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cs-lab34/lab1 (1) (1).ipynb

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{
"metadata": {
"kernelspec": {
"name": "python",
"display_name": "Python (Pyodide)",
"language": "python"
},
"language_info": {
"codemirror_mode": {
"name": "python",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8"
}
},
"nbformat_minor": 4,
"nbformat": 4,
"cells": [
{
"cell_type": "markdown",
"source": "# Лабораторная работа №1. Бинарная классификация фактографических данных\n\n### Ли Тэ Хо А-02-22\n\n**Вариант 8**: moons, `random_state=15`, `noise=0.2`, `n_samples=1000`",
"metadata": {}
},
{
"cell_type": "markdown",
"source": "## Импорт библиотек",
"metadata": {}
},
{
"cell_type": "code",
"source": "import numpy as np\nimport matplotlib.pyplot as plt\n\nfrom sklearn.datasets import make_moons\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import confusion_matrix, classification_report, accuracy_score, roc_auc_score\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.ensemble import RandomForestClassifier\n\nimport pandas as pd",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:47.470879Z",
"iopub.status.busy": "2026-02-26T07:13:47.470704Z",
"iopub.status.idle": "2026-02-26T07:13:49.156112Z",
"shell.execute_reply": "2026-02-26T07:13:49.155455Z"
}
},
"outputs": [],
"execution_count": 1
},
{
"cell_type": "markdown",
"source": "## Функция для отображения области принятия решений",
"metadata": {}
},
{
"cell_type": "code",
"source": "def plot_2d_separator(classifier, X, fill=False, line=True, ax=None, eps=None):\n if eps is None:\n eps = 1.0\n x_min, x_max = X[:, 0].min() - eps, X[:, 0].max() + eps\n y_min, y_max = X[:, 1].min() - eps, X[:, 1].max() + eps\n xx = np.linspace(x_min, x_max, 100)\n yy = np.linspace(y_min, y_max, 100)\n X1, X2 = np.meshgrid(xx, yy)\n X_grid = np.c_[X1.ravel(), X2.ravel()]\n try:\n decision_values = classifier.decision_function(X_grid)\n levels = [0]\n fill_levels = [decision_values.min(), 0, decision_values.max()]\n except AttributeError:\n decision_values = classifier.predict_proba(X_grid)[:, 1]\n levels = [.5]\n fill_levels = [0, .5, 1]\n if ax is None:\n ax = plt.gca()\n if fill:\n ax.contourf(X1, X2, decision_values.reshape(X1.shape),\n levels=fill_levels, colors=['cyan', 'pink', 'yellow'])\n if line:\n ax.contour(X1, X2, decision_values.reshape(X1.shape), levels=levels, colors=\"black\")\n ax.set_xlim(x_min, x_max)\n ax.set_ylim(y_min, y_max)\n ax.set_xticks(())\n ax.set_yticks(())",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.157781Z",
"iopub.status.busy": "2026-02-26T07:13:49.157595Z",
"iopub.status.idle": "2026-02-26T07:13:49.161690Z",
"shell.execute_reply": "2026-02-26T07:13:49.161161Z"
}
},
"outputs": [],
"execution_count": 2
},
{
"cell_type": "markdown",
"source": "## Генерация и знакомство с выборкой\n\nСгенерируем данные с параметрами варианта 8:\n- `n_samples = 1000` — количество объектов\n- `noise = 0.2` — уровень шума\n- `random_state = 15` — основа для генерации случайных чисел",
"metadata": {}
},
{
"cell_type": "code",
"source": "X, y = make_moons(n_samples=1000, noise=0.2, random_state=15)",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.163034Z",
"iopub.status.busy": "2026-02-26T07:13:49.162934Z",
"iopub.status.idle": "2026-02-26T07:13:49.165802Z",
"shell.execute_reply": "2026-02-26T07:13:49.165339Z"
}
},
"outputs": [],
"execution_count": 3
},
{
"cell_type": "markdown",
"source": "Выведем первые 15 элементов выборки:",
"metadata": {}
},
{
"cell_type": "code",
"source": "print(\"Координаты точек:\")\nprint(X[:15])\nprint(\"Метки класса:\")\nprint(y[:15])",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.167020Z",
"iopub.status.busy": "2026-02-26T07:13:49.166939Z",
"iopub.status.idle": "2026-02-26T07:13:49.169168Z",
"shell.execute_reply": "2026-02-26T07:13:49.168835Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Координаты точек:\n,[[ 1.7271961 -0.39285757]\n, [-0.91801735 0.81910014]\n, [-0.91532959 -0.05460812]\n, [ 0.14537408 0.2064726 ]\n, [ 0.95552152 0.20921022]\n, [ 1.85825106 -0.35738814]\n, [ 0.0761107 0.90867532]\n, [-0.66311624 1.08115035]\n, [ 0.13798809 0.98723143]\n, [ 1.85704117 0.34111441]\n, [ 0.17994761 0.15344022]\n, [ 0.91666297 0.49152481]\n, [ 1.25585707 -0.50035284]\n, [ 1.11412853 -0.36151518]\n, [-0.41601705 0.82276341]]\n,Метки класса:\n,[1 0 0 1 0 1 0 0 0 1 1 0 1 1 0]\n"
}
],
"execution_count": 4
},
{
"cell_type": "markdown",
"source": "Отобразим на графике сгенерированную выборку:",
"metadata": {}
},
{
"cell_type": "code",
"source": "plt.scatter(X[:, 0], X[:, 1], c=y)\nplt.show()",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.190074Z",
"iopub.status.busy": "2026-02-26T07:13:49.189948Z",
"iopub.status.idle": "2026-02-26T07:13:49.266064Z",
"shell.execute_reply": "2026-02-26T07:13:49.265414Z"
}
},
"outputs": [
{
"data": {
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0nYLrZ27hr9+24vzB/xTvF/A2APtXH8GWubtVvw69Xsa107dEOcoaqTKnVP0ecbvUWVOpfn4NDY0vC03zouEQkqRKjDZjm4ufLxFmXmJiJLx35WE8ufsM/x25FqVMZPx16ci1CAoMRkhwqE2BtDlhIWFiovah9f/CzcPV5vbM2Nw4c1sYDdqLrBBU1WhfEZePX1P5ODJqdqhk9/NraGh8GWiZFw0NB+CTNGaaHgYslw5fhawQlbAsR11KdMYtMAvDMhVFuDa3DdNjx+J9ePPCT/Xjc58y5E4LjwTWXXfLN/8W+UrnFiUmJfh3er3QnVlDQ0PDElrwoqHhAMq3KO2YdnCFjIox+Ij1UVEybHcZRb6LLKNBz1qK27i4umDctsGo3aVqxAyQ2evx9PFAw161MG7rILF9dAgOCsH2hXvRrcQgNE79E9rl64V1kzZHKMVpaGjEbzSHXQ0NBzG6yRQcWn88isjVmClRMvJTAzMvX5XMgYuHPtj0xxWyFcyM+j1qoHSD4nD3dLO5/fu3AcIDh1mWjHnS4+md5yI4o0Gdm4ft+1uDQmPqhljyMjfB4/9TpE+GKQdHiX81NDTit8OulnnR0HAQ/Zd2Q5UfyhlEqZKh/EFSZkqOYX/2jpBhsPqFtNJyTri41+tWHelypBa6lOji8CnfEnDrwl0hKm6Sph32rT5i8y4c6pi3VC7huuzl4yna7RkAxSRwIfP6LceVf6+L/5sHkfz/84cvMa7ZtBg9voaGRtxAy7xoaDiYFw9f4t8tZxD0PliY8xUon1fM8BlccxxO7Thn0WqfQUuqTMmF70pIUIjo3jGHwUqG3Okw6/REYfTWr9IoPLrxRNyPIllJ0okgInm6pHh+/0WU+5vDoYriOcz3QwRbhongNlFyVA6Pi8b+MwhFqxXEx8T/jT8apW6HkMAQxe1mnZmIbAUyf7T90tDQUIeWedHQ+IQkS5sUNdpXEmWUQhW/FkEB+XlmOyRK7gNdpKyJzkmCs6sTGvetgzF/D4B3Um9xu5OLk8myP0eRbJiwc6j4nW62Cy5NxZA1vVCuWSl8W78YWg5riBV3/kDnaT9aDVwYANERedbpCShdv5gpy8NMTPEahdFrfidVry9/2a+stzzLjF8kLB66Ch+bG2fv2Axc+FovHbG/i0pDQyNuobVKa2jEEBq7Hfv7FK6euCFGIXxTrSByF8sepTzDoGPmqQlYPf4vbF+0D0H0RJFYDpIRHBCCaR3nwjuxFxr3qyO2ZbsyH69YjULCydj88Th4sWD5vLh76T62LdiDY3+fxrb5e1DtpwpoM64ZFg9ZzZVa6GyMc5Uy5c2AUZsHIHGKhCLwYabi9TM/JEzmLRyQue2KMX/iya1nFvU5fPpk6ZKiRO1vcP7gZavvB+97/cxtPL79FKkzp/xox5cxSFTG8H5oaGjEb7SykYZGDLj873WMqP+rGAnATAlNWRgo5CqWHSP/6iv8byzBeURdiw3E21fvLJZqGvepjXYTrTsTP7v/Aj1LDxUlJPP7c2FOkTG5cD0+/vdp3LvyEB5e7ijdsDiKVMkPJ6eIwxcjc3L7/zC45niRQTEPYAxxk4QRf/UVQdXK8RuEf4wSLHFRx/KxoFi3caqfEOhv3SiPLPhvmjaxWkMjDqKVjTQ0PgJ0qu393XC8fuorfudibmyXvn76JvpVGo3QkFCL9xUuuq8tBy5k7eTNeHzrqdXnntTmD7x8FDFwISwZUfOydMRatB7ZBEPX9EKfhZ1RrHohm4EL+aZqQYzdMghpc0QcFkm329Gb+6Nk7W+QOmtKm4ELS1LJ0yfFx4RBWu1OVayWtLhPhSvn1wIXDY3PAK1spKFhJ6+evMaU9nPwb/gAQ0swiGFJ58jGkyjbqESEvzGg2bX0gKIvDEsgO5fsFwFIZB5ce4T/7bmg+Nwntv0v2mWbb6oUwML/pgm7fzoHe3q74+uyX8HVzeDNwnbo37stwHu/AMv77qxDqTpFkTCZcqtjbPDDmKa4e+Wh+GwYrDC4M7ZMZ8iVFgOWdfvo+6ShoeF4tFZpDQ07oNEZyzUsr9j8cjlJOLD2aJTb/d+8t2kCR33L8/svLf7t2qmbtndUhijvRJeH1x/jr9+2YHzzaRhYdSzqJflRaHJYrqKPS/dZ7Q3DNyNlORi4JEjohXYTW+JTQGO7URv7YdSm/ihavSDSZk+NpGmSiH2+e/kBuhQZgBVj18Pf7/0n2T8NDQ3HoAUvGvEGDiN8+/qdmLz8qfhn9k48vv0MehVuuhTiUhQbGQ9vDzhTH6OIjEQpLGcunFzUJUyFBica3PjfbXQu0l8MZwwNLw8FBwRj28I94naWs8o3+1a0Q2fNn8l0P2Y6mHH5/cT4jyrUtZS1KlGrCNqOayFGHFCPxIGRzL4w+FoyfA26lxwMv1f2TbnW0NCIO2hlI404BYWsG2dsw8E/jwnhZeZ8GVCtbQU8vvkUf8/egddP3wjxaOFK+dFsUH18XeYrVd1A1Kf4PvNDigzJ8FWJiJ079rB1/p4oDrrWYGsyJ25HxtXNBWWblBTBgbXSEW+v+H1Zi3/L/91XomWar8saLm7OYo6QvVCkO6H1DJEZiqKnCdULgfG0jnPQ/tdWIoPUakRjpMqcAqHBoeK9tVUq4j4z60GTOnZMxRZ8HaMbTxalrcivg5/f/auPMLv3EvRb1DXW9kFDQyP20IIXjTjDxSNXMLDqGAQHfjBQu3j4Ms4f+C/CdmyCObPnAk7vOo9BK7vjuyalrD7m7uUHMbffMrx+YhDVEnqt9JjbQWQJ7MUozlUDA5Dq7Spa/FvLIQ1xdONJi0ECAysOJcyUJ73F+yZKnhBV25bH1nm7LQZSLOXQZ4btz9Hpnrpz8b7Vv3Nfz+y+gI4F+5puc0/gjqb96qLZoHpW78eMx6pxG7Bz6QGRxWFwVb55abQY3ACpszg+S3Px8BXcu/xQ8XXsW3kYHSe1hk+4r46Ghkb8QSsbacQJWAoaVndClMWcpRdLcBtOYP71x5milGQJCl4ntJoRIXAhvs/9MKLer1g2cq3d+5k4ZSLV2zbpV0fY3lsiXY40mHJgFNLnTBPhdpaT6v5cDb3mdVR87M5Tf8A3VQuI/xtHBRj/LV6zsGKbtRJKgYs1At8FYvGw1Zjbd5nFvz+88RidC/cXfjQMXEhIUCh2LzuATkX64fbFe3A010/fsm6kFw5LYncu2f96NTQ0Pj1a5kUjTnBg7TG8fWk5CLGKbFwED6Lez9WjTBae1XOR4t2XjlyHC4cui/JTgXJ5VZWSWMJaNHSVYukoSepEaD2yKaq1La/4WPRAmXdhCi4fv4Y7lx7A3dMVRaoUUJUJcHV3xZi/B+J/ey9i19L9wu+FowEqt/4O+b/LE+2y2Pu30Reyrp/2D+p2q4ZUmVJEuH1q+zkiwIycYWJmKuBtoJiJRE8YR0JzP5GiU7OdhoZGvEP75mrECf6ZszNa96NI9I6FK/eT2/6Hd762F2Iu/vyp2LIM+izqbNMLpVanyiKD8Oze8yh6FcYLeUrlwqR9I1R5qhjuI4nhhPyxF963UIV84sdRcBpzTISye5YfQoshDUy3Pbj+GOf2X7J6HwY0FAhfP3ML2QtlgaOgIZ+t0IVBYvZC2owjDY34iFY20vjkbF+4F5ePGyYBRwdXD4P/iDnsMLGH3SsOYs2ETabfgwODLQpiEyTywtRDo8XMIvMp0RTQVm1bAb/sGKI6cIlrBLwLwNFNp6J9f5ZpaJxnjqXA0p5yFbUya3/dhHn9l2PTzO2qO4TSZE2Fb+t9mN9kiUZ9aovWag0NjfiHlnnR+KSEhYWJ1tVo3z80DKXqRhXeJklt2ZbfKjLw55S/4Z7ADZtnbsfD609EJoVBSpP+dVGw/IfsRtLUiTFu62DRMnz15A0RuOQrk1sIaT81tMingR3LMelypkGOwllUl5CoBVLqYLIFS2n0VIk8wTo6ASiPizm9l4rOMwZFxvlM7BBqN6El6nevYfMx+y7qgiG1xuPCwcsmwzrqgvg4NTtWRuO+te18hRoaGnEFbbaRxieF3S0/lxgUrftyQWKpYcbxcVEWaGpe6iX+QWRQ7IWPZZzrIxY9vR49Z3ew2jkUF+D+rhy3AasnbBQCWiNsNe+9oDNyFslq8zHoSVM/qfWp1DaRgOW3/hBDJY3QX6VJmnZW3XiJi7sL1j6aJ7JaRuYPWI41v24SQaUlOPKgyg/lbO4SPzt2R+1deQhvnvshZaYUQovkyBKVhoaGY9BmG2nEGwLeWl/UbJE6SwqM+WeAxcwCvVTajm8ercc1H0goRKYyMLXjHOxfc8TitOW4wIKBK7B46OoIgQu5+98DMX9JTUePV0IvMTFaqdSiRMOetSIELoTOto371FG8X412FSMELn4v32L9tC1WAxfCbB2zM2p0OEUq50e/xV3FzKafZ/6kBS4aGp8BmuZF45OSJluqaN+XpZ3h9X4Vgk9LsLSg5upcFTIwttk09Cwz1Gpr9qfi+YOXWDtps8W/MfgKCQrBkmHqSnOtRzaGi6uzGG1gD981Lml1JEDkdvDIMMAy598tZ4TpnRIcncB2aA0NjS8TLXjR+KSwrbZQxXzRvtq/8u919Ph2CG6eu2O1vDDyr75C/+EIKCwe2XAS4hJ7Vx421w5bDGCObj4p5jLZInO+jPh17wgxE8ge6nStKrIckWGmirOElHQ31Oiw28i4/Y2z6mYyKZWiNDQ0Pm+04EXjk9Pt95/g6eMRrQBGZBaCQzGnz1Kr25SsUxSLLk/H1IOj4J3UO4J5mfH/akWtfL5z+y4JoW5c4faFu6rEtJzzo4bcxbJjwaVpGLiiOxr2rgUPb3frG0tAykzJ8VVJy63e9J+5df6uYrmNWZ6jm07C9/kbEYhuYMkolrN2Ghoa8Rut20jjk0O32ZknfsGiIauwf03UKcxqAgpevbOtNkX6ZFa3y/ttbiy4NBX/zNqJXcsOiPIPrelrdayMkzvO4ujGE1ZnDZnDjpUjG08g5zfZ8Cl5/zYAY5pOFZ42tmBgyLEIajiz+7wYqXDzrOVslonweK/z1B8tZl2oSTmhYt/ookw35CObTkQpIVl7LQXK5YlihhdX4AiJA+uOCYEw5z2VaVQCXj6en3q3NDQ+K7TgRSNOQF+Owat6osqP5UV7a1j4NGN7eHr3uWLwQhKnSIjvhzcSP+ZkyZ8JR/46YViQbWhymaUx2tyrhZ08B/88jpePXiNJqkQo3bB4tGYPmTOq0WQRtNlCTHuuW1QIcm3x75bTGFpnQpTbmaGK7CpMMS5bjotWLxhle2amWF6jNkUNDDyhwhKGr4VZuq4z2sKe0RP7Vh/Fuf0XxWvIUzInKrQsI4ZDOhJ2Ni0avArrJm8WHVvcV7ae//7zQnSc1Aq1OlVBbLbI7156ADsW78OrJ29E0FT9pwr4rmkpIV7X0Pjc0FqlNeJk+/ScPktw6Yh9bq8+SROgSb+6otRhKRNgi0Prj2N8y+li5IAt2H5c9Ud1YmCWQeYPWiGEszSwY0aCothWwxsLD5noWPkzOOhabKDN7biAunm4Ysa/45ExdzrFbblfLTJ2EgZ/lqo8YjfZRh6+MHO/uTgnT58U47cNRsavDIMkH918IgY3Who6GVPKNC6BNmOaIW02dZocamkGVhsrsiDGsiSDDHcvd7Qe0Vh49Lh7uaFYjUJIkspObyALHVDLR/9p9e/9l3YTTs6OhuU2dpTdu/LQEHvLH4JNTlAfv32IwwM1DY1P3SqtBS8acRZeRU5q84fd96vaphx6zetkCgq4wHKRIi8evsT2hftw/+pDeHi549sGxQ2C4fBgh226nQr3w7N7L6w+vqu7C9a/WCQyD+ZQELttwV7sWXFQzGlKlzM1UmVOKaY/W6PT1B9UGa5Fho6z66f+Y9NUjvOTKFrOmj+Tzcc8tfOcmOptLwwKaLW/+Op0kd35rfM8bJ2/W1UJzl62Ba2Cs4v1hPGLR6/w5PYz0XqdKIUPfszVXQh7rQVRxkWer6FG+4ri84iO6y4/+8Zp2iEkMMTqNsyGLLs1M1qBtRKDaozD6Z3nLL5Gvq7Krcui9/zODn1ODY1PHbxoZSONOIutFltrMDgpWecbXDx0BdsW7sXbV+/gldBTLOQcxGgoC8mQdDpsmbdbaFfGbhmIhMl8xMn+9dM3io/PbcY0mSI0J8xm1GhfSTx+r7LD8JJZi/DyChdS/W7lss7SEWtRs0MlMWjRbn8cFQmb0X8PQLJIrrfW4KIfHbho+j57g51LDogBmXtWHo6VwIWLv7XA5cG1R5jVewlObD1jKvslTO4Df9/3imJh42fF1/DPnF0i0Bmw7Ge7943t3UqBC2FAfO3UTeQqmh2OghO7lTRPfF0cXPrTLy3F8a2h8bkQq91GBw8eRK1atZAmTRpxFbxx40ab99m/fz8KFSoENzc3ZMuWDYsXL47NXdSIw+Qsmk3oG+yF3Stjm07Dn1P/EYEL8X/zXgwI5MmcZQNqEoxZi6unbqBtnp44sPYojv19SpR3lAj0D8K/W88I23kOaWSmpluJQXj1xDeCLkRNyYT7tXzMertfI1u/bT2+p4+nKpEuBabMcnFhjQmcKk1nY85IcjTMkNTuXNXqAs73/9T2sxH0SiwV2WMqyM9uz4pDuHPJ8pwlW5kXNeU/NcNC7eHi4Ss2twkNCcOVE3GnO05DI84HL/7+/sifPz9mzpypavvbt2+jRo0aKFeuHM6ePYsePXrgp59+wo4dO2JzNzXiKNSHmDuvqoXdK3bpLWTDQsfOHc7OUXsfYsww8P7R1XesGrdBzFWyB2onjKUwpY6cAVXHoGaClqiTsBXGNp+KKyc+DMAMDgrGb13moVn6DqI8x0AsJjy98xyDa4yzKZq2F76WXEWzoW43y8HLvH7LFUtD9sBOMgYw9sK2bTWBUpqsKeFI1OqloqOr0tCIy8Rq2ahatWriRy2zZ89G5syZMXnyZPF77ty5cfjwYUydOhVVqsSeUl9Dw8i78EzNx2ZO36UoVa8oUmdWt7hRY9L9j3aY/NOsKJ1Axo4ceqcYBxKSQ38ex4E1x5CnVE5cP3MbQe+DHP466IFD8Su7hyJ3J0UH78ReoqOp+eAGcPP4oDFiyY7lkONbTuHktrNwHBL8VPrhmEPdVLK0SUQ3maUghp9D3m9zia46R5KvdG6bHXLOrs7IVezTtvVraHzWJnXHjh1DxYoRh98xaOHt1ggKChIiH/Mfjc+H1FlTRtt9NzoYhxJ+7AtViji3zrMv81G1TXmM+XtAhKGL7Jz5pmpBvHttcNM1z0YwS8SFlaUGtYGLve+9DFnMUcpWIHOMP7dBq7pj7ZP5aDO2eQRx9LkDl9AoZVvM6DrfwYGL4f1KEWk+k9osITvQWLLkBOwoHV+erna1d6uFPkUlahax+l5zX6r88B18kng7/Lk1ND4lcSp4efLkCVKmjHjlyd8ZkAQEWK6jjx8/XqiTjT/p0xvaNTVil5DgEDGp95dWv2FM0ylY++sm1Q6u9lCzfSW7ygHm7rnRRTyGJH3coClMj3uXHwi/DmpQQkMM7doMNigCfnLnmek2c4rVKIwZx8djzaO5WHJ9BtY/Xyh8TRyx71yIfxzTFLU625H1lA3lozFbBqJ25ypwMws6KKBVC0tiN07fjiLQ5fvQr+IoBNsQx0YXvt+VW38XrftyAOSve0ZEcBtmuaZotYKYcWwcMufNgNiA3WQZv0oX4fg3BlB5SuVCh8mtY+V5NTQ+JfG+22jgwIHo1auX6XcGOloAE7uws6N/5dGie0IskrIsDNgWD1uDgct/RukGxR32XHyswpXzC9dXNWWI3MVz4OqJ6zHudilQLi+cnHQ4teucISWvwrwuJnDRoWCW2hS+Tlry5/s2t1is711+KLZxcXdBlnwZ0LhvHVFi4tW+EXOPEs57coT+g9qh6j9VROD7IOFKbI/4tUP+3qjfvSZWP5wjupjoa5M2R2r80uI34T5rC2a+OPYhMgsHrXK4d4w5zFwlT5c0RmWcqQdHi7KZ34u3SJo2iTBGjE1YQpxxfBz2rTpiMKl77IsUGWlSVxGlGxRTbC3X0IivxKmjOlWqVHj69GmE2/g7+709PCx3nbAriT8aHwde1fetOEoYmRHzhYTZGIpeeSLNUfhDKSMm8Ap81Kb+WDJ0Nf6evRMB7wItbscgihORgwNCxJTpsFD7HHDNEeZeJXPih5FNhAHY1ZM3MaTm+Bi8CnXPad5mHfA2MIq1PltxuS+jG09B6iwpMG7bEKSzMEBRSchr70LOH+pLitUoiH+3/k+1jsX3mR8WDVkphiwOXtXD5G3CeUkZ86THspHrFIMhdshQpBvxtlAc2fgvYg0JyJA7rUMeiqJlRwuXlaAeiGVE/mhofAnEqbJRiRIlsGdPxLr/rl27xO0acQPOHnrx4KXlq186e0rAn5Pt65yxBe3N2038HmP+se4oy/1ZNGQ1Voxbb7d1vyX4Gkmi5Alxbt9F0YUS29gjcH1y+zn6lBsuAovI0K7fEfubJksqNM/QEd9n6YLj/5wR2RN7YGxycN0xHP/ndITA6vthjdBiSH2rJT6WPJhNoIGgke2L9qFp2vaxVi4y7DBQs0Pl2Ht8DQ0NhxGrZ+R3796Jlmf+GFuh+f979+6ZSj6tWrUybd+xY0fcunUL/fr1w5UrV/DHH39g7dq16NmzZ2zupoYdcCFS0pWwXHN086lYeU//mb3T9qIsOy5IowsvBwae3Wfwh4lLCC3Mo9fYs/xghNv9/d4LfxdHmMTdunAXb168Nf1u9L9JmTGZcBlWAzNiW+bsinJ7kwH1kOXrjFFu5+fL7pjh6/uYZvJsnb8Hk9v+EWFfHI1oxy6WDRValI6159DQ0IgnZaNTp04JzxYjRm1K69athfnc48ePTYEMYZv0li1bRLAyffp0pEuXDvPnz9fapOMQvPK1lSEIDY6dq+PTu87HinOrJdiN0yZ3D8R19q05Yhr4p2a0QUwwVnme3n2B2f+bKLQVY5pMtZj9McKgj0EQS4pG230aug2t/YuYWh25zZsDMgcs64YMuQwC1ODAYMztu9Su/bQ0RNL0N0mCdxIvYTRozOIwWKJIt+PkVnY7HWtoaHyGwct3332nWNe25J7L+/zvf9btrjU+LdkKZMKpHWcVZ8Vkzme4oqZTKTMDvGKmtTtnrKTIYH8bKjl/8D+RVYgPsH318a2I2q3Ywnxq87gW02MtcImcHdk2f69o/aU5GzVGSrx48ApN03ZA3W7V0GxgPYxtPg3/Hbsm/hY5yLh++hb+O3bdFLxQZ0MXYntQCq7Zyj1oZQ8h7KZAmq3x2Qpm0lqJNTTiGXFKsKsR96neriJW//KX4sJRq1NlTGg9Q5iIGco8kghiOcen+aD6aD2qiV2On3R+ndJ+dqx2+ziSjxW4mJdyKCzmcL6PAbNfdy8/EP8v37w0bp67YzMbx6wQRbrnD/yHs/suKm67atx64U3CY+T1E1+ho7Kj0UkRaloKV8pv6ihTA/edoyTY6u3ooYoaGhrRQ/smathFyozJ8fMf7QwHj5mXiDEWKdOohFjM9iw/ZFroeOJnpoYBzIqx67Hp9+2qn4+6k/gUuHxsOAbh0tGrOGNjAKQjbeMpqPXy8TRN8E6cMhF0KgTC/PxtBS7k0c2nImu3e/lB/DOXLdpwGHQdDgtTnsRtZP+aI+hYsA8aJG+DxqnboV7iH0Snl9+r2NPeaGhoqEOS7TFv+MxGamtEHy5CayZuwuld58RVN02y6narjhK1i6BFxk6moYeWSJQiIVbdn23Tf4KHZusc3fD4ZuxmMiRa1eiVtRJxlnD/GQaVT+8+/2hP23xwfVRoUQYZcqXFg+uPMbzuBIMfjYP8cDgDiEGMI7MuRmadnigmjCuxfPSfWDJ8jcXXw6C987QfUKeL+tEnGhoajl2/tbKRRrRgyp0/YkJzmN4UiNAkSylwIb7PDN4pecycSC3xvz0XYj1wIQxckqZJjIxfpRdmeLbwTpLANK36kxO+sD57EE2ti45XMPYHCCvHbhA/2QtlQccprTH/4lQR0I5qNNk0miAmMHAhsXFpRRGwEhxvIAIXsQNR/87j/fduCxH4PhiNetfSSkkaGp8ArWz0BeH/xh8bf9+G0U2mCEv/zX/siLEIlhoA8wwKuzjUVCKUZuvQIv/t63fYvmgvPhavn77BtdM3VW1brlmpaE27jk3ksGiu8nqgfo+a0X5einX7VRyJc/svoWD5fEibzbGDBx0NO4vS5UyjuM36qf+oeqz5/ZejZebO2DRzu13uwxoaGjFHy7x8IbBbh+2pbGs16hxo075w8Eph/pa3VC6HPE+mPOltXy1LsLiAnNp5DqvGbxCiTuNCowZ2MsW0y4ZX0+/9/OGTFPB7Zb304eLmgrbjWsDDyx3rJv8d5/xf7MXVwxXtJrQU+pI3z+2fTcVFOyxUxvROc7Hw8nQh4L126lacXMxZ7qnQ/FvFzqKHNx5H8c6x1e31e7cFuH/loei+evHwJQ6t/1dknzhUlPb85tOwNTQ0HIOmefkC4JwVepaEBAabpiYboc7DzcMVi65MR7K00Z/pYoRlJGpeXjx6ZTEA4AJSpGoBjP07olvu1nm7MbXDHDEMkDN17GHsloEYXMNR9v3mzx1pOrCzDpP2jBDza5jF6vHtUNy78jDeBjDsBKvyY3l4JHBXnW1Q4rdj45AhVxq0+7q3GHWg/0iePObuvSxZGoXk5p8Lb2NWaNrhMcK91xpdiw3E1ZM3ovX8ZRqWwKENxw3Pp9OJffH08UD3We1Rvtm30XpMDY0vCT87NC9a2egL4O9ZO0VLbeTAhVCgSrOufyy4oNoLW0p7lxuBFw+tBC7OOiRM5o1uM9pGuJ2BzvTO88T/7Q1cvmtcEkWrFUKhivkcNAVaMvuJSIXmpUXgQrwSemHa4dGo162aGKLoKBz5WErwvaITL4WxjghcyO0Ld/HO9z1+2TEEGXOnMwVIDEg/BrmLZcf0I2Ow4L9pqPJjORGUGwXibNFncKUUuLAEFt3AhYfLwT+Pie8Tf4y6r/d+ARjfcnqUOVUaGhoxQ8u8fCLYrrlryQGhQblz8Z5w9uSk4Ia9aiFr/kwOfa42X/UQaW0lMuVNj3nnp0T7OVgm6PHtEFw5ccNqJqJUnW/Q9fe2UTI87OxYNmqdXRkMZoySpkmCOWd/FWUADgDsXmoIQoNDYy0TQkv8tU/mm9qEmWXatewgVoxeh8e3njnkOUrW/Ua088Z2a3ieUjnRa15HDK4+Dk/uOLZLicMcq/xQDoUrf40b/7sjXsud/+7h0J/HY0WAaw6F1z/PbIeSdb4RxySHORqdfW2xZe4uTOs41+H7xGOV32l2OUWGU8M55sE7sRfuXn4oJnBTEF6yThHNOE/ji8NP6zaK2/CqbFTjyTi68aSpPZfTkvetOizG2o/Y0BfFaxZ22PNxGrEjtlGCgk2ja6q1K/0wvd5iaerOpXt2ayQKVfxaaDW2zt0tnpdZnbpdq4luIVuOr9bhPljPEjBDRVdWClPZsdKv0ihcOnLV4rZJUoagXN3XSJQ8FC+fuuLItuTw93M3WOkrvNTjf5+O1cCl629tUKB8XtFZdffSfZuBC/VRzm5OCAkMVf0cFG1zAvjJ7f8T2Y6EyXzEMT8jyQIRILCkQq+YsPAg05Ht6Zx2PqL+r6KU+E3VgkJMzvfczdMVTk4Rp23zmDP3uVGrsbIXvj4ekzQvpPsyYYZnTp+luHDocoRtxflApobIGU361UGrEY21biYNDQtogt1PALt8jm06FeXETUM3nkvZCbTm4VxRmnAEOb/JiucPXlidC8TUfo5vssXoOQ6tP27SHFiC2ZB//zmD4KAQ08A9I26ebobFTGERY/AzeGUPseDlKJJFeIp0Kz5IzFEyj3vYBUQPErbx2oe6BdT4XLN6LrYauLD3uGTVN2g75DH0YRKcnGR0HPEEbwLaolnOk4qZIS5cSVIlgu9zP4dmkPj+seRVp+sHbxJmjWwiwa7AxQj3nYHRkmFrhKkhj40es9qjcZ/a2LvysGiXp9C6TOOSGNVwkhgL4Aj4+fA7NKvXYtG6vXXeHjFLiYEJdSeVWpUVmS0O3OTYAWZqarSvhHo/VxcBcWx6/XA/yH/HrqJP+REWv4/G52YGccWY9eL3H8c0i5X90dCIz2hlo4+MMF7L3hWPbz+zul7yarDz9B9FJsFRnUa9vxuuuA2FjJZ8V1gaObzhX6GJYcCQIJGn6Cip0b6iuKLm67l2+hb+6L4Ql/+9bvPE32N2B3Ffc7iYDK8XNaVuhFmVkrWKYPj6vuJ3uq92KNDH6uJOrQOdZ20hSTJ0TgwaJXh4hSLAXzmWZ6fR2sfzRIDWJE07xSGRzi56rDr7H3wSG4K5mxfdMaFbBty96qH4HE4uTihdv7jIILFd3BELKRdk7vu0Q6OFL4s95cSYws/iz+cL4e5pvePmzQs/dP92CB5ee+zQ52ZAbK7zYgDHYyZygMJMUJpsKcV34I8ei8REcXtLmLY+Jz43jx1qbjoV6ovbF+5Z1KBFxtnFCasfzhXfNY34hSwHAyHMrAUDztkh6RKpv2/IBYA/cAJcS0FyNmjIPnf8tLJR3IXlIVv6CJ4MWZ5wFF+X+UoMxFs1/i/TCZwY///9sEamwIW+L9sX7MXOpfvh+8xPCH1pyGY8Qb989AqLh63GX79tRe/5nYSZlz1lmj96LBQ+KZ7eHhECJEVnVhlo0r8u7v5nKHNs+n2b4uLCwIW6AbarWitHubg5o/WwQgj23YS0mYNFpmRIy8y48G8CkS2JDBc4ztsJfB+Ek9vO2JxuHRqiw8XjXihZzQ/3rruhd71sCApUISiWZaTOkkJoedZP3SI0UbwKjwlJUyfGiL/6RQhczDMBSsQ0E8HP4sWDl0iXw7K3Ct/PkQ0nOTxwIZGDA+MxE/n18PijKR6zaT3mdBDzlP6396Lp+8HMJD/vb6oVFPo0tkczyORnxds52PHB1cfCn8hahx01OAxAqM26ee6u6tcQGhomLh6YHdKIH8h0vfSfC9l/ASC/Cb/VGbJ7bUg+AyHpElq/b+hdyL49gVDzMRoSZLcqkBKOg6RLEOv7H1/QykYf+w3nSc8GTHvbss63lzZjmyNHkaz4c8rf+O/oVfEkX5XIgUa9a4sTK6FHRc8yw/D0znMxfdf8RGx+wuf/ebU8rO4Eu2fjsGy0f/URMeCRPL79FGObTlW8T72fq2FG1wV2B3TiNVghNCQM8wefQKJkKdCiJxdOGf1n3kOf+tnw6I6hSwXyh9eWImMyHP/ntF1dWaGhhvsvn5xSBC6WgqLIcDEs17SU0AZ1mNQKP/3SQrSRM4hh5ssUfNphw+/h7YGcRbJGuZ2tw75PfRVFtBT23r30IEaOwu4J3BWN3i4dvoJPDd9TZlzoFvzLzqFiVtTu5QdEIMNJ6FXblBffFwY6J7edxeXj10QprHDl/EiUwgdLR6zD3pWHonwu/LxYymw/8Xvx++Xj1+3aLycnHfxexhE3Zw1VyH7DgIC1kW4NBQI3QQ69ACRZYzEIkcNeQH7VDNC/jvwXIGgn5NcvgCTLIEm215AvAS14+ciwqyhfmdxCL2Ete8AFrGj1gg5/7m/rFRM/ItMRnk0wZ2yzaXh+/4Uq8awxmFEKECzh7OyE+1cfmX7/Z/YuwxWylYfhyf+v37YhOhmuoWt64bfO8/DmxdsIGQTz//u+cMLMwWmxe11ijFh8G2NX3MKSiSlxdFsiBAcZgo30OdNE2GdVSDKyfx2AAH8dDm1JpCpw4X6VblAcmfNlNN3GBbJWpyrihx1q/MxObj8rNB0PVO7Ty4ev0CJzZ6EPyvlNNtTpUlVMVuaE5Ys2AofmA+uLoGl27yWqnivy68lROCuSpUli8e/M8nFiuJryyceA5cA7F++LsRdFKucXP5Gh6Jdiev5QtD2l3WzsWXFIlKjMs5rmGRcGLhTqMjMzp4997yPPBSkzJXfI69OIfeSQ8xYCFyNhQOhN4P1KIEH7qPd9vwTQ0yHT0rqgB0JOAUEHAfdyDt/v+IgWvHwCmvavh8E1xln8G094qTIlR4laRWLt+SMHLeTW+bs2FzJHwIWKxl1GTu04q1gCiq5oVdbrRSDAQZG8UqZOZumINULwG7UMIuHqWS80K5DX4mPZG7hQoFuwzFukzhiMpw9cVAUupEKL0ug5p4PC4xquuIpWK4hvqhbA9TO3MLvXElw6ekXRH+f9uwBDlxOAE1vP4NjmU2jctw5+HNMUu5bux5k9F6K8J0yo0XStSJUC4uffrWfErCl7YBD8/fBGVv9+48xt0cEVl6A2SC0TWv8uhOrEEICFv4eSQbc2amM/FKvxoWtwUNWxCHpvW4tljldCT5Sqa8iMasR95PfrDToVBioW0UN+vxrwbAi8XweZwQi3dS0MiPsqne+cIAdshqQFLwLNpO4TwMWn87QfxQnOaKzGq1SSPF1SjN8+RFxxf0wYuNhZAYoWDEbKNCz+4ffwLJCj4RUrjcHo8cGrX5brlDI8iqh+X2RIOhnJUgej1+T74hZXN74+20/KbFz/Jd1EZk7VLkmGrEabsc1sG/uZ/dmo1Vn76yYc+/s0Rm0egCZ960QIKCkqbT2yKQau6C6ehz9fFc+h6pikPoTb0xOnz4LOKFa9UISSIcXjHAMhHJhjcLzxOfou7uLQrAR1UuxkUwOHNx5cZzCli0L4TfMHrhAjOGjeSK3LxSPqLw6M38Vuv/+kjReIT4Txe688mBb6R5Cfl4f8bioQchIIOQP4LwTkV7YeHJBjNgblc0LLvHwi2JrJ1DN9L5j1YLswF9myjUqoXsAcyccIXJhaL1mvqPAYMcKZSkzVx8ZzUdhrXDxvnrsjFjx7y1wC1XeRkCxVMKb+fQNJUxruFPieC77tN9fo/2Eveb/N/UGMbdZdI16rQvmPQfOGaf+gdP1iaDu+BVoOa4j7Vx6JXc34Vbooxm6cRWVrWjgfk9oQlr2YRTIOr2SAunbiJqz5dZNp4jSD9WI1CokgJzrZF742N3dXLL3xu7D0d0SrNfVfag3tDqw9GqVMFGH/9LI4rsc0mSICZ5pA2qNTSpczLX4a38KkR9OIJ+iS2Mi8ED0gB0bKstgIeAROgNOX0XWkBi14+YRwwfrpl5aIC3z9XZ5Ycz81nuQZuDC7YA79TGIDLuJXT34Q+HJR+hgB2vNHrpjaryDGrPIAgg/BJ3Go0L+Yi3+jIFE8mzpGYuxsBTPjz6n/4HK4UaBXIk9ToGAJfh6XjlwRgQXLiBweyMewBgcMcgChmEJuZfRDpZZlRCt8ZP7ovkhMXo68uJ/YciZGUTNLYdx3ZjJvnr2jqsTokzSBEMAaO4iM3kQ1O1RCk/51VD+3v+97Q7CoYs2hOFw4DavAydUJvx8bj6wFMtkthteInc4hSVJfoJA8akIO3Ky0RXgEG52McxgkjwbRuN/niVY2+kIICggSxlwUGE5tPxt7Vx0WaXwjnEVTqNLX4qSuFlWlLQnIXzYP5l+cguHr+kTw+3j15DWObj6J2ILt0EaK1Sxss705MswOpMycwq6ZSdw2Z/Ha0CWZDynFMSTIsgUlaxU0lQUtIhv0LjGB+pTfjozF9uDV2Ba0SohOFZ8z3NBtavs5qkp3DG76LOwcodRpHriwHbvNuOZR7ketUeTAxTzAjIkRX/pcacW/bCMWr1Xh5TLLSbffdU8XYMKuYajYsqzQQzFooW0/hyda0oJZI022VHYfT2qQw2SkypxCC1w+IbLeD/K7GdA/KwX5aS7onxaG3m8M5DAV2jfX0oALdU6WjiWnGCy5EuBeK/yxNYgWvHwB0DyueYZO+PXHmSKA2bF4P8a3mI7vM3cW5RQjA5b9bNWPwxLsflET4PBEb14qMnJ278VYmzzMIIydVUZK1i6CtNlTi4VWLWyNHbN5gJi6rCaAMQ6erN25ivhd0iWB5JwVrUe1FEJQiwMKJUMJMWVGx2g3+H6zzZ7Bi5quse0L92LDtC2qHpvv5697hpuGUxK+Lwxc2MV0/cztKMfEjkX77AqIjXgnTWA1+GLGg2UsozcRdWIDl3cXwYf5cxk/aw5lHL15gBjcyG0KVcgnArFRG/uj64y2ihknazDYFF4vDkZkxGhloPFJkPWvIL9sCPndTEAfPjpDfgu8XwH5RW3IIdZHoBC2MUuJ5wFuFcwGvIYfk05ZAOccKvbCOWJRREoAeHWGlNB+a4rPGS14+cyhd0v/yqNMhmRMkRu1CyzZ9K0wUni2kMQpEmLmyV+E+ZyqbIOaMpMsI1Fyy+6gITEwX+PwP+olLAUEQmSq06FO16rid7aoHvv7FKq3q4AkKdW5XNLXZerB0ciUJz0m7h5meg1csCJnnIyLbOY86THl4GgkTplIGPdNaD0DdRO3xs8lB4t268QpE0e4H/efrcgdJrdCTKD4dcP0LcI8kMEIyykVvy8jOlXUnOvo/RM56OBxM6//cjRO3Q7VPZrhx1zdxfRpBil8Pyr/8F34lrIwbaNL8pCa44WTs/+bD+WqZ/dfRKsVmi31loJG/u7s6oK+i7pEOJFTK8YMSuXW3yFxyoRCdFy0akEx4To27PX5+F2mtxH/d/SCEluDRTVsI/uNDRfd6i2IZf2FgZytiwJ6uOgSz4SUbBck76GQvPtDSrISUrJ/hFuusgYu3FE3xWFIiRdDSrICUoqj0HlTPK+pPMzRxgN85iwasgqrJ2y0ekLkwtt2XAsxBM6cQTXG4fTOcw45kS74bxoyhKf4I3dstP+6t12PVbNjZZFVoA/Ovf8eYGC1scJGXywg4XMVmeUY/mcf0U68ZsJGrBy3Qfi+2EPaHKmx+Mpvpt85nfjIxpNCJ8Ir/wLl84n0PufnMHuUq3h2cWXP/WCHybhmBuM948Jt0v3U/QbFqheGl48HilQtYJpQHR0YcMztu0y4HRufg4EphaxdfmsjhLecoRMSFGrXZ8RST6+yw8TsH9PnL6oyktBisHV3yXDLXhbcBwpxmdUgv3WZL0z2bIl9LTHrzK9YO3EjDv55zDD3SycJC4HWI5sgy9cfvHDshYH87mUHceXEdZGdKVIpP75tUDzKzC01HNrwr3CZ5pBLWygJfE3bOOuw+v4cEQCbwwWTE9vPH/hP/P/rsl+ZjjcNB2ZdnjG4UD5WpSSrILG1ORro/cYB7xcrP37ihZDcvsWXiJ8d4wG04OUz54ecP+PhdWXrdTrvzjzxS4TbTu44i0HVxsbouXliZQag3+KuVrfpWWYo/jt+TVX5iFf7bL81P2EHvAsQg/5O7z4vFgZ2L3E7nyTeYlFZPvpPu/ebpQdewfea18nu+x7eeAIj6/+quM3gVT3wXROeJGPG3H7LsG7yZqsZsCFreokFmhkTWxb/c89PRua8GcTC+FPennhwjUMlo34mIvPh4mSzQ2jR1d+QLntqMYSwe6kh9r2w8KB6y/sVQmhNkfCb534i22HsYLIFsz93Lj0Qn2WW/JlMgQknXY9qOFmMLeBz8FBiYJQsbRKRpbFU3rQF37NHN5+IQHn7on2K7zWHpF7/322Lxzvf27KNS2LQiu4Rbn927zlGNZosBOjGTBQ/m+yFMmPYn32QKlMKu/dZw8LnGHQc8mtbWVAJkvdgSF6toqeleVbSMOvI6sMnFZmWLzUo9bMjeNHKRp85nB1jcxsLWYlvqhRAi8EGZbs9glUj/O5l+CqdaJ1VSrP2W9IViZInVPVlpddI5O08EngIwWanKT8gd7EcePHwFXYtOYDbl+5h1Xh7J0sboJFd7S6GkpNamJmZ+OPvNgMXZm02hGdKYoLv8zcGrYq1t1YyZN2o77AVuDAgoB6I0IeFjrrWMgS83Vbgws/o5Lb/if/nLp5DtPvaEg9HuL9OEroa42fN7FSarKlUBS4MdKZ1nINGqdqhx7dDxOTxpmnbY8XY9SLTN6zuRBG48JjkazGKbl898UWfciOEuJglOHrRUMjMjBH/z3Icx0OEBEd97dxPdoux5ZxBkCWND7dhYDJ8Q1+kzJA84vsRLo1gpqzb720j3I8lwN7lRoiAh3CfjZ8NLRYil+k0oiKH3occdABy8EnIssKxK6nJvHFseTStLAI5WsSGSaH8Eghz3Fy7zxmtiPaZwzQ/57NYW4x4os1qRbD4w+imyPNtLmycsVUYbL33C1ClczHa79O+nidXLl6DV/cUz3VqxzlxO/UYxWsVRurMKTH7f7+iXb5e4ura6mNKEnavOBRlQB0XGM7HYZuw6ITRSSL4QF/DFXF06PpbW2QrkFl16YbOt1M7zBFBky1YRrp28gZiytFNp5RLMTJExi2h92akzpIIT+/6WTwG+FlRYGzMTFwLv7qPSbmQj2kcJsnPhJkmzqaiWFzNXCYeOyyPNEnbHvW710DT/nVVdbYxUO9bfqQQoZvvP+cyUQ+0a+kB6MPCLB4X3J4aMLaDG49fiq/5eZnPdaKRXbsJLVGtLQWZEeHgxelHxmLKT7NEwGOubarduSrajm8uxNSzTk/A1vl7RUDE72by9EnFrC9mDD28Is6B4nsmZo1Z2GcGXtQbbV+4Dw161rT5/nxpyKH3IPsNB4KPfLhRSgwk6AJ4fh/1gsklHyAlNBumaAkJcCsTzR16rcIDBhZmG2lYQisbfebQZdbaKAIjUw+OEmZn5PmDl8IRlFeQPBmbs2DQSqye8JfdLrVcDDiR9+b/buPlo9cmMzUuSBy6+NOElmiRsZP4mxJ0Uy1arZBYlOnXwdILhbHRKQ1Z3E9JMpWmlKDAmaUYajk4N4nCUns0NWzh3hqwKkb7um7SZuHgar5Iu3uGIctXgaIF+tZ/HggK0GHSX7fgnTAEfRrkhL/fh6DEuECny5EaHj6eeO/rj3S50gpB8/ZFe2M0SZoMXt0DN/93R5Tz+Fj5v8sjvGJYjgoOCEby9Mkwpd0svH6qtFAYYHmExyffZ458sNYdxIwJxyVEN2i1h55zO6L6T1EDGCOPbz0Vxyb1V3RPjq62qVvxgbjCYFchw8ZAm2JljQ+wrVl+UY8KXMvBglcXIYKNjPxuDuR3k628lTrAvRp0iZQHyVpDDtgK+U0Pm9tJyfdBcoqqEYwuctgTQ+eULjkkp1SIy2iaF5U1s88Vnrz3rT6Cjb9tFelmLh6Rr9KNi1ej3rXQ/tdWuHDoMhYOXmmab2QUR/Iq09g+/eDaQ/yYy/aXzxrmAxFNt0kQV6U3z9/Ff8I0zfJZ2ugYazQXM2YHbDnJOnpRYmdP95KDRXkqOtkJ7i/9RUb+1S9G+3lk4wmMCC9Rubrr8eOAx6je8iXcPQ3vxft3Ovy9OCnK13+N5GlC8eqZG/5emgN7/0oFf19/pMiYXGgp3r76UHJQm3HhgswymaUAh4+ROFUikUUzL3EYS4/9l3ZD+Wbfig4wdjJZKllagvc36lMoxGYmL3JA0DZPD9y78jB6IyDsxDuxF1Y/mhctkS/h95EdWtsX7xPDUDlFvErr71CqXtEIE+VbZ+8m9DRKpEifDCvuzorWfnyu6H0HAYF/KWQ5JEjJD0RZzGlKJ/uNBMTFhTFLEv6va0lIif6ApIteICrLQQbNC1uvLaIDXItCl2RptB7f0pBI2W8iEHLiw42uxSB594PELFM8D160stFnBhdyXtEylRzBLj5S4JAlXwY06lMH5Zt/K0SMQ2r9YnAtMz6OXhY1/nP7L2H60bHCxO7EtrMWAxDV+2bhfnzKzX/sQMfJrXHx0GXF10WMGgXjoujoq2xO/X33+h0a9altUYczvdNcEcBEe2CkbAgYo94eCoReA+RgwDkLJJ3yF5cdPQmT+8Df9w1GL7uFfMX9ET63UeCZQI9GnZ/D6LuWJEUQWve5gB/GdhdGWh0K9oE/y4BmmL8mpaCw6YC6YiDh3f8eRPhM2Snj7uEG32dvDMGyHPWxJ7Sagcz5MuDRjSeqA5fI+3Z613kMrT0BeUrkEAMjw0LCkKdUTjy5/eyjBC7k7Wt/nNp+Nlr2/Qzc2FbO0pgxYLx76YHQCX1VMifGbxsMT2/DrKm02VPhyZ1nVo833j9N9rh9Nf2xYZAA4XKrVJ6RgIC/gAQRRfl005USjoTs2QRywHog7KGw/JfcaxsW/hgIaSXJDfAZBvlNXzOnXSP8orpC8h4ARyAHn4b8qlXU94C6n5fNgCRLIbl+mDsWH9EEu58Z+1YdFoELMc9iGBcZlmoWXp6G2f+bJIy2eFKc1HaW+HvkrAf/xnLIH90Xit+Z4neKhnjXFgyI6ABcoLxtV9jYhroe+puwUyky9Cz5958zMTLWo+7BWKIjDBBk/6WQn5eB/LIu5FeNIT8rAb3vQMh6X6uPw6tzlrfK1nmDAqUiBi5GohrGOkEO3C6ybLfP31N8HUb/HOPnYRShVm1bHi2HNhTajjZjmglzPQbJ1ILU7VJNBMPiWLMSRPDcv2nGNtGGHV14XF44+J+YlXT7wj2RbaE25GNPqH791Prno8QfPRaZAnVjUGL898q/1/Fb53mmbanxsjV1vWaHytHaj88W8b2xNb1bBznMehem5PIVdD5DoUs8G7qE4yC5FXdIB5DkUQdSot8BpwwR/+BSEFLS1eJ5Y4rMc8qbweGBS+Rjh7+HQvYb8lHKq7GJFrx8ZmyYvlUsJtagYHH/mqOm3yksfPX4tdUDmSfHM7sviE4N6mBiwxKd+8s5PGP/GYgGPWoKbYMR8/9HlwSJI3apUCxsCw46fPk4ogbn9vm7MfrCV/mxHJr2rxfhNvntBMhvxwB682mxIdC/34C3t2rD3/eJouV9l1+8VM3XCX82YbTFbJp111sZPklCIEkfBLcsA5WqW0xk4HrN7ShcapkZaDqgHpbf/gPbQ9Zg/fOF6DT1B5w7cElxseXxwzZ8am1iinnWJzaOS1skS5c0Wl1iFHZbK4/yvWPJ13jsscTIH0sLJwNL+h19W79oNPb+M0byVrG0yYDO/s/PEUjulSEl2wkp6UZIiRcJMztd0lUOCVwEIeeBMA4qtfad0AOhN4DQC4jPaMHLZ8b1M7cUHU259u5bfdg0W2jZqHWqHpdmcn/P2gE7ZpSphgtPykwpxDTtDpNaYc3jeWKh5CyaX3YMjfbjMqXOcsK6J/OFK+zw9X0w99wkseDazPDIsvCPiaz1iBYSRDdIr3kdIz5FyHXg/ULL+66T4eHxBBvGNxXiXGtBk1eCl9DZ41JPi3Irh0ehsn5ImyUI73ydERoimRZTvxd+ojwjXorZIsq5VL3LDUdV16bih/4wYjK1iqCDLdTpc6VRDLSjzUdI3iVKkRCFK30t/s+sIUuJ/NcW/x29ZtOwz5hZIgwUh63rjeaD60cIuj19PEUX1ogNfUW3m8YHhCbFjdkoJxtDDmt/srdNuIC7fAXJrRQk5+gbLlok7B5UEWrbWDEuo2le4gg8ofFqy8XVWZwYo5uipH29LT0GFxhmXDigkd1FamF63preRehrZNmglTDXQTjpTHV9a/vFhfnamZviPWBZi+2i9HQx6gPUCEkja3GE/sLTTQzcY4mlYPkPArUH1x/b1O3wOV8+ehXhNuoR7O0sYmdMv6VdkTlPBgvdB+sUWye5JlVt/gzNCy6Ds6uzmIEUdUcTA/pnamc1QPJsiLylX0XJVJSt8xreicJw9jDbgyMee9xWrw/CiHq/YtWD2WKxNBoAmn821MDYghmfr78zXGHW7VYNM39eFD51G/EKjp54eve5CP4PrDkqJkfz2M1ROIsQ3VZoWQbJ0iSJcj81QzAN2314Q3j8/jCqqZjRJHRGsizGVjDY17CMlKCb8HYBGFBGfs8lwKMhJGf7Z1rFC3Q+jt0ujqJlXj4xnOzMRaBpug6iXZgdGO3z9xZTn6MD57nYggs9dSy8WrRHfGu+rVdCg6DQSPbCWUV2o0m/uvBJ5m0qz9TtWk0M82NniFK2Y+eifZjTN6LKnidpGq2pEcdyQTQGfGIadIbkYurwkmGrsX/NkQjmYvTvsJV54XNy4KA5DIbq96hh9cqej8nS0OT9IzFu6yAsuzVTtLBaClwEYVzslV9b0pShIgvDYCE4MGodX/Koq3j/CNuyy8AprRivkCF3WtPgQhc3PdoNfYSdq5NAH2b5xcl6g8ajQ/4+2LvqkKk93V7hMgOh6j9VFO37M7osCC9lWdpZRBuOR4hNGKjTubjLNwOwf/UREbgQBt8cgjp/wAo0S98BE3/4PYpJZK6i2Wxn/SSa+2WPcjODleyFsiBH4axa4GIDySU7JHbtRNaWwAXw/AGSz0h8triWACQbgQn9bFw/DK6Nj2g+L58QLqiDa4wX83HMAwNjpwdnuFAcaQ+cSEtn0dhETGxuUBw12lUUAldOjaa1vDnGLIqR+9ceoVPBvsLdVOlxVz2YKwZEErqiLh66WtU+sQX3m2oFMLfPUuxccuBDS7VOJ652M+VNj4m7hplmxgyvN1F0UynNfFp5b3aUq2ea0k3rMEeIovn6DK/T8FzUJgxZ3VP1wqJ/M8jQ8aDQFRHgL6FudkN5YtSm/qJ93RxZ/1ZMu4X+ifXHccoBybsrJPeqEbJPNBBkQFKm1is06fIMnSsbpjRbh5k1w+RmZgai03HVcUpr4X+yd8Uhq+VNBldc5BnAUyRtT1aGARmnTV84aL1zzRGwhMjPXuk9YFaqYPm8GL99SIRM6ujGk3H4rxOWxy8468QFCKdga8Ax4tWgfUDQXkOhwaM2dPG8y0YNMpsAqKWzguQ9DJJXS8Q1tFbpeAIXwP/tvRDl5GzUN/Bqm8Ze9sxb4YmbM2BoNBdbcKG+fe5uhFJMZIyBC+3aaUoW+DZQMXARjxumx7FNJ4XbKGcWrf6FC7t6Dqw5JgIX4z6ap+lpeT+ywSRMOzzG5B7MltuQoBCLiwj1BJbS/iyZ9J7fWXjT7Fi0T0xf5niDiq3KivfennKf5F4TcoB1gz0eBn6vnCFJMmRZiuD0anoMnTeQdAVk3+5ACF1dmU3h8SMDzvmBhKOgc/nQ3WSEc4fmXZiMbfP3wjl0gWrdDI9NY6YhOhze8K8IsJUyfgxuxm4dhMb96ghPnftXbetojLCDqtmAeqKbyjhJPTbgcWNzX8L04hjbtmCP6MbyTpwAuYplR/fZ7cXxeOe/cM2B/GHwZdqsqdBrftSZWjyO6U69Y/FePLv3EsnSJkbl1uWEYFfTvFhGloMh+/0CBPACKHw4acBK6F2KQEo4AZKz/XOs4g2e30NCMOS300QDwIfytAsk756AZwvEdzTNyydk08xtyhtIwD9zdqHL9DY2H4uur3R7TZwyISq2LIONv29zyERoa7h5uSn+nUHZyrEbRFaJeIT7ViihkyS8fPwKf8/eKdp5A/1tCyAFEvUoOYQ1vDX4XnDRvHryBnJ+k01kiqYcGCms3G+eu2vazsPbHc0H1keT/srlGKbv+RPj9K5TZsiht0ULcZSXJQEp04egaIW3+He3D1JnSSmEs3T3vXj4stiAzrUNe9ZE4UrrIIdcEj4O4g2hJ4VLLsWn5/BKThOX3wcgzHc4UqQLxrMHFCVLsaaE5ZgJW5kUBh1XT9wQ843qdquOGV3n23xcY/aL84W+qVoQdbpUFZm72MBeY8Sp7eeY/u/q4YKGPWth6uHR2LP8ELbO342XD18hSZrEqNamAqq2KSfmdZnDcuHwuhOFTs2oMeK/hzecEJ//6L8HRBkr8KUjMi6+PYGgPVFLsyH/g/yqCZB0EySn5J9k3wwjCDgqI3GsDGGU+JhePwEejYDA7SaHXToE2/KQii9oZaNPSDW3pjavYlNnTYml139X7C5aOGQVTu04a5gZppNEF8TZfZeEC2psCCH5HG3GNhfZCUvsXn4QE1rPMJRs7AyghB4g/EpUjR6H2xevWQTtJ7bEj7mi2n1HXuBaDm0UoRTHEwnfQ85bYoBVsEI+oW35WOhpYR56yerfQ0OBE3t8MHdMcRGULhu5LoJI1vj/9hO/F8Z60UEOewn5eWlsXe6D6f0sX41Sd2NIYn0cH54JO4eiUMWvReauWfqOCPQPtHo8eCdNIAaJMmD5qkROU0m2VoKWDm+h5vHGqdohQeFX8tGkXNNSGLiiu6qF67cu88RFjEVHYx0nt5dF30VdYrQ/nxsGk7ZmCls4AV4/QucdM6dre5ED/oHsPxcINTiZQ5cGktcP4bOWtK4xP22qdPzAWUXr7bN7LyxOsiW8+u5eajDO7DpvClJ4gqMvizAZi4XAhYslp/tWa1ve4t/9Xr3FlHazxXNHJ/PD/RdXTSqFxPQbqdOlis32UwOSIaAzv0WShACyfPPSQk/yMQMXgYJRFnF2BtJkDEbdrlVF4ELM31fj/+f2WyaCsOggOSUVJ/JqLV6h6c9PxW06J0bCMpz4r3if+f5GXGhjy1CQxxg1SoRC71Eb+8HF1SXCdHPj/2t1qoz1zxZi4PLupsCFcPsEiRM4bJ/Ea2WTSgJ3oUdxj6H/EL1cLjB7ZgN+n7YtsD5rirqh3SsORtsw73NFDthos1Ua7x0zE00t+rfTIb/pBYReNbvxEeS34yH79oAsR78c+yWidRt9QjLksj18i9bnlrwzuMD/2uYPkbmJHCTw95DAmF0ZRsZ4gZgouY/oHoo8tNHI7mUHTROFPwZsWx5QZQwWD1tjslS3BgOcXEWjdnFY4r9jVzG6yWTUTdwatX2+x8BqY8UYBYeji6qrMYcGdMky5BT+INaN5Qyfz8QfZuLAumNWg11L8DiicdorP179/YTWfZ9h7v4rqPvTc5Sq+gZlavsiX/G3ePfGOULgUKRKfrh7uRv8Ksx+2NKt6mVbCXz4GkvXL4YkqRJHEPDOvzgF9bpVQ4oMyYSVALMyDCK6/f6T1eyFZwwDDAYsydIlCRekp0fbsc2FiLtwpfxoHM0slzn9KozCnUvKXhucNWbr+0SdD40HNczfFJo+2ggGZF8xy+hjIIf8B/jPNP4W+a9A0A4gcOtH2ZfPBU3z8gmhwPPaqZs2t7NUX6cmhPNh7LlPTMiQO53wmWCXEYfR3b5wV5i4UUSaKnMKVGr9nWgtvnvpvljc1GVCYo4xcOOgwqz5M+LWubsWu1i4T3QIZkeSLTgtemrHOWIUgrHscGb3eVGaY8mJXWCOQvKsD/ktByxa8c9xArxTt8B/x3colkD4cd+5eA9jmkwRi/vwP3tHGENgCbaQ00n41nmD5of3c3LKh2IVXsI7USicXWQc3poQIUERgyYGKF1ntBUBLG35eSySr8t8JSZA9ywzTPF5qftgtw4DT/MRBfyMUmRIji6/RdV4Ue/TccoP4kct9OV5eu859GHWvwteiTxFJvHpneemWWDGf5nt4KRzcRxw/tCwNZB0OqETatyvthCUx2QkAb8jXYoOwIaXi6y2d6vNXtpTHqP4N+BtANw83SIMgfys0KVQ9FASCL3Jx7l+l9+vsbE/Osjvl0PyiDr3TMMyn+mRGz8o07A4/vptq83ptfQricyDa8rlBkcLEGmOZRTdjmk6BQfWHjNkAnjfMD0WDV2NH8c0E1fjnwIuNJxzk+ObbLh64rrhNvnDouju5SYcdm11ZtCIb1rHuSKWMF8QjIsI/U3ylfkKhSo4aCqrR2PAfzmgf2rhxOYEOGfD+6CykGUb4u5I4m1mo2b/71fTRPDIGNvQzUs/HKhIti5Xtk0v27AE0mYz2PvX715D/JiT99tc+O/4NYuzk/h8tTpWQf3u1bFu8t8i+GG7PQOnGu0rCh8dCokdQe3OVbBnxSHFbcZsHoCcRbOJ43n7wr1iwjNLi+zoMR5XoeHzF8L0YZg/YLlwmd42f49DZimxE2/VuA3ChM4SOYpkVfX9zFUsm6rjYvUvG0X3E2dLUbtTtnFJNBtUXwxe/ZyQPOpDFpOhraEDPBt/vB0KZYCvdEFHy/5rH29/PgO0stEnJE+pXMiSP6NpCF5keNKq07WayHRExtPbcUECT4y2puMyM//7zwswvfM8HPzzuLiNizvLWkbPjwUDV8DF3eB/8Sng/lAD0eW3tiJT5OruIspc1Iv0nNNBGIrN/Hkhti/aF8U8zIgYgWDl8zD6cGycEfP0LoWoFDb/9dshnDrZDzLbmgV8bsPzh+mKY964CmiUpgtePIjo9quEWHBDQvHnlH+i/I0+NTfP3zX559g7IZwBK0spSgxe3ROpMiY3fykmjQpLQG3GNjNkWKa3wSbfpdgeslqMcOACbgxc6KzMNnRLxnxqoQam1QjDAmVJL9NiSAORnWIQ8uDaI5G5enTzqSlwscaCgSvFdo5CKcBKkT4ZStQpYjIUtPR5FK6c3xRMWoOjQESWZ/oW01BMlpyZfaPZHoPNzwqXrwF3BtWWvstOIjMjef348fZH4nw1W+aEtjsyNT6gdRt9Yh7ffopeZYeLdkk53G3U2EFC0zPONbGU2uXi1zjVT4pXfxwVwODCJhJEKWTJsDW2N6UOWGG9c3FzjnEnRkzovaAzqv5YzvQ7hYxDav0iynP0nuH+86RN99/Bq3qItlpzeIK3VcpLmNwHfz6lO2z0AsU1EzaKDA59b4wlCvqADFxcGUXKM1uhQ1BYAfT8bpEo6US35d3Tx0MEB4Qt65zCfHrnObsDlshw7pRxfIM16NOza+lB7FyyD77P/ETXHE0NSzcoHsG8MDIcAEphMsuAfN08niq0KIPvhzUUAQ8DY+795WPXcPzvU8KhOmuBzPiuSUmrYmuaEa6bvNk0yTnPt7nQsFctlKz9Dfzf+Isy191LD1Rb9zsaDr5c++jDJOnIUJPEfXwYaawFs1ipMqXAlIOjLHoSmTO2+VQcXHfcsjGeTofkGZJi6Y3fxf8/F2Q5BPK7qYbMJsxGerh+CynhWEhOqT/evrxfDdlvmI1M0PfQ+XAa9JeLnx3dRlrwEgegrwVT1rwCo4YkbY7UqNm+EkrW/UaxzGGcL2ONGh0qYcucXTafnws669+qfFV48RDNtY8ZDVlBf+AIaMfPeULGLEPnwv2FGVjkEgZP/NQy/H7iF2TNn8l0e7eSg3DluKHsZI0kqRNjzcO5wgQLwafZ2gA4Z7U6YI0D+7hgMwhdPWGjyFBFIfyibORf/cSiypLKvH7LYqRdYmC0I3StQcPTYY6qGVGKj+ekQ+5i2TH10OhY8aagtX7f8iNE1si8ZMfsgquHK1JkTI67Fz8IXLnQMmvJYJSBGt2NIwej5hjfS/N9n9Vzcex4IhmfQsXHRzfhGcfHK27Di5Wt8/ZgG31hHr1GopQJUa1tBdTsUElodpRg8NM0bXubuhg6ARepbMwAfj7I+nfh/kfBgHNuSM5WxnXEIvowX+B5yQ9meZZIvBA6t2/xJeNnR/CiaV7iADz58EqQP/bw/fBGoma+bsrfwp2TtXhxgpKA7AWz4Czde1UEGzynqzaEi0HsEZPAxWhCZqv+z4CO7wvbn09s/Z9JjBplXyjI1MlY++sm0WZL2E1kvjha249iNQpB9l8A+R1bwt98eEzX4pB8RkFyziQCJy42f/22RXSLcb2k6dqTm//hu7q+ogX56llPPLgZXv5jZ7IEoalgy/Y/c3bGTHQtAamzpRLDA6d3mitusneBZrAi6/WQGPSE6pHl64wY8VffWAlc+FontJohOqUiC2z5uQe8DYzy2TBTYkyWUDczqPo4keGp0Lw0anasHGU2VeT9ZlBJ/UdsmDlS+5Ulfwb8d8R2Oab16A96F5bLTm77nzCcpBC+UMV84gKGLeONetcSP/ZCDyNbgQs/a2rGPsfgRdIlANzLfdp9CDkOWSlwYeYlcCfwhQcv9qAFL/EYXnm2m/g96nWvjumd5on0uPEEffP8HYuCyfiAm6crRm3sL0TCDCj8Xr0TbeUso1Gz8vrpG6sLzolt/xNOpL/sGIJDG44LrYC194EndOp3Biz7WbSkDq39i2JnivFquk6bZ5DfMhUdieCTkF82QVjiPzH++3U4+Ocx0wV4+uwB6Dx8IzLlDBRBppH/HfLCpB4Z8OKxqwgiGegw4Hp297kd75ilXZVQu1MVkXUx9LmrD4QYoJVpWAIpM6UQWhC6DlOkW6RqgVizomfHEssiMeXxzafC2Xn9tH/wy46hiuUteijZMyFcLeykCnofhCvHb9jctkD5vChSKb8I3qhRWjZybYR9Ypav+6x2IhsXXZi1sgWDVDcV22lED5kut0Jiau2crAcC/xHjPDTUoQUvnwGX/70hAhdivFqXQ2O3PBObBL0PFuWzej9XFz/m5C2VC+smbcb66VssBiUMavgeTGz9u+jUYCeUEvTQ4H04vdpokKd0dTpwWStkztTLyhZhgOyHPQsn4OA6g6CTj9ak21P8OMDQ1h45aZGvhD+mbLqBLpVz4K2v4evIuVReibzw5rmf4r6kz5lGBHiRdUgsF+UukUOUFEY2nGRXZkGU05yd0HJYI1U+RI6Cr8NRMCPDY2hIzfFYcXeWVet8lkodDd8/4WFDk0YFDY2zqxOq/Fge3f9oJ37nMT2vf9SA+PWT1xhR71eM2zY42lmRrAUyIWmaxKLcpLDnKF7z8x9Y+MnQc9acje8hy88aqvl81FlfMCvHro81t1PCrh1rpmKxARfmJ3csZx44Fbruz9UVF2QGIbyq5hUwfTmUSJkpuRD18srf2pRjgQS0GNQAZWrcsfG1CcOm2XdMn8d3dV+jzcAnIsCwVG2hg26y1CGo2fpDhwuN2DgKwLxDJjJ8/T+ObSZs4dNmTx2hBNm4bx1hr8/p1vyxdWy4uOmRPX+Q6f7jtg5WDFwMDsj+Bs2Pg2AruyPh+8MAeN+qI1a3SZ4uKTLny+DQMhhni1GIrRQEM7O19sl89JjVXjw39SxLR6y1uK3xYWKif2K2rMXgBlb/zuOjQsvSQhD9OSCHXITebzT0r38W//L3T45zVhuOvxLgZFkzp2EZLfMSh+AVN2e4sPuA9uZq4MLLKbyOhIsmhw4adAOJMLP7Ipspfaamqb9xBLxi9Ulq3dpd7IuN8zhPyGmzpVLsrOE2dbpUg9/LqNOaI8NshOh0CWMGRXmxu33ZLfx5ZTTr/lQsQErrI+Orqs1eYc3vqZG7eHbR9tqgZ03sXLwP/n4BUQI1fj45imRB8ZqFxcJUqVXZ8DESoUiZMVmEY4fbcJKz1dflJKNk1TfoO/0xzpwahELVGsLNw3IgIcuhwPuVkN8vAcLuf9D5eHWA5FYKMaFotYLCdyQmE6sjw/fp/MFLqP5TBYt/Z+BA08HRjac47DmZybPV5cdy5fN7NAI0HONHN51UnLjOoIWlRHoQRdePhd9lZl5WjFtv6iji6+cxXbxGYfSY3R7xHR6f8puBQOCm8EDB0Lknv18G2b0WpIS/QJLUnVcdjeTZGPL7xTa2aS7+lUMfGKbNh90GpASQ3KuLIa4fy1AvvqC9G3GAkzvOokfpIWiQvA1aZOqMhinaYk6fpaKN0xYhQTE3yooMF0v6a7DlmN0bXFRsQffaotULKi7SamFXTql6Ra3+nfNlbMHgIWXG5OgwqZX4PXL2gb9/VSKHmIvElLqt7ARP8nw86Gjgphw5ubga/s6MSqacQTbfE/49UTI62jqj87QfTVmByQdGIU3WlKaF2LiPhct7Y+y6LNDhtWkR4r6ly546StDLFuJk6ZJazuJIojkfjTo9h4urHsW+26MYuMi+XSG/HQuEPYio83n9o2gFjQl0663dpWqsiIGVoLaHxwjfW1HycdKZWrnVHGeRYSBsq1Rp1HUZoSu1msyp0UQwOvB9/WF0U9EO3WxgPZRrVkqY+P3+73iM2tTf6ucenxBt0YGbw39j8MijOzyIDPwH8lvHBan2IjlnA7yMwzMjf9Y6wKUw4NkU8rs5kF9UAPznAIE7gIANhu/Xq6aQ9dr8KnO04OUTs2vpAQyqPhaXj31oz2XnBM2kenw71GYAQ0EfPUJsYe6tYWv+DEtESc18I4pVL6RYwuDfStQsjOHr+yKPDUt6NXBatZLLavbCWUSwZOv1Fq9VWGQwhv3Zx9Q+TXySeYs0urG0woWTgkil18jtyjYuAcmDM22UsgNOKFnTW5QGjEGMLZiZeffGE1MPjRJdUkYy582AhZenY+LuYWgzPDPaD3+EeQeuYcySo0jgPElMghbD3hTKCVyUft09DElTu5sGLko6w4+Li4xBs+8i+9estYcBwUcgh1kxX+OVYNC+8AXB/PkM74XsNwJyWNQZXPbAydhVwwd+iiDCxSlG5UoG4V+X/kpxm63z9+DPKX8b9E7hZotJUiXEgGXdsPjab+I4s2YiafV5lbJ9EkdtpEWarKnw8vFr9K8yGmsmblLlvcOANqakzpxSmAEOWPqzCJRzfmPbmTfetEP709PI2vsoA8zACO3Jp0Hn3R1SwomAU5YPN0oJAa+OkJIsFMGK/G6yWdCl/3CuCbkA2dfQFalhQPN5+YRwYiz9F6yZuvEEztbIn35pqfg4FJtyzoqlkyav6DiwcPH1GXj/5r2w+N+38jBm916iuOjRwO27JqVMRnptv+ohUuJR7iJRt+GE+ZeminIHW0/FVGl7CG+G4b5S69F7QSebXS1sJWaHlcWHkyTU7VbNlMUw97vge50kVaIoRmnsqulabKBh3o6FK+efZ/6EWp2qiP/r3wwBAjjhOfKbwXEJbrj14Hd0LTETTk4hWHX2EhIkVL4S53uq8+4LKUE7y3/3X2LIeFhBStAHUgLltH/Qyxk4vHYFTu71QkiwDjnyv0flJq+QMGnEQExK+ickupNGQv+8BhDG7hlrx4wO8OokTtAx5f7Vh8LziILl5OmTiZbhaR3mGNr5w+MIW4s9gx7PhJ5ikKI1wS7b5C2JZPm98/LxEB5ALMV1KtRPVYaTx2+WfBmQJntqHPnLYLJnCWGOWK0gOhfpj6d3nqlqY2aWcOrB0cL8b+eSA2Ksgu/TN0iZOTmq/1RRZNg+2zlFKpAD90D27WRzOynRTEjulfApEedd/ROKcwCn1KKUJXRkL6oDYZwMrxD8Jt0IyUU5II/PxDmfl5kzZ+LXX3/FkydPkD9/fsyYMQNFi1ouCyxevBg//hhx0XFzc0NgoONbGj81YgKzQm2cJ79/5uwS6V6lExNnk/xv30Vc+fd6hJM6r/65kNOuPVEyH/FDeHX79+wdeHzraZQTp1FP8W39YhGu1phVGdVwkqE7J/w5hEmYs064ABvtyXm/GV3n2+Wyy7ZeFjC4r8xEMYAYtLK7Rd0P9TBrf90sujMiPAbT/pIk3jO+PmO5yJxEyRNa3QfOAPrt2DjM/HkBzuy+YLqdCydnNpVv9sF/QfIZAVnyFldywvjKiFMWSIl+RbaUeTDsT3eMbTYNW5cnQ4OOz6AUi0kU6nk2s/g3imLld79bv7MIbmYBXt9DUrAXd/VIhnL1XqNcPRtjBqQklk+2ioGLcTbLFTiC9DnTRpn1U6x6QbFoc9o3P+uC5fOhYIV8WPPLRvwzd5fJB8h4DLMsM/afgRECl2f3X2Dr3N04vfu8CEpunbtj+ZWE6fH+bYDwDOKIAbVTuvnda9SnjjCXDAkMER2A3C/jkEfC8h5dsbkfbOu2JcJlEMbH4PHMTE3v74bj4Y1w/ZkMMULhwsHL2Dp/txBaW3MZ/uyRgxy7nfk06NBbBnt/t+IWv2Ny6D1DVlKYVeYA3MpAkqyfr0VpNLK7r/4REGZrSK8TELQH+IyDlziVeVmzZg1atWqF2bNno1ixYpg2bRrWrVuHq1evIkUKTv6MGrx0795d/N20k6zppzTU/h0ZuX1qaB62beFemxb+qx/OjWK4FRkabm2csR2b/9guxJvUqdCKvXG/OshW4EPJxFzo+2ubP4QhlhEuCmUblRDiPa+EUV07efLkQLr/7bkggo2C5fKhWrsKUazJOal44eCViC78vFnusRSATOs4B1vm7rZwJwYnPsLbw9wx19z8i1O4WTJji7GSDTqN3RjYcYQA20ytbSvr3wBBh8JPWtkAlwIRNBtvX7/D3uU7UbjoFKRK/8xyx5FLYUiJZ0LSWS6DyUGHIb+OOmU5ystPNAuSu2VhKtGH3ARectaLtat81t2/hi5p1K4XcVX4lIMolQTZOsC9GnSJpuJjc27/JXHcXzt9S3iVMIBmm3iytB/KLP9uOY0RDQxt42pbx5mdo4D64pErqmxyEqXwwdC1vcV0bXJk0wn80vK3CAaQ/I4xkGF3lZivZeNxefx1n9VeOBv3rTASFw79ZzFTw4CNr7nb7z/hS0QOvQX5RVWb20nJthr0J7YeL+Q/g/hXDFQ03tkLkldHwMvQJSbLAZDfDAYCt5jNJAszzE1KNBWS6zcO3n9nwKsNdN598LkSp8YDMGD55ptv8Pvvv5uunNOnT49u3bphwIABFoOXHj16wNc3euKk+BS8zO27FBumb7U5yHCj7xLhsKkW2qu/fvYGxzefEt0qbHulmNZS9ubRzSe4dPSqWKATp/TBnYsPEBamR55SOcUJk1eoh9cfFyZuXHkLlMsjhjgaH4tpbGaP2GJrXLiF4dbkv0UAE93uEbZns53U/HVfPXUTXYtGPWbMF4Y2Y5sLzYwRXkFzCCHLWcZFhK3I3IYdGB9DICrLgYD/MsjvVxiusHgScikEJOgMnVtJ5fsGblNV65YS/grJo45CSr27QvDB90AHKclSqydcvW9PQBhtWf88pYRTIHnUtBlkv3riKz5Xn6SOmR5tiyd3nuHHXN0RFmKh7GmDzPnS4/YFZdfliB4vOkzYNVQEMB0L9RViXFtlISV4PNf9uRqObT6F8S2mK27LoajrHs+zeOHxJaB/+T0QcsrKMeokvnO6pBZGc0RCDrkO+VXD8CyNhc/OqyN03r2gf90RCNpvYRte7DhDSroOkktu1ecI+VlxDkFS3E5KOBWSR8Qp7p8TcaZsFBwcjNOnT2PgwIGm2/jlrlixIo4dO2b1fu/evUPGjBlFoFOoUCGMGzcOefLksbhtUFCQ+DF/8fGFbxsUFzNsrMGrKQYL9gQuTHGztVk4q4ohj2yH1CNRioTot6QrvqlSIML2FA5SBzO22VSc23fJUH4JFx2my5lG2JS/ffnWpBHh1OXk6ZMKL5Hdyw7g6smbpoCgQY+aqNO1qti2UZ/aKN/8W3QpNhCvHr2226OCqXUGTBQLG9m+YE+E8kBkeEXLWU7G4IVXtpyVc+PsnQhX28xM/dZlPp7cfiYcim1Bq396hvCq3iOB/ZNfJckdSNBOaFpEuzGc1AdNTplitJ04Eft2UxYZ65JDSjhe8UpR8mob7hJqya3XCXBKA7hXtnp/BtMcuMj2b2NbMCdMc5SDMVMRW/w9a2e4eaGdd5SALPkz4d7lh6oCECH4hR4zusxH99ntceuc5dEU9vDXjC1YNX6DKidglqqYfWJJ7UtESjgO8qsmgP51pOOdU6QTiWNcDfK76YDwMLLymfvPhZ4XH0F7rTyCQWjL8SFS4unq9l1yh+zRGHi/1MrzUk+XEPjEep0vptvoxYsX4sQfueTD36l/sUTOnDmxcOFCbNq0CcuXLxcBTMmSJfHggWUHzvHjx4tIzfjDrE58gZkN2oNbbmM1ZDCaK5hLWWJax7minm50izWedCl+HFprvNAMmMOWaC7wxom74gQcXp/nTBQGLoTZIWOG6MWDV8Km3xi4GAOCWb0WC0dXfuaEHUvzzk8W4tnotJ1SXxP5CtrWIkJdg/midf1/t62WCdZO2ozbF6wvMMwqMWvTOFU7NEr5E2r7tMKAKqNx7sAlRBfWwu3K9rCGDhu27VIKUfKxhCxOhpE7hCLh2RqSW2nlp3DJCynR9PB94f4zmA0X8jilg5R4MSTJ8n6yRNmt2EBsmbsrgp/J+YP/oU/5ETj8l3UfGkdwasfZaM11ovdM/e417Mqc8PtDt+CD644pdq+p5fWTN3aNMPjYreZxCck5vRC0wrOV8Ecx3JhATGsWQlcVAxllvR8QxLK0jYyx/1wb1/5hQBDnk6n3vpIS/Aw457SwLPN75gwp0TSr37EvkTjXKl2iRAmhkSlQoADKli2LDRs2IHny5JgzZ47F7ZnVYYrJ+HP/vroUb1yAJ5oR6/sg/3eGrBKzCsJThVOePVwxeGUP5C9rOeNkiQfXH2Pn4v0WsxxCtyBDOHkGB4XgzQs/UV46sPaYONnadYJWuIRlepudEEa8EycQXT9/Pltgs0U78nuTvVBErQ5bmm0tCOYTdpklUupK4fvNVllrgUuvssOx6pe/hHmgkf/tvYi+5Udi32rrzq0xgeI/tj/r3wyE/u2v4f4pNk6ACuJAIfCzdSIWLdC2kdwrQ0pxGJL3IMC9JuBRz9C9kWybWDissXDwKjx/8DJKAGEc5fDrjzNFOSm2YBnUHox+L61GNBGt60Z3WntcrP3fvI/RENPollppI/AlIzmlgM5nIKQUpyGlvCj+1fkMguSkTjNpyNrYOl50rKOqmBfGcSG2vbqIHPQv5Dd9gFAajvIcZ2xWcAHca0BKuh6SWwlVj/WlEKtlo2TJkomW16dPI3pH8PdUqVKpegwXFxcULFgQN25YHnLGTiT+xFdYn564axiunrwhnFCpy8jwVTpRcrGnXEQOrDkqTrrWrjJ5++ld51Hb+3uRReFsF+/EXqomT9vD6l82olqbClF8Uvi6RIeHjediBxPLRZHtyss1LSVaaK3ez0kn3GaNsA1VCQZsFPFagqJjuppaWnD5fk1q+weKVivgMH2BCC7fTgTeL4hkI65CM0Qdjf4F4GTB3p3tmDax4+pQR1+K1jY8hhFBc7RnxUHrmQ/ab/gFiAGZlb7/8Nk5Epal7l9+oDz+IZKfCvVQJ7acwZld51GmUQlx7K6duBE3VZaCfJL5KM42cjQMrKq3q2j3OSM+QXdr+f1Kg0CW2hCnrJC8WgBuVaK4zxoyUNHIUugS2xigSPSAU6rwtmYFmPWRfKJe+AUfhxywHqAvko7Glz5AwJrw773x+x5+DvBqB513D/tfxxdArAYvrq6uKFy4MPbs2YO6dQ06BH6h+XvXrl1VPQZLEBcuXED16hEH9H1u0CwqpoZRb1+9Fa2VehvrnbH8w8m3/HE07NSJ/IVlQHPv0n1Vtv4pMyS3aFfOqcYUEl8+ft2iZT69Oer3+CBmc0/ggfd+1gVwvE8CBm8W3h+2qCstuNQX7F5+CHW62O5wUIX/vPDAReyB3Xen4M9iQOGSDwg+pvCYFDJGb+CfGsTYAhtt88w2UlcSW9BJllk4NbDNnmWmhYNWCu0Wj10KzwtWzIeJe4aLzsA2ubvjne97xezf+inWtWyOxHixUuC7PGg3QdkPKj4jh1yC/KpVeCYj/Hupfw3Z9wTgVg1INAWSFPOJ55LOB7JbRdsZywQ9gFdHFR7JCfBoFGGfhO2Bby9RTvoQqJhfOZo/X/j//f+AzNEAbh+sKzQ+UtmoV69emDdvHpYsWYLLly+jU6dO8Pf3N3m5sERkLugdNWoUdu7ciVu3buHMmTNo2bIl7t69i59++jJbAO0hVeaUdqfIY4PIdXcGLmo6jzhJudXwxph58hckSRW1NZxZPHp3cF6P8XmMDqzpcqTGlIOjkSJ9MpNY18VGmYonfaMRnzm+z/2EQNdWdujOxXuwBzHMUP8mStlNloMgixp6DHgzDLKFLIvkSUGy4X33f6vD5kVJMax1JgxukRnLJqXEi8c6SOEeM2ztPrvvotCisLXcEXh629Y6MSNCI0VHwYzZgXXHcHL7/4SmK1Oe9EJAawu2L+9ffQSvHvuaglhjAEsx+6Bq44Q7sy3TSFEyimFAQgG8LdhdREH/kNU9MX77EJHd/BzhcS2/7hAxcBGE/z9oOxA+N4jZGZZb9c/KQP+0EPQvGkB+v97id8MaEjMdQltiZXn0ag+d69eQEhi7ACULAvbUkBJ0iPg63k4FgnaF/2Y8F9rKBjqJ2Uwan8CkrkmTJnj+/DmGDRsmRLrUsmzfvt0k4r13714EH43Xr1+jXbt2YtvEiROLzM3Ro0fx1VeaMY8tWGqa03dpFKHrx8Z8XAEn5i4fTTdaG/qWIllEt1LpBsUUh1KyTDPyr35C38MrZL5WZqzyfpsrQtC06fftePNSufMs41fpRQt5ZNzN5s5YReZip06ELAfug8xZJSFnDDfoUgNerYSwUAyKCz5Df33EiJAjAFPRnhHN3WRakbsUxOtH57FxQXJsW5EEfq+chf7pzAFvrPotNXrMuY/Lx/cIrZLx2HH3ckadzhXRenQr1UNCLcHSH71KGFBY0x8xQODnHlNunruDKT/NEh03RujV02xgfTTuWxuvn77B0uFMz1smy9cZRfnWUsaNt/Fvp7afRY32lcTv8weuECUvg+eHLLJ4+Urnxr9bzkAOi34dtlrbCmKo6LwBy61rtiSgy7Qfxb589jALolcqAcuQ/RdDdikOvI6UnQm9BNmPwxr/ARLPUSV4FT4wSVZBfjMICP3P7A8Jwn1e2DUYCLiWBDwDgcCNgN44uNbZoFHx7h/Bu0mML6BVgt31+TAg5Kyd9/ky0MYDfGZs/H2b6ARyiI4lmo9B+30a6/Gkvnv5QUxoNcP2U4nuKiBjnvRiFk/ilIkQE1pm7izM5pTgid/aNN3e5Ybj4uHL0CssQlMPjUbeUrkUn0OcVN+Os1BHlwDXspAS/yGM7mTfiFdp9sM5DdmhS/bPh0GKfiOBgLX0LkZosCwmSFOGsWBsGmyYG1EfYzRPi3CbJKNY1QQYsZmjDqKv7Tm6+SSG151o8W/MnNFMcciaXogJdy8/EB1N7GayFHw0H1RfOCXTQoCjMdjBI0ouej1c3Vzw/fDGWDluPQLeWs848T3iBQLnAhmzewxUXj/xRdK0SVCsRiGMaTJFiNajjRDruwkd3IgGv4oRAJEzdcz60fV61pmJVkcffE7o/cYB7znGwcZFmS6lQftlsdwTvfEVER12KZjVGRyvuT+yMTvrAbhXMZSJXLJD0iWKttmk5deVBroUH5ogPmf87PB5iXPdRhoxo27Xahi4/Gfh32JCpbqSaXPTXXSSKMGUqlsUqbJ8cELmhGJb0ITs+v8MV79+Lww6HFsYz8+cazOywSR1O2z1sWQ8u6ccuJCXj6xb5bPDxJrAk4tenlK5kKdkTuX9CL0H+a3RWyLygkrh3gHDwEMVjp+2kcM7FcJ/e/uLCFx4uwS9GBKpc6K+BOgw4hEqNY742i1d4cuyhOPb/HFqfQfIcvTMBgmHXvaa1xEuboY2cWpc2Okl/lavKPosMk7bjT5Lhq2xGrgQdo29ePRKiFrXPJ6HAct+FsFMnwWdsfbxPDTpVweBNlqS+R69ePDS9Dut+OlIXbtLFZQOH6fhZDb9O1rwsAgIxqyei4W9gaXOPmpq2In3fZYuqJ/0BzHY9YSZU3Z8QA65DP3baSIwYUedyEzEdJnSU2tn7TjVi8yHPa3LhHOEaLwouZcTAmBh9sgsqilwIQGGadb+MwxBjkWimw13AtwNw0o1IqJlXj5TeNK7c+m+SGt7+nigU6G+iu3QCZN5I8+3OXF0Y9SrRi42rUc1RfWfKuDIxhOqBi+mzZ4avx0dK/QT0QlGfv93fIwEzLUTfq94Fc0ApFyzUqaraEuwjDK1wxyhfTCWNvl/DskbvXmATYdY1t7hv1DhhPohW6J/9QMQTL+T6AcJ7GzQpTwFOeylmDht7YTJ7MvzRy5oXSy3CFCU4BTqklXeYNifAyFF8yQqrjr95+PtsxPY91dCPLyTAl5JvkaZ5m2RJZ/BXI8am0N/Hhdib7bXl2lUPIK9vxKcvF4/WRtFLxcG0G3HtxDmikZoGXBg7VHsWLwPLx++FgEvzRFtZRXXPJonnpPu2BR2v3r8WrHLLzYQwnzjjLHw5+Zri+uiXaH7etMz3JnW6YOlPtwhJRxr0aFZDtoP+bWSZolzN7zD3WmVgwQp2XZIztFrJ5cD90L27Rgtp2s57Bnk52VUtGFHxhlSsn+ivc/xjTjjsKsRe9OoqU1ImNzH6vRlXuFmzvvBlKl6+0r4Z/ZOqzX0FBmT4+gmy+luCm0XDFyBxCkTCq8VNTy++QTD6k5A7wWdxWJEMahaeDI+tfNcjIKX8s1KY/vCPVYDNp7sy1kQ65pTufV3QhzMYZEMBGm0xxJHZH2NVUKu2QhGmC0xGP1JPqPC3UF9oxnA8AotvNNKOH9aP4kzDkuZLgRZ8wbgxgXl1lp9mITHd91Ea2d0ghfZfznkt6PE/nknCkPtH5m5YNbnMuD+DrI8GbuXHcJvXeaJMgw7fPjZzO6zRHQJdZryQ5QJ4JGhC7StwIHH1MtH9PAw8M7XH/0qjsL1M7c+BAIqPlJmFS8cuiyC2ofXH5ue92MGLuL5zL7HxufmlGwemyVqFUFcxRC4HAz/zfw455yg3oAuCaTIIzNcSwMcXhr2wMp3QzaM2wi2bqPgiCVPjtLOHBkJ8puhBq0MXbXdq0Py+lEEHvSfkd2qAEHb7HhGJ4OP0hcSuNiLFrzEI45uOomV4zYI4SBhMFG7c1UxfJF1e0twQeAwxXP7LhqEhSwjiBksFBkaWtdrdaiMv2ezfU+ZBYNWYvG134QI0lZHBU+ul45cRZtc9tWYiZgOHaoXCwyFnlx4mCanFkAtjfrUEv4i7DKIvLDw8ROnSoT37wLFOAUlQSqzKxwSGS3EBFobnhGS4TUJ98+kf0H2nw2838BPzp4nMpzovFqL3+TQiC7K1vBMYNwvLoSWV25JJyNR8hCDJ4WdGMpmo8N/Mz/hhy+8gVtwdFcWTPzBuJghwpDSzTO3i8++89QPU+ZpdscgnK68LBPRRK5y67IRMhGW4N+SmA03ndJ+thD4Gv9mvlu2YOeceeASV+B7tWH6ljgbvAj9iMi4WEOC/G5mlOBFtBsnngf5VUtAbywHyx8CCY/vAfeqQPB+207UTumi/wI4PdrWxYjxe8vupoA/IQdshOxRFwi5BITZM69PAkTGJWv09/czRwte4gkbpm0R9vvm+hHRPTFyrWhvHbdtcJQAhqntPuVH4ubZOyJoMZ6cmX1xcnMRZSAuzEf+OmHqmFCCwsSb/7uDH0Y1xczuLIeox5Ig1BoszVz+9xpWpd5g8ghhwMQxA98Pa2TzSpykzZYaE3cPx6hGk4VOgfcx+tvwdfo+f4NxzaaJ7NXQNb1MLseORHKvBJltnFZxAtw+zAOSnFJB8hkB2Xsw5IBNgN8glc8kA25lAafMkP0XhM9HsXEPPfDojrHzwnrKQdZLqNjQF2DXUrSuVHVWT/iyrMPCoQeEwZhlV2hD1xhnVbF1ngNEB1YdE0Hbws/20PrjSJs9FR7dfGr1GOPjU2xLWB46vP5fu+dtGfnv2LU4F7gQ7tPlY8z2xU3kQHN/E0vogZCTkPWvokxZl5wzAcm2AwF/QQ7catCcOOeE5NkUkmsRg8mjLj2gV3JYD41ZFwMN7MLs6WLg6wwLN6CzE/e60MUwcJFDHxi6tHTJVI1GiG9ogt14ACc/s0OCRL665Mn63P5L6PHtENRJ2ArVPZvj5xKDsHflIczus9TQosqTdKTvG8tOXAxSZUohXFDVjkRhNoTDF9m9YQ9iUZEMomCKG609H4McjhGgE7C5uRkzPSvHbsD4lr9FWXRePHyJFWPXY1KbP8T7dOXEdbENZ0ctvz1TtFYnTpUwQqmHmR3C2U0Dq4/FbTs9W1TBDgQn2uZbCra4LxIkr6gdCKJ9OvBv+76eQbvEHCP57QSbm4aFAif2eOPVM0OnioeXk+hEsqR3yZr3PUrX9IXkYd/nLeCVtsKV6v0bLrh3TTlo5nHD4JrjGobUGi8yieaBg7Es+PD6ExGgWhsf0bhPbeGcSy4cuhLtwIWCXHsDF+pkPhaOmKcUa4gWZhUnGr3lrK6kY6vy99AlXQVdsr+hSzRJBC7ib/xu62xMKZdfmZWs7MegZflIMx9CLkb7rnLIeehfNof8ojzkV00hv6gI/YuGkINP4nMiDh/pGjzBsrWzU+H+Nk+210/fEkEInV9ZVuIiv2PRPsVRAbwPt834VTrV1umps6QUJ4qWwxrC014rchli/EGeb3MjYx7DlYB5QMETr4ubi5i5ZGm/+R5QYMlMk5F1kzajRcZOYmbT7uUHsHHGNnQrPghDav0iRKDUBLl5uophkpbeQ75ufWgY1kzcCEdDTwkp8RLAKYNZojNcpCh5iDZpycVKq3UobejtWSSdAP/5VgKliGLdd37OmDs6oxAeD13bC3POjUfOgmGm9mjwh47G5fzwy5o7cPEsJLqN9C9bQP8kL/RPvob+dVfI9KdRfAPcFRcrfz/bGTRORaeb7d6Vh0XgbC2zwowkvVEy5404Y4k6pR9GNxViXSPRDVxIybrWJ29bY865SWg2qD6cOLcsFmEHV+HKseeWHFMk58y29VwstVoac2ED0a1k7sliEWfI7PCz+7FfQQ57DNm9Wvj09tj9HAVh14W42V7k4LOQXzb/4CllJPSicCiWg2JnJtunQCsbxWGWDF+DFWPW230/YyCipkzD7qHvhzcS2g7zAYSWyPlNVuFWSqgTqdmhEv6c8rfdV6KzexncMA3I4oo5YXJvVGxZFsc2n8T9a9b1FYx1loxYI8zA9q85irn9jO6TEV8rzcQmtZmJoWt6i+GTPLFbE+/ydm7Tb3HXCIaJjkByTgck2yqu+Ng1AYSICc1wry2uJK1CrwjOLFJNWLgewJZw1QcJc/yJRdcMXT7Gk/PUPeVw48RG/HciQLRUFyj1FumyhgFutQCdF/Dm54j6naA9kOkW6jMakmdjy6/drTxkYbNumZTpw0z+PlZfVageabKmFF4x/GysBuPh05y3Bq7E7Qv3cP/KI3h4u6NQxa9FS7M5osU9Gh5GbPVmEMK25KD3tltuGVDlKJIViZInRNb8mSLoeWIDums37FULcRb3WoAfrQOCbFjqu0Gm9xE79YJPGD4o1yKQPH8Mb1m2hBoHXWag1TvtyoG7Ib+bBYReMNwgJQTc64hAwBAcGLKn9ncQqcX+lnvZb1h4eSzyPvF3CbLfECDZniizoOIjWvASR3j97A12LNyLq6duirJJtoKZoxW42AsHED6+/Qy95nfCqIaTrC4OnFj78x/tTPvKDAhJljaJEFGq1bNExiga5uttO745/pmzU3FR4faXDl8VJnQiRW5lEeJjHlx3HA/GPBYuv7YySyyjsavK1c3xX2ohOHQvp3DitXAfjzqQ3162c4VVcbKjk+/LxtB7toCUoBMQsBmy33BxwsuWR4dsQvoTZtC4sNMh7J6ZgZ75sRH24WTpWtxyTZ1tr+9+s2IcJiFJijAUr5EL/26zoiGRAO9EXihR5xsc+1ud8RszeRTx8kcpe1i40tc4vfO8qsc07gt1V50L0zlV3aLCY67FkIbi/yXrFBGdeuwUVHLNVftxm2vI+D1gNqnHrPY2vYc+JRLLOgnHQn7T18KiT0v99JASdIH8bg7kd5Mj6mOCT0IOPg4k6AYpQTcLD57I4Fxtcrq1RBgkzvqygqx/C/n9KoOFPwXq4mLA7LOW3wAByw3zwpKsgRRy1pDFC1gJhN13YElJBzjnhqTztNs7B6FXlLYAwh6K9xKfwawkLXiJA3AOyy/f/2YQlDJrr4OYsfLRnn/tUTEHiI6xs3suxuV/r0f4+9dlcqPTtB/F1SOzQavGbxAnZp40eTXJf3mVy7JVdOBJ+MTW/4kfjhagN42allVbARP3i26nLCcYO62swU4Uax1bnwSPhoD/EhvGW5E9Y3IAobbas/mG+wL+syAH7YuUaje7X9hdwG84ZMnZdnvo+1WQfPpH/QtLAEmWQH7VJjyLxMeRw39cISWaho5T8+Di0YEIDXqHhMmChPbmxWMXBAc5i81aDGskjsnTu87Z9HFhlsPZRd0preXQhvYFLzLg+8wwwsFmoC4ZtDFdfmtrmsPFTOWgVT0wuMY4yHp9hCwgAxFmPilIL1qtoNBuMYtk6fXSXbdg+Xzi59+tp0XQ/VXxHGIKdrocaRDXkTxqi3Zo4VJrLG3wOPFoaAhKGCyLwMXyoEL53QyAgwrDtS6mx2UKz6uVYTK7xe85S7WehuyPBeTAXQYDuigWA7IFUfEFSMEnxOwiEW+yDfpNzByiIz+H5BWNWX5hD1Rux0Ar/gcvmkndJ4aZFgpsmSn4WFowi0jAspszhYCXmQrjyTNVpuQms7DVv/wl2qWt0Xl6G6TIkBQj6v1q99Mz0OCJPluBzFg+5k+HdHNQY9BySENUaFEarbJ3tfr+cuGjPTwXtLgEuwVk325iPovyZbmToczkMwnwbRONbI3S9mz3thFMuhSCLulqq38WrqZcHIRYkmWzfIBHfUi6hJDDXsD/0Wi46babRMO8mL11OSmO7WuA5eNPiM9HyWDRCPU7ZRrSwt02zB42TqVugTB2+NnK3hWq/DWSpEyEjLnTofIP31kcLkqN2R89F4muIL5OVw9XVGtTXuhy6JxLbl+4i55lhwnHX/PXze8Ig2yaPxrFx/EZlitBXYdTClEqInrfAUDgJuUp6G5VoEs8zfIAR9+uAIPyCMc1g2YdJM42cvs26v1CzkN+2ci+740uJaTkB02aPfndH5DfTTML9G1YJFgkfJ+9OkLnbX8wJDM79aqF7WdJ9Ack94qIi2jjAeIRf07ZbOi8iYXAhVd0SVKr63Tgl/Dwhn9NIkfvxF5i0i9T5YTiVwYVSqwcux7FqhcSVvD2wmDlye1nqNW5MhKlSOiQrglmhTLlTS/KBD+ONkxOjtzlxOfJnC8DGvQMN3iLQ1AvIyXdAIkp6gS9DH4WknFBdPogHOSJNMky6NxLCbM7o++LOpQOPCd1J2Abw+6EcNmjBnSJJkCXaIrBuEsELs8gv6wHT5dtEbqd+Bllyf0S108aTBWVAhfjmIGmA+qpDlxI4hQJkSrzh7EXSuQvn0+VoL1sw5Lov6Sb2BdLgQtbtCmk/+/oNUg6nXidzJzQY+ngumOm7TLny4hZpyeiapsKIrgh/B7W714Df5yaYApcGOSwTZyGjnQLZgmDXVn8f3yA7dCSc3pT4CII+Z+NzKH1QYXs0hOmbj5jDFlIFhZo1+9eF1LSjRYDFyK/m2f/CVhkRD9od6QEnSFR2+bZ0jCw0a0i4EWdmLJoPSIekJKsjVbgInApCOhsiJ2lBICV9yG+oWVePjG1vFuKDhx74YkvV7HseHLnuZiBYk0zMGxdb0xs/bvN56BotsWQBkiePpkIQmjTTtw8XIWN/o2zd3HjzIdpvdaYtHeE8ExpkLyNTQFwhF3VSShUIR9+2TFUtIZzwN31Mx9m9dgLH48ag1X3Z5tKCRwSyZbqB1cNQlj3BO7iqrf1qCbwsrdz6iNiylxwMm7wRUA2F+a6AxQyenc1tFiLjM0NyJxg+369nWZ3kdEBugzh3hnWy0YB6I1d69Jj17ID4lhMky2VGHr5bf2iVh2gid63X/hVtgWPF9EV5YRmBb9CSJDlQJYL+jfVCqB2p6pCwG0v+9ccwdhmUa/gzfm67FciGBlUbazNx6PxIYOiguXzomanKkJofGrHOWydvxuPbjwRPjTBgcFWy04Tdg4VAmNzmJGlrw1Fx8ar/Btnb2Nq+zm4dsrgzkz4PWWg8/aVwcm6QPm8wh+ncKW4231kCf2LWoAtk0WnjNAl3+WQ5xP+ME+/ioartROklDT+tHx8y6G3DU67IafVP6SUELqUMWtnlgM2QH4zwPpTeA+C5PUD4iraeIB4BK+87MXYUtxnYRcRtPSvNAqvnvrSNUR8GUXWQpaFwPb2+XuqOiOot7lz8b5oOTaHJ87tC5mGVQfbWUmVH77D+mlbVJd/eEKnHT/hUMmZJyegf+VROLvvktWTPQMU6lRCgiO2VlMXwM6UQSu7R9BAVGxZRpSQmOHhIpIyU4oonShxDZZV5Nc/hGtZLBEIvJ8NOewGZHb+hFLkK0FK0NtgUiUs06NbgtOHa1UMnQpRgwwdnj/2Qe8GZ/Ds7m6TESIF3P/bcwFFqhTAyI39LGqJZL0fwGDMyhUvdV8cJ1Cq2hvs3xg1i0ESpUyIwSt7qn41bMH3fe4nPnOWaL5rUkoEFv/bc9Fqm3absc3xzlfdaAuaOPKHoyT+mrFVaMQYgKuZe8Rt2K4fOXjhcWw+Ofruf/fRq8ww8b00h7+b33b+wH84u/cius9qL7oC4w1uFYBQau70CmUjR5Y8wo3k7IL7UMl64BL2CPLLpgZxvGp0ZpYK0UeiH5McZBjMKgeYlbHcICX4GfA0uHB/DmiC3U9MFnGCu6VKfMorLwYZNL1ifT9DrrTib4uvz8DeFYdw/J/TYrAcrfRrdKiE1JlTonX2rqp8LXgyP/jnh9R1dOFARlK/Rw3sWLxfBDNqTtxZvs6I0g2Lm27ja202sL7VhYXwPcvwVXpcP/3hCpTwfWHbc/ZCUV1h+bgsI8UXRA0/fP6RwlaGDonneyCbTvqugCs9SWKqHWJw7WrmTmoMZAwp6LGdS+LFg8cRjjHj502RLac9WxwWyK4HG0P0QkKA9Nnsz0pGhk7TK8f9hS1zd5nGWhQol1donMb8MwjTO83FzsX7DZpOCrv1shhU2ndxV9G9QxNIezC+fmPmUE0Az23O7L4gSj5KwvFFQ1crTs+OvA8zusxD0eoFxYR4a9y78hBHN54Q2dmMedKjVL2in0y8Tsdc2X9ReEkm8mvkcecMybO5455PcoasSwfoVYpdjeaSCawPimS3lCFwsSco0kPyNJS2Y4rEx2FLt+iaemIoJblXMnR7fUZowcsnhh0GLOsoiQXH7xiCG2dui8Aka4FM4mRkno7nlVnZxiWRr8xXoluHqWsjNPhSQ6GK+XD4rxPRFsoa5g9lMfnAUOQ75eAoUf5hRke0dlpw+uW5gDqZPos6R5kxxAWGXRScZRNlfAHdej3ccPNs1FIWn2/3soMWg5ePidhfpo2p7qdHhFupiPV9W/cPOR/VbEoR888uGAhmOzufLyRm2Rfe3/N7SDofyMHUJDgL/cC1/wri8r+jrO+/Xsbfs3cIH6EoGS5qEWxAy50Af8slI2bXClWImKWwFrh0/3Yo7l95GOHY5rTzvhVGYuCK7ui7sAtaj2iMIxtPio45Br/FaxU2HY8Zvkr30aZGMxNrLXDgcFPON7PLlkCSxGyz1iObRPkTdWw891DrJi6OKIwOCRPnkAHLfhadTx8bjshAknmGKdIic2A+e8vdYOzoHNGI0ByZ9wnYBpktw5I7JGZyXL5WHKQqiS6lcWr3EODkaHo1WXz+UDHCwL7ARWe40GAnloOQ2GYdPt2aM8YQxMyoJJ5HcjJc9MZ3tODlE8MyxqkdZ4WDaGTvBta7u8/uIE7S1k7U1IcsHLIKh9cfNwkbGYj8MLqZsMdnJuTd63eKgsOCFfOKhTYmJ2eWsbrPMvjAGGHXxdxzk8UsGHZZsB2bDqC8cvzv6FUhWixQLo8oE1mCJ5z63auL88WxTSdNU4E5AZt6Al4RWzuRc0Bd9fYVxT58CuSgfyH7DRatnyYkb0Ckblupm0oddMhGm7LNvTBcwUrpAPmBmQDXXnW4XgRCUrItEaSHFw//Y9NkLuBtoDCN47EYAY5NcM4eXiKwDOPzI1stTzHn516nSxWbe06vpMiBi3hF/F0CJrf9w5CZyJAc9X6ubvExeDHArOChP4/HagCTMlNyIZa3hu+zN3b7KfEcQmGvJcY2nYqT2wziV/G6wg8zZkuH1ZmAaYdHI1fRSJ/bR0ByLQokPwBQvxH8rzjAJLei4R1qlkuIhCaQsm8vw9wjsbTJhkGnLkWBxL9DYkee+fZhz8WgSJGtdMoJhKkbaCqCEw8rAn/5vX06Mwbxns1FSYfCdkcih72E/KY/EGw+EkGCzJJXwrFCNG/X4/GLHnwY8vvlhkGTYnJ2FUj0jHL6+G36WvDyiWFNu//SbsK3gXXyW+fuig6Kb6oWRMPetZC/rPWBgQ+uPUK3EoPE1aJxVg+hTqRXmaFiWGOtjpVx+bjysLbmAxtg8bBoDA8Lh1dqk/eNEF0SkeEizdR7ZPOszHmV67t3Lz8Q6fwLB6nhMJAgsRfq/1wDzQbXQ6MUPymeyPke7ly0D+0mfo+PDW3z5dc/Rg065LeQ346FRAFugna2H4dXcdFw2YyCzgNSwhUGa/CgwwaHUHszMbLlE3J0nfZF8Jagu6EsZoXHd13w5L6b6EQKEwPxDPOWONCRZcGMX1m/AiecGL5l3m7rAQerbYHBouRaq5NyINR56g+48u91PL//MlYCGL4f9bpVjxDUsjuJgnx+v5jRpABdzQDVyOcXY8dSZIuGf7dYzurxeyVLsgj8Rm+2Lv6MTcTCyq40rw8TxZWQQy5Aft3Z7DtnVpIMOQ35dQcgyerw9y8Yst84IGB1JD0XA+X3NsqZDOQPQg65DsnFQmBHLxmR7VQqd+oAj3qQPL8HnLNAEmM0HIus9ze0TdOvKeJfDO7Yrx4ASdeqDpiEsNlvtMGkz/yCyn8hZP/lQJIFUbx3YhsteIkD8ARTtU158RMWFiZ+V3NlPqPrfGHoZumqUpYlTPxhJpZcn4E9Kw/hzO7zFhd7+lGwo+LpnWfR3v/O0360GLhEF2aTupcaLK7azXn32l9M0eaiZBQGW4Ov9ek9duU4Bn4uLNuZd31YfW5hlGU9wyG/mw54NjGUYYTF8BPDFZtTGoOxWziSy9eQbehC1O38HUhMF7t+A9m1qEEAbBdOgHNUZ9Is+dV95sZp3pGR3CsDPqMg+420mF1KnTEEc/Zexd+LkuHMIcMohUJl3qF2l6bIVLiMzefl1HVbhofOzk7C08gWbH2eeeIXrP11s5g3xuPP3kBCCWYgOfCUUPD7R49FQvRsJH2utPjplxYoVqOQGE+gNoDidqXqFI1y+8G1RyNMWrd0v3+3nhGlJXPBcFxF6ExMBoiW2qv/BzCL41Yc8pvBQOBms22N/zJjo+Z91QGckWQheBEaGo+6QMCfitOzJc82loMfRxGwAQi7bf39oDklp3NzX9XArkARuITf3/yxEGQIDul7w1EiH4n4P+DgM4NaFjWBy9O7z4XAz9pJjIv3iwcvRWll1Kb+aDagnskEi9D/pf3E79F7fich1Hvx8JXd+8rSVu7i2VG2sXp/DTXQxZcGXdZe25qJm+DiriwoZEmKV6oxhd0dv7T6DTU9W6C29/domKItFg1ZZTV4Eh0+QqeidBIMAQJ3QB+wA/KLapCflzX8+7QY9H4jIOt9DZu5lQF0aRzwNTULgFxLAM457RwuFwbJK6r5larSF4CbZ+8oCjSlFMcArx6Ac9QhlRlzBKHr+IdYePiq+Ok67iEy5uGAP9twgrktGHsolWrM4fFE8XGbcc3FuAxHBS7kwqHLWD76TzHdnKaVkUXCbO8fXneiGKbJ8SHshLIFdUEsr1oaJimOXxsPwXMIv4dxHZrTMZugXF51hhy4TWRMrLXn25WNVJiRJCXoaCgRW/uOuVWL3cAFlAvZGi2jgyysFFQ+HudMWT0P0WD1LRD4Nz4mWvAST3l444nNbaiheXjtsRAA/jimGdY8noe55ydj/qWpWHl3Nhr1qS2yPGoN4cwXK161Vfy+jPCmMAobH99+ir0rD2Hf6iN48cj+YIjQZItDEhUdVWUZWfJlNBmUWYJXlBVa2r46V+LikSvoXGSAGNXAuUeE3jWrJ2wU5TqLPjb6lyoemSeOVcAb2qHfitT2vBryyyaQ9W9EK6aUeGZ4Kjomk2zdInyGUuJ59rVlskYuOpcivQqVxw1LPfqQy9D7L4f+3VzI79cY3FWN+6RLBJ13Z0hJN4VP7VVYVSUfwK2squf1SeKNvN/mUhy2yePk2/rqrdJ5fP/WeZ7IwjkSHl8s0zBAsdRNZAyUGLj/sn0I0udMa/U7z+8mSZMlJSbsGhZFCE+ohbOVveHID5asPhaiNBF8AnrfPtC/aAD9q7aQAzYZfI4U7xikQhfGZgF/yGKBjelUaD3gYr2cT0GslHSVYQZS1L8CQduEx5HN1xWjXXxhQ9tGGwR1mWmZ76+YmaR0vDhBDrbD08YBaGWjeIqnt+2rRV45efp8KEMwiLGkNWEpJFfRbEJUq3QxSUEu7ckJMy6clmu0Wp/y0ywc33La9H3hSfS7xiXRfXZ7uwzg3rx4azWVbb5osiPk/tWHImsU+STMDq2iNQpFFYnaAfeBnVIsUUUut/H5aDo2r/9ykbmKgFNyNY8erjuxBIWTdyH7z4Hk3Q8ST5LJ/obsvxQI2CROwKL10SW36KIQJ25/691qAimBWBiMwafo6OBj0lnUf7rt3Q3aJeraklfElmfOEuICF7m8F5niJYYAZoGeeDeZYaIjqJQU0LlCYkDiXhWS90DIvnRotmw7LXn3satji+3QA6qOUdymT/kRKNuoBBr2rm3qlrMmfl0weJXN5+R3LuBdoMUyrS2Bs9Ec0hps9WaWdN6FKbhy4gaunryOy8eu49nDl3jz9A3cvNyESJ1uwywxGQOZyFRqVRYLB69EmBXdGL9j1dtWUD0rKqbIcpjB1C3wrwgW+zJ9ivznAImXQnJKZl30qktq48JBhuScBXLY45jryHQpAFdll1rJOSuQoLOhayrSfggCN4vuHynRBMQKTqnCgxNZwVdGrchW7fvlAH2eHWiZl3hK9sJZkMzGfBNnFyfTYDglRJZE4aTKRS9ZuiRCH1OiVhHxYwxcmCnpU264qMObf0944ubAyQFVRgtzMAYBHAA5suEkYT5Hvc6t81G7IHilZ5wlYw12TqXNkRpTDowy+cqYFmadhIqtymLI6p6qyxqW4Othd5M1UTADmD0rDopWXHOE6p7dDTH6aukBZieEYNdwJafzGQhdyuPQpboAXYq90CWeCR0HwzFFLeYPKSC/gOw/P+J+Sq7QeXeBlMBo8mZLxzNOdC9EDnrrdKlm9X3WOQHNuj9F0pRvregQTgHBO4DALZDf9IH8vCLgnBFIOC087W6+wwmF7TvLTPZAh1mKe9kNx/3kvKvIL5UBMN2XOxfphzNmOpPI0Lfl2V3bV6s0tsv3bW5TEGDMUKXKnDzaAmfzUhD1aXwtdDOe23cZ9q05gosHL+P+1UeiRHdk4wkRQFkLXEjilInQcbJB+xT58+NzcKZZ88EN8NHwXxAeuBDjxUv4RQndan1ptW8ZkU0U3i82vnMeDcK7YmIiuJaARLMg0UXRBvLb35RLLYEbIYfSvdrxSB6NbWZeJM9G6h6Lol5ndrsqveYwSK4ffLo+BlrmJR7CrAA7BXIUziJ0LRaRIGahcFqtEr7P36B7ycGKmhdetXOeiqUT745F+4XJlaXvCRf4K//eQM0ELUVAEhIUarryZE1/8x87hPV6m7HNTCdQZmlK1P4Gx/4+ZTWtzStgtphziOSCS1Nx6cgV3Dx3V+gQvqlWEMnSJEFMMXZ9KZWv+HpYvstROGuE2zlhWX5Jw6nQ6J8oWUOm0ZWk5rWo0CW8+xUyfS+8InZfSQk6QabWxNe8U8P6yRZebSPc2npkYzy68RgH/zxuer+MnijZ8r5Hy962y5um90j/XJTMTDV0cbIMF2G6VRIdGmqgr4XMTpIg+txIqFC3BErUGI7dK25h9/IDuHoyqukf95tB8ahGk7Dm4Vy4eUTN7tBywBZGEe/k/SOFjf+ZXefFY39VMofwUOlfeTRiAt9Xfqcp6h1eb2LU8pJeFmWnIbV+weKr001DVa15THGkwbKRa02iZQZ5LAfzO2nr3OEoxEDF99RUWMMQ6MohlwyZSEt4tgEC91gobxgGJApbfKeUkHkMUTBvFRsDFX3GQ+casRwk69+Gz1sKE8J2ySmpcNm1nl01LyHtAJyjMUHaFvR4eb86fGq83oKvTBHDd0olUoKfFAJIjhFJBHhYthqILbTgJZ5BYd+YplPx6vFrcWVl3vHATAtPwMIDo2tVtBlv24ly7cRNInCxVf9minrNLxuF4ZgRlosWDFph0zaEJ23jsmgMgIxBASdVp82WSnRamS+IJ7adsbpP39YtKgIXwtef99vc4seRsL1UjaeGq3vUVkMxNTnJMsh+wyLOaWFqm4FC8DEVQQ3tXm1kVEz1fnWX8/LbMYBbOTHwMeL+5oVsUzOggxx6J0p+hmWFIWt64ey+i9i2YA8e33qGxCl8UKH2IZSofB3Odp1hwgD5jdnvZu9R4HrIvMJOqDxjSA7cbvD6EO9J+GsKvQJPLEattpOxYuwL6/fVy/D3fY/9a46iyg/lovzdmh9RhMeQZdN2nJDOH7UlITXw/S5Ruwi6FR+kKNYPCQrBlrm7LZrTmcNyWZmGxcXIjED/QDEygwNZHcnrp744tvmUsHRIlyMNvqlaIGJWKPQGYKaBsozOEIxaCV5El0uS5ZDfzQQC1oR7vfANyy0CdNHZZiyZJuhm6PizOJ09iSEQEt1L4cJ5QQLAo5HoWNIH7QWcMxtcbANWiSypMIUMfwzZvSagyi1XJwKf2Ci2SCytJlliaG8WOh/j99vF4JfjM0h0Rql+PPeqkL06A/5/RPKe0omytJR4fqy0fCuhBS/xCHYi9GcZJnwekrk2hIs49Si1O1dBuaalhOmWmhPt1vl7VLVd8oS4aeY2NBtUT5xAWQriTKXoDJWMgASs+uUvVPmxnCn7kiAxRYKSYkmHHhhqXmN0KV6zEOb2XWp9AwlImTE5MuS2Ipx0LQgk3Wy48jE67PJqx38uZBG82MCVbrwqFhHW+zlpWjYY+NnYGHLAOkjekeYBCUGwrdHmsmEiraVHlSThU8QfOXAfZL8RgJ7aAkcii/ZT2atTlODLtEXoLci+fG2RAzH+LgFvesHTKzt8zQTMkWFZ6frpWxaDF46VoK3AxcNXLH5nDN/BRChc2bKhpPH+9C6KbqdSw141xRgQdhsqwf3jdraCl9gcmcHz05w+S7H5j+0IC9ML4TT3i+epfou7mA2NVJOd5PGpbBsg6RIYsp48vsOeGhx2LWnQuAizW+j90g9BDh/f7TtIPkPFAi8zyxjqa5aJeQcELPqQDeSwUGpxonxvwgwzu0Iuhy+vSvscKi5o6FHD77C14zq6SDpvSIkmQg7rD9Ctm7gWUDT6U0Ln3QOy23eGoa8io+MGyb0K4NlITAj/2Gial3gEsxT60DCLGQGeDJ/de4GvSuRUvagHvg8yzXpRK6bl0D1y5K8Twjk1xsgQ4lfzkzHHASiJdtmZ8fdsx0yVtQa7OUrVLWq9o0YGmg9qoNjJImrxLnnEVYvkVsIw9dm9mqqTtZSgu6r9FLV3Ue9Xc/2mjzLgUda/g+zbR0X2JgySjbSwHHQIsm8ng29NrMA0+3brz8+TqvW/irvX/sF65sW4GVuRrdF1RlsxwTnyccGyKPVWveZ1UpyknbNI1hi1WDObwq4kNbAU1Dj1T+habIC4SOEw0o/JjG4LsHHGNkOWlXZG4QEfMzGDa4zHf0bzTOcs4QG0EmEABd4qNRocIWApcJHDnkJ+1dKQQTAFLtyH/JB8RgK61AaRLbNBgsjfVaN/kymXbHlfw64Dzl/Z6GzSAW/HQn7ZAPKL8tC/bCScuR2N5JQUkns5w080AxfTY7kWgC7Rr9Al2wJdsg2QqLv7BIEL0YKXeAJN0g6uU24hZiqWbcpq4UmYOhF7YNaFHhGLh9GdMnama3N+i1I2iH+jKDG26bekqzAPM763JvGlBLQa3hjV2n4odamFHQ9wr60cbLiWA6zMTrH4mNShOOdQsyUQchX6l02gf9UB+vcbIb+oDwTTI0MJ1sjLGsphig6c4xWMwhwB0+x+NsYpWA96JYShRNVAEWRYg0Ezu3SswW69346NE3N/zIWuuUvkwMTdwxTnAVHHtW5yzLww3r56ZzPrYoSlIxr1XTt9C1Pbz0avssNF6eZjwBIZB2FaCtSEg68sY0n4OURkGD2aKixHToBTVsBVfUu7ddfZlpbnhYVeEH/jiAGEXorBSA7TsxkGqgoL/sgBjPG4ifRdES7BrQ37oGETrWwUx+GX/Oa5O3h4/bHJa8Tqtnp9lO4XJZg1oPB1+8J9tq8GJYh6tauHizDRenDNcWUBmudxrosRNR4aIQ722bAEa/+/7BgqBMF7Vx3BO993SJMlFaq0KScmdkcXKeE4yDyhmborIhG8X3TfIOFkq10NQpT6fmX48EXJMCeIE2QjaEai3AvQPwqfoEuX0H3qdtitAqSEE6M+mv4dEGoY3yDLTkCY8Wo1tgiFpOhPYzuj5ZPUy6qWiV02mfOkFwNBzXl2/wVun78rMjJ5SuUS7dS0zWcGgZnIRMl9VGU7mTllhkZpzpjYD7MhiY7A+Ho5vX5Wz8VR2/tjAeqGjGUipSnabBhg56LEkoQYRHoqUimGFws+kBLPiFH34AfX2XsK2ZI7gBAO2yr3qMWfLxRwLQ0E86LSeM7idzrMwn4YRhUIB+DkB+zSpKgfFHtK+CyJzJIuIST3GoBHLXUl6jiGFrzEYajtmN17Me5feaTuDtGoXZduWALbFuy1vaEMNOlXF4sGr1ZlkKcWnqRrdaocwUiLHjJP7jyzeuKju2iu4tkctg+K+2dBEEzt0aaZ28XJIF/p3MiaP5Odj+kqSj2yteCFb3bgFoAiQ1FmivTXgK2Q3/QO/80oSv0wA0oZ43uqtgvKS7RlR3h+ORDy28nhQkVjp5N9GbyofPD2sL5vHhbfDxO8Mg94qHDV7ATPpN+h7fjCQmguuqLMuqPSZkuNMf8MNC2StBCgId3xv0+bgnv62rCLj8J1thvzRw20FOCAUlvwqSm8d7QJHuFr3L3sgHAJju1OIho4ikDNRvzFkR8ieKHYM8liMfRQZpcMgwwaEnrUFW3QFrUrdiIHbFSRmbQ+KDR6BANhD4DkxwH9XeD1z+EXD1b30uDPwiyie1TdVXSRZT1kv+EGMbPpuyYZ9HfU7iRZDsnJYDsRX9CClzgKSycj6v9q98mJwld7OLfvoggG9GHKV4NN+tdB6QbF8FuXeQ4ZTGe8iKIDKo3EzKnaphz2rGAJwDLc1xrtKuJj8+rJa4xrMR3n9l0yLXBc1Hg1PmR1D8W21MiIE7TixGgdZP8VkCIt1nLozfDARe1VuY3WT5v4C48YycvQzknvGaEJCD4R6XFVLrYeTQCP5gYBYcDS8KnSLEuVNsxZeTsaEOMRzF+f4UpcSjhCcXaK5NkSspgpo+Rt0QJN++cSrrrb5u0WuhAGJKUbFEfJOt+YTNnevPBDj1JD8PzhywhZSRryUXPy8MZj9F/STbWJm62sqREGQxwSyREZsQH3g2WkIpWNYlnHw/JMyowJlV2yw0uxbNWOGNQ3geRpW2QcLURHkw1RumjRD3Xkk4qMpBR2A3LIfzYCFyOSQeTvSN4vCw9cEFWvE/YI8utOQNK/Yp7d+ohowUsc1bdM7zyPA93tkg9Ub1fR7nLGy8evVXSaAE371xPtlGrLNW6ebgh6H2RIHes/XN0y9S7aSbOkRKa86fHo5lP8kLM70mRNgertKonWTTWZplePzdsYYx+Km/uUG4GHNw1ZJ/MF7cq/14SeYNaZierdhIUfRZhd4lrxvBxHrxpJCBChZzYi+ohBk0zdezYGArcDwcej+Ug60c0hFinX3IBXk3AjPp2pPCa7FoDsN9Hgf2F8f5xzCjM9Cg6VkOg67DPScIVpSs0jPEjUQ/IZBcnFMD8pXfbUihPH10/9R5SLrJWY9q8+iiN/nRTGjZyYfv/KQ3HiL1A+ryg7RV4EWBpNkSGZENUrwUDeaLyoFiEWdtKpLjPFxvokvg/sBvNfJBbr7yo4YY5LHoQGW34yegJ916SkXe7bMcYpXXgXnI25Y7GAmKn07je1WwO6mM9li+BeTBNAq4QPamTJzsIYkLiKJtiNg/xvz0Xh42Kv7pEn0GWj1uHFQzXzdQwkSZnI5smMol4Or6PAVw15S+fG6odz0H5SK6Fl8U5s0LS0//V7/OO/HEtv/I6Q4FAc3nBCOII+v/8CFw5dwfgW0zGw2ljRGaG0TzxZb1+kUq/hIPYsP4j71x6JMkNkeIXJwG7nYjuEdmxxttUhZKkOHXTYjqwLU9Ax9xYRj/TuN8NJUJSKdDG4Co14Rcm6vrmuhw6ousTTIKU4CinpRkjJdkOXbLPNwCXCoMekfwL02qCNO3/ca0FKul71FT3doDdM32LT50d4qczZhYmtf8eaXzeJuUP9Ko5Cu697R/F0YTBT7+fqVq9seTu/Y5zHlb9cHiRLm0R1kOHh7YG6Xauh7yIaDdr+LnMUiCMxiLWHQPYbDIQZDAB9koSh/VDLujheyDCY+2F0U/WPH3Qc8rtZkDkbKyTi0Eq1GD5/e7KQtmYg8QNSOUWZFyKq7AyIK+BmfzOAVfids9kB6ARZmDrGH7TgJQ7CxTw60H9i+ag/0SJTZxEAqIFumsodTDpU+r6sOBlvX7gX7iom8PaY3R6rxm7A3D5LhR/L29f+eHrnubAy71l6KEY2mCReo3n2wliKotnZg2uPFG3UKXi06iwcS+xaeoCTSKz+nVmynUv3G060KlphhT+CIk6ARw0Lt9tbAgoND5RiiP6ZmMprCD5iUIayaUZmgC2dkstXkJztGCBpvK9LPkM7Z4rDhp9EE4URn9qsJ0dYBL23r62YQa2xvf/B1YfoXS5qZw+DF87cEvto1vHE7xh/aPZHkThbrbvNZJlOXfTy3u89Okxqhcqty4lxINba+/mc1X+qCK+EDjgezAnaBwSsC//lw7Ffp+1z9JtxF6nSB0UI0opWL4gZx8ebjCaVkENvGCauv25lCKDfTYH8sh70L5tBDlPXdWXCvSogLOxVLnsMfE2fQQIL93MR84sAW/ohV8sdTtbwag/JgZkXqLrY4euMuRzgY6IFL3GQhMmjd+By0WSJhoHA1A6zFee0GMmcL2MEgzhzeBIUwYpOwo+5uuPPKX8jSMGUjtvT/ZOakLWTNovbjIGRMTjh8Mdrp25aDZiM9uZKtVdmXpKnV68vcQTsilAMSmTA98kdyE+/Ej/i5Bq40/r2tCnXJbNydccOCzehz4iCSzH7puJS9KhTcoa1o4ZA8znR+hn9uoMsJRTiwbjK0U2n8O8/diw0FuCxzS4kBryRNR49ZrVD5dbfCTM7w/fLDRValMEfpyZEaLMuWfsbjP57gCq3W7o8G78vfRd3QeZ8hoDPOCPMGCgVqpAP7SZGHK7pCAylTMvHZIUGvlh07Dr+OJBOjExYeW8WRm8aoKqxQA57AfllCzGo9MMiHH7shJyF/KqVXZOZRZYv8dxwqwIViBKT8XXREybycRssxm7ATWmmjwR4tQ4vE6vArSKkBF3Ff9VeCNnEKT0g2RKWhxqMNeMRWvASB6GYjmnVmECtCVsz1dBzTgc06l0LLpE8X7IVzIzanaqI1LjxpGzpy2S0+qYnSt/FXbF6gvXntSUMNveBsPoYehlV21TAx4RaIquGdeL9lpEqw7vwEyxnsfwPsm9X6N9Osu4GmmQZYFL4O3+QoHEIYeJFYiBjlPuJyc52tNByPlLYbSt/5JBCb8CzvfrHom4g2uiAlzUhPysEvd9oyGztjmPQm0Tpc7aHVeM2oNd3w8RwUmpoJrX9Ay0zd8bOJfvF0E8G9CnSJxMZGV5EmGPUiXEAqxLM2JRtXNL0u08Sb+FDw2GU6XKmgYubs6n8RX3ZDntKm2oRnW7Wj0mdLgxZc9/E12W+slPUviK89T/MSmvzTSBwq127yq4myZvjI9SiQrxLuwJPzvxikKgL/x6HBz0eTSAl6KX+goPTqoMPQ//qB7MLIXYmRt+UUxJC6JYKFx300UlnEM3HIyTZIaFd3MHPzw8JEybEmzdv4OPjyNTbx+Xv2TtFm2ZM2RKwEq5u6tpYaT53Zvd5kfng1RsNuZpl6IjXT5TFsZValRViYQoXOTCu/dfGNt7okzZ7KjEnJ3JnE0/ouYplx+R9I1R3ejiCQ+uPY1SjyYrb9P/9LsrXj/peSYmXCIddSwjBatB+yPSBkPWQXAuL9LY44VjYVn4zDAhU6qhRCUtJbEH1/F6kx+VnJdTV5J3zGJxJ2f4ZZVGxLfyOOEcmEaQka6JVGrKELAcA7/+EHLDW4HmjSwLJo6Ghg0VlGv77rF2EfsmhKLwtPJ7dPF3xx6mJQkRM6NXEwYosAysNB2VGhW3VM09OEN9VIzylT2rzhwiSLEHhcM0OlYRWpnClr4WbdEzQPytnWxTuUhC6pOo7qFgSEgaKspJmi11qpSAlnifmhcnBdKeVDd8h19KQJKcPfkRBuwD9S0CXEjL1JC8bAGG34DDYps8RIKJMmxhwSgXJow4kZ4ONgv51VyBot4rSDL/3wVHnB/F+Xh2g847euVWWgyG/7gwEH7Tgo+MNia3SLjkRn9ZvrdsojlKrY2UxxXD+wJWipm2cxkx/hg6TvsfJ7WfFJF9bbct0rlUTvPBKjyUdBgwurs5w93IX5ni2Ahemq3N+kw15S+WK4pQbXdi6OmnvSMzuvQQH/zxmunLkibx889Lo9nvbjxq4kJJ1vxEZsdO7z0cRcjLrkrf4O5SpZem9chJpdWvBizCicq8Iyd1267fwVglUYw3P2T22Zk65iBEEDJLk0Ps2zO3MdyJAnOjE8MOQkxHdQkVgE2ASbSoTJlqiKfSUkijMkFKJrH9jcE81dWjJQNgbyO8mAQErgSSrDEP5bMDvFz2GHGoSrKTfCtOLi4XV4zegz8Iu4rbxLX8zecJYClyMRndeCT0xdG3vCIELoRO3tcCFsONp4eBVpqGu1KAMWPYzvMVMsWhALcn7xQrZF8k0GNEWYjbWu9+F461t9AYt1osa4cec4Zwg07fEKT3kRLMhBR+G/HZquB9ReEAgRhE4+PwhrAPCO9wYDCSebQpcjC7YctBONQ8U/q/5exl+DPjPgcxgza24YZI1Mz5yoHDXFp12CojvuWcr4eIb8SLFWQyijAuBi71owUschn4PbMX8d8sZYfOdPF1SfFOtgDB0e/vKHwfWKg/44+BAdjDYgs6bY5pMEWllXgnyhDar12JhwGYLXv2ZG2qly5FadCXxhBxt07qOVUS3xZDVPfHiUWtcPn5dBG/M7Kg1BXM0FFGO3NQfiwavwj9zdpoGUrq5y6jW4gXaDHoMZ4sxYtiHoWgxXJyFV4PSSsiTcuIlBnHg21+Ut5V9AfpOsDU5YLVKHYuT4UTplBJS0hWQQ66Gn7QlyLrkgF8/wA4Ngnhvgo9DDr0NiVN6Y4CYnivm0UR+zQxinkD27QspKd8/ZSq2LCMGMwqbgo8Exb57Vh5Gz7kd8eD6Y/F9V8LV0w1dpv8oBrC6eUQdMrlx5nZVSTBj0v3UjnMYWHUMph8ZG3Has0qozRJuzyJg1lsoTdJsroHNx2Enm+zHwYhqy3ZOQOgds9KO2YVT2CPgZUPIMBdNhwcEsvp5buoxm3ckcwzBT0DyrabSL/UkMqdVCwff6OIE2X8p5ODDgP+SCBcosvPXkBL9AsnZcieZzO+pbwfLuh3/qZB1HpC8fkB8QtO8xHF4cirTsATqdKkqTLSMTrSVWpcV9Wxraw6vqup2q2bTdIhdROyMeHLnuelK0JhZuHjkis01jduv/XUjZnZfKIy7PBJ4CAFwdHUDnEz8w+gPLa3J0iRB6frF8G29Yp8scDHCDBa7OtY+nocpB0YJAeKqS2HoNPoR3DyUggp1LeaKBNFe3EZgIL+HJL9T7IqKSHjQGXRcpY4mDJJnsw+/MuDQJYYccg6gtwqvAqMzE8aCn409yGEvDY7EVp+bAeS/onPFFrxYSJExmcjyRUH6MEZALPIO9EthxjLgXaBw87VF4LtAMeDRUuBCbv7vtl2ZI36Hr568iaObac1vP5yGLCVZYDZ1nAFQeBDE0l2SJZB0yt9dWf8Kst9I4x6pfOaw8AXciiYmQuDyMeH+B4cHdB+QKNKPEQz2GbhQThApsxp6CfLLJmJsiCVkP+PFjOUDg9kpUV6LR2jBSzyFwjymeinMtXSiZemFgYu/n/JVxtpfNyE4INhi+UkEMfRLUhhkR3yf+WHzrB1ol68XTu08hzZjmwnNjNIAPGv0XtAxwqiAuAgDNGalKEBMkLyija+Rk+ggiDEiMFCzXUD4UEdbq5ezYR6SPYsF3XFFqylbWG9Dfl4Z8pteQOA/gGzLvVQJdcEdBb4sKeh9e0L/ZjDk/7d3HmBOVF0Y/u4km7K9sDRFmlgRsQAW7AUFFGyIDbFXbChiwy72XlB/e6+AHcECVlTsXbAgKmV7L8nc/znnTnaTbDKZ7GZhd7mvTx7ZZJKZSZk5c8r31X+oJpe4xOAgaGr4KuEiJJp26/tXYuBQlQlqMuMEMGjbAbh+3qWYMPVA7HPMrjjq4kNwyLljkdudeh3aBmVI6Tf702JngVxDffzyrJ0rdjxoH995ivohWofwbA9RuAgi+1qllOw/CIK8uQrfaxIGtKWWmvw77hRa8gQBkhYIh8xT3Zu28bRbF9+bSdaoklkU9FtF4PsE72+t1ZPTedBlo04MSZrf/uE1PN3z8RzqP2iGNCbuP/9xFtuiLAGVkMIhTQpKT5OvkZ3OC1kHeNN9rJZr6/RMk0imxJUH34Snlt+HIy8+GA9f/DSXoig9TYFMItGv9Gw/8nu2zbJ9reOfoK6EOLiIfn8oeHPFHnlOlrRQoJEACkjIvNA1yGpIjHVSdynhNiNXlQ5Yjj/R6w5RCrXcJ1EHWXKs8mBh2mAgSEJ8nuEt7qbt+vmzpdxATt+7LbZdjq23fRBG03FfQJK2iHsrgFy1Ha3LWUmETBbvXjyT1//twh/5vq123RybjxjE+7/dPpHS+uQV9N8fq/Hpa1/g/qnJ9+9QJme/4/fk0uSf3zuThX9w2uOY9tgUnlaKZuRBw535lYVB73H5GhvHbgcIIx1IPwwChyX9XBn4PQVWFh2MqAsOzoJnXcLO0a0j3I06FkGgdi5k9hUQIuwC0HSiG+ZyuFzHQQcvnRw6oA7Yqi8+mftF5HgxJ00kiv8twZWH3MQTCaESEmlQUI2bfF0SQaPN5D80cEhfvP7gAlSWxE8thjRayJPpu0U/NfXPENxwbLMeWpYEtNZ2I25bYcO4vIchS09SUzgR+CDy7k3NNI17MODe3CqxxAlIPMMg3NbIbe7tkCVHWtsUvrzB5R6RfbH6k/pxHNgHiBwqC5VDVj8DSfV2zrSkAGoWjPIrIkNEEjL8efFvymFZSAQDEhsMGITLH/4TfTcJS5mTrDlJ0idsUhZNWSMn0G+Fflt0SwSVkOhi4MFpyVg3hJ5rcOZm4vTx/HfZameN0zSJdPbOl+K+JTewsWE4B58zFvMeeS+he3X0diRr6ppSUiGkuDbIvZcDA/IdU5M7pk1/2BYt7ybn6lZlKIWD4IVoUL95mngKYTj5XIMOl+s46LJRJ6ehvhFz7nozri4KZVV++/IP/PSpNb0QDHLgQiq2Tg9qNMLZf0hfHrFMBAVMFLgQ4ZmacH2X6HISnaB6b9wTR15yMDojwrMtBFnYZ12mSkTevSCyLoTovhDCu3Nq1iEERM6N1qSEK2ZTpMi+pnn5tEEQ3V4BaMKABaoMwOgNkXkORP7zEAaJxTVCVs9y1Kwr4YEsGgdZdUerA5dAgL6P6v+Mf0KTIFeI+tp6XLDnFfhtybKm7xAFLsR/f3lxwcEbo3SNO8qX5RtLTt2wKd3ty9YD7cUroSbZBIQ30NNnus9RG+P+T3dFXs4iyMAKniByAv2uyUJkzp1RpQkA/bbsg0uePTcpkz16vf1PWLvaSeEImlhKqSFiO+EaBOHdDSLzjARZomCLjKtyY7+hdesl123faAe/VW9Y75H1VLp4Shtqf7qn44qDiceOROe6zNW0YPlPK1ifxQ4KDij9vcWOm+LzN792lHEJP6hRNoV8hxz1sNB5xm7SQQD5vfJQ/E9Jk4HjfsftgUlXTnA0qknOzrPvfBPzH38fVaXVKOyjNCvGnLIPfOmxGxjXBiQ6h4yjLRG5dloHjTMWzGaPF9S9YjXcegH/wRCZp7awtKe/RfZFAN2ikDSmXDJZZS6cUH4pj6W2Nq3/6mP5aKgzkN89gOJVaXh/bndc8+ZU5OdEBmLvPfsxVvwa2xPHDApUlrnw6qMFmHRBuP6HW4n9scDXojCNDKsMkTYYIuc6tCekZh3L9yocCv4f/fVO/Lx4KQINxdhs80fhNUizR1qT6gLXPLUJLhjvQXlx4utKCuzeeOidmB5B1OT/xO8DeeyapvVsJRUEsPdRu3KGdW3BF1uNS5QKtawGXP2BtO1YObdNZcg2kWhESygn9LTLIDxbQ2acAVTfE1Xusl7DfwTg3T3y6fUL1b4mhRcgU9L0Q1inRlJ/ma2lyMGRJaPQVmVdDFkSCqZafhdE1nSIWF5qHRgdvHR2ksxAfvrqF01pbifQOOYbD6pGrkQ9K462SQIDt+7HPQU0bly4YX7cqYloKFt0zi6XcekqdDBe8du/3Nsz/4mFLFyXct+WDgZdRYncmZDyKis9nBnzYJUIWTYVCPzicGm/ym4k8/rWd4Au/suKXHj+7u5Y/U/z50yBMPVlHHVJ5Ajte898YNsfZZoC776cFxW88CNK+r1hEWTNi0pEz+gOkX6wyoS14j1KBidan9RIS83og0f2hyyeFmO0W2KjAUtx44tenD12EOocnOfsykw9+nbH7R9cg9qqWu49CzQG+bdMgX+j1fCbmZeBQ84ZiyMuPiipTE1bkGaFEkxrpDH7UPBqWkqv/dmVOuQE7ugAl3Ey93o0mZCSajRlH1jePxEG4B0NkXsdZNk0oP4tuy1XztlZF7E+k5F1NmTappBV/wMC3zZnZjKPB3wx3s9W9ZTUK48vsuWgbKn/aKA2VnnSyr5m0jh0S4RnKJD/mHJcD/wWtvuFEFlTIfydL+utg5dOzkZbbMhWAnbZFzrRb7XrFk1lJicH2rweOTjiooOx9Ks/bFU+o5t7E8n/0w+aXo9GoJOBtvnqCbdGBC7qAVWq+uO75bj/gidw3gOnojNCjs2oX6ROaHQF5NvTtszBJ+PwunYy66J1NHzgcGlSMd0+ieVD29f878zcIG54/necvOemaKxXGQUKTqgZNzp4qSiuShgkV5VHl80CEO7NlDu1d3eI6Cvedoa+m5tsNwD/LVsVP8MhlAYSU/tq3MBRiCD6blKDccc34rm7EgdcuQ580Gg6ji4YCBqxpgbjP79fDsPtYgsQJyKWf/20Akve/oaPA5uP2Bhb7rxZq4Id9uspPYOzLorwiyiqKy4FsijLVwyQZ5KstH9B9+Ywss6HSZmO8ouBxk/VcxI9L0Lo7l+2DZDce5WgaZim+cgmQ+Rbze6lSjOpCXq8NiwFHUarekpc3JhOwnSEyL4UcOVBVj8UqVeTtg1nF22PGfQ7LniNx6oR/EeVkz3bKaHMTkjn3GpNE3TgGXfmfnj62pdjBiU0yUAKnFvsuAn/PWBIXyx40n4kMq9nLp7+6z5unj1lm/MdBS50tUxy4zQi/ePHv8Y9iFOgET2t4QTq2fn925BBW0tofQueWMgH5lYrha4jSECKFWu5LGNdcVZeDekbD5FDEz4pLofVf+xQyp+aewdx5iLZ4CUctxvo3b8Bu4wp56xJiFhBSp9Ne+OP7/6ykcSX6N0/vDFXqGZP//5YFyx8/mM8dsVz+PvnBD1kEvjsja/wws2v4JDjXrJ9/ykoOP4yL3I2Ooqd2O3Kwa3pU6GLncEjEwtQEhUllVx6+uKtr/k3Tv+RGnffLftgxgtTsdFmSVoLUIN4I8n4x8NgzR7Kosnq+xK/nsiFWXQkEGidRo2yqbAmMQ36biYKyAxI+Di1KCtmALXPRT4nuELp1VTeCSnrAZrA8o2GoN4z767qu5pU6Yg8nJrL/BygZ05RXkqkcM0KuxtDuAc6ejUOOElKwaHLekdGN+x2AY669BAMH7Mt/7tJHI6O6UKgoFcernj5gqarJHK05YmeeOJ2hsCh545tmvrxZyRW6CWo3+TqV6bjuKuPiBu4UGYmKzcTex+zq+N9CzQGMO/R93DdkXckXJZS4U5HTTsKsvFHyJLjw1LKwWYxqbq5KpWdcmgdDq6afWMhSFbf1/ZMhhkERo5uvkKl7ynp5EQz5uR9bINlaQqMnVQcehU1ip572zqp18+95y1cM/E2rPjFWfM78cC0J9BY+2/C2mpF0e9c5tl+1NYxe83ooiS/Zy4OOpuaONsH+u1N3/cafDn/26ZgkwIX4u+f/8F5u16G4v8c+GGFoSTy7UbWTWVqGnQydSWAxk+AQGJhv/gEIUiXhntixzrotzGBon0hyQ6BAxe0KP2p/9H7UqN+1zVPQRaNhSSTVpe90WZLqNG+W8yxdEGNw75RjgOXroYOXroAVEe/cvYFfCU0dM/BrOkyaJv+OPWWY/Hgt7egZ7/uEd4t0x49g4MZOgA2YQU7Q/cYHHFAJC0ZJ+lhauq9ZsKt7IJ71r0ntXh9+psyMzPfuoSFwJxAkycX7ns1m8ytXh7SFLEnpjJqB4HN0WpfhVlxpXJVrpuvfFz4gBnrhG0C9W9CNqrprZSRRpmvRNm0NCDzPE5PSzKxS4j9+25QL2GmtU6hhA9Hn9xyumHIbluwQrNCtsi6bLNLJfY8OHTCdAFZF/NBvK2QmOMr987DjPE34NIDZuLp615G6ar4+jflRRWYdd6jEf09Tr+fq1a4bd+vYBD46+cgHr3sWSx5+1sM3LovXGmRJ/ytd9sSd3x8bYsx6VTyyStfsHVIrIsRuq+ytBpz72457ZRY+8RB4Fx9u5MXi/p/shiqSdgqM1JvCXxjEm8fBSQ8NeT0WEO/7zrl/0Qlm6Qwm4IrTSS6bNRFIIErCjTolojdD9+Zp3Seu3EOFr+2hPUgKOAZf+b+XIIKV7glufRnrp/dstckCnqsZGUZ3n/2IzaV3GbPwXj1vrfx0+Lf2MZgh7HbY9Rxu7MysFMeufRZfPfBT45PEJQO33jbZK9s1g6y4RvIslNVLT9kIMdeRYlw8YRBIuO1pEjbBnBvZjXuxbrSNFjEDqWTgeByZxNGlHrnslfsD4rGo//6xdcUXF701NkxBdYoyD33/iPQZ8Pn8dKsXJSuUd/F9KwgDji2CEdPXRXmIRUAKq+D9GwNkbYVWsvPn/2Gi0dfh8pSZa1A5dfP3vwKT1z1Avtr7Ty+pYjeO09+gGACU9RYUFZpwYvdMfn8+BN/Lhfw5lN5Tb+3pV/9yTowm2y/MdsI0AVCyIG6PVnw1CLbPjbavvmPL8Tx1x7p+DWFexBkwpFoj1JtbleEcm8neQHyIqpbAJB/mHcf1aBe97LN974tQnrRzzWs40FDnOBqCOANBfOacHTwsp5CJodXzbmQdV+CjUF4fLEl2ql/5KZ3LsfF+1+LImu8OR6U3qaDPtXhN9ykN067rfVGX7XVdXj9gfnOJ5wEWKrdSfPh2oZl7UuPC2uwS0bPQqiDagrhTFrunUrEziyJGvO0BPGoXh/82/mBOjTpYdP38sk7AzHmpJ1w8JTB6D2wG2eiyO02GqN+Lg477T8cfNK/+HuZl0ekNxxQD48vhukidVFV3cdigK2Bejqm73cNaivrmpq/+ZVNyWUTahK/78sbWzg3/7tsJVwuAwGqhyXJd5/RWDCVR75t8f6SDs6v36Rj4SuRXkCk5USeWtR8u7aoKKpM2IBPAV9SUGmmYqaNzD19B9sxe+raGEifoFyujV486iyrZlnBg9WsS42s7m2AABlkrgWDTpr0CfwEkEdYE4IDKW7C7aQNte1Nx82xa9ZaxiZe4BKCDtyPL7s7YfmIDviN9c0O023hrx/+bnJutiPUD0A6FTTu2RGRPDVR28orNhPCtaHzdVEjIU0uJUC4+0EUvAJknMbidSxSRY1/NOmRdzdQPy95vQ0Ww4v+jlh/Z5yNm14biTMufxy9ck+ALB4DuXpnmNzYGPmdkQ3KVdnlBvptWo8BW9TFCFxC0JTWuzCDxY6m6KKZ98j7qKmojZ1V5JeTmHtXy9IIjRi3Zn30fR0xejhE3sOAj8oBzSemQCOw4MU8XDRxAAKNkYdm+i18+LJdo2vqIcVduzIsHQ9oHDtZPSSRe2OTdUYkhrK24MCmnQguhfCOVFM51XdDVt0ZlvWwvgM0PcR9NGvDWdxkZ3Wj4AWIgjkQ2VcCmVOB7OshMo5V4nSadRe83HPPPejXrx98Ph9GjBiBzz6j+f74vPDCC9hss814+a222gpvvPHG2thMjQ1UStp42/62QnVkErnp9rEt2ZNFNJvY2EJmeeTdNO2xMzkQW5fQdIGsfx+y9hXIhq+bT251b7RBeIsErw5qdt6tmgWz6BCYq3eHWXQwzIrrIYP/QDYsgVl6KuSqLSBXbQ5zzWjImmdtAxnh6sZaFUb392H0+BpGt9chMo6BoDHK1qid0hRF5nmRI6EkkZ5zO580ZNWtVtkstHy5uvItOzNyOzlITmYM1wTW7Ai5Zhd+f0jJNBndI7vsHpV5Ppob6RsWKr06mcKL/n2kZ/mx3wl78kncyL0eovuH+PHHczHj2H44cpstcet5G6G22hW32Zd6bZzw+byvWUl7TPqRGJtxFC4ecx0L6SXD6BP3SriPJBCZLNxkmv8k4Nmp+XMWOUqvJbt9xQS5DFvzvBJp5IxLB0BawZPIUuUr+p1UXMiZUf5OVz/eqkC5q9Puwctzzz2H8847D5dffjm+/PJLbL311hg1ahRWr6b6eEs+/vhjHHHEETjhhBPw1VdfYfz48Xz7/ntyxdSsSw46a7TtgZ6m+PY/kWTa207/wX24hyUR5z5wCjs8ry2BrbjZjurHIFfvBFl6MmT5+ZAlEyCL9ods+MLKurQS9zYQrh6Qjd8rF+eq25SLsvmvcoqteRhyzR6QJUcoBc9QkBRcxoJUsuwsR5mYiP1pdZmqEcK3l7JKKPwYovtnMLrNVt5Fda/HuZKVQP17QB1lehTCs2PrslTmasgq8nSa5DiAId2jRFD5KJYE/24TdrQN5tnSwWqEp3N0Rm46u1KHN9kKIx8Z3cdg8fwclJfYlwfKiyu5iTcRT137Epd5KVhpqGvkZnrSaLlwn6vYRd4ppOWyz7G7xYwjaVps0Lb9Mfqk1lkKkOaIkf8QRPevILp/yjcj6zyItC2VzlG7QXYSP0HWzrEUqtc1LiBtS5iNv/MxAw0fR/5O6IKl8horQ6QJR8h2Duko0zJs2DDcfffdlkKmiT59+mDKlCmYPn16i+UPP/xwVFdX47XXmhu2dthhBwwdOhSzZiWOlCsqKpCTk4Py8nJkZycWcOqK/LpkGeY/vgiBxkYM3nkzbuJNVBpyAn1VaPLn7cfe52mRkPEbpZbp3xc+NgV7HbULUsVjlz+Hp655KeZVB62T7A4o67KukVUPQFbdHOMRNcoL96aqpt3a7Ev+U0DpmSpTkfRJXXAqWqS3lJCPhax6ELLqplZtJq+t4BWItEiZebP0NKD+fZv9p8bEYTAKVAOzNKsh1+xuCY21ptRmsPeMID2MKMiUlCZk3n36Q54wot8FZTPiBeV0kt52r60w861LWzzWUNeA2065n3WTeLrOIDHHIE/0Tbn7BKxZUYIfP/mFA5xt9hiMvY7elTMvsZiyw0X45YtlCXu8PL40vLjm4bgSBj98/AvOGdlyW8O55/Prscl2zsZrqSfu2evn4KXbXmsyZU3zpWHUsbvjpBuPibs/bcGsuA6oebydHKaF6nsJLutkDtYCovD9JgsQSeJ4jZRJI92WIUqBN1yEMrhaNdFTKXgdXtglSzLn73YNXhoaGpCeno4XX3yRsychjj32WJSVlWHu3JZXARtttBFnas4555ym+yhrM2fOHHzzTUuJ8vr6er6F7zwFR+tj8FL0TzHO3XUGVv6xuoUGy2UvTMXw/bdp8zro6/LOUx9g9p1vYNnXpL5Lk0Tb4tCpBzpy4E0GOhFce8Rt+OClxXwSob6EkHR8n802wM3vXo78nq1TmU0VnH5evbPNVRwJvQ2MlORO+spsWyVI1eqD9UAYhc2lV2nWAA0LVSMw9dN4doQQpOT5CmeNWk8GRI9PWK20aV3B1ZBFByY2czR6wOj+QeR0VunxlqBXK04yRj5E4Ue8XyFILfr8va7g5txQj4udFUEI0i/aYex2cR//749V+Gj2Z6itqsNGm2+IncZtHzGx5wQS5jt92HSeJkrEwz/djj6bxhaHu+7I27HoxU9sRP4Edj10B1z67HlJbV9jQyN+/4bEA4MsUOdU7qA10PeTG9zZ5yjeZ2M06yGtF1BAfhYbrUoK7uoocxT6rngA/yHKWLHylki/MlKeJjsDL2Uzu1bw0q5tzEVFRRy59+gRKYtMf//8888xn7Ny5cqYy9P9sZg5cyauvPJKrO/QVeTxW5yjpiaiqKupZ+2KOz++FpsNb1uAQVH83kfvyrdks0EfvPgpaipr+cC719G7JFTCJQ+mS587D1/M+4Y9Wf5Z+h9yumXzuvc4YmfHnkjtSh15odidcEwVuJDbdP071n2hA64TlVtKcy8LMxtMFqn6Tbh0ZAA1D0FW3RVZyjJ6QGZfDVTd43CbYkF1kSObAhcupVXdAlT/z1nwQX404X96tgYK5wM1L0DWzweCa5SXk1PZd5qioqtTlxrHpuPQ5QfdCJjV2P/IYgwdWcXaMz99kY55z+WjstQdseuhYPmgKTti+L4ezgZx+SsGvfr3wKHnHYC20H+rvtw/QlNFyThTR/PjJ78mEPmTWPj8J9h+1HtsiOoUCsY2HZaafrZEkAAb8p8Aal+ArH4GCIaUtekCIbRvrcvIqQ95XRk/tgUDMvA3wEEdZVzC978BqH0WqH2mZa9Y4FcVCOY9lDKH+45Cp5/BuuiiizhTE515Wd944ILHYwYu4Qethy55GjfNv9yRONynry7hdHpu9xwMH71tqx2bSdL/6gm3sFMwy4vTlW5Q4sELn8DZ953Mir92UCqeMkapyBq1C+YaK7BIcMWccSqEZwfImkeUrwjhGgiYK9VJOS4GqWclp4TWAto+A6i+XzXNttiH1UAZGbq1YR1p20eWaUjavfoBh082moS4ZONvkHQQbviK91t494DIvR/CVaDKh8G/Vf2fe2jsT0Ky8nrAfyjgGcHS/Hn5y3HPm78jKzcIScd+Aey0XzmOOX8lrj6pH77+MA+wvp+DtsnA2GN+w96HzAJKZqGxMQ3BtIPg6z5dOYi3A6QubBe80G+HGtS7bVAQdxnSVHLCLSfei14DurPYXUeER+jTj4JIPwpSmpBFo8OCmNbSUcpEoQAjmd8b+SiVRI1TOxHsU190tjLotqBTlZDWafDSrVs3ngBZtSpSA4L+7tmzZ8zn0P3JLO/1evm2PqNKOR8mXO7rd77nLEy8QIQCjTtOfxA/fhxpGufxe7DR5hugaEUJNyBuu/cQbt61uxKjNPPtpzzA/TFN22nKphQ9NRLedPw97KM0bNRQdFrYF8XBaLKrO4RnEpB+jDoIcRNnnjrBcn0/3muYgHckUEt+OK3BpUSuZKWl5huLJIOWtKFAkIKuSh5tFelH8kRUSLOFe1aq7ne+feQpk34YZPUT3JyorpDV+yHpYE2vlf8whGdbwL0RBySy7pXEL133ulrOsyv++m47XPfM7/BnBNVbHzbQ4/FKXPHInzhlTy+ufv0+yIprsGGfdzheDB3r3WmNEMHnUf3XEmT0e7ld7AioCZgE8UjZNiTDHw79diZdfpjta5AY5Mt3vG4rKEmQRs3zN7/SYYMXgpvUqx9TGUvbAD/8dGZ3EeEwq0jTciaVK6vbqSzVmtcMqgudVmVGpdJsIjNMMmfsIrTrtJHH48F2222Hd94JpctVwy79veOOsWtwdH/48sT8+fPjLq8hT59G1Nck1kQh6qpjZ2e+ef8HnD7swhaBC9FQ24ClX/6BstXlKF1Vjvef+whn7nARi8jR50lTDeTzQoFKRbFK699+6gOsvmmHIQSevOqFzv0R+sgQMC2BK/NOEK6ezRMorgKeMuF/s5YDnQjjjHkbPYHMC5ShW6swITJOBOrejqPi2QoCyyAKF8Do8RWMbnMh0g+PFJtroEDa4YSVqx8ENSQ3/gpZebV1YA4P5OjvGh4bNWvmWAeWEYB7KweHL+t1Gj7EnmOeQ3pmkLVjoqHyEVkPHHhcEVb/8SkHLkT0RSpN4vu8y1C98mG0Fxc+MQUjrP4aakp3p7n4e0KNulMfOh0jxsTvvSEOPH2UI4sMKi198eZXMYOkjoCsna1sKUhp11HgQr/FcQl+J85O+uzcnDW9jYFLvAwH/c69rVADPtgSlGzDNgWde3B1Btq9bEQlHWrQ3X777TF8+HDcfvvtPE103HHH8eOTJk3CBhtswL0rxNlnn43ddtsNt9xyC8aMGYNnn30WX3zxBR54wGkKev3D7XE31ehtl0tzxewzoVFQMpgjpV0nhGrqFKCQhHrxv6V8gKUMEK1jn0m7qYxLgt8ZTShRjb5sTXm7erS0J9zln3UuJHudIKb0t8iK3wRLYlky73GA1G5jZV/oaqvmaSBtR6BhQRJbRus2IHKu54wFj2yHFETbCmVcyDbAHSfzZjo82WScpaaChIBJGSjbvh4TqJgGs/JagCancq4BSo5L3AhsPbeg+78JFYB3GVuJv35/hq0M6O94BCqexB9FY/HG/97BP7/9h4zcDOw+YSdu6qU+rbZAU0RXzZmGZd/8iUUvfMICehts0ov7vBJJB1A/Gf2edj5oBF9gOPn90TGDSrMdCRlYDll+UYxA1oFSbd1LbSjZUEouV2Uqi9sqeBnvzXcB6ccCNQ86DETcqnyWNQ2yeIKtBUdC2DW769DuwQuNPq9ZswYzZszgplsaeX7rrbeamnKXL18e8ePZaaed8PTTT+PSSy/FxRdfjEGDBvGk0eDBnd/Cu72g92+nccMSKnDSMrEOrp+8uoSzKq2BAhciNLRGTrhvPvRuUhpjNKXRWYMXJv14blSVlXcodc4QNKaYfTWEjf08N9LWUZ+DjS5JdZIaD55dWEeDyivCVWgdM3s6DFw8DjM0NocOdz/nYmWh9Eb9x85OVCxs9yBQ/VRSOh1OSv2ZOWlwY7lt4EKv89ydHrx43/mc4aBAni4cyNNr4236s44LNZW3lYFb9+ObE+i39/Ltr+PhS57mcqwTaD823LR3k3t8R0LWxGg8TQQ5LzuS0afjVEgEUcZQgj6tucm+VSQq6zQAaZuoQIL1lIIxnu8GMk6HcPcGyDnayFcP+Q+BrPyxlZuVB3gS+951Jtpd52Vts77qvPzx/XKctu00HmWMBaWdn/57FnIKWr4nj1/xPAtbJcrctAc0OfHi6odSokOzriGvHjR8RkIVqjfDvaVtg5xs+ByybKpVy04dsbRWpKyFXEVNzwk+Y7IJaPJgioPRHcifDcNtBUZR8KRR0SgbU0dlOGcUPN90j7lyyyRFw5LPIklJonHxTAYFDP+u+GjuD9hhn6KY5SXijSfzcce02AMBFMSQrtKN78zA4te/xLxH3mNdmW4b5GPU5D2wwwHbOVaBrq2qxb/LVsHr92CDQb1sv0ckW3DvOY8gKQRw1t0n4oDTRqGjYdJofSD2NKptWaXu1SRKo7GCDOs7lbYT0EjBdLKEXtPuu+kCPMMhsi5RUgCcSQl9J4KAIPuEeyG8LQMN7iUrPtj6XQVjb3u8Lcu+FiLdvl+qI9BhRqU1aw/yH7ph/mWYMe4GTjWHU7hhAW55/8qYgUuoIXddxLA0PbHf8Xt2icCF4L4Paq51gGz8CZLKHq2R4bclDXC11AChBlPp6gcEf0+wYQHlZNv4ffyDIR1wi3aG6dkZIutcCFo+9HS6mqydqyap+CAbfVClBhOv8nCJ2OyQlo3TgCT5QDte4EIYLgmRcTT+/ut57OyeH3uNJvDsnfG9fCj4/3bRjzhrp0vw6+fLrFJuEB7X91j80jz8uWRDHDztBvizetkaHT5yyTOY9+h7TVmU3hv3xFGXHBJzMo8mAx+dkVh1NwSXdyG5MXj0yXtjnZaGamcrQ0+jAMI/DsK9Mev7INCy7y42VpnRs6c1fZZM8Cvjf6caP00iAxnWKEyBP2U4zPiO4by9jT9DUPal8F1WlpakqiuDqiHdd0DckXy+P/9pyPJpQMMHUSaOuwNpO6gsLfcIWYEUBUNZF3SKwCVZdObFAXSAWPTCp/j5s9+47DJsv6HYbt+tHdWKScDqtVnz8c3CH/jAQWqdY07ZB937KP2JVEP9Kx/N+RzfffAjr4/0ULbYYVPb5/z10wqcuOW5WNuQ0NwdH12TUO+lK2KSYi7rvqRSc8Jgsz/yzIm5zoprgZonbE78gtWARd7/IIvGRpbA7Ppq8h6B8I6ArH3N6lVosE4s0T0LBuDdE4Jk4KP6ZWTdO5BllLJPFifTFyT0NxjCt5/VmxTeW2MFV+mTWczr24XfwVt3DAYOrm2RfVn+mwcn7bZ54i0SarJ94OAaTLtrOZtLhiaXgkEDrqyjIbIuhKAR+CitprN3ugR///JvZBbU2sXJV0/kICacD2cvxpWHxFJ3jk2/wX0w/sz92V9pXXiBcVau8ka2tWjWXbG+J75DgYbF1sk/0Wfq58kZkX4EZOB3gDSF1rZgne8QCHdfSFkN4e7Pzfuy5Hg11WOH0QtGd/thhkTIwB9AA61HAJ5hEJTp5fe3TtlthBR2fXu0y2Rcl1fY7QplIwo66OBA0tiuNPVjp8ZWGh2+9vWL0bNf/CuxhS98gplH3cE/2NDBiK7GqFZ++YvnJ5wcWJtQxubT15ckVBt1TCjwj6VgKoD9j9+T5cXXx8DFcQknKQyeTBLkTmv1uUgaZ6YJA2oqdg1Qfkekl2FHFmVEDKDysqTWi+yZQNnkOCcQUhneBMh7DIYrsmlQOUorh2G2WKB+Fse4wt5DmwZJIxci/1l1oqn/EJKE8+gkySWCrSHSJ/OJJ1SaeeGmJ9Bvo9uw3W5VCFImX1BfGfDrNz5M2d/+QiDEBgPqcfebv8LrN1sEQZKk3n3jYLC7cjOUQXlm5uz45VsBPL70bhbFC0HijWRR4ISz7jkJB5y2LzqmlUYyGBAFLykfJNYjPBloaJZkSB02pRijL0S3OS2yJLL6ESV/YNuwewyM7ItTv7nr2fm7Y7WZdzBW/PovLt7/OlSXVTcFLaGJnBW//YcL9rqS/U1i8dePf2PmUbdzD0r4wYj+TRLgVxxyM1b+Gduccl0w/cmzMHSP+I2l4QZ0FIApLxdhqyNx8TPnYNPtmz1UKPgbefBwPP7bXTjvwdPWy8CFYQ2JVAYuPp7A4QO6q5C9TcySEyDX7AZZMlEZRBaPBQJ/Q2SGbDdEjKzLEIDUdx0HLrwzyiSy6gabwwk1QP4MEVzafPVdOwdm0XjIVVsqJ+ySoyHStgeyLk+iWTMI0P7QhAgTlUmg+zOOhyiYy4EL3+UdCSP/UYgeP0L0+Jn7boR/dERPyWEXHAN34WOYdc04rPnH27Q1v35DkvjOgvsjzl4FT4zAhbeBXqNuDmRjc3mE3pPXZr1t23dGmd55D78XcV8yfWo5hZEqxuvEdb3aqf6PDeknc+DCLut170Y6laeU0Hsb9X10bw3kvxS7vEMTT/x9jJXVot9HGkT60e2ytesbuufFBurgDwYCTQaE4ZgBkz2ESGqbRoOjmXs3ycbHhnJddNB59b63cdINHeOLTAZrN7x9GX746Ge89+xHWPXXGmTkpGP3iSPRb8sN8cYDC/DVu9+p0tfeQzBs/204W1NdXhPzADr5qonY4/Cd+UZNi1Vl1ejepwAZOa3VK+lCsIkapXLb4DbNpAEFL/OJOSTLb9Z/BpSdDEjS/Qn73gaWQpadCpFzC0TObeokEmqKFNlKaybwbes3JdxPJSZuSNKaSdue3a5Zzjw82GlcAln2OUTm+ZC59wFlZyQoqRmcTRIZpwIZJwB1Czho4xOKdx/A1ce2yTWR0ug2e26FoTsMhaxoFsP75auMppKQ7Z6mmdh9XJnt1BJnmuqosfoC/ovEI8uLElgfSIl/f49s7s7Ic/Z7SvOmsVL22gpSEHJTdw9UJRWC73No72CHdyeYZRdH+fu0J1EfeOAboGgXmHn/g+Ed1lI6If9xqxk3pL5NUAovHSL3vqYSj+0ayVyx4UurLDS8KfjWNKODFxsWvvCxrU8IZSMWvRQ7ePl83te2z6UT/udvfdVhgpfQAX3wyM35Fs0JM49qcd9dn16Hu898CF/M/6bp953fK49VQEnqPLxhmG6a0PucBpl+CMAjoTYn6Iyz2YtI+RC1XI77JtJUGUPWvQdZeRcQpEbbWKgPiAIH0f0jGP4xMIPFQMVVQP2b9ED7fzw0xVT/rhW4EOG/D/VvLilkTHHQC+Rly4WmRmnKnqR6c3kcuxnDkFw+olKSHf5ME2keBxmasIwBTQNSZtJOa0kYRgtDxMycdN6uZq252O/CnkeObLXFh1O4A4G9s2ZFfJ9k2jAI0uWhfoy2IgqAqtst08Z1KbBXC5ROgiyY3WKyj3+The8l1YwbQgbXKHPUhk8i7/fuDpFzA0QX02ppCzp4saGu2l61lno5oid7wjMziVgXo8mpZIONe2HmW5dyloZKbP4sPzYdNnCdNAJ2NkTG6ZB1C6yrsxiBSea5EJmnQfpHQVKA0UATEBZGL4iscyD8SkhL1rwIWeGwhk5XvrRe/1iI+gWQFLisFYIQ7kGQNU8mEKNzKVG+hI24dUDF+SqDlOfsajb5TV4esQ1b71yFt54psL2YoQxmXU0t6moFfP4EAYzRPHVEv5ndDtsRC5+Pf8FEJejdJ0aa6w0Z6cNTS37CHz978cBVvfHnT83Nmf7MIGqrXCxiefodShS0PYnbs9T4pRJYy72r7Svx7grUzUbHIAhZeSdE/r0tHlEB9QEQfueGndKsgiw5Skn5R1P/AWTJsQD1tIn12w4nhA5ebCB7e1K6jNfESo23A7aKnc7barfNWbgq3oGInjskxb4idOXzxbyv8eqst/Hn938jPdvPyp/7n7hXSoSz4tGjbyHfNM4R5HZc8Lyyt68n6X6zOTDJPLNptJGmcgSloQPL1UFNZAJpW0EIVXKRZilkxaVJrNmlzA2p76Q6SW2QNpEG6RsNVJLgnl3qIghIEj5MlLmwHg/+rg743V6HMBJ/xyVNYZAxJi1LZSe78hGV0ki7x2LkmHI8eHUjyorcrAvT4rVNiZNuPBov3foa5j+3AvsfXWRTOjKbgs8QE6cfhA9eXsyvE12qpj6zrXbZHEN23SJsfZVIqz4aed0bkd+jEbMW/Iq/fvXy9nXr2YgefRpxwi6bYv+TJyI908+f+S+fL8Wnry3hvjsyedxp/DB2jI77flHWj8sXjYB7syabixbLBVZYDuLxPtMqNUJPQmkNn8f5DrgA9wDAGAA0zLNOT6H3wQQyTgEav02dUnQqaHiHg46UmHXWvmyZT8o47vI/q5Fw6qvR6GkjO9586B3cetIs22Ue+PYW1liJhsaqp+wQ/2qYDpr0XDJjSwXkUXLbybPw1sPvRVgF0NVgdkEWbn73ipStS5NaJJVvgn+qkyWdIKzAxAkmpehjOUXHRUBkXwH4DoRc3Vqn7mTM4awTjXc/lQonhdyUI3jMWWTQtFNsaJxWVlwPNCxs3nb3IIjMqRC+PWM+x6y4Eqh5NuJEu+wHH6ZPGIjKMpfV+yKalHYnnt2A4y6uQRBD8Ok7PTF4yGPIzG6ILXiXcSKMrGkt7iadmGsOv5U9xKiMxIFM0MSIMdvioqfOjigbmRQIVscz21S9Oct+HoxBu7/EnmNXHHwTvv/wZ95eOv6QGnZOYTZmvDA1IihSzw0qI8+aR6l+Fjbqvhd/f5qUm0PLV91jGX8GE/RozQFKjrbKSsEo/R8f+1yJtC0gG3+ArH2FNAVYt0j4D4Zw94G5hsQP/7BZB9Z6cCMKF0K44mv3OMUsGgcEfrJZgsQdh8EoILmDrokelU7RqDSlaWccdCM+f/OriOxLaPx30hUTcMyMw2wbfu8779GmgxvB/w6aOHfWKRh9UupEoubc/SbuOSu2YRwFM9Rz8tjSu3RJp4thFh8JNJJvkVMMiO4fc6AkV23dijWmAdSASQ2FTk4QaSOoCcAya2xH3INhdHs5riaGLD7UUg4OP2Gq7InIuTlmep+F1IoPsJqfm/e1osSFec8V4MPXu6OuvhAbb/EHxk4qwubbhTydVFlMpp+Cz9/8Bq89tAq//+SDP93EbuNrMfbUg5HX77S4WR/SaiLLjj++/Yt7YXY4YPuYFx7m6t0A878Eb4wPsvArTBlxMZZ9+2eLcjZNDFJZ6d4lM7FR/6WQ1JNE+0vaKYFY/VMuwNULghrFjdCUFyndzwBqX0zYQCsKSVzNhKy6DyCROtB76wZ8YyEySRLf3hLBLD4mSTHD9sYN0ePLpob5tmCuHmkp7trgGgCjMP4wSGdHBy8p1HmhA8mLt76GOXe90eTjM3Drvjj8woOwR1T9ORY/fPwLZt/5Or5+T4nUbbfPEBx01mhsOiyOqV0rsy6TNj6Te0/sLoivnD2N/Y00nThDU/scJHkh0YnYvbnyYEl4JRqOgCj8mJ2tzaKDgMAPrdiSkL5KguxLtw8gzH94XLvdMTaEKHw9piCXWXoqUL8wflaAVEi7fxzzBCQbvoKkySezKKyMEVSu1jnXAsV08dLQ4r2gBtrbpm6It58riMiEUrBAU3w3vnM5Nh5qTeG0EnMlKRsnaoIV+OyLp3HZgbGFC4nuGwZw+2v/oaB7SZi4oF1wYLAHkJF1dvO2kK9X9awEmRc60S9p+ozYToPKSfT+h7uS20Aj9qww2644zSwqWwIjV5kKtxWT+oIav7FZNznU7wwj/yF0VbQ9QAoh47KJF47HhAsOZPNC+pvKME7ZcqdN+daelKwsw6o/qfEzPpSC/nbhDzp46aTIxh8hSyZZ0t9mmMV9sgq9pDHyKpAxGSLzVMgymuxJFgfrpN4dV3fI6jsSNOimCHMFZ5KksQHgHQ7hPxxI20YFHaQ4ancyove0bj43WEYjPNsAhQtZDVk2fqdOwNQ0SnYG1bMgWZK+5Wu//ngB3n5OGepF6DyZEtUVtbh07Ew8+ce9bTNGpGAr4QSPG4te/ASG24g5REC2CNc8uRQ5+aHhBCefk8lBNMKCF5L3l9X32DzHZQkBWoFLcCVkzfPKhoJtNXZVDa6J1GCpb6r6MWvMv52+U57d2MKCzROpTyeupEEORNaZKVut8E+A5CmqeJgQ6RNStr7Ojhapc/pGGQbye+YlFbisNbqWSHKXRUoTsv5jyBrKnrwFadY4fF4DZOlJkYEL05qDd5pS3rVcnWl8M/UIiIxJqiwS+KttJxn/JO7PcYz5D5cjWJyveBwkS6g7sA+INeHR9JprqLYEQSffzLMhPNspjyAy4YyRoaCf44uzCuNq7VEwQ1lcsvFoE+Rnk4i0rZUWU5zBgRF7V6DvJvUJNGliYBZF+KFxucd/RJyFDeVnlXk6/0W9LHLNHkD1vUoZt34+N53LNXtDNtq7OVOGRuQ/prR8Uj4cT6jmZe6xIf+twvcBL5X3oyYo03aG6PYiRAwfsVbjPxBIGxrntExZl52450ij0NNGXQDSVunRr9C2bET6EVtFNeVp1h6y/iPI8kuUGm0IMnLLOIObN6P7H+ggLmufUdMVZpU1Up0KghBG87ivkXsLzMpeQPUDKXp9biKB9OymTi1GfpINvlEv5dsL8IxQwmc8lZXE6wR+BSqucLCgaQkHxuiVqbg6sl/H6A2QGaV/XNxtoWmflcu9CTOh3y36kcejW4vInAJZN9f+Pcmahg0HfRfRdxfOjqPKEaBBorRkV57T4jsrsmdAGllA9aORpoYig4XWqE/KDJYC5RdEbbP1b1LMLZ0MdJsPYUTq2USsx8iGyLsTMvif8tJiGYFU9cA0sumhpKDKN05pq+TdC0mGpfRbpOZl94DUBi0WXDrLI3uB64DaOWFGkx4gfQJE1jQIoU/ZIXTmpYtkhQ49jxoL4zzuMniUeYexHcdLaX1CNnwOWXpiy+ZKWQNZdRNQfV/k3dWPKjl/ErGjA2YiJ+hkiSqPGFnnQxQuAtKcOWI70pIpORImjdiy+WArM4NGDw5caPpK5N6mrA04GHKKqcwlyaDO9iqdpmhGxWjWPayFWBgFn7L8AsjqJyA8I2IeQhOI94Yt17bMAU3fiNw74x/Gsy6H4RnKUgnxJBs8PokkhtssXDHHdYVwqe9S90+AdNKVsU60lDGsf1+VKEtPsPksghykkzqtrH6I5f/t4AkfCipS3rxrZQopMKx5XK1LuFloTnh3aZfAJQSJ2Bk510J0/xAi72Fletr9ExjZM1LSFNyV0MFLF4DStweePgr7Tt69KVgJn4zKysvA1a9OZ0dszTr4fCpvtk7gsU/iPGZqljVnaOjKq4Ujs0NEYZhbbwzIPTmGVgfdR87QqTkkkK5HOUCNunVvtP5l6D2hhuTQySPzNJ5WEd3oNZ2mCszE+8TvSaTLu6y8xRoRjv0ZkDu19O2nynAy8r3OKQhgg/51JEQRd5WUCR2y+5aJy4Wk48Mn6NhQ6U90exNInwQYG3HjMrkzk5+TkaFUsTfcpDeOvfJwtXzU1+LPn/2Og63mlWZDZNiI3pFWSc1jYe9d+He5NnGwQaJ2lTdCrt4FkieS7Lalfe1G2GhRpi44IiNScl83S46FuWYfnhaUNS8oN+gwSEmXfLiEd2cIymZpWqCDl05KbVUtO9Ae2fdU7OuagPF5x8Lj82Dq/07D8NHbsNt1/yEb4birj8BDP97eQoumi5mJd1hYvKvxqwQH7ABQp8Yf2fE4pqmb0xWuATJOBlzR2kNeIP0UwL0pzMqbIavubdFfIFmrIlUH6jBxsVYT4JNYtLUCCfexJo7jTamHyL1deTgxriYna6SfAJF1fuTiZjlQPy9B8NgAlE5BvTiEyy7BsPiC7AMOPY1KuCK+dEGfAux04PaxN7fxJ5ilZ6kG5NUjIFcPh1kxM24mgryDjOxLYXRfAKP7uzByr4NIi7T4OPqyQzHtsTOxwSa9m+5Lz06HJ3cihJFMKcID5D8TV6yOt7/qf20qFVqvwmUTWX4hzOJJMFduDXPl5jCLDuBGX9KhUZvTztOTlC01I/2k2uQmX3IcZPl5ytWcgjzy9Kq4hEf5E2WaNJEI2cXOYsmMWnVWyORw6u6X44/vl0foz1Bd2+P3sCDdJts1uzmHj22/cMsr+OyNL/nKb+DQ/jy2vdfRu3DpSZN6ZMM3kCXxtYAUlFU4k8dPyWG5bVMUgps0Rf5zSv8l8AePoko6GVTMsIzxwkZ+vXtD5NyktrXoQMC0aVxdJ9Bo9yIIV4+Ie5Ux32wH75UAjJ4QOddBpm0HQTom1JxLPS7efXhkPJYpniwa7Wjr6OhZtNKNz9/JxuAR1XCnSfz4RTrmPtwNv36dEbNUlF2QiZvevSKmuCWXGEuOs/Yr2FJfJf/5FlmiaEgVnGwGqFGXsi70+87OV1fvdLhfvbwIjfWN6N63EB5vGmc3ZPl0K+BwEGx694fIvZkDyViYK7ey9FvaAysoou9t7p2Q5IIeVXZN+RoL34dwNQd9rUVp4Twf5z12Ad5dYOSlsPesE6J1Xrp48HLHaQ/gjf+9E9MbKXRV9/jSuyMCkvlPLMRNk++B4RJN9e+Q2N7ex+yKCx45Qwcw7QCPhK7ZNeFyIvt6wH8Q5CoyeWvj9YRRCKP7R83b0PAlZMmRcUpXNMWwK4//ysqrk1z3WlIypdp/4BfWXIFwQXh2hHRvAZTQdEvAwTZbJzyjtzrpemJnPCLM8dYk1nAiVizzYN6z+fh7qQ+fzKPjjX0NhnSWKDsaa2qRykNyze6WpkycE5xvLIxcFWxGQ87U1x15Bz555XO+kKF6EE0ZUXPwlLtPxOgT40+q0OSUrLgFCFCW0AFxFILZdiIV32FHqsqXQAZ+UbL67TaKL4Csa1R/Ek1UUQDcil4lyubJ1TtHNjLHWlu3Be3j09UFgxd9ud3JqK6owbzH3o9r6kj3k+bLkrdJ7EixZkUxbjmBOuZlRONeKGuz4IlFePfpdlZAXU/h9DqNONr+1PyAb191UEwb0vafZdg0EUElIutfMRY2eVxV1pIZohOsckvWlWvhBGVReqoqH9XP5/KapAwSNUBnXeiwfBSaZlkJWTKZyzJ2sPQ9KQPbfA6Ucbn/it44YZfN8eKs7li8IDvh5G7Inyiu3EL9IkthNV5AGGRvm1B/VDQ3Tr4bi1+n0XAqY5mcXaXfPPkYkXXIx6/EH80WnuEQGUmICVY/yZ4+LV6HT/KD2mmMORJJzbQiv73XAlRewsandAEgi0bxxUDSsEaQfeDC8Pi9xgk6eOlkrPj1PzTWhUboYkNXXb992ay6+ub/3rGVgqEMzOw7WzZWdrGK4jqDRhxVg2nsn5vIntZk7CbSJ7cxmyEg/Ic0/cUnmIZFCV6TdE6orp/o83YD6ceqBlHSpBB5bdjOsNeMS+gEGBKCC8sckTdO1R1AwatA1gylNkz9GLaYVh9NfD+gpjVnnWt7An7+nkK8/IDy9yGTRjZqjNPj0rT2oImNt+lvP9qdsN8pYGnnRPLXTyvwwYufxr2ood/4E1e+YP/SSU2z1MW1pRDpx6D9kcr1279vgqyLC0jbEfAdxOPdbSa4nMUiyXspOZweS/Ux1yk6eOlElK0p5yxKIiijkuZtrkf/umRZ3INaaPmlX/3RFLC8+8yHmLLDRdjPMxH7+47AZeOuZ8M4TesgozlR8Az770RgdIfIuR4iXU2FNCmI+kMH/2QbdwXg6gOEBy+kRurkeTy1YXc4oPLSMBjZFwNGN6D4QECmoMEwrkheKBAw4meMZBVE/TwYGUfD6DaXPWbUvtvtB2Wa5sOsTyAQl7aVJU7WkoZ6gefv6Y5koKzLhpv0wtZ2E0acRXJw8oqRbfpo9mcRU4bxfuOrl9voBXGG0JlMv3rROBdR9Bl497Q+w3bOwLj6Ar5D4qyHSmceiJwZMHJvgKBSKssBtOW0R8fRIGTl7ck9jb5PTmTV2rsBuQuhg5dOwG9f/o6LRl+Lw3qeiCsPjl3vDockyGniKAQFMonqtCRTToHL7ac9gJlH3YFfv1ABD6WcyZhy6h6Xc5+NpnWINDIOfBGi4HWI3Psh8p9WbrRRehn0OYnsS3kZeHZQV4ukU8KloAQnAtdmypXXyuLIuvcAludPRFCtyzY7YyrJfS5D3WavSJsMGacq/RaErvqtfaR95itlu22SkHULmv5S/jjxM1wRlJ0Es+Z5mCU0ybIFzJVbwqSSUv0i1bdRdr4litcSasitKncyoSPRZ1At+m9eD1+GF5c8e67979C7R4LghYLTDQCatoqitqqOfZMSQcvFfXVqYk4/2nHAIY3YARyPtefeBZF1qRrdTqYcmSyk1Ovbm8fdW4zPu/qr35l7YLM6b+bJKejTCnI2M5npIDax9B9k8910AZ5dEhpTaprRcn0dHJoQumDvK7l+7eSijK6+th+1Nfpu3nzQGL7/Nvjw5cW2ZaYdxm6LRS9+ijceWNAUAIUI9cnccer92GbPweg1IHLyQ+MckTYIoJvdMnSC8+0B4aOTmULWvQNZdlqcZxjsNiu6zYk4OcrqBx021VIPyzTVKMqibGaMrMsO3JcjzWqgJkH5wREGX40aaf2BtNOVTkn9+6ocRNkjz06QqykTkAB2fG6GBMSkk5OTrAUqLo30XWpYDNnwMeCfANS/GfepDXWJg6OsvEYcO20lRh9VApcbaAgOhqenfX8GNWpK3xhLGyfWPkiIjDNZtC+ajTbfAAE6RtiQ5ktD943sJ5VE1lR1Uq4jhVd7BCkPe7aOORJM/kOy5inAXJXoVVQmKeduoOYRS81YWr0sdMyjvhqb/aLpOfpdeEYCeQ9CmMXqs6UAL22blsEiCQtSoFPzaBvHuSUrAicjmiiyLoYk3SL2Lwr9Lq3tc/VlNV+Nc3TmpQNDV4A3HXcPgg0B27IPwdMFADbfYRAuerLZMI3Y44iRyO+ZGzetTIHKoVMPZOdsu9QzTS+8dv/81uyKpo2QTD5fyfJP1oi8UnUPYr+XiMCFDuDck5D4RE6ZHsNVCJE3Sx3Yw8sS9G/qc8m7X0mTB/904GRs4Wo5rq9Q+yCypjevxsiE8I+FSD9SqZgKl5Vqt7sap2WiTp7+8c62remkFX5itP7N46zxfwd9N7UXoBu2ZwWe+uInjJ2kAhfC4/oeWDPSMneMjyCn6ibPIpd1s96vzHMh0ptLguHscsgOSM/2x02akDHjvsfsBn+mfYMz6+jkXGW7jLUkj5RHQ8GtLD4asup2Z4ELfQ6ujQFanlymM04FCt5QLt8FLwE2ejIRUNBTenyTeSGr4cbIcnFmM+siJQ/g3izG9jjFUOXTJNVzRf6TKkgh01CjJ5eSRfblEAUvJxyB10SiMy8dmB8++hn//BYlKR+DoXtsicKNumGPiSOx3T5DWow8+9K9uGH+DFy4z1XsQB0akaY0M/37gkfOxOYjBnF5yi5Iosd++bzlAUuzdiCzQ0qRkyInAssAIx2CZO29u6qTvZN+hGjStgd8YzhQFmSelz0dMnOK5dpLR4jN+KBLjb+c/YlxwoqLe1PVSFsflUngkeXr2eDQfn+PgeRm43gEIdIjJ2RYDybzbFXaahPxfwc9NmzEsD0qsWRhlmrUDaPPxnW4/OE/4XLT+xn9zHqedkLhAlZQjQW5KlMQSUEOKbGSUrGw+pjshOHoNz7t0TNx1WG3qK0P+x2zPchGhZh8TfN7FQwG8ePHv6K8qAI9N1iB/gPfhAh8p+wcPHs6yNhRP0lL/yFJZouBHxyWZqwAMPBt812Ni4Hq+yFzboXhHw10ewuy9FSAMmIJsySm0qvxDLPVZeGgxj9OOWGTcJxpQjR+Cll5k0MrDtJk2UuVgpKES5v+gyC4hKRpCzp46eCTRU446KwxrB9hR78t++CxpXfj/ec+xmdvLEFjfQCbbD+QfU+69c5v6nuptxnno9+8x5esg5smldBBWWSd7WDBLNUfEfzHfrnGLyBXD+P+AGQczyUTClZgBRbshE32BVX3O8+4hCBdFhmtTmooxdKwco9s/EVldGib6cQTEj/z7KrKSewvE34yVaUekXUhRNpmMftoeOS0oVnrJtVMuaEG5xzYF2WryyMChXEnFEEYdGEQ54lUBiFdkowTmuTiUb8Asu5dpQRM++M/FCJtK74lw87jh7NA5ZNXv4AvF6gMD/XajJq8B465/DDkdMtu0nx66KKn2Nk6RP8tajFlZj22HFYK1L0QZqsQf2xbsD1C2K5R5qTm2cSBi+hOiog2y5lA+bkwXf1heDa3emsMh1oukl3b1bRYYjhYdAFm9ecOAxfLITuL+rQ06xIdvHRgMnLiO6uGw+liB9DV2X7H7cG3WOxwwHZ4/9mP4pq40XXPiDHa3LGjwSWi4L+qxGP0UqlxijTTJ0FWXu+srh/8E7LiMqVHkX11U8qd0//Vs1q5YbHGr+m7RQ2xZ0PmPghUXgsEvm9+mMavs85W5SPahqxLOMUuqUeBTCq5/2YERMYJXF6KBT8v+zLIosiTa2toqBNY9FoufvvGz+q5w/asxNY716DHJgfh3i+Ow3M3zMbf381Fbrcq1FQaGDm6HG6boyorHdct4O2XwX9UJoZk4jkgMyGpSZhUY7OvhUhvaX6YCNKRueHtGazCXVNZi9zuOayiG4Ka7knzJZo/f/Zh2qEDccvsZdhs2xrr3lBPRvRn6FIlF0+UkB+N27OCsx0uQJKWTSIkUHUDkP8o2x/w++YI07LjcAY3Z1PvU63DPq60IRDZVymLCs06RdsDdGDo4DOh10mor4kvtZ3TLQvP/vMAZ03aCo1SnjF8OkyTxlAjH6PUc1ZeJh5behcysp0FVZr2hcTKOLioebk5K+LelK0GyLCPTeDIybf+vdAzHL2uoMZH726W0uwu7aiim2ZdTZsxtXFExokR9ymDPCswcwBNESkF3mShfoYN8fUHpbjmpI1QWeaGy63WHQwIDBzciKtfuxndeqxSAV9wRfM6TXJ5T/Dy1OdQ8LyyIOCprVgZBQGR97hllpkaSIF3Qq8TUVsZO4NmGBKbbVeN2+Yui/qMqAQZOr4ElP0E9UBFNavK4Crr+5Iq0mD0/AEyuNpSqXb4PfSMhJH/sKNF2b260kmjrAHkPw/DQyKSmvZCK+x2EdKz/Jh4oX0D4qQrDk9J4EKQgNYlz5wDt9vFvTBE6ESRnZ+JG+ZfpgOXDoI0KyCLJwI1z0WWcwK/csAiq59UzZe5d/OVolI9DTV/2p38XZA1ltpuWxyhHUGBRZwsX+VtLZRk1ZSNZC8es+ggZdS3ciuYpVMgG2iCIwrR0rcoMbQOD/4tvhaXHj0QVRWqlygYMDhwIf742YuHpl0Jk1R+o8pyiQKXIPXI0AmQPZb+tCmFGJDVqfW5+Xju53EDF8I0BX78PBOrVoSVht3DILKvAai3iBq3afSY/JViTdlweUeN6acGFXgKV3ee1HGG4MA7ZoYl8Cdk489qYi7k8MxGqE4w1Si5psOgy0YdnCMvOZgzL8/f/AprklMGJBg0uSl38lWH44DTSGEydex66I4YPHIzvPnQu/jls6XsizJs1FDsceRI+DOSUeDUtCey+n6r3BB98lPZFUnlGN9+aoIh/XCIdKXRYq4ZBQSb1ZdbEgQaVbOupLHTpP2LfIB3BzX2nHgvEjhtvwGkH9m8NPXflE8D6l4JK2cEVc8IWQfk3AThDxO9o7ILvU+Ot5/Gdn2ssfP8ZV9yM640WwZ65Bc0fvK39AbZTh3FwuWSEP4jVBksfEw7ppbIh+x3xFNeKaD4nxI+fsRryu+5UT3OveVvbkhuIvApZHAI+6Zy+GQAAERmSURBVAi1aApvscmURWppGdB6fJHN6q4ekJU3W9/7eP0omZaeSjNsPEkWGU3P80GSvpJvf4C/404QKvCpvA0wV7DukvCNA3z7xDWo1LQvOnjp4FCQcsLMozBuyv7cj1K6qhyFGxZg94k7Ibewfa4E8nvm4ahLYo9katY9dEJTjZF2DYzUWzGHDfQiiDEh0gJrVJqmW6Qj1+b+gPm7FejUK4+eNuPiMkRE6ED7w4ELER40qG2U5ReqfhiXEk8T6UdD0vtE2jEJ94OsDyZBZJ7GV9gLn78nbu/XhgPrsMnQ2oR7EF5CCgZIzgB447lhGHv2pqq5NWEZT1rZBzdk4C/IWnIK/5k/QxqdJzVmmhBzSm6PnLiBS36PRtz+6lJk5UWX2Uw1/RMsgsi9DlKqoEptBwWqezQbCfJEUFu0U6Ig8bkwqBQK776QNY8BlTOte2WESrTIewjCaDb0k1X3WZNn4d+kOoDey4aFDjeEXrsAKJ8SFnAakFSOrd4KyH8kYp2atYMOXjoJNBF06HnxpNQ16xVmuYPGSAMy8HuLAhFNiMiqn2yyEYa6Ig1ZFVRca/U8xMKlbAXM0BVt6DVTcfKiAO1JmHVvAb5R3MArq6OnjqIxVeNl5hnNBosFz0CWTgGCvyVYHwV7rwFZU/mv+tr4fWa53RL30ZhBYM1/aSjs3chBzNcfZuKlWd2x/2mnq21L2xyS1pcIEnsTHqvx2gg7cVJj751A3mOOXYhpItHr96C+tuVE4YTTVyM7L9CkS9PyvXkRZs1wgAIB8z/rJE6mhddCevdjmwtQUJ1K6hbALDpQBZX+8Uq5l5rRMyZD+vbhqSLVnJumSkU0ghweuARWqJ6w0D5EEFRN7k4zizwdZT2PsZ4T+JGDZpF3Xwp2WJMMWqROo+lsGJQ9cdC0SqPH0aQfRqp0ccTflHZHSDuFdCxIcTXORqhmTkdZjVZCARqVuKofgKRyV8Au6CJMyMbvo1RrBwBsP5DoUBdUjs71SmF6g0G94r7FJasSlwkMF/Dwdb2w/4ZDMGajIbjsmEGorh2KkQdbDbhsC5H42lFW3QLJWQarRGbtp9rkfyGLxsAsmgCz4uqEGjzUaD/56ljO0RKjJjYL6sXZI6DiojDhubBG6/q3VZ8Vj3an0liwVukNkaNz0ViYZm2EkrKRdR6M/Ce4OVdkHNsi+yFrX0rwudO2uhMLIUbbDkRAZUvSP4pXytK0Fzp40Wg6GaRNoVRY7Q66AQjKnEQ/18iHyH/c8kqCdfC2zloUrNBoKgm9hZbPOF41/EariZKyrX//1vnRJA2dJOscnBiVEV847Kpdfr7Dvhc3ZIMybDzw9P3ihof//ullfyM70/WaKgOfzMuxSg7Ajgdsj+vnXdbUXM+fQ86NbTQupA2oBwJfc5aKppdkNfXSxOeQc8fitFsnIKcgiD0OKsVxF/2HSResRHpWovfHDLvFeKzhAyBYBLi3tPlOtGFfSYOl+BBVtnL8nL8cfGcalMZRzFOhALxj1TKJYFsNzdpEl400mk6IyDidTQRj9xiQFsqOrEkR87kkhFb4LlA3H7KBPK8khIeUdve3zA2jlqdMjP9QlaKnYMC9EZvdmRVXpfhK247QeuzLRi0mTepeTV5cD8Dok/bCh7MX45v3f2A16hAkQEdNvCuWebHF9iE9lJbU4WTc8vpy9On3EbzeCgjjL8AIQAaPa1LKFf4xkLVvsMt12wk1al8HaWwAw79P3CXHH/UQxh3+O4tOUnkrhlWS7TriUn668hiizJ4sD/ucQv49G1sTVg7Vn6MJLmXVYZE+ztnynGFMFDDRb2UkUF9O3exRj0mgfq6TFbVf9lETF5150Wg6IcKzNUTuvWq6gglLf5NdALn62uihsMOufwyMnKsgss5nkzlZfgHMsnMha15UwncRy7shSP2WDCNDLr0k/d9uGjCxsAtcXGpUNyrbxOq9jrNDAQjPcP5XmicN175+MY6ZcRhyuzeXI/pt2oCL7v0L+x7erE7bAlGI/Jw3MWizt+DzlUPQRBKdzGsehywax71IzZudm/pryIpL4j4ka1/kLEboq0HlLYeyOQ6QqmmXpqP8kwCDMnheyxm9lyq/kKdPTBxuBDXrOkSQvUDCoIL6pJ6IEbgkg7TZL017oUXqNJpOjJR1QN08dqtV5aS9IdI2df78+kWQpWeq8kPTSYTGZPIh8h6GSNsi/nPNGsjVQ7H2ICPGoZYrr4yUsDcKlTlllPKpWTETqHnCoVidW01j0b7TuC1lnAK/I1ByLYr/+QVpHsnNuvYnexK4K1QO3TFPnEqd1ug2m/+SNc8rhddUk/9ik6AaaZywYzbZElADdCsyUc1idU5w8XsnaDKo9BSr7BJu7WCGZWcsjN6ASQ20iciC0XOJo61gbZeSYxwblLb+OzkYRkEqnNY1FRUVyMnJQXl5ObKz7Se4dPCi0aynyMAySJrm4BN7DAl4kQVRON9WnMtcvafSvWgVyY/ViuzrAe9OfNJH4w/c4yKo/8c/BoJGd6OgHhZZclQrtof6Z3Ksqa54vR7xSDzBQo7J5F3EAeCakSTck9oSnPcAGHm38Ei2LDtLieIlrdlDeID0o9Vzax5O4vmhz6I+zn6RhcO1EK5egKsv96fI0uMcvG4BRPc34hpbcqDW+Dlk/UJlTureRAVsbPAZcmRvzVSUN6z3Jew7YnSDyH8Wwr1hK15T05bgRfe8aDTrKbL6iSavoZYE1ZUxmwjGP6mIzJMhK2YkuWa6+vYD7j5q7NvRFTevDbL6bhZDY+8jGoV24ppNzcU8hZSohBD+PpBFhk1pKB6uTYDgr4mXo+0h80WaHMu9G7L0ZGv7QttoBRoe0joJAA1ORP/CqH8VsnpzyMB/YfYQTgMPlwos2KBzR57ikWa5EgJkKwQn/R11CYJTwSUmkXur2rLA3w6Dq2LI1TtAenZmc0QR1tfF9gTkQM2u1i5r/QHll5V9A4S5ivcDNQ8hach2g1yoSR+GRqyNPAiaGEs/IkJtmCa+ZM1TQP2nVsPvzuq76qamYE0q0ZkXjWY9xVy9c+Jav6sPRLcFcftn+Mq+5DigcUlySrYZp8PIOhtm0SFAQDkgO4eyItkQ+U9CpG2ScGlJ/TwlJ1oGkJY+SWg7mFQ2W3ocTaeI7JkQ6YdEZsFIx6buTYBKge5BEBlHQ5KzdulJkeaVSeFOPtPg3gJGtzmx38eKG4G62SnKEvkgenzDhpuy5Ajrc3D6uhTouJQonXcH9T0sGhfHckFZPgjepzTIor2S3E4BkTUdwiaIb1LyLb8oqoFX9VtRkCZC+kmauOiykcO0k0azPmOuGhbZdxCPjJNgZF1g23cjyQm5+kmlzeEIMh58ELL+C6Dm/lacDF2AqzdEt/mW55E9bOrY8DFk3dvUaMJNx5L6Y8qUoF1qoRJDfJE7OpmKwvebpo7sMEtOsJRrWxNgtaZMRKRBFDzLZa2Y21T/OVBqV4pTJUfISG+qWJABp6z/EGj4tBXbSmWbHhCF73HQJ8vPtd8m/2EQ2RdDrhqeRN8PNYLnQXR707Z8So3hsnicbUM5v4a7n8P1rp9UJFE20tNGGs36CjfjOpjEqf4fq5XGg3pNKLgRPRYDfqf9JVKl+Bu/bOVVPCmk/q0ajuvmwSw5FubqXWCuGa0k4c2SqG00ILwjebrKyL3ZsgGI3TfRNqghd4DN41RK2LNF4CIbvoFZfpnaj7JzIOvegdnws9JPaXVmqLVNqkHIiutiPiLJwZzE6hJkRJS0v4OgsvIuKzhrzbaaSu2XglJSHLZdXxCoe131RbFAYKLvvfW4qyfrIiUyZZQ1TyacmGoyPA2/j/y6KPBp+IbNVjXO0T0vGs16ikg/BtKRuJZQpYJM8naxw5OEX0zIBPIztImyMyB5CibUX7EKsuoOHksGlZWsse6YpG2p7A24WTaFiN6Ab2NLYya674O0QxbArLwdyDhVHYIrr1ReO02+OS5IMqXk8eIUegU5xuQyIKnGCnff5i2vuke9t3YnaaMnRO7NgKuXmm5KiNNMXTwET4TBDDVW22CN/4tMciFfCARXRgWGoT6jHbjRV9D/vbs7M8Zs+ChBkBm0lglrLK59jgNtZbdApEH6DoTIntZOgXXXQmdeNJr1FS+Z+413sKAByQf6BJCUOzd0OiUVJ+XG2M22Zhlk6WmqXBQHHi1PP6aNKrexArJ3eHwdokf8fay+F1g9BFg92ApcrOeG/99cuQ4ClzCC/zT9UwaWQ5KXkvorxsKCv0ui8F0leEiTPsbamMCRgJEJcJBql00RgEuVbISrACL/BSsDEybK6N4cIncWjPzHYWRfCuHb27mjt53ccoxl6L3kRvemwIVoZPNRWXy4zsI4QGdeNJr1DEkNkjRpRFL40ukJImQnYANf/XYUqKz0pypJeEfGXYqvwunKncsOqaQBkCEfIDvssgXrMHAhwqdoyPCyyRgyFqQl8xGX52TgD8jiw+gMnczKWlk6citn67Qhym3aBpGhSppsMWCuhvBPgMw4E4K208iAcPVGq6EsDbmex31/XIB3R7X+wHIVvMb93i6HrH4IIsuuh0ejMy8azXoETbTI4kOVgzKNKEsnY8pBHhNNiEN3Y+e0NSPS7FUUdw0iDSL3Tp5ageiOjolw8Hj4Mm31m6IsxUAeD26CjQcTBBfmGpj1H0OWz7BKcckEI60JXIRynKaGWvfGHIg23d/CAmAEpO9QDtrlmt0gi8dDlhwGFO0NWf2wEidsAyLjmISBqEg/qlnl2PbUawI1z6jSkiYuOnjRaNYDqOxjll8BWXmNdY/TJlAqBxxq3zsSWpIEx1JagiHZ9R3acKiSjrZHNfPuApF7PToeasw3ZkBCqrT5L0MULuTRc7i34jFnLoX5DmrT4V1QA3b4eLyR5ez1SicDjYtTM35O/UiiIEzwTljFAtoOAfiP5O1sWjxzCkQO9duEfVdJ4yXjdIi8/wHVd0JWXq3cw1uUao6AbEPmkJSoRfbV1jaGf1b0b4NNONnhnAiSpk2CwIQmtaIsOjSR6LKRRtOF4au36llWo2WyV7dpfCJk7yOnUB+JjG9Y6BwaUe0B5P0PovErNalR/2aSrxFUTZdO8ewMuIcql+YOgwmQ+zRZItTOBWQF4NoAIv0IJZBG7zcHG2cDWWerz7vmKcja+xJ83jT1tBdAY8o8NmyVbUQeRM4VEL49I5f2jbZKR2sR944Q2adDpA1W02O1r0EG/1GicL4xMVVthf9AwHeAClCo78bVg7NrpKOD6gdtSjV/QFY/ApF1Vqs3V6RPYKsASZIBjZZIHYnppR8dqUdEys0Jg+o0QNDIvSYeWqROo+nCyJrnICsuc/4EV3+IjBNVEOIdCWHktnxNMjukEV46OaQNVgdoS2vFLJsO1M1NLrPDV6GhSRvrb6O7GlENGzs2iw4GAj86DMJIB2YARLfXbA0qozGDpUDRvs70b9rcr+FkH/oqfRBrH1QpgYINV5MDuKTPgd/DNMiKy4HaZxO8Lp1Ud2CdHcgGpcBrlrJuDpt6xnAW55FespJwoh6cctwAfQ/94yGoTORAHycas+IGoOZR+++l0Q1Gdxrbbl8SW1bQqPmBMHJvwPpGhbYH0Gg01JhI461JITIg0g+L+ZCkCZ6yc62RTyt1TycD14Yscc+p84zJkHWvOBzxJTGzbCDvXuU/0/gjB03Ctw9fPbN0fsSmHQ9Zfp7z/ci7L6nAhTBceZDd5kKWnWdp0NhsOwUs/iOB2qfQLtA+UD+OEKrJlEZrqx/jLAEhuSdFAgEroKDpnkQ+UyITIuMEFh7kvpTal7mBm4XpYgSqTU+jRlz/eKDqRqx9AsrosvphdjxH/lMQaYOSewku1STq2SniQJAyNe0KWVZQlo9lCqK3iX5XaRCZJ7XvNnQBdNlIo+mqBH6yxm2dYrAXS9xAiNReOfOByINu8D/IkqOBglcg0jYDcu+BLDvbUpkNBQ/hrsKW5wypo+Y9oFLqnu0Sb55vjPIEYoPARLtSCBGjgZhk5HkKhk7iMTIMBE+d5N6iGk85UAtte4baJzq5eXbhYAo05ULS/Y68k5Ik71F+b/i9p6Cxfl7k44FfIv9OaJBJjbhbQGSewUrDsmyqZWWgGn456Ky8Gch/pEWPkzSrnL3v7Qr5TVVAlk0BwrJRjmCRObtpKVi9Ne1/SuTtJj+r8unWZxp2IUAZx9w7Wrija1qigxeNpquSVMOfajQU6RNjP1z/vo0HEZk41kLWPArB+hh7AN0/AGrnQDZ+B5BWRtpOFBWo3g1am2eYUpp1qqMR2kr/QUpYjwIzO4LLIGWg6fV5fLeKMjyvW14/Xs4kiMzTrUbjZqivQhYfwloxkVfGlphd1vUw0smN2yLvIcjyCywDxNDkT1vLSJ7m7AL1utS/hbYjAXMZZOOPVnAZMuUMy5CZayBLJgOFbzf106htmAOYxVj3mEDwd6DhM8A7wvGzhG9sgp4dsg84MOlMXWsh00uRdxdk4E/1vZH1arqLy3ZtnRZbP2jXaaOSkhIcddRR7FGQm5uLE044AVVV9rP/u+9OioYi4nbqqaREqdFokoJFuQznJndUonBtEHMJySd9u4MqlTWo10VBcuoi41iW4jdy1Mne8I+BkX0J34Rv36QCF7IAkEWjIIsPSBy4NO2T2nfZ+BNk8cFqPLzJpLAeqH0Rsmi80t0IXxf1R7QIXMKomKZ6Y5r2NRtG3v0Q3eZBZF0KkXUh4D+0DYdX1fMgrIZNWfNECg/VGWo02M5N3FwF1NLn3YxkteCOgkjezJMat9NGxHkfyejTq3q91jLkdUSGjyLzVA76deDSQYIXClx++OEHzJ8/H6+99hoWLVqEk08m63d7TjrpJPz3339NtxtvXBd1Vo2mcyNchYB37wRBhxvwHwvR7S0In43bLp/ME5RFkhIlcw756XCpIEhaI05wqbIO9WlIqbIi5NTcYvspY1QR0dDMUy0sWGeXOTGB0lMg696DpEZXC+GmZudjlPtwBhk+tkanQ5kaiqwzospDqWoIDqj+ogTbJusWxPj8W7k/MSdr6P7WTtPQdtgHvvy5N/6gvK8CS9WFcN591u8hzIOJN6UXRP4T2jSxk9FuZaOffvoJb731Fj7//HNsv/32fN9dd92F0aNH4+abb0bv3vHVDNPT09GzZ/Id5RqNJhIq48jir62Uf/jJmw7cLoj8R5WceyLI44YbDG0CmDhZm7YgzWpI8v5Rfzl8lqmaUglqRg01tMb1nPmEsy/cIxP811mgEPgasuwUJYTnPwQi66KmBmNZ+wZQeaPD7Y2aVPJsz3ohERkwysDIUMaojZAwYWuWc/dn5dfEfT2hketsiOwruNeEA08uYYaulam3oxuQ9zAEmWuS7UBTL5UzpHuLuMPGZGopK29QCstNy2/JvwUj726rVLNQlWrInNSzkyNncs16Erx88sknXCoKBS7E3nvvDcMwsHjxYhx0EIkoxeapp57Ck08+yQHMAQccgMsuu4wDmljU19fzLXzUSqPRKHistOBlSJIjJ0fgkKaHdy9u3BRpmzt6q4T/MMgau6kaobRHHMDNn3WvK1l+kQ7h2w8iLUzNNRzyCHLcu6NOQHTSFF5L3yXwm7NtIl8meq8EibElQwCofUHtS/5jQN0rqhHTljyA+llouoduIhNI25o/CyojtICyBVzySnFDsC2RoYHwHw5Z/679U/xHqACQAi/uZ7IaogtD/U/fqICZ7Bp8o9TjaYNYU4aVnyuvdR6g1jwNSX1T1EMV/E9ZGdDf9fOtfp4oAj9BlhwDUIaFmsNjvc+aTkW7BS8rV65E9+6Rcttutxv5+fn8WDyOPPJI9O3blzMz3377LS688EL88ssvePnl2A6lM2fOxJVXhq7MNBpNNMLVnU/oMutilf6nSZuoMeRE0Bi0TJ9saWVE4wLcmwHpRyZ8HUlCY+WXWG7CdPiRkNX3QFIwlXNLi+2SbPRIyyXIPLi3Abw7sFBYZNYipM6agLIz1WnTcBbMtXRh/lz1BVWEFIztKLXctENqrAEVNOXeGfOkyiPi3HO0Fh2mLRPDJry7Ad79rOkYGUM3ZleI7BkxezYEqfNSOQ0koR8bkTEJ8O0LWXwMYDooD9YvhCQ9nvBSolFoBbqx3iPV4yPLr4YoJA8iTWcn6VzZ9OnTWzTURt9+/vnnVm8Q9cSMGjUKW221FffMPP7445g9ezaWLVsWc/mLLroI5eXlTbe//6Z5fo1GEw1d6XIgk2Tg0vR8Ko1kXcrjnM34lNIrXdGGT6fEQLLvzVQr+wMrILGyCfXvWY9FrZO1RxxkHHKugZF1bsuGY+8ukc7BiTBbe+wygKr/Jdn3I5uDMlkFSX00gaUtluLsWCbp26ydSRheJwUr0RYKubdCZJ4FiDA9GNLpyTgNIu8eDlzsXLwTrpMyXzR+7ohqq4wVhrkmwfsvgeCPMBtaf37SdOLMy9SpUzF58mTbZQYMGMAln9Wrwz0kgEAgwBNIyfSzjBihxuGWLl2KgQNb+qt4vV6+aTQaZ8jgKkBWAkZPCCPT8dvGY6R0hUwGc3ySJfn1/jz26Wi9VXfbjBGbQP07kI0/K62YEL5RQOV1iTMONY8DOVe33GbquUg/Gqh5xGHWorWZDVOdPJuUgpOF1htUEvU510Yq21beAtSQtP3a6MsQKiDxj275CE2HZZ6hBO5Ibp+2mfRIaEy+6j7I2ueU0BtlkfwHAf4JEPXvQ9bOVl49rj4Q/omAf2x8jR3fHpCVlzvc1lZ+VrWPAx76TmnWq+ClsLCQb4nYcccdUVZWhiVLlmC77ZQA1bvvvgvTNJsCEid8/bXShejVK1KLQaPRJIes/0g1RzZ+Zd3jhiQlW85YOL+g4NJAvB6VeOumKZ7GLxIs5YKseysieBGuHryNynLAhtrZkFnnc7DSYnuzzoc0K4A6cvMNlTXijQq3Fhq3zQJkSRteIwjUvQlYwYusnavGtmWR9XgyWY3WlJjovfFYysTxy22qV0WV12SwGLLkcIDLe9b2UWBc8yRQ84S1BdZ2mKWQ7NFEKrkPRWTq+PNhB/BGwOgDmO2YQaeG3uygHkvu5LRbKL/55ptjv/3247Hnzz77DB999BHOPPNMTJw4sWnS6J9//sFmm23GjxNUGrr66qs54Pnzzz/xyiuvYNKkSdh1110xZMiQ9tpUjabLQ0GBLD0e4KbJ8LHZV1iQjVyn2xXTiVmjUJL10aRt5eC5DUBjbP0XyhgYuddBdHsDIC0PygpQk2xKocxLWwIXCx7ppvHwp60R71DgkgxGVGnPDsqA5ABGLyCdRuZfdzZ9FtrciquA4D8xAqsYAnihZRq/hKy8VT1fNsCsuA5y9U6QZadBlp3VvoELr7TU2mZNZ6Zd85A0NUTByV577cUj0iNHjsQDDzzQ9HhjYyM349bUqAObx+PBggULsO+++/LzqER1yCGH4NVXO5JAkkbTuZCyDrL8YusvM4YoWQkkycK3J6Q5A/ueGA6map6DuWZ/yOqH1FQSBx8OvWYSKJOS5LqRNRVGznVqsigRHAA4TU7TvqXATVv4YJZdCFnRXDpKHhMi81yIwvfYnNLuME+CekbPz2F0Xwgje3pMp+Z4yOAaq4E32TKZqT7nYKWyKKh5zLIpCMcV+713b4vUsPb6hzSd0B6AJouefvrpuI/369fPcklV9OnTBwsXLmzPTdJo1j943LgqQbniDUjzsphll1RAarEy/RCg5pkEJ7s6ln+XpJNS8xyb8LE6asIVpAPuLZ1vkHdfq28jXinG4J4N1C8AaIzaFur5iZExag30OXGJrA2idCIdUmQAFABFGBJGOXinHwtQP1BrYf2c1m5nHWf9Wvg1NUHfEUNtY9pQFWp4tuEMkSwaw/YPrS77GT2Vg7amU6OVeTSaLg6LciW8TglYAm3th8icohyobRV/0VxuIAGz8otYuRae3WyeJwDfIarhl9R445SPIp5BHk7ccxFPLt7Pywj/gQmu0gX70aSWNqrp0rhw+RSAdVkaIwMXUcjWBaLgZWXT4NDLh8o7snYOzJJJMNeMhllyoqXb0gbqFyX4LpgcVJOthKCbq7eaaM2+OMxDKgaiwPZ1WY5f+wd1enTwotF0cdREkYMTYsr7QKK3Iw+i4DkerVYOvokg9VuSd18OkXsj4N4k6rBlnaCM3kAt9YhMhayYDlk8DmbxYVbQFmdbXORo/UiYKJ1SHFYPZvFjNFbOHkWkBhvzZOhSpSUSR3NEePkrifHtpAllJMyW98k1EJ4REGmD1Z+BP2BW3gmz4grIqgchg5EToryMWQ5ZPAGyfJoyRAwuBRo+BKpudxCI2sCquglKTjHMIEnkTuTNUn06EdB7mq16Wlp8363t9I1X2RxNp0fI8LpNF4AUdnNycljzhQwhNZr1HRn4G7KIPF3i/dQF4N4cRrc5a7cPhxR/K69IuKzIuQnCP46v/qkERhkAGsml0VuYq5ucqlsGFjkQBXNsJ6kkNRLXvQbJky6W27VvbIQWjgz8BVl6qlWqCJ2sg4BrkPLLIX2TNXvalzEoy1PwNgRNI9Ekj6ufcscutZedSD0GN0CL/KchK65gdeBm/yF1wheZZwMZpzZlZczS0y3H7FiBRluF86LsEVo83A1G949b3C0bv4csOYWDsfivIazm5Z5A2mZKAZo9r3S/S1c4f7drz4tGo1n3CHcfSN9BQN3sOCcaqU5Y7QRPMlEvR5iuDI/iuno6PO25mkd0/QdA+A9Qr9vwBWRJPFVfakQuV7op2RfFfWUOUkiVN31C/GXI14kmlRo+haTMA1kheIYDlMGwToTSO8rG0FFwb4nh7gGghxUQLQeq7sHah9SAf1TePzSyzEQGJbLqNiUOmH4EB75UjosfoMiw4CGkcRP6vydGI26M7YkL9R0d1rymwJ+Qtc+rqbKGxWHbHe81rG12FcCgIFPTpdDBi0azHiByriJxdCuAMawbqbv6IXKuYHGwVMOOvlV3hY1ne8J0Zajcsq1VSgn1ZcTCiFuWIR0Ue1G4IFD7EhAneOGyEjs2e3gddoJ9HKR4d4Tw7hj78ZzrIEuWxzYY9O4DkXlO2Hr/giw+NEk1XivDYfRQ4+RtcvB2sTeQXcaEBQUpcOCMVKIQ0wSyZnCjtfIZyoPwj4eseQ2oe95ByTJW9oYyZ90gMlSJh0Xwqm5rhQhgkM05ZeOPbHGh6Tro4EWjWV+sAXJvgAycwUJoUlZCuPoCvv2TUtl1iqx9FbL8/KimSir7zIFs+AgoeJEDGHJkRm28E5wB+KhRU2UrWkClo0QnMlnBKrXhrsFcRqu4hDMpzfggMyZzBqpVzZwUoLHqcHgJwzopuzeOGPeWlTOt4CPRSdilTA4zpkCQ8Jt7I8i0HYHVSUxVtcBQqriB7+0XI7XgRlpGOs7uiYyjW2gLJSwLEZwVfCXSvyptCJB1Iav9sh8WBy5ovTkluYvr4KVLoYMXjWY9gl1/M09pV5ULaVZDll8aQ6QsVM5ZA1l5OwQJx2VfDEkeNQ0fh11VWyc8clrOtjFd5aAmwZW4yI8MXIKrlSKsSU2d4dQB1fdDBot4u5Lb3xJI6gvhDFL4/lr/rr4XMm2Ick9mbZT3HAQFJNPvh8i9MyJjwJ0pIgeQ5WgdZuLApWnzq9V4ckLcMYUEqbQmSWk3LgJwbQSRMxPIvhCy/lOAAtv6j5QKdMlESJocEqnorWnPBmnNukBPG2k0GltkYAXMypthFk+AWTyRS0HsjxSPujcs12g7XZlXWISOel9E3kMQufcB3t25cZgdinPvgsh/yr6UQ1kb2ytx0gmJ7GWR1f+zApdYz6Oy2ouORq0jqCXH+zqbk6sByd5KsJRdHZyEjY1Us3GsbAHvdxumfBwia15QInLkdRQ33KXs2IEQRn7kcxt/g2z42poqi/dcyY7ZPP5s5AGB71QWzgwb2ZfF1sRRG5uCvTu34fmajojOvGg0mrjI2jcst2fZlP5nf5qqB4C8eyHYtTnqOcGQrkxYGaAFDYC5CjAyVZnGtxeEb6+kPgmRtpXViDwnTs9ED4iM5mkeHqzkJlW7gMfFRoLs5OwQahy2P7maQMMStWwC5+3mpyy3ymIbqecFVkDWPArUvhrW7+IgG+HaDAgm66Jsva6tem6oJLYlRDZl2RRSBiDLZ4T5SMXKvlnZMhIBJKNG/k59B1Bgqf5C6qDg6oD4pUdNp0UHLxqNJiay8VfI8vPi+NY0qFJJ4fwWo8hCZKrm4LWgK0MOzJLWTxLzsiZCOI5KTpEZgXoHja5SBVWJlpL1qmeGDAXp5rSsQdM7jhCQ1Q9AeGbxiV2WTLJ8j5Lp+XBZ5aVkmlzDe1SinyOsoDCXNVZE+uGAfxyrJ4dgB+y6l+I8n14iG/BsD0HO5J6RzdNaNc+2wZE7FtZreXawLz1qOi06eNFoNDFR/QrxU/7U4yFrnuHpoQh8o4CmBst4WiNDUnI1TKaLtH6ZcQrQuITSIErTgxpdW+BVeiukQBv/FQGDfJhiw9kbcksmd25JQYsTXDxWza9u/kfFEmcTPPXvwSQdmtIzrG1OVnmX+otWJxEQeKz3J14/DW1zACJ7BoRvv5aPUhBX80TCLJTIvb2lazU3O7cxcGHZf/rcveylRRNP8OwY0fOk6Tro4EWj0cSm/v0EJxQ6wS4CooIX4R4A6Rtr9b5En3DViVtknpXSd531WmKUsCKWEUJNN9n6KwUhyHU6HtUPQlYla2IZ5N4Ohno7HJdFqHTzLmC2xfHbSBwUuLeCyLsbksbW1+yUeKvqPogZvHCzbSJdF8p80fh19GfFWTgnQV34MpYqcvZMCO8wVSbUAnTrDTok1Wg0cXBypR+7r4UnSHyjw04y1qgwNejm3MIS7+sCkXGS1YDqiuORdABEWuxRZJbJr7ojibVZ4nqZFzT3BnlJT8fv/PDc5AbeWuw0dHjrIPyjIVy9nLt3B/+Kfb9tRit8ubqWW+HbP0HgQtm64UpVmQMYP0v9i25zYKRTT0tPHbisZ+jMi0ajiU3a9gmaNqkcMjzmI9QHIXJvhQycBdS9ZenKDLB0ZZql99c2dJJGwXOQ5ReqcdwmPED6URBZpE0Th7o3EzQhh2EUsJkkaZ+EfIR4/UYGkHWWUrh1FDy2PNGnDpfydvIfbG1cKKhL5DdU2tz3Q9k5mjxzFUK6+jlbrXtQy/v8Y3iknEXuWqzfsILe6yHcG3LpTmdYNDp40Wg0MREZx0DWU+knHqbyi7FBuPsBmaemRFeGxOYgyzjQaJOwnqsvexLJxj8hzBXk9Kd6I4zsxMJtfHJ3EMCYxRDe4RGBSxPpx6viR+WtDjIj7QjpxfgPgSybBknlnrStrevZBMGL8EDWvGSJ7YU1K1Pph8wS4/bZULC7vfpORL8k9drkPwFZegoQ+DXsujoAGPk8Sk+Bi1pWexNpdOZFo9HEQXi2AzIvgKy6KeqKnP5tQmRfA0Fqre0MGzJWPwRJzaA8PgzItG0gyDwwCVsDGuNFzeOQ1Y8BJl3hA5JGfUm0L1HgwmPOhc4zL9zecZcqbYSL5NG+UGNr+tGA71CA3lvqG2pTX0uyCJVVoyChJmw8mX2bEjXNUhbEA1lxUQzH6iprmis0fRSMyvJk83cm7lZRs23BqyxYKEm0UAYgPEMB797OS1qa9QbtKq3RaGwhx2U+4fPJjQS/RkJkTIIgCfd2hk72suQEoPGzqJ4INdIrsma0kKWP/TpByLIzVQNsrNfJPBci8zTb1zDrFgFlJya1/aJgLmvGsE4LGTHWvWo1tRpWdsFqcBV5nBFiobaUjQvH3aqwDIvZiqfnWhmweI/TOPTeQP1r1v75uDTFQSKV7TSaOGhXaY1GkzIEmRbGMUdsd8hAsEXggmbBvMprlMBdopMimTiyOzJivw6Ndvv2sc8kNXzozKsnHFkLGfgdsvjwKD8jpZXTvFwpEKBekrVREhGtL1eljQQa6X2wQVZApO8P5F6tLAYECRHqDgVNatHTRhqNpsPCpaKEyzzfRs0awmUJpdm+SJLBBZkg9lM+T46MGHklaH+cBF9uanpq/tMogMg8H0g/1OEqSrjUI4xcHbho2gUdDms0mg4J96gEEynSSiCwLPGLsQiaXWAQBAK/2L6EcA+EdJx1cQHefdVkTiPZB6Sa1hoVUs8KGTuWJlxOdP8YCPyu9sU9UPWdNHzjbK1G71Zsm0bjHJ150Wg0HRSXg+srNUabEOHEVbhZ5j4mpNjq6HqPJPS7QWRfZAVN7UFrAhfSsdkf8B+W4NBPmipb8QQQad4IUiwONcxSn5Orv00GipyiNwDWVZlRs96ggxeNRtMh4ZFY7z4JHJSDEL59E79YlP9STIzu9ttj5IX55MQ7dPqA9MMhCl5Wnk+iFZo2xob2Ls7evYGMsx2+mBfwHw2RdSlEtwUwcm+DyDgqQfnLhMg4NuYj7ADN74ER4z2g16THr9CS/Jp2R5eNNBpNh4GmglD/NmT1M0DwD6XBErdUQ+WM/oB39/ivR5mP4GogoEajbWGBNHsE9Xy4uqvJoZDIHemb+A4G0o9kLRIRnuWhDAQ9ntAQsmkNSjsnbRBk2QWWz5Dbeg9MwDsKIvd6oPZlh+WbDIjMkyPMM7m5OecGyPJpVsAR6sWxmpH9R/N64m6hdwcg/zHIiuuAwI/ND7gHQWRdBOHd2eG+ajStRwcvGo2mQyBlI2TZFGucOXyqJzxLECZe5t4YIu9/MRtCZf0nSkQt8HMSW+BM3l6QY7V3V0izREndU4koTlmKDQgzToasIkE6J+WmPCD9MG50RfePgLq3IQPLICiDw9NQ/VhhVlY/6qzvhSwNKm+ByL0pcrv8B6pmYnqd+vdYU4XNMjMmca9OIiE44RnO0vyy8TclSmd0A9ybaAE5zVpDBy8ajaZjUD1LnUiZ8GyLbD6xe/YEDB8EeQTFcQyW9R9Clp6YZF8IZXE2TWpzhZHvaDmZPlkJ0cVs3BXN5omujSDyZqnAhQMfD+Af27LAQ+PH8fyFWhAE6l6HNC9voUpMOj1k4dAWRBpJ/ceQ+9do2hkdvGg0Goau6KkUIuvm8QlSUEnGf5Djk3SbxeiqH7cJOIKsrivoZE5li7ivY0JWzLBeJ5ngJQiRfjhSDSvqlp0MNC6JvYBnD4AaYqm8FCcYa3urYkAp+Brtr4bceb7nX1vvSQGQth2EsOur0nREdPCi0WggzUrI0jOAxk+tBlkBSQFD5S1A9uXtcmKPIPCX1d9hhwto/BywCV44SAiuSGLFVumFrAbStkDKIX2ZhsXxA6mGRRA5V0O4yHrAGWRsKcmHqJHUeB2ObrPpokbWfwBZcSUQXN78Zhg9gKzpEGQOqek06GkjjUYDWXa2CgyYoOXhQyfcAGTFZZB1oXJOO+HYbC/BcsF/k1uvayBEzo1sD5BquDeFRfbsMkAmUPtS0q8tMk50HrhQOcplP0m1PqDKiSe11A4yV0GWnwtZ+8q62jRNK9DBi0azniMbf7Ck7+MpwBpquqY9IV+fhOWpIOCxyboQ1BfjFP8RQMFrEH4yT2wPWf56IPhPwqUkuygnh/CNch5wBVdBmqQOvP7CgWTFNbblRFl5HTeNazoHOnjRaNZzZN2CBFoqJhD4FjK4pt22gaXk00lbRNg01G7G/Qm2UHBDxoFOqH0Gov51tG9VPtEhVjgT2Yv1TDKSzKWpo0TU8/j5eg2NdAd/t8+C0fRYfQLfJk2HQQcvGs36jlPPHulslLjVZJwM+EZbf7gihM+oL0Hk3pt4hFd4ILKmOlyhAVn9UJs22X5b3JYGTQKRPe9erV+HEeY/FBe3Iw2bZKARabPiWpglJ8EsO48DYNbo6agEVzlbznS4nGadoxt2NZr1HOEeBMk9LnYLZQCuHu27HTTxkXMr4B+nTBIDfwBGDoTvQJbmjx71jfs63FxMvTrXWr07dhmlHyFlLUvhtweCNF7q34+jyeJSUvs2InsJcVQmCyZXTktUfqm6Bah+wArKKGBxQda9Bri3APIfXivTaUnjtCE6gcqypuOggxeNZn2Hsh2V11oZmFhpdYP9cASr3a4NS4DdIdpyQucA5ijIhq8AOqk6NlO0RwZXqqCKgxHqv9kOIv1oCHf8EWTh2ZYDMqVm2xiW7A4C7gEQeQ+1aUxXuDeCdG8FBH6wVyL2xVfMTYra563AhQhG/j/wC2TpWRAF5OCdXBZH1s1VTtSk/us7iJWKU4p7MODqZ+njxCkdUbnROzK169W0Gzp40WjWc2j0Fjk3KnXbkGBalAS/yDwTnQ3h2RGyzm6CxGBhOidZF1n/EWTpqVYAYgUJgaWQNc8A2VdCpE/kxmdZ8zTQ+C3bGnA5yD8Bwj8a8O4E1M6GbPyJe1yEb0/As0tK9EVE1gWQpZPjK+7SGHgKMi+soVN9v42ybxBo/IzfBzJ0TPx6jZDllwF1L4eN55tA1d2QGSdBZE5NWSM1v072xZClp8TdfkHj0o4MPDUdASFZsafrUFFRgZycHJSXlyM7W2sbaDROkQ1LIKvuAxo+UAd30gZJnwiRcQqEkdXp3kgqB8nVu1v6MbGzEiLnJgj/OPvXCRZBrtlTNb7GPGkLwD+RG4CbSykhx+sMiLyHITxbp2CPbLax7j3IiksBc03YydkLkXkqkHF6SoIAGfgTsiiRCaYLInMKRObpCV+PemZQE1+YkH2SMo5DKpF17yqdFzOsB8gogMiaBuE/KKXr0rTv+VtnXjQaDSOoDJL/PzVWS8251G8Swzeos8AZlbwHIEuPs0pioQDGCjBouon6aZyUStBgM6kirMAFUVkrk5WK2aqg8H2HzbWtQ/j2ALwL1ch74G+ALAa8ezjuE3IEqQUn3hJWFU4UKkmzFKh5ynb6hwPp9KNSmg3hjBeVJBs+VwEMeTJ5RvC0m6Zz0XmPTBqNpv3KSKBb54czHt3eUr0qdW8BqOPGUuqJobFqJxkJWf9xgr6ZBI9R5qfuVc5itSdN003t1Zrk3kg1bpO3UlwCEGmDE78WeT0lahKXZUDjN8qZO4WwBYN3REpfU7P20cGLRqPp0pC6rMg6C6Bbq2hrw68B2fAJ98WkxCupbj5kw0dUz1LBme/A1GZY4kAO2dI/Aah5LM57YgBGobPpKadj9+09nq/ptOjgRaPRaOygK//GL9sQxEiKOtr8HktqEC45werXUI2+sm42UHkTkHsPBDUFtzMi8yzujUKAfJXC98lFaS6I3LtZU4ZVg6ncQ6aHnMmLwu3EiVoA7oGp3HxNF0IHLxqNRmMDTxJVP5jAqTreBE7YyHQbkGYVZMmxSgU2urdG1kCWngx0e1X1utR/pHp03Jul3GyS+3ZoFLrmKTVpRSaYIl31DvlHQ1bdYVlNhJ6QDpl+HE+rRUxWpW0LuAYAwT/jBIUuwLMThGuDlG6/puugp400Go0mAbJuHmTZOVGBg9X46x0L1L8W7xALCD9E4SIIo/XTj5KCBZqSiYsBuDa2JPDDekncQyByb4RwD2j1uh1tH01kFY8HzOLYHln+w2DkXBv5nMbvIEuOthqBo8bzjVyI/Och3H3adbs1nXfaSNsDaDQajRMjRMpsUM+H0UspsXr3hch/GiL3FiCddFaIcN0W+ncaBJV02hC4ELJufgILBxMI/tqyCTbwA2TxEZAptgdosX3V/4sfuBC1L0A2/hxxl0jbCqLgZcA3JqwI4FXaOAWzdeCisUVnXjQajaaNsFxWw4eQNU8CjdQP4gF8+1oKvBu1+f01iw8HGr9q5bNdQPqRMLIvQ3vAlgGrt6PZ5gTbcAyM7IvjvEY9YFYBRpYWiluPqdA6LxqNRrP2ULYGu0B4d2mfFVDvCin3xsts2BIEal+CzLo0ZYq1kTQkCFwI09b0kK0nXO1vP6HpOuiykUaj0XRwBCn4tipwsWCRPicic63Bw3099tAYdUE7rV+zPqKDF41Go+ngiLRN2eun5WE7lElJkFERZO/QPr49nM3xHxLV7xNNEMI/vl3Wr1k/0cGLRqPRdAJE5inc/Iu0Ic13klNyxmm2Y9ocVLAruGi/bcs4yQqQYgUwVFLbHyJ8uzWaNqJ1XjQajaaTIHz78E3KOlbYJR0VCkpMs4gnelpCY8cFEBkntO92uXoBBc9Clk0DAtSbE8IN+I+AyL6wXdevWf/QwYtGo9F0MkiqP7xSJLKvgqTx7ZpHrP4Wvhfw7AiRcw2Eq7D9t8k9AKLbi5CNPwI0Fk0Ku96dIYy8dl+3Zv1DBy8ajUbTySH1WpF1NiSVbxqXkJsk4N50nWilsKpvipV9NZpodPCi0Wg0XQT2EWqvcW2NpgOhG3Y1Go1Go9F0KnTwotFoNBqNplPRbsHLtddei5122gnp6enIzc11LDM9Y8YM9OrVC36/H3vvvTd+++239tpEjUaj0Wg0nZB2C14aGhpw2GGH4bTTSIPAGTfeeCPuvPNOzJo1C4sXL0ZGRgZGjRqFurq69tpMjUajWafIxl9hVlwFs/gomCUnQ9a8CClr9aei0axLY8ZHH30U55xzDsrKymyXo83o3bs3pk6divPPP5/vI1vsHj168GtMnEjy2Kk1dtJoNJpkkIHfARoFFmmAZ3ibx4Bl1X2QVbdZ4m4k/0/zzxIwekPkP54SU0eNprPQKY0Z//jjD6xcuZJLRSFoJ0aMGIFPPvkkbvBSX1/Pt/Cd12g0mlQig/9Alk0HGheH3ZsG6T8cInt6q5yQZd2bVuCCMN8i61rSXAVZegLQ7S0eg9ZoNB20YZcCF4IyLeHQ36HHYjFz5kwOckK3Pn3Wvq6BRqPpushgMWTxRKDxi6hHGoHapyDLzuHMcdKvW/WAzSE4CAT/AuoXtWqbNZquTlLBy/TpdIUhbG8///wz1iYXXXQRp5hCt7///nutrl+j0XRtZM2jAMnvx3R1lkD9ghiBTYLXNCuAwA+UYrFZyg3ZoIMXjabNZSPqR5k8ebLtMgMGDEBr6NmzJ/9/1apVPG0Ugv4eOnRo3Od5vV6+aTQaTbtQ+2KcwCWEC7J2NoRnWBIvGnC2GPkXaTSatgUvhYWFfGsP+vfvzwHMO++80xSsUP8KTR0lM7Gk0Wg0KcUsSbAAlXjWJPeaIg8wegHmfzYLBbQTs0aztnteli9fjq+//pr/HwwG+d90q6qqalpms802w+zZs/nfVHKiqaRrrrkGr7zyCr777jtMmjSJJ5DGjx/fXpup0Wg09hj5CRZwAa7uSb2LXGbPONaaLoq5UkBkAf4x+tPRaNbmtBGJzT322GNNf2+zzTb8//feew+77747//uXX37hPpUQ06ZNQ3V1NU4++WQerR45ciTeeust+Hy+9tpMjUajscc/Aai+36Y/JQjhPzj5dzF9EtDwheqZ4evI0OvTdJEbIvceCOHXn45Gsy50XtY2WudFo9GkEmmWQBYdBJirY/S+CMC7L0TunZxNSfq1qael7hXI6ieB4FIAPsC3P2dlhLt/yvZBo+kMdEqdF41Go+mICCobFTwHWX4x0PBh2CMeIP1IiKzzWxW48GuThov/IAj/QSnbXo1mfUAHLxqNRpMA4eoJkf8wZGC5NeIcUtjVKt4azbpABy8ajUbjEJbrXw8k+2VgBdD4pSqLebaDcPVe15uk0USggxeNRqPRMNIsVeWx+nebrQogIKmvJ+caCCNHv1OaDkGHsQfQaDQazbqDnKxlyTFA/fthgQs/whNRsuRYSNmwDrdQo2lGBy8ajUajAWrnAoFf46gJB4HAj0Dd6/qd0nQIdPCi0Wg0Gki2QbCbmjIga17S75SmQ6CDF41Go9EAQdKxsZP9MgFzlX6nNB0CHbxoNBqNBnD1SnBKMJQfk0bTAdDBi0aj0Wgg/IfZWCAQJkQ6LaPRrHt08KLRaDQawH8A4B5seSvFOFWkDQV8o/Q7pekQ6OBFo9FoNBDCC5H/GOAbExXAuAHfeIi8RyCER79Tmg6BFqnTaDQaDSOMLIjcmyGD04HGry2F3W2Uv5NG04HQwYtGo9FoIhCuboBrb/2uaDosumyk0Wg0Go2mU6GDF41Go9FoNJ0KHbxoNBqNRqPpVOjgRaPRaDQaTadCBy8ajUaj0Wg6FTp40Wg0Go1G06nQwYtGo9FoNJpOhQ5eNBqNRqPRdCp08KLRaDQajaZT0eUUdqWU/P+Kiop1vSkajUaj0WgcEjpvh87j61XwUllZyf/v06fPut4UjUaj0Wg0rTiP5+Tk2C4jpJMQpxNhmib+/fdfZGVlQQiRsmiQgqG///4b2dnZ6Gp09f0j9D52fvRn2PnRn2HXoKKdzhkUjlDg0rt3bxiGsX5lXmiHN9xww3Z5bfqQuurJfX3YP0LvY+dHf4adH/0Zdg2y2+GckSjjEkI37Go0Go1Go+lU6OBFo9FoNBpNp0IHLw7wer24/PLL+f9dka6+f4Tex86P/gw7P/oz7Bp4O8A5o8s17Go0Go1Go+na6MyLRqPRaDSaToUOXjQajUaj0XQqdPCi0Wg0Go2mU6GDF41Go9FoNJ0KHbzE4Nprr8VOO+2E9PR05ObmOnojJ0+ezIq+4bf99tsPXWkfqbd7xowZ6NWrF/x+P/bee2/89ttv6KiUlJTgqKOOYhEl2scTTjgBVVVVts/ZfffdW3yOp556KjoK99xzD/r16wefz4cRI0bgs88+s13+hRdewGabbcbLb7XVVnjjjTfQkUlm/x599NEWnxU9r6OyaNEiHHDAAaweSts6Z86chM95//33se222/JUx8Ybb8z73JFJdh9p/6I/Q7qtXLkSHZGZM2di2LBhrODevXt3jB8/Hr/88kvC53Wm3+HMVuzjuvgt6uAlBg0NDTjssMNw2mmnJfVmUrDy33//Nd2eeeYZdKV9vPHGG3HnnXdi1qxZWLx4MTIyMjBq1CjU1dWhI0KByw8//ID58+fjtdde4wPrySefnPB5J510UsTnSPvdEXjuuedw3nnn8Yjil19+ia233prf/9WrV8dc/uOPP8YRRxzBQdtXX33FByG6ff/99+iIJLt/BAWm4Z/VX3/9hY5KdXU17xMFaE74448/MGbMGOyxxx74+uuvcc455+DEE0/EvHnz0FX2MQSdHMM/RzppdkQWLlyIM844A59++ikfVxobG7Hvvvvyfsejs/0OF7ZiH9fJb5FGpTWxeeSRR2ROTo6jt+fYY4+V48aN67L7aJqm7Nmzp7zpppua7isrK5Ner1c+88wzsqPx448/kgSA/Pzzz5vue/PNN6UQQv7zzz9xn7fbbrvJs88+W3ZEhg8fLs8444ymv4PBoOzdu7ecOXNmzOUnTJggx4wZE3HfiBEj5CmnnCK7wv4l8/vsaNB3c/bs2bbLTJs2TW655ZYR9x1++OFy1KhRsqvs43vvvcfLlZaWys7I6tWrefsXLlwYd5nO9jtszT6ui9+izrykEEqB0hXDpptuyhmN4uJidBXoKpBSuVQqCvegoNT+J598go4GbROVirbffvum+2jbyfuKskZ2PPXUU+jWrRsGDx6Miy66CDU1NegImbIlS5ZEvP+0L/R3vPef7g9fnqBMRkf8vFqzfwSVAfv27csmcePGjeNMW1ehM31+bWXo0KFcjt5nn33w0UcfobNQXl7O/8/Pz++yn2O5g31cF79FHbykCCoZPf7443jnnXdwww03cOpt//33RzAYRFcgVIPu0aNHxP30d0esT9M2Raee3W43/wDttvfII4/Ek08+iffee48DlyeeeAJHH3001jVFRUX8XUrm/af7O8vn1Zr9o4uEhx9+GHPnzuXPjBzlqY9rxYoV6ArE+/zI0be2thZdAQpYqAz90ksv8Y1OfNR3RmXDjg5936iUt/POO/OFTjw60++wtfu4Ln6LXc5VOh7Tp0/noMKOn376iZuqWsPEiROb/k0NWUOGDMHAgQM5G7PXXnuhK+xjR8DpPraW8J4Y+hzp4Eqf37Jly/jz1HQcdtxxR76FoIPl5ptvjvvvvx9XX331Ot02jTPopEe38M+Qfmu33XYbXzh0ZKgvhPpWPvzwQ3RVznC4j+vit7jeBC9Tp07liSA7BgwYkLL10WtR6WHp0qVrLXhpz33s2bMn/3/VqlV8Qg9Bf1PKd23hdB9pe6MbPQOBAE8ghfbFCVQWI+hzXJfBC32XXC4Xv9/h0N/x9ofuT2b5dUlr9i+atLQ0bLPNNvxZdQXifX7UGEnTfl2V4cOHd/iA4Mwzz2waAthwww1tl+1Mv8PW7uO6+C2uN8FLYWEh39YWlC6jnpfwE31n3sf+/fvzj43KYqFghdLX1D+S7FTW2thHugooKyvjPortttuO73v33Xc5nRkKSJxAUx7E2vwcY+HxeHg/6P2nSQWC9oX+poNMvPeAHqe0bwiaHgi/QuootGb/oqGy03fffYfRo0ejK0CfU/RIbUf9/FIJ/ebW9e8tHtSHPGXKFMyePZuz6nRcTERn+h22dh/XyW9xrbYHdxL++usv+dVXX8krr7xSZmZm8r/pVllZ2bTMpptuKl9++WX+N91//vnny08++UT+8ccfcsGCBXLbbbeVgwYNknV1dbIr7CNx/fXXy9zcXDl37lz57bff8nRV//79ZW1treyI7LfffnKbbbaRixcvlh9++CF/HkcccUTT4ytWrOB9pMeJpUuXyquuukp+8cUX/DnSfg4YMEDuuuuusiPw7LPP8nTXo48+ytNUJ598Mn8eK1eu5MePOeYYOX369KblP/roI+l2u+XNN98sf/rpJ3n55ZfLtLQ0+d1338mOSLL7R9/defPmyWXLlsklS5bIiRMnSp/PJ3/44QfZEaHfVuh3RofeW2+9lf9Nv0WC9o32McTvv/8u09PT5QUXXMCf3z333CNdLpd86623ZEcl2X287bbb5Jw5c+Rvv/3G30ua9DMMg4+hHZHTTjuNp2ref/99+d9//zXdampqmpbp7L/D01qxj+vit6iDlzhjz/TDi77RWF/TGwfweBhBH+q+++4rCwsL+UvZt29fedJJJzUddLvCPobGpS+77DLZo0cPPsnstdde8pdffpEdleLiYg5WKDjLzs6Wxx13XERwRgFK+D4vX76cA5X8/Hzev4033phPHOXl5bKjcNddd8mNNtpIejweHi3+9NNPI8a86XMN5/nnn5ebbLIJL09jt6+//rrsyCSzf+ecc07TsvSdHD16tPzyyy9lRyU0Fhx9C+0T/Z/2Mfo5Q4cO5X2kQDr899gV9vGGG26QAwcO5BMd/e523313+e6778qOSqx9iz5OdvbfIVqxj+vityisjdVoNBqNRqPpFOhRaY1Go9FoNJ0KHbxoNBqNRqPpVOjgRaPRaDQaTadCBy8ajUaj0Wg6FTp40Wg0Go1G06nQwYtGo9FoNJpOhQ5eNBqNRqPRdCp08KLRaDQajaZToYMXjUaj0Wg0nQodvGg0Go1Go+lU6OBFo9FoNBpNp0IHLxqNRqPRaNCZ+D/pFGobeVMkgAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 5
},
{
"cell_type": "markdown",
"source": "## Разбиение на обучающее и тестовое множества",
"metadata": {}
},
{
"cell_type": "code",
"source": "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.267627Z",
"iopub.status.busy": "2026-02-26T07:13:49.267517Z",
"iopub.status.idle": "2026-02-26T07:13:49.270073Z",
"shell.execute_reply": "2026-02-26T07:13:49.269621Z"
}
},
"outputs": [],
"execution_count": 6
},
{
"cell_type": "markdown",
"source": "Отобразим обучающую и тестовую выборки:",
"metadata": {}
},
{
"cell_type": "code",
"source": "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n\naxes[0].scatter(X_train[:, 0], X_train[:, 1], c=y_train)\naxes[0].set_title('Обучающая выборка (75%)')\n\naxes[1].scatter(X_test[:, 0], X_test[:, 1], c=y_test)\naxes[1].set_title('Тестовая выборка (25%)')\n\nplt.tight_layout()\nplt.show()",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.271290Z",
"iopub.status.busy": "2026-02-26T07:13:49.271195Z",
"iopub.status.idle": "2026-02-26T07:13:49.380325Z",
"shell.execute_reply": "2026-02-26T07:13:49.379921Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 7
},
{
"cell_type": "markdown",
"source": "## Обучение моделей и классификация\n",
"metadata": {}
},
{
"cell_type": "code",
"source": "def evaluate_classifier(clf, X_train, y_train, X_test, y_test, X_all, y_all, name):\n \"\"\"Обучение, предсказание, вывод метрик и области принятия решений.\"\"\"\n clf.fit(X_train, y_train)\n prediction = clf.predict(X_test)\n\n print(f'=== {name} ===')\n print('Предсказанные метки:')\n print(prediction)\n print('Истинные метки:')\n print(y_test)\n\n print('\\nConfusion matrix:')\n print(confusion_matrix(y_test, prediction))\n\n print('\\nAccuracy score:', accuracy_score(y_test, prediction))\n\n print('\\nClassification report:')\n print(classification_report(y_test, prediction))\n\n auc = roc_auc_score(y_test, prediction)\n print('AUC ROC:', auc)\n\n plt.figure()\n plt.xlabel('first feature')\n plt.ylabel('second feature')\n plot_2d_separator(clf, X_all, fill=True)\n plt.scatter(X_all[:, 0], X_all[:, 1], c=y_all, s=70)\n plt.title(name)\n plt.show()\n\n report = classification_report(y_test, prediction, output_dict=True)\n return {\n 'Метод': name,\n 'Precision': round(report['weighted avg']['precision'], 4),\n 'Recall': round(report['weighted avg']['recall'], 4),\n 'F1': round(report['weighted avg']['f1-score'], 4),\n 'Accuracy': round(accuracy_score(y_test, prediction), 4),\n 'AUC ROC': round(auc, 4)\n }",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.381964Z",
"iopub.status.busy": "2026-02-26T07:13:49.381855Z",
"iopub.status.idle": "2026-02-26T07:13:49.385244Z",
"shell.execute_reply": "2026-02-26T07:13:49.384864Z"
}
},
"outputs": [],
"execution_count": 8
},
{
"cell_type": "markdown",
"source": "### KNN (k=1)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results = []\nresults.append(evaluate_classifier(\n KNeighborsClassifier(n_neighbors=1, metric='euclidean'),\n X_train, y_train, X_test, y_test, X, y, 'KNN (k=1)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.386365Z",
"iopub.status.busy": "2026-02-26T07:13:49.386289Z",
"iopub.status.idle": "2026-02-26T07:13:49.448974Z",
"shell.execute_reply": "2026-02-26T07:13:49.448480Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=1) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 0 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 0 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[119 5]\n, [ 4 122]]\n,\n,Accuracy score: 0.964\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.96 0.96 124\n, 1 0.96 0.97 0.96 126\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9639656938044036\n"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 9
},
{
"cell_type": "markdown",
"source": "### KNN (k=3)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n KNeighborsClassifier(n_neighbors=3, metric='euclidean'),\n X_train, y_train, X_test, y_test, X, y, 'KNN (k=3)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.450318Z",
"iopub.status.busy": "2026-02-26T07:13:49.450227Z",
"iopub.status.idle": "2026-02-26T07:13:49.514158Z",
"shell.execute_reply": "2026-02-26T07:13:49.513712Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=3) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 0]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[118 6]\n, [ 4 122]]\n,\n,Accuracy score: 0.96\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.95 0.96 124\n, 1 0.95 0.97 0.96 126\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9599334357398874\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 10
},
{
"cell_type": "markdown",
"source": "### KNN (k=9)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n KNeighborsClassifier(n_neighbors=9, metric='euclidean'),\n X_train, y_train, X_test, y_test, X, y, 'KNN (k=9)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.515580Z",
"iopub.status.busy": "2026-02-26T07:13:49.515481Z",
"iopub.status.idle": "2026-02-26T07:13:49.569305Z",
"shell.execute_reply": "2026-02-26T07:13:49.568866Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=9) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 0 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 0]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[117 7]\n, [ 4 122]]\n,\n,Accuracy score: 0.956\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.94 0.96 124\n, 1 0.95 0.97 0.96 126\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9559011776753714\n"
},
{
"data": {
"image/png": 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yOkcgfVwvyE7mJRtGfLYWnWZ9LspDq+JxMg5d7vkUgX/vgf+WE2YMToLOx13kUtCUR13Qub043A/FIT4wl5ZvLxPCQuzWRKTEOG1D77GgVbA4RpWGWlrBohYSIpTEyqjsKbJpE5y0Wsy5bjofMsYuYHHBNE/0erR68y+R3+CSmgMDRRNKIwZF4f64MH8SYh66UpUvA13V00lXnDBNRCSMV/Qhf+8xe5jFoX7QHLigbmWNhJhZ482uwqCKFIq4qEKS0OaV36qJC6p0MQeaaimMCjLrNc2Wc0qEp2+HzogINj+SxTBNASd0Ms0OusruMX0B2j77kxAWxitzozBwSchAx0e/Rue7PhbTBWoSNOnEXud+6zHWkgAvpI3uLqZSaoPEUYmfJ+JmjjZ7HyG/7YBzVr6qdSmq4bf1JDyPxVRant2/HfLbhQnRoAaKxCTcNtzssTZntHV8BxjGluBvK9PsaPXqUgT/uavmhMrS+4iv/xNVDbVB3g0BG49B0puRcGAG+R1a4PAvc5Hdu5VSsmpiHZo20Xu7Y//qZ1ASYn4lgc+eszA4mxft8N5bJV9CknDxkauUuZk6oPGmjeqO/I4RZo6UYRh7gcUF06ygKQCaClGTfEirtHxnmZhCqQnvClUVaqBtqr26J7+I+DtGQOfnib3/vYQzr9yIooiASqvo3V2EL8bOfW8hp29b1If65D5oinXVllGiZ/LUQbW+PxIWxSG+OPb1bLP3yTCM/cA5F0yzIviPXeqnAKjEMi4dgWsOIW1Cb4ucmCnhU0OeBXWtp9UgefJAFEUrJaXk2nnxietwcf418N11Bs6pOdB7uorpCIpaNATKlzCn3FV5jYl8CY0GR358GG2f+hHRH66AVKwXVSEk5Ehw0FRI5rAuOPrNHBRFmJejwTCMfcHigmlWeB6PFVMAGpWigKYiPE/E1SguqCGXOVB+aMbQTqJqhE7nUg3CIrdLJI59fm/1J7VaiztwJt58Odo9/ZOqdUVFSpgfMq7oZvp5Jy3OvHUrLjx5nbAC9z5gtDYPQsKM4cjvHGnRsTMMY5uwuGCYutRALUmdmUM7oSA6CG6XUtUlbBoMOPrtAwhYewhtXv4NbrFposspvZgSTQ0uzki4fQROv3VrgyMSaimKCkLKtf0RtGxPWclprRUpcybUWaqr8/dCzEMTLTtQhmHsBhYXjE3mRWgKS0SfDUs3t6IESXOmMqiChF5TIxqNOIm2n/dtnZUlIpFxfG8UtgpB/MzRiL9zJAJXH1QalxWXoDA6WOQsUI5FY3P803swYP95uMam1eipQVGc9JHdxNQMwzBMbbC4YGwCTUERwn7aiqgPV8D74MUyp8nEG4ciZvZ45PSrX7JiVSiPodPsxXDKKVA9BZA2vrKnQ1UuPThBtEUP/nsvpBoEBgmLoshAHFt8f/lCrRZpV/YRt8bCJT4dLslZMLi5oKBtKGRn5SegJNgXu7e/hi63fYSgNQfFeEUeRmnkhoRF/J1X4OQHd5a9hmEYpib4V4JpclxjUtFn7MvwOBlfyS+CKhLCftiEFt/8h3NPT8G5l65XZWpVG5QYGTNnPFq98WeNQqAiZNtdp1unVovDv85Fu8e/R9THq0VkhBIZjWWZNNWQPqYnjn05q16log1GlhHy+w5EfbgS/puPly0uDvJG7H1jETt7vDDrotuBVc8IR9EWX20Q/UJE/ke3aCTcMVKsT5EaqUSnCA4X58Z/LwzD2AWSLKv4hbUw2dnZ8PX1BbKyAB/zrYoZx4E6Yw7s/wTcLiTXaXF9+rWbRMVEQ6GTY89Jb4opiZoEBlU3JE0fjCM/PCROqGpxSs9B+Leb4H3oIrTZ+XDOyEVJoDd0vp7CWpySGkuCzPvO05QJ9e7Q5hRCF+CFnB7RqqeLKI+DohHhP20x2dOElpFR1761zyG3R8tqr3c/nYDIT9egxdcb4JyRVykJtTDcD3H3j0fc3VegOMzfrPfEmMGffwLXXYfB3Xpg60f/40PHNCnZebnwnTgSWVlZ8Knl/M2RC6ZJifx0regiqqYUsu0LvyDuntHQBXg3aJ8U1j/41+No/dJvomTSKbtAMZGSla6ixQFeuPTo1bjwxLVmCQtK1vTdeQaeR2PENIn7hWRxKhZRDEiQDAa0e/IHxN8xEqfev0NMTdSGc0oWot//R/QtcUnPrVQ6GjN7AmJmj4PB061sueulFIRQqW0alam6IX1MD4R/8x/Cft4injdpTa43wDklG31HPI/tx96rJBIo0tHh4a+UZNPSz6di3Mg1IRNtnv8Zrd5YioNLH0P62J7qjxXDMA4NRy6YpkOvx9DWs0USoZrJDpr3pyoKOvFbMteDvC88TieKM2de50ikTOpndsg/cMU+dJr1BdwvpZaZVEq1vA+qMtm3+llAq4HvtpOiTbrewxXZA9qJSIfvluPoPfF1aHMKqm1HbF8jIbd7NPatex5OWfnodM+nCPj3SOmbUl5BgqCmcldTZPdqhd273hDTQC0WrxfN1tRAUR4SbHv+exHZgzqo3BujGo5cMDYERy4Ym4dO6FSKqRqDjKCV+ywqLgzurki66fIGbSPk1+3ofsN7Zf+W1PTn2HQcAwY8IZIrXZOyysfjpBECx+vwpRq3JZYZZHgduoiBXR+GS1quiECUrWumIZYRmnrpdO9nOLnwTnR49GvVwkS4ner06DD3G+zZ+mq99s0wjGPB0yJM0335VFRsVIROdE6Z6tw1G7P6otstH4h4ghpL8YrvxfvwpWqtOCjvhJar2oYMuCVn1yoCzEl/pXUjvtogusJqcwvNey0Jpu2nhOAxlbvBMEzzgsUF02RQIqE5yJKE4mDbSgCO+GK9aFpmjrCoSMNqXyy3jYoJnuHfb1KmVsyMgNBrA1fur1FceO87h/DvNsE1Ph0GVydk92+P+BnDoPdtfF8PhmGsC4sLpskoaBOK3M4R8DwRr6oslMofk6cMgi0RsXidSNR0FGh6xTUu3exeI8ZcEqfs6pEl9zMJ6HbLQtEThdxI6XiRUAz7YQvaPf6dmOY6S2XG5iTPMgxj0/BfM9N0SBJiHiSL6LpPZLSG3ttNmGrZDLIM14QMOBokMEgo1Od1Jf5e1YTFgIFPiagFQdU4JFzI+4MEpbawBK1eX4oud31cp8MpwzD2A4sLpkmJv30EMod0EiH1mjDmFBz/5B5hgmVLUJdTR6Q+kQt6Tcqk/uULZBndr38P2pz8Wj1MaEqpxTcbEfbD5voOl2EYG8MxfxkZu0F2dcaB5U8ivbTLJlVLlD1XGmqXnbU4+tXsBld1WBxJQmGrYBVxF/tCMh57M15j0GrEZ1jQPrxsmc+uM/DZf75OczSUfs7RH/xTzxEzDGNrcM4F0+TofTywf9Uzwu8hctEqBGw8KhqXkR11/IzhiL/rCtH7wpYgo6ouMz6Ex5lEhxMXVUVGXRMkBo0Eg5szTr5/R6XlZOBFYlGNuKCoh8/ec/A4EYf8ThENHDnDME0NiwvGNpAkZA3pJG62TuA/e9FzytvQFOstXq1hK5S9J4oc1TBNIldor37gnyeR1y260vNuMamQVAiLqq9hccEw9g+LC8auoZ4kZI8dsP6w8GbQe7qKq2j3c8nQFhShJMAbSTcMQew9o1EUHVz5xbIM/43H4HXgAjQlOhS0DEbq1X2FsVZN+P97GL0mvVlvoyp749Rbt4iIQuCaQ3DKzBNJmFTpIbs4Ia9TC8TOGo/EG4ZUsiGvOOVVFv5QifvZRGAM24gzjL3D4oKxS6ghV/tHv0bUolVKp84KfTMqhvKdM/PR6s0/0eqNP3Dm9Ztxcd41IkoS9v0mtH32Z7hT50/jNktzB5KvHYBjX8+ufsKUZXS+9zNx74jRClN0nPddpX+njemBi/MnIX10jzpfm927NYL/3KW6CoTWav/492LbBe3KczcYhrE/OKGTsT/oJH/3J0JYUKVB1YZcVU/8whrbIIsTV/S7f6PN80vQbcaHoqW4cX3ja6hEMuz3HRjhdxvC/7dOiBgj/huOwONsUr0Ns6xFxeFYcmimtuX/7xH0Gfsyohf8XefrKVeGhJxaaE1NQTFav7bUzJEyDGNrcOSCsTuCl+5Ai2831uu17Z/43mSHT5gQJF1nfobWryzF0W/niITS0B83i8gGCRBzMKd5WH0gR8xLD00UjqfUq6X93G+gLdY1eLumxmx87x3mfYvClsHC1MzjVDwC1h4S01I0Bppaou6qdIu9dwwiP16t+v1T8mfYj1tw6p0ZDe5+6zCw/wdjh7C4YOwKqbgEne/5rP4nbJWdQo3P07RJ/+HPNygyYO44qcuomugIrZfTqzV27XmzLELgvfdsg4WFmuNDeRftHvtOqe7576jSGdU4PTVLg6QpA3HmzVtxasFtCFq+F26XUtULjGIdfLefQtrEvg16Hw7DgQPiLtQ/oKlHwjCq4WkRxq5o9epSuGTk1TsSUHEKRO36DUWtZwRFRfLahqreKwkQcgilbqZGAlcrJ6KGoK4TqgyP88nw33SsbCzCdbM06hOydCcG9H8c7ueTkTm4o1nTI4Q2r6ieo3fAqMUvv4iHky8f2dSjYRjVsLhg7Ae9HpGfrmnSIZgdhSg1l6o7EqBs/NTCu1AS5C2Ehhqck7PQ7/Jn4b3/vPi33+bjaCxqKlE1Tm9QdUnvCa9CF+hdqwOrKegYMACOHAFOnICrswuuGTKMDwljN7C4YOwG/03H4ZqSDXuBBAM1Zju0dD5OfHiX+HdFB1IjtEx20uLIT48gbUJvYShGfVTU9PfQGGRIRSXofv0CcZXrlG1eG/uGUNfoSGC4X0hBUaiv6CmiluJAb2QONd/vRFNQJMzNpJKG55vYDH/+Ke7GD7gMPp7mdRFmmKaEcy4Yu8E13j6ahBmv5VPH9xbdPsN+3iryCM49Nw2eR2MQ8ufuspOt3t0F8beNQMwDE5DfOVIsy+ndGvvWPIf+g59S1eODpiPIKZQqOfReblZPIDUHisAEbDiidL89FS/a09cGRTji7h0D2cVZ1fZJWIX+uh1RH66E7+4zZdtIntQfsbPHI2NEV7OnZCqKldAl28T4aZqmOMgHSdMvQ8bIbvXeptmkpoq7rq3bNM7+GMZCsLhg7AaDi2W+rtY6+RpPmwZXJ+GV4XE2EYP6P6Es1yrJjvRc4vWDEX/3aBSH+qIwKrCanwZNJ3S/YYEq2+yK0Y/w7zciY0Q3UblhK5Dw8Tweh4NL56PfyOcBg17ka5iClhqctdDkFsL9XBIK2lD+Sc04p2Sh94TX4LPvXKUoDx3n4GW7Ebp0J2JnjsaJj+8GtFqzxk0VLu2e+kFEgkggkcgj0RL5+VrktwvD0W/mIOuyjmgsJJuRiwyjDp4WYeyG7P5tldyEBmI1YUEnIfqjKtIhbMk2+O5R2owbkxxR+lz4z1vR7daF0Hu4mHS2bPfkD2I6wRxIiLjGpgvhYmuQWOo76kXx3msSFsbjRC3YoxetwuD2c9Dl9o9EZMIUmsJi9B73CrwOKsmsVSM8RmEWsXgdOsz91qzxtn7ld3Sas7hsisnYHt4YbSL3174jX4BfaTIrwzDVYXHB2A2FrUKQNr636mTHxqSigKirIoXWc41NQ//LnxVJqhXRZuWJhl/mtjwXa0sSOsz7BrYGNaHTFhSrXl+YnslA+Peb0GPK25WMzIyQFwZVydTlOULbifpwhYiEqMFnxym0fe7n2rdpMAA6vRgbiRyrolPyRxprFoZhLIXt/UozTC2cf2aKue0qbBJ6D24xaeg+9Z1KJkkiH6PQ9NV6XQSuO4TgP3fD1qh32bBBRtDK/Qj/akPlJ2QZUQtXiKZqqtBoEKGyyoiEiKmk22qbNMhwSctFyG87YFUSEsRdqH+gdffDMBaGxQXT5KZYoUu2ot3j34teIdHvLYdLUmaN69M89+EfHhJTEI5A6F97xHvXZubC68B5+O44ZXbZJiHV08fDHqATfkUB5pSRC+9DF1VHdygSErRiX53rafIKRXKo2lwXyvNo8eW/sCoxMeIuKqT2/BOGsTU4oZNpGmRZCIlWry2FS3quSOQzngjaPf4dkqYPxskP7xLtvKuSPH0wdrULE/1FfCoYSNkrrd5ZhpbvLHM4UWAJaFrD+0gMPI/HIq9LlFjmlFNo9naccuou0XVJyTYriZbEjbE/jdWIjRV3LC4Ye8MxLv8Y+0KW0fHBL0V/ChIWhKZEL270g00/8FQC2P+yp+CUnmNyEzl92mDXvrdx/MM77X6KhGBhUTsuSVllj0v8Pc06tnKpd4Y1qpGo9bzVOHwYSEyERqNB6/AW1tsPw1gBFhdMo0PJeKJVei1Qop772SR0ufOTWteLmz1BeDswjg35gZQ99vEQrqeqE3s1EpKuH1LnalQaTIZfaqHcjKxBHWA13nlH3E0ZdgX8vX2stx+GsQIsLphGJ/rdZercJ0v9Cgb0misy84P/3GWyciB1fC+HiF4wpqHvSm736ErLYuZMUN2dlnJY4u9U0ZdDq0Xs/eNUfTcJirDFzhoHq/Dvv8C3SgntvOtvsc4+GMaKsLhgGhWvQxdFnoTqZDwqDzx0CUHL9qDn5LcxpPUsUS5YkdgHruRpBQdFGGs5aTCk9WwMjZiJ3uNeht+/h5FyTT8kXzdAlRA4/c5tKAlWF5GIvW8sdL6edUZF6Pm00d2R3b8dLA6Vus6cKR7ed80UDOjc1fL7YBgrw+KCaVTczybW63XGq1TXxEzh9Oiz83TZc9SHojDcz2JjZGwLTbEerqnZcEvIFO6j/Ua/hKGt7seFR65CYul0R9XyURIdFLE4+f4dwlpdLSUhvti3+hkx1WaqJFU2RlJ6tsLhX+bCKmRmAucUA7Y37pljnX0wjJXhahHGIrjEpyPif//C+8B5SMU6FLYMRvztI5HTr23lFTUN07NGo6ruN76HrWc+glSiR8s3/4RrQs3lq4z9ItXwb7fYdPQf9hwSbxyKfaueFn4TQasPQJNXhJIgHyTeNBRxd49CcYsAs/dJ39md+95Cq7f+EoZm5BpqpKiFP2JnjcelhyfC4OEKa+Pl7m71fTCMNZBkuRY/XiuRnZ0NX19fICsL8OFEJXuG7Jk7zlmMCDI6IhtBCunKgOykEXPSWQPa4fDPjwh3TcL9TAKGdHjQIvtOnD4YgWsPwjkjzyLbY+wPxZkU0Hu5Q1NUAr2HK1In9BICIGtwxwZbW2qz8+Gz+yy0eYVCtGQNbGd2nxKzSU8HAhXTLN36HdBae38MYwbZebnwnTgSWVlZ8Knl/M3iopninJqNgPWHoc0ugM7XA+mju0MXUHe5XkWotXWvq14X26kph4JCy+RVsWvXGyKaQfS54gX4bT6uOiGvtpMK+SAwjoW5jeWqrm9w0oo+IElTBuLodw/C4OZSqQyahAIMMvTe7rbnq03Xeu+9B8ydC0mSULJuO4sLxi7FBU+LNDPcLiSjzfNLlDbgJfpKNf4UYj774nQURSsioC6iFq5EwLrDtTajougFOSp2uWMR9v37glh24fFr0ee/ow16H+KUwMLCIZEauL6xwVjIH7ugmfw2Mkd0RYvF64Xduqa4vHlacYAX4u4bi9h7x6AoKghNTkYGcOedwJ9/in/ee/VkFhaM3cKRi2aE5+GLopujU3a+SSdCEWXw88SejS8hv3Nk7RszGDC09Sy4xqSpPhlsO/oe8jtFwHfrCbRcsBwhf+6CLEm1ihOmeWFu1ELVNkub0ZjaLiVnkjvs4SWPIvWa/mgydu8Gpk0DLl6Ei7Mz3rn/Icy5brqIXtgDslRCc6SAwR0StLWv55RKyVOAzg+SoboDL2Pb8LQIUwltbgEGd3gQzmRxXMt0BJXYFYf5YduphTC415ywRtMa/YY/Z9YPvN7TDZriEpH9b2ydztMaTFOLFVEB4qTBvnXPI3NYl8b/QI4cgc+gQcjOy0ObFhH45fnX0bdjZ9g6Qih47YTsv5rKwEoXaoCcAZAyx0Iq6FS+rlMKZP81gO+/gLbUip1+BHL7QsoYD6mgCY47Y1VxwaWozcgVkxqC1ZXnQM+7xaUj9Jftta7nGpdu3gBkwCm3UAgLo6ioKCwcM3bhmO/KnlBz3S+avRlkdJjbRO3qFywQwmJo917Y9/n39iEstFmQo5+D3OJjwE0pmxVIBsB7F+Tol2AI+RoyDJDdj0Fu/Rjgv7JcWIh1ZcBrH+ToV2AI/BUy/704FCwumgmRwm5bXYiVQsXK+pbrw1DXnu0j+GsujvmuHBESFz57z8F7b+kVeGOSq/TXueGKMfD1sv1pAlkqhhz5OuAaYzr8SAKD8FsDuf1dkKNeUaZMjMtNrRv0h1ifcRxYXDQHZBlex2JV5zbQD63XkUu1rpPdr43Il2AYR4FMtwJXH2zqYdg+PpsB10umxUJF6OdBQ6JCnc6Wg34RwoVxDFhcNBfMTJo0mlXVBFWUpF7ZW33zKIaxcShip1XRmt2REdMYnvtgCPoFhuAfIPuvgKzNqPC8DNlffRTULGjKxHuH5bfLNAn1KkXV6XT477//cPbsWdx0003w9vZGfHy8SO7wsoOwXrNDklAYGQi3S6mqfhJIhhSqKEc9//QUBK7ab5UMf4ZpbChipwto5N8vvR7Ys0c8DPBR35HVGsg+/0EO+hVwzqAwjmKGR9GJ4B8h5/SHlHy7sqJrnJUGoIHsfgJS9jDrbJ9pVMy+7Lx48SK6d++OSZMmYfbs2UhJSRHL33zzTcybN88aY2QsQNzM0aL1tCo0kqj9rwuDu0utFSWMekTFAh+wJoWidWTARaXSwmm2MfjjD+D8eQT6+OLaocPRVMiBSyGHfw44lUYpqFRUoy/NvKYkzd2QWz4D2TnJugPR8LRIsxUXDz30EPr164eMjAy4V/C9v+6667B+/XpLj4+xEPF3jxJJmHXlSYi6fzcXJNxRe4tqp/Qc9Bn7MjQFxRy1sAD5bUOFWGMqfBdreGwNjNvvOPcb9L/8WQxu/wCiFq5QIgvWZMECcTfr2qlwd3VDUyB7HIIc9Jvyj5p+HkhgkPAI/t6KI5EAHbeDaLbTIps3b8a2bdvg4lL5h7BVq1aIi7NSuIxpMMWhfqKLY4/JbwEGJQRcFdFJUqPBod/moiSwdivwFl9ugHNajurW6Yxp6OhlDu6IvVteEScyn33n4b39FDo+9p1oANecp5vovVNOj+ziBG2B9a5oTU3ruV9IRodHvoL/v4dx+Ne5kJ2tYGb899/A9u3CNGv2tdNgLUSSpPd2yH5rlQoPEgolQZAyrwCyh0MOWKH4U9SZoGkAPM4ABS0Bt9LtWBJJDylnsGW3yTQZZv/FGAwG6E2o+djYWJF7wdguqVf1xf7Vz4pGY17H40QIWPyqyoplcm6XSJxcNBOZl9dRZy/LiPpohejPwDQMOvwnPpmp/EOrRXb/dmjxxToRljee8Lx8dRgzPQNd++fBxc2A9GRnbFjqj4PbPB0+20X4slQQFtbI7zG1PWN1ZfDfe9F+/nc49f4dlt3prl3wmD4d+QDuu2YyQgOURmWWRnaJU8pGndMV0yrjG3NOghz8M0ARC+GuqXaDGsDgC0gXLTxQDVAUCRS2rf6U6znIvpspXArIzpBonazL2d3T0ey/r7/+etHR9PPPPxdi4tChQwgODhY5GNHR0fjqq6/q3AZ3RW1iZFnMKwcv31vWuCz1mn7IGtRBVSOn4N+3o+c0JZzLNAz3YYEoWH0r1rtcBlnSwCkzD5eHz4S2qASSJOPWeYmYPjsFWifKrgMkDaDXAU7OQOxZF7w+qyXOHPbgj8GKkD345vgv6ozmqeb0aQT1H4DUrEyM7T8Iy19/D85Olo+MyE6pkFs+DWjzao4y1Eet5XYnJQx4HrSMxS4JC9kJ0qWXIBVFly92ToAc/hHgfl5JMIW+fLD074wrIaVOh8RFj45h/x0TE4Px48eDXnb69GmRf0H3QUFB2LRpE0JCQuoeHLdct1tCf96Kbjd/wP1AGookIzy6GAv+PoOAIB1iiwLxtuudWLKtB3pOfUf86j/4ZiyuvCW9Rr1HIqOkRMLca9uZFBhunnq4uhpQUqJBUYEGep1jRzmsBU0Xnn7zVlyae3XDN1ZYCPTpAxw/jr4dOmPD+5/A24MiUJbHEPoZQFf8lpy+oLNFXk9I8Y9ADvsY8Nmlbkqlpm3RV7IkEFLcXEhFrSoLi5bPAZqC2oVR9lBIifdDcvAIXrPoihoVFYWDBw9iyZIl4j43Nxd33XUXbr755koJnozj4X46AV1nLDTbM8NRsGRInqY4XvjqAnz8lSnGFs5p+ABvI/jfrtgMJwyZkIWJt9Zusa4Vf70ynlt8AbcN6gy5tGFLq04UbJdw4YQ7Sgo1ZYUPFAlRPjr+ITYLSYL3wfOwCIsXC2ERFhCIf954z2rCQtbkAj5bLZ8XQVGC4khIsgukhIchp5+D7L9WMdYyd1953SBljgPyelVqdia8NFosrF1YGL/GvluA/O5A9uUNeE+MNTBLXJSUlKBTp05Yvny5EBN0Y+wTSadH0N97EPHZWngdUWx88zpHIO7eMUiZ1N9kAlsUWYLLcrM9NVnyfd/8cFKZsCA0pXVbI/vGYDNa49q7U0VkQhEQNUPPh0aVoO+IHOzZ4INh12TgzGF3JF5SSoT1epO9QFlgmAN950ssVDVSWlH38NQbrZZnIfA4SolU6tdX+5WQDEoiqPGfRW0gJd4LA01Z+GxTLzAMrpDi5wmRUg23M4CbypwOWYLsvxISiwv7FhfOzs4opLAeY/cRiN4TXoXHuSTIWgmSXolEuCZmIHD9YRREB+HAiqeQ1yWq7DVSiQ4tvvwXmtJ1mfrjF1SCXkOVfhJV6T4oF2HRRehxWZ7q7el0wJjp6ZANlBMqC2FhMCkqjDi+PLSkfKJpETWmcnVvSAa2bBEPh/XsDauipeiVhaHpj9zekErCqz0lZY6GTFEEtdvJGmFaWNDTvpvUT7VQzofbBZG4KhVHqNs/Y5s+F2ScRYZZ5NLJ2B+ul1LQf8jTcL+omJ8ZhYV4XFr94RaTin5DnoH72cSy56jslLqaMg1EknHNHak1RiR8/A0Yf5N5HWcpFzC4RQmm3p+Cjcv86xAWzQNLHgGNzoCE2yxgcHXqFJCaCjcXV/RpX96O3CrozZ2ilkqd3KRaqjmiRH6DSQrbAwXtlfVqQ+xDAyljbM3rUFUI1cubg3gNY0uYnXOxe/duYZa1Zs0a4dTp6Vl5znDp0qWWHB9jYdrP/xbO6bm1+lPQxYBTVj463fsZ9q97Hp7HYtDuMWua5zQXZHQbkIdpsxRhVxPjbjD/h9LJxYAzhzxE9IKxHPRXktOndaUoXoPEBYC2LSLgWsUnyOLkd1UqKshpUw30R598E+C9E3A/W+oqVlq6qncDskZBSp0CSTZt9EUJlXL8bKCsOsXESkK4aCDFP2wy+lG+Xj0qZ+rzGsaqmP2J+Pn5YcqUKdYZDWNVXBIyEPr7TlXGV/QzEPDvEQT/th1d71gETVEJfzr1RjneA0dn4alPL8HFtfbj7x+sg65Eyac4vMMTq34MQNx5V1E10qZrASbekoa23cqjSJSbkZflhOR4Z1GyqivhyIUlcT+XBKeMXOj8G9h3pDuVcAInYy4iv7AQHm7Wc+SUDN6Q87oCXofqXtn4dcwaBk3GVZBdLwBuZxX/C52/knAp127zL2vygRYf1CIsSv+XcgOkvD61j72wDWQv6reicgqWRBR5ZDD2LS7U+Fgwtknwsj1mGV/Rb0T3WxaK5E924mzA3L8EzF0Qg7HXl3eXrIuLp13x1pyWouKD8iiMiZmnDnjgn2+D0GtoDp7+7KJICqVkUEridHKiahAWFpaEjqZTVgHCv9mImIcnKgsNBiG8Iz5dA++DF8W/8zu0QNw9o5F6dT/IZE5nipYtgYgI6OLisOv4UYzo3RdWha7m1SSfCCM9CRKVrWZMVEpCK5SFqtpV+CIlCbNG+/DSP4agJZBF3kaLmjeWNQKgBmpqxAVNw2RfJsQUY1twv+xmhHNqllnri98lsqBmJ856Qef53G5ROLZyvnDYVEtynDOevL4tLp12q1bxYXx8aLsXHr22Ldb84oenb2mNNUsCkBTrwl4WVkFG1KKV4pFrbBoG9n1M9NUJ/ms3PM4mwuN8MgLWHULPKe+IniSeR5Xqq2qQyhw6VDzcfHi/lUesA7wOmJF8IkP22VS/fbnEAF77VdiHK9UmSsv2WlbT+wKZo2vO/6iWv3FVPUbN2FzkonXr1pBqcXE8d+5cQ8fEWAkSCeZc1xovNhj1B4wqC5KmXoakaYNFUzdNcQkinvsT+l8VV001fPhEJHIynWpNzKTnYk674d2HW5Z9SjR1Uv6JcQTDUtUklHbgcTYJLvHp6Df0GbjGp5dbk5difEzig9bZvfN1Ec2oxogRwJIl+Gf7Vjw7425YjdpcOWsO0dRrV7LfejOqOwyA7ybIKTfVmL8hVku+BTIlaYrpERMflnD1pPyNhyq5ejJ2LC4efvjhat4X+/fvx6pVqzB//nxLjo2xMJlDzM9Q51OUOlp2LMTwSRnoOqIIH/7sj0s374KmSIe+I7Jxw+PJwrabKhEr6vI9Bwpx3/xkxCXq0L2LC3p1dUWrME9s+NcAD1mGpk4rdqnSvcHKDTybO22f+1kIC6oeqQkhMnIL0XH2Yuxf+1z1Fa69FtKsWdh5/AjOJ8ShdbiVyicN9UgYraE0tE4oR8McIUNt1Z2TgeKaRYFEp6b4hwHfDZD9VwCuCRXGqQFyBkFKvxpSEYlrxiHEBbVcN8WiRYuwZ0+pymRsksyhnWDQSNDwNIdFoSTKvsNzMGhMNh6b1hb5OWlo16lAOHCGRpZUExVknf/h4kw89nIqSkrzZNdvKhA3IJNiEHCGC8LkaISjJXwk/3qMqoYIBl2Gc16G2aK5KNgHYT9uqVVYVBQY5BdDfjIF7atURYSFQR41Cli3Dov++BXvzKp8sWYpJNkdclEE4BKvrv8HnbCpwqReO6uHLYGKKhbRMyRrFJB1BeB6sbRxmRNQ1FKZOmGaR87FhAkT8Pvvv1tqc4wVkF2ckXLdAJ7qsPyRRXa6Fk/e0Ab5OVp06pOPD1ecRkiEohxIWBgMMk6dLcZr76ej89CLeOQ5RVhcd6UnNi+LxGfvhGDWHb5oE+oDLZxQgmLE4Ax2YT2Oynugl839ARcT3JA0FU4skizMtgaOUcLfGi1Peqn6dLUaIcy1hSVmvSb0tx2mnyyN/n7xz58oNqpLCyOTT4ToMKryMybnzYwx9dyZ1sz1IVw1Zf9/IGuz6x4a/VfUSlSZSPk9WFjYCRYrDv7tt98QEBBgqc0xVuLsyzci+I9domqktqs3gwTofTyEcZZUYW6ZMYUkykCz053g4W3Aq9+fQ1xiCdZuysfBo0U4eKQIh44XIye3/Dh6ekh4/ekgISgoh2lwf3fRA+QrzzAsWRSENDkZ8biIZMQiAReQjXR0lwfCS/I1K6Iy/JoMdOiVh8xUZwy4IgddB+SLMtfESy7457sgbF7ui7wcLdw9DJC0MlLjrey/YGfIkiSEQm6vVgj5a7fq5GbKvXFOreHEOX68uMvOyxO3ID8/iydzyi0+BLx3q9MWRufNojaNEwei1X22QcZWIPhnyNQ+Pfm2OstdGQcXF717966U0Ekh3sTERKSkpODjjz+29PgYC5PfKQLnn52KNi/+WmNSm/g90mpx+MeH0GvSm2IZ517UDHUbjTvrKo7b6GnpOBtbgMETY5BfUPmX3dVVwuB+brhlmg+mTPSCt5dGTJmQqKBy0tQEZxzc5iWaOAVJ4QhCONLlZBzBLuQhG7vwLzrKvdACrWpNqq44rrQkZyTHueLyK7PQsbdiCU2JpZFti3HvC/HiJtalHg164KkbW2P/dp+yqTODViPC/EVB3nBNzUFzwugjdfjHh+GcUbvxnKkX6z1rOFkaG8lYCTnkm5oTISutWHqf3xlSwmzz9lH6YqUbaT1+HcpyNPSA70bIrnFAzNM1WoIzzUBcTJo0qdIPm0ajQXBwMEaMGCGamjG2b//d8r3lIlYv1dDdVHy6BgPCf9yCuHvGIOrj1Y09TDtCRlS7IsScUTLfx92UihsfThLCoksHF0wY5YGeXV3Rq5srOrZ1gZNT5R9i+lMiE6znZrTG3v+8YaCQUQUCpBAMkkfjCHYjHUk4jr3IQAo6yX3gJDmpil7c+GASvHwNtZ7TtJIMvZMGj3yXjuvu6A+3U4niqj23ezRi7x8Hna87+o18EY5OVcFNgqLNC0twYpF5lR0anR4ZI7uhsZGd0gC/f9XlWRB53SHFzVcSKMtKWPdA9lsLuMYo2ykOVXqHUKt1713Kcy5KgqVcEgwYnBvWzEX0BzkDOWgJpJRb67kRxu7FxQsvvGCdkTCNQvTCldDkFdUoLCr+qIb/sBlnXrrernpoNkUh5n0vxuHpm5X57R9XJGLvoSL4+2mwekkEWoTV/SdGkQQSFsERxbjqtjSMvDYT3n46FBVosHejN/7+OgjOu4fgAk7hHI4iEZdKp0kGwVuqOaROORVtuxSIfiXGtuu1oYUB4W6ZCFl5Bf5xGwmpqAQhf+yC764z0OQWilC/o3ueVBIWpfeeJ+LQ/eaFSB/eBX5bTlQqQTUF5cvmtwtHxohaEiRJ6RkMSM3KtOi0iOz7r/oiclrN/YwSRaA8COcEyJFvAC4plUtL3c5DDvtc2b7xhUbxQlUfloC25/cv5NRptZaoMg4sLrRaLRISEhASElJpeVpamlim13M9nK2iKSxGxOJ1df44GqGQuM/uM3YjLBrfm0NG57556DsiFx5eeiTl5ODVD9LEM++/HKxKWBDFRcDUWcm484lEIQKMTc3cPPQYdnUmrpiciW2rfPDG7A7wzw/CYexEPnKxG/+ihdxaJICaRAcczkvFk68aEOivRc+uLiKKEhJU87hKoMW0whU4+l4mWr7zF5wz8mBwLk3YMyjBcHv6PlgCqhBxScxAdp/WgFYDmfKVahDnxqWn3761colQRWj56NHAmjX47O+leG/Oo5YbrPsp88pCtQUiCiHrvSBHvwhoS7v1VtyGUUiUffgVk4RL7y3xRycVAd67gOxhFtgYY3fignIsTFFUVAQXazfjYRqE+9kkOGVTuaM6SIS4JGdD7+4CbUGxXRz9xj35STh1QOn9Mfr6VDy9+JCoAJk03hM3T1FnR0x/TvHnXXHXU0oHWm2VqQuj8dbAMdl49osLePHOlrisZBQOG/YgDYmIxdlat//RN9WXhYeS0HDFhCs8cf/tvtBqy4+YM/RodWA/2j59oew4akoqXzA0V4ERtPoAjnz/ILrO+AhSia6aSDc4aURk59gX9yP1mv61b/DRR4W4WPzPX3jh9nvg61X/viWyOCnvhuycWDZdYRZSiZiSEMKiNmFS24dukS+ElmyELbEhxp7ExcKFC8U95VssXrwYXhX+GChasWnTJs65sHHq03yM5o7jbx+JiM/Xqo54NCWNfdKjQN3786PgO3QncpAFD1cnLHo9RFXCJUGrRXcoqnM9rRbof0UOfjt+FDtW++KN2YMRj0vIMVR3VZQkGX5BOgy9KgvOztRvBMKoiypXzpwvQUKSHglJ+Vj1bz6Wrc7FX9+0gLu7omoMlNh5OgsS/OuMDjU7gVGkE7ftx95D5CdrxN+Ec5aSJEsCPP62EYidPR55XVV0UB07FujaFblHj+KL5X9g3g231q8qJOg3wG8NhSWVkzMlSJq7HSol9dluXsSj9oHV88tBczPckaLZiYv33nuvLHLx6aefiukRIxSxaNWqlVjO2C5FLcwzY6JpkYKWQTj34nQELd8Dt5i0ZnVCUfcbqZxq/9msXHF1lHrCyy0PskEvXDnVYE7xgJu7jBHXZiIwrATfvxuKA1srN5iiXA3K27jhgSS4eQQJ8SMaXZf+uebmGXD4eBG27CzAS++mY/3mAnz7aw7unaGUuEqQcWBr3VfRpgSGowsOY3lpYasQnHnzFpx95Qa4JGeJ6aLiEF/Irir93Y2qcvJk4OhR7Dx+tH7CIuIdwPNwheRNM4UFJYcUtIPkGgtZbWt2a0Lihh03m5+4OH/+vLgfOXIkli5dCn//+rgGMk1JcZg/0kZ1h/9/R1VFIWidhBkjUBLkg7iZo9H2uSVoTqi9QjfIMgqhTDc986IGHz7eCo9/fFZcR5qiqmNnfeg+KA9v/HIOcedccGK/J4qLJASGlqD35bmVWrprJGDrKh9cNjZb5HJ4eWpwWT93cSOeeCUNvy8vFxdFBRL+/V3933bs3aOQMbwLPE4lIHDtQZH8SVMDdCI2duB1GMFhkKH3LE82lJ2dUBQRWP/trV8v7i7v0avGVWRthtLzQ3ZWqjaMVR1Bv1cRFvVAkiFljge0mYrQaMi2Km23Hq+hXYv27j0tMwbG/nIuNmzYYJ2RMI1CzINXCmviuiDjoKIwP6RO7CP+TTkXMs0pq7A/diTU/E4Wo7D0RK7BNQNfx6Rpb9T6woYKC6M4oRv5VdCtKlTeSmJi0TMR2LbKF90GnoS3r74sWZSYerW3EBcbthYgOVUnEj2/eTsMBXkqHRc1EtzPJeHs6zcj6eZhOP/i9WJwkk4v2o73uO4tBP+9x2G639HHljGynhbZVYmJAbZtE9NnU4ZdUekpkTbrtVvpHupxovwJnTfkTLLDHgH4rW6YGBAdRZ0h5/WA5LXbcsKivtD3Of1axfKbab4OnbGxsVi2bBkuXbqE4uLKP2wLFiyw1NgYK5B6VV/EzBpXq3cFTYeQkLg4/xp0mvM/OGXmweNMYtmVqC3TFKH5Qijz7u4aD2iCVgBu5A9gvf2pESeHd3piyUeh2LdRSSx9fFpbvLHkHHwDdGK6hrbROtoZ/Xu5YveBItz1SBKirxyHU59KItqhCoOMgH+P4PKIe5BwyzCceneGEBUhS3ciYO0hhCxznF5D9L3KHNwRBW3DLLPB0lYJQ7v3QkRweeWdDD3ksM8A3y3V8w+ccoDAZQCJDpFj0QDEZ1wCyWczkNvXspGL+lDQRmmzzjRfcbF+/Xpcc801aNOmDU6cOIFu3brhwoULIhejTx/lKpexYSQJJxfeKaY6Wr75JzTFSs8KKq0zOGlFAmdxqK8IbXd8+GuxTDIYhKGSPTQ8a4oQfBJixX2QWxDgt85yiXEqKSoAFsyNgixLwpXz/HF3xJ2r7A554YQ7Zo7oiAk3peOaO1IR3EJJ7p1zlz9ueyARK9blA+v+UFau8jF7wRdd0K9aA7WynqzFOrT4egOC/9oFTWEJtHlFSvt5R5oSAeBxLglScYno0dNgTp0Sd8N79q60WA7+AfDZovzD1PeIljVUWFTcn/9qSJnjgNxegNfBRv/uKoPQAAUdSt0+qzzleh7wOEbZtIDOB8jtz71F7ASzY1BPPvkk5s2bh8OHD8PNzU00K4uJicHw4cMxbdo064ySsSwaDc69MB2bE77AqQW3IXnKQKRc2QcJtw7DxYcnwjUhAy6JmWXVIiQ07KFSpCJyI22nSC5EPC6Ix5MH91V8AxoZZ1fgobfihKDY8o9fNWFhJCfDCb8sCsGt/Tthwx/+QNpE3NL7K+z85GvcP2kK/HxMnzRzkYXd2IAY+WyNpej0HXFOy4UTGbSVWiM4krCg9+KamClMxSyJU4V5KpFf4b+m7gNnqQNL23FJAqRCSKk0peXUZB1zq3Y5lT2OwhD9NORWT0MO/hFy4B+QQ7+C3HY2DOELIVOHVMaxxMXx48cxY8YM8djJyQkFBQWiLPWll17Cm28qfSgY+0Dn5ylyMM49Nw0xc8YLQdHy/X/EGdXeTwxVvX2sEXOhE+0J7IMeOnjDH/Me6t4k+QVUbeLqZsAr35+Hi1vdIlDSSEhNcAICVgBtHkG/YXvx0WO3IPFIS/z8Sm8Mw1VltyGYIHqcUJfNk9iPw9iBEtm054m9f2fqgpJUI61phe+3wYwuphbcr6SDVBwNxD5aKjAa1YmO5teAnEFl/5K9d0COfA1wU0S7olT1pfcGYbQlt3wasqXcQRnbmBbx9PQsy7MIDw/H2bNn0bWrkuSUmsoGKHaDXo8WX25A9MIV8Doa47AnibLQfQNeX1N4n2y4UxAvwrkPjpmB8BbeTXXhJxI1/YN1wtFz3a+1dyeWDYCbp6F0jl0P+K8GPI7A2UmLqXfmIjMuG799GqI8L0voKQ8W7d9P4xCSEYdi93TcNb4togP9cHCzLy6dcnOwbw1qjM54Hb5omY2ZiADJ7scaP++BPmKXeMgBywCv/Y3/MdLbpTbqJaHKP13iIIcvUp6oaSwkMLQ5kCPeBi68yUmgjiIuBg0ahC1btqBz58648sorMXfuXDFFQuWp9Bxj+9C8cffpCxBMCXcNLV1oJoif/Aq9NYrkApzEAfF4XIeRePGJm4CCpCYdI3laXDUjrW5xIUvoPbRCh1M6oblS3ohGfB3ufjYB0e2L8NPCECRcdBUVDT2CWmH2rSVY8OspXIwpwLt/HBHGXuEB7tDJQfCGHwIQWmuvE0fAYr1VUlLEXYCPT/kyyitobOjPP/qlpkvmlJ0hJd5V/k8yBFMTOiWBQZ1UPY4C+d2tPkymEcQFVYPk5ir+8y+++KJ4vGTJErRv354rReyEjg9+ieDle0vbBNh+kmZTQ2W5WZd1ENbp3ocuiumQ49gHHUrQObINln38CrTk210SDjmvi1I+qCYxzsIZj3Syj2xbJBqWkV34qMkZCAovQVGhhKO7PLHyh0DRgr3HoNyy8tVTB91FY7SD2zxRUqRBQGgJRk/LwJhp6Rh7Qzp+XhiCNUsC8MHy0/D21+OWe6Lx6PMpWL4mD2kZBsSmUI5JDBJB0a/DaC13Rmt0FmW5joawYvBxhzanAHpvxSek3sQqScCRFSpFhM9DxYZhjYH4DspNWIJzBSRdsPJPqVi0X1f9/mUNZL91kFhc2CSSXFOGlhXJzs6Gr68vkJUFVFTujNVxjU3D0Fb3O3x3S0tCpblJNw3F0W8egDY7H/j6a+gfmg0XZ2fs+/w7dG1NHVEVZPcTkKNeUeaR6xIOViinyMvRoCBXg6BwXZnXBSGcOiVg5Q8BaNu1AC07FuH1WdHYuZZ6i8jQ68uzVGg9Z1cZ8z+4hHbd84UpV2CYrlKQi3424hP1ePVxT/z7rwHp+nTR64TwQxB64DK4SKYTS+0V418MuXHuX/0McnuWu6O6xqUhYN1hIUBL/DyQNr4XSoIrJylWIiICiI/H7k+/Qb9OXZTte+2EHPEBmg0UoEi+A1LmGOWfTimQ2z5k3jaKwqG58K51xseYJDsvF74TRyIrKws+tZy/6+VzkZmZid9++03kW8yfPx8BAQHYt28fQkNDEUF/NIzNErF4felUCIsL1UhAYQtlqkHv4wF8qFjhv3j7PZWEhVi1oBPkpDuB0P+Vul1V2ZbxyjR1EhDwj0imsxS0O3dPA9w8lCu/ioZZRrf+K29JFzkXT1zfGoe2Kx4Y5cJCebO0neJC4NV7W+Kj1acQ3rKw2uwZTZVEhDth/EgvnFsfgZaShET5kojoZCIVl3Aa7dANjoTxEDin5aDvyBewa8+bogy33dM/Iviv3YozqSSVlXUnXT8YZ1+5EYUtlStzU9MilRqWkd8ElVtqc5re1KpR0AA5/ay6B1kqBDwPKcdUdgHyO5VFShjrYra4OHToEEaPHi0iD+RvMXPmTCEuKOeCTLW+/fZb64yUsQg+O09BsrOyUlvoiJkwY3h5CKDUCv/WsVdWWo8qKkR3SarCMCXeaBHV86dNgZTfFQYyRfL912LRC6MAqK1XiXD21EJENij3opY1xYArWomb4orJGfj8pRYoKZIQJkUjX87FORxDCWrOH7B3/wtRlp1bgI5zFsNvywloCorLIoHGVuxUwh26ZCsCVx3Ank0vIb9zZOWN9OoF7N6NrYcPon1ktPJa+jlOeABy5OsNm64wvsyWDzJ993IGQNJX8E6hclSDC6ApVv8+S0wLBVmTq1ik+/6n5LIYv3SUwJrXC1LqVEhFbSz0ZhhTmD0x+uijj+L222/H6dOnhc+FEUrupM6ojG2jLTC/M2pzhtpop4/sKk4OHsdj0fLhT4TAoJyCvdtiUVDaip4sm4WzYsDfpWVzNfy4u52BHPAHDJGvAk7K1aslUZOfa9AD195Vd2UXiZSWHYpq3aaXrwFX3pIGSaPujGYgcQPHEJwkHLT5xTV6wNA65G7bZ/wrkKp2JB4/Xtyt2rW90mISnVLsk4C+NKJhrfKjhgRGLBFU0XtCSrm50iKJIgtZw9V3RqVD435GTKdUGp42C3LLZwG/teVJshXLxjwPQY5+AbLHQQu8EcZi4mL37t249957qy2n6ZDERGXOlbFdCqMDRQ4Bo05YlAR648yrN6HPqBcwuOsjCPrkT/Gci+yGD99fi2nXfYjvvtkKg+c2wHdz7WdO0Z5UB3geAzyPljaeavxPgjqkduhVgPCWNUcXnF0MGDk5Q9X27n4mAT0uyxWt3o0YKOfE1L4dKNov9KOh9iggCQ/qJhz6247KT4wbJ+7W7t0FPUXDqgqMs4sgxT8A5PUCCqPMExk1Cduq6zQVJB4uvQBJV73pm5Q5Vhmc2u+JpgByeHk3biHyI94FnFNqTgyl5ZIecsQC9sqwImafZVxdXUVCZlVOnTqF4GCey7J1Em4Zbndum40B/XaTSRLdk6ggsge0x8Hf56HndW/Bb9NxsUynVxw4XaAkKxYV6fDt11vw/jsbINNluTk08SW8f4jpfI+rZqTipwPH8NjCGFXFRDR18uoP5zF9TjJ8XJVoZgIu4rR8CAbZIM4TGYPaO5yolc0x31q0qvq0CID07Cyk51T/PaUpEinnMmji5kO6+BpQRAJD5aCsLeAakrJFf2Bpk6ApaWF608URQML9peuqGYsMeBwX/hgC95MimlFnxUmpMZdM0Q3GNnIuqK8IuXH+8ssvZYldlGvx+OOPY8qUKdYYI2NB0kd3R37bULhdSGGRUYGEmy+HpkQvboVRQYi/fYSoBug35GmRwFeXIFv1izN6DvPFFZMV23R7oLiwurq58aEk3P54eQRSrQ2Ks4uM2x9LRGF+KN5a3E6Ybl3EKZHcGXbVfRjeKw8z7j+L3kNy4OImIydTKyzIl38TiJgz5dOr9pSfIZljvlXFqA5nz4o7X08vBPmWe4OUlOiRlpYL2SDDP8ATrm5OkMM+B1wvNUn1UY37qdfrNGK6R4lO1Iyk8zNvNohKUn22CAtzKk1VXc5L6/j+Cznl+rJW9ozlMPuIvvvuu5g6dSpCQkKE9Tf1FKHpkMsuuwyvvvqqBYfGWAWNBod+nYv+Q5+FoaiEBUYpiTNGIH10j0qHynv/efhtVxpM1QXlHCz9PNhuxAWVrF46Xfmk3qV/XiVhYQ40O6DTSfjvjyB0lMLgLwfjGPYgC+nQbHwb4ycHof9ILziV/uL4Buhx1W2pIvfj23dC8cMCcmisfEaR7UBgqKZqCOjoUXHXtXUbcYGWEJ+Jv/7ch5X/HER+vpLH4+ysxajxYbjmgd1oW1fhTWNPN5n7gQgzWA9IMU/V3XjMSd10XOXXlP7duV40zyeEegHR/riCxOKYHaekKpG1a9di+fLlWLhwIebMmYMVK1Zg48aNwhqcsX1ye7XG7q2voKCd0j6apgFENFWSRAhXtFynKQI0D/Qersga2L7a8vCvN4iSworoYHoqgaZETh/ywMVTtu/tQP4Xq34IRHFh5T//a+9Mga4e+b6UIEq8OTsaWemKegh3aoFhHiPRt5s3MrJLMPmOBHz/e+Xwv1FozJiXhOvnJJuOvtNFKGwPc/426Cq8oE0Fsyxi3z5x17VVG+zaeRZ33bEYf/y+p0xYGKMYa1fEYfa4Dvjnu9pdVxv1IEn1fI02D7L/ymoJmNWQze06S3Oaxuvkekz5NkUn2GaAKnFBpabGviF33nkncnJyMGTIEMyaNQuPPfaYKE1l7AsK+W8/9j72bHgBCbeNROqVfZA8eQDOPjMFeg8XwCCb9Rtir0KEhBVNgZhyXHSLSYWkK0+2K5aLcApKhjk1KjNFcpwLbB0SFX/8r3Iynae3DpdflQUnZ/MvxnOytHj+ttbYskIJ77u4GjDupjT8tCkdW/4JxcxbFKOdDz6v+Yr0tscS4R9cXdlobPh335zvfOy9FaYCTp2C+4cfioedwtrh+WeWQleih8GEsR3lelLJ8MLHo7D5H18Vg7JFKVYhz8F3s9Lp1OVSzesVtjHzB0VP6k15WBKmvtqEMDhRB0dzdsaoRNWnQI3KjEmc33zzDQoLC9Vun7FlJAmZw7vi+Bf34cgPD4oTbJtXl8I5p9AmrxYtDUVodL6euPDYJJPPyxS1qJB0cAEnhH+DJ3zQHpWnUIyQ26Wtc+GkK1LiyiMs/UZm47MNJ0UViTkYDw1NcTz4Zize//s0Plp1Cj8fOoqH3ohDUHghXJw1eO2pIBGlOHSsGCdO19BRVQLG32Q/bbSNBRl1fdoGjQSdrwcSbxlWvnDOHBQUFWF03wFIOmgQoqLuxFkZi18OF9NPtQ6KyjnNObk2NhQl0ORDjnodsibf9Cq6IKVKxpySVL//IGuzIWVeYZZ9OLKHQJJtP9rosDkXlE9x7bXXom/fvsL298EHH4S7u2lv/S+//NLSY2SsjFNGLvpd/iw8T8bXy2CLplCKg3xw7vlp6Dx7MWwd5eJOEmWm+9c8i6Jo01VOOb1aI2TpTnEGKZDzEAMlCa8DesBJMv2ns+K7QFGWaU4EoPLgrB/i7tSnACOuzcDGv/ww5MosPP1Zwzt9BrcoEbdKSEqpa4C/FqOHeWDVv/n47e8cPPOoiRJEDTBkQhZ++kDpjmkvSHX0pJGdtTj41xPlkbG4OGCtUqHw4uzOeP7uiyqjDRISL7li/2Yv9B2u9HYyiXD4zBclmjYb7hddTan1w1ag1Pq72ipp10EmZ021fw9uZxXb/YvPAyVBgFO6ivcvQ8pUSoIZy6NKGn7//ffCJIualFHyEXmKZ2RkmLwx9kfnmZ/Ao57CgtC7u2D/qqdRHG56qsDWKGgVgtNv34rtx99Hbo+WNa4Xf+dIIZwIqn4gB05/BIvunzWxZYUv3p8XVf/BNULIiKIE896PwbUzU/DEokt1unpagmnXKFbjHyzOxOoNeSbH5OVb2e/BXpArTLEZnLVlJbfZfdtgz+aXkXl55/KV//lH3A3u54HsrBNmTWNonWQc3FbBLtwUZOCWeh1gcLPtKRLRAXV1jc9Jhe0Vnw86RakqSTUALvHCUl+KnQ8YXGuOfJRuT0q+HVJReX8YpgkiF9Qz5I033hCPW7duje+++w6BgdWvPhj7w+1CMkL+2NWgVgZ5nSKQ1yUSRREBNp3ZXxDuhx3HP1CuIlXUWBaH+SPu7lGI/HwdivXKVXgQwoTArgmaH1/7awCuvj0VHXsrnhhm0UgHkEpH73shQWl/Yo39VXkf0672wqL/ZWLf4SJcfWs8ti2PQr9e5dUqNI7cLDPnZWwE4/TIhSeug1NOIUr8PZEyqX+lxmZGgtLOgLLXOrR1QmGBJIzHardhr7AfSUZRgabuqonQ74GsoYo1NpVmks08YUt/nDQO13gYXC5BUxxtepXcgZATC4Hwz1Ru06C837TJkC6+DDnsf8IDQxEZUrn40gUKd1ApZ5AF3xDT4FLU86V9FRjHoMXX5L1P9ef1D6H67DuPjnP+J6IBtvLbVRVRDePmojQeM4NT798B9wspwMqdpUvqfoeUd7H82yB07EVttU00L6uNRj6AVhEWYsOkzoIB51SRyOfpocHmZZG44b5E/L06D3c8lIQ9a6Lg6qqcLCmXYNsqFQmLNgq93bSxPZA1VOlwWhMjinbgt9IX+AbW1d+lMgaDJF5T+0BK/459tpA6VpIj9Z6AphDwOlC/agpr0voJGPI7Qkq8D1KJiYgglZbKlPukMqrllAt4nICU3w1SzLOKuZb3Dsiljcuk/C5AXg9I5hdKMmbCR7iZ4342scGVHtSsKeLLf+GcXstcsE1YNZv/TmUXZxxc9oQo01ULdRndvtqnmXS2NAFdKep8gYwJlY6Bm5sGi98NRUiQFsdOFeOFdyokcMrAqh/rKLe0Yehd9h/2PAb0fQyeVQ2zSgk0pKOn7kTZv/tfkQNXN/Une4NewrCJKn1U6Ovqkgh4HQR8tgPe+2w3B8P9FOTWc2FofxsMHW6Foe0sGIJ+VkpWRdTFzL8jEhIVHD+pUaAm+XZoUm6CRE3L+LTXKLC4aO6U5hQ0GElCi282Iqt/O5stS6XckHq/VlaqHCSVoYWCvNI/LUfsbl+bxbTwUdcqLeV9NlVbLyhQi4/fVDwf3vooA4u+VE6W3y4IR1qKs90eKuO3wuvQRfQf/BQ8D1dPkh1YfLAsr4m0qoeXAWOvT4dGRYURrdNrSA4i2xWbPyhbF7lifFRFUqJEKGhqJ2A55DYP16+5H+VbME0Oi4tmTm7nyLI20Q1Cb4DPrtNIuGGITU6NULJdTu/W9XotnS8zkSYe+0Ld1bW7V4WrREcTGKV1mPS1ObTNG1+9Ho6Pn4nAd++E4txxV+UkEfYtJfSYnOa57kovPD5HSf598OkUvL84Cx943yZs1+0dsonX5Bej55R3lLmeCnigELl5yjJvT+Wnd8b8RIRGFtcqMKhE2N3TgAfeoGk2B0Uy1VyM+oacMi/iQlGzguqGeEzjw+KimZNw+4iyioiGQFvw2Xka7Z/9CbYItb+Ovb/2ngY1sncvdCiGE5xrNM+qmnNx+VVVwtcOJjAMBg3W/xaG+VPb4NdPgoWD5I8fhOL+0R3x0FVtlb4ltXytXn0qsExgzH02GR6u/yJzUDvLRdKq4O2nQ6c+eeg6IBfBLcy4+q+nwPA4k4iAdYcrLU/WBCIrRzlR+ngrP70+AXq8++cZtOtWUM0nxSg4aLwL/jqNyLbWHbdNItfDYtygVCYxdpDQaaoLak34+ChufIx9QBURCTNGoMXXG+qVk1ARl4w8mzx/iii+k1ZUxRSH+aGgXbh5G1i3TtxRGaqGDBlU5FxcNUOJdFSGLvel6lditpTFrxJJMsDTRzFB0usq9/jOznASzclqf70kBAblEr++MAM7n/4BzmFb4C/3gFtpx1lL0KZrASbfk4IRkzJFhYwR8ougXjC71lvn94rKUelvKn1sz7JlW537IDhXMUDx9Sn/HgWG6rBwxWkc2emJv78JxLmj7iIqFNG6CFdOc0X/CSehba59tYyiXJ0ViEjolJ3jIdXQdZVpPFR9Zf38/Gotv6uInvxqGbvi5Id3wuN0Avy2nmiwwLDFc6Q49en0iFq4AtHvL8eZ12/BxRpcOU2yfbu4u6xTDxScqt6DqvLOZFx9WxradjXhYpt8K+BxDPDaW3keXO9dXi5oJ8gGoKTY9KdNuQRqoN+Ul58IRHCgFi++k4msxIuI0XigPbpaZIwUPXpikZL7UNXUjIzOel+eiyUfBePL18It/s2l6AV1Hib/7oD1R0TiNCmpk/lUnpqKw8eV0mYj9PPafVCeuAlEFYktSnU7wDkFYHFhH+Jiw4YNZY8vXLiAJ554Arfffrtw7iS2b98ubMFff/11642UsRoGd1fsW/MsWr/yO6I+XgVnikBQeNrM/iJNifFnuLbxGtumt3/iexhcnRDz0ER1Gy/tYPng3Vdj3/pUrFl1GFqtBL2+/MefwtkUsSBhcf/LcdW3ofOBRG6EBZ0gk3uix9HSqzLJ7oSFkTOHTbv05ueq96sggfHQTH+E+rbCzQ/vQbx3GtrmAJoGnle79MvDkx9fFM6fpgzCjJGA6+ekIC3JGX/9z7RLa0OCSi7JWRjaahbc4tLLtEK2rITsf/w9F68+qUOLMBM/wSK6xcKiDLM/APv0S3E0JJn8vM1g1KhRuPvuu3HjjTdWWv7jjz/i888/x3///adqmoW6qyKLLGB5GsWWkIpKELRiH9wupQq3wciPV8PrWKzNiwz6EpN5EQkjNWM1uDhhc9znwgK8VvLyAC/FFTH5zzUI9vPHyZMJ+Puv/di27RAK8mV4eBswdGKmmAoxGbGgk0VhazEfDM9jpd4XJv7s7Gh6hDqr3tSnCzJTnU2aPX29/ThCIkvUOX/KEvIuTkXI8HdRWFyEni2mIShBOT5SPQ/Rqz+cFZEJNdMJ2Rla3NS7C0qKLZeCVjHwUHW8u+UNyEIaJvSJwt9/e0AydmcTLWBttFy0KTHn70KWIJ39CJLePtyC7ZHsvFz4ThwpnLprS4Mw+6+JohT9+vWrtpyW7dq1y/yRMjaF7OqMlOsGiqv6uFnjkXDbCCs6LVkG42larbBA6TRJOBmI1cXx4+KORAXdiI4dwzHvsSvx+/K78M/Zi/j18HE89GZcDcKitNTO7TzgeUQpuavpqlTN4G3ggpaKIFZ8H2hSWBBkDPXXl6YjAaZfoIUueTCi3BXb9OSE3aZXM6at1LG5sOgi0X9DbZ6Cj79e9FixJPQRV85EKaclOoj7dfuSsObrQUBhNFDUQpg7Ia+7zdt22ywkznL7sbCwEcwWF1FRUfjiiy+qLV+8eLF4jnEsCtqGWaZU1UoYza1oGsesn2SDjJClO1RPiXRtVdrSuQKSLhjSpZeAolL74oq9DKqeIGo726hFbLN0H03Q+ZK+BiQsdq33xqfP154wt+L7AMSccRURjrooiLkWD9y7FD45yjYT5Au4JJ+qdKhEc7wQHzHHUdch7Ng7X0yHqEVXAnTua7pDp9i3+k2pWl9PLcJLPVOWfOIC6cLr0Fx4B1LcfMD9JE+JVDuYKvqLiOdlSOlXmflpMdbC7Bzk9957D1OmTMHKlSsxcOBAsYwiFqdPn8bvv/9ujTEyTUjqxD4oDvCCi425bxojpSU0trQcsxNRRWJ5RvUGWuaIC7GdkhDIl54HAv5S+hpo88pdpuo7zVH1dcZ/k0ApE3p0ptdSIgkak2/fDsOSD4NFKWptFOZr8eSNbfDu0jMIb1mlW2qFKQApdSreeUxGcnI2/OUQtEd3nMZhnMYhuMpuCJMU4Uafr0tytqrDWbEqRC0urqanIwxaCdm9W8P7WCy0+bWXghojKxUDUzq5BKlIRC4ykSNuWSiGEuGKRFvExWXg8KFY9OgZRXaSgKYZlpvWBn3gSTMAr91KMrQpO30htGVIifeKhmeMbWD25Q91RyUhcfXVVyM9PV3c6PGpU6fEc4zjTZPEPHClWfbX1oYu4PM6R2D/iqeQ3yEchnp4I9Dvv87fU724aG1aXIjeBa3nAYF/KsLCGKEgJEsZCpl4LPbTuBEl+gq4uhvoZ1zV+mkJLrhworw5WaUPMGs4jv41F8/fJ2PL5jNlmikaHRCFduLxUexGmpxUvn+V40xPdjb7fdX0Go1eht+ec9AUVD/pVz36RVGByBjWRRi2iX/LhdiJdTiCnbiAk0hDUpmw8IG/EBfExQvUykzUS6PZIptyeiWVGgW4nwCoJ0jaJEDvV/21+V0gxTwDKXtYY42WUUG9vs2RkZF47bXX6vNSxg658NR18N1xEoFrDtZ6PqvrQt0S+Yr0m6P3cMXBvx4XfhXdbvoAmvqUz2okpEwaUPs66enAjh01Ri5kpzTIUS8D2tzSN1ZhHI2hxSj5T02ZjAWZcFM6fl0Ugvw8DWRDzTul6hnKfRgwqnolDOWQf/FWAf76YQ0GT8jGYx9miXbr+Tla7FznA+fl3VFUXIhkxOI49mIozLtoObjVC5lpWvgFqovqUG7Gv0v9a/2+mvreV3z3Fx+5CqffugXtnvwRfttOimXncAwFyIML3BCMFvCGL7zhBy/4Qis5lQkbQ+n3V4IWckEbJT+nOVWLVAjGlSGidNS4LAZwjQW8qXEgWeWOAHIHQCKLcBJjhW0glYQ10cAZi4uLzMxMMRWSnJwMQxWL2xkzZtRnk4wNIzs74fjHMzGkw4PC5rs+AsISP5Wl06pwyitC9+kLcPSbOXWYTtSyLa0G8XeOrH2lhx4SAqNjVEsM6tK9+jYCl5YKiybM8G/kgJJfkA4vf3dOTHlQdYVBD3j768VURE6GViwjZ0la79Ufz5tMqqSP7LJrDuGmxwvh5WsQeRm0Ht2PvC4Ts1/RYsLVQPJZwBPmV5ORqdeyr4JwyyNJwjq7NnQ6sjD3Qty56sZdVK6sLao7aYS+geShEnfXFUqOkk4RNZ5QKpHI2bUTepv0CqJjEd6ivBuslDkOcvgnaFZIdS2voD78NgDOaUDcPCHGGAcSF3///Tduvvlm5ObmijKUin8w9JjFhWPS65o3RdOl2s5lxuq7mgRGQ8+DFV+vNIh6GoXRQXDKKTA75+LsyzeiJKiWExdVPn3/PTQaDb5+4nm4OFcOm8uaPKWtdTMsHew6IB8frTqFE/s8hRlVWHRJWWLk5uW+SIxxwdjrM4TzpCnohN99UHkCpVGAGO9jUwqwP07xColG/ebQf1kUgr7Dc9CpTz602pqFRW6mFu/NNZ2IrkZYwJgOozeg74jnsWvvWzC4OkNbWIIWaCWiF/nIQSoSRPSiKgGBnujbr0LPm5yBQMAywCWhWX636oQiGp4HAf9VQIZKnxrGPnIu5s6dizvvvFOIC4pgZGRklN0o/4JxPFwvJMHraIxqB166ZfVpUznKaeEx0VQIzYO7JmaKyg81GNc6++L1uDj/mtpXXrBA3N0yZgIGda0etRDJZdSgq5kS3b5YCIjQqPJjQC6YI67Nwo0PptQoLOqCpgjufjQJhYUyxgz3QJfo8qt6cygp0uDJG9pgy3Jf4SZasWqFRBBx/rg7HpzYHslxprvlGszMM3JJzUHQ8r2Iv2uUqG5xkpwRAUU4XMJpk6+ZMrU/tNryn2FJdoEU+wRQElKed8BUQ/ZfBZnKuhnHiVzExcXhwQcfhIeHh3VGxNgcrd5aZrY48N13DtZGCIyMPOi83UQmv7GdtSnEb7RWgz1rn0XmiG61b/jiRWh//U0UDD467aYadl5z6WJzour5t6F5v0dPFmPH3kK4u0n49K0Q7Po7Hf971XjFb16CSWGBFq/Oao1FP/tg6tDjaN25EE4uMhIvumDVTwE4sc+j1m1p6jHlFvXRSuza8ya8952D787TiNK3w0WcQgZSROUICQ7xDiRgyNAOmDKtf7VtSLpA4OIrovpI9l8JOGXZpdGa1aD3T1MjVLZb0LmpR8NYSlyMGzcOe/bsQZs2prPnGetDc7pB/+xD4Mr9cMrJR4mfF1Ku7Y/0Ud2reR1rs/MR/v1mBC3bLUymyMUyZVJ/JN4yDHpv0/bNVXE/n2z2GBvrN5AqRXJ6tILP/vPCXdRo8V1pLBpJ3A4tfaxuYUEsXAi9QY9RffqjZ7sONeyYxbU1KCoq7QQaqEWraGf431BRXMCsb1V4VBHG3pCOxHHhWPjZeHi+ekjV6+qbI0vrex2PEzlK+9Y9h/bzv0P44rVAaRsRDf3a6gF3dxdMntoPt942pFLUohIeRyBTDxoWFjXjxJFyhxIXEydOxPz583Hs2DF0794dzlXmoq+5po5wM9MgQn7fgY4PfgnXhAwYnLTC4IrKRKM+WY381iE4/vl9yCCRASDis7Xo8OjX0BQWlydgS0Dg2oPoMO9bnFpwO+LuHVPnPg1u5pX2iX2hcaDohXNmHnZvexUdH/wf/DcdF8maxt4oJDZyerbCqfduR+awLnVvMCsL3p9+BqpxmHv9zTWvR6VxBudmPTXSGPgG6qHRGGAQlSk1fatktOlSiNseT0BgeDFKCrWi+iSybZHQ2nr9Stz1jgfm7G6NlAtOVv/+SiU60a/n5Ed348wL04DgX8Tyq6/pg84dojB8RCe41fA3JdN/wT8AASuqG6U194hFVZpz6a4dYPanM3PmTHH/0ksvVXuOEjq5K6r1CP/mP3S9Y1HZlZWmNCvd+JvjfjEFfca/ggN/PgaPM4no+MjX1T+j0hdrC4rR+f7PhfCoq4EXRUSC/9pts79t1AMlt0dL7P3vJXgcj0XIn7vhlJELvY8HUsf3Qk4/xU9AFV9+iZz8PHRu2Rrj+iuN+UwhGTwhZw8BfDfVnXjHoWyzMabRKJUkMgy19P249q5U3P9yfI3PU0KnN/Lx+erjuH9MByReqrmle0NTHEr8PISwMKL3KBcRM24fggCfyjkkslQA+GyD7HpJ+R5p0wHv/cqTnNCJWj+oIuowyziMuKhaeso0Dm7nk9Dl7k9qPU9RxQRFJnpMexcalZnuHR79BqlX9RUldDWRcPsIsZ6xxM6WoGmR7AriIb9zJC50jqz/BncrfS1uHTtBVIrUhpQ2BbLXvtrLUTkhzyzCQ51EtCE2Xoc/VuRiWB8/lBTXXHJIpl63PZ5Y53ZJYLi4G3DDA8l4f37NbQoaIqANWg1ibhgArFsHHDwIHDgA7CR/BiDI1w/eHuWmbZSMKAf9olQ9kDNnWVml7f2N2RwU0cnvBqkktKlHwtRC4zcoYOpF5CdrVF0A0zSJplB9qJ6mD2j6pDb0Xu6InTVO9XmSpiXQiNMicfeNtfh23V1qvrqtmHgnxTwL6PxKa3ArfDpl/6a+CPxnppaIcCfMm6UYWt06OxETZ1zESfkA4uTzyJYzYJArn3yHT8qAu6e6Cx4nJ2DU1Ax4+lj+BF4oF+CAbiPOfTIHGDMGmDdPlDLj9Gm4u2nxw/t94RSwDbJUrAiL8IVKySnZfSu1rKU3iw/NsTD2EEm7tqlHwtRBvSatNm7ciHfeeQfHSztGdunSReRhXH755fXZHKOCiP+tN5msWBNqm43RNlt8+x/OvHVrreudencGAtYdEu3XTYkc47KMIZ2Q1y0KEZ+vs3rDM9p6+pgeyOnTdMnFUnEEcH4B4L0dsv9qwCVWiWLoAiBljhIunsL4h1HN83MDsGl7gaga2X2YqnLOlD2nhRNC5Ei0QEv4IQg9BuUJIy/yyCgplrB1hS/WLPEX5aVUGdK1fx6umpEmKkUIF1cZHXvlY98mxeDKEpBF+VHsQnFp5ma7lh7o0U2LXl1d0KOLCwb2dUNIYAxk6VMg5Fsgtzfgvat5CAlL9dcRyxSRLiXeB6mgk0WGx9iQuPj+++9xxx13YPLkyaIkldi6dStGjRqFr7/+GjfdVEPpHlNvqAqCKj1Ur2/m9p1TcxSrwFrqCMN+3CKERU3bp2WUc+d5Kh5nX7tR5IdQBMVav5/025PbOQKHlzxq2Q0Xm984irwJkD0cUvbw0rFR943Sd+67juvxa6Cmr5yrqwb//RGJ46eL8d1iJ/z2k1Y0/cpFFkpQjARcELf26AE3DxexjSM7PfHS3S2RleYMjUYuTQAFLp10w/JvgjBobBaeWHRJRDloKsUyyMiU07Afm8W/SEh8tygcXTu4KA3MKr03ubyE2Xdr85guq2jrbe4PgcGVXMwqbEsCcvtASr+am5M5qrh49dVX8dZbb+GRRx4pW0YiY8GCBXj55ZdZXFgDK08zGFycahUWUnEJOjzydZ2/ERqy5s7IRchvO3Bw2RPodfXrQJGuYV3GTV7ASIi9ZwxOv30rDJ4mGmPVl4wMeP6zAiTjerStf3fFis3f5byeyg9jc+oVoZLaPDGcnCT06OKKGdM9cehnpZFZvpyLvdiIIhSIf7vAFZmpWhzd7YEnrm8DvV7ZoFFYEMZlu9b54OmbWuONX84hK80yVQbkNJridBbUi+zK0Z745fMwuLvX8bfa0KZ29kJ9BIXoSNgLUvIMkU8hUxTQOYXmWakrHCR99f4vjO1i9lnr3LlzogtqVagE9fz585YaF1MB2UmL3C6Rlab0a8Nowa02CS1zSO0hxpClu0TLdTW71+gMaPHlv8i8rAN27nkLSdMHV8vBqNYA0cR2jCkLsotWuZckFEQG4uLDE7Ex5Uuc/HimZYUF8cUXyCssQPc27TCyd78GbYrm1Q1BPwGt51ZuMMaYJTq6DsgTDdAo12IfNglh4QwX9MIQhEst8d9ffnjn4WgY9FKtjdTy9PnYursAP74fXGqeVccYSCnXwc1z45CmUapU5s/yr1tYOGxkQmMi10gCMszNhaIXG8oSNaXiSEh5vSHl92BhYYeYLeGjoqKwfv16tGunXE0YWbdunXiOsQ4xcyag0+wvVK1rzgUD5VzEzplQ6zqBK/eJqgy13UepsZjvjtPCb+PIz4/gZGo2vPefh1NmHooDvZHfLgz+W09Cm1ckSmF9d55C6K87oCkur3ApighAzOzxiHnoStGrQZxxrNn2naZDFi4UD8mV01STKbUoCXuLRB6Gw1+hWgnjYaPKkWmzUvDk43oUIl90GB2AK+AmKQKBpkPqOsjx8gWcwH4hUGZ/4I4wuSU6hgZh8jQZoRF6katxYr+HyNegqEenPnnwC9Rh2yo/0d3VGP1QxkOTXsDMZ+Ph3PIScvP1CA/VYsgACwtde4AOS8r1AJXRkh0+Vb3ovQASB9TN1H+N+duUzffUYRxEXFBvEZoGOXDgAAYPHlyWc0H5Fh988IE1xsgASLzlcrR+9Xe4JGbWmthpcNIgv304DB6u8Dp4QUQSals3t2crpE7sU8MKBrR68y+E/bzV7LbmXe5chJgHrkTCHSNFg7D0MT0rPZ8UHVz2mMTNyQ/uhO+uM6JfSHGIL7IGtVfqBxuLX38lb3uEBQTixlHjGrYt343qhAX7X9RMhWM38dY0PP1hJhALkchpFBblK5o+kDpZh5PYjwRcLF1TElUdJDUuJAFbvpRwWT93DBvkjivucse9L3pi/a+BGH9jGrz9DTiyOxlffeSGbTt0yC0qgquHAe26FYiE0FOFenzypGLLPeUqL2i1zVBF6t0hZVwJqVQQyO4nIEe8RUlc9azBliCxd4XDIMmy+Sn9f/zxB959992yapHOnTuLapFJkyapen12djZ8fX2FGyJ8zG+p3FzxPBaDviNfEHkNpkQDTT8URgViz8aXhKtmnzEvw+vwJaV0q8KnrEyvSMjtHo19a59FSbCJ5lCyjC53LEL4txvrnewNjQSDsxOOfT0bSdcPgc1CfwL9+gH79uHlO+/DMzPuqv+m6L9WjwEu8ZxnYUFeejcNL76TDi+NFwINESKCQJDtDrU094YfvOAHV7iJqFOOnInD2Ck6khJt0RW9w1pi3CMHsXxDFjbtyEdGZuW/IQ93CYP7u6NFmBZHjhfjyMliFBfX/vPYoa0z1v4SgcgWzeyKW5RqXQtN6nTln66XIEc/R/ak9f/eyxpIZz/kKRAbJzsvF74TRyIrK0t0RreouGgoLC7qj2tsGlq98QdafP0ftPnl2dQlPh6ImzkKFx+/tqyVuCavEBFfrEfUhyvgUaE/CNmEU1SB1q8pbyHy49XoNGcxGooxT+T4x/dAdnUSUyElgd5IG98LOr9yU6Em5b//gJEj4e7qiphfliPQ16/em5JdL0Bu9ZRFh8cAKak6tOp/QXRLrQ3Kx/CCL7KQRlkvQmx0w0D4S8FY8OdpdOyTL/wuqPvq4ePFouR14/Z8cZ+WUV2we3tp0LOLC1q3pCqUKk/meeHdtzzg798Mcy0K2kCKfU6plCKRF/G20gq9vq6i9EORdQU0SfUX9oydi4vdu3cLl86BAwdWWr5z505otVr0oyvAugbHkYsGo80pgN/WE9BmF0Dn74nMoZ0q2Q5XwmCAx+kEOGXlQ+frIaZNqv9SluOz85SIemhzCy2SMlCxERQlZpL/hd7VGQm3DsO5l29AcWj9T+YWgRKUly/H/ZOm4ONHnmjQpmTPvZAj37XY0Jhy3nxZQkJRcqXZsnPH3LBrizNykCWiFEpGhEIgwtAV/eEiuaJd93wsWm267TlBYoM6spLISM/Qo2snV/Tq5opWUeQYWvmvgH4xTx10x7KvgjD/g5jm9RHR4S0OhXTxdUiycmEiO6VAbvNQ/f0sCKoSiXsUUv2slxgbFBdmf5KzZ8/GY489Vk1cUCv2N998U4gMxvpQR9O08b3VrazRIL9jRN2r5RWi280LEbJMscC2FBV/c4zGWtqiErT4egOCVh3Ans0vo7BleQ5Go1JSAqxYIR4+MPn6hm+PmylZheJCCTt/6Ipb5wXgmjvSygRGfq4GN/TsiqICDfSyHnnIEkKDIhjBaFGWmDv2+nToSgCnGmYvSEB07+wqbjVhvAyLOeOCx6a2Fcmfs16Jg6d3fa/W7bAklcbrmgS4JJb39vA8Uv/3URICKWM8kDkGUpkFOuMImB3Po26offpUTwDs3bu3eI6xT6iTY89r30Lw8r2Ntk/KG3FJzECvia+RIQGahPh4EdlxcXZGx6iWDd9eUXRlG3DGImxa7ou8bK1ov35sj4dw5SQ8vAy4da7SW0QraeEjBSBCao0QKaJSxU94y2Lh4mkO1DStItkZWnz9RihmjemIwnwtigs1+HlhA/pb2OvXRNZA9ltX/m+p0LzvPJWu5vSFdPElSOffg5Q5noWFA2J25MLV1RVJSUlo06ay5XJCQgKcaDKTsUvCftiMwPWHG32/JDDI+TNw9UGkXVlD1Yo1iVHC2pHBIXU2KlMDGf3Iuf0Ar73c1dKCnD/mDkmSUVKkwZM3tMVdTyVg4q2pcHYFptyXgpxMLZZ8FFqtdJQQyZ/1yCx7bkZrlBRrhKMnGW/RVIhc5ST6y6JgRLUvwNjpmWg2UF6F9w4g6W7l3wZPs5M4pcK2kAor2xkwjoXZv6Zjx47Fk08+KeZbjGRmZuKpp57CGGrYw9glUR+uFM6XTQEZeUV+srpJ9l1RXFgKsigWsHGWRaAIQp/hOaXTEjIun5iFbgPz4OKmWJ+QJrzzqUS89dsZDByTVckAyydAhxsfSkK3Qblm2aTQPs8cccfBbV7Ytd4HJw94VBMWChLefTgaMWddyqZNmgWagvL8lrxeioumOeIkt7/VhsbYBmaHGqhh2bBhw9CyZUsxFUKQ50VoaCi+++47a4yRaYQKFJ/9TeeuSr4d3gcVL4JGZ+NGcdc5urXFNimuyBJmK0ZaYl7dUHOGK1MnNJ3Rd3gufAN0uOuZBIy7IcPkLFrPwXnilpulQWaqk2hcFhRWUmOeRU2Q2+fWlT7ITFX7QgnfvR2Gpz6lsu9mguxSZnMv6X0gZw8CfMjbxVD3lEhBB6XhH+PQmC0uIiIicOjQIfzwww84ePAg3N3dRSOzG2+8Ec7OzazW20FwTlO8AJo0J81Mky6LoNMBv/8uHk4ZfoVFNy3lXAaUBEMO+Avw2lc5bFwcBilzAmTogeBflDlr8SKLDsHhuGVeEsZenyEe1+av5uVrgJev+Q3oBNRMTSMjNdEZ3n465GSq+4mMv+CC4iLAmXqW2fLnaIk/WNqGzheyVFJmoCWl3gDZ8zCgza1ZYJCwkJ0hJd3ewAEw9gD7XDBwP5uIIe0fMPtIUJSYrLkpGVSjr784IGvxrMs7Y++GFxv301i3DhgzBoE+vkhcuspqOUOi7TpZJEs6oCQQKGpddtUnk7Dw2QbZcz/gcQTQFLHIqIGiQsC1MVy2S1M0yKDr2G4PLP08BDvW+oiIhiki2hThw5Un4eYum500arfQAaKeH7HzyspHZecEyJFvAC7UbExTLjKMjft03pDiHhP5Fozjl6LWK4ONpj+GDh2KFi1a4OJFJZz93nvv4a+//qr/iJkmo6B1CApaBpuVIqDzdMXZl2/EjgPvoLBlSFlzsYqo3R5Zi1OX00bnzz/LohbWTEaWdIFKA6bc/pCK2lTqmkpeARKZB8XPhXRuEVDYinM1qkC5DLnZGrgofk3Wp7SNDUVHug3Mx/NfXsB3u46hc1/ql1tOm64FeOitGHz+3wl4ejcjYUHQV9jjMBCwonxRSTik8+9CinsQyO8oxIToNVLYBlLCvZDOfcjCohlhtrj45JNP8Oijj2LChAnIyKC5T2Xy09/fH++//741xshYG41GNEYju261kYbtx9/Hhacmo6BDC+w4+A5OfHIP8rpElq2jF23c6z5PUjJnUZgfkidX9k1pFFKpBwLQtVXlyqemQjJ4KFd7thxWbwJkA5BwwQW1tNSxGka97B+sw1u/nUXH3nnQaA2Y+94lfLL2FMbdmC4cP5snMmT/VaJRnxGKYki5g6CJfRaas59Bc+ZzaC69DCl7eJmbJ9M8MFtcfPjhh/jiiy/w9NNPV7raI2fOw4cbv5SRsQxkBZ7fNkw0M6uLC09PQVFkUNm/yUI87p4x2HF4Af7N+x7/pX+NDXnf4+g3D4hf56oRjbLXaTUwuLvgwPInIVPn0yaiIR1QLQ5NizCV0mLSk52QcIkSCJsOiko4O8t49YdzWHriiKrcD4eHPhCnTMheuyFr8iu5ozKM2eLi/PnzZVUiVf0v8vIqhw0Z+0Hv44F9655DQdsw8RNRtSzVKDouPnIVzr2gNCsyBVmQi54hWi0SbxmGA8seR377sNJtaGFw1gpRQWQN7ojd219DTh/biBzYBDpfnhapMB1SkKvFb5+EoChf2+SnLkkDePsZ4O7Z1COxMSI+gNz+bsitH4Xst0oIDYYxO6DXunVrUXpKpagVWbVqleiOytgvRVFB2Ln3LYT9uEU0O/MWHVUVYZE07TLEzhqPrCGdzNpm2sS+2H5lH/hvPIaAtQfLGpclTxmIvC5RVnon9ouUMwSy+yl1KwvfBSpvgEMKCwooefvpcd9L8U09HPukse3FnZMhh3wHBPwNxD7F5abNHLPFBeVbUH+RwsJCUM+zXbt24aeffsLrr7+OxYsb3kWTaVoMHq6Iv3uUuFGvEW1BsWh2Jjs3YGJZkpAxoqu4MXWQNRQI/pGkXt0nBsrAL2gNuJ13SIFRk+Bg1BysJihtNpZbO2VBjnoFctIMwHsn4BqnLC+KhJQ1GsjvUimpmXFMzD5j3H333cLb4plnnkF+fj5uuukmUTXywQcf4IYbbrDOKJkmgXIpamrJzlgHSXYHEu+F3GJh7ScIilpkDwEyxgCtnne4j8OUiGBhYc4BRNNBScnaLCDiw8olqS4JkH12AoVRQNw8SLomalbINAr1KkW9+eabcfr0aeTm5iIxMRGxsbG46667LD86hmmGSDmDIMU/CMiuisCoaDstjIjIc38UpMR7Abd6OJs6SMpAs7LbtjeMX9mKhlrGx65xkKNfgKxVkmIZx8TsyEVBQYGYDvHw8BC3lJQUUYLapUsX0XeEYRjLCAzk9lQMtny2KleCJDbyukPKGgXoPSCHfAX4/VuPjTuGBTlHMuwUEhk0dRLyA6SEOU09GsZWxMWkSZMwefJk3HfffaJh2YABA+Di4oLU1FQsWLAA999/v3VGyjDNcYoka5QiJipAbp5yiw8AqbgBG3ecCAZjr51Vd0JOvhWS3repR8PYwrTIvn37cPnll4vHv/32G8LCwoRL57fffouFCxdaY4wMw5Qiux+FHPGuIiykhkYe7DhswTQONCWndwUoOTOvc+UpugajB7z2WHB7jF1HLiiJ09vbWzxes2aNiGJoNBoMGjSozAqcYRjLQyZFcthiy5WfVmym1hRUTFhtiuoGxjQVp8wK2kNKminKSmVdIGTP4xY8alpAW/+miYyDRS7atWuHP//8EzExMVi9enVZnkVycnKtTUwYhmkgHscAl6SmFwXWgKdpbAu9L6Tzb0IT80K5X0Vun1KTN0upQINo3c44JmaLi+eeew7z5s1Dq1atMHDgQFx22WVlUQxTzp0Mw1gGmULIsgP5TVc9R3HkwnKIKqN6vpY+B4MbpOLKJncStJAS7ivffkMhkZzfxQIbYhxiWmTq1KmiI2pCQgJ69uxZtnzUqFG47rrrLD0+hmGMaMhe3wGjFozlaeh0k97D9GbzewJxj0Ju8ZFi9FZpX6WeFmr2SdEP6pZa1Koeg2PsgXrZLlISJ90qQlUjDGNXFCk/jnbjFmhwt73Le86VsG3q83WRJUh5fWveJD13dhHgsxmy70bAKUOJqBV0AAraAiE/1GEAV7qdVDZddGSabbNgpplTXAxs2CAe9mzXHvaAlNcLsv9a817EJ3/G/G8akDmy9jUMHkDmOEiZ46p/5fS+kMM/Lf3uGao8STPxEqSEWZDyuR2AI8PigmmerF0LZGUhPDAIQ7qVT+/ZNHk9gZIAwCld3RWpXBrtoJs5rzHnatfGAilMw5HSJkPS+9f/9TlDgaJWkP1XAz6bAE2J8oTBBcgaDilzLDc1awawuGCaJ7/8Iu6mjRglSqntAYnyr5PuUHwu1IgAej5jAiSDJ+Tg79Xla9BrCiOVZlOOWJXC1JwDQZ932iQgreG5c1JxJKSkuyAn3wI4ZSoLdf6QuDqk2WAfv6oMY0lOnIDbz0vEw+kjxtjVsRXz3YVt1L/Afw3krMGA3rs0JF0L9HxRFOCUbT1hwXrF9qDPhJIrL7wGTer1Fs1BkmRXSCWhyo2FRbOCxQXTvNDrgTvuQGFxEcb1H4TB3Xo09YjMQqbpDXNarGtzIXkehRT7hDI9UpPAoOUlgZBiHwMkPaxGc5tGsRcxRW3QuXKDsSAsLpjmxbJlwI4d8PH0xOL5z0Cyt+5XbmfMiyrIWsjuJ8WJg65MkTUMMFSZDdW7AxnjgYsvAh5HGtazhKlw7O1FTEkiwsAwloRzLpjmxYIF4u6B665HZEgo7A6NuSd+ufw1uiBIKTdDpnl11xhImiJA7wUUdFbMxSMWQPY4bI1RN0/sQliUmlnldWvqUTAOBosLpnmxdau4u2PC1bBLdPWw2De4QQ74C7LfGsA5o3xZ5ghImWPEXLihxXulUQs0HnZzZe/A0GdATpyF9lGOzdgPLC6Y5oWsTCl4e5h2ILR5yC5Z5wU45apbn3wGfDZCpihFxQQATaGS7Em31MmA926rDbnmsTX+LpkKiK+DBCn5ZvsxkmPsBs65YBg7QqLrgcyx6ppH0Tp0I2FBoe9qvTzI4MgABP1m4VbazTQp0g6REmZDyrevpGbGPmBxwTS7qIW9I6VfLUyKai0tFc+VPl9bAqhRU1ii9LQhzbJqgzumWq/8NGewFTbOMCwumObEoUPiztPNHX5e3rBXhHdAzNNAXndlQUWRYXxMTp4UlVAjGiwVtKDtFLS3nsBgLHpApRylozXDWAPOuWCaD6tWibuRvfvCxdkZ9gz1dpDiHofscgmy33rA7ZziT1EcAilrJGRtHiA6VzZCcqXR3ZHuPU7XcyN17YMFhmWPp1ZYcTOMtWBxwTQ7cTF+gONcsUnF0ZCS76j+hO8G66QqGHMzjBERcSeXt9uutK6FoyLNFSsIKyl1GiSDl2U3yjAVYHHBNA/i4+G0eTN0AMb1dxxxUSPkX2EuqvqVyEDMfEi6QMiuMUD4J6XTLwYT61bZblW1Y41GakydESYpdQqQcRUfKcaqsLhgmgdvvgmdXi/svttFRsHhoXwM6kKp1nTLePI3TnHURPp4aPJ7i4dy0O/lr1WzbTLr0nsCXnu5KZo5NERcGcWZwRXIuhxS5mgR7WIYa8PignF84uLg+smnIKeHF2+/B80BSXaDTHPqlI9hKqpQERIURS0hpU2CHPaZ4oEBYx6F2JpyS7sGUto08RKDyyXAa7cZJz4JyOkP+P+jvqSEVisJBlxS0GwRPV/oGCTVsV6Vfxe2BjJHAzkDIMEFkmzfOUaM/cHignF83ngDRSXFGNq9F0b1HYDmgpQ2BbLXfoCandUkMIQXhhOkxLshFbUBzvYCvLdD9t6hdEc1uEHK6wFkjYSk9yWTcBgCfwMC/zT/itp/OeCSbsYbUBqvNVtKPxvEPwx47QKC/qie22KMNOn8gawRkHQBQH53SCUhTTlyhmFxwTg4+/ZB+/EnoD6fL95xj/01Kqsnsus5yH4bgBJ/QJMDaIsqn5iMJyWDJ6TYeYqwKC1zRfYISNkjTG83+AcgYEV9RgQ4myEsjEglaHYYo0UGd9GlVipqKSJLcm4/yH5rAZ+tgKb0uBS2hpQ5DsgZaFZLc9klBvDeBVmbI6ZMpPxuQH5XSGx9xFgIjlwwjktJCXD77dAb9Jg6fBSu6NMfjo6szYAc8T7gftqEmDAoHVENHkBJKKTMkUDOYNUnJdn9RD2FRSn10nWykpzaXCIYotcHfTbjgOzLIRk8y56SilpDSroHctJMQCoEZGfFsdWczbvEQA79H+BxqtQTRflQ5MC/RRkzUm6BlNvP4m+LaX6wuGAclyVLgMOHEeTrh48feRyOjqzNgtzyOcCptDlZxfC5MUmTlul9IMU+LrwyzNo+NT4zVXKqhnoHjMjufDQQ8Jd9J4GqqXqhY5s5Gprk22tdTfQBkd3NH4LrecjRL1P9cumGqnyOzsmQWywAEu+FlM0eGEzDYPtvxnF57z1x98i0mxDs5w9HRw75WhEWtZ386TmXeMhBv5q3bTohee+qn7BoiCbQ+YpE0zrtzhu6H2tA0SK9G5B8E53Z67ZrLwmElDbZOkOBDnLk24qwqOkzLBU/ctjnkF3irDIOpvnA4oJxTHJyRL4FMfOqa9EcpkNEZ1M1J39ax/c/yBRaV4smr37CQuyvASfn7KHlduf5nUqXW2g/lhAjNfVTIbFALqoxz0HKmCjKQIUfSE37LQ6DdOkFSHofE7uQlRwany2QfTZBdjsllpkFCUOnzLo/Q3EMJSVKxTANgKdFGMckJkbcUQ+R5hC1gM8O886W1CnVa5/IuVCFGcmClkRYmbvEQg75FvA8Vu4QSk3o6KHeA9D5AK6J5m2YDpXel/6ntK+X6yFQhLBwBvTelZNVyV+EKjfSJwK6IGXs/usqvKmq25EA5xQl6qSv/F2VvbdBDlgGuF2q/JqicMUIi/ajYtCy7791e5hUEp8bISffanZOB8MY4W8O49DiIiokFM0BWZtZGojUq3yBpFzJqoXyM+iE5pKg0llTAnJ7K4mlTjmoD1LKjeKEK0e9Wl41UvXkqM0HNPnmb1wXAOn8ApHMKsMA2fMgQNMGZg2Q/meAdG6h0ttFVF64KRUcsptYRfbcD/ivrmM7QulAjngPOPdBWcWGIWgJEPhXuaCqiEsC5LAvlP0m3Vm3wCCfDHNyVsh8jd5PFbHDMGrhaRHGMYmNFXeRwc2k3t9skyTZrNfQyUvKHK9+82QznTYFyLrC9MmxLgzOkDNHQY58SxEWteaRmLltIXz6llXJ0MlcyusFZPc3f6pEpiOjgVTYDlJeb0gFncuEhXjaf2XduSJiEAbAOQ0gkUOv89mkCAvxnFzzeyaTNNqHinGaD58emPrD3x7GMclXrmZ9PMpL+RwZiVqdU1dUc9ujmwPlDZA5U52JleTG2VcpncwcVb+kCzLv8tkGaHLrn+tRm/ChChTjcKnjDOUY0NSDWdMiElDcovZokucR9eOXJcj+/8BAkZRAMsxS+bKAZcp7qA3yylAjcozovJTpHoapJywuGMYRyO8uqg1UnZDopFjQFhJVYJgBXZFLsU+V7ofKIU1sl5aRGVPCbOU1uiBI8Q/UnPhocnwaMbUgDKMs3bWMtp3bG1JxVFkVDEVH5JBvAOckczcGKXNszU8bS4LVQhEKyitp/WjpNIbK15GTKuXP1LbpzDFmiBwqiR3DhlpMg2BxwTAOgAjNp16vwkuhdP3UqfXbT0kIpIuvQkqdrlhOV6QoClLSTMVVssLUgJQ7UPGqUL0Tg3LSdkm0nLeFsSkb5UPEzylfTL1UPI6WtU8xa3t0ZZ9dS0IsWXfXB+dk89aXtZBdqyR8VoUcOAuj1UWdyJwriyJODFN/OKGTYRwEKXuokgAZ/JNpsytxYpEhJc6ElN+z/vsxeAHpk4D0q0sTPIuUEy1FKWo4Q0upN0CmUlltdu2CgcZYHAFQDoQl0ftByhgLZFxZlmshO8cDPtvrv03KWZF0NUdkSkIVnwutGSW/qGewpo4pMZEkGjcfcvSLNfeaoWMvaxU7eOpRwjANgCMXDONASOlXQ7r0NJDbq3ISH504qEPmpRdr7BtSr2hJcYToSyLpgmutWCA3UCnmSaXlek1Xz8JIKkiJfNBPU3F4PRMRK25TAvK6Qjr7IaT0aytZncuUDGlOHkJFaFhOmUpuRE2r0L6yRtZ/H6rRQ6LOqXUg6QIhXXwFyLxCKZcl5MrVPdKllyAVdLXucJlmAUcuGMbBoJMD3URCoQix00k7xKRBU6OOqzgauPgaZKqCoGoIY/MtQu8uKkvIjVNERkSewFjIoV80cK8ypOwhkKCt/pT7qYYli9Jr/TZATp1WaRqo0ioZ45UGciiynn05RVByBqlalb4DUvKdkFNvADwOKT1byD00v4sQHwxjKVhcMIyDIun9xHSALSESPJPugkweFu4nAU2h0pisoGP1BmrZlwHk9UAnwPqKAPKdyLmspsGgwdD4KWcjr28NuwgGYucrJbWoo6S2PlDEgYy0zOwTI9bPVSdIGKY+8LQI49A+F+6urk09EqamaRLyhci5DFJ+d5OdWZXqlMeUEH49pxYo10O0kTeFqHqxwE8gmU3VNgbyvrjwGpA1rOHTPCaqaqSUmyy3TYaxECwuGMeDrKF/+008HD+ghqtWxi4Q+RyXXgbyepZWMkiliYdGG3ATJa6lgkFKmV5rqaiUPcwykYSaxEvFfZWEQ5N0jyjxNFtgUNWJeN/a0lvp46zLIcU8U7N4YpgmhKdFGMdj/37g3DkRtZg4aGhTj4ZpICJplCodnFIArwNKEzWDO+SC9pA8jkEme21ytyQMTqJfCvk6SIVta99wbl9A51dawVJPkUFCxthQTc17yRwD2X+NWduW4h8GfLYqnUrJAKw4DMi+vMlzaBimNlhcMI5FcTHwFs1vQwgLLw/z5qIZ20XkL9CVv/Hf9L+iNgB1HRVOnjrA4AXJhK25TP1HqKsoJTGKPA9vxX8j7kEg6jUl/GFuwqWowOkHyYz+GySU5Lzupd4adXUoNYiOqiLBNXOcpe3EGMaqsLhgHIfz54EbbgB27Wo2rdabC3TVLvutUyocqKMriQMysBLJjN4A3Uy9jkSD/wrIQb9UaH5WarXtsxPQeQNkPkZuoC7Jpv1BTG6YpiacIKWZb0ZG7qVy9PNKJ1STfhOlY0ydLPJSGMYeYXHBOAbnzyOgV2+kZ2eJNutfP/E8xvbnbHh7h3pmyKFfAn7/VT7xO6VDDr4EBP0KJN8hWrObfH3g70DQ0upPGKMUlIwZ/CMQ/xAkmmrx3q50i6Wb6wUlLc2UGZnBRUzVSMWRZr8nMZ1x8WWlFbsw8TKUp7+RGRZ1bE2dajE/EoZpClhcMPaPwQDceacQFr3adcAfL7+NVuE1N5Ri7APRCj38E8B7h7Kg4klezBGQQNAprcdpURWBIbudNS0sKiKiGDIQ/jFw9mNoqEeL8fUulyD7r63syUGRDsrnyBxl1nRItd3S9E3iLMgptwDe2yFTHxKKhFCeSF5P7uvB2D0sLhj756+/gP/+g4ebG3578U0WFo6C5/667bmFOADkkK+AnP5lBlyETJ1O1UxzCKFSAvhsFrkNZYuLoxVPjuQZSoSDKjRoOsaCRXYiisH5FIwDwqWojP1z8aK4u+qyoWgbYX6YmrFNRBWIGh8K0XRMD/huKn8ttSCnKQ7VVSAyZN//TG+eGnnRVIXelyMKDKMSFheMw6DVmLB4ZuwSUd3hecQ8ceC9rfyf2jxAozO7VwjDMJaBxQXDMLYHeVmYgxAH2eX/NlGOWif1bZFeW86ISNZkmOYH51ww9k+mcsWp1bBWdhjq4zppqPAagztAZlPOSer8K2j6paCj+fusuhltFuC7QSmbpdbmkCAXhwvzLGF8ZWYPEIaxV/jXmLF/li0Td8N6sieAw6D3Booi1FtlkzjI61X2T2r/LmWUJ2fWiTCsqtkqXNUQPPdDbvMgZCqPJWEhckFkwCUecsg3kFs/Atn1fIP2wTD2AosLxr45fVrYfVO+xXVDTXsdMPaHEAeiL4isXhxkjqq8LPty4RlRZ1KoECbdgML29R6v7H4CcsQCxSWUBEVFTSREhpIHIke9Atk5od77YRh7gcUFY9/8+qu4G9W3P4L8bKu9ONNAsi4HiiNUiAMJyBgNqSSseufVmKcAna/pbYimZxJQ2Eb07yBBUx/IBVSUwlJ+RW1TMJScqilS3EIZxsFhccHYN3v2iLsrBw5u6pEwFka0XCdxUBxeLgQqYhQM2UMgJd9mehsl4ZAuvg6kXwPoyz0wBCUhkFJuUTqLNiQXgsy63GLU5XaQwPDeDVnLlSmMY8MJnYz9u3MCwkCLcTyEC+bFV5SuoP6rANdY5Qk6j+f1UKZOhKOlVKtRlZQ6HXLqZMD1UmlvEk+gOKre0YqquRaqe5KIARkAz8PKtA3DOCgsLhiGsWkkqhzJugIge28qUS0VBxTZMGs79HNHXVQtjaZAiaqo1Sm0Lvl4MIwDw+KCYRi7QEQZyN67gsW3TUBTKua0a6d1DZ7WHBHDNDmcc8EwDNMApNy+ZjiJCjMMMaXDMI4MiwuGYZgGIBW1Bgpaq/PkoNyMnIFKwzKGcWBYXDAMwzQQKfkOJSJRm8AgYUHlsanT+XgzDg+LC8a+KSoSd5bI+meY+iIVtoMU+7hiQU4Co2IKhlFw6HwhXXoOUkkIH2jG4eGETsZ+yc+H538bQS2uerarv7siw1gCqaArcO5DwGcTZL/1gHOKYs1ZFKGUzOZcBkl24YPNNAtYXDD2y8qVyCssQKuwFujXsUtTj4ZhIFEVSOYESJkT+GgwzRqeFmHsl18UG+VpI0ZBknhahGEYxlZgccHYJ7IMrF4tHk4ZdkVTj4ZhGIapAIsLxj7JzgayssTD7m3aNfVoGIZhmAqwuGDsk5gYcRfg48t9RRiGYWwMFheMfRKrNLCKDOayPoZhGFuDxQVjn/zzj7jrFN2yqUfCMAzDVIHFBWN/7NoFj8WLxcN7rrquqUfDMAzDVIHFBWNfFSILFsBp8GDkFxZiUJfuuKJP/6YeFcMwDFMFFheM/fDuu8DcudDp9Zg6fBRWvbWQ/S0YhmFsEHboZOyHjRvF3SPTbsK7sx5mYcEwDGOjcOSCsTu6tmrDwoJhGMaGYXHBMAzDMIxFYXHB2A/5+eKO+4gwDMPYNiwuGPsgOxsumzeLh/06dm7q0TAMwzC1wOKCsQ+WLUNxSQk6RbfiXiIMwzA2DosLxq7aq08fOZqnRRiGYWwcFheMfVA6JTJpyPCmHgnDMAxTBywuGPtApxN3fl5eTT0ShmEYpg5YXDAMwzAMY1FYXDC2T0YGUFLS1KNgGIZhVMLigrFtLl4E+vQBiooQ6OOLUP/Aph4RwzAMUwcsLhjbJS0NGD8euHABbVpEYPXbH8LT3b2pR8UwDMPUATcuY2yTggLgmmuAEycQGRyCje9/hsiQ0KYeFcMwDKMCjlwwtsm8ecC2bfDz8hat1VlYMAzD2A8sLhjbo6gI+P578fD7p19C19Ztm3pEDMMwjBmwuGBsjzVrRC+RFkHBmDBwcFOPhmEYhjETFheMzVp9Txs+ChoNf0UZhmHsDf7lZmyPlSvF3dTho5p6JAzDMEw9YHHB2B75+eIuiqtDGIZh7BIWFwzDMAzDWBQWFwzDMAzDWBQWF4xtsW6dMNCSJAneHh5NPRqGYRimHrC4YGyH7GzgrrvEw/snTUGAj29Tj4hhGIapBywuGNth/nzg0iW0Dm+BN+95oKlHwzAMw9QTFheMbfDff8Dnn4uHXz3+HLx4SoRhGMZuYXHB2AaffSbuZl51LYb36tvUo2EYhmEaAIsLpunJz4fnn3+ViQuGYRjGvmFxwTQ9K1cir7AArcJaoF/HLk09GoZhGKaBsLhgbKaXyPSRo0UJKsMwDGPfsLhgmpa8PHgsW1bWqIxhGIaxf1hcME3LihXILyxEmxYR6NuxM38aDMMwDgCLC8Zm2qvzlAjDMIxjwOKCaTpkmdurMwzDOCAsLpimIzVV5FxQxKJH2/b8STAMwzgILC6YpiMmRtyF+gfAxdmZPwmGYRgHgcUF03TExoq7qJBQ/hQYhmEcCBYXTNOxZo24axcRxZ8CwzCMA8HigmkaDh2Cx//+Jx7edeU1/CkwDMM4ECwumMavEPn8c7j1HyD8LQZ07oor+vTnT4FhGMaBYHHBNC7vvw/cey8Ki4swYeBg/PP6++xvwTAM42A4NfUAmGbGihXi7sEp1+O92Y9Co2F9yzAM42jwLzvTJAzo1JWFBcMwjIPC4oJhGIZhGIvC4oJpXIqKxB33EWEYhnFcWFwwjUdmJlx27BAPe7LdN8MwjMPC4oJpPJYtQ3FJCbq0ao2urdvykWcYhnFQWFwwjcevv4q76SPG8FFnGIZxYFhcMI2DXg+sXSseThk2ko86wzCMA8PigmkckpJEMqdWo0Xnlq35qDMMwzgwLC6YRm2vHh4YCK1Wy0edYRjGgWFxwTQO3F6dYRim2cDigmlU2++OUS35iDMMwzg4LC4Y67NlC1y++048vPfqyXzEGYZhHBwWF4z1MBiA11+HdvgI4W8xqk9/DOranY84wzCMg8NdURnrMX8+sGAB9ABuGTMBnzzyBB9thmGYZgCLC8Y6FBYCX3whHn700HzMunYa9xNhGIZpJvC0CGMdVq8GcnIQGRyC+ydNZWHBMAzTjGBxwViHX34Rd9NGjIZGw18zhmGY5gT/6jPWYflycTd1+BV8hBmGYZoZLC4Y65CTI+7ahEfwEWYYhmlmsLhgGIZhGMb+q0VkWVYeZGc3xe6ZxqD0M87Jz4OHmxsfc4ZhGAcgOz+v8nm8BiS5rjWsQGxsLKKiohp7twzDMAzDWICYmBhERkbalrgwGAyIj4+Ht7c3lygyDMMwjJ1AkiEnJwctWrSotRKwScQFwzAMwzCOCyd0MgzDMAxjUVhcMAzDMAxjUVhcMAzDMAxjUVhcMIwdQqlS99xzDwICAkRS9IEDBzBixAg8/PDDjbL/EydOYNCgQXBzc0OvXr0aZZ8Mw9gPnNDJMHbIypUrMWnSJPz3339o06YNgoKCkJ2dDWdnZ1GFVV9IqPzxxx+49tpra13v+uuvR2pqKr788kt4eXkhMDCw3vusz/4ZhrFtuOU6w9ghZ8+eRXh4OAYPHly2jKIYtVFcXAwXFxeL7X/ixIlo2bIlbBFLvleGYcyHp0UYxs64/fbb8cADD+DSpUviSr9Vq1ZiedVpEVr+8ssvY8aMGfDx8RHTKHTSnTNnjhAmNKVB4uD1118vW5+47rrrKm23KvTc3r178dJLL4nHL7zwQpmpzvTp0+Hn5yeEDkVWLly4UPa63bt3Y8yYMSLK4uvri+HDh2Pfvn2Vxmtq//R+q0Yy6H3S+zVCj+l90XLa/rhx48TyI0eOYMKECSK6EhoailtvvVVEXBiGsS4sLhjGzvjggw/EiZ3c8RISEsRJuybeeecd9OzZE/v378ezzz6LhQsXYtmyZfjll19w8uRJ/PDDD2UnceN2vvrqq1q3S8917doVc+fOFY/nzZuHkpIScUKnKZnNmzdj69at4oQ+fvx4IWgIMt657bbbsGXLFuzYsQPt27fHlVdeKZabs/+a+Oabb0S0gvb96aefIjMzE1dccQV69+6NPXv2YNWqVUhKShICiGEY68LTIgxjZ9BVP53EtVotwsLCal2XTq4kAoxQtINO6kOHDhXRgYrTGsHBweKeIg+1bZeec3JyEuLBuN73338vnHcXL15c5rpLIoG2RXkhY8eOFWOpyOeffy6e37hxI6666irV+68Jel9vvfVW2b9feeUVISxee+21smWUI0KtB06dOoUOHTqYvQ+GYdTBkQuGcWD69etX6d80xUCVJR07dsSDDz6INWvWWGQ/Bw8exJkzZ4ToIdFBN5oaKSwsFPkZBEUNZs6cKUQACSSaqsnNzRWCxxL07du32pg2bNhQNh66derUSTxnHBPDMNaBIxcM48B4enpW+nefPn1w/vx5UW2ybt06MUUwevRo/Pbbbw3aD4kEOrnTNEtVjBEJmhJJS0sT0zoUMXF1dcVll11WNm1SE9S/oGqXApqGqeu90piuvvpqvPnmm9XWpZwThmGsB4sLhmlmUMSASknpNnXqVJEXkZ6eLiINVMqq1+vN3iaJliVLliAkJERs3xSUC/Hxxx+LPAtjAmjV5EpT+ydxQomZFaHoC61b15h+//13kVNC0zgMwzQePC3CMM2IBQsW4KeffhImWJR38Ouvv4r8BspzIOhEvH79eiQmJiIjI0P1dm+++WZRpUEVIpTQSdERyrWgqZfY2FixDk2HfPfddzh+/Dh27twpXuPu7l5pO6b2T7kalJD57bff4vTp03j++eeriQ1TzJ49W4imG2+8USSH0lTI6tWrcccdd9RLQDEMox4WFwzTjKCcCEp6pFyM/v37i1LRFStWlLVOfvfdd7F27VqR9EjJkGrx8PDApk2bEB0djcmTJ6Nz58646667RM6FMZLxv//9TwgGiihQSSgJD4p0VMTU/qkKhSpdHnvsMTFmqi6h8tq6oJbQFC0hIUEJpd27dxelqiSkamsVzTBMw2GHToZhGIZhLArLd4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhLAqLC4ZhGIZhYEn+D0QRgJwUk2lFAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 11
},
{
"cell_type": "markdown",
"source": "### Наивный байесовский метод",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n GaussianNB(),\n X_train, y_train, X_test, y_test, X, y, 'Naive Bayes'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.570690Z",
"iopub.status.busy": "2026-02-26T07:13:49.570602Z",
"iopub.status.idle": "2026-02-26T07:13:49.611201Z",
"shell.execute_reply": "2026-02-26T07:13:49.610797Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== Naive Bayes ===\n,Предсказанные метки:\n,[0 1 1 1 0 0 0 1 0 1 0 1 1 1 0 1 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 0 0 1 1 0 1 0 1 0 1 1 0 0 0 1 0 0 1 0 1 1 0 1 1 1 1 0 1 0 0\n, 1 0 1 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 0 1 0 1 1 0 1 1 0 0 1 1 0 0\n, 0 1 1 0 0 1 0 1 0 1 1 1 1 0 0 0 1 0 1 0 1 0 1 1 0 0 1 0 0 1 1 0 1 0 1 0 1\n, 0 0 1 1 0 1 1 0 0 0 0 1 0 1 0 1 0 0 0 1 1 1 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0\n, 0 1 0 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 1 0 0 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 1 0 1 0 1 1 1 1 0 1 1]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[104 20]\n, [ 17 109]]\n,\n,Accuracy score: 0.852\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.86 0.84 0.85 124\n, 1 0.84 0.87 0.85 126\n,\n, accuracy 0.85 250\n, macro avg 0.85 0.85 0.85 250\n,weighted avg 0.85 0.85 0.85 250\n,\n,AUC ROC: 0.85189452124936\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 12
},
{
"cell_type": "markdown",
"source": "### Случайный лес (n_estimators=5)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n RandomForestClassifier(n_estimators=5, random_state=42),\n X_train, y_train, X_test, y_test, X, y, 'Random Forest (n=5)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.612722Z",
"iopub.status.busy": "2026-02-26T07:13:49.612624Z",
"iopub.status.idle": "2026-02-26T07:13:49.660484Z",
"shell.execute_reply": "2026-02-26T07:13:49.659971Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=5) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 1 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 1 1 1 0 1 1 0 1 0 1 1]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[113 11]\n, [ 3 123]]\n,\n,Accuracy score: 0.944\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.91 0.94 124\n, 1 0.92 0.98 0.95 126\n,\n, accuracy 0.94 250\n, macro avg 0.95 0.94 0.94 250\n,weighted avg 0.95 0.94 0.94 250\n,\n,AUC ROC: 0.9437403993855606\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 13
},
{
"cell_type": "markdown",
"source": "### Случайный лес (n_estimators=15)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n RandomForestClassifier(n_estimators=15, random_state=42),\n X_train, y_train, X_test, y_test, X, y, 'Random Forest (n=15)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.662065Z",
"iopub.status.busy": "2026-02-26T07:13:49.661979Z",
"iopub.status.idle": "2026-02-26T07:13:49.714073Z",
"shell.execute_reply": "2026-02-26T07:13:49.713578Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=15) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[117 7]\n, [ 2 124]]\n,\n,Accuracy score: 0.964\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.98 0.94 0.96 124\n, 1 0.95 0.98 0.96 126\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9638376856118792\n"
},
{
"data": {
