diff --git a/FuzzyControlSystem.ipynb b/FuzzyControlSystem.ipynb index 1c88933..8b54d2d 100644 --- a/FuzzyControlSystem.ipynb +++ b/FuzzyControlSystem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 31, + "execution_count": 1, "id": "603763b9", "metadata": {}, "outputs": [], @@ -84,45 +84,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "id": "e2cbe240", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "FS.plot_variable('chipValue')\n", - "FS.plot_variable('numLossInRow')\n", - "FS.plot_variable('decision')" + "# FS.plot_variable('chipValue')\n", + "# FS.plot_variable('numLossInRow')\n", + "# FS.plot_variable('decision')" ] }, { @@ -189,6 +158,8 @@ "FS.add_rules([\n", "\t\"IF (playerCardValue IS high) THEN (decision IS split)\",\n", "\t\"IF (playerCardValue IS average) AND (dealerCardValue IS average) THEN (decision IS split)\",\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS low) THEN (decision IS split)\",\n", + " \"IF (playerCardValue IS low) AND (dealerCardValue IS high) THEN (decision IS continue)\",\n", " \"IF (playerCardValue IS low) AND (dealerCardValue IS average) THEN (decision IS split)\",\n", " \"IF (playerCardValue IS low) AND (dealerCardValue IS low) THEN (decision IS continue)\",\n", " \"IF (playerCardValue IS low) AND (dealerCardValue IS high) THEN (decision IS continue)\"\n", @@ -205,45 +176,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 8, "id": "ba24b10d", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "FS.plot_variable('dealerCardValue')\n", - "FS.plot_variable('playerCardValue')\n", - "FS.plot_variable('decision')" + "# FS.plot_variable('dealerCardValue')\n", + "# FS.plot_variable('playerCardValue')\n", + "# FS.plot_variable('decision')" ] }, { @@ -263,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 6, "id": "d78bc74a", "metadata": {}, "outputs": [ @@ -274,27 +214,31 @@ " * Processing output for variable 'decision'\n", " whose universe of discourse is: [0, 25]\n", " contains the following fuzzy sets: [<Fuzzy set (function), term='doubleDown'>, <Fuzzy set (function), term='hit'>, <Fuzzy set (function), term='stand'>]\n", - " ** Rule composition: f.