diff --git a/2023/homework/Qiuzhichong/homework-matplotlib_seaborn.ipynb b/2023/homework/Qiuzhichong/homework-matplotlib_seaborn.ipynb new file mode 100644 index 00000000..9deb096c --- /dev/null +++ b/2023/homework/Qiuzhichong/homework-matplotlib_seaborn.ipynb @@ -0,0 +1,1585 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b8753dd8-7a83-4584-9360-954a9512007f", + "metadata": {}, + "source": [ + "# 数据可视化作业题目" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bda9f437-af21-4bc4-beb9-59034544e317", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "67d732a4-44e5-4313-bf75-0b1b1d036aee", + "metadata": {}, + "source": [ + "## 练习1：航班乘客变化分析 (2个题)\n", + "\n", + "1. 分析年度乘客总量的变化情况（提示：折线图）\n", + "2. 分析乘客量在一年中12个月份的分布（提示：柱状图）" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fbecfad8-61bd-483d-a1cc-e6cb6b69188a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
yearmonthpassengers
01949Jan112
11949Feb118
21949Mar132
31949Apr129
41949May121
\n", + "
" + ], + "text/plain": [ + " year month passengers\n", + "0 1949 Jan 112\n", + "1 1949 Feb 118\n", + "2 1949 Mar 132\n", + "3 1949 Apr 129\n", + "4 1949 May 121" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = sns.load_dataset(\"flights\")\n", + "data.head()\n", + "# 年份，月份，乘客数" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "341a4d22-025f-486a-8e82-954fae22b177", + "metadata": {}, + "outputs": [], + "source": [ + "year = data.groupby('year')['passengers'].sum().reset_index()\n", + "\n", + "month = data.groupby('month')['passengers'].sum().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5e30df57-a5ac-41da-b1a1-b42b1baae88b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(18, 7))\n", + "\n", + "#year\n", + "axes[0].plot(year['year'], year['passengers'])\n", + "\n", + "axes[0].set_xticks(year['year'])\n", + "\n", + "axes[0].set_xlabel('Year')\n", + "axes[0].set_ylabel('Number')\n", + "axes[0].set_title('The number of passengers each year')\n", + "\n", + "# month\n", + "axes[1].bar(np.array(month.index.tolist())+1, month['passengers'])\n", + "axes[1].set_xticks(np.array(month.index.tolist())+1)\n", + "\n", + "axes[1].set_title('The number of passengers each month')\n", + "axes[1].set_xlabel('Month')\n", + "axes[1].set_ylabel('Number')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "66bbde41-e2c6-4bb6-bc80-5c5f3dd75bf6", + "metadata": { + "tags": [] + }, + "source": [ + "## 练习2：鸢尾花花型尺寸分析 (3个题)\n", + "\n", + "1. 萼片（sepal）和花瓣（petal）的大小关系（提示：散点图）\n", + "2. 不同种类（species）鸢尾花萼片和花瓣的大小关系（提示：箱图或者提琴图）\n", + "3. 不同种类鸢尾花萼片和花瓣大小的分布情况（六角箱图或者核密度估计）" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "b71328f2-0ae3-463a-a557-43506a54a8a4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "sepal_length 5.5\n", + "sepal_width 2.6\n", + "petal_length 4.4\n", + "petal_width 1.2\n", + "species versicolor\n", + "Name: 90, dtype: object" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = sns.load_dataset(\"iris\",data_home='seaborn-data',cache=True)\n", + "data.head()\n", + "data.iloc[90]\n", + "# 萼片长度，萼片宽度，花瓣长度，花瓣宽度，种类" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "d27db8fe-9406-4897-adc2-32a0a83f359a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "color = {'setosa':'lightblue','virginica':'black','versicolor':'red'}\n", + "data['colors'] = data['species'].map(color)\n", + "fig, axes = plt.subplots(nrows=2, ncols=2)\n", + "\n", + "def subgraph(x,y,xname,yname,axes,data):\n", + " axes[x][y].scatter(data[xname],data[yname],c=data['colors'],s=4,alpha=0.7)\n", + " axes[x][y].set_xlabel(xname[0]+xname[5]+xname[6])\n", + " axes[x][y].set_ylabel(yname[0]+yname[5]+yname[6])\n", + " axes[x][y].set_title(xname[0]+xname[5]+xname[6]+'VS.'+yname[0]+yname[5]+yname[6])\n", + "\n", + "subgraph(0,0,'sepal_length','petal_length',axes,data)\n", + "subgraph(0,1,'sepal_length','petal_width',axes,data)\n", + "subgraph(1,0,'sepal_width','petal_length',axes,data)\n", + "subgraph(1,1,'sepal_width','petal_width',axes,data)\n", + "\n", + "\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e58d7341-e8bc-40c6-9938-0e77bff459be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "dffa76b0-43ad-4ef3-a783-7a5e99f7e389", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa0AAAN5CAYAAAC7ZmQnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAADsBUlEQVR4nOzdd1gUV/cH8O+y9LIoRUGpggoqFrCCiEaNGhsqGjW8ilHja++xxSixYBdjL2/U2A1iCWrsKLbEYIkaQEQRC2qwUAQpu+f3B7+duNIWWFgWz+d5eHRn7t49c2d2zt6ZOzMiIiIwxhhjGkBL3QEwxhhjyuKkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMaoMEkrPDwcIpEIISEhleJzypJ8GcLDw5Uuq87l3bFjB1xcXKCjo4MqVaqoLY6KriK0U3x8PEQiEZYtW6aWz6/MYmNj8fnnn8PU1BQikQiHDh3Ctm3bIBKJEB8fr+7wNEaZJi2RSKTUnzI7X1a43bt3Izg4uMw/Z8GCBRCJRGjQoIFS5aOjoxEQEAAnJyds3rwZmzZtKpO4Ll++jLlz5+Lt27dlUn9ZK692kjt27Bjmzp1bpp9RXtLT0zF37twKvx8ZPHgwbt++jQULFmDHjh1o2rSpukPSSNplWfmOHTsUXv/88884depUnumurq6Iiooqy1AqlTZt2iAjIwO6urrCtN27d+POnTuYMGFCmX3ukydPsHDhQhgZGSn9nvDwcMhkMqxatQrOzs5lFtvly5cRGBiIgIAAjezNlVc7yR07dgxr166tFIkrPT0dgYGBAIC2bduqN5gCZGRk4MqVK5g1axbGjBmj7nA0WpkmLX9/f4XXV69exalTp/JMB8BJqxi0tLSgr69f7p87ZcoUtGzZElKpFElJSUq95+XLlwCgkYkEAN69e1esJF1SZdFO6enpMDQ0VFl9rOT++ecfAJr7PQAAIsL79+9hYGCg1jgqzDktOZlMhgULFsDGxgb6+vpo37497t+/n6fc77//js6dO8PU1BSGhobw8fHBpUuXlP4cqVSKmTNnwsrKCkZGRujRowceP36cp9wvv/wCDw8PGBgYwMLCAv7+/nj69Kkwf86cOdDS0sKZM2cU3vfNN99AV1cXt27dKjCG3r17w93dXWFa9+7dIRKJcOTIEYVlFYlEOH78OIC857Tatm2Lo0eP4tGjR8IhVwcHB4V6lW3Xgly4cAEhISHFOgTp4OCAOXPmAAAsLS0hEokUftkfP34c3t7eMDIygomJCbp27Yq7d+8q1PHXX38hICAAtWrVgr6+PqysrPD111/j1atXQpm5c+di6tSpAABHR0ehDeLj44VzNNu2bcsT38fxzJ07FyKRCH///TcGDhyIqlWronXr1sL8nTt3CtuCmZkZ+vfvn2ebiY2NRZ8+fWBlZQV9fX3Y2Nigf//+SE5OLnE7rVu3DvXr14eenh5q1KiB0aNH5zkM2rZtWzRo0ACRkZFo06YNDA0NMXPmzHw/LyAgAGvXrhXaQP73sU2bNsHJyQl6enpo1qwZrl27lqdMdHQ0/Pz8YGZmBn19fTRt2lRh2y3M3r174eHhARMTE0gkEri5uWHVqlUKZd6+fYsJEybA1tYWenp6cHZ2xuLFiyGTyQDknoOztLQEAAQGBgrL8mH7nT17VtjOqlSpgp49e+b5kZyamooJEybAwcEBenp6qFatGjp27Ijr168LZSIiItC3b1/Y2dlBT08Ptra2mDhxIjIyMgpdzrlz58Le3h4AMHXq1Hy/nx8rap3/+OOPEIvFCtOWL18OkUiESZMmCdOkUilMTEwwbdo0YZpMJkNwcDDq168PfX19VK9eHSNGjMCbN28UYnBwcEC3bt1w4sQJNG3aFAYGBti4cSMA4NSpU2jdujWqVKkCY2Nj1K1bt8DtTeWoHI0ePZoK+shz584RAGrSpAl5eHjQypUrae7cuWRoaEjNmzdXKHvmzBnS1dWlVq1a0fLly2nlypXUsGFD0tXVpd9//73QGOSf4+bmRg0bNqQVK1bQ9OnTSV9fn+rUqUPp6elC2a1btxIAatasGa1cuZKmT59OBgYG5ODgQG/evCEioqysLGrSpAnZ29tTSkoKERH99ttvBIDmzZtXaCwrVqwgLS0tSk5OJiIimUxGVatWJS0tLZoyZYpQbunSpQrl5Mtw7tw5IiI6efIkNW7cmCwsLGjHjh20Y8cOOnjwYLHbtSA5OTnUsGFDGjFiBBER+fj4UP369Yt838GDB6lXr14EgNavX087duygW7duERHRzz//TCKRiDp37kyrV6+mxYsXk4ODA1WpUoUePnwo1LFs2TLy9vamH374gTZt2kTjx48nAwMDat68OclkMiIiunXrFg0YMIAA0MqVK4U2SEtLo4cPHxIA2rp1a574ANCcOXOE13PmzCEAVK9ePerZsyetW7eO1q5dS0RE8+fPJ5FIRF9++SWtW7eOAgMDycLCQmFbyMzMJEdHR6pRowbNnz+ftmzZQoGBgdSsWTOKj48vUTvJY+rQoQOtXr2axowZQ2KxmJo1a0ZZWVlCHT4+PmRlZUWWlpY0duxY2rhxIx06dCjfz7t8+TJ17NiRAAhttWPHDiIiob2aNGlCzs7OtHjxYlqyZAlZWFiQjY2NwmfeuXOHTE1NqV69erR48WJas2YNtWnThkQiEYWGhha4vES52ywAat++Pa1du5bWrl1LY8aMob59+wpl3r17Rw0bNiRzc3OaOXMmbdiwgQYNGkQikYjGjx9PRERpaWm0fv16AkC9evUSlkXefqdOnSJtbW2qU6cOLVmyRFhvVatWVdjOBg4cSLq6ujRp0iTasmULLV68mLp37047d+4UyowdO5a++OILWrhwIW3cuJGGDh1KYrGY/Pz8Cl3WW7du0cqVKwkADRgwQOH7Kd/HfBiLMuv8+vXrBIB+/fVX4X09e/YkLS0tatq0qTDt2rVrBIDCwsKEacOGDSNtbW0aPnw4bdiwgaZNm0ZGRkZ5til7e3tydnamqlWr0vTp02nDhg107tw5unPnDunq6lLTpk1p1apVtGHDBpoyZQq1adOm0HZQlQqXtFxdXSkzM1OYvmrVKgJAt2/fJqLcHXvt2rWpU6dOwk6LiCg9PZ0cHR2pY8eOhcYg/5yaNWsKSYaIaP/+/QSAVq1aRUS5yahatWrUoEEDysjIEMqFhYURAPr++++Fabdv3yZdXV0aNmwYvXnzhmrWrElNmzal7OzsQmORb1DHjh0jIqK//vqLAFDfvn2pRYsWQrkePXpQkyZN8iyDPGkREXXt2pXs7e0LXN6i2rUwa9asIVNTU3r58iURKZ+0iP79Av7zzz/CtNTUVKpSpQoNHz5coezz58/J1NRUYfqHPyLk9uzZQwDowoULwrSlS5fm+fITUYmS1oABAxTKxcfHk1gspgULFihMv337NmlrawvTb9y4QQDol19+yb8xCpFfO718+ZJ0dXXp888/J6lUKkxfs2YNAaCffvpJmObj40MAaMOGDUp9XkHfRXl7mZub0+vXr4Xphw8fzrOTbN++Pbm5udH79++FaTKZjDw9Pal27dqFfv748eNJIpFQTk5OgWXmzZtHRkZGdO/ePYXp06dPJ7FYTAkJCURE9M8//+RZl3KNGzematWq0atXr4Rpt27dIi0tLRo0aJAwzdTUlEaPHl1ozPlti0FBQSQSiejRo0eFvlferkuXLlWY/nHSUnadS6VSkkgk9O233xJRbrubm5tT3759SSwWU2pqKhH9+8NY/sMqIiKCANCuXbsU4pD/0P5wur29PQGg3377TaGsPAF/uK2Wpwp3eHDIkCEKAwy8vb0BAA8ePAAA3Lx5E7GxsRg4cCBevXqFpKQkJCUl4d27d2jfvj0uXLggHDoozKBBg2BiYiK89vPzg7W1NY4dOwYA+PPPP/Hy5UuMGjVK4fxR165d4eLigqNHjwrTGjRogMDAQGzZsgWdOnVCUlIStm/fDm3twk8ZNmnSBMbGxrhw4QKA3MMPNjY2GDRoEK5fv4709HQQES5evCi0Q0kV1a4FefXqFb7//nvMnj1bOAxTWqdOncLbt28xYMAAYf0lJSVBLBajRYsWOHfunFD2w+Pn79+/R1JSElq2bAkACoduVOm///2vwuvQ0FDIZDL069dPIV4rKyvUrl1biNfU1BQAcOLECaSnp5c6jtOnTyMrKwsTJkyAlta/X9Xhw4dDIpEobIMAoKenhyFDhpT6cwHgyy+/RNWqVYXXH28vr1+/xtmzZ9GvXz+kpqYKbfLq1St06tQJsbGxCofRP1alShW8e/cOp06dKrDML7/8Am9vb1StWlWh3Tt06ACpVCp8bwqSmJiImzdvIiAgAGZmZsL0hg0bomPHjsJ3XR7P77//jmfPnhVY34fb4rt375CUlARPT08QEW7cuFFoLMpSdp1raWnB09NTaIOoqCi8evUK06dPBxHhypUrAHL3KQ0aNBDOpf3yyy8wNTVFx44dFdrUw8MDxsbGCt89IPdwe6dOnRSmyes6fPiwUvtaVatwScvOzk7htfyLIz/eGhsbCyB3+KilpaXC35YtW5CZmVno+QO52rVrK7wWiURwdnYWrpd49OgRAKBu3bp53uvi4iLMl5s6dSoaNWqEP/74A3PmzEG9evWKjEEsFqNVq1aIiIgAkLuBeXt7o3Xr1pBKpbh69Sr+/vtvvH79utRJq6h2Lch3330HMzMzjB07tlSf/yH5Ovzss8/yrMOTJ08KgxKA3J3j+PHjUb16dRgYGMDS0hKOjo4AoNR6Lgl5/R/GS0SoXbt2nnijoqKEeB0dHTFp0iRs2bIFFhYW6NSpE9auXVviOAvaBnV1dVGrVq0822DNmjUVfpiURlHby/3790FEwo+ZD//k5+c+XI8fGzVqFOrUqYMuXbrAxsYGX3/9NX777TeFMrGxsfjtt9/y1N+hQ4ci6wcK/w67uroKP3YBYMmSJbhz5w5sbW3RvHlzzJ07N88PuoSEBCEBGhsbw9LSEj4+PgBUty0WZ517e3sjMjISGRkZiIiIgLW1Ndzd3dGoUSNhn/LxD97Y2FgkJyejWrVqedo1LS0tT5t+/F0Acn/QeHl5YdiwYahevTr69++P/fv3l1sCK9PRgyUhFovznU5EACA0zNKlS9G4ceN8yxobG5dJbIV58OCBsDO+ffu20u9r3bo1FixYgPfv3yMiIgKzZs1ClSpV0KBBA0RERKB69eoAUOqkVVS75ic2NhabNm1CcHCwwi/Q9+/fIzs7G/Hx8ZBIJAq/YpUhX4c7duyAlZVVnvkf9lD79euHy5cvY+rUqWjcuDGMjY0hk8nQuXNnpb4k+Q0wAHJPUBfk49FRMplMGAiTXzt+uL0tX74cAQEBOHz4ME6ePIlx48YhKCgIV69ehY2NTZHxloYqR3Up+z2cMmVKnl/icoUN3a9WrRpu3ryJEydO4Pjx4zh+/Di2bt2KQYMGYfv27cJndOzYEd9++22+ddSpU0fp5SlKv3794O3tjYMHD+LkyZNYunQpFi9ejNDQUHTp0gVSqRQdO3bE69evMW3aNLi4uMDIyAhPnz5FQECAWnocrVu3RnZ2Nq5cuSL84AVy9xURERGIjo7GP//8o7DvkMlkqFatGnbt2pVvnR8fTclvmzIwMMCFCxdw7tw5HD16FL/99hv27duHzz77DCdPnixw21GVCpe0iuLk5AQAkEgkwi+ukpAnGDkiwv3799GwYUMAEEb7xMTE4LPPPlMoGxMTI8wHcjeEgIAASCQSTJgwAQsXLoSfnx969+5dZBze3t7IysrCnj178PTpU2EDa9OmjZC06tSpIySvghS0cy6Np0+fQiaTYdy4cRg3blye+Y6Ojhg/fnyxL2qWr8Nq1aoVug7fvHmDM2fOIDAwEN9//70w/eN1BxS8/PIewsej7T7upRQVLxHB0dFRqR2lm5sb3Nzc8N133+Hy5cvw8vLChg0bMH/+fKU/E1DcBmvVqiVMz8rKwsOHD0u1/Zd2e5HHo6OjU+I4dHV10b17d3Tv3h0ymQyjRo3Cxo0bMXv2bDg7O8PJyQlpaWlF1l/QsnzYfh+Ljo6GhYWFwuUM1tbWGDVqFEaNGoWXL1/C3d0dCxYsQJcuXXD79m3cu3cP27dvx6BBg4T3FHZ4sySKs86bN28OXV1dREREICIiQhhB26ZNG2zevFkY0dymTRvhPU5OTjh9+jS8vLxK9SNHS0sL7du3R/v27bFixQosXLgQs2bNwrlz50q1XSr12WVaexnw8PCAk5MTli1bhrS0tDzz5ddDFOXnn39Gamqq8DokJASJiYno0qULAKBp06aoVq0aNmzYgMzMTKHc8ePHERUVha5duwrTVqxYgcuXL2PTpk2YN28ePD09MXLkSKWuZWrRogV0dHSwePFimJmZoX79+gByk9nVq1dx/vx5pXpZRkZGKj9c1qBBAxw8eDDPX/369WFnZ4eDBw9i6NChxa63U6dOkEgkWLhwIbKzs/PMl69D+S+2j3uD+SVJ+c7n4+QkkUhgYWGR5/zHunXrlI63d+/eEIvFCAwMzBMLEQnD71NSUpCTk6Mw383NDVpaWgrbkLI6dOgAXV1d/Pjjjwqf+7///Q/JyckK22BxFdReyqpWrRratm2LjRs3IjExMc/8or6HH16yAOTuBOU/GOVt1a9fP1y5cgUnTpzI8/63b98KbS2/Fu3jZbG2tkbjxo2xfft2hXl37tzByZMn8cUXXwDI7XV//N2pVq0aatSoIcSS37ZIRHmG6JdWcda5vr4+mjVrhj179iAhIUGhp5WRkYEff/wRTk5OsLa2Ft7Tr18/SKVSzJs3L89n5+TkKLU9vH79Os80+VGvkmznxaVxPS0tLS1s2bIFXbp0Qf369TFkyBDUrFkTT58+xblz5yCRSPDrr78WWY+ZmRlat26NIUOG4MWLFwgODoazszOGDx8OAEIiGTJkCHx8fDBgwAC8ePECq1atgoODAyZOnAgg9wTo7NmzERAQgO7duwMAtm3bhsaNG2PUqFHYv39/oXEYGhrCw8MDV69eFa7RAnJ/Hb179w7v3r1TKml5eHhg3759mDRpEpo1awZjY2MhnpKysLCAr69vnunypJHfPGVIJBKsX78e//nPf+Du7o7+/fvD0tISCQkJOHr0KLy8vLBmzRpIJBK0adMGS5YsQXZ2NmrWrImTJ0/i4cOHeer08PAAAMyaNQv9+/eHjo4OunfvDiMjIwwbNgyLFi3CsGHD0LRpU1y4cAH37t1TOl4nJyfMnz8fM2bMQHx8PHx9fWFiYoKHDx/i4MGD+OabbzBlyhScPXsWY8aMQd++fVGnTh3k5ORgx44dEIvF6NOnT7HbydLSEjNmzEBgYCA6d+6MHj16ICYmBuvWrUOzZs3yvUhfWfL2GjduHDp16gSxWIz+/fsXq461a9eidevWcHNzw/Dhw1GrVi28ePECV65cwZMnTwq9RnHYsGF4/fo1PvvsM9jY2ODRo0dYvXo1GjduDFdXVwC554mPHDmCbt26ISAgAB4eHnj37h1u376NkJAQxMfHw8LCAgYGBqhXrx727duHOnXqwMzMDA0aNECDBg2wdOlSdOnSBa1atcLQoUORkZGB1atXw9TUVLiWKzU1FTY2NvDz80OjRo1gbGyM06dP49q1a1i+fDmA3PPYTk5OmDJlCp4+fQqJRIIDBw4UeU64uIq7zr29vbFo0SKYmprCzc0NQG7CrVu3LmJiYhAQEKBQ3sfHByNGjEBQUBBu3ryJzz//HDo6OoiNjcUvv/yCVatWwc/Pr9AYf/jhB1y4cAFdu3aFvb09Xr58iXXr1sHGxkbhusYyU55DFZUZ8v7xcOGChizfuHGDevfuTebm5qSnp0f29vbUr18/OnPmTKExyD9nz549NGPGDKpWrRoZGBhQ165d8x22um/fPmrSpAnp6emRmZkZffXVV/TkyRMiyr1+qVmzZmRjY0Nv375VeJ98SPm+ffuKahaaOnUqAaDFixcrTHd2diYAFBcXl+8yfDjkPS0tjQYOHEhVqlQhAMLw9+K2qzJKO+T9w+Xo1KkTmZqakr6+Pjk5OVFAQAD9+eefQpknT55Qr169qEqVKmRqakp9+/alZ8+e5TvEed68eVSzZk3S0tJSGEacnp5OQ4cOJVNTUzIxMaF+/frRy5cvCxzyXtBQ3gMHDlDr1q3JyMiIjIyMyMXFhUaPHk0xMTFERPTgwQP6+uuvycnJifT19cnMzIzatWtHp0+fLlU7rVmzhlxcXEhHR4eqV69OI0eOFIYwyxVnnRDlbrtjx44lS0tLEolEwveyoKHZRHkvESAiiouLo0GDBpGVlRXp6OhQzZo1qVu3bhQSElLo54eEhNDnn39O1apVI11dXbKzs6MRI0ZQYmKiQrnU1FSaMWMGOTs7k66uLllYWJCnpyctW7ZM4Zqiy5cvk4eHB+nq6uaJ8/Tp0+Tl5UUGBgYkkUioe/fu9PfffwvzMzMzaerUqdSoUSMyMTEhIyMjatSoEa1bt04hlr///ps6dOhAxsbGZGFhQcOHD6dbt24p9T1Sdsi7nDLrnIjo6NGjBIC6dOmiMH3YsGEEgP73v//lG8+mTZvIw8ODDAwMyMTEhNzc3Ojbb7+lZ8+eCWXs7e2pa9eued575swZ6tmzJ9WoUYN0dXWpRo0aNGDAgDyXJpQVEVEhZ+IZY4yxCkTjzmkxxhj7dHHSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNIbGXaf1MZlMhmfPnsHExKRM7grBGGOVAREhNTUVNWrUULgZr6apEEnr6dOnmDZtGo4fP4709HQ4Oztj69ataNq0aZHvffbsGWxtbcshSsYY03yPHz8u8/tgliW1J603b97Ay8sL7dq1w/Hjx2FpaYnY2FiFxyIURv54kcePH0MikZRlqIwxprFSUlJga2ur8EgmTaT2pLV48WLY2tpi69atwrT8bocvl5mZqXB/K/n9AyUSCSctxhgrgqafRlH7gc0jR46gadOm6Nu3L6pVq4YmTZpg8+bNBZYPCgqCqamp8MeHBhlj7NOh9ts4yZ8KPGnSJPTt2xfXrl3D+PHjsWHDBgwePDhP+Y97WvIub3JyMve0GGOsACkpKTA1NdX4faXak5auri6aNm2Ky5cvC9PGjRuHa9euCY+MLkxlWRGMMVaWKsu+Uu2HB62trfM8mt7V1RUJCQlqiogxxlhFpfak5eXllefJovfu3VN4MjBjjDEGVICkNXHiRFy9ehULFy7E/fv3sXv3bmzatAmjR49Wd2iMMcYqGLWf0wKAsLAwzJgxA7GxsXB0dMSkSZOEJwgXRd3HadPT0xEdHV1kuYyMDMTHx8PBwQEGBgaFlnVxcREeIc4YY6qg7n2lqlSIpFUa6l4R169fFx5driqRkZFwd3dXaZ2MsU+buveVqqL2i4s1nYuLCyIjI4ssFxUVBX9/f+zcuROurq5F1skYYywvTlqlZGhoWKxekaurK/eiGGOshNQ+EIMxxhhTFictxhhjGoOTFmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNAYnLcYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGP7m4KAkJQFJS6euJilL8tzQsLAA7u9LXwxhjGoaTVmESEiB1cYU4I111dfr7l7oKqYEhxNFRnLgYY58cTlqFSUqCOCMd47tNxn1z21JVJc3JglfyC8w0rQ6xtm6J63F+9Rirwpbn9v44aTHGPjGctJRw39wWd62cS1+RTb3S18EYY58wtQ/EmDt3LkQikcKfi4uLusNijDFWAVWInlb9+vVx+vRp4bW2doUIizHGWAVTIbKDtrY2rKyslCqbmZmJzMxM4XVKSkpZhQXkvAestOCk+wwQicvuc4rBSfcZYKWVGxtjjH1iKkTSio2NRY0aNaCvr49WrVohKCgIdgUMMggKCkJgYGD5BJaWAIwwxo/YUD6fp4waAEYY58YGT3VHwxhj5UpERKTOAI4fP460tDTUrVsXiYmJCAwMxNOnT3Hnzh2YmJjkKZ9fT8vW1hbJycmQSCSqDe6Py0BPb4zrPgVxpRw9qCpOrx7jx1+XAYcjgOactBhjyklJSYGpqWnZ7CvLkdp7Wl26dBH+37BhQ7Ro0QL29vbYv38/hg4dmqe8np4e9PT0yic4bX3guQxxWTVwlxzL5zOLkiUFnstyY2OMsU+M2kcPfqxKlSqoU6cO7t+/r+5QGGOMVTAVLmmlpaUhLi4O1tbW6g6FMcZYBaP2pDVlyhScP38e8fHxuHz5Mnr16gWxWIwBAwaoOzTGGGMVjNrPaT158gQDBgzAq1evYGlpidatW+Pq1auwtLRUd2gC51ePS12HNCcLackvYKyC2zgxxtinSu2jB0urTEfEqPCGudcBeACIBOBeyrr4hrmMseLi0YOfAju73OSgqkeT+PsDO3cCrq6lqkrMjyZhjH2iOGkVxc5OtQnC1RVwL21fizHGPk1qH4jBGGOMKYuTFmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYPOSdaQypVIqIiAgkJibC2toa3t7eEIsrxsM5GWPlg3taTCOEhobC2dkZ7dq1w8CBA9GuXTs4OzsjNDRU3aExxsoRJy1W4YWGhsLPzw9ubm64cuUKUlNTceXKFbi5ucHPz48TF2OfEL73YDm5fv06PDw8EBkZCXe+I4bSpFIpnJ2d4ebmhkOHDkFL69/fWTKZDL6+vrhz5w5iY2P5UCFjhdCUfWVRuKfFKrSIiAjEx8dj5syZCgkLALS0tDBjxgw8fPgQERERaoqQMVaeOGmxCi0xMREA0KBBg3zny6fLyzHGKjdOWqxCkz/B+s6dO/nOl0/nJ10z9mngIe+llJ6ejujo6CLLRUVFKfxbGBcXFxgaGpY6tsrA29sbDg4OWLhwYb7ntIKCguDo6Ahvb281RskYKy+ctEopOjoaHh4eSpf39/cvsgwP1viXWCzG8uXL4efnB19fX8yYMQMNGjTAnTt3EBQUhLCwMISEhPAgDMY+EZy0SsnFxQWRkZFFlsvIyEB8fDwcHBxgYGBQZJ3sX71790ZISAgmT54MT09PYbqjoyNCQkLQu3dvNUbHGCtPPOSdaQy+IwZjJVdZ9pXc02IVhjLnB3V0dCCTyaCjo4Nbt24VWSefH2SscuGkxSqM4p4fVAafH2SscuGkxSoMZc4PRkVFwd/fHzt37oSrq6tSdTLGKg9OWqzCMDQ0VLpX5Orqyj0oxj5BFe7i4kWLFkEkEmHChAnqDoUxxlgFU6GS1rVr17Bx40Y0bNhQ3aEwxhirgCpM0kpLS8NXX32FzZs3o2rVquoOhzHGWAVUYZLW6NGj0bVrV3To0KHQcpmZmUhJSVH4Y4wx9mmoEAMx9u7di+vXr+PatWtFlg0KCkJgYGA5RMUYY6yiUXtP6/Hjxxg/fjx27doFfX39IsvPmDEDycnJwt/jx4/LIUrGGGMVgdp7WpGRkXj58qXC8GWpVIoLFy5gzZo1yMzMVLhVj56eHvT09NQRKmOMMTVTe9Jq3749bt++rTBtyJAhcHFxwbRp0/jecowxxgRqT1omJiZ5nkprZGQEc3PzAp9Wyxhj7NOk9nNajDHGmLLU3tPKT3h4uLpDYIwxVgFxT4sxxpjG4KTFGGNMY3DSYowxpjEq5DktVkklJABJSaWrIypK8d/SsrAA7OxUUxdjrMxx0mLlIyEBUhdXiDPSVVOfv79KqpEaGEIcHcWJizENwUmLlY+kJIgz0jG+22TcN7ctcTXSnCx4Jb/ATNPqEGvrliok51ePsSpseW7vj5MWYxqBkxYrV/fNbXHXyrl0ldjUU00wjDGNwwMxGGOMaQxOWowxxjRGiZLW48eP8eTJE+H1H3/8gQkTJmDTpk0qC4wxxhj7WImS1sCBA3Hu3DkAwPPnz9GxY0f88ccfmDVrFn744QeVBsgYY4zJlShp3blzB82bNwcA7N+/Hw0aNMDly5exa9cubNu2TZXxMcYYY4ISjR7Mzs4WHsR4+vRp9OjRAwDg4uKCxMRE1UXHKo+c94CVFpx0nwGiivGMNCfdZ4CVVm5sjDGNUKKkVb9+fWzYsAFdu3bFqVOnMG/ePADAs2fPYG5urtIAWSWRlgCMMMaP2KDuSP5VA8AI49zY4KnuaBhjSihR0lq8eDF69eqFpUuXYvDgwWjUqBEA4MiRI8JhQ8YUGNsBG9MwrvsUxJXi4mJVcnr1GD/+ugz4gi8sZkxTlChptW3bFklJSUhJSUHVqlWF6d988w0MDQ1VFhyrRLT1gecyxGXVwF1yVHc0ubKkwHNZbmyMMY1Q4uu0iAiRkZHYuHEjUlNTAQC6urqctBhjjJWZEvW0Hj16hM6dOyMhIQGZmZno2LEjTExMsHjxYmRmZmLDhgp03oIxxlilUaKe1vjx49G0aVO8efMGBgYGwvRevXrhzJkzKguOMcYY+1CJeloRERG4fPkydHUV77Lt4OCAp0+fqiQwVjk5v3pcqvdLc7KQlvwCxiq6yztjTLOUKGnJZDJIpdI80588eQITE5NSB8UqIQsLSA0Mcx8FUgrXAXgAiATgroKwpAaGEFtYqKAmxlh5KFHS+vzzzxEcHCzca1AkEiEtLQ1z5szBF198odIAWSVhZ5f7sEVVPLnY3x/YuRNwdS11WGJ+cjFjGqVESWv58uXo1KkT6tWrh/fv32PgwIGIjY2FhYUF9uzZo+oYWWVhZ6e6BOHqCriroq/FGNMkJRqIYWNjg1u3bmHmzJmYOHEimjRpgkWLFuHGjRuoVq1asepav349GjZsCIlEAolEglatWuH48eMlCYsxxlglV+InF2tra8Pf37/UAdjY2GDRokWoXbs2iAjbt29Hz549cePGDdSvX7/U9TPGGKs8SpS0fv7550LnDxo0SOm6unfvrvB6wYIFWL9+Pa5evcpJizHGmIISJa3x48crvM7OzkZ6erpwR4ziJK0PSaVS/PLLL3j37h1atWqVb5nMzExkZmYKr1NSUkr0WYwxxjRPic5pvXnzRuEvLS0NMTExaN26dYkGYty+fRvGxsbQ09PDf//7Xxw8eBD16tXLt2xQUBBMTU2FP1vbinHzVcYYY2WvxPce/Fjt2rWxaNGiPL0wZdStWxc3b97E77//jpEjR2Lw4MH4+++/8y07Y8YMJCcnC3+PH/MFoowx9qko8UCMfCvT1sazZ8+K/T5dXV04OzsDADw8PHDt2jWsWrUKGzduzFNWT09PeAAlq1zS09MRHR1daJmoqCiFf4vi4uLCN3FmrBIpUdI6cuSIwmsiQmJiItasWQMvL69SByWTyRTOW7FPQ3R0NDw8PJQqq+zI1cjISLjz9VyMVRolSlq+vr4Kr0UiESwtLfHZZ59h+fLi3aZnxowZ6NKlC+zs7JCamordu3cjPDwcJ06cKEloTIO5uLggMjKy0DIZGRmIj4+Hg4ODws2aC6uTMVZ5lPjeg6ry8uVLDBo0CImJiTA1NUXDhg1x4sQJdOzYUWWfwTSDoaGhUr0iVfTmGWOaSaXntErif//7n7pDYIwxpiGUTlqTJk1SutIVK1aUKBjGGGOsMEonrRs3bihVTiQSlTgYxhhjrDBKJ61z586VZRyMMcZYkVR2cTFjjDFW1ko8EOPPP//E/v37kZCQgKysLIV5oaGhpQ6MMcYY+1iJelp79+6Fp6cnoqKicPDgQWRnZ+Pu3bs4e/YsTE1NVR0jY4wxBqCESWvhwoVYuXIlfv31V+jq6mLVqlWIjo5Gv379YMePLmeMMVZGSpS04uLi0LVrVwC59w189+4dRCIRJk6ciE2bNqk0QMYYY0yuREmratWqSE1NBQDUrFkTd+7cAQC8ffsW6enpqouOMcYY+0CxkpY8ObVp0wanTp0CAPTt2xfjx4/H8OHDMWDAALRv3171UTLGGGMo5ujBhg0bolmzZvD19UXfvn0BALNmzYKOjg4uX76MPn364LvvviuTQBljjDEREZGyhSMiIrB161aEhIRAJpOhT58+GDZsGLy9vcsyxkKlpKTA1NQUycnJkEgkaouDMcYqssqyryzW4UFvb2/89NNPSExMxOrVqxEfHw8fHx/UqVMHixcvxvPnz8sqTsYglUoRHh6OPXv2IDw8HFKpVN0hMcbKWYkGYhgZGWHIkCE4f/487t27h759+2Lt2rWws7NDjx49VB0jYwgNDYWzszPatWuHgQMHol27dnB2duYL2Rn7xJT6Nk7Ozs6YOXMmvvvuO5iYmODo0aOqiIsxQWhoKPz8/ODm5oYrV64gNTUVV65cgZubG/z8/DhxMfYJKdY5rY9duHABP/30Ew4cOAAtLS3069cPQ4cORcuWLVUZY6Eqy3Falj+pVApnZ2e4ubnh0KFD0NL693eWTCaDr68v7ty5g9jYWIjFYjVGyljFVln2lcW+9+CzZ8+wbds2bNu2Dffv34enpyd+/PFH9OvXD0ZGRmURI/uERUREID4+Hnv27FFIWACgpaWFGTNmwNPTExEREWjbtq16gmSMlZtiJa0uXbrg9OnTsLCwwKBBg/D111+jbt26ZRUbY0hMTAQANGjQIN/58unycoyxyq1YSUtHRwchISHo1q0bH4ph5cLa2hpA7oXt+R12ll/wLi/HGKvcSnVOqyKoLMdpWf74nBZjqlFZ9pX8EEhWoYnFYixfvhxhYWHw9fVVGD3o6+uLsLAwLFu2jBMWY5+IEj8EkrHy0rt3b4SEhGDy5Mnw9PQUpjs6OiIkJAS9e/dWY3SMsfLEhweZxpBKpYiIiEBiYiKsra3h7e3NPSzGlFRZ9pVq72kFBQUhNDQU0dHRMDAwgKenJxYvXsyjElkeYrGYh7Uz9olT+zmt8+fPY/To0bh69SpOnTqF7OxsfP7553j37p26Q2OMMVbBVLjDg//88w+qVauG8+fPo02bNkWWryxdXsbKU1ZWFtatW4e4uDg4OTlh1KhR0NXVVXdYrAxVln2l2g8Pfiw5ORkAYGZmlu/8zMxMZGZmCq9TUlLKJS7GKotvv/0WK1euRE5OjjBt6tSpmDhxIpYsWaLGyBgrmtoPD35IJpNhwoQJ8PLyKvAOCEFBQTA1NRX+bG1tyzlKxjTXt99+i6VLl8Lc3BybN29GYmIiNm/eDHNzcyxduhTffvutukNkrFAV6vDgyJEjcfz4cVy8eBE2Njb5lsmvp2Vra6vxXV7GylpWVhaMjIxgbm6OJ0+eQFv73wMtOTk5sLGxwatXr/Du3Ts+VFgJVZbDgxWmpzVmzBiEhYXh3LlzBSYsANDT04NEIlH4Y4wVbd26dcjJycH8+fMVEhYAaGtr44cffkBOTg7WrVunpggZK5raz2kREcaOHYuDBw8iPDwcjo6O6g6JsUopLi4OANCtW7d858uny8sxVhGpvac1evRo7Ny5E7t374aJiQmeP3+O58+fIyMjQ92hMVapODk5AQDCwsLynS+fLi/HWEWk9nNaIpEo3+lbt25FQEBAke+vLMdpGStrfE7r01ZZ9pVq72kRUb5/yiQsxpjydHV1MXHiRLx48QI2NjbYtGkTnj17hk2bNsHGxgYvXrzAxIkTOWGxCk3t57QYY+VHfh3WypUrMWLECGG6trY2pk6dytdpsQpP7YcHS6uydHkZK098R4xPT2XZV3JPi7FKJj09HdHR0UWWa9asGSwtLeHg4CA8AbogLi4uMDQ0VFWIjJUYJy3GKpno6Gh4eHiotM7IyEi4u7urtE7GSoKTFmOVjIuLCyIjI4ssFxUVBX9/f+zcuROurq5F1slYRcBJi7FKxtDQsFi9IldXV+5FMY3BSYsxTZOQACQllb6eqCjFf0vDwgKwsyt9PYwVgZMWY5okIQFSF1eIM9JVV6e/f6mrkBoYQhwdxYmLlTlOWoxpkqQkiDPSMb7bZNw3L91jeaQ5WfBKfoGZptUh1i75cHfnV4+xKmx5bu+PkxYrY5y0GNMkOe8BKy2QtRgwF5eqKjEMYGrrUOqQSFcMWGnlxsZYGeOkxZgmSUsARhjjR2xQdyT/qgFghHFubPBUdzSskuOkxZgmMbYDNqZhXPcpiCvl4UFVcXr1GD/+ugz4gg8NsrLHSYsxTaKtDzyXQZQoBbKkpapKmpOFtOQXMC7lOS3RKynwXJYbG2NljJMWY5rEwgJSA8PcgQ+ldB2AB4BIAKW9SktqYAixhUWpY2KsKJy0GNMkdna5Q8tVdZ2Wvz+wcydQxB0xiiLm67RYOeGkxZimsbNTbYJwdQX4jhhMQ6j9IZCMMcaYsjhpMcYY0xictBhjjGkMPqfFWCWjzEMgpVIpDh06BAA4cOAApFIpxOKC77DBD4FkFYWIiEjdQZRGZXmENGOqcv36dX4IJMujsuwruafFWCVT2EMgz549i2+//Rbe3t4YOHAgtLW1kZOTg927dyMiIgJLlizBZ599lm+djFUE3NNi7BMhlUrh7OwMNzc3HDhwAJcuXUJiYiKsra3h5eWFPn364M6dO4iNjS30UCHTTJVlX8kDMRj7RERERCA+Ph6enp6oU6cO2rVrh4EDB6Jdu3aoU6cOWrVqhYcPHyIiIkLdoTJWILUnrQsXLqB79+6oUaMGRCKRcHKYMaZaiYmJAICZM2fCzc0NV65cQWpqKq5cuQI3NzfMmjVLoRxjFZHak9a7d+/QqFEjrF27Vt2hMFapVatWDQDg5eWFQ4cOoWXLljA2NkbLli1x6NAheHl5KZRjrCJS+0CMLl26oEuXLkqXz8zMRGZmpvA6JSWlLMJi7JOj4ae32SdC7T2t4goKCoKpqanwZ2tbMZ4pxFhF9/LlSwDAxYsX4evrq3B40NfXF5cuXVIox1hFpHFJa8aMGUhOThb+Hj9+rO6QGNMI1tbWAHJ/+N2+fRuenp6QSCTw9PTEnTt3sHDhQoVyjFVEaj88WFx6enrQ09NTdxiMaRxvb284ODjg8uXLuHfvXr5D3h0dHeHt7a3uUBkrkMb1tBhjJSMWi7F8+XKEhYWhT58+0NPTQ7du3aCnp4c+ffogLCwMy5Yt42u0WIWmcT0txljJ9e7dGyEhIZg8eTI8PT2F6Y6OjggJCUHv3r3VGB1jRVN70kpLS8P9+/eF1w8fPsTNmzdhZmYGO34SKmMq17t3b/Ts2RMRERHC4UFvb2/uYTGNoPbbOIWHh6Ndu3Z5pg8ePBjbtm0r8v2V5dYkjDFWlirLvlLtPa22bdvy9SGMMcaUwgMxGGOMaQy197QYY0xTSaVSPjdYzrinxRhjJRAaGgpnZ2eFu+U7OzsjNDRU3aFVapy0GGOsmEJDQ+Hn55fv3fL9/Pw4cZUhtY8eLK3KMiKGMaYZNPVhmpVlX8k9LcYYKwZ+mKZ6cdJijLFikD8kc8aMGfkeHpw5c6ZCOaZaPHqQMcaKQf6QzNatW+PQoUPQ0sr97S9/mGabNm1w6dIlfphmGeGeFmOMqZBIJFJ3CJUaJy3GGCsG+UMyL126xA/TVANOWowxVgzyh2QuXLgw34dpLliwQKEcUy0+p8UYY8XAD9NUL05ajDFWgPT0dERHR+eZPnr0aHz77bfo0KEDBg4cCLFYjJiYGMyZMwcRERFYsmQJbt26lW+dLi4uMDQ0LOvQKy2+uJgxxgpw/fp1eHh4qLTOyMhIuLu7q7ROZVSWfSX3tBhjrAAuLi6IjIwscL5UKsWhQ4ewcOFCzJw5E76+vkXeBcPFxUXVYX5SOGkxxj5dCQlAUlKBsw0BFNonEoshrlcPCwH0qVcP7srctimfw40KLCwAfmp7gThpMcY+TQkJkLq4QpyRrpr6/P1VUo3UwBDi6ChOXAXgpMUY+zQlJUGckY7x3SbjvrltiauR5mTBK/kFZppWh1hbt1QhOb96jFVhy3N7f5y08sVJizH2acp5D1hpwcYgCaRb8ruxy8TZSDd4DUM9GbTEOqUKycYgCbDSyo2N5YuTFmPs06SdAowwxlQcVHck/6oBoJ5xbmwsX5y0GGOfpgZtAOwD3r4tVTVRDx/iq+++w6758+Hq6Fj6uKpU+f/YWH44aTHGPk26hoB751JXk3H9Om48n4mMJp0ANVx/9anhpMUYYwUo6I4YH4qKilL4tyh8R4zSqTBJa+3atVi6dCmeP3+ORo0aYfXq1WjevLm6w2KMfcKio6OVviOGv5JD3tV1R4zKokIkrX379mHSpEnYsGEDWrRogeDgYHTq1AkxMTH8IDXGmNoUdUcMAMjIyEB8fDwcHBxgYGCgVJ2s5CrEvQdbtGiBZs2aYc2aNQAAmUwGW1tbjB07FtOnT1com5mZiczMTOF1SkoKbG1tNf5+WowxVpYqy70H1f48raysLERGRqJDhw7CNC0tLXTo0AFXrlzJUz4oKAimpqbCn61tyS8KZIwxplnUnrSSkpIglUpRvXp1henVq1fH8+fP85SfMWMGkpOThb/Hjx+XV6iMMcbUrEKc0yoOPT096OnpqTsMxhhjaqD2npaFhQXEYjFevHihMP3FixewsrJSU1SMMcYqIrUnLV1dXXh4eODMmTPCNJlMhjNnzqBVq1ZqjIwxxlhFUyEOD06aNAmDBw9G06ZN0bx5cwQHB+Pdu3cYMmSIukNjjDFWgVSIpPXll1/in3/+wffff4/nz5+jcePG+O233/IMzsiPfMR+SgrfYJIxxgoi30dWgKucSqVCXKdVGk+ePOFh74wxpqTHjx/DxsZG3WGUmMYnLZlMhmfPnsHExAQikUjd4RRIfhH048ePNfrCPnXjdlQdbkvV0JR2JCKkpqaiRo0a0NJS+3CGEqsQhwdLQ0tLS6N+NUgkkgq9YWsKbkfV4bZUDU1oR1NTU3WHUGqam24ZY4x9cjhpMcYY0xictMqJnp4e5syZw3fzKCVuR9XhtlQNbsfypfEDMRhjjH06uKfFGGNMY3DSYowxpjE4aTHGGNMYnLRKKSAgAL6+vkqVbdu2LSZMmFCm8SgrPDwcIpEIb9++VXco+SpOuxbHtm3bUKVKlULLzJ07F40bNy60THx8PEQiEW7evKmy2FShOOtVmbYoTw4ODggODlZ3GHmU5XdFJBLh0KFDBc5XdjurSPuWssZJ6xPwKW3QRfnyyy9x7969Yr2nrBJoYSpaQlEldS1bRWzTxMREdOnSRenyFf3HZnnQ+DtiMFYcBgYGMDAwUHcYjAEAPzOwBDS+pxUSEgI3NzcYGBjA3NwcHTp0wLt37wAAW7ZsgaurK/T19eHi4oJ169YJ75N3u/fu3QtPT0/o6+ujQYMGOH/+vFBGKpVi6NChcHR0hIGBAerWrYtVq1apLPbMzExMmTIFNWvWhJGREVq0aIHw8HBhvvyX4YkTJ+Dq6gpjY2N07twZiYmJQpmcnByMGzcOVapUgbm5OaZNm4bBgwcLPYOAgACcP38eq1atgkgkgkgkQnx8vPD+yMhING3aFIaGhvD09ERMTIxGtWtYWBiqVKkCqVQKALh58yZEIhGmT58ulBk2bBj8/f0V2vRDixYtQvXq1WFiYoKhQ4fi/fv3wry5c+di+/btOHz4sNB+H66jBw8eoF27djA0NESjRo1w5coVALm92zFjxmDMmDEwNTWFhYUFZs+eLdxhu7B1Hx4ejiFDhiA5OVn4zLlz5wIAduzYgaZNm8LExARWVlYYOHAgXr58WaK2y8/hw4fh7u4OfX191KpVC4GBgcjJyRHmi0QibNmyBb169YKhoSFq166NI0eOKNRx5MgR1K5dG/r6+mjXrh22b98u9A4KWzYASE9Px9dffw0TExPY2dlh06ZNwryK3qZEBEtLS4SEhAjTGjduDGtra+H1xYsXoaenh/T0dKE9Pzw8+Mcff6BJkybQ19dH06ZNcePGDWFefHw82rVrBwCoWrUqRCIRAgIChPkymQzffvstzMzMYGVlpdCulQppsGfPnpG2tjatWLGCHj58SH/99RetXbuWUlNTaefOnWRtbU0HDhygBw8e0IEDB8jMzIy2bdtGREQPHz4kAGRjY0MhISH0999/07Bhw8jExISSkpKIiCgrK4u+//57unbtGj148IB27txJhoaGtG/fPiGGwYMHU8+ePZWK18fHh8aPHy+8HjZsGHl6etKFCxfo/v37tHTpUtLT06N79+4REdHWrVtJR0eHOnToQNeuXaPIyEhydXWlgQMHCnXMnz+fzMzMKDQ0lKKioui///0vSSQSIaa3b99Sq1ataPjw4ZSYmEiJiYmUk5ND586dIwDUokULCg8Pp7t375K3tzd5enpqVLu+ffuWtLS06Nq1a0REFBwcTBYWFtSiRQuhjLOzM23evFloU1NTU2Hevn37SE9Pj7Zs2ULR0dE0a9YsMjExoUaNGhERUWpqKvXr1486d+4stF9mZqawnC4uLhQWFkYxMTHk5+dH9vb2lJ2dTT4+PmRsbEzjx4+n6OhoYRk3bdpU5LrPzMyk4OBgkkgkwmempqYSEdH//vc/OnbsGMXFxdGVK1eoVatW1KVLF2F55Ov1zZs3Rbbdx21x4cIFkkgktG3bNoqLi6OTJ0+Sg4MDzZ07VygjX7e7d++m2NhYGjduHBkbG9OrV6+IiOjBgweko6NDU6ZMoejoaNqzZw/VrFlTiKmwZbO3tyczMzNau3YtxcbGUlBQEGlpaVF0dDQRkUa0ae/evWn06NFERPT69WvS1dUlU1NTioqKIqLc76uXl5dCex48eJCIcrc1S0tLGjhwIN25c4d+/fVXqlWrFgGgGzduUE5ODh04cIAAUExMDCUmJtLbt2+FtpFIJDR37ly6d+8ebd++nUQiEZ08ebLImDWNRietyMhIAkDx8fF55jk5OdHu3bsVps2bN49atWpFRP/uXBctWiTMz87OJhsbG1q8eHGBnzl69Gjq06eP8LqkSevRo0ckFovp6dOnCmXat29PM2bMIKLcnQoAun//vjB/7dq1VL16deF19erVaenSpcLrnJwcsrOzU4jp42RJ9O8X8fTp08K0o0ePEgC6fPmyRrWru7u70Aa+vr60YMEC0tXVpdTUVHry5AkBUPgh8OGOulWrVjRq1CiF+lq0aCEkrYJikS/nli1bhGl3794lABQVFUU+Pj7k6upKMplMmD9t2jRydXVVet1/GGdBrl27RgCEHXBpklb79u1p4cKFCmV27NhB1tbWwmsA9N133wmv09LSCAAdP35cWMYGDRoo1DFr1iyFmApaNnt7e/L39xdey2QyqlatGq1fv56ISCPa9Mcff6T69esTEdGhQ4eoRYsW1LNnT2EZOnToQDNnzhTKf5i0Nm7cSObm5pSRkSHMX79+vZC0CovFx8eHWrdurTCtWbNmNG3atCJj1jQafXiwUaNGaN++Pdzc3NC3b19s3rwZb968wbt37xAXF4ehQ4fC2NhY+Js/fz7i4uIU6mjVqpXwf21tbTRt2hRRUVHCtLVr18LDwwOWlpYwNjbGpk2bkJCQUOrYb9++DalUijp16ijEeP78eYUYDQ0N4eTkJLy2trYWDl0kJyfjxYsXaN68uTBfLBbDw8ND6TgaNmyoUDeQe5xdk9rVx8cH4eHhICJERESgd+/ecHV1xcWLF3H+/HnUqFEDtWvXzve9UVFRaNGiRYGxFyW/9pOvn5YtWyo8LqdVq1aIjY1Vet3nJzIyEt27d4ednR1MTEzg4+MDACrZJm/duoUffvhBIabhw4cjMTFROJz18TIbGRlBIpEIyxwTE4NmzZop1Pvh9lmUD+sWiUSwsrJSOFRX0dvUx8cHf//9N/755x+cP38ebdu2Rdu2bREeHo7s7GxcvnwZbdu2zfe9UVFRaNiwIfT19RWWT1kfth2guK+oTDR6IIZYLMapU6dw+fJlnDx5EqtXr8asWbPw66+/AgA2b96cZ4ckFouVrn/v3r2YMmUKli9fjlatWsHExARLly7F77//XurY09LSIBaLERkZmScmY2Nj4f86OjoK80QikUqfPPph/fKdgUgk0qh2bdu2LX766SfcunULOjo6cHFxEXYUb968EXZCZSG/9pPJZIW+R9l1/7F3796hU6dO6NSpE3bt2gVLS0skJCSgU6dOyMrKKsVS/BtXYGAgevfunWfehzvS/LbJopZZWSWtu6K0qZubG8zMzHD+/HmcP38eCxYsgJWVFRYvXoxr164hOzsbnp6exa5XGWW5XioSjU5aQO6K8fLygpeXF77//nvY29vj0qVLqFGjBh48eICvvvqq0PdfvXoVbdq0AZA7qCEyMhJjxowBAFy6dAmenp4YNWqUUL6oX23KatKkCaRSKV6+fAlvb+8S1WFqaorq1avj2rVrwjJIpVJcv35d4TojXV1dYaCCsjSpXb29vZGamoqVK1cKCapt27ZYtGgR3rx5g8mTJxf4XldXV/z+++8YNGiQQuwfKkn7AciThK9evYratWsrte7z+8zo6Gi8evUKixYtEp7W/eeffxY7roK4u7sjJiYGzs7OJa6jbt26OHbsmMK0a9euKbwuaXsCFb9NRSIRvL29cfjwYdy9exetW7eGoaEhMjMzsXHjRjRt2hRGRkb5vtfV1RU7duzA+/fvhR8J+W2LAErcfpWBRh8e/P3337Fw4UL8+eefSEhIQGhoKP755x+4uroiMDAQQUFB+PHHH3Hv3j3cvn0bW7duxYoVKxTqWLt2LQ4ePIjo6GiMHj0ab968wddffw0AqF27Nv7880+cOHEC9+7dw+zZs/N8AUuqTp06+OqrrzBo0CCEhobi4cOH+OOPPxAUFISjR48qXc/YsWMRFBSEw4cPIyYmBuPHj8ebN28UDqE4ODjg999/R3x8PJKSkor89XXjxg2NateqVauiYcOG2LVrl3DopU2bNrh+/Tru3btXaE9r/Pjx+Omnn7B161bcu3cPc+bMwd27dxXKODg44K+//kJMTAySkpKQnZ2tVFwJCQmYNGkSYmJisGfPHqxevRrjx49Xat07ODggLS0NZ86cQVJSEtLT02FnZwddXV2sXr0aDx48wJEjRzBv3rySNVo+vv/+e/z8888IDAzE3bt3ERUVhb179+K7775Tuo4RI0YgOjoa06ZNw71797B//35s27YNwL890fyWTVma0KZt27bFnj170LhxYxgbG0NLSwtt2rTBrl27Ct0WBw4cCJFIhOHDh+Pvv//GsWPHsGzZMoUy9vb2EIlECAsLwz///IO0tLRSxaqR1H1SrTT+/vtv6tSpE1laWpKenh7VqVOHVq9eLczftWsXNW7cmHR1dalq1arUpk0bCg0NJaJ/T6Tv3r2bmjdvTrq6ulSvXj06e/as8P73799TQEAAmZqaUpUqVWjkyJE0ffr0Ik/SF+TjARHyUXQODg6ko6ND1tbW1KtXL/rrr7+IKP8TxwcPHqQPV1t2djaNGTOGJBIJVa1alaZNm0Z9+/al/v37C2ViYmKoZcuWZGBgQADo4cOH+Z7QvXHjBgGgU6dOaVS7EhGNHz9eGAQh16hRI7KyslIol1+bLliwgCwsLMjY2JgGDx5M3377rUIsL1++pI4dO5KxsTEBoHPnzgnLKT9BTkT05s0bYb6Pjw+NGjVKGM1ZtWpVmjlzpjCIoKh1T0T03//+l8zNzQkAzZkzh4iIdu/eTQ4ODqSnp0etWrWiI0eOKHWiPj/5tcVvv/1Gnp6eZGBgQBKJhJo3by6MziNSHDggZ2pqSlu3bhVeHz58mJydnUlPT4/atm0rDCb4cIBBfstmb29PK1euVKi7UaNGwnxNaFOif79HHw6CWLlyJQGg3377TaHsx+155coVatSoEenq6lLjxo2F0YIfbmc//PADWVlZkUgkosGDBwtt8/Fgq549ewrzK5NP9tEk8fHxcHR0xI0bN4q8ZY8mkclkcHV1Rb9+/VT6K1xZlbVdi6tt27Zo3LhxhbwtUXlbsGABNmzYgMePH5eqHm5TBlSCc1qfukePHuHkyZPw8fFBZmYm1qxZg4cPH2LgwIHqDo19otatW4dmzZrB3Nwcly5dwtKlS4XzmYyVlkaf06pIEhISFIbafvyniiHJ+dHS0sK2bdvQrFkzeHl54fbt2zh9+jRcXV3L5PPKm7ratTLo0qVLge22cOHCMvvc2NhY9OzZE/Xq1cO8efMwefLkSnN3BnW1KfvXJ3t4UNVycnIUbo/0MQcHB2hrc8e2uLhdS+7p06fIyMjId56ZmRnMzMzKOSLNx22qfpy0GGOMaQw+PMgYY0xjcNJijDGmMThpMcYY0xictBhjjGkMTlqMIfd+iG5ubtDR0REeoFlZRUdHo2XLltDX10fjxo2FB3fevHlT3aExViROWp+4gIAA4UmuH/7dv39fJfXn96TgimjSpElo3LgxHj58KNwrT5XCw8OFp/eq25w5c2BkZISYmBicOXNG3eEwViyctBg6d+6MxMREhT9HR0d1h5WHsjeqLYm4uDh89tlnsLGx0YgkWxpxcXFo3bo17O3tYW5uru5w8qWKR62wyomTFoOenh6srKwU/uTPJDp8+DDc3d2hr6+PWrVqITAwEDk5OcJ7V6xYATc3NxgZGcHW1hajRo0S7jwdHh6OIUOGIDk5WejBye+MIBKJcOjQIYU4qlSpIvRy5Ies9u3bBx8fH+jr62PXrl0AgC1btsDV1RX6+vpwcXHBunXrCl2+zMxMjBs3DtWqVYO+vj5at24t3FVe/jmvXr3C119/DZFIVGBPa926dahduzb09fVRvXp1+Pn5CfNkMhmCgoLg6OgIAwMDNGrUCCEhIcJntGvXDkDuHelFIhECAgKKjA0A3rx5g6+++gqWlpYwMDBA7dq1sXXrVmH+tGnTUKdOHRgaGqJWrVqYPXt2ocldJBIhMjISP/zwg8L6+Nj58+fRvHlz6OnpwdraGtOnTxfWe1hYGKpUqSI8HuPmzZsQiUSYPn268P5hw4bB399feH3x4kV4e3vDwMAAtra2GDduHN69eyfMd3BwwLx58zBo0CBIJBJ88803yMrKwpgxY2BtbQ19fX3Y29sjKCiowGVjnwh13q2XqV9hd1O/cOECSSQS2rZtG8XFxdHJkyfJwcGB5s6dK5RZuXIlnT17lh4+fEhnzpyhunXr0siRI4mIKDMzk4KDg0kikVBiYiIlJiYKjzBHEXcLl99F3cHBgQ4cOEAPHjygZ8+e0c6dO8na2lqYduDAATIzM6Nt27YVuIzjxo2jGjVq0LFjx+ju3bs0ePBgqlq1Kr169YpycnIoMTGRJBIJBQcHU2JiIqWnp+ep49q1ayQWi2n37t0UHx9P169fp1WrVgnz58+fTy4uLvTbb79RXFwcbd26lfT09Cg8PJxycnKEu3XHxMRQYmIivX37tsjYiIhGjx5NjRs3pmvXrtHDhw/p1KlTdOTIEeFz582bR5cuXaKHDx/SkSNHqHr16rR48eIC2yIxMZHq169PkydPFtbHx3esf/LkCRkaGtKoUaMoKiqKDh48SBYWFsJd0d++fUtaWlp07do1IiIKDg4mCwsLatGihfA5zs7OtHnzZiIiun//PhkZGdHKlSvp3r17dOnSJWrSpAkFBAQI5e3t7UkikdCyZcvo/v37dP/+fVq6dCnZ2trShQsXKD4+niIiImj37t0FLhv7NHDS+sQNHjyYxGIxGRkZCX9+fn5ERNS+fXtauHChQvkdO3aQtbV1gfX98ssvZG5uLrzO7/EXRMonreDgYIUyTk5OeXZc8+bNo1atWuUbT1paGuno6NCuXbuEaVlZWVSjRg1asmRJvp+dnwMHDpBEIqGUlJQ8896/f0+GhoZ0+fJlhelDhw6lAQMGEFH+j7dQJrbu3bvTkCFDCozrY0uXLiUPD49Cy3z4uA8iypO0Zs6cSXXr1hUe+UFEtHbtWjI2NiapVEpERO7u7rR06VIiIvL19aUFCxaQrq4upaam0pMnTwgA3bt3T2iHb775RiGGiIgI0tLSEh5XYm9vT76+vgplxo4dS5999plCHIzxTdsY2rVrh/Xr1wuv5U9WvXXrFi5duoQFCxYI86RSKd6/f4/09HQYGhri9OnTCAoKQnR0NFJSUpCTk6Mwv7SaNm0q/P/du3eIi4vD0KFDMXz4cGF6Tk4OTE1N831/XFwcsrOz4eXlJUzT0dFB8+bNERUVpXQcHTt2hL29PWrVqoXOnTujc+fO6NWrFwwNDXH//n2kp6ejY8eOCu/JyspCkyZNCqxTmdhGjhyJPn364Pr16/j888/h6+ur8Lj2ffv24ccff0RcXBzS0tKQk5MDiUSi9HLlJyoqCq1atVJ4kKiXlxfS0tLw5MkT2NnZwcfHB+Hh4Zg8eTIiIiIQFBSE/fv34+LFi3j9+jVq1KiB2rVrA8jdjv766y/h8C4AEBFkMhkePnwo3Nz5w3UN5A4S6tixI+rWrYvOnTujW7du+Pzzz0u1bEzzcdJiMDIyyvcR62lpaQgMDETv3r3zzNPX10d8fDy6deuGkSNHYsGCBTAzM8PFixcxdOhQZGVlFZq0RCIR6KPbXuZ3LubDR5PLz5Vt3rwZLVq0UCgnPwdXVkxMTHD9+nWEh4fj5MmT+P777zF37lxcu3ZNiOvo0aOoWbOmwvv09PRK9bldunTBo0ePcOzYMZw6dQrt27fH6NGjsWzZMly5cgVfffUVAgMD0alTJ5iammLv3r1Yvnx5qT5TGW3btsVPP/2EW7duQUdHBy4uLmjbti3Cw8Px5s0bhSf0pqWlYcSIERg3blyeeuzs7IT/f/wYend3dzx8+BDHjx/H6dOn0a9fP3To0EE4V8g+TZy0WIHc3d0RExOTb0IDgMjISMhkMixfvhxaWrljevbv369QRldXVzhh/yFLS0skJiYKr2NjY4t87Hr16tVRo0YNPHjwAF999ZVSy+Dk5ARdXV1cunQJ9vb2AHKT47Vr1zBhwgSl6pDT1tZGhw4d0KFDB8yZMwdVqlTB2bNn0bFjR+jp6SEhIaHAx6nr6uoCgEJbKBubpaUlBg8ejMGDB8Pb2xtTp07FsmXLcPnyZdjb22PWrFlC2UePHhVrmfLj6uqKAwcOgIiE3talS5dgYmICGxsbAIC3tzdSU1OxcuVKYZnbtm2LRYsW4c2bN5g8ebJQn7u7O/7+++8Ct6PCSCQSfPnll/jyyy/h5+eHzp074/Xr13w39U8YJy1WoO+//x7dunWDnZ0d/Pz8oKWlhVu3buHOnTuYP38+nJ2dkZ2djdWrV6N79+64dOkSNmzYoFCHg4MD0tLScObMGTRq1AiGhoYwNDTEZ599hjVr1qBVq1aQSqWYNm0adHR0iowpMDAQ48aNg6mpKTp37ozMzEz8+eefePPmDSZNmpSnvJGREUaOHImpU6fCzMwMdnZ2WLJkCdLT0zF06FCl2yIsLAwPHjxAmzZtULVqVRw7dgwymQx169aFiYkJpkyZgokTJ0Imk6F169ZITk7GpUuXIJFIMHjwYNjb20MkEiEsLAxffPEFDAwMYGxsXGRs33//PTw8PFC/fn1kZmYiLCxMOJxWu3ZtJCQkYO/evWjWrBmOHj2KgwcPKr1MBRk1ahSCg4MxduxYjBkzBjExMZgzZw4mTZok/DipWrUqGjZsiF27dmHNmjUAgDZt2qBfv37Izs5WSN7Tpk1Dy5YtMWbMGAwbNgxGRkb4+++/cerUKeG9+VmxYgWsra3RpEkTaGlp4ZdffoGVlVWlvySBFUHN59SYmhU2epCI6LfffiNPT08yMDAgiURCzZs3p02bNgnzV6xYQdbW1mRgYECdOnWin3/+Oc+Ag//+979kbm5OAIQBAE+fPqXPP/+cjIyMqHbt2nTs2LF8B2LIBwd8aNeuXdS4cWPS1dWlqlWrUps2bSg0NLTAZcjIyKCxY8eShYUF6enpkZeXF/3xxx8KZYoaiBEREUE+Pj5UtWpVMjAwoIYNG9K+ffuE+TKZjIKDg6lu3bqko6NDlpaW1KlTJzp//rxQ5ocffiArKysSiUQ0ePBgpWKbN28eubq6koGBAZmZmVHPnj3pwYMHwvypU6eSubk5GRsb05dffkkrV67Md+DLh4oaiEFEFB4eTs2aNSNdXV2ysrKiadOmUXZ2tkI948ePJwAUFRWlULeVlVWez/zjjz+oY8eOZGxsTEZGRtSwYUNasGCBMN/e3p5Wrlyp8J5NmzZR48aNycjIiCQSCbVv356uX79e6LKxyo+fp8UYY0xj8MXFjDHGNAYnLcYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbgpMUYY0xjcNJijDGmMThpMcYY0xictBhjjGkMTlqMMcY0RrklrfDwcIhEIoSEhFSKzylL8mUIDw9Xuqw6l3fHjh1wcXGBjo4OqlSporY4KrqK0E7x8fEQiURYtmyZWj7/Y/J4tm3bptJ6t23bBpFIhPj4+GK/tzjfP1V68eIF/Pz8YG5uDpFIhODgYLXFUpGVKmmJRCKl/rjBS2/37t0IDg4u889ZsGABRCIRGjRooFT56OhoBAQEwMnJCZs3b8amTZvKJK7Lly9j7ty5ePv2bZnUX9bKq53kjh07hrlz55bpZzDVmjhxIk6cOIEZM2Zgx44d6Ny5s7pDqpC0S/PmHTt2KLz++eefcerUqTzTXV1dERUVVZqP+qS0adMGGRkZ0NXVFabt3r0bd+7cwYQJE8rsc588eYKFCxfCyMhI6feEh4dDJpNh1apVcHZ2LrPYLl++jMDAQAQEBGhkb6682knu2LFjWLt2bYVPXPb29sjIyICOjo5K6/3Pf/6D/v37Q09Pr9jvze/7Vx7Onj2Lnj17YsqUKcK058+fl2sMmqBUScvf31/h9dWrV3Hq1Kk80wFw0ioGLS0t6Ovrl/vnTpkyBS1btoRUKkVSUpJS73n58iUAaGQiAYB3794VK0mXVFm0U3p6OgwNDVVWnzqIRCKltvXiriexWAyxWFyimNT1/Xv58qXGfo/kymObLPeBGDKZDAsWLICNjQ309fXRvn173L9/P0+533//HZ07d4apqSkMDQ3h4+ODS5cuKf05UqkUM2fOhJWVFYyMjNCjRw88fvw4T7lffvkFHh4eMDAwgIWFBfz9/fH06VNh/pw5c6ClpYUzZ84ovO+bb76Brq4ubt26VWAMvXv3hru7u8K07t27QyQS4ciRIwrLKhKJcPz4cQB5j6m3bdsWR48exaNHj4RDrg4ODgr1KtuuBblw4QJCQkKKdQjSwcEBc+bMAQBYWlpCJBIp/LI/fvw4vL29YWRkBBMTE3Tt2hV3795VqOOvv/5CQEAAatWqBX19fVhZWeHrr7/Gq1evhDJz587F1KlTAQCOjo5CG8THxxd6TuTjeObOnQuRSIS///4bAwcORNWqVdG6dWth/s6dO4VtwczMDP3798+zzcTGxqJPnz6wsrKCvr4+bGxs0L9/fyQnJ5e4ndatW4f69etDT08PNWrUwOjRo/McBm3bti0aNGiAyMhItGnTBoaGhpg5c2a+nxcQEIC1a9cKbSD/+9imTZvg5OQEPT09NGvWDNeuXctTJjo6Gn5+fjAzM4O+vj6aNm2qsO3mJzs7G2ZmZhgyZEieeSkpKdDX1xd6E/mtv4CAABgbGyMuLg5ffPEFTExM8NVXXwEAMjIyMG7cOFhYWMDExAQ9evTA06dP87Rpfue0HBwc0K1bN1y8eBHNmzeHvr4+atWqhZ9//lkhxoLOI/3+++/44osvULVqVRgZGaFhw4ZYtWqVMF+ZbTk/8liJCGvXri1wfX2oqP3WkSNHIBKJ8NdffwnTDhw4AJFIhN69eyvU5erqii+//FJhmjLfhcK2yT///BOdOnWChYUFDAwM4OjoiK+//rrQZVJWqXpaJbFo0SJoaWlhypQpSE5OxpIlS/DVV1/h999/F8qcPXsWXbp0gYeHh5A0tm7dis8++wwRERFo3rx5kZ8jPzczbdo0vHz5EsHBwejQoQNu3rwJAwMDALkby5AhQ9CsWTMEBQXhxYsXWLVqFS5duoQbN26gSpUq+O677/Drr79i6NChuH37NkxMTHDixAls3rwZ8+bNQ6NGjQqMwdvbG4cPH0ZKSgokEgmICJcuXYKWlhYiIiLQo0cPAEBERAS0tLTg5eWVbz2zZs1CcnIynjx5gpUrVwIAjI2Ni92uBZFKpRg7diyGDRsGNze3IsvLBQcH4+eff8bBgwexfv16GBsbo2HDhgByDx0PHjwYnTp1wuLFi5Geno7169ejdevWuHHjhpB0T506hQcPHmDIkCGwsrLC3bt3sWnTJty9exdXr14VvmT37t3Dnj17sHLlSlhYWADITQD//POP0vHK9e3bF7Vr18bChQtBRAByt5fZs2ejX79+GDZsGP755x+sXr0abdq0EbaFrKwsdOrUCZmZmRg7diysrKzw9OlThIWF4e3btzA1NS12O82dOxeBgYHo0KEDRo4ciZiYGKxfvx7Xrl3DpUuXFA6bvXr1Cl26dEH//v3h7++P6tWr5/t5I0aMwLNnz/I9VC+3e/dupKamYsSIERCJRFiyZAl69+6NBw8eCJ959+5deHl5oWbNmpg+fTqMjIywf/9++Pr64sCBA+jVq1e+devo6KBXr14IDQ3Fxo0bFQ6zHTp0CJmZmejfv3+h6ygnJwedOnVC69atsWzZMuHXe0BAAPbv34///Oc/aNmyJc6fP4+uXbsWWteH7t+/Dz8/PwwdOhSDBw/GTz/9hICAAHh4eKB+/foFvu/UqVPo1q0brK2tMX78eFhZWSEqKgphYWEYP368UKaobTk/bdq0wY4dO/Cf//wHHTt2xKBBgwpdBmX2W61bt4ZIJMKFCxeEbU2+n7l48aJQ1z///IPo6GiMGTNGmKbMd0Euv23y5cuX+Pzzz2FpaYnp06ejSpUqiI+PR2hoaJHrRymkQqNHj6aCqjx37hwBIFdXV8rMzBSmr1q1igDQ7du3iYhIJpNR7dq1qVOnTiSTyYRy6enp5OjoSB07diw0Bvnn1KxZk1JSUoTp+/fvJwC0atUqIiLKysqiatWqUYMGDSgjI0MoFxYWRgDo+++/F6bdvn2bdHV1adiwYfTmzRuqWbMmNW3alLKzswuN5dq1awSAjh07RkREf/31FwGgvn37UosWLYRyPXr0oCZNmuRZhnPnzgnTunbtSvb29gUub1HtWpg1a9aQqakpvXz5koiIfHx8qH79+kW+j4hozpw5BID++ecfYVpqaipVqVKFhg8frlD2+fPnZGpqqjA9PT09T5179uwhAHThwgVh2tKlSwkAPXz4UKHsw4cPCQBt3bo1Tz0AaM6cOXliHTBggEK5+Ph4EovFtGDBAoXpt2/fJm1tbWH6jRs3CAD98ssv+TdGIfJrp5cvX5Kuri59/vnnJJVKhelr1qwhAPTTTz8J03x8fAgAbdiwQanPK+i7KG8vc3Nzev36tTD98OHDBIB+/fVXYVr79u3Jzc2N3r9/L0yTyWTk6elJtWvXLvTzT5w4kac+IqIvvviCatWqlSeeD9ff4MGDCQBNnz5d4b2RkZEEgCZMmKAwPSAgIM+63rp1a57txd7ePs929fLlS9LT06PJkycL0z7+/uXk5JCjoyPZ29vTmzdvFD77433Ux/LblgsCgEaPHq0w7eNYirPfql+/PvXr10947e7uTn379iUAFBUVRUREoaGhBIBu3bpFRMp/F4gK3iYPHjxIAOjatWtFLnNJlPvhwSFDhij88vL29gYAPHjwAABw8+ZNxMbGYuDAgXj16hWSkpKQlJSEd+/eoX379rhw4QJkMlmRnzNo0CCYmJgIr/38/GBtbY1jx44ByO2+vnz5EqNGjVI4ft21a1e4uLjg6NGjwrQGDRogMDAQW7ZsQadOnZCUlITt27dDW7vwjmqTJk1gbGyMCxcuAMj9pWNjY4NBgwbh+vXrSE9PBxHh4sWLQjuUVFHtWpBXr17h+++/x+zZs2FpaVmqGOROnTqFt2/fYsCAAcL6S0pKglgsRosWLXDu3DmhrLzXCwDv379HUlISWrZsCQC4fv26SuL52H//+1+F16GhoZDJZOjXr59CvFZWVqhdu7YQr7wndeLECaSnp5c6jtOnTyMrKwsTJkyAlta/X8Xhw4dDIpEobIMAoKenl+8ht5L48ssvUbVqVeH1x9vL69evcfbsWfTr1w+pqalCm7x69QqdOnVCbGyswuGoj3322WewsLDAvn37hGlv3rzBqVOn8hyKKsjIkSMVXv/2228AgFGjRilMHzt2rFL1AUC9evUUvmuWlpaoW7duod+TGzdu4OHDh5gwYUKec04f9p7KY1suzn7L29sbERERAIDU1FTcunUL33zzDSwsLITpERERqFKlijBaWNnvglx+26S8jcLCwpCdna2S5f5QuR8etLOzU3gt/+K8efMGQO45AwAYPHhwgXUkJycrfOHyU7t2bYXXIpEIzs7OwjHuR48eAQDq1q2b570uLi4KXWgAmDp1Kvbu3Ys//vgDCxcuRL169Qr9fCD3ZHCrVq0UNhBvb2+0bt0aUqkUV69eRfXq1fH69etSJ62i2rUg3333HczMzIr1xS+KfB1+9tln+c6XSCTC/1+/fo3AwEDs3btXGKwgV9h5otJwdHRUeB0bGwsiyrPNyMkPlzk6OmLSpElYsWIFdu3aBW9vb/To0QP+/v4FHhosTEHboK6uLmrVqiXMl6tZs6bKRrQVtb3cv38fRITZs2dj9uzZ+dbx8uVL1KxZM9952tra6NOnD3bv3o3MzEzo6ekhNDQU2dnZSiUtbW1t2NjYKEx79OgRtLS08qy/4ozG/Hi5gdxlL+x7EhcXBwBFXgZSHttycfZb3t7e2LBhA+7fv4+4uDiIRCK0atVKSGbDhw9HREQEvLy8hB9Nyn4X5PLbJn18fNCnTx8EBgZi5cqVaNu2LXx9fTFw4MASjeb8WLknrYJG9ND/n1uQ96KWLl2Kxo0b51v24/M55eHBgwfCzvj27dtKv69169ZYsGAB3r9/j4iICMyaNUv4ZRMRESGclyht0iqqXfMTGxuLTZs2ITg4GM+ePROmv3//HtnZ2YiPj4dEIoGZmVmxYpGvwx07dsDKyirP/A97qP369cPly5cxdepUNG7cGMbGxpDJZOjcubNSPeqCzhNIpdIC3/PhL2J5vPKBMPm144fb2/LlyxEQEIDDhw/j5MmTGDduHIKCgnD16tU8O1lV+zju0lD2ezhlyhR06tQp37JFJYv+/ftj48aNOH78OHx9fbF//364uLgUeh5YTk9PT6H3qSol+Z4oq7TbsqrJBxlduHABDx48gLu7O4yMjODt7Y0ff/wRaWlpuHHjBhYsWCC8pzjfBSD/bVJ+s4OrV6/i119/xYkTJ/D1119j+fLluHr1aqn33+WetIri5OQEIPfXeIcOHUpcjzzByBER7t+/L5yUtLe3BwDExMTk6RHExMQI84HcFRkQEACJRIIJEyZg4cKF8PPzyzMKJz/e3t7IysrCnj178PTpUyE5tWnTRkhaderUKfCkulxRo4lK4unTp5DJZBg3bhzGjRuXZ76joyPGjx9f7Iua5euwWrVqha7DN2/e4MyZMwgMDMT3338vTP943QEFL7+8h/DxaLuPeylFxUtEcHR0RJ06dYos7+bmBjc3N3z33Xe4fPkyvLy8sGHDBsyfP1/pzwQUt8FatWoJ07OysvDw4cNSbf+l3V7k8ejo6JQ4jjZt2sDa2hr79u1D69atcfbsWcyaNavEMdnb20Mmk+Hhw4cKPYHijJItCfn2fOfOnQLbojjbcmkUZ79lZ2cHOzs7RERE4MGDBwr7nkmTJuGXX36BVCpFmzZthPcU97tQmJYtW6Jly5ZYsGABdu/eja+++gp79+7FsGHDSlVvhbv3oIeHB5ycnLBs2TKkpaXlma/saLGff/4ZqampwuuQkBAkJiaiS5cuAICmTZuiWrVq2LBhAzIzM4Vyx48fR1RUlMKIpBUrVuDy5cvYtGkT5s2bB09PT4wcOVKpa5latGgBHR0dLF68GGZmZsIIJW9vb1y9ehXnz59XqpdlZGSk8sNlDRo0wMGDB/P81a9fH3Z2djh48CCGDh1a7Ho7deoEiUSChQsX5ntMW74O5b/kPv6Vm1+SlF+j83FykkgksLCwEM4byq1bt07peHv37g2xWIzAwMA8sRCRMGQ5JSUFOTk5CvPd3NygpaWlsA0pq0OHDtDV1cWPP/6o8Ln/+9//kJycXKxRcR8rqL2UVa1aNbRt2xYbN25EYmJinvnKfA+1tLTg5+eHX3/9FTt27EBOTo7S57PyI+/xfbxuV69eXeI6leHu7g5HR0cEBwfnaU/5eivOtlwaxdlvAbn7mbNnz+KPP/4Q9jONGzeGiYkJFi1aBAMDA3h4eAjllf0uFObNmzd53is/alaS78nHKlxPS0tLC1u2bEGXLl1Qv359DBkyBDVr1sTTp09x7tw5SCQS/Prrr0XWY2ZmhtatW2PIkCF48eIFgoOD4ezsjOHDhwOAkEiGDBkCHx8fDBgwQBg66uDggIkTJwLIvSh69uzZCAgIQPfu3QHkDjlt3LgxRo0ahf379xcah6GhITw8PHD16lXhGi0g99fOu3fv8O7dO6WSloeHB/bt24dJkyahWbNmMDY2FuIpKQsLC/j6+uaZLv+i5TdPGRKJBOvXr8d//vMfuLu7o3///rC0tERCQgKOHj0KLy8vrFmzBhKJBG3atMGSJUuQnZ2NmjVr4uTJk3j48GGeOuVfrFmzZqF///7Q0dFB9+7dYWRkhGHDhmHRokUYNmwYmjZtigsXLuDevXtKx+vk5IT58+djxowZiI+Ph6+vL0xMTPDw4UMcPHgQ33zzDaZMmYKzZ89izJgx6Nu3L+rUqYOcnBzs2LEDYrEYffr0KXY7WVpaYsaMGQgMDETnzp3Ro0cPxMTEYN26dWjWrFm+F+krS95e48aNQ6dOnSAWi4scZv6xtWvXonXr1nBzc8Pw4cNRq1YtvHjxAleuXMGTJ08KvUZR7ssvv8Tq1asxZ84cuLm5wdXVtUTLA+QuU58+fRAcHIxXr14JQ97l67osjkYAufuk9evXo3v37mjcuDGGDBkCa2trREdH4+7duzhx4kSxtuXSUHa/Jeft7Y1du3ZBJBIJhwvFYjE8PT1x4sQJtG3bVuGclLLfhcJs374d69atQ69eveDk5ITU1FRs3rwZEokEX3zxRekbQZVDEZUZ8v7xcOGChizfuHGDevfuTebm5qSnp0f29vbUr18/OnPmTKExyD9nz549NGPGDKpWrRoZGBhQ165d6dGjR3nK79u3j5o0aUJ6enpkZmZGX331FT158oSIcoe6NmvWjGxsbOjt27cK75MPKd+3b19RzUJTp04lALR48WKF6c7OzgSA4uLi8l2GD4e8p6Wl0cCBA6lKlSoEQBj+Xtx2VUZph7x/uBydOnUiU1NT0tfXJycnJwoICKA///xTKPPkyRPq1asXValShUxNTalv37707NmzPEOYiYjmzZtHNWvWJC0tLYXhzOnp6TR06FAyNTUlExMT6tevH718+bLAIe/5xUpEdODAAWrdujUZGRmRkZERubi40OjRoykmJoaIiB48eEBff/01OTk5kb6+PpmZmVG7du3o9OnTpWqnNWvWkIuLC+no6FD16tVp5MiReYZWF2edEOVuu2PHjiVLS0sSiUTC91K+XSxdujTPe/Jr87i4OBo0aBBZWVmRjo4O1axZk7p160YhISFKxSGTycjW1pYA0Pz58/PML2jIu5GRUb71vXv3jkaPHk1mZmZkbGxMvr6+FBMTQwBo0aJFQrmChrx37do1T50+Pj7k4+MjvM7v+0dEdPHiRerYsSOZmJiQkZERNWzYkFavXi3ML862nB8oMeRdrrD91ofu3r0rXBLzofnz5xMAmj17dr6xFPVdICp4m7x+/ToNGDCA7OzsSE9Pj6pVq0bdunVT+N6XhohIBWcgGWNMTW7evIkmTZpg586dwp0zWOVV4c5pMcZYQTIyMvJMCw4OhpaWlsKAAlZ5VbhzWowxVpAlS5YgMjIS7dq1g7a2No4fP47jx4/jm2++ga2trbrDY+WADw8yxjTGqVOnEBgYiL///htpaWmws7PDf/7zH8yaNavIO9SwyoGTFmOMMY3B57QYY4xpDI3vT8tkMjx79gwmJiZldp0GY4xpOiJCamoqatSoUSa3yCovGp+0nj17xidgGWNMSY8fPy7z+2SWJY1PWvLHjzx+/Fjh7uGMMcb+lZKSAltbW4VHNmkijU9a8kOCEomEkxZjjBVB00+jaO6BTcYYY58ctSctqVSK2bNnw9HREQYGBnBycsK8efNU8nwbxhhjlYvaDw8uXrwY69evx/bt21G/fn38+eefGDJkCExNTfN9xhNjjLFPl9qT1uXLl9GzZ0/hOTAODg7Ys2cP/vjjj3zLZ2ZmKjyTJSUlpVziZIwxpn5qPzzo6emJM2fOCM/EuXXrFi5evCg8rPFjQUFBMDU1Ff54uDtjjH061H4bJ5lMhpkzZ2LJkiUQi8WQSqVYsGABZsyYkW/5/Hpatra2SE5O5tGDjDFWgJSUFJiammr8vlLthwf379+PXbt2Yffu3ahfvz5u3ryJCRMmoEaNGhg8eHCe8np6etDT01NDpPlLT09HdHR0keUyMjIQHx8PBwcHGBgYFFrWxcUFhoaGqgqRMcYqDbUnralTp2L69OnCo8Dd3Nzw6NEjBAUF5Zu0Kpro6Gjh0eaqEhkZCXd3d5XWyRhjlYHak1Z6enqe+2CJxWLIZDI1RVQ8Li4uiIyMLLJcVFQU/P39sXPnTri6uhZZJ2OMsbzUnrS6d++OBQsWwM7ODvXr18eNGzewYsUKfP311+oOTSmGhobF6hW5urpyL4oxxkpI7Ulr9erVmD17NkaNGoWXL1+iRo0aGDFiBL7//nt1h8YYY6yCUXvSMjExQXBwMIKDg9UdCmOMsQpO7ddpMcYYY8ripMUYY0xjcNJijDGmMThpMcYY0xictBhjjGkMTlqMMcY0BictxhhjGoOTFmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNAYnLcYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjaGt7gAqvIQEICmp9PVERSn+WxoWFoCdXenrYZVSeno6oqOjiyyXkZGB+Ph4ODg4wMDAoNCyLi4uMDQ0VFWIjJUYJ63CJCRA6uIKcUa66ur09y91FVIDQ4ijozhxsXxFR0fDw8NDpXVGRkbC3d1dpXUyVhKctAqTlARxRjrGd5uM++a2papKmpMFr+QXmGlaHWJt3RLX4/zqMVaFLc/t/XHSYvlwcXFBZGRkkeWioqLg7++PnTt3wtXVtcg6GasIOGkp4b65Le5aOZe+Ipt6pa+DsSIYGhoWq1fk6urKvSimMXggBmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNAYnLcYYYxqDLy4uTM57wEoLTrrPAJFY3dEAQG4sVlq5sTHG2CeGk1Zh0hKAEcb4ERvUHcm/agAYYZwbGzzVHQ1jjJUrTlqFMbYDNqZhXPcpiCvlvQdVxenVY/z46zLgC77vIGPs08NJqzDa+sBzGeKyauAuOao7mlxZUuC5LDc2xhj7xPBADMYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGPwQAwlOL96XOo6pDlZSEt+AWMVPLmYMcY+VZy0CmNhAamBYe7j7UvpOgAPAJEASvuMWKmBIcQWFqWOiTHGNA0nrcLY2UEcHQUkJZW+rqgowN8f2LkTcHUtVVViCwvAjq/TYox9ejhpFcXOTrUJwtUVcC9tX4sxxj5NPBCDMcaYxqgQSevp06fw9/eHubk5DAwM4Obmhj///FPdYTHGGKtg1H548M2bN/Dy8kK7du1w/PhxWFpaIjY2FlWrVlV3aIwxxioYtSetxYsXw9bWFlu3bhWmOToWfJ+/zMxMZGZmCq9TUlLKND7GGGMVh9oPDx45cgRNmzZF3759Ua1aNTRp0gSbN28usHxQUBBMTU2FP1vbinH3dcYYY2VP7UnrwYMHWL9+PWrXro0TJ05g5MiRGDduHLZv355v+RkzZiA5OVn4e/yYL7ZljLFPhdoPD8pkMjRt2hQLFy4EADRp0gR37tzBhg0bMHjw4Dzl9fT0oKenV95hMsYYqwDUnrSsra1Rr149hWmurq44cOCAmiJirIJLSFDdBe8f/lsafME7KydqT1peXl6IiYlRmHbv3j3Y29urKSLGKrCEBEhdXCHOSFddnf7+pa5CamCYe/cYTlysjKk9aU2cOBGenp5YuHAh+vXrhz/++AObNm3Cpk2b1B0aYxVPUhLEGekY320y7puXbhCSNCcLXskvMFMFN3FeFbY8t/fHSYuVMbUnrWbNmuHgwYOYMWMGfvjhBzg6OiI4OBhfffWVukNjrMK6b26Lu1bOpa/Ipl7RZRirQNSetACgW7du6Natm7rDYIwxVsGpfcg7Y4wxpixOWowxxjQGJy3GGGMao0Kc09Jk6enpiI6OLrJc1P9fCxOlxDUxLi4uMDQ0LHVsjDFW2XDSKqXo6Gh4eHgoXd5fiWtiIiMj4c4PimT5yXkPWGnBSfcZIBKrOxoAyI3FSis3NsbKGCetUnJxcUFkZGSR5TIyMhAfHw8HBwcYGBgUWSdj+UpLAEYY40dsUHck/6oBYIRxbmzwVHc0rJLjpFVKhoaGSveKvLy8yjgaVukZ2wEb0zCu+xTElfLiYlVxevUYP/66DPiCLyxmZY+TFmOaRFsfeC5DXFYN3KWCnztXrrKkwHNZbmyMlTEePcgYY0xjcNJijDGmMThpMcYY0xictBhjjGkMTlqMMcY0RomS1uPHj/HkyRPh9R9//IEJEybwM7AYY4yVqRIlrYEDB+LcuXMAgOfPn6Njx474448/MGvWLPzwww8qDZAxxhiTK1HSunPnDpo3bw4A2L9/Pxo0aIDLly9j165d2LZtmyrjY4wxxgQlSlrZ2dnQ09MDAJw+fRo9evQAkHv7ocTERNVFxxhjjH2gREmrfv362LBhAyIiInDq1Cl07twZAPDs2TOYm5urNEDGGGNMrkS3cVq8eDF69eqFpUuXYvDgwWjUqBEA4MiRI8JhQ8ZY2XF+9bjUdUhzspCW/ALGptUh1tZVayyMKUtERFSSN0qlUqSkpKBq1arCtPj4eBgaGqJatWoqC7AoKSkpMDU1RXJyMiQSSbl9LmNqkZAAqYsrxBnppa7qOgAPAJEASvsgHKmBIcTRUYAd3zS3oqos+8oS3zCXiBAZGYm4uDgMHDgQJiYm0NXV5YcX5kMqlSIiIgKJiYmwtraGt7c3xOKK8SwkpmHs7HKTQ1JS6euKigL8/YGdOwFX11JVJbaw4ITFykWJktajR4/QuXNnJCQkIDMzEx07doSJiQkWL16MzMxMbNhQgZ71o2ahoaGYPHky4uPjhWkODg5Yvnw5evfurb7AmOays1NtgnB1Bfiho0xDlGggxvjx49G0aVO8efNG4YGGvXr1wpkzZ1QWnKYLDQ2Fn58f3NzccOXKFaSmpuLKlStwc3ODn58fQkND1R0iY4xplBL1tCIiInD58mXo6iqevHVwcMDTp09VEpimk0qlmDx5Mrp164ZDhw5BSyv390HLli1x6NAh+Pr6YsqUKejZsycfKmSMMSWVqKclk8kglUrzTH/y5AlMTExKHVRlEBERgfj4eMycOVNIWHJaWlqYMWMGHj58iIiICDVFyBhjmqdESevzzz9HcHCw8FokEiEtLQ1z5szBF198oarYNJr8IusGDRrkO18+nS/GZowx5ZUoaS1fvhyXLl1CvXr18P79ewwcOFA4NLh48WJVx6iRrK2tAeTe8io/8unycowxxopWonNaNjY2uHXrFvbu3Yu//voLaWlpGDp0KL766iuFgRmfMm9vbzg4OGDhwoUK57SA3MOrQUFBcHR0hLe3txqjZIwxzVLi67S0tbXh7++vylgqFbFYjOXLl8PPzw++vr6YMWMGGjRogDt37iAoKAhhYWEICQnhQRiMMVYMJUpaP//8c6HzBw0aVKJgKpvevXsjJCQEkydPhqenpzDd0dERISEhfJ0WY4wVU4lu4/ThrZuA3Lu+p6enC3fEeP36tcoCLIom3JqE74jBKqLr16/Dw8MDkZGRcOeLiys9TdhXKqNEPa03b97kmRYbG4uRI0di6tSppQ6qshGLxWjbtq26w2CMMY1XotGD+alduzYWLVqE8ePHq6pKxhhjTIHKkhaQOzjj2bNnqqySMcYYE5To8OCRI0cUXhMREhMTsWbNGnh5eakkMMYYY+xjJUpavr6+Cq9FIhEsLS3x2WefYfny5aqIizHGGMujRElLJpOpOg7GmIqkp6cjOjq6yHJRUVEK/xbGxcWFn5XHKoQSX1zMGKuYoqOj4eHhoXR5ZW4SwMPiWUWhdNKaNGmS0pWuWLGiRMEwxkrPxcUFkZGRRZbLyMhAfHw8HBwcirz9mouLi6rCY6xUlE5aN27cUKqcSCQqcTCMsdIzNDRUulfEA6eYplE6aZ07d64s42CMMcaKpNLrtBhjjLGyVOKBGH/++Sf279+PhIQEZGVlKcwLDQ0tdWCMMcbYx0rU09q7dy88PT0RFRWFgwcPIjs7G3fv3sXZs2dhamqq6hgZY4wxACVMWgsXLsTKlSvx66+/QldXF6tWrUJ0dDT69esHOzs7VcfIGGOMAShh0oqLi0PXrl0BALq6unj37h1EIhEmTpyITZs2qTRAxhhjTK5ESatq1apITU0FANSsWRN37twBALx9+xbp6emqi44xxhj7QLGSljw5tWnTBqdOnQIA9O3bF+PHj8fw4cMxYMAAtG/fXvVRMsYYYyhm0mrYsCFatGgBNzc39O3bFwAwa9YsTJo0CS9evECfPn3wv//9r1QBLVq0CCKRCBMmTChVPYwxxiqfYg15P3/+PLZu3YqgoCAsWLAAffr0wbBhwzB9+nSVBHPt2jVs3LgRDRs2VEl9jDHGKpdi9bS8vb3x008/ITExEatXr0Z8fDx8fHxQp04dLF68GM+fPy9xIGlpafjqq6+wefNmVK1atcT1MMYYq7xKNBDDyMgIQ4YMwfnz53Hv3j307dsXa9euhZ2dHXr06FGiQEaPHo2uXbuiQ4cOhZbLzMxESkqKwh9jjLFPQ6lv4+Ts7IyZM2fiu+++g4mJCY4ePVrsOvbu3Yvr168jKCioyLJBQUEwNTUV/mxtbUsSNmOMMQ1UqqR14cIFBAQEwMrKClOnTkXv3r1x6dKlYtXx+PFjjB8/Hrt27YK+vn6R5WfMmIHk5GTh7/HjxyUNn2mYrKwsBAcHY+zYsQgODs5z+zDGWOUnIiIqzhuePXuGbdu2Ydu2bbh//z48PT0xdOhQ9OvXD0ZGRsUO4NChQ+jVqxfEYrEwTSqVQiQSQUtLC5mZmQrzPpaSkgJTU1MkJydDIpEU+/OZZvj222+xcuVK5OTkCNO0tbUxceJELFmyRI2RMaYZKsu+slijB7t06YLTp0/DwsICgwYNwtdff426deuWKoD27dvj9u3bCtOGDBkCFxcXTJs2rdCExT4N3377LZYuXYrq1atj/vz56NatG8LCwvDdd99h6dKlAMCJi7FPRLF6Wj169MDQoUPRrVu3Mk0mbdu2RePGjREcHFxk2cry64HlLysrC0ZGRjA3N8eTJ0+grf3v76ycnBzY2Njg1atXePfuHXR1ddUYKWMVW2XZVxbrnNaRI0fQs2dP7v2wcrNu3Trk5ORg/vz5CgkLyD08+MMPPyAnJwfr1q1TU4SMsfJU4udplaXw8HB1h8AqiLi4OABAt27d8p0vny4vxxir3PjJxaxCc3JyAgCEhYXlO18+XV6OMVa5FXv0YEVTWY7TsvzxOS3GVKOy7Cu5p8UqNF1dXUycOBEvXryAjY0NNm3ahGfPnmHTpk2wsbHBixcvMHHiRE5YjH0iKuQ5LcY+JB/OvnLlSowYMUKYrq2tjalTp/Jwd8Y+IXx4kFUY6enpiI6OLnB+VlYWdu/ejejoaLi4uGDgwIFF9rBcXFxgaGio6lAZ0ziVZV/JSYtVGNevX4eHh4dK64yMjIS7u7tK62RME1WWfSUfHmQVhouLCyIjIwstExUVBX9/f+zcuROurq5K1ckYqzw4abEKw9DQUOlekaurK/egGPsE8ehBxhhjGoOTFmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNAYnLcYYYxqD74jByk9CApCUVLo6oqIU/y0tCwvAzk41dTHGyhwnLVY+EhIgdXGFOCNdNfX5+6ukGqmBIcTRUZy4GNMQnLRY+UhKgjgjHeO7TcZ9c9sSVyPNyYJX8gvMNK0OsXbpHvzo/OoxVoUtz+39cdJiTCNw0mLl6r65Le5aOZeuEpt6qgmGMaZxeCAGY4wxjcE9LVY+ct4DVlpw0n0GiMTqjgYAcmOx0sqNjTGmEThpsfKRlgCMMMaP2KDuSP5VA8AI49zY4KnuaBhjSuCkxcqHsR2wMQ3juk9BXCkGYqiS06vH+PHXZcAXPAiDMU3BSYuVD2194LkMcVk1cJcc1R1Nriwp8FyWGxtjTCPwQAzGGGMag5MWY4wxjcGHB1m5cn71uFTvl+ZkIS35BYxVdHExY0yzcNJi5cPCAlIDw9w7UJTCdQAeACIBuKsgLKmBIcQWFiqoiTFWHjhpsfJhZ5d7jz9V3DDX3x/YuRNwdS11WGK+YS5jGoWTFis/dnaqSxCuroC7KvpajDFNwgMxGGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbg0YOswkhPT0d0dHShZaKiohT+LYqLiwsMDQ1LHRv7NCmzTWZkZCA+Ph4ODg4wMDAosk7eJkuHkxarMKKjo+Hh4aFUWX9/f6XKRUZGwp2HxrMSKs42qSzeJkuHkxarMFxcXBAZGVlomZL8qmWspJTZJqOiouDv74+dO3fCVYkL3nmbLB1OWqzCMDQ0VOoXqJeXVzlEw5jy2yQAuLq6cg+qHPBADMYYYxqDe1pMY0ilUkRERCAxMRHW1tbw9vaGWCxWd1iMsXLESYtphNDQUEyePBnx8fHCNAcHByxfvhy9e/dWX2BMsyUkqOYmzh/+W1p8E+dCcdJiFV5oaCj8/PzQrVs37NmzBw0aNMCdO3ewcOFC+Pn5ISQkhBMXK76EBEhdXCHOSFdNfUqOaC2K1MAw94kInLjyJSIiUncQpZGSkgJTU1MkJydDIpGoOxymYlKpFM7OznBzc8OhQ4egpfXvaViZTAZfX1/cuXMHsbGxfKiQFc/164CHB8Z3m4z75rYlrkbVDyZdFbYciIxU+VMMKsu+kntarEKLiIhAfHw89uzZo5CwAEBLSwszZsyAp6cnIiIi0LZtW/UEyTTafXNb3LVyLl0lNvVUEwwrEo8eZBVaYmIiAKBBgwb5zpdPl5djjFVunLRYhWZtbQ0AuHPnTr7z5dPl5RhjlZvak1ZQUBCaNWsGExMTVKtWDb6+voiJiVF3WKyC8Pb2hoODAxYuXAiZTKYwTyaTISgoCI6OjvD29lZThIyx8qT2pHX+/HmMHj0aV69exalTp5CdnY3PP/8c7969U3dorAIQi8VYvnw5wsLC4OvriytXriA1NRVXrlyBr68vwsLCsGzZMh6EwdgnQu0DMX777TeF19u2bUO1atUQGRmJNm3aqCkqVpH07t0bISEhmDx5Mjw9PYXpjo6OPNydsU+M2pPWx5KTkwEAZmZm+c7PzMxEZmam8DolJaVc4mLq1bt3b/Ts2ZPviMFUJ+c9YKUFJ91ngKhibEdOus8AK63c2Fi+KtR1WjKZDD169MDbt29x8eLFfMvMnTsXgYGBeaZr+rUHjLFydnYvcGGEuqPIX5uNwGf9VVolX6dVBkaPHo07d+4UmLAAYMaMGZg0aZLwOiUlBba2Jb8wkDH2iTK2AzamYVz3KYgrxcXFquT06jF+/HUZ8AXfDaMgFSZpjRkzBmFhYbhw4QJsbGwKLKenpwc9Pb1yjIwxVilp6wPPZYjLqoG75KjuaHJlSYHnstzYWL7UnrSICGPHjsXBgwcRHh4OR8cKsvEwxhircNSetEaPHo3du3fj8OHDMDExwfPnzwEApqamSj2ZljHG2KdD7Ulr/fr1AJDnvnFbt25FQEBA+QfEGPukOL96XKr3q/qGuaxwak9aFWjwImPsU2JhAamBYe5d1UvhOgAPAJEAVHFfdqmBIcQWFiqoqXJSe9JijDG1sLPLfW6VKh4C6e8P7NwJuLqWOiwxPwSyUJy0GGOfLjs71SUIV1eVPwOL5aX2ew8yxhhjyuKkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcEXFzPGWAHS09MRHR1daJmoqCiFf4vi4uICQ0PDUsf2qeKkxRhjBYiOjoaHh4dSZf39/ZUqFxkZCXe+c0aJcdJijLECuLi4IDIystAyGRkZiI+Ph4ODg1KPU3JxcVFVeJ8kEWn4bdZTUlJgamqK5ORkSCQSdYfDGGMVUmXZV/JADMYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGBp/nZZ8xH5KSoqaI2GMsYpLvo/U8KucND9ppaamAgBsbW3VHAljjFV8qampMDU1VXcYJabxFxfLZDI8e/YMJiYmEIlE6g6nQCkpKbC1tcXjx481+sI+deN2VB1uS9XQlHYkIqSmpqJGjRrQ0tLcM0Ma39PS0tKCjY2NusNQmkQiqdAbtqbgdlQdbkvV0IR21OQelpzmplvGGGOfHE5ajDHGNAYnrXKip6eHOXPmQE9PT92haDRuR9XhtlQNbsfypfEDMRhjjH06uKfFGGNMY3DSYowxpjE4aTHGGNMYnLRKKSAgAL6+vkqVbdu2LSZMmFCm8SgrPDwcIpEIb9++VXco+SpOuxbHtm3bUKVKlULLzJ07F40bNy60THx8PEQiEW7evKmy2FShOOtVmbYoTw4ODggODlZ3GHmU5XdFJBLh0KFDBc5XdjurSPuWssZJ6xPwKW3QRfnyyy9x7969Yr2nrBJoYSpaQlEldS1bRWzTxMREdOnSRenyFf3HZnnQ+DtiMFYcBgYGMDAwUHcYjAEArKys1B2CxtH4nlZISAjc3NxgYGAAc3NzdOjQAe/evQMAbNmyBa6urtDX14eLiwvWrVsnvE/e7d67dy88PT2hr6+PBg0a4Pz580IZqVSKoUOHwtHREQYGBqhbty5WrVqlstgzMzMxZcoU1KxZE0ZGRmjRogXCw8OF+fJfhidOnICrqyuMjY3RuXNnJCYmCmVycnIwbtw4VKlSBebm5pg2bRoGDx4s9AwCAgJw/vx5rFq1CiKRCCKRCPHx