{ "cells": [ { "cell_type": "markdown", "id": "c9d3875c-ace0-4570-80a5-e76420c4ecfa", "metadata": {}, "source": [ "# Часть 1. Основы работы с JupyterLab\n", "В данном разделе мы знакомимся с Markdown-ячейками." ] }, { "cell_type": "code", "execution_count": 1, "id": "b9670fa7-f61c-4ce9-81fe-4f936535173b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22\n" ] } ], "source": [ "a=10\n", "b=12\n", "c=a+b\n", "print(c)" ] }, { "cell_type": "markdown", "id": "c31bc732-82ff-4dcc-9639-16e43c10ffbd", "metadata": {}, "source": [ "# Часть 2. Работа с pandas и numpy" ] }, { "cell_type": "markdown", "id": "c3fa3aa7-903b-434c-a301-118e04bb24dc", "metadata": {}, "source": [ "# pandas: работа с таблицами" ] }, { "cell_type": "code", "execution_count": 6, "id": "57c6b737-a50e-48d9-a9db-9c7d74af66a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Первый взгляд на данные:\n", " Имя Возраст Баллы\n", "0 Дмитрий 25 91\n", "1 Елена 26 88\n", "2 Жанна 27 79\n", "3 Игорь 28 85\n", "\n", "RangeIndex: 4 entries, 0 to 3\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Имя 4 non-null object\n", " 1 Возраст 4 non-null int64 \n", " 2 Баллы 4 non-null int64 \n", "dtypes: int64(2), object(1)\n", "memory usage: 228.0+ bytes\n", "None\n", " Возраст Баллы\n", "count 4.000000 4.000000\n", "mean 26.500000 85.750000\n", "std 1.290994 5.123475\n", "min 25.000000 79.000000\n", "25% 25.750000 83.500000\n", "50% 26.500000 86.500000\n", "75% 27.250000 88.750000\n", "max 28.000000 91.000000\n", "Имя 0\n", "Возраст 0\n", "Баллы 0\n", "dtype: int64\n", "\n", "DataFrame после добавления нового столбца:\n", " Имя Возраст Баллы Новый столбец\n", "0 Дмитрий 25 91 100.1\n", "1 Елена 26 88 96.8\n", "2 Жанна 27 79 86.9\n", "3 Игорь 28 85 93.5\n", "\n", "Группировка данных по возрасту и среднему значению баллов:\n", " Баллы\n", "Возраст \n", "25 91.0\n", "26 88.0\n", "27 79.0\n", "28 85.0\n", "\n", "Фильтрация: возраст больше 25\n", " Имя Возраст Баллы Новый столбец\n", "1 Елена 26 88 96.8\n", "2 Жанна 27 79 86.9\n", "3 Игорь 28 85 93.5\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Создадим DataFrame с измененными данными\n", "data = {\n", " \"Имя\": [\"Дмитрий\", \"Елена\", \"Жанна\", \"Игорь\"],\n", " \"Возраст\": [25, 26, 27, 28],\n", " \"Баллы\": [91, 88, 79, 85]\n", "}\n", "df = pd.DataFrame(data)\n", "\n", "print(\"Первый взгляд на данные:\")\n", "print(df.head())\n", "print(df.info())\n", "print(df.describe())\n", "print(df.isnull().sum())\n", "\n", "# Добавим новый столбец с вычисляемыми значениями\n", "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n", "print(\"\\nDataFrame после добавления нового столбца:\")\n", "print(df)\n", "\n", "# Применение .groupby() и .agg()\n", "grouped_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n", "print(\"\\nГруппировка данных по возрасту и среднему значению баллов:\")\n", "print(grouped_df)\n", "\n", "# Фильтрация записей по условиям\n", "filtered_df = df[df[\"Возраст\"] > 25]\n", "print(\"\\nФильтрация: возраст больше 25\")\n", "print(filtered_df)" ] }, { "cell_type": "markdown", "id": "1fdf42e0-1393-4de8-8d3c-9c6fda8d60ff", "metadata": {}, "source": [ "# numpy: массивы и вычисления" ] }, { "cell_type": "code", "execution_count": 7, "id": "62e3aed6-d212-4bd3-bc0b-95bdaa182ec2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Двумерный массив:\n", "[[1 2]\n", " [3 4]]\n", "\n", "Линейно распределенный массив:\n", "[ 0. 2.5 5. 7.5 10. ]\n", "\n", "Случайный массив из нормального распределения:\n", "[[ 1.3512894 1.19968411 0.95673942]\n", " [ 2.32423322 -0.13312169 0.51754 ]]\n", "\n", "Произведение матриц:\n", "[[19 22]\n", " [43 50]]\n" ] } ], "source": [ "import numpy as np\n", "\n", "# Создание двумерного массива\n", "arr_2d = np.array([[1, 2], [3, 4]])\n", "print(\"Двумерный массив:\")\n", "print(arr_2d)\n", "\n", "# Использование np.linspace()\n", "linspace_arr = np.linspace(0, 10, 5) # 5 элементов от 0 до 10\n", "print(\"\\nЛинейно распределенный массив:\")\n", "print(linspace_arr)\n", "\n", "# Использование np.random.randn()\n", "random_arr = np.random.randn(2, 3) # Массив 2x3 случайных значений из нормального распределения\n", "print(\"\\nСлучайный массив из нормального распределения:\")\n", "print(random_arr)\n", "\n", "# Использование np.dot() - произведение матриц\n", "matrix_a = np.array([[1, 2], [3, 4]])\n", "matrix_b = np.array([[5, 6], [7, 8]])\n", "dot_product = np.dot(matrix_a, matrix_b)\n", "print(\"\\nПроизведение матриц:\")\n", "print(dot_product)" ] }, { "cell_type": "markdown", "id": "d2c33dd2-febb-4259-abf5-3047e4d1d932", "metadata": {}, "source": [ "# Часть 3. Визуализация данных" ] }, { "cell_type": "markdown", "id": "6a9e6fb5-4b12-46e9-a565-7e60e0e899e8", "metadata": {}, "source": [ "# matplotlib: построение графиков" ] }, { "cell_type": "code", "execution_count": 16, "id": "abe51a92-edda-49d5-82aa-a09dec538a75", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2IAAAIjCAYAAABh3KjvAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAw/1JREFUeJzs3Qd0VEX7BvAnjd57FxBpIiCgCDakF6UpCBYUFXv77P4/BbufvSuiYgVBqiiINCkKAoIgTaQX6b2XkP2f5w43m0ACu2Gzd2f3+Z2zJ5tkszvJ3sy978w778T5fD4fREREREREJGziw/dSIiIiIiIiQgrEREREREREwkyBmIiIiIiISJgpEBMREREREQkzBWIiIiIiIiJhpkBMREREREQkzBSIiYiIiIiIhJkCMRERERERkTBTICYiIiIiIhJmCsRERERERETCTIGYiEgYffHFF4iLi8v0tn79+rC2J1++fLj55pvD+poiIiICJHrdABGRWPTcc8+hUqVKJ329SJEinrRHREREwkuBmIiIB9q0aYMGDRp43QwRERHxiFITRUQiOIVx6tSpuOOOO1C0aFEUKFAAPXr0wM6dO9M99vvvv0e7du1QpkwZ5MyZE2effTaef/55HDt2LN3jUlJS8Oijj6JgwYKoWLEixo4dm/q9xx9/HPnz58c555yDn376Kd3PMXWRj09r3bp1yJ07t9PG1atXp36djzsx1fH2229Hrly5MHny5FM+bsiQIc7znfhamWE7L7/8cqfd/NtccMEFGDhwYOr3mzRp4tzSmj17dmoaaFr8/N577z3pNa688srU9vh8Pud+hw4dTnrcoUOHnL8r36u0X3vmmWdQtWpV5/cvXbo0OnfujBUrVqQ+5vXXX0fjxo2d95d/z/r162Po0KEB/f7B/H6B/vyLL76I+Pj4dH9H971h29jGYsWK4YYbbsC///570nP+/fff6Nq1K4oXL+48tlq1avjvf/+b+n3+PU5s2759+1CqVCnn62mPEbatVq1aJ70G/2Zpj7ubbrrJadPRo0dPemzLli2dNqT1zTff4MILL0SePHlQuHBhXHbZZRg3blzQ/08iImdKgZiISARjcLBkyRLnApZB2IABA9CxY0cnKEgbtHGt10MPPYR33nnHuWDu3bs3nnjiiXTP9corrzgXsQwk/vOf/zi3I0eOYPTo0Zg7d65zEc6LZwYLq1atOmW7+PwMNE6nT58++Oyzz5yL3xMv+tNKTk5Od8F+OvydebG8Y8cOPPnkk/jf//6HunXrpgsuM8KAM6t48c8AhAEgXzetH374AXv27HG+T7xoZxD37LPPOu/HG2+8gQceeAC7d+/GwoULU3+O79f555/vpKq+9NJLSExMRJcuXZz3JCvO5Pf7/PPP8dRTTznHyHXXXZfub83gKiEhAS+//DJ69eqF4cOH45JLLsGuXbtSH/fXX3+hYcOGmDRpkvMY/m48Vvm3ORX+bTZv3pzldt94443Yvn07fv7553Rf37Rpk9MW9z0hvh98fFJSkvM35+fly5d3Hhfs/5OIyBnziYhI2Hz++eeMoHyzZ88O6HH169f3HTlyJPXrr776qvP177//PvVrBw4cOOnn77jjDl+ePHl8hw4dcj7nxxIlSvi6d++e+pj58+f7EhISfHXq1PEdPnzY+dq2bdt8+fPn9z3wwAOpj7vpppt8Z511VurnCxcu9MXHx/vatGnjtGXVqlWp3+Pj+Hj6+OOPne+/9957J7Uv7ePoww8/9OXMmdN3xRVXpHutjOzatctpY8OGDX0HDx5M972UlJTU+5dffrlzc40ZM8ZpT+vWrZ2PafHze+6556TXateuXbr2LF261HnsRx99lO5x7du391WsWDH19fv37+887s033zzpOdO28cT3ju91rVq1fE2bNj3l3yDY3+90Pz969GhfYmKi7+GHHz6pPTxu2Ka0f+sff/zReY3evXunfu2yyy5z3pc1a9Zk+vv26dMnXdu2bNni/Ix7LP3yyy/p2nfuueee1O7XXnst3XF37NgxX7ly5XzXXnttusfxbx8XF+dbuXKl8/myZcuc47ZTp07Oz2TWxkD+n0REQkEzYiIiEYxpfRy9d911113OrMmYMWNSv8ZZLNfevXuxbds2XHrppThw4ICTKkYLFizAli1bnNkuV+3atZ2UOc4k5ciRw/kaU+SYqjVx4sRM28QZqHr16jkzN5lhetfdd9/tpEJmlPKXFtvJ2Qk+rkKFCqf9m4wfP975PTlDwfanlVlKHmMttvvqq692Zm0ywhk+/u3S3k5Md2OaIX+eM5Muzo5xluz6669Pff1hw4Y56XL33XffSa+Tto1p3zumnHLGjO8dZyiDEcjvl5lZs2Y5M1782ddeey3d9/744w/nuOF7mfZvzdnI6tWrp87cbd261UmjveWWW056D0+VJsmUP6Z03n///Rl+nzOLJ74nPF7SYiol//ajRo1yjgsX3yOmfbpFcUaOHOmk53J2iz+TWRsD+X8SEQkFBWIiIhGMa7bSYsoU1xqlXZe1aNEidOrUybmg5Voprs9x07F4Ye+u6aKyZcue9jX5GPfxJ/r111+dVDOmOWZ2gT1v3jx0797duYg+MYUvI2+++aYTBP3f//0fAuGuscpo/VBmeFHOvxPT/zLDFEr+7dLe0q4dcjFF9LfffsOaNWtS108xYGPKW9o2cm0Sg+ZT+fHHH3HRRRc5QQ4rZvI1P/roo9T3LZS/X0a4zotB1f79+530vhPfU/d3PHGdFTEQc7+/cuXKoN8Tpr9+/PHHTnrgiQG1i4HPie8J010zek8OHjyIESNGOJ8vXboUc+bMOek9YQBWs2bNU7YrkP8nEZFQUCAmImIxrtFhwYr58+c7s0oMkjhjxECJOANAgaznSosXtZmtQWrVqhWaNm2a6c+yLVwPxrVG/fv3T1eA4UScbeAsDJ83u0r3cx3c008/jVtvvdWZ0coM187xb5f2ltHsUrdu3ZxZSndWjOvfWAEzo2DlVKZNm4b27ds7QciHH37ozHLyNbk+K+0awFD9fhlZvny5M4P19ddfY8KECfjyyy8RLlwTyIEGFtvIDIujnPiecJb4RAyuuJaL7wXxI2d5OdOXHf9PIiKhoPL1IiIRbNmyZbjiiivSVZjbuHEj2rZt63zOIIczGSyewJRC14nFNjiLRhs2bAholoQV407E1K4ZM2acNm3uvPPOc2aJmOLFj7xwZiGHjGY9XnjhBafqIQtZBIpV7IhFL6pUqXLaxzPIYXodC56cSrly5dC8efN0X3v77bedog9pMWDkLBIDMabEcXaMjzuxjTNnznRmytKmlqbF9EX+TVhkgtX50hbNCEagv19GeFwwACxZsqSTTvrwww87xxZngeiss85KnWE6Mfjm19zvV65c2fmYthDJqfz5558YNGiQc0yxCEhm8ubNe9J7whnXjHBWjAU2+P/Bqo98j1gVMe17wkBq8eLFTjpuRgL9fxIRCQXNiImIRLB+/fqlW6fEtDVWGOQ+ZORexKadQeEMCS/O02JpdwZGbuoWMTjiTBkvbPkzxFRCrvVJexFKTDNk6iBnazK7iHVx/RgvoJkG9umnnzpplJxdOBG/zt+HAUTadTmnw5LkDN5Ywe/Emb4TZ5K4xofVIFkhkiXSQ4Upb7yg5xo4vgecJUuL66042/f++++f9LNuG/lzTAVMWxadfxMGJ4E609+PM2gMwui9995zApW0QTFn+kqUKIG+ffvi8OHDqV/nmjhW82SwQwzceMxwBnTt2rUZ/r5pcX3fxRdf7MwIhgrTYfn3ZPuZKpm2WiKxgiOPSR6LJ85spX1PAvl/EhEJBc2IiYhEMF4ENmvWzEmx4gwELwhZNty9gGUxAo76M72LBQ94Ico0sxMvfhkY8QKVZd65bonBEi+ueWHKGQReUPM5GTjxgvuRRx5J9/Pr1693Ur3SFgkJBNcMMe2Qr8tghQVCXFOmTEGNGjXQs2fPoJ6T63beeust3HbbbU6AyeCQfwOmk7GgQtr0Os7esWjGY489hlDi34uFTTjjx6CYwcqJszNfffWVM0PDYhgs9sB1WEz/Y+ELpkHyObg+rnXr1s7vwFmtDz74wJnlY5AciFD+fgzkmCbKvyuDGM6McTaPaXl8j5iyx2CHpeZZ1p1pgwwAXe+++65zbPLY4iwoi2QwsGRBjxNnsbj2jjOJocRgkH9LvieFChVKDRJd/LsyHZIFQvh+sHANZyK59xpngBnYB/r/JCISCpoRExGJYJxRYbDCSm/c34gXwkwhc4sqMBhgwQemmLl7QLVo0QKvvvrqSc/FC9AHH3zQSbvi3k0MZhhcMZDg+hrOeDH1kRsKM73wRKzYGOhmy2mxXbwI5gX+iZvisrjEqVLTMsP1UKySx6CMvxeDPQYl7kxhWrz45uNCiX+3a6+91rmftiCEi78Tg1a+NlMU+Xdn0MV2uH9bpvqxQAhTH/n9b7/91gl6WCgiGKH8/fh3Zbv4XvNYIG68PXjwYGdQgH9nFthgG1m4hQGPq06dOvj999+dmTHOdDKQYfplRrNeDEQZ9IQaA2DiwEXadE8XZ8M4a8c1kPy78f+KBUc42BHs/5OIyJmKYw37M34WEREJKQZdnIXgaD3Tw7ILqzBec801zutJcDgb5AZSefLk8bo5cnzbBKYgMr2Ws14iIpFMM2IiIiJB4to0VubjWjAFYZHjk08+cQqHMEVSRCTSaY2YiIhIgLiOi+u8mL7J6nrBVHuU7MMKjFxXx/VoXL92qk2kRUQihQIxERGRALFSIkvWszgHi1OcroKkhAfXTjLNlmvcWAxFRMQGWiMmIiIiIiISZlojJiIiIiIiEmYKxERERERERMJMa8RCICUlBRs2bED+/Pm1QFhEREREJIb5fD7s3bvX2Sw+Pj7zeS8FYiHAIKx8+fJeN0NERERERCLEunXrUK5cuUy/r0AsBDgT5v6xCxQo4Glbjh49inHjxqFly5ZISkrytC1iBx0zEiwdMxIsHTMSLB0zYvPxsmfPHmeSxo0RMqNALATcdEQGYZEQiHFzUbYjEg5EiXw6ZiRYOmYkWDpmJFg6ZiQajpfTLVlSsQ4REREREZEwUyAmIiIiIiISZgrEREREREREwkxrxEREREREoqRsenJyMo4dO4ZYWyOWmJiIQ4cOheV3T0hIcF7vTLetUiAmIiIiImK5I0eOYOPGjThw4ABiMQAtVaqUU8E8XHv6sjhI6dKlkSNHjiw/hwIxERERERGLpaSkYNWqVc5MDTcRZnAQroAkUn7/ffv2IV++fKfcQDlUQR+D3q1btzp/83POOSfLr6lATERERETEYgwMGIxw7yrO1MSalJQU52+QK1eubA/EKHfu3E6Z/DVr1qS+blaoWIeIiIiISBQIRxAioftb690SEREREREJMwViIiIiIiIiYaZATEREREREIsrNN9+Mjh07Bv1zEydORI0aNQIuY7948WKUK1cO+/fvR7gpEBMRERERkYjyzjvv4Isvvgj65x577DE89dRTTgXJQNSsWRMXXXQR3nzzTYSbAjEREREREYkoBQsWRKFChYL6mV9//RUrVqzA1VdfHdTP9ezZEx999JGzGXY4KRATEREREYk2Ph/AdDsvbnztAA0dOhTnnXeeUxK+aNGiaN68uZMmeGJqYpMmTXD//fc7M15FihRxNnB+5pln0j3X4MGD0aJFi9Ry8tzzi8/XqlUr5z7t2LHDSUXs3bt36s/xZ/j1KVOmIJysCsSmTp2Kq666ytmojpvUjRw58rQ/M3nyZNSrVw85c+ZElSpVMpzi/OCDD1CxYkXnTWvYsCFmzZqVTb+BiIiIiEgYHDgA5MvnzY2vHYCNGzeie/fuuOWWW7BkyRLnur1z586pQdOJvvzyS+TNmxczZ87Eq6++iueeew7jx49PNyPWoEGD1M8ZL/BnZs+ejXfffdf52p133omyZcumC8S4AXbdunUxbdo0hJNVGzozOq5Tp47zZvFNOh3udt2uXTvnDz5gwABn8d5tt92G0qVLO5GxGzk/9NBD6Nu3rxOEvf322873li5dihIlSoThtxIRERERiT0bN2500gF5XX/WWWc5X+PsWGZq166NPn36OPfPOeccvP/++871fbNmzZyvcYNlTtikxaDr448/Ro8ePbBp0yaMGTMGf/75JxIT04dB/Dn+fDhZFYi1adPGuQWKwVWlSpXwxhtvOJ+zggoj5bfeeis1EOPCvF69ejm5oe7PjB49Gv3798cTTzwBmzCttX//OGzfXgT16/PA40iA162STHG0JyXFvHG8sbpP2vscCAhwoamISLRjt7hkCdOKTPfIW+HCOs9Zg+e7XbuA7duBbdu4AAioXp274nrdsuiVJw+wb593rx2AOnXqOEEUgy9em7ds2RLXXHMNCvOfO5NALC1OrmzZsiX184MHD6amJabVpUsXjBgxAv/73/+ctWAM4k7E1MgDAc7kxWQgFqwZM2Y4eaFp8U1+8MEHnftHjhzBnDlz8OSTT6bbJZs/w5/NzOHDh52ba8+ePc7Ho0ePOjevLFvG6dYkAJfiv/9lH+fDOefwBlStau43bOjD8QEH8cL27YgbPRrxI0cibuJExB08mOlDfUWLwte8OVKY19yypbnqyAbuMevlsSt20TEj2X3McJxq/Xpg9uw4zJoVhz/+iMOcOXHYvz991JWU5EsNykqU8KFyZR+6dfPhoot8CtC8cuwY4iZNQvygQcCKFYhj4MXbjh2IYzCWhq9QIfguvBC+iy4ytwsvBAoUcL6nfiY4/DsxnS8lJcW5pcqd25sG8Z84gHVicXFx+PnnnzF9+nQnxfC9997Df//7X+c6nL+P+zu5OIuV7vdzDrljqamMxYoVw/bt2096DAMsXvOzkuI///xz0veJP3f22Wdn+L2M8HF8Xf7tT6zQGOhxG9WBGKcfS5Ysme5r/JyBEyPmnTt3Om9eRo/5+++/M33el19+Gc8+++xJXx83bhzyBDgCkB3WrcuP888/Fxs25MOWLXmwe7c5ef3xh/8xcXEMxjaiY8flqF59p2dtjSW5t25F6ZkzUer331F08WLEB/AP7ouLc05ecYMHI37wYOfzXWefjS316mFzvXrYyeg6xLNlaXOsRQKhY0ZCfcz8+28+DB16DubNK4GdO08e1c6VKxlFihzC7t05sH9/Dhw9God//+XP8bsm8vroI6Bcub1o0WINmjRZh4IFj2TXryNp5P33X1SYNAnlJ09GbgZemTiaJw+O5M+PnLt2IXHXLsSNG8cLKOd7PNftqVABW+vWxfIOHYAiRdTPBIgBCotX7Nu3z5losM15553n3B544AFn1mvQoEFOMMO0RXfCg/f5u7mfu1/j4/bu3et8XqtWLcyfPz/dY4jLkGjIkCHo2rWrU/jjsssuS/eYBQsWOEuaTvzZzLAtjCdYw+LEaouBzqxFdSCWXTiD5r6hxDesfPnyznRqgeMjOV655ZajTqd16aUtsHZtEv75Jw7LlsU5H5nSMXt2PH7/vYxza9gwBQ8+mIKOHX3KgAs1nw9xP/yA+JdfRvycOem/Vbs2Ujp0QMpVVwHly7P3TH9jmgZHFGfORNzYsYj/+WfEzZuHwsuXO7dq330H3znn4Njrr8MXRKpuZtiB8ZhhxaCkJM6oipyajhkJ9TGzYgXw4osJGDgwDikpJqBKSPCBS0UuvDAFF1zgQ4MGPieTLSEhp/P9w4ePghlJW7bEYfNmfgSmTYvH0KFxWL8+Pz7/vBa++eZcXHWVD7fckoJmzXSuC7k9exA3dCjiv/wS8WkyiXyFCyOlWzf4Lr0UKF7cyfCAe8uRAzn4GF5AL1iA+N9/R5x7W7UKBdescW5njxuH5a1bo+w77yCpVClPf00bHDp0COvWrUO+fPkyTM2LVDNnzsSkSZOcvoG1Gfj5tm3bnMIZnLligOleW/M+i2qkvdbm19in5M+f3wnG2rZti6+//jrdY7jkiLUifvvtN6eA3yOPPIJ77rkH83htdTwFcvXq1c56tSuvvDLga3n+zZnOyIDuxL95oMEcp9SsxKaPGDHilI+59NJLfQ888EC6r/Xv399XoEAB5/7hw4d9CQkJJz1Pjx49fO3btw+4Lbt373baw49eO3LkiG/kyJHOx4wsXOjz3Xqrz5cjhztn7PNVquTzvfuuz