(c.(playerCardsValue IS low) AND c.(dealerCardValue IS low)) -> ('decision', 'doubleDown', '1.0') , output variable: 'decision' with term: 'doubleDown'\n", - " ** Rule composition: f.(c.(playerCardsValue IS low) AND c.(dealerCardValue IS average)) -> ('decision', 'doubleDown', '1.0') , output variable: 'decision' with term: 'doubleDown'\n", - " ** Rule composition: f.(c.(playerCardsValue IS average) AND f.(c.(dealerCardValue IS low) AND c.(countedCardsValue IS high))) -> ('decision', 'stand', '1.0') , output variable: 'decision' with term: 'stand'\n", - " ** Rule composition: f.(c.(dealerCardValue IS high) OR c.(dealerCardValue IS average)) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", - " * Indices: {'doubleDown': 0, 'stand': 2, 'hit': 1}\n", - " * Weighted values: 474.19\tValues: 79.45\tCoG: 5.97\n", - "{'decision': 5.968487780568163}\n" + " ** Rule composition: c.(playerCardsValue IS high) -> ('decision', 'stand', '1.0') , output variable: 'decision' with term: 'stand'\n", + " ** Rule composition: c.(playerCardsValue IS low) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", + " ** Rule composition: f.(c.(playerCardsValue IS average) AND c.(dealerCardValue IS low)) -> ('decision', 'stand', '1.0') , output variable: 'decision' with term: 'stand'\n", + " ** Rule composition: f.(c.(playerCardsValue IS average) AND c.(dealerCardValue IS high)) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", + " ** Rule composition: f.(c.(playerCardsValue IS average) AND f.(c.(dealerCardValue IS average) AND c.(countedCardsValue IS low))) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", + " * Indices: {'stand': 2, 'hit': 1}\n", + " * Weighted values: 1913.98\tValues: 152.62\tCoG: 12.54\n", + "{'decision': 12.540414715943523}\n" ] }, { "data": { "text/plain": [ - "'doubleDown'" + "'hit'" ] }, - "execution_count": 81, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# dodatkowy argument określający liczbę kart gracza - w przypadku rozpoczęcia rozgrywki możliwa jest decyzja o podwojeniu\n", + "playerCardsNum = 3\n", + "\n", "FS = FuzzySystem(show_banner=False)\n", "\n", "FS.add_linguistic_variable(\"dealerCardValue\", LinguisticVariable([\n", @@ -321,13 +265,26 @@ "O3 = TriangleFuzzySet(13,25,25, term=\"stand\")\n", "FS.add_linguistic_variable(\"decision\", LinguisticVariable([O1, O2, O3], universe_of_discourse=[0, 25]))\n", "\n", - "FS.add_rules([\n", - "\t\"IF (playerCardsValue IS low) AND (dealerCardValue IS low) THEN (decision IS doubleDown)\",\n", - " \"IF (playerCardsValue IS low) AND (dealerCardValue IS average) THEN (decision IS doubleDown)\",\n", - " \"IF (playerCardsValue IS average) AND (dealerCardValue IS low) AND (countedCardsValue IS high) THEN (decision IS stand)\",\n", - " \"IF (dealerCardValue IS high) OR (dealerCardValue IS average) THEN (decision IS hit)\"\n", - "\t])\n", "\n", + "if playerCardsNum == 2:\n", + " FS.add_rules([\n", + " \"IF (playerCardsValue IS low) THEN (decision IS doubleDown)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS high) THEN (decision IS doubleDown)\",\n", + " \"IF (playerCardsValue IS high) THEN (decision IS stand)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS average) THEN (decision IS stand)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS average) THEN (decision IS doubleDown)\"\n", + " ])\n", + " \n", + "else: \n", + " FS.add_rules([\n", + " \"IF (playerCardsValue IS high) THEN (decision IS stand)\",\n", + " \"IF (playerCardsValue IS low) THEN (decision IS hit)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS low) THEN (decision IS stand)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS high) THEN (decision IS hit)\",\n", + " \"IF (playerCardsValue IS average) AND (dealerCardValue IS average) AND (countedCardsValue IS low) THEN (decision IS hit)\",\n", + " ])\n", + " \n", + " \n", "FS.set_variable(\"dealerCardValue\", 4) \n", "FS.set_variable(\"playerCardsValue\", 10)\n", "FS.set_variable(\"countedCardsValue\", 0)\n", @@ -341,56 +298,15 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 7, "id": "c9ea8787", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGwCAYAAABVdURTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACG60lEQVR4nO3dd1yVdf/H8dc5h71lI9u9BXEkOLNMTbPpzrT6pXflyNQ0m5bZNEvv9LZSG65SMzMrrZzgFtx7gANEHIAg65zr98dJinBw9MB1xuf5eJyHcs03Bzjnc67rOzSKoigIIYQQQtgIrdoBhBBCCCHMSYobIYQQQtgUKW6EEEIIYVOkuBFCCCGETZHiRgghhBA2RYobIYQQQtgUKW6EEEIIYVMc1A5Q1QwGA2fPnsXT0xONRqN2HCGEEEJUgKIo5ObmUr16dbTam1+bsbvi5uzZs4SHh6sdQwghhBC34dSpU4SFhd10G7srbjw9PQHjk+Pl5aVyGiGEEEJURE5ODuHh4aXv4zdjd8XNtVtRXl5eUtwIIYQQVqYiTUqkQbEQQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKaoWN+vXr6dHjx5Ur14djUbDsmXLbrnPunXriIuLw8XFhRo1ajBz5szKDyqEEEIIq6FqcZOXl0fTpk2ZPn16hbY/ceIE3bp1o23btiQnJ/Pyyy8zfPhwlixZUslJhRBCCGEtVJ04s2vXrnTt2rXC28+cOZOIiAimTp0KQP369dm+fTsffvghjzzySCWlNI2iKBWa1EsIIYQQlcOq2txs2rSJzp07l1l23333sX37doqLi6+7T2FhITk5OWUelUFRFMYv3c0nfxyplOMLIVSyYQrs/1HtFEIIE1hVcZORkUFQUFCZZUFBQZSUlJCVlXXdfSZPnoy3t3fpIzw8vFKyaTQagrxc+PSPI2w+fqFSziGEqGL6EvjjTfhuoNpJhLAKWVezUBRF7RjWVdwA5W75XHsSb3QraPz48WRnZ5c+Tp06VWnZht1dmxZRvoxcmMKlvKJKO48Qoorknf/7/8UF6uUQwgoUlBTQ9+e+/G/3/9SOYl3FTXBwMBkZGWWWZWZm4uDggJ+f33X3cXZ2xsvLq8yjsui0Gqb2iaGgRM+YxbssonoVQtwBrxAYssH4/4w96mYRwsI565wZ12Ic99e4X+0o1lXctG7dmtWrV5dZtmrVKpo3b46jo6NKqcoK8Xblw0eb8vuBTL5KOql2HCHEncg+DYENYNRBCG+hdhohLFaxvhiNRkOnyE6Ee1ZO8w9TqFrcXLlyhZSUFFJSUgBjV++UlBTS0tIA4y2lgQP/vtc9dOhQUlNTGTVqFAcOHGD27Nl8+eWXjB49Wo34N3RPgyAGxUfxzsqD7D2TrXYcIcTtMBhgRgIkTjVewRFCXJeiKAz5fQgzds1QO0opVYub7du3ExsbS2xsLACjRo0iNjaW1157DYD09PTSQgcgOjqalStXsnbtWmJiYnjrrbf49NNPLaYb+D+N71aP2kEeDF+QTF5hidpxhBCmytwPBZchvBUc+R0+i4cSaUsnxL8pKHSJ6kKzwGZqRymlUeysYUhOTg7e3t5kZ2dXavsbgOPnr9B92ka6Ngrho15NK/VcQggz2zILVk2AcWlwbj98cTc89bvcnhJCJaa8f1tVmxtrUyPAg7d6NmLJztP8kHxa7ThCCFOkboTQOHB0hZAm4OhuXCaEKPX+tvf5fPfnascoR4qbSvZIXBgPxYbyyg97OZGVp3YcIURFZZ+GyHjj/3WOENEKUpPUzSSEhfF08sTDyUPtGOXIbakqcKWwhO6fbsDDxYEl/4nH2UFXJecVQtwhfbGxsAFY/wEkfgovnQSt/A0LUdXktpSF8XB2YFrfZhzKyOX9Xw+pHUcIcSv6vzoB6P4xxETTfjDoZ0DmjhPihyM/MP/AfLVj3JAUN1WkcZg347rW58uNJ/jz4Dm14wghbmbZf+D7wWWXeYca295o5WVTiJM5Jzl86bDaMW5I/kqr0JMJUdxdL5DR3+/mXI4M5S6ERVIUOLnRWMz8285v4I+JVZ9JCAvzQtwLvN76dbVj3JAUN1VIo9HwwaNNcNRpGLkwBb3Brpo7CWEdLp2E3LMQ2ab8uuzTsH22cYA/IexQcmYyv578FUVRbjinoyWQ4qaK+Xk483HvGDafuMBna46qHUcI8W+pSYDG2Dvq3yLj4eolOH+wymMJYQn+TPuTb/d/i4Jlfzh3UDuAPYqv6c+wjrWY+scR7qrpR4soX7UjCSGuObUZghqBa7Xy68JagNYRUhMhqEHVZxNCZS82f5H84ny0Gsu+NmLZ6WzY8E61aRbhw4gFyVzOlyHdhbAY90+Bfguvv87JDUKbGYsbIexI+pV0tmVsA8DN0U3lNLcmxY1KHHRapvaJJa9Iz0tLdmNnww0JYbl0juAdduP17V+CFk9XXR4hLMD3h79n3PpxFOoL1Y5SIVLcqCjUx5X3H23Cb/vO8e3mVLXjCCH2LYO53aHkJi/gtTpB1HUaGwthw56PfZ6vun6Fs85Z7SgVIsWNyu5rGMzA1pG89fMBDqTnqB1HCPt2fA1cyQSHW7yAb5kFx/6smkxCqKigpICjl46i1WgJ87zJFU0LI8WNBXi5W31q+Lvz/Pyd5BeVqB1HCPuVmvT3fFI3s2s+pCyo/DxCqGzRoUX0W9mP7MJstaOYRIobC+DiqGN6v1jOXi7gzeX71Y4jhH26kglZhyt2yykywdioWNrKCRvXt15fPuv0Gd7O3mpHMYkUNxaiVqAnbz7QkEXbT7F811m14whhf67N+F2RKzeRCZBzBi5LWzlhmxRFIetqFk46J5oHN1c7jsmkuLEgjzUP44Gm1Xl56R7SLuSrHUcI+1KzIwxYCl7Vb71tZGtAAyelS7iwTatSV9FtaTfSr6SrHeW2SHFjQTQaDZMeaoSvuxPDFuykqESGeBeiyrh4G3tCVYRrNWg3BvxqVm4mIVQSXz2el1q8RIhHiNpRbosUNxbG08WRaX1j2Xc2h49WHVI7jhD24eol+H4QZB2p+D53T4CIuyotkhBqKdYX4+nkySN1HlE7ym2T4sYCNQ33YWyXuvxv/XHWHspUO44Qti91E+z7wTiAX0UVXoE9iyEvq/JyCVHFDl48SJclXTh6ybrnPpTixkI93aYG7esE8OJ3u8jMKVA7jhC2LTURvMLAJ7Li+xRfhSVPwbE1lZdLiCrm6+JL1+iuRHqb8LdggaS4sVBarYaPejVFq9Uw6rtdGAzS5VSISpOaaOwlpdFUfB+PAPCvI/NMCZsS6BbI6BajcdSacBXTAklxY8H8PZz5uFcMiceymLn+mNpxhLBNhbmQvguiEkzf99p4N0JYuUsFl+i/sj8HLx5UO4pZSHFj4drU9uc/7Wvy0arD7Ei9pHYcIWyQBrpPhVr3mL5rZIJx4L8r582eSoiqdLXkKn4ufgS4BqgdxSw0ip1NR52Tk4O3tzfZ2dl4eXmpHadCivUGev9vE+dyClk5oi3ertZ9uVAIm5FzFla8AJ0ngX8ttdMIYdNMef+WKzdWwFGn5ZM+seQUFDN+6W7srB4VonIlTYdT225vX6/q0G+RFDbCapUYSnhl4yscuWTCMAhWQIobKxHu68Z7jzRh5Z4MFmw9pXYcIWxDUT78/gakp9zZMW63OBJCZVlXszh48SBFhiK1o5iVFDdWpFvjEPq1iuDNn/ZxKCNX7ThCWL/T28BQXLH5pG5k3w/w5b2Qf9F8uYSoIsHuwXzf43sa+jVUO4pZSXFjZV7r3oAoP3eGLdjJ1SK92nGEsG6pScapFALq3/4xohIABdI2my2WEFXhq31fcTr3NBpThkCwElLcWBkXRx3T+sWSdjGfiSv2qx1HCOuWmggR8aC9g5dCn0jwCpUu4cKqXC64zDf7vyE5M1ntKJXCQe0AwnR1gjx5vUdDxi/dQ5ta/tzfxDonNhNCdXW6QLU7HIlVo5HxboTV8XHxYfmDy3F1cFU7SqWQKzdWqk+LcO5vHMK4pbs5dTFf7ThCWKf456F+jzs/TnQ70DqAvuTOjyVEJVt3ah2XCy7j5uhmk7ekQIobq6XRaHjn4cZ4uzoyfGEyxXqD2pGEsC5pm83Xy6nZ4/D076CTi+HCshWUFPDGpjeYd3Ce2lEqlRQ3Vszb1ZFP+8ay+3Q2U1YfVjuOENZl3XvGh7kYDJB3wXzHE6ISuDi48H2P7xnccLDaUSqVFDdWrllENUZ3rsvMdcfYcESGgBeiQvQlkLblzrqA/9vy52FhX/MdTwgzO3zpMFdLruLv6o+bo5vacSqVFDc2YEi7GrSp5c8Li3ZxPrdQ7ThCWL70XVCcB1FtzHfMkBg4s9M4qJ8QFkZv0DNyzUje22rGq5UWTIobG6DVavioV1NA4cXvd2EwyPQMQtxUaiI4uBoLEnOJSjAOCHhaRisWlken1THjnhkMaTJE7ShVQoobGxHo6cKUXjGsP3yezzccVzuOEJbNxRti+oKDk/mOGVDfOCBgapL5jimEGVwsuIjeoCfSK5IQD/sYOkSKGxvSrk4AQ9rX4IPfDpFy6rLacYSwXHFPQPePzXtMrdY4IGDWIfMeV4g7NHrdaMZvGK92jCqlUexsimlTpky3RsV6A4/O3MTFvEJ+Ht4WLxdHtSMJYVnysuDqZfCraRyAz5yK8sHJthtqCuuz+/xuDIqBmMAYtaPcEVPev+XKjY1x1GmZ1ieWy3nFvLx0D3ZWuwpxa3uXwIzWUFJg/mNfK2zk705YgGJ9MYqi0CSgidUXNqaS4sYGRfi58c7DjVmxO53vtp9SO44QluXkRghtDo6VNOz8F/fCximVc2whTPDu1ncZvW602jFUIcWNjerRtDp9WoTz+vJ9HM3MVTuOEJZBUYwNfs05vs2/ufoYCyghVNYurB0dwjuoHUMVUtzYsNd7NCSsmhvPz0+moFivdhwh1Jd1GPKzjN22K0tkvHGAQJlnSqjkWnOE9uHt6VHTDHOnWSEpbmyYq5OO6f1iOZ6Vx6SfD6gdRwj15ZwBrzAIa1l554hsYxwgMH1X5Z1DiJtYcHABr2x8BYNiv3MOSnFj4+oFe/Fq9wZ8szmVX/emqx1HCHXVvBtG7QNnj8o7R/UYcHQzDhQohAo8nTzxc/VDq7Hft3iZwtYODGgVQeKRLMYu3k2jUG/CqklXVWGHFAUKLhsH2qtMOkd4Zh34RlfueYS4AXu9FfVP9lvW2RGNRsN7jzTB08WRkQtTKNHb76VKYccunYD3ouHE+so/V0AdY5EjRBXalrGNKdunUKwvVjuK6qS4sRPebo580ieG5FOX+eSPI2rHEaLqXZsWIbhJ5Z8r+zTMuR8y9lb+uYT4y6ncUxy6dAidVqd2FNVJcWNHmkf58sI9tZm+5ihJR7PUjiNE1TqZCMGNjV21K5ubv3ECzZMbKv9cQvzl4doPM/OemXbd1uYaeQbszH861KJ1DT9GLkrhwpVCteMIUXVSEyGyEruA/5OjC4Q1l0bFokqcvXKWr/Z9RbGhGI25pxSxUlLc2BmdVsPHvWMoMSiM/n4XBoMMEy/sQN4FuHKucse3+bfIeOOtMJmKQVSyLelbmHdgHkX6IrWjWAwpbuxQkJcLHz3WlDWHzjM78YTacYSofO5+MC4NaneuunNGJkD+BTgvs4SLyvVQ7YdY1nMZ7o7uakexGFLc2KmO9QJ5uk007/16kD2ns9WOI0TlUhRwcDY+qkp4K+i7EHzCq+6cwq7kF+fz68lfURQFN0cZ4uOfpLixY2O71KNesBfPL9hJboF0HRQ2bFYH2Dyjas/p5AZ1u4KTfJoWlWPNqTVM2DCBjLwMtaNYHClu7JiTg5ZpfWPJyi3k1WV7S+cjEcKm5J6D9BRwD6j6c5/aCsuHS7sbUSnur3E/yx9aTohHiNpRLI4UN3Yuyt+ddx5uzLKUsyzZeUbtOEKYX9pf49tUVU+pf7p6GXZ+BRePV/25hc1SFIU95/cAEOoRqnIay6R6cfPZZ58RHR2Ni4sLcXFxbNhw83Eh5s2bR9OmTXFzcyMkJITBgwdz4cKFKkprm3rGhPJoXBivLtvLsfNX1I4jhHmdTATfGuClwqfbiFag0UqXcGFWiWcT6beyHwcvHlQ7isVStbhZtGgRI0eOZMKECSQnJ9O2bVu6du1KWlradbffuHEjAwcO5KmnnmLfvn18//33bNu2jaeffrqKk9ueNx9oSIiPC8PmJ1NQrFc7jhDmk5pk7JatBhdv48CB10ZHFsIMEqon8GXnL6nnW0/tKBZL1eJmypQpPPXUUzz99NPUr1+fqVOnEh4ezowZ12/4t3nzZqKiohg+fDjR0dG0adOGIUOGsH379hueo7CwkJycnDIPUZ67swPT+sZyNPMK7/4inwaEDRn4I7Qfp975I9sYrx4JYQbn88+j0WhoGdJS7SgWTbXipqioiB07dtC5c9lxJzp37kxS0vU/5cTHx3P69GlWrlyJoiicO3eOxYsXc//999/wPJMnT8bb27v0ER4u3TJvpGF1bybcX5+5SSdZvf+c2nGEMA+PAHW7Yzd+FNqPAYNMWCvuzKGLh+i8pDNb0reoHcXiqVbcZGVlodfrCQoKKrM8KCiIjIzrd2uLj49n3rx59O7dGycnJ4KDg/Hx8WHatGk3PM/48ePJzs4ufZw6dcqs34etGdg6knsbBDFm8S7Ss6+qHUeIO7NhCqx6Rd0Moc2g2UDQqt7EUVi5Gj41mNBqAs2CmqkdxeKp/tf273kwFEW54dwY+/fvZ/jw4bz22mvs2LGDX3/9lRMnTjB06NAbHt/Z2RkvL68yD3FjGo2G9x9pgqujjhELUijRy6dNYcX2/whXMtVOAcfXwp7FaqcQVqxIX4Sj1pFH6zyKo9ZR7TgWT7Xixt/fH51OV+4qTWZmZrmrOddMnjyZhIQExowZQ5MmTbjvvvv47LPPmD17Nunp6VUR2y5Uc3fikz6xbE+9yLQ/j6odR4jbU5ADGbvV6QL+bwdWwJp31E4hrNSFqxfourQr60+vVzuK1VCtuHFyciIuLo7Vq1eXWb569Wri46/fsyE/Px/tvy7t6nQ6ABmAzsxaRvsyolMdpv15hM3Hpau9sEKntoJisIziJjIeLh6DXBlJVpjO1cGVnjV70si/kdpRrIaqt6VGjRrFF198wezZszlw4AAvvPACaWlppbeZxo8fz8CBA0u379GjB0uXLmXGjBkcP36cxMREhg8fTsuWLalevbpa34bNev7uWrSI8mXkwhQu5clss8LKpG4EjyDwq6l2kr8LLBnvRpjo2rxRw5sNx9fFV+04VkPV4qZ3795MnTqViRMnEhMTw/r161m5ciWRkZEApKenlxnzZtCgQUyZMoXp06fTqFEjHnvsMerWrcvSpUvV+hZsmk6rYWqfGApL9IxZvEuujgnrEvs4PPgZ3KANX5XyDAK/WtIlXJik2FDMU6ueYt2pdWpHsToaxc7esXJycvD29iY7O1saF1fQ7/vP8fTX23m9RwMGJ0SrHUcI67R5Jji6QtwTaicRVuJK0RXe2fIOjzd4nPp+9dWOozpT3r+luBEV8uZP+5i3OY2lz8bTKNRb7ThC3NyZHbB3KXR8WWblFsJGmPL+rXpXcGEdxnWtR+0gD4YvSCavsETtOELc3OHfIGU+OLiqneRvigKpm+D8IbWTCCvw3tb3SDor03bcLiluRIU4O+iY1jeWjJwCXvtxn9pxhLi5a/NJWdLAeRoN/PAMbJ+jdhJh4QpKCjh6+SiXCy6rHcVqWdBfvrB0NQI8eKtnI5bsPM0PyafVjiPE9ZUUwultltEF/N8i2xh7cQlxEy4OLsy6dxZdo7uqHcVqSXEjTPJIXBgPx4byyg97OZGVp3YcIco7sxNKCtSbCfxmIuMhYy9cvax2EmGhfjjyA3vO70Gj0dxwtH5xa1LcCJNNfLARAZ7ODFuwk8ISvdpxhCjLKwQ6ToDgxmonKS8qAVAgbbPaSYQF0hv0LD6ymDWn1qgdxepJcSNM5uHswPR+zTiUkcv7v0rjSGFhqkVB+7Gg1amdpLxq0VCjIyjyoUCUp9Pq+KrLVwxteuP5EkXFSHEjbkujUG/Gda3PlxtP8OfBc2rHEcJIXwyJn0L2GbWTXJ9GAwOXQb371U4iLMz2jO2k5aThoHXASeekdhyrJ8WNuG1PJkTRqV4go7/fzbmcArXjCAHpu2H1q5BzVu0kN6YocOEYFF9VO4mwINOSpzF151S1Y9gMKW7EbdNoNHzwWFMcdRpGLkxBb7Cr8SCFJUrdCI5uUD1G7SQ3lnUEpjUzdlcX4i8z753JhFYT1I5hM6S4EXfE192Jqb1j2XziAp+tOap2HGHvUpMgvCXoHNVOcmP+tcHNX4obAcCpnFNcuHoBVwdX/Fz91I5jM6S4EXesdU0/hnWsxdQ/jrDt5EW14wh7ZdAbRwC2xPFt/kmjMXYJlxnCBfDetvcYuWak2jFsjhQ3wiyGd6pNswgfRixI5nJ+kdpxhD0qyoPGj0Kte9ROcmtRbYzzX0m7G7v3VsJbvNb6NbVj2BwpboRZOOi0fNInlrwiPS8t2Y2dzccqLIGLF3SfAqHN1E5ya5EJ4FoNLqWqnUSoJLcol/zifKq5VKN2tdpqx7E5UtwIs6nu48r7jzbht33n+HazvGiLKnZiveV2Af+3oIbw4iEIrKd2EqGSqTumMuCXARgUg9pRbJIUN8Ks