8cL7IyMj0bRpUxgaGsLT0xMxMTEa1a5hYWGoUqUKpFIpAODmzZsQiUSYPn26UGbYsGHw9/dXaNMPLVq0CNWrV4eJiQmGDh2K9+/fC/Pmzp2L7du34/Dhw0L7fbiOHjx4gHbt2sHQ0BCNGjXClStXAOT2bseMGYMxY8bA1NQUFhYWmD17tnCH7cLWfXh4OIYMGYLk5GThM+fOnQsA2LFjB5o2bQoTExNYWVlh4MCBePnyZYnaLj+HDx+Gu7s79PX1UatWLQQGBiInJ0eYLxKJsGXLFvTq1QuGhoaoXbs2jhw5olDHkSNHULt2bejr66Ndu3bYvn270DsobNkAID09HV9//TVMTExgZ2eHTZs2CfMqepsSESwtLRESEiJMa9y4MaytrYXXFy9ehJ6eHtLT04X2/PDw4B9//IEmTZpAX18fTZs2xY0bN4R58fHxaNeuHQCgatWqEIlECAgIEObLZDJ8++23MDMzg5WVlUK7ViqkwZ49e0ba2tq0YsUKevjwIf3111+0du1aSk1NpZ07d5K1tTUdOHCAHjx4QAcOHCAzMzPatm0bERE9fPiQAJCNjQ2FhITQ33//TcOGDSMTExNKSkoiIqKsrCz6/vvv6dq1a/TgwQPauXMnGRoa0r59+4QYBg8eTD179lQqXh8fHxo/frzwetiwYeTp6UkXLlyg+/fv09KlS0lPT4/u3btHRERbt24lHR0d6tChA127do0iIyPJ1dWVBg4cKNQxf/58MjMzo9DQUIqKiqL//ve/JJFIhJjevn1LrVq1ouHDh1NiYiIlJiZSTk4OnTt3jgBQixYtKDw8nO7evUve3t7k6empUe369u1b0tLSomvXrhERUXBwMFlYWFCLFi2EMs7OzrR582ahTU1NTYV5+/btIz09PdqyZQtFR0fTrFmzyMTEhBo1akRERKmpqdSvXz/q3Lmz0H6ZmZnCcrq4uFBYWBjFxMSQn58f2dvbU3Z2Nvn4+JCxsTGNHz+eoqOjhWXctGlTkes+MzOTgoODSSKRCJ+ZmppKRET/+9//6NixYxQXF0dXrlyhVq1aUZcuXYTlka/XN2/eFNl2H7fFhQsXSCKR0LZt2yguLo5OnjxJDg4ONHfuXKGMfN3u3r2bYmNjady4cWRsbEyvXr0iIqIHDx6Qjo4OTZkyhaKjo2nPnj1Us2ZNIabCls3e3p7MzMxo7dq1FBsbS0FBQaSlpUXR0dFERBrRpr1796bRo0cTEdHr169JV1eXTE1NKSoqiohyv69eXl4K7Xnw4EEiyt3WLC0taeDAgXTnzh369ddfqVatWgSAbty4QTk5OXTgwAECQDExMZSYmEhv374V2kYikdDcuXPp3r17tH37dhKJRHTy5MkiY9Y0Gp20IiMjCQDFx8fnmefk5ES7d+9WmDZv3jxq1aoVEf27c120aJEwPzs7m2xsbGjx4sUFfubo0aOpT58+wuuSJq1Hjx6RWCymp0+fKpRp3749zZgxg4hydyoA6P79+8L8tWvXUvXq1YXX1atXp6VLlwqvc3JyyM7OTiGmj5Ml0b9fxNOnTwvTjh49SgDo8uXLGtWu7u7uQhv4+vrSggULSFdXl1JTU+nJkycEQOGHwIc76latWtGoUaMU6mvRooWQtAqKRb6cW7ZsEabdvXuXAFBUVBT5+PiQq6sryWQyYf60adPI1dVV6XX/YZwFuXbtGgEQdsClSVrt27enhQsXKpTZsWMHWVtbC68B0HfffSe8TktLIwB0/PhxYRkbNGigUMesWbMUYipo2ezt7cnf3194LZPJqFq1arR+/XoiIo1o0x9//JHq169PRESHDh2iFi1aUM+ePYVl6NChA82cOVMo/2HS2rhxI5mbm1NGRoYwf/369ULSKiwWHx8fat26tcK0Zs2a0bRp04qMWdNo9OHBRo0aoX37/2vvzuOqqL//gb8uyL1wgYtsCiiLAcpVWRTRAAVc0co0c8klxa1y9+OSqSXihmauuNs3LUTNXNLMXFNUTEPcFRARxJRSCJVN1vP7gx8TVy5w2bxcOc/Hg4fOzHvec+Y9c+fcmXnfma5wdnbGgAEDsHXrVqSlpSEzMxPx8fEYPXo0DAwMhL9FixYhPj5eoQ5PT0/h/w0aNEC7du0QHR0tjFu/fj3c3d1hbm4OAwMDbNmyBUlJSdWO/ebNmygoKEDz5s0VYgwPD1eIUSqVwt7eXhi2tLQULl08f/4c//zzD9q3by9M19bWhru7u8pxuLi4KNQNFF1n16R29fX1xZkzZ0BEOHfuHPr16we5XI7z588jPDwcVlZWcHR0VDpvdHQ0OnToUGbsFVHWfsXb5+2331Z4XY6npyfi4uJU3vbKREVFoXfv3rCxsYGhoSF8fX0BoEb2yevXr2PBggUKMY0dOxbJycnC5axX11lfXx8ymUxY59jYWHh4eCjUW3L/rEjJukUiESwsLBQu1dX1NvX19cWdO3fw9OlThIeHw8/PD35+fjhz5gzy8vJw4cIF+Pn5KZ03OjoaLi4u0NXVVVg/VZVsO0DxWPEm0eiOGNra2jhx4gQuXLiA48ePIyQkBHPnzsUvv/wCANi6dWupA5K2trbK9e/evRszZszAihUr4OnpCUNDQyxfvhyXLl2qduwZGRnQ1tZGVFRUqZgMDAyE/+vo6ChME4lENfrm0ZL1Fx8MRCKRRrWrn58fvvvuO1y/fh06OjpwcnISDhRpaWnCQag2KGu/wsLCcudRddu/KjMzE/7+/vD390dYWBjMzc2RlJQEf39/5ObmVmMt/osrKCgI/fr1KzWt5IFU2T5Z0Tqrqqp115U2dXZ2homJCcLDwxEeHo7FixfDwsICy5YtQ2RkJPLy8uDl5VXpelVRm9ulLtHopAUUbRhvb294e3tj3rx5sLW1RUREBKysrHD//n0MHTq03PkvXrwIHx8fAEWdGqKiojBx4kQAQEREBLy8vDB+/HihfEXf2lTVpk0bFBQU4MmTJ+jUqVOV6jAyMkLjxo0RGRkprENBQQGuXLmi8DsjsVgsdFRQlSa1a6dOnZCeno5Vq1YJCcrPzw9Lly5FWloapk+fXua8crkcly5dwvDhwxViL6kq7QegVBK+ePEiHB0dVdr2ypYZExOD1NRULF26VHhT9+XLlysdV1natm2L2NhYODg4VLmOFi1a4MiRIwrjIiMjFYar2p5A3W9TkUiETp064eDBg7h9+zY6duwIqVSKnJwcbN68Ge3atYO+vr7SeeVyOUJDQ/Hy5UvhS4KyfRFAldvvTaDRlwcvXbqEJUuW4PLly0hKSsL+/fvx9OlTyOVyBAUFITg4GGvXrsXdu3dx8+ZNbNu2DStXrlSoY/369Thw4ABiYmIwYcIEpKWlYdSoUQAAR0dHXL58GceOHcPdu3fx1VdflfoAVlXz5s0xdOhQDB8+HPv370dCQgL+/PNPBAcH49dff1W5nkmTJiE4OBgHDx5EbGwspkyZgrS0NIVLKHZ2drh06RISExORkpJS4bevq1evalS7Ghsbw8XFBWFhYcKlFx8fH1y5cgV3794t90xrypQp+O6777Bt2zbcvXsXgYGBuH37tkIZOzs73LhxA7GxsUhJSUFeXp5KcSUlJWHatGmIjY3Frl27EBISgilTpqi07e3s7JCRkYFTp04hJSUFWVlZsLGxgVgsRkhICO7fv49Dhw5h4cKFVWs0JebNm4cffvgBQUFBuH37NqKjo7F79258+eWXKtfx6aefIiYmBrNmzcLdu3exZ88ebN++HcB/Z6LK1k1VmtCmfn5+2LVrF9zc3GBgYAAtLS34+PggLCys3H1xyJAhEIlEGDt2LO7cuYMjR47gm2++UShja2sLkUiEw4cP4+nTp8jIyKhWrBpJ3TfVquPOnTvk7+9P5ubmJJFIqHnz5hQSEiJMDwsLIzc3NxKLxWRsbEw+Pj60f/9+IvrvRvrOnTupffv2JBaLqWXLlvT7778L8798+ZICAgLIyMiIGjZsSOPGjaMvvviiwpv0ZXm1Q0RxLzo7OzvS0dEhS0tL+uCDD+jGjRtEpPzG8YEDB6jkZsvLy6OJEyeSTCYjY2NjmjVrFg0YMIA++ugjoUxsbCy9/fbbpKenRwAoISFB6Q3dq1evEgA6ceKERrUrEdGUKVOEThDFXF1dycLCQqGcsjZdvHgxmZmZkYGBAY0YMYI+//xzhViePHlC3bt3JwMDAwJAp0+fFtaz+AY5EVFaWpow3dfXl8aPHy/05jQ2NqY5c+YInQgq2vZERJ999hmZmpoSAAoMDCQiop07d5KdnR1JJBLy9PSkQ4cOqXSjXhllbXH06FHy8vIiPT09kslk1L59e6F3HpFix4FiRkZGtG3bNmH44MGD5ODgQBKJhPz8/ITOBCU7GChbN1tbW1q1apVC3a6ursJ0TWhTov8+RyU7QaxatYoA0NGjRxXKvtqef/zxB7m6upJYLCY3Nzeht2DJ/WzBggVkYWFBIpGIRowYIbTNq52t+vTpI0x/k9TbV5MkJiaiWbNmuHr1aoWP7NEkhYWFkMvlGDhwYI1+C1fVm9quleXn5wc3N7c6+Vii123x4sXYtGkTHj58WK16uE0Z8Abc06rvHjx4gOPHj8PX1xc5OTlYt24dEhISMGTIEHWHxuqpDRs2wMPDA6ampoiIiMDy5cuF+5mMVZdG39OqS5KSkhS62r76VxNdkpXR0tLC9u3b4eHhAW9vb9y8eRMnT56EXC6vleW9bupq1zdBr169ymy3JUuW1Npy4+Li0KdPH7Rs2RILFy7E9OnT35inM6irTdl/6u3lwZqWn5+v8HikV9nZ2aFBAz6xrSxu16p79OgRsrOzlU4zMTGBiYnJa45I83Gbqh8nLcYYYxqDLw8yxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWqzciIiLg7OwMHR0d4SWZlRUQEFDleUuqyqvf/fz8MHXq1GovuzyvthG/3p3VNdx7sB4ICAjA999/X2p8XFxctR6OWmz79u2YOnVqnT+wdejQAc2bN0dwcDAMDAwqnTSAotfBEFGV5i0pOzsb6enpaNSokcrz/Pvvv9DR0YGhoWG1ll2eV9vo2rVr6Ny5M9LS0qq9zozVBD7Tqid69uyJ5ORkhb9mzZqpO6xSVH0YbVXEx8ejS5cuaNq0aZUPwEZGRuXOq+rrLPT09CqVsICi3wHVZsICaqaNaltt7iOs7uOkVU9IJBJYWFgo/BW/d+jgwYNo27YtdHV18dZbbyEoKAj5+fnCvCtXroSzszP09fVhbW2N8ePHC0+XPnPmDEaOHInnz59DJBJBJBIJTz8QiUT4+eefFeJo2LCh8NTvxMREiEQi/Pjjj/D19YWuri7CwsIAAN9++y3kcjl0dXXh5OSEDRs2lLt+OTk5mDx5Mho1agRdXV107NhReHJ88XJSU1MxatQoiEQiIYaS5syZU+o9YUDRy0YXLFgAoPTlQT8/P0ycOBFTp06FmZkZ/P39AQCHDh2Co6MjdHV10blzZ3z//fcKl9levTw4f/58uLm5ITQ0FHZ2djAyMsJHH32E9PR0hWWVvDyYk5ODWbNmwdraGhKJBA4ODvi///s/AEWvrhg9ejSaNWsGPT09tGjRAmvWrCmz/VRtIwDYt28fWrVqBYlEAjs7O6xYsUKYtm7dOrRu3VoY/vnnnyESibBp0yZhXLdu3RSeHF/R/icSibBx40a8//770NfXx+LFi5GWloahQ4fC3Nwcenp6cHR0xLZt28pcP/YGUdujetlrU94T08+ePUsymYy2b99O8fHxdPz4cbKzs6P58+cLZVatWkW///47JSQk0KlTp6hFixY0btw4IiLKycmh1atXk0wmo+TkZEpOThZeU44Knghe/KR0Ozs72rdvH92/f58eP35MO3bsIEtLS2Hcvn37yMTEhLZv317mOk6ePJmsrKzoyJEjdPv2bRoxYgQZGxtTamoq5efnU3JyMslkMlq9ejUlJydTVlZWqTpu3bpFAOjevXulxsXFxSltS19fXzIwMKCZM2dSTEwMxcTE0P3790lHR4dmzJhBMTExtGvXLmrSpEm5r5wPDAwkAwMD6tevH928eZPOnj1LFhYWCq9mf/VJ3gMHDiRra2vav38/xcfH08mTJ2n37t1E9N8TzyMjI+n+/fu0Y8cOkkql9OOPPyptv7La6NUnnF++fJm0tLRowYIFFBsbS9u2bSM9PT1hm964cYNEIhE9efKEiIimTp1KZmZmNGjQICEuqVRKJ06cICLV9j8A1KhRI/ruu+8oPj6eHjx4QBMmTCA3NzeKjIykhIQEOnHiBB06dKis3YO9QThp1QMjRowgbW1t0tfXF/769+9PRERdu3alJUuWKJQPDQ0lS0vLMuv76aefyNTUVBhW9ooLItWT1urVqxXK2Nvb086dOxXGLVy4kDw9PZXGk5GRQTo6OhQWFiaMy83NJSsrK/r666+VLrssrq6utGDBAmF49uzZ1KFDB2FYWdJq06aNQh2zZs2i1q1bK4ybO3duhUlLKpXSixcvhHEzZ85UWHbJpBUbGyu8RkZVEyZMoA8//LDcMq+20atJa8iQIdS9e3eFeWbOnEktW7YkIqLCwkIyNTWln376iYiI3NzcKDg4WHhFzPnz50lHR4cyMzOJSLX9DwBNnTpVoUzv3r1p5MiRKq45e5Pw5cF6onPnzrh27Zrwt3btWgDA9evXsWDBAoUHf44dOxbJycnCy/lOnjyJrl27okmTJjA0NMTHH3+M1NTUSr28rzzt2rUT/p+ZmYn4+HiMHj1aIaZFixaV+Xbj+Ph45OXlwdvbWxino6OD9u3bIzo6ulKxDB06FDt37gQAEBF27dpV4Vua3d3dFYZjY2Ph4eGhMK59+/YVLtvOzk7hnpWlpSWePHmitOy1a9egra1d7ksF169fD3d3d5ibm8PAwABbtmyp9gOGo6OjFdoZALy9vREXF4eCggKIRCL4+PjgzJkzePbsGe7cuYPx48cjJycHMTExCA8Ph4eHB6RSKQDV9j9AcR8BgHHjxmH37t1wc3PD559/jgsXLlRrvZjm4CeN1hP6+vpKewpmZGQgKCgI/fr1KzVNV1cXiYmJeO+99zBu3DgsXrwYJiYmOH/+PEaPHo3c3Fzh4KOMSCQCvdI5VdlN9JKvHy++V7Z169ZS95eK78HVpsGDB2PWrFm4cuUKsrOz8fDhQwwaNKjcecp6fXpl6ejoKAyLRKIy3zKtp6dXbl27d+/GjBkzsGLFCnh6esLQ0BDLly8v9br62uDn54ctW7bg3LlzaNOmDWQymZDIwsPDFRJtRftfsVfbuFevXnjw4AGOHDmCEydOoGvXrpgwYUKpN/2yNw8nrXqubdu2iI2NLbPre1RUFAoLC7FixQpoaRWdmO/Zs0ehjFgsRkFBQal5zc3NkZycLAzHxcVVeHbWuHFjWFlZ4f79+xWe4RSzt7eHWCxGREQEbG1tARQlx8jIyEr/rqlp06bw9fVFWFgYsrOz0b1790r38mvRogWOHDmiMK64U0hNcXZ2RmFhIcLDw9GtW7dS0yMiIuDl5YXx48cL48o6U60MuVyOiIiIUstq3ry58KXC19cXU6dOxU8//QQ/Pz8ARYns5MmTiIiIwPTp04V5K9r/ymNubo4RI0ZgxIgR6NSpE2bOnMlJqx7gpFXPzZs3D++99x5sbGzQv39/aGlp4fr167h16xYWLVoEBwcH5OXlISQkBL1790ZERIRCTzCg6LJWRkYGTp06BVdXV0ilUkilUnTp0gXr1q2Dp6cnCgoKMGvWrFJnE8oEBQVh8uTJMDIyQs+ePZGTk4PLly8jLS0N06ZNK1VeX18f48aNw8yZM2FiYgIbGxt8/fXXyMrKwujRoyvdJkOHDkVgYCByc3OxatWqSs//6aefYuXKlZg1axZGjx6Na9euCT3xRCJRpetTxs7ODiNGjMCoUaOwdu1auLq64sGDB3jy5AkGDhwIR0dH/PDDDzh27BiaNWuG0NBQREZGVvtnDtOnT4eHhwcWLlyIQYMG4Y8//sC6desUene6uLjA2NgYO3fuxOHDhwEUJa0ZM2ZAJBIpXF6saP8ry7x58+Du7o5WrVohJycHhw8ffmPeIccqoO6baqz2ldd7kIjo6NGj5OXlRXp6eiSTyah9+/a0ZcsWYfrKlSvJ0tKS9PT0yN/fn3744QeFm/NERJ999hmZmpoSAAoMDCQiokePHlGPHj1IX1+fHB0d6ciRI0o7Yly9erVUTGFhYeTm5kZisZiMjY3Jx8eH9u/fX+Y6ZGdn06RJk8jMzIwkEgl5e3vTn3/+qVBGlY4YRERpaWkkkUhIKpUKPSGLKeuIUbJHX7GDBw+Sg4MDSSQS8vPzo40bNxIAys7OJiLlHTFcXV0V6li1ahXZ2tqWuazs7Gz63//+R5aWliQWi8nBwYG+++47IiJ6+fIlBQQEkJGRETVs2JDGjRtHX3zxRallvKqijhhERHv37qWWLVuSjo4O2djY0PLly0vV06dPH2rQoIHQfgUFBWRsbExvv/12qbIV7X9Q0qFn4cKFJJfLSU9Pj0xMTKhPnz50//79cteNvRn4iRiMvQaLFy/Gpk2b8PDhQ3WHwphG48uDjNWCDRs2wMPDA6ampoiIiMDy5csxceJEdYfFmMbjpMVYLYiLi8OiRYvw77//wsbGBtOnT8fs2bPVHRZjGo8vDzLGGNMY/ONixhhjGoOTFmOMMY3BSYsxxpjG4KTFGGNMY3DSYowxpjE4aTHGGNMYnLQYY4xpDE5ajDHGNAYnLcYYYxqDkxZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGLWStM6cOQORSIS9e/fWRvWvfTm1qXgdzpw5o3JZda5vaGgonJycoKOjg4YNG6otjrquLrRTYmIiRCIRvvnmG7UsX10q85mqiu3bt0MkEiExMbFW6n/V0aNH4ebmBl1dXYhEIjx79gwBAQGws7N7Lcuva1ROWiKRSKW/2tpR6pOdO3di9erVtb6cxYsXQyQSoXXr1iqVj4mJQUBAAOzt7bF161Zs2bKlVuK6cOEC5s+fj2fPntVK/bXtdbVTsSNHjmD+/Pm1ugymHqmpqRg4cCD09PSwfv16hIaGQl9fX91hqZXKby4ODQ1VGP7hhx9w4sSJUuPlcjmio6NrJrp6wMfHB9nZ2RCLxcK4nTt34tatW5g6dWqtLfevv/7CkiVLKvUBOHPmDAoLC7FmzRo4ODjUWmwXLlxAUFAQAgICNPJs7nW1U7EjR45g/fr1nLj+P2WfKU0VGRmJ9PR0LFy4EN26dVN3OHWCyklr2LBhCsMXL17EiRMnSo0HwEmrErS0tKCrq/valztjxgy8/fbbKCgoQEpKikrzPHnyBAA0MpEAQGZm5mv5llob7ZSVlQWpVFpj9WmawsJC5ObmqvRZUddnqqrK27aa/pkDgPz8fBQWFtbYl4ha7YhRWFiIxYsXo2nTptDV1UXXrl1x7969UuUuXbqEnj17wsjICFKpFL6+voiIiFB5OQUFBZgzZw4sLCygr6+P999/Hw8fPixV7qeffoK7uzv09PRgZmaGYcOG4dGjR8L0wMBAaGlp4dSpUwrzffLJJxCLxbh+/XqZMfTr1w9t27ZVGNe7d2+IRCIcOnRIYV1FIhF+++03AKWvv/v5+eHXX3/FgwcPhEuur167VrVdy3L27Fns3bu3Upcg7ezsEBgYCAAwNzeHSCRS+Gb/22+/oVOnTtDX14ehoSHeffdd3L59W6GOGzduICAgAG+99RZ0dXVhYWGBUaNGITU1VSgzf/58zJw5EwDQrFkzoQ0SExOFezTbt28vFd+r8cyfPx8ikQh37tzBkCFDYGxsjI4dOwrTd+zYIewLJiYm+Oijj0rtM3Fxcfjwww9hYWEBXV1dNG3aFB999BGeP39e5XbasGEDWrVqBYlEAisrK0yYMKHUZVA/Pz+0bt0aUVFR8PHxgVQqxZw5c5QuLyAgAOvXrxfaoPjvVVu2bIG9vT0kEgk8PDwQGRlZqkxMTAz69+8PExMT6Orqol27dgr7rjJ5eXkwMTHByJEjS0178eIFdHV1MWPGDGFcTk4OAgMD4eDgAIlEAmtra3z++efIyclRmFckEmHixIkICwsT2uvo0aMAgN27d8Pd3R2GhoaQyWRwdnbGmjVrhHnLuqd16dIlvPPOOzA2Noa+vj5cXFwU5gOA33//XdiPGzZsiD59+qj8Jbymt62fnx9GjBgBAPDw8IBIJEJAQECZy8/MzMT06dNhbW0NiUSCFi1a4JtvvgERCWWqepwCgGfPnmHq1KlC/Q4ODli2bBkKCwuFMiXvo65evVrY5+7cuQMACAkJQatWrSCVSmFsbIx27dph586d5Tfsq6iKJkyYQGXNfvr0aQJAbdq0IXd3d1q1ahXNnz+fpFIptW/fXqHsqVOnSCwWk6enJ61YsYJWrVpFLi4uJBaL6dKlS+XGULwcZ2dncnFxoZUrV9IXX3xBurq61Lx5c8rKyhLKbtu2jQCQh4cHrVq1ir744gvS09MjOzs7SktLIyKi3NxcatOmDdna2tKLFy+IiOjo0aMEgBYuXFhuLCtXriQtLS16/vw5EREVFhaSsbExaWlp0YwZM4Ryy5cvVyhXvA6nT58mIqLjx4+Tm5sbmZmZUWhoKIWGhtKBAwcq3a5lyc/PJxcXF/r000+JiMjX15datWpV4XwHDhygDz74gADQxo0bKTQ0lK5fv05ERD/88AOJRCLq2bMnhYSE0LJly8jOzo4aNmxICQkJQh3ffPMNderUiRYsWEBbtmyhKVOmkJ6eHrVv354KCwuJiOj69es0ePBgAkCrVq0S2iAjI4MSEhIIAG3btq1UfAAoMDBQGA4MDCQA1LJlS+rTpw9t2LCB1q9fT0REixYtIpFIRIMGDaINGzZQUFAQmZmZKewLOTk51KxZM7KysqJFixbRt99+S0FBQeTh4UGJiYlVaqfimLp160YhISE0ceJE0tbWJg8PD8rNzRXq8PX1JQsLCzI3N6dJkybR5s2b6eeff1a6vAsXLlD37t0JgNBWoaGhRERCe7Vp04YcHBxo2bJl9PXXX5OZmRk1bdpUYZm3bt0iIyMjatmyJS1btozWrVtHPj4+JBKJaP/+/WWuLxHRqFGjqGHDhpSTk6Mw/vvvvycAFBkZSUREBQUF1KNHD5JKpTR16lTavHkzTZw4kRo0aEB9+vRRmBcAyeVyMjc3p6CgIFq/fj1dvXqVjh8/TgCoa9eutH79elq/fj1NnDiRBgwYIMz76meKqOhzJRaLydbWlgIDA2njxo00efJk6tatm1DmxIkT1KBBA2revDl9/fXXwn5hbGyssB8XH0tKjquNbXv8+HH65JNPCAAtWLCAQkND6cKFC0RENGLECLK1tRXKFhYWUpcuXUgkEtGYMWNo3bp11Lt3bwJAU6dOFcpV9TiVmZlJLi4uZGpqSnPmzKFNmzbR8OHDSSQS0ZQpU4T5ive5li1b0ltvvUVLly6lVatW0YMHD2jLli0EgPr370+bN2+mNWvW0OjRo2ny5MlK178stZq05HK5wo68Zs0aAkA3b94koqIGc3R0JH9/f+GgRUSUlZVFzZo1o+7du5cbQ/FymjRpIiQZIqI9e/YQAFqzZg0RFSWjRo0aUevWrSk7O1sod/jwYQJA8+bNE8bdvHmTxGIxjRkzhtLS0qhJkybUrl07ysvLKzeWyMhIAkBHjhwhIqIbN24QABowYAB16NBBKPf+++9TmzZtSq1DyQ/Yu+++q7BDvlq2onYtz7p168jIyIiePHlCRKonLaL/PphPnz4VxqWnp1PDhg1p7NixCmX//vtvMjIyUhhf8ktEsV27dhEAOnv2rDBu+fLlpQ4KRFSlpDV48GCFcomJiaStrU2LFy9WGH/z5k1q0KCBMP7q1asEgH766SfljVEOZe305MkTEovF1KNHDyooKBDGr1u3jgDQd999J4zz9fUlALRp0yaVllfWZ7G4vUxNTenff/8Vxh88eJAA0C+//CKM69q1Kzk7O9PLly+FcYWFheTl5UWOjo7lLv/YsWOl6iMieuedd+itt94ShkNDQ0lLS4vOnTunUG7Tpk0EgCIiIoRxAEhLS4tu376tUHbKlCkkk8koPz+/zHhe/Uzl5+dTs2bNyNbWVvhSUnIdi7m5uVGjRo0oNTVVGHf9+nXS0tKi4cOHC+NeTVq1uW2Ll1Wc+Iu9mrR+/vlnAkCLFi1SKNe/f38SiUR07949Iqr6cWrhwoWkr69Pd+/eVaj/iy++IG1tbUpKSiKi//Y5mUwmHGOK9enTR+VjTXlq9fLgyJEjFa5jdurUCQBw//59AMC1a9cQFxeHIUOGIDU1FSkpKUhJSUFmZia6du2Ks2fPKpx6lmX48OEwNDQUhvv37w9LS0scOXIEAHD58mU8efIE48ePV7jW/e6778LJyQm//vqrMK5169YICgrCt99+C39/f6SkpOD7779Hgwbl3/5r06YNDAwMcPbsWQDAuXPn0LRpUwwfPhxXrlxBVlYWiAjnz58X2qGqKmrXsqSmpmLevHn46quvYG5uXq0Yip04cQLPnj3D4MGDhe2XkpICbW1tdOjQAadPnxbK6unpCf9/+fIlUlJS8PbbbwMArly5UiPxvOqzzz5TGN6/fz8KCwsxcOBAhXgtLCzg6OgoxGtkZAQAOHbsGLKysqodx8mTJ5Gbm4upU6dCS+u/j93YsWMhk8kU9kEAkEgkSi+5VcWgQYNgbGwsDL+6v/z777/4/fffMXDgQKSnpwttkpqaCn9/f8TFxSlcRn9Vly5dYGZmhh9//FEYl5aWhhMnTmDQoEHCuJ9++glyuRxOTk4Kbd+lSxcAUNhXAMDX1xctW7ZUGNewYUNkZmbixIkTKq//1atXkZCQgKlTp5a6N1R8KTU5ORnXrl1DQEAATExMhOkuLi7o3r27cCxRRp3bttiRI0egra2NyZMnK4yfPn06iEi4zFfV49RPP/2ETp06wdjYWGHbdevWDQUFBUJ9xT788MNSx5iGDRvir7/+UnppujJU7ohRFTY2NgrDxR+ctLQ0AEX3DAAI122Vef78ucIHThlHR0eFYZFIBAcHB+F3FA8ePAAAtGjRotS8Tk5OOH/+vMK4mTNnYvfu3fjzzz+xZMmSUh8cZbS1teHp6Ylz584BKNoZOnXqhI4dO6KgoAAXL15E48aN8e+//1Y7aVXUrmX58ssvYWJigkmTJlVr+SUVb8PiA8+rZDKZ8P9///0XQUFB2L17t3CDuVh594mqo1mzZgrDcXFxIKJS+0wxHR0dYb5p06Zh5cqVCAsLQ6dOnfD+++9j2LBhQkKrjLL2QbFYjLfeekuYXqxJkyY1duO6ov3l3r17ICJ89dVX+Oqrr5TW8eTJEzRp0kTptAYNGuDDDz/Ezp07kZOTA4lEgv379yMvL08hacXFxSE6OrrML0yv7hOvbjsAGD9+PPbs2YNevXqhSZMm6NGjBwYOHIiePXuWsfZAfHw8AJT7047yjhFyuRzHjh0rsyOPOrdtyRisrKwUvrwXx14yxqoep+Li4nDjxo1qbbtZs2bh5MmTaN++PRwcHNCjRw8MGTIE3t7elVrXWk1a2traSsfT/78xWHwWtXz5cri5uSkta2BgUCuxlef+/fvCwfjmzZsqz9exY0csXrwYL1++xLlz5zB37lw0bNgQrVu3xrlz59C4cWMAqHbSqqhdlYmLi8OWLVuwevVqPH78WBj/8uVL5OXlITExETKZTOFbpiqKt2FoaCgsLCxKTS95hjpw4EBcuHABM2fOhJubGwwMDFBYWIiePXuqdEatrIMBUNQRpywlz+6K4y2+waysHUvubytWrEBAQAAOHjyI48ePY/LkyQgODsbFixfRtGnTCuOtjlfjrg5VP4czZsyAv7+/0rIVdd3/6KOPsHnzZvz222/o27cv9uzZAycnJ7i6ugplCgsL4ezsjJUrVyqtw9raWmFYWRs0atQI165dw7Fjx/Dbb7/ht99+w7Zt2zB8+HB8//335cZYV9Tktq2KqhynCgsL0b17d3z++edK62zevLnCsLJ1lMvliI2NxeHDh3H06FHs27cPGzZswLx58xAUFKRy/LWatCpib28PoOjbeHV+g1CcYIoREe7duwcXFxcAgK2tLQAgNja21BlBbGysMB0o2jgBAQGQyWSYOnUqlixZgv79+6Nfv34VxtGpUyfk5uZi165dePTokbDRfXx8hJ2hefPmwk5RlrIOztXx6NEjFBYWYvLkyaUuIQBF34ymTJlS6R81F2/DRo0albsN09LScOrUKQQFBWHevHnC+Fe3HVD2+hefIbzaI+vVb7IVxUtEaNasWakPmjLOzs5wdnbGl19+iQsXLsDb2xubNm3CokWLVF4moLgPvvXWW8L43NxcJCQkVGv/r+7+UhyPjo5OlePw8fGBpaUlfvzxR3Ts2BG///475s6dq1DG3t4e169fR9euXasVs1gsRu/evdG7d28UFhZi/Pjx2Lx5M7766iulybV4H71161aZ61dy+7wqJiYGZmZmZf5coja3rapsbW1x8uRJpKenK5xtxcTEKMQIVO04ZW9vj4yMjGqvi76+PgYNGoRBgwYhNzcX/fr1w+LFizF79myVf6ag1mcPuru7w97eHt988w0yMjJKTX/69KlK9fzwww9IT08Xhvfu3Yvk5GT06tULANCuXTs0atQImzZtUuha+9tvvyE6OhrvvvuuMG7lypW4cOECtmzZgoULF8LLywvjxo1T6bdMHTp0gI6ODpYtWwYTExO0atUKQNFOcvHiRYSHh6t0lqWvr1/jl8tat26NAwcOlPpr1aoVbGxscODAAYwePbrS9fr7+0Mmk2HJkiXIy8srNb14GxZ/23/1bFBZkiw+OLyanGQyGczMzEpdP9+wYYPK8fbr1w/a2toICgoqFQsRCd3vX7x4gfz8fIXpzs7O0NLSKtU9WxXdunWDWCzG2rVrFZb7f//3f3j+/LnCPlhZZbWXqho1agQ/Pz9s3rwZycnJpaar8jnU0tJC//798csvvyA0NBT5+fkKlwaBojPtR48eYevWraXmz87ORmZmZoXLKfnziOLlFn85LWu7tG3bFs2aNcPq1atLtVHxtrC0tISbmxu+//57hTK3bt3C8ePH8c4775QZU21uW1W98847KCgowLp16xTGr1q1CiKRSDgWAlU7Tg0cOBB//PEHjh07VmrZz549K/VZUebVbScWi9GyZUsQkdJjR1nUeqalpaWFb7/9Fr169UKrVq0wcuRINGnSBI8ePcLp06chk8nwyy+/VFiPiYkJOnbsiJEjR+Kff/7B6tWr4eDggLFjxwKAsIFGjhwJX19fDB48GP/88w/WrFkDOzs7/O9//wNQ9KPor776CgEBAejduzeAoueMubm5CdfSyyOVSuHu7o6LFy8Kv30Air7BZGZmIjMzU6Wk5e7ujh9//BHTpk2Dh4cHDAwMhHiqyszMDH379i01vjhpKJumCplMho0bN+Ljjz9G27Zt8dFHH8Hc3BxJSUn49ddf4e3tjXXr1kEmk8HHxwdff/018vLy0KRJExw/fhwJCQml6nR3dwcAzJ07Fx999BF0dHTQu3dv6OvrY8yYMVi6dCnGjBmDdu3a4ezZs7h7967K8drb22PRokWYPXs2EhMT0bdvXxgaGiIhIQEHDhzAJ598ghkzZuD333/HxIkTMWDAADRv3hz5+fkIDQ2FtrY2Pvzww0q3k7m5OWbPno2goCD07NkT77//PmJjY7FhwwZ4eHgo/ZG+qorba/LkyfD394e2tjY++uijStWxfv16dOzYEc7Ozhg7dizeeust/PPPP/jjjz/w119/lfsbxWKDBg1CSEgIAgMD4ezsLNxPKfbxxx9jz549+Oyzz3D69Gl4e3ujoKAAMTEx2LNnD44dO4Z27dqVu4wxY8bg33//RZcuXdC0aVM8ePAAISEhcHNzK7W8YlpaWti4cSN69+4NNzc3jBw5EpaWloiJicHt27eFA/Hy5cvRq1cveHp6YvTo0cjOzkZISAiMjIzKfdpIbW5bVfXu3RudO3fG3LlzkZiYCFdXVxw/fhwHDx7E1KlThbNNoGrHqZkzZ+LQoUN47733EBAQAHd3d2RmZuLmzZvYu3cvEhMTYWZmVm6MPXr0gIWFBby9vdG4cWNER0dj3bp1ePfdd0vdiytXVbsdqtLl/dXuwmV1Wb569Sr169ePTE1NSSKRkK2tLQ0cOJBOnTpVbgzFy9m1axfNnj2bGjVqRHp6evTuu+/SgwcPSpX/8ccfqU2bNiSRSMjExISGDh1Kf/31FxEVdYv18PCgpk2b0rNnzxTmK+5S/uOPP1bULDRz5kwCQMuWLVMY7+DgQAAoPj5e6TqU7PKekZFBQ4YMoYYNGxIAoWtrZdtVFdXt8l5yPfz9/cnIyIh0dXXJ3t6eAgIC6PLly0KZv/76iz744ANq2LAhGRkZ0YABA+jx48eluqsTFXWxbdKkCWlpaSl0