7d3b9ibG51WrfL5rrzS/weOi+PB6PO9+abPt3Jl1p5zwwaf7/PPfb4uXXy+ggX9z92unc/3zz/ZesyInEjHjITqmFm92pyTEhL83RpPv5Mn+3wHDmTttXbt8vn69vX5GjTwPydvZ53l833/fWh+n5h37JjP9+GHPl++fP4/cHy8z9e2rc/33Xc+36FDWXvejRt9viFDfL7GjVOfN4XXbM895/Pt2RPq3yKqHDx40Ld48WLno00WL17sa9Wqla948eK+nDlz+qpWrep77733nO/ddNNNvg4dOqQ+9vLLLz/pup7f5+OOHTvm27lzp2/r1q2+XLly+f7++2/n+1u2bPGVLFnS99JLL6X+DPuh+vXr+7p27Zr6NX6f7QjV3zzQ2CCqA7HHHnvMV6tWrXRf6969e7o/9IUXXui79957Uz/nG1m2bFnfyy+/HJWBWNq+7qmnfL6iRf19aPHiPt9PP4WtqdHn8GGf78UXfb7cuc0fNCnJ53viCZ9v8+bQvg6vMh5+2OdLTPS/zqOP8kDM0tPpolqCpWNGzvSYWbfO57vzTtN9ueegNm18vtmzQ/u68+b5fPfd5/MVLux/nZ49s9xdihs9N2vm/4NWr+7zvfKKGTAMlZQU39GRI327Klb0v06xYj7fG29kPUKPcrYGYqHiBmL8+Mgjj/huv/32gH+WEzMVKlTw/frrr0G9ZswFYnv37vX9+eefzo2/3JtvvuncX7NmjfP9J554wnfjjTemPn7lypW+PHny+B599FHfkiVLfB988IEzAzZ27NjUxwwaNMiJwL/44gvnj8k3rlChQr5NmzZFdSDm2r/fDGpVqeLv6x5/nM+T7U2NLpMmmZOR+0ds0oTDPNn7mhztad3a/5qlSvl8X3xhRiqDoItqCZaOGTmTY4YTJnny+Luu5s19vunTs/f1ee3O8SomKPA1K1Qw3bYEISXF5+vXz+fLn9/8ETnoyHSaIM85QR0zw4f7jg4Y4PNVreo/YMqXz/4DxkIKxI6lBmL8+OKLLzr3A7Fs2TJfX06jBynmArFffvnF+aVOvHFKkviR05Yn/kzdunV9OXLk8FWuXNn3OdO7TsApUEbCfAxnyH7//feg2mVzIObiMXTPPf5+jlkBa9dmWzOjx9atPt8NN/j/cCVK+Hxff21OWOHA1/nhh/SRNNMgt2wJ+Cl0US3B0jEjweKxMmzYSN+jjyandlWNGpkUxHCaOtWk47ttuP9+MyApp8EpTGYTuX+4iy/m1Wv4+pmjR32+zz4zQRhfn+srMriei2UKxI6lBmLhEnOBWKSKhkDMxdRspmOznytSxOcbNSrkTYweK1b4AyAOs951l8+3Y4c3bWE+PlND3Hz9s88OeO2YLqolWDpmJFibNx/x1au3KfU6nrNTvLb2ApcaMWvJbUu1aj7fzJnetCXicbCPAY+7NjlnTpMemJzsTT/DxeydOvnfPK4X8upAijAKxI5ZGYhpFz1J55prgD//BBo0MJtmtm8PPPwwS3R63bIIwz9S48bA8uVAxYrA778DH35odhf1Qs6cwGOPsSwmUKmSKUHWqBEwfbo37REROW7RInaXiZg7tyRy5/bh22+BV181RWK9kD8/8PHHrKTGzWCBpUtNd86vSRoMdbjvas+ewO7dLF8JzJvHOuAh3z4lYPnyAUOHAn36mM/feQdg9WBesIhYSIGYnKRyZeDXX03/S2++CbAC7datXrcsQkyaBFx+OZx6yXXqmGCHJ6hIwNrOLCHMSJr7uDRrBgwb5nWrRCRGDR8OXHQRx4biULz4AUyZkoxu3RAR2rYFFi4Err3W2TEEd94JvPee162KENzv8o47gHffNZ+/8ALw22/mHOM1bvHyzDMmIMubF5gwwZyDGfGLWEaBmGQ6wfLWW8DIkUChQsCsWUCLFhp0wnffAa1bA9w4sEkTYMoUM6QaSbhB+eTJAPcpO3QI6NIFePttr1slIjE2mdK7N3D11cC+fcAVV6TgjTemoG5dRJQiReDM0D36qPn8/vuB119HbOPGtDffDHzyiQl6Pv8c+O9/vZvCzAwPLg6EMiuFWSCM+EeN8rpVIkFRICanxI3tmXXHa/v584FWrUyGQkziUCmHco8eNTmcY8cCBQsiInGUcMQI4O67zRXRf/4DPPCAGfYVEclG7HIY2Dz/vPmc3c/o0cdQoEBk5rjHxQGvvAI89ZT5nG1/8UXEJq5D6N4d+Pprk344cKAJyiJV7domJZ8Do4z4O3YEvvrK61aJBEyBmJxWtWrAxIlAsWLAH3+YdGxOCMXUVcX//Z8ZKuX9e+4BBg0y04aRjCfR998HXnvNfM4UE86OMZAUEckmXP/1xhvmfr9+Jr090iZTMgrGGDg+95z5nEEZlyE5u5bGCmZQcJCRKX85cpi0duZtRjpenIwbZ1Ip+YbdcotZAChiAQViEpBzzzVp2KxFwSVIV14JHDiA6MdOnQHYyy+bz3mm5syYVwuVs3J18cgjwODBJnDkLBkXQsTU1YWIhMtnnwFPPGHuMxjr1QtWefppMztGDMo4BhcT3SVP6KzO9cMPQK5cwPffm5QYWyQlmYJZPXqYzA8OOvJiRSTCKRCTgLEuxc8/AwUKAFOnmj6aA2hRjbNInFViQMOhXQ6T8r5tunY1o5vM9+/f3x9YioiECMd5br/d3GcwxuJ6NmIBWq6Rpv/9z1QOjupgjCkuTHUZP96ktf/0k1kLbRue3z791FRhOXgQaNcOWLzY61ZJhLjsssswkKm2AerWrRvecKf2s5ECMQnKBReYPtotVMS1socPIzoxtcG9kmB6n21DuyfiScktCcaF11yhLiISAr/8YpbQstjebbcBL70Eq7FqMCdYiEEZu8yoxNkjph9ydJWjrAzGuN7KVpwZY1EtFu7YudMsbF+3zutWicdGjRqFzZs3O8FVoJ566im8+OKL2J3NhREUiEnQuN8KY5TcuYExY/z1K6LKggXprypsHdo9EYt3uL8LF2BznwIRkTMwd67JkGCdh06dgI8+sjNx4ER33WUKBxKTCHh9H3VY2pKjq0xHZBDG/Sdtx5HiH380pfbXrzfBGLdzkZj17rvvomfPnojnrGmAatWqhbPPPhvffPNNtrZNgZhkCbfRYpVYLjtiiXumckQN7g/GRXCm5jLwwQfRcVXh4uwer5Z41cSrp2XLvG6RiFjqn3/8O3qwu2TmT6QX5ggGx+Hc0vbc15hjdFFjyBD/1CVT+iJlP8xQKFrUrKUoVw5YssSc0/fvR6xhSi1/bS9uwabzpqSk4NVXX0WVKlWQM2dOVKhQwZmRogULFqBp06bInTs3ihYtittvvx37eI123OTJk3HRRRehbNmyKFKkCC6++GKsWbPG+d7WrVsxadIkXMUtfdI8PkeOHJg2bVrq1/jaJUqUcGbOXPyZQSzOlo0UiEmWNW/uz27jNlVRsW8w88pZ/nbtWuCcc/zVo6IJR4Q4wsOT7o4dSOzQATn27PG6VSJimU2bgJYteaED1KtnBuU4sRJtGKvwfMd6FhzDYsab9f76y1+Wnovgrr8eUadCBbPNDKuMcR8erpWOuvSdU+Mxmy+fN7dgC7o9+eST+N///oenn34aixcvdtZzlSxZEvv370erVq1QuHBhzJ49G0OGDMGECRNw7733Oj+XnJyMjh07OmvAfv31V/z2229OoBZ3fACdX8uTJw9q1KiR+lpNmjTBgw8+iBtvvNFJPfzzzz+d1/3000+d13RdeOGFmDVrFg5n5xocn5yx3bt3M+53PnrtyJEjvpEjRzofw+XRRznu4fPlz+/z/fOPz14pKT5ft27mlylc2OdbutQX1TZt8vkqVnR+323Vq/uO7NnjdYvEEl70MxJZkpN9vqZNTXd5zjk+3+bN0X3MbNuW2l36Wrc2v7+1+MtUqmR+mRYtfL6jR32RKGTHzG+/+Xy5c5vf98EHfdHq4MGDvsWLFzsfXfv2mV/bixtfO1B79uzx5cyZ0/fJJ5+c9L1+/fr5Chcu7NuX5glHjx7ti4+P923atMm3fft25xp80qRJvp07d/qOHTuW7uffeustX+XKlU963sOHD/vq1q3r69q1q69mzZq+Xr16nfSY+fPnO8+9evXqgP/mwcYGmhGTM8aZ40svNakp3IKEk0pWYq1iTkEzr4bTe1WrIqpx1GfMGPgKFULRv/9Gwq23mjVxIiKnwWqCkyaZ5TiseF6iBKIaM91YFZJroznJwqVVVkpONuufV60CKlf2n/OifWG7Wy2P6TsxtMdYnjxmlYUXN752oJYsWeLMOjVr1izD79WpUwd52dkcx9RDpjIuXbrUSUW8+eab0aZNG6cYB9eDbdy4MfWxBw8eRK4MpuqZmjhgwAAMGzYMhw4dwltuqdQ0mApJB7JxvyYFYhKSIkXsy3kiZrbD8dliu/AXeOYZc58rzbnYIRbUqIFj332HlMRExHO9gFtVUUQkE7/9ZjY7Ji6hrVYNMaFuXbOUyk1XtDIdn/sKsOQxr5KZS1qkCGIClxxwT1BiSmaaC/Voxuw8xi9e3IJZWp/7eMCTVZ9//rmTkshUwu+++w5Vq1bF70xHdfb7LoadmeQTT58+3fm4Y8cO53Yi92vFixdHdlEgJiFRpowZcHK3qfr8c9hjxQqzIpu4+bF7P0b4mjTBwltuMZ88/jiwaJHXTRKRCMXrkuuuM1XPb7jB7J8bS/i7u4Vnb7rJsu5ywACzyzZ9+SVw3nmIKdypmxuibtsG3HijMkAiyDnnnOMEYxMnTjzpe1zbNX/+fGetmItBFysgVkszCnT++efjoYcectaEseKhu2cYv75p06aTgrEVK1bgP//5Dz755BM0bNgQN910kzPLltbChQtRrlw5J5jLLgrEJGQ4o8zsPrdK+vz5iHy8muDZlP/gLAXJfJsYtKpNG6Sw9BkXpPLqihUVRUTS4MoPjlOxllGVKmafrWgqKBvM9XzTpua0wYmWXbtgxx4D7iAjN0XjOoJYw/Q0Zr9wNpAX/K++6nWL5DimDj7++ON47LHH8NVXXzlBEme0PvvsM1x//fXO9xkoMTD65ZdfcN999zmFNlhYY9WqVU6hjxkzZmDt2rUYN24cli1bllqcg4EYAykGb65jx47hhhtucIqAsKw9Z9T++uuvkzZwZlXFlqxIlI0UiElIPfkk0KYNcOiQ6eezeR+8M8d/Ov5z5s8PfPEFkJCAmBQXh2P9+nEOH5g3z+IFECKSXZi1zXVSTEcfPNh0m7GIS6r4+591FrB8OcDltcGW6g4rLtzmVB5PzO3aAc8+i5jFvcXefdfcf+opU01RIsLTTz+Nhx9+GL1793aCqGuvvRZbtmxxKh7+/PPPTprgBRdcgGuuucZZS/b+++87P8fv//333+jSpYvz/TvvvBP33HMP7rjjDuf7CQkJTrDF9WAulsVnefuPP/7Y+bx06dLo16+fs4kzZ9+I68ZGjhyJXr16Ze8vfspSHhKQWK+amFFBpgoVTNWcq682xQgj0vz5Pl+OHKah/fv7YlW6Y2bECPP3iIvz+SZP9rppEqEioZ+R8HeXOXOa7uHtt4P/+Wg8ZubM8fmSkszfZNAgX+RySxuXLu3zbd/us0W2HTO8KLn2WvM3YfXIXbt80eBUFfxiwbFjxzKsmkgbN270FSlSJNPqhxn58MMPfS1YVfQUVDVRIra61HffmVFTLmbu2xeRhyl4zBFnCl779v79VGId82y4XoynKC7+iPgpTRHJbkzBu/Za021yX1y35kGs495pzPIjFqnifmoRZ+ZM/7owjv7HSnGOU2E+LS9MKlY01SPvvDPCpzTlTJUqVcpJc2TqYqCSkpLwXhgKmCkQk2zRsKE//Zr1H9avR2RhagZLPDIVjyl5sbjQITMs78uyxuyw7rvP69aIiMcYeP39tynKxEJM6i7Tp+PXrm3qP0Rcd8lUxJ49TVEKrv296iqvWxQ5ChUyFca4HIHrxrg0QaJax44dcSn3WgrQbbfdlq4YSHZRICbZevJu1MjsL8bRwogZcGK5Uq62JgZhaXZRF5iFH19/bUpg8iPL2otITOK/PyvhsjvgdWs2Fg+zUo4cJjjl9TzXjXENXUQNOC5ZYs5x77zjdWsiDy9Qnn/e3OdFCkcbRMJMgZhkG564GecwRfH774HhwyMkx4ZVEjlCyNS7Tp28blHkboD5f/9n7nPB67//et0iEQkzVgN00xDZHbCwrGScosjMD7rrLlPi33OzZ/vTUpiGp5TEjD32mCmByQ17WVVSJe0lzBSISbaqVct/guKAk+dlftnpssxV+fIaITwdVk5s0ADg3htcQ6cTlEhMYVG5TZvMhs28L5l7+mnudwRs3gz85z8eN4aL+dyUxO7dzdpfyRinMpmWyB2IWUE5ClIUfRGTfhT9fCH4WysQk2zHxcw8kfOE7gZlnvj5Z7PxDTGXhDnikjlOZX7zDbe8ByZMAD791OsWiUgYJ1Tc7pJl63Pm9LpFkb9FFU8rzAT56itg9GgPG8N0O+40XaKEv1S7ZI4Ds8884x+s3b4dNmJxCTrA2T0JC/dv7f7tsyIxhO0RyfQExRRFprXw4/XXA5ddFuZG7NtnNnsh5tpw92k5PUbQL71khniZm8TN4ZTiIhLVuM+9W0iOxWWvuMLrFtlTpIpdJYsUMqObsVDBgh5s3Py//5n7jKS1qC8wDzwAfPklsHAh8MQTwCefwDbcL6tQoULO3lvu/lpxMVRZJyUlBUeOHHH2/4rniEg2z4QxCOPfmn9z/u2zSoGYhAUDL+6Jx77t9tvNnsEM0MKGwQTXObEa4Msvh/GFowBzSj/7zJygmH/zwQdet0hEshGv33k9z6SB11/3ujV24WTUqFHAsmXAI4+E+Xqe27EwjZyRdNeuwNVXh/HFLccZDU79sqoesz+Y2sm10haWaSc3GIslPp8PBw8eRO7cucMWgDIIc//mWaVATMKG64Z/+AFYutTERc89F6YX5powdx+Vt97iMFGYXjhKJCYC3EuDw+Jc9M0Fzeef73WrRCQbbNjg3xuLEyvMbpPAMZOb41bMAOH1POOhFi3C9OI8sS5YYGbB3n8/TC8aRS65xARgzDFl1ZU5c8z5zyIMQEqXLo0SJUrg6NGjiCVHjx7F1KlTcdlll51RqmCg+BpnMhPmsusIE6txdJXX8126mBM8Nwg999wwvPBDD5mRwlattI9KVjVpAnTrZvZb4QzZr79qMyGRKMTUOm45ctFFJotBgsdJFXaTPN8xRZEV5LN9jd2aNf6URAZhxYtn8wtG8Ygxyzxzn1G+gZ5XXskaBgihCBJskpCQgOTkZOTKlSssgVioqFiHhBUzJdq358iFOclneyG+n34y03Ac1eJGxQoesu6110xlKe7DxiIeIhJVWM/ou+9MwQlmaWXzMouoxskpboC9alWY6mWwEharJTJzgdNwkjWcTXT3GWXl4PXrvW6RRDl1sxJWjIO4xIh7Bs+YAXz8cTa+GGfBHnzQvxC3evVsfLEYUK6cWSNGjz4K7NnjdYtEJEQOHgTuucffXdat63WL7JYvnwnG6IUXgK1bs/HFODjG3aR5gmX6vQYcz8wtt5jNnlnky9IZMbGHAjHx5HrePUFxwGn37mx6IaYV/POPWeTgBhByZhjYVq1qNst59lmvWyMiIcIaRitWAGXL6l87VFhxkps9c8yqT59sehGmlbgDjqwMXKdONr1QDHGnhJnaN3QoMHas1y2SKKZATDzB0sicoNq2zZ8FEFLctMy9mmDefNhrCEcpLnRw82y4ITbrM4uI1VhAyV1exH9vZixIaK7nOUFFzP7Ilu5y4ECz6RvfNE69SWgwoOVWN8QFf5wyFskGCsTEE1yy5QZgPFGtWxfiF3jySbPi/IILgJtuCvGTxzgWPenY0ZRI5okqBDvLi4h3WM+I63bbtgU6dfK6NdG3dUvnzmbiiuXsQ2r/frPnFXGfx5IlQ/wCMY6DuVzox6nibBkxFlEgJh5iAUNWlzp0KMSZgzNnAl984U9P1Irz0HvzTbMR3KRJJnVDRKw0ZQowZozqGWUnXsOziBsz3EKa5cZN3rg/ZsWK/vRECR3OMrpTmixWxUwbkRDTFap4hid8d7PQr74C5s8PwZNy2PG++8x9zoQ1bBiCJ5WTVKrkH4nlcDpHZkXEKpzMZrE9YhXbc87xukXRqUoVf5bbww8DyckheFJW83NnaVhynQNjEnrcb4fXEQcOKPVTsoUCMfHUhRea/cR4QfDYYyF4QkZ0br48V59L9uEbxpFYXhBwtFBErDJypEkg4B73LJwk2eepp4CiRYHFi4FPPgnBEzIVkeuWuAnxNdeE4Akl0xFjdwElF/qtXOl1iyTKKBATz7GCItM2xo0ztyzjmjB3loZXFaVLh6qJkpHcuc1IrJuqyMorImIFzsrwWt6d1C5VyusWRbdChfz1o3h62rXrDJ5s1izg669NkKB80uzXpIlZG81/GlVglhBTICaeq1zZv38Nt6diDYgsYbkvllVPmwci2b9DNzccYhCsxcwi1uAy2r//NrM07Hcl+91xB1CjhhmzevHFLD4J00fcva169ADq1w9lEyUzboYNq1TOm+d1aySKKBCTiEnbYIX5v/4yA31B4/Ciu+CMw445coS6iZIRFkJxryjefx/YsMHrFonIaTCj7ZlnzP3//hcoUMDrFsUGFkR54w3/7h8sxhe0774zGzgzn9TdkFOy3/nnA926+f9pREJEgZhEBI7Kun0bg7Kgt+xgahyDsZo1zaIzCZ82bYDGjU35yywP84pIuLCYLIvtVagA3HWX162JLa1bAy1bmu0C3EIpATtyxGzNQkzDZ2l1CZ/nnzfRNMuMTp3qdWskSigQk4jBYoe8MOAFAtPeA8Y8D/cHOBuWkJBdTZSMcH2CG4BxFfrq1V63SEQysXOnP8vquedUbM+L7pKzYkwmGDYMmDs3yGJUq1aZBX0svyjhxWUPLC/qBsLaQ1NiMRD74IMPULFiReTKlQsNGzbELC5azUSTJk0QFxd30q1du3apj7n55ptP+n5rDllJ2PGCwL2e54XC1q0B/iAr9nGNEtcqcedM8WYxc/PmZpjXXZEuIhGHSzmZPFCrFnDDDV63Jjbxb3/ddeZ+wN0lZ8Pc8umcSmNqooQfi3Xwbz9jBjBqlNetkShgVSA2ePBgPPTQQ+jTpw/mzp2LOnXqoFWrVtiyZUuGjx8+fDg2btyYelu4cCESEhLQhftCpMHAK+3jvv322zD9RnIinpzq1TNxFbMATosbLDLPxh3e1ebN3nGjaI7asgqAiEQUZhtwbZI72KXkAe8wBZ+nK17LBzQr9uWXwJo1ZjaMVT/EG6zG7G6ezbKjWa4uJmJYddX65ptvolevXujZsydq1qyJvn37Ik+ePOjfv3+Gjy9SpAhKlSqVehs/frzz+BMDsZw5c6Z7XOHChcP0G8mJeGJyi+/16wds3HiaH+D+HlxQxg3JrrwyHE2UzPA9aN/ebKrdp4/XrRGRE7BAB5dycuupNIkh4oFq1YDu3f1jiAHPhjEljluHiHdYZpTXidwU7ptvvG6NWC4Rljhy5AjmzJmDJ92Fqs5FezyaN2+OGZwiDsBnn32Gbt26IW/evOm+PnnyZJQoUcIJwJo2bYoXXngBRVk9IhOHDx92bq49e/Y4H48ePercvOS+vtftOBOXXQY0apSAGTPi8corx/DaaykZP3D9eiT27QvuoJLcpw983ONDvD1mevdG4g8/IO6773D0kUdMuqhEnWjoZ2INJ6n79+cpPw4vvpiM5OTwrm/RMXMyZhh++20ivv8+DrNmHXUK82Uk7rPPkLh2LXylSyO5Z0+TAh4DIvaYyZsX8Y8/joQnnoCvd28kc0mEFlt67miEHS+BtsOaQGzbtm04duwYSpYsme7r/PzvANKguJaMqYkMxk5MS+zcuTMqVaqEFStW4P/+7//Qpk0bJ7hjGmNGXn75ZTybQWL3uHHjnBm3SMDZP5u1aFECM2Y0wkcf+XD++RNQqNCRkx5Tu29fVDp8GNtq1sRvHDFkJSPx/Jipf8klKDdtGrbffTdmMv9Gopbt/UwsefXVBkhJKYsLL9yInTtnedZd6phJ79JL62HKlPK4775t+L//O3nNe9zRo2jep49zsbawXTus/OUXxJpIPGbiK1VC86JFkXvtWvz94INYyWwQiQjjI+R4OXDgQECPi/P57Cj7smHDBpQtWxbTp09Ho0aNUr/+2GOPYcqUKZg5c+Ypf/6OO+5wgqu/uFHVKaxcuRJnn302JkyYgGbNmgU8I1a+fHknWCzg8YYsjMB5ELZo0QJJSUmwFY/Kxo0TMGdOPB555BheeumEWbHVq5F47rnOSSp5wgT4OI0mkXHM/PMPEuvUQdyxY0ieNg2+hg1D0UyJINHSz8SKJUs4OZ0Iny8Oc+YcxXnnhb8NOmYyxnFkvjcpKXGYOfPkWbH4Tz5Bwj33mNkwPjiG0hIj/ZiJ698fiXfeCV/x4khetkwFVDx2NMKOF8YGxYoVw+7du08ZG1gzI8ZfhjNUmzdvTvd1fs51Xaeyf/9+DBo0CM+dNhEbqFy5svNay5cvzzQQ45oy3k7ENz4S3vxIa0tW9e4NdOgA9O2bgCeeSHD2Gku3NozTvs2bIzGT90k8OmbOPRe46SbmQSGRa8UmTgxF8yQCRUM/EwtYLp2DWx07shiSt++Xjpn0GBRzn+CBA7k/cxJGjkzzTQ748lzHi/4nn0RSjO68HbHHzC23OO9P3OrVSPr6a+Dee71ukSByjpdA22BNsY4cOXKgfv36mJjmoi4lJcX5PO0MWUaGDBnizGDdEECt3vXr12P79u0ozco44qmrrgLq1AH27fNX+nJw5IkVpCig0oriSRSdIwcwaZICMREPcVu/AQP8Rd4kMiuic3+x778H/vwzzTc+/xxYt85s3OzuXyWRgxfajz3m30YnQtYmiV2sCcSIpes/+eQTfPnll1iyZAnuuusuZ7aLVRSpR48e6Yp5uLgurGPHjicV4Ni3bx8effRR/P7771i9erUT1HXo0AFVqlRxyuKLt3hicpcYvfsusHv38W9wfR5LxrLs10UXedlEycxZZ/lLLCtYFvEMrw/ZXbZoAVxwgdetkYxUr55BBUXOhrlbgvC6RsUgIhOvP1m7YO1aM60pEs2B2LXXXovXX38dvXv3Rt26dTFv3jyMHTs2tYDH2rVrnX3A0lq6dCl+/fVX3HrrrSc9H1MduWasffv2qFq1qvMYzrpNmzYtw9RDCT8WI6pZ0wRhznZhzJF3O7sAUk3FQxwp5IjhlCnAadZwikjo8XTo1qfSbJgds2JMTXRmxbgtz/r1QNmywG23ed08yQwD5Icf9m/Op33FJEjWrBFz3Xvvvc4tIyxDf6Jq1aohs3okuXPnxs8//xzyNkpo9xX773+B668H3noLeOCf95Cf7ycrFHHnZ4lc5coBTAdmeg03hxs+3OsWicQU9pmcWGH2/uWXe90aCWRWjOOMzz1zDCPmvmS+odmwyHfnnVzgx5F/E0lffbXXLRKLWDUjJrHp2muBqlWBHTuAjwYU8G9qKXZsfEk8OQWwzYSIhIbTX35k7nMwi7MtEtmYiu/Mio1KwJ/ri5nZsAyyeSTC5M8P3Hefuc+AzI5i5BIhFIhJxON2bm5azesp/8H+xi3MEK9Evho1TKk2npi4WEVEwoKp3Cx0xIJHbdt63RoJtLvs1tWktj2H3poNs8n995vy9XPnclNZr1sjFlEgJla4rt1uVIpbha0ogX413vK6ORKMxx83H1nel2seRCRb7d3rrzTLQSzNhtnj6bo/Ig4pGIlOWNRYlRKtUayYv0AVZ8VEAqRATKyQ9FlfPOkzndtrY2ri0CGvWyQBY2VLbrjN0r5vv+11a0Si3scfAzt3Aueco+UqVvH5UGPg0+gMs572zfdzeN0iCQaLdrBA1dSpwK+/et0asYQCMYl8XG3+9tu4CV+ifJF92LgxLrUSmFjCXdPnXiGKSLbgIBU3cHb/7ZjaLZYYPx5YsAAP5/rQ+fSbb0zlS7EE1/TdfLO/gqJIABSISeTj2WjTJuQoWwKP9zb58q++CiQne90wCVjr1kDt2mbRyofmIkNEQu+LL5zuEuXLm6KlYpHXX3c+NLqjNho3Bo4cAd5/3+tGSdDbtrDc85gxwLx5XrdGLKBATCJbSoq/yMN//oNbbk90UrG5d+KIEV43TgLGRSo8QREXrxw86HWLRKIOs3+5U4RbsDSHMtvsMX++mRHjFOaDD6ZuTcXKl/v3e904CViVKqbUM2lWTAKgQEwi26hRZm+OggWBXr2QOzdw993mW2++6XXjJCg8OVWsCGzdavYWE5GQGjQIWL0aKF5cVc+t4+aTduni9JMdOgBnn20yudVdWpqKP2QI8M8/XrdGIpwCMYlcLHnuDu8y+ipQIPUuR3p//x2YMcPbJkoQEhPNYmY3BUe5pSLZ0l0+9JCppC2WYDXZb78194/3kZwY4/vobsx9zFS1FxswDf/KK9P/U4pkQoGYRK7ffjPRFqMu7tFxXMmSwPXX+09QYpFbbjFlfletMqOFIhISEyYAixYB+fIBd93ldWskKO++awammjQBGjRI/TLrPhQpAqxcCYwc6WkLJVju5qfctkUVV+QUFIhJ5HJHkm66CShVKt23/vMf83HYMJOKI5bgML0bVPP95YihiJwxd2cIjnUwk1sssWePqSZLjzxyUnfppuIfr+MhtmjUyNy4cLNvX69bIxFMgZhEJg7t/vijKfJwwsmJzjsPaN7c1PJ47z1PWihZdc89QN68ZnH6zz973RoR63EZCou0sbu87z6vWyNB+fRTE4zVqAG0aZNhd+mm4k+f7kkLJaseeMB8ZCDGbXhEMqBATCKTO/zXqRNQtWqGD3FnxdzzmFiCuTa3327uuxUxReSMMtuIy1JYtE0skXaTe64NY9nzEzAZ5MYbzX3Nilmmc2egXDlgyxZTSUckAwrEJDIXLg8YYO67Jc8z2ZqqenUThPXvH77