"image/png": 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YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyq6NTdHMMwzYbVisi/diL2x7XQ5xbDEmhA/sQByLj0FFgDDXzgGYbxGlhcMIwPELZmH/pf8y4Cj2TCqtNCslggazSIn7cave75HIeevxwpt0+DN2E4kY2Qbccgma2o6BSN4mHdAElq7WExDNMCsLhgGC8nfOVuDD3jWUgWq/hbY7aIn7a/dcUV6HPnZ/DLL8XRxy9EaxP27150eelnRP+5FZJcs7y0dwecuPsspM6cBGh4RpZh2jIsLhimtZBlhK/ag9AtRyGZLKhIikL2jBEOUxyaCiMGXfCaEBKS1e5K7YTuT36PvNMHovDk3mgtEr5aiX7XvwdZkhyEBRF4IA19bv0YESt2Yde8OwGttrWGyTBMM8PigmFagbhv/0W3p35A0MF0yBpJXIw1FivMIf5InTkZh5+9BNYAA+J+WAt9XolL27TqNOj43uJWExcUsSBhAasMDeoKIZvYiPvxP1R0icGhl65s+UEyDNMicGySYVqYLs//hIFXvI3AQ+nib4pIkLCwTXF0eut3DJv4FDSlFUj4/G8hPlxBY7YKMaIpq2zyGIN2nUD0wo2I+mMz/I9nu/Sari/+rEQsGlmPREbSnEXQFpY2eZwMw3gnHLlgGJUJOJKJ4B3HIZktKO8S65DIGP37ZvR4/Dvxe+1pAxskNkI3H0HfW/+HgOM5jU6H2EP5GPrsIlR0jnF/4LKM+G/+Rac3fkPo1qM1iyUg94zBOP7gucif0N/pS0mARC12zLFocJyVZiR8vcrrklAZhlEHFhcMoxKUS9DlxQWIWr7TYXlpn0Qcv/dspN1wGjq/8gtkraY6GbM+6Pn4b1YLceIuVr0H/6xlGb1nfYKkD5fWiZSQYIhcvgNRS7dh3/s3IfXmyXVeLqpCXNdAkLUSQrcccX+cDMP4BCwumHaNZDQhetFWBFLugyShtG8i8qYMhqxzL9kw8aNl6HPbx6I8tDaB+1PR76YPEfXbJkT8u8+NwUkwhwaIXAqa8mgMurYbE8JhjA2Fu3R+daEQFmK3TiIltmkbeo/lXWLEMXIYalUFi6uQEKEkVoZh2iYsLpj2icWCLi//KvIb9DnFsFI0oSpiUJkQgWP3z0DyXWe65MtAd/V00RUXTCcRCdsdfexvm9wepjEuHJptx1xbWSMh+bapbldhUEUKRVxcQpLQ7bn5dcQFVbq4A021VCRFu/UahmF8B07oZNoddJc96OI30P3xb4WwsN2Z24SBPj0fve/9An1veF9MF7iSoEkX9kb368FYTZHByD19oJhKaQgSR6bwIKTOPN3tfcTOXwe/wjKX1qWoRvia/Qjak+ywvGhED5T1iBeiwRUoEpN+zaluj5VhGN+AxQXT7ujy/ALE/LKh/oTKqp+JX/wjqhoagrwbIlfugWRxI+HADcp6dcDOH2ajaEgXpWTVyTo0bWIJCcDWJY/BFBvm9j5CNx2G1c+9aEfI5lr5EpKE4/ecpczNNAKNN3fSQJT1TnRzpAzD+AosLph2BU0B0FSIK8mHtErn1xaKKZT6CLGrqnAF2qard/fkF5F23QSYw4Ow+Z9ncOi5y1CZGOmwiiVAL3wx1m95BcXDusMTPMl90BjNdZZRomfWhaMbfH8kLIyxYdjzxSy398kwjO/AORdMuyLm5w2uTwFQiWVqHqKW7kDutCGqXJgp4VNjdSE5U6tB1vmjUNlJKSkl187jD52H4/efg7ANh+CXUwxLkEFMR1DUoilQvoQ75a7Ka5zkS2g02PXN3ej+yDfo9M4iSEaLqAohIUeCg6ZCCsb3w+4vb0dlons5GgzD+BYsLph2RdDeFDEFoHFRFNBURNC+1HrFBTXkcgfKD80f20dUjdDlXKpHWJT064g9H99c90mtVnUHzowrxqHHo9+6tK6oSIkPR/5pA5w/r9Pi0CtX4djD5wkr8JBtNmvzaKRffSrK+nZUdewMw3gnLC4YpjE10EBSZ8HYPijvFA3/EzmuJWxardj91R2IXLYD3Z6dD/+UXNHllF5MiaZWvR/Sr52Ag69c1eSIhKtUJkUj+9wRiF64qbrktMGKlNunNVqqa44IRvJd09UdKMMwPgOLC8Yr8yI0FSbRZ0Pt5laUIOnOVAZVkNBr6kWjERfRnvd91WhliUhknDoEFV1ikTbzdKRdPxFRS7YrjcuMJlR0ihE5C5Rj0dLs/fAmjNx6FIaU3Ho9NSiKkzdxgJiaYRiGaQgWF4xXoCmvRPy3a5D0ziKEbD9e7TSZcdlYJM+aiuLhniUr1obyGPrM+gS64nKXpwBypzp6OtTmxJ3TRFv0mN82Q6pHYJCwqOwYhT2f3FqzUKtF7plDxaOl0KflQZ9VCKu/HuXd4yD7KacAU0wYNq59Af2ueRfRS7eL8Yo8jKrIDQmLtOtPw/63r69+DcMwTH3wWYJpdQzJORh6xrMI3J/m4BdBFQnx81ahw5f/4MijF+DIM5e4ZGrVEJQYmXz7VHR56Zd6hYA9ZNvdqFunVoudP85GjwfnIun9JSIyQomMtrJMmmrIm3wS9nx2m0elok1GlhH70zokvfMnIlbvrV5sjA5Byi1nIGXWVGHWRY9tix8TjqIdPl8h+oWI/I8BnZB+3USxPkVqJJNZERx6v5Z/LwzD+ASSLLtwhlWZoqIihIWFAYWFQKj7VsVM24E6Y44a8RD8j2U1anF98IXLRcVEU6GL40kzXhZTEvUJDKpuyLx4DHbNu0tcUF1Fl1eMhK9WIWTHcWiLyuCXXwJTVAjMYUHCWpySGk3R7n3nacqEendoiytgjgxG8aBOLk8XUR4HRSMSvv3XaU8TWkZGXVuWPYGSQZ3rvD7gYDo6frgUHb5YAb/8Uock1IqEcKTeOhWpN54GY3yEW++JqYfTTgNWrMB3TzyPS047gw8T43UUlZYgbPpEFBYWIrSB6zdHLphWpeOHy0QXUVdKIbs/9QNSbzod5siQJu2Twvrbf30QXZ+ZL0omdUXliomUrHQVNUYG48S9Z+PYQ+e6JSwoWTNs/SEE7U4W0yQBx7LEpVhEMSBBslrR4+F5SLtuIg68dZ2YmmgIv+xCdHrrD9G3RJ9X4lA6mjxrGpJnTYE1yL96ueFENmKp1DaXylT9kTd5EBK+/Afx3/0rnndqTW6xwi+7CMMmPIm1e950EAkU6eh19+dKsmnV52MfNzKkF6Dbk9+hy0sLsH3BA8g74yTXjxXDMG0ajlwwrYfFgrFdZ4kkQlcmO2jen6oo6MKvZq4HeV8EHswQV87Svh2RPWO42yH/qEVb0Oe2/yHgRE61SaXUwPugKpMtSx4HtBqE/bdftEm3BBpQNLKHiHSE/bsXQ6a/CG1xeZ3tiO1rJJQM7IQty5+ErrAMfW76EJF/76p6U8orSBDUV+7qjKLBXbBxw0tiGqjDJ3+JZmuuQFEeEmyb/nkaRaN7ubg3xikcuWC8HI5cMF4PXdCpFNNlrDKi/9yiqriwBhiQefm4Jm0j9se1GHjpm9V/S67051i1FyNHPiSSKw2ZhTXj0WmEwAneeaLebYllVhnBO45jVP+7oc8tERGI6nXdNMSyQVMvfW7+CPvnXI9e937hsjARbqdmC3rN/hKb1jzv0b4Zhmlb8LQI03pfPhcqNuyhC52uwDV3zZasvhhw5dsinuCKpbj9ewnZeaJOKw7KO6HlLm1DBvyzihoUAe6kv9K6iZ+vEF1htSUV7r2WBNPaA0LwOMvdYBimfcHigmk1KJHQHWRJgjHGuxKAE//3l2ha5o6wsKdptS/qbcM+wTNh7iplasXNCAi9NurPrfWKi5AtR5Dw9SoY0vJgNehQNKIn0q4eD0tYy/t6MAzTvLC4YFqN8m5xKOmbiKB9aS6VhVL5Y9YFo+FNJH6yXCRqthVoesWQmud2rxFbLomuqG5kKeBQOgZcOUf0RCE3UjpeJBTj5/2LHg9+Laa5DlOZsTvJswzDeDX8r5lpPSQJyXeSRXTjFzJawxLiL0y1vAZZhiE9H20NEhgkFDx5nSkiuI6wGDnqERG1IKgah4QLeX+QoNRWmNDlxQXod8P7jTqcMgzjO7C4YFqVtGsnoOCUPiKkXh+2nIK9H9wkTLC8Cepy2hbxJHJBr8meMaJmgSxj4CVvQltc1qCHCU0pdfhyJeLnrfZ0uAzDeBlt88zI+AyywQ/bfn8YeVVdNqlaovq5qlC77KfF7s9nNbmqQ3UkCRVdYlyIu/gWku3Yu/Eaq1YjPsPyngnVy0I3HELo1qONmqOh6nPu9PYfHo6YYRhvg3MumFbHEhqIrYsfE34PHd9bjMiVu0XjMrKjTrv6VKTdcJrofeFNkFFVv6vfQeChjDYnLmqLjMYmSKwaCVZ/P+x/6zqH5WTgRWLRFXFBUY/QzUcQuC8VZX0SmzhyhmFaGxYXjHcgSSg8pY94eDtRf2zGSRe8Co3Ronq1hrdQ/Z4oclTPNIls11592x8Po3RAJ4fn/ZNzILkgLGq/hsUFw/g+LC4Yn4Z6kpA9duRfO4U3gyXIIO6iA45kQVteCVNkCDIvPQUpN52Oyk4xji+WZUSs3IPgbcegMZlR3jkGOWcPE8Za9RHx904MnvGyx0ZVvsaBV64UEYWopTugKygVSZhU6SHrdSjt0wEpt01FxqWnONiQ2095VYc/XCTgcAYwmW3EGcbXYXHB+CTUkKvnvV8g6b3FSqdOu74Z9qF8v4IydHn5F3R56WccevEKHL/vHBEliZ+7Ct0f/w4B1PnTts2q3IGsc0dizxez6l4wZRl9b/5I/GyL0Qpn9L7va4e/cycPwvH7ZyDv9EGNvrZoSFfE/LLB5SoQWqvng3PFtst71ORuMAzje3BCJ+N70EX+xg+EsKBKg9oNuWpf+IU1tlUWF65Or/+Gbk9+jwFXvyNaitvWt72GSiTjf1qHCeHXIOHT5ULE2IhYsQuBhzM9NsxqLuyHo+bQnG0r4u9dGHrGs+j0xm+Nvp5yZUjIuQqtqSk3ousLC9wcKcMw3gZHLhifI2bBOnT4aqVHr+350FynHT7hRJD0n/kRuj63ALu/ul0klMZ9s1pENkiAuIM7zcM8gRwxT9w1XTieUq+WnrO/hNZobvJ2nY3Z9t573fcVKjrHCFOzwANpiFy2Q0xL0Rhoaom6q9Ij5ebJ6Pj+EpffPyV/xn/zLw68dnWTu98yDNN6sLhgfArJaELfmz7y/ILtYqdQ2/M0bTLi1CebFBlwd5zUZdSV6AitVzy4KzZserk6QhCy+XCThYUrx4fyLno88LVS3fPPbqUzqm166jYNMi8YhUMvX4UDb1yD6N83w/9EjusCw2hG2NoDyJ0+rEnvg2GY1oOnRRifosvzC6DPL/U4EmA/BeLq+k3FVc8IioqUdo9zea8kQMghlLqZ2ohasq0JI63arkv7lhF4NAsRq/ZUj0W4blZFfWIXrMfIEQ8i4GgWCsb0dmt6hNCWVno4eoZhvAEWF4zvYLGg44dLW3UIbkchqsylGo8EKBs/MOcGmKJDhNBwBb+sQgwf9zhCth4Vf4ev3ouWor4SVdv0BlWXDJn2PMxRIQ06sDqDjgHDML4LiwvGZ4hYtReG7CL4CiQYqDHbjgX3Y987N4i/7R1IbdAyWafFrm/vQe60IcJQjPqouNLfQ2OVIVWaMPCSN0Siq67IvTb2TaGx0ZHACDiWjcq4MNFTxFWMUSEoGOu+34mmvFKYm0mmpuebMAzTNDjngvEZDGm+0STMdi+fM3WI6PYZ/90akUdw5ImLELQ7GbG/bKy+2FoC9Ei7ZgKS75iGsr4dxbLiIV2xZekTGDHmEZd6fNB0BDmFUiWHJdi/2RNI3YEiMJErdindbw+kifb0DUERjtSbJ0PW+7m0fRJWcT+uRdI7fyJs46HqbWTNGIGUWVORP6G/21My9mIl7vv/xPhpmsYYHYrMi09G/sQBHm+TYdoLLC4Yn8GqV+fr2lwXX9tl02rQCa+MwMMZGD3iIWW5Vkl2pOcyLhmDtBtPhzEuDBVJUXX8NGg6YeClb7hkm20f/UiYuxL5EwaIyg1vgYRP0N5UbF9wP4ZPfBKwWkS+hjNoqdVPC01JBQKOZKK8G+Wf1I9fdiGGTHsBoVuOOER56DjHLNyIuAXrkTLzdOx7/0ZAq3Vr3FTh0uOReSISRAKJRB6Jlo4fL0NZj3js/vJ2FJ7c261tMkx7gqdFGJ+haER3JTehiTSbsKCLEP2jqjQj/vv/ELZJaTNuS3JE1XMJ363BgKvmwBKod+ps2ePheWI6wR1IiBhS8oRw8TZILA2b9LR47/UJC9txohbsnd5bjDE9b0e/a98VkQlnaCqMGDLlOQRvV5JZa0d4bMIs8ZPl6DX7K7fG2/W5n9Dn9k+qp5hs7eFt0SZyfx028SmEVyWzMgxTFxYXjM9Q0SUWuVOHuJzs2JLYC4jGKlJoPUNKLkaMe1wkqdqjLSwVDb/cbXku1pYk9LrvS3gb1IROW250eX1heiYDCXNXYdAFrzoYmdkgLwyqkmnMc4S2k/TOIhEJcYXQdQfQ/YnvGt6m1QqYLWJsJHIYhqmL952lGaYBjj52gbvtKrwSeg/+ybkYeOFrDvbYIh+jwvndemNELd+BmF82wtvwuGzYKiP6z61I+HyF4xOyjKQ5i0RTNZfQaJDoYpURCRFnSbd1NmmVoc8tQez8da6NgWHaGSwumFY3xYr7fg16PDhX9Arp9Obv0GcW1Ls+zXPvnHeXmIJoC8T9ukm8d21BCYK3HUXYugNul20Skoc+Hr4AXfDtBZguvwQhO467HN2hSEj0oi2NrqcprRDJoa7mulCeR4fP/nZpXYZpb3BCJ9M6yLIQEl1eWAB9XolI5LNdCHo8+DUyLx6D/e/cINp51ybr4jHY0CNe9BcJtTOQ8lW6vLYQnV9b2OZEgRrQtEbIrmQE7U1Bab8ksUxXXOH2dnTFjZfo6rOL3EqiJXFj60/DMIwjbeP2j/EtZBm97/xM9KcgYUFoTBbxoBM2neCpBHDEyY9Al1fsdBPFQ7thw5ZXsfed631+ioRgYdEw+szC6t9NEUFuHVu5yjujOaqRqPU8wzB1YXHBtDiUjCdapTcAJeoFHM5Ev+s/aHC91FnThLcD07YhP5Dq30MDheupy4m9GgmZl5zS6GpUGkyGX65CuRmFo3u5vD7DtCdYXDAtTqfXF7rmPlnlVzBy8GyRmR/zywanlQM5Uwe3iegF4xz6rpQM7OSwLPn2aS53p6UclrTrJza+olaLlFunuPTdJCjClnLbFJfWZZj2BosLpkUJ3nFc5Em4nIxH5YE7TiB64SacdP6rOKXrbaJc0J6UO87kaYU2ijDW0mlwStdZGJs4E0OmPIvwv3ci+5zhyDpvpEtC4OBr18AU41pEIuWWM2AOC2o0KkLP554+EEUjerj8XhimPcHigmlRAg5nePQ6212qIaNAOD2Grj9Y/Rz1oahICFdtjIx3oTFaYMgpgn96gXAfHX76Mxjb5VYcu+csZFRNd9QuHyXRQRGL/W9dJ6zVXcUUG4YtSx4TU23OSlJlWyTlpC7Y+cNsFd4dw7RNOBuJUQV9Wh4SP/0bIduOQjKaUdE5BmnXTkTx8O6OK2qapmdtRlUDL3sTaw69C8lkQeeXf4Ehvf7yVcZ3ker52z8lDyPGP4GMy8Ziy+JHhd9E9JJt0JRWwhQdiozLxyL1xkkwdoh0e5/0nV2/5RV0eeVXYWhGrqE2KjtEIOW2qThx93RYAw1NfHcM03ZhccE0CbJn7n37J0gkoyNq5kTuhTIg6zRIen8JCkf2wM7v7hHumkRJ/45N3yclex7LxoDL30bUsu3wyy/lT7EdQkIj/tt/Ef/dv7AEB0BTaYIl0ICiYV2RN2kgjAkRHm+7omsc9n1wEw6+fCVCNx6GtrRCiJbCUT3c7lPCMO0RFhftFL+cIkT+tRPaonKYwwKRd/pAmCMbL9ezh1pbDz7nJbEdJYeiJo9CqvILCNlyBCNHPYwNG14S0YzyHgnIm9Af4av3upyQ5wzaU9yP/wkfBKZt4U5jOeHWKtf4WFD32bgf1yHh2zXIvGAUdn99J6z+NZUmtDIJBVhlWEICGu1uSpUp+ZMGNuXtMEy7hMVFO8P/WBa6Pfm90gbcZHGo8acQ8+GnL0ZlpxiXtpU0509ELt/ZYDMqyqgnR8V+172HLX8/JZYde/BcDP1nd5Peh7gksLBok0hNXN/WYCz25w3QnP8qCib0R4dP/hJ26yQ+bN9XY2QwUm85Ayk3T0ZlUrRKo2cYRvw75MPQfgjaeRwjhz8oQsn2woKgk278vFUYNfxBBO5NaXxjVis6zfnDwZa5IYER+c9uZbuyDEuQQbQkJ+RG7hyZ9oWaepGiaTGLt4kus4GHMqCtNDkIYTJw6/LSzxjT6w5EL/S+niy+hCyZIGtKIMPS+Hp+6ZD1KWJ9pu3CkYt2grakHEOnPAddYVm90xFKlKEUQ894Fv8dmANrQP0Ja+Fr9os7QVehVuk0PaIxmkT2P/1Nj4aiHkz7Q2qOKZYGvmLCEbbSjEEXvoYty59Ewfh+Ko+g7UJCAcHrIUcsoTKwqoUayMUjIRWcAam8T826umzIEUuBsL8BbZUVuyxBLhkGKX8qpHI+7m0Njly0I1dMagjWWJ4DPe+fmoe4H9Y2uJ4hNc+9AdC8eEmFEBaoOuHbn/TbpsRom++qrYkV0ezNKqPXbO9rV++tyNpCyJ2egNzhfcD/SM0TkhUI2QC50zOwxn4BGVbIAXsgd30AiPizRliIdWUgeAvkTs/BGvUjZP730qZgcdFO6Cjstl27L6Q6fmV99fowNLbntjk50jbfVVuExEXo5iMI2Vx1B87UiywZIXd8ETAkVx28WiKaBAYRvhRyzxsgJz1HZWU1y52tG/2zWJ9pO7C4aA/IMoL3pLg8BUEn2uBdJxpcp2h4N86XYNoUZLoVtWR7aw/D+wldDRhOOBcLtbW1hkSFazpbjv5BCBembcDior3gZm6DzayqPqiiJOfMIa43j2IYL4cidloXWrO3ZcQ0RtAWWKN/gDVmHuSIRZC1+XbPy5AjXI+CugVNmYSsU3+7jO8kdJrNZvzzzz84fPgwLr/8coSEhCAtLQ2hoaEIDg5Wf5RM05AkVHSMgv+JHJdOCSRDKlwoRz366AWIWrzVLV8ChvFWKGJnjmzl81dlpfjhp2v5XHs59B/I0T8CfvkUxlHM8Cg6EfMN5OIRkLKuVVY0pDbTADSQA/ZBKhrfPNtnWhS3bzuPHz+OgQMHYsaMGZg1axays7PF8pdffhn33Xdfc4yRUYHUmaeL1tMuoZFE7X9jWAP0DVaUMK7jaEHGtAYUrbPqtAhbs09xmm0NcnLEj+iwlu2VI0ctgJzwMaCrilJIFsrursq8piTNjZA7PwbZL7N5B6LhaZF2Ky7uuusuDB8+HPn5+QgICKheft555+Gvv/5Se3yMSqTdOEkkYTbmK0GhYXI0TL+u4RbVurxiUbKqKTdy1EIFyrrHCbHG2H0X6/m9ObBtv/fsLzFi3OMY0/MOJM1ZBFga9m1oC+JCDtwBOXq+8kd9pwcSGCQ8YuY240gkwBzajNtnWhK3Y2+rV6/Gf//9B73e8UTYpUsXpKY2U7iMaTLGuHDRxXHQ+a8AViUEXBvRSVKjwY75s2GKatgKvMNnK+CXW+xy63TGOXT0Csb0xuZ/nxMXstAtRxGy9gB6P/C1aADXnqeb6L1TTo+s10Fb3nx3tM6m9QKOZaHXPZ8j4u+d2PnjbMh+LTBNYTYDeUqJd0y4531RaiOSJEPWQg5fplR4kFAwRUMqOA0oOhVy5CIxJdF4gqYVCDwElHcG/Ku2oyaSBVLxGHW3ybQabv+LsVqtsDhR8ykpKSL3gvFecs4ahq1LHheNxoL3pooQsNKcQbFMLunXEfvfm4mCcX0b3pAsI+ndRaI/A9M06PDv+2Cm8odWi6IRPdDhf8tFWN52wQsOM2PyxfnoP6IUen8r8rL8sGJBBLb/F9Tms12EL4udsGiO/B5n27NVV8b8thk97/8aB966Ds2OseZ9Bhr8VdmkrE9Vykb98myudcoTfpmQY74DKGJBZliuHlQSIdYwQDquyvgctlvZEajoXvcpwxHIYaspXArIfpBoncJxkKyc39emxMUZZ5yBt956Cx9//LH4W5IklJSU4Mknn8SZZ57ZHGNkVCR/4gCs2/WmmFeO+X1zdeOynHOGo3B0r0YbORExC9Yh4ITr7pxM/QSMj8LJvVLwl5wEWdJAV1CKhK9XCbdUSZJx1X0ZuHhWNrQ6yq4DJA1gMQPTLs9DymE9XrytMw7tDGw3h7ilpRSVb3f8YAmOPn5ho9E8b0PW5UBOegbQltb1o6huzuOGsBCvo67HMlAyGAja3rD9qcsD1dBgIWXcBsluMMImPOFdIOCokmAqrMUlyCFrgehvIeefCSnnYkhc9OiVSLLsXo1icnIypk6dCnrZwYMHRf4F/YyOjsaqVasQG6u01m6IoqIihIWFAYWFQCjPsfkScd+twYAr3mbb7qYiyUjoZMQbvx1CZLQZKZVReNVwPb7/bxBOuvA1ceK/8+UUnHllXr16j0SGySRh9rk9nAoM/yALDAYrTCYNKss1sJjbdpSjuaDpwoMvX4UTs89u3h2VlQFBFI0CSv5chSC7nDZPsMZ9BNAdv5rTF3S1KD0JUto9kOPfB0I3uDalUt+26CtpioKUOhtSZRdHYdH5CUBTXv+26fVFYyFl3OogSpjmpai0BGHTJ6KwsFBUiKoWuUhKSsL27dvx/fffi58UtbjhhhtwxRVXOCR4Mm2PgIPp6H/1HLc9M9oKaobkaYrjqc+PITRCmWLs4JeLt/EqYv7uj9XQ4ZRphZh+VcMW61rxr1fGE58cwzWj+0KmsDflP/UpEyM9ti8ApgpNdeEDRUKUj45PxG4hSQjZfhTNjslkt8umfUaiKVjoGvXzIihKYOwISdZDSr8bct4RyBHLFGMtd/dVOgBSwRSgdDAkaGvGTv91mNOwsCDoEIX9C5QNBIrGNeE9Mc2BW+LCZDKhT58++P3334WYoAfjm0hmC6J/24TEj5YheJdi41vaNxGpN09G9owRThPYksgSXJbb7aVJzfd9xd2Z1cKC0FTVbU0clozV6Ipzb8wRkQlFQNQPPR+XZMKwCcXYtCIU48/Jx6GdAcg4oZQIWyzORs3OJG5B3/laXYSbhW3bxI+OMbEI9G9izkXgbkqkcn19V78SklVJBLX9WdkNUsbNsNKUReh/rgsMqwFS2n1CpNTB/xDg72JOBzU/i/gTEosL3xYXfn5+qKioaL7RMC0WgRgy7XkEHsmErJUgWZRIhCEjH1F/7UR5p2hsW/QISvslVb9GMpnR4bO/oalal/EMmk70jyxBvpSF9z83Yt8hIwqLak7IJmMmDgdm4KWvClHxsYyKShlGo/LT3yAhPlaHhDgtEuJ0iI9VfkZH6jB6ehasFhlarSyEhdWpqKj+NNv8x6emfKJpEVdM5ZrMmjXix5gBg5q+LS1Fr1SGpj9KhkAyJdR5Sio4HTJFEVzdTuEE58KCng5b5fpUC+V8+B8TiauSMdG1/TMtgtvTImScRYZZn3zyCXSt4CLHNA3DiWyMOOVR+OUrSV42YSF+r6r+8E/OwfBTHsOGTS+jvHu8WEZlp9TVlHEfi2zGUexFOk7AAjPMeSb8cWlDryjC0V/c3ctxKjYRtgwRiEEfDEWQ5FsJiGqipnyi5Nr0a05Fs/Pff+LHmP4qiAuLu1PUUtV0p11FSZ1qjiSR3+CUip5AeU/A/3DDokC4xWkg5Z9R/zpUFUL18u5Ar2Fx4VW4rQ42btwozLKWLl0qnDqDqhKQbCxYsEDN8TEq0/P+r+CXV9KgPwWdW3SFZehz80fYuvxJBO1JRo8HmtM8p21TiDwcw36HZT26+qFPTz369tQjJkrrkLRZUqRBaJgVAQEa+PtLMOiVR1m5FRlZFqRnmpGSbsa6TRVITqsJfdsqxPORjRQcRm8MbrH32FahfyXFQ7s6RPGajf3Kd2RA17rlmG5T1l+psCCnTVegf/RZlwMh64GAw1WuYlVCw+IPFE6ClHMBJNn5dA0lVMpps4DOjyrVKU5n40QnM0hpdzuNftSs58FNqyevYZoVtz+R8PBwXHDBBc0zGqZZ0afnI+6n9S4ZX9FpIPLvXYiZvxb9r3sPmsqaZDPGPSIQjXh0QgZqOs0OH2zAnTdGYNRQ5WRdXGLF4hWlWLi4FIv+KkVpmRVJHfwQHWqAtTgEWmMwLLIVRn0hyqVyHE8ziukSZ4QiEl3Qmz8mlQg4kgldfgnMEc3sq9ClC3DoEI5nZjR5U5I1BHJpfyB4R+Mr275GheOhyT8LsuFYVQTCBJgjlIRLuWGbf1lTBnR4uwFhUfW/7EshlQ5teOwV3SAHb3Ldl5VEFHlkML4tLj7//PPmGQnT7MQs3OSW8RWdIwZeOUckf7ITp2eIQLNGwudvxMMYacJr7+Vj9foKfPdziXiQuIgI1+Dvf8vriIUjx004Qj4EKHG6bcrBoMjH8JMMQEEMEkJDsfbHLpAtNZn3TNOgfwO6wnIkfLkSyXdPVxZarUJ4J364FCHbj4u/y3p1QOpNpyPn7OGQyZzOE/r3B5Yvx+5jh9X52Ohu3pXkE2GkJ0GistX86UpJqF1ZqEu7SnhPScKs1z686h9D9PeQRd5Gh/o3VjgBoAZqrogLmq4pOlmIKca74FhSO8Ivp9Ct9cV5qZ1bUDcFigKX9E9C8muXYPLAqyBJwThrcjC27qzAnE8K8N0vJVi/pcJhqmTG1CCMHRqOjx7oiZyiSpRbylGOUlSgTJgFBSEEgQhBsDYY3TtpcOnMbPzzSwSyUvQwDCxnYdE8nySS3vtTiAtDSi4Gn/2iEBVkTS4cREnonchB9JJtKO8cg22/P4zS/h5Mo/TrJ37sPnpEhRGbgeBtbiSfyJBDV0HKn+7+vvTJQPDWxlcUY7GKlu1S1vX1r2YJg1xwOkB25Q2ZdFXnb5zl9pgZLxQXXbt2bbAG+8iRpv/DYJoHij64ZcbHnTrdPMBKZUHmhScj86IxoqmbxmhC4hO/wPIjoPNTVhsy0B+fvx2Plx4z4+sfi2G1yjhrchD69tKLf1uPXdlVTIWEWyWE1/eBWYHUQzJev7tz9aeUepRC17aTMUtCtapJ6PoWeDgT+rQ8DB/7GAxpiv+ITVjY/07ig9bZuP5FEc1we1qEmgzmKs3LmoSYnrC6G6LxaFdy+F9uVHdYgbBVkLMvrzd/Q6yWdSVkStIU0yNOPizh6kn5G3dBquzk0bgZLxMXd999dx3vi61bt2Lx4sW4//771RwbozIFp/Rx+zV8iXKNzr0rcOqMfPSfUIl3vovAiSs2QFNpxrAJRbj0wSxh203J+Pa6PC5Gh/tuc2xQlXFCj40rQqqS31z9dJSf1hZu4Nne6P7Ed0JYUPVIfQiRUVKB3rM+wdZlT7i3A5vZiRpYPeiwW09paKNQjoY7QobaqvtlAcb6RYFEl6a0u4GwFZAjFgGGdLtxaoDi0ZDyzoZUSeKaaRPiglquO+O9997Dpk1VKpPxSgrG9oFVI0HDDcdUhfp+DDu1GKMnF+GBi7qjrDgXPfqUCwfOuI6mOqKiIVb+Gg6NpEZPuHoiGHQb7pJwadu4ewQqY0IR/82/DQoLe4FBfjHkJ1Pes4GqiGZEkgMgVyYC+jTX+n/QBZsqTDzamdmD1zSuhEXPkMJJQOFpgOF4VeMyHVDZWUydMN6NalJ52rRp+Omnn9TaHNMMyHo/ZJ830tUcbMb1I4uiPC0evrQbyoq16DO0DO8sOojYRKXCxh0n57xsHTRaNT4h2qkESWPfrErG5IvzMGqyEv5WZz9tH1mrEcJcW2Fy6zVx89e5uSP1Pg+Z5s1Eh1EXt0nOm/mTPdyZmwmspG8j/oQc8QdkbVHjQ6P/KruIKhOpbBALi/aW0Dl//nxERkaqtTmmmTj87GWI+XmDuDVu6JpnlQBLaKAwzpLs5pYZZ0jISvNDUZ4OgSFWPD/3CNKzTMKLgjws6BEaomm0XwT1ANEbrKo1GKOIyqnn5KPX4FIU5Phh5GnF6D+yDGaTMv3yx9fRWP17GEqLtQgItELSyshJ8zA03kaRJUkIhZLBXRD760aXq6Yo98Yvp/ELpwNZWeJHZEhok5M55Q7vACEbXdMWNufNym4e7lFyf/XQ/yBjDRDzHWRqn551TaPlrkwbFxdDhgxxOEmSnXFGRgays7Px/vvvqz0+RmXK+iSK9tHdnv6x3qQ2cT7SarHzm7sweMbLYhkH0uuHxEDqYYM4bqddmIt3v8zBYy/lVptaEXq9JERG985+GDnUHyOHGEQZamKCn7hhpen2nHQ/bP8vuLoBmRrjys30Q1aqAePOLETvIYolNCWWduxuxM1PpYmHWJd6NFiARy7riq1rQ6unzmwVEZXRITDkFKM9YfOR2vnN3fDLb9h4ztmLLUFuXiyPKs3RunVomo21HPtl/YmQDitW/SzrCyl9lnv7qHqx0o3Ug+9rdY6GBQhbCdmQCiQ/Wq8lONMOxMWMGTMcxIVGo0FMTAwmTJggmpox3m//3fnN30WsXqonDKtUjFmR8M2/SL1pMpLeX9LSw/QhZCT1qETyIX+YZCN+3rUF/3yq+FJ0iNeKviGlZUp/kNR0s3isWlde/Wpa56R+BuQeikFxcjD85WL4wwo/6JVwsG16o+oErpzU5er/dPCDhrJFG4heXHZnJoLDrA3mC2olGRadBvd8nYfzrhsB/wMZ4q69ZGAnpNw6BeawAAyf+DTaOrUFNwmKbk99j33v3ejWdjRmC/InDnBv51WVdl0T3KwysUPW5QLhf7uWZ0GUDoSUer+SQFldwroJMpWBGpKV7RjjlN4h1Go9ZIPynF5JsJRNMYDVr2nNXER/kEOQo7+HlH2VhxthfF5cPPXUU80zEqZF6DTnT2hKK+sVFvYn1YR5q3HomUt8qodmaxRi3vJ0Kh69orvoH3JifYmw7H7r2RjceEWoEOLl5VZk51qQmWPBrn2V2LClQvhb7NxrRFqGBWkZFFGgLpAudoK0QwMNwuQo0U+EHuTOqZW01TkV3fuVIzTCWt12vSG0sCLBvwCxf56GP/wnQqo0IfbnDQjbcAiakgoR6m/rZmoOwqLqZ9C+VAy8Yg7yTu2H8H/3OZSgOoMCT2U9EpA/wY0ESbO5urdI9w6eu03KYX+7XkROqwUcUqIIlAfhlw6540uAPtuxtNT/KOT4j5Xt215oEy9U9aEGtL3wvyHnXNRgiSrThsWFVqtFeno6YmNjHZbn5uaKZRb7WDDjVWgqjEj8ZHmjJ0cbFBIP3XjIZ4RFy3tzyOg7rBTDJpQgMNgCbbHyz+nSc0Mw88qabHbqEdKpIz38MGKwP667VHmOLL43b6/Ezj2VWDhfD0N0AY6nmHA8xSzswF3BCqvoJUIPm9gIl6MRhyTEmhNxzvU5blU5mqDFRRWLsPvNAnR+7VfR4M7qV5WwZ1XiJr70fVADqhDRZ+SjaGhXQKuBTPlK9Yhz29KDr15VfybvunXAr786JnAePy56i0SGhmHaqDGeDzbggHtlodpyEYWQLcGQOz0NaKvcYO23YRMS1R++fZJw1U9VcpArgZANQNF4FTbG+Jy4oBwLZ1RWVkKv5/kybybgcCZ0RTUh+cYgEaLPKoIlQA9tuRG+QMte/CQc2BaExd9EYspleTj6SbAwtzp8zLWqgqBADcaNDkCniHDMuqESQKDDvzPS6RaL8rPSKGP7mhC8fFsnWM1aWK00UaJBGYqrxEWO+GlEBfKQJR77pS24/sEAXDIjBAP7GpCZbUZGtgWZWWbRAI0ER8cEHTom6sRP6mUSHmZF/LZN6PKIIirpVkFjlB3zrNqpwCAHzl1z70T/q9+FZDLXEelWnUZEdvb871bknDPC+Yby8hA5ZSryipwbVj1z3U2IcDOhUxYX5Y2Q/TKqpyvcQjKJKQkhLBoSJg196Kp8IbRkI6zGhhhfEhdz5swRP+kkQ+3Wg4NrmvhQtGLVqlWcc+HleNJ8jOaO066diMSPl7kc8WhNWvqiRxf+t+5PwrUPpiEASn+Dg0dcF2J0ze7Uq9LJcgk6HaDTKe8oMBCYML0Mo/ftx7olYXj59k7izQZZQhGEUHREdyFISGxkS6nIN5xAbkUx/vyrTDzcw7G3RQCCMUQei0Ap2CE61O4ERqVZPNbueRMdP1gq/k34FSrHlgR42jUTkDJrasPW308/LYQFTX2cc4rjHXrHmFjccs4F7lWFRM8HwpdSWFK5OAs56B4ylZKGrnUv4tHwwDz8ctDcjIpGYoxviIs333xT/KQT2IcffiimR2xQxKJLly5iOeO9VHZwdIN0ZVqkvHM0jjx9MaJ/3wT/5Nx2dUFx7RypXGrnvRmPG+49ig2vAVk5FljMMrRVwkBNY0b/ABkTzi1AVLwJc1+Pw7Y1IQ6CJD48EDdeE4lL7zDhaEokvvulGAv+KEFOngXxsVrhCmr7Sbbj1LKdkkyTU81IyzQ7VLjYKEcJUnEEPTGo1rt2PD5tXXDYyksrusTi0MtX4vBzl0KfVSimi4yxYZANVf7uDfEjNeQC3rr9Xpw1ZpznYyFhkfgaELTTLnnTTWFBySHlPSAZUiC72pq9OSFxw46b7U9cHK0qk5o4cSIWLFiAiAj3LlRM62OMj0DupIGI+Ge3S1EIWif96gkwRYcidebp6P7E92hPuH6HLineEXlKxCLMP6BB5yx3HDvrY+DoUrz0wxGkHtFj39YgGCslRMWZMGRcCfQG5WLj5wdR/hoVHIgJY2Q882AUIsKdGx4VFllw/9M5KCiwouCfU2ApCxDLD2EnUnAYlnouXCk3TkL+qf0QeCAdUcu2i+RPmhqQ7WxG24zgsMqwBNUkG8p+OlQmRrm3DUrcpDYi8a45d8rafKXnh+ynVG3Yqjqif6olLDxAkiEVTAW0BYrQaMq2HLbrwWto16K9+0nqjIHxvZyLFStWNM9ImBYh+c4zhTVxY5BxUGV8OHKmDxV/U86FTHPKLtgftyVcPU+SN8UPf0eL30eOCBQW3vVus4lXW5s4oQf5VdDDxn8by/HNgmIs+bsMR07UTIOt3gIs+qsU33yYIPw17Nm0rQKX3pyOoyeUC58BqzAQoxAuRcOPLmr1oZEQcCQTh1+8AplXjMfRpy8Rg5PMFtF2fNB5ryDmt00tmWHbrNDHlj/RQ4tsNxBps8EbRfdQBO6recIcArmA7LAnAOFLmiYGREWzH+TSQZCCN6onLDyFvs955yqW30z7dehMSUnBwoULceLECRiNjvPLb7zxhlpjY5qBnLOGIfm2KQ16V9B0CAmJ4/efgz63fwpdQSkCD2Wo0fCi2WnN0Hx+geLI2KuHRTQqay7qEyckHs65Kq26CEEjSQiTo0WJaormAI4lmzF+RjJ+n5uIyacqyaN/rS7D9CtSYTIBkfGhKM+wimmQzViJoXIjWftWGZF/78K4xJuQfuV4HHj9aiEqYhesR+SyHYhd2HZ6DdEhLRjTG+Xd45t5PxbI8R8BYf/WzT/QFQNRCwESHSLHogmI75AJUuhqoGSYupELTyjvBlCbdab9iou//voL55xzDrp164Z9+/ZhwIABOHbsmMjFGDpUuctlvBhJwv4514upjs4v/wKNUblbpdI6q04rEjiNcWEitN377i/EMslqFYZKvtDwrDVD8FadcnwMhpYdRWU58MbsJKzcf7xaWMQiEX6yHmUoQTIOwWQ1V0flDx2UMflUZb1NWyuFsAgc2BNxL72GuOmfYQfWimqTLKQiAEFiPRIc9fZkNZrR4YsViPl1AzQVJmhLK5X2821pSoSSao9kQjKaRI8ej6FE+Oxs5BU7twaXY+YBof8qfzhLsKRlTRUW9vuLWAKpYApQMhgI3q5eUqdbg9AA5b2qjeIcnjIcBQL3UDYtYA4FSkZwbxEfwe37q4cffhj33Xcfdu7cCX9/f9GsLDk5Gaeeeiouuuii5hkloy4aDY48dTFWp/8PB964BlkXjEL2mUORftV4HL97Ogzp+dBnFCirmi1CaPhCpYg9cgtvh6aRIgZ1dLtaRA38DMBdr6QiuLLGe4aEQSqOivJUE4zCyTMR3TACE/Hrk6Ox4ucIIHc6eofcKtYv0wXjrVE/onMPK8JQ0yOIoh4ElbpayR+8Hug74pdbAh0ZtFVZI7QlYUHvxZBRIEzFmkTv3uLH/uTjzvMrIpY2fuDUOrC0HX0mIFVAyqEpLV2rdcyt3eVUDtwNa6dHIXd5FHLMN5CjfoYc9znk7rNgTZgDmTqkMm1LXOzduxdXX321+F2n06G8vFyUpT7zzDN4+WWlDwXjG5jDg0QOxpEnLkLy7VOFoOj81h/iiurrF4ba3j7NHnOxWpF0WU/x68Ej7pf8NgWqNjH4W/HBj/mI0EQJIRGOaCShB/piGEZiEsbjLPSVhiJMioKkkZCTrgMiF6H/+HliG9LePZhYsQ6X3ZHpcKyCEQY9DLDCggLkNjgOX//ONAYlqXZsqhV+lbjYd+JY3efCV7jRxbRpw3DclhmSsROQcm+VwGhRJzphBYfi0dV/ySHrIHd8AfCvOkZCqVqqflqF0Zbc+VHIarmDMt4xLRIUFFSdZ5GQkIDDhw+jf38lySknhw1QfAaLBR0+W4FOcxYheHdym71IVIfum/D6xsL7dLN34q7pGHCKYlB26JhJlHlqGsrqVBmtDohJsODBC0/C8h8b7k4sWwH/IKs4WXfrohF25RUVlVi3zYhJF+Yh+p1CHDtUU94aKcchAydwBHsQYQjGyaea0KV3BYxGCZtWhODEAf829q2pPzoTvNN9i3Zn4uJA8ok6T8kBe1o+74GsJfRpkCMXAsFbW/5jpLdLbdRNccqf+lTICe8pT9Q3FhIY2mLIia8Cx17mJNC2Ii5Gjx6Nf//9F3379sWZZ56J2bNniykSKk+l5xjvh+aNB178BmIo4a6ppQvtBHHKr9VbgxwZybkx7frThN2z6dja6uda47CSR8VZV+c2Li5kCUPGKh1OtVoJM6YG4ftfSjDrgUxcdFYwNh1SIhS94qJpfgVJ6I5spKIAOdgdsgQP3RiP08YqCaERMWZ8+pxrZZVtgSb3VolUPpvSCid5E5RX0NLQ97TTM62XzCn7Qcq4oeZPMgRzJXRKAoM6qQbuBsoGNvswmRYQF1QNUlKiJHc9/fTT4vfvv/8ePXv25EoRH6H3nZ8h5vfNVW0CvD9Js7WhfIrCk3sJ6/SQHcerQ+Q5Zw1H8qypyD9tgFATx/KVEk/ylrC3y65/w+re8JOvXcfulaJh2ajJRZh0fj6iE0yorJCwe0MQ/pwXJVqwDxpdUl2+emB7AHpjMAyaDaLHCT2IFx6KwQN35uK7OVos/T4Sc97qhBsfSMXu/UaccXEqHrkrEo/cFYGcND/o/GSYTW1fpAorhtAAaIvLYQlRfEBUhXwe7BuGtQTiOyi3YgnOaZDMSl6PLBlF+3WX37+sgRy+HBKLi7YhLqhKxH6KhF05fQtDSi4SP/mrzXe3VJuKrrHY/eUd0BaVQVtWKfJVrP61eulkK83DYiK1rVYqQcLi6w17EJ1ghsWsTJfYTLcuuysLf86LRPf+5Sgv1eDF2zph/bIwaLUyelmHYifWiXU7oyf+fXsgTu52AqfOyMfki/MQFa/DukVJuOvxbHz2TRGefytPuH9O70eW4G4aSfkwhpQ8jOl5B7YueQwlJ3WpWZ6ai8jlO4UANYUHInfqYJhiHJMUG0MqOgVySAuX77ayJpRMdu3ltYXUyMaNF1sBfUqzjItpJZ+LgoICzJ8/X+Rb3H///YiMjMSWLVsQFxeHxMREFYbFNBckLJSYPYsLl5GAig5KONsSGigeTslVphOigqi3BNViOgnv2u5Mc2YAkX+IZDq1oN0FBFnhH6jc+dmEhfi9ypjzzCvzRM7FQ5d0xY61inW4xSIhTuqIdDkBFpjRA4NgrACev7kz3l1yAAmdK8RXJjBQg/+9HoczJgTi3ieyRYO2j9N2YrSpE3QwoK1j+yj9cosxbOJT2LDpZVGG2+PRbxDz60bFmVSSqsu6My8Zg8PPXYaKzsqduf0HUVrhpIEg+U1QuaW2uPVNrVoEDVA8vFn3IEsVQNAO5ZjKeqCsT3WkhPEycbFjxw6cfvrpCAsLE/4WM2fOFOKCci7IVOurr75qnpEyqhC6/gAkHysrbW0oryL96ipjiAaQLGYh2XRB1JnS7o7MBj1J9fy5F0Aq6w8rmSKF/a3a3aNtJqahXiXC2VMLEdmg3Asb5XIpcqB01KQ+q6GiHFWuthK356KzQzB1YhDGnp2MXfuMSNcdRZKlj8vj9HX/C1GWXVKO3rd/gvB/90FTbqyOBNpasVMJd9z3axC1eBs2rXoGZX2VMmVUeQFtObAP+cVFDh1QhbV3+h2QO77YtOkK28u8+SDTd694JCSLXRsJKke16l2PXtD7NDkXCrKmRLFID/tHyWWxfekogbV0MKScCyFV1kThGS8oRb333ntx7bXX4uDBg8LnwgYld1JnVMa70Za3bJmkr0NJm3kT+4uLQ+DeFHR/5Bv0u/Zd9J35oeiKqS2pugOVZdxQ/kPVq6oiFs5O7v6HIEf+DGvH5wGdMo2iJq6kelgtwLk3OFZ2ncDB6t8PYVe1SOncq9LpNkOCNbjrpnDxe5bhoMuNr6wkbtA2BCcJB22ZsV4PGFqH3G2HTn0Okq0jMU0r9+oFs8WCk2+7HjsO1xx3gkSnlPIwYKnqOt1cvhNNCYyoEVSxBEHKvsJhkUSRhcJTXe+MSocm4BDkWv+OZG0h5M6PA+HLapJk7cvGgnZA7vQU5MDtKrwRRjVxsXHjRtx88811ltN0SEZGhrubY1qYik5Rwt6bcU1YmKJCcOj5yzF00lMY0/8edH7tV8TPW42EL/9Bn1s/xvj4mej6zI+4pOx3nGLc0vAG6cSmMQNBe4Cg3VWNp1r+k9BogV6Dy5HQWTnxmmQj0qA0JiTInbNQl4GJ5+c3uJ3LzwtBdKQW+aWVCOh1BJILd9qaNhTtF/rR2nAUkIQHdROOm6/kswgoupuYKIy0Rt5yLR775AMcTk1xFBiH34OUdgdQOhioSHJPZNQnbGuv01qQeDjxFCRz3VwdqeCMqilFF7elKYec8KFDXxY58XXAL7v+xFBaLlkgJ77BXhnNiNtXGYPBgKKiuta1Bw4cQEwMz2V5O+lXnupzbpstAZ27qQKEfpKoIIpG9sT2n+7DSee9gvBVe6vvRun4CedSGSK5s9tTP6DTLV9BqhJtJlMrGCF5QESsku9RifI6XU/PuWc/HpiT3GAxkb+/BrdcoyQtHsNeXHhbJgKC6kYwaBP5o3u2OVEru2O+9d7imgWjRgHbtlG4F5UmI56f+xl6XHEepj90N0rKyqqnSKTik6FJvR/S8ReAShIYLg6quQVcU1K26B9Y7gxo7BM57TdtTATSFddYl/ZB/wgD9wp/DEHAfhHNaLTipMqYS6boBtMsuP2vnfqKkBuniRoSVJnsUK7Fgw8+iAsuuKA5xsioSN7pA1HWPa7NneibSvoV45B50cnIPm8UUmZNw7qtr2LTv8+h1/1fiwS+hgQZnWu3zgPS9ioJkjl5rk0RtDbGCkXdBEth6IMh0NB/EnDPzeG499ZQl6ZZ7r4pHOFhGpF74dfjIKZdUcvFUwNkXTIaw04vwzOfHcavh3bgz5Tt+GHXLtz6bCqSejTcJ8ObAx2SO+ZbtYzqEB0N/PYb8P33wJQp0Gg0WLRuDT79YyEyMgqRnlaAigqTcice/zFgONH4Dm15Bc0tWj0WFhrAElIVnagfyRzu3vugktSqfixUmur6tIpV5DzJUC+pmqlBkqnjmBsUFhbiwgsvxKZNm1BcXIwOHTqI6ZCTTz4ZixYtEuWpjUGRD0oIRWEhEFqT0MS0DMHbjmLE2MfFPDBHMRS2LH0ceacPcjhOIVuPYtSwB1w6ppJGRli3DMw/uAYJcVqkbPPuZLHSYg0uPak/jBU1J+KkQTl45KNj6NbZvcZcr7ybh4efz4W/QYLOFASN1Q866OEHP0QEhuDFNT1xTvxe0TRNZ5dCbvv7q9fiMO+NuDpXE/sTk6/naZiD/fFP0df1Pu/3xPMwPfsYQjURGClPUpb5aTFpajzOueNvdB9Q4T1JnJ5k5NJrLMGQkh9TrMYbWjVkDeQO77mxbQ1QNA6ajJth7XK/Yq7lBtLht7mCxA2KSksQNn2i0AKhDVy/3b59JVGwbNky/P7775gzZw5uv/12ISpWrlzpkrBgWp+SwV2xcc1zKO+htI+maQARTZUkEcIVLddpigDtA0ugAYWjlL4g9iR8sUKUFLqCbJWQcVCZIsjOtYguwd4K+V8snhflICyIq24tQacO7nf8nHVtOLp38UNFpYwSawmKkI88ZCITKdhXthdXj/sd/20sdxAWhO3vq+/LxCW3ZzmPvlPlLrwP2c2ZgPJuNU3lahP151aMenWLsLEusuajWFaaBppMFixblIpZU3rhj68bdl1t0YMkefgabSnkiD/rJGDWQXb3O0hzmrYvlwdTvq3RCbYd4FIpKpWaUk5FdHQ0rr/+erz99ts45ZRTxIPxTcgAaO2etxC+ag8S5q6GPj0f1gA/FPdPQuc3f4euuMKtc4ivlheSsEq7doJTx0X/5BxIZtenOPTwF9MKdEeekWVBQpxHNjLNDomKnz91TKYLCjFj3FmFItnTVYSNB71fox/O7zoeq45JMMME+FWi18gC9BlZggVLs7B9txEXz0zHpqWdEB/r/Jhc80CGcALNz3a8sGi8+Lzvznc+5WbnUwEhmw6LnB7JpEUU4kQ5MHWyDUF4taU77WXOg0kIjbRg3PTCRgZF5TheKmxpXGGrIYdsBk40EMGo6ObmCcVC6k351RRf1enVxS+OVUcdHF3dEeMGLkUuqFGZLYnzyy+/RIUzX3zG95AkFJzaH3v/dwt2zbtTXGC7Pb8Afm4KC1+FIjTmsCAce2CG0+dlilq40SREI2nQIVZx7dx/uGXbrrvDsf0GZKfWmF4Nn1iEj1bsd0tYELZDExZpwezX0vHp79mYtyQfK3bnY+6PFjx2XzhW/dIJ/XvrkZ5pwaU3pdeb7Erbmnq577TRtqUENHYZt2okmMMCkXHleKfP93xsHiQLJQfL1YKiGErkwhEZnzybQM13Gx4UlXO6mnPQGtBFX1MGOelFyJoy56uYo5UqGXdKUsP/gawtglRwmlv24Sg6BZLc9g3gWgOXbq0on+Lcc8/FsGHDRLj3zjvvRECAc2/9zz77TO0xMs2MLr8Ew8c9jqD9aR4ZbNEUijE6FEeevAh9Z30Cb0ep6pNEmenWpY+jspPzKqfiwV0Ru2C9WzHwAJmSOnNx4LAJE8Z4MrjmDwH1GVqOCefmY+Wv4TjlzEI8+lETO32S5XkHk3g4IFUiOFjC/E8TMHJqMlavr8B9T2fjrWdj6vRekTTAKdMK8e3bSndMX6HBbrk0veinxfZfH6oTGetoScd1uz/B2mU7qstMQxDRgLiQkHHCgK2rgzHsVKW3k1OEw2eZKNH02nC/6GpK+XZrgILJzlfJPQ8yOWu6+u/B/zDkpOeA408CpmhAl+fC+5chFUzx6C0wjeOSNJw7d64wyaImZXRSoESO/Px8pw/G9+g78wMEeigsCEuAHlsXPwpjgp3bnhdT3iVWdDFdu/ctlAzqXO96addPFMLJHSqylLvPI8c9NCtrgZARXdfveysZ587MxkPvnWjU1bOp9OquxxdzFNHw7qeFGDb5BN78MB/pmWaHMQWH+UaVTW1kuyk2q5+2uhKraFg3bFr9LArG9XVYf6xxI3bmnIlRKxZVCwurbEUhlEqbUhQ5zdnR6mRs/6/KXKs+yMws5zzA6t98BlwqIYcvqfc5qaKn4vNBlyjZ1T4jacJSX0q5H7Aa6o98VG1PyroWUmVNfximFSIX1DPkpZdeEr937doVX3/9NaKi2k+zoraM/7EsxP68oUnTtKV9ElHaryMqEyO9OveiPCEc6/a+rdxFujDdYYyPQOqNk9Dx4+UuN3qrgOLYKVXWuNe6RQsdQD+9jFueSq/Om1CdWu/j3GnBeO3JaDz2cq7Iwdi+OwcPPJuDSeMCccUFIeL5kkI352W8BNv0yLGHzhO5SqaIIGTPGOHQ2MxGb/Nh/JF/I3TGCuzaZ8Ix7EO+nCPa2VNfFyIOSU676pJJWWV5IypQVwDEzQUKxyrW2FSaSTbzhDf946RxGNJg1Z+App7cC6lkFOSMCiDhIxe3aVXeb+75kI4/Czn+U+GBoYgMqUZ8maOEO6hUPFrFN8TUxu2Ms6NHa5z8GN+nwxfkvU/1556HUEO3HEXv2z8V0QBvOXfVRlTD+OvrbzpWDwfeug4Bx7KF1XOjYXBZRiGUvIGSowmATOFrJ83LGqKFD2CzCAuxYVJnMYBfTnWC4T23RODqi0Pxw2/FmDe/GGs3VWDZyjLxCAvNxql9Owq3UD+pVrdZH4Debu4Zg1A4tp/jE0eOAKtXAykpQGoqAo4txYSUFBw4bERpmaNg1cOAXjhJiAtnWK0SwqIa8WSwTQWQ74MxXkmOtAQBmgqqQfesmqI56foQrGW9IWXcAsnkZErMcJzmlxRR4Aq6EiBwH6SyAZCSH1fMtULWQa5qXCaV9QNKB4nKHKZ58c50dqbFCDic0eQbGkpGS/zsbxx7+Dx4t1Wz++EZWe+H7QsfwsTAy4U7Z0OQ06URlAwrIWVzIiDt824XqOaiyiwJ+dOAOMdGhlGRWtx6Tbh4HD5mxDcLijF3fjEOHTVh4foT0CINneXe6Io+Tu/evRX6mEeMfxJFQ7pi91d3oFRTAtx/P6RFixymOBSJqhARroG+KA5h1liEI1okdDb0nq0WCeOnO8vHcAJtRp8BGDK8u4KECDgAuetsyEJEWJXvTuF4SAWTqqIubo6dhIS94yc1ClR/1EwjsLho77iZU1AvkoQOX65E4YgeCN14yCv/MVNuiKc0JiyIEihlgkEIhbHMzzFm7o0HxFMaMmwSPupapaV82KoG33v3Lno8fm8UHr07EnfM1OHjRQfE1MAR7EYsOiAYim+IL2B7i8E7jmPEmEewekwhLIv/EG9/ZN/+6Ne5KxI7yOjQawMSE3TCqKxvTz3ef7Qj/pgbJYRDQ2i0MgaNLkHHHm5UIVU36/JiYWEbHwkwW90xTe1E/g458jegvK7/TKNQvgXT6rC4aOeU9O2IeDUMnyxWhG44iPRLT0HYxkPwNijZrnhIV49eSyWpJEy05Q2f2MmqmdBCi4BgOzHS1gRG1fugr83OtSHYvDIY5aUahISbRfVJt34VQPxXLr/n1DQr/t5cAWtVyL4jugmB5osIx9syI/rt9sexwCAUl5XCX6/HQ5dfg179MiAnHnBY/+r7M7DpnxBkpujrFRhUIhwQZMUdL9U0N2tzSPVM7wQ6Hi+XomaeCBJGdXjiqZ2Tfu0EtysinEFbCF1/ED0f/xbeCEUeUm5tuKdBQ2TNGFHd0MwVxp1VoF6zJy/EatXgr/nxuP/CbvjxgxjhIPnN23G49fTeuOus7krfEhe+Vjv2VGL09OM4kHkMBq0e/aVR6CMNVX1KhIRPn6Gl6D+yBDEdjM0uMOJSZOD59xESGIRV27ei37WX4KrHvsW+g477JmOs1385hB4DlERgrVZ2iFYQNN43fj2Ijt291zvFO6xQhd0uJKvS44fxgciFsy6o9dGQ1zjjfVBFRPrVE9DhixUe5STYo88v9crrp0jm1GlFVYwxPhzlPRLc3kbKrKlI+G6Ny+ufdXWtBl4CmjKgi26tKRYfjGpIkhVBoYoJksXs2GWqKF8HvX/j34Q9+ysx8fwUFBRa0aVfBIzTnkP8W/9QXaZq4+zWvxzn35SNCTMKRIWMDfKLWPBxDDb81TznKypH7bwhD7vWrwMeeQTW337DvMX/4ZslwKzrwxy8PqLizJiz6CB2rQ/Cb19G4cjuABEVSuxaiTMvMmDEtP3QttcYsztRP1pHVwLZLw1SPV1XmZbDpa9seHjDiUb2WBS/WsaH2P/O9Qg8mI7wNfuaLDC88RopLn1mC5LmLEKnt37HoRevxPF6XDnro3BMb6RdfSoSvl4lElidoYFSSukfVoHu/Z242GZdBQTuAYI3O86DUwKbrVzQR5CtgMno/NMOtJ8SaoCVa8uFsKC+JP9beDKmhFyBPnNWNvk7aB89eug9xSBMV6tdxaCTSzBkXAm+fzcGn72QoPo3l6IX/seygb59EXn7s9D2PwPFi75BxY61wutjyEB/XHtJjbCh0+vA0aXiIRAeFd4o1X0Av2yAxYVviIsVK1ZU/37s2DE89NBDuPbaa4VzJ7F27VphC/7iiy8230iZZsMaYBBdQbs+9xOS3l8MP4pA0FSJVfZKseBpU0hbB9ieD82F1aBD8l3TXd+BJAmbdEqApfJdWaeBZJfkSeHsILMSjs0tLYPRKEOvtxuNORQSuRGW94FM7omBu6vuyiSfExY2Du107tJbVqJ12VzLhiUiCqbIMKTOPB0dP1rWZIHRb3gpHn7/uHD+dGYQZosEXHJ7NnIz/fDrp85dWpsSVNJnFWJsl9vgn5pXpRUScRwDcAi7cOdDOZh2WiDiYpycgr29uqOlcfsD8E2/FLT3luuTJk3CjTfeiMsuu8xh+TfffIOPP/4Y//zzT6Pb4Jbr3gu1YY9etAX+J3KE22DH95cgeE+K14sM+hKTeREJI1fGatXrsDr1Y2EB7i7UbKrjB0vQ/ecVMJdaERhixdjpBZh+VQ5GnL8HRcVWbF/RCQP6GGouFhVdxXwwgvZUeV84+WfnQ9Mj1Fn18qH9UJDjJ0otM5EMCyxIQGdoNRK+WLsXsR1NDTp/ZueYET9Q8c25NeN9fBB3K4K3HMZJF76u3PU7ORyuHqLn5x0WkQlXphOK8rW4fEg/mIzqpaDZBx7sx0tOnBvwl6gsuviU7vjmBx0kW5WEaAHrZT4U3oA7/y5kCdLhdyFZfMMt2BdptpbrFKUYPnx4neW0bMOGDe6PlPEqZIMfss8bJe7qU2+bivRrJjSj05I62C7TrgoLVE2TJJCBmAcUD++OvZ/ehh3Zb+Hz5FR8s2sf7no5FT0GVKJfL+VufM8Bo92JUQb8jwJBuxQTo/ruSl0ZvBfc0FLzrEVzo4SwIPZhK3ZhA/ZiM3ZgLWRZwq+fOY8E2BMTrUN8rHKX+c1iPww97UmMHv4QDMk59b91SltpZLvxnSpF/w1X8xRCIyyiykVN6CN2zESxa24Hxblz6ZpCLP1iNFDRCajsIMydUDrQ6227vRYSZyXDWVh4CW6Li6SkJPzvf/+rs/yTTz4RzzFti/Lu8fXmGHgDcpXwoWkct07JVhmxC9Y1ad8ntIk4OfJH7NT1Fn+boEV+gZJzFGDQuHa1cQdx0anabit0vqSvAQmLDX+F4MMnaxLmdHazqzoogmPR3EgkHzKICEdDzJiq9Moov24WAldvF79rLHKdQyWa48WGijmOxg5h7yFlYjrEVcwmoO8w5x06xb5d35RL64chUvysQBm+/0AP6diL0Bx7DVLq/UDAfp4SqXMwXegvIp6XIeWd5eanxTQXbp+h3nzzTbzzzjsYOHCgmB6hx6BBg8Qyeo5pW+RMHwpjZCPNkloB27nGFBksLjYaN+foRWJ5flXyXBM4pkvCuMhv8XzQrdiXacD+wyYR6Bk7khpHeSgm5PoSSugXW9icrvQtP7f81avxePq6LjCbak4dPaVBGIOpOBlT0B8jxLKKMi0evqwbslJrZVLaqBJHb9wxE7FBMTDKRqSZ6/dHoRwMfVaRS8317KtCXEVvcL5dq1ZC4fBusATqXatKcq0Ct5rU1Hzs3FHlXyEZAU07LDdtCDqYWVcDZf2rDNqcrFPVO0TKuFk0PGN8VFxQd9SDBw/i7LPPRl5ennjQ7wcOHBDPMW1vmiT5jjOrIwTeAJ1jSvsmYuuiR1DWKwFWD3w66Bxljghq8lioEdXenKl4pPQD7PgvSywbMsCAiHCyMlbLUMjJ7yIS0rIRJfoKGAKsdH9Y57lAKRhBUohDVVluuh7H9vk7/wALT8XuX2fjpbt1iC1VzM1ScAgWuf5qM1cPZ15WPYKmvu1K9b+Goijhm45A48RArfbRr0yKQv74fm75oRDHj1VNA8nttd7UmaCuEhIVSUDAPoB6guTOACxK12EHyvpBSn4MUtH4lhot4wIefZs7duyIF154wZOXMj7IsUfOQ9i6/Yhaur3B61ljN+pq5CvSOccSaMD2Xx8UfhUDLn/b7aiFQCMhe8bIJo0l0ZKBf/KuQIS1ULyv9ZuU0Pr4k6nrKpofSv5zpUxGRaZdnocf34tFWakGsrX+nVL1DOU+jJxUtxKGEkD/90o5fp23FGOmFeGVty249mk/ZOVVImHUIeRv69mk5Mrta4JRkKtFeJRrZfGUm/H3gogGv6/Ovvf27/74PWfh4CtXosfD3yD8v/1uCRtr1fdXghZyeTclP6c9VYvY3qpc2xKcGpclA4YUIGS9csQLJgAlIyGRRTiJsYpukEzxrTRwRnVxUVBQIJI3s7KyYKVJWDuuvvpqTzbJeDGynw5735+JU3rdKWy+PREQapwqq6ZVoSutxMCL38DuL29XEgE82ZZWg7TrJzZpPI+XvCuEhR+Ui5ity2VcTAtOV7RwQCk82oxnvz4ipjxIAFgtQEiERUxFFOdrxTJylqT1nv/mqNOkSvrITj5nBy5/sALBYVaRlzF+uQHzfzNh5FkZuPZzE95/PNHpBd8VyNRr4efRuPKeTGGd3RBmM7Djv2CkHqnbj4LKlbWVZpe+l+ShknrDaUqOkrlhUaOtOu1SdQ0di4QONT1UpIIpkBM+QLtCamy5nfoIXwH45QKp9wkxxrQhcfHbb7/hiiuuQElJiShDsQ+D0u8sLtomg895Wcx3N3Qts1Xf1ScwmnodtH+90iDqUVR0ioauuNxtX4TDz14GU7Tn7oxh1iJcVf5LtbBoT/QfWYZ3Fx/Avi1BwowqvpOpOjFy9e9hyEjW44xL8oXzpDPogj9wdE0CJQmQiDAlUpFfaEFQmAUPvntCTMH8OS+qej2aMqHGZnqp8cZUP7wXi2GnFqPP0DJotfULi5ICLd6c7TwR3RVhQYjkU4sVwyY8iQ2bX4HV4AdthXJMnGFLejXDhMioIAwbbtfzpngUELkQ0KdzWarTgy0DQduBiMVAvhs+NUyL43bscfbs2bj++uuFuKAIRn5+fvWD8i+YtofhWCaCdye77MBLj8Kh3RyjnCqPiaZCaB7ckFHgsl20ba3DT1+C4/ef06T9TzSugz/ab/Jdp55GISDikmououSCOeHcQlx2Z3a9wqI+IilHhfIl8q3CG4Pu6KlRF02tEGVyCf7Dn1iDP1EiN142aqrU4OFLu+Hf38OEm6h91QqJIOLo3gDcOb0nslKdJ2ta3cwz0ucUI/r3zUi7YVKD/XpskQsZVpxz3mBotTWnYUnWQ0p5CDDF1p/AyECOWCyOH9OGIhepqam48847ERgY2DwjYryOLq8sdFschG05guZGCIz8UphD/KEtMzZYSSDO0VoNNi17HAUTBjR532HWkiZvoy1Q+/rrad6vze9izYZykZMhIqIyMP2qXHz6fAfhpVEJxVI9BUfQB0Ma3WZFuRbP39YV730XigvH7kXXvhXQ6WVkHNdj8beR2LeFzmH1D1jjwZRb0rt/YsOmlxGy5QjC1h90GlEzQRFMxNkz6r4PyRwFHH8OCF8OOeJPQFfok0ZrzQa9f5oaobLd8r6tPRpGLXExZcoUbNq0Cd26dXP3pYxK0Jxu9B9bEPXnVuiKy2AKD0b2uSOQN2lgHa9jbVEZEuauRvTCjcJkilwss2eMQMaV42EJcW7fXJuAo0oVhDu01DmQKkWKB3VB6Najwl3UZvHtMBaNJB47FjygirAgCjXeV57ry1x6XggefzkXW3ZWYv7vJbjo7BAxXTLl0jy8/pweecisXrcEtTrO1kNCUiXOuDQPGVMSMOejqQh6fodLr/M0R5bWD96bKnKUtix/Aj3v/xqJn/4FyWgRdvECoxmH/Q6QwsC0UWMQGlxPxVLgLsjUg4aFRf3oOFLepsTF9OnTcf/992PPnj3C68LPz7GE65xzmhZuZhom9qd16H3nZzCk58Oq0wqDKyoTTfpgCcq6xmLvx7cgn0QGVTN8tAy97v0CmgpjTQK2BEQt245e932FA29ci9SbJzd6yK3+7pX2iX210AdJ0Qu/glJs/O959L7zU0Ss2iuSNW29UUhsFJ/UBQfevBYF4/uptt8V+tGogL5dT42oSWy0DrNvjcDTr+XhsRdzce7UYPj5SQiLsuAIyDIdCEUEipCPEhTVRDcEMrr1q8A1D6YjKsEIU4UWwWEWdOxeKbS2xfInbngtELdv7IrsY7pm//5KJrPo17P/3Rtx+LnLEPftvwg8nAlTRTHSV36Jyl2K5fkDl9ZNfpfpv5h5QOSiukZp7T1iUZv2XLrrA7j96cycOVP8fOaZZ+o8R//YuStq85Hw5T/of9171XdWmqqsdNs5J+B4NoZOfQ7bfnkAgYcy0PueL+p+RlUv1pYb0ffWj4XwaKyBF0VEYn7d6LXnNuqBUjKoMzb/8wwC96Yg9peN0OWXwBIaiJypg4Vdt9oUakIxN2AGrilf0HhSJ4eyXeKemyPw/ueFOHTUhIefz8E1l4Tiy++KkIcCskhCf4zEOiwViZAkMmxOl+fekINbn02rd7uU0BmCMny8ZC9undwLGSfqTwhtaoqDKTxQCAvB4cMw//QTUjdtAjIygN27gbw8BBgMePeuBzBhyDDIUjkQ+h9kwwklgVObB4RsVV7PfUbQ4AdVqdioM22kcZkacOMy9/E/mulaKagkiRI6TaXZJdtuWv+/A3NECV19aEvKcWrkddVixpugaZG060/Dvo9vafF9d7SkY2PuedXlqDfck4kvvivCi49G4YHblQtfS/tQ+DoffVWI2x6sOw2XhB7oLQ3GZnkl8pENDTTojSHoGtAJ3+/Y49DmPS/fgqwcCyIjNCJRVKeTqqtDln0fibfub542BVatBoevHILj3c3ATz8B27bVWadv56744ckX0L9bN8jRPyhVD+TMWV1WaeHvSmNQRKdsADSU+Mp4beMyjiv5CB0/WCquU42V95Cg0FAZnIuZdTR9QNMnh165qt51LMEBSLltiqjld6m3llbjkk2zWtMiqbecgdYgRZuACZHzsCTvOnS0Zjje9dq6bNk6bfFdqEvcdFUoQkM0mP1kNnLyLDh1RAiy1/VHLBLF8wMxGruxAbnIFI3SDLEpyMoPwLbVlVj5XzlWri3Djj1GB/uTsFASGRrERGkRG52GQ35Z0BgDYECAqNywCscJc9XDIqYmtOI/XfVPKh/1R6B4Df1um5KpkMuE2MlDNgrM2Sj/4ofq/VIVyIRRsZg6PgZJ8eHoEDIIIztfBL0uAHLCHCBkg52Q8D7h7pXYeojkntvaI2GaI3KxcuVKvPbaa9i7d6/4u1+/fiIPY9y4cS69niMX7nNq1LUiIdMV3I3CU0OoVRmfNrySxYLRJ90n2q87275tWf4pfVA6IAmJHy9v9oZntPW8yYOwdcnjaE385QpcUr4IeTfeg9++PYEXH4nGA7f0hFQwCbIuVzH+kfji4Q5GowyjScaahVF4Y3Ynh+folHUc+3EYu4UQcIafRgeT1b1yWFchseGPACFEqPmYPTqthMljo3D+OTrMmBqIqIgqG3jRdEQme1mgZAgQuqZ9RCia0l+nzklGubWSMm6BVDRWleExXhS5mDt3Lq677jqcf/75oiSVWLNmDSZNmoQvvvgCl19+uQfDZRqCqiBcFRZifTcPp19OsWIs0EC0I/6bf4WwqG/7tIzcoIMOpOHwC5eJ/BCKoDTX+ZPOPSV9E7Hz+3vR2lRI/vgy8HzA8BuAL4CcS6A5cq3yZNhyrsevh/q+crSckjn1ekm0b68NRQ26oA/C5WgkR/6HzDwjunU0ADkJCKqIQ6QmGn5yAKywQtYaUWExotfIfEy5NhV5hSZ890kwjhyWRWkrRSvsIxT0oPwOWxTDFtEwiQLSMphgFH+XQrE1p3Uj/MJxznQ/XHihDqOG+iMiTBEUDu/NluykKQPC1rQP/wp7W293TwRWA7mY2W1LAkqGQso7m5uT+Qhui4vnn38er7zyCu65557qZSQy3njjDTz77LMsLpoDO5Od5sCq1zUoLCSjCb3u+aLRc4SGrLnzSxA7fx22L3wIg89+EaDcjyaMzfkNjISUmybj4KtXwRrkpDFWa3FE8fZIiIyuXiSXnlRz18o44MrMXWI3uwtMLcKlaDwyewiiO5fihet7wWKRlAZ7tus49V23+iNI8kf65hCsRxRe+uEIDizoDv8jnjWts8hmFCIPW7FaRE3Gho/Gj38VICLWDJ0rZ9PqZiVo23giKERHwsGQsq6GZIqDrE8B/LJpnpW6wkGyeGYHz7QObl+1jhw5Irqg1oZKUI8eVUqsGHWRdVqU9Oso/u25tL4bWe+UhFZwSp8G14ldsAH6vBKXzhUasxUdPvsbBSf3wvpNryDz4jEiB6P2+Br627ZMGBTqtcpPSUJ5xygcv3s6VmZ/hv3vz/QuYUE9dqoS+Ib07C2iFdbob4Gusx0bjDFuiY7+I0urXDqdH8BVv0Xg40e7wkrCooFGalarhD2bgvDdnNgq86xGxkBK2QmUX7ET66qnYzaUrcOa7QWuCYs2G5nQ1P2HS2eLfHdzoejFViEsCMnYEVLpEEhlg1hY+CBu/5NISkrCX3/9hR49ejgsX758uXiOaR6Sb5+GPrP+59K67twwkA9Eyu3TGlwn6s8toirD1e6j1FgsbN1B4bex67t7sD+nCCFbj0JXUApjVAjKesQjYs1+aEsrRSls2PoDiPtxHTTGmjnyysRIJM+aiuS7zhS9GsQVx4vavteBhHVREQx+evTp3BlywntAyNq2f4faTNgOG/lUXHRbNt55qKPT9XatpwiEi8nLMvDzJzFCaMQlVeK08woQFW+CyShh39ZArFkUJp7rM7QU4VFm/Lc4XHR3FRERWcYh7MRxHBDb6hofhB69ZSxbWYaLbkzHB6/E4sYrahqQtQvosGdfAlAZbeAeperFEgyQOKBuphFL3d+m7L6nDtNGxAX1FqFpkG3btmHMmDHVOReUb/H22283xxgZABlXjkPX53+CPqPAqQulDatOg7KeCbAGGhC8/ZiIJDS0bslJXZAzfWg9K1jR5eVfEf/dGrfbmve7/j0k33Em0q+bKBqE5U0+yeH5zE4x1b+TuNn/9vUI23BI9AsxxoahcHRPxaDAVyAPA3rfXbrCL2oNZFeEBftf1I/dsSML8P3bArD0u6h6VnT1QEoICLLiofeOY+RpxSLYJL7WMnD+TUBRvhaLv4nE1MtyERJhxf6t2Vj4eRQ2rwzBiZIsHC9XhMUNl0TinZcjRPfVWQ9n4qsfi0X57EVnByMs1Ie+s03FEgAp/0xIVYJADtgHOfEVSuLy0DFEgsTeFe1XXNx6662Ij4/H66+/jh9+UMqu+vbti++//x4zZsxojjEyVeWgW5c8hmETnxJ5Dc5EA00/VHaMwtbFjwlXzaGTn0XwzhNK6Zbdv3VlekVCab8kbF30iJh2qbsxGf2ufx8JX6306ObbPzkXPR+ai+6Pf4c9X8xC5iWnNLi+OTIEuVMb7xfhtVQquQGhgUGQIxbZXfQagKMaLkEBq3tfT0GnnpX44d1YFOXroNUp33+6wLtKdIIRb/9+EBExFlA6Bs3W2X/zQyMsuHhWdvXf1FGVHsRbH+Vjw1PAeWcG4eO3okQUJC9fh0H9yDCrGN27+CEkuHlzo7wK+moXTKkRFoYTkDu+RPakTcgvkoCCiaoOk2k9PJopPO+888SDaVlIDKzf/Aq6vPQzOnzxD7RlNcluptBApM6chOMPnlvdSnzjmueQ+L+/kPTOIgTa9Qcp7xIrogq0fn15C+Sr0eGrlR6PVZzyyX7baMKAy9+CtqAMskEnpkJMUSQkBsMc7llSnVejqQAMSiUBo67AuOjWbMy4Pgfrl4Xi2D5/MV3x31967N/tB3+58V4vj3xwHOExZtGzxF3yCxUxEx+rqx7PzvUBeOdTpc/JXTPDoWmgE2qbgrRDeTcHrwk5+ntqeuS5sKA7nsKJnFvRhnD7n9nGjRthtVoxatQoh+Xr16+HVqvF8OHD1RwfUwuKTFDPgkMvXoHwNfugLSqHOSIIBWP71NgOV0HCIfnu6Ui+cxoCD6ZDV1gGc1igmDap3eDMntD1B9DjobmqRO1FPxOKbt36cVW5vyT8LywGP6RfNR5Hnr0UxrjwtvM5050b0yz8NT8cY88qxLiqR0WFFfd9egL5VhN64SR0knrW+9oeA8vQf6SjJ0W9OPni5xcqPiXHU0zYvrsS+sowfPhZOY6nmBEVocHVF9Vf79+moGNjjIOU8phoDy8W6bKBoK2e+1kQpSdByrxG1aEyPiYuZs2ahQceeKCOuKBW7C+//LIQGUzzQx1NXZ5G0GhQ1jux8dVKKzDgijmIXbgRauJY7q+cTbSVJnT4YgWiF2/DptXPoqJzTQ6Gb+PCdAjjNsYKCe891hFFBVqcc12uSMdJz7Igv1gRc8k4hE6oX1yccUkezCZA50q+oJOLpF+Vhfii5WVYtPwE/OAnvC+IW68NR2CgB1MivphzQ+M1ZAL6jJreHkG7PH8fplhI+VOBgsmQHCapGF/H7X8R1A116NC6CYBDhgwRzzG+CXVyPOncVxDz++YW2yfljegz8jF4+gvCAbRNYPW3JbUwKrLq9zCUFmnx6fMdsGdTIKwWoEuSDmedEYSIYD/0xbAGX5/Q2ej2dIjFzuDzidmReOLuGPTvFC7stmzCYkzfODx8p4f+C776NZE1kMOX1/wtVbj3nafS1eJhkI4/A+nom5AKprKwaIO4HbkwGAzIzMxEt27dHJanp6dD1y6LvdsG8fNWI+qvnS2+XxIY5PwZtWQ7cs+sp2rF19pAlwwHgjdzPxEVObonAJIkw1SpwcOXdscNj6Rj+lU5+PnzBHGV/uIlGd+/i+rSUXs05FnhQTDpiau7wmTUwBBgRWGuDge2ByBBlhAHK4qRDwkaBO4Lx6qFJ3DGxUruRbuAfFtC1gGZNyp/W4PczrWQKrpDqnC0M2DaeeTijDPOwMMPPyx8xW0UFBTgkUceweTJk9UeH9NCJL3zp3C+bA3IyKvjB0vQViCLYgHPjqgCRRCGnlpc1YxMxrjphRgwqhR6fxIOkkgfuv6RDLwy/xBGTS50MMAKjTTjsrsyMWB0iVs2KbTPQ7sCsP2/YGz4KxT7twVWW5GT82eYFIVQiSIWEl6/uxOSD+sdmqW1eTTlNX1dSgcrLpruiJOSEc02NMY7cDvUQA3Lxo8fj86dO4upEII8L+Li4vD11183xxiZZsaQkovQra3nrkq+HSHbj8OnqWrgk5GXq9yRpc9SjLScdUTlNuxuQdMZw04tQVikGTc8lo4pl+Y7nUU7aUypeJQUalCQo4NOLyM63uRanoUd5Pa55s9QFOS4+kIJX78aj0c+pLLvdoKsF31VCMkSCrloNBBK3i7WxqdEyntBMjaeA8a0M3GRmJiIHTt2YN68edi+fTsCAgJEI7PLLrsMfn7sruaL+OV6XjqpWk6amyZdXsfgweLHgZQTKCkrQzBOBkwxkCN/BYK3OIaNjfGQCqZBpjbbMT8oc9a+PAffQlx5XybOuCRf/N6Qv1pwmBXBYUbPdkLN1DQycjL8EBJuRnGBa6fItGN6GCsBP713G8mq8g+WtmEOgyyZqn0upJxLIQftBLQl9QsMEhayH6TMqqZ+TJvGo5brTYVbrnsXAYczcErPO9x+HUWJyZqbkkE1Fs+/RmQtXjiuLzaveBo+TYcOlHyENe9+gjEDahxJRdt1skgmHwBTFFDZtfquTyZhEfofZCrlC9wFaCpZZNRDJVmItEQ7maoUDXLw3LMxEAs+jsW6ZaEiolFfc7V3/twP/wDZIw8Nn4QOEPX8SLkPUtU9quyXrhhp6anZmKZGZNga95lDIKU+IPItmLbfct0jSzma/hg7diw6dOiA48eVcPabb76JX3/91fMRM61GeddYlHeOcStFwBxkwOFnL8O6ba+honNsdXMxe1zdHlmLU5dTn6cqerH98EGHxZI5SmnAVDICUmW3amEhnpP9IRWeBk3abEhH3gMqunCuRi3o9qekSAO9YqvQ/FS1saHoyIBRZXjys2P4esMe9B1W6rBat/7luOuVZHz8zz4EhbQjYUHQVzhwJxC5qGaRKQHS0dchpd4JlPUWYkL0GqnoBin9ZkhH3mFh0Y5wW1x88MEHuPfeezFt2jTk59PcpzL5GRERgbfeeqs5xsg0NxqNaIwGFxM6KdKwdu9bOPbI+Sjv1QHrtr+GfR/chNJ+Nc2lLKKNe+PXSUrmrIwPR9b5jr4pPklRkfgREtB4101nSNZA5W7Pm8PqrYBsBdKP6dFAS51mw6aXI2LMeGX+YfQeUgqN1orZb57AB8sOYMplee2zI6pAhhyxWHQAtkFRDKlkNDQpj0Nz+CNoDn0MzYlnIRWdWm26xbQP3BYX77zzDv73v//h0UcfdSg9JWfOnTtbvpSRUQeyAi/rHi+amTXGsUcvQGXHaAcn0NSbJmPdzjfwd+lc/JP3BVaUzsXuL+8QZ+faEY3q12k1sAbose33hyFT51NfplbLdY+haRGmGrMZyMvSIf0EJRC2HhSV8POT8fy8I1iwb5dLuR9tHvpAdAWQgzdC1pTVVI8wjCfi4ujRo9VVIrX9L0pLHcOGjO9gCQ3EluVPoLx7vDhF1C5LtYmO4/echSNPXVzvdsiCXPQM0WqRceV4bFv4IMp6xldtQwurn1aICqJwTG9sXPsCioc6eqb4JAcPAqWl8Ncb0Dups+fbMYfxtIjddEh5iRbzP4hFZZm21S9d1OwsJNyKgKDWHomXkfg25J43Qu56L+TwxUJoMIzbAb2uXbuK0lMqRbVn8eLFojsq47tUJkWLxmjx3/wrmp2FiI6qirDIvOhkpNw2FYWn9HFrm7nTh2HtmUMRsXIPIpdtr25clnXBKNGIrc2wd6/40b9LtyaZyUnFp0AOUFp7N4rwXaDyBrRJYUEBr5BwC255Jq21h+ObtLS9uF8W5NivgcjfgJRHuNy0neP2WZDyLai/SEVFBajQZMOGDfj222/x4osv4pNPPmmeUTIthjXQgLQbJ4kH9RrRlhtFszPZrwkTy5KE/An9xaPNYlLsoIMDApq2ncKxQMw3JPUavzBQBn55V8D/aJsUGPUJDsaVg9UKpc22cmtdIeSk5yBnXg2ErAcMqcryyo6QCk8Hyvo5JDUzbRO3rxg33nij8LZ47LHHUFZWhssvv1xUjbz99tu49NJLm2eUTKtAuRT1tWRnmgdJDgAybobcYU7DFwiKWhSdAuRPBro82eY+DmcigoWFOwcQrQclJWsLgcR3HEtS9emQQ9cDFUlA6n2QzG2lWSGjWinqFVdcgYMHD6KkpAQZGRlISUnBDTfc4MmmGIaphVQ8GlLanYBsUASGfVMoYUREnvuTIGXcDPh74GzaRlIG2pXdtq9h+8raG2rZfjekQu70FGStkhTLtE3cjlyUl5eL6ZDAwEDxyM7OFiWo/fr1E31HGIZRR2Cg5CTFYCt0jXInSGKjdCCkwkmAJRBy7OdA+N8ebLxtWJBzJMNHIZFBUyex8yCl397ao2G8RVzMmDED559/Pm655RbRsGzkyJHQ6/XIycnBG2+8gVtvvbV5Rsow7XGKpHCSIibsIDdPucPbgGRswsbbTgSD8dXOqushZ10FyRLW2qNhvGFaZMuWLRg3bpz4ff78+YiPjxcunV999RXmzJnTHGNkGKYKOWA35MTXFWEhNTXy4MNhC6ZloCk5iwGg5MzSvo5TdE3GAgRvUnF7jE9HLiiJMyQkRPy+dOlSEcXQaDQYPXp0tRU4wzDqQyZFcvwn6pWf2jdTaw3sE1Zbo7qBcY79lFl5T0iZM0VZqWyOghyklFyrgxbQet40kWljkYsePXrgl19+QXJyMpYsWVKdZ5GVldVgExOGYZpI4B5An9n6oqA54Gka78ISBunoy9AkP1XjV1EytMrkTS0VaBWt25m2idvi4oknnsB9992HLl26YNSoUTj55JOroxjOnDsZhlEHmULIchvym659jeLIhXqIKiMPX0ufg9UfktHR5E6CFlL6LTXbbyokksv6qbAhpk1Mi1x44YWiI2p6ejpOOqmmrfSkSZNw3nnnqT0+hmFsaMhevw1GLRj1aep0k8V58z2p7CQg9V7IHd5VjN4c9lXlaeHKPin6Qd1SK7t4MDjGF/DIdpGSOOlhD1WNMAzTjFgDvO/2nnMlvBtPvi6yBKl0WP2bpOcOvweEroYcthLQ5SsRtfJeQHl3IHZeIwZwVdvJYdPFtky7bRbMML6GVDoYcsQy917EF3/G/W8aUDCx4TWsgUDBFEgFU+p+5SxhkBM+rPruWWs9STPxEqT02yCVteF2AAyLC4bxGUpPAkyRgC7PtTtSuSraQQ93XuPO3a6XBVKYpiPlng/JEuH564vHApVdIEcsAUJXARql7w6seqDwVEgFZ3BTs3YARy4YxkeQKP868zrF58IVEUDP50+DZA2CHDPXtXwNek1FR6XZVFusSmHqz4Ggzzt3BpDb9Nw5ydgRUuYNkLOuBHQFykJzBCSuDmk3eNRbhGGY1kHMd1d0c/0FEUshF44BLCFVIekGoOcrkwBdUfMJC9Yr3gd9JpRceewFaHIuUbVjqSQbIJnilAcLi3YFiwuG8SFkmt5wp8W6tgRS0G5IKQ8p0yP1CQxaboqClPIAIFnQbLS3aRRfEVPUBp0rNxgVYXHBML6E/yH3ogqyFnLAfnHhoDtTFI4HrLVmQy0BQP5U4PjTQOCupvUsYeyOva+IKUlEGBhGTTjngmF8CY27F3655jXmaEjZV0CmeXVDMiRNJWAJBsr7KubiiW9ADtzZHKNun/iEsKgysyod0NqjYNoYLC4Yxpcwe2Cxb/WHHPkr5PClgF9+zbKCCZAKJou5cGuHN6uiFmg5fObOvg1DnwE5cVb0bO2RMG0MFhcM40uQXbI5GNCVuLY++QyEroRMUQr7BABNhZLsSY+c84GQjc025PrH1vK7ZOwQXwcJUtYVqiZxMgzBORcM40NIdD9QcIZrzaNoHXqQsKDQd51eHmRwZAWi56vcSrudJkX6IFL6LEhlg1p7GEwbhMUFw/gYUt7ZwqSowdJS8VzV8w0lgNo0hRqlp01pltUQ3DG1+cpPi8c0w8YZhsUFw/gcwjsg+VGgdKCywF5k2H4nJ0+KSrgiGtQKWtB2yns2n8BgVD2gUrHS0ZphmgPOuWAYH4R6O0ipD0LWn4Ac/hfgf0TxpzDGQiqcCFlbCojOlS2QXGlzd6SfgQc93Ehj+2CBoe7x1AorboZpLlhcMIwPIxk7Qcq6ru4TYSuaJ1XBlpthi4iIH3JNu22HdVWOirRXmkFYSTkXQbIGq7tRhrGDxQXDtEXIv8JdXOpXIgPJ90MyR0E2JAMJH1RNv1idrFtru7XVTnM0UmMajTBJORcA+WfxkWKaFRYXDNMWoXwM6kLpqumW7eJvm+Koj7yp0JQNEb/K0T/VvNaVbZNZlyUICN7MTdHcoSniyibOrAagcBykgtNFtIthmhsWFwzTBpFkf8g0p075GM6iCvaQoKjsDCl3BuT4jxQPDNjyKMTWlEfuOZByLxIvsepPAMEb3bjwSUDxCCDiD9dLSmg1Uwygz0a7RfR8oWOQ2ch6tf6u6AoUnA4Uj4QEPSTZrzlHyTB1YHHBMG0UKfcCyMFbAWp2Vp/AEF4YOkgZN0Kq7AYcHgyErIUcsk7pjmr1h1Q6CCicCMkSRibhsEbNB6J+cf+OOuJ3QJ/nxhtQGq+1W6o+G6TdDQRvAKJ/rpvbYos0mSOAwgmQzJFA2UBIptjWHDnDsLhgmLaIbDgCOXwFYIoANMWAttLxwmS7KFmDIKXcpwiLqjJXFE2AVDTB+XZj5gGRizwZEeDnhrCwIZnQ7rBFi6wBokutVNlZRJbkkuGQw5cBoWsATdVxqegKqWAKUDzKrZbmsj4ZCNkAWVsspkyksgFAWX9IbH3EqARHLhimDSFr8yEnvgUEHHQiJqxKR1RrIGCKg1QwESge4/JFSQ7Y56GwaErugKwkp7aXCIbo9UGfzRSgaBwka1D1U1JlV0iZN0HOnAlIFYDspzi2urN5fTLkuE+BwANVnijKhyJH/SbKmJF9JaSS4aq/Lab9weKCYdoIsrYQcucnAF1VczL78LktSZOWWUIhpTwovDLc2j41PnNWctqsSYlkd346EPmrbyeBulL1Qse24HRosq5tcDXRB0QOcH8IhqOQOz1L9ctVG6r1OfplQe7wBpBxM6Qi9sBgmgbbfzNMG0GO/UIRFg1d/Ok5fRrk6B/d2zZdkEI2eCYsmqIJzGEi0bRRu/Om7qc5oGiRxR/Iupyu7I3btZuiIOWe3zxDgRlyx1cVYVHfZ1glfuT4jyHrU5tlHEz7gcUFw7SR6RDR2dSViz+tE/YPZAqtu4qm1DNhIfbXhItz0dgau/OyPlXLVdqPGmKkvn4qJBbIRTX5CUj500UZqPADqW+/xnhIJ56CZAl1sgtZyaEJ/Rdy6CrI/gfEMrcgYagraPwzFMdQUqJUDNMEeFqEYdoCoevcu1pSp9TgLSLnwiXcSBZUE2Flrk+BHPsVELSnxiFUruryagkEzKGAIcO9DdOhsoTR/5T29bIHAkUICz/AEuKYrEr+IlS5kTcdMEcrY49Ybvemam9HAvyylaiTJcLxqZD/IEcuBPxPOL6mMkExwqL9uDBoOezvxj1MHMTnSshZV7md08EwNvibwzBtAFlbUBWItLj4Akm5k3UVys+gC5o+3UVnTQkoGaIkluqK4QlS9mXigisnPV9TNVL74qgtAzRl7m/cHAnp6BsimVWGFXLQdoCmDdwaIP3PCunIHKW3i6i88FcqOGR/sYoctBWIWNLIdoTSgZz4JnDk7eqKDWv090DUrzWCyh59OuT4/yn7zby+cYFBPhnu5KyQ+Rq9n1pih2FchadFGKYt4LZJkuzWa+jiJRVMdX3zZDOdewFQeJrzi2NjWP0gF0yC3PEVRVg0mEfi5raF8BlWXSVDF3OpdDBQNML9qRKZjowGUkUPSKVDIJX3rRYW4umIPxvPFRGDsAJ+uQCJHHpd6CpFWIjn5PrfM5mk0T5cGKf78OWB8Rz+9jBMG0CiVufUFdXd9ujuQHkDZM7UaGIluXEOU0onCyZ5lnRB5l2h/wGaEs9zPRoSPlSBYhsuzADlGNDUg1vTIhJg7NBwNClol+vjlyXIEX/ASpGUKDLMcvFlkQuV99AQ5JXhisixYQ5WpnsYxkNYXDBMW6BsoKg2cOmCRBfF8u6QqALDDeiOXEp5pGo/VA7pZLu0jMyY0mcprzFHQ0q7o/7ER6fj04ipBWEYpXbXMtp2yRBIxqSqIRtFdESO/RLwy3R3Y5AKzqj/aVtJsKtQhILySrreWzWN4eLryEmV8mca2nTBZDdEDpXETmZDLaZJsLhgmDaACM3nXOKCl0LV+jkXerYfUyyk489DyrlYsZy2pzIJUuZMxVXSbmpAKhmleFW4vBOrctHWZ6jnbWFrykb5EGm31yymXiqBu6vbp7i1PbqzL2ogIZasuz3BL8u99WUtZEOthM/akANnRSfXok5kzlVIESeG8RxO6GSYNoJUNFZJgIz51rnZlbiwyJAyZkIqO8nz/ViDgbwZQN7ZVQmelcqFlqIU9VyhpZxLIVOprLaoYcFAYzQmApQDoSaWcEj5ZwD5Z1bnWsh+aUDoWs+3STkrkrn+iIwpTvG50LpR8gsPgzWNTImJJNHU+yF3err+XjN07GWtYgdPPUoYpglw5IJh2hBS3tmQTjwKlAx2TOKjCwd1yDzxdL19QzyKlhgTRV8SyRzTYMUCuYFKyQ8rLdfru3sWRlLRSuSDTk3GBA8TEe23KQGl/SEdfgdS3rkOVucyJUO6k4dgDw1LV6DkRtS3Cu2rcKLn+3AZCyTqnNoIkjkK0vHngILTlHJZQnas7pFOPAOpvH/zDpdpF3DkgmHaGHRxoIdIKBQhdrpoxzo1aGrRcRk7AcdfgExVEFQNYWu+RVgCRGUJuXGKyIjIEzgDctz/mrhXGVLRKZCgrftUwIGmJYvSa8NXQM65yGEayGGV/KlKAzlUNp99OUVQike7tCp9B6Ss6yHnXAoE7lB6tpB7aFk/IT4YRi1YXDBMG0WyhIvpAG9CJHhm3gCZPCwC9gOaCqUxWXnvug3Uik4GyOuBLoCeigDynSg+ub7BoMnQ+Clno3RYPbuIAVLuV0pq0UhJrSdQxIGMtNzsEyPWL3FNkDCMJ/C0CMMwLY6YJiFfiOKTIZUNdNqZValOeUAJ4Xs4tUC5HqKNvDNE1YsKp0Aym2poDOR9cewFoHB806d5nFTVSNmXq7dNhlEJFhcMw3gtIp/jxLNA6UlVlQxSVeKhzQbcSYlrlWCQsi9usFRUKhqvTiShPvFivy9TAjSZN4kST7cFBlWdiPetrXpU/V44DlLyY/WLJ4ZpRXhahGEYr0YkjVKlgy4bCN6mNFGzBkAu7wkpcA9kstcmd0vCqhP9UsjXQaro3vCGS4YB5vCqChYPRQYJGVtDNVfeS8FkyBFL3dq2lHY3ELpG6VRKBmDGeKBoXKvn0DBMQ7C4YBjGJxD5C3Tnb/ub/lfZDaCuo8LJ0wxYgyE5sTWXqf8IdRWlJEaR5xGi+G+k3gkkvaCEP9xNuBQVOMMhudF/g4SSXDqwylujsQ6lVtFRVSS4FkxR206MYZoVFhcMw3g9dNcuhy9XKhyooyuJAzKwEsmMIQA9nL2OREPEIsjRP9g1P6uy2g5dD5hDADIfIzdQfZZzfxCnG6apCR2kXPfNyMi9VO70pNIJ1anfRNUYc84XeSkM44uwuGAYxmuhnhly3GdA+D+OF35dHuSYE0D0j0DWdaI1u9PXR/0ERC+o+4QtSkHJmDHfAGl3QaKplpC1SrdYehiOKWlpzszIrHoxVSMZO7r9nsR0xvFnlVbswsTLWpP+RmZY1LE150LV/EgYpjVgccEwjFciWqEnfACErFMW2F/kxRwBCQSz0nqcFtUSGLL/YefCwh4RxZCBhPeBw+9DQz1abK/Xn4AcsczRk4MiHZTPUTDJremQOrul6ZuM2yBnXwmErIVMfUgoEkJ5IqUncV8PxudhccEwjHcStLVxe24hDgA59nOgeES1ARchU6dTV6Y5hFAxAaGrRW5D9WJjJ8WTI+tqJcJBFRo0HaNikZ2IYnA+BdMG4VJUhmG8ElEF4ooPhWg6ZgHCVtW8llqQ0xSHy1UgMuSwf5xvnhp50VSFJYwjCgzjIiwuGIbxOkR1R9Au98RByH81f2pLAY3Z7V4hDMOoA4sLhmG8D/KycAchDopq/nZSjtoonrZIbyhnRCRrMkz7g3MuGIbxPjxxnbTavcYaAJDZlF+ma/4VNP1S3tv9fdbejLYQCFuhlM1Sa3NIkI0JwjxLGF+52QOEYXwVjlwwDON9WEKAykTXrbJJHJQOrv6T2r9L+TXJmY0iDKvqtwp3aQhBWyF3uxMylceSsBC5IDKgT4Mc+yXkrvdANhxt0j4YxldgccEwjNchxIHoCyK7Lg4KJjkuKxonPCMaTQoVwmQAUNHT4/HKAfsgJ76huISSoLDXREJkKHkgctJzkP3SPd4Pw/gKLC4YhvFOCscBxkQXxIEE5J8OyRRft/Nq8iOAOcz5NkTTMwmo6Cb6d5Cg8QRyARWlsJRf0dAUDCWnaioVt1CGaeOwuGAYxisRLddJHBgTaoSAPTbBUHQKpKxrnG/DlADp+ItA3jmApcYDQ2CKhZR9pdJZtCm5EGTW5Z/sWm4HCYyQjZC1XJnCtG04oZNhGK9FuGAef07pChqxGDCkKE/Qdbx0kDJ1IhwtpQaNqqSciyHnnA8YTlT1JgkCjEkeRytq51q43JNEDMgKBO1Upm0Ypo3C4oJhGK9GosqRwtMAsvemEtUqcUCRDbe2Q6c76qKqNppyJariqk6hdcnHg2HaMCwuGIbxCUSUgey97Sy+vQKaUnGnXTutaw1qzhExTKvDORcMwzBNQCoZ5oaTqDDDEFM6DNOWYXHBMAzTBKTKrkB5V9c8OSg3o3iU0rCMYdowLC4YhmGaiJR1nRKRaEhgkLCg8tici/l4M20eFhcMwzBNRKroASnlQcWCnASGfQqGTXCYwyCdeAKSKZaPN9Pm4YROhmEYFZDK+wNH3gFCV0EO/wvwy1asOSsTlZLZ4pMhyXo+1ky7gMUFwzCMSkhUBVIwDVLBND6mTLuGp0UYhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGIbFBcMwDMMw3gtHLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlV0aAVkWVZ+KSpqjd0zjPqUlYkfZosFRaUlfIQZhmmTFJWVOl7H60GSG1ujGUhJSUFSUlJL75ZhGIZhGBVITk5Gx44dvUtcWK1WpKWlISQkBJIktfTuGYZhGIbxAJIMxcXF6NChAzQajXeJC4ZhGIZh2i6c0MkwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhjGB6FUqZtuugmRkZEiKXrbtm2YMGEC7r777hbZ/759+zB69Gj4+/tj8ODBLbJPhmF8B07oZBgf5M8//8SMGTPwzz//oFu3boiOjkZRURH8/PxEFZankFD5+eefce655za43iWXXIKcnBx89tlnCA4ORlRUlMf79GT/DMN4N61iosUwTNM4fPgwEhISMGbMmOplFMVoCKPRCL1er9r+p0+fjs6dO8MbUfO9MgzjPjwtwjA+xrXXXos77rgDJ06cEHf6Xbp0EctrT4vQ8meffRZXX301QkNDxTQKXXRvv/12IUxoSoPEwYsvvli9PnHeeec5bLc29NzmzZvxzDPPiN+feuqpalOdiy++GOHh4ULoUGTl2LFj1a/buHEjJk+eLKIsYWFhOPXUU7FlyxaH8TrbP73f2pEMep/0fm3Q7/S+aDltf8qUKWL5rl27MG3aNBFdiYuLw1VXXSUiLgzDNC8sLhjGx3j77bfFhZ3c8dLT08VFuz5ee+01nHTSSdi6dSsef/xxzJkzBwsXLsQPP/yA/fv3Y968edUXcdt2Pv/88wa3S8/1798fs2fPFr/fd999MJlM4oJOUzKrV6/GmjVrxAV96tSpQtAQZLxzzTXX4N9//8W6devQs2dPnHnmmWK5O/uvjy+//FJEK2jfH374IQoKCnDaaadhyJAh2LRpExYvXozMzEwhgBiGaV54WoRhfAy666eLuFarRXx8fIPr0sWVRIANinbQRX3s2LEiOmA/rRETEyN+UuShoe3SczqdTogH23pz584VzruffPJJtesuiQTaFuWFnHHGGWIs9nz88cfi+ZUrV+Kss85yef/1Qe/rlVdeqf77ueeeE8LihRdeqF5GOSLUeuDAgQPo1auX2/tgGMY1OHLBMG2Y4cOHO/xNUwxUWdK7d2/ceeedWLp0qSr72b59Ow4dOiRED4kOetDUSEVFhcjPIChqMHPmTCECSCDRVE1JSYkQPGowbNiwOmNasWJF9Xjo0adPH/GcbUwMwzQPHLlgmDZMUFCQw99Dhw7F0aNHRbXJ8uXLxRTB6aefjvnz5zdpPyQS6OJO0yy1sUUkaEokNzdXTOtQxMRgMODkk0+unjapD+pfULtLAU3DNPZeaUxnn302Xn755TrrUs4JwzDNB4sLhmlnUMSASknpceGFF4q8iLy8PBFpoFJWi8Xi9jZJtHz//feIjY0V23cG5UK8//77Is/ClgBaO7nS2f5JnFBipj0UfaF1GxvTTz/9JHJKaBqHYZiWg6dFGKYd8cYbb+Dbb78VJliUd/Djjz+K/AbKcyDoQvzXX38hIyMD+fn5Lm/3iiuuEFUaVCFCCZ0UHaFcC5p6SUlJEevQdMjXX3+NvXv3Yv369eI1AQEBDttxtn/K1aCEzK+++goHDx7Ek08+WUdsOGPWrFlCNF122WUiOZSmQpYsWYLrrrvOIwHFMIzrsLhgmHYE5URQ0iPlYowYMUKUii5atKi6dfLrr7+OZcuWiaRHSoZ0lcDAQKxatQqdOnXC+eefj759++KGG24QORe2SMann34qBANFFKgklIQHRTrscbZ/qkKhSpcHHnhAjJmqS6i8tjGoJTRFS0hIUELpwIEDRakqCamGWkUzDNN02KGTYRiGYRhVYfnOMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGgZr8H1I7n8agy5pEAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 14
},
{
"cell_type": "markdown",
"source": "### Случайный лес (n_estimators=50)",
"metadata": {}
},
{
"cell_type": "code",
"source": "results.append(evaluate_classifier(\n RandomForestClassifier(n_estimators=50, random_state=42),\n X_train, y_train, X_test, y_test, X, y, 'Random Forest (n=50)'))",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.715337Z",
"iopub.status.busy": "2026-02-26T07:13:49.715257Z",
"iopub.status.idle": "2026-02-26T07:13:49.793566Z",
"shell.execute_reply": "2026-02-26T07:13:49.793149Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=50) ===\n,Предсказанные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,Истинные метки:\n,[0 0 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 0\n, 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 0\n, 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0\n, 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1\n, 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0\n, 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0\n, 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0 1 0 1 1]\n,\n,Confusion matrix:\n,[[117 7]\n, [ 2 124]]\n,\n,Accuracy score: 0.964\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.98 0.94 0.96 124\n, 1 0.95 0.98 0.96 126\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9638376856118792\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 15
},
{
"cell_type": "markdown",
"source": "## Сводная таблица результатов (эксперимент 1, random_state=42)",
"metadata": {}
},
{
"cell_type": "code",
"source": "df_results_1 = pd.DataFrame(results).set_index('Метод')\ndf_results_1",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.794959Z",
"iopub.status.busy": "2026-02-26T07:13:49.794863Z",
"iopub.status.idle": "2026-02-26T07:13:49.806213Z",
"shell.execute_reply": "2026-02-26T07:13:49.805719Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Precision</th>\n",
" <th>Recall</th>\n",
" <th>F1</th>\n",
" <th>Accuracy</th>\n",
" <th>AUC ROC</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Метод</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>KNN (k=1)</th>\n",
" <td>0.9640</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=3)</th>\n",
" <td>0.9601</td>\n",
" <td>0.960</td>\n",
" <td>0.9600</td>\n",
" <td>0.960</td>\n",
" <td>0.9599</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=9)</th>\n",
" <td>0.9563</td>\n",
" <td>0.956</td>\n",
" <td>0.9560</td>\n",
" <td>0.956</td>\n",
" <td>0.9559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Naive Bayes</th>\n",
" <td>0.8522</td>\n",
" <td>0.852</td>\n",
" <td>0.8520</td>\n",
" <td>0.852</td>\n",
" <td>0.8519</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=5)</th>\n",
" <td>0.9458</td>\n",
" <td>0.944</td>\n",
" <td>0.9439</td>\n",
" <td>0.944</td>\n",
" <td>0.9437</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=15)</th>\n",
" <td>0.9647</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" <td>0.964</td>\n",
" <td>0.9638</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=50)</th>\n",
" <td>0.9647</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" <td>0.964</td>\n",
" <td>0.9638</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Precision Recall F1 Accuracy AUC ROC\n",
"Метод \n",
"KNN (k=1) 0.9640 0.964 0.9640 0.964 0.9640\n",
"KNN (k=3) 0.9601 0.960 0.9600 0.960 0.9599\n",
"KNN (k=9) 0.9563 0.956 0.9560 0.956 0.9559\n",
"Naive Bayes 0.8522 0.852 0.8520 0.852 0.8519\n",
"Random Forest (n=5) 0.9458 0.944 0.9439 0.944 0.9437\n",
"Random Forest (n=15) 0.9647 0.964 0.9640 0.964 0.9638\n",
"Random Forest (n=50) 0.9647 0.964 0.9640 0.964 0.9638"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 16
},
{
"cell_type": "markdown",
"source": "---\n## Эксперимент 2 (random_state=10)",
"metadata": {}
},
{
"cell_type": "code",
"source": "X_train2, X_test2, y_train2, y_test2 = train_test_split(X, y, test_size=0.25, random_state=10)\n\nclassifiers = [\n (KNeighborsClassifier(n_neighbors=1, metric='euclidean'), 'KNN (k=1)'),\n (KNeighborsClassifier(n_neighbors=3, metric='euclidean'), 'KNN (k=3)'),\n (KNeighborsClassifier(n_neighbors=9, metric='euclidean'), 'KNN (k=9)'),\n (GaussianNB(), 'Naive Bayes'),\n (RandomForestClassifier(n_estimators=5, random_state=42), 'Random Forest (n=5)'),\n (RandomForestClassifier(n_estimators=15, random_state=42), 'Random Forest (n=15)'),\n (RandomForestClassifier(n_estimators=50, random_state=42), 'Random Forest (n=50)'),\n]\n\nresults2 = []\nfor clf, name in classifiers:\n results2.append(evaluate_classifier(clf, X_train2, y_train2, X_test2, y_test2, X, y, name))\n\ndf_results_2 = pd.DataFrame(results2).set_index('Метод')\ndf_results_2",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:49.807484Z",
"iopub.status.busy": "2026-02-26T07:13:49.807400Z",
"iopub.status.idle": "2026-02-26T07:13:50.153030Z",
"shell.execute_reply": "2026-02-26T07:13:50.152638Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=1) ===\n,Предсказанные метки:\n,[1 0 1 0 0 1 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 0 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 1 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 0 1 1 0 0 0 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 0 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 0 0\n, 1 0 1 0 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 1 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[135 5]\n, [ 7 103]]\n,\n,Accuracy score: 0.952\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.95 0.96 0.96 140\n, 1 0.95 0.94 0.94 110\n,\n, accuracy 0.95 250\n, macro avg 0.95 0.95 0.95 250\n,weighted avg 0.95 0.95 0.95 250\n,\n,AUC ROC: 0.9503246753246753\n"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=3) ===\n,Предсказанные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 1 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 0 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 0 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 1 1 0 0 1 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[135 5]\n, [ 4 106]]\n,\n,Accuracy score: 0.964\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.96 0.97 140\n, 1 0.95 0.96 0.96 110\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.963961038961039\n"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=9) ===\n,Предсказанные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 1 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 0 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 1 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[136 4]\n, [ 3 107]]\n,\n,Accuracy score: 0.972\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.98 0.97 0.97 140\n, 1 0.96 0.97 0.97 110\n,\n, accuracy 0.97 250\n, macro avg 0.97 0.97 0.97 250\n,weighted avg 0.97 0.97 0.97 250\n,\n,AUC ROC: 0.972077922077922\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Naive Bayes ===\n,Предсказанные метки:\n,[0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 1 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 0 1 1 0 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 0 0 1 1 0 0 0 1 0 0 0 1 1 1 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 1 0 1 1 0 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 0 0 0 0 1 1 0 0 0 1 1 0 0 1 1 0 0 1 0 1 0 0 0 1 1 0 1 1 1 1 0 0 1 1 0 1 0\n, 0 0 1 1 0 1 1 1 0 0 0 0 0 0 1 0 1 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 0 0\n, 0 0 1 1 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 1 1 0 0 0 0 1 0 1 1 0 0 1 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 1 0 1 1 0 1 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[122 18]\n, [ 20 90]]\n,\n,Accuracy score: 0.848\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.86 0.87 0.87 140\n, 1 0.83 0.82 0.83 110\n,\n, accuracy 0.85 250\n, macro avg 0.85 0.84 0.85 250\n,weighted avg 0.85 0.85 0.85 250\n,\n,AUC ROC: 0.8448051948051949\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=5) ===\n,Предсказанные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 0 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 1 1 0 0 1 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[135 5]\n, [ 5 105]]\n,\n,Accuracy score: 0.96\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.96 0.96 0.96 140\n, 1 0.95 0.95 0.95 110\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9594155844155845\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=15) ===\n,Предсказанные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 1 0 1 1 1 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 1 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[134 6]\n, [ 4 106]]\n,\n,Accuracy score: 0.96\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.97 0.96 0.96 140\n, 1 0.95 0.96 0.95 110\n,\n, accuracy 0.96 250\n, macro avg 0.96 0.96 0.96 250\n,weighted avg 0.96 0.96 0.96 250\n,\n,AUC ROC: 0.9603896103896105\n"
},
{
"data": {
"image/png": 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wDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVnbq7Yxim0bBYEPjPfoT+vAX6jDyYPQ3ImtgHyVeMhsXTwCeeYRiXgcUFw7QA/DYdQe/r34PnqRRYdFpIZjNkjQbhizag2/1f4sSLVyH+7hlwJQyxafDZcwaSyYLimGDkDe4ESFJzD4thmCaAxQXDuDj+/x7EoKnPQzJbxHONySx+Wp/r8orRY84XcMsqwOknL0Vz47fxMDq8/CuCl+2GJFcsL+jeDrH3nYeEWycBGvbIMkxrhsUFwzQXsgz/9Yfgu+s0JKMZxdFBSJs1tJKLQ1Ncin6XvC6EhGSxmant0PnpH5E5uS9yRnZHcxHx9b/oddP7kCWpkrAgPI8losednyBg7QEcWDQH0Gqba5gMwzQyLC4YphkI+34jOj3zE7yOJ0HWSGIy1pgtMPm4I+HWKTj5/OWweBgQ9tMW6DPzHdqnRadB1PvLm01ckMWChAUsMjSoLoSsYiPs580o7hCCEy9f0/SDZBimSWDbJMM0MR1e/AV9r34HnieSxHOySJCwsLo4Yt7+C4MnPgNNQTEivlwjxIcjaEwWIUY0hSUNHqPXgVgE/7EDQX//B/ezaQ5t03H+r4rFoo71SGREL1gKbU5Bg8fJMIxrwpYLhlEZj1Mp8N53FpLJjKIOoZUCGYP/+g9dnvxB/F7VbWCFxIbvf6fQ885P4XE2vU53iC0Uj6FPy0Vx+xDnBy7LCP9uI2Le/BO+u09XLJaAjKkDcPaRC5E1obfdTUmABC2vHGNR6zhLTIj4Zr3LBaEyDKMOLC4YRiUolqDD/CUIWr2/0vKCHpE4+8D5SLz5HLR/9TfIWk15MGZN0Ovh320Q4sRZLPp6/FnLMrrP/gzRH62sZikhwRC4eh+CVu7BkQ9uQ8LtU6ptLrJCHNdAkLUSfHedcn6cDMO0CFhcMG0aqdSI4KW74UmxD5KEgp6RyJw2ALLOuWDDyI9Xocddn4j00Kp4Hk1Ar9s+QtCfOxGw8YgTg5Ng8vUQsRTk8qgLmttLI/xRGuoLZ2n/2h9CWIjD2rGUWN029B6LOoSIc1RpqGUZLI5CQoSCWBmGaZ2wuGDaJmYzOrzyu4hv0KfnwULWhDKLQUlEAM48NAtx957rUF0GuqunSVdMmHYsEtY7+tA/dzo9zNIwf2j2nHFsZY2EuLumO52FQRkpZHFxCElCpxcWVxMXlOniDORqKY4OdmobhmFaDhzQybQ56C6732VvovOT3wthYb0ztwoDfVIWuj/wFXre/IFwFzgSoEkTe53HrcdYjYHeyJjcV7hSaoPEkdHfCwm3Tnb6GKGLt8Itp9Chdcmq4b/pKLwOxVVanju0Cwq7hAvR4AhkiUm6frzTY2UYpmXA4oJpc3R4cQlCfttec0Bl2c/Ir9aJrIbaoNoNgf8egmR2IuDACQq7tcP+n+Yid2AHJWXVzjrkNjH7eGD3iidgDPVz+hi+O0/C4uactcPnvyrxEpKEs/efp/hm6oDGmzGpLwq7Rzo5UoZhWgosLpg2BbkAyBXiSPAhrdL+9T+EC6UmfGyyKhyB9uno3T3Vi0i8cQJM/l74b91zOPHClSiJDKy0itlDL+pibNv1KvIGd0Z9qE/sg6bUVG0ZBXqmXjqi1vdHwqI01A+Hvprt9DEZhmk5cMwF06YI+XW74y4ASrFMyETQyn3ImDFQlYmZAj41FgeCM7UapF48HCUxSkopVe08O+8inH3oAvhtPwG39DyYvQzCHUFWi4ZA8RLOpLsq29iJl9BocOC7+9D5se8Q8+5SSKVmkRVCQo4EB7lCssf1wsGFd6Mk0rkYDYZhWhYsLpg2hdfheOEC0DgoCsgV4XUkoUZxQQ25nIHiQ7PG9BBZIzSdSzUIi/xeUTj0ye3VX9RqVa/AmXz1WHR5/HuH1hUZKeH+yDqnj/3XdVqcePVanHn0IlEK3GePtbR5MJKuG4/CnlGqjp1hGNeExQXD1KUGagnqzB7TA0UxwXCPTXcsYNNiwcGv70Hgqn3o9PxiuMdniC6ntDEFmlr0bki6YQKOv3ptgy0SjlISHYy0C4ci+I+d5SmntWak3D2jzlRdU4A34u6dqe5AGYZpMbC4YFwyLkJTbBR9NtRubkUBks64MiiDhLapEY1GTKJdH/y6zswSEcg4fSCKO4Qi8dbJSLxpIoJW7FUal5UaURwTImIWKMaiqTn80W0Ytvs0DPEZNdbUICtO5sQ+wjXDMAxTGywuGJdAU1SC8O83IfrdpfDZe7a80mTylWMQN3s68obUL1ixKhTH0GP2Z9DlFTnsAsiYXrmmQ1Vi58wQbdFD/vwPUg0Cg4RFSVQQDn12Z8VCrRYZ5w4Sj6ZCn5gJfWoOLO56FHUOg+ymXAKMIX7YseUl9Lr+PQSv3CvGK+Iwyiw3JCwSbzoHR9+5qXwbhmGYmuCrBNPsGOLSMWjq8/A8mlipXgRlJIQvWo92C9fh1OOX4NRzlztU1Ko2KDAy7u7p6PDybzUKAVuobHed1Tq1Wuz/eS66PPItoj9YISwjFMhoTcskV0PmlP449MVd9UoVbTCyjNBftiL63WUI2HC4fHFpsA/i75iK+NnTRbEueuxZ/oSoKNruy7WiX4iI/+gTg6QbJ4r1yVIjGU2K4NC7Nf17YRimRSDJsgNXWJXJzc2Fn58fkJMD+DpfqphpPVBnzOFD58H9TGqdJa6Pv3SVyJhoKDQ59p/1inBJ1CQwKLsh5bJROLDoXjGhOoouMw8RX6+Hz76z0OYWwi0rH8YgH5j8vERpcQpqNAY7950nlwn17tDmFcMU6I28fjEOu4sojoOsERHfb7Tb04SWUaGuXaueQn6/9tW29ziehKiPVqLdV2vhllVQKQi1OMIfCXdOR8It56A0PMCp98RUYedOYOhQxISF4+yPf/LpYVyW3IJ8+M2ciJycHPjWMn+zuGCalfav/IYuj3/nUCokuUnWJ34CU6CPKgKj43OLRcqkLrdIKSIlK11FSwO9EfvA+Tgz70KnhAUFa5JgCVmyDYFr9sPjTKqYioUVAxIki0VM5ok3TsSxt28UronacEvLQczbf4u+JfrM/Eqpo3GzZyBu9jRYvNzLlxti0xBKqbYZlKbqjswp/RCxcB2i31tWa10PeoniPLYcequSSCBLR7f7vlSCTe18PmKJBFg89Ni75GFkTu3v+LliKsPigmkhsLhgXB+zGWM6zhZBhI44O8jvT1kUNPGrGetBtS88jyeLibKgZxTSZg1x2uQftHQXetz1KTxi08uLVEq1vA/KMtm14klAq4Hf5qOiTbrZ04DcYV2EpcNv42EMnDkf2ryiavsR+9dIyO8bg12rn4YupxA9bvsIgWsOlL0pZQsSBDWlu9ojd0AH7Nj+snADtfvsH9FszRHIykNxGDvXPYvcEd0cPBpTCRYXTCsTFxxzwTQbNKFTKqbDWGQEL9ulqriweBiQctXYBu0j9Oct6HvFW+XPJUf6c6w/jGHD5ongSkNKTsV4dBohcLz3x9a4L7HMIsN731kM730f9Bn5wt1Rvq6TBbGskOulx+0f4+iCm9Dtga8cFibCKmIyo9vchdi56cV6HZthmNYFiwum+b58DmRs2EITnS7bseqaTZl90eead4Q9wZGS4rbvxWd/bLVWHBR3Qssd2ocMuKfm1ioCnAl/pXUjv1wrusJq84ud25YE05ZjQvDYi91gGKZtweKCaTYokNAZZElCaYhrBQBHfvqPaFrmjLCwpWG5L+rtwwrFhER8u15xrThpAaFtg5btrlFc+Ow6hYhv1sOQmAmLQYfcoV2ReN04mP2avq4HwzCNC4sLptko6hSG/J6R8DqS6FBaKKU/pl4yAq5E5GerRaBma4HcK4aETKd7jVhjSXS51S1LHieS0OeaBaInClUjFYGtkoTwRRvR5ZFvhJvrJKUZOxM8yzCMS8N/zUzzIUmIm0MlouueyGgNs4+7KKrlMsgyDElZaG2QwCChUJ/tjAHe1YTFsOGPCasFQdk4JFyo9gcJSm2xER3mL0Gvmz+os8IpwzAtBxYXTLOSeMMEZI/uIUzqNWGNKTj84W2iCJYrQV1OWyP1sVzQNmmzhlYskGX0vfwtaPMKa61hQi6ldgv/RfiiDfUdLsMwLkbrvDIyLQbZ4IY9fz2KzLIum5QtUf5amalddtPi4JezG5zVoTqShOIOIQ7YXVoWkvXcO7GNRasRn2FR14jyZb7bT8B39+k6i6Oh7HOOeefveo6YYRhXg2MumGbH7OuJ3cufEPUeot5fjsB/D4rGZVSOOvG68Ui8+RzR+8KVoEJVva57F54nkluduKgqMupykFg0Eizubjj69o2VllMBLxKLjogLsnr4/ncKnkcSUNgjsoEjZximuWFxwbgGkoSc0T3Ew9UJ+vs/9L/kNWhKzapna7gK5e+JLEc1uElkm/bqe/5+FAV9Yiq97h6XDskBYVF1GxYXDNPyYXHBtGioJwmVxw78Z7+ozWD2Moi7aI9TqdAWlcAY6IOUK0Yj/rbJKIkJqbyxLCPg30Pw3nMGGqMJRe1DkH7+YFFYqyYC1uzHgFmv1LtQVUvj2KvXCItC0Mp90GUXiCBMyvSQ9ToU9GiH+LumI/mK0ZXKkNu6vMrNHw7icTIZmMJlxBmmpcPigmmRUEOurg98hej3lyudOm0actma8t2yC9Hhld/Q4eVfcWL+1Tj74AXCShL+7Xp0fvIHeFDnT+s+y2IHUi8chkNfza4+Ycoyet7+sfjZGq0V9uj+4DeVnmdM6YezD81C5uR+dW6bO7AjQn7b7nAWCK3V9ZFvxb6LulTEbjAM0/LggE6m5UGT/C0fCmFBmQZVO31WnfhFaWyLLCaumDf+RKenf0Sf694VLcWt61u3oRTJ8F+2YoL/9Yj4fLUQMVYC1h6A58mUehfMaixsh6Pm0OztK2DNAQya+jxi3qy7cyfFypCQcxRaU1NUio4vLXFypAzDuBpsuWBaHCFLtqLd1//Wa9uu874tjx+obdojQdL71o/R8YUlOPj13SKgNOy7DcKyQQLEGZxpHlYfqCJm7L0zRcVT6tXSde5CaEtNDd6vvTFb33u3B79GcfsQUdTM81giAlftE24pGgO5lqi7Kj3ib5+CqA9WOPz+Kfgz/LuNOPb6dap0v2UYpnlgccG0KKRSI3re9nH9J2wHO4VaXye3ydDxTzfIMuDsOKnLqCPWEVovb0BHbN/5SrmFwOe/kw0WFo6cH4q76PLwN0p2z7qDSmdUq3vqLg1SLhmOE69ci2NvXo/gv/6De2y64wKj1AS/LceQMXNwg94HwzDNB7tFmBZFhxeXQJ9VUG9LgK0LxNH1G4qjNSPIKlLQOczho5IAoQqh1M3UStCKPQ0Yadl+HTq2DM/TqQhYf6h8LKLqZpnVJ3TJNgwb+gg8Tqcie1R3p9wjhLagpJ6jZxjGFWBxwbQczGZEfbSyWYfgtBWirLhU3ZYAZefHFtwMY7CPEBqO4JaagyFjn4TP7tPiuf+Gw2gqakpRtbo3KLtk4IwXYQryqbUCqz3oHDAM03JhccG0GALWH4YhLRctBRIM1Jht35KHcOTdm8Vz2wqkVmiZrNPiwPf3I2PGQFFQjPqoONLfQ2ORIZUY0ffyN0Wgqy7XuTb2DaGu0ZHA8DiThpIwP9FTxFFKg3yQPcb5eieaohJR3EwyNjzehGGYhsExF0yLwZDYMpqEWe/l06cPFN0+w3/YJOIITj31P3gdjEPobzvKJ1uzhx6J109A3D0zUNgzSizLG9gRu1Y+haGjHnOoxwe5I6hSKGVymL3dGz2A1BnIAhO49oDS/fZYomhPXxtk4Ui4fQpkvZtD+ydhFfbzFkS/uwx+O06U7yN11lDEz56OrAm9nXbJ2IqVsB83i/GTm6Y02Bcpl41E1sQ+9d4nw7QVWFwwLQaLXp2va2NNvtZp02LQiVoZnieTMWLoPGW5Vgl2pNeSLx+FxFsmozTMD8XRQdXqaZA7oe8VbzpUNtvW+hHx7b/ImtBHZG64CiR8vA4nYO+ShzBk4tOAxSziNexBSy1uWmjyi+FxKgVFnSj+pGbc0nIwcMZL8N11qpKVh85zyB87ELZkG+JvnYwjH9wCaLVOjZsyXLo8tkhYgkggkcgj0RL1ySoUdgnHwYV3I2dkd6f2yTBtCXaLMC2G3KGdldiEBtJowoImIfqjKjEh/MfN8NuptBm3Bjmi7LWIHzahz7ULYPbU261s2eXRRcKd4AwkRAzxmUK4uBoklgZPela895qEhfU8UQv2mPeXY1TXu9HrhveEZcIemuJSDJz2Arz3KsGsVS08VmEW+dlqdJv7tVPj7fjCL+hx92flLiZre3irtYmqvw6e+Az8y4JZGYapDosLpsVQ3CEUGdMHOhzs2JTYCoi6MlJoPUN8BoaOfVIEqdqizSkQDb+cbXku1pYkdHtwIVwNakKnLSp1eH1R9EwGIr5dj36XvFapkJkVqoVBWTJ11Ryh/US/u1RYQhzBd+sxdH7qh9r3abEAJrMYG4kchmGq43pXaYaphdNPXOJsuwqXhN6De1wG+l76eqXy2CIeo9j+3XpdBK3eh5DfdsDVqHfasEVG8LLdiPhybeUXZBnRC5aKpmoOodEg0sEsIxIi9oJuq+3SIkOfkY/QxVsdGwPDtDFYXDDNXhQr7MdN6PLIt6JXSMxbf0Gfkl3j+uTn3r/oXuGCaA2E/b5TvHdtdj6895yG39ZjTqdtElI963i0BGjCtxVguqx8+Ow767B1hywhwUt31bmepqBYBIc6GutCcR7tvljj0LoM09bggE6meZBlISQ6vLQE+sx8EchnnQi6PPINUi4bhaPv3izaeVcl9bJR2N4lXPQX8bUpINVS6fD6H2j/+h+tThSoAbk1fA7EwetwPAp6RYtlurxip/ejy6s7RVeflutUEC2JG2t/GoZhKtM6bv+YloUso/ucL0R/ChIWhMZoFg+6YNMFnlIAh458DLrMPLu7yBvUCdt3vYbD797U4l0kBAuL2tGn5JT/bgzwcurcymW1MxojG4lazzMMUx0WF0yTQ8F4olV6LVCgnsfJFPS66cNa10uYPUPUdmBaN1QPpPx3X09R9dThwF6NhJTLR9e5GqUGU8EvR6HYjJwR3Rxen2HaEiwumCYn5o0/HKs+WVavYNiAuSIyP+S37XYzB9KnD2gV1gvGPvRdye8bU2lZ3N0zHO5OSzEsiTdNrHtFrRbxd05z6LtJkIUt/q5pDq3LMG0NFhdMk+K976yIk3A4GI/SA/fFIviPneh/8WsY3fEukS5oS/w957JboZUiCmvpNBjdcTbGRN6KgdOeh/+a/Ui7YAhSLxrmkBA4/vr1MIY4ZpGIv2MqTH5edVpF6PWMyX2RO7SLw++FYdoSLC6YJsXjZHK9trPepRqSs0WlR99tx8tfoz4UxRH+qo2RcS00pWYY0nPhnpQtqo8OmfwcxnS4E2fuPw/JZe6OqumjJDrIYnH07RtFaXVHMYb6YdeKJ4SrzV5Kqmy1pPTvgP0/zVXh3TFM64SjkRhV0CdmIvLzNfDZcxpSqQnF7UOQeMNE5A3pXHlFTcP0rLVQVd8r38KmE+9BMprR/pXfYEiqOX2VablINTx3j8/E0HFPIfnKMdi1/HFRbyJ4xR5oCkpgDPZF8lVjkHDLJJS2C3T6mPSd3bbrVXR49XdR0IyqhlopaReA+LumI/a+mbB4Ghr47him9cLigmkQVJ65+92fIZIKHVEzJ6peKAOyToPoD1YgZ1gX7P/hflFdk8jvHdXwY1Kw55k09LnqHQSt2gu3rAL+FNsgJDTCv9+I8B82wuztAU2JEWZPA3IHd0TmpL4ojQio976LO4bhyIe34fgr18B3x0loC4qFaMkZ3sXpPiUM0xaRZLmWYv+NRG5uLvz8/ICcHMDXt6kPz1DTp/RcBP6zH9rcIpj8PJE5uS9MgXWn69lCra0HnDdf7KemGAoyLVOtiu3bXxbWDGLQOc/Af8NhhwPyai53rdRBYFoXzjaWq7q+RacVfUBSLhmOg9/MgcVdXykNmoQCLDLMPh6u0910505g6FDEhIXj7I9/NvdoGKZGcgvy4TdzInJycuBby/zNlos2hvuZVHR6+kelDbjRXCnHn0zMJ5+9DCUxigioi+gFyxC4en+tzagoop4qKva68X3sWvOMWHbmkQsxaN3BBr0PMSWwsGiVSA1c39pgLPTX7dBc/BqyJ/RGu8/+EeXWNaUVzdNKA72RcMdUxN8+BSXRwSqNnmEY8XfIp6Ht4LX/LIYNeUSYkm2FBUEX3fBF6zF8yCPwPBxf984sFsQs+LtSWebaBEbguoPKfmUZZi+DaElOyK5y58i4BGrqRbKmhSzfI7rMep5IhrbEWEkIUwG3Di//ilHd7kHwH67Xk6UlIUtGyJp8yDDXvZ5bEmR9vFifab2w5aKNoM0vwqBpL0CXU1ijO0KxMhRg0NTnsfnYAlg8ag5Y8990VNwJOgq1Sh82/FFoSo0i+p+e06M2qwfT9lBbagqXSS1fMVERtsSEfpe+jl2rn0b2uF4qj6D1QkIB3tsgB6ygNLCyhRrIecMgZU+FVNSjYl1dGuSAlYDfGkBbVopdliDnD4aUNR1SEZ/31gZbLtpQVUxqCFZXnAO97p6QibCfttS6niEh07kByIAuv1gIC5Rd8G0v+q1TYrTOd9XaxIpo9maR0W1uM7arz1CEupu2ZdzvydocyDFPQW73AeB+quIFyQL4bIcc8xwsoV9BhgWyxyHIHR8GApZVCAuxrgx474Ic8wIsQT9D5r+XVgWLizZClCi37dh9IeXxK+ur14ehriO3TudI63xXrRESF77/nYLPf2V34E3Nr7+KH+cMGgJXR5ZKIUfNBwxxyoKqpiESGIT/Sshdb4Yc/QKllVUst7du8K9ifab1wOKiLSDL8D4U77ALgi603gdia10nd0gnjpdgWhVUdCtoxd6mP3BeHvy+XSR+vWzCZLg8vhsAQ6x9sVBVW2tIVDims+Xgn4RwYVoHLC7aCk7GNliLVdUEZZSknzvQ8eZRDOPikMVO60BrdtX58kvkFOSje3R7nDNoKJoT4cbw2gVL8E+whCyCHLAUsjbL5nUZcoDjVlCnIJeJz1b198s0C/Vy8JlMJqxbtw4nT57EVVddBR8fHyQmJoqcV29vb/VHyTQMSUJxVBDcY9MduiSQDCl2IB319OOXIGj5bqfrEjCMK0IWO1NgM1y/tm0TP66ZMgOaBlawbQiy7zrIwT8DbllkxlGK4ZF1IuQ7yHlDIaXeoKxoSGikAWggexyBlDuucfbPNClOf5PPnj2Lvn37YtasWZg9ezbS0tLE8ldeeQUPPvhgY4yRUYGEWyeL1tMOoZFE7n9dWDz0tWaUMI4jelbwCWtWyFpHBbj8Nh1RKs02FV5e4kdzBjTKQUsgR3wC6MqsFJKZorvLIq8pSHMH5PZPQHZLadyBaNgt0mbFxb333oshQ4YgKysLHh4e5csvuugi/PPPP2qPj1GJxFsmiSDMuupKkGmYKhom3Vh7i2pdZp5IWdUUlbLVQgUKO4cJscbYfBdr+L0xsO6/+9yFGDr2SYzqeg+iFywFzLXXbVAFqlYMICe/eeo+yJ77IAcvVp7UdHkggUHCI+TbRhyJBJi4YnObdYts2LABmzdvhl5f+ULYoUMHJCQ0krmMaTClYf6ii2O/i18FLIoJuCqik6RGg32L58IYVHsp8HZfrIVbRp7DrdMZ+9DZyx7VHf9tfEFMZL67TsNnyzF0f/gb0QCuLbub6L1TTI+s10Fb1Hh3tPbceh5nUtHt/i8RsGY/9v88F7JbI6aIlpVQpriLxkAESfpsgey/SsnwIKFgDIaUfQ6QOx5y4FLhkqg7QNMCeJ4AitoD7mX7URPJDClvlLr7ZJoNp/9iLBYLzHbUfHx8vIi9YFyX9PMGY/eKJ0WjMe/DCcIELK6qslIyOb9XFI6+fyuyx/asfUeyjOj3lor+DEzDoNN/5MNblSdaLXKHdkG7T1cLs7x1wvP2M2HKZVnoPbQAencLMlPdsHZJAPZuJnN665Yfoi6LjbBojPgee/uzZleG/Pkfuj70DY69fSMaDYPiWiw1mVTftaxPUNJG3TKtVeuUF9xSIIf8AJDFgophOXpSSYRY/ADprMoD1QAlUUBx5+ovGU5B9ttA5lJAdoNE6+SMhWTh+L5WJS6mTp2Kt99+G5988ol4LkkS8vPz8fTTT+Pcc89tjDEyKpI1sQ+2HnhL+JVD/vqvvHFZ+gVDkDOim0ONnEKWbIVHrOPVOZma8RgXhJHd4vGPHA1Z0kCXXYCIb9aLaqmSJOPaB5Nx2ew0aHUUXQdIGsBsAmZclYn4k3rMv6s9Tuz3bDOnuKmlFKVvR324AqefvLROa179D9I470rWpUOOfg7QFlSvR1HenMcJYSG2o67HMpA/APDaq07nQBIWsg5S8l2QbAYjyoRHvAd4nFYCTEVpcQmyzxYg+HvIWedCSr8MEic9tg5x8frrr2P69Ono1asXiouLRbbI8ePHERwcjO+//75xRsmoiyQhZ0xP8XCWsB82oc/V7/An0uDPQEZETCnefG89ArPWIL4kCK8ZbsKPm/uJHhh04b/n5Xice01mtblH56b8jGhfijd+O4G5F3axKzDcvcwwGCwwGjUoKdLAbGrdVo7GDPSM+GodYueej5aEHPSLIixqc184+5UQWkIDKfE+yOEfAL7bHXOp1LQvOr4pAFLCXEglMZWFRfunAE1RRYBpxQAAyQQE/gGZrBnJd1YSJUwLFRfR0dHYu3cvfvzxR/GTrBY333wzrr766koBnkzrw+N4Enpft8DpmhmtBTVN8uTieObLM/ANUC6a7dwy8A5eQ8ia3tgAHUbPyMHMa2svsa5Uipbx1GdncP2InpDJ7E3xTz0KxUjPHPGAsVhTnvhAlhDlo+MLsVNIEnz2nkZLQjQF892kflwEWQlKoyDJekhJ90HOPAU5YJVSWMvZYxX0gZQ9DSgYAAnairHTv3YLFGFRlzDy2wgU9gVyxzbgPTHNLi6MRiN69OiBv/76S4gJejAtE8lkRvCfOxH58Sp4H1DK+Bb0jETC7VOQNmuo3QC2aCoJLsttdmpq6PtOl5NgggmBCMXV96WUCwvCWt5g4uA4bEBHXHhLunB/1NVqgl4PizZi8IQ87Fzri3EXZOHEfg8kxyp+fLPZ3qi5MolT0He+Shdhl8fzIAVSOb6+o18JyaIEglqflnSClHw7LOSy8N3suMCwGCAlPihESjXcTwDuDsZ0UPOzgGWQWFy0bHHh5uYmXCFMy7dADJzxIjxPpUDWSpDMiiXCkJyFoH/2oygmGHuWPoaCXtHl20hGE9p9sQaasnUZ54iVj+MYKkpL3znfgOnbvDB1gidGDHaHTqdc2fuOyEd4TAn6jSzzk9dAcbEFazYVIT7RJCwTJRFHoe3qhf9izUg+2w4+Fvdatm798lBN+URZVI4UlXMptGS9Uhlyf+QPhGSMqPaSlD0ZMlkRHN1PzgT7woJe9lvvuKuFYj7cz4jAVak00rHjM67pFqHCWVQw67PPPoNO1zI6+DEVGGLTMHT043DLUiYvq7AQv5dlf7jHpWPI6CewfecrKOocLpZR2il1NWWcJ1E+Uy4sPOCFIhTgv30l4vHi25loH6XDR6+FYuoEL/gGWDD9qprdIWfijHj0xXQsXV2A/IKahN5RdEJvdJKcj6lpLagpnyi4Nun68WhRmJ11UUtl7k6bjJJq2RzRkJLvtL95cVegqCvgfrJ2USCqxWkgZU2teR2Ko6B8eWegbVhcuBROq4MdO3aIYlkrV64UlTq9yqrLWVmyZIma42NUputDX8MtM7/W+hR0bdHlFKLH7R9j9+qn4XUoDl0ebsziOa2bUzgkfsagKy4a3glzFhzHui0FWLG2AEv+zsfZeBMefCYd+9Ypf0vTrqhZXDwxPwM//a7UQ4iM0GFQP4OYSPNztcjP1uLEYR0ykYZTOIhouTPcJC7M1RDoryRvUMdKVrwWQWFvJcOiPBCyDuiPPvUqwGcb4HGyLG6yTGiY3YGcSZDSL4Ek27eIUUClnDgbaP94WRCpnZVETJASDGrP+lGxXj1uWuuzDdOoOP2J+Pv745JLLmmc0TCNij4pC2G/bHOo8BVdBgLXHEDI4i3ofeP70IgMBsZZZFlGCZSI91ljw/DSV6fh7qnFDTG+uOFyX+w9WIJBk2OFRYLWpdTugBATTEYlnmL/Vi8s/y4QCacNMMtmLNl3Suzrp0/DcdG53tBoJBGbsXezN/771we/nQzGitJfRVCcGWaUJZYwDcDjVAp0WfkwBbScugqSxQdyQW/Ae1/dK1svBznjoMk6D7LhTJkFwigyOUTApVx7mX9ZUwi0e6cWYVH2X9oVkAoG1T724k6QvXc6XpeVRBTVyGBatrj48ssvG2ckTKMT8sdOpwpf0TWi7zULRPAnV+KsH0YYy3tGzF+YBHePyhX3u3ZUpv+CQhk5uRb4+ylR82ePG/Dq3e1FxodWK4vAzFQ5ASUwwx2e2LawH6aMjhVBoRQMSkGcOh1lg7T+eIqmhM6mLqcIEQv/Rdx9M5WFFosQ3pEfrYTP3rPieWG3dki4bTLSzx8CmYrTuQJ0N+9I8IkopCdBokJVWTMhlXQA6OHMoSLeV4IwaywfXqYVgn+ELOI22tW8s5wJADVQc0RckLsmd6QQU4xrwbakNoRbeo5T64vrUhsvQd0QaJ7P6RoIHBPFN5GcZkbHGA1KS2UcPVmKfYdKsP9wRfXJuESTEBepCW549PLOyMvWVcr4SEG8+KmFDqs25yDhvChcf28O1v0WgNR4Pbr0LUJJS8tqaBHIiH5/mRAXhvgMDDh/vhAVVJpcVBClOKXYdASv2IOi9iHY89ejKOjdvG4UGSbAe48TwScyZN/1kLJmOn8sfRzgvbvuFcVYLKJlu5R6U82rmf0gZ08GqFx5bUW6yuM3znN6zIwLiouOHTsK021NnDqlmG0Z14OsD04V4+NOnU6eYCWzIOXSkUj53yjR1E1OS4H2gW9EyfxeY8+iWyc3ISyMVbxMbm6Ar7di1Xh3XpQQFha7aaRAAXKxz7IN5CFZfK+N4+M4XbotwlLiBr14MA3PJqH5zfNkCvSJmRgy5gkYEpWYGKuwsP2dxAets2PbfGHNaDbqKp5l30RTr0PJ/v84kd1hAfzWQ067qsb4DbFa6jVKgSzhHrHzYYmqnhS/cW+l4ltMCxYX9913X7XaF7t378by5cvx0EMPqTk2RmWyR/dwehu2WjhG++7FGD8rC70nlODdHwIQe/V2aEpMGDwhFwNf74JPfo3Fmo1FOHBEsVT4+mjQr6ce/Xob0L+3AZPGeqJ9tBuSY/XYsdanLPitMr0wBGGIQhbSxCMfOTBR+eYq6GFAf4yCVnIR83wrofNTPwhhQdkjNSFERn4xus/+DLtXPYVmw1IPYVlDamidUIyGM0KG2qq7pQKlNYsCiaamxPsAv7WQA5YChiSbcWqAvBGQMs+HVNK+fmNmXE9cUMt1e7z//vvYubNMZTIuSfaYHrBoJGi44ZiqUN+PwePzMGJKLh7+X2cU5mWgS48iUYEzLIoCNYFLr4zE5h3FyMw2o19PA2KidHYtgP/+7g+NZD80hsRCKCLFgzDKpShFSbX1KCZDS01I7N2f0204x2U4LZpLQnwR/t3GWoWFrcCgejFUT6aoay1ZEY2IJHtALokE9ImO9f+gCZsyTOp1sHo0XHMgi0X0DMmZBOScAxjOljUu0wEl7YXrhHFtKkeXNYAZM2bgl19+UWt3TCMg692QdtEwR2OwGcfPLHIztXj0ik4ozNOix6BCvLv0OEIjFasCaQgSEqOHeeD8qd7CQlGTazEzTQeN1rFPiNJMvSSfag/FYkH7lyBpbJtVyZhyWSaGT1HM344ep60jazVCmGuLjU5tE7Z4a6OOq9bjU50I0WHUwc+YKm9mTannwZy0kJG+DVgGOeBvyNrcuodG/0o6iCwTqbAfC4u2FtC5ePFiBAYGqrU7ppE4+fyVCPl1u7g1ru3uzSIBZl9PUTiLGjcxtSEhNdENuZk6ePpY8OK3p8qbi9liMlHWhwyDwb6mp0qbeoNFtQZjZFEZf0EWug0oQHa6G4adk4fewwpFmiu5X/7+Jhgb/vJDQZ4WHp4WSFoZ6Ykcp2GLLElCKOQP6IDQ33c4nDVFsTdu6XVPnI0VzCm3exfw2eGYtrBW3izpVM8jSs6v7rsZMjYBIT9ApvbpqdfXme7KtHJxMXDgwEp3XZSbn5ycjLS0NHzwwQdqj49RmcIekaJ9dKdnf64xqE1cj7Ra7P/uXgyY9YpYxrEXNUNiIOGkQZy3yf/LhId3ZTEWn2jEe1/k4JNvcpCbZ0G7cB06RuvQIcYNHaLd0KWjG3p10yPIy0vUq6grndQiW1CMQhQhX/QqqYoHPOGDADGujBQ3pCYYMPbcHHQfqJSEJuET1bkUtz+TKB7iPVCPBjPw2JUdsXuLb7nrzJoRURLsA0N6HtoS1jpS+7+7D25ZtRees7ex2at5Jks5dGHNgZCVViz7WdgTUtJs545RtrHSjbQeV4fyGA0z4PcvZEMCEPd4jSXBmTYgLmbNmlVJXGg0GoSEhGDChAmiqRnj+uW/27/1l7DVSzV0N1UyxiyI+G4jEm6bgugPVjT1MFsQMqK7lCDuhBL5ft51GeWvHD9ViufeyMRPf+TBZKMBEpJM4rFxe/Vy6u6IhRd84AaqvGkj4iHDiBIUogDFKCi/uNcEyYt2cnv004Tjyjkp8PazlDdHs4dWkmHWaXD/N5m46MahcD+WLO7a8/vGIP7OaTD5eWDIxGfR2qkquElQdHrmRxx5/xan9qMxmZE1sQ+aGlmXAfivcSzOgijoCynhISWAsjyFdSdkSgM1xCn7KQ1TeocU9Ifks115Ta8EWMrGEMDi1rBmLqI/yAnIwT9CSru2njthWry4eOaZZxpnJEyTELNgGTQFJTUKC9uLasSiDTjx3OUtqoem9V015XjveDYBj1+t+LfbdSwRMRbElbcnY/cBJeBy/EgP3H+HP4YNdMeZOBNOxxpxNs4ofh47acSWLRYRnEkWCXrUhQYaeMDbTrqpjFxkoxB5OIEDOGssgG+Arrztem1oYUGEezZCl52Dv90nQioxIvTX7fDbfgKa/GJh6m/txdQqCYuyn15HEtD36gXIHN8L/huPVEpBtQcZngq7RCBrgoMBko58OA4i+61xPImcVvM4oVgRKA7CLQly1MuAPq1yaqn7acjhnyj7t25oFS+U9aEGtD//NZDT/1driirTisWFVqtFUlISQkNDKy3PyMgQyyifn3FNNMWliPxsdZ0XRytkEvfdcaLFCIumr80ho+fgAgyekA9PbzMK8yubBhJTFHPFki8jMGt6RenosBAdhg+quICWlgDfvBGOWbcl4NCxUhw9VSrcJwT9OVEBrjNHDNjwWxj0pT7w1HhCb/GsMSjUJBvxH/5FHrIxdDyVHvep1WphixFa/K94KQ6+lY32r/8uGtxZ3MoC9iyKvaQlfR/UgDJE9MlZyB3UEdBqIFO8Ug3i3Lr0+GvXKpG8jlCgNBH09nC22ZgdPI45lxaqLRJWCNnsDTnmWUCr9K2ptA+rkCj/8G2DhMt+qvFHJ5UAPtuB3HEq7IxpceKCYizsUVJSAr2e/WWujMfJFOhylT4XjkAiRJ+aC7OHHtqiikqSrkzTTn4Sju1Ren9MuzITv38RjMTTBuEmoXklv0C5QPftWbPvnf6caJubH0sWtoNxwR4YN6r6JEMiY9cs4NmbAmE2aUTAbU3oJDeRpkoMH+bcn7gbzOiwZzc6P36m/DxqqlT9bKsCgypwHvh2Dnpf9x4ko6maSLfoNMKyc+jTO5F+wVDHd56rBH76edWvd4ksJuUdkN2Sy90VTiEZhUtCCIvahEltH7oqXwgtlRFWY0eMC+DwlWfBggXiJ90tUbt1b++KPwSyVqxfv55jLlyc+jQfI99x4g0TEfnJKoctHs1JU096NOm//VA0bngkUQiFPxcG4a7nEmGRZdEvhPD2qnlUJEJiulWvVVEVsl4MPScPiw8fxNYVfnjl7hhxR2mviqdFKkWxrLhWend3TvBbKLDzeA4kBNQ85rYqMEpM4rHl0FuI+nCl+Jtwy1HOMwnwxOsnIH72dOdLf+coqcG+npU7TDuUFRK8GPBfSWZJZXKmAEknkSmV1HeLcxaP2gdWzy8H+WZUq47AtBRx8dZbb5VbLj766CPhHrFCFosOHTqI5YzrUtKu5gmjJrdIUftgnHr2MgT/tRPucRltakJx7BqpTLWL3grHHc8kYOFrEbjuwRQUlFQIBmtZ75pw1GVBuHvImHBhNoLCjfj2jTDs2VS5YZOPvwkDz4vHmm+AAH+N6FVida04ggQZezbVfQdtT2C0dsFhTS8t7hCKE69cg5MvXAF9ao5wF5WG+kE21KMHLSnSsuKDoQGBzgmLyNcBr/02wZtOCgsKDinqAskQD9nR1uyNCYkbrrjZ9sTF6dOnxc+JEydiyZIlCAhwbqJimp/S8ABkTOqLgHUHHbJC0DpJ102AMdgXCbdORuenfkRbwvE7dEnUjqC7/tveSMerj3bCqEv3iFe6dXaDu7um2nziqDu+JvqOKMDLP51Cwik9juz2QmmJhKAwIwaOzcex08V46hvATSeJap+blvti5NRc0cK9LkqKJKz5xfG/7fhbJiFrfC94HktC0Kq9IviTXAOyTZnRViM4LDLMXhWxMrKbDiWRQQ3b5+rVwIED8HL3wEVjJ1R7WdZmKT0/ZDcla8Oa1RH8SxVhUQ8kGVL2dECbrQiNhuyr0n7rsQ0dWrR376/OGJiWF3Oxdu3axhkJ0yTEzTlXlCauCyocVBLuj/SZg8RzirmQyafsQPnj1oSj10mqTfHZXwOwfcuLWDXrBix/S4l5GNCnerxFQ4WFVZzQg+pV0KMm3n8iEpuX+6HP8KPw8TPXKTAWvhaOogIHzRwaCR6nUnBy/tVIuXocTj97uRicZDKLtuP9LnoVIX/ubMoI20aFPrasifUskV0Tb74pftw88wIE+PiK30XYrPcO0T0Unkcq1jX5QM6mctgTAP8VDRMDoqOoG+SCfpC8d6gnLOoLfZ8zL1RKfjNtt0JnfHw8/vjjD8TGxqK0tPKF7c2yPxbGNUk/bzDi7ppWa+0KcoeQkDj70AXocffn0GUXwPNEsv2GFy5Gc5rm8zI0eLjgM/Q1H8UrB5UaFgPtiIuG4qg4ycyU8dGXuQiDHx75X2e8/OMp+AWaUGq0IDPbImJBfH20IkOEAjnfOTYDf3+cUH7+CuQ8ZCBZtHgPR0z1RmgWGYFrDmBs5G1IumYcjr1xnRAVoUu2IXDVPoT+0Xp6DdH3KntUdxR1Dldvp7//DixfLmoF3XvJFWXHMUMO/xjw21g9/kCXBwT9AZDoEDEWDUB8yEZIvhuA/MHqWi7qQ1EngNqsM21XXPzzzz+44IIL0KlTJxw5cgR9+vTBmTNnRCzGoEHKXS7jwkgSji64Sbg62r/yGzSlSrokpdZZdFoRwFka5idM293v+0oskywWUVCpJTQ8a04TvMVbj9sKv4cOFuwpq29hz3KhNiVFwJtzo4X1hKpyHjmghRaJMFlMOIxdOIo92HnYF4sGlMCiLUGJscL61L2LHiFDOiNh5MXQeLSHn7wH6UgSj0LkV7hFcRid5T4IR3R5Cqz1XEulJrT7ai1Cft8OTbER2oISpf18a3KJUGGyUymQSo2iR49TZibKBrHNsqMgmPnzgTfeEE+vnjwdndpFKauHLAJ8Nyrr2QuwpGUNFRa2wwtYASl7GpA/APDeq15Qp1OD0ABF3SoVjSt/yXAa8DxE0bSAyRfIH8q9RVoIklxTbmkNDBs2TDQpe/bZZ+Hj44O9e/eK+hZXX301pk+fjjvvvLPOfeTm5sLPz0+JkvZVTIFM00MWiYiF6+C/6Qg0haVCVJj8PBHzzt9iZmjJE4NaE5uj+yE3ktt9/fD33IVITjUhsr8So5S8vyNCglVr4VNjDabiQg0euqQzTuz3FMtK5GIk4ax4FKB6j4uaOq/aQhf7AISI7am8F+EDf3RFXwRKYdXWb21iwh77v78PKZePdmxlurRefDHw2281rnLfpVfi5dvuhkGvF/EVcud7HJvgVTzZ0rHPAbc0yO2fEmmpTW7BkDWQqHhW5qyKRZ4HIQd/B3icLuviS1YcOi8SkDcMUto1kEzcy6o5yC3Ih9/MicjJyYFvLfO30+KCBMWePXvQuXNnEdS5ceNG9O7dW4gMKg1OVow6B8fiwnWQZXgdjIMhPgPR7y5DyLLdrWqSsL6X+r4nh8UFpZQemI5P/F/G/25Owm/LCjB0gAFbl8WgKTCbgNwsHa4b3hOlxRXmdPrzzkcOSlAkSopTRU+D1g23PpqOcy5PwfbdpdixJQLbdpmw4+heyCYNPPIjEYwIBCFM1MwwyybE4gTO4AjMZb1M6PWeGAyD1HaqKVKQavboHvjv3+cc24BExUUX2X0pLCAQHz3wKC60CeKUg5ZADvqlySd36fjHkCw+sHjsA6LeUASGeKGJBkA3MqffgmRUBKvssxVyxLtlY5DtWzrMPpBin4VkrFzMkXEdceH0LZWXl1d5nEVERAROnjwpxAWRns4FUFoMZjPafbEWMQuWwvtgXKWXWouwqGS6b8D2dQkMEhax985EZAdfbFxeLIQF8dFr1e/uGwsK1AwIMWHc+dlY/XPFHR25MMjaQI/yZbIMT28ZIcFazJzigZmTc4CSSMDQVbTq/uz5CCz+KFS5sMvUd0SHjuiBSLkjYrWHcMZ8UrhNYkP+xaTAcYg95t7KvjX2IVeh9/6zjm/wwgvix6NX34Bnb7y90ktajUbEWtgiexxqBqsBIOsTIQf+AXjvbvqPkd4utVG3Cgt9AuSI98sURw3bkGVHmwc58jXgzCscBOqiOB2aO2LECGGtIM4991zMnTsXL774Im666SbxGuP6kN+43yWvo+ftH8PrUHxzD6dFIILryZdQpSIjkXjTOaLc8xa3gYiM0EKvV9bbd6ju4lhqQq5828ZpNUGxGQPH2HQ4pQnNoHwPKJzilieT8MAbcYiIqQjW9g824rF3UnD0tAZfvmOdCIow5bIstCWc6q1SVutkdJ/+cNPpKj2qCgsBxRU0NfRVjXkO8GkGYUHIbpCSb654SgXBHPHJksCgTqqeBxt9iEz9cNpyQdkg+flKoBfFXdDvP/74I7p27cqZIi2E7nO+QMhf/5W1CXD9IM3mhuIpckZ2E6XTffYpd64kNNLPG4K42dORdU4fMSsfR0ec7TYOT85dhifnp+Ph59JxzaXU16OGK6XK/icqlBXVuQQarYzhU3Ix6eIsBEcYUVIs4eB2LyxbFCRasPcbkV+evnpsrwf+/CoYezd7oaQYCAozYcpl2Zjyv0xMvSITPywIxcofA/HOX8fhE2AW4oNaxhO+PhqkJ7pB5ybDZGz9lgtRisHXA9q8Iph9HOgD0qePqGGx/9QJzBw5pu71qc6DbcOwpkB8B+VmTME5B5IpRHkqlYr26w6/f1kD2X81pMK+jTtOpmnEBWWJ2LpIuCpny4JiKyI/+6fVd7dUm+KOoTi48B5ocwuhLSyByd8LFvfqpbWf9b4Hy+/chhfezEBahhmnzhrRpWPT9dwhYfHN9kMIjjCJOAxrXQsqunXlvalYtigQnXsXoahAg/l3xWDbKj9otTKKTKXYiXUwppZgzYHu+PzFXnh4QRzGz8rClMsyy4UFYW2qRuKirWGIz8Sorvdg94onkN+/Q8XyhAwErt4vBKjR3xMZ0wfA2Lcv8MMP2H/6hEP7lnJHQ/Zp4vTdZtaEkrFdxRNtDqBxoocRiRA9W15dlXqFsWdnZ2Px4sUi3uKhhx5CYGAgdu3ahbCwMERGRqo/SkY1SFgoswSLC4eRgOJ2ShyD2ddTPGpio34o7g58DoH+VyMpxYwTp6uIC+udafosIPBvQFICJNWAjFAeXha4eyqTv23BLGv573OvyYRsAeZd3hH7tiilw81mCYk4Ldq0E8fl/QgoDsGLt7fHeyuOIaJ9caXaGiWlyneH0m2HdUyA2RSMtoD1FLhl5GHwxGewfecrIg23y+PfIeT3HUplUkkqT+s+MdoXsQD2njju2AGo3gSlW2rzmr+oVZOgAfKGNOoRZKkY8NqnnFNZDxT2KLeUMC4mLvbt24fJkyeLVFLKDLn11luFuKCS4FRU6+uvv26ckTKq4LvtGKQW0IDM1TpiJl03vu71ZDNeyH8T5ldeE8KCYi+G9LfJpqD5gvL5My6BVNgbFiqK5LdGvZRCqe5eJaKypxbCskGxF1Y8UdGjxANe8IISBa43VJ/kZk72xIRRHli3uQhv/3QCUVojuloGisBPR2jp2UiidH5+Ebrf/Rn8Nx6Bpqi03BJobcVO9WJiNqYIcXHo7Gnc9vqL5fVBiKiQUMy76gYRf2FFlPZOugdy1PyGuSusm7nySZbLUkrNNqXmzX6ARe+49YLep9G+UJA1+UqJdL91SiyLTdqYXDAAUvqlkEoqrPCMC4iLBx54ADfccANeffVVkZZqhYI7r7rqKrXHx6iMtsj5zqhtGQrazB7bE4U9o+B5OB4R36yHITFT9JXIHdoZyVeNgdnbQ5gNPs95FPjma9z4YprY9uXHgxAcVKWqpfsJyIG/Qg78rVE6QDpSvdNiBi68OR3//FKRVUL1LDTQwAILemGIEAoajYz2djq2UlXPlT9F4oW3MvH8m5mIN59FFrLQVx4Ob8mv9mNLJMLQKgRn0PI9QslRkTl7uJv1QrQVynn49K/qtS4oTfip62+ttIxEJ+IfhRyxQKnI2ViVMxui8NRQh2YvSGlXV1okyXrIOeMBf7KuOnADRGPwOAFZl1bJGiFrcyDHPCNqd5TvxzZtzGsfZM8DQMJcSIXcy6SxcLrOBVksyAVCdS6sRbQoDuPs2bPo3r07iovrrh7HdS6aj97XLUDY95taRPt0VxAWxiAf7P31YWH6Dlx7UMkQERdXCZLZDIuHAWcenoVhc91x95q7MPHieJhMwP23++P1Z0Jc+hb+hpE9kHS2ooJolpwmxEWQFAY3vQXjLsgWcRe1sWZjIa69KxnJaUpXzUCEoQO6C7Fie6feVsmXc5CGRKRcOqIiRiM5GXj/fei0Wuz+9Fv06dTFbtdT+OyATNU6delKNo+ruEoa+r0lUX36VWhs4y2sL1Eqaod5SodXRwvMFPWAJu7JsqHJkGOeBtxP1S5QaDtZB+nMa1wrw1XqXBgMBiEOqnLs2DGEhLAvy9VJumY8Ir7d0NzDcDmEh4AmQ1kW2SF0Z5o7rCuOvXoN+l/0KtzSlXgEWm4LBXd2euYnxBwHfvEqEMJiynhPvPqUA3EIzTz3BoSaKomLAEn5+z3vunTcMC8ZPv7mOju4njPGE7v+icFtc1Px16oCZCJFPPwRhI5yLwSC6mVIyB7RFX47TrYqUevIHJuFNKQiEZZlfwOnIytyhik5xGzGzqOH7YoL4SLJGwkpb6TSb6T944Ahtu4DNoVLpEFV6SQgY5ZdYSF2XRoJOelOIOI9x45BgsvzsBAltC08jgprRt3vgXZuhuy/qpoFhVEHp8UF9RV57rnn8NNPP4nndHdCsRaPPPIILrnkEpWGxTQWmZP7orBzGNzPpLWqC31DSbp6LDRGs3gURwcj8YYJ4k5zyOjHRQBfbeeKrn+7FwFdL/EW04mXp1Rz+qkLUVpcfYxX3puCGx5JLn/uiPEhLESH379uhxOnjLjttlJsOJiMbGRgNzbAAA/Inp4wHFkFn8AiGNxlUbn09SfaYcfKIPy1MAhxJ9xbZHxGXeOiEuzHsE8UJgPVVfuv4rwS91x8Oa6aPL3SMqPRjIyMfMgWGQGBXjC46yCHf+K4sGiKk1VfA4qorOkNKXtqratJJn9F7DuxX7LwSOmXi9RUh9N5aR2/NZDTLi9vZc+oh9Nn9I033sCll14q+okUFRVh/PjxSE5OxsiRI0UxLcbF0Wiw7+e5GDrmSVhKjCwwyki+bgIyJ/erdKp8dp+G/5ZjDp1WSSMjflcENbXHoWNOpNM1EwV5GsQerzyp9xpaUElYOAOFHcRE6hGcPACjYcQZHEUCTomy4ygoQmkBynJRgNOxRpgtiVj0gUXEfnz9ehgWvUmFuSS7c5grC4zaiMMJISx8EYAehn545rmKUuBRIWHoa2OxSErMxu+/7cKyv/eisFD5/ri5aTFpejguuGcHOvep42BN7TFx9gMRhgJPSHGP1d14TFePwmy6bOWn4axzdUK0RcrxOIOk+cUFxVysWrUKmzZtEvEWVESLuqFSBgnTMsgf0BE7Nr2Avle8Ba+jiSKOQCJzv0glQHk6HXW2aokXdWcxexqQM7xrteURX60t7xRbF7JFQvYpxa1A6adFRRZ4eLhmHQiqf7F8UVClHiTEhTelwWQEdE40/bQGiNIX5ZXZMcjJ1MEg6dBL2x89Dd3w0EeJ8PTPLL/gxyaYcN3dyfjlr3xMHJ2DO2/wx3UPpsBUKuHH9yqXS6fvnkUDaFzQwFaX4LHIFiGuiA5Sd/SP6oUZw+03PNu+7SSeeepXmE0WWGzqz5AVY9XSBKz4qxvueTkeM6/NrPmATZldLtVzG20B5IBlQMbFtaeDyk5+AcVFyzqV1ePL0hydYNsADokLSjWlmIrg4GBR5vudd97B6NGjxYNpmZDJf8uht+G//pCIwdAnZcHi4Ya83tFo/9Zf0OUVO3UNaal3lySsyAVir+Kie1w6JAeEhRU93BHkr0NGtgmbdxZj0tia62E0JyQqfv08qNIyLx8Txp6XA02V5JbasMZj5OVo8fq9Mdj+jzV91YLJl2Xi6jn5CI4kf0BFXMeIwcDZOCPmvZCBRb/kCXFBXP9wsqgEmpVWeWJxRWHhyHeeAguNUCwQvnIgzr9goN31jh5NwtNPLIHZbLFbLFcJz5Cw4JFo+AaaMXZmTh2DaqTsEjWgcfltgOzzHxD7BKTSGpr6FXdy8oJiBorK0kqN4YA+xXHBYNEBpoq+O4x6OHRrRY3KrEGcCxcudCgjhGkBUKDd+N44/OkdOLBojphgO724BG5OCouWikWrgcnPS2R72EPWaR0LOiiD4o9G9Fcm2JXrCuGqnDlqQFpCxYQ/ZGIuPl571ClhQVhPjV+gGXNeicfbfx7He8uP4Yd9B3HvywkIjigui5StzOWzlBT27buLkZNrLt/X9KtquTN3MaQ6jAVaSVveLK7YPReTpvSyu96Xn/8rrBV15+zJoqFcDVmvFYOiQlGNkOKsGjTpawohR8+HrLH/NyJRUbaCAY6/D3rf/usga3MhZZ/jVPlw5I6GJFf8LTBNbLmgeIoLL7wQgwcPFrnZc+bMgYeH/dr6X3zxhYrDY5oCXVY+hox9UrhI6lNgi/pslAb74tTT/0PP2Z/B1VHmO0mkme5e+SRKYuybaPMGdETokm1OmZsNuRQFn4kVawvwypP1qFzZBCagHoOKMOHCLPz7uz9Gn5uDxz92otNnDYS0M4pHJST7jbhiotzQrbMbjp00Yu2mIlw4wxuSBhg9IwfflzVFaynU9lH5SkHIk7PRc0QAPD0rT2CyLgOJeUvx384EuwLM3pGSYw3YvcEbg8crvZ3sIip8FgKaItc194uupjmA7yYge4r9VTIugkyVNR39e3A/CTn6BeDs04AxGNBVuOJqRoaUPa1eb4GpG4ek4bfffiuKZFF8Bd2dUX5rVlaW3QfT8uh564fwrKewIMweeuxe/jhKI2yq7bkwRR1ClS6mh99Gfr/2Na6XeNPEap1Q6yJjTwdxLdx/uBSp6fUo7d0EJiOyEjz4dhwuvDUN896PrbOqZ2MweZziMlq9vrB8TN5+jrugXAnZxsVmcdMKixih79hD/DyTWbn/hexxBHKHh7D/CAlXxz9wrU7G3s2UkVQLkhlIvwiwuDu17+ZA9l9R42tScVdIifcoU5TsaJ+RRFFSX4p/CLAYarZ8lO1PSr0BUklFfximGSwX1DPk5ZdfFr937NgR33zzDYKCKvtsmZaJ+5lUhP66vUFu2oIekSjoFYWSyECXjr0oivDH1sPvKPEVDrg7SsMDkHDLJER9strhRm9ucIcbDChFCVLSzAgNdjJmuolOoJtexh3PJNVZx6Le1PE+KB7lgy9z8M8GRVzQOPJznPTLuAhW98iZeReJWCVjgBfSZg1F/sqfgYf/RrCfX+UiUVGvUEEHFBd5QZLIJeLYB0DrlhRp6s6aCPsWyBmjlMam1Eyq9CkO7kJ/nDQOQyIs+lhoaoi9kPKHQ04uBiI+dnCfFuX9UsDo2echh38uamAoIkOqEF+mIFHbQsoboeIbYhqcLXL69GlnN2FcmHZfUe19yj+vvwnVd9dpdL/7c2ENcJVrV1Xouiq762ttOmaPY2/fCI8zaUqpZwevzTrohLjIzZWdv6A38QlstCKatN/SEMAt3W6A4cTRHuJrR66R2HgjIiPcsHl5HSmKLgy93Yyp/ZAzxia24pnN4sfI3hUpznLg79QKVJwTv6DK/V3qwmKRxDa1D6Ts75gqe5aGK8GRZi9AUwx403fYxVwlHefBUtgdUvIdkIx2XGKUWipT7JODVi1dPuB5BFJhH0hxTwoxB5+tkMsal0mFvYCCfpAcM9ozDYDPcBvH42RygzPYKG018os1cMusxRfsCgF49WgzL+vdsPePeZApXdfBbbRQMh4oa6RNQneKJj8ga0aNmQt+vloMG6jU2VhN1gsZWP5dRa+Tlga9y6HjnsawwQ/D62CcYorZskW8NrJXX2UdbS7gu6VcAAw9Jw8Gd8cne4tZwriZZfUc6oK+rPpkwHuvckyfXa4bg+FxDHLHubB0vR6WbtfC0vkuWIJ/ED1DFKuLk3+3JCTKoKqd1ChQk3oDNGlXQaKmZTztNQksLto6alWSlCS0W/gvcoZ2cdlm7hQbUl+qlv2uKyWVeP39LBhNZdaL1oQwA9X0GtUc0Cot5X3X1/reu3dRRNjBI6X4+s0IZKS5tdhTZf0r8t53FkNHPQbP9buBlBSxbHD3HuVBh7Z34J7eFky9PBMabd3vmtYZMDoPUV2cKNBW3qzLxc+qGB9lkZBFx6y4dgL/gtzpPoAEhrNQvAXT7LC4aOPk94wqbxPdIMwW+G4/jqQrRruka4SC7fIGdqzXtpSS6oww6YSe0EKLTTuK8fBz5BZohgqKTZCHSV+bfZt98OX8CHzwRCS+eT0Mpw4blEki/GsK6KnRzZObZ8aSv6kGBjBxvDfe8blelF1v6VCZeE1hKfrc9FH5Mqnc3189e+a6h5IRFlVaq8CgFGEPL4sopNVqqfo9ISuL6BtyzDmLC1nNiqoXxGOaHhYXbZykGyY4nRFhD9qD77bj6Prk93BFyPIQf2ftPQ1qI3XWUKUjqgME6gJx7XjlbnXBZ9lY+FNuixAYhYUWFBQ6diG3WDT4Z3E4Hrq0E37+MAS/fe2NL972wR2TuuHe8zorfUtq+Vot/DEPefkW9OjihukT3DHyEU/kjOymniWtCj7+JvQYVIDew/IR0q600QWG96mM8uf5RUXKL3bKXlNhrDd+O4EufZR1tDYiwyo4aLxv/n4cUZ1dv6y86sj1KDFuUeqoMC0goNNeF9SaqK0FK+N6UEZE0nUT0O6rtfWKSbBFn1XgkvOnsOLrtCIrpjTcH0VdqAeIc8TPno6IHzY5tK7ZLOGxJzWIGhSIF97KxJ0Pp2LYAHf07ErpcTTpVpnAXSCK/62PsvDEKxnCGnHjFb54+sHAWjNdJHoPbnlIkAuRbIxFNtJFVUoNNNi13wslT0oYP8oT40d6oF145f2QgCHRRdx9iz80Gg0uKl6BFf0vQNjPSpyCWnTqXYSLb0vDhFnZIkPGCtWLWPJJSHlVUdXR6SDJbpDNRuQXFSLY3x8o6qbUodBVvp4GhZmwYOlxHNjmhT8XBuHUQQ/xOUR2LMG5/zNg6Iyj0LbVvlrOdGCldXT5kN0SIdXQdZVpOiSZqmLVAf3xU30LRzCXtROuS6xQjxLkUCEVFiPNjaaoBAOnvwj/TUcaLDBcGao/IFksODH/GpytoSpnjcgyet34PiK+WV+7G0mScf71Gbj7pQRReXH49Djs2l+C914OwZ3T5wCehwDv/yr7wU0+FemCzQBVyhw1M65SlUgfbw3m3ROAe2/1L++RQpeK07Em7N5fjF+XFmDJXwUoMVoqmf9JYFSlayc3jBvhgfGjPEQQ5x0PpWLd5iIEBWhwemdHeHlqsEvXC6MsCzE26jan4ltqY+x52Zj3vlIgrGq/FOqvQhP2j++F4IuXIhpF3a3V/g2zqQg/Pfgm3KkbqCShff+D6DV5qWh0Vysii8RmHVf0NTYVTopvKe4RSIX9G3NEbZrcgnz4zZwo6l3VZkxwSA+vXbu2/PczZ85g3rx5uOGGG0TlTmLLli2iLPj8+fPVGDvTxFg8DNi18kl0fOEXRH+wHG5kgSDzdAtqXGa9DNc2Xmvb9K7zvoXFoEPcvTMdP4AkiTLpZLan9F2RPWIzCZI5mywWJCzufD5BOZ5GQlGxMrKO7fwgUTXCoh6QqXqi58GyuzKpWYWFySTjrodThbC4bJY3br/OD488l46de0vw+PwMfLQwB+dO9sKhoyXYe6gUuXmVJ35P+KAd2iMM0aK9ejEKoQ/LwMALj+PfzUXYc7AEx08ZxePz73IriRdq007CgvaYrfGFMdgPCbdORtTHqxoscnsNKcCjH5wVlT/tFQizWgIuvzsNGSlu+P1z+1VaG2JUsr6Ht15fDi+p4iIc2bE3rpyTKPqv2L1nc+X+IM2B0x9Ay6yX0iYtF7ZMmjQJt9xyC6688spKy7/77jt88sknWLduXZ37YMuF6yKVGBG8dBfcY9NFtcGoD1bA+1C8y4sM+hJT8SISRo6M1aLXYUPCJ6IEuLP47DyJqA9XoPOva2EqsMDTx4IxM7Nx3nUZ6Ny7ou9OaakMn84nYDIBZzaOQ3RYEOB1SBmtvcmjGdwj736WjfueTIO/nwaHNrRHWIhOWFy+W5KHJ+ZnIC6xcjqtXi+hT3c9Rgx2x5Hf+kPKDqlm1aRiT19tOYzQKCPy8s3YuL0Y/24uFGKDrDi+Phr8vagdRgxWWghYIOFBn3l4x+tGeO86if6XvgH3M0qWgFTPU/TiopMYODbfIXdCbpYWVw3sBWOpeiFopA/WW/4QzctGYmolcWHl0jtSccsTKZCs3dkoGNFV00WbE2f+LmQJ0sn3IJlbRrXg1my5cFpceHp6ilbrXbtWjsilrqkDBgxAYWHdDZtYXLQcYl77HV3nLVIno6SRsB2Zw9cgjYTjr1yL2Lnn1/u4MeYEbMu4BAGWHLhRZ8Yq7DtUgoGTYsVkmnmkc8VdakMEhIoCpKTEgrA+p0Vg5T03++PtFyrfvVPb+M8W5SIu0Yi+PQ0Y0MeAHl300Gol/P11EN57LKrGfVOcw61PJVazGlCWCOHrU3F3WQw9OuJvRF31BQLXHYJFK0EyK5+q7VsVS8q8BbWdgvCYEny1+YiwWjjK/LtisO43dSekf+XaxQXxwAtemHZVPHXrAoyhSiqm5wG2XNTnO0/iLH8wNIn3q/QJMo3uFrElOjoan376KV599dVKyz/77DPxGtO6KOoc7trCgmZsWRZiQeOMKd0iI3TJ1gaJi1htJEYG/oyfs+/BINMhGEX5LGXyNEPCr0uVomJ0l+/MRFe7H54eFlXucqnDZliIVoiLdz/PFiLijuv9kJltQUqqCcmpZiSnmWDQS8gvtIj1yM1zaKsvPnq69oC5pd8GYuT5qUjIysHJs0YcO1WKoyfIPVIqxNYtV/vhust8hMh4RroDXUe8AkOCkmGhKRMW1Zvj+UCfkV9nD5zuAwudOt8mI9BzcGGN4sJZPefM+j9+qMf0UfOF9YfiVeSuN7KwqHoyRX8RSk2t46RTI7LM85z4pJjGxGlx8dZbb+GSSy7BsmXLMHz4cLFs+/btOH78OH755ZfGGCPTjKTPHITSQG/oXaz6pvUCbqSxZeQ57aMXgeVZSp2FhnBGF42xgd/jsYKPcFvh9wiSc0RYoyRb8M3PSozBNZc66XqpOjtZn5MrpVzoyRShSjNxvcdOgZo7VkTj2dczhbj4bVmBeNQGDcMD3ghANjqiB9yl6uXULbIFRwtOYuj5x2GS7VcpvfeJNDzxcga6XzMWuSfPIio+3a6oKD+uRYY+NdehSds2K8RR9Ab7goWsKLkDO8LnUDy0hbWnglotK86ESyQkZGH/vnj06x8t+o1A0wbTTWuDPvCU6wDvHUowtD2zlegdIkNKvl00PGNaqLig7qgkJD744AMcOXJELDv//PNxxx13sOWiFSIb3BB3z7no9NzPLmPBoBt4apZ2/I3r0fH5xdBty3fOalE2EZgCvBo8lu6mk1ieeROiLUmwiERMZRzrtxaLzApvLwkXzaijk2WdBYXs/C5msIZ/HmQ5eOPZENx0lS8efTEDJ06ViriLsFAtwulniBb5BRYRmLn3YAmSUswoRL54JOEs2stdEY2u0EtKVcRMORVHsQcFyBXDaxeix7Ah1GJdL7JGunbU48DhUrz3WSmOnMrGzo/+JQcCshGF3hgKrVRzMJ6j1oDM1CqpIXVAxq+atiHB47/zlN0Go1U1YEl0EAo7hYmsK2cyXs6eSVfEhdxW803tCeoy/1dJNOBxBKCeIFQcy3+dUsHTlsJeokW7VNSzqUfN1EK9vs1RUVF46aWX6rMp0wI589hF8Nt6FEEr99Z6V1aXOViNcAG65pg9Ddj7+yOiXkWfq95xWlgINBLSZg1r0FgizclYl3m1iLnIyDBj594C/Le3BDv2FmPtRiX26NLzfeDp2Ui16sgt4kiajAP07m7AH1/XXRvg+FHghhnBOFJ0DNnIwGkcwRkcRbDcDiaUIgtKIKYb9BgS3ANrdxbCTV95cGOGeUA6Nhxfxp5GbtBRHEtJRyriMetCoIOmOzb+7deg4Mq9m7yRnaGFf5BjVh0K+lyzJKDW76u9773tuzp7/3k4/uo16PLod/DffLRse9khYUMBtMr+tJCLOgHup9uWa8TGGFeOsNJR47I4wBAP+GxTznj2BCB/GCQSGCTGijtBMoY308AZ1cVFdna2cIWkpqbCQo5bG6677rr67JJxYWQ3HQ5/cCtGd5sjynzXR0Cocaksc6tCV1CCvpe9iYML77ZxEzi5L60GiTdNrP9gTCZcsfJhvPLncSxdlSe6e1Ylup0Oj85p5Kj1Js4u6dod+OSHQsy7YiwSSpJxynIEechGGhLKa11ESZ0wOKQb3vsjtpqwIOgjGz1rP66ZVwxvvwC8/7mEOU+kYe3eFBzZ5I7ZL+jwwZORdid8RzCbJPzxZTCuuT9FlM6uDcrk2bfZGwmnqvejoHRlbUndzefoGxi9YCkSbj5HiVEymVEiF8EE5Tvhjpo78dK5iGhXUblTyp4GOeJDtCmkupbbqA//tYBbBpDwoBBjjOvidLbIn3/+iauvvhr5+fkiUtQ2DY1+z8zMrHMfnC3S8hje9wF4H4yrcy6r6UZa7SxLi0aCxUOP4phgeB1NdDrm4vjLThTSKigg5zgQHw/ExQFr1kD6+y/IGZW/6906u2FwP3cMHWDA4P7uGNLfAHf31llhP/a4Hkd2eaHfyHyk5ufj+1/zRMzdgHZRkAt8MPXyLFF50hHI7RLZ/xTyC2Ss+zUKo4cp7djffigKyxYF1Wt8bgYLXvnpJHoMKoRWW7OwyM/W4p4Z3ZCaUP+mdlZKgn2w/b9XMar7HGQVxWIPNsELPhgpTatxm8AgL3z3413QassKlUmlkNs/DuiTOC21JijsIu1qSFlO1KlhXD8VtVu3biLugtwilJZar8Fxhc4WheFMCsZ0utspcZAzqBN8d51q1BtrEhhmP08RmOlQplqZwDn57OU4/cQlik26KseOARddBBw6VF7GWcxCdggM0ODcSV44f5oXJo/1hL9f27uToquH7Wms+txRbp2bgi++yxUZJF++Ey72Q0bRm0b3QHJs/bpcGjzMmPtmHMadnyP2Za15QdkhVLHz+H4PPH9Le6TE2d+/RZKgceLySGseef8WURfG+P7bOCUfQDii0UdSAt/tcevtE3DZFZVfl3UZkKNfBNxS6s67bYuIgKkgSKfe4fbprUlceHl5Yf/+/ejUqVP9B8fiokXR/a5PEf3RSrgqJh93EclfW4qi+JJrNfhv1ZPIntCn5p3dfz/w9tu1Hu/yiVNwx1VdMGr6Kuh0fOVXg807ijD2gnhRpOvg+vbo1N5NlOj+5eMQfP6iNRbEuQATJXtDgv84X1w65jA69iyGTi8j+awey78PxJFddHOk3udHxyvoGYltqx+FW8fuKC3JQTf0R4xUPYOBBNjoMd3wxNOzyq0WlfalKQT8V0MOWAbociofhL9yyjmMfZKDOFtTnYtp06Zh586dDRIXTMMgn27w37sQtGw3dHmFMPp7I+3Cocic1LdarWNtbiEivt2A4D92iOqVVMUybdZQJF8zDmYfpUJiXXicTnV6jE11DSTrRV6/DvDdfVpUF7WW+K40Fo0kHvuWPFy7sCAeeQTYt0+4Pmrix7WrsHrXZgz42oL+vQ3o18sgeme0j3YuS4GpYOQQd0we54nV6wvx8HNpWPx5O2FpmHZFpo24gFPfqojoEky9IhPJ0yKw4OPp8Hpxn0Pb1TdGltb3OhQP+d57hLAI8gxAjLGTqItlFRAmkwUeHnpcfOkQXHv9aLvCQuB5ADL1oGFhUTO6ul3wTPPhtOXi888/x3PPPYcbb7wRffv2hZtb5QvqBRdcUOc+2HJRf0J/2Yruc76AISkLFp1WpIdSISmNyYzCjqE4/MkdyCKRQdkMH69Ctwe+gqa4tCIAu+yKaXHX49ibNyDh9il1HrPfRa8i9PcdcFXye0fjwKJ70X3O5whYf1gEa1p7o5DYoDoFx966Adnjejm/89RUYO9e5bFnj3hoDx+B2VI9E2HCKA9ce5kvLj3PG95erTPWojE5eFSpaEq9D1cvjsTE0YrbdUZUX1gs1gJi9pDRqVcxrn8kCUERpTAWa+HtZ0ZU5xKhtWl/eRZP3D2+I9LO6BpVGCfIp3EY/0Gn1WLju5+hd0wXrP3nMBITs0QDyJj2QRg/oQfc3e0LUVFIK2QRELiUy4HXgZRwL6T8ml1OTAtzi9AfSI07kyTuitqIRCxch943vl9zRgZNqJKEPb89DM8Tyeh+/1d17vPoWzfU2cAr6r1lQtC4qjU2d0AHbN/1mvjd83A8Qn/bAV1WPsy+nkifPgB5Qzqre8DiYuDgQVy7+Sn47N2C3XuLsPW/4vLEFS9PCR+8EoprLi37w2NTtsPc81gqPvgyB7266fHPL5HIzZVxzYRI5BmLUIQCUUkkBBHwQUB5MPmFN6fhzucTa91vTq4Fp09b8OZtvZES5253HaNcigykwAIzQhEJneScJSpfzsEOrIEZZrx829145Krr69xGlooA382QDbFKAKc2E/DZ7dRx2yQUinL6LUjGsOYeSZsjt7HEhRqw5cJ53E+nOJYKKkkihU5TYnKo6BWtv/nYApFCVxPa/CKMD7xRWEdcDXKLJN50Do58ckeTHzvKnIQdGReJOhdJ8cVY9Esevvg+F6fOGjFtoieWfhepWh2KtkJGphm9xp5Fembt3zXqwEoCINIQgeV7U+DjV/N3/e/VBbhhTjIysyzw9tDCoygMAQiBP4KhhRbpSEY6kpCN9PLaFFroEIVOiEYXu1VIq2KWzdiG1ShEHiYPHoYVr71b642YDAvk4J+AgOVKZc7ytEozf1fqgipyFvaBJn5enasyzScu2HbbQoj6cKVDN8AkKDTF1Wsu1ARZO8h9Uhtmbw/E3zXN4VoV5JZoKqiAVsIdU9EcxGsjMCFwEZI1IYiOcsPD9wbjqbmB4jWh64QPivoi8J+ZowQFaoXFokO04r7Qu0mirXsQwhGFzkJQkCAoQRHicAJbSzag14STorsrNVqzxWiURfzGBdcmCmFBc31+kRlpSMQx7MV2/IMtWInj2CeKf5Gw8IIvPOENM0w4i2PYhGXYL29DrpxV67hP4qAQFmH+gfjuyRcgac2QfTbCErEAlqj5sES8A9l3vZJqSsIiYgEQ+IdS7lt4fEhUsLCoE2sPkYwLHf5OMc1DvSwX//77L15//XUcPnxYPO/VqxceeughjB071qHt2XLhPOODbhABmY7grBW+NNQX65M/r30lsxkj+j8o0uzs7d+6LGt0DxT0iUbkJ6sbvVw47T1zSj/sXvEkmhN3uRiXFy3F7MJvsO/77bhlTiKmjvfD8nfvEWmFovAPTRyMw1C7+rQMM/atCcbbD7WvZiXIRApSkYB8z3jkFSrnNjxEi4vHt4N7SjfExslYn7ILqUVKqei7b/bDS48F4+DRUsyb7YEDp3OFpYJcIAEIRTAiEIxweEreoEsiWTJicby84ihBvVQ6ohc0VbqiZcvp2Il14vdX7h6M++8NgtaL3Bzmij8MEpoU9GT2BPIHAr6b2oaFor4uQbsXGeW8S8l3QModo8rwGBfKFvn2229FMOfFF1+MOXPmiGWbNm3CpEmT8NVXX+Gqq66qx3CZ2qAsCEeFhVjfydPplp5XZ4GC8O82CmFR0/5Fr04J8DqWiJMvXSniQ8iC0ljXT7r25PeMxP4fH0BzUyy5Y6HnxeIB/2+oTi1y02IgZc4C/FaLO1WmOjV95Wi5m5uEyAgd9ttpb0r9R0LQTjweeSMIx3Pi8fwbWUhKM+KDxXHwR5HofVKKYujghl4YAv94b2jkWAwbqMG47u3hdsZPNFijb5KmSj8TiuWw7p8sFmdxFCmIF6XOLZDRFX0rzYAndbsBE3Dt/3xw3yO50GhyK+bGqvXDKcXUb5M6JWtbUllvZy8EFgOgLbHZlwTkD4KUeT43J2shOC0uXnzxRdFu/X6qB1AGiYw333wTzz//PIuLxqCR3QwWva5WYSGVGtHt/q/qvEZoqDR3Vj5CF2/F3j/mYcD58wGK/WjA2OzfwEiIv20Kjr92LSxe9oPzmo2hQ6HVaLH10H788u8aXDSpf8VdK1MJR4ptRXaymWDsUJCtx6geEeibPQpe0gmckA+IcuTk1iAGYzx8JH9sXy3j8as64uWfTiEnQ7nsVbVA2MNXCkBfjIBF3izcKWTpsEKlxX0DjejfyYR1W4GEJBM0GhkSBVbXRLnYQOumPoJCdCQcACn1OhGoKevjAbc08rOKBmaSuZFL6TOq4vSsderUKdEFtSqUgnr69Gm1xsXYIOu0yO8VZbczoz2c6Zdp0WqQPbpHreuELtkuWq47cnjqBtnuizXIHtkN23a+ipTLRlWLwag6NntjtYYsyHqt8lOSUBQVhLP3zcS/aV/g6Ae3up6wIHr0gPlRJdBszvvPQe7wQOUGY4xToqP3sAKEx5DAsH8C1/3uj9fvixHt54PlCLGMYjKocZotlMp6aKcXflgQWlY8q44xkFIug9wkOcgQv5P7xMoNjySJCqDvvxoMTw8JazYW4eOvbQpetRnLhM3fd3mskQRkORsLRRtbyjNApNIoSAUDIRX2Y2HRFiwX0dHR+Oeff9ClS5dKy1evXs0t1xuRuLtnoMfsTx1a15kbBqoDEX/3jFrXCVq2S2RlONp9lBqL+W09LuptHPjhfhxNz4XP7tPQZRegNMgHhV3CEbDpKLQFJaIGh9+2Ywj7eSs0pRVltksiAxE3ezri7j0XFoObMuPUp650c/D4Y9C+Oh+JqQU4k1CMjjFcXMtZrJ80BWH+7640vDsvyu56B7Z52f3GU7MwI0pF4KcP/MvdLb9+FiKERlh0Cc65KBtB4UYYSyUc2e2JTUv9xGs9BhXAP8iEzcv9odXKyDBlij1RBkmQJhiSJOPWJxNxwU3p0GlJiOgx//Fg3PtEGh5+Lh0TRnmiZ7eG9ypxeei0p10OUBqt5yEl68XsDZA4oG6mAfWo6ivz30qbFRdz584VbpA9e/Zg1KhR5TEXFG/xzjvvNMYYGQDJ14xFxxd/gT45224VSisWnQaFXSNg8TTAe+8ZYUmobd38/h2QPnNQDStY0OGV3xH+wyan25r3uul9xN1zLpJunAhjsC8yp/Sv9HpKTEj57yRujr5zE/y2n4CmqBSloX7IGdGVyhq2yM/+JvlvbOukE8GDh4+X1iwuuP5FzdjohZnXZuDoHg+s/MFeEzMRLSl+mspcIfQ7iQtyj2Qi1cbaIMHDy4J575/FsHPyRL8R8bWWgYtvA3KztFj+XSCmX5kBnwALju5Owx9fBuGHZWlAAeCn98KVd6Xh3GsyERpJokTpf0KGuTuu9xPiorBIxqvvZ4r+KK0eswekrHMhlQkC2eMI5MhXKYirnn2QJUglHVQfJtNCxMWdd96J8PBwvPHGG/jpp5/Esp49e+LHH3/ErFkOdplknIbSQXeveAKDJz4j4hrsiQZyP5REBWH38idgcXfDoCnPw3t/rJK6ZfO3rrhXJBT0isbupY8Jt0v1ncnoddMHiPj633q5h93jMtB13rfo/OQPOPTVbKRcPrrW9U2BPsiYPhAtHlnGvflfYFySMtFFhtfyJ9ZCDDHNDRmsHngjHjFdS/DTe6HIzdJBq7OUt1e3QhkehB8C0Q4dRIwEZXyEyVHwk4IQHFGKd/46joAQMyjcgkSB7TffN8CMy2ZXZIdQR1V6nHukBEOmApmlOZA6HkdopK+wguRm6uAXZBJukwefoQmVAlGBKy/yQauHrifZ0yqEhSEWctTLgGRsQHyRBGRPVHWYTPPBRbRaGIb4DHR4+Ve0+2odtIUVwW5GX08k3DoJZx+5UFgKCE1BMSI//QfR7y6Fp01/ECoTTlYFWr+muIWoD1agx92fNXi81jiRwx/cBtmgE64QYxAJiQEw+ZNJu3XR33gIjy+chMtuTYa7u4Sso51FMy5GHUpLJGxb5YszR9xhNkvY9a83ju3zBFVj34wVKEI++mA4wqVoHJC3Ixmxok7GcEzGO7+fQvdBhaLRrbO8vCATj8/PgK+PBnvXxCAmyg0b/vTFiGm5ePvTTMx7QYnJWPRhOK64sJWLC9IORZ0gxT8FSVbcP5bI1wCvvfVvE08XipxzoEm5Wd2xMi2nQueOHTtgsVgwfHjlmu7btm2DVqvFkCFD6h4cd0VtMNq8IvhvOgJtbhFMAV7IHtMDFo8aWlNbLPA8ngRdTiFMfp7CbVK1wZktvtuOCauHNr9YlZtr2yKVFJhJ9S/MBjckXTsOp56/AqVhik+8NTA14Vfs7v8/UaPh0TkBeOHR4OYeUqvhn8X+GHNeDgzuFZesv74OwrvzIpErZ4uiWMQ4nA+9ZECxXITNWC4yPAaEdMJ/+xx0s9lxV5lMMiZcFI8tO4sxcYwH3nusC/78KgQx5xzCVXcki3XeeCYY993eyjMa6NyUhkE6Ox+SrNyYyLo0yJ3urX89C4KyRBIegOS8MZ1pLRU6Z8+ejbi4uGrLExISxGtM00AdTcmNkHrZKBHPUKOwIDQaFHaPRO6wruJnTcKCLB39LnwVw0Y+Dp1KwoKwbTllLaylLTGi3VdrMWzoPLifrTBFt3SS1+wRwqJLRzc8+YBSrZNpOKXFEt5/IgpLvw0UjcisnHNxFgwesug7YmUrVmG3vAGbsaw8dTRDSoLJ0cK1dr74Op2EL94OE1aPtRuLcM8l7bD+T388+5rSmfO+2/ydFxYtMYOIzo0hBdArgkrgdaD+Lj5jqJJ6mjCXhUUrw2lxcejQIQwaVD0AcODAgeI1pmUiGU3of+GrCPnrvyY7JsWN6JOzMGDmS0rrylbAWUuo+NmpvRsMBi77rRbr//JDQa5WtF8/tFNxgxCe3hZcOzdZlAXvgr4wwF0Uz1IakFlEYCeVDX/p/g6ihbszmCuSlwRhAR7w0isxBgVFZhQUmXD0pNJx+NE59RCSLdVbJmsg+6+ueC4VV/g/HdweeYMhnX1OaT6WPR1SpegXpjXgtA3KYDAgJSUFnTp1qrQ8KSkJuvo4MxmXIHzRBgT9s7/Jj0sCgyp/Bq3Yi4xza8haaUHkaGo2EzL15/QhD5ECaizR4NErOuPmx5Iw89p0uBmAS+5IQ162Fj++1x0dNV2QZE4UKahBCBO9QijpqEsU1eDJc+qYT13XEcZSDQweFlF469heDxgtCXS7DROM5bUvIkMMCA5qQ5MjxVX4bAVSblGeW7ycDuKUijtDKq5czoBpXTh9azV16lQ8+uijwt9iJTs7G4899himTJmi9viYJiL63WVKy/ZmgAp5RX24Aq2JtHQzSoq57LcakAVh0Pi8spb2MsbOzEGf4QXQuyuZJOTlu+mxZLy6+ARGTs1DhDYK7aVu8Jb84BdkxpX3pqDPiHynyqTQMU8c8MDezd7Y/o8vju7xhCxTRIByA6WIC8UlYkkLR9xJfdn42giaovIOshQvIapoOiNO8oc22tAY18BpUwM1LBs3bhzat28vXCEE1bwICwvDN99QXwWmJWag+O5uvuqqVLfDZ+9ZtAoGDhS9KXYfKMF51yZh5Y9Rlao9CrgNu1OQO2Pw+Hz4BZpw8xNJmHZFViUvmsUiQ6OR0H9UgXjk52iQna6DTi8jONwInZN1mSxmCZuW+SI7vfqGeihBjMUoEnU0CF8E4JvXgvDYR5T23UaQ9VSVQvwqmX0h544AfLfUnS1CLpGibpBKI5tmnEzLsVxERkZi3759or8IdUMdPHiwKJ61f/9+rtDZQnHLcM5cbItqN2tOFulyWfr0gfz333DXG7BmYyG2bYqp7o8uDYeUeiOQch1gcXeuXnsb5poHUzD1cqX1eUGhGW99lIVOQ0/Dp/NJzLgyAe98koXDx0rh5WtGVOdShEc7LyzocyAxmJ7sBh//KkEXFLsIJc20ALniQXjDD4ln9CgtUaqAujSySvsw+UGmmhZlSOlXKNU5bUuBV9tOIypwSik3qDAIxtXhOhcMPE4mY3TXe5w+EzRnUmluCgbVmOt/1aLS4jlje+K/tc+2nk/j+uuBr7/GreddiI/n3aGUSJZMgDEIKOlYftcnUzCc72bIXrsBzwOApqTlBvo1MiXFQGqGEe98mo3PFuUiL9/+XXJMpA5TJ3ji2YeDEB5ajzgwuazLhQU4tMMTSz4JxdZVvsKikSifxSHsgA8CkAdF6FzeYSo+XXkG7h6y00GjLRY6QdTzI/7B8iwP2S1JKaSlp2ZjmgorhrVxn8kHUsLDIt6Cabk0WioqQe6PMWPGoF27djh7VjFnv/XWW/j999/rP2Km2SjqGIqi9iFO3dSYvAw4+fyV2LrndRS3Dy1vLmaLo/uj0uLU5bRVQeICwM/r/oFkClIaMOUPhVTSqVxYEFQrQKLiQYlzIZ16HyjuwFaMKpA1ID9XIwI6h8+Iw1sfZ5cLi0ljPbDgxRD07FrRyyM2wSTEx7TLKfiyHpS1saFA0D7DC/H0F2fwzfZD6Dm4AN5QLqZWYeHvrcPXG07Dy6cNCQuCvsKe+4HApRWLjBGQTr8BKWEOUNhdiAlhzSjuBCnpdkin3mVh0YZwWlx8+OGHeOCBBzBjxgxkZZHvU3F+BgQE4O23326MMTKNjUYjGqPBwYBOsjRsOfw2zjx2MYq6tcPWva/jyIe3oaBXRXMps2jjXvc8ScGcJeH+SL24clG2Fk98vPgR5Ovn8CaSxVO522PLRSVkC5B0Ri9Kdg8f5F4pMPOfDUWY83ia6OFSlZFDGt4113qsgBATXl18EoMH6hAkhYkgUhIf997hW6+Kn60DGXLAcsiosCCRFUPKHwFN/JPQnPwYmhOfQBP7PKTc8eXVPJm2gdN/Fu+++y4+/fRTXHjhhXj55ZfLl1NlzgcffFDt8TFNBJUCj/xkFTxOp9Ta7Iw48/glKImqqDxJJcQTbpsiHpqiEmhKTDD5uCP8+03off17SsFDO85oEhYWDz32/PUoZOp82pr44gvx44bp5zm3HblFmHJMJiA7TYekWD069SrGr1+1Q1a2GRu2FeHfzUVYv6UIWTlmdO2kR/fOenTv4oZunfXo11OPkGD1Zn2ySmg0MuZ/dwavuflB0nrDZAa8vdpwLRMSXrpsyN47gMK+gMWjklWOads4/dd3+vTp8iyRqvUvCgoqquQxLQuzryd2rX4Kg6Y+D8+jicKKIdkEWVIHVRIdZ+8/D6eeuazG/VClUGu10ORrxsEY4IVucxfC61gSLKI/tRK8SRkiOaO648gHt6KgdzRaDeSov+su4N9/RdaI0+LC5Ae4pbD1oswdUpSvxeIPQ9G5D6U+KgT4a3HBNG/xaErIcuLjbxXebVhUVCXyHeWzKQ0DsqYBueMUKxzTpnFaXHTs2FGknlIqqi3Lly8X3VGZlktJdDC2/fcqwr/bKJqd+YiOqoqwSPnfSMTfNR05o3s4tc+MmYOx5dxBCPj3EAJX7S1vXJZ6yXDRlbXVsXIl8PHHQljMv3U2okLDnNpcyhsN2eOYYyuLLBRKb0CrFBbkkvDxN+OO5xKbezgtEzs9UhoVt1TIod8AgX8C8Y9xumkbx2lxQfEW1EOkuLhYtBrevn07vv/+e8yfPx+ffdbwLppM82LxNCDxlkniQb1GtEWlotmZ7NYAE7MkIWtCb/Fo9aQpfVImDx6GR65SgjqdImcMEPIdSb26JwaKwC/qCLifbpUCoybBwThyspqhvLi1SqcuB3L0C5Ap1dpnG2AoC6wtiYKUMxko7MXukzaA0zPGLbfcAg8PDzzxxBMoLCzEVVddJbJGqNbFFVdc0TijZJoFiqWoqSU7Uzuaes6CkuwBJN8Oud2C2icIslrkjgaypgAdnm51H4e908fCwpkTiOaDgpK1OUDku5VTUvVJkH23AcXRQMKDkEwhzThIprGpl+Pw6quvxvHjx5Gfn4/k5GTEx8fj5ptvVn90DNMGkfJGQEqcA8iGsgJbUpVCRFRzfxKk5NsB93pUNnX1Qk8O4vIFq9oy5W2QbYLDrb8bEiDHPANZq6TzMq0Tpy0XRUVFwh3i6ekpHmlpaSIFlap1Ut8RhmHUERjI768U2PLdpNwJktgo6AspZxJg9oQc+iXgv6YeO28dJcjZktFCIZFBrpPQRZCS7m7u0TCuIi5mzZqFiy++GHfccYdoWDZs2DDo9Xqkp6fjzTffxJ133tk4I2WYNoZwkeRMUsSEDVTNU273DiCVNmDnrceCwbTUzqrbIKdeC8nseC0YphW7RXbt2oWxY8eK3xcvXozw8HBRpfPrr7/GggULGmOMDMOUIXschBz5hiIspIZaHlqw2YJpGsglZzYofXAKelbvk9MgqFDIThX3x7RoywUFcfr4KM17Vq5cKawYGo0GI0aMKC8FzjCM+lCLazn8M/XST63R/c2FbcBqc2Q3MPaxdZkVdYWUcqtIK5VNQZC9Dqt41rSAtv5NE5lWZrno0qULfvvtN8TFxWHFihXlcRapqam1NjFhGKaBeB4C9FRgqxX6M9hN41qY/SCdfgWauGcq6lXkD1KKvKlmvbCI1u1M68RpcfHUU0+JMt8dOnTA8OHDMXLkyHIrhr3KnQzDqINMJmRZ23pOZ9U5ii0X6iGyjOq5raii6w6ptHKROwlaSEl3VOy/oZBILuylwo6YVuEWufTSS0VH1KSkJPTv3798+aRJk3DRRRepPT6GYaxoqLx+K7RaMOrTUHeT2X75bqmwP5DwAOR27ymF3iodq6ymhSPHJOsHdUst6VCPwTEtgXqVXaQgTnrYQlkjDMM0IhYP17u951gJ16Y+XxdZglQwuOZd0msn3wd8N0D2+xfQZSkWtaJuQFFnIHRRHQXgyvaTzkUXWzNttlkww7Q0pIIBkANWObcRT/6M8980IHti7WtQY7LsaZCyp1X/ypn9IEd8VPbdq9JhmawbVPw76S5IhW2gHUAbhsUFw7QUCvoDxkBAl+nYHalcZu2ghzPbOHO362KGFKbhSBkXQzIH1H/7vDFASQfIASsA3/WAxqi8YNEDOeMhZU/lpmZtABYXDNNCkCj+OuVGpc6FIyKAXs+aAcniBTnkW8fiNWib4iil2VRrzEphao6BoM87YxaQ0fDYOak0ClLKzZBTrwF02cpCUwAkzg5pM9SrtwjDMM2D8HcXd3J8g4CVkHNGAWafMpN0LdDrJdGALrfxhAXrFdeDPhMKrjzzEjTpl6vasVSSDZCMYcqDhUWbgsUFw7QgZHJvONNiXZsPyesgpPh5inukJoFBy41BkOIfBiQzGo225kZpKWKK2qBz5gajIiwuGKYl4X7COauCrIXscVRMHHRnipxxgKWKN9TsAWRNB84+C3geaFjPEsbm3LcUMSUJCwPDqAnHXDBMS0Lj7MQvV2xjCoaUdjVk8qsb4iBpSgCzN1DUUykuHvkmZM/9jTHqtkmLEBZlxawK+jT3KJhWBosLhmlJmOpRYt/iDjnwd8j+KwG3rIpl2RMgZU8RvnBLu7fKrBZoOlrMnX0rhj4DqsRZ3LW5R8K0MlhcMExLgsolm7wBXb5j61OdAd9/IZOVwjYAQFOsBHvSI/1iwGdHow255rE1/SEZG8TXQYKUerWqQZwMQ3DMBcO0ICS6H8ie6ljzKFqHHiQsyPRdrZcHFTiyAMGLVW6l3UaDIlsgUtJsSIX9mnsYTCuExQXDtDCkzPNFkaJaU0vFa2Wv1xYAatUUaqSeNqRZVm1wx9TGSz/NG9UIO2cYFhcM0+IQtQPiHgcK+ioLbEWG9Xeq5ElWCUdEg1pGC9pPUdfGExiMqidUylM6WjNMY8AxFwzTAqHeDlLCI5D1sZD9/wHcTyn1KUpDIeVMhKwtAETnyiYIrrRWd6SfnsfruZO6jsECQ93zqRWluBmmsWBxwTAtGKk0BlLqjdVf8FvbOKEK1tgMq0VE/JAr2m1XWldlq0hbpRGElZT+P0gWb3V3yjA2sLhgmNYI1a9wFof6lchA3EOQTEGQDXFAxIdl7heLnXWr7Leq2mmMRmpMnRYmKf0SIOs8PlNMo8LigmFaIxSPQV0oHS26ZZ38rS6OmsicDk3hQPGrHPxLxbaO7JuKdZm9AO//uCmaMzREXFnFmcUA5IyFlD1ZWLsYprFhccEwrRBJdodMPnWKx7BnVbCFBEVJe0gZsyCHf6zUwIA1jkLsTXlkXAAp439iE4s+FvDe4cTEJwF5Q4GAvx1PKaHVjCGAPg1tFtHzhc5BSh3rVXle3BHIngzkDYMEPSTZrTFHyTDVYHHBMK0UKeMSyN67AWp2VpPAELUwdJCSb4FU0gk4OQDw2QLZZ6vSHdXiDqmgH5AzEZLZj4qEwxK0GAj6zfk76oC/AH2mE29AabzWZin7bJB4H+C9HQj+tXpsi9XSZAoAciZAMgUChX0hGUObc+QMw+KCYVojsuEUZP+1gDEA0OQB2pLKE5N1UrJ4QYp/UBEWZWmuyJ0AKXeC/f2GLAICl9ZnRICbE8LCimREm8NqLbJ4iC61Ukl7YVmS84dA9l8F+G4CNGXnpbgjpOxpQN5wp1qay/o4wGc7ZG2ecJlIhX2Awt6QuPQRoxJsuWCYVoSszYIc+TbgcdyOmLAoHVEtnoAxDFL2RCBvlMOTkuxxpJ7CoiGxA7ISnNpWLBii1wd9NtOA3LGQLF7lL0klHSGl3AY55VZAKgZkN6ViqzO718dBDvsc8DxWVhNF+VDkoD9FGjPSroGUP0T1t8W0PVhcMEwrQdbmQG7/FKAra05maz63BmnSMrMvpPhHRK0Mp/ZPjc/spZw2alAilTufDAT+3rKDQB3JeqFzmz0ZmtQbal1N9AGRPZwfguE05JjnKX+5bEdVPke3VMjt3gSSb4eUyzUwmIbB5b8ZppUgh36lCIvaJn96TZ8IOfhn5/ZNE5LP9voJi4ZoApOfCDSts9x5Q4/TGJC1yOwOpF5FM3vd5dqNQZAyLm6cocAEOeo1RVjU9BmWiR85/BPI+oRGGQfTdmBxwTCtxB0iOps6MvnTOn7rIJNp3VE0BfUTFuJ4DZicc8dUlDsv7FG2XKXjqCFGauqnQmKBqqjGPQUpa6ZIAxX1QGo6bmk4pNhnIJl97RxCVmJofDdC9l0P2f2YWOYUJAx12XV/huIcSoqVimEaALtFGKY14LvVudmSOqV67xIxFw7hRLCgmohS5vp4yKFfA16HKiqEymVdXs2egMkXMCQ7t2M6VWY/+k9pXy/XQ6AIYeEGmH0qB6tSfRHK3MicCZiClbEHrLZ5U1X3IwFuaYrVyRxQ+SWfzZAD/wDcYytvUxKhFMKi4zgwaNlvTd01TCqJz38hp17rdEwHw1jhbw7DtAJkbXaZIdLs4AaScifrKBSfQROaPsnBypoSkD9QCSzV5aE+SGlXiglXjn6xImuk6uSoLQQ0hc7v3BQI6fSbIphVhgWy116A3AZODZD+s0A6tUDp7SIyL9yVDA7ZXawie+0GAlbUsR+hdCBHvgWceqc8Y8MS/CMQ9HuFoLJFnwQ5/FPluCk31S0wqE6GMzErVHyN3k8VscMwjsJuEYZpDThdJEl2ahuavKTs6Y7vnspMZ1wC5Jxjf3KsC4sb5OxJkKNeVYRFrXEkTu5bCJ/B5VkyNJlLBQOA3KHOu0pkOjMaSMVdIBUMhFTUs1xYiJcDltUdKyIGYQHcMgASObSd73pFWIjX5JrfMxVJo2M4ME7n4emBqT/87WGYVoBErc6pK6qz7dGdgeIGqDhTnYGVVI1zsJI6mT2pfkEXVLzLdzOgya9/rEdtwocyUKzDhQmgGANyPTjlFpGA0na1W5O8Djg+flmCHPA3LGRJCaKCWQ5uFviH8h5qg2plOCJyrJi8FXcPw9QTFhcM0xoo7CuyDRyakGhSLOoMiTIwnIDuyKX4x8qOQ+mQdvZLy6gYU9JsZRtTMKTEe2oOfLQ7Po1wLYiCUWp3LaN95w+EVBpdNuRSYR2RQxcCbinO7gxS9tSaX7amBDsKWSgorqTjA2VuDAe3o0qqFD9T266zpzghcigldgoX1GIaBIsLhmkFCNN8+uUO1FIoWz/90vodxxgK6eyLkNIvU0pO21ISDSnlVqWqpI1rQMofrtSqcPggFmXS1ierV9vC2pSN4iES765YTL1UPA+Wt09xan90Z59bS0Asle6uD26pzq0vayEbqgR8VoUqcBbHOGZ1ouJcOWRxYpj6wwGdDNNKkHLHKAGQId/bL3YlJhYZUvKtkAr71/84Fm8gcxaQeX5ZgGeJMtGSlaKGGVpKvwIypcpqc2sXDDTG0kiAYiDUxOwPKWsqkHVueayF7JYI+G6p/z4pZkUy1WyRMYYpdS60TqT8op7GmjpcYiJINOEhyDHP1txrhs69rFXKwVOPEoZpAGy5YJhWhJR5PqTYx4H8AZWD+GjioA6Zsc/W2DekXtaS0kjRl0QyhdSasUDVQKW4R5WW6zXdPYtCUsGK5YMuTaUR9QxEtN2nBBT0hnTyXUiZF1YqdS5TMKQzcQi20LB02UpsRE2r0LFyJtb/GA5jhkSdU+tAMgVBOvsCkH2Oki5LyJWze6TY5yAV9W7c4TJtArZcMEwrgyYHeoiAQmFip0k71G6BpiYdV2kMcPYlyJQFQdkQ1uZbhNlDZJZQNU5hGRFxAlMhh33awKPKkHJHQ4K2+ksexxoWLErb+q+FnP6/Sm6gSqtkTVcayKGk8cqXkwUlb4RDq9J3QEq9CXL6FYDnPqVnC1UPLewlxAfDqAWLC4ZppUhmf+EOcCVEgGfKzZCphoXHUUBTrDQmK+pevYFa7kiAaj3QBFhfEUB1J/JG1jQYNBgaP8VsFAyu4RAhQPxDSkot6kiprQ9kcaBCWk72iRHr5zsmSBimPrBbhGGYJke4SaguRN5ISIV97XZmVbJTHlZM+PV0LVCsh2gjbw+R9aLCJZCKTdU2Bqp9ceYlIGdcw908drJqpLSr1Nsnw6gEiwuGYVwWEc8R+zxQ0L8sk0EqCzy0lgG3k+JaJhiktMtqTRWVcsepY0moSbzYHssYAU3KbSLF02mBQVkn4n1ryx5lv+eMhRT3RM3iiWGaEXaLMAzj0oigUcp00KUB3nuUJmoWD8hFXSF5HoJM5bWpuiVh0Yl+KVTXQSruXPuO8wcDJv+yDJZ6igwSMtaGao68l+wpkANWOrVvKfE+wHeT0qmUCoCVhgO5Y5s9hoZhaoPFBcMwLQIRv0B3/tbn9F9JJ4C6jopKnibA4g3JTllzmfqPUFdRCmIUcR4+Sv2NhDlA9EuK+cPZgEuRgTMEkhP9N0goyQV9y2pr1NWh1CI6qooA1+xpapcTY5hGhcUFwzAuD921y/6rlQwH6uhK4oAKWIlgRh+AHva2I9EQsBRy8E82zc/KSm37bgNMPgAVH6NqoPpU+/VB7O6YXBM6SBnOFyOj6qVyzNNKJ1S79SbKxph+sYhLYZiWCIsLhmFcFuqZIYd9Afivqzzx6zIhh8QCwT8DqTeK1ux2tw/6BQheUv0Fq5WCgjFDvgMS74VErhafLUq3WHoYzihhafaKkVn0wlUjlUY5/Z6EO+Ps80ordlHEy1IR/kbFsKhja/qlqtUjYZjmgMUFwzAuiWiFHvEh4LNVWWA7yQsfAQkEk9J6nBZVERiy+0n7wsIWYcWQgYgPgJMfQEM9Wqzb62MhB6yqXJODLB0Uz5E9ySl3SLXDkvsm+S7IadcAPlsgUx8SsoRQnEhBf+7rwbR4WFwwDOOaeO2uuzy3EAeAHPolkDe0vAAXIVOnU0fcHEKoGAHfDSK2oXxxaYxSkyP1OsXCQRka5I5RMclOWDE4noJphXAqKsMwLonIAnGkDoVoOmYG/NZXbEstyMnF4XAWiAzZb5393VMjL3JVmP3YosAwDsLigmEYl0Nkd3gdcE4c+GyueKotADQmp3uFMAyjDiwuGIZxPaiWhTMIcZBb8dxOOmqd1LdFem0xIyJYk2HaHhxzwTCM61GfqpMWm20sHgAVm3JLcax+Bblfiro7f8yqu9HmAH5rlbRZam0OCXJphCieJQpfOdkDhGFaKmy5YBjG9TD7ACWRjpfKJnFQMKD8KbV/l7IqgjPrRBSsqrlUuEND8NoNudMcyJQeS8JCxILIgD4RcuhCyB3vh2w43aBjMExLgcUFwzAuhxAHoi+I7Lg4yJ5UeVnuWFEzos6gUCFM+gDFXes9XtnjCOTIN5UqoSQobDWREBlKHIgc/QJkt6R6H4dhWgosLhiGcU1yxgKlkQ6IAwnImgzJGF6982rcY4DJz/4+RNMzCSjuJPp3kKCpD1QFVKTCUnxFbS4YCk7VlCjVQhmmlcPigmEYl0S0XCdxUBpRIQRssQqG3NGQUq+3vw9jBKSz84HMCwBzRQ0MgTEUUto1SmfRhsRCULEu9zjHYjtIYPjsgKzlzBSmdcMBnQzDuCyiCubZF5SuoAHLAUO88gLN4wX9FNeJqGgp1VqoSkq/DHL6xYAhtqw3iRdQGl1va0XVWAuHe5KIAVkAr/2K24ZhWiksLhiGcWkkyhzJOQeg8t6UolomDsiy4dR+6HJHXVTVRlOkWFUc1Sm0LtXxYJhWDIsLhmFaBMLKQOW9bUp8uwTkUnGmXTuta/FqzBExTLPDMRcMwzANQMof7EQlUVEMQ7h0GKY1w+KCYRimAUglHYGijo7V5KDYjLzhSsMyhmnFsLhgGIZpIFLqjYpFojaBQcKC0mPTL+PzzbR6WFwwDMM0EKm4C6T4R5QS5CQwbEMwrILD5Acp9ilIxlA+30yrhwM6GYZhVEAq6g2cehfwXQ/Z/x/ALU0pzVkSqaTM5o2EJOv5XDNtAhYXDMMwKiFRFkj2DEjZM/icMm0adoswDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMAyLC4ZhGIZhXBe2XDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKro0AzIsqz8kpvbHIdnmMajqEj8MJlNyC3I5zPNMEyrIrewoPI8XgOSXNcajUB8fDyio6Ob+rAMwzAMw6hAXFwcoqKiXEtcWCwWJCYmwsfHB5IkNfXhGYZhGIapByQZ8vLy0K5dO2g0GtcSFwzDMAzDtF44oJNhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDBMC4RCpW677TYEBgaKoOg9e/ZgwoQJuO+++5rk+EeOHMGIESPg7u6OAQMGNMkxGYZpOXBAJ8O0QJYtW4ZZs2Zh3bp16NSpE4KDg5Gbmws3NzeRhVVfSKj8+uuvuPDCC2td7/LLL0d6ejq++OILeHt7IygoqN7HrM/xGYZxbZqliBbDMA3j5MmTiIiIwKhRo8qXkRWjNkpLS6HX61U7/syZM9G+fXu4Imq+V4ZhnIfdIgzTwrjhhhtwzz33IDY2Vtzpd+jQQSyv6hah5c8//zyuu+46+Pr6CjcKTbp33323ECbk0iBxMH/+/PL1iYsuuqjSfqtCr/3333947rnnxO/PPPNMeVGdyy67DP7+/kLokGXlzJkz5dvt2LEDU6ZMEVYWPz8/jB8/Hrt27ao0XnvHp/db1ZJB75PerxX6nd4XLaf9T5s2TSw/cOAAZsyYIawrYWFhuPbaa4XFhWGYxoXFBcO0MN555x0xsVN1vKSkJDFp18Trr7+O/v37Y/fu3XjyySexYMEC/PHHH/jpp59w9OhRLFq0qHwSt+7nyy+/rHW/9Frv3r0xd+5c8fuDDz4Io9EoJnRyyWzYsAGbNm0SE/r06dOFoCGo8M7111+PjRs3YuvWrejatSvOPfdcsdyZ49fEwoULhbWCjv3RRx8hOzsb55xzDgYOHIidO3di+fLlSElJEQKIYZjGhd0iDNPCoLt+msS1Wi3Cw8NrXZcmVxIBVsjaQZP6mDFjhHXA1q0REhIifpLlobb90ms6nU6IB+t63377rai8+9lnn5VX3SWRQPuiuJCpU6eKsdjyySefiNf//fdfnHfeeQ4fvybofb366qvlz1944QUhLF566aXyZRQjQq0Hjh07hm7dujl9DIZhHIMtFwzTihkyZEil5+RioMyS7t27Y86cOVi5cqUqx9m7dy9OnDghRA+JDnqQa6S4uFjEZxBkNbj11luFCCCBRK6a/Px8IXjUYPDgwdXGtHbt2vLx0KNHjx7iNeuYGIZpHNhywTCtGC8vr0rPBw0ahNOnT4tsk9WrVwsXweTJk7F48eIGHYdEAk3u5GapitUiQS6RjIwM4dYhi4nBYMDIkSPL3SY1Qf0LqnYpIDdMXe+VxnT++efjlVdeqbYuxZwwDNN4sLhgmDYGWQwolZQel156qYiLyMzMFJYGSmU1m81O75NEy48//ojQ0FCxf3tQLMQHH3wg4iysAaBVgyvtHZ/ECQVm2kLWF1q3rjH98ssvIqaE3DgMwzQd7BZhmDbEm2++ie+//14UwaK4g59//lnEN1CcA0ET8T///IPk5GRkZWU5vN+rr75aZGlQhggFdJJ1hGItyPUSHx8v1iF3yDfffIPDhw9j27ZtYhsPD49K+7F3fIrVoIDMr7/+GsePH8fTTz9dTWzYY/bs2UI0XXnllSI4lFwhK1aswI033lgvAcUwjOOwuGCYNgTFRFDQI8ViDB06VKSKLl26tLx18htvvIFVq1aJoEcKhnQUT09PrF+/HjExMbj44ovRs2dP3HzzzSLmwmrJ+Pzzz4VgIIsCpYSS8CBLhy32jk9ZKJTp8vDDD4sxU3YJpdfWBbWEJmsJCQkKKO3bt69IVSUhVVuraIZhGg5X6GQYhmEYRlVYvjMMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmGgJv8HSOL5PlK/0qoAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=50) ===\n,Предсказанные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 1 0 1 1 1 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,Истинные метки:\n,[1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1\n, 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1\n, 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 1\n, 0 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n, 0 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0\n, 1 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1\n, 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 0]\n,\n,Confusion matrix:\n,[[136 4]\n, [ 2 108]]\n,\n,Accuracy score: 0.976\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.99 0.97 0.98 140\n, 1 0.96 0.98 0.97 110\n,\n, accuracy 0.98 250\n, macro avg 0.97 0.98 0.98 250\n,weighted avg 0.98 0.98 0.98 250\n,\n,AUC ROC: 0.9766233766233767\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Precision</th>\n",
" <th>Recall</th>\n",
" <th>F1</th>\n",
" <th>Accuracy</th>\n",
" <th>AUC ROC</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Метод</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>KNN (k=1)</th>\n",
" <td>0.9520</td>\n",
" <td>0.952</td>\n",
" <td>0.9520</td>\n",
" <td>0.952</td>\n",
" <td>0.9503</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=3)</th>\n",
" <td>0.9641</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" <td>0.964</td>\n",
" <td>0.9640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=9)</th>\n",
" <td>0.9721</td>\n",
" <td>0.972</td>\n",
" <td>0.9720</td>\n",
" <td>0.972</td>\n",
" <td>0.9721</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Naive Bayes</th>\n",
" <td>0.8478</td>\n",
" <td>0.848</td>\n",
" <td>0.8478</td>\n",
" <td>0.848</td>\n",
" <td>0.8448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=5)</th>\n",
" <td>0.9600</td>\n",
" <td>0.960</td>\n",
" <td>0.9600</td>\n",
" <td>0.960</td>\n",
" <td>0.9594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=15)</th>\n",
" <td>0.9602</td>\n",
" <td>0.960</td>\n",
" <td>0.9600</td>\n",
" <td>0.960</td>\n",
" <td>0.9604</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=50)</th>\n",
" <td>0.9762</td>\n",
" <td>0.976</td>\n",
" <td>0.9760</td>\n",
" <td>0.976</td>\n",
" <td>0.9766</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Precision Recall F1 Accuracy AUC ROC\n",
"Метод \n",
"KNN (k=1) 0.9520 0.952 0.9520 0.952 0.9503\n",
"KNN (k=3) 0.9641 0.964 0.9640 0.964 0.9640\n",
"KNN (k=9) 0.9721 0.972 0.9720 0.972 0.9721\n",
"Naive Bayes 0.8478 0.848 0.8478 0.848 0.8448\n",
"Random Forest (n=5) 0.9600 0.960 0.9600 0.960 0.9594\n",
"Random Forest (n=15) 0.9602 0.960 0.9600 0.960 0.9604\n",
"Random Forest (n=50) 0.9762 0.976 0.9760 0.976 0.9766"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 17
},
{
"cell_type": "markdown",
"source": "## Эксперимент 3 (random_state=99)",
"metadata": {}
},
{
"cell_type": "code",
"source": "X_train3, X_test3, y_train3, y_test3 = train_test_split(X, y, test_size=0.25, random_state=99)\n\nresults3 = []\nfor clf, name in classifiers:\n results3.append(evaluate_classifier(clf, X_train3, y_train3, X_test3, y_test3, X, y, name))\n\ndf_results_3 = pd.DataFrame(results3).set_index('Метод')\ndf_results_3",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:50.154392Z",
"iopub.status.busy": "2026-02-26T07:13:50.154304Z",
"iopub.status.idle": "2026-02-26T07:13:50.502167Z",
"shell.execute_reply": "2026-02-26T07:13:50.501738Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=1) ===\n,Предсказанные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 0 0 0 1 0 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 1 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 0 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[118 10]\n, [ 9 113]]\n,\n,Accuracy score: 0.924\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.93 0.92 0.93 128\n, 1 0.92 0.93 0.92 122\n,\n, accuracy 0.92 250\n, macro avg 0.92 0.92 0.92 250\n,weighted avg 0.92 0.92 0.92 250\n,\n,AUC ROC: 0.9240522540983607\n"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=3) ===\n,Предсказанные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 1 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 0 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 0 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[120 8]\n, [ 9 113]]\n,\n,Accuracy score: 0.932\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.93 0.94 0.93 128\n, 1 0.93 0.93 0.93 122\n,\n, accuracy 0.93 250\n, macro avg 0.93 0.93 0.93 250\n,weighted avg 0.93 0.93 0.93 250\n,\n,AUC ROC: 0.9318647540983607\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== KNN (k=9) ===\n,Предсказанные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 1 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 0 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 0 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[120 8]\n, [ 9 113]]\n,\n,Accuracy score: 0.932\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.93 0.94 0.93 128\n, 1 0.93 0.93 0.93 122\n,\n, accuracy 0.93 250\n, macro avg 0.93 0.93 0.93 250\n,weighted avg 0.93 0.93 0.93 250\n,\n,AUC ROC: 0.9318647540983607\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Naive Bayes ===\n,Предсказанные метки:\n,[0 1 0 0 1 1 0 1 1 0 1 1 0 1 1 0 0 0 1 1 0 0 0 1 0 1 1 0 1 0 1 1 0 0 1 1 0\n, 0 1 0 1 1 1 1 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1\n, 0 0 0 1 1 1 0 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 0\n, 1 1 0 0 0 1 0 0 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 0 1 0 0 1 1 0 0 0 0 0 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 1 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1\n, 1 0 0 1 1 0 1 1 1 0 0 1 1 0 1 1 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[113 15]\n, [ 22 100]]\n,\n,Accuracy score: 0.852\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.84 0.88 0.86 128\n, 1 0.87 0.82 0.84 122\n,\n, accuracy 0.85 250\n, macro avg 0.85 0.85 0.85 250\n,weighted avg 0.85 0.85 0.85 250\n,\n,AUC ROC: 0.8512423155737705\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=5) ===\n,Предсказанные метки:\n,[0 1 0 0 1 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 1 0 1 0 0 0 1 1 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 1 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 0 0 0\n, 1 1 0 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[118 10]\n, [ 7 115]]\n,\n,Accuracy score: 0.932\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.94 0.92 0.93 128\n, 1 0.92 0.94 0.93 122\n,\n, accuracy 0.93 250\n, macro avg 0.93 0.93 0.93 250\n,weighted avg 0.93 0.93 0.93 250\n,\n,AUC ROC: 0.9322489754098361\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=15) ===\n,Предсказанные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 0 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[122 6]\n, [ 8 114]]\n,\n,Accuracy score: 0.944\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.94 0.95 0.95 128\n, 1 0.95 0.93 0.94 122\n,\n, accuracy 0.94 250\n, macro avg 0.94 0.94 0.94 250\n,weighted avg 0.94 0.94 0.94 250\n,\n,AUC ROC: 0.9437756147540983\n"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "=== Random Forest (n=50) ===\n,Предсказанные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 0 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 1\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 0]\n,Истинные метки:\n,[0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 0 0\n, 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 0 0 1 1\n, 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0\n, 1 1 1 0 0 1 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 0\n, 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0\n, 1 0 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 1\n, 1 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0]\n,\n,Confusion matrix:\n,[[122 6]\n, [ 8 114]]\n,\n,Accuracy score: 0.944\n,\n,Classification report:\n, precision recall f1-score support\n,\n, 0 0.94 0.95 0.95 128\n, 1 0.95 0.93 0.94 122\n,\n, accuracy 0.94 250\n, macro avg 0.94 0.94 0.94 250\n,weighted avg 0.94 0.94 0.94 250\n,\n,AUC ROC: 0.9437756147540983\n"
},
{
"data": {
"image/png": 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qLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVEWn7u4Yhmk2LBaErt6DyJ82Qp9dCLOvAbkT+iPtitGw+Br4wjMM4zawuGAYDyBow0H0u+59+B5Ph0WnhWQ2Q9ZoEL1gPXre/xWOvnQVku6aBnfCkJCJgJ0nIZksKOsYjsKhXQFJau1hMQzTArC4YBg3J/jvfRgy5QVIZot4rTGZxbP1ta6wDL3v+RJeucU48dQlaG2C/jmAzq/8gvBlOyDJ1cuLe3VAwn3nIvmWiYCGPbIM05ZhccEwrYUsI3jdfgRuPwHJaEZZfBgyZwyv4eLQlFVg4MVvCCEhWWxmajt0e2YhciYNQP4ZvdBaxHzzN/re+AFkSaohLAjfwynofcenCFmzF3sX3ANota01TIZhmhkWFwzTCkR9/w+6Pvsj/I6kQtZIYjLWmC0wBXgj+ZbJOPbC5bD4GBD140boc4oc2qdFp0HcB8tbTVyQxYKEBSwyNKgrhKxiI+qnf1HWOQJHX7mm5QfJMEyLwLZJhmlhOr/0MwZc/Q58j6aK12SRIGFhdXF0fPsPDJ3wLDTFZYj56i8hPhxBY7IIMaIpKW/yGP32JiD8t60I+99/8D6V6dA2Xeb8olgsGlmPREb8u0uhzS9u8jgZhnFP2HLBMCrjczwd/rtPQTKZUdo5skYgY/gf/6H7Uz+Iv2u7DayQ2Aj87zj63PEZfE5lNeoOsYXiMfSZBSjrFOH8wGUZ0d/9g45zf0fgjhPViyUge8ognHrkAuSO72d3UxIgYctrxlg0OM5yE2K+Xed2QagMw6gDiwuGUQmKJeg8ZzHC/txTY3lx71iceuA8pNx0Fjq99itkraYqGLM+6P3o79YLceIsFr0L/6xlGb1mfY74j1fWsZSQYAj9czfCVu7EwQ9vRfJtk+tsLrJCHNdAkLUSArcfd36cDMN4BCwumHaNVGFE+NId8KXYB0lCcZ9Y5Jw9CLLOuWDD2E9Wofedn4r00Nr4HkpG31s/Rtjv2xDyz0EnBifBFOgjYinI5dEYNLdXxASjIjIQztLp9d+EsBCHtWMpsbpt6BxLO0eIa1RjqJUZLI5CQoSCWBmGaZuwuGDaJ2YzOr+6RMQ36LMKYSFrQqXFoDwmBCcfmoHEe89xqC4D3dXTpCsmTDsWCesdfeTv25weZkVUMDQ7Tzq2skZC4p1Tnc7CoIwUsrg4hCSh64uL6ogLynRxBnK1lMWHO7UNwzCeAwd0Mu0OusseeNlcdHvqeyEsrHfmVmGgT81Frwe+Rp+bPhTuAkcCNGlib/S4LozVGOqP7EkDhCulIUgcGYP9kHzLJKePEbloE7zySxxal6wawRsOwW9/Yo3lBcO7o6R7tBANjkCWmNTrxjk9VoZhPAMWF0y7o/NLixHx65b6Ayorn2O/XiuyGhqCajeE/r0fktmJgAMnKOnZAXt+nI2CwZ2VlFU765DbxBzggx0rnoQxMsjpYwRuOwaLl3PWjoD/asVLSBJO3X+u4ptpBBpv9sQBKOkV6+RIGYbxFFhcMO0KcgGQK8SR4ENapdMbvwkXSn0E2GRVOALt09G7e6oXkXLDeJiC/fDf2udx9MUrUR4bWmMVs49e1MXYvP01FA7tBldwJfZBU2Gqs4wCPTMuGdng+ZGwqIgMwv6vZzl9TIZhPAeOuWDaFRG/bHHcBUAplsk5CFu5G9nTBqsyMVPAp8biQHCmVoOMi05HeUclpZSqdp569EKceuh8BG05Cq+sQpj9DMIdQVaLpkDxEs6kuyrb2ImX0Giw97v70O3x79DxvaWQKswiK4SEHAkOcoXkje2LffPuQnmsczEaDMN4FiwumHaF34Ek4QLQOCgKyBXhdzC5XnFBDbmcgeJDc8f0FlkjNJ1L9QiLor5x2P/pbXXf1GpVr8CZdvWZ6P7E9w6tKzJSooORe1Z/++/rtDj62rU4+diFohR4wE5rafNwpM4ch5I+caqOnWEY94TFBcM0pgYaCOrMG9MbpR3D4Z2Q5VjApsWCfd/cjdBVu9H1hUXwTsoWXU5pYwo0tei9kHr9eBx57domWyQcpTw+HJkXDEf4b9uqUk4bzEi5a1qjqbqmEH8k3jtd3YEyDOMxsLhg3DIuQlNmFH021G5uRQGSzrgyKIOEtqkXjUZMoj0e/KbRzBIRyDh1MMo6RyLllklIuXECwlbsUhqXVRhR1jFCxCxQjEVLc+DjWzFixwkYkrLrralBVpycCf2Fa4ZhGKYhWFwwboGmtBzR329A/HtLEbDrVFWlybQrxyBx1lQUDnMtWLE2FMfQe9bn0BWWOuwCyJ5as6ZDbRLumSbaokf8/h+kegQGCYvyuDDs//yO6oVaLbLPGSIeLYU+JQf6jHxYvPUo7RYF2Uv5CTBGBGHrxpfR97r3Eb5ylxiviMOotNyQsEi58SwceufGqm0YhmHqg38lmFbHkJiFIVNegO+hlBr1IigjIXrBOnSYtxbHn7gYx5+/3KGiVg1BgZGJd01F51d+rVcI2EJluxut1qnVYs9Ps9H9kfmI/3CFsIxQIKM1LZNcDTmTT8P+L+90KVW0ycgyIn/ehPj3liFk/YGqxRXhAUi6fQqSZk0VxbrosXP5k6KiaIev1oh+ISL+o39HpN4wQaxPlhrJaFIEh96r5c+FYRiPQJJlB35hVaagoABBQUFAfj4Q6HypYqbtQJ0xTx/+KLxPZjRa4vrIy1eJjImmQpPjaTNeFS6J+gQGZTekXzYKexfcKyZUR9HlFCLmm3UI2H0K2oISeOUWwRgWAFOQnygtTkGNxnDnvvPkMqHeHdrCMphC/VE4sKPD7iKK4yBrRMz3/9jtaULLqFDX9lVPo2hgpzrb+xxJRdzHK9Hh6zXwyi2uEYRaFhOM5DumIvnms1ARHeLUOTGVjB0LrF+Pn559BZeMn8iXhXF7CoqLEDR9AvLz8xHYwPzNlgumVYn7eJXoIupIKmS3Z39E8q2TYAoNaNIxyay/a8kj6PL8IpEyqSsoVYpIyUpX0YpQfyQ8cB5OPnqBU8KCgjWDNh+F375E4SbxOZkhpmJhxYAEyWJB98cWIOWGCTj89g3CNdEQXpn56Pj2/0TfEn1OUY3U0cRZ05A462xY/LyrlhsSMhFJqbbZlKbqjZzJAxEzby2if/hHvG+3NLnZAq/MAgwd/ww27n+rhkggS0fP+75Sgk0rPx9bu5EhNQ9dn/kBnV9ZjF2LH0bOlNMcv1YMw7Rp2HLBtB5mM8Z0mSWCCB1xdpDfn7IoaOJXM9aDal/4HkkTM2dxnzhkzhjmtMk/bOl29L7zM/gkZFUVqZQaOA/KMtm+4ilAq0HQv4dEm3SzrwEFI7oLS0fQPwcwePocaAtL6+xH7F8joWhAR2z/8xno8kvQ+9aPEfrX3sqTUrYgQVBfuqs9CgZ1xtYtrwg3UIfPV4tma45AVh4SbNvWPoeCkT0dPBojYMsF42Gw5YJxe2hCp1RMh7HICF+2XVVxYfExIP2qM5u0j8ifNmLAFW9VvZYc6c+x7gBGjHhUBFca0vOrx6PTCIHjvyeh3n2JZRYZ/rtP4fR+90GfXSQsEFXrOlkQywq5Xnrf9gkOvXsjej7wtcPCRFQ7NZnRc/Y8bNvwkkvHZhimbcFuEab1vnwOZGzYQhOdLs+x6potmX3R/5p3hD3BkZLitucSsCehTisOijuh5Q7tQwa8MwoaFAHOhL/SurFfrRFdYbVFZc5tS4Jp42EheOzFbjAM075gccG0GhRI6AyyJKEiwr0CgGM/Wy2aljkjLGxpWu6LevuwDfCMmb9Oca04aQGhbcOW7ahXXARsP46Yb9fBkJIDi0GHguE9kDJzLMxBLV/Xg2GY5oXFBdNqlHaNQlGfWPgdTHEoLZTSHzMuHgl3IvbzP0WgZluB3CuG5Byne41YY0l0BXUtSz5HU9H/mndFTxSqRkrXi4Ri9IJ/0P2Rb4Wb6xilGTsTPMswjFvD/5qZ1kOSkHgPlYhufCKjNcwB3qKoltsgyzCk5qKtQQKDhIIr2xlD/OsIixGnPy6sFgRl45BwodofJCi1ZUZ0nrMYfW/6sNEKpwzDeA4sLphWJeX68cgb3VuY1OvDGlNw4KNbRREsd4K6nLZFXLFc0DaZM4ZXL5BlDLj8LWgLSxqsYUIupQ7z/kb0gvWuDpdhGDejbf4yMh6DbPDCzj8eQ05ll03Klqh6r9LULntpse+rWU3O6lAdSUJZ5wgH7C6ehWS99k5sY9FqxGdY2iOmalnglqMI3HGi0eJoqPycO77zPxdHzDCMu8ExF0yrYw70xY7lT4p6D3EfLEfo3/tE4zIqR50ycxxSbjpL9L5wJ6hQVd+Z78H3aFqbExe1RUZjDhKLRoLF2wuH3r6hxnIq4EVi0RFxQVaPwP+Ow/dgMkp6xzZx5AzDtDYsLhj3QJKQP7q3eLg7Yf/7D6dd/Do0FWbVszXchapzIstRPW4S2aa9+s7/PYbi/h1rvO+dmAXJAWFRexsWFwzj+bC4YDwa6klC5bFDV+8RtRnMfgZxF+1zPAPa0nIYQwOQfsVoJN06CeUdI2puLMsI+Xs//HeehMZoQmmnCGSdN1QU1qqPkL/2YNCMV10uVOVpHH7tGmFRCFu5G7q8YhGESZkesl6H4t4dkHTnVKRdMbpGGXJbl1eV+cNBfI6lAZO5jDjDeDosLhiPhBpy9Xjga8R/sFzp1GnTN8PWlO+VV4LOr/6Kzq/8gqNzrsapB88XVpLo+evQ7akf4EOdP637rIwdyLhgBPZ/PavuhCnL6HPbJ+K5LVor7NHrwW9rvM6ePBCnHpqBnEkDG922YHAXRPy6xeEsEFqrxyPzxb5Lu1fHbjAM43lwQCfjedAkf/NHQlhQpkHthly1J35RGtsii4mr45u/o+szC9F/5nuipbh1fes2lCIZ/fMmjA++DjFf/ClEjJWQNXvheyzd5YJZzYXtcNQcmr19hfy1F0OmvICOc39vdHuKlSEh5yi0pqa0Al1eXuzkSBmGcTfYcsF4HBGLN6HDN3+7tG2PR+fb7fAJO4Kk3y2foMuLi7Hvm7tEQGnUd+uFZYMEiDM40zzMFagiZsK900XFU+rV0mP2PGgrTE3er70xW8+954PfoKxThChq5ns4BaGrdgu3FI2BXEvUXZUeSbdNRtyHKxw+fwr+jP7uHxx+Y2aTu98yDNN6sLhgPAqpwog+t37i+oTtYKdQ6/vkNhk+7pkmWQacHSd1GXXEOkLrFQ7qgi3bXq2yEAT8d6zJwsKR60NxF90f/lbJ7lm7T+mManVP3alB+sWn4+ir1+Lw3OsQ/sd/8E7IclxgVJgQtPEwsqcPbdJ5MAzTerBbhPEoOr+0GPrcYpctAbYuEEfXbyqO1owgq0hxtyiHj0oChCqEUjdTK2ErdjZhpJX7dejYMnxPZCBk3f6qsYiqm5VWn8jFmzFi+CPwOZGBvFG9nHKPENrichdHzzCMO8DigvEczGbEfbyyVYfgtBWisrhU45YAZeeH370JxvAAITQcwSsjH8POfAoBO06I18HrD6ClqC9F1ereoOySwdNegiksoMEKrPaga8AwjOfC4oLxGELWHYAhswCeAgkGasy2e/FDOPjeTeK1bQVSK7RM1mmx9/v7kT1tsCgoRn1UHOnvobHIkMqNGHD5XBHoqitwro19U2hsdCQwfE5mojwqSPQUcZSKsADkjXG+3ommtFwUN5OMTY83YRimaXDMBeMxGFI8o0mY9V4+a+pg0e0z+ocNIo7g+NOXwm9fIiJ/3Vo12Zp99Ei5bjwS756Gkj5xYlnh4C7YvvJpDB/1uEM9PsgdQZVCKZPD7O/d7AGkzkAWmNA1e5Xut4dTRHv6hiALR/JtkyHrvRzaPwmrqJ82Iv69ZQjaerRqHxkzhiNp1lTkju/ntEvGVqxELfxXjJ/cNBXhgUi/7AzkTujv8j4Zpr3A4oLxGCx6db6uzTX5WqdNi0EnamX4HkvDyOGPKsu1SrAjvZd2+Sik3DwJFVFBKIsPq1NPg9wJA66Y61DZbFvrR8z8v5E7vr/I3HAXSPj4HUjGrsUPYdiEZwCLWcRr2IOWWry00BSVwed4Okq7UvxJ/Xhl5mPwtJcRuP14DSsPXeeI37YiavFmJN0yCQc/vBnQap0aN2W4dH98gbAEkUAikUeiJe7TVSjpHo198+5C/hm9nNonw7Qn2C3CeAwFw7spsQlNpNmEBU1C9I+q3ITohf8iaJvSZtwa5IjK92J+2ID+174Ls6/ebmXL7o8tEO4EZyAhYkjKEcLF3SCxNHTic+Lc6xMW1utELdg7frAco3rchb7Xvy8sE/bQlFVg8Nkvwn+XEsxa28JjFWaxn/+JnrO/cWq8XV78Gb3v+rzKxWRtD2+1NlH116ETnkVwZTArwzB1YXHBeAxlnSORPXWww8GOLYmtgGgsI4XWMyRlY/iZT4kgVVu0+cWi4ZezLc/F2pKEng/Og7tBTei0pRUOry+KnslAzPx1GHjx6zUKmVmhWhiUJdNYzRHaT/x7S4UlxBECNx1Gt6d/aHifFgtgMouxkchhGKYu7vcrzTANcOLJi51tV+GW0Dl4J2ZjwCVv1CiPLeIxyuzfrTdG2J+7EfHrVrgbLqcNW2SEL9uBmK/W1HxDlhH/7lLRVM0hNBrEOphlRELEXtBtnV1aZOizixC5aJNjY2CYdgaLC6bVi2JFLdyA7o/MF71COr71B/TpefWuT37uPQvuFS6ItkDUkm3i3LV5RfDfeQJBmw47nbZJSC7W8fAEaMK3FWC63CIE7D7lsHWHLCHhS7c3up6muEwEhzoa60JxHh2+/MuhdRmmvcEBnUzrIMtCSHR+eTH0OUUikM86EXR/5FukXzYKh967SbTzrk3GZaOwpXu06C8SaFNAylPp/MZv6PTGb21OFKgBuTUC9ibC70ASivvGi2W6wjKn96MrbDxFV59Z4FQQLYkba38ahmFq0jZu/xjPQpbR654vRX8KEhaExmgWD/rBph94SgEcfsbj0OUU2t1F4ZCu2LL9dRx470aPd5EQLCwaRp+eX/W3McTPqWsrV9bOaI5sJGo9zzBMXVhcMC0OBeOJVukNQIF6PsfS0ffGjxpcL3nWNFHbgWnbUD2Qqr8DfUXVU4cDezUS0i8f3ehqlBpMBb8chWIz8kf2dHh9hmlPsLhgWpyOb/7mWPXJynoFIwbNFpH5Eb9usZs5kDV1UJuwXjD2oe9K0YCONZYl3jXN4e60FMOScuOExlfUapF0x9kOfTcJsrAl3Xm2Q+syTHuDxQXTovjvPiXiJBwOxqP0wN0JCP9tG0676HWM7nKnSBe0Jenuc9it0EYRhbV0GozuMgtjYm/B4LNfQPBfe5B5/jBkXDjCISFw5I3rYIxwzCKRdPsUmIL8GrWK0PvZkwagYHh3h8+FYdoTLC6YFsXnWJpL21nvUg1peaLSY+DmI1XvUR+Ksphg1cbIuBeaCjMMWQXwTs0T1UeHTXoeYzrfgZP3n4u0SndH7fRREh1ksTj09g2itLqjGCODsH3Fk8LVZi8lVbZaUk7rjD0/zlbh7BimbcLRSIwq6FNyEPvFXwjYeQJShQllnSKQcv0EFA7rVnNFTdP0rLVQ1YAr38KGo+9DMprR6dVfYUitP32V8Vykel57J+Vg+NinkXblGGxf/oSoNxG+Yic0xeUwhgci7aoxSL55Iio6hDp9TPrObt7+Gjq/tkQUNKOqoVbKO4Qg6c6pSLhvOiy+hiaeHcO0XVhcME2CyjP3uutzxFKhI2rmRNULZUDWaRD/4Qrkj+iOPT/cL6prEkX94pp+TAr2PJmJ/le9g7BVu+CVW8yfYjuEhEb09/8g+od/YPb3gabcCLOvAQVDuyBn4gBUxIS4vO+yLlE4+NGtOPLqNQjcegza4jIhWvJP7+50nxKGaY+wuGineGUVIHT1HmgLSmEK8kXOpAEwhTaermcLtbYedP4rYj9KDEV1HIVUWS8gYPtxjDj9MWzZ8oqwZpR2j0HO+H4IXn/A4YA8e9CRon76V9RBYNoWzjSWE9Va5eo6FtR9NuqnTYj5fgPSLz4d+769Bxbv6kwTWpmEAiwyzAE+jXY3pcyU3IkD0GyQGGeYNgiLi3aG98kMdH1modIG3GiukeNPJuZjz12G8o4RDu0r/t1lCP1zT4PNqCiinioq9r3hA2z/61mx7OQjF2DI2n1NOg8xJbCwaJNITVzf2mAs8pct0Fz0OvLG90OHz1eLcuskPqzf14pQfyTfPgVJt01GeXw4WoWEBPHUIbyVjs8wzYQkyw3MDM1EQUEBgoKCgPx8IDCwpQ/fbvHbc0p0c9QVlNitREgBbKZgP2z7+3mU9GnEfWGxYEyXO2FIzHZ4Mvh331so6R2LoA0H0WnuH4j8dQtkSWpQnDDtC2esFg7vs7IZjb39UnAmVYfds/ABZJ0/HC1KUREQoFgLs5asQliQ5wYly5KRfKSAxQcStA2vp8si3yZgCoZkqVuBl3FvCoqLEDR9AvLz8xHYwPzNlot2graoFEPOfhG6/JJ63RGKlaEYQ6a8gH8PvwuLT/0Ba8EbDok7QWd+4Mk9oqkwiuh/ek0PFhaMLaoLi8oS4vUhKsKWmzDwkjew/c9nkDe2b8t9IIeVlOrwoGCPFBZCKPhvhhyygtLAKhdqIBeOgJQ3BVJp7+p1dZmQQ1YCQX8B2spS7LIEuWgopNypkEpb8LozLQKnorajqpjUEKyxOAd63zs5B1E/bmxwPUNyjnMDIL94UZkQFqj8wbf90W+btou2eVZtTayIZm8WGT1nt3C7+uPHxVOPOKVniicha/Mhd3wacocPAW/lPASSBQjYArnj87BEfg0ZFsg++yF3eRgIWVYtLMS6MuC/HXLHF2EJ+wky/3tpU7C4aCfEiXLbjt0XkqlYWV+9PgxSu+yt0TbPqi1C4iLwv+MI+K/yDrwlKCgQTyEBnuUalqUKyHFzAEOisqC2aYgEBhG8EnKPmyDHv6i4TKzL7a0b/otYn2k7sLhoD8gy/PcnOeyCoB9a/71KoFl9FAzrKuIlGKatQEW3wlbsarkDFisp1P4+PvAoAtcDhgT7YsEW+nnQkKhwTGfL4T8K4cK0DVhctBecDJq0FquqD8ooyTpnsOPNoxjGzSGLndaB1uyqBnRSoLW3+4gL4cbw2w5L+I+wRCyAHLIUsjbX5n0ZcojjVlCnIJdJwCb198u0Ci4FdJpMJqxduxbHjh3DVVddhYCAAKSkpIjIUX9/jv51OyQJZXFh8E7IcugngWRImQPpqCeeuBhhy3c0S4Q/w7Q0ZLEzhbbg71eaUgo/1E3cInLgWsjhPwFeuWTGUYrhkXUi4jvIhcMhZVyvrGhIbqYBaCD7HIRUMLZ59s+0KE7fdp46dQoDBgzAjBkzMGvWLGRmZorlr776Kh588MHmGCOjAsm3TBKtpx1CI4nc/8aw+OgbzChhHKdmCTKmNSBrnUWnFanSLVLcas8e8TSga+s3P5PDFkOO+RTQVVopKFVUY66MvKYgza2QOz0J2Su9eQeiYbdIuxUX9957L4YNG4bc3Fz42PgKL7zwQqxevVrt8TEqkXLzRBGE2VichMj799Yj9YaGW1TrcgpFyqqmtIKtFipQ0i1KiDXG5rtYz9/NgXX/vWbPw/Azn8KoHncj/t2lgNncTAeUgd273UJcyL67IYcvUl7U9/NAAoOER8T8ZhyJBJjcw4rDtIJbZP369fj333+h19f8IezcuTOSk5vJXMY0mYqoYNHFceBFrwEWxQRcG9FJUqPB7kWzYQxruBR4hy/XwCu70OHW6Yx96OrljeqF//55UUxkgdtPIGDjYfR6+FvRAK49u5vo3CmmR9broC1tvjtae249n5MZ6Hn/Vwj5aw/2/DQbspfKJYFSU4HsbGg0GvTt1AXNiQiSDNgIOXiVkuFBQsEYDinvLKBgHOTQpcIl0XiApgXwPQqUdgK8K/ejJpIZUuEodffJtBpO/4uxWCww21HzSUlJIvaCcV+yzh2KHSueEo3G/A8kCxOw0pxBKZlc1DcOhz64BXln9ml4R7KM+PeXiv4MTNOgy3/wo1uUF1otCoZ3R4fP/hRmeeuE5x9kwuTLctFveDH03hbkZHhhzeIQ7PrXr81Hu4i6LDbCojnie+ztz5pdGfH7f+jx0Lc4/PYN6h40N7cq3sLb0HyuRVmfrKSNeuVYq9Ypb3ilQ474ASCLhaiu6egONYAlCJBOqTxQDVAeB5R1q/uW4TjkoPVkLgVkL0i0Tv6ZXN2zrYmLKVOm4O2338ann34qXkuShKKiIjzzzDM455xzmmOMjIrkTuiPTXvfEn7liD/+q2pclnX+MOSP7NloIyciYvEm+CQ4Xp2TqR+fsWE4o2cSVsvxkCUNdHnFiPl2naiWKkkyrn0wDZfNyoRWR9F1gKQBzCZg2lU5SDqmx5w7O+HoHt92c4lbWkpR+nbcRytw4qlLGrXmubT/ZkznlnVZkOOfB7TFdetRVDXncUJYiO2o67EMFA0C/HY1XP7U4YFqaLCQ0u6EZDMY2SsVcsz7gM8JJcAUdFMrQQ7YCIR/Dzn3HEhZl0HipMe2IS7eeOMNTJ06FX379kVZWZnIFjly5AjCw8Px/fffN88oGXWRJOSP6SMezhL1wwb0v/od/kSa/BnIiOlYgbnvr0No7l9IKg/D64YbsfDfgdCWG8UP/92vJOGca3Lq6D2dl/Ic06kCb/56FLMv6G5XYHj7mWEwWGA0alBeqoHZ1LatHM0Z6Bnz9VokzD4PnoQc9rMiLBpyXzj7lRBaQgMp5T7I0R8CgVscc6nUty86vikEUvJsSOUdawqLTk8DmtLqANPqAVDbZSD0N8hkzUi7o4YoYTxUXMTHx2PXrl1YuHCheCarxU033YSrr766RoAn0/bwOZKKfjPfdbpmRltBTZM8uTie/eokAkOUH80OXtl4B68j4q9+WA8dRk/Lx/RrGy6xrhX/emU8/flJXDeyD2TRoQvo3LtEjPTkQR8YyzRViQ9kCVE+Ov4hdgpJQsCuE6rvkzA1U8CorCkCAjeoHxdBVoKKOEiyHlLqfZBzjkMOWaUU1nL2WMX9IeWdDRQPqtHsTNTS6PCuIiwaE0ZB/wAlA4CCM5twTkyriwuj0YjevXvjjz/+EGKCHoxnIpnMCP99G2I/WQX/vUoZ3+I+sUi+bTIyZwy3G8AWTyXBZbndTk1qnvfV96VXCQtCU5m3NWFoItajCy64OUu4PxQBUT/0flS8EUPHF2LbmkCMPT8XR/f4IC1B8eObzXZ7gbLAcAb6zhtVFgFxStfh3MICZOfnqd+4zHcfBVI5vr6jXwnJogSCWl+Wd4WUdhss5LII/NdxgWExQEp5UIiUOngfBbwdjOmg5mchyyCxuPBsceHl5SVcIYznWyAGT3sJvsfTIWslSGbFEmFIy0XY6j0o7RiOnUsfR3Hf6oZKktGEDl/+BU3luozrBIcbMWiMUp2xNgNGFiG6YzkGnlHpJ3cAkwmYfFkOZAvFhMpCWFjsigorbV8eqimfKIvKkaJyTkGtqrt0AU6cwJ7jxzB+8FB1968l65XKkPujaDAkY0ydt6S8SZDJiuDofvLH2xcW9HbQOsddLRTz4X1SBK5KFbGOHZ9xzzoXVDiLCmZRlU7G8zAkZGL46Cfgc0opfmYVFuLvyuwP78QsDBv9JHyOKRUECUo7pa6mTBORZJx/Q1a9FonAEAumXuVcx1mdDojoYMQld2Ti799CGhEW7QM1rwAF16ZeNw6qM3CgeNp9/Ij6+zY766KWKiu5SQ1kc8RDSrvD/vtlPYDSHsp6DSGOoYGUO6X+dSiOgvLlnUFsw3h0zMXWrVtFsayVK1eKSp1+fpQOV83ixYvVHB+jMj0e+gZeOUUN1qegmwFdfgl63/YJdvz5DPz2J6L7w81ZPKe9IKP/iGJceqci7Orj7Cuc/6HU6S04uttXWC8Y9aB/JYVDutSw4qlGnz7AkiU4klTZXVRNSvopGRZVgZCNQP/oM64CAjYDPscq4yYrU1fN3kD+REhZF0OSve1vTlkcKbOATk9UBpHaWUkIFyUY1J71o3o9F2qKuLIN06w4/YkEBwfj4osvbp7RMM2KPjUXUT9vdqjwFf0MhP61FxGLNqLfDR9AIzIYGNdQrvfpk/Lx+McJ0Bsavv4hESaYjEo8xZ5Nflj+XSiSTxhEDGDXfqWYfk02uvWvtiJRbEZxvg4ZKV4iZdVkZMuFmvgcT4cutwimEJX7jlTWt7A0gyKULAGQi/sB/koV0Aaxfh3zx0KTey5kw0nA+5hS/8IUogRcyg3X4pA1JUCHdxoQFpX/y7wCUvGQhsde1hWy/zbH67KSiKIaGYxni4uvvvqqeUbCNDsRv21zqvAV/UYMuOZdEfzJlTib4PuXgNlzEzHl8uruko1x6ogBr93VSWR8UByFNTDz8E5f/O+bcAwaU4gnPjklgkIpGJSCOHU6ygZhYaEmdDV1+aWImfc3Eu+briy0WITwjv14JQJ2nRKvS3p2QPKtk5B13jDIVJzOHaC7eUeCT0QhPQkSFarKnQ6pvDNAD2cOFfOBEoRZb/nwyn8M4Qshi7iNDvXvLH88QA3UHBEX5IYpOEOIKca9YFtSO8IrK9+p9cXvUjsvQd0UaJ4v6hePxDcux+QB1zq8XUayFx67vBsK83R1Mj6sf+/e6I8HLuiGy2ZlYO2vIchI0qP7gFKuZdEsyIj/YJkQF4akbAw6b44QFVSaXFQQpTilhCyEr9iJ0k4R2PnHYyjuF9/KIzYB/judCD6RIQeug5Q73flj6RMB/x2NryjGYhEt26WMG+tfzRwEOW8SQOXKGyrSVRW/ca7TY2bcUFx06dKlwapyx48fb+qYmGaCrA9OFePjTp1OXmAlsyD9kjOQfuko0dRNU2FE7NO/wvxTdfGrxnjv0TghLBoKzKT3Eo944837OlV9SuQ6qb7bY0moVjYJzW++x9KhT8nBsDFPwpCixMRYhYXt3yQ+aJ2tm+cIa0ar0VjxLPsmGpcOJQevdiK7wwIErYOceVW98RtitYxrlAJZwj1i58MSVT0pfuPeGsW3GA8WF/fdd1+d2hc7duzA8uXL8dBDD6k5NkZl8kb3dnobnqIco1OvMoybkYt+48vx3g8hSLh6CzTlJgwdX4ArHskQZbupgFVj1Z7TEvTYuiag/qh9u5+O8mxppgaejEK3p38QwoKyR+pDiIyiMvSa9Tl2rHq69S6dxYUOu/WkhjYKxWg4I2SorbpXBlBRvyiQaGpKuQ8IWgM5ZClgSLUZpwYoHAkp5zxI5SSumTYhLqjluj0++OADbNtWqTIZtyRvTG9YNBI03HBMVSiIcui4QoycXICHL+2GksJsdO9dKipwRsUZHRIVVv5eEgyNpEZPuHosGHQbznEZTovm8ohARH/3T4PCwlZgUL0YqidT2qOBrIhmRJJ9IJfHAvoUx/p/0IRNGSYuHcyFsgQOZLGIniH5E4H8swDDqcrGZTqgvJNwnTBtrM5FfUybNg0///yzWrtjmgFZ74XMC0c4GoPNOH5lUZCjxWNXdEVJoRa9h5TgvaVHEBmrZNg405sqJ1MHjVaNT4gOKkHS2DarkkWxrdMnK+ZvdY7T9pG1GiHMtWVGp7aJWrSpWcfV4PGpToToMOrgZ0yVN3Mnu3gwJwNYSd+GLIMc8j/I2oLGh0b/lXcWWSZSyUAWFu0toHPRokUIDQ1Va3dMM3HshSsR8csWcWvc0JxnkQBzoK8onEWNm5iGkEQaaEGODr4BFrw0/7jD8RU1rrkF0BssqgVlkkVl3Pm56DmoGHlZXhhxViH6jSgRaa7kfvnft+FY/0cQigu18PG1QNLKyEpx0TTeRpElSQiFokGdEblkq8NZUxR745XV+MTZXMGccof3gICtjmkLa+XN8q4uHlFyfvXAfyFjAxDxA2Rqn55xXaPprkwbFxeDBw+uEdApyzLS0tKQmZmJDz/8UO3xMSpT0jtWtI/u+txP9Qa1id8jrRZ7vrsXg2a8KpZx7EX9kBhIPmYQ123SpTnw8XdcjJHLhB6UTpqV6oVd//qrlk5K48pO90JGsgFnnpOPXoOVktAkfOK6VeC2Z1PEQ6xLPRrMwONXdsGOjYFVrjNrRkR5eAAMWYVoT1jrSO357j545TZceM7exma/1pks5ch59QdC1lix8rmkD6TUWc4do3JjpRupC9/XqhgNMxD0N2RDMpD4RL0lwZl2IC5mzJhRQ1xoNBpERERg/PjxoqkZ4/7lvzu99Yew1Uv1dDdVMsYsiPnuHyTfOhnxH65o6WF6EDLiu5cj8agS+X7uzGyntqZ/SlQE6+mZXfDf2gBYyGSkImS9uPKedPgHWaqao9ldT5Jh1mlw/7c5uPCG4fA+nCbu2osGdETSHWfDFOSDYROeQ1untuAmQdH12YU4+MHNTu1HYzIjd0J/tDSyLhsI/suxOAuieACk5IeUAMqqFNZtkCkN1JCo7KciSukdUnwapIAtynt6JcBSNkYAFq+mNXMR/UGOQg5fCCnT8ZRtpo2Ji2effbZ5RsK0CB3fXQZNcXm9wsL2RzVmwXocff5yj+qh2RqJmLc/l4wnrlb82x26lDsVY2G1JJCwiIitwLnXZWPCBXkICDahvFSD//4OwO9fh2P/Nl+nz4piKrr1LRX9Sqxt1xtCCwtivPMQuews/M97AqRyIyJ/2YKgLUehKSoTpv62XkythrCofPY7mIwBV7+LnHF9EfzPwRopqPYgw1NJ9xjkjm8kQNJYGZOj4rdVDvrL8SRyWs3nqGJFIAuaVyrkuFcAfWbN1FLvE5CjP1X2b93QKl4o60MNaH/Bf0HOurTBFFWmDYsLrVaL1NRUREZG1lienZ0tlpnNnA/nrmjKKhD7+Z+N/jhaIZN44NajHiMsWr42h4w+Q4sxdHwRfP3NKClyLT66ohy45M4M3PhomhAB1qZm3r5mjD0vD2ddlId/lwdizp0dUVIqw6gpRbmlAhUohxZa+CMQenjXqT9DtTDOvzFL/N2Q1cIWI7S4tGwp9r2Vh05vLIFXbjEsXpUBexbFGO5J3wc1oAwRfVouCoZ0AbQayBSvVI84ty498vq1jUfyHjoknrp2ULGbp89h59JCtaXCCiGb/SF3fA7QVnbrtd2HVUhUffi2QcKVz6rEIJcDAVuAgrEq7IzxOHFBMRb2KC8vh17P/jJ3xudYOnQFpQ6vTyJEn1EAs48e2tIKeAItO/lJOLxT6f1x9pU5WPJlOFJOGISbxN68kppuwrGTRhhNMoxGGSYzYKyQceq4FvrYg3jjIwvyCywoKFKe8wosyM83i+e8fAsyzNtRTmdoZ+7wgh7+chD8EQRf+MNH443hIy0w68pgNmuh1Tp2VbxgRuedO9DtiZNV11FjrHnD0F4FBlXg3Dv/HvSb+T4ko6mOSLfoNMKys/+zO5B1/vDGd7pb6fsxsGv3Jo1NFpPyVsheaVXuCqeQjMIlIYRFQ8KkoQ9dlS+ElsoIq7EjxpPExbvvviue6e7o888/h79/dRMfslasW7eOYy7cHFeaj5HvOOX6CYj9dJXDFo/WpKUnPTLUvf1QPK5/JEUEZv4+Lwx3Pk+1BWqu98aHuXjylSyrJbxJGLw0kIze0MMAE0woQSGMqEAuMsVDYAF2/gt8NkjE5iI8VIsAfw0C/TU4lWREdq4FH74aidtm1qwXYKHAziP5kBDSqHWo3QmMcpN4bNz/FuI+Win+TXjlK0GyJMBTrhuPpFlTHSv9XVwM6ehRcR0HduvhelZI+CIgeCWZJZXJmQIknd0PpZIGbnTO4tHwwFz8cpBvRrXqCIyniIu33nqrynLx8ccfC/eIFbJYdO7cWSxn3JfyDvVPGPW5RUo7heP4c5ch/I9t8E7MblcTimO/kcpUu+CtaNz+bDLmvR6DmQ+mwz/QLKpyEn+uK8EjLyh3ZLExOgQFaODlBei0Ery8JPj6SGLiDwrUIDBAg6AArXgODqp8BGoRHKhBaIgWURFa+PlqRLfU+W9GYeeGAJhlM4pRgCLko8KQi8C4PGj8i5GaYRLWEhJA6Zlm8bDlqVeycOu1gTXcKRJk7NzQePdPewKjrQsOa3ppWedIHH31Ghx78QroM/KFu6giMgiywYn843XrxG9pTFg4IkNCXRMWsW8AfntsgjedFBYUHFLaHZIhCbKjrdmbExI3XHGz/YmLEydOiOcJEyZg8eLFCAlxbqJiWp+K6BBkTxyAkLX7HLJC0DqpM8fDGB6I5FsmodvTC9GecPwOXRK1I+iu/9Y3s/DaY13x7PtHxH1kSYkFdzysBL3RRE7WAhHC18RZeMDIYrzy43EkH9fj4A4/VJRLCIuyYPCZWugNNFmFoqJCxu8rivDMnAIcOKHcYdvy27cd6sRplJdK+Otnx/9tJ908Ebnj+sL3cCrCVu0SwZ/kGpBtyoy2GcFhkWH2qw42lL10KI8Nc21f33wjni4dP7HB1WRtrtLzQ/ZSsjasWR3hP9cSFi4gyZDypgLaPEVoNGVfNfbrwjZ0aNHe/TR1xsB4XszFmjVrmmckTIuQeM85ojRxY1DhoPLoYGRNHyJeU8yFTD5lB8oftyUc/Z2k2hSf/zEIWza+hFUzrocsCmHJeOGtHBw/ZRQWi1efCm+w6Z+jWMuJ04PqVdCj+j0Z23eXY97CQvzwayGycqrvSIcMMOC6ywNxxQUBCA+zX1Vx3uvRKC12sOKiRoLP8XQcm3M10q8eixPPXS4GJ5nMou34wAtfQ8Tv21oywrZZoU8ud4KLJbJtyc+H9+JfQI6MmVPqdiEVYbP+W0X3UPgerH7DFAA5j8phjweCVzRNDIiOol6QiwdC8t+qnrBwFfo+51yglPxm2m+FzqSkJPz2229ISEhARUXNQL+5c+eqNTamGcg6dygS7zy7wdoV5A4hIXHqofPR+64voMsrhu/RNDUaXjQ7rWmaL8zW4OHizzHAfAg6ScaeA+V486Nc8d77cyIQGOBkmeR6qE+fkLC4+MZULFleXOc9P523cLf8vrIYv61QMgK6d9Hj3luC0bW7jwjkfOfwNPzvk2THr59FRuhfe3Fm7K1IvWYsDr85U4iKyMWbEbpqNyJ/azu9huh7lTeqF0q7RTd9Z4sWoayiHH07d8GQnjVrA8kwQ47+BAj6p278ga4QCPsNINEhYiyagPiQjZAC1wNFQ9W1XLhCaVeA2qwz7VdcrF69Gueffz66du2KgwcPon///jh58qT4YRsyRLnLZdwYScKhd28Uro5Or/4KTYXSdIhS6yw6rQjgrIgKEqbtXvd9LZZJFosoqOQJDc9a0wRv8dfj1pLvoatM53j0xSwR73DhOX44/+zG4xhcpbwUmDs7XlhP/t1gP1ug2FSGNf/WXLZ6fSk+/TYfw8/vgbJHn4ZF6oBofCTeo3/PFCiajxwROBqG6DpWl6qerBUmdPh6DSKWbIGmzAhtcbnSfr4tuUQA+B5Ph1RhFD16msTy5eLpirOm1LmmcsQCIPAf5YW9AEta1lRhYXu8kBWQ8s4GigYB/rvUC+p0ahAaoLSn3XofsuEE4LufomkBUyBQNJx7i7RVcfHYY4/hwQcfxHPPPYeAgADRrIzqW1x99dWYOnVq84ySUReNBsefvQwJ901HzLy1CN5wEJqSCiEqTEG+6PjO/6pM2SQ2rIF+noRaE5uj+yE3UvDkMATLilVg7b8lWP5XCXQ64JUnw9GceBmAe19LxkMXd0P/wilCFFhghhkm8X96tqC6l4wkyTjn2hzsTwD+WHscW5YcAZZciyHjY5AR7I/k3AIhKkyoTm0JQxR6y0PgI/nZHQOJUa/soupr5Vlfl0ah8zKk5YmiYumXj3Z9R6Q2164Vf44fNLRufEXIysa/cGoVc6H96NMBqQxS1uWQ/fYJa0ZrWDBqdzmVffdBDv8O8DlR2cWXrDgWIOpryIUjIGVeA8nEvazcGacdXAcOHMDMmTPF3zqdDqWlpSIt9fnnn8erryp9KBjPwBTsJ2Iwjj99KRLvmgp9Wh46va0IC0+/46xd26fZfy6pXPqN0YorW5bx+EtKGfBbrw0S7ofmhApkGbwteHH+CfhQ5okUjCApDKFSFCLIGiF1RAepE2IqHx20nTCkUzSWfKfDztWdcdW5vaDVarB9bSp25x5BNtKFsNBAiyCEQQONWLYJK5EgH6231o2nf2cag4JU45paCn/bNiArC4F+fhjZd0DN94LXONHFtGnDqLkvE6SKjkDSA0pLc/ElRgtiAQpHVr2SAzZBjnsZ8D5ZOT76QTJXPltEoS250xOQ1aoOyriH5cLPz68qziImJgbHjh1Dv35KkFNWFhdA8RjMZnT4cg06vrsU/vsS2+wkUXW33oTtG7Ne0I1Vwr3TEds5EFI+sOyvEmzeXgY/XwlP3t8yd1dU1TMkwiQqev75U8PHlC2At59F/FgP6OuFbz+V8dyREfhgwSFk55pgTIvC8fWd4C8FCoFRLBfiALYhD9k4jJ2I7JqP68+NQ0WFhG1rApBw2LuNfWtQr3XGf8+ppu1k2TLxNGXYSHiRWcsG2Wd/y1sNqLSEPgVy6G+A/46W/xjpdKmNujFKealPhhzzgfJGfWMhgaEthBz7OnDyVQ4CbSviYuTIkfjnn3/Qp08fnHPOOZg9ezb27Nkj0lPpPcb9Ib/xgMvmIoIC7lTIXmgPiJ/8Wr01qCIjVW5MufEspdyznCCWr/1XqYJKWRlRES7FTLtscafGaY2KC1nC4DE2HU4lGV17ZOPNZyPFDzcZJlb+UITv3/VF6ikt/KQATAwbjeBRO/DFb4nYlnISC66TEdfBSwiaL16MQXuhyb1VVq8WT1OGn173PYoraGnon3/H51svmFP2gpR2U/VLKgjmiOmUBAZ1UvXdB5TUsgAxboHTv3yUDVJUpPiVKe6C/l64cCF69OjBmSIeQq97vkTEH/9VtgloY87xZoDiKfLP6ClKpwfsPlVlIs86dxgSZ01F7ln9hUg7gi74Sz8SW3cuEuuMHNZIAyaVIx6prl1ct3LRsOz0yQWYeFEuwmOMKC+TsG+LH5YtCBMt2AeOLKpKXz28y0c0Rtv1rx+M5RqERhkx6dJcTL40B1OuyMEP70Zi5cJQvPPHEfgHG3AozRv/bCnDc2/m4LM3o5CV4gWdlwyTse2LVFGKIdAH2sJSmAN8nN9BSQm8Nm0SkSxnDbZTHpzqPNg2DGsJxHdQbsUUnLMgmSKUl1KFaL/u8PnLGsjBf0JiceGWSHJ9DtRmpKCgAEFBQSLfG4GBLX34do0hKRtjOt/R5rtbqgml5qZfNQb75t0NbUEJtCXlIl7F4l03lmJ06SbsihiFomIZu9Z0RP/ehvp33AzpFMWFGpQWaRAeYxKt3K1N0MiqQUaqZQtC0a1fKTr1KheN0DavCoJWK8Nsro5SofW8DDIeeicB3QeUQG+QERZtEsv/3VqKM89PEmvefVMwulkGYPmCCJiMbb8+gfVfDFXj3LHiSRSd1rnqPUNyNkL/3CMEqDHYF9lTB8EYUTNIEatWAVOmID4yCqcW/l43U8R/M+TYd9BuIANFxg2Q8iYrL3WZkLvd69w+ymOgOflm84yPsUtBcRGCpk9Afn4+AhuYv12y2ebl5WHRokUi3uKhhx5CaGgotm/fjqioKMTGqtjhj1Gd2M9XV7pCWFw4jASUdVBcDeZAX/Gojw2pkUCxDG9vCX262wnktN6ZZs0AQv8ngunUgm4TfPws8PZV7vyswkL8XVli45xrckTMxaOXd8HujQHKOVUKi0I5TxRwCkQIKsqAl27rhPdXHEZMp7Iq79mo4T546oFQvDA3B+99kYcz+u2Dr3FcO4i4qNaBXtmFGDrhWWzZ9qpIw+3+xHeIWLJVqUwqSVVp3emXj8KxF69EWSflzhxbtoinsQMH2y+mRvUmKN1SW9j6Ra1aBA1QOKxZjyBLZYDfbuWaynqgpHeVpYRpXpwWF7t378akSZOE5YHqW9xyyy1CXFDMBRXV+qayrC3jngRuPgzJAxqQuRMUV5E6c1zj68lm3JP7Ed6mmgg+Ut1OpDRfUD5/9sWQSvrBQkWRgv5SzXphna8aaq8uKntSI7MYk4i9sEJBm1vxlxAXI+SJIuOEBkxWi9o8+1AYBvU34Mrb07BxXw6iNJvRzzISGmszlUbw9PoXonR+USl63fU5gv85CE1pRZUl0NqKnVK4oxZuQNjyndi27nmU9IkTGUWEr7d9d5ko7Z16N+S4OU1zV1g3c+eLTN89Sik125Sap3RUix7QVDh+nkb7QkHWFCkl0oPWKrEs1i8dBbAWD4KUdQmk8q4qnQxjD6dtmQ888ACuv/56HDlyBN42/0gouJM6ozLujbZUhbac7QgK2syZ0E9MDr4HktDt8e/Q9/r30eeWj0VXTG1RZQt7WcYX+Y/hppKfqje29+PufRRy6C+wxL0E6Co7mKqII/G5FjNwwU3VmV3kGT2I7bCIahgyDmC7WEYipVNP++3jL5jmj8VfxsBgkJBuScEebIKFTCKNHZvEDdqG4CThoC2pqLdPD61D1W2HTH0REnUkNigusvIGWuOS6JSSHgPMlUXXbASgqjTFMKKGUcXsBynz6hqLJLIs5I9zvDMqXRqfo8KdUmN42nzInZ4CgldVB8napo357Ybc8VnIvrtUOBFGNcvF1q1b8cknn9RZTu6QtLQ0Z3fHtDBlHcNEDIEntE93B2FhDAvA0ZeuwpCJzyJ0zT6xTLkLktDhy9Xo+cA8nHx4BkbM9sbMsl9h0wmiLvTDRm4Qv/2teguv0QI9B5UiplM5Uk8ZkIYE0aqd0k6pSmIBcpCmO4ZrLmw462TaRD8hMC66IRWZFSnYjr8RKccjGGEIQLBd07+mDVn7xdlVWiPqg/6dUTfhqEWbkGYVF7VaJtTZb0k/4NgHQMBWyFStU5dFwVKOWzIc+U61psIj8ZDwLCRT3aZvUt4UyMF/Of5vQ1MKOeZjSIlPKbum/2LfBLwy6w8MFctpvbnAydchGamZINPqlguDwSACMmtz+PBhRESwL8vdSb1mHAsLO9ANImWA0LMQEBS4NKIHdv38IE678DUErztQdTdKEwaZvem3noI7uz77Izre/g2MsgYmszIBaKkraGO08i18SKQS70HVOAlrVU9i0Pkn8PC7iY0mE009yw+/fK1YMKx1MLZgNdZiCbbL63BE3o1T8hEc625EtpSFYrlAtIhvC8jOFN/6YDlQmWWnswbANAC5SKTCM6BJfgjSqZeB8njHDtgSBbCaErJF/8CyZ0Bj7GB/1xWxQOodles6MhYZ8D0g6mMIfA4Ja0ajGSeVhblksm4w7mG5oL4iVI3zxx9/FK/p7oRiLR555BFcfPHFzTFGRkVyJg1ASbcoeJ/MZJFhQ+rVZ0JjNItHWXw4Uq4fL7IBho1+QgTwNWTpod/aHQuA9WcEwjteaRoWGOD+2RMVZYq66Yq+KEI+8qC4Ss4Y5o3Xngl12M1y9gQ//LeyI37+owgLf7DgUGKhECk5yBAPwZFqE3RUhBbz3o5D8YkO+GNeGBKPentkfIbkTPEtKlQXpdQWGdyjV73rGo1mZGcXQbbICAn1g8FbBzn6U8CQ0PgBW+piuSwsNMLdQ9aJhpBMwc55gyglNfAfpYR58J+Op/PSOkF/Qc68vKqVPaMeTl/RN998E5dcconoJ0Klv8eNGyfcIWeccQZeeuklFYfGNAsaDXb/NBvDxzwFS7mRBUYlaTPHI2fSwBqXKmDHCQRvPOzQZZU0MhZ/GoFzH1buoAL93VtcUMpqwhFlUtdLBgyRxyKyXxoefCsR/XoZoNc7N0v16q7Hw7PCsPvLvoiBVoiVfCkLJkMhThtfgqz8PKRmmJCSZkJ6phkX3JSAb9+vwOfrsvDNG1FYMJcqNNZKzfQAgeEoMrlPNm8Wf5/ep3+d91NT8rDk1+1Y9r9dKClR3CZeXlpMnBqN8+/eim79GzsAWhZnPxAan9kXUuLjjTce0ymdhJ1Cl6c8G045VydEW6ocjzNIWl9cUJbIqlWrsGHDBuzatUsU0aJuqJRBwngGRYO6YOuGFzHgirfgdyhFuAEkE5WDVqLtrOl01FLb03/UHcHsa0D+6T3qLI/5ek1Vp9jGkC0Sjuz2xfHDWre3XFD9i+ULwlBRVj1GyvS49e4KDOjtDZ2TTT8pQJS+KK/O6oj8HJ34GgVrgxDhHYD5G7IREEHNsZQAxeISi8gy+d+qYlx+ayq+eT8aMx8ETBUSFr6vlIC2Qt89iwbQuGF4kDOCh+7C8+N9gQOp0Gq0dSwXWzYfw7NP/wKzyQKLTf0ZsmKsWpqMFX/0xN2vJGH6tYr7yi4tmV0uubiNthhyyDIg+6KG00FlZ7vO0o+WdSpz4cvSGp1g2wEOiQtKNaWYivDwcNx444145513MHr0aPFgPBMy+W/c/zaC1+1HzPz10KfmwuLjhcJ+8ej01h/QFZY59RviqXeXJKzIBWKv4qJ3YhYkB4SFLVkZyoTt7J1/S0Ki4pcvagbT+QWYcOa5+SLY01FIf5KQKMzX4o17O2LLaqWgjt5gwaTLcnD1PUUIiMyveRxfjQgCvfORDHzxXQFuvC8dneJ0uO7hNFEJNDez5sTijsLCle98yoWDgQNAWFAQ/Hyqv2uHDqXimScXw2xWyq7Xhoqf0VHefSQegaFmnDk9v5FB0Q2Cm0bN0riC1kMO+A9IeFJplmaPsq5O/qCYgdLKtFJjdGWnVwe/OBYddXB09ECMEzh0e0WNyqxBnPPmzUNZWZkzx2DcFUlC3rh+OPDZ7di74B4xwXZ9aTG8nBQWngplzZiC/ES2hz1kndbp3ivWGhPu3LLl5CEDMpOrK4cOm1CAT9YcckpY2J5jUKgZ97yahLd/P4L3lx/GD7v34d5XkhEeU2Y3lVKnk/Dx65GYMZWaIMoi2+RkohFTr2rgztzNkBw0Flg0EkxBvsi6bKx4XVLrt/OrL/4W1orG6yTL+PyFmIaTU8SA9I6ncrYGNOlrSiDHz4GsKbG/iikcKB7kXEpq8FrI2gJIeWc5VT4cBaMhyQ1U0WWa13JB8RQXXHABhg4dKvLf77nnHvjYqG9bvvzyS9dHw7QKutwiDDvzKeEicaXAFkXDV4QH4vgzl6LPrM/h7ijznSTSTHesfArlHe2baAsHdUHk4s1OmZt3bPBv4uCa3wTUe0gpxl+Qi7+XBGP0Ofl44pMmdvoEENHBKB41kOpvxKXRSPj2g2iMvyAJ2/eU44LrUzDvFT98/05N14i702C3XK0GspcWu5Y8CkuUUiyquKxUaVnvlYOUwqX4b1uyg7UsJKQlGLBjvT+GjlOyTuwiKnyWiBRNtzX3i66m1PphA1BZ+rvOKtkXQqbKmo7+e/A+Bjn+ReDUM4AxHNDlOHD+MqS8s106BaZxHJKG8+fPF0WyKL6CskOopnhubq7dB+N59LnlI/i6KCwIs48eO5Y/gYoYm2p7bkxp50jRxXTjgbdRNLBTveul3DhBCCdnOLLLhYZWtrSAxYMsDg++nYgLbsnEox8kNFrVs7kgF8mv8zogJkqL/Ycr8PnPnlknR7ZxsVm8tMIiRhQM7Ypt619A3pl9AF+lZDwJixLNbsidH8KegyRcHf/AtToZu/5tRLxKZiDrQsDi3XwFuFRCDl5R73tSWQ9IKXcrU5RDKakWQJ8iSupLSQ8BFkP9lo/K/UkZ10Mqr+4Pw7SC5YJ6hrzyyivi7y5duuDbb79FWFjdAiiM5+F9MgORv2xpkpu2uHcsivvGoTw21K1jL0pjgrHpwDtKfIUDfouK6BAk3zwRcZ/+6XCjt3JZMXsbJDt9RRyhhS6gl17G7c+mVsVNqI6D5xEbo8O9twTj0RezceKUen1WWhKre+TkoxeKWCVjiB8yZwyv0djMWuNCo9HA0PUtQGNEWakfJIlcIo59ALRueamm8ayJqPlA/hilNDalZlKZecKd/nHSOAwpsOgToKkn9kIqOh1yWhkQU7doo/0NLMr5UsDoqRcgR38hamAoIkOqFl+mMFEdVCocqeIJMU3OFjlx4oSzmzBuTIevqfY+5Z+7bkIN3H4Cve76QlgD3OW3y25tIW99g03H7HH47RvgczJTlHomGju/Uih+5JKM4Mo7R5q9nThgC1/AZosNof1WRABeWY0GGIaHKcEeackaeGqtRDrd7CkDkT+mr/0VMpUS1eEhemi0JnFNgsJq9ndpDItFEts0PJDKf8dU2bMiWgmONPsBmjLAn77DbuYq6fIoLCW9IKXdDsloxyVGqaUyxT45GFitKwJ8D0Iq6S+qdoriWgGbIFc2LpNK+gLFAyE5Xz+ScRKuHNLO8TmW1uQbGkpbjf3yL5x87EK4dQCeC23mZb0Xdv32KCb4XiWqczZGKZQiWrknQujWq302nxXFkgKA3GlAVOONDL0Nyg99WpLWY8UFfczDxz6DgsFdsO+bu1HcL96uuIiMILGpfI+Gn1UIg7cF5TYpwQ1hMUsYO72ynoMjX3h9GmBIc+8MEsLnMOQusyELEWFRvjv5YyHlTay0ujg5dhISthU/qVGg+qNmGoHlW3vHyZiCeqFeG/P+Rv7w7m47n1JsiKs4IiyIskpxoa2o9I23xe72DZWYFnXUtUpL+cB1Dp27v5/yHSw1mjz2Uln/FfnvPoXhox6H355aQbKV2XZ+vtX/3nz9LZhyeQ402sbPmtYZNLoQcd0rnB+UOwuLqvFRFolRsVCQayf0D8hd73OtuR/FWzCtDouLdk5Rn7iqNtFNwmxB4JYjSL1itFveJVCwXeHgLi5tSympjggT6gpqtVyE+tkEdrY1gVGZh0lfm93/BuCrOTH48MlYfPtGFI4fMCiTRPQ3FNDjkEmsa0dlMiiRipVMCg9G9J0pqcBpF79Rs6lZt27i6eDRihrnOPOhNETFVTQoMChF2MfPIgpptVlqf0/IgiH6hhx2LuuFrGaldQviMS0Pi4t2Tur1453OiLAH7SFw8xH0eOp7uCNkeUi6o+GeBg2RMWN4VUOz+ihHqejKqIEGk8+vlYbZxgSGxaLB6kXReOiSrvjpowj879tQfPdOFO6Y1Av3nttN6Vvi4NeqRxcdtFoNzLIR5RQb0AwEBJvQe0gx+o0oQkQHJ+7+XRQYvkfTEPrnnuqFffpA0mmRX2BBQlJ13AQVxnrz16Po3r9UvNbaiAyr4KDxzl1yBHHdmnfcbonsQolxS0AzDohRNebCXhfU+ggMVKr0MZ4BZUSkzhyPDl+vcSkmwRZ9brFbzp/Ciq/TiqyYiuhglHaPcXofSbOmIuaHDQ2uUwIlI8AHfjj/OnsFoURt9bp3Yu4Uxe8gkmSBX6ASvGo2WUtKKRTk6qD3dvybQNVMu3fyxaHjRShGIXzQxHReG7r2K8VFt2Zi/Iw8kSFjhepFUC8Ya1VRtaF0VPo3lTPlNGWBXg+5Tx9gz17s2l+OTvHVlUjDokx4d+kR7N3sh9/nheH4Ph9hFYrtUo5zLjVg+LRD0LbX6DirKHe0jbyuCLJXCqR6uq4yLYdDX9ng4GBR38IRzEq9WsaDOPTejfA9korgDQebLDDccY4UU5/JjPh3l6Lj23/g6JxrcKqeqpz1kT+qF1JmjkPMt+vqdSMZodxZxkRr0a2fnTvwjGsB3/2A/381/eAUwGZNF/QQZAtgrLD/aVMsgVNIQLfO3kJclEklqll4zjw3D49+oMQ+1O6XMvCMIgw+swgL34/Aly/HqP7NJesFdR6m+t2hq/fCsO840k8miVwNU61aYwT9vA4YWSweAmumEeM8XpkAiwvPEBdr1qyp+vvkyZN49NFHcf3114vKncTGjRtFWfA5c+Y030iZZsPiY8D2lU+hy4s/I/7D5fAiCwS5SjyocZn1Z7ih8Vrbpvd4dD4sBh0S753u+AEkSZRJpwBYSt+Vrc3eKiFzttakpFSGUtnr2pgCIVE1wtLekKl6ou++yrsyyeOEhZWje+xbGEqKnKwjLgPB/kqH1uzTuyB2s2uZPbb0HVaMxz48BYkan9nxZlktAZfflYnsdC8s+cJ+ldamGJX0GfkY0/lOeCfn4Ki8FxbkwRf+WPLyCAQUp4n+K3bv2dw9u6OlcfoDcPL7xzQLkuxkBNXEiRNx880348orr6yx/LvvvsOnn36KtWvXOuRmoe6qyKcSsOxGcSekciPCl26Hd0KWqDYY9+EK+O9PcnuRQV9iKl5EwsiRsVr0OqxP/lSUAHeWgG3HEPfRCnT7ZQ1MxRb4BlgwZnoewgeewswHT6BfLz12r+1Uc7Io6yL8wfDbX1n7ws4/Ow9yj1Bn1auG9EVelpfdYk9fbzyAyDijY5U/ZQmz7gvCxz9uhdctd2HEn2blrt/O5XD0Er204JiwTDjiTijI1eKqwX1hrFAvBM3W8FAul+BfrIAFZgzEGYiUYsXyS27PwM1PpkOydmejYER3LdntQS1opWPvQzJ7RrVgT6SguAhB0yeISt0NhUE4/a+JrBTDhg2rs5yWbdmyxfmRMm6FbPBC5oWni7v65DunIvW68e7dhcvGauGosEClmySGCoi5QOGwbjjwxZ3Ynfk2vkpMxnd7D+LeV5PRo68SqFdYZKn1wygD3icAv71Kyl19d6WODN4NbmgpCWLp/DC7woKgwlBLvmygpXadDbQwmBQxFv3ZchgSs+yvZg1baWR30R3LRf8NR+MUAkPMoseKmtBHbI1EOYGDQlgEIwwRqI4FWPRxJFZ+PRIo6wiUdxDFnVA8wO3LdrstJM6KhrGwcBOcFhfx8fH47LPP6iz//PPPxXtM26K0W7Q6qarNhFwpfMiN49RPskVG5OJNTTp2gjYWZ4T+hD26XuK1Vq+YYyuMct0Jwna2cRWxz8p/sq3Q+ZK+BiQstqwOwMfPNBwwt3R+KBKPGoSFozFKEy/A6hVHlWNQto1ZrnOpRHO8yEDh42jsEvYaXCLcIY5CMRB9htrv0KmMyTlqr58HRSx1Qq86sWsLP9JDOjkHmpNvQEp+CPA5xC6ROhfTgf4i4n0ZUs65Tn5aTHPhdAzyW2+9hYsvvhjLli3D6aefLpaRxeLIkSP4+eefm2OMTCuSNX0IKkL9oc9poBNjK1pKjTS27EKnffQisDy3MniuCZzUxePM0O/xePHHOFP7hVimlDcggeGimKi9nfU1CZQqoUczvZYCSdCSfPN6NBa+FyFSURuirESLx67sijcXH0VMJzsRjJUuACnrErzxsIziYiVOpT6JSJ+vPqPAoctpmxXiKHqDfXeERSuJqpsB+5OgLWk4FdRqWbE1TJHXubQyi8gfQXW2SU7OxZ7dSRh4WjyVkwQ07TDdtCHoA0+fCfhvVYKh7ZXTF0JbhpR2m2h4xrgHTt/+UHdUEhLnnXcecnJyxIP+Pnz4sHiPaXtuksS7z6myELgDdANf3CcWO5Y+jpKeMbC4UKeDfv9NIX5NHksv0zEcyJqKx4s/QrCkiJWq2kmSWgWF7PwtLCEta1Gir4DBx0I/4w6tn52qx8mDSqBmnQ8wfxz2LZmNZ26X8c/6o8Ji0ejxHRxnToZ9d029+5Xq34asKMHbjkNTWnfSrz3i8vgw5I7tW6MeShlKYIFF9LLwhv2+NqdOVrqB5Paab2rnYopKr3QB4wGfgwD1BMmeAZiD625b0hdS4pOQCsa21GgZB3Dp2xwXF4eXX37ZlU0ZD+Tk4xciaNMhhK3c1eB81tiNuhrxivSbY/Y1YNeSR0S9iv5XvQONK5kFGgmZM0Y0aSyx5jSszbkaIZZ85bwqs1FEjHRLaDEK/nMkTUZFpl2Vg58+iERJsQaypf6DUvYMxT6MmFg3E4auz2evlWLJgpUYNa0AD7+XjwUr83HyN0AfkQ1dvhkmo+sR/7s2+CMvW4vgMMesOhSb8dfikAa/r/a+97Znf+r+c3HktWvQ/bHvELBhP4rkHBQgD+lIFO9Tloi9dH5aZKn8/krQQi7tqsTntKdsERtjXBXCSkeNyxIBQxIQsFm54nnjgaIRkKhEOImxsq6QjNGtNHBGdXGRl5cnXCEZGRmw2Ja4pXK2M2e6skvGjZG9dDjw4S0Y3fMeMYG6IiDU+KmsdKtCV1yOAZfNxb55d9m4CZzcl1aDlBsnNGk8TxW9L4SFF5RJbMdepSpnr+6u9zBxmhY2KAWHm/DCt8eFy4OyKyxmICDELFwRhblasYwqS9J6L313wm5QJX1kZ5y/G1c9Ugb/IIuIywjrpcf3yyUcy8zFhbetQ2jWILsTviNQUa/fvgrHNfeni9LZDWEyUQlzfyQfr9uPgtKVteWNB43QN5BqqJwKzsCp7z/GMeOJOpaYeHSzv60MxHSodpdIeWdDjvkI7QqpseU26iN4DeCVDSQ/KMQY04ZSUX///XdcffXVKCoqEmkotmqc/iY3SWNwKqrncfqAB+C/L7HRuay+G2m1syzJFWLx0aOsYzj8DqU4HXNx5BXnC2nZEmQpQErGKHhXFs4ibpmdji+/K8BDs0LwypPhaMskHNHj4HY/UYwquqOxKjBy/R9BSEvUY8rluaLypDN882MBbrg3Xfy94KNopG3og2ULwsTrCrkc+ciGBlqEIrLRon5eBgte/fEYeg8pgVZbv7AoytPi7mk9kZHcNEFYLpdhA5YKF4g4PvQIQAgCEYwQRCJMstNOnGqihPnhu4V3ivLnhCxVQO70BKBP5bTU+iDDYObVkHKdqFPDtHgqqtOWi9mzZ+PGG28UbhFfX/s+RKZtYTiZ7pCwIKzr5A/pisDtx6vNyiqPSbhCSitgSMsTmR+OYBU4x567HKceOr9Jx59QsamGsCA2bFb6Q4w53U6cQRujY48K8bC9NaEqmOMvyHc5c3nmZYHYe7Acb36Uh5vuT8ePn2rw0a86pBTlVJVWJwIRgv7y6fCVKjvP2sFYrsFjV3TF7LmJGHtevoiDsVpRSATRWE8c8MELN3eqV1hYJAkaB++9EnFECIue0Z1xzaDLsW7FMYe2u/iS4VXCgpBkPZD0KOT4lwAvElot5GLzMOSQ5UDuNBHLwrgnTouL5ORk3HPPPSws2hGdX/vN6d+3oO3H0dyQwNDkFsMU4C0i+aXKmAd7iClCq8G2VU8hb3z/Jh87yFIze6a83IJDx5Q7+BGD2764sFJbSDQ17nfOE+HYvrscazaU4sIbUqh6dhW+CEA5SlCAXCThGHqism9HPZSVavHSnV3wwQ+BuGTMAXTpUwadXkbaKT2Wfx+Kg9vp5qj+ATsqLIgMJIvnOFMPPHz/DGQlLcTBAylV8RS1oes0ekxPXHzp8LrvmcKAUy8CwX9CDlkG6PI9stBas0HnT64RStst7dPao2HUEhdnn302tm3bhq5duzq7KaMSVAAq/H/bEbZsB3SFJTAG+yPzguHImTigTq1jbUEJYuavR/hvW0WRKapimTljONKuGQtzgGMNonxOZDg9xpb6DST3SOHAzgjccUJUF7WW+K4xFo0kHrsXP6yKsCDyNTXvmm1Dj3x9+G7KVbRaCSHBih/jgdtD8O2PhUjLNCESsRiA0/EvVorUziAo7pKGiIkvx5QrcpB2dgze/WQq/F7a7dAYXImRtfaVKckCdDotXnvzcnz68Vos+98umEzmKuuEyWSBj48eF10yDNdeN7qG1aIGvnshUw8aFhb1o2vcBc94kLiYPn06HnroIezfvx8DBgyAl1fNFK7zz2+auZlpmMifN6HXPV/CkJoLi04rClxRmmj8RytQ0iUSBz69HbkkMiib4ZNV6PnA19CUVVQHYEtA2Kpd6PngNzg893ok3za50Utu8XYutU8cq4U+SLJeeOUVY+u/L6HXPV8gZN0BEaxp7Y1CYqPwtM44/Nb1yBvbV7XjrtGPRBn0dVwjTNPZtU8JjJ08zhfTJ/lhwoXJwjJwCLuEsKCW9mGwzRCQ0bVvGa57JBVhMRUwlmnhH2RGXLdyobXN5mW46Q1f3LW1CzJP6prl+2uCEl+ig5cQEwaDF+6+dzJuuOlMrFl9ACkpudBoNOjYKQzjxveGdz3/pigQVI5YAIQurVsorb1bLGrTnlN3PQCnP51bbrlFPD///PN13qMgK+6K2nzEzFuLfjd8UHVnpTGZa/zm+JzKxJCpL2Lnrw/D92gaet3/dd3PqHJjbWkF+tzxqRAejTXwIotIxJKtbvvbRj1QigZ2wn9rn4fvgSRE/roVutwimAN9kTV1kCjXrTb5mkDM95mB60oXV2WL1Aubsh2moNCMYycV99JpfQ0ICdKih7YPDpv3C1cIEYoo6KTqn64LbsrCHS+k1LtPCugMQAk+XXEAd0zuibQEQ4MflbNYZKr9oZiuAvx9hbCw4u/vjfNmDK7/eFIpEPgvZEOCEsCpzQECdihvcp8RNPhBlXd24dNi3FZc1E49ZVoG7xPp6HvzRw3OU5QxQZaJgZe+CY0DKXREzwfmIevcoaLMd32kXj9erEfuGHeD3CIFNuKhpE8cTvaJa5Fjv+B/F84vX62ko3rJICOe0Qhk55jh72ct090iQ2kziMBLrehULkTGjp1lOGWuaf6mTAwrVNTrukfSGt0v7VPvY8EVd2fg7Yfqb1PgioDOQFKV1eK8aUMd2obEiBz+I0CBiVSZsyqt0v3+jbkdZNEp6Q/JaD8Dh3EP2DnsIcR9tNKhG2Byk2jK7JRbrgdyH5D7pCHM/j5IuvNsh+dJckugBd0iybdPQWuQpI3B+NAFSNNEQKuT0LuHcke852C5IiqsvUBaoQ+IpxIcpMWVFyqdaiddmoRZT6agHGXwgR/i0V0sz0QKLLIyCY+bkQsfP8dueHQ6YOIlufALVG8CJ6vFcVBZaqCT1BPnX6CIC1kyQg74B5aYd2GJmwNLzDuQA9cpqaYkLGLeBUJ/U8p9i9Lu5sqHakNrm1h7iGRf0NojYRrBpV+9v//+W5T87t69u3hQnMX69etd2RXjILFfrLYbrFgfjjYbo312+Kbx7qCH35yJ4r6KRcDenq3Lckf3RvLNE1ukXDgdM3vyQBQOab3g4kO6bugdsRI3Bb6CuH5KJ9A9+42AKRxS1mVA3llu31XW3Xj07lBxyUpKZXjrNeiG/hiJKSI7xAAfmGBEFhRrxcCRxaKQF2GskLD212A8fmUX3Dy2F26f1BPvPRaLEweqs3f0Bhm9BtXfpMxZ0pAg0mTJmjK6RxxOFr8FY+wTkHvcCLnDh0DAJsBvDxCwBXLMx5C73Qk5+iPxul0ICVctd3Z/ZGi60kBKuwNSae8mDoxxO3Exf/58TJo0SaSiUkoqPXx8fDBx4kR89913zTPKdg5lQVCmh8PrO7l/r6zCRitdRn/3D/z3J9W7f1pG1aD9Dqcg7aoxorphc3oEaN9FfWKxZ+EDaG3KJG/M870IywbcKl7v3zYUmuPvQsqZAam8o9JmnalDfV+53j30+Oi1SDxwezA+ffQ0dJF6QytpRUxXFBSBay2r7e1rEUJk72Y/XD20D+bc2Qk71gcg8ag3Tuz3wbL5Ybh9Yi88c31nlBZrqlwp9UE1BR2vKyjjJA6Jv+68Ngxf/X0cw6cdhcaXKnRWKp7a9cM1JUDQhvZb1ttRLLXiYsgKWDQEUsIzkArGqDE6xt1iLl566SW89tpruP/++6uWkcCYO3cuXnjhBVx11VVqj5FpZjeDRa9r8O5aqjCi5/1fN+qW0VBp7twiRC7ahF2/PYpB580Byk1N6zJur9qnRkLSrZNx5PVrYfFzk5oS5eXAN9+IP3vEkqBQkItPU34Y21OvCAdpyKBz89VB4v09m2peNxIXCTgiLBfkksjL0mHfVl88enlXmM3KDi02PU+sy7b8GYgnruqCV348jvzsmj97ZtmEbKQjC6niQZaRYDlcZKSEI1rU17BbEVRjQYlZ6Z3y4APeVa6Xhk+61nNbxZUgZtGRcBCkjJkinkLWJwFemeRnpa5wkMyulYNnWgenZ63jx48Ll0htyDVy4sQJtcbF2CDrtCjqG6e48B1AuPsdvIIWrQZ5oxs2MUYu3iJarjtyeI3Jgg5f/oW8M3pi87bXkH7ZqDoxGHUaINrZjzVkQdZrlWdJQmlcGE7dNx1/Z36JQx/e4j7Cgpg7Fzh6FDFh4Zh9+dXCr24J/x7oMrtmgzGmUWzn8X4jikUDNOsFDESocEGYYRLlwNcuCcYb93WExSw12EiNBMf+bX744d1IUTyLrBMZcjJ2yv/gb/yG3diIFJxEBcpFpc0cZOCIWLoSG7AMh+VdMMo1044vnJVYFSwaHdkO+1xUWSZs/n1XxRpJQK6zsVC0saUqUFOqiINUPBhSyUAWFu3BchEfH4/Vq1eLWAtb/vzzT/Ee0zwk3jUNvWd95tC6ztwwUMxF0l3TGlwnbNl2kZXhaPdRaiwWtOmIqLex94f7cSirAAE7TkCXV4yKsACUdI9GyIZD0BaXi1TYoM2HEfXTJmgqqjNcymNDkThrKhLvPQcWSu2jGcddYxeSkuD7/PMgT/5rt90Nf18fyDEfAAEb2/4dajNhvWxUp+LSOzPx3qOKO4QsCGFytIh1yEYa9m6momiOXWTydvzyeQRKzeU45r0FKWXVxeGCfb0RVBaLcHRA774WZJoysO1gPnKRJdqmk7UkHUnoLw1DqBSJW55KQeeRGcC7QHioFhqqq9LeoFPOvBygNFrf/UrWi9kfIHFA3UxDVjq/T9n5mjqMe+JSbxFyg+zcuROjRo0SyzZs2ICvv/4a77zzTnOMkaHAsWvORJeXfoY+La/BwE6LToOSHjGw+Brgv+uksCQ0tG7RaZ2RNX1IPStY0PnVJYj+YYPTbc373vgBEu8+B6k3TIAxPBA5k2uWak7vqAQ/EiRuDr1zI4K2HIWmtAIVkUHIH9lDuSX0BN5/HyVlZRjVfyCunjwNCFrrmLDg+hf1Y3Ptpl+bjUM7fbDyB6UqZxiihLjIRWblio5eSElklhT2+gcpW/Og10u456ZgkZ1yWn89CvN0WP6dGVOvzEZACHBoRwwWfdYHy/8qxe7CfSiWi7ET/2DhBx1x4Qw9fvhFsWREhnvI91RtzD6Qcs+BVCkIZJ+DkGNfoyAuFwMtJEhcu6L9ios77rgD0dHRePPNN/Hjjz+KZX369MHChQsxY4brXSYZNJoOumPFkxg64VkR12BPNJD7oTwuDDuWPymqag6Z/AL89yQoqVs2/9YV94qE4r7x2LH0ceF2qbszGX1v/BAx3/zt0s23d2I2ejw6H92e+gH7v56F9MtHN7i+KTQA2VPrLzbUKiygSomhwLSGLTvYs0c8zZwyXcxxcshSm0mvAdrhza4rkMHqgTeT0LFHOX58PxLZOUqwn0UETTo+iYXHVOCdP47gtKlKnMSvX8fg7Al+Ve8Hhphx2SwSLArUUfXJj0rwJIDikmhcf086Fv+vCDc/kog+fePx8dcFYr1pE6v30W6gy553drWwMCRAjnsFkIxNiC+SgLwJqg6T8aCW62rALdddx5CUjc6v/IIOX6+FtkQpk0wYA32RfMtEnHrkAmEpIDTFZYj9bDXi31sKX5v+IFQmnKwKtH59cQtxH65A77s+R1Oxxokc+PBWyAadcIUYw0hIDIIp2I1/lPftA/pX9iG59Vbg7bcBn3p6sfToIeIt1rz1McaNDIPc+fEWHWp7oqJcwntvyXj4nSOIj/DD+XFjcXi3b4PxFlbm/noEIR0LED/4hBAseUe6VRc7c4CyMgsmXZqMjdvKEBujQ3KqSbhtjm7qjE7x7cicTzNGaVdISU8rXVxJ6MW+Dvjtcr2qKP1Q5J8FTfpN6o6V8ZyW61u3bhVVOk8//fQayzdv3gytVothw4a5NmLGIcgycej9m3F0ztUI3nAQ2oJSmEL8kDemNyw+NdO3SDgk3jcdifdMg++RVOjyS2AK8hVuk9oNzmwJ3HwY3R+dr4rVXvQzIevWHZ8q9/KSJGpwmA1eSL12LI6/cAUqooLd79Nfvrz6708/BTZupAIvQEitiPWKCqAykLlnfEdAR5YipjlYvSgYY87NR//TlbTssCgTplyRi0M7qbtpw3QfUIJ+I0qw+H9l4nW3zl71C4t6vvje3hr88lUMzpieiBMJSnzQjKl+7U9YVERBSnqySljIukzAb4drPxbWW9vi0yClX6fqUBkPyxaZNWsWEhOVKOnardjpPaZloI6m5EbIuGyUiGeoLSxqoNGgpFcsCkb0EM/1CQuydAy84DWMOOMJ6IrKVLPaV8aOK39XGsq05UZ0+HoNRgx/FN6nqk3RbsORI+JJZ437INcHiYva5OQotaoBRASHcDOlZqKiTMIHT8Zh6fxQBAcqn8meA+WwRCTB4NOw8ZWMs0OmpuKexzNxxW2pYtmo4Q1kGtXzxaevbniYDp++2FmU+iZuvTrU5XPyyAwiujaGdEBvU3Ldb6/rdyHGSCX1NHk2JOfvdRk3xulPk7qhDhlSNwBw8ODB4j3GM5GMJpx2wWsIXbOvxY5JcSP6tFwMmv4yNu16w70COEeMAD75BKZK4YCbb6aWwHXXi4ykW1qymeNUWiq6GTpyXYtmYN0fQSgu0OKLlzrg5e9LcNVFefhucSGuvTsZD19+BMu/ikUFykQqKZULL0MxSlAsuqjSY/Vr1SW/Lz7XH689Fd7oMc0mQGvzC1mQq8XiT8Lx8yeRGI5uIoskcaMEnKUIFqfx1JgbWQM5+E9I6Tcrr6Uy577zlLpaNFgUmUNZNwrjbNbhMh4iLgwGA9LT09G1a82Sy6mpqdA1WkGGcVeiF6xH2GolMLElIYFBlT/DVuxC9jn1ZK20BlOnwltvEJaLos8/A+orDkdWIIq52LMHh5MS0D1uNOSiYYD/f9zVUkWo2qYkyTCWa/D4ld0x82EfpKTtxtp/S/H0V/S9bfi7S5mig/ob8PITYZg8zrFYn6dndoGxQiMqelLhrcO7fCBXBhH5SQHwQwB+/EBGfI9STLksD+0GiqugsuZWcWHxczqIUyJRUVaznAHTzt0iU6ZMwWOPPSaCOazk5eXh8ccfx+TJk9UeH9NCxL+3TFS+bA2okFfcRyvgVnTogLK9e1B04nj9wsJKz57i6VDiKfEs5ZznuWZvN4QsCEPGFVaWC5dx5vR8DB5disVfxWBwf8Ud6OMtIS5Kj7jgIESig2hyRr1IRgWMxJwbhiJzbw9sXdnRYWFBxzy61we7/vXHltWBIq7DKixqIuHN+zoi8Zi+sQr6bQtNKWTrF7x4kFJF0xlxUjS82YbGuAdOmxreeOMNjB07Fp06dRKuEIJqXkRFReHbb79tjjEyLZCBErij9aqrUt2OgF3KxOxWkEXCESrFxZEkJZhT3JGlzlIKaYngwFoR9NZJiK3BDkGuiaHjihAUasJNT6bi7CtyRZgLBZBvXh4vGpz5+0lVJbqL8jWiLLhOb0R4dAl0TsZbUrXPDcsCkZfl6IYSvn09Go9/3I6CeWV9lTtDMgdCLhgJBG5sPFuEXCKlPSFVxLbMOBnPERexsbHYvXs3FixYgF27dommZTfccAOuvPJKeHm1o6jpNoRXtpL37wqq1YFyskiXW1EpLg4nVk8uUuEZgDECcugSwH97TbNxRTSkvGlKc6uIHxWftdioxUfuUVzzYDqmXJ4r/raG52i1EgL8a144/yAL/INqlup2GBmQNDKy0rwQEGwShbUcIeWkHhXlgJfefQvJqvYPlvZhChJt5a11LqSsKyBT91dtUf0Cg4SF7AUp/fomDoDxBLjOBQOfY2kY3eNup68EWYmpNDcFg2rMrosDKi2ef2Yf/LfmOc/8NChNddQoxEdGIeHHP+q8LeuylRLJkgkwhgHlXaru+mQSFoH/QqZUPt+9gKacRUY9lJcBhpZoJ1OZPm2xAPu3+mLxp5HYtCpQWDTsEdu1HO8tOwRvH7lGAGibhi4Q9fxIerAqy0P2SlUKaemp2ZimWmRYgz1NAZCSHxbxFkzbr3PhUrtNcn+MGTMGHTp0wKlTijn7rbfewpIlS1wfMdNqlHaJRGmnCKdCBEx+Bhx74Ups2vkGyjpFVjUXs8XR/VFpcepy6rFU9tlJzEhHGXVHrYVkClMaMBUNh1TetUZ0vCR7Q6LiQSmzIR3/ACjrzLEataBYhqICDfRKWYXmp7KNDVlH+p9egme+PIlvt+xHn6FKfQ0rXfuV4t7XEvHp2oPwC2hHwoKgr7DvHiB0afUiYwykE29CSr4HKOklxIToNVLWFVLqbZCOv8fCoh3htLj46KOP8MADD2DatGnIzSXfp5LiFRISgrepiiHjeWg0ojGaCKl30NKw8cDbOPn4RSjt2UGkkR786FYU91WaSxFm0ca98XmSgjnLo4ORcVHNomweRaqSihjg6wevJmRMSRZf5W7Pnc3qrYBsAVJP6tFAS51mw6qXQyJMeG3RMfQaXAyN1oLZbyXgo1WHcfaVOY23WW+zyJBDlosOwFbIiiEVjYQm6Slojn0CzdFPoUl4AVLBuKqiW0z7wGlx8d577+Gzzz7DE088USP1lCpz7qnsscB4HlQKvKRbtGhm1hgnn7gY5XHhNSqBJt86GZv2zMVfxfOxNudrrCmej33z7ha/zrUtGlXbaTWw+Oix84/HIFPnU09l0ybxNKJ3XxFk2CTILcJUYTIBORk6pCZQAGHrQVYJLy8ZLy04jsUH99aJ/WiX0Aeiy4PsvxWypqQ6e4RhXBEXJ06cqMoSqV3/ori4ptmQ8RzMgb7Y/ufTKO0WLX4iaqelWkXHqfvPxfFnL6t3P1QpVPQM0WqRds1Y7PztEZT0iK7chxYWL60QFUT+qF7YuvFlFA6pWTPFI2MuAIzsO6Dp+zIFsVvExh1SWqTFoo8iUV6ibfWpS9IAAcEW+Pi19kjcjNh3IPe4GXKXByAHLxdCg2GcNuh16dJFpJ5SKqoty5cvF91RGc+lPD4cm/97DdHf/SOanQWIjqqKsEi/9Awk3TkV+aN7O7XP7OlDsfGcIQj5ez9CV+2qalyWcfHpoitrm2DXLvE0vHffJu9KKhwN2eewYyuLuguU3oA2KSzI4BUQbMbtz6e09nA8E9VSuRzEKwNy5LdA6O9A0uOcbtrOcVpcULwF9RApKysTNfu3bNmC77//HnPmzMHnnze9iybTulh8DUi5eaJ4UK8RbWmFaHYmezXBsSxJyB3fTzzaJNS8jBq++anQ5TV/DBDxHUm9xicGisAv7QJ4n2iTAqM+wcE4crFaIbXZmm6ty4cc/yLk9JlAwGbAkKwsL4+DlD8JKOnLJb/bAU7PGDfffLOobfHkk0+ipKQEV111lcgaeeedd3DFFVc0zyiZVoFiKepryc40D5LsA6TdBrnDuw1PEGS1KBgN5E4GOj/T5j4OeyKChYUzFxCtBwUla/OB2PdqpqTqUyEHbgbK4oHkByGZIlpxkExz41Iq6tVXX40jR46gqKgIaWlpSEpKwk033aT+6BimHSIVjoSUcg8gGxSBYVt2WhQiopr7EyGl3QZ4u1DZtI2EDLSrctueRlUbZJsUH+vfhmTIHZ+FrFWCYpm2idOWi9LSUuEO8fX1FY/MzEyRgtq3b1/Rd4RhGHUEBopOUwpsBW5Q7gRJbBQPgJQ/ETD7Qo78Cgj+y4Wdt40S5GzJ8FBIZJDrJHIBpNS7Wns0jLuIixkzZuCiiy7C7bffLhqWjRgxAnq9HllZWZg7dy7uuOOO5hkpw7RHF0n+REVM2EDVPOUO7wBSRRN23nYsGIyndlbdDDnjWkjmoNYeDeMObpHt27fjzDPPFH8vWrQI0dHRokrnN998g3fffbc5xsgwTCWyzz7IsW8qwkJqquXBg80WTMtALjmzAaDgzOI+NV10TcYM+G9TcX+MR1suKIgzICBA/L1y5UphxdBoNBg5cmRVKXCGYdSHihTJ0Z+rl35q20ytNbANWG2N7AbGPrYus9IekNJvEWmlsikMst8BFa+aFtC63jSRaWOWi+7du+PXX39FYmIiVqxYURVnkZGR0WATE4ZhmojvfkCf3vqioDlgN417YQ6CdOJVaBKfra5XUTSkssibWirQIlq3M20Tp8XF008/jQcffBCdO3fG6aefjjPOOKPKimGvcifDMOogkwlZbkP1pmvPUWy5UA+RZeTitvQ5WLwhVdQscidBCyn19ur9NxUSySVNLzzHtBG3yCWXXCI6oqampuK0006rWj5x4kRceOGFao+PYRgrGiqv3watFoz6NNXdZPa1v9uS04DkByB3eF8p9FbjWJU1LRw5Jlk/qFtqeWcXBsd4Ai6VXaQgTnrYQlkjDMM0IxYf97u951gJ98aVr4ssQSoeWv8u6b1jHwCB6yEH/Q3ochWLWmlPoLQbELmgkQJwlfvJ4qKLbZl22yyYYTwNqXgQ5JBVzm3Ekz/j/DcNyJvQ8BoWXyDvbEh5Z9f9ypmDIMd8XPnds9R6kzzxEqTUOyGVtNF2AIyAxQXDeArFpwHGUECX49gdqVxp7aCHM9s4c7frZoYUpulI2RdBMoe4vn3hGKC8M+SQFUDgOkBjVN6w6IH8cZDypnBTs3YAiwuG8RAkir9Ov0Gpc+GICKD3c6dBsvhBjpjvWLwGbVMWpzSbaotZKUz9MRD0eWfPALKbHjsnVcRBSr8JcsY1gC5PWWgKgcTZIe0Gl3qLMAzTOgh/d1lXxzcIWQk5fxRgDqg0STcAvV8eD+gKmk9YsF5xP+gzoeDKky9Dk3W5qh1LJdkAyRilPFhYtCtYXDCMByGTe8OZFuvaIkh++yAlPaq4R+oTGLTcGAYp6WFAMqPZaG9uFE8RU9QGnTM3GBVhccEwnoT3UeesCrIWss8hMXHQnSnyxwKWWt5Qsw+QOxU49Rzgu7dpPUsYm2vvKWJKEhYGhlETjrlgGE9C4+zEL1dvYwqHlHk1ZPKrGxIhacoBsz9Q2kcpLh47F7LvnuYYdfvEI4RFZTGr4v6tPQqmjcHigmE8CZMLJfYt3pBDl0AOXgl45VYvyxsPKW+y8IVbOrxVabVAy+Exd/ZtGPoMqBJnWY/WHgnTxmBxwTCeBJVLNvkDuiLH1qc6A4F/QyYrhW0AgKZMCfakR9ZFQMDWZhty/WNr+UMyNoivgwQp42pVgzgZhuCYC4bxICS6H8ib4ljzKFqHHiQsyPRdp5cHFTiyAOGLVG6l3U6DIj0QKXUWpJKBrT0Mpg3C4oJhPAwp5zxRpKjB1FLxXuX7DQWAWjWFGqmnTWmW1RDcMbX50k8LRzXDzhmGxQXDeByidkDiE0DxAGWBrciw/k2VPMkq4YhoUMtoQfsp7dF8AoNR9YJKhUpHa4ZpDjjmgmE8EOrtICU/AlmfADl4NeB9XKlPUREJKX8CZG0xIDpXtkBwpbW6Iz37HnFxJ40dgwWGutdTK0pxM0xzweKCYTwYqaIjpIwb6r4RtKZ5QhWssRlWi4h4kqvbbddYV2WrSHulGYSVlHUpJIu/ujtlGBtYXDBMW4TqVziLQ/1KZCDxIUimMMiGRCDmo0r3i8XOurX2W1vtNEcjNaZRC5OUdTGQey5fKaZZYXHBMG0RisegLpSOFt2yTv5WF0d95EyFpmSw+FMO/7l6W0f2TcW6zH6A/3/cFM0ZmiKurOLMYgDyz4SUN0lYuximuWFxwTBtEEn2hkw+dYrHsGdVsIUERXknSNkzIEd/otTAgDWOQuxNeWSfDyn7UrGJRZ8A+G91YuKTgMLhQMj/HE8podWMEYA+E+0W0fOFrkF6I+vVel3WBcibBBSOgAQ9JNmrOUfJMHVgccEwbRQp+2LI/jsAanZWn8AQtTB0kNJuhlTeFTg2CAjYCDlgk9Id1eINqXggkD8BkjmIioTDErYICPvV+TvqkD8AfY4TJ6A0Xmu3VH42SLkP8N8ChP9SN7bFamkyhQD54yGZQoGSAZCMka05coZhccEwbRHZcBxy8BrAGAJoCgFtec2JyTopWfwgJT2oCIvKNFcUjIdUMN7+fiMWAKFLXRkR4OWEsLAiGdHusFqLLD6iS61U3klYluSiYZCDVwGBGwBN5XUp6wIp72yg8HSnWprL+kQgYAtkbaFwmUgl/YGSfpC49BGjEmy5YJg2hKzNhRz7NuBzxI6YsCgdUS2+gDEKUt4EoHCUw5OS7HPQRWHRlNgBWQlObS8WDNHrgz6bs4GCMyFZ/Kreksq7QEq/FXL6LYBUBsheSsVWZ3avT4Qc9QXge7iyJoryochhv4s0ZmReA6lomOqnxbQ/WFwwTBtB1uZD7vQ0oKtsTmZrPrcGadIycyCkpEdErQyn9k+Nz+ylnDZrUCKVO58EhC7x7CBQR7Je6NrmTYIm4/oGVxN9QGQf54dgOAG54wuUv1y5o1qfo1cG5A5zgbTbIBVwDQymaXD5b4ZpI8iRXyvCoqHJn97Tp0AO/8m5fdOEFLDFNWHRFE1gChKBpo2WO2/qcZoDshaZvYGMq2hmb7xcuzEMUvZFzTMUmCDHva4Ii/o+w0rxI0d/Clmf3CzjYNoPLC4Ypo24Q0RnU0cmf1onaC1kMq07iqbYNWEhjteEyblgTHW585LelctVOo4aYqS+fiokFqiKauLTkHKnizRQUQ+kvuNWRENKeBaSOdDOIWQlhibwH8iB6yB7HxbLnIKEoS6v8c9QXENJsVIxTBNgtwjDtAUCNzk3W1KnVP/tIubCIZwIFlQTUcpcnwQ58hvAb391hVC5ssur2RcwBQKGNOd2TJfKHET/U9rXyy4IFCEsvABzQM1gVaovQpkbOdMBU7gy9pA/bU6q9n4kwCtTsTqZQ2q+FfAv5NDfAO+EmtuUxyiFsOg4DgxaDvqr8RomNcTn35AzrnU6poNhrPA3h2HaALI2r9IQaXZwA0m5k3UUis+gCU2f6mBlTQkoGqwEluoK4QpS5pViwpXjX6rOGqk9OWpLAE2J8zs3hUI6MVcEs8qwQPbbBZDbwKkB0v8skI6/q/R2EZkX3koGh+wtVpH9dgAhKxrZj1A6kGPfAo6/U5WxYQlfCIQtqRZUtuhTIUd/phw3/cbGBQbVyXAmZoWKr9H51BI7DOMo7BZhmLaA00WSZKe2oclLypvq+O6pzHT2xUD+WfYnx8aweEHOmwg57jVFWDQYR+LkvoXwGVqVJUOTuVQ8CCgY7ryrRKYro4FU1h1S8WBIpX2qhIV4O2RZ47EiYhAWwCsbIJFD2wWuU4SFeE+u/5ypSBodw4FxOg9PD4zr8LeHYdoAErU6p66ozrZHdwaKG6DiTI0GVlI1zqFK6mTeRNeCLqh4V+C/gKbI9ViPhoQPZaBYhwsTQDEG5Hpwyi0iARUdGrYm+e11fPyyBDnkf7CQJSWMCmY5uFnob8o5NATVynBE5Fgx+SvuHoZxERYXDNMWKBkgsg0cmpBoUiztBokyMJyA7silpMcrj0PpkHb2S8uoGFPqLGUbUziklLvrD3y0Oz6NcC2IglFqdy2jfRcNhlQRXznkCmEdkSPnAV7pzu4MUt6U+t+2pgQ7ClkoKK6kywOVbgwHt6NKqhQ/09Cu8yY7IXIoJXYyF9RimgSLC4ZpAwjTfNblDtRSqFw/6xLXjmOMhHTqJUhZlyklp20pj4eUfotSVdLGNSAVna7UqnD4IBZl0tanqVfbwtqUjeIhUu6qXky9VHz3VbVPcWp/dGdf0EBALJXudgWvDOfWl7WQDbUCPmtDFTjLOjpmdaLiXPlkcWIY1+GAToZpI0gFY5QAyIjv7Re7EhOLDCntFkglp7l+HIs/kDMDyDmvMsCzXJloyUpRzwwtZV0BmVJltQUNCwYaY0UsQDEQamIOhpQ7Bcg9pyrWQvZKAQI3ur5PilmRTPVbZIxRSp0LrRMpv3DRWNOIS0wEiSY/BLnjc/X3mqFrL2uVcvDUo4RhmgBbLhimDSHlnAcp4QmgaFDNID6aOKhDZsJz9fYNcclaUhEr+pJIpogGMxaoGqiU+JjScr2+u2dRSCpcsXzQT1NFjIuBiLb7lIDifpCOvQcp54Iapc5lCoZ0Jg7BFhqWLk+JjahvFTpW/gTXj+EwZkjUObURJFMYpFMvAnlnKemyhFwzu0dKeB5Sab/mHS7TLmDLBcO0MWhyoIcIKBQmdpq0I+0WaGrRcVV0BE69DJmyICgbwtp8izD7iMwSqsYpLCMiTmAK5KjPmnhUGVLBaEjQ1n3L53DTgkVp2+A1kLMureEGqrFK7lSlgRzKm698OVlQCkc6tCp9B6SMGyFnXQH47lZ6tlD10JK+QnwwjFqwuGCYNopkDhbuAHdCBHim3wSZalj4HAI0ZUpjstJedRuoFZwBUK0HmgBdFQFUd6LwjPoGgyZD46eYjeKh9RwiAkh6SEmpRSMpta5AFgcqpOVknxixfpFjgoRhXIHdIgzDtDjCTUJ1IQrPgFQywG5nViU75WHFhO+ia4FiPUQbeXuIrBcVfgKp2FRDY6DaFydfBvLHNt3NYyerRsq8Sr19MoxKsLhgGMZtEfEcCS8AxadVZjJIlYGH1jLgdlJcKwWDlHlZg6miUsFYdSwJ9YkX22MZY6BJv1WkeDotMCjrRJy3tvJR+Xf+mZASn6xfPDFMK8JuEYZh3BoRNEqZDrpMwH+n0kTN4gO5tAck3/2Qqbw2VbckLDrRL4XqOkhl3RrecdFQwBRcmcHiosggIWNtqObIueRNhhyy0ql9Syn3AYEblE6lVACsIhooOLPVY2gYpiFYXDAM4xGI+AW687e+pv+VdwWo66io5GkCLP6Q7JQ1l6n/CHUVpSBGEecRoNTfSL4HiH9ZMX84G3ApMnCGQXKi/wYJJbl4QGVtjcY6lFpER1UR4Jp3ttrlxBimWWFxwTCM20N37XLwn0qGA3V0JXFABaxEMGMAQA9725FoCFkKOfxHm+ZnlaW2AzcDpgCAio9RNVB9hv36IHZ3TK4JHaRs54uRUfVSueMzSidUu/UmKseYdZGIS2EYT4TFBcMwbgv1zJCjvgSC19ac+HU5kCMSgPCfgIwbRGt2u9uH/QyEL677htVKQcGYEd8BKfdCIldLwEalWyw9DCeVsDR7xcgseuGqkSrinD4n4c449YLSil0U8bJUh79RMSzq2Jp1iWr1SBimNWBxwTCMWyJaocd8BARsUhbYTvLCR0ACwaS0HqdFtQSG7H3MvrCwRVgxZCDmQ+DYh9BQjxbr9voEyCGratbkIEsHxXPkTXTKHVLnsOS+SbsTcuY1QMBGyNSHhCwhFCdSfBr39WA8HhYXDMO4J347Gi/PLcQBIEd+BRQOryrARcjU6dQRN4cQKkYgcL2IbahaXNFRqcmRMVOxcFCGBrljVEyyE1YMjqdg2iCcisowjFsiskAcqUMhmo6ZgaB11dtSC3JycTicBSJDDlprf/fUyItcFeYgtigwjIOwuGAYxu0Q2R1+e50TBwH/Vr/UFgMak9O9QhiGUQcWFwzDuB9Uy8IZhDgoqH5tJx21UVxtkd5QzIgI1mSY9gfHXDAM4364UnXSYrONxQegYlNe6Y7VryD3S2kv549ZezfafCBojZI2S63NIUGuiBHFs0ThKyd7gDCMp8KWC4Zh3A9zAFAe63ipbBIHxYOqXlL7dym3OjizUUTBqvpLhTs0BL8dkLveA5nSY0lYiFgQGdCnQI6cB7nL/ZANJ5p0DIbxFFhcMAzjdghxIPqCyI6Lg7yJNZcVnClqRjQaFCqESX+grIfL45V9DkKOnatUCSVBYauJhMhQ4kDk+Bche6W6fByG8RRYXDAM457knwlUxDogDiQgdxIkY3TdzquJjwOmIPv7EE3PJKCsq+jfQYLGFagKqEiFpfiKhlwwFJyqKVeqhTJMG4fFBcMwbolouU7ioCKmWgjYYhUMBaMhZVxnfx/GGEin5gA55wPm6hoYAmMkpMxrlM6iTYmFoGJd3omOxXaQwAjYClnLmSlM24YDOhmGcVtEFcxTLypdQUOWA4Yk5Q2ax4sHKq4TUdFSarBQlZR1GeSsiwBDQmVvEj+gIt5la0XtWAuHe5KIAVkAvz2K24Zh2igsLhiGcWskyhzJPwug8t6UolopDsiy4dR+6OeOuqiqjaZUsao4qlNoXarjwTBtGBYXDMN4BMLKQOW9bUp8uwXkUnGmXTuta/FrzhExTKvDMRcMwzBNQCoa6kQlUVEMQ7h0GKYtw+KCYRimCUjlXYDSLo7V5KDYjMLTlYZlDNOGYXHBMAzTRKSMGxSLREMCg4QFpcdmXcbXm2nzsLhgGIZpIlJZd0hJjyglyElg2IZgWAWHKQhSwtOQjJF8vZk2Dwd0MgzDqIBU2g84/h4QuA5y8GrAK1MpzVkeq6TMFp4BSdbztWbaBSwuGIZhVEKiLJC8aZDypvE1Zdo17BZhGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRgWFwzDMAzDuC9suWAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFVhccEwDMMwjKqwuGAYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzDMAzDqAqLC4ZhGIZhVIXFBcMwDMMwqsLigmEYhmEYVWFxwTAMwzCMqrC4YBiGYRhGVVhcMAzDMAyjKiwuGIZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMKrC4oJhGIZhGFXRoRWQZVn5o6CgNQ7PMOpiNoun4rJSFBQX8dVlGKbNUlBSXHMerwdJbmyNZiApKQnx8fEtfViGYRiGYVQgMTERcXFx7iUuLBYLUlJSEBAQAEmSWvrwDMMwDMO4AEmGwsJCdOjQARqNxr3EBcMwDMMwbRcO6GQYhmEYRlVYXDAMwzAMoyosLhiGYRiGURUWFwzjgVCo1K233orQ0FARFL1z506MHz8e9913X4sc/+DBgxg5ciS8vb0xaNCgFjkmwzCeAwd0MowHsmzZMsyYMQNr165F165dER4ejoKCAnh5eYksLFchofLLL7/gggsuaHC9yy+/HFlZWfjyyy/h7++PsLAwl4/pyvEZhnFvWqWIFsMwTePYsWOIiYnBqFGjqpaRFaMhKioqoNfrVTv+9OnT0alTJ7gjap4rwzDOw24RhvEwrr/+etx9991ISEgQd/qdO3cWy2u7RWj5Cy+8gJkzZyIwMFC4UWjSveuuu4QwIZcGiYM5c+ZUrU9ceOGFNfZbG3rvv//+w/PPPy/+fvbZZ6uK6lx22WUIDg4WQocsKydPnqzabuvWrZg8ebKwsgQFBWHcuHHYvn17jfHaOz6db21LBp0nna8V+pvOi5bT/s8++2yxfO/evZg2bZqwrkRFReHaa68VFheGYZoXFhcM42G88847YmKn6nipqali0q6PN954A6eddhp27NiBp556Cu+++y5+++03/Pjjjzh06BAWLFhQNYlb9/PVV181uF96r1+/fpg9e7b4+8EHH4TRaBQTOrlk1q9fjw0bNogJferUqULQEFR457rrrsM///yDTZs2oUePHjjnnHPEcmeOXx/z5s0T1go69scff4y8vDycddZZGDx4MLZt24bly5cjPT1dCCCGYZoXdoswjIdBd/00iWu1WkRHRze4Lk2uJAKskLWDJvUxY8YI64CtWyMiIkI8k+Whof3SezqdTogH63rz588XlXc///zzqqq7JBJoXxQXMmXKFDEWWz799FPx/t9//41zzz3X4ePXB53Xa6+9VvX6xRdfFMLi5ZdfrlpGMSLUeuDw4cPo2bOn08dgGMYx2HLBMG2YYcOG1XhNLgbKLOnVqxfuuecerFy5UpXj7Nq1C0ePHhWih0QHPcg1UlZWJuIzCLIa3HLLLUIEkEAiV01RUZEQPGowdOjQOmNas2ZN1Xjo0bt3b/GedUwMwzQPbLlgmDaMn59fjddDhgzBiRMnRLbJn3/+KVwEkyZNwqJFi5p0HBIJNLmTm6U2VosEuUSys7OFW4csJgaDAWeccUaV26Q+qH9B7S4F5IZp7FxpTOeddx5effXVOutSzAnDMM0HiwuGaWeQxYBSSelxySWXiLiInJwcYWmgVFZzZQt5ZyDRsnDhQkRGRor924NiIT788EMRZ2ENAK0dXGnv+CROKDDTFrK+0LqNjennn38WMSXkxmEYpuVgtwjDtCPmzp2L77//XhTBoriDn376ScQ3UJwDQRPx6tWrkZaWhtzcXIf3e/XVV4ssDcoQoYBOso5QrAW5XpKSksQ65A759ttvceDAAWzevFls4+PjU2M/9o5PsRoUkPnNN9/gyJEjeOaZZ+qIDXvMmjVLiKYrr7xSBIeSK2TFihW44YYbXBJQDMM4DosLhmlHUEwEBT1SLMbw4cNFqujSpUurWie/+eabWLVqlQh6pGBIR/H19cW6devQsWNHXHTRRejTpw9uuukmEXNhtWR88cUXQjCQRYFSQkl4kKXDFnvHpywUynR5+OGHxZgpu4TSaxuDWkKTtYSEBAWUDhgwQKSqkpBqqFU0wzBNhyt0MgzDMAyjKizfGYZhGIZRFRYXDMMwDMOoCosLhmEYhmFUhcUFwzAMwzCqwuKCYRiGYRhVYXHBMAzDMIyqsLhgGIZhGEZVWFwwDMMwDKMqLC4YhmEYhlEVFhcMwzAMw6gKiwuGYRiGYVSFxQXDMAzDMFCT/wNZyVmvf2S2ggAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Precision</th>\n",
" <th>Recall</th>\n",
" <th>F1</th>\n",
" <th>Accuracy</th>\n",
" <th>AUC ROC</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Метод</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>KNN (k=1)</th>\n",
" <td>0.9240</td>\n",
" <td>0.924</td>\n",
" <td>0.9240</td>\n",
" <td>0.924</td>\n",
" <td>0.9241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=3)</th>\n",
" <td>0.9320</td>\n",
" <td>0.932</td>\n",
" <td>0.9320</td>\n",
" <td>0.932</td>\n",
" <td>0.9319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KNN (k=9)</th>\n",
" <td>0.9320</td>\n",
" <td>0.932</td>\n",
" <td>0.9320</td>\n",
" <td>0.932</td>\n",
" <td>0.9319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Naive Bayes</th>\n",
" <td>0.8529</td>\n",
" <td>0.852</td>\n",
" <td>0.8518</td>\n",
" <td>0.852</td>\n",
" <td>0.8512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=5)</th>\n",
" <td>0.9323</td>\n",
" <td>0.932</td>\n",
" <td>0.9320</td>\n",
" <td>0.932</td>\n",
" <td>0.9322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=15)</th>\n",
" <td>0.9441</td>\n",
" <td>0.944</td>\n",
" <td>0.9440</td>\n",
" <td>0.944</td>\n",
" <td>0.9438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Random Forest (n=50)</th>\n",
" <td>0.9441</td>\n",
" <td>0.944</td>\n",
" <td>0.9440</td>\n",
" <td>0.944</td>\n",
" <td>0.9438</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Precision Recall F1 Accuracy AUC ROC\n",
"Метод \n",
"KNN (k=1) 0.9240 0.924 0.9240 0.924 0.9241\n",
"KNN (k=3) 0.9320 0.932 0.9320 0.932 0.9319\n",
"KNN (k=9) 0.9320 0.932 0.9320 0.932 0.9319\n",
"Naive Bayes 0.8529 0.852 0.8518 0.852 0.8512\n",
"Random Forest (n=5) 0.9323 0.932 0.9320 0.932 0.9322\n",
"Random Forest (n=15) 0.9441 0.944 0.9440 0.944 0.9438\n",
"Random Forest (n=50) 0.9441 0.944 0.9440 0.944 0.9438"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 18
},
{
"cell_type": "markdown",
"source": "## Итоговая таблица (среднее по трём экспериментам)",
"metadata": {}
},
{
"cell_type": "code",
"source": "methods = df_results_1.index.tolist()\nmetrics = ['Precision', 'Recall', 'F1', 'Accuracy', 'AUC ROC']\n\nrows = []\nfor method in methods:\n for metric in metrics:\n v1 = df_results_1.loc[method, metric]\n v2 = df_results_2.loc[method, metric]\n v3 = df_results_3.loc[method, metric]\n avg = (v1 + v2 + v3) / 3\n rows.append({\n 'Метод': method,\n 'Метрика': metric,\n 'Эксп. 1 (rs=42)': round(v1, 4),\n 'Эксп. 2 (rs=10)': round(v2, 4),\n 'Эксп. 3 (rs=99)': round(v3, 4),\n 'Среднее': round(avg, 4)\n })\n\ndf_final = pd.DataFrame(rows)\ndf_final.set_index(['Метод', 'Метрика'], inplace=True)\ndf_final",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-26T07:13:50.503762Z",
"iopub.status.busy": "2026-02-26T07:13:50.503656Z",
"iopub.status.idle": "2026-02-26T07:13:50.515740Z",
"shell.execute_reply": "2026-02-26T07:13:50.515262Z"
}
},
"outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Эксп. 1 (rs=42)</th>\n",
" <th>Эксп. 2 (rs=10)</th>\n",
" <th>Эксп. 3 (rs=99)</th>\n",
" <th>Среднее</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Метод</th>\n",
" <th>Метрика</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">KNN (k=1)</th>\n",
" <th>Precision</th>\n",
" <td>0.9640</td>\n",
" <td>0.9520</td>\n",
" <td>0.9240</td>\n",
" <td>0.9467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9640</td>\n",
" <td>0.9520</td>\n",
" <td>0.9240</td>\n",
" <td>0.9467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9640</td>\n",
" <td>0.9520</td>\n",
" <td>0.9240</td>\n",
" <td>0.9467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9640</td>\n",
" <td>0.9520</td>\n",
" <td>0.9240</td>\n",
" <td>0.9467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9640</td>\n",
" <td>0.9503</td>\n",
" <td>0.9241</td>\n",
" <td>0.9461</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">KNN (k=3)</th>\n",
" <th>Precision</th>\n",
" <td>0.9601</td>\n",
" <td>0.9641</td>\n",
" <td>0.9320</td>\n",
" <td>0.9521</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9600</td>\n",
" <td>0.9640</td>\n",
" <td>0.9320</td>\n",
" <td>0.9520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9600</td>\n",
" <td>0.9640</td>\n",
" <td>0.9320</td>\n",
" <td>0.9520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9600</td>\n",
" <td>0.9640</td>\n",
" <td>0.9320</td>\n",
" <td>0.9520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9599</td>\n",
" <td>0.9640</td>\n",
" <td>0.9319</td>\n",
" <td>0.9519</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">KNN (k=9)</th>\n",
" <th>Precision</th>\n",
" <td>0.9563</td>\n",
" <td>0.9721</td>\n",
" <td>0.9320</td>\n",
" <td>0.9535</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9560</td>\n",
" <td>0.9720</td>\n",
" <td>0.9320</td>\n",
" <td>0.9533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9560</td>\n",
" <td>0.9720</td>\n",
" <td>0.9320</td>\n",
" <td>0.9533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9560</td>\n",
" <td>0.9720</td>\n",
" <td>0.9320</td>\n",
" <td>0.9533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9559</td>\n",
" <td>0.9721</td>\n",
" <td>0.9319</td>\n",
" <td>0.9533</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">Naive Bayes</th>\n",
" <th>Precision</th>\n",
" <td>0.8522</td>\n",
" <td>0.8478</td>\n",
" <td>0.8529</td>\n",
" <td>0.8510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.8520</td>\n",
" <td>0.8480</td>\n",
" <td>0.8520</td>\n",
" <td>0.8507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.8520</td>\n",
" <td>0.8478</td>\n",
" <td>0.8518</td>\n",
" <td>0.8505</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.8520</td>\n",
" <td>0.8480</td>\n",
" <td>0.8520</td>\n",
" <td>0.8507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.8519</td>\n",
" <td>0.8448</td>\n",
" <td>0.8512</td>\n",
" <td>0.8493</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">Random Forest (n=5)</th>\n",
" <th>Precision</th>\n",
" <td>0.9458</td>\n",
" <td>0.9600</td>\n",
" <td>0.9323</td>\n",
" <td>0.9460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9440</td>\n",
" <td>0.9600</td>\n",
" <td>0.9320</td>\n",
" <td>0.9453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9439</td>\n",
" <td>0.9600</td>\n",
" <td>0.9320</td>\n",
" <td>0.9453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9440</td>\n",
" <td>0.9600</td>\n",
" <td>0.9320</td>\n",
" <td>0.9453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9437</td>\n",
" <td>0.9594</td>\n",
" <td>0.9322</td>\n",
" <td>0.9451</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">Random Forest (n=15)</th>\n",
" <th>Precision</th>\n",
" <td>0.9647</td>\n",
" <td>0.9602</td>\n",
" <td>0.9441</td>\n",
" <td>0.9563</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9640</td>\n",
" <td>0.9600</td>\n",
" <td>0.9440</td>\n",
" <td>0.9560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9640</td>\n",
" <td>0.9600</td>\n",
" <td>0.9440</td>\n",
" <td>0.9560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9640</td>\n",
" <td>0.9600</td>\n",
" <td>0.9440</td>\n",
" <td>0.9560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9638</td>\n",
" <td>0.9604</td>\n",
" <td>0.9438</td>\n",
" <td>0.9560</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">Random Forest (n=50)</th>\n",
" <th>Precision</th>\n",
" <td>0.9647</td>\n",
" <td>0.9762</td>\n",
" <td>0.9441</td>\n",
" <td>0.9617</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Recall</th>\n",
" <td>0.9640</td>\n",
" <td>0.9760</td>\n",
" <td>0.9440</td>\n",
" <td>0.9613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>F1</th>\n",
" <td>0.9640</td>\n",
" <td>0.9760</td>\n",
" <td>0.9440</td>\n",
" <td>0.9613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Accuracy</th>\n",
" <td>0.9640</td>\n",
" <td>0.9760</td>\n",
" <td>0.9440</td>\n",
" <td>0.9613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AUC ROC</th>\n",
" <td>0.9638</td>\n",
" <td>0.9766</td>\n",
" <td>0.9438</td>\n",
" <td>0.9614</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Эксп. 1 (rs=42) Эксп. 2 (rs=10) \\\n",
"Метод Метрика \n",
"KNN (k=1) Precision 0.9640 0.9520 \n",
" Recall 0.9640 0.9520 \n",
" F1 0.9640 0.9520 \n",
" Accuracy 0.9640 0.9520 \n",
" AUC ROC 0.9640 0.9503 \n",
"KNN (k=3) Precision 0.9601 0.9641 \n",
" Recall 0.9600 0.9640 \n",
" F1 0.9600 0.9640 \n",
" Accuracy 0.9600 0.9640 \n",
" AUC ROC 0.9599 0.9640 \n",
"KNN (k=9) Precision 0.9563 0.9721 \n",
" Recall 0.9560 0.9720 \n",
" F1 0.9560 0.9720 \n",
" Accuracy 0.9560 0.9720 \n",
" AUC ROC 0.9559 0.9721 \n",
"Naive Bayes Precision 0.8522 0.8478 \n",
" Recall 0.8520 0.8480 \n",
" F1 0.8520 0.8478 \n",
" Accuracy 0.8520 0.8480 \n",
" AUC ROC 0.8519 0.8448 \n",
"Random Forest (n=5) Precision 0.9458 0.9600 \n",
" Recall 0.9440 0.9600 \n",
" F1 0.9439 0.9600 \n",
" Accuracy 0.9440 0.9600 \n",
" AUC ROC 0.9437 0.9594 \n",
"Random Forest (n=15) Precision 0.9647 0.9602 \n",
" Recall 0.9640 0.9600 \n",
" F1 0.9640 0.9600 \n",
" Accuracy 0.9640 0.9600 \n",
" AUC ROC 0.9638 0.9604 \n",
"Random Forest (n=50) Precision 0.9647 0.9762 \n",
" Recall 0.9640 0.9760 \n",
" F1 0.9640 0.9760 \n",
" Accuracy 0.9640 0.9760 \n",
" AUC ROC 0.9638 0.9766 \n",
"\n",
" Эксп. 3 (rs=99) Среднее \n",
"Метод Метрика \n",
"KNN (k=1) Precision 0.9240 0.9467 \n",
" Recall 0.9240 0.9467 \n",
" F1 0.9240 0.9467 \n",
" Accuracy 0.9240 0.9467 \n",
" AUC ROC 0.9241 0.9461 \n",
"KNN (k=3) Precision 0.9320 0.9521 \n",
" Recall 0.9320 0.9520 \n",
" F1 0.9320 0.9520 \n",
" Accuracy 0.9320 0.9520 \n",
" AUC ROC 0.9319 0.9519 \n",
"KNN (k=9) Precision 0.9320 0.9535 \n",
" Recall 0.9320 0.9533 \n",
" F1 0.9320 0.9533 \n",
" Accuracy 0.9320 0.9533 \n",
" AUC ROC 0.9319 0.9533 \n",
"Naive Bayes Precision 0.8529 0.8510 \n",
" Recall 0.8520 0.8507 \n",
" F1 0.8518 0.8505 \n",
" Accuracy 0.8520 0.8507 \n",
" AUC ROC 0.8512 0.8493 \n",
"Random Forest (n=5) Precision 0.9323 0.9460 \n",
" Recall 0.9320 0.9453 \n",
" F1 0.9320 0.9453 \n",
" Accuracy 0.9320 0.9453 \n",
" AUC ROC 0.9322 0.9451 \n",
"Random Forest (n=15) Precision 0.9441 0.9563 \n",
" Recall 0.9440 0.9560 \n",
" F1 0.9440 0.9560 \n",
" Accuracy 0.9440 0.9560 \n",
" AUC ROC 0.9438 0.9560 \n",
"Random Forest (n=50) Precision 0.9441 0.9617 \n",
" Recall 0.9440 0.9613 \n",
" F1 0.9440 0.9613 \n",
" Accuracy 0.9440 0.9613 \n",
" AUC ROC 0.9438 0.9614 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 19
},
{
"cell_type": "markdown",
"source": "## Выводы\n\nПо результатам трёх экспериментов с различными разбиениями выборки (`random_state` = 42, 10, 99) можно сделать следующие выводы:\n\n1. **Random Forest (n=50)** показал лучшие результаты среди всех методов: средняя аккуратность — **0.9613**, AUC ROC — **0.9614**. Увеличение числа деревьев стабильно повышало качество: 0.9453 (n=5) → 0.9560 (n=15) → 0.9613 (n=50), что говорит о преимуществе ансамблевого подхода на данных с нелинейной границей классов.\n\n2. **KNN** показал хорошие результаты: KNN (k=9) — Accuracy **0.9533**, KNN (k=3) — **0.9520**, KNN (k=1) — **0.9467**. Метод хорошо справляется с нелинейной формой классов `make_moons`, поскольку строит локальную границу решений на основе ближайших соседей.\n\n3. **Наивный байесовский классификатор** показал худшие результаты среди всех методов: Accuracy = **0.8507**, AUC ROC = **0.8493**. Это объясняется тем, что `make_moons` генерирует два «полумесяца» с нелинейной границей, а GaussianNB предполагает нормальное распределение признаков и строит линейную границу, что не соответствует структуре данных.\n\n4. В отличие от данных `make_blobs` (вариант 3), где Naive Bayes был лучшим методом, на данных `make_moons` он оказался худшим. Это подтверждает, что выбор метода классификации должен учитывать характер данных: для линейно разделимых кластеров подходит Naive Bayes, для нелинейных границ — Random Forest и KNN.\n\n5. Все методы, кроме Naive Bayes, показали аккуратность выше **0.93**, что свидетельствует о невысоком уровне шума (`noise=0.2`) и хорошей различимости классов.\n\n**Наиболее подходящий метод** для классификации данных варианта 8 — **случайный лес (Random Forest, n_estimators=50)**, показавший лучшие значения по всем метрикам и наибольшую стабильность между экспериментами.",
"metadata": {}
}
]
}