L87KyqLRo0eTkZERGRoa0sCBA+nJkydldnlXFisR0b59+6hjx46kr69P+vr65OTkRBMmTKDY2FgiIrp//z6NGjWK7O3tSVdXl0xMTKhz58508uTJarXTunXryMnJiXR0dKhx48Y0bty4Ut2wK7NNiIr23UmTJpG5uTmJRCLhc1m8XyxfvrzUPMraPD4+noYPH04WFhako6NDTZo0offee4/27t2rUhyFhYVkbW2ttOt1sdzcXFq2bBm1atWKJBIJGRsbk7u7OwUFBQm/CSqOb8KECaXm37t3L/Xo0YMaNWpEYrGYbGxs6NNPP6Xk5GShjLLPFBHR+fPnqXv37mRoaEj6+vrk4uJCISEhCmVOnjxJ3t7epKenRzKZjHr37k137txRKKPsd1pEtbNtVe3yTlT085P//e9/ZGVlRTo6OuTo6EjLly9X6NZfrLLHqeL6Z8+eTQ4ODiQWi8nMzIy8vLzom2++EX6LVt4+t3nzZvLx8RGO8/b29jRz5kyF7a4KEVE5d+8ZY4yxOoTfp8UYY0xjcNJijDGmMThpMcYY0xictBhjjGkMTlqMMcY0hlp/p1UTCgsL8fjxYxgaGtbKkyQYY+xNQERIT0+HlZWVwoN9NY3GJ63Hjx+XemYZY4wx5R4+fFjrz86sTRqftIp/Sf3w4UOFJ4ozxhj7z4sXL2BtbV25p0/UQRqftIovCcpkMk5ajDFWAU2/jaK5FzYZY4zVO5y0GGOMaQxOWowxxjQGJy3GGGMaQ+1Jy87ODiKRqNTfhAkT1B0aY4yxOkbtvQcjIyNRUFAgDN+6dQvdu3fHgAED1BgVY4yxukjtScvc3FxheOnSpbC3t4evr6/S8jk5OQqv1X7x4kWtxleRrKwsxMTEVFguOzsbiYmJsLOzg56eXrllnZycIJVKaypExhh7Y6g9aZWUm5uLHTt2YNq0aWX+liA4OBhBQUGvObKyxcTECK87rylRUVFo27ZtjdbJGGNvgjr15uI9e/ZgyJAhSEpKgpWVldIyys60rK2t8fz5c7X8uFjVM63o6GgMGzYMO3bsgFwuL7csn2kxxmraixcvYGRkpLZjZU2pU2da//d//4devXqVmbAAQCKRQCKRvMaoyieVSit1ViSXy/ksijHGqqjOJK0HDx7g5MmT2L9/v7pDYYwxVkepvct7sW3btqFRo0Z499131R0KY4yxOqpOJK3CwkJs27YNI0aMQIMGdebkjzHGWB1TJ5LWyZMnkZSUhFGjRqk7FMYYY3VYnTit6dGjB+pQJ0bGGGN1VJ0402KMMcZUwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbgpMUYY0xjcNJijDGmMThpMcYY0xictBhjjGmMOvFqkjotKQlISal+PdHRiv9Wh5kZYGNT/XoYY0zDcNIqT1ISCpzk0M7Oqrk6hw2rdhUFelJox0Rz4mKM1TuctMqTkgLt7CxMeW867plaV6uqgvxceD//B3OMGkO7gbjK9TikPsSawyuKzv44aTHG6hlOWiq4Z2qN2xYO1a+oacvq18EYY/UYd8RgjDGmMThpMcYY0xictBhjjGmMOpG0Hj16hGHDhsHU1BR6enpwdnbG5cuX1R0WY4yxOkbtHTHS0tLg7e2Nzp0747fffoO5uTni4uJgbGys7tAYY4zVMWpPWsuWLYO1tTW2bdsmjGvWrJkaI2KMMVZXqf3y4KFDh9CuXTsMGDAAjRo1Qps2bbB169Yyy+fk5ODFixcKf4wxxuoHtSet+/fvY+PGjXB0dMSxY8cwbtw4TJ48Gd9//73S8sHBwTAyMhL+rK2r96NfxhhjmkPtSauwsBBt27bFkiVL0KZNG3zyyScYO3YsNm3apLT87Nmz8fz5c+Hv4cOHrzlixhhj6qL2e1qWlpZo2VLxSRFyuRz79u1TWl4ikUAikbyO0ID8l4CFFuzFjwGR9utZZgXsxY8BC62i2BhjrJ5Re9Ly9vZGbGyswri7d+/C1tZWTRGVkJEEfGqAtVB+1qcWVgA+NSiKDV7qjoYxxl4rtSet//3vf/Dy8sKSJUswcOBA/Pnnn9iyZQu2bNmi7tAAAxtgcwYm956B+Go+MLem2Kc+xNpfvgHe4YflMsbqH7UnLQ8PDxw4cACzZ8/GggUL0KxZM6xevRpDhw5Vd2hAA13g70LE51rhNtWRbvi5BcDfhUWxMcZYPaP2pAUA7733Ht577z11h8EYY6yOU3vvQcYYY0xVnLQYY4xpDE5ajDHGNAYnLcYYYxqDkxZjjDGNUSd6D9Z1DqnVf1RUQX4uMp7/AwOjxtBuIFZrLIwxpqk4aZXHzAwFelKsObyi2lVdAeAOIApA22rWVaAnhbaZWbVjYowxTcNJqzw2NtCOiQZSUqpfV3Q0MGwYsGMHIJdXqyptMzPAhp+IwRirfzhpVcTGpmYThFwOtK3uuRZjjNVP3BGDMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbgpMUYY0xjcNJijDGmMThpMcYY0xhqf2Du/PnzERQUpDCuRYsWiImJUVNEjGm2rKwslT4/2dnZSExMhJ2dHfT09Mot6+TkBKlUWlMhMlZlak9aANCqVSucPHlSGG7QoE6ExZhGiomJgbu7e43WGRUVhbb8dgJWB9SJ7NCgQQNYWFioOwzG3ghOTk6IioqqsFx0dDSGDRuGHTt2QF7BO96cnJxqKjzGqqVOJK24uDhYWVlBV1cXnp6eCA4Ohk0Z77DKyclBTk6OMPzixYvXFSZjGkEqlVbqrEgul/NZFNMYau+I0aFDB2zfvh1Hjx7Fxo0bkZCQgE6dOiE9PV1p+eDgYBgZGQl/1tbWrzlixhhj6qL2pNWrVy8MGDAALi4u8Pf3x5EjR/Ds2TPs2bNHafnZs2fj+fPnwt/Dhw9fc8SMMcbUpU5cHiypYcOGaN68Oe7du6d0ukQigUQiec1RlU3VnlrR0dEK/5aHe2oxxphydS5pZWRkID4+Hh9//LG6Q1FJZXtqDRs2rMIy3FOLMcaUU3vSmjFjBnr37g1bW1s8fvwYgYGB0NbWxuDBg9UdmkpU7alV2d/EMMYYK03tSeuvv/7C4MGDkZqaCnNzc3Ts2BEXL16Eubm5ukNTSWV6anl7e9dyNIwx9mZTe9LavXu3ukNgjDGmIdTee5AxxhhTFSctxhhjGoOTFmOMMY3BSYsxxpjG4KTFGGNMY6i99yBjrJKSkoCUlOrXU/x0FhWe0lIhMzOgjIdcM1aTqpS0Hj58CJFIhKZNmwIA/vzzT+zcuRMtW7bEJ598UqMBMsZKSEpCgZMc2tlZNVenCk9pqUiBnhTaMdGcuFitq1LSGjJkCD755BN8/PHH+Pvvv9G9e3e0atUKYWFh+PvvvzFv3ryajpMxBgApKdDOzsKU96bjnmn13nBQkJ8L7+f/YI5RY2g3EFe5HofUh1hzeEXR2R8nLVbLqpS0bt26hfbt2wMA9uzZg9atWyMiIgLHjx/HZ599xkmLsVp2z9Qaty0cql9R05bVr4Ox16hKHTHy8vKEJ62fPHkS77//PoCiZ+YlJyfXXHSMMcZYCVVKWq1atcKmTZtw7tw5nDhxAj179gQAPH78GKampjUaIGOMMVasSklr2bJl2Lx5M/z8/DB48GC4uroCAA4dOiRcNmSMMcZqWpXuafn5+SElJQUvXryAsbGxMP6TTz7hlxcyxhirNVX+nRYRISoqCvHx8RgyZAgMDQ0hFos5aTFWm/JfAhZasBc/BkTa6o4GAIpisdAqio2xWlalpPXgwQP07NkTSUlJyMnJQffu3WFoaIhly5YhJycHmzZtquk4GWMAkJEEfGqAtahDnzErAJ8aFMUGL3VHw95wVUpaU6ZMQbt27XD9+nWFjhcffPABxo4dW2PBMcZeYWADbM7A5N4zEF/N32nVFPvUh1j7yzfAO/wbLVb7qpS0zp07hwsXLkAsVvxBop2dHR49elQjgTHGlGigC/xdiPhcK9ymZuqOpkhuAfB3YVFsjNWyKvUeLCwsREFBQanxf/31FwwNDasdFGOMMaZMlZJWjx49sHr1amFYJBIhIyMDgYGBeOedd2oqNsYYY0xBlS4PrlixAv7+/mjZsiVevnyJIUOGIC4uDmZmZti1a1dNx8gYY4wBqGLSatq0Ka5fv47du3fjxo0byMjIwOjRozF06FDo6enVdIyMMcYYgGr8TqtBgwYYVgOvNGCMMcZUVaWk9cMPP5Q7ffjw4VUKBgCWLl2K2bNnY8qUKQr3zRhjjLEq/06rpLy8PGRlZQlPxKhq0oqMjMTmzZvh4uJSpfkZY4y92aqUtNLS0kqNi4uLw7hx4zBz5swqBZKRkYGhQ4di69atWLRoUZnlcnJykJOTIwy/ePGiSstjTJM5pD6sdh0F+bnIeP4PDGrgJZCMvS5Vvqf1KkdHRyxduhTDhg1DTExMpeefMGEC3n33XXTr1q3cpBUcHIygoKDqhMqY5jIzQ4GetOhNwdV0BYA7gCgAbatZV4GeFNpmZtWOibGK1FjSAoo6Zzx+/LjS8+3evRtXrlxBZGRkhWVnz56NadOmCcMvXryAtXXdeJwNY7XOxgbaMdFFr7avruhoYNgwYMcOQC6vVlXaZmaADT/GidW+KiWtQ4cOKQwTEZKTk7Fu3Tp4e3tXqq6HDx9iypQpOHHiBHR1K34MjEQiEd6azFi9ZGNTswlCLgfaVvdci7HXo0pJq2/fvgrDIpEI5ubm6NKlC1asqNxli6ioKDx58gRtS3xoCgoKcPbsWaxbtw45OTnQ1q4br2BgjDGmXlVKWoWFhTUWQNeuXXHz5k2FcSNHjoSTkxNmzZrFCYsxxpigRu9pVYWhoSFat26tME5fXx+mpqalxjPGGKvfVE5aJTs/VGTlypVVCoYxxhgrj8pJ6+rVqyqVE4lEVQ6m2JkzZ6pdB2OMsTePyknr9OnTtRkHY4wxVqEqvU+LMcYYU4cqd8S4fPky9uzZg6SkJOTm5ipM279/f7UDY4wxxl5VpTOt3bt3w8vLC9HR0Thw4ADy8vJw+/Zt/P777zAyMqrpGBljjDEAVUxaS5YswapVq/DLL79ALBZjzZo1iImJwcCBA2HDj3JhjDFWS6qUtOLj4/Huu+8CAMRiMTIzMyESifC///0PW7ZsqdEAGWOMsWJVSlrGxsZIT08HADRp0gS3bt0CADx79gxZWVk1Fx1jjDFWQqWSVnFy8vHxwYkTJwAAAwYMwJQpUzB27FgMHjwYXbt2rfkoGWOMMVSy96CLiws8PDzQt29fDBgwAAAwd+5c6Ojo4MKFC/jwww/x5Zdf1kqgjDHGWKWSVnh4OLZt24bg4GAsXrwYH374IcaMGYMvvviituJjjDHGBJW6PNipUyd89913SE5ORkhICBITE+Hr64vmzZtj2bJl+Pvvv2srTsYYYwwiIqLqVHDv3j1s27YNoaGh+Pvvv9GzZ89SL4msTS9evICRkRGeP38OmUz22pbLal5WVhZiYmLKLZOdnY3ExETY2dlBT0+vwjqdnJwglUprKsQ3ypUrV+Du7o6oqCiF99mxN9Obcqys9qtJHBwcMGfOHNja2mL27Nn49ddfayIuVg/FxMTA3d29RuvkAzJjb5ZqJa2zZ8/iu+++w759+6ClpYWBAwdi9OjRNRUbq2ecnJwQFRVVbpno6GgMGzYMO3bsgFwuV6lOxtibo9JJ6/Hjx9i+fTu2b9+Oe/fuwcvLC2vXrsXAgQOhr69fGzGyekIqlap8ViSXy/kMqgyqXGYFir4AlPy3PHyZldUVlUpavXr1wsmTJ2FmZobhw4dj1KhRaNGiRW3FxhirgspeZh02bFiFZfgyK6srKpW0dHR0sHfvXrz33nvQ1taurZgYY9WgymVWoHKdWvgyK6srKpW0XmevQMZY1VTmMqu3t3ctR8NYzeKXQDLGGNMYnLQYY4xpjGr/TosxpnkKCgpw7tw5JCcnw9LSEp06deL71EwjqP1Ma+PGjXBxcYFMJoNMJoOnpyd+++03dYfF2Btr//79cHBwQOfOnTFkyBB07twZDg4O2L9/v7pDY6xCak9aTZs2xdKlSxEVFYXLly+jS5cu6NOnD27fvq3u0Bh74+zfvx/9+/eHs7Mz/vjjD6Snp+OPP/6As7Mz+vfvz4mL1XnVfvZgbTAxMcHy5ctVerrGm/I8LaYafl5e1RUUFMDBwQHOzs74+eefoaX133fWwsJC9O3bF7du3UJcXBxfKnwDvSnHyjp1T6ugoAA//fQTMjMz4enpqbRMTk4OcnJyhOEXL168rvBYdSUlASkp1auj+OkNKjzFQSVmZoCNTc3UVcedO3cOiYmJ2LVrl0LCAgAtLS3Mnj0bXl5eOHfuHPz8/NQTJGMVqBNJ6+bNm/D09MTLly9hYGCAAwcOoGXLlkrLBgcHIygo6DVHyKotKQkFTnJoZ2fVTH0qPMVBFQV6UmjHRNeLxJWcnAwAaN26tdLpxeOLyzFWF9WJpNWiRQtcu3YNz58/x969ezFixAiEh4crTVyzZ8/GtGnThOEXL17A2tr6dYbLqiIlBdrZWZjy3nTcM6369irIz4X3838wx6gxtBuIqxWSQ+pDrDm8oujsrx4kLUtLSwDArVu38Pbbb5eafuvWLYVyjNVFdSJpicViODg4AADc3d0RGRmJNWvWYPPmzaXKSiQSSCSS1x0iqyH3TK1x28KhepU0VX4WzsrXqVMn2NnZYcmSJUrvaQUHB6NZs2bo1KmTGqNkrHxq7z2oTGFhocJ9K8ZY9Wlra2PFihU4fPgw+vbtq9B7sG/fvjh8+DC++eYb7oTB6jS1n2nNnj0bvXr1go2NDdLT07Fz506cOXMGx44dU3dojL1x+vXrh71792L69Onw8vISxjdr1gx79+5Fv3791BgdYxVTe9J68uQJhg8fjuTkZBgZGcHFxQXHjh1D9+7d1R0aq0n5LwELLdiLHwOiuvFN3l78GLDQKoqtHunXrx/69OnDT8RgGqlO/k6rMt6U3x688X7fDZz9VN1RKOezGejykbqjYKxWvSnHSrWfabF6wsAG2JyByb1nIL4avQdrkn3qQ6z95RvgnTe/5yBjbwpOWuz1aKAL/F2I+Fwr3KZm6o6mSG4B8HdhUWyMMY1QJ3sPMsYYY8pw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQG9x5kr5VD6sNqzV+Qn4uM5//AoIYemMsY0yyctNjrYWaGAj1p0VPVq+EKAHcAUQBq4hWQBXpSaJuZ1UBNjLHXgZMWez1sbIreW1UTL4EcNgzYsQOQy6sdlnY9egkkY28CTlrs9bGxqbkEIZcDbWviXIsxpkm4IwZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbgpMUYY0xjqD1pBQcHw8PDA4aGhmjUqBH69u2L2NhYdYfFGGOsDlJ70goPD8eECRNw8eJFnDhxAnl5eejRowcyMzPVHRpjjLE6Ru1PeT969KjC8Pbt29GoUSNERUXBx8enVPmcnBzk5OQIwy9evKj1GNnrkZWVhZiYmHLLREdHK/xbEScnJ0il0mrHxhirG9SetF71/PlzAICJiYnS6cHBwQgKCnqdIbHXJCYmBu7u7iqVHTZsmErloqKi0JZfYcLYG0NERKTuIIoVFhbi/fffx7Nnz3D+/HmlZZSdaVlbW+P58+eQyWSvK1RWC1Q508rOzkZiYiLs7Oygp6dXYZ18psVYkRcvXsDIyEjjj5V16kxrwoQJuHXrVpkJCwAkEgkkEslrjIq9LlKpVKWzIm9v79cQDWOsLqozSWvixIk4fPgwzp49i6ZNm6o7HMYYY3WQ2pMWEWHSpEk4cOAAzpw5g2bNmqk7JMYYY3WU2pPWhAkTsHPnThw8eBCGhob4+++/AQBGRkYq3bNgjDFWf6i9I4ZIJFI6ftu2bQgICKhw/jfl5iJjrO55kzoHvSnHSrWfadWhzouMMaagMj/DUBX/DKN61J60GGOsrnJyckJUVFS5ZaKjozFs2DDs2LEDcrlcpTpZ1XHSYoyxMqj6MwwAkMvlfAb1Gqj92YOMMcaYqjhpMcYY0xictBhjjGkMTlqMMcY0BictxhhjGoOTFmOMMY3BXd4ZY/VXUhKQklK9OopfSKrii0krZGYG2NjUTF1vIE5ajLH6KSkJBU5yaGdn1Ux9Kr6YtCIFelJox0Rz4ioDJy3GWP2UkgLt7CxMeW867plaV7magvxceD//B3OMGkO7gbhaITmkPsSawyuKzv44aSnFSYsxVq/dM7XGbQuH6lXStGXNBMMqxB0xGGOMaQxOWowxxjQGXx5kjNVP+S8BCy3Yix8DIm11RwMARbFYaBXFxpTipMUYq58ykoBPDbAWm9QdyX+sAHxqUBQbvNQdTZ3ESYsxVj8Z2ACbMzC59wzEV6P3YE2yT32Itb98A7zDPQfLwkmLMVY/NdAF/i6EKLkAyC2ocjUF+bnIeP4PDGqgy7sotQD4u7AoNqYUJy3GWP1kZoYCPWnR76Kq4QoAdwBRAGriFZAFelJom5nVQE1vJk5ajLH6ycam6MkTNfEYp2HDgB07ALm82mFp82OcysVJizFWf9nY1FyCkMuBtjVxrsXKo/bfaZ09exa9e/eGlZUVRCIRfv75Z3WHxBhjrI5Se9LKzMyEq6sr1q9fr+5QGGOM1XFqvzzYq1cv9OrVS91hMMYY0wBqT1qVlZOTg5ycHGH4xYsXaoyGMfYmy8rKQkxMTLllov//e7SiVXyflpOTE6RSabVjq680LmkFBwcjKChI3WEwxuqBmJgYuLu7q1R2mIrv04qKikJb7rBRZSIiInUHUUwkEuHAgQPo27dvmWWUnWlZW1vj+fPnkMlkryFKxlh9ocqZVnZ2NhITE2FnZwc9Pb0K61TXmdaLFy9gZGSk8cdKjTvTkkgkkEgk6g6DMVYPSKVSlc6KvL29X0M0DKgDvQcZY4wxVan9TCsjIwP37t0ThhMSEnDt2jWYmJjAhn8VzhhjrAS1J63Lly+jc+fOwvC0adMAACNGjMD27dvVFBVjjLG6SO1Jy8/PD3WoLwhjjLE6jO9pMcYY0xictBhjjGkMtV8erK7iS4v8ZAzGGCtb8TFS02/HaHzSSk9PBwBYW9eN12Uzxlhdlp6eDiMjI3WHUWV16okYVVFYWIjHjx/D0NAQIpFI3eGUqfjJHQ8fPtToX6OrG7djzeG2rBma0o5EhPT0dFhZWUFLS3PvDGn8mZaWlhaaNm2q7jBUJpPJ6vSOrSm4HWsOt2XN0IR21OQzrGKam24ZY4zVO5y0GGOMaQxOWq+JRCJBYGAgP+y3mrgdaw63Zc3gdny9NL4jBmOMsfqDz7QYY4xpDE5ajDHGNAYnLcYYYxqDk1Y1BQQEoG/fviqV9fPzw9SpU2s1HlWdOXMGIpEIz549U3coSlWmXStj+/btaNiwYbll5s+fDzc3t3LLJCYmQiQS4dq1azUWW02ozHZVpS1eJzs7O6xevVrdYZRSm58VkUiEn3/+uczpqu5ndenYUts4adUD9WmHrsigQYNw9+7dSs1TWwm0PHUtodQkda1bXWzT5ORk9OrVS+Xydf3L5uug8U/EYKwy9PT0oKenp+4wGAMAWFhYqDsEjaPxZ1p79+6Fs7Mz9PT0YGpqim7duiEzMxMA8O2330Iul0NXVxdOTk7YsGGDMF/xaffu3bvh5eUFXV1dtG7dGuHh4UKZgoICjB49Gs2aNYOenh5atGiBNWvW1FjsOTk5mDFjBpo0aQJ9fX106NABZ86cEaYXfzM8duwY5HI5DAwM0LNnTyQnJwtl8vPzMXnyZDRs2BCmpqaYNWsWRowYIZwZBAQEIDw8HGvWrIFIJIJIJEJiYqIwf1RUFNq1awepVAovLy/ExsZqVLsePnwYDRs2REFBAQDg2rVrEIlE+OKLL4QyY8aMwbBhwxTatKSlS5eicePGMDQ0xOjRo/Hy5Uth2vz58/H999/j4MGDQvuV3Eb3799H586dIZVK4erqij/++ANA0dntxIkTMXHiRBgZGcHMzAxfffWV8ITt8rb9mTNnMHLkSDx//lxY5vz58wEAoaGhaNeuHQwNDWFhYYEhQ4bgyZMnVWo7ZQ4ePIi2bdtCV1cXb731FoKCgpCfny9MF4lE+Pbbb/HBBx9AKpXC0dERhw4dUqjj0KFDcHR0hK6uLjp37ozvv/9eODsob90AICsrC6NGjYKhoSFsbGywZcsWYVpdb1Migrm5Ofbu3SuMc3Nzg6WlpTB8/vx5SCQSZGVlCe1Z8vLgn3/+iTZt2kBXVxft2rXD1atXhWmJiYnCW96NjY0hEokQEBAgTC8sLMTnn38OExMTWFhYKLTrG4U02OPHj6lBgwa0cuVKSkhIoBs3btD69espPT2dduzYQZaWlrRv3z66f/8+7du3j0xMTGj79u1ERJSQkEAAqGnTprR37166c+cOjRkzhgwNDSklJYWIiHJzc2nevHkUGRlJ9+/fpx07dpBUKqUff/xRiGHEiBHUp08fleL19fWlKVOmCMNjxowhLy8vOnv2LN27d4+WL19OEomE7t69S0RE27ZtIx0dHerWrRtFRkZSVFQUyeVyGjJkiFDHokWLyMTEhPbv30/R0dH02WefkUwmE2J69uwZeXp60tixYyk5OZmSk5MpPz+fTp8+TQCoQ4cOdObMGbp9+zZ16tSJvLy8NKpdnz17RlpaWhQZGUlERKtXryYzMzPq0KGDUMbBwYG2bt0qtKmRkZEw7ccffySJRELffvstxcTE0Ny5c8nQ0JBcXV2JiCg9PZ0GDhxIPXv2FNovJydHWE8nJyc6fPgwxcbGUv/+/cnW1pby8vLI19eXDAwMaMqUKRQTEyOs45YtWyrc9jk5ObR69WqSyWTCMtPT04mI6P/+7//oyJEjFB8fT3/88Qd5enpSr169hPUp3q5paWkVtt2rbXH27FmSyWS0fft2io+Pp+PHj5OdnR3Nnz9fKFO8bXfu3ElxcXE0efJkMjAwoNTUVCIiun//Puno6NCMGTMoJiaGdu3aRU2aNBFiKm/dbG1tycTEhNavX09xcXEUHBxMWlpaFBMTQ0SkEW3ar18/mjBhAhER/fvvvyQWi8nIyIiio6OJqOjz6u3trdCeBw4cIKKifc3c3JyGDBlCt27dol9++YXeeustAkBXr16l/Px82rdvHwGg2NhYSk5OpmfPngltI5PJaP78+XT37l36/vvvSSQS0fHjxyuMWdNodNKKiooiAJSYmFhqmr29Pe3cuVNh3MKFC8nT05OI/ju4Ll26VJiel5dHTZs2pWXLlpW5zAkTJtCHH34oDFc1aT148IC0tbXp0aNHCmW6du1Ks2fPJqKigwoAunfvnjB9/fr11LhxY2G4cePGtHz5cmE4Pz+fbGxsFGJ6NVkS/fdBPHnypDDu119/JQB04cIFjWrXtm3bCm3Qt29fWrx4MYnFYkpPT6e//vqLACh8ESh5oPb09KTx48cr1NehQwchaZUVS/F6fvvtt8K427dvEwCKjo4mX19fksvlVFhYKEyfNWsWyeVylbd9yTjLEhkZSQCEA3B1klbXrl1pyZIlCmVCQ0PJ0tJSGAZAX375pTCckZFBAOi3334T1rF169YKdcydO1chprLWzdbWloYNGyYMFxYWUqNGjWjjxo1ERBrRpmvXrqVWrVoREdHPP/9MHTp0oD59+gjr0K1bN5ozZ45QvmTS2rx5M5mamlJ2drYwfePGjULSKi8WX19f6tixo8I4Dw8PmjVrVoUxaxqNvjzo6uqKrl27wtnZGQMGDMDWrVuRlpaGzMxMxMfHY/To0TAwMBD+Fi1ahPj4eIU6PD09hf83aNAA7dq1Q3R0tDBu/fr1cHd3h7m5OQwMDLBlyxYkJSVVO/abN2+ioKAAzZs3V4gxPDxcIUapVAp7e3th2NLSUrh08fz5c/zzzz9o3769MF1bWxvu7u4qx+Hi4qJQN1B0nV2T2tXX1xdnzpwBEeHcuXPo168f5HI5zp8/j/DwcFhZWcHR0VHpvNHR0ejQoUOZsVdEWfsVb5+3335b4XU5np6eiIuLU3nbKxMVFYXevXvDxsYGhoaG8PX1BYAa2SevX7+OBQsWKMQ0duxYJCcnC5ezXl1nfX19yGQyYZ1jY2Ph4eGhUG/J/bMiJesWiUSwsLBQuFRX19vU19cXd+7cwdOnTxEeHg4/Pz/4+fnhzJkzyMvLw4ULF+Dn56d03ujoaLi4uEBXV1dh/VRVsu0AxWPFm0SjO2Joa2vjxIkTuHDhAo4fP46QkBDMnTsXv/zyCwBg69atpQ5I2traKte/e/duzJgxAytWrICnpycMDQ2xfPlyXLp0qdqxZ2RkQFtbG1FRUaViMjAwEP6vo6OjME0kEtXom0dL1l98MBCJRBrVrn5+fvjuu+9w/fp16OjowMnJSThQpKWlCQeh2qCs/QoLC8udR9Vt/6rMzEz4+/vD398fYWFhMDc3R1JSEvz9/ZGbm1uNtfgvrqCgIPTr16/UtJIHUmX7ZEXrrKqq1l1X2tTZ2RkmJiYIDw9HeHg4Fi9eDAsLCyxbtgyRkZHIy8uDl5dXpetVRW1ul7pEo5MWULRhvL294e3tjXnz5sHW1hYRERGwsrLC/fv3MXTo0HLnv3jxInx8fAAUdWqIiorCxIkTAQARERHw8vLC+PHjhfIVfWtTVZs2bVBQUIAnT56gU6dOVarDyMgIjRs3RmRkpLAOBQUFuHLlisLvjMRisdBRQVWa1K6dOnVCeno6Vq1aJSQoPz8/LF26FGlpaZg+fXqZ88rlcly6dAnDhw9XiL2kqrQfgFJJ+OLFi3B0dFRp2ytbZkxMDFJTU7F06VLhTd2XL1+udFxladu2LWJjY+Hg4FDlOlq0aIEjR44ojIuMjFQYrmp7AnW/TUUiETp16oSDBw/i9u3b6NixI6RSKXJycrB582a0a9cO+vr6SueVy+UIDQ3Fy5cvhS8JyvZFAFVuvzeBRl8evHTpEpYsWYLLly8jKSkJ+/fvx9OnTyGXyxEUFITg4GCsXbsWd+/exc2bN7Ft2zasXLlSoY7169fjwIEDiImJwYQJE5CWloZRo0YBABwdHXH58mUcO3YMd+/exVdffVXqA1hVzZs3x9ChQzF8+HDs378fCQkJ+PPPPxEcHIxff/1V5XomTZqE4OBgHDx4ELGxsZgyZQrS0tIULqHY2dnh0qVLSExMREpKSoXfvq5evapR7WpsbAwXFxeEhYUJl158fHxw5coV3L17t9wzrSlTpuC7777Dtm3bcPfuXQQGBuL27dsKZezs7HDjxg3ExsYiJSUFeXl5KsWVlJSEadOmITY2Frt27UJISAimTJmi0ra3s7NDRkYGTp06hZSUFGRlZcHGxgZisRghISG4f/8+Dh06hIULF1at0ZSYN28efvjhBwQFBeH27duIjo7G7t278eWXX6pcx6effoqYmBjMmjULd+/exZ49e7B9+3YA/52JKls3VWlCm/r5+WHXrl1wc3ODgYEBtLS04OPjg7CwsHL3xSFDhkAkEmHs2LG4c+cOjhw5gm+++UahjK2tLUQiEQ4fPoynT58iIyOjWrFqJHXfVKuOO3fukL+/P5mbm5NEIqHmzZtTSEiIMD0sLIzc3NxILBaTsbEx+fj40P79+4novxvpO3fupPbt25NYLKaWLVvS77//Lsz/8uVLCggIICMjI2rYsCGNGzeOvvjiiwpv0pfl1Q4Rxb3o7OzsSEdHhywtLemDDz6gGzduEJHyG8cHDhygkpstLy+PJk6cSDKZjIyNjWnWrFk0YMAA+uijj4QysbGx9Pbbb5Oenh4BoISEBKU3dK9evUoA6MSJExrVrkREU6ZMETpBFHN1dSULCwuFcsradPHixWRmZkYGBgY0YsQI+vzzzxViefLkCXXv3p0MDAwIAJ0+fVpYz+Ib5EREaWlpwnRfX18aP3680JvT2NiY5syZI3QiqGjbExF99tlnZGpqSgAoMDCQiIh27txJdnZ2JJFIyNPTkw4dOqTSjXpllLXF0aNHycvLi/T09Egmk1H79u2F3nlEih0HihkZGdG2bduE4YMHD5KDgwNJJBLy8/MTOhOU7GCgbN1sbW1p1apVCnW7uroK0zWhTYn++xyV7ASxatUqAkBHjx5VKPtqe/7xxx/k6upKYrGY3NzchN6CJfezBQsWkIWFBYlEIhoxYoTQNq92turTp48w/U1Sb19NkpiYiGbNmuHq1asVPrJHkxQWFkIul2PgwIE1+i1cVW9qu1aWn58f3Nzc6uRjiV63xYsXY9OmTXj48GG16uE2ZcAbcE+rvnvw4AGOHz8OX19f5OTkYN26dUhISMCQIUPUHRqrpzZs2AAPDw+YmpoiIiICy5cvF+5nMlZdGn1Pqy5JSkpS6Gr76l9NdElWRktLC9u3b4eHhwe8vb1x8+ZNnDx5EnK5vFaW97qpq13fBL169Sqz3ZYsWVJry42Li0OfPn3QsmVLLFy4ENOnT39jns6grjZl/6m3lwdrWn5+vsLjkV5lZ2eHBg34xLayuF2r7tGjR8jOzlY6zcTEBCYmJq85Is3Hbap+nLQYY4xpDL48yBhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWuyNFRERAWdnZ+jo6AgvxawLavqV6bX5CnYiwieffAITExOIRCJcu3YNfn5+mDp1ao0vizFVcNJ6AwUEBAhvZy35d+/evRqpX9nbf+uiadOmwc3NDQkJCcLz7+oCLy8vJCcnw8jISN2hVOjo0aPYvn07Dh8+jOTkZLRu3VrdIbF6jpPWG6pnz55ITk5W+GvWrJm6wypF1YfPVkV8fDy6dOmCpk2bvtYkW9E6icViWFhYKDzUWN3Keg1HfHw8LC0t4eXlBQsLizr5m7iaeC0L0xyctN5QEokEFhYWCn/F7xk6ePAg2rZtC11dXbz11lsICgpCfn6+MO/KlSvh7OwMfX19WFtbY/z48cLTpM+cOYORI0fi+fPnwhlc8dMORCIRfv75Z4U4GjZsKJzlJCYmQiQS4ccff4Svry90dXURFhYGAPj2228hl8uhq6sLJycnbNiwodz1y8nJweTJk9GoUSPo6uqiY8eOwpPii5eTmpqKUaNGQSQSKT3TmjNnTqn3ggFFLxddsGCBMFxebGWt04MHD9C7d28YGxtDX18frVq1El7ZoexyXkREBPz8/CCVSmFsbAx/f3+kpaVVuK5l2bdvH1q1agWJRAI7OzusWLFCYbqdnR0WLlyI4cOHQyaT4ZNPPilVR0BAACZNmoSkpCSIRCLY2dkpXVZaWhqGDx8OY2NjSKVS9OrVC3FxcQCKLi+am5tj7969Qnk3NzfhhZkAcP78eUgkEuFp78+ePcOYMWNgbm4OmUyGLl264Pr160L5+fPnw83NDd9++y2aNWsmvMZj7969cHZ2hp6eHkxNTdGtWzdkZmaW205MA6nvWb2stpT3hPSzZ8+STCaj7du3U3x8PB0/fpzs7Oxo/vz5QplVq1bR77//TgkJCXTq1Clq0aIFjRs3joiIcnJyaPXq1SSTySg5OZmSk5OF15KjgieAFz8Z3c7Ojvbt20f379+nx48f044dO8jS0lIYt2/fPjIxMaHt27eXuY6TJ08mKysrOnLkCN2+fZtGjBhBxsbGlJqaSvn5+ZScnEwymYxWr15NycnJlJWVVaqOW7duEQC6d+9eqXFxcXFERBXGVtY6vfvuu9S9e3e6ceMGxcfH0y+//ELh4eFEVPqp4VevXiWJRELjxo2ja9eu0a1btygkJISePn1a4boqq+/y5cukpaVFCxYsoNjYWNq2bRvp6ekpPInd1taWZDIZffPNN3Tv3j2FNij27NkzWrBgATVt2pSSk5PpyZMnRFT6ieLvv/8+yeVyOnv2LF27do38/f3JwcGBcnNziYioX79+NGHCBCIi+vfff0ksFpORkZHwRP5FixaRt7e3UF+3bt2od+/eFBkZSXfv3qXp06eTqampsL6BgYGkr69PPXv2pCtXrtD169fp8ePH1KBBA1q5ciUlJCTQjRs3aP369cK+yd4cnLTeQCNGjCBtbW3S19cX/vr3709ERF27dqUlS5YolA8NDSVLS8sy6/vpp5/I1NRUGFb2Sgsi1ZPW6tWrFcrY29vTzp07FcYtXLiQPD09lcaTkZFBOjo6FBYWJozLzc0lKysr+vrrr5Uuuyyurq60YMECYXj27NnUoUMHlWMra52cnZ0VvgiU9GqSGTx4sMJBu7Lr+mp9Q4YMoe7duyvUM3PmTGrZsqUwbGtrS3379lW6zJJWrVpFtra2CuNKJq27d+8SAIqIiBCmp6SkkJ6eHu3Zs4eIiNauXUutWrUiIqKff/6ZOnToQH369KGNGzcSUVGSmjNnDhERnTt3jmQyGb18+VJhmfb29rR582YiKkpaOjo6QhIlIoqKiiIAlJiYWOE6Mc3GlwffUJ07d8a1a9eEv7Vr1wIArl+/jgULFig86HPs2LFITk4WLs+cPHkSXbt2RZMmTWBoaIiPP/4YqamplXpZX3natWsn/D8zMxPx8fEYPXq0QkyLFi0q823G8fHxyMvLg7e3tzBOR0cH7du3R3R0dKViGTp0KHbu3Amg6FLWrl27hLcyVya2kusEAJMnT8aiRYvg7e2NwMBA3Lhxo8wYrl27hq5du9bYukZHRyuUBwBvb2/ExcUpvPH21ZirIjo6Gg0aNFC4zGpqaooWLVoI8fn6+uLOnTt4+vQpwsPD4efnBz8/P5w5cwZ5eXm4cOGC8PLO69evIyMjA6ampgptnpCQoNDmtra2MDc3F4ZdXV3RtWtXODs7Y8CAAdi6datweZW9WereXVVWI/T19ZW+Nj0jIwNBQUHo169fqWm6urpITEzEe++9h3HjxmHx4sUwMTHB+fPnMXr0aOTm5kIqlZa5TJFIBHrlUZbKOiWUfN148b2yrVu3lrq/VHwPrjYNHjwYs2bNwpUrV5CdnY2HDx9i0KBBlY7t1VeojxkzBv7+/vj1119x/PhxBAcHY8WKFZg0aVKpGPT09GpylVRW1mvfa5qzszNMTEwQHh6O8PBwLF68GBYWFli2bBkiIyORl5cHLy8vAEVtbmlpiTNnzpSqp2Rnmldj19bWxokTJ3DhwgUcP34cISEhmDt3Li5dulQnOyCxquMzrXqmbdu2iI2NhYODQ6k/LS0tREVFobCwECtWrMDbb7+N5s2b4/Hjxwp1iMVihW/sxczNzZGcnCwMx8XFVXh21rhxY1hZWeH+/ful4inrYGNvbw+xWIyIiAhhXF5eHiIjI9GyZcvKNAeaNm0KX19fhIWFISwsDN27d0ejRo2qHFtJ1tbW+Oyzz7B//35Mnz4dW7duVVrOxcUFp06dqrF1lcvlCuWBoo4ezZs3r/EvAnK5HPn5+bh06ZIwLjU1FbGxsUJ8IpEInTp1wsGDB3H79m107NgRLi4uyMnJwebNm9GuXTshCbVt2xZ///03GjRoUKrNzczMyo1FJBLB29sbQUFBuHr1KsRiMQ4cOFCj68vUj8+06pl58+bhvffeg42NDfr37w8tLS1cv34dt27dwqJFi+Dg4IC8vDyEhISgd+/eiIiIwKZNmxTqsLOzQ0ZGBk6dOgVXV1dIpVJIpVJ06dIF69atg6enJwoKCjBr1izo6OhUGFNQUBAmT54MIyMj9OzZEzk5Obh8+TLS0tIwbdq0UuX19fUxbtw4zJw5EyYmJrCxscHXX3+NrKwsjB49utJtMnToUAQGBiI3NxerVq2qVmzFpk6dil69eqF58+ZIS0vD6dOny3zH2ezZs+Hs7Izx48fjs88+g1gsxunTpzFgwACYmZlVel2nT58ODw8PLFy4EIMGDcIff/yBdevWVdgjsyocHR3Rp08fjB07Fps3b4ahoSG++OILNGnSBH369BHK+fn5Yfr06WjXrh0MDAwAAD4+PggLC8PMmTOFct26dYOnpyf69u2Lr7/+WvjS9Ouvv+KDDz4o85LmpUuXcOrUKfTo0QONGjXCpUuX8PTp0zfmvXKsBHXfVGM1r7zeg0RER48eJS8vL9LT0yOZTEbt27enLVu2CNNXrlxJlpaWpKenR/7+/vTDDz8o3OgnIvrss8/I1NSUAFBgYCARET169Ih69OhB+vr65OjoSEeOHFHaEePq1aulYgoLCyM3NzcSi8VkbGxMPj4+tH///jLXITs7myZNmkRmZmYkkUjI29ub/vzzT4UyqnTEICJKS0sjiURCUqlUaW+z8mIra50mTpxI9vb2JJFIyNzcnD7++GNKSUkhotIdJ4iIzpw5Q15eXiSRSKhhw4bk7+8vTK9oXZXVt3fvXmrZsiXp6OiQjY0NLV++XCE+W1tbWrVqVYVtU1FHDKKiHoEff/wxGRkZCfvM3bt3Fea5evUqAaBZs2Yp1A2Ajh49qlD2xYsXNGnSJLKysiIdHR2ytramoUOHUlJSEhEVdcRwdXVVmOfOnTvk7+9P5ubmJJFIqHnz5hQSElLh+jHNw+/TYowxpjH4nhZjjDGNwUmLMcaYxuCkxRhjTGNw0mKMMaYxOGkxxhjTGJy0GGOMaQxOWowxxjQGJy3GGGMag5MWY4wxjcFJizHGmMbgpMUYY0xj/D987hqrVIlsOQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=1,figsize=(4, 