7msYzMDWkbz18wEOpOeoHUfYC0WB7wfBDiuZlFKjMT6K8tVOIlQyqNEgRjYbiVYjb8OVQZ5VYXYvd6tPDX93np+/k/yiErXjCHtw/hDkX7DM+aRuJHkefFALSqSNmj3RG/QUG4oJ9wynXVg7tePYLCluhNm5OOqY3q8ZZy8X8Oby/WrHEfYgNRG0DhDeSu0kFRdYH4rz4Gyy2klEFVp4aCF9V/SlUF+odhSbJsWNqBS1Aj1484GGLNp+iuW7LHi0WGEbUpMgJAac3NVOUnHBTcDJU7qE25nYwFh61OyBs85Z7Sg2TYobUWkeax7GA02r8/LSPaRdkLYFohK5eEO9bmqnMI3OASJaSXFjRxRFoYFfA55o+ITaUWyeFDei0mg0GiY91AhfdyeGLdhJUYn0ChCVpPsUaPui2ilMFxkP6bvAIH8btm7T2U3836r/I6dIOlpUBSluRKXydHFkWt9Y9p3N4aNVh9SOI2xRTjoU5qqd4va0fAZe2AdaeSm2dY5aR4Ldg/F09FQ7il2QvyhR6ZqG+zC2S13+t/44aw9lqh1H2Jo/JsLc7mqnuD3OnuAgbS/sQfPg5rzd5m00Go3aUeyCFDeiSjzdpgbt6wTw4ne7yMwpUDuOsCWpG62rC/i/rX4dljytdgpRSU7nnublDS9zueCy2lHsihQ3okpotRo+6tUUrVbDqO92YTDI9AzCDC6fgstp1l3cOLrCkdXS7sZGnb5ymmPZx3DSOakdxa7cdnFTVFTEoUOHKCmRQdpExfh7OPNxrxgSj2Uxc/0xteMIW5CaZPw3woqLm8gEKLgMmTImlC26K+QuFt6/EDdHN7Wj2BWTi5v8/Hyeeuop3NzcaNiwIWlpaQAMHz6cd9991+wBhW1pU9uf/7SvyUerDrMj9ZLacYS1yzkDIU3B3U/tJLcvrDnonKRLuI3JL85nevJ0rhRdkXY2KjC5uBk/fjy7du1i7dq1uLi4lC6/5557WLRokVnDCdv0wr11aBrmzfAFyWRfLVY7jrBmbUfB/61VO8WdcXSF0DgpbmzM/gv7WXRoEZcK5UOcGjSKopjU+CEyMpJFixZx11134enpya5du6hRowZHjx6lWbNm5ORYdh/+nJwcvL29yc7OxsvLS+04duvUxXy6fbqBtrX9+W+/ZvLJRphOXwwaLWh1aie5c5kHwM0fPALUTiLM6GrJVVwdXNWOYTNMef82+crN+fPnCQwMLLc8Ly9P3qBEhYX7uvHeI01YuSeDBVtPqR1HWKMDP8F70VCQrXaSOxdYXwobG6EoCsuPLadYXyyFjYpMLm5atGjBzz//XPr1tYLm888/p3Xr1uZLJmxet8Yh9GsVwZs/7eNQhpUOwibUk5oI7v7GqResnaLAsudg7xK1k4g7dODiAV5LfI2U8ylqR7FrDqbuMHnyZLp06cL+/fspKSnhk08+Yd++fWzatIl169ZVRkZhw17r3oAdJy8xbMFOfnyuDa5ONnCLQVSN1CTr7gL+TxoNnD8A+kJo9IjaacQdaODXgJUPr6S6R3W1o9g1k6/cxMfHk5iYSH5+PjVr1mTVqlUEBQWxadMm4uLiKiOjsGEujjqm9Ysl7WI+E1dIV1hRQXkXjF2no9qoncR8IuPhZKLxKo6wSimZKRgUgxQ2FuC2xrlp3LgxX331FXv37mX//v18++23NG7c2NzZhJ2oE+TJ6z0asmBrGj/vTlc7jrAGZ5ON/9rKlRuAyDaQexYunVQ7ibgNp3NP88SvT/DLiV/UjiK4zeLm2LFjvPLKK/Tr14/MTONcQb/++iv79u0zazhhP/q0COf+xiGMW7qbUxfz1Y4jLF3te+DFQ+AToXYS84m4C9D8PTChsCphnmHM7TKX+6LuUzuK4DaKm3Xr1tG4cWO2bNnCkiVLuHLlCgC7d+/m9ddfN3tAYR80Gg3vPNwYb1dHhi9MplgvQ9GLW/AMVjuBebn6wCNfQHRbtZMIE53LOwdAbGAsDlqTm7KKSmBycTNu3DjefvttVq9ejZPT33NldOzYkU2bNpk1nLAv3q6OfNo3lt2ns5my+rDacYSlKsiGaXHG9im2pvGjtnU1yg5kF2bz0PKHWHRQBrG1JCYXN3v27OGhhx4qtzwgIIALFy6YