFwaFekM5zFYsFms9XbqWYKYEREREREROSMZrFY8PHR4694l3ZBEhERERERERFxMwUwIiIiIiIiIiJupgBGRERERERERMTNFMCIiIiIiIiIiLiZAhgRERERERERETdTACMiIiIiIiIi4mYKYERERERERERE3MxijDHeLuJs5efnh8PhoEmTJt4uRUREREREROSslZ6ejs1mo6yszG338HHbleWEfH19vV1CnaWnpwMoNDrL6XMgoM+BVNDnQECfA6mgz4GAPgdS4XT8HNhsNrc/o2sEjNRJTEwMAKmpqV6uRLxJnwMBfQ6kgj4HAvocSAV9DgT0OZAK+hzUTGvAiIiIiIiIiIi4mQIYERERERERERE3UwAjIiIiIiIiIuJmCmBERERERERERNxMAYyIiIiIiIiIiJspgBERERERERERcTNtQy0iIiIiIiIi4mYaASMiIiIiIiIi4mYKYERERERERERE3EwBjIiIiIiIiIiImymAERERERERERFxMwUwIiIiIiIiIiJupgBGRERERERERMTNFMCIiIiIiIiIiLiZAhiplf3793PDDTfQqFEjgoOD6dOnD8uWLfN2WeJhJSUlfPnllwwdOhSLxcKVV17p7ZLEC3Jzc5k5cyYdO3YkODiYuLg4rr32Wnbu3Ont0sRDysrKeOqpp+jWrRvBwcE0bdqUSy+9lI8//hhjjLfLEy85dOgQUVFRWCwWHnnkEW+XIx4ybdo0LBbLMV/z58/3doniQevWrWPEiBE0atSIyMhI/vKXvzB37lz93XCGa9Wq1XG/D1S+3nnnHW+X6nU+3i5A6r/k5GT+9Kc/cfjwYYKCgoiKimLNmjUMGzaMefPmMW7cOG+XKB4QHx/PgAEDKCkp8XYp4kXbtm3jiiuuYN++fURERNC6dWsSEhJITExk2bJlLF68mCFDhni7THGj3bt3M2rUKDZu3IjFYqFt27YUFBTw/fff8/3333P77bfzyiuveLtM8YJJkyaRnZ3t7TLEwyp/z8877zzCw8OrtTds2NDTJYmXzJs3j9tvvx2n00lwcDAtWrRg+fLlfPXVVyxfvpwPP/wQq1U//z8Tde/encaNG9fYZoxh3bp1WK1WOnfu7OHK6h/9CZATuu222zh8+DBXX301R44cYf/+/fznP//BYrEwefJk0tLSvF2ieEB0dDQTJ05k2rRp/OUvf/F2OeIFTqeTa6+9lpSUFJ5++mkOHTrE1q1bycnJYdy4cZSUlDBhwgSKioq8Xaq40c6dO9m5cydPPPEEWVlZ7Nq1i7S0NP773//i6+vL3Llz+emnn7xdpnjYJ598wocffki7du28XYp4WGUA8+6777JmzZpqr2HDhnm5QvGE+Ph4brvtNvz8/Hj33XfJy8tjx44d5OTkcPfdd/O3v/1N4csZbPHixTX++V+zZg133nknxhgefPBBevTo4e1Svc5iNB5MjmPnzp2cd955REdHk5ycTHBwsKttwoQJzJs3jwceeIBZs2Z5sUrxtHfeeYcbb7yR4cOHs2TJEm+XIx60ceNGkpKSGDFiRJXjdrudtm3bkpyczLfffsvAgQO9VKF4Qk5ODhEREdWOjxkzhvfee4+nnnqKe++91/OFiVfk5eXRoUMHHA4HDz74IBMnTmTmzJnMmDHD26WJBwwYMIAffviBlJQUmjdv7u1yxEv69evH6tWr+eCDDxg5cqS3y5F6oqCggHbt2hEeHs6WLVvw8dEEHMWQclyfffYZAEOHDq0SvgBcc801AFoLRuQs0qNHj2rhC4Cvry99+/YFYPv27Z4uSzyspvDl6ONOp9NzxYjX3XvvvaSlpTFjxgxCQkK8XY54WOUIGE01Onvt2bOH1atXExsb63o+EAF47LHHOHDgAM8//7zCl18pgJHj+vnnnwG47LLLqrVdfPHF+Pn5sX37dsrKyjxdmojUM5UDKvUAdnbKzs52BfIDBgzwcjXiKStXrmTevHn07dtXa8KdpbKzswkNDSUgIMDbpYiX/PDDDwCMGjUKm83m3WKk3jh48CAvvPACXbp00fIFR1EAI8eVmJgIQJMmTaq1+fr6Eh0djcPhIDk52dOliUg9s2HDBgC6du3q5UrEUwoKCti9ezdvvfUWffv2JTk5mTvuuINevXp5uzTxgNLSUm699Vb8/f156623tL7DWSo7O5vAwEAmT55My5YtCQ0N5YILLuDxxx/XD+jOEps2bQKgU6dOpKenc8MNNxAVFUWLFi248sortUviWeqdd97Bbrdz6623eruUekXjgOS48vLygIoFWGsSHR1Nenq6q5+InJ0SExPZs2cPkZGRdOrUydvliIeEhoa6fh0VFcX//d//MWbMGC9WJJ40a9Ysdu3axezZszn33HO9XY54gcPhID8/n/z8fObNm0dcXBzFxcWsX7+e9evX8+GHHxIfH6/RMWe4Q4cOAZCfn8/FF1/MgQMHaNOmDYmJifz3v//l66+/Zvny5QrnzzLz588nICCA0aNHe7uUekU/qpDjqtxy+Oh/ZB8tLCwMgOLiYo/VJCL1z/Tp0zHGMHXqVPz9/b1djnhIhw4dXOu+ZGVl8eKLLxIfH+/dosQjtm7dytNPP82FF17IlClTvF2OeInNZuPNN9/kqaeeIjs7m+3bt3P48GG+/PJLGjZsyObNm3n00Ue9Xaa4WeUPYu+8804GDRrEgQMH2LJlC7m5uUyaNImioiKmTZvm5SrFk3788Uf27NnDFVdcQWRkpLfLqVcUwMhxVf7E4lgjXHJzcwEICgryWE0iUr/Ex8ezaNEioqOjmTx5srfLEQ/avn072dnZHDhwgIceeogtW7ZwySWXKIQ5wzmdTm655RasVitvvfWW1nw4y918883ce++9Vf4tOHjwYP71r38BFdtTy5mt8nvAzTffzNy5cwkPDwfAx8eHF154gdjYWFavXk1KSoo3yxQP+u677wA06qkGmoIkx1X5DTQzM7PG9srjlf1E5OySkZHBqFGjAHj11VePOVpOzmxNmjTh0UcfpVGjRkyaNImpU6eyevVqb5clbvL222+zbt06GjVqVG278f379wPw73//m/Xr19O5c2eeeOIJb5QpXnbVVVdhtVpJTU0lLy/PNWpazjyVzwEXX3xxtTabzcall17KW2+9xd69e2nRooWnyxMvWLt2LQDdunXzbiH1kAIYOa62bduyZs0aDhw4UK2trKyMzMxMfH19admypReqExFvKisrY8SIEezbt48pU6Zo60lhzJgxTJo0iXXr1lFWVoafn5+3SxI3SE1NBeDw4cN8+umnNfbZvXs3u3fvpqCgwJOlST0SEBBAVFQUR44c4ciRIwpgzmBt27YFKv7c16Ryi/KMjAyP1STetW7dOkAbM9REU5DkuHr06AHAN998U61txYoV2O12unTpon3dRc4yxhjGjx/PypUrufjii3nmmWe8XZLUAwEBAfj4+OBwOFxriMmZZ8aMGRhjanwtWLAAgJkzZ2KM4fvvv/duseI1ubm5HDlyhODgYGJjY71djrjRn/70J6Di2aAmlSPjKoMaObMlJSWRlZVF48aNj7mRy9lMAYwc19ChQ7FYLHzxxRfk5+dXaVu0aBEAl19+uTdKExEvmjhxIgsWLKBnz54sW7ZMIexZZNGiRSQkJNTY9t1331FeXk5cXJx+2i1yFvjuu++q/fuw0ptvvglU/DBPW5Sf2f785z8TERHB8uXL2b59e5W2wsJCvv76a/z9/WnXrp2XKhRPSktLA34b+SRV6buhHFdcXBzDhg0jKyuLG2+80bXb0X/+8x/mz59PYGAgEyZM8HKVIuIpTqeTcePGMXfuXLp06cJXX32lB+2zSGpqKmPGjOGCCy7g3//+N3a73dW2cuVKxo0bB8DYsWO9VaKIeEhSUhJDhw7l/PPP54cffsAYA+AaCfXwww9jtVp58sknvVypuJu/v79rPai//e1vrpC+rKyM8ePHc+TIEaZMmUJgYKA3yxQPqdyWPCoqysuV1E/6kaWc0Jw5c1i7di2LFy+mQYMGREVFkZqaisVi4ZVXXqFx48beLlE8oHfv3q5fV87hXbFihet4kyZNWLx4sVdqE8+57rrr+Oijj4CKn2yMGTOGvLw8ysvLq/SbO3cu3bt390aJ4kYxMTHMnj2be+65h9GjR3PbbbcRGxtLRkYG6enpAAwZMoTp06d7uVIRcbdWrVrxwgsvMGXKFAYMGECDBg1o1qwZ+/btIzc3F5vNxhNPPEHfvn29Xap4wLRp01i1ahWfffYZbdu2JS4ujoMHD1JQUEDPnj3198JZRAHM8SmAkROKiYlh/fr13HfffXz55ZdkZWXRu3dvHnzwQf761796uzzxkJq2lc3OznYd1/zus0Nl+AKwfPnyY/Y71tb1cvqbPHkygwcP5pVXXuHrr78mMTGR0NBQLr30Um655RbXrlgicuabMGECF110EXPmzGH58uXs2bOHBg0acOmll3L//fdzwQUXeLtE8RAfHx+WLl3KSy+9xPz589m7dy9t27bl8ssv5+GHH8bf39/bJYqHHD58GFAAcywWUzleUERERERERERE3EJrwIiIiIiIiIiIuJkCGBERERERERERN1MAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYAREREREREREXEzBTAiIiIiIiIiIm6mAEZERERERERExM0UwIiIiIiIiIiIuJkCGBERERERERERN1MAIyIiIiIiIiLiZgpgRERERERERETcTAGMiIiIiIiIiIibKYARERGROsvMzOTKK69k+fLlbrn+xIkT+ctf/gLAxo0befnll7Hb7cc9Z926dSxYsKDa8fnz5xMfH++OMl1fh5dfftkt1z+Wbdu2sWnTJrdd/6233qJPnz7s37/fbffwtO+++46OHTuydetWb5ciIiJnKR9vFyAiIiKnl/Lycq699lq+++47hgwZwsCBA0/5PXbs2MHKlSsB+M9//sOzzz7LnDlzeOmllxg8eHCN53z44YfMmTOHG2+8scrxW265hbvuuotevXoBsGTJEnbs2HHMez/wwAO1rrOkpIT//ve/RERE1PqcSs8///wJA47w8HBmzpxZ7fhNN93EkSNHSEpKqvN9T2TlypXcdtttDBkyhJiYmFN+fW/p0qULRUVFXHHFFfzvf/+jYcOG3i5JRETOMgpgRERE3MRutzNv3jwWLVrEL7/8QllZGXFxcVx11VXcfffdBAYGHvPcJUuW8Pbbb7N+/XoyMzNp1KgR/fr1Y9y4cQwYMOC4992/fz+PP/44a9asISEhgbCwMC644ALGjx/P0KFD/9B7MsZw55138t133wGwePFibrjhBoKCgv7QdX/P39+f8vJynE4nzzzzDFdffTXjx4/nL3/5C3fccQdz5sw56WsvWrSI//znP8dsPzqA+eSTT/jll1+O2Tc3NxeArVu38vTTTx/3vmPGjKFp06au///ggw9Yv379cc+JiYmpMYBxl/z8fK699lri4uJ47733sFgsVdodDgfPP/888+fPJzk5mcaNGzN69Ggeeugh/P39//D9N2zYwHPPPcfKlSvJzs7mvPPOY8iQIUyfPp2AgIBq/XNzc3nhhRf48MMP2bdvH02aNKFHjx48+uijtG/fvkrfBg0asHTpUnr37s0//vEPli1b9ofrFRERqRMjIiIip1x+fr7p2rWrAYyvr68599xzTYsWLQxgANOuXTuzdu3aaucVFhaaoUOHuvr5+/ub9u3bGx8fH9exW2+91ZSXl9d436+//toEBgYawISHh5vOnTubkJAQ17k33nijyc3NPan3VFpaakaPHm0Ac9VVV5nnn3/eWCwW06dPH5OZmXlS1zyW4cOHG8AUFxdXuf/EiRPNU089VaXv2rVrzaxZs0zfvn2Nj4+PmTVrVpUXYHr37m1mzZplDhw4YEaOHGnOOeccs3Pnziqv6667zvz+n0YjR450fe3+6Cs+Pr5OX4NLLrnExMTE1NjWs2dPExsbW6fr1cb06dMNYL7//vsa2yu/RoBp06aNsVqtBjD9+/c3ZWVlf+je//rXv1yf89jYWNOmTRtjsVgMYDp06GAKCgqq9N+6dauJjY01gImIiDCdOnUyAQEBBjABAQHm888/r/E+Dz30kAHMt99++4fqFRERqSsFMCIiIm5w4403GsAMHjzYHDhwwHX88OHDZsaMGcbX19e899571c676qqrDGAaNWpkvvjiC1NSUmKMMaagoMC89957Jjg42ABm6tSp1c7NzMw00dHRBjAvvviisdvtxhhjHA6H2bRpkxkwYIBp1qyZOXjwYJ3fT1ZWlrnkkksMYK6++mrXtd955x1js9lM8+bNzYoVK054nfLy8lMWaFQ+QP/rX/+q9Tnr1683I0eOrDHYmDBhQrUA5kRSU1Ndwdap5ukA5sCBAyYwMNBcccUVNbYvXLjQACY6Otrs2LHDGGNMWlqaadOmjQHM7NmzT/rea9asMYBp0aKFWbNmjev4L7/8Ys4991wDmGnTprmOOxwOc9555xmr1WqefvppU1paaowxpqSkxIwbN851rcLCwmr3ys/PN+ecc47p1q3bSdcrIiJyMizGGFPnYTMiIiJyTMYYoqKiyMnJ4eDBg5xzzjnV+qSmplZbX2P16tX069ePxo0b89NPP9GqVatq523cuJF+/frhcDjYtWsXsbGxrrb//ve/XHnllQwZMoTPP/+8xroOHDhAs2bN6vR+li5dym233UZ6ejo333wzr732Gj4+v81iXrZsGWPHjiUvL48pU6Ywffp0oqKiaryWw+HAx8eHZs2aMWjQoGPec/369Wzbto3hw4cfc32Ve+65hw4dOlT5/zlz5lBcXFyln8Vi4a677uKFF14AYNSoUaxatara+iu33XYbr732Gkf/02j37t3HXfz34MGDXHbZZfztb3/j8ccfP2Y/gEaNGtVp3ZEBAwaQkJBQ4zoxF1xwwSlfA+bFF1/krrvuYuXKlfTr169ae69evVi7di0ffPABI0eOdB2Pj4+nd+/exMTEkJKSUm3aUm3NnTuXv/3tb9U+n9988w1//vOfiYmJqfK12LhxI0lJSYwYMaJKf7vdTtu2bUlOTubbb7+tcY2iRx99lBkzZrBlyxY6d+58UvWKiIjUldaAEREROcWys7PJycnBx8eHsLCwGvvUtLjpP//5T6AiSKgpfAHo0aMH//jHP3jllVd46KGHePfdd11te/fuBSAyMrLGcy0WS53Cl7S0NKZOncrChQsJCgpiwYIF/P3vf6/W74orrmDLli2MGTOG5557jjfeeIMpU6YwZcoUwsPDa7x2586defvtt49579mzZ/PPf/6Tu+++m4suuqjWNTscDr766qsT9svLy+ORRx6pcqym9VgGDx7Mvn37Tni9pUuXsnTp0uP2mTlzJjNmzHD9f1lZGffee+8x+yckJJzwvqfS4sWLadSoEX369KnWlpGRwbp16wgICGDYsGFV2nr16kXz5s3Zv38/mzZtonv37id1/9tvv73G4xdffDFWq5XU1FTy8vJcf6Z69OhBjx49qvX39fWlb9++JCcns3379hoDmCuvvJIZM2awePFiBTAiIuIxCmBEREROsaioKBo3bszBgweZO3cuU6dOPeE5+/bt46effiIkJIRx48Ydt+/UqVN55ZVX+Oijj5g/fz5+fn4AdOzYEYDPP/+chIQE4uLiTqr+xMREZs+ezYIFCygtLcVqtTJw4EB27tzJ/ffff8zz/vSnP+F0Otm0aROPPPIIL7/8Mvfccw+TJk0iODi4TjW0bNkSgJSUlCrHb775Znr16sWtt95a43l2u921ffXx5OXl1Xpx2wsvvLDG0S3fffcdzz77LD179uTRRx895vlpaWk1Ble7d+/mX//613Hv7aldiPLz81m1ahU33XQTVqu1WvvmzZsxxtCnT58aF1weOHAgCxYs+EMBzLE4nU4sFgs+Pj61Xui3chRTSEhIje2dO3emVatWfPbZZ1VCMREREXdSACMiIuIG99xzD1OnTmXatGmsXLmSWbNm0alTp2P2X7t2LQDt2rU75kNjpVatWhEZGUl2djabN2/mggsuACoegrt3787PP//M+eefz7Rp05gyZcoJr3e0oqIi+vfvT1paGk2aNOHRRx9l7dq1vPnmm7XaNWbixIl89NFHzJgxgzfeeIMXX3yRm266qVoAs3nzZsaMGVPt/LFjxzJo0KAaA5gff/yRt95667hbPvv7+3Po0KEqx2rq//vpLPDbFKTfa9iwYZVRFGlpafzzn//k448/ZsKECTzwwAM0atQIqBi1smDBAu6++27XNKzExMQaa925cycA7777LjfccMMx35Mn7N+/H6fTWW3noEqV76FJkyY1tlced8eonU2bNuFwOOjUqVOtA5gNGzYA0LVr12P2Oe+88064C5WIiMipVP1HHCIiIvKH3XXXXUyZMgWomJ7SpUsXLr/8cr799tsa+x88eBD4beTHiVSu/VJ5HoCPjw9Lliyha9eu5OXl8fDDD9O8eXP++c9/VhtJcixBQUG8//77zJw5kz179nDLLbfwxhtvYCoW7j/h6+WXX6ZRo0a8+uqrbNmyhaVLl9a4Bk5mZibffvut6/X555/z3nvvuab7tGjRAoDk5GTXOfPnzwc47gghi8VCeHh4ldfvGWNOap2SzZs3c+edd9KuXTv8/PzYtWsXTz31FE6nk7Vr13L99dfTvn17nnnmGf7973+f8HqV21vXhykwBw4cAKiyTfbR8vLyAIiOjq6xvfJ4Zb9T6csvvwSo9VS0xMRE9uzZQ2Rk5HFDz6ZNm5KRkXHcNX5EREROJQUwIiIibmC1Wnn++edZvXq1a0rMZ599xqBBg+jdu3e1n7wXFBQAuEZSnEhlv98/8LZs2ZJ169bxyiuvEBsbS05ODrNnzyYuLo6JEye67nM8/fv3Z8aMGXWeNvR7HTp04E9/+lOVY06nE4BBgwaRnp7uelWun1I5napx48YEBASwZcsWoGINkg8//JBLL72Udu3aHfOeJSUlWCyWKq/fs9vtrvucSFJSEsuWLWPx4sV069aNl156CWMMn332Geeeey5BQUE0adKEXr168cEHHzBo0CC2bt1Kr169XNdo06YNxphqU102b96Mj48P5513Xq1qcaeMjAwAGjRoUGN7SUkJAKGhoTW2V67L8vsFkP+ow4cP88ILL+Dr68s999xTq3OmT5+OMYapU6ced8RMw4YNMcZw5MiRU1WuiIjIcWkKkoiIiBv16dOHL774gh07dvDcc8/xzjvvEB8fz0UXXcTSpUv585//DPz2AJuenl6r61b2q2mEh5+fH7fffjvjx4/nv//9L0888QQbN27klVdeYdWqVaxatapO05JOpbKyMgACAwOrHC8tLa1y3GKxcP7557NhwwbsdjszZsyguLiY22677bjX9/X1rba47++n95SVlZGVlVXtgX7NmjXHvO5ll13Gm2++SYsWLWjYsCHZ2dnMmjWL7777DoC2bdvy/PPPc/nll/PFF1/w17/+lenTpx93Z6T169cTGBh43IV4AZ5//vmT3lmotiqnS2VnZ9fYHhAQABx7hEtubi6Aa32Yn3/++ZiL6h5t6NChPPjgg8dsnzFjBvn5+YwfP/6YC1MfLT4+nkWLFhEdHc3kyZOP2zcrKwvgmDt2iYiInGoKYERERDygQ4cOzJ8/nylTpjBhwgRWr17NuHHj2LNnD76+vq6pH0dPuTmeyqk6x5oyAmCz2RgxYgRXXXUV7777LnfeeSebN2/mySefPOGWyZUGDBjADz/8UKu+Rzt6K+ejVQYtlQ/0lSpHWBx9/KKLLmL16tUsXLiQ119/nd69e1fbcvj3bDYbo0ePrnLs9wFMYWEh2dnZPPvss7V7M1QEZDfffDO5ubk8/fTTPP/885SWltKpUyemTZvG9ddfj6+vLwBDhgzh2muv5YknnsDf35+HH3642vUOHDjg+r0+3kK8oaGhru2z3alyDZdjBYCVQV9mZmaN7ZXHK/vl5eURHx9/wvsea80ZgA8//JB58+bRokWLWn1eMzIyGDVqFACvvvrqMUfrVDpw4ADR0dG1XldGRETkj1IAIyIi4kGdOnXi008/pXnz5iQnJ7N79246duzomrKya9cusrOzj7mVNMCOHTvIy8sjKCiILl26nPCeFouFsWPHUlZWxq233srXX39d6wAGKha2re30j3ffffe4IVLlVJffT7XKz88HqLJt90UXXcRTTz3FhAkTsFgsvPbaazWOBDl06BAlJSXk5uZijKnx/nl5eSQnJ9OkSRMOHjzIJZdcUm3B3RkzZrBw4cIa687OzuaVV17hhRdeICsri/79+/PPf/6TIUOGYIyhoKCAQ4cOkZ+fT15eHiNHjnTtsBMeHs6dd95Z5XpNmzY9ZkhVqX379pSXlx+3z6lSudvSnj17amxv27Yt8NtaMb9XebyyX//+/U/4/o5nw4YN3Hjjjfj6+vLhhx8ec+2ZSmVlZYwYMYJ9+/YxZcoUrrnmmhPeIyEhgebNm590jSIiInWlAEZERMTDIiIiOPfcc9m4cSOHDx+mY8eONGvWjMsuu4xvv/2WuXPn8sADDxzz/Oeeew6A0aNH4+NT+7/KL7zwQqBiXY26CAwM5LHHHqtV31WrVh03gElLSwOo9uBbOYLi6ACmb9++WK1WCgsLmTZtWpWw6eiQauTIkVVG6VQuUHy0t956i7feeov169eTnp7OkCFDqq0lU1Po5XQ6GTlyJJ9//jmFhYVAxdbGBw8e5JZbbiE/P7/aujoWi4XQ0FCioqIICAjg7rvvpk2bNlx++eXH/LrUJD093bW1uLtFRUXRs2dPPv30U1555ZVq7V27dsVqtbJmzRoKCgqqTWFbvnw5AD169PjDtaSmpvK3v/2NoqIi5s2bV20dod8zxjB+/HhWrlzJxRdfzDPPPHPCeyQmJvLLL7/wz3/+8w/XKyIiUlsKYERERE6xzMxMpk+fzqxZs2jYsGG19sLCQtd2vUdvk/vkk0/y7bff8q9//Yurr766xsVmV69ezXvvvUdAQEC1RV2XLFlCcnIyd911V411bdq0CYDu3buf5Dv74yq3M27RogW5ubkEBgbidDpdAUrl7kcAP/zwg2vEy8SJE13HCwoK6NixI0uWLOHCCy/kgQce4JZbbgEqFtitnAoEFVOejp5iEhAQQE5OTq0XvrVardjtdrp3707Tpk1p2LAh0dHRREZGEhUVRUREBE8++SQ7d+5k06ZNhIeHExYWhtVasc/B/v376dWrF+PGjWPv3r3Vpl4dS2FhIXl5eTRr1qxW/U+Fq666iunTp7Nx48ZqQUpUVBR9+vRh1apVLF26tMo0r9WrV5OWlkZsbOxxdx2qjbS0NAYMGEBaWhqPP/74cXe8qjRx4kQWLFhAz549WbZsWa1CySVLlgAV71lERMRjjIiIiJxSY8eONYBp0qSJ+eijj0xZWZmrbf/+/Wbo0KEGMFdffXW1c0eNGmUAEx0dbZYtW2ZKSkqMMcbk5+ebBQsWmICAAAOYBx54oMp52dnZJjw83ABm6NChZvv27VXav/76a9OwYUMDmGXLltX6vVxyySUmIiKiTv2P98+LMWPGGMAkJyebO+64wwCuV5cuXVz9vvrqK+Pv728sFosBzLPPPutqS0lJMYB55513qlw7OzvbnHPOOebmm282xhizadMm06RJkyrv96OPPjKAWblyZbXaJkyYcNzajTHmxx9/NA8//LBJSUlxHbv88stNgwYNjDHGlJeXm2effdbMnDnTFBYWGmOM2bx5s9m2bdtxr/t7mzZtMoC59957a2zv2bOniY2NrdM1TyQxMdH4+PiYMWPG1Ni+ZMkSA5ioqCjX5ystLc20bt3aAObFF1/8Q/dPSkoycXFxBjAPPfTQCfs7HA5z6623uj47mZmZtbpPaWmpad26tYmLizNOp/MP1SwiIlIXCmBEREROsYyMDPPnP//ZFSyEhoaaLl26mNatWxubzWYA0717d5OTk1Pt3OLiYjN8+HDXuf7+/qZ9+/au8wBzxx13GIfDUe3cL7/80jRp0sTVr1mzZqZbt26mQYMGBjBWq9XMmDGjTu/lVAcwLVq0MK1atTLGGLNjxw7z5JNPmkcffdS8/PLL5vDhw673ERQUZIKDg81XX31loqOjTePGjU1ubq4xpiIEAczy5curXPvOO+80gPnyyy+NMcaUlZWZHj16mAYNGpgDBw4YY4yZPHmysdlsJisrq1ptxwtgnE6neeqpp4zNZjM9e/Y0qamprrajA5ji4mLz8MMPG39/f9OsWTPzzjvvnNRD/rvvvmsA8/rrr9fY7o4AxhhjbrvtNmOxWMzGjRtrbK8M0ADTpk0bY7VaDWAGDhxoysvLT/q+u3fvNk2bNnX9ebn66qvNoEGDTO/evU2vXr1cryuvvNJ1ztVXX+2qZeDAgeavf/2r6devX5X+vXr1qvZenn/+eQOYDz/88KTrFRERORkKYERERNzkq6++MjfccINp1aqVCQgIMDExMeayyy4z8+bNO+HD6tKlS80VV1xhGjdubPz8/EyzZs3MyJEjzYoVK457XkFBgXnxxRfNJZdcYho1amQCAgJMx44dzXXXXWc2bNhQ5/dQGajU9XWsrwdgbrrpphrbS0tLzbRp04zFYjEBAQGugOWpp54ygBk2bJgpKioyjz/+uLFara7ApvLaPj4+ZujQoVWuuX37duPj42NuuOEGU1hYaBo0aGAuueSSGu8/fvz4GmtfvXq16dOnjwHM9ddfb4qLi6u0Hx3AVEpISHCNdLr44ovNrl27arznsVSGC1u2bKmx3V0BzOHDh01YWJjp3bt3lZFblRwOh3n22WfNueeea/z9/U3Lli3Ngw8+aEpLS//QfRcsWFCrz9XR77m2n8UffvjBdc6+fftMZGSk6dOnzx+qV0RE5GRYjPkDS9SLiIjIGW3AgAGsWbOGSZMm1ar/woUL2b9/f4074PTv358ff/yR//3vf/Ts2fOY7eeccw4LFy6kf//+ADgcDgYMGMDKlSsJDg6mpKSEP/3pT/z0008ArF27loEDBxIZGcm6detcWypXuuOOO/j+++8ZO3Ys999/P6+99hrjx4931fv9999jsVj47LPPsNvtVbZinjRpEnPmzKFp06Y8//zzXHfddRhjePTRR3E4HDgcDt555x0CAwNr3EHo//7v/5g0aRIOh4PvvvuuxgVlV65cyRNPPEF4eDj+/v4kJyezYsUK2rZty65du2rc+emCCy7gyJEjJCUlHe+346R8/PHHXHPNNdxyyy28/vrrp/z63lJYWEjfvn3Zv38/69ato02bNt4uSUREzjJahFdERESOKzAwkNmzZ9eq7969e7Hb7dWOG2Po2bMnAQEBNYYvAP/85z8xxvCf//yHpk2buo7bbDY+//xz7r77bpYsWULz5s2rbCGdn59P48aN+fDDD6uFLwBPPfUUAQEBfPLJJ7Rv356///3vrrawsDDefPNN/Pz8aN26Nffdd1+Vc++77z6io6O5++67XTs0WSwWfvnlFz766CP8/f2Ji4vjwQcfrPE9jR07lt69e/PTTz8dczef7t2787///Y/s7GycTicBAQF0796d119/vcbwxd1GjBjBo48+yvz580lOTqZly5Yer8Edvv/+e1JSUvj4448VvoiIiFdoBIyIiIh4TFZWFlFRUaf8uk6n07Xz0PGUlZXh5+d3yu9/qhhjvBK61KS+f61Oxpn4nkRE5PShAEZERERERERExM1O/KMiERERERERERH5QxTAiIiIiIiIiIi4mQIYERERERERERE3UwAjIiIiIiIiIuJmCmBERERERERERNxMAYyIiIiIiIiIiJspgBERERERERERcTMFMCIiIiIiIiIibqYARkRERERERETEzRTAiIiIiIiIiIi4mQIYERERERERERE3UwAjIiIiIiIiIuJmCmBERERERERERNxMAYyIiIiIiIiIiJspgBERERERERERcTMFMCIiIiIiIiIibqYARkRERERERETEzRTAiIiIiIiIiIi4mQIYERERERERERE3UwAjIiIiIiIiIuJmCmBERERERERERNxMAYyIiIiIiIiIiJspgBERERERERERcbP/B1HMzoH6uvojAAAAAElFTkSuQmCC",
      "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": "04",
  "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
}