9))\n", + "def subgraph(x,specie,axes,data):\n", + " axes[x].boxplot([data[data['species'] == specie][data.columns[i]] for i in range(4)],\n", + " labels=data.columns[0:4],\n", + " patch_artist=True,\n", + " boxprops=dict(color='red')\n", + " )\n", + " axes[x].set_xlabel(\"Feature of \"+specie+\" flowers\")\n", + " axes[x].set_ylabel(\"Values\")\n", + " axes[x].set_title(\"The box with 4 features for the \"+specie + \" flowers\")\n", + "for idx,i in enumerate(list(set(data['species']))):\n", + " subgraph(idx,i,axes,data) \n", + "plt.tight_layout() \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "43eaf74c-c25a-4841-a524-1474c1993aeb", + "metadata": {}, + "source": [ + "## 练习3：餐厅小费情况分析 (7个题)\n", + "\n", + "1. 小费和总消费之间的关系（提示：散点图+回归分析）\n", + "2. 男性顾客和女性顾客，谁更慷慨（提示：箱图或者提琴图）\n", + "3. 抽烟与否是否会对小费金额产生影响（提示：箱图或者提琴图）\n", + "4. 工作日和周末，什么时候顾客给的小费更慷慨（提示：箱图或者提琴图）\n", + "5. 午饭和晚饭，哪一顿顾客更愿意给小费（提示：箱图或者提琴图）\n", + "6. 就餐人数是否会对慷慨度产生影响（提示：箱图或者提琴图）\n", + "7. 性别+抽烟的组合因素对慷慨度的影响（提示：统计柱状图）" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "899479bc-3d1b-4144-ac14-52d113ad26b5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = sns.load_dataset(\"tips\")\n", + "data.head()\n", + "# 总消费，小费，性别，吸烟与否，就餐星期，就餐时间，就餐人数" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "9050a71c-23c4-4286-8188-86b0fc107026", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def scatterplot(x_data, y_data, x_label, y_label, title):\n", + " fig, ax = plt.subplots() #创建窗口和坐标\n", + " ax.scatter(x_data, y_data, s = 10, color = 'lightblue', alpha = 0.9) #画散点图设置字体大小，颜色，和透明度\n", + " ax.set_title(title)#设置标题\n", + " ax.set_xlabel(x_label)#设置x轴\n", + " ax.set_ylabel(y_label)#设置y轴\n", + "\n", + "scatterplot(x_data = data['total_bill'], y_data = data['tip'], x_label = 'total_bill', y_label = 'tip', title = 'total_bill vs tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6951f73f-8961-4457-a6f3-afc3b30dab8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import statsmodels.api as sm\n", + "from statsmodels.stats.outliers_influence import summary_table\n", + "import pandas as pd\n", + "x = sm.add_constant(data['total_bill']) # 添加常数项，进行线性回归\n", + "y = data['tip']\n", + "regr = sm.OLS(y, x) #使用最小二乘法进行线性回归\n", + "res = regr.fit()\n", + "st, result_data, ss2 = summary_table(res, alpha=0.05) #生成回归结果的汇总表\n", + "fitted_values = result_data[:,2]\n", + "\n", + "mean_ci_low, mean_ci_upp = result_data[:,4:6].T #获取预测均值的置信区间下界和上界\n", + "\n", + "CI_df = pd.DataFrame(columns = ['x_data', 'low_CI', 'upper_CI']) # 创建包含置信区间数据的 DataFrame\n", + "CI_df['x_data'] = data['total_bill']\n", + "CI_df['low_CI'] = mean_ci_low\n", + "CI_df['upper_CI'] = mean_ci_upp\n", + "CI_df.sort_values('x_data', inplace = True) \n", + "\n", + "fig, ax = plt.subplots()#创建窗口和坐标\n", + "\n", + "def scatter1(x_data, y_data): #定义散点图\n", + " ax.scatter(x_data, y_data, s = 10, color = 'lightblue', alpha = 0.9) #画散点图设置字体大小，颜色，和透明度\n", + " \n", + "\n", + "def line(x_data, y_data, sorted_x, low_CI, upper_CI, x_label, y_label, title):\n", + " # 创建绘图对象\n", + " \n", + "\n", + " # 绘制预测曲线\n", + " ax.plot(x_data, y_data, lw = 1, color = '#539caf', alpha = 1, label = 'Fit')\n", + " # 绘制置信区间，顺序填充\n", + " ax.fill_between(sorted_x, low_CI, upper_CI, color = '#539caf', alpha = 0.4, label = '95% CI')\n", + " # 添加标题和坐标说明\n", + " ax.set_title(title)\n", + " ax.set_xlabel(x_label)\n", + " ax.set_ylabel(y_label)\n", + " ax.legend()\n", + "line(x_data = data['total_bill'], y_data = fitted_values, sorted_x = CI_df['x_data'], low_CI = CI_df['low_CI'], upper_CI = CI_df['upper_CI']\n", + " ,x_label = 'Total_bill', y_label = 'Tip', title = 'Line of Best Fit for total_bill vs tip')\n", + "\n", + "scatter1(x_data = data['total_bill'], y_data = data['tip'])" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "7d8d2bd8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
........................
23929.035.92MaleNoSatDinner3
24027.182.00FemaleYesSatDinner2
24122.672.00MaleYesSatDinner2
24217.821.75MaleNoSatDinner2
24318.783.00FemaleNoThurDinner2
\n", + "

244 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "8d1b9708-a824-4160-bcf7-9e9977183cae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#定义画Feature vs tip的函数\n", + "def tip(feature): \n", + " plt.boxplot([data.loc[data[feature] == i,'tip'] for i in set(data[feature])],\n", + " labels=[i for i in set(data[feature])],\n", + " patch_artist=True,\n", + " boxprops=dict(color='b',facecolor='red')\n", + " \n", + " )\n", + " plt.xlabel(feature)\n", + " plt.ylabel(\"Values of tip\")\n", + " plt.title(\" The box with 2 Features for the tip\")\n", + "tip('sex')" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "47193c0a-3a5a-4e9f-bda6-d5bfb603bbb2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tip(\"smoker\")" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "5cdcdc34-b582-4d18-b103-cd6728a727c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tip(\"day\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17fa5130", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "6d370196-265b-48bb-917f-c44ba3e20c8e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tip(\"time\")" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "eb1d70bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tip(\"size\")" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "b894329d-88e7-48c1-886e-1b6131b913b9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def groupedbarplot(x_data, y_data_list, y_data_names, colors, x_label, y_label, title):\n", + " fig, ax = plt.subplots()\n", + " \n", + " x_data_len = np.arange(len(x_data)) # 设置每一组柱状图的宽度\n", + " total_width = 0.8 # 设置每一个柱状图的宽度\n", + " \n", + " ind_width = total_width / len(y_data_list) # 计算中心偏移量\n", + " \n", + " alteration = np.arange(-total_width/2+ind_width/2, total_width/2+ind_width/2, ind_width)\n", + "\n", + " # 分别绘制每一个柱状图\n", + " for i in range(0, len(y_data_list)):\n", + " # 横向散开绘制\n", + " ax.bar(x_data, y_data_list[i], color = colors[i], label = y_data_names[i], width = ind_width)\n", + " ax.set_xticks(x_data_len + alteration / 2, x_data)\n", + " ax.set_ylabel(y_label)\n", + " ax.set_xlabel(x_label)\n", + " ax.set_title(title)\n", + " ax.legend(loc = 'upper right')\n", + "mean_data = data[['tip', 'smoker', 'sex']].groupby(['smoker','sex']).mean()\n", + "\n", + "categories = [\"male\",\"female\"]\n", + "values1 = [mean_data['tip'][0],mean_data['tip'][1]]\n", + "values2 = [mean_data['tip'][2],mean_data['tip'][3]]\n", + "\n", + "\n", + "bar_width = 0.35#设置宽度\n", + "\n", + "\n", + "x_data1 = np.arange(len(categories))# 计算x\n", + "x_data2 = x_data1 + bar_width\n", + "\n", + "\n", + "\n", + "plt.bar(x_data1, values1, width=bar_width, color='blue', label='Yes')\n", + "plt.bar(x_data2, values2, width=bar_width, color='purple', label='No')\n", + "plt.xlabel('Sex')\n", + "plt.ylabel('Value of tip')\n", + "plt.title('values by sec and smoker')\n", + "plt.xticks(x_data1 + bar_width / 2, categories) # 设置横坐标刻度位置\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "aefe2f74-5174-42cd-b32d-83991f0f1980", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
\n", + "
" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \n", + "0 0 3 male 22.0 1 0 7.2500 S Third \\\n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = sns.load_dataset(\"titanic\")\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "ab2fba5b-ad22-43a3-a196-c0ae9a03a523", + "metadata": {}, + "source": [ + "## 练习4：泰坦尼克号海难幸存状况分析 (8个题)\n", + "\n", + "1. 不同仓位等级中幸存和遇难的乘客比例（提示：箱图或者提琴图）\n", + "2. 不同性别的幸存比例（提示：箱图或者提琴图）\n", + "3. 幸存和遇难乘客的票价分布（提示：箱图或者提琴图）\n", + "4. 幸存和遇难乘客的年龄分布（提示：箱图或者提琴图）\n", + "5. 不同上船港口的乘客仓位等级分布（提示：箱图或者提琴图）\n", + "6. 幸存和遇难乘客堂兄弟姐妹的数量分布（提示：箱图或者提琴图）\n", + "7. 幸存和遇难乘客父母子女的数量分布（提示：箱图或者提琴图）\n", + "8. 单独乘船与否和幸存之间有没有联系（提示：统计柱状图）" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "171e617f-9983-445a-b872-ad925ee239a4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
\n", + "
" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \n", + "0 0 3 male 22.0 1 0 7.2500 S Third \\\n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = sns.load_dataset(\"titanic\")\n", + "data.head()\n", + "# 幸存与否，仓位等级，性别，年龄，堂兄弟姐妹数，父母子女数，票价，上船港口缩写，仓位等级，人员分类，是否成年男性，所在甲板，上船港口，是否幸存，是否单独乘船" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "1414f1ba-9194-429b-8c04-a2e13b0ef580", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsUAAAHHCAYAAABX6yWOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABVUklEQVR4nO3deVxUZf//8feA7Ai4IiqCe26BYe67JC6puC+USmr3bZoWLWqlaOWa67dFy26XShQrs0xzydAsLXMtS81bcakQlwJMFBTO749+zu0EKmMzDDqv5+Mxj4dzzXXO+ZyZo7y9uOY6JsMwDAEAAABOzMXRBQAAAACORigGAACA0yMUAwAAwOkRigEAAOD0CMUAAABweoRiAAAAOD1CMQAAAJweoRgAAABOj1AMAAAAp0coBoqQ0NBQDR482NFl3NSRI0fUvn17+fv7y2QyafXq1Y4uqUCOHz8uk8mkJUuWFPqxJ06cKJPJVOjHLYq2bNkik8mkLVu2FPqxBw8erNDQ0EI/LoA7A6EYRdaSJUtkMpnMD09PT9WoUUMjR45Uamqqo8u7bdu3b9fEiROVlpbm6FJuy6BBg/TDDz9o8uTJevfdd9WgQQNHl3RHe/XVV+Xv768rV644uhQAcGrFHF0AcCsvvviiKleurMuXL+urr77S/PnztW7dOh04cEDe3t6OLs9q27dv16RJkzR48GAFBARYvHb48GG5uBTd/6teunRJO3bs0PPPP6+RI0c6uhyrhISE6NKlS3Jzc3N0KRbWrl2r9u3bF7m67KVly5a6dOmS3N3dHV0KAFggFKPI69ixo3k0cujQoSpVqpRmz56tjz/+WP379893m4sXL8rHx6cwy7ylgtTk4eFRSNXcnrNnz0pSnjDvCLm5ucrOzpanp2eB+l/7bUNRkpmZqa1bt2r+/PmOLuW2Xb16Vbm5uQUOuS4uLkXucwAAiekTuAO1bdtWkpScnCzpr3mCvr6+Onr0qDp16qTixYsrJiZG0l9B9KmnnlJwcLA8PDxUs2ZNzZw5U4ZhWOzTZDJp5MiRWrZsmWrWrClPT09FREToyy+/zHP8vXv3qmPHjvLz85Ovr6/atWunb775xqLPtakfW7du1WOPPaayZcuqYsWKmjhxop555hlJUuXKlc1TQ44fPy4p/znFx44dU+/evVWyZEl5e3urcePGWrt2rUWfa/M0V65cqcmTJ6tixYry9PRUu3bt9N///rdA7+utzmvixIkKCQmRJD3zzDMymUy3nJ/56quvqk6dOvL29laJEiXUoEEDJSQkmF+/0RzP/ObgXv8Z1alTRx4eHlqzZo1Kliyp2NjYPPvIyMiQp6ennn76aUl55xTPnDlTJpNJJ06cyLPtuHHj5O7urj/++MPc9u2336pDhw7y9/eXt7e3WrVqpa+//jrPtl999ZXuv/9+eXp6qmrVqnrzzTdv+P5s3rxZWVlZ6tix4w3PW/rf9XTtOpH+ulYefPBBffXVV2rYsKE8PT1VpUoVvfPOOxbbXrlyRZMmTVL16tXl6empUqVKqXnz5tq0aZO5T+vWrdW6des8x/3753PtPZw5c6bmzp2rqlWrysPDQ3v37lWxYsU0adKkPPs4fPiwTCaTXnvtNUl55xSPHDlSvr6+yszMzLNt//79Va5cOeXk5JjbPvvsM7Vo0UI+Pj4qXry4OnfurB9//DHPtqtXr1bdunXl6empunXr6qOPPsrTBwCux0gx7jhHjx6VJJUqVcrcdvXqVUVFRal58+aaOXOmvL29ZRiGunbtqqSkJA0ZMkTh4eHasGGDnnnmGf3666+aM2eOxX63bt2qxMREjRo1Sh4eHnrjjTfUoUMH7dy5U3Xr1pUk/fjjj2rRooX8/Pz07LPPys3NTW+++aZat26trVu3qlGjRhb7fOyxx1SmTBlNmDBBFy9eVMeOHfXzzz9r+fLlmjNnjkqXLi1JKlOmTL7nmpqaqqZNmyozM1OjRo1SqVKltHTpUnXt2lUffPCBunfvbtF/2rRpcnFx0dNPP6309HTNmDFDMTEx+vbbb2/6nhbkvHr06KGAgAA9+eST6t+/vzp16iRfX98b7nPhwoUaNWqUevXqpdGjR+vy5cv6/vvv9e2332rAgAE3redGvvjiC61cuVIjR45U6dKlVb16dXXv3l2rVq3Sm2++aTFauXr1amVlZalfv3757qtPnz569tlntXLlSvN/VK5ZuXKl2rdvrxIlSpiP27FjR0VERCg+Pl4uLi5avHix2rZtq23btqlhw4aSpB9++EHt27dXmTJlNHHiRF29elXx8fEKDAzMt4Z169YpIiLihq/fyn//+1/16tVLQ4YM0aBBg7Ro0SINHjxYERERqlOnjqS/gvbUqVM1dOhQNWzYUBkZGdq1a5f27NmjBx544LaOu3jxYl2+fFmPPvqoPDw8FBQUpFatWmnlypWKj4+36JuYmChXV1f17t0733317dtXr7/+utauXWvRJzMzU2vWrNHgwYPl6uoqSXr33Xc1aNAgRUVFafr06crMzNT8+fPVvHlz7d271xzgN27cqJ49e6p27dqaOnWqzp8/r9jYWFWsWPG2zheAkzCAImrx4sWGJOPzzz83zp49a5w6dcpYsWKFUapUKcPLy8v45ZdfDMMwjEGDBhmSjLFjx1psv3r1akOS8fLLL1u09+rVyzCZTMZ///tfc5skQ5Kxa9cuc9uJEycMT09Po3v37ua26Ohow93d3Th69Ki57bfffjOKFy9utGzZMk/tzZs3N65evWpx/FdeecWQZCQnJ+c555CQEGPQoEHm50888YQhydi2bZu57cKFC0blypWN0NBQIycnxzAMw0hKSjIkGbVq1TKysrLMfefNm2dIMn744Ye8b/B1CnpeycnJhiTjlVdeuen+DMMwunXrZtSpU+emfQYNGmSEhITkaY+Pjzf+/s+TJMPFxcX48ccfLdo3bNhgSDLWrFlj0d6pUyejSpUqeWpfvHixua1JkyZGRESExXY7d+40JBnvvPOOYRiGkZuba1SvXt2IiooycnNzzf0yMzONypUrGw888IC5LTo62vD09DROnDhhbvvpp58MV1fXPOdjGIZRqVIlIz4+/qbnbRj/u56uv2ZCQkIMScaXX35pbjtz5ozh4eFhPPXUU+a2sLAwo3Pnznn2eb1WrVoZrVq1ytP+98/n2nvo5+dnnDlzxqLvm2++me+1Vrt2baNt27bm59eu1aSkJMMw/np/K1SoYPTs2dNiu5UrV1qc34ULF4yAgABj2LBhFv1Onz5t+Pv7W7SHh4cbQUFBRlpamrlt48aNhqR8rzcAMAzDYPoEirzIyEiVKVNGwcHB6tevn3x9ffXRRx+pQoUKFv2GDx9u8XzdunVydXXVqFGjLNqfeuopGYahzz77zKK9SZMmioiIMD+vVKmSunXrpg0bNignJ0c5OTnauHGjoqOjVaVKFXO/oKAgDRgwQF999ZUyMjIs9jls2DDzKNftWLdunRo2bKjmzZub23x9ffXoo4/q+PHj+umnnyz6x8bGWoyWtmjRQtJfUzBu5HbOqyACAgL0yy+/6LvvvrN62xtp1aqVateubdHWtm1blS5dWomJiea2P/74Q5s2bVLfvn1vur++fftq9+7d5t8+SH+NbHp4eKhbt26SpH379unIkSMaMGCAzp8/r3PnzuncuXO6ePGi2rVrpy+//FK5ubnKycnRhg0bFB0drUqVKpn3V6tWLUVFReU59oEDB3Ty5El17tz5tt4LSapdu7b5M5b++o1DzZo1LT7vgIAA/fjjjzpy5MhtH+fvevbsmee3Gz169FCxYsUsPocDBw7op59+uunnYDKZ1Lt3b61bt05//vmnuT0xMVEVKlQwX/ubNm1SWlqa+vfvb/4Mzp07J1dXVzVq1EhJSUmSpJSUFO3bt0+DBg2Sv7+/eX8PPPBAnmsHAK5HKEaR9/rrr2vTpk1KSkrSTz/9pGPHjuUJGcWKFcvzq9ETJ06ofPnyKl68uEV7rVq1zK9fr3r16nmOXaNGDWVmZurs2bM6e/asMjMzVbNmzTz9atWqpdzcXJ06dcqivXLlygU/0XycOHHihse79vr1rg9jksy//r9+buzf3c55FcSYMWPk6+urhg0bqnr16hoxYkS+c3Ctkd/7WaxYMfXs2VMff/yxsrKyJEmrVq3SlStXbhmKe/fuLRcXF3OQMwxD77//vnlutSRzmBw0aJDKlClj8Xj77beVlZWl9PR0nT17VpcuXcr3OsrvvV27dq0CAwP/0ZJ2f/+8pb8+8+s/7xdffFFpaWmqUaOG6tWrp2eeeUbff//9bR9Tyv9zKF26tNq1a6eVK1ea2xITE1WsWDH16NHjpvvr27evLl26pE8++USS9Oeff2rdunXq3bu3eY71tc+hbdu2eT6HjRs36syZM5L+93eioJ8DAFzDnGIUeQ0bNrxlcPDw8CiSS5l5eXkV6vFuNCpt/O2LhYWhVq1aOnz4sD799FOtX79eH374od544w1NmDDB/IWsG93Q4vovVl3vRu9nv3799Oabb+qzzz5TdHS0Vq5cqXvuuUdhYWE3rbF8+fJq0aKFVq5cqeeee07ffPONTp48qenTp5v75ObmSpJeeeUVhYeH57sfX19fcyAvqHXr1qlDhw4W74G170dBPu+WLVvq6NGj+vjjj7Vx40a9/fbbmjNnjhYsWKChQ4eaj5vfNXI7n0NsbKz27dun8PBwrVy5Uu3atTPPnb+Rxo0bKzQ0VCtXrtSAAQO0Zs0aXbp0yeI/Ndc+h3fffVflypXLs49ixfhxBuCf4V8R3LVCQkL0+eef68KFCxajxYcOHTK/fr38fr38888/y9vb2/yrYm9vbx0+fDhPv0OHDsnFxUXBwcG3rMuaO5uFhITc8HjXXv+nypQpY5Pzyo+Pj4/69u2rvn37Kjs7Wz169NDkyZM1btw4eXp6qkSJEvnexCS/FSFupmXLlgoKClJiYqKaN2+uL774Qs8//3yBtu3bt68ee+wxHT58WImJifL29laXLl3Mr1etWlWS5Ofnp8jIyBvup0yZMvLy8sr3Ovr7e5uWlqbt27fnWev52sh+WlqaxbJ31r4ff3dthY7Y2Fj9+eefatmypSZOnGgOxSVKlMh3io21x42Ojta//vUv88j7zz//rHHjxhVo2z59+mjevHnKyMhQYmKiQkND1bhxY/Pr1z6HsmXL3vRzuPZ3oiCfAwBcr+gNrQE20qlTJ+Xk5JiXgrpmzpw5MplM5mWwrtmxY4f27Nljfn7q1Cl9/PHHat++vVxdXeXq6qr27dvr448/tlgaKzU1VQkJCWrevLn5V+43c22t4oLc0a5Tp07auXOnduzYYW67ePGi3nrrLYWGhtpkjqStzuvvzp8/b/Hc3d1dtWvXlmEY5ru3Va1aVenp6Ra/zk9JSbF6+SwXFxf16tVLa9as0bvvvqurV6/ecurENT179pSrq6uWL1+u999/Xw8++KDFetIRERGqWrWqZs6caTHn9Zpraze7uroqKipKq1ev1smTJ82vHzx4UBs2bLDYZuPGjZKk9u3bW7RfC37XLwV48eJFLV26tEDnkp+/fw6+vr6qVq2axch21apVdejQIfO5SNL+/futnu4SEBCgqKgorVy5UitWrJC7u7uio6MLtG3fvn2VlZWlpUuXav369erTp4/F61FRUfLz89OUKVPyvfvftdqDgoIUHh6upUuXKj093fz6pk2b8szBB4DrMVKMu1aXLl3Upk0bPf/88zp+/LjCwsK0ceNGffzxx3riiSfMAeSaunXrKioqymJJNkkWa6++/PLL2rRpk5o3b67HHntMxYoV05tvvqmsrCzNmDGjQHVd+zLf888/r379+snNzU1dunTJ98YeY8eO1fLly9WxY0eNGjVKJUuW1NKlS5WcnKwPP/zQZlNGbHFef9e+fXuVK1dOzZo1U2BgoA4ePKjXXntNnTt3No/c9+vXT2PGjFH37t01atQo8xJbNWrUsPgPSkH07dtXr776quLj41WvXj3zvOtbKVu2rNq0aaPZs2frwoULecK0i4uL3n77bXXs2FF16tRRbGysKlSooF9//VVJSUny8/PTmjVrJP11raxfv14tWrTQY489pqtXr5rXar4++K9du1bNmze3+CLYtfesUqVKGjJkiJ555hm5urpq0aJFKlOmjEXQtkbt2rXVunVrRUREqGTJktq1a5c++OADi1HqRx55RLNnz1ZUVJSGDBmiM2fOaMGCBapTp47VX7Ls27evHnroIb3xxhuKiooq8I1e7rvvPlWrVk3PP/+8srKy8nwOfn5+mj9/vh5++GHdd9996tevn/l9Wbt2rZo1a2b+D/DUqVPVuXNnNW/eXI888oh+//138+eQ339sAEASS7Kh6Lq2DNV33313036DBg0yfHx88n3twoULxpNPPmmUL1/ecHNzM6pXr2688sorFktrGcZfy32NGDHCeO+994zq1asbHh4eRv369c3LRl1vz549RlRUlOHr62t4e3sbbdq0MbZv325V7S+99JJRoUIFw8XFxWKprb8vyWYYhnH06FGjV69eRkBAgOHp6Wk0bNjQ+PTTTy36XFvm6v3337doz28ZshspyHlZsyTbm2++abRs2dIoVaqU4eHhYVStWtV45plnjPT0dIt+GzduNOrWrWu4u7sbNWvWNN57770bLsk2YsSIGx4vNzfXCA4OzncZvutrz++9WLhwoSHJKF68uHHp0qV89793716jR48e5vMJCQkx+vTpY2zevNmi39atW42IiAjD3d3dqFKlirFgwQKL88nNzTXKli1rzJgxI9/j7N6922jUqJHh7u5uVKpUyZg9e/YNl2TLb6m1vy+v9vLLLxsNGzY0AgICDC8vL+Oee+4xJk+ebGRnZ1ts99577xlVqlQx3N3djfDwcGPDhg03XJLtZp9/RkaG4eXlZUgy3nvvvTyv/31Jtus9//zzhiSjWrVqN9x/UlKSERUVZfj7+xuenp5G1apVjcGDB1ssp2gYhvHhhx8atWrVMjw8PIzatWsbq1atuuESgABgGIZhMgwHfAMHKGJMJpNGjBiRZ6oFYGs7d+5Uo0aN9OOPP7JEGAAUIcwpBoBCNmXKFAIxABQxzCkGgELUsGFD822hAQBFByPFAAAAcHqMFANyzM0tAABA0cFIMQAAAJweoRgAAABOz+mmT+Tm5uq3335T8eLFrbrdLgAAcBzDMHThwgWVL1/eZjcuAq7ndKH4t99+U3BwsKPLAAAAt+HUqVOqWLGio8vAXcjpQvG128ueOnVKfn5+Dq4GAAAUREZGhoKDg80/xwFbc7pQfG3KhJ+fH6EYAIA7DFMfYS9MygEAAIDTIxQDAADA6RGKAQAA4PScbk4xAABwTjk5Obpy5Yqjy0AhcXNzk6ura4H7E4oBAMBdzTAMnT59WmlpaY4uBYUsICBA5cqVK9AXNAnFAADgrnYtEJctW1be3t6sYOEEDMNQZmamzpw5I0kKCgq65TaEYgAAcNfKyckxB+JSpUo5uhwUIi8vL0nSmTNnVLZs2VtOpeCLdgAA4K51bQ6xt7e3gyuBI1z73Asyl5xQDAAA7npMmXBO1nzuhGIAAAA4PYeG4i+//FJdunRR+fLlZTKZtHr16ltus2XLFt13333y8PBQtWrVtGTJErvXCQAA4Cy2bNkik8lk99U6Bg8erOjoaLsewxoODcUXL15UWFiYXn/99QL1T05OVufOndWmTRvt27dPTzzxhIYOHaoNGzbYuVIAAHA3MZkK93E7zp49q+HDh6tSpUry8PBQuXLlFBUVpa+//tq2b8bfNG3aVCkpKfL397frcYoah64+0bFjR3Xs2LHA/RcsWKDKlStr1qxZkqRatWrpq6++0pw5cxQVFWWvMgEAAApdz549lZ2draVLl6pKlSpKTU3V5s2bdf78+dvan2EYysnJUbFiN49/7u7uKleu3G0d4052R80p3rFjhyIjIy3aoqKitGPHDgdVBAAAYHtpaWnatm2bpk+frjZt2igkJEQNGzbUuHHj1LVrVx0/flwmk0n79u2z2MZkMmnLli2S/jcN4rPPPlNERIQ8PDy0aNEimUwmHTp0yOJ4c+bMUdWqVS22S0tLU0ZGhry8vPTZZ59Z9P/oo49UvHhxZWZmSpJOnTqlPn36KCAgQCVLllS3bt10/Phxc/+cnBzFxcUpICBApUqV0rPPPivDMGz/xv0Dd1QoPn36tAIDAy3aAgMDlZGRoUuXLuW7TVZWljIyMiweAAAARZmvr698fX21evVqZWVl/aN9jR07VtOmTdPBgwfVq1cvNWjQQMuWLbPos2zZMg0YMCDPtn5+fnrwwQeVkJCQp390dLS8vb115coVRUVFqXjx4tq2bZu+/vpr+fr6qkOHDsrOzpYkzZo1S0uWLNGiRYv01Vdf6ffff9dHH330j87L1u76m3dMnTpVkyZNKrTjTTIV3rFQNMUb8Q49PtcguAbhaI6+Bu8GxYoV05IlSzRs2DAtWLBA9913n1q1aqV+/frp3nvvtWpfL774oh544AHz85iYGL322mt66aWXJEk///yzdu/erffeey/f7WNiYvTwww8rMzNT3t7eysjI0Nq1a82hNjExUbm5uXr77bfNS6AtXrxYAQEB2rJli9q3b6+5c+dq3Lhx6tGjh6S/psQWte+E3VEjxeXKlVNqaqpFW2pqqvz8/Mx3Lfm7cePGKT093fw4depUYZQKAADwj/Ts2VO//fabPvnkE3Xo0MG8Ape1K281aNDA4nm/fv10/PhxffPNN5L+GvW97777dM899+S7fadOneTm5qZPPvlEkvThhx/Kz8/PPKV1//79+u9//6vixYubR7hLliypy5cv6+jRo0pPT1dKSooaNWpk3mexYsXy1OVod9RIcZMmTbRu3TqLtk2bNqlJkyY33MbDw0MeHh72Lg0AAMDmPD099cADD+iBBx7Q+PHjNXToUMXHx2vbtm2SZDEv90Z3bfPx8bF4Xq5cObVt21YJCQlq3LixEhISNHz48BvW4O7url69eikhIUH9+vVTQkKC+vbta/7C3p9//qmIiIg8UzIkqUyZMlafs6M4dKT4zz//1L59+8yTxJOTk7Vv3z6dPHlS0l+jvAMHDjT3//e//61jx47p2Wef1aFDh/TGG29o5cqVevLJJx1RPgAAQKGqXbu2Ll68aA6bKSkp5teu/9LdrcTExCgxMVE7duzQsWPH1K9fv1v2X79+vX788Ud98cUXiomJMb9233336ciRIypbtqyqVatm8fD395e/v7+CgoL07bffmre5evWqdu/eXeB6C4NDQ/GuXbtUv3591a9fX5IUFxen+vXra8KECZL++qCvBWRJqly5stauXatNmzYpLCxMs2bN0ttvv81ybAAA4K5y/vx5tW3bVu+9956+//57JScn6/3339eMGTPUrVs3eXl5qXHjxuYv0G3dulUvvPBCgfffo0cPXbhwQcOHD1ebNm1Uvnz5m/Zv2bKlypUrp5iYGFWuXNliKkRMTIxKly6tbt26adu2bUpOTtaWLVs0atQo/fLLL5Kk0aNHa9q0aVq9erUOHTqkxx57zO43B7GWQ6dPtG7d+qbLceQ3Z6Z169bau3evHasCAABwLF9fXzVq1Ehz5szR0aNHdeXKFQUHB2vYsGF67rnnJEmLFi3SkCFDFBERoZo1a2rGjBlq3759gfZfvHhxdenSRStXrtSiRYtu2d9kMql///6aMWOGefDyGm9vb3355ZcaM2aMOWxXqFBB7dq1k5+fnyTpqaeeUkpKigYNGiQXFxc98sgj6t69u9LT0618Z+zHZBS1ReLsLCMjQ/7+/kpPTzd/ULbEt67h6G9dcw2CaxCOZo9r8HZ/fl++fFnJycmqXLmyPD09bV4XijZrPv87avUJAAAAwB4IxQAAAHB6hGIAAAA4PUIxAAAAnB6hGAAAAE6PUAwAAACnRygGAACA0yMUAwAAwOkRigEAAOD0CMUAAACwOZPJpNWrV9v1GEuWLFFAQIBN9lXMJnsBAAC4gxT27chv59bXrVu3Vnh4uObOnWvRvmTJEj3xxBNKS0uzTXF2kpKSohIlSji6jAIjFAMAAKDArly5Ijc3t1v2K1euXCFUYztMnwAAALhDDR48WNHR0Zo5c6aCgoJUqlQpjRgxQleuXDH3eeONN1S9enV5enoqMDBQvXr1Mr8WGhqaZyQ6PDxcEydOND83mUyaP3++unbtKh8fH7300kuqWLGi5s+fb7Hd3r175eLiohMnTpi3uzZ9omnTphozZoxF/7Nnz8rNzU1ffvmlJCkrK0tPP/20KlSoIB8fHzVq1Ehbtmyx2GbJkiWqVKmSvL291b17d50/f/523rZ8EYoBAADuYElJSTp69KiSkpK0dOlSLVmyREuWLJEk7dq1S6NGjdKLL76ow4cPa/369WrZsqXVx5g4caK6d++uH374QUOHDlX//v2VkJBg0WfZsmVq1qyZQkJC8mwfExOjFStWyDAMc1tiYqLKly+vFi1aSJJGjhypHTt2aMWKFfr+++/Vu3dvdejQQUeOHJEkffvttxoyZIhGjhypffv2qU2bNnr55ZetPpcbIRQDAADcwUqUKKHXXntN99xzjx588EF17txZmzdvliSdPHlSPj4+evDBBxUSEqL69etr1KhRVh9jwIABio2NVZUqVVSpUiXFxMTo66+/1smTJyVJubm5WrFihWJiYvLdvk+fPvrtt9/01VdfmdsSEhLUv39/mUwmnTx5UosXL9b777+vFi1aqGrVqnr66afVvHlzLV68WJI0b948dejQQc8++6xq1KihUaNGKSoqyupzuRFCMQAAwB2sTp06cnV1NT8PCgrSmTNnJEkPPPCAQkJCVKVKFT388MNatmyZMjMzrT5GgwYNLJ6Hh4erVq1a5tHirVu36syZM+rdu3e+25cpU0bt27fXsmXLJEnJycnasWOHOUT/8MMPysnJUY0aNeTr62t+bN26VUePHpUkHTx4UI0aNbLYb5MmTaw+lxshFAMAABRBfn5+Sk9Pz9OelpYmf39/8/O/f+nNZDIpNzdXklS8eHHt2bNHy5cvV1BQkCZMmKCwsDDzyhUuLi4WUxokWcxHvsbHxydPW0xMjDkUJyQkqEOHDipVqtQNzycmJkYffPCBrly5ooSEBNWrV0/16tWTJP35559ydXXV7t27tW/fPvPj4MGDmjdv3g33aUuEYgAAgCKoZs2a2rNnT572PXv2qEaNGgXeT7FixRQZGakZM2bo+++/1/Hjx/XFF19I+msENyUlxdw3IyNDycnJBdrvgAEDdODAAe3evVsffPDBDadOXNOtWzddvnxZ69evV0JCgkX/+vXrKycnR2fOnFG1atUsHtdWsahVq5a+/fZbi31+8803Baq1IFiSDQAAoAgaPny4XnvtNY0aNUpDhw6Vh4eH1q5dq+XLl2vNmjUF2senn36qY8eOqWXLlipRooTWrVun3Nxc1axZU5LUtm1bLVmyRF26dFFAQIAmTJhgMRXjZkJDQ9W0aVMNGTJEOTk56tq16037+/j4KDo6WuPHj9fBgwfVv39/82s1atRQTEyMBg4cqFmzZql+/fo6e/asNm/erHvvvVedO3fWqFGj1KxZM82cOVPdunXThg0btH79+gLVWhCMFAMAABRBVapU0ZdffqlDhw4pMjJSjRo10sqVK/X++++rQ4cOBdpHQECAVq1apbZt26pWrVpasGCBli9frjp16kiSxo0bp1atWpm/oBcdHa2qVasWuMaYmBjt379f3bt3l5eXV4H7t2jRQpUqVbJ4bfHixRo4cKCeeuop1axZU9HR0fruu+/M/Ro3bqyFCxdq3rx5CgsL08aNG/XCCy8UuNZbMRl/n0hyl8vIyJC/v7/S09Pl5+dn8/0X9h1yUPTczl2LbIlrEFyDcDR7XIO3+/P78uXLSk5OVuXKleXp6WnzulC0WfP5M1IMAAAAp0coBgAAgNMjFAMAAMDpEYoBAADg9AjFAADgrudk6wrg/7PmcycUAwCAu9a1u73dzq2Ncee79rn//a5/+eHmHQAA4K7l6uqqgIAAnTlzRpLk7e0tk8nk4Kpgb4ZhKDMzU2fOnFFAQECBbkhCKAYAAHe1a7cJvhaM4TwCAgLMn/+tEIoBAMBdzWQyKSgoSGXLltWVK1ccXQ4KiZubW4FvWS0RigEAgJNwdXW1KiTBufBFOwAAADg9QjEAAACcHqEYAAAATo9QDAAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6hGIAAAA4PUIxAAAAnB6hGAAAAE6PUAwAAACnRygGAACA0yMUAwAAwOkRigEAAOD0CMUAAABwesUK0qlHjx4F3uGqVatuuxgAAADAEQo0Uuzv729++Pn5afPmzdq1a5f59d27d2vz5s3y9/e3W6EAAACAvRRopHjx4sXmP48ZM0Z9+vTRggUL5OrqKknKycnRY489Jj8/P/tUCQAAANiR1XOKFy1apKefftociCXJ1dVVcXFxWrRokU2LAwAAAAqD1aH46tWrOnToUJ72Q4cOKTc31yZFAQAAAIWpQNMnrhcbG6shQ4bo6NGjatiwoSTp22+/1bRp0xQbG2vzAgEAAAB7szoUz5w5U+XKldOsWbOUkpIiSQoKCtIzzzyjp556yuYFAgAAAPZmdSh2cXHRs88+q2effVYZGRmSxBfsAAAAcEe7rZt3XL16VZ9//rmWL18uk8kkSfrtt9/0559/2rQ4AAAAoDBYPVJ84sQJdejQQSdPnlRWVpYeeOABFS9eXNOnT1dWVpYWLFhgjzoBAAAAu7F6pHj06NFq0KCB/vjjD3l5eZnbu3fvrs2bN9u0OAAAAKAwWD1SvG3bNm3fvl3u7u4W7aGhofr1119tVhgAAABQWKweKc7NzVVOTk6e9l9++UXFixe3uoDXX39doaGh8vT0VKNGjbRz586b9p87d65q1qwpLy8vBQcH68knn9Tly5etPi4AAABwjdWhuH379po7d675uclk0p9//qn4+Hh16tTJqn0lJiYqLi5O8fHx2rNnj8LCwhQVFaUzZ87k2z8hIUFjx45VfHy8Dh48qP/85z9KTEzUc889Z+1pAAAAAGZWh+JZs2bp66+/Vu3atXX58mUNGDDAPHVi+vTpVu1r9uzZGjZsmGJjY1W7dm0tWLBA3t7eN7xd9Pbt29WsWTPzMdu3b6/+/fvfcnQZAAAAuBmrQ3HFihW1f/9+Pffcc3ryySdVv359TZs2TXv37lXZsmULvJ/s7Gzt3r1bkZGR/yvGxUWRkZHasWNHvts0bdpUu3fvNofgY8eOad26dTcdoc7KylJGRobFAwAAALie1V+0u3z5sjw9PfXQQw/9owOfO3dOOTk5CgwMtGgPDAzUoUOH8t1mwIABOnfunJo3by7DMHT16lX9+9//vun0ialTp2rSpEn/qFYAAADc3aweKS5btqwGDRqkTZs2KTc31x413dCWLVs0ZcoUvfHGG9qzZ49WrVqltWvX6qWXXrrhNuPGjVN6err5cerUqUKsGAAAAHcCq0eKly5dqoSEBHXr1k3+/v7q27evHnroITVo0MCq/ZQuXVqurq5KTU21aE9NTVW5cuXy3Wb8+PF6+OGHNXToUElSvXr1dPHiRT366KN6/vnn5eKSN+N7eHjIw8PDqtoAAADgXKweKe7evbvef/99paamasqUKfrpp5/UuHFj1ahRQy+++GKB9+Pu7q6IiAiLG37k5uZq8+bNatKkSb7bZGZm5gm+rq6ukiTDMKw9FQAAAEDSbYTia4oXL67Y2Fht3LhR33//vXx8fKyeuxsXF6eFCxdq6dKlOnjwoIYPH66LFy8qNjZWkjRw4ECNGzfO3L9Lly6aP3++VqxYoeTkZG3atEnjx49Xly5dzOEYAAAAsJbV0yeuuXz5sj755BMlJCRo/fr1CgwM1DPPPGPVPvr27auzZ89qwoQJOn36tMLDw837kqSTJ09ajAy/8MILMplMeuGFF/Trr7+qTJky6tKliyZPnny7pwEAAABYH4o3bNighIQErV69WsWKFVOvXr20ceNGtWzZ8rYKGDlypEaOHJnva1u2bLEstlgxxcfHKz4+/raOBQAAAOTH6lDcvXt3Pfjgg3rnnXfUqVMnubm52aMuAAAAoNBYHYpTU1NVvHhxe9QCAAAAOESBQnFGRob8/Pwk/bXKw83uCnetHwAAAHCnKFAoLlGihFJSUlS2bFkFBATIZDLl6WMYhkwmk3JycmxeJAAAAGBPBQrFX3zxhUqWLGn+c36hGAAAALhTFSgUt2rVyvzn1q1b26sWAAAAwCGsvnlH9erVNXHiRB05csQe9QAAAACFzupQ/Nhjj2nt2rW65557dP/992vevHk6ffq0PWoDAAAACoXVofjJJ5/Ud999p4MHD6pTp056/fXXFRwcrPbt2+udd96xR40AAACAXVkdiq+pUaOGJk2apJ9//lnbtm3T2bNnFRsba8vaAAAAgEJh9c07rrdz504lJCQoMTFRGRkZ6t27t63qAgAAAAqN1aH4559/1rJly7R8+XIlJyerbdu2mj59unr06CFfX1971AgAAADYldWh+NoX7EaMGKF+/fopMDDQHnUBAAAAhcaqUJyTk6M333xTvXr1UokSJexVEwAAAFCorPqinaurqx5//HGlpaXZqRwAAACg8Fm9+kTdunV17Ngxe9QCAAAAOITVofjll1/W008/rU8//VQpKSnKyMiweAAAAAB3Gqu/aNepUydJUteuXWUymczthmHIZDIpJyfHdtUBAAAAhcDqUJyUlGSPOgAAAACHsToUt2rVyh51AAAAAA5jdSj+8ssvb/p6y5Ytb7sYAAAAwBGsDsWtW7fO03b93GLmFAMAAOBOY/XqE3/88YfF48yZM1q/fr3uv/9+bdy40R41AgAAAHZl9Uixv79/nrYHHnhA7u7uiouL0+7du21SGAAAAFBYrB4pvpHAwEAdPnzYVrsDAAAACo3VI8Xff/+9xXPDMJSSkqJp06YpPDzcVnUBAAAAhcbqUBweHi6TySTDMCzaGzdurEWLFtmsMAAAAKCwWB2Kk5OTLZ67uLioTJky8vT0tFlRAAAAQGGyOhSHhITkaUtLSyMUAwAA4I5l9Rftpk+frsTERPPzPn36qGTJkqpQoYL2799v0+IAAACAwmB1KF6wYIGCg4MlSZs2bdKmTZu0fv16dezYUc8884zNCwQAAADszerpE6dPnzaH4k8//VR9+vRR+/btFRoaqkaNGtm8QAAAAMDerB4pLlGihE6dOiVJWr9+vSIjIyX9tTQbt3gGAADAncjqkeIePXpowIABql69us6fP6+OHTtKkvbu3atq1arZvEAAAADA3qwOxXPmzFFoaKhOnTqlGTNmyNfXV5KUkpKixx57zOYFAgAAAPZmdSh2c3PT008/naf9ySeftElBAAAAQGGzOhRL0pEjR5SUlKQzZ84oNzfX4rUJEybYpDAAAACgsFgdihcuXKjhw4erdOnSKleunEwmk/k1k8lEKAYAAMAdx+pQ/PLLL2vy5MkaM2aMPeoBAAAACp3VS7L98ccf6t27tz1qAQAAABzC6lDcu3dvbdy40R61AAAAAA5h9fSJatWqafz48frmm29Ur149ubm5Wbw+atQomxUHAAAAFAarQ/Fbb70lX19fbd26VVu3brV4zWQyEYoBAABwx7E6FCcnJ9ujDgAAAMBhrJ5TDAAAANxtrB4pfuSRR276+qJFi267GAAAAMARrA7Ff/zxh8XzK1eu6MCBA0pLS1Pbtm1tVhgAAABQWKwOxR999FGettzcXA0fPlxVq1a1SVEAAABAYbLJnGIXFxfFxcVpzpw5ttgdAAAAUKhs9kW7o0eP6urVq7baHQAAAFBorJ4+ERcXZ/HcMAylpKRo7dq1GjRokM0KAwAAAAqL1aF47969Fs9dXFxUpkwZzZo165YrUwAAAABFUYFDcWZmpry9vZWUlGTPegAAAIBCV+BQXLp0abVt21bdunVT165dFRgYaM+67lgTFe/oEuBgXAEAANx5CvxFu0OHDikqKkqJiYkKCQlRo0aNNHnyZP3www/2rA8AAACwuwKH4kqVKunxxx/X559/rtTUVD3xxBP64Ycf1KJFC1WpUkVPPPGEvvjiC+Xk5NizXgAAAMDmbmtJNn9/f/Xv318rVqzQ2bNntWDBAuXk5Cg2NlZlypTRsmXLbF0nAAAAYDdWrz7xd25ubmrfvr3at2+vV199VXv37mW9YgAAANxRChSKv//++wLvsH79+rddDAAAAOAIBQrF4eHhMplMMgxDJpPppn2tnVP8+uuv65VXXtHp06cVFhamV199VQ0bNrxh/7S0ND3//PNatWqVfv/9d4WEhGju3Lnq1KmTVccFAAAArinQnOLk5GQdO3ZMycnJ+vDDD1W5cmW98cYb2rt3r/bu3as33nhDVatW1YcffmjVwRMTExUXF6f4+Hjt2bNHYWFhioqK0pkzZ/Ltn52drQceeEDHjx/XBx98oMOHD2vhwoWqUKGCVccFAAAArlegkeKQkBDzn3v37q3/+7//sxiZvffeexUcHKzx48crOjq6wAefPXu2hg0bptjYWEnSggULtHbtWi1atEhjx47N03/RokX6/ffftX37drm5uUmSQkNDC3w8AAAAID9Wrz7xww8/qHLlynnaK1eurJ9++qnA+8nOztbu3bsVGRn5v2JcXBQZGakdO3bku80nn3yiJk2aaMSIEQoMDFTdunU1ZcoUloEDAADAP2J1KK5Vq5amTp2q7Oxsc1t2dramTp2qWrVqFXg/586dU05OTp474wUGBur06dP5bnPs2DF98MEHysnJ0bp16zR+/HjNmjVLL7/88g2Pk5WVpYyMDIsHAAAAcD2rl2RbsGCBunTpoooVK+ree++V9NfqFCaTSWvWrLF5gdfLzc1V2bJl9dZbb8nV1VURERH69ddf9corryg+Pv+b606dOlWTJk2ya10AAAC4s1kdihs2bKhjx45p2bJlOnTokCSpb9++GjBggHx8fAq8n9KlS8vV1VWpqakW7ampqSpXrly+2wQFBcnNzU2urq7mtlq1aun06dPKzs6Wu7t7nm3GjRunuLg48/OMjAwFBwcXuE4AAADc/W7r5h0+Pj569NFH/9GB3d3dFRERoc2bN5u/nJebm6vNmzdr5MiR+W7TrFkzJSQkKDc3Vy4uf838+PnnnxUUFJRvIJYkDw8PeXh4/KNaAQAAcHe7rds8v/vuu2revLnKly+vEydOSJLmzJmjjz/+2Kr9xMXFaeHChVq6dKkOHjyo4cOH6+LFi+bVKAYOHKhx48aZ+w8fPly///67Ro8erZ9//llr167VlClTNGLEiNs5DQAAAEDSbYTi+fPnKy4uTh07dtQff/xhXvmhRIkSmjt3rlX76tu3r2bOnKkJEyYoPDxc+/bt0/r1681fvjt58qRSUlLM/YODg7VhwwZ99913uvfeezVq1CiNHj063+XbAAAAgIIyGYZhWLNB7dq1NWXKFEVHR6t48eLav3+/qlSpogMHDqh169Y6d+6cvWq1iYyMDPn7+ys9PV1+fn423/8tbvgHJ2Dd3yjbm2Tii6XOLt7I/4vHhYVrEPa4Bu398xuweqQ4OTlZ9evXz9Pu4eGhixcv2qQoAAAAoDBZHYorV66sffv25Wlfv369VesUAwAAAEWF1atPxMXFacSIEbp8+bIMw9DOnTu1fPlyTZ06VW+//bY9agQAAADsyupQPHToUHl5eemFF15QZmamBgwYoPLly2vevHnq16+fPWoEAAAA7Oq21imOiYlRTEyMMjMz9eeff6ps2bK2rgsAAAAoNFbPKX755ZeVnJwsSfL29iYQAwAA4I5ndSh+//33Va1aNTVt2lRvvPFGkV+CDQAAALgVq0Px/v379f3336t169aaOXOmypcvr86dOyshIUGZmZn2qBEAAACwq9u6zXOdOnU0ZcoUHTt2TElJSQoNDdUTTzyhcuXK2bo+AAAAwO5uKxRfz8fHR15eXnJ3d9eVK1dsURMAAABQqG4rFCcnJ2vy5MmqU6eOGjRooL1792rSpEk6ffq0resDAAAA7M7qJdkaN26s7777Tvfee69iY2PVv39/VahQwR61AQAAAIXC6lDcrl07LVq0SLVr17ZHPQAAAEChszoUT5482R51AAAAAA5ToFAcFxenl156ST4+PoqLi7tp39mzZ9ukMAAAAKCwFCgU792717yyxN69e2/Yz2Qy2aYqAAAAoBAVKBQnJSXl+2cAAADgbmD1kmzvvfced64DAADAXcXqUPzkk0+qbNmyGjBggNatW6ecnBx71AUAAAAUGqtDcUpKilasWCGTyaQ+ffooKChII0aM0Pbt2+1RHwAAAGB3VofiYsWK6cEHH9SyZct05swZzZkzR8ePH1ebNm1UtWpVe9QIAAAA2JXV6xRfz9vbW1FRUfrjjz904sQJHTx40FZ1AQAAAIXG6pFiScrMzNSyZcvUqVMnVahQQXPnzlX37t31448/2ro+AAAAwO6sHinu16+fPv30U3l7e6tPnz4aP368mjRpYo/aAAAAgEJhdSh2dXXVypUrFRUVJVdXV3vUBAAAABQqq6ZPXLlyRadPn1b16tUJxAAAALhrWBWK3dzc9P3339urFgAAAMAhrP6i3UMPPaT//Oc/9qgFAAAAcAir5xRfvXpVixYt0ueff66IiAj5+PhYvD579mybFQcAAAAUBqtD8YEDB3TfffdJkn7++WeL10wmk22qAgAAAAqR1aE4KSnJHnUAAAAADnNbN+8AAAAA7iZWjxS3adPmptMkvvjii39UEAAAAFDYrA7F4eHhFs+vXLmiffv26cCBAxo0aJCt6gIAAAAKjdWheM6cOfm2T5w4UX/++ec/LggAAAAobDabU/zQQw9p0aJFttodAAAAUGhsFop37NghT09PW+0OAAAAKDRWT5/o0aOHxXPDMJSSkqJdu3Zp/PjxNisMAAAAKCxWh2J/f3+L5y4uLqpZs6ZefPFFtW/f3maFAbg9ExXv6BLgYFwBAGA9q0Px4sWL7VEHAAAA4DBWzyk+deqUfvnlF/PznTt36oknntBbb71l08IAAACAwmJ1KB4wYID5Vs+nT59WZGSkdu7cqeeff14vvviizQsEAAAA7M3qUHzgwAE1bNhQkrRy5UrVq1dP27dv17Jly7RkyRJb1wcAAADYndWh+MqVK/Lw8JAkff755+ratask6Z577lFKSoptqwMAAAAKgdWhuE6dOlqwYIG2bdumTZs2qUOHDpKk3377TaVKlbJ5gQAAAIC9WR2Kp0+frjfffFOtW7dW//79FRYWJkn65JNPzNMqAAAAgDuJ1UuytW7dWufOnVNGRoZKlChhbn/00Ufl7e1t0+IAAACAwmB1KJYkV1dXi0AsSaGhobaoBwAAACh0Vk+fAAAAAO42hGIAAAA4PUIxAAAAnF6BQnHJkiV17tw5SdIjjzyiCxcu2LUoAAAAoDAVKBRnZ2crIyNDkrR06VJdvnzZrkUBAAAAhalAq080adJE0dHRioiIkGEYGjVqlLy8vPLtu2jRIpsWCAAAANhbgULxe++9pzlz5ujo0aMymUxKT09ntBgAAAB3jQKF4sDAQE2bNk2SVLlyZb377rvc0hkAAAB3Datv3pGcnGyPOgAAAACHua0l2bZu3aouXbqoWrVqqlatmrp27apt27bZujYAAACgUFgdit977z1FRkbK29tbo0aNMn/prl27dkpISLBHjQAAAIBdWT19YvLkyZoxY4aefPJJc9uoUaM0e/ZsvfTSSxowYIBNCwQAAADszeqR4mPHjqlLly552rt27Xrb841ff/11hYaGytPTU40aNdLOnTsLtN2KFStkMpkUHR19W8cFAAAApNsIxcHBwdq8eXOe9s8//1zBwcFWF5CYmKi4uDjFx8drz549CgsLU1RUlM6cOXPT7Y4fP66nn35aLVq0sPqYAAAAwPWsnj7x1FNPadSoUdq3b5+aNm0qSfr666+1ZMkSzZs3z+oCZs+erWHDhik2NlaStGDBAq1du1aLFi3S2LFj890mJydHMTExmjRpkrZt26a0tDSrjwsAAABcY3UoHj58uMqVK6dZs2Zp5cqVkqRatWopMTFR3bp1s2pf2dnZ2r17t8aNG2duc3FxUWRkpHbs2HHD7V588UWVLVtWQ4YMueWqF1lZWcrKyjI/v3a7agAAAOAaq0OxJHXv3l3du3f/xwc/d+6ccnJyFBgYaNEeGBioQ4cO5bvNV199pf/85z/at29fgY4xdepUTZo06Z+WCgAAgLvYba1T7CgXLlzQww8/rIULF6p06dIF2mbcuHFKT083P06dOmXnKgEAAHCnua2RYlspXbq0XF1dlZqaatGempqqcuXK5el/9OhRHT9+3GL1i9zcXElSsWLFdPjwYVWtWtViGw8PD3l4eNihegAAANwtHDpS7O7uroiICIvVLHJzc7V582Y1adIkT/977rlHP/zwg/bt22d+dO3aVW3atNG+fftua/ULAAAAwKEjxZIUFxenQYMGqUGDBmrYsKHmzp2rixcvmlejGDhwoCpUqKCpU6fK09NTdevWtdg+ICBAkvK0AwAAAAXl8FDct29fnT17VhMmTNDp06cVHh6u9evXm798d/LkSbm43FFTnwEAAHCHMRmGYVizQU5OjpYsWaLNmzfrzJkz5jm913zxxRc2LdDWMjIy5O/vr/T0dPn5+dl8/yaTzXeJO4x1f6Nsj2sQjr4GJ5lY8cfZxRvxNt+nvX9+A1aPFI8ePVpLlixR586dVbduXZn4CQwAAIA7nNWheMWKFVq5cqU6depkj3oAAACAQmf1ZF13d3dVq1bNHrUAAAAADmF1KH7qqac0b948WTkVGQAAACiyrJ4+8dVXXykpKUmfffaZ6tSpIzc3N4vXV61aZbPiAAAAgMJgdSgOCAhQ9+7d7VELAAAA4BBWh+LFixfbow4AAADAYW775h1nz57V4cOHJUk1a9ZUmTJlbFYUAAAAUJis/qLdxYsX9cgjjygoKEgtW7ZUy5YtVb58eQ0ZMkSZmZn2qBEAAACwK6tDcVxcnLZu3ao1a9YoLS1NaWlp+vjjj7V161Y99dRT9qgRAAAAsCurp098+OGH+uCDD9S6dWtzW6dOneTl5aU+ffpo/vz5tqwPAAAAsDurR4ozMzMVGBiYp71s2bJMnwAAAMAdyepQ3KRJE8XHx+vy5cvmtkuXLmnSpElq0qSJTYsDAAAACoPV0yfmzZunqKgoVaxYUWFhYZKk/fv3y9PTUxs2bLB5gQAAAIC9WR2K69atqyNHjmjZsmU6dOiQJKl///6KiYmRl5eXzQsEAAAA7O221in29vbWsGHDbF0LAAAA4BAFCsWffPKJOnbsKDc3N33yySc37du1a1ebFAYAAAAUlgKF4ujoaJ0+fVply5ZVdHT0DfuZTCbl5OTYqjYAAACgUBQoFOfm5ub7ZwAAAOBuYPWSbO+8846ysrLytGdnZ+udd96xSVEAAABAYbI6FMfGxio9PT1P+4ULFxQbG2uTogAAAIDCZHUoNgxDJpMpT/svv/wif39/mxQFAAAAFKYCL8lWv359mUwmmUwmtWvXTsWK/W/TnJwcJScnq0OHDnYpEgAAALCnAofia6tO7Nu3T1FRUfL19TW/5u7urtDQUPXs2dPmBQIAAAD2VuBQHB8fr5ycHIWGhqp9+/YKCgqyZ10AAABAobFqTrGrq6v+9a9/6fLly/aqBwAAACh0Vn/Rrm7dujp27Jg9agEAAAAcwupQ/PLLL+vpp5/Wp59+qpSUFGVkZFg8AAAAgDtNgecUX9OpUydJUteuXS2WZru2VBu3eQYAAMCdxupQnJSUZI86AAAAAIexOhS3atXKHnUAAAAADmN1KJaktLQ0/ec//9HBgwclSXXq1NEjjzzCHe0AAABwR7L6i3a7du1S1apVNWfOHP3+++/6/fffNXv2bFWtWlV79uyxR40AAACAXVk9Uvzkk0+qa9euWrhwoflWz1evXtXQoUP1xBNP6Msvv7R5kQAAAIA9WR2Kd+3aZRGIJalYsWJ69tln1aBBA5sWBwAAABQGq6dP+Pn56eTJk3naT506peLFi9ukKAAAAKAwWR2K+/btqyFDhigxMVGnTp3SqVOntGLFCg0dOlT9+/e3R40AAACAXVk9fWLmzJkymUwaOHCgrl69Kklyc3PT8OHDNW3aNJsXCAAAANib1aHY3d1d8+bN09SpU3X06FFJUtWqVeXt7W3z4gAAAIDCcFvrFEuSt7e3AgICzH8GAAAA7lRWzym+evWqxo8fL39/f4WGhio0NFT+/v564YUXdOXKFXvUCAAAANiV1SPFjz/+uFatWqUZM2aoSZMmkqQdO3Zo4sSJOn/+vObPn2/zIgEAAAB7sjoUJyQkaMWKFerYsaO57d5771VwcLD69+9PKAYAAMAdx+rpEx4eHgoNDc3TXrlyZbm7u9uiJgAAAKBQWR2KR44cqZdeeklZWVnmtqysLE2ePFkjR460aXEAAABAYbB6+sTevXu1efNmVaxYUWFhYZKk/fv3Kzs7W+3atVOPHj3MfVetWmW7SgEAAAA7sToUBwQEqGfPnhZtwcHBNisIAAAAKGxWh+LFixfbow4AAADAYUyGYRi3s+HZs2d1+PBhSVLNmjVVpkwZmxZmLxkZGfL391d6err8/Pxsvn+Tyea7xB3m9v5G2Q7XILgG4Wj2uAbt/fMbsPqLdhcvXtQjjzyioKAgtWzZUi1btlT58uU1ZMgQZWZm2qNGAAAAwK6sDsVxcXHaunWr1qxZo7S0NKWlpenjjz/W1q1b9dRTT9mjRgAAAMCurJ4+Ubp0aX3wwQdq3bq1RXtSUpL69Omjs2fP2rI+m2P6BOyNX13D0bgG4WhMn8CdyOqR4szMTAUGBuZpL1u2LNMnAAAAcEeyOhQ3adJE8fHxunz5srnt0qVLmjRpkpo0aWLT4gAAAIDCYPWSbHPnzlWHDh3y3LzD09NTGzZssHmBAAAAgL1ZHYrr1aunI0eOaNmyZTp06JAkqX///oqJiZGXl5fNCwQAAADszapQfOXKFd1zzz369NNPNWzYMHvVBAAAABQqq+YUu7m5WcwlBgAAAO4GVn/RbsSIEZo+fbquXr1qj3oAAACAQmd1KP7uu++0atUqVapUSVFRUerRo4fF43a8/vrrCg0Nlaenpxo1aqSdO3fesO/ChQvVokULlShRQiVKlFBkZORN+wMAAAC3YnUoDggIUM+ePRUVFaXy5cvL39/f4mGtxMRExcXFKT4+Xnv27FFYWJiioqJ05syZfPtv2bJF/fv3V1JSknbs2KHg4GC1b99ev/76q9XHBgAAAKTbuKOdrTVq1Ej333+/XnvtNUlSbm6ugoOD9fjjj2vs2LG33D4nJ0clSpTQa6+9poEDB96yP3e0g71xNzE4GtcgHI072uFOVOCR4tzcXE2fPl3NmjXT/fffr7Fjx+rSpUv/6ODZ2dnavXu3IiMj/1eQi4siIyO1Y8eOAu0jMzNTV65cUcmSJfN9PSsrSxkZGRYPAAAA4HoFDsWTJ0/Wc889J19fX1WoUEHz5s3TiBEj/tHBz507p5ycnDy3jQ4MDNTp06cLtI8xY8aofPnyFsH6elOnTrWY3hEcHPyPagYAAMDdp8Ch+J133tEbb7yhDRs2aPXq1VqzZo2WLVum3Nxce9Z3U9OmTdOKFSv00UcfydPTM98+48aNU3p6uvlx6tSpQq4SAAAARV2Bb95x8uRJderUyfw8MjJSJpNJv/32mypWrHhbBy9durRcXV2Vmppq0Z6amqpy5crddNuZM2dq2rRp+vzzz3XvvffesJ+Hh4c8PDxuqz4AAAA4hwKPFF+9ejXPaKybm5uuXLly2wd3d3dXRESENm/ebG7Lzc3V5s2b1aRJkxtuN2PGDL300ktav369GjRocNvHBwAAACQrRooNw9DgwYMtRl0vX76sf//73/Lx8TG3rVq1yqoC4uLiNGjQIDVo0EANGzbU3LlzdfHiRcXGxkqSBg4cqAoVKmjq1KmSpOnTp2vChAlKSEhQaGioee6xr6+vfH19rTo2AAAAIFkRigcNGpSn7aGHHvrHBfTt21dnz57VhAkTdPr0aYWHh2v9+vXmL9+dPHlSLi7/G9CeP3++srOz1atXL4v9xMfHa+LEif+4HgAAADgfh69TXNhYpxj25ui/UVyD4BqEo7FOMe5EVt/RDgAAALjbEIoBAADg9AjFAAAAcHqEYgAAADg9QjEAAACcHqEYAAAATo9QDAAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6hGIAAAA4PUIxAAAAnB6hGAAAAE6PUAwAAACnRygGAACA0yMUAwAAwOkRigEAAOD0CMUAAABweoRiAAAAOD1CMQAAAJweoRgAAABOj1AMAAAAp0coBgAAgNMjFAMAAMDpEYoBAADg9AjFAAAAcHqEYgAAADg9QjEAAACcHqEYAAAATo9QDAAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6hGIAAAA4PUIxAAAAnB6hGAAAAE6PUAwAAACnRygGAACA0yMUAwAAwOkRigEAAOD0CMUAAABweoRiAAAAOD1CMQAAAJweoRgAAABOj1AMAAAAp0coBgAAgNMjFAMAAMDpEYoBAADg9AjFAAAAcHqEYgAAADg9QjEAAACcHqEYAAAATo9QDAAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6RSIUv/766woNDZWnp6caNWqknTt33rT/+++/r3vuuUeenp6qV6+e1q1bV0iVAgAA4G7k8FCcmJiouLg4xcfHa8+ePQoLC1NUVJTOnDmTb//t27erf//+GjJkiPbu3avo6GhFR0frwIEDhVw5AAAA7hYmwzAMRxbQqFEj3X///XrttdckSbm5uQoODtbjjz+usWPH5unft29fXbx4UZ9++qm5rXHjxgoPD9eCBQtuebyMjAz5+/srPT1dfn5+tjuR/89ksvkucYdx7N8orkFwDcLx7HEN2vvnN+DQkeLs7Gzt3r1bkZGR5jYXFxdFRkZqx44d+W6zY8cOi/6SFBUVdcP+AAAAwK0Uc+TBz507p5ycHAUGBlq0BwYG6tChQ/luc/r06Xz7nz59Ot/+WVlZysrKMj9PT0+X9Nf/OAF74NKCo3ENwtHscQ1e+7nt4F9w4y7m0FBcGKZOnapJkyblaQ8ODnZANXAG/v6OrgDOjmsQjmbPa/DChQvy5yKHHTg0FJcuXVqurq5KTU21aE9NTVW5cuXy3aZcuXJW9R83bpzi4uLMz3Nzc/X777+rVKlSMjHxzaYyMjIUHBysU6dOMd8LDsE1CEfjGrQfwzB04cIFlS9f3tGl4C7l0FDs7u6uiIgIbd68WdHR0ZL+Cq2bN2/WyJEj892mSZMm2rx5s5544glz26ZNm9SkSZN8+3t4eMjDw8OiLSAgwBbl4wb8/Pz4YQCH4hqEo3EN2gcjxLAnh0+fiIuL06BBg9SgQQM1bNhQc+fO1cWLFxUbGytJGjhwoCpUqKCpU6dKkkaPHq1WrVpp1qxZ6ty5s1asWKFdu3bprbfecuRpAAAA4A7m8FDct29fnT17VhMmTNDp06cVHh6u9evXm79Md/LkSbm4/G+RjKZNmyohIUEvvPCCnnvuOVWvXl2rV69W3bp1HXUKAAAAuMM5fJ1i3D2ysrI0depUjRs3Ls+UFaAwcA3C0bgGgTsXoRgAAABOz+G3eQYAAAAcjVAMAAAAp0coBgAAgNMjFCNfx48fl8lk0r59+xxdCpwU1yCKAq5DwHkQiuFwly9f1uDBg1WvXj0VK1bMfCMXoLBs2bJF3bp1U1BQkHx8fBQeHq5ly5Y5uiw4mcOHD6tNmzYKDAyUp6enqlSpohdeeEFXrlxxdGmAU3D4OsVATk6OvLy8NGrUKH344YeOLgdOaPv27br33ns1ZswYBQYG6tNPP9XAgQPl7++vBx980NHlwUm4ublp4MCBuu+++xQQEKD9+/dr2LBhys3N1ZQpUxxdHnDXY6TYyeXm5mrGjBmqVq2aPDw8VKlSJU2ePDlPv5ycHA0ZMkSVK1eWl5eXatasqXnz5ln02bJlixo2bCgfHx8FBASoWbNmOnHihCRp//79atOmjYoXLy4/Pz9FRERo165dkiQfHx/Nnz9fw4YNU7ly5ex/0ihSisI1+Nxzz+mll15S06ZNVbVqVY0ePVodOnTQqlWr7P8GoEgoCtdhlSpVFBsbq7CwMIWEhKhr166KiYnRtm3b7P8GAGCk2NmNGzdOCxcu1Jw5c9S8eXOlpKTo0KFDefrl5uaqYsWKev/991WqVClt375djz76qIKCgtSnTx9dvXpV0dHRGjZsmJYvX67s7Gzt3LlTJpNJkhQTE6P69etr/vz5cnV11b59++Tm5lbYp4siqKheg+np6apVq5bdzhtFS1G8Dv/73/9q/fr16tGjh13PHcD/Z8BpZWRkGB4eHsbChQvzvJacnGxIMvbu3XvD7UeMGGH07NnTMAzDOH/+vCHJ2LJlS759ixcvbixZsuSWNQ0aNMjo1q1bgerHna8oXoOGYRiJiYmGu7u7ceDAgQL1x52tqF2HTZo0MTw8PAxJxqOPPmrk5OQU/GQA3DamTzixgwcPKisrS+3atStQ/9dff10REREqU6aMfH199dZbb+nkyZOSpJIlS2rw4MGKiopSly5dNG/ePKWkpJi3jYuL09ChQxUZGalp06bp6NGjdjkn3FmK4jWYlJSk2NhYLVy4UHXq1PnnJ4kir6hdh4mJidqzZ48SEhK0du1azZw50zYnCuCmCMVOzMvLq8B9V6xYoaefflpDhgzRxo0btW/fPsXGxio7O9vcZ/HixdqxY4eaNm2qxMRE1ahRQ998840kaeLEifrxxx/VuXNnffHFF6pdu7Y++ugjm58T7ixF7RrcunWrunTpojlz5mjgwIG2OUkUeUXtOgwODlbt2rXVv39/TZs2TRMnTlROTo5tThbAjTl6qBqOc+nSJcPLy6tAvzIcOXKk0bZtW4s+7dq1M8LCwm64/8aNGxuPP/54vq/169fP6NKlS552pk84l6J0DSYlJRk+Pj7Ga6+9Zv2J4I5WlK7Dv1u6dKlRrFgxIzs7+9YnAuAf4Yt2TszT01NjxozRs88+K3d3dzVr1kxnz57Vjz/+mOfXiNWrV9c777yjDRs2qHLlynr33Xf13XffqXLlypKk5ORkvfXWW+ratavKly+vw4cP68iRIxo4cKAuXbqkZ555Rr169VLlypX1yy+/6LvvvlPPnj3N+//pp5+UnZ2t33//XRcuXDAvlB8eHl5YbwccoKhcg0lJSXrwwQc1evRo9ezZU6dPn5Ykubu7q2TJkoX7pqDQFZXrcNmyZXJzc1O9evXk4eGhXbt2ady4cerbty9fTAYKg6NTORwrJyfHePnll42QkBDDzc3NqFSpkjFlypQ8oyOXL182Bg8ebPj7+xsBAQHG8OHDjbFjx5pHR06fPm1ER0cbQUFBhru7uxESEmJMmDDByMnJMbKysox+/foZwcHBhru7u1G+fHlj5MiRxqVLl8x1hISEGJLyPHD3KwrX4KBBg/K9/lq1auWYNwWFrihchytWrDDuu+8+w9fX1/Dx8TFq165tTJkyxeLfSgD2YzIMw3BIGgcAAACKCL5oBwAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6hGIAAAA4PUIxAAAAnB6hGMAda8uWLTKZTEpLS3N0KQCAOxyhGAAAAE6PUAwAAACnRygG4FCtW7fWyJEjNXLkSPn7+6t06dIaP368rt2BPisrS2PGjFFwcLA8PDxUrVo1/ec//8l3X+fPn1f//v1VoUIFeXt7q169elq+fLlFnw8++ED16tWTl5eXSpUqpcjISF28eFHSX9MxGjZsKB8fHwUEBKhZs2Y6ceKEfd8AAECRUMzRBQDA0qVLNWTIEO3cuVO7du3So48+qkqVKmnYsGEaOHCgduzYof/7v/9TWFiYkpOTde7cuXz3c/nyZUVERGjMmDHy8/PT2rVr9fDDD6tq1apq2LChUlJS1L9/f82YMUPdu3fXhQsXtG3bNhmGoatXryo6OlrDhg3T8uXLlZ2drZ07d8pkMhXyuwEAcASTcW04BgAcoHXr1jpz5ox+/PFHcwAdO3asPvnkE61evVo1a9bUpk2bFBkZmWfbLVu2qE2bNvrjjz8UEBCQ7/4ffPBB3XPPPZo5c6b27NmjiIgIHT9+XCEhIRb9fv/9d5UqVUpbtmxRq1atbH6eAICijekTAByucePGFiOyTZo00ZEjR7R37165uroWOKTm5OTopZdeUr169VSyZEn5+vpqw4YNOnnypCQpLCxM7dq1U7169dS7d28tXLhQf/zxhySpZMmSGjx4sKKiotSlSxfNmzdPKSkptj9ZAECRRCgGUGR5enpa1f+VV17RvHnzNGbMGCUlJWnfvn2KiopSdna2JMnV1VWbNm3SZ599ptq1a+vVV19VzZo1lZycLElavHixduzYoaZNmyoxMVE1atTQN998Y/PzAgAUPYRiAA737bffWjz/5ptvVL16dYWFhSk3N1dbt24t0H6+/vprdevWTQ899JDCwsJUpUoV/fzzzxZ9TCaTmjVrpkmTJmnv3r1yd3fXRx99ZH69fv36GjdunLZv3666desqISHhn58gAKDIIxQDcLiTJ08qLi5Ohw8f1vLly/Xqq69q9OjRCg0N1aBBg/TII49o9erVSk5O1pYtW7Ry5cp891O9enVt2rRJ27dv18GDB/Wvf/1Lqamp5te//fZbTZkyRbt27dLJkye1atUqnT17VrVq1VJycrLGjRunHTt26MSJE9q4caOOHDmiWrVqFdbbAABwIFafAOBwAwcO1KVLl9SwYUO5urpq9OjRevTRRyVJ8+fP13PPPafHHntM58+fV6VKlfTcc8/lu58XXnhBx44dU1RUlLy9vfXoo48qOjpa6enpkiQ/Pz99+eWXmjt3rjIyMhQSEqJZs2apY8eOSk1N1aFDh7R06VKdP39eQUFBGjFihP71r38V2vsAAHAcVp8A4FCtW7dWeHi45s6d6+hSAABOjOkTAAAAcHqEYgAAADg9pk8AAADA6TFSDAAAAKdHKAYAAIDTIxQDAADA6RGKAQAA4PQIxQAAAHB6hGIAAAA4PUIxAAAAnB6hGAAAAE6PUAwAAACn9/8ATNRohVI9/uAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data1 = data.groupby(\"pclass\")[\"survived\"].sum()# 计算每个舱位等级的幸存人数\n", + "\n", + "data2= data.groupby(\"pclass\")[\"pclass\"].count() # 计算每个舱位等级的总人数\n", + "\n", + "data_df = pd.concat([data1, data2], axis=1, keys=[\"survived\",\"total\"])# 合并两个数据集，创建一个包含幸存人数、总人数和未幸存人数的数据框\n", + "\n", + "data_df[\"unsurvived\"] = data_df[\"total\"] - data_df[\"survived\"] # 计算未幸存人数\n", + "\n", + "data_df[\"survived_prop\"] = data_df[\"survived\"]/data_df[\"total\"] # 计算幸存和未幸存的比例\n", + "\n", + "data_df[\"unsurvived_prop\"] = data_df[\"unsurvived\"]/data_df[\"total\"]\n", + "\n", + "def stackedbarplot(x_data, y_data_list, y_data_names, colors, x_label, y_label, title): # 定义绘制堆叠条形图的函数\n", + " _, ax = plt.subplots()\n", + " \n", + " for i in range(0, len(y_data_list)):\n", + " if i == 0:\n", + " ax.bar(x_data, y_data_list[i], color = colors[i], align = 'center', label = y_data_names[i])\n", + " else:\n", + " \n", + " ax.bar(x_data, y_data_list[i], color = colors[i], bottom = y_data_list[i - 1], align = 'center', label = y_data_names[i])\n", + " ax.set_ylabel(y_label)\n", + " ax.set_xlabel(x_label)\n", + " ax.set_title(title)\n", + " ax.legend(loc='upper right', bbox_to_anchor=(1.3, 1))\n", + "stackedbarplot(x_data = [\"class1\",\"class2\",\"class3\"] # 调用函数绘制堆叠条形图\n", + "\n", + " , y_data_list = [data_df[\"survived_prop\"], data_df[\"unsurvived_prop\"]]\n", + " , y_data_names = ['Survived', 'Unsurvived']\n", + " , colors = ['blue', 'purple']\n", + " , x_label = \"pclass\"\n", + " , y_label = 'Proportion of survived/unsurvived '\n", + " , title = 'Proportion of survived/unsurvived ')" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "fb9c51de-39f4-432a-b877-74f5a31f5256", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data1 = data.groupby(\"sex\")[\"survived\"].sum()\n", + "\n", + "data2= data.groupby(\"sex\")[\"pclass\"].count()\n", + "\n", + "data_df = pd.concat([data1, data2], axis=1, keys=[\"survived\",\"total\"])\n", + "\n", + "data_df[\"unsurvived\"] = data_df[\"total\"] - data_df[\"survived\"]\n", + "\n", + "data_df[\"survived_prop\"] = data_df[\"survived\"]/data_df[\"total\"]\n", + "\n", + "data_df[\"unsurvived_prop\"] = data_df[\"unsurvived\"]/data_df[\"total\"]\n", + "\n", + "stackedbarplot(x_data = [\"female\",\"male\"]\n", + " , y_data_list = [data_df[\"survived_prop\"], data_df[\"unsurvived_prop\"]]\n", + " , y_data_names = ['Survived', 'Unsurvived']\n", + " , colors = ['blue', 'purple']\n", + " , x_label = \"pclass\"\n", + " , y_label = 'Proportion of survived/unsurvived by sex'\n", + " , title = 'Proportion of survived/unsurvived by sex')" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "6cdf21fe-898f-450d-b69a-107c481bc8eb", + "metadata": {}, + "outputs": [], + "source": [ + "def feature(feature): \n", + " plt.boxplot([data.loc[data[\"survived\"] == i,feature] for i in set(data[\"survived\"])],\n", + " labels=[i for i in set(data[\"survived\"])],\n", + " patch_artist=True,\n", + " boxprops=dict(color='blue')\n", + " )\n", + " plt.xlabel(\"survived\")\n", + " plt.ylabel(feature)\n", + " plt.title(\"The box with 2 teatures \"+\" for \"+ feature)\n", + " plt.show()\n", + " feature(\"fare\")" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "12dd5a11-623a-4c05-927e-355508daf357", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "TypeError", + "evalue": "'str' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[126], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m data \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mdropna(subset\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mage\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m----> 2\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mage\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[121], line 11\u001b[0m, in \u001b[0;36mfeature\u001b[1;34m(feature)\u001b[0m\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe box with 2 teatures \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m for \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m feature)\n\u001b[0;32m 10\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m---> 11\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfare\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mTypeError\u001b[0m: 'str' object is not callable" + ] + } + ], + "source": [ + "data = data.dropna(subset=['age'])\n", + "feature(\"age\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "7c1d49c4-9a90-420c-a477-cbbb6997e40b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = sns.load_dataset(\"titanic\")\n", + "data.head()\n", + "df1 = data[data[\"pclass\"] == 1]\n", + "df2 = data[data[\"pclass\"] == 2]\n", + "df3 = data[data[\"pclass\"] == 3]\n", + "df1 = df1.groupby(\"embarked\").count()[\"pclass\"]\n", + "df2 = df2.groupby(\"embarked\").count()[\"pclass\"]\n", + "df3 = df3.groupby(\"embarked\").count()[\"pclass\"]\n", + "categories = [1,2,3]\n", + "values1 = df1\n", + "values2 = df2\n", + "values3 = df3\n", + "# 设置条形图的宽度\n", + "bar_width = 0.25\n", + "\n", + "# 计算并列的条形图的横坐标位置\n", + "x_data1 = np.arange(len(categories))\n", + "x_data2 = x_data1 + bar_width\n", + "x_data3 = x_data2 + bar_width\n", + "# 创建并列的条形图\n", + "\n", + "plt.bar(x_data1, values1, width=bar_width, color='green', label='c')\n", + "plt.bar(x_data2, values2, width=bar_width, color='purple', label='q')\n", + "plt.bar(x_data3, values3, width=bar_width, color='blue', label='s')\n", + "\n", + "\n", + "plt.xlabel('Embarked')\n", + "plt.ylabel('pclass')\n", + "plt.title('Number of people for different kind of pclass by Embarked')\n", + "plt.xticks(x_data1 + bar_width, categories) # 设置横坐标刻度位置\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "6f788970-a071-4986-b529-694f85aeb2b5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "TypeError", + "evalue": "'str' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[132], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msibsp\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[121], line 11\u001b[0m, in \u001b[0;36mfeature\u001b[1;34m(feature)\u001b[0m\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe box with 2 teatures \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m for \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m feature)\n\u001b[0;32m 10\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m---> 11\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfare\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mTypeError\u001b[0m: 'str' object is not callable" + ] + } + ], + "source": [ + "feature(\"sibsp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "6770cfff-e584-4d79-87b5-b37dce7e2cfb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "TypeError", + "evalue": "'str' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[133], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mparch\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[121], line 11\u001b[0m, in \u001b[0;36mfeature\u001b[1;34m(feature)\u001b[0m\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe box with 2 teatures \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m for \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39m feature)\n\u001b[0;32m 10\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m---> 11\u001b[0m \u001b[43mfeature\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfare\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mTypeError\u001b[0m: 'str' object is not callable" + ] + } + ], + "source": [ + "feature(\"parch\")" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "d5bddee4-1758-435f-95b1-d23657417d16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df1 = data[data[\"survived\"] == 0].groupby(\"alone\")[\"alone\"].count()\n", + "df2 = data[data[\"survived\"] == 1].groupby(\"alone\")[\"alone\"].count()\n", + "categories = [\"False\",\"True\"]\n", + "values1 = df1\n", + "values2 = df2\n", + "\n", + "# 设置条形图的宽度\n", + "bar_width = 0.25\n", + "\n", + "# 计算并列的条形图的横坐标位置\n", + "x_data1 = np.arange(len(categories))\n", + "x_data2 = x_data1 + bar_width\n", + "\n", + "# 创建并列的条形图\n", + "\n", + "plt.bar(x_data1, values1, width=bar_width, color='blue', label='0')\n", + "plt.bar(x_data2, values2, width=bar_width, color='purple', label='1')\n", + "\n", + "\n", + "plt.xlabel('alone')\n", + "plt.ylabel('pclass')\n", + "plt.title('Number of people for whether be survived or alone or not')\n", + "plt.xticks(x_data1 + bar_width, categories) # 设置横坐标刻度位置\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa7a5851-e261-4048-b85d-96af26ff8a4a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ICTP-AP", + "language": "python", + "name": "ictp-ap" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2023/homework/Qiuzhichong/numpy_submit.txt b/2023/homework/Qiuzhichong/numpy_submit.txt new file mode 100644 index 00000000..c557c51f --- /dev/null +++ b/2023/homework/Qiuzhichong/numpy_submit.txt @@ -0,0 +1,10 @@ +C +D +B +E +C +C +E +C +C +E diff --git a/2023/homework/Qiuzhichong/pandas_submit.txt b/2023/homework/Qiuzhichong/pandas_submit.txt new file mode 100644 index 00000000..bcf22b49 --- /dev/null +++ b/2023/homework/Qiuzhichong/pandas_submit.txt @@ -0,0 +1,12 @@ +B +D +C +A +B +D +A +C +C +B +B +B diff --git a/2023/homework/Qiuzhichong/python_submit.txt b/2023/homework/Qiuzhichong/python_submit.txt new file mode 100644 index 00000000..79d54642 --- /dev/null +++ b/2023/homework/Qiuzhichong/python_submit.txt @@ -0,0 +1,108 @@ +C +B +C +C +C +A +A +B +B +B +B +C +A +D +A +A +A +C +D +B +A +D +C +A +D +B +C +B +A +C +C +C +B +C +D +B +A +C +D +A +B +A +C +A +C +D +B +A +B +A +A +A +B +D +D +B +A +D +B +C +B +B +A +D +A +D +A +B +A +A +D +B +C +A +C +C +B +B +C +A +B +A +C +B +A +C +C +B +B +B +A +C +A +B +B +A +A +A +C +C +A +B +B +A +A +B +A +A