mSQg8+KC56Jg0ycx+ikiW7Npl9g5LOwAvluA62XXr0i98zoBbtIPrxJYtC1/z5AwlJZkpTXfbFqXiSwYUiEnk4Ya/HCm87DKgYcNMH8breHdWjH2cqkpZpEIFoGNHc187lopk2WefmX2matUCmjb1ujUSMF6Uu1NczCfNlSvTh9asCbRta37EnUATS/TqBWffnT//BKZN87o1EoEUiElkOXQI+OSTgId3mbJRtKgp2KGqUpZxF7N89ZXZLEdEgsJCe+4aWXaXXCMmlvjlF3Nxzoocd9552oe7S6W5p9j27dnfPAkRXqDccIN/xFjkBArEJLJ89x2wbRtQvjzQvv1pH86BJrdUs0rZW+byy80w/oED2rFUJIv73a9ZY671TpHZJpHInQ1jmUu+gafByvbnnw8cPAh89FH2N09CyK0UzNFilXmWEygQk8jBvAt3eJfRFTcADgDL+zIVm9uOzZqVvU2UEOLwvXuC+uAD5ZaKBMlNU7vjDjMoJZZYsgT46SeTX8/1sgFIW0CYp0kmj4glOODYrJkp88xznUgaCsQkcjCK+uMPIGdO4LbbAv6x0qWB664z9zUrZhkO4xcubHYsZf1tEQnI3LlmyQnHq9y9psQS7pTWVVcBZ58d8I916WKSRViEj8kjYhE34GaZZy7qFDlOgZhEDnc2rFs3oHjxoH7ULdrBIlRr12ZD2yR7cH3Erbea+9oQTiRg7nITXpyXLet1ayRg+/YBX35p7rsV9QLEzA93OZkmVizDaivcW4JlTrkuWuQ4BWISGTZv9g/xZWFH0jp1TMUwZrfpet4yvBhhis748SZlR0ROadMm/7ZEAWa2SaT45huz5wr3x2S6WpA4bsWAzE0gEUvwHOde23AUhWmKIgrEJGL062dK1l90EVC/fpaewp0VY9FFzfxbpGJFk6JDKmUvclp9+wJHjgCNGgEXXuh1aySoddDuVBbzSTPYwPl0uOUYZ0FJRTssc/PNQP78wNKlwLhxXrdGIoQCMfEeAzBeWdC9957RzD/T7Xfv1ib21nFHCpmywzdQRDJ0+LD/AlwbOFuGi/oWLjQp2TfdlOWncdcEDhwI7NgRuuZJNitQwFTJJJWyl+MUiIn3WNJ1w4b0Q31ZwMFFVg8jjRRahnml3LWUU5lffOF1a0QiFgeZWKyhXDmgc2evWyNBcWfDWKSoUKEsP03jxiYdn5UT1V1aOOjIEphjxwJ//+11ayQCKBAT77mLum6/HciR44yeqmdPU3Rxzhxg9uzQNE/CgCcmd1aM6YnKnxfJMLPNHUjn0kquFRJLbNwIDB+epSIdGXWX7qzYhx+qu7QK03bcVHwtaBcFYuK5+fP9NZjdclBnoFgx5c9b68YbgYIFgeXLzWihiKQzcybw559ArlxAr15et0aCwsXLycnAxReb6awzxEk1ZrqtWGHqHIlF3JxiTmcqFT/mKRATb7nFGZhjU6ZMSJ6Se0G7KTw7d4bkKSUc8uZVKXuRU/j4Y/Oxa1egaFGvWyNBrYN237wQbfrG7pK1H0il7C1zxRUmFf/AAVNFU2KaAjHxDlcZDxiQ5ZL1mWElsdq1gYMH/du1iCWYsuPmz7OylIg4OKjkFiEKQfKAhNP335t10CVKAFdfHbKndWO6H38EVq8O2dNKduM5zl3QzgCdOccSsxSIiXc+/9xES0zTYLpGCPs4d1aMxRjVx1mkcmXgyivNfQ3ziqT6+mtTnOG888wuH2IRty9jPikXMYdItWpmKzKe49wJN7EoFZ85xgsWAL//7nVrxEMKxMQb3HnZPTm5VYRCiPnz+fKZSZVffgnpU0s4S9lrQzgR50Lb3eGDs2Eh7i4lOy1aBEyenL6sbwi5dT8+/dRsbSCWKFwYuPZac19RdExTICbe+OknYNUq0xl17x7yp+eeiTfcYO6raIdlOMTLylJ79gDffed1a0Q89+uvwJIlZvspDjKJRVjWkDp0AMqXD/nTswAftzLYtg0YOjTkTy/Zyc0xHjxYC9pjmAIx8YY7AsTNDXl1kQ3c9ERuU8bKwWIJjhy7JeFYaUwkxrmzYdddZwqLiiX27gW++iqkRTpOxILD7kSbsrkt07ChWdDOnGP3OJGYo0BMwm/9emDMGP/eYdmE/Rs3vmTFYKZtiEVYDoxXGDNmmBx6kRiVdqYjGzLbJLsX9u3b51/MlU1uu83fXXJ7A7GEinaIAjHxrEgHd6C8/HKgatVsfSl3VqxfPxOQiSVKljSpPKRZMYlh3GroyBGgfn2gQQOvWyMB40W1O0XF2bBsXNhXqpS/GKObCSmWYK4xs4KYe8wcZIk5CsQk/EU63OmpMOxIes01Zr8dTsKNHp3tLyeh5M6WclSZ+62IxBiOV3EQiTQbZplp04DFi81F9k03ZfvLuUU7uCPMrl3Z/nISKsw1dtfJq2hHTFIgJuE1fjywdq0p0hHC/VQyw+qwXIZGKtphmebNgYoVzVWFVqFLDGLF12XLTPGhbKhpJNnJHXDkGxeGhX2XXALUqmV2hOHYlVjEHWXheW77dq9bI2GmQEzCy00zc/fQCGMf9/PPwMqVYXlJCQUV7ZAY5w6QswIst+MQS3DwaMiQsGV+EDMf3SQCxoBabmQR5hyff77Zf4DbtkhMUSAm4bN5MzBqVFhPTsRK6K1amfua+bdMz55AQoLJnWeaj0iM2LQJGDHC3FdaomUGDjSV8DhFdeGFYV1uxP2i//oLmDMnbC8rZ0pFO2KaAjEJ76pzVsxo1MicoMLILdrRv782vbRK6dJmoxzSrJjEWE0jdpcXXQTUqeN1ayRLaYm33hrW3beLFAE6dzb3P/ssbC8rocC9KTjt/c8/ZgNwiRkKxCQ8OMITxiIdJ2rXDihb1pSC/v77sL+8nAk334YpGxxlFolyKtJhsblzTQ35HDlMTmmYsZS9Oym3f3/YX16yigtB3d3alboTUxSISXhwhGf5cqBAAaBr17C/PPdY4dZU7qyYWKRlS6BCBWDnTmDYMK9bI5Ltxo0DVq8GChXypLuUM+FORXXqBBQrFvaXb9IEqFwZ2LNHNY6s4466DB8ObNnidWskTBSISXi4aWWcfs+b17PlRu5Fzrp1njRBsoJrxJjiQ0pPlBjQt6/52KOHqX4uluA2G6wfn3ZqyoMaR26lYKUnWoYFOy64ADh61CzlkJhgXSD2wQcfoGLFisiVKxcaNmyIWbNmZfrYL774AnFxcelu/Lm0fD4fevfujdKlSyN37txo3rw5lrFesIQO8wHdmQwP0hLTFu3gaCGzJNXHWYZXFrzCmDIFWLrU69aIZJsNG4AffzT3lZZoGZ7ndu822240bepZM5j9we6SW5mpu7SM+0/P3GTmKEvUsyoQGzx4MB566CH06dMHc+fORZ06ddCqVStsOcUUboECBbBx48bU25o1a9J9/9VXX8W7776Lvn37YubMmcibN6/znIe0FiV0uKnJkSNAvXrm5iF3pJAL4dXHWaRcObPQjzQrJlHsq6/MvveNGwM1a3rdGslykQ5GQh7heui2bc19zYpZpls3s4RjxQoV7YgRVgVib775Jnr16oWePXuiZs2aTvCUJ08e9D/Foh/OgpUqVSr1VrJkyXSzYW+//TaeeuopdOjQAbVr18ZXX32FDRs2YOTIkWH6raIcp5/cC2cPZ8Nc3EOafdyqVerjrC3awelMlb6UKO0uOUiUdtBILMFqd1OnmgDMXZDsITebmzWOmOkmluDSDQZj5HYGEtUSYYkjR45gzpw5ePLJJ1O/Fh8f76QSzpgxI9Of27dvH8466yykpKSgXr16eOmll3Duuec631u1ahU2bdrkPIerYMGCTsojn7Ob+89wgsOHDzs31x6uigU7u6POzUvu63vdDlfc9OlIXLIEvjx5kNyli+dnhKQk4Npr4/HJJwn49NMUXHrpMcS6SDtmMtWsGRLLlUPc+vVIHjIEvmuv9bpFMcuaY8YyM2bE4Z9/EpEnjw+dOiV73V2GVLQfM/H9+iGBFS9bt8YxDvh6/HuyxlHJkonYvDkOI0cmo2NH+/amivZjJjNxPXogsV8/+IYNQ/Jbb/HC1OsmWeFohB0vgbbDmkBs27ZtOHbsWLoZLeLnf//9d4Y/U61aNWe2jDNdu3fvxuuvv47GjRtj0aJFKFeunBOEuc9x4nO638vIyy+/jGefffakr48bN86ZoYsE48ePRyQ4/513UAHA2kaNMI+b8kaAqlULAbgcw4b50K7dOOTLl+x1kyJCpBwzp1Lt4otRffBg7Hz1VUxnuV/xlA3HjE3ef78ugLPQsOE6TJv2J6JRNB4zccnJaPnpp04gNrt2bWwaMwaR4OKLa2L48HPw6qvbkCPHTNgqGo+ZU/L50LRcOeRfvx6L+vTBGkbVYt3xcoDFewIQ52N+ngWYLli2bFlMnz4djbgh8HGPPfYYpkyZ4qzvCiQ6rVGjBrp3747nn3/eea6LL77YeW4W63B17drVSWnkmrRAZ8TKly/vBItck+Yl/o48CFu0aIEkTv94adcuJJ51FuIOHkTytGnwNWyISMAjvl69RCxaFIf33juGO+6I7cViEXXMnM7atUg85xx2XDjKARjWaZaws+qYsQT3fCpfPhH79sVhwoRkXHaZFafmgEXzMRP3/fdI7NIFvpIlkbxypUm9iJBsyVq1khAf78Py5cnOUlubRPMxczrxb7yBhCefRErDhjjGqiti3fHC2KBYsWLORNCpYgNrZsT4yyQkJGDz5s3pvs7PufYrEHxjzj//fCznflZA6s/xOdIGYvy8bl2OTGYsZ86czi2j54+ENz9i2jJkCHDwIM8ESLz4Yi7YQ6RgZeH//If58wm4916OY0pEHDOBlL5kKvH48Uj69lvgmWe8blFMs+KYscSoUUylN4d406aJkdRdhlRUHjPHy/DG3XQTkiIkK4a4CuOyy7h0LQ4DBiThqadgpag8Zk6H6wyfegrxM2cintesNWp43SJrJEXI8RJoG6wp1pEjRw7Ur18fEydOTP0a133x87QzZKfC1MYFCxakBl2VKlVygrG0z8kIlrNrgT6nnIK70JRRT4RdVdxwgxm0/OMP4K+/vG6NBMVdCM9V6Cp9KVHCrTnFwzvCuks5lfXrgZ9+Sl8hI4K425nx+FJ3aRFOFLRpY+5rv52oZk0gRixd/8knn+DLL7/EkiVLcNddd2H//v1OFUXq0aNHumIezz33nLNua+XKlU65+xtuuMEpX3/b8Z6J6YcPPvggXnjhBYwaNcoJ0vgcZcqUQceOHT37PaPCokUmymG0c/31iDTFigEdOpj7pyi6KZGI/5uc5l+92lQpE7Ecs9m4RR4DsJtu8ro1EhReJDPC4dRT1aqINGkrBf/yi9etkaAcv7Z19rRI1lr2aGVVIHbttdc6BTe4ATNTB+fNm4exY8emFttYu3ats1eYa+fOnU65e64La9u2rTPbxXVhLH2fdo3Zfffdh9tvvx0XXHCBU2WRz3nixs8SJM5W0JVXmqgnArnlobnNmaqhW4SpP27FRI0UShRwD+MWLbhOzOvWSMAYgLkbdblTTxHYXbpjoe42Z2IJ9/qJxeN+/tnr1kg2sSoQo3vvvdeZ1WKxDKYQstS8a/LkyfgizYXZW2+9lfpYVkEcPXq0s0YsLc6KceaM3+cmzhMmTEDVCBzVsgpHbhjdUAQP77IQETe+3LHDrM8QC9MThw41C2tELMXNm93TljsALpbgFBNn5llenFNPEcrNmBw+HNi+3evWSMBy5DDrKEh7ikUt6wIxscC4cWYEp3hxoG1bRKqEBP/1vNITLcM1nBwwYak5BmMilpo0CVi3DihUyGTdikXcCLp7dzP1FKHq1QNYf+zIEWDgQK9bI0FxR2c4Wrxtm9etkWygQEyyLy3xuusipozv6fo4zvrzYkgswcU0bhStkUKxmHv4srtURrxF9u41U0wRnvnhdpfuuc49PYslatc2kTQ3B1YUHZUUiElo7dwJjBxp7rsXyhGMpaKbNDF7i+kEZZkbbzRXGCzYsWKF160RyVJ36V7LKy3RMsOGccdWMzMfIXtkngon7RITgTlzTC0tsYjbOWjQMSopEJPQGjTI5D/UqWNyISzgFu1QeV/LcHdSVjdwq0qJWNhdslBQrVpA/fpet0aC4o7ccTbMgv0GuFKgXTtzX92lZThdzvVi8+YBf/7pdWskxBSISfadnCyRtryvqqFbRnuKicXcAW4OBllwLS8uFuiYPNm8aW4xBQv06GE+fvONKRIjlihSxL/fjmbFoo4CMQmdJUuAmTNN/kME7h0WSDV0t9ijWLan2Jo1ZiMmEUssXAjMnm26S4uu5cWNZOiKK4AKFWALzojxmn7DBmDiRK9bI1lKTxwwQPvtRBkFYhL62TBWSixRArYtN6IhQ0zav1gid26gWzdzX3uKiUXcgW1uFcS0MbEEFxS7uX0WZX5Qzpz+7lLpiZZJu9/ODz943RoJIQViEhrMc7Bg77DMXHwxUKmSKYT1/fdet0ayvKcY30CRCMcCaG536a5RFUvMmAEsWwbkzQt07gzbuKdnFonZs8fr1khQ++24uaVKT4wqCsQkNCZMMPkORYuaIV7LxMf7Z8WUnmiZiy4CqlUzU5naU0ws8NNPwNatQMmSQOvWXrdGspT5wcXF+fLBNhdcYLrLgwdN4UexcNBx7FhzvSVRQYGYhH5jS1b3sZC7ToN7inE/arGE9hQTy7iDPRZstShpHToEDB5sbeaH2126TdeWLZbhVglM32FhKu0pFjUUiMmZ27XLqr3DMnPOOUCjRurjrMTpTE5rTpsGLF/udWtETtlduks83Fl4scSoUcDu3aZABzegtBQHHRmQsb4RC0CKRZS6E3UUiMmZ++47M1LIzXC4A7zF3BRsLWS2DBcxa08xsQCzZ1n07NxzrdlqUVzuFJI78GOp8uWBpk3NfV3PW6ZrV5N19Ndf5ibWs7cnkchLS7RkY8tA+rj589XHWUd7iokF3AtfXstb3l3GFuarM289SqYy0w46shCkWKJwYf86fHcbBbGaAjE5M//8Y6pIsaKPRXuHZYZ7rLh9nEYKLcMNLwsWBNauNSmKIhGGaWDcNJ4BWBR0l7GF+eqsDuwWB7IcCz6y8CMzuXkKFwsXtHNPMe3MbT0FYhKaVI1WrYDSpREN3JFC9XEW7il2zTXmvkYKJQKxT3H3AS5XzuvWSJbOdZYW6TgRCz663aWyuS3DvVo5M8bKib/84nVr5AwpEJOsY/qXe8EbJScnatPGVOHfuBGYONHr1kiWRgq5MzfXLYpECKZ/ubPs7mEqlnBz1Zm3zvz1KOEOOrIQpLpLy3bmvvZac1+DjtZTICZZ9+uvJg2sQAHgqqsQLXiu7dbN3NdIoWUuu8xMNbCy2ejRXrdGJNWcOcDSpUCuXGYLKrFwNqx9e5O/HiVY+JGFO9JW8hRLuOsUuRkc99AUaykQkzPPs+FVBdPCoog7Ujh8OLB3r9etkYCxkpm7+EYjhRJB3Nmwjh3N2JVY4uhR/7kuijI/3O7SvZ7XnmKW4V47lSsD+/b5tw8SKykQk6xh/WWWrY/SPJsLLjB7Jx48aIIxsYh7PHJGbMcOr1sj4lzLf/tt1BTciy3jxgFbtgAlSpi10FHGHXQcOxbYvNnr1kjAWPHHPdepspjVFIhJ1vz0k8lnKFMGuPxyRGMfpz3FLMX97OrUMVe/XCsmEgHX8lu3mmv5li29bo0Exb3I7d4dSEpCtGEByIYNTWEqFoYUi7iBGDsYRdHWUiAmWeOmfV13nSldH8V9HIsScSmcWPjmKT1RIuxaPjHR69ZIwJiXPmpU1GZ+ZFQpWCxyzjkmimbhNHfKXayjQEyCl3ZlbxSfnM46y0z2sdqZTlCW4RUvpzVZUGbVKq9bIzGMdWO+/97cV1qiZbj2hvnpzFOvXx/RioUgOUDgFpQRi7iditITraVATILHKj1HjgDnngvUro1o5o4Uso9jQCaWKFsWaNrU3Fe+jXiIa0xZGrxGDaBePa9bI0FxR+BYAIgDO1GqWDH/8jcNOlqGZewZRc+dCyxe7HVrJAsUiEnw3HQvzoZF8cmJuOEly00vWWJGC8XS9ERF0eKRtHuHRXl3GV245mb8eH8KfpRzf0WOW6m7tCyK5uanpFR8KykQk+CsWwdMmeJP/4pyLDPNctOkkULLdO5soui//zajhSIedJeTJ5v77q4KYgnucsy1N1yDU6UKol2HDkDevMCKFcCsWV63RrKUnsiLFB6zYhUFYhIcLgjlcBk3zuUiqhjgjhQOGmQqS4lFUTSvLkgjheIBXhexu+Ra0xjpLqMzLTEGMAjToKOlrroKKFjQVBWbNs3r1kiQFIhJcNweOoqLdJyIufNFigCbNvlHt8US7nHKAYTkZK9bIzGEAZiblqgiHZZZtsxMC7EiMCtZxAg35uRkoLpLizDzo0sXc19FO6yjQEwC99df5pYjh1k8FSP467p9nOo+WBhFFy1q1ntMmuR1aySGzJtn1s7zGimGusvo4Hb0zZsDJUsiVvDX5ZIj7l89YYLXrZEsDTpy70xW+hRrKBCT4GfD2rUDChdGLHHTE1kwkhXQxBLcgLVbN3Nf6YniQXfpZg2JJdLuVxIjaYlpu0sW4SMNOlrm0kuBChWAPXv82wuJFRSISWC4ANTtmWPs5ESXXAKUK2f2BPrpJ69bI1kaKWQd8f37vW6NxEh3yTWlMVJwL7r88YdJTcyd279oKoa4p/cRI4ADB7xujQQsPt7/5mlzZ6soEJPATJ0KrF9vhnY5IxaDfZxbJFIjhZZh1bOzzzZBmLuzrkg24nr5f/813aVbWVos4c6GsdBP/vyINRddBFSuDOzbB4wa5XVrJCjuRcqYMcCuXV63RgKkQEyCOzlxsRQXPcQgd2Sbs/6cGRNLcPOmtHuKiWQzd7CGa8Ny5vS6NRIwVqhwpzJjMPPD7S7dc52qJ1rmvPOAWrWAI0dMBohYQYGYnB4XRXEBaAyfnKhOHaBGDeDwYZO2IRZxj9tx40zhDpFswmugoUNjZqvF6MKCPuwfWOCHhX5ilBuIjR0LbNvmdWskKErdsY4CMTk9TnNzCoiLpLh/WIziSKF7Pa8+zjLnnANceKHZCM4dVBDJBoz1d+wASpUCmjTxujUSFHcKiCXrWbkiRnHA8fzzzQShO6gglgViv/wCbNzodWskAArE5PTcdC4Ok3GxVAxz+7iJE82+YmLhm6eFzJKN3MOL1ee4DZVYgpUp3HQuVVhJHXRUeqJlKlUyC/1YMei777xujQQgtq+q5fS44HP0aMR6WqKLi5jVx1mKo9yc1pw+HVizxuvWSBRiPZiRI819Xctbhot/WaHirLOAxo0R67jrB7vLX39Vd2kdt/PRoKMVFIjJqfGqgoseatY0C0EltY9TeqJlypQBLr/c3HcX5IuEEKvMcWKFRTovuMDr1khQ3A5dmR+OsmWBK64w93Wus3DQkcfwzJnAihVet0ZOQ72NnJo7osK0Lg6Pifo4myk9UbKRuktLcVGfu0GkMj9Spa2eyH2uxRIlSwLNmpn7GnSMeArEJHNbtpjFUG6egqT2cc2bm/u6nrfM1VcDiYnA/PnAkiVet0aiyPbt/mt5pSVahgV8jh41pXHPPdfr1kRUd5kjB7BoEbBggdetkSxXT1QUHdEUiEnmWC6JVeYaNACqVPG6NRG7kFl9nEXSlqVWFC0hNGyYqTLnbnMhFnH7AkXQ6RQqBFx5pbmvoh2W6dzZbGK4eLGi6AinQEwCy7ORdDp2NPta//03MG+e162RLKcnKoqWENG1vKX+/ReYOtXcV+bHSdzjmRluLFIllihYEGjb1tzXIr+IZl0g9sEHH6BixYrIlSsXGjZsiFmzZmX62E8++QSXXnopChcu7NyaN29+0uNvvvlmxMXFpbu1bt06DL9JhFu71pRL4kIH1mGWdAoUAK66ytxXH2eZDh2A3LmB5cuBOXO8bo1EybX8lCnmvq7lLcPytxyQufhioEIFr1sTcXgtnz+/uST4/XevWyNBURRtBasCscGDB+Ohhx5Cnz59MHfuXNSpUwetWrXCFq5lysDkyZPRvXt3/PLLL5gxYwbKly+Pli1b4l+eNdNg4LVx48bU27dKWfLXZucGziyfJKesEKs+ziL58vmjaP2vSwgMHmyu5S+5RNfy1nGLGSiCzhDHrJgBQqr7YJl27UwUzf0HZszwujUSDYHYm2++iV69eqFnz56oWbMm+vbtizx58qB///4ZPn7AgAG4++67UbduXVSvXh2ffvopUlJSMNEtQHFczpw5UapUqdQbZ89innuBqpNTptq0MbP/aTNbxLL0RF5BK4qWEFY+F4usXAkwS4ZlcLt08bo1Ecu9DOD4LJeNi0VRdKdO5r4GHSNWIixx5MgRzJkzB08++WTq1+Lj4510Q852BeLAgQM4evQoihQpctLMWYkSJZwArGnTpnjhhRdQlIv6M3H48GHn5tqzZ4/zkc/Nm5fc1z+jdvzzD5LmzoUvMRHJTOPy+HeKVDx3d+6cgM8/j8fAgcdw8cV2XtCH5JixTfPmSCxYEHH//ovkyZPhu/RSr1tklZg8ZjLxzz/McE1CQoIPHTokq7u06JiJHzgQCQBSrrgCx3hdEEFtiyTcfrFIkURs3hyHiROTccUVvpg9ZmwT16ULEr/6Cr7vvkPya6+ZqsFR6miEHS+BtsOad2Tbtm04duwYSrJ2eBr8/G9WTAjA448/jjJlyjjBW9q0xM6dO6NSpUpYsWIF/u///g9t2rRxgruEBHbRJ3v55Zfx7LPPnvT1cePGOTN0kWD8+PFZ/tlqgwahOqvX166N30+xBk+AihWLA2iMQYOS0arVz0hMtLf4w5kcMzaq26ABzpo4Eeteew1/7d3rdXOsFGvHTEYGDaoGoDrq1NmC2bO1iMamY6bJp5+iIID51atj7ZgxXjcnojVoUAfjxlXE66+vx8GD82P2mLFNXHIyWhUsiJxbt2L2K69g6/nnI9qNj5DjhZM/gYjz+ewoG7ZhwwaULVsW06dPR6NGjVK//thjj2HKlCmYyd11T+F///sfXn31VWf2q3bt2pk+buXKlTj77LMxYcIENHM3xAtgRozrzxgsFmAVB48jcB6ELVq0QFJSUvBP4PMhsXZtxC1diuTPPoPvxhuzo5lRg+WqK1ZMxJYtcfjxx2S0bGnFv1NojxlLxU2YgMS2beErWhTJXIkeQ7/7mYrVY+ZEPHvWqpWIZcvi8Pnnybj+evv+/2P2mFm0CEnnnw9fUhKS168HtCThlCZPjkPLlokoXNiHdeuSnf3FYu6YsVT8/fcjoW9fpNxwA45lspQnGhyNsOOFsUGxYsWwe/fuU8YG1syI8ZfhDNXmzZvTfZ2fc13Xqbz++utOIMbg6lRBGFWuXNl5reXLl2caiHFNGW8n4hsfCW/+GbWFtdiXLnVqsydec40uTk+Dfx4uLfjgA267luisjbVVJB2/YdGiBVCiBOK2bEESS95x0Z8EJeaOmROw6OayZWYri6uvTlR3adMxM3y48yGudWsklSjhdWsiXtOmAC+1Nm2Kw+TJSWE910XMMWOrG24A+vZF/PffI56jx1w7FsWSIuR4CbQN1hTryJEjB+rXr5+u0IZbeCPtDNmJOAv2/PPPY+zYsWjAjYlPY/369di+fTtKly6NmOQu6GQv6/Hsnm0LmXleTzNRKpGOufJdu5r7WsgsWeBWkWMRThYnE4umMlWQKihcqeF2l6qeaBleI7OcK1PwR4/2ujViayBGLF3PvcG+/PJLLFmyBHfddRf279/vVFGkHj16pCvm8corr+Dpp592qipy77FNmzY5t3379jnf58dHH30Uv//+O1avXu0EdR06dECVKlWcsvgxeXJye1ht4hywxo1NhX/WbBk71uvWSFDc43zECODgQa9bIxZhsU0W3SR1l5aZO9fsI8iZgfbtvW6NNdyYdeRIrn/xujUSVGUxt5NSFB1xrArErr32WifNsHfv3k5J+nnz5jkzXW4Bj7Vr1zr7gLk++ugjp9riNddc48xwuTc+BzHV8a+//kL79u1RtWpV3Hrrrc6s27Rp0zJMPYx6rD7JtTIc2nV3ZJeA+jh3z2v1cRaOFJ51FkdlNFIoQeHmtuvWme5SWa0WT2VyX0EJyEUX+btL1TaxjHuRwvOcilNFFGvWiLnuvfde55YRFuJIi7Ncp5I7d278/PPPIW2f1dxUDe7eGOU5xNkxUvjmm8CoUcD+/UDevF63SAISF2fevFdeMcc/10WKBHEtz+6Sa8TEwqlMpSVmubvk8a/u0iJ16wJVq5r9Nnihcv31XrdIbJwRk2zEBZzcrZGUZxM0Lj+sXNmka2hixTLu8c43bvdur1sjFuCmtkOGpB9oFktMn26mMrkGWlOZQXNjV3aXx7dQFVuiaLezcgciJCIoEBODs4lbtgDcyDrNPmsS3EghKT3RMqykWqOGqbTy/fdet0YsMG0aq8eZiucsvikWcTvoTp00lZkFdeoA1aoBhw6ZiRWxiBuIcTH7zp1et0aOUyAm6dMSVbL+jPs45s5rYsXSKFojhRLEtXznzqzo63VrJKjMD3cqU2mJZ9xdqtisZc49lxsfcsMtU3FFIoICMQGOHEndU0VpiVl33nmaWLE+ih43Dtixw+vWSATjNcywYea+0hItzvzIZJ9QOT03EGN3uX27162RoCg9MeIoEBPTm+7aBZQpA1x6qdetsZbSEy3GXBvm3HDE3B2UEMnApEnAtm1A8eLAFVd43RoJijuF06WLMj/OQPXqpvaDukuLA7EJE0xHJp5TICb+kRGenFiLXc64jxs/XiOF1tFIoQTAPTyYxc09wcUSTFVwowalJZ4xDTpa6pxzgHr1TMUhd2pfPKWr7ljHFbduHl3Xrl63JiomVjRSaHkgxikPpi+JnEDX8lGS+XHJJV63Jmq6y19+AdJs3yo20KBjRFEgFut++sls7le+vNmtUc6YRgotxf0HuA8B9xnSSKFkci3PQjy6lreQ2yHzIjQhwevWWK9iRXPJ4PP565+IJdxBd66ZVBTtOQVisc4dEeE/ptISQ0IjhRbTSKGcgrK4LXXwoD/zQxVWQsat7aVBR4uj6KFDvW5NzNOpJJbt3w/88IO5r5NTyKiPi4KRwqlTgQ0bvG6NROi1vNISLcM9RXi+Y+d84YVetyZqcJ0ki1TNmAGsXet1ayQoGnSMGArEYtno0cCBA/6ULAkZpSdaqkIFoFEjRdGS4bX8vn3AWWcBDRt63RrJcuYHIwcJibSFlpWeaBlO6/N/4bffgHXrvG5NTFMgFst0csr2Pm76dI0UWkcjhXKaJUbqLi3CmbAffzT3VZAq5NRdWqpsWX8U/d13XrcmpikQi1Us0MEhXlJaYraMFF52mbmvE5TFUbRGCgVmJowJBKTu0jIMwphXevbZpmy3hNTVV5v1krNnA6tWed0aCYqi6IigQCxWcW0YS9dXrWo2spVs6+M02GRxvo3ePDneXfJavkoV4PzzvW6NBEWZH9mqZEmgSRNzX92lhYv83Ch6xQqvWxOzFIjF+slJeTbZPlL4xx/AypVet0ayFEVrkZ+kOQy49lPdpUWU+REWmlixVIkSQNOm5r6iaM8oEItF3NRy7FhzXyenbO3jrrjC3FcfZ3EUrZHCmKbu0mKjRplduKtVA2rX9ro1UatzZ7M1259/AsuWed0aCYqiaM8pEItFrMF85Ahw7rnmJtlG6YkW59soihYAI0f6u8tatbxujQRFaYlhUawY0KyZua/u0sIoOjERmD8f+Ptvr1sTkxSIxfrJSbJVp04aKbSWRgolzYWlZsMsnMr8+WdzX29etnMvJ9RdWqZIEaBlS3Nfb54nFIjFmu3bgfHjzX2dnLKdRgqjZKRw6VKvWyMe2LHD311q3MoyyvwI+6Aju8sFC4AlS7xujQRFqTueUiAWa0aMAJKTTaVE5s1LtlMfZ6miRYHmzc19jRTGJHWXFlPmh2cTKzrXWaZDByBHDmDxYmDhQq9bE3MUiMVytUQJi44dzUjhX38pBds6Sk+Mae4Fpa7lLaPMD0+4/ycKxCxTsCDQurW5rzcv7BSIxZItW4BJk8x9nZzCRiOFlkfRGimMSdu2ARMnmvsKxCyssKKpzLDTxEqURNE+n9etiSkKxGLJsGFASgrQoAFQubLXrYkpWshsqUKFgFatzH29eTGXlnjsGFCvntnIWSyitERPqLu02FVXATlzmvXQXOgnYaNALJao/FdEjBQuWuR1ayTLi/w0UhgzdC1vqa1b/ZkfevPCTt2lpQoUANq2NfcVRYeVArFYsXEjMGWKud+li9etiemRQqUnWjpS+M8/ZqGfxEQW9y+/mPvqLi0zfLimMj3Uvr2/u2TBWbGI0hM9oUAsltIS+Y/VqBFw1lletwaxnp6oPs6ykcI2bcx9RdExcy2vLG5LqSCVp/Ln90+sqLu0zJVXArlyAcuXA/Pmed2amKFALFao/FfEjBQqBdtCGimMKcrittSmTf7MD53rIqLYrLpLi+TLB7RrZ+4rig4bBWKx4N9/gV9/Nfevucbr1sSstBMrSsG2jEYKY/JaXmmJlhakuvBCoGJFr1sTs3gtnzs3sHIlMGeO162RoCh1J+wUiMVSWuLFFwPlynndmpimiRVLKd8m5q7lGzZUFrd1lJYYMRMrHLsidZcWRtF58gCrVimKDhMFYrFAaYkRVffBnVj580+vWyNBUTmwmKDuMgoyPzSV6TlNrFgqb15F0WGmQCzarV8P/PYbEBcHXH21162JeUrBjpJ8m7lzvW6NZIMNG4Bp08x9XctbmvnRuDFQvrzXrYl5TCDgNf3atcCsWV63RoKi1J2wUiAW7YYONR8vuQQoW9br1ogmVuylkcKY6C51LW8pTWVGFGa3MQOEhgzxujUSFC5m5/luzRpF0WGgQCza6eQUkSOFbgr2H3943RoJikYKo5q6S8szP0gFqSKGussoiKI16JjtFIhFM+YEzJihtMQInlhR9URLo+jVqxVFR3EWt67lLUxLJGV+RJTWrU06/rp1wMyZXrdGspS6w+lMVi+SbKNALBbSEi+7DChd2uvWSCZ9nEYKLaKRwqilLG6LaSozInFJLffPJHWXllEUHTYKxKKZTk4Rn4KthcwWUr5NVHJnp9VdWoYXitOnK/MjQrn/T5pYsQzLO3foYO4ris5WCsSiFVOnOIoRHw907ux1a+QEGimMkihaI4VRgWvSf/9d1/JWT2VeeilQpozXrZETtGpltmFk6i//x8QiiqLDQoFYlIofPtzcufxyoFQpr5sjGVAfZylF0VF7Lc/uUlncllHmR0TTxIrlUXSBAmaPPs46S7ZQIBal4twrC52cIpZSsC2mKDqquBeI2jvMMprKtIK6S0vlzAl07Gjuq7JYtlEgFoXybN6MeFZ0U1piRNNIoeVRtPJtoiaLm+s02V3qWt7iglTK/IhYLVuaiRVumK6JFUujaFYmPXbM69ZEJQViUaiMu5/KFVcAJUp43Rw5BXcEXiOFllEUHTXczWabNAFKlvS6NRIUpSVaN7Gi7tIyLVoABQsCGzf69+qTkFIgFoXKuv8sOjlZs5CZKdjc8k0sonybqKBr+SiYylTmR8Rz/784iamJFYvkyAF06mTuK4r2NhDbwDnlCPDBBx+gYsWKyJUrFxo2bIhZp6n9PWTIEFSvXt15/HnnnYcxY8ak+77P50Pv3r1RunRp5M6dG82bN8eyZctgrRUrUGjFCvgSEvz/PGLFxIo7Mi+WUL6N9VauNPty61reQm6HqYJUVtDEisUURUdGIHbuuedi4MCB8NLgwYPx0EMPoU+fPpg7dy7q1KmDVq1aYcuWLRk+fvr06ejevTtuvfVW/Pnnn+jYsaNzW7hwYepjXn31Vbz77rvo27cvZs6cibx58zrPeejQIdgonnm8DDCZlli8uNfNkQBoYsVSWsgcNdfyTZuqu7SOpjKtookVizVrBhQuDGzeDEyb5nVrYjcQe/HFF3HHHXegS5cu2LFjB7zw5ptvolevXujZsydq1qzpBE958uRB//79M3z8O++8g9atW+PRRx9FjRo18Pzzz6NevXp4//33U2fD3n77bTz11FPo0KEDateuja+++sqZ/Rs5ciRsFH/8yiLlmmu8booESBMrFtNCZqvpWt5Smsq0kiZWLKUoOlslBvrAu+++G23atHFmlxgEffLJJ7jqqqsQLkeOHMGcOXPw5JNPpn4tPj7eSSWckcniGn6dM2hpcbbLDbJWrVqFTZs2Oc/hKliwoJPyyJ/t1q1bhs97+PBh5+bas2eP8/Ho0aPOzTP//IOk+fOREh+PI23bwudlWyRgvJZo3z4B33wTj0GDjqFhw/BOi7nHrKfHrq2aNEFiwYKI27gRyVOmwMdNZWNANBwzy5cDc+cmISHBhyuvTIbFv0rMHTPxgwcjgQOOTZrgGEfq9eZZgcUtCxdOxObNcfjll2Rcfrkv6vuZaBHXuTMS+/eHb9gwJL/xBpAYcPgQNkcj7HgJtB1B/SUrVaqESZMmOTNKnTt3dmaZEk94M5gymB22bduGY8eOoeQJZa34+d9//53hzzDIyujx/Lr7ffdrmT0mIy+//DKeffbZk74+btw4Z4bOK/lXr0aNCy5w7s/KpvdBskfFijwGL8LAgUfRtOnP4BK/cBs/fnz4XzQKnF+/PipMmoS1b7yBBXv3IpbYfMwMHXoOgJqoVWsrZs1SpRybjpnLP/sMhQD8Va0a1pyw7lsiW716dTFx4ll444112L//r6jvZ6JFXHIyWufPjxxbtmDW669jW+3aiFTjI+R4OXDgQECPCzqkXbNmDYYPH47ChQs76XwnBmKxgLNyaWfaOCNWvnx5tGzZEgWYY+aho716Yfy4cWjRogWSkpI8bYsEjpOy773nw86duVCoUDtceumpRwpDPWrDjkvHTNbEcUpz0iRUmjMH5VkG04soOsyi4Zjp08ecu+66qwjatm3rdXOiXsiOmRUrkHS8INW5Tz2Fc7W4zyoJCXGYOJGD9hXRsmW5U06sREM/E00SuN9O//64aP16pDzxBCLN0Qg7XtxsudMJKopiOuLDDz/spPItWrQIxcPYARYrVgwJCQnYzMWCafDzUplUTOLXT/V49yO/xqqJaR9Tt27dTNuSM2dO53YivvGR8OYjLi5y2iIB4VvFFOwvvgCGD090igeEvw06ZrKEwVfhwojbvBlJ3NyZG1LFCFuPGRbGnT/fxMzXXJPo/P+JJcfM8aUFcU2bIqlMmdA1TMLZXWLLljjMmJEU0LnO1n4m6nC5Tv/+SBgxAgkffBCR6YmRdLwE2oaAi3Ww6MXjjz/upCVyRiycQRjlyJED9evXx0QOpRyXkpLifN6oUaMMf4ZfT/t4YrTsPp6plgzG0j6GESyrJ2b2nCLZRQuZLaWFzNZWS+RMdNGiXrdGgqIKK1bjtalbX0XdpWVYjZsd5tatwJQpXrcmagQciHF91l9//YUePXrAK0wH5Kzcl19+iSVLluCuu+7C/v37nSqKxLalLebxwAMPYOzYsXjjjTecdWTPPPMM/vjjD9x7773O9+Pi4vDggw/ihRdewKhRo7BgwQLnOcqUKeOUuRcJJ1WIjZLqicnJXrdGTkPX8pbiVOaff5qpTO2TaS11l5biDJiiaO8CMc4klStXDl669tpr8frrrzsbMDN1cN68eU6g5RbbWLt2LTZyt8DjGjdu7Ox91q9fP2fPsaFDhzoVE2vVqpX6mMceewz33Xcfbr/9dlxwwQXYt2+f85zcAFoknDSxYjHm1xQpwnwbYOpUr1sjp7B0qUlL5DWFxtsso6nMqJpY2bYNmDzZ69ZIUBRFexeIRQrOZrFgCMvHM4WQpeZdkydPxhdcZJMG9z1bunSp83hu5HziomzOij333HNOlURu4jxhwgRUrVo1bL+PSFrq4yylfBvrruVbtDCxs1jE3ThdU5lWU3dpMa6BLlYM2L4d+OUXr1sTFawLxESimSZWLKYo2gpKS7QUt6n56y9/ZSOx2rXXmo/Dh2sbOKswleDqq819RdEhoUBMJIKkvcZwB3/FEsq3iXhLlgALFpj/sw4dvG6NZHkqk4tpxWqXXw6w5psmVizkjmIpig4JBWIiEdzHaWLFIhoptOZavmVLXctbR1OZUUXdpcUuuwwoUQLYscPZQ1POjAIxkQhMT9TEiqU0UhjRdC1vqcWLgYULNZUZZdRdWkpRdEgpEBOJMOrjoiTfRlF0RFm0yNxYnbR9e69bI1mayuRuwIUKed0aCfHEys6dwAlbvootUfSIEYqiz5ACMZEIr/ugPs4iiqIjlq7lLeXzqVpilOJ2cNdcY+5rTbRlLr0U4NZRiqLPmAIxkQidWFEKtqWUbxOR1/JuXNyli9etkaBwGpNVVjSVGdXVEzmxcuSI162RLEXRGnQ8IwrERCKQJlYspoXMEYfLi3gtnzOnlhhZx+0A27QBChb0ujUSYhdfDJQuDezeDYwf73VrJMvpiYqis0yBmIgFEyvq4yyikcKI474NrVsDBQp43RrJ0lSm0hKjkrrLKIiid+1SFH0GFIiJRHAKdqlSpo+bMMHr1khQNFIYkUuM3DQosQQ3fVu61ExlXnWV162RbO4uR44EDh/2ujUSVBTt5nprkV+WKRATiVAaKbTYJZeYKFoLmT03fz6wbBmQKxdw5ZVet0aC4nZ8bdsC+fN73RrJJo0bA2XKAHv2AOPGed0ayVIU/f33wKFDXrfGSgrERCKYRgotpXJgEcP987drp2t5q6haYsyIj/dPrGjQ0TKNGgHlypko+uefvW6NlRSIiUR4CjZHCrmQWSOFllEU7TktMbLYvHnA8uWayowRbtqwJlYsjqI16JglCsREIphGCi2mKNpzc+YAK1cCefKYGTGxiNvh8Y3Ll8/r1kg2a9gQKF8e2LsXGDvW69ZIlqLoUaOAgwe9bo11FIiJRDilYFtKI4URcy3PCZW8eb1ujWRpKlMVVmKCBh0tduGFwFlnAfv3A2PGeN0a6ygQE4lwF11kUrA1Umh5vo1GCsNK1/IWmzvXP5XJQh0SU4OOmlixTFyc/81TFB00BWIiFowUqo+zOIquUAHYtw/46SevWxNTZs0C1qwxWW3cC1gsoqnMmJ1YYXfJiRV1l5ZxR7t+/NG8gRIwBWIiFtBIYRSMFCo9MazcP3f79kDu3F63RgKmCisxSxMrFqtXD6hcGThwABg92uvWWEWBmIhlKdgaKbSMe2WhkcKwSUnRtbzVU5mrV5uZME1lxuzEyg8/qLu0Lop23zwNOgZFgZiIBTSxYrEGDTRSGGYzZgD//gsUKAC0auV1ayTLU5lcIyYxpX59oFIl012OGRPndXMkGO5FCgt2cFG7BESBmIglNLFiKUXRYef+mTt0MNtQiYVTmaqwglifWBkyRJeoVqlTB6ha1ZR35pSmBERHuYhFI4XuxIoqxFrGvbLQSGG2O3YMGDrU3Ne1vGWmT/dPZbZu7XVrxCPu/+3YsXE4cCDR6+ZIoDTomCUKxEQsoYXMlo8UnnOOGSlkxRXJNr/+CmzcCBQqBLRo4XVrJCiDBpmPHTsCOXN63RrxsLusVo3dZRxmzSrldXMka1E0sHu3162xggIxEUvTEzWxYmm+jaLobOX+eTt1AnLk8Lo1kqWpzG7dvG6NREh3+euvZb1ujgTj3HOBGjWAI0fM/plyWgrERCxSt65/YkUp2BaPFO7a5XVrolJysv9aXtUSLTNlCrB5M1CkCNC8udetkQjpLufNK4GdO71ujQRM1RODpkBMxLI+zh0sdrN4xBK1agE1a2qkMBtNnQps2WKu5Zs187o1EhT3oq1zZyApyevWiMfYVdaq5UNycjxGjVL1RKu4o2DjxkFR9OkpEBOxeGJFfZxlNFKYrXQtb6mjR1VhRU7SpUuK8/G773SpahWmJp53nklRGDHC69ZEPB3dIhamYHNyhdcuI0d63RrJ0kjh+PHA9u1etyaq8P9h+HBzX2mJlpk4EdixAyheHGjSxOvWSIQFYpMmxWHrVq9bI0HRmuiAKRATsZDSEy1VvTpQu7YZKVQUHVKTJgHbtplr+Suu8Lo1kqWpzC5dgESVKxejShVu2bILx47FpQ6yiCXc0bAJE0zHLJlSICZi8WATB5I1UmgZpSdmC3dQQtfyljl82J++pLREOcGll/7rfNSgo2VYVaxePVMNddgwr1sT0RSIiVg6UsgNntXHWTxSyCkcRdEhu5Z3R8xV+dwyP/9s9hsqUwa45BKvWyMR5uKL/00tqsn9AcUiSt0JiAIxEUupj7M4itZIYUixcM2ePUDZsrxw87o1kuW0xHhdkkh6JUocRMOGKfD5/PVcxLJBR0bRGzZ43ZqIpV5PxPI+jiW71cdZRumJIeUORvDPqmt5ixw8CIwaZe4rLVEy0bWrz/moQUfLnHUW0LgxnCh6yBCvWxOxdMoSsVSFCurjrOVedGqk8Izt3++/lldaomXGjAH27TOd2UUXed0aiVBXX53i7KE5fTqwbp3XrZGgKHXntBSIiVhMfZzFI4WNGpkoWuV9z8iPPwIHDrC6GtCggdetkaC4M8IcmOCVtkgGuHzw0kvNfXWXlnFTjn//HVi1yuvWRCQFYiIWu+Yac/3CPm71aq9bI0Hp3t18VBR9Rtw/HwcldC1vEc6EMYompSVKgIOOyua2TKlS/r0B9eZlSIGYiMVKl/b3cRoptHSkcOZMYOVKr1tjJRbbY3YbKS3RMj/8YNaInX22KV4jcgpXX226y9mzgRUrvG6NBEWDjqekQEzEchoptHik0N15WG9elnBP7CNHgJo1gVq1vG6NBEVpiRKEEiWApk3NfQ06WqZzZ7O54/z5wJIlXrcm4igQE4mCPi4hAZg7F/jnH69bI1kaKfz2W69bYiWlJVo8lfnTT+a+0hIlQBp0tFSRIkCrVua+3ryTKBATsVyxYkCLFua++jgLo+ikJGDBAmDRIq9bY5Vt24Dx4819XctbZsQIM5VZowZw3nlet0Ys0amTJlaiorIYi1RJKgViIlFA21JZqnBhoHVrc1/580HhXtjcE5vLi6pW9bo1EhR3BpgzwprKlCxMrKi7tEz79kCuXMDSpSaSFvsCsR07duD6669HgQIFUKhQIdx6663Yx6pLp3j8fffdh2rVqiF37tyoUKEC7r//fuxmSkQacXFxJ90G6T9cLNOxI5Ajh5lUWbjQ69ZIUDRSeMZpiWKRzZuBCRPSp+aKZCGbW92lRQoUANq1M/d1jW1nIMYgbNGiRRg/fjx+/PFHTJ06Fbfffnumj9+wYYNze/3117Fw4UJ88cUXGDt2rBPAnejzzz/Hxo0bU28deVUrYpFChYA2bcx99XEWjhTmzg0sXw7MmeN1a6zAPbC5FzZ17ep1ayQY8ZzKTEkxm75VqeJ1c8QyHTqY7nLZMrMuWiyiQUd7A7ElS5Y4QdSnn36Khg0b4pJLLsF7773nzFwx2MpIrVq1MGzYMFx11VU4++yz0bRpU7z44ov44YcfkJycnO6xnGErVapU6i0Xp09FLE5PVB9nkXz5gKuuMvcVRQdkyBBzjDdubPbGFnvEufnT113ndVPE0u6SY1c0cKDXrZGgtG1r3sA1a8y2LeJIhAVmzJjhBEsNOIJ2XPPmzREfH4+ZM2eiE1dwBoBpiUxtTORqzzTuuece3HbbbahcuTLuvPNO9OzZ00lRzMzhw4edm2vPnj3Ox6NHjzo3L7mv73U7JPy41ChPnkQsXx6HmTOTUb9+YNGYjhnvxXXpgsTvvoNv8GAkv/ii2TAngnl9zHz7bYIzjtilyzEcPZriSRskODxWcm/ZgvgZM+CLi0MyC9Woz5Es9DNdusRh8OBEDB7sw0svJUd6dymupCQkXHUV4r/9FscGDkRK/fpRdV46UaDtsCIQ27RpE0pwE4k0GEwVKVLE+V4gtm3bhueff/6kdMbnnnvOmS3LkycPxo0bh7vvvttZe8b1ZJl5+eWX8eyzz570df48nycSMIVTYk/9+vUxbVo5vPzyatxyS3BV+HTMeCfe50PrPHmQtH49fn/jDew491zYwItjZvPmPJg5swXi430oVGg8xozxD4pJZKvy66/Ox23nnovp8+YBvIkE2c/4fPHIm7cV/v03B15/fSZq1druWdskOCUrV8ZFDFK++QY/N2li9t4JsUi5ljlw4EDkB2JPPPEEXnnlldOmJZ4pzli1a9cONWvWxDPPPJPue08//XTq/fPPPx/79+/Ha6+9dspA7Mknn8RDDz2U7vnLly+Pli1bOjNuXkfgPAhbtGiBJJbFlpiSkhKHadOA2bPPxuDBZwXUx+mYiQwJ11wDfPUVGq9di5RHH0Uk8/KYee01M/x9+eU+XH99s7C+tmSdkzHy4IPO/cJ33422TFMSyWI/06VLAr74Ali9uhEee0yz4tZo3hy+Dz9Erp070a5AAfguvzxkTx1p1zJutlxEB2IPP/wwbr755lM+humCXLe1ZcuWdF/nOi9WRuT3TmXv3r1o3bo18ufPjxEjRpz2zeEaNM6cMfUwZ86cGT6GX8/oe3zuSHjzI60tEj4sSsSK6Bs3xmH69CQ0bRr4z+qY8RjXzHz1FRKGDUPC+++bDXMinBfHDNeHUffu8UhKUk6SNRYvRp7Vq+FLSkIiK6yor5Ez6GduuAFOIDZ8eAI++CDBqRosFuD7ePXVwKefInHoUCcwC/1LRMa1TKBt8PQsVrx4cVSvXv2Utxw5cqBRo0bYtWsX5qSpKDZp0iSkpKQ4gdOpolHOUvE5Ro0aFVARjnnz5qFw4cKZBmEikYwnI06skBYyW6ZZM3aKZqfiiRO9bk1EYoIEs9kYo3KJkdgj/niRDh93ny9a1OvmiOWY1cZx+B07/Bu7i2XVExmIHY2M9VxesmI4sUaNGs6sVq9evTBr1iz89ttvuPfee9GtWzeUKVPGecy///7rBG78ftogjKmGn332mfM515Pxdoy7gAJOBUVWYmR5++XLl+Ojjz7CSy+95Ow/JmIrtxgZ+7g0NWUk0jG66NLF3Ff1xAy5gwssTKNreYv4fIj/7jvnbopb3lXkDDDt3t26QoOOFkbRJUsC27crirYlEKMBAwY4gVazZs2c3HKWsO/Xr1+63NClS5emLo6bO3euU1FxwYIFqFKlCkqXLp16W7duXeq04QcffODMuNWtWxcff/wx3nzzTfTp08ez31PkTF16KVC2LKuEAj/95HVrJEsjhcOHA4cOed2aiMJy9e4FlyqfW2b2bMStWIHkHDngc7dqEDlDbj/w/fcsjOB1aySoKNodkBkwALEu8hchHMcKiQNPMexRsWJF+NJsntSkSZN0n2eEs2y8iURbH8fr+TfeMBeu2p/cIhdfDJQrB6xfD4wdqzcvDW47s3IlkDevfx8hscS33zofNjVsiJLcR0gkBC68kHUETL/www/+a3uxwPXXA+++C4wcCezfbzr2GGXNjJiIBD9SyJPT3r1et0YCxg1x3KuJ4xevYrjjcIxNY/icbR8uBTi+PuxfTteLhAi3e3WTCJSeaJkLLgDOPttMZXJKM4YpEBOJQuefD1SrZrLbOOAkFune3XxUFJ0qOTn1Wl5pibaZOpVlXOErVAhb2DGJhJDbHzANf+dOr1sjQUXRnBWjGE9PVCAmEqV9nHs9r5FCy9SrB1StChw8CIwY4XVrIgKLSHIHk2LFABbdE4scn9n1deqElAgoKS3R5dxzgfPOM8X3uLRWLIyif/4Z2LoVsUqBmEiUcgMxFiU6YRs+ifQompvkUIyPFLrcP4O2n7LMkSOmfCurJbo5ZCIhpkFHSzFtp359k77sbhAZgxSIiUQpTqo0aBDzfZzdI4UTJgCbNiGWcQmBOzHoZrKIJTjSzXyx0qXhu+wyr1sjUcqN8X/5xcmCFRvPdQNid9BRgZhIDPRxGim0DBcxX3QRkJIS83uKcancvn2sjAs0auR1ayQobsEZTmWynKtINqhUyfQNLJR9fLs6sSmKjosDpk8HVq1CLFIgJhLFWIAvxvs4e2khsyPt3mE8lsUSLEntVkNzc8dEsonSEy1VpgzQtGlMVwpWICYS5X3cFVeY+zE+sWJnFM1ZhD/+AP75B7Foxw7/puSqlmiZUaNMXik3euKGTyLZiJOu3P1j1ixgxQqvWyNZTk/0nXr/32ikQEwkyik90VLFiwOtWsX0rBjrPLAaWp06pjqaWOTrr/0zu5rKlGxWsiTQrJm5r3OdZa6+GsiZE1i8GPjrL8QaBWIiUa5zZ1NpbuFCYMECr1sjWUpP/OabmBwpdONPzYZZZvNmYNw4c9+tACqSzdxDLUa7S3sVLAi0axezg44KxESiXOHCQNu2MZ2Cba8OHYC8eYGVK4GZMxFL1q0zewGTlhhZhrtvs1wrUxJZvlUkDDp1AnLnNpncs2d73RrJ0qDjt9+aIlUxRIGYSIylJ2qk0CIMwjp2jMmRQnfQgFXPy5f3ujUSFE5JkGbDJIzy5zfBWNpDUCzRtq2ZGVu/Hpg2DbFEgZhIDLjySiBfPmDNGuC337xujQTFvZjlLAMXTMUId52H9g6zzNKlZjqChWZYcEbEg+6SxaliqLu0X65cZq1YDC7yUyAmEgPy5PH3ce4aerFE8+ZAiRLA1q3A+PGIBYsWAfPnm7WN11zjdWskKO5UROvW5rgVCaMWLfzdpbtMUSxL3RkyBDhyBLFCgZhIjLjxRvORG14eOuR1ayRgiYn+mYUYSU90B0TbtAGKFPG6NRIw5j0rLVE87i7dNaUadLRMkyZA6dLAzp3+fUtigAIxkRjq48qVA3btAn780evWSFDc/LyRI4F9+xDt1/JpN3EWizDvefVqs1infXuvWyMxyh0D4H7ie/Z43RoJWEJCTO7MrUBMJIb6OPd6XiOFlmH1uSpVzAa5DMai2PTp5lqeaxqvusrr1khQ3Nkw5kEzH1rEA/XrA9Wrm8yPYcO8bo0E5brr/BvCx0gUrUBMJAbTE8eMAbZt87o1EjBuiOtG0VGenvjVV+Yj14bpWt4ihw+bvGdSWqJ43F2m3VNMLFKvHlCtmomihw9HLFAgJhJDzj0XOP98IDnZFOETi7iBGAt2bNmCaMRzr3tc9ujhdWskKFzTwbUdZcqYPGiRCOguf/nFVEQXi6LoHsc7/y+/RCxQICYSY9w+TumJljnnHOCCC8xGuVEaRf/wA7B7t9k37PLLvW6NBMXtUHgFzDxoEQ9VrAhcemn6NadiiRuOT2dOnmz23IlyCsREYgzXwvI6aeZMs+WPWCTK823ctESm0Mbr7GQPzoS5FYCUligRlorPMQIGZGKJChWAK66I6nNdWjrVicSYkiWBli1jpo+LLixjzyh61qyoi6I3b/ZXLHYvoMQSQ4eafX/OOw+oXdvr1oikrjPNkQNYuBD46y+vWyNBuekm/+hclEfRCsREYjg9kYFYSorXrZGgouhWrdJPH0WJb781WZcsEMmKZ2JhWqJmwySCFC7sr7yqVHzLdO5sqjX9849J34liCsREYlCHDmarH5YJnz49zuvmSFZGCnllEUVRtBtXqkiHZdiJTJtmFtlr4zeJMO7YANeJcaBHLJE/vwnGonDQ8UQKxERiUO7cJm2DBgxQN2AVbpRbqBCwbp0pCRYFFiwA/vwTSEoy2ZdiEbcSAtd0cMd4kQjSpo2ZGdu4EZg0yevWSFB6HB+VGzTIbI8RpXQFJhKj3HU4Q4fG4cgRdQXWyJUL6NbN3P/iC0QDN22oXTugWDGvWyMB49oNpSVKBMuZ0z+4ozXRlmnaFChb1hQDGj0a0UpXXyIxiuXBWSZ89+44zJ5dyuvmSFbSE7nh5d69sBnThdwLJKUlWmbuXODvv83gwNVXe90akQy5YwTDhgH793vdGglYQoL/zYviPcUUiInEKJYH92/XoZQiqzRsCFStChw4YCrWWWziRJM2VKQI0Lat162RoLgXR1x0WqCA160RyVDjxkClSiYIGznS69ZIUHocH50bMwbYuhXRSIGYSAxz0xPnzi0ZrX1cdGJhBHdWzPKRQncdNrMtmUYkluCajQEDzP2bb/a6NSKn7C7dc53l3WXsqVkTaNAASE42a8WikAIxkRhWowZQv34Kjh2Lx5Ah6g6swisLXmFMmQKsWgUbMauS2ZWktETLcAPnHTuAMmWAFi28bo3IKbnjVhMmAGvXet0aCUqPHlEdRevKSyTGXX+92Szxm29Uxt4qXODXrJnVm+RwzcbBgybLkvuHiUU+/9x/kcS1HCIRrHJlsy6a9WWivBp69OnWDUhMBObMARYtQrRRICYS47p2TUF8fAr++CPeWXcvFg7z8sqCVxiWcS+I+Gtwck8swUV9Y8ea+0pLFEv07OkvNmthdxm7ihf3LyC2dNDxVBSIicS4EiWYnrg5mqqhx45OnYB8+YAVK4DffoNN1qzxb4OmyueWYZlLlrts1AioVs3r1ogEhHtnut0l9yAXCwcdvzne90QRBWIigmbN1qWmYHNNrFgib16gSxfYGEW7dR64D3CFCl63RgLGqQQ3LdGdYhCxpLvs2tXK7lLatTM7c//7b9TtzK1ATERQv/4mFC/uw6ZN/owjsWyk8LvvTDl7C6Rdp6EiHZaZPRtYsgTIndt/VStiCXfsgN3lvn1et0YCxpK6XCtGUbbIT4GYiCApyYfrr09x7vfv73VrJCiXXgpUrGhKEFqySc6sWcDSpeZaXvsAW8adDevcGShY0OvWiATl4ouBKlXMnmKWb8EYu4OOw4eb812UUCAmIo4ePUwg9sMPwJYtXrdGgtqZ27Lyvp99Zj4yCMuf3+vWSMBY4vLbb819pSWKhVgUyK0v444piCUuvNCU2GXmRxRF0QrERMRRq5bp57hGzF2/I5ZwAzFuksMc+gjGkWh3X85bb/W6NRKU778Hdu82i/q4uE/E0u6SAdnUqaZwh1giLs4/AOSO5kUBBWIikuqWW/x9nMr7WuTss02KYkqKqSoVwYYMMVklbDL39RGLuFMITBHiTKyIpVswunuQW5JEIC72Pdy3kFWCo2S/HfWkIpKKa2Fz5TJ7Jv7xh9etkSzlz/PKIoKjaHcgk0G/9g6zyLp1wPjx6Y81EUu5EyvsLjl+JZYoXdq/p1iUzIopEBORVFx7z71WSEU7LMMy9qx+wYp2M2ciErFAx6+/mskUXctbhhupMsC/7DIznSlisY4dgUKFgLVro64aevS79VZ/9cSjR2E7BWIikuFI4cCB1lRDFypQwL+n2KefIhK5wX2bNkDZsl63RgKmvcMkyjDzo3t3c19FOyzTti1QqpSpKvbjj7CdNYHYjh07cP3116NAgQIoVKgQbr31Vuw7zSYQTZo0QVxcXLrbnXfeme4xa9euRbt27ZAnTx6UKFECjz76KJK1o63EsCZNTDX0PXuAESO8bo0E5bbbzEdWw4iw8r4cuHTXY6hIh2W4HmP5crMjrjtlLmI5t3oiq6Hv2uV1ayRgSUn+lIooSE+0JhBjELZo0SKMHz8eP/74I6ZOnYrbb7/9tD/Xq1cvbNy4MfX26quvpn7v2LFjThB25MgRTJ8+HV9++SW++OIL9O7dO5t/G5HIxbQxd9Bb6YmWueQSoFq19KUJI8SYMcDmzUCJEsCVV3rdGgnKF1+Yj5xxzZfP69aIhMQFFwA1awKHDgGDB3vdGslSZbGffor4SsFREYgtWbIEY8eOxaeffoqGDRvikksuwXvvvYdBgwZhw4YNp/xZznSVKlUq9cYZNde4ceOwePFifPPNN6hbty7atGmD559/Hh988IETnInEKg42sZACc+dXrfK6NRIwvmnurNgnnyCSuAOXLB3NAU2xBIN69ypVaYkSpdXQ3bEGsUTVqv5KwZa/eYmwwIwZM5x0xAYNGqR+rXnz5oiPj8fMmTPRqVOnTH92wIABTqDFIOyqq67C008/7QRn7vOed955KFmyZOrjW7VqhbvuusuZfTv//PMzfM7Dhw87N9ce5nA5qTdHnZuX3Nf3uh1ij4yOmTJlgGbNEjBhQjw+++wY+vRRWSlrdO+OxP/7P8TNno2jLH1Zp47n/czGjZwR4+kmDj16sJ8MeZMkm8QNHozEffvgq1wZyRddlOXF8To3SSQeM9deCzzxRCJ+/z0Of/11FDVqZNtLSYjF3XwzEqdNg69/fyQ/8giOHjsWUX1MoO2wIhDbtGmTs34rrcTERBQpUsT5Xmauu+46nHXWWShTpgz++usvPP7441i6dCmGMyH4+POmDcLI/fxUz/vyyy/j2WefPenrnGFzgzyvMYVT5EyOmTp1ymLChAbo1+8w6tcfr22DLNLgggtQdvp0rOvTBwsCSOHO7n5m2LBzcOxYTVSvvh0rV/6KlSuzrUkSYpe8/jqKAvi7YUP8wzSgM6Rzk0TaMVOv3oWYPbs0+vRZjZtvXpytryWhk5AvH1rlyYOklSsx69VXsa127YjqYw4EWO3M00DsiSeewCuvvHLatMSsSruGjDNfpUuXRrNmzbBixQqcfQbld5988kk89NBD6WbEypcvj5YtW6ZLffQqAudB2KJFCyQp/0fO4Jhp2pTpZD5s3ZoHuXO3Q7Nmkbs3laQXx/exXTtUmj4d5b/91pS196ifYcG9Rx4xp5qHHiqItu4eMBL5Fi9G0pIl8CUkoMpLL6HKGZS61LlJIvWYSU6Oc2rQ/PZbFXzzTUXkyJFtLyUhFj9hgpOG32jxYhx6+OGI6mPcbLmIDsQefvhh3OyWrclE5cqVnbTCLSxTmQYrG7KSIr8XKK4vo+XLlzuBGH921qxZ6R6zmavJgVM+b86cOZ3bifjGR8KbH2ltETuceMzw7nXXAR9+yO06EtG6tafNk2DwzTrrLMStWYOkUaOAG27wrJ+ZOtUU3GONh+7dE7U+zCbH63rHXXklklhKNQR0bpJIO2Y6dDDp+Bs2xGH06CR07ZptLyWh1quXE4jFjxiBpHfeiag+JtA2eJpsVLx4cVSvXv2Utxw5cqBRo0bYtWsX5syZk/qzkyZNQkpKSmpwFYh58+Y5HzkzRnzeBQsWpAvyGE1zVqsmS+mIxDi3MBGzeXfu9Lo1EjDmkbo14j3eU8wt0tGtmwruWeXgQbNhKt1xh9etEck2iYn+7vLjj71ujQSFtSOYknj4MOIjrFJwoKxY9VGjRg20bt3aKUXPGazffvsN9957L7p16+as/6J///3XCdzcGS6mH7ICIoO31atXY9SoUejRowcuu+wy1D6eR8pUQgZcN954I+bPn4+ff/4ZTz31FO65554MZ7xEYk29eql9HL75xuvWSFBYDowB2ZQpwD//eNKE3buBIUPMfe0dZplhw8zoS4UKPFl63RqRbMX+ya0UvGyZ162RgPFNO35yibd0vx0rAjG3+iEDLa7x4hoDlrDv169fulxiFuJwF8dxJm3ChAlOsMWfYxrk1VdfjR9++CH1ZxISEpw9yfiRs2M33HCDE6w999xznvyOIpHYx3Hm3x0p5HofsUS5ckCbNp5ueskBSk6sMMEgiOQFiQTu1AA7gIQEr1sjkq3OOsvfXaa5tBQbXH89L/oRN38+Cq5YAdtYUTWRWCFx4MCBmX6/YsWK8KW5SmTxjCkcCT4NVlUcw51GRSRDN94IPP44sGgR8OuvZusOsQQvokePNvusPP+8c7IKJzf+c0ebxRKLF5t/dgZgbn6ySJRjBi4vB9ldvvAC6wF43SIJSNGiQOfOzsjfWSzecd99sIk1M2Ii4o2CBU3RDurb1+vWSFBYoZCFh7gO9scfw/rSCxYAs2eboi8M5sUi7pTAVVeZKgYiMdJdsjDotm3AiBFet0aCcjw9sRwnYJiGYREFYiJyWnfeaT4OHQps3ep1ayRgjIK4Vow++cSTzLb27VmYKawvLaEq0pGNe9CJRBoV7bBY06bwVayIpAMHEHd8r2BbKBATkdOqX98UJzpyxKRtiEXcK4uffwbWrg3LS+7d67+Wv+uusLykhApHW1ikg4tmVKRDYsxtt5kaR5Mne1bjSLIiPh4pPXogJSEBcStXwiYKxEQkqFkxjhSmpHjdGgkYN6/n7txcQxumqlIDBphgrFo189JiYVoir0hVpENiTPnyJkWRVLTDLil3342fP/sMKU8/DZsoEBORgHAfqAIFuDUEwPWwYhFeVBMDsWPHsvWlGO9xE3B3NkxFOiziVuRRkQ6JYe62ecz+OHTI69ZIwIoUwZFChWAbBWIiEpC8eYEePcx9Fe2wTKdOzkkK69YBP/2UrS81fbop1JE7N3DTTdn6UhJq7jpCFemQGNa6tdn9Y/t2wLLlRmIhBWIiEnR64qhR3ETd69ZIwHLl8hft+OCDbH0pdzaMlTYtHJyMXWmLdLhTAiIxWrTDTSJQeqJkNwViIhKwc881+4gxu82jPYIlq9w8wbFjgeXLs+UlWCV/yBBz/+67s+UlJBxFOlq08Lo1Ip7XOGLRDlZD//tvr1sj0UyBmIhkaVaMWUzJyV63RoIq2tGmTfppqxDjErSjR4ELLwTq1cuWl5Ds4g79cxNwFemQGMfUxCuvNPc1KybZSYGYiATl6quBYsWA9euB0aO9bo0E5d57/RHT/v0hfWrOkrprBzUbZnGRDjeFVSTGudvoffmlinZI9lEgJiJByZnTf62moh2WadXKzIzt3g0MHBjSp2YNkDVrTE2Qrl1D+tSS3dwhf+6+rSIdIqlFOypUAHbsAIYN87o1Eq0UiIlIlkcKuUewZXsnxjYuenCnq95/39SaDxE325FVz1kxUSzBDd8+/zx93rGIOBPEbtGObMrmFlEgJiLBq1IFaNnSXMe7Fa/FEpzOZKT011/Ab7+F5CkZjLMGCKngnmW4WRKDserVVaRD5AQMxJKSzLYcc+Z43RqJRgrERCRL3MFzVk88fNjr1kjAChcGrr/ePysWAh9/bIJyZj4ySBdLpKQA771n7t93n3bfFjlB6dL+VOt33/W6NRKNFIiJSJawohSXk2zdqk0vrXPPPeYjFz5s3HhGT8VF7O5WBirSYRnmFi9bBhQs6N+tXUTSeeAB83HQIGDzZq9bI9FGgZiIZAnTNVjpmjRSaJm6dYFLLjH7D5xhbWbuG7Z9u1nU3q5dyFoo4eD+43LTpHz5vG6NSES64ALgoouAI0dUoEpCT4GYiJxRemKOHMDvv5ubWDgrxisLXmFk0Ucf+Qu4aPspi3CXWi7sYzqieyyIyClnxdjfnUF3KXISBWIikmWlSgHdu5v7b7/tdWskKJ07mzdw0yZgxIgsPcWffwIzZpjZUU6qiEXc9YFXXQVUrux1a0Qifv9MpuIzNfG777xujUQTBWIickYefNB8HDoUWLvW69ZIwDiV6ZY4/OCDLD3Fhx8mpIvpxBLcR47VEtMO9YtIpjjY5K6BfeedkO78ITFOgZiInPFyoyZNgGPHsnw9L15hPmFiIjBtmilnH4SdO3Pi22/j0gXjYgnuG7Z/P3DuucAVV3jdGhFrusucOYE//lAqvoSOAjEROWP/+Y/5yLoP+/Z53RoJGHNtOJ1FQUbRY8ZUwpEjcWjUyCxkF0twxMQtWX///SpZLxKg4sX9O39wVkwkFBSIiUhIStmffTawaxfw1Vdet0aCcu+95uM333CaK6AfOXCAdR4qOvcffjg7GychN2aM2YGb+8ndcIPXrRGxCscu3FT89eu9bo1EAwViInLG4uP9S01YtIP7xIolWMa+dm0TXX36aUA/8s038di7NycqVfKhY8dsb6FkR8l67j2RJ4/XrRGxSp06wOWXm4llt2KsyJlQICYiIdGzp9kXlvvD/vST162RgDE1zV3kxXyb09RmZpD9zjvm1HHffSkqWW+TxYuBCRPMyIl23xY5o1mxjz8GDh70ujViOwViIhIS3A/2ttvM/bfe8ro1EpTrrgNKlwb+/Rf49ttTPnT0aAbbcciT5yhuuklTn1bOhnEa86yzvG6NiJU6dDD/PtzIfuBAr1sjtlMgJiIhc999ZrB94kRgwQKvWyMBYykwN7f09ddPWZv5jTfMx1atViN//jC1T84c1/+5CzjdIX0RCRqzANyltRzbUCl7ORMKxEQkZDhK6Bbh0wbPluGeYpzWXLiQlTgyfMicOcCUKax470O7divD3kQ5A599ZvKouMjlssu8bo2I1biBPZdYctcP9okiWaVATESypZT9gAHAli1et0YCVqiQ2SiHXn01w4e8+ab52KWLD8WKHQpj4+SMcN2fW2+b09YqWS9yRlh0tEcPc1+DjnImFIiJSEhxX6kLLgAOHwb69vW6NRIUFu3gBs+TJ5tdS9NYtw747jv3Yce8aZ9kDUdFWGub6wBVsl4kJNwM31GjgCVLvG6N2EqBmIiEFAfb3VmxDz80AZlYonx5oHt3c/+119J9i3sAJycDTZoA55/vTfMkC1jm8pVXzH3+Y3I9oIicsRo1TN0brhFz/8VEgqVATERC7pprgLJlgc2bgUGDvG6NBOWRR/w7lnLjXwB79wL9+pkvP/SQh22T4I0cCSxdalJP77zT69aIRJUnn/RPOq9d63VrxEYKxEQk5JKSzFIUd7mRNni2CDd3btXKvGnH9yHo3x/YvRuoWhVo187rBkrAOFT/v/+Z+yzzpjKXIiF14YVA06YmW4AFZ0WCpUBMRLIFB9+5wTP3kOWgvFjk0UfNx/79cWzL9tTF6Mxs4/YEYolJk4DZs4HcuVWyXiSbZ8U+/RTYutXr1ohtdEoVkWzBIMydFXvhBe21YhUO8XIh2IEDGHH/L1i9Giha1F8lTCzx8svmI3daL17c69aIRKVmzYAGDczuEG5xUpFAKRATkWzDPYLz5gX+/BP46SevWyNBVVx59FEwdn552DnOl+66y+ybI5bgTBh3VmcVzIcf9ro1IlHdXbqzYu+/D+zZ43WLxCYKxEQk2xQrZi7gSbNilunSBaOL98Tc5DrIm/OoE1SLRdy1YdddZ3ZaF5Fsw+qJ1aubtbTatkWCoUBMRLIVq+yxYvaMGWZ7KrGDLyERz+V+ybl/T+7PUayw9g6zxt9/AyNGmPuPP+51a0SiHtfOuv9qrHF0SPvdS4AUiIlItuIeslyi4s6KiR1+/hmYvbYUcuMAHt71lCqu2ISlSjn93KEDULOm160RiQmcfOZWjJs2AV984XVrxBYKxEQk2z32mFmqwiJunBmTyMZr+GefNffvavgnSmAr8Nxz2ofABuvWAV9/be67C1dEJNvlyOEvOMuxEJa0FzkdBWIiku0qVPBX3HvxRa9bI6czYQLw++9ArlzAo5/XNPtP/fUXMHy4102T03njDXMFeMUVQMOGXrdGJKbceqspULpqFTB4sNetERsoEBORsHjiCZNHP3q0qaIokT8bdscdQKkahc0GYtSnD3BMa8Ui1rZtwCef+P/hRCSsWFnWLWzEejlKIpCoCcR27NiB66+/HgUKFEChQoVw6623Yt++fZk+fvXq1YiLi8vwNmTIkNTHZfT9QYMGhem3Eokd55wDdOtm7r9kakBIBPrlF+C330yBFaaUOhiIubtzp+k/JcK8956z9xvq1QNatPC6NSIx6Z57TBLBwoVm4FEkKgIxBmGLFi3C+PHj8eOPP2Lq1Km4/fbbM318+fLlsXHjxnS3Z599Fvny5UObNm3SPfbzzz9P97iOrEMqIiHnLlkZNsxc00vk4VIw6tULKFPm+BcLFfLvRfXMM5oVi0Q7dwLvvuufDePmRiISduwu3W1bOOiobVvE+kBsyZIlGDt2LD799FM0bNgQl1xyCd577z1n5mrDhg0Z/kxCQgJKlSqV7jZixAh07drVCcbS4gxb2sfl4sIIEQm5WrWATp3Mienll71ujZxoyhRz46Lzk6qeM9+mcGFg6VLEKWsg8rA6wK5dwHnnAVdf7XVrRGIakwh4Kcm1tmPGeN0aiWSJsMCMGTOcYKlBgwapX2vevDni4+Mxc+ZMdOKV3WnMmTMH8+bNwwcffHDS9+655x7cdtttqFy5Mu6880707NnTSVHMzOHDh52ba8/xbdSPHj3q3Lzkvr7X7RB7hPuY4QX+iBFJGDjQh//+Nxlnnx2Wl5UAPPtsgjM+17PnMZQsmYJ0h0Tu3Ih/6CEkPP004l94AXGvvqp+JlJs2oTEd94Bz1rJzzwDH2csI2zWUucmiaVjpmhRXlvG4403EvDkkz40b57srJGW2DlejgbYDisCsU2bNqFEiRLpvpaYmIgiRYo43wvEZ599hho1aqBx48bpvv7cc8+hadOmyJMnD8aNG4e7777bWXt2//33Z/pcL7/8spPmeCL+PJ8nEjCFUyRSj5l69S7C3Lklcd99G3DvvfPC9rqSucWLi+CXXy5FYmIKGjSYiDFjDp70mMQqVdC8QAHkXLEC5SZPxvgEBm7itfP69UPlgwexo1o1TOPVXgQPwevcJLFyzNStm4Q8eVpgwYIkPPnkfFx++b9eNykmjI+Q4+UA1+sGIM7n8y579YknnsArr7xy2rTE4cOH48svv8TSpUvTfY/BGQOiu9xk3EwcPHgQpUuXxtNPP42H3XUOmejdu7ezZmwd92IJYkaMa9K2bdvmFBPxOgLnQdiiRQskJSV52haxgxfHzO+/x+GyyxIRH+/Dn38mo0aNsLysnELbtgmYMCEet912DB9+mHmpr/g33kDCk09if8mSiFu6FEkRMvgUs1atQmKtWog7ehTJ48fDd/nliEQ6N0ksHjP/+188evdOQOXKPvz1V7KT9i2xcbzs2bMHxYoVw+7du08ZG3g6I8ag6Oabbz7lY5guyHVbW7ZsSff15ORkp5Iiv3c6Q4cOdSLTHu5GRqfANWjPP/+8E2jlZNmwDPDrGX2Pb3wkvPmR1haxQziPmUsvBTp0AL7/Pg69eydh5MiwvKxkgptsc+8wbrr93/8mICnpFDNd990H31tvIe/mzUgeNAiJrHEv3nnhBV6BAC1bIrF5c0Q6nZsklo6Zhx4CuCJm5co4fPVVUmoRD4n+4yUpwDZ4mrFavHhxVK9e/ZS3HDlyoFGjRti1a5ezzss1adIkpKSkOIFTIGmJ7du3d17vdLiOrHDhwpkGYSISGizWwSyq77835dLFG8yJ6N3b3L/pJqBixdP8QN68SHn0UeduAkuCHTmS/Y2UjLE+9jffmPvaKV0k4uTNCzz9tL8ibYDZahJDrFg6yLVdrVu3Rq9evTBr1iz89ttvuPfee9GtWzeUOV5f+d9//3UCN34/reXLlzul7lmM40Q//PCDU4lx4cKFzuM++ugjvPTSS7jvvvvC9ruJxCqmI956q7nP63qV+PXG2LFmNowpM//9b2A/k3L77ThUuDDi1q4F+vfP7iZKZniFx38cVklMU8xKRCIHtwKpVMmpqZO6w4SIVYEYDRgwwAm0mjVrhrZt2zol7Pv165cuN5RryE5cHNe/f3+UK1cOLVu2zHDakFUUOeNWt25dfPzxx3jzzTfRp0+fsPxOIrGOW1Llzm1S45SeGH7JycAjj5j7HH/ixUJAcufGP26JdM7EpFkzK2Eyc6b5p+G08vPPe90aEckEB7nc/RlZFoFb/olYF4ixQuLAgQOxd+9eZ+EbA6y0+4FVrFgRrDvSpEmTdD/HGa61a9c6pe5PxFm2P//803lOVkpkWuIdd9yR4WNFJPQ4oc0cenezZwYGEj6czOLG2kWKBD4b5lrTsiV8ZcsC69cDH3+cXU2UzPzf/5mPXPusajciEa17d7OPJrf645Z/Ii5FHCLiqcceA4oVc/YJxmefed2a2LF3r3/tAteIca/mYKTkyIEUNxjgdh47doS+kZIx5pJOmmSG2jmtLCIRjTt9cEktvfMOsHGj1y2SSKFATEQ8xaqubkDAa8r9+71uUWzgqCyL0VapgixX8krp2dMM8zIIy2BvRckGXBPmBsB33gmcdZbXLRKRAFx5JdCoEbdUUjax+CkQExHP8XqycmWzmPnNN71uTfRjNuEbb/gDsizvbcN692+/be6zRjPzHCV7cV3Y7NmmHJsbkIlIxIuLM9WC6ZNPgBUrvG6RRAIFYiLiOQYCbvVtd6ZGsg/Xg3FUlvu5dex4hk/WrJl5kmPHgP/8R+UvsxP3C3MX8z34IFCypNctEpEgcL/11q3Nemh32xCJbQrERCQidO0K1K8P7NuntI3sNHcu8PXX5j5nxThKe8Zef91E0+PGAaNHh+AJJUPvvw8sWQIULeovdykiVnHXig0caIqfSmxTICYiEYHFSt1qUn37cg9Ar1sUfThZxet3frzuOuCCC0L0xGefbWbDiGUwtclz6G3YALhbq7AGdqFCXrdIRLLg/POBm24y97k+l8kEErsUiIlIxGja1J+2wXL2Elo//gj88guQM6d/VDZkmDLHVLlly4D33gvxk4sTQbPUZcOGAIukiIi1OOjIsZQ//wQ++sjr1oiXFIiJSEThYD9nx4YOBcaO9bo10bW86NFH/cuLQl5sL39+/0p07l66eXOIXyCGMXr+9luTR/rhh+YfRESsVaKEfzDsqafUXcYy9eYiElFq1wYeeMDcv/tu4MABr1sUHVili3u1cc+2bJttZL4NF/rt2WOuLiQ0EfQ99/jzmOrV87pFIhICt98ONGgA7N7tHyST2KNATEQiDidUypcHVq0y9+XMcLTVjYu4V1vBgtn0Qpyp4W6lxN25mXcjZ4Z/TxboKF4ceOEFr1sjIiHc5JkT3JzoZgGlKVO8bpF4QYGYiEScfPlMgTi3st+CBV63yG733Qfs3AnUrWtGYbPVxRcD3bqZiiCc2lQ5+zPb8I2Rs7uopHBhr1skIiHEgkl33GHuc+KbE+CSNYcO8VqhKGyjQExEIlL79kDnzqZwB4OHlBSvW2Tv/r9DhpjRV05SJSWFaaFf7tzAtGnmxSVrHn4Y2L8faNwY6NHD69aISDbgHppMGV+0yJ9QIMF75pl4PP30Jejd267Qxq7WikhMefddUwPi99+Bjz/2ujX22bXLrLMjrkEI2/KiChWAxx839zkrtn17mF44ikyYAHz3nUn3/OADFegQiVJFivi3buEEOCfCJTgzZgBvv236yAsusCsLQz27iESssmXNaCE98QSwcaPXLbLLY4+Zv1nVqkDv3h68ePXqwKZNJjdSAsd92O6919znR+aUikjUYp0jTnxzApxbMUrgDh4Ebr6ZWTNxaNJkHa66SoGYiEjIcEaHlaVYiI9l1yUwkyaZSonEj8wUDCu+4Jdfmpkcll4fNizMDbDYm2+aEpfcl+3ZZ71ujYhkM3aT3E+MKeTM5h43zusW2ePpp4F//gFKl/bhttvsW1CuQExEIhpPTP36mY/M1BozxusWRT6W/O/Vy1/x/LLLPGrIhReaqUy6805gyxaPGmIRboj9/PPm/muvmV1fRSQmtm5xkwc4Ec6ZHjm1334z41b00UfHkC+ffdVOFIiJSMQ7/3z/bBhnyJi+IZnr0wdYuRIoVw743/88bgxzIs87D9i2zbx5qqKYOZZMu+46E0lfcQVwww1et0hEwogT4KVLm/EYZndL5thN9uxpTilMTWzb1s5ziwIxEbECFzGzBsSaNf6K3nKy2bP9I4R9+wIFCnjcoJw5TYpiYqJJTxw0yOMGRXgE/ccfpkz9V1+ZDYZEJGawv+7f39znFi4//uh1iyLXf/9rAlauJX/rLVhLgZiIWLO3GIvHuXuLcQ2UnFzj4dZbTal/Tqy0a4fImdJ0d5TmZjmqunKyyZP905dc1MfpTBGJOa1bA//5j7nPGR91lyfjzihuqX92lzZncCsQExFrXHklcMstJhWBgQYL8okfSyBz82vuSfP224gs//d/pn4+d5bmDqZKUfTbsQO48UbzN2EkffXVXrdIRDz08stAnTomo5sVFbWPph+XJrgpibweaNMGVlMgJiJWee894Nxzgc2bzRKaY8e8blFkmD7dX2CP+68VL47Iwp2kmaLIjz/8YFLvxFxNMDDl5kHnnBOBEbSIeJHRzWKzLD47frw/3VzgjOmtWGGSBqLh76JATESskiePqZ7IjxMnAi+95HWLvMeZwS5dgORk4NprgW7dEJlq1fJHi9zoWTuXAl98AQwdatbQDRhgcnBFJObVqOFPv2PwMWeO1y3y3pQpZqCRPv0UKFgQ1lMgJiLWqVnT7LlCLNzxyy+I6UJ7DL42bDB/F56cIrrGw6OPmrL2u3cDPXqY6DFWcaW5W6+aJesvuMDrFolIBLntNqBzZ9PPd+8O7NuHmLVxo1mS4P5dWrVCVFAgJiJW4jU8S9a6hSmYqhiLnnwSmDoVyJ8fGD7cggkVzvwwRTFvXhNBP/QQYhKvrK6/3ix4aNLEBKgiImlwUI3FKFgZkOM27jYusebQIaBTJzPgyJlCFuyKFgrERMRaLO/LWSCm5sXierEhQ/wnJMY21arBDtWrA19/7V/0xyuNWMOpXO414Jaq547lIiInKFIE+OYbE5R99pnp92NtGe1ddwEzZ5ructSoCNiWJYQUiImItTipwpMS14tNmGAqTcWKJUtM5Sh6/HEzWmgVNvi558x9bvTMab1YwSsJ92Dt1w8oX97rFolIBOOkObMfqFcvU6wiVrzzjllKGx8PDB4MVKmCqKJATESsxhmxDz/074fLxbzRbs8eE8cwq61pU+CFF2An7i3WtatZJ8aS7atXI+r9/ruppsJh3jvvBK65xusWiYgFOInesKFZXsv1UVu2IOqNHw88/LC5z+yPFi0QdRSIiYj1uM+Ku9cKr3FXrkTUcvdOWbrUlO9liWMuu7ISc20+/9zsL8YNc9q3B/buRdT65x+zGd7Bg0DbtiYtU0QkANz5Y8QIoGJFMyPWrl10F+9YvtwUouJ5nevBWWg3GikQE5Go8MEHwHnnmfVizZsD//6LqMRRwWHDzEmZVc9LlIDdmFc6ciRQsqTZjZpVWKJx91JWk+HOo9u3Aw0amBwbayNoEfFC6dLAzz8DRYsCf/xhti1h3Z9ozPpo3x7YuRO46CKgb98IrwZ8BhSIiUjUrBfjCapyZWDVKpPCwEmWaMIF2489Zu5zLxWmqUQFrpFiMJYjh/nIHNNowmFrzoRxqpYH6I8/WlDeUkQiUdWqwOjRZrPnsWPNmjFmSkSLlBRTfIvroFktktWAucF1tFIgJiJRNVrIoh3svNmJt25t8umjJQjjZJFbQeqOOxBdOOzpVk/kordBgxAV3F22OXzNYeyffjKzfyIiWcRBuO++M8VWWTGXy22jgc9nik/98IMJvpiKyfN6NFMgJiJRpVIlE4wVKwbMmWMmIg4cgPVBGNfA8SR1++2mbH9Upmkw0nzkEXP/xhtN+p7N3IIcY8aY4WvOhHE4W0TkDPHcxpQ9euklf9Eqm7vLhx4CXn/dfP7pp7Gxx70CMRGJOtymatw4oGBB4Ndfgc6dgcOHYaUBA/yFSBiEffSRKeMbtf73P6B7dzOTxI827zH2/PNm4x++YZzh46yfiEiI3HabfxeQe+81aXw2OnbMpFi+/bb5nHWMmJ4YC6L5dC4iMez8800ePWtBcO3Y9deba3vbgjC3dgVPUlEfhBFzbbjZM2eS3CnAV1+FVdhu1pp217pxCpMrz0VEQoxpiUxVZ7dz3XVm4t0mR46YdrtjVtwzjEFlrIj2U7qIxLCLLzY55qwBwUqDHD20JRgbONAfhLHdTEGJ+iAsbTDGPBt3B1MuGuB9G1akszQ9ryqefdZ8zoCMi/pERLIB09RZNbhjR5P5wTEfVte1pbvs1Mmsd2MlYH5kBkgsiZXTuojEqJYtTVaYu6iZ1RRZ4j7SgzAukXKDsI8/jqEgLO3VBRc+vPKKP2WRAQ1zWCK5RD132OYBx9L0HOKNtgqQIhJxeH5jEMMEAgZgXGp7661mtimSS9S3aeNfQssCHVdfjZgTa6d2EYlBHHEbMsRUDJ882ewf/NtviDg8aXLih7nxMR2EpcV6/f36mcCMfwzmmEbi1QX3QLvwQuD334HChYHx483O2yIiYcAZJWZOvPOOOWd8/rnZU3PrVkQcbqfItk2ZAuTPb5YPtGqFmBTLp3cRibFgbPZsoGZNYONGoEkTszA4UtI3li0zqZSc+GGb7rlHQVgqLpDjLBOvNFhJkeXCImnHbg7pNm4MrF0LnHMOMHOmOcBERMKI41X332/WRxcoAEybZsaHFi5ExJg+3XSXPB8XLQpMmgRceililk7xIhJT1RR5jdytm1kr9p//mPt793rXJgZd/fub4iLcaoqTKUOHmvoOCsLS6NoVGDXK5LBwtokRNWfKOHXo5ZvHnbWvusps2nzFFWZGjMGYiIhHuIcmu6KzzwZWrwYaNTLBmZf27wcefBC45BLgn3/Mfp9TpgANGiCm6TQvIjGF6Ylcg8XrZy7jYV49RwwXLw5/W3buNPEFc/l5kuJ1/F9/xWaefMBXF7NmmTeMCwxYKoxrsnhWD7d588wCxAceMMEg38SxY4EiRcLfFhGRE9So4Z+c5zgRx4tYjXDLlvC35ZdfgNq1Tdokx69uvtlkc597bvjbEmkUiIlITKZv3HcfMHWqGZX7+2+zceSjj5q0xXDgSCBPTJz9YkDIlERO9JQrF57Xt1atWia35a23zN4E7h/y5ZeBo0ez//XXrzdXEVxoyJ3DWZKTO5ByvzPeFxGJEEz94/ort4gHqytylox7jzE4y24cL+NOJBwvW7kSKF8e+Okns36N2R+iQExEYhjTNebONYuGDxww19OVKpn1WUznCDWmQ7KcPl+Po5S8pmcWG+MKVmhn5SsJAP9QzHFZtMjMSrFm8//9n4mmOWOWXVcU//2vecNYfpNXNcxrZRT/8MMmuhcRiTAcH+J6Y67FYhogAzAWc2VAxl1CsmP8yj3XccaLr00sesu1akxsEAsDsRdffBGNGzdGnjx5UKhQoYB+xufzoXfv3ihdujRy586N5s2bYxlXxKexY8cOXH/99ShQoIDzvLfeeiv2hWOYQEQiQokSwLhxJn+eC4h5Tc+TE6+3OfHB6+wzxVQQVmKvXBno3BmYONGs/2JVRAaCjB8kCypWNOmAX31lUgLnzwcaNgTq1DFTjKtWhSYA4wFRpYp5Ew8dMivLmfPz7bcmchcRiXBMfec4FesdMQjjeYmDjlxuy6rCZ7ozCMemWICDY2TMNOG5joONPO8xNZHdKAuIiKWB2JEjR9ClSxfcFcTGmK+++ireffdd9O3bFzNnzkTevHnRqlUrHOKJ9DgGYYsWLcL48ePx448/YurUqbidc7giEjM4mdG2LfDrr+aEwb3GOKLHiQ+epHhCee89k8rIdV2BYAEQPh/3A2M6BidT1q0zqSJPPGHSNJjNxjVrcoZvHv/IS5aYj6ysyIV23AeAVwCc9uSCwEBzTrlYj5E5f55BHQM8Xq2wBnS1asDIkSYdkuvUREQs6y65LpndJdMUORC5fLn5Gs9NLEj76qum0EegM2U8lz3/vCmGxW6R68AY5BUrZs517I5VRDZzibDEs88+63z84osvAp4Ne/vtt/HUU0+hQ4cOzte++uorlCxZEiNHjkS3bt2wZMkSjB07FrNnz0aD42Vb3nvvPbRt2xavv/46ypQpk42/kYhE4kmKJwzeOHLICZDvvzcpFry5GFhx0oVLkzhztm2bqVy+Zo258f6JARtnvbhQmie8XLnC/qtFP15RcGaMexIMH25mqxhV84qCN5bIZD/Pqw1Gv3nzmo/ujbmpDLD4xp94BcLZMP48y+gz0BMRsRi7sbvvNmNXb75pus1du0xmiFtdkUtwOY7FKofsLnfvNjc+zr3Pc1/aQlcsastLbu6FyaxxdZdRFIgFa9WqVdi0aZOTjugqWLAgGjZsiBkzZjiBGD8yHdENwoiPj4+Pd2bQOnHjoQwcPnzYubn2MHUFPHcfdW5ecl/f63aIPXTMZIzl5JmuwcpOQ4bEY8GCOCxcGIc1a+KcmS3efvzx1M9RpIgPbdv6cNddKbjgAv+GZbb/qSP6mOHuoDfdZG4bNyJ+2DDEDR6MeKYSBrh+zFehAnyXX46UJk3gY1TOyPv/27v32KiqLY7jv2mnPEpKtQgioVquUalaKeILbBSogkZNGglGgmI14Q8jCAIS6jtaRTQagy+QoN5EiPoPSowmIC8LPoogpKIUHwiIUsQrBVq49nWzNgyZcstjBM7ZM3w/ycl0piUs6MrMWWevvU6Mj//mJOB1zsBL5MzJZxcFbXvt5Mn7P+sqKtJUURHR8uUR/flnxLXR23EkaWktGjy4RSNGNKukpMW9BccE+atr8CxfjjWOlC3ErAgztgIWz57HvmeP3ewqapxoNKqcnJyDP9OWqVOnHlyhi7dgwQK3h80H1moJJIKcObyrrtp/mD17otq0qbM2bcrWL7901u+/d9Jpp/1XXbvuVdeu9QeOverWba86dmx0f8a62uyev6kmKXLG2hPLypRZU6Psn35SdO9eRfftc0d63GOkpUX/ueAC7SgoUL19bsSGb9jZiR04dXIGXiFngmOL/3bYdaytW7O0bl0XVVfvH2+YmdmozMyGg4+dOu3/Oi+vVjk5+xcn7AbSYVvoSb7UW5eF74XYlClTNG3atCP+jLUP9rbGU4+UlZVpwoQJrVbEcnNzNWTIEDf0I+wK3JLw+uuvVwZrwjgG5AwSlao5QzP6yZOqOYOTh5xBMudLrFvO60Js4sSJKrWxZEfwL7ua+Q90797dPdbU1LipiTH2vLCw8ODPbD/kznaNjY1ukmLsz7elffv27jiU/eJ9+OX7FguSAzmDRJEzSBQ5g0SRM0jGfDnWGEItxLp27eqOk6FXr16umFq0aNHBwsuqU9v7FZu82L9/f+3cuVOrVq1Sv3793GuLFy9Wc3Oz20sGAAAAAKf0+PrNmzdrzZo17rGpqcl9bUf8Pb+shXHegdFmkUhE48ePV3l5uebPn6+qqiqNGjXKTUIsKSlxP5Ofn68bbrhBo0ePVmVlpVasWKExY8a4QR5MTAQAAABwsiTNsA67MfO/7aY+B/S1kWay6cRLNPDADQqqq6tVa/M0D5g8ebLq6urcfcFs5auoqMiNq+8QNzt6zpw5rvgqLi520xKHDRvm7j0GAAAAADrVCzG7f9jR7iFm9w6LZ6tiTz75pDsOxyYkzp0794TFCQAAAAAp05oIAAAAAKmCQgwAAAAAAkYhBgAAAAABoxADAAAAgIBRiAEAAABAwCjEAAAAACBgFGIAAAAAEDAKMQAAAAAIGIUYAAAAAASMQgwAAAAAAkYhBgAAAAABoxADAAAAgIBRiAEAAABAwKJB/4WpqKWlxT3u2rUr7FDU0NCg+vp6F0tGRkbY4SAJkDNIFDmDRJEzSBQ5g2TOl1hNEKsRDodC7ATYvXu3e8zNzQ07FAAAAACe1AjZ2dmH/X6k5WilGo6qublZv/32m7KyshSJREKvwK0g3LJlizp37hxqLEgO5AwSRc4gUeQMEkXOIJnzxcorK8J69OihtLTD7wRjRewEsP/gnj17yieWhD4kIpIHOYNEkTNIFDmDRJEzSNZ8OdJKWAzDOgAAAAAgYBRiAAAAABAwCrEU0759ez3++OPuETgW5AwSRc4gUeQMEkXO4FTIF4Z1AAAAAEDAWBEDAAAAgIBRiAEAAABAwCjEAAAAACBgFGIAAAAAEDAKsRTy6quvKi8vTx06dNCVV16pysrKsEOCp6ZOnarLL79cWVlZ6tatm0pKSlRdXR12WEgizz77rCKRiMaPHx92KPDY1q1bdccdd6hLly7q2LGjCgoK9PXXX4cdFjzV1NSkRx99VL169XL5cu655+qpp54Sc+UQ89lnn+mWW25Rjx493GfQBx98oHiWK4899pjOOussl0PXXXedfvjhB/mKQixFvPfee5owYYIb3bl69Wr16dNHQ4cO1fbt28MODR5atmyZ7rvvPn355ZdauHChGhoaNGTIENXV1YUdGpLAypUrNXPmTF1yySVhhwKP/fXXX7r66quVkZGhTz75RN99951eeOEFnX766WGHBk9NmzZNr7/+ul555RV9//337vlzzz2nl19+OezQ4Im6ujp3jmuLD22xfJk+fbpmzJihr776Sp06dXLnw/v27ZOPGF+fImwFzFY47M3LNDc3Kzc3V2PHjtWUKVPCDg+e++OPP9zKmBVo11xzTdjhwGN79uzRpZdeqtdee03l5eUqLCzUSy+9FHZY8JB99qxYsUIVFRVhh4IkcfPNN+vMM8/U7NmzD742bNgwt7LxzjvvhBob/BOJRDRv3jzX1WOspLGVsokTJ2rSpEnutdraWpdTb7/9tm6//Xb5hhWxFPD3339r1apVbvk1Ji0tzT3/4osvQo0NycHeqExOTk7YocBztpJ60003tXq/Adoyf/58XXbZZRo+fLi70NO3b1/NmjUr7LDgsQEDBmjRokXasGGDe7527VotX75cN954Y9ihIQls3LhR27Zta/X5lJ2d7RYrfD0fjoYdAI7fjh07XF+1Vfzx7Pn69etDiwvJwVZPbZ+PtRBdfPHFYYcDj7377ruu9dlaE4Gj+fnnn12bmbXNP/TQQy5v7r//frVr10533XVX2OHB01XUXbt2qXfv3kpPT3fnNk8//bRGjhwZdmhIAtu2bXOPbZ0Px77nGwox4BRnKxzffvutu+oIHM6WLVs0btw4t6fQBgIBx3KRx1bEnnnmGffcVsTsvcb2blCIoS3vv/++5syZo7lz5+qiiy7SmjVr3IVCazcjZ5CKaE1MAWeccYa7clRTU9PqdXvevXv30OKC/8aMGaOPPvpIS5YsUc+ePcMOBx6z9mcb/mP7w6LRqDtsT6Ftirav7co1EM+mll144YWtXsvPz9fmzZtDiwl+e/DBB92qmO3lsQmbd955px544AE36Rc4mtg5bzKdD1OIpQBr8+jXr5/rq46/EmnP+/fvH2ps8JNtaLUizDa5Ll682I0KBo6kuLhYVVVV7gp17LDVDmsZsq/tYhAQz9qdD70thu39Oeecc0KLCX6rr693e9zj2XuLndMAR2PnMlZwxZ8PW6urTU/09XyY1sQUYT34tmxvJ0ZXXHGFm2JmIz7vvvvusEODp+2I1vrx4YcfunuJxXqnbVOrTacCDmV5cugeQhsLbPeHYm8h2mIrGTZ8wVoTb7vtNndvyzfeeMMdQFvs/lC2J+zss892rYnffPONXnzxRd1zzz1hhwaPJvf++OOPrQZ02MVAGzZmeWOtrDbR97zzznOFmd2XzlpbY5MVfcP4+hRio+uff/55d1JtI6WtZcgmxQBtjXxty1tvvaXS0tLA40FyGjhwIOPrcUTW+lxWVuZuqGonRXbRcPTo0WGHBU/t3r3bnThbt4a1QtsJ9IgRI9wNeq37B1i6dKkGDRr0f6/bYoSNqLeyxu6paxd8du7cqaKiIne7lfPPP18+ohADAAAAgICxRwwAAAAAAkYhBgAAAAABoxADAAAAgIBRiAEAAABAwCjEAAAAACBgFGIAAAAAEDAKMQAAAAAIGIUYAAAAAASMQgwAAAAAAkYhBgDAP9TU1KQBAwbo1ltvbfV6bW2tcnNz9fDDD4cWGwDAb5GWlpaWsIMAACBZbdiwQYWFhZo1a5ZGjhzpXhs1apTWrl2rlStXql27dmGHCADwEIUYAADHafr06XriiSe0bt06VVZWavjw4a4I69OnT9ihAQA8RSEGAMBxso/SwYMHKz09XVVVVRo7dqweeeSRsMMCAHiMQgwAgBNg/fr1ys/PV0FBgVavXq1oNBp2SAAAjzGsAwCAE+DNN99UZmamNm7cqF9//TXscAAAnmNFDACA4/T555/r2muv1YIFC1ReXu5e+/TTTxWJRMIODQDgKVbEAAA4DvX19SotLdW9996rQYMGafbs2W5gx4wZM8IODQDgMVbEAAA4DuPGjdPHH3/sxtVba6KZOXOmJk2a5AZ35OXlhR0iAMBDFGIAAPxDy5YtU3FxsZYuXaqioqJW3xs6dKgaGxtpUQQAtIlCDAAAAAACxh4xAAAAAAgYhRgAAAAABIxCDAAAAAACRiEGAAAAAAGjEAMAAACAgFGIAQAAAEDAKMQAAAAAIGAUYgAAAAAQMAoxAAAAAAgYhRgAAAAABIxCDAAAAAAUrP8BBm511TOMyiIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2IAAAIjCAYAAABh3KjvAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAT7ZJREFUeJzt3Ql0U2X6x/GnpQUKyib7IvsIyCoIgv4V2RUXlEERFEGFEUERVBRlXwUREURRZD1SYXCEQYdBKgioICC4IiI4KCqrIlvLUmj+53lnbk7Spm3apm9u2u/nnFByc3Pz3pu3yf31XW6Ux+PxCAAAAADAmmh7LwUAAAAAUAQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAFmwYMECiYqK8ruVLVtWbrzxRvn3v/8t+cnvv/9u9n/06NHhLgoAABEnJtwFAIBINHbsWKlevbp4PB45fPiwCWg333yzvPfee3LLLbeEu3gAAMDlCGIAkA033XSTNGvWzHv/wQcflHLlysnbb78dkiCWkpIi58+fl8KFC+d4WwAAwH3omggAIVCiRAmJi4uTmBj/v29NnTpVWrVqJZdddpl5vGnTpvLOO++keb528Rs4cKAsXrxYrrzySilUqJCsXr064GutX78+TfdI5/bJJ5+YdbS7oN7//vvv5a677pJixYqZMgwaNEjOnj3rt7358+dLmzZtTBdLfd169erJa6+9luZ1k5KSpE+fPlK0aFGzzvbt283y5ORks7xIkSLSqFEj+fzzz/2e17p1a3PztW3bNm+ZUx8H366OFy5cMC2NpUqVku+++y7d9dQLL7xglqd+rfS89dZb0rx5c1PukiVLyvXXXy9r1qzxPl6tWjXp3bu333OWLVtmXkMfc/z0009mmb7XqdWvX99bntOnT5tjp+9Bar/++qsUKFBAJk2a5F12/PhxGTx4sHktfV8qV64svXr1Ml1ClQb1kSNHmjpVvHhxs+3/+7//k48++iio/Q92/7Ly/H79+pk/Hmgd9fXqq69663XFihVlwIABZv9S27Jli3m/9f3Q/WnYsKG8/PLL3sf19VKX7ZdffjG/W1pufS98yxfojyL6e+Zb72644QZTbwO54oorpGPHjn5/INHyNGjQwOxnmTJlpFOnTn51PtjfJwCgRQwAsuHEiRPmhFi7Jh45ckRmzpxpTrTvvfdev/X0pO22226Tnj17mhPnJUuWSLdu3eT999+Xzp07+627bt06+fvf/25OFEuXLp3pyfBjjz0mV199dZoTR18awnQ7eoL/2WefyYwZM+TPP/+URYsWedfRk0Q9SdZyapDU7pWPPPKIOenUE2aHhoKFCxea8mko0HXUG2+8YU48x48fb/ZXWwv/85//yKWXXppu2Z9++mkJxkMPPWRO6hMSEswJbXr0pN43xGRmzJgxJshpSNZupgULFjQhQN+DDh06BHyOhsLnnntOsuuSSy6RO+64Q5YuXSrTpk0zwcuhLalal7SeKK1LGqp27dolDzzwgFx11VWmvq1cudKENq0fJ0+elDfffFPuuece6du3r5w6dUrmzp1rgsPWrVulcePGWSpfTvdv1KhR5vV1/3zDsB5nPd7t2rWT/v37y+7du02d0zD+6aefSmxsrFlP32MNThUqVDBhtXz58mb/9XclUHh1aBhN/ceFrLjvvvvM8fv2229NcHZo+X744QcZPny4X8u3dkPWOq51U4/Zxx9/bH63nBbyYH+fAEA/+AEAQZo/f75HPzpT3woVKuRZsGBBmvWTkpL87p8/f95Tv359T5s2bfyW6zaio6M9O3fuzLQMH330kVl/2bJl6a4zatQos85tt93mt/yRRx4xy7/66qt0y6g6duzoqVGjhvf+oUOHPAULFvQMGzbMu+z9998327r55ps9KSkpZtmuXbs8UVFRnpdeesm73g033GBujlWrVpnnderUyfxMfRy07Epfq0CBAp4VK1akKZ/vemro0KGesmXLepo2ber3WoHs2bPHHOs77rjDc/HiRb/HnP1QVatW9dx///3e+6+++qp5n2+88UbzmGPfvn2mPC+88EKa17ryyiv9yvPBBx+Ydf/973/7rdewYUO/9UaOHGnWe/fdd9Ns0ynjhQsXPOfOnfN77M8///SUK1fO88ADD2R4DLKyf8E8//XXXzflnTlzpt86R44cMfWmQ4cOfsf6lVdeMevPmzfPuy/Vq1c329R9CLS/Sl/Pt2zffvuteS9vuukmsz19L3zL17lz5zTlHjBggF+9O378uKdw4cKep59+2m+9xx57zFO0aFHP6dOnzf1169aZ5+ny1HzLGMzvEwAouiYCQDbMmjXL/AVfb9rFTWdN1L+Qv/vuu37raZcph7ZEaUuatnTs2LEjzTa1i1RGrT7Zkfov8I8++qj5uWrVqoBldFr6tCzaqqX3lf7VX1v07rzzTu+6LVq0MD+1Vc7p6lWnTh2zD2vXrg1YHs1Qw4YNk65du3qfH8grr7xiWri0Be/222/PcB9/++030yI5YsQI0+qUmRUrVpjWCW1JiY72/xpM3VXSt1umtpxpa+Dll1+e7jp67HxvFy9e9FtHW4W0a552QXVoS8zXX3/t15r6j3/8w3SX0xa01JwyaouatuQp3Z9jx46ZFhptmQlUvzISzP6l55///Kdp8XnqqafM8319+OGHpt48/vjjfsdaW6C0u+y//vUvc/+LL76Qffv2mfW0m2+g/Q1E65K2FmorcyDabTb1e5K69Uy7dWodc1ollb5v2rLXpUsX00XSeU+0LNryl5pvGYP5fQIARRADgGzQsUV6Uq037U6mJ5QaQPREVE88Hdqt6pprrjHjSXSck44p0a5LgU7IdBZGX0ePHpVDhw55b9pdLatq167td79mzZrmhNh3LI12D9P90BNOPQnWMj777LPmMaecOg5HVapUKdPX1HWc9VPTALJz506ZOHFius/XywA4XdE0XGRGT4w13Pztb3+TYPz444/mGGQl9GpXQj2Bd45LeuXQY+d70zF6vvR1tb5oGNTw4xwTrR++YULL6NtNLj3aVVTHUenzdQygvqbWxaye8Aezf4F8+eWXpmukBpdA79XPP/8csMusBsgaNWp4H9f9VcHss0PHQ2q3v8mTJ6cb1nTMX+r3RLtPpqZj7/bv32/+4OAESJ0NVbstOrSMWs/09zgjwfw+AYAiiAFACOgJtraKHTx4UPbs2WOW6UmdjhPRk2SdrEBbobQFrUePHt6/vPvy/Uu609Kk42WcW6DJILIq9Qmrnly2bdvW/NVeT8b1JF7LqOPBnJYWldUxOGfOnEmzTAOqtlrpOJu//OUv6T5XxzfpOto6ouPOdExRenQMkY7Z0fWcsUahpsdGJwLRcW0ZnYTrRBVOK6lzCzTOT0/6NVRrGNN6EB8fb8ZGactMVmhLrE5eoeFaw4VO7qKvqeP1nPctlPsXyFdffWXGg2ndnDdvXppJOnKTllfHw+n+pkdbXVO/J4FaWHU7OuupHlOlP3WMmgaqrAj29wkAFJN1AECIaLcw5bRcaVcmDWEffPCBmT3Nd1a1YGhLiW+g0RaErNJQ6NvStnfvXnMy6AQEbVE4d+6cmQTCt0ta6pn3NAiqAwcOeP+fUVdBbTlITcOoTmyS2QWg27dvb1oNNfxpWNGA48wUGahrmk5Kcffdd0uwNLjoMdBZGIOZ0EJDnk48ktGEEU7rY+oTd6dbmy9t9WnSpIl5f3XSE22J0a6VqcuoXRYzorNvap3Q7rC+xyZQ17lQ7F8gOnugzrSof0TQn/peaTdL57ILVatWNT81TPvWXw3l2hXROV66v0r3OZjwo/Vi8+bNmXbB1ElNUm9Pn5uadvPUP5BoqNcWNl1Hu0/6TqiiZdTfZW35Sy+wBvv7BACKFjEACAEdi6LdoLTLVd26dc0yPYnTE2TfcULaJTDQiWAg1157rbf7o96yE8R0LJsv54RfZ31zyqh8W+i0+1TqsKhTu6vly5d7l+ksg87scg6dZU4DjrO+Q2f0mzBhgmkZ0JaGjOhMhlouDTGzZ8+WjRs3ypw5c9KspyfiOj7p+eefz3AcUWo67kdbMHVMVOoWitQtlfp+aSjU8Ji6xTIntMub1pfp06ebLoXO++HQMXTa2uR7vFOXMdB7p++JHpdg5XT/dHyWvk96PHUGR92eHleH1lv9ndCxfr7l1BY8rWfOzKG6Hf2DgR6P1NPap35P9PdJu/ppcMrqzJCZvSc6jlO7uAaaAVXfEy2LzgCZlfck0O8TAChaxAAgG3QckzP+R1t5tHuZtj4988wzZhICpSeZ2j1JrzOkJ426ngajWrVqmVYDG7TVQbtHahn0BF27XGlZnOsm6VTteqJ86623ek9ANfToNZC0m6VDQ2D37t3NBBq6jo4D02nrlV5DSR/TbmA6fb12sdNpyn1py4W2TgwdOjRL5dcuY3pCrM/TMvq2xmmQ0dazrHYf0+Ov07SPGzfOTJyiE5Boi6UGSm3J850Gf8OGDSZY63XSQknfA90nDVp6rFJ3q9SJL7TFS8eN6fT1eq0wbYnRlhYNp/r+aXdGbQ3TCT20rul7rY/p2LdgxxOGcv+0pU+7C2ow1vqgY9d0fJS2Wmp40TqodVFbx7R1VLveOmFHg5wGQn2PNVxpefS91t8xHVOoLVEOnb5f66zvhDOhoK2Uug/asqfHRMOhL+16rGFNQ6X+ruv+aJDXLsj6mI4PDfb3CQAMJo8EgJxNX69TXzdu3Njz2muv+U1jrebOneupXbu2mRa8Tp065vnO1PK+9L5Oqx2MrExf/91333n++te/ei699FJPyZIlPQMHDvScOXPGb92VK1ea6dN1P6pVq+aZPHmymVY89XTgp06d8tx7772eIkWKmH1xpmJ/9tlnPb179/bExcWZqfk3bdrkt32dll3X853S3reMGU1Lr37//XdPmTJlzHTzvuvpNPnbt29P81qZTV/v0H1s0qSJeW/02OjzEhIS/KY/19dZvny53/NST6Gelenrfem0//q81MfL8ccff5j3q1KlSmYK+MqVK5vX1uOhtK5NnDjRlEX3QfdFLymQunzpCXb/gp3+Xp09e9bUjauvvtpMSe87Xb0uj42NNdPr9+/fP8009eqTTz7xtG/f3tRXnTpe66XvlPj6elrmQYMGBfy9zM709b6mTJliHtPjGojuk77Pui/6nmi91KnzfethsL9PABCl/5BJASBvcS6iqzMvaktUbtAJCbTFQ8ckZTbuC2lpS9Y333xjxu3BHbRFV7vPahfLrE7jDwBZxRgxAAAs025qOqOe7/ToCC/9u7SOXdNrfhHCANjAGDEAACzRcVx6nSmd2ELHhQV77TPknsTERDP2Tmc21BZKnQAGAGwgiAEAYIlOjqETUWiLi16MObMZJJH7tPuuTp6iF1/W2Rh1QhEAsIExYgAAAABgGWPEAAAAAMAyghgAAAAAWMYYsRDQCzoeOHBALr30UomKigp3cQAAAACEiY78OnXqlFSsWNFcsD49BLEQ0BBWpUqVcBcDAAAAgEv88ssvUrly5XQfJ4iFgLaEOQe7WLFiEumSk5NlzZo10qFDBzO9MpAR6guygvqCYFFXkBXUF7ipvpw8edI00jgZIT0EsRBwuiNqCMsrQaxIkSJmX/gwQ2aoL8gK6guCRV1BVlBf4Mb6ktmQJSbrAAAAAADLCGIAAAAAYBlBDAAAAAAsY4wYAAAAkEemTb9w4YJcvHgx3EVx/RixmJgYOXv2bLaOVYECBczzc3rZKoIYAAAAEOHOnz8vBw8elKSkpHAXJSICa/ny5c2M59kNUzrZR4UKFaRgwYLZLgdBDAAAAIhgKSkpsm/fPtNSoxcR1nCQ09aavH68Tp8+LZdcckmGF1xOL8Rp6D169Kg55rVr187yNhwEMQAAACCCaTDQcKHXrtKWGmRMj5Ues8KFC2crRMXFxZlp73/++WfvdrKDyToAAACAPCC7LTMIz7Hm3QIAAAAAywhiAAAAAGAZY8QAAACAvCre8qQdPTwh2Uzv3r3l+PHjsmLFiiw9b+3atTJw4ED59ttvzeQlmfnuu++kQ4cOsnv3bilatKjYRIsYAAAAAFd5+eWXZcGCBVl+3tChQ2X48OFBhTBVr149ueaaa2TatGliG0EMAAAAgKsUL15cSpQokaXnfPLJJ/Ljjz9K165ds/S8Pn36yGuvvWYuhm0TQQwAAABAWLzzzjvSoEEDMyX8ZZddJu3atZPExETTNbFLly7e9Vq3bi2PPfaYafEqVaqUuSDz6NGj/ba1ZMkSad++vXc6eb3ml26vY8eO5v/q2LFjcvnll8vEiRO9z9Pn6PINGzaITREVxDZu3Ci33nqruVCdXqQumD6j69evl6uuukoKFSoktWrVCtjEOWvWLKlWrZp501q0aCFbt27NpT0AAAAAoA4ePCj33HOPPPDAA7Jr1y5z3n7nnXd6Q1NqCxcuNOO4tmzZIlOmTJGxY8dKQkKC9/GPP/5YmjVr5r2veUGfs23bNpkxY4ZZ9vDDD0ulSpVMoHPoBbAbN25snm9TRE3Woem4UaNG5s3SNykzerXrzp07mwO+ePFiM3jvoYcekgoVKphkrJYuXSpDhgyR2bNnmxA2ffp085gO2CtbtqyFvQIAAADyZxC7cOGCOa+vWrWqWaatY+lp2LChjBo1yvy/du3a8sorr5jze23RUnqBZW2w8aWh6/XXX5devXrJoUOHZNWqVbJ9+3aJifGPQfo8fb5NERXEbrrpJnMLloar6tWry4svvmju161b1/Qdfemll7xBTAfm9e3b1/QNdZ7zr3/9S+bNmyfPPPNMLu0JAAAAkL81atRI2rZta8KXnpvr7IV//etfpWTJkukGMV/auHLkyBHv/TNnzni7Jfrq1q2bLF++XJ5//nkzFkxD3MmTJ/3W0a6RSUlJYlNEBbGs2rx5s+kX6kvf5Mcff9z8//z58yYRDxs2zO8q2focfW56zp07Z24O541MTk42t0jn7ENe2BfkPuoLsoL6gmBRV5AV+b2+6H5rd76UlBRzC+c4pNSvn5GoqCj54IMPZNOmTaaL4cyZM+W5554z5+G6P84+ObQVK/X2L1686F1WunRp+eOPP9KsowFLz/l1JsUffvjB2/XRd/v6vJo1awZdfl1Pn6/HPvUMjcHWwzwdxLT5sVy5cn7L9L4GJ03Mf/75p3nzAq3z/fffp7vdSZMmyZgxY9IsX7NmjRQpUkTyCt8+t0BmqC/ICuoLgkVdQVbk1/qiAUUnrzh9+rRpaPCVtXkHcy51S1MwGjRoYG6DBg0yrV466YaGGe226GxP/6/75rt9XabrOcvq168vX331VZoy6DAktWzZMrnrrrvMxB/XX3+9nDp1yrvON998Y4Y0BVt+LYvmCZ3DIvVsi8G2rOXpIJZbtAXNeUOVvmFVqlQxzanFihWTSKcVWj/ItL9tbGxsjrZVXNzjRLgLkEeFsr4g76O+IFjUFWRFfq8vZ8+elV9++UUuueSSgF3zbMrKufCWLVtk3bp15n3TuRn0/u+//24mztCWKw2Yzvb0/zqphu/2dZm+384yDVKLFi3yW0eHHOlcEZ9++qmZwO/JJ5+UAQMGmIk59PxdW+V++uknM17tlltuCbr8esy1O6MGutTHPNgwl6eDmP5l4PDhw37L9L4eYD1w2oyot0Dr6HPTozMw6i01rQh56Zc/FPtzRtwj77wz7pTX6j9yF/UFwaKuICvya33RHl4aKHSIjd789Ag8A2FuyUpXyBIlSphApBdv1vCiE3bo3A4aqLT1ytknR6D7vsvuvfdeefrpp2XPnj1yxRVXyNGjR81cEDrNvTObojPTojaq6NT5+lydvE8bVHRuiaD3MzravHagOhdsHczTQaxly5ZmZhRfeuB1udJU3bRpUzPbinOdAu3vqfcHDhwYljIDAAAA+UHdunVl9erVAR9Lfckpndo+tdSXstLri+k5vE7GpzMllilTxgxVSh2S9FJVTquVdjHUyfri4+PFtoi6jpj2e/3yyy/NzZmeXv+/f/9+b5dBnZrSodPW/+c//zHXCdAxX6+++qr8/e9/l8GDB3vX0TQ8Z84cc40BvX5B//79zTT5ziyKAAAAACLDc889Z1rWgp10Q3PEs88+K9dee63YFlEtYp9//rnceOON3vvOOK3777/fpGbt2+mEMqXNi9ovVIOXNnlWrlxZ3nzzTe/U9eruu+82zZYjR440iVn7pGoyTz2BBwAAyBuixD3sdhqLMPFZeafiRIq+LbKseO4MjLDcvQ/Zp90dNVgFq1atWuYWDhEVxHSGk/SutB2oCdN5zhdffJHhdrUJk66IAAAAAGyJqK6JAAAAAJAXEMQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAAB5VJTlmxtdf/31Eh8fH/T63bt3lxdffFFyG0EMAAAAQJ60cuVKOXz4sAlXwRo+fLhMmDBBTpw4katlI4gBAAAAyJNmzJghffr0kejo4GNP/fr1pWbNmvLWW2/latkIYgAAAADCJiUlRaZMmSK1atWSQoUKyeWXX25apNQ333wjbdq0kbi4OLnsssukX79+cvr0ae9z169fL82bN5eiRYtKiRIl5Nprr5Wff/7ZPHb06FFZt26d3HrrrX7rFy5cWDZt2uRdpq9dtmxZ03Lm0OcsWbIkV/ebIAYAAAAgbIYNGybPP/+8jBgxQr777jsznqtcuXKSmJgoHTt2lJIlS8q2bdtk2bJl8uGHH8rAgQPN8y5cuCBdunSRG264Qb7++mvZvHmzCWpRUf8drfbJJ59IkSJFpG7dut7Xat26tQwaNEgefvhh0/Xwiy++MK/75ptvmtd0aLjbunWrnDt3Ltf2OybXtgwAAAAAGTh16pS8/PLL8sorr8j9999vlmm3wOuuu07mzJkjZ8+elUWLFpkWL6XraWvV5MmTJTY21oSpW265xTxH+YYubRnTcJW6W+K4cePkgw8+kL/97W+yc+dO87q33Xab3zoVK1aU8+fPy6FDh6Rq1aq5su+0iAEAAAAIi127dplWp7Zt2wZ8rFGjRt4QprTroXZl3L17t5QqVUp69+5tWs00nGmgO3jwoHfdM2fOmG6IqRUsWFDeeOMNeffdd03Qe+mll9Kso10hVVJSkuQWghgAAACAsIj7X+DJrvnz55suia1atZKlS5fKX/7yF/nss8/MY6VLl5Y///wz4PO026E6duyYuaXmLCtTpozkFromAhCJz8mVP+JEir4tsqy4/u0p52Xp4cn5NgAAQESoXbu2CWNr166Vhx56yO8x7Wa4YMECM1bMaRX79NNPTVfDK664wrtekyZNzE3HmrVs2dKMMbvmmmvMMu1aqGFMx5k5fvzxR3nuuefk9ddfN+POtGuijj3z7cL47bffSuXKlU2Yyy20iAEAAAAIi8KFC8vTTz8tQ4cONWPBNCRpi9bcuXOlZ8+e5nENShqMPvroI3n00UflvvvuM2O/9u3bZ8KXtojpeLA1a9bInj17vOPENIhpkNLw5rh48aL06tXLzMSo09pri5pO9JH6As4ff/yxdOjQIVf3nRYxAAAAII+KhH4mI0aMkJiYGBk5cqQcOHBAKlSoYGY11BkPdVINneXw6quvNve7du0q06ZNM8/T+99//70sXLhQ/vjjD/O8AQMGmEk4VIECBUzYWrx4sZnQQ+m0+BradJnS5+h4sXvuuccELx2TpuPGVqxYIatXr87V/SaIAQAAAAib6Oho01VQb6k1aNDAXAssEG0VW758eYbbHjx4sFx55ZUmfOnshxr2hg8fLidPnvSuc+edd/pNU6+tZDp9vXZvzE10TQQAAACQJ5UvX950c9y/f3/Qz9Fp8WfOnCm5jRYxAAAAAHlWly5dsrR+6klDcgstYgAAAABgGUEMAAAAACwjiAEAAAB5gMcTCXMk5g2eEBxrghgAAAAQwXRyCZWUlBTuouQbSf871s6xzw4m6wAAAAAimF4vq0SJEnLkyBHv9bWioqLCXSzXSklJkfPnz5vrhenU+VltCdMQpsdaj7ke++wiiCH/iHfRB1IPug4AAIDQTtOunDCGjMPUmTNnJC4uLtuBVUOYc8yziyAGAAAARDgNFBUqVJCyZctKcnJyuIvjasnJybJx40a5/vrrs9W1UJ+Tk5YwB0EMAAAAyCM0IIQiJORlBQoUkAsXLkjhwoVzNMYrp5isAwAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwLKIC2KzZs2SatWqSeHChaVFixaydevWdNdt3bq1REVFpbl17tzZu07v3r3TPN6pUydLewMAAAAgP4qRCLJ06VIZMmSIzJ4924Sw6dOnS8eOHWX37t1StmzZNOu/++67cv78ee/9P/74Qxo1aiTdunXzW0+D1/z58733CxUqlMt7AgAAACA/i6gWsWnTpknfvn2lT58+Uq9ePRPIihQpIvPmzQu4fqlSpaR8+fLeW0JCglk/dRDT4OW7XsmSJS3tEQAAAID8KGJaxLRla/v27TJs2DDvsujoaGnXrp1s3rw5qG3MnTtXunfvLkWLFvVbvn79etOipgGsTZs2Mn78eLnsssvS3c65c+fMzXHy5EnzMzk52dwinbMPodiXOHGPZDeVxnX1JC7HxzVkx9d1xwZu/XxB3pabdcVF3wbCb0Jo3qmQfxeleQHeqbwkOZe/i4LdbpTH4/FIBDhw4IBUqlRJNm3aJC1btvQuHzp0qGzYsEG2bNmS4fN1LJl2Z9T1mjdv7l2+ZMkS00pWvXp1+fHHH+XZZ5+VSy65xIS7AgUKBNzW6NGjZcyYMWmWx8fHm20BAAAAyJ+SkpKkR48ecuLECSlWrFjkt4jllLaGNWjQwC+EKW0hc+jjDRs2lJo1a5pWsrZt2wbclrbK6Vg13xaxKlWqSIcOHTI82JFCU7x242zfvr3ExsbmaFvFxT1OLHNRabqdEFfJwbHRvz4mFJ0n7RMfkFg5k/eODVz7+YK8LTfriou+DYRPvNB8N4X8uyg1vpvylORc/i5yestlJmKCWOnSpU0L1eHDh/2W630d15WRxMRE0/I1duzYTF+nRo0a5rX27t2bbhDTMWWBJvTQNzIvnViEYn9y4aMw23Llgzm7XFdPzoTk+IbkGLvu2CA35LXPS0RWXXHRt4HwWxDadypk30VpNsw7lRfF5tJ3UbDbjJjJOgoWLChNmzaVtWvXepelpKSY+75dFQNZtmyZGdN17733Zvo6v/76q5ldsUKFCiEpNwAAAABEbBBT2h1wzpw5snDhQtm1a5f079/ftHbpLIqqV69efpN5+HZL7NKlS5oJOE6fPi1PPfWUfPbZZ/LTTz+ZUHf77bdLrVq1zLT4AAAAAJAbIqZrorr77rvl6NGjMnLkSDl06JA0btxYVq9eLeXKlTOP79+/38yk6EuvMfbJJ5/ImjVr0mxPuzp+/fXXJtgdP35cKlasaMZ5jRs3jmuJAQAAAMg1ERXE1MCBA80tEJ1gI7UrrrhC0psYMi4uTj744IOQlxEAAAAA8kzXRAAAAADICwhiAAAAAGBZxHVNBAAAyFPio8QVegQeygEgdxDEAAAAIC6JgwaREPkBXRMBAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLYmy/IACRKHEPT7gLAAAAkA/RIgYAAAAAlhHEAAAAAMCyiAtis2bNkmrVqknhwoWlRYsWsnXr1nTXXbBggURFRfnd9Hm+PB6PjBw5UipUqCBxcXHSrl072bNnj4U9AQAAAJBfRVQQW7p0qQwZMkRGjRolO3bskEaNGknHjh3lyJEj6T6nWLFicvDgQe/t559/9nt8ypQpMmPGDJk9e7Zs2bJFihYtarZ59uxZC3sEAAAAID+KqCA2bdo06du3r/Tp00fq1atnwlORIkVk3rx56T5HW8HKly/vvZUrV86vNWz69OkyfPhwuf3226Vhw4ayaNEiOXDggKxYscLSXgEAAADIbyJm1sTz58/L9u3bZdiwYd5l0dHRpivh5s2b033e6dOnpWrVqpKSkiJXXXWVTJw4Ua688krz2L59++TQoUNmG47ixYubLo+6ze7duwfc5rlz58zNcfLkSfMzOTnZ3CKdsw+h2Jc4cY9kF5UmzkX15L8licvxcQ3Z8XXRsYG7P1+Qt+VmXXHPt0HOP4NDKZK/m0L+XZTmBdxzbOD+76Jgtxvl0WahCKCtVJUqVZJNmzZJy5YtvcuHDh0qGzZsMN0KU9MwpeO9tKXrxIkTMnXqVNm4caPs3LlTKleubLZ17bXXmm3rGDHHXXfdZVrStCtkIKNHj5YxY8akWR4fH29a6AAAAADkT0lJSdKjRw+TP3SYVMS3iGWHBjbf0NaqVSupW7euvP766zJu3Lhsb1db5XSsmm+LWJUqVaRDhw4ZHuxIoSk+ISFB2rdvL7GxsTnaVnFxjxPL3FOa4t1OiFuYkuTg2OhfHxOKzpP2iQ9IrJzJeYFcdGzg7s8X5G25WVfc822Q88/gUIrk76aQfxel5qJjA/d/Fzm95TITMUGsdOnSUqBAATl8+LDfcr2vY7+CoQe6SZMmsnfvXnPfeZ5uw7dFTO83btw43e0UKlTI3AJtPy+dWIRif3LhozDbcuWDOZvOuKie/LckZ0JyfENyjF10bJB78trnJSKrrrjn2yB0n8GhkBe+m0L2XZRmw+45NnD/d1Gw24yYyToKFiwoTZs2lbVr13qX6bgvve/b6pWRixcvyjfffOMNXdWrVzdhzHebmmC1m2Ow2wQAAACArIqYFjGl3QHvv/9+adasmTRv3tzMeJiYmGhmUVS9evUy48gmTZpk7o8dO1auueYaqVWrlhw/flxeeOEFM339Qw89ZB7XcWCPP/64jB8/XmrXrm2C2YgRI6RixYrSpUuXsO4rAAAAgLwrooLY3XffLUePHjUXYNbZDrX74OrVq71T0u/fv9/MpOj4888/zXT3um7JkiVNi5pO0KFT3/tO9qFhrl+/fiasXXfddWabqS/8DAAAAAD5MoipgQMHmlsg69ev97v/0ksvmVtGtFVMW870BgAAAAA2RMwYMQAAAADIKwhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlMbZfEAAA5L4ocQ9PuAsAAC5EEAMAAAAiSbyL/tTSgz+1ZBddEwEAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgWcQFsVmzZkm1atWkcOHC0qJFC9m6dWu6686ZM0f+7//+T0qWLGlu7dq1S7N+7969JSoqyu/WqVMnC3sCAAAAIL+KqCC2dOlSGTJkiIwaNUp27NghjRo1ko4dO8qRI0cCrr9+/Xq555575KOPPpLNmzdLlSpVpEOHDvLbb7/5rafB6+DBg97b22+/bWmPAAAAAORHERXEpk2bJn379pU+ffpIvXr1ZPbs2VKkSBGZN29ewPUXL14sjzzyiDRu3Fjq1Kkjb775pqSkpMjatWv91itUqJCUL1/ee9PWMwAAAADILTESIc6fPy/bt2+XYcOGeZdFR0eb7oba2hWMpKQkSU5OllKlSqVpOStbtqwJYG3atJHx48fLZZddlu52zp07Z26OkydPmp+6bb1FOmcfQrEvceIeyS4qTZyL6sl/SxKX4+MasuPromMDd3++IGPu+cRzPmfcU1fcd2zcUaJI/m4K+XdRmhdwz7ERF9UZdx6b8H8XBbvdKI/H45EIcODAAalUqZJs2rRJWrZs6V0+dOhQ2bBhg2zZsiXTbWjr2AcffCA7d+40Y8zUkiVLTKta9erV5ccff5Rnn31WLrnkEhPuChQoEHA7o0ePljFjxqRZHh8fb7YFAAAAIH9KSkqSHj16yIkTJ6RYsWKR3yKWU88//7wJXdr65YQw1b17d+//GzRoIA0bNpSaNWua9dq2bRtwW9oqp2PVfFvEnPFnGR3sSKEpPiEhQdq3by+xsbE52lZxcY8Ty9xTmuLdTohbmJLk4NjoXx8Tis6T9okPSKycyXmBXHRs4O7PF2TMPZ94//uccVFdcd2xccn3UyR/N4X8uyg1Fx0bcVGdceWxccF3kdNbLjMRE8RKly5tWqgOHz7st1zv67iujEydOtUEsQ8//NAErYzUqFHDvNbevXvTDWI6pkxvqekbmZdOLEKxP7nwUZhtufLBnE1nXFRP/luSMyE5viE5xi46Nsg9ee3z0o3c84nnfM64p66479i4o0R54bspZN9FaTbsnmMjLqoz7jw24f8uCnabETNZR8GCBaVp06Z+E204E2/4dlVMbcqUKTJu3DhZvXq1NGvWLNPX+fXXX+WPP/6QChUqhKzsAAAAABCRQUxpd0C9NtjChQtl165d0r9/f0lMTDSzKKpevXr5TeYxefJkGTFihJlVUa89dujQIXM7ffq0eVx/PvXUU/LZZ5/JTz/9ZELd7bffLrVq1TLT4gMAAABAboiYronq7rvvlqNHj8rIkSNNoNJp6bWlq1y5cubx/fv3m5kUHa+99pqZbfGvf/2r33b0OmQ64YZ2dfz6669NsDt+/LhUrFjRjPPSFrRAXQ8BAAAAIN8FMTVw4EBzC0Qn2PClrVwZiYuLM7MoAgAAAIBNEdU1EQAAAADyAoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUxtl8QACJGfJS4Rg9PuEsAAABCiBYxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAABuDWIHDhwQN5g1a5ZUq1ZNChcuLC1atJCtW7dmuP6yZcukTp06Zv0GDRrIqlWr/B73eDwycuRIqVChgsTFxUm7du1kz549ubwXAAAAAPKzoIPYlVdeKfHx8RJOS5culSFDhsioUaNkx44d0qhRI+nYsaMcOXIk4PqbNm2Se+65Rx588EH54osvpEuXLub27bffeteZMmWKzJgxQ2bPni1btmyRokWLmm2ePXvW4p4BAAAAyE+CDmITJkyQv/3tb9KtWzc5duyYhMO0adOkb9++0qdPH6lXr54JT0WKFJF58+YFXP/ll1+WTp06yVNPPSV169aVcePGyVVXXSWvvPKKtzVs+vTpMnz4cLn99tulYcOGsmjRItP6t2LFCst7BwAAACC/iAl2xUceeURuuukm07qkIWjOnDly6623ii3nz5+X7du3y7Bhw7zLoqOjTVfCzZs3B3yOLtcWNF/a2uWErH379smhQ4fMNhzFixc3XR71ud27dw+43XPnzpmb4+TJk+ZncnKyuUU6Zx9CsS9x4h7JLipNnIvqyX9LEpfj4xqy4+uiY+OqGuyq4+KOzxdETO393+eMe+qK+46NO0oUyd9NIf8uSvMC7jk24qI6485jE/7vomC3G+XRZqEs0halwYMHm1ammBj/LKddBnODtlJVqlTJdDds2bKld/nQoUNlw4YNplthagULFpSFCxea7omOV199VcaMGSOHDx8227r22mvNtnWMmOOuu+6SqKgo0xUykNGjR5ttpKZdN7WFDgAAAED+lJSUJD169JATJ05IsWLFct4i5vj555/l3XfflZIlS5rufKmDWH6grXK+LW3aIlalShXp0KFDhgc7UmiKT0hIkPbt20tsbGy4i4N8Vl+Ki3ucEPdw3XFZlr0S6V+rE4rOk/aJD0isnAlJeYp3O5Enjk3Iuei4SDaOS27UFdceG7j+3MUlv9WG22pv8Qg8Lsm5XF+c3nKZyVKK0u6ITzzxhOnKt3PnTilTpozYUrp0aSlQoIBpyfKl98uXLx/wObo8o/Wdn7rMt0VM7zdu3DjdshQqVMjcUtM3Mi8Fl7y2P4iM+hLi060ccVPtd99xyVmJ9MQ6VCfXZ1z0ORWKYxMyLjoukoPjEsq64t5jA7efu7jkt9pwW+09E8HHJTaX6kuw2wx6sg6d9OLpp5823RK1RcxmCHO6GTZt2lTWrl3rXZaSkmLu+3ZV9KXLfddXmn6d9atXr27CmO86mmC1m2N62wQAAACAnAq6RezixYvy9ddfS+XKlSVctDvg/fffL82aNZPmzZubGQ8TExPNLIqqV69eZhzZpEmTzP1BgwbJDTfcIC+++KJ07txZlixZIp9//rm88cYb5nEdB/b444/L+PHjpXbt2iaYjRgxQipWrGimuQcAAACAsAYxbUkKt7vvvluOHj1qLsCssx1q98HVq1dLuXLlzOP79+83Myk6WrVqZSbQ0Onpn332WRO2dMbE+vXr+032oWGuX79+cvz4cbnuuuvMNvUC0AAAAACQGyJupo2BAweaWyDr169Ps0yve6a39Gir2NixY80NAAAAAGwIeowYAAAAACA0CGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYFmP7BQEAQD7Uw5O19ZOTRVatEul2QiQ2NrdKBQBhQxADAAAAMpDFPyMAeatr4rFjx6Rnz55SrFgxKVGihDz44INy+vTpDNd/9NFH5YorrpC4uDi5/PLL5bHHHpMTJ074rRcVFZXmtmTJEgt7BAAAACC/ipgWMQ1hBw8elISEBElOTpY+ffpIv379JD4+PuD6Bw4cMLepU6dKvXr15Oeff5aHH37YLHvnnXf81p0/f7506tTJe1+DHgAAAADk6yC2a9cuWb16tWzbtk2aNWtmls2cOVNuvvlmE7QqVqyY5jn169eXf/zjH977NWvWlAkTJsi9994rFy5ckJiYGL/gVb58eUt7AwAAACC/i4ggtnnzZhOWnBCm2rVrJ9HR0bJlyxa54447gtqOdkvUro2+IUwNGDBAHnroIalRo4ZpNdPWNu2imJ5z586Zm+PkyZPmp7bU6S3SOfuQF/YFkVdf4sQ93PQb4L7jkr0SJf/vec7PUIhz0WdVTo5NyLnouGQH30XICupL+MRF4Hd2ci7Xl2C3G+XxeFw//nDixImycOFC2b17t9/ysmXLypgxY6R///6ZbuP333+Xpk2bmhYxbRlzjBs3Ttq0aSNFihSRNWvWyKhRo2TKlClmPFl6Ro8ebV43Ne0mqdsBAAAAkD8lJSVJjx49vI1ArmwRe+aZZ2Ty5MmZdkvMKW2x6ty5sxkrpiHK14gRI7z/b9KkiSQmJsoLL7yQYRAbNmyYDBkyxG/7VapUkQ4dOmR4sCOFpngdi9e+fXuJZcpgWK4vxcU9/Kf2CS/XHZdl2SuRtoQlFJ0n7RMfkFg5E5LyFNfpzfPAsQk5Fx2X7OC7CFlBfQmf4hH4nZ2cy/XF6S2XmbAGsSeeeEJ69+6d4TraXVDHbx05csRvuY7z0pkRMxvbderUKTMRx6WXXirLly/P9GC3aNHCtJJp18NChQoFXEeXB3pMt52Xfvnz2v4gMupLaE7NQ8NNtd99xyVnJdIQFqogdsZFn1OhODYh46LjkhN8FyErqC/2nYng7+zYXKovwW4zrEGsTJky5paZli1byvHjx2X79u2me6Fat26dpKSkmOCUURrt2LGjCU0rV66UwoULZ/paX375pZQsWTLdEAYAAAAA+WKyjrp165pWrb59+8rs2bNNc+LAgQOle/fu3hkTf/vtN2nbtq0sWrRImjdvbkKYdhXUPppvvfWWue80E2r4K1CggLz33nty+PBhueaaa0xI0yZKHY/25JNPhnmPAQAAAORlERHE1OLFi0340rClsyV27dpVZsyY4X1cw5lO5qHBS+3YscPMqKhq1arlt619+/ZJtWrVTLPhrFmzZPDgwaJzluh606ZNM4EPAAAAACS/B7FSpUqle/FmpcHKdwLI1q1b+90PRFvZfC/kDAAAAAA2RFt5FQAAAACAF0EMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLYmy/IABkxBPuAgAAAFhAixgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFgWMUHs2LFj0rNnTylWrJiUKFFCHnzwQTl9+nSGz2ndurVERUX53R5++GG/dfbv3y+dO3eWIkWKSNmyZeWpp56SCxcu5PLeAAAAAMjPYiRCaAg7ePCgJCQkSHJysvTp00f69esn8fHxGT6vb9++MnbsWO99DVyOixcvmhBWvnx52bRpk9l+r169JDY2ViZOnJir+wMAAAAg/4qIILZr1y5ZvXq1bNu2TZo1a2aWzZw5U26++WaZOnWqVKxYMd3navDSoBXImjVr5LvvvpMPP/xQypUrJ40bN5Zx48bJ008/LaNHj5aCBQvm2j4BAAAAyL8iIoht3rzZdEd0Qphq166dREdHy5YtW+SOO+5I97mLFy+Wt956y4SxW2+9VUaMGOFtFdPtNmjQwIQwR8eOHaV///6yc+dOadKkScBtnjt3ztwcJ0+eND+1pU5vkc7Zh7ywL8h91Bc74sQ9knNQouT/Pc/5GQpxLqp7OTk2Ieei45IdfLYgK6gv4RPnqs9fd9SXYLcbEUHs0KFDZvyWr5iYGClVqpR5LD09evSQqlWrmhazr7/+2rR07d69W959913vdn1DmHLuZ7TdSZMmyZgxYwK2sPl2fYx02g0UCBb1JXe9Le6xSv8pmrMSJRSdF6riyNurTInyzLEJGRcdl5zgswVZQX2x7203ff66pL4kJSW5P4g988wzMnny5Ey7JWaXjiFzaMtXhQoVpG3btvLjjz9KzZo1s73dYcOGyZAhQ/xaxKpUqSIdOnQwk4lEOk3xWjHbt29vxssBGaG+2FFc3OOE/rMseyXSljANYe0TH5BYOROS8hTvZkoU8ccm5Fx0XLKDzxZkBfUlfIq76fPXJfXF6S3n6iD2xBNPSO/evTNcp0aNGqZb4ZEjR/yW68yGOpNieuO/AmnRooX5uXfvXhPE9Llbt271W+fw4cPmZ0bbLVSokLmlpm9kXvrlz2v7g9xFfcldoYksoREbghJpCAtVEDvjonoXimMTMi46LjnBZwuygvpi3xlXff66o74Eu82wBrEyZcqYW2Zatmwpx48fl+3bt0vTpk3NsnXr1klKSoo3XAXjyy+/ND+1ZczZ7oQJE0zIc7o+ajrWVq169eplc68AAAAAIA9cR6xu3brSqVMnMxW9tmB9+umnMnDgQOnevbt3xsTffvtN6tSp423h0u6HOgOihreffvpJVq5caaamv/7666Vhw4ZmHe1KqIHrvvvuk6+++ko++OADGT58uAwYMCBgixcAAAAA5Jsg5sx+qEFLx3jptPXXXXedvPHGG359PXUiDmdwnE49r9PSa9jS52k3yK5du8p7773nfU6BAgXk/fffNz+1dezee+81Yc33umMAAAAAEGoRMWui0hkSM7p4c7Vq1cTj8Xjv6+QZGzZsyHS7OqviqjwysxQAAACAyBAxLWIAAAAAkFcQxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWBZj+wUBAAglT7gLAABANtAiBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGBZxASxY8eOSc+ePaVYsWJSokQJefDBB+X06dPprv/TTz9JVFRUwNuyZcu86wV6fMmSJZb2CgAAAEB+FCMRQkPYwYMHJSEhQZKTk6VPnz7Sr18/iY+PD7h+lSpVzPq+3njjDXnhhRfkpptu8ls+f/586dSpk/e+Bj0AAAAAyNdBbNeuXbJ69WrZtm2bNGvWzCybOXOm3HzzzTJ16lSpWLFimucUKFBAypcv77ds+fLlctddd8kll1zit1yDV+p1AQAAACBfB7HNmzebsOSEMNWuXTuJjo6WLVu2yB133JHpNrZv3y5ffvmlzJo1K81jAwYMkIceekhq1KghDz/8sGlt0y6K6Tl37py5OU6ePGl+akud3iKdsw95YV+Q+6gvdsSJeyTnoETJ/3ue8zM0BXJb3XPJu+W645I1fLYgK6gvkt8/8STZRfUl2O1GRBA7dOiQlC1b1m9ZTEyMlCpVyjwWjLlz50rdunWlVatWfsvHjh0rbdq0kSJFisiaNWvkkUceMWPPHnvssXS3NWnSJBkzZkya5fp83U5eod1AgWBRX3LX2+Ieq/SfojkrUULReaEqjsgqUyL3yOGxybPHJZv4bEFWUF/se9tN300uqS9JSUnuD2LPPPOMTJ48OdNuiTl15swZM5ZsxIgRaR7zXdakSRNJTEw048gyCmLDhg2TIUOG+LWI6Zi0Dh06mMlEIp2meK2Y7du3l9jY2HAXBy5HfbGjuLjHCf1nWfZKpC1hGsLaJz4gsXImNAXqZkrkHtk8NiHntuOSRXy2ICuoL+FT3E3fTS6pL05vOVcHsSeeeEJ69+6d4TraXVDHbx05csRv+YULF8xMisGM7XrnnXdMMu3Vq1em67Zo0ULGjRtnuh4WKlQo4Dq6PNBj+kbmpV/+vLY/yF3Ul9wVosgSErEhKJGGsJAFMdfVO5e8W647LtnDZwuygvqSbz/xJNZF9SXYbYY1iJUpU8bcMtOyZUs5fvy4GefVtGlTs2zdunWSkpJiglMw3RJvu+22oF5Lx5GVLFky3RAGAAAAADkVEWPEdGyXTi/ft29fmT17tmlOHDhwoHTv3t07Y+Jvv/0mbdu2lUWLFknz5s29z927d69s3LhRVgXoK//ee+/J4cOH5ZprrpHChQubJsqJEyfKk08+aXX/AAAAAOQvERHE1OLFi0340rClsyV27dpVZsyY4X1cw9nu3bvTDI6bN2+eVK5c2YzfCtRsqLMoDh48WDwej9SqVUumTZtmAh8AAAAASH4PYjpDYnoXb1bVqlUzYSo1beHSWyDayuZ7IWcAAAAAsCFighgAwEV6pP3DV1D02iraVVxn9GNAPQAgH4sOdwEAAAAAIL8hiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAAAADLCGIAAAAAYBlBDAAAAAAsi7H9ggAA5Gk9POEuAQBYwyde9tEiBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZRETxCZMmCCtWrWSIkWKSIkSJYJ6jsfjkZEjR0qFChUkLi5O2rVrJ3v27PFb59ixY9KzZ08pVqyY2e6DDz4op0+fzqW9AAAAAIAICmLnz5+Xbt26Sf/+/YN+zpQpU2TGjBkye/Zs2bJlixQtWlQ6duwoZ8+e9a6jIWznzp2SkJAg77//vmzcuFH69euXS3sBAAAAACIxEiHGjBljfi5YsCDo1rDp06fL8OHD5fbbbzfLFi1aJOXKlZMVK1ZI9+7dZdeuXbJ69WrZtm2bNGvWzKwzc+ZMufnmm2Xq1KlSsWLFXNwjAAAAAPlVxASxrNq3b58cOnTIdEd0FC9eXFq0aCGbN282QUx/andEJ4QpXT86Otq0oN1xxx0Bt33u3Dlzc5w8edL8TE5ONrdI5+xDXtgX5D7qix3nxT1y8k5TXxAs6gqygvoCN9WXYLebZ4OYhjClLWC+9L7zmP4sW7as3+MxMTFSqlQp7zqBTJo0ydtC52vNmjVmDFteod01gWBRX5AV1BcEi7qCrKC+wA31JSkpyf1B7JlnnpHJkydnuI52H6xTp464ybBhw2TIkCF+LWJVqlSRDh06mEk/Ip2meK2Y7du3l9jY2HAXBy5HfUFWUF8QLOoKsoL6AjfVF6e3nKuD2BNPPCG9e/fOcJ0aNWpka9vly5c3Pw8fPmxmTXTo/caNG3vXOXLkiN/zLly4YGZSdJ4fSKFChcwtNX0j89Ivf17bH+Qu6guygvqCYFFXkBXUF7ihvgS7zbAGsTJlyphbbqhevboJU2vXrvUGL02nOvbLmXmxZcuWcvz4cdm+fbs0bdrULFu3bp2kpKSYsWQAAAAAkK+nr9+/f798+eWX5ufFixfN//Xme80v7cK4fPly8/+oqCh5/PHHZfz48bJy5Ur55ptvpFevXmYmxC5duph16tatK506dZK+ffvK1q1b5dNPP5WBAweaiTyYMREAAABAbomYyTr0wswLFy703m/SpIn5+dFHH0nr1q3N/3fv3i0nTpzwrjN06FBJTEw01wXTlq/rrrvOTFdfuHBh7zqLFy824att27ZmtsSuXbuaa48BAAAAgOT3IKbXD8vsGmJ67TBf2io2duxYc0uPzpAYHx8fsnICAAAAQJ7pmggAAAAAeQVBDAAAAAAsI4gBAAAAgGUEMQAAAACwjCAGAAAAAJYRxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsCzG9gvmRR6Px/w8efKk5AXJycmSlJRk9ic2NjbcxYHLUV+QFdQXBIu6gqygvsBN9cXJBE5GSA9BLAROnTplflapUiXcRQEAAADgkoxQvHjxdB+P8mQW1ZCplJQUOXDggFx66aUSFRUlkU5TvIbKX375RYoVKxbu4sDlqC/ICuoLgkVdQVZQX+Cm+qLxSkNYxYoVJTo6/ZFgtIiFgB7gypUrS16jFZMPMwSL+oKsoL4gWNQVZAX1BW6pLxm1hDmYrAMAAAAALCOIAQAAAIBlBDGkUahQIRk1apT5CWSG+oKsoL4gWNQVZAX1BZFYX5isAwAAAAAso0UMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEkMasWbOkWrVqUrhwYWnRooVs3bo13EWCC02aNEmuvvpqufTSS6Vs2bLSpUsX2b17d7iLhQjw/PPPS1RUlDz++OPhLgpc6rfffpN7771XLrvsMomLi5MGDRrI559/Hu5iwWUuXrwoI0aMkOrVq5t6UrNmTRk3bpwwDx3Uxo0b5dZbb5WKFSua75wVK1aIL60nI0eOlAoVKpj6065dO9mzZ4/YRBCDn6VLl8qQIUPMlJ47duyQRo0aSceOHeXIkSPhLhpcZsOGDTJgwAD57LPPJCEhQZKTk6VDhw6SmJgY7qLBxbZt2yavv/66NGzYMNxFgUv9+eefcu2110psbKz8+9//lu+++05efPFFKVmyZLiLBpeZPHmyvPbaa/LKK6/Irl27zP0pU6bIzJkzw100uEBiYqI5j9UGhkC0rsyYMUNmz54tW7ZskaJFi5pz3rNnz1orI9PXw4+2gGkrh36oqZSUFKlSpYo8+uij8swzz4S7eHCxo0ePmpYxDWjXX399uIsDFzp9+rRcddVV8uqrr8r48eOlcePGMn369HAXCy6j3zWffvqpfPzxx+EuClzulltukXLlysncuXO9y7p27WpaN956662wlg3uEhUVJcuXLze9d5TGH20pe+KJJ+TJJ580y06cOGHq04IFC6R79+5WykWLGLzOnz8v27dvN02zjujoaHN/8+bNYS0b3E8/wFSpUqXCXRS4lLagdu7c2e8zBkht5cqV0qxZM+nWrZv5406TJk1kzpw54S4WXKhVq1aydu1a+eGHH8z9r776Sj755BO56aabwl00uNy+ffvk0KFDft9HxYsXNw0SNs95Y6y9Elzv999/N/2t9a8BvvT+999/H7Zywf205VTH+2h3ovr164e7OHChJUuWmO7O2jURyMh//vMf091Mu8k/++yzps489thjUrBgQbn//vvDXTy4rPX05MmTUqdOHSlQoIA5h5kwYYL07Nkz3EWDyx06dMj8DHTO6zxmA0EMQEhaOr799lvzl0ggtV9++UUGDRpkxhLqJEBAZn/Y0RaxiRMnmvvaIqafLzqOgyAGX3//+99l8eLFEh8fL1deeaV8+eWX5o+C2uWMuoJIQNdEeJUuXdr8Renw4cN+y/V++fLlw1YuuNvAgQPl/fffl48++kgqV64c7uLAhbTLs074o+PDYmJizE3HEuogaf2//hUbcOgMZvXq1fNbVrduXdm/f3/YygR3euqpp0yrmI7n0Zk177vvPhk8eLCZ1RfIiHNeG+5zXoIYvLTbR9OmTU1/a9+/TOr9li1bhrVscB8d6KohTAe/rlu3zkwfDATStm1b+eabb8xfq52btnho9yH9v/4BCHBoF+fUl8LQMUBVq1YNW5ngTklJSWYsuy/9PNFzFyAjes6igcv3nFe7uersiTbPeemaCD/aJ1+b8/UkqXnz5mZGM53+s0+fPuEuGlzYHVG7g/zzn/801xJz+lTrYFedsQpwaP1IPXZQpwnWa0QxphCpaYuGTsKgXRPvuusucy3LN954w9wAX3qNKB0Tdvnll5uuiV988YVMmzZNHnjggXAXDS6ZqXfv3r1+E3ToH/90UjGtM9qNVWfwrV27tglmek067dbqzKxoA9PXIw2duv6FF14wJ9Y6vbR2H9JZZIDUU8EGMn/+fOndu7f18iCytG7dmunrkS7t7jxs2DBzcVU9QdI/Evbt2zfcxYLLnDp1ypw8a88M7f6sJ9H33HOPuUiv9vJB/rZ+/Xq58cYb0yzXBgedol4jkF43V//Ic/z4cbnuuuvM5VX+8pe/WCsjQQwAAAAALGOMGAAAAABYRhADAAAAAMsIYgAAAABgGUEMAAAAACwjiAEAAACAZQQxAAAAALCMIAYAAAAAlhHEAAAAAMAyghgAAAAAWEYQAwAgmy5evCitWrWSO++802/5iRMnpEqVKvLcc8+FrWwAAHeL8ng8nnAXAgCASPXDDz9I48aNZc6cOdKzZ0+zrFevXvLVV1/Jtm3bpGDBguEuIgDAhQhiAADk0IwZM2T06NGyc+dO2bp1q3Tr1s2EsEaNGoW7aAAAlyKIAQCQQ/pV2qZNGylQoIB888038uijj8rw4cPDXSwAgIsRxAAACIHvv/9e6tatKw0aNJAdO3ZITExMuIsEAHAxJusAACAE5s2bJ0WKFJF9+/bJr7/+Gu7iAABcjhYxAAByaNOmTXLDDTfImjVrZPz48WbZhx9+KFFRUeEuGgDApWgRAwAgB5KSkqR3797Sv39/ufHGG2Xu3Llmwo7Zs2eHu2gAABejRQwAgBwYNGiQrFq1ykxXr10T1euvvy5PPvmkmbijWrVq4S4iAMCFCGIAAGTThg0bpG3btrJ+/Xq57rrr/B7r2LGjXLhwgS6KAICACGIAAAAAYBljxAAAAADAMoIYAAAAAFhGEAMAAAAAywhiAAAAAGAZQQwAAAAALCOIAQAAAIBlBDEAAAAAsIwgBgAAAACWEcQAAAAAwDKCGAAAAABYRhADAAAAALHr/wEMHXDWMrqQHQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Данные\n", "x = np.linspace(0, 10, 100)\n", "y_sin = np.sin(x)\n", "y_cos = np.cos(x)\n", "\n", "# Линейный график\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(x, y_sin, color='red', label='sin(x)')\n", "plt.plot(x, y_cos, color='blue', label='cos(x)')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Точечный график \n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(x, y_sin, color='green', label='sin(x)', alpha=0.6)\n", "plt.scatter(x, y_cos, color='purple', label='cos(x)', alpha=0.6)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Scatter-графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Столбчатый график \n", "plt.figure(figsize=(10, 6))\n", "plt.bar(x[::10], y_sin[::10], color='orange', width=0.5, label='sin(x)')\n", "plt.bar(x[::10] + 0.5, y_cos[::10], color='cyan', width=0.5, label='cos(x)')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Bar-графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Гистограмма \n", "data = np.sin(np.random.randn(1000))\n", "plt.figure(figsize=(10, 6))\n", "plt.hist(data, bins=20, color='magenta', alpha=0.7, edgecolor='black')\n", "plt.xlabel(\"Значение\")\n", "plt.ylabel(\"Частота\")\n", "plt.title(\"Гистограмма значений синуса случайных данных\")\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e9383d9e-75f7-43b1-b5fb-eca9696be348", "metadata": {}, "source": [ "# seaborn: работа с графиками данных" ] }, { "cell_type": "code", "execution_count": 15, "id": "9482063e-8ca6-4a44-aafd-e38f118bbd3f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# Создаем DataFrame\n", "df = pd.DataFrame({\n", " \"Категория\": [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\", \"A\", \"B\"],\n", " \"Баллы\": [78, 85, 92, 88, 75, 95, 89, 90],\n", " \"Возраст\": [22, 25, 23, 24, 21, 26, 27, 22] \n", "})\n", "\n", "# Boxplot\n", "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", "plt.show()\n", "\n", "# Histplot\n", "sns.histplot(df[\"Баллы\"], bins=5, kde=True)\n", "plt.show()\n", "\n", "# Scatterplot\n", "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n", "plt.show()\n", "\n", "# Pairplot \n", "df_encoded = df.copy()\n", "df_encoded[\"Категория\"] = df_encoded[\"Категория\"].astype(\"category\").cat.codes\n", "sns.pairplot(df_encoded, hue=\"Категория\")\n", "plt.show()\n", "\n", "# Heatmap \n", "sns.heatmap(df_encoded.corr(), annot=True, cmap=\"coolwarm\", linewidths=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "90432aaf-cb01-4202-bfae-8cc1089470c8", "metadata": {}, "source": [ "# Часть 4. Прогресс-бар с tqdm" ] }, { "cell_type": "code", "execution_count": 13, "id": "d8f388a3-cccf-4f31-aae8-fadeab0ce2c4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Загрузка: 100%|\u001b[32m███████████████████████████████\u001b[0m| 100/100 [00:01<00:00, 94.46it/s]\u001b[0m\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "\n", "# Кастомный прогресс-бар с описанием\n", "for i in tqdm(range(100), desc=\"Загрузка\", ascii=\"\", ncols=80, colour=\"green\"):\n", " time.sleep(0.01) # Симуляция долгого процесса" ] }, { "cell_type": "markdown", "id": "d327ca1f-6c62-4235-b226-0e2f99b6669f", "metadata": {}, "source": [ "# Часть 5. Самостоятельное задание" ] }, { "cell_type": "code", "execution_count": 14, "id": "1d5a5840-80b2-4adc-b243-fe02ba7640c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 418 entries, 0 to 417\n", "Data columns (total 12 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 PassengerId 418 non-null int64 \n", " 1 Survived 418 non-null int64 \n", " 2 Pclass 418 non-null int64 \n", " 3 Name 418 non-null object \n", " 4 Sex 418 non-null object \n", " 5 Age 332 non-null float64\n", " 6 SibSp 418 non-null int64 \n", " 7 Parch 418 non-null int64 \n", " 8 Ticket 418 non-null object \n", " 9 Fare 417 non-null float64\n", " 10 Cabin 91 non-null object \n", " 11 Embarked 418 non-null object \n", "dtypes: float64(2), int64(5), object(5)\n", "memory usage: 39.3+ KB\n", "None\n", " PassengerId Survived Pclass Age SibSp \\\n", "count 418.000000 418.000000 418.000000 332.000000 418.000000 \n", "mean 1100.500000 0.363636 2.265550 30.272590 0.447368 \n", "std 120.810458 0.481622 0.841838 14.181209 0.896760 \n", "min 892.000000 0.000000 1.000000 0.170000 0.000000 \n", "25% 996.250000 0.000000 1.000000 21.000000 0.000000 \n", "50% 1100.500000 0.000000 3.000000 27.000000 0.000000 \n", "75% 1204.750000 1.000000 3.000000 39.000000 1.000000 \n", "max 1309.000000 1.000000 3.000000 76.000000 8.000000 \n", "\n", " Parch Fare \n", "count 418.000000 417.000000 \n", "mean 0.392344 35.627188 \n", "std 0.981429 55.907576 \n", "min 0.000000 0.000000 \n", "25% 0.000000 7.895800 \n", "50% 0.000000 14.454200 \n", "75% 0.000000 31.500000 \n", "max 9.000000 512.329200 \n", " PassengerId Survived Pclass \\\n", "0 892 0 3 \n", "1 893 1 3 \n", "2 894 0 2 \n", "3 895 0 3 \n", "4 896 1 3 \n", "\n", " Name Sex Age SibSp Parch \\\n", "0 Kelly, Mr. James male 34.5 0 0 \n", "1 Wilkes, Mrs. James (Ellen Needs) female 47.0 1 0 \n", "2 Myles, Mr. Thomas Francis male 62.0 0 0 \n", "3 Wirz, Mr. Albert male 27.0 0 0 \n", "4 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.0 1 1 \n", "\n", " Ticket Fare Cabin Embarked \n", "0 330911 7.8292 NaN Q \n", "1 363272 7.0000 NaN S \n", "2 240276 9.6875 NaN Q \n", "3 315154 8.6625 NaN S \n", "4 3101298 12.2875 NaN S \n", "PassengerId 0\n", "Survived 0\n", "Pclass 0\n", "Name 0\n", "Sex 0\n", "Age 86\n", "SibSp 0\n", "Parch 0\n", "Ticket 0\n", "Fare 1\n", "Cabin 327\n", "Embarked 0\n", "dtype: int64\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "\n", "# 1. Загрузка данных\n", "df = pd.read_csv(\"C:\\\\Users\\\\ilyam\\\\Downloads\\\\archive\\\\tested.csv\")\n", "\n", "# 2. Базовый анализ данных\n", "print(df.info()) # Общая информация\n", "print(df.describe()) # Основные статистические характеристики\n", "print(df.head()) # Первые 5 строк\n", "print(df.isnull().sum()) # Количество пропущенных значений\n", "\n", "# 3. Визуализация данных\n", "\n", "# Гистограмма (histplot)\n", "sns.histplot(df[\"Age\"], bins=20, kde=True)\n", "plt.title(\"Распределение возраста\")\n", "plt.show()\n", "\n", "# Scatterplot (Точечная диаграмма)\n", "sns.scatterplot(x=df[\"Age\"], y=df[\"Fare\"]) # \"Возраст\" → \"Age\", \"Баллы\" → \"Fare\" (пример)\n", "plt.title(\"Зависимость платы за проезд от возраста\")\n", "plt.show()\n", "\n", "# Boxplot (Ящик с усами)\n", "sns.boxplot(x=df[\"Pclass\"], y=df[\"Fare\"], data=df) # \"Категория\" → \"Pclass\"\n", "plt.title(\"Распределение платы за проезд по классам\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "4af85c5f-66e0-4090-bdf4-9df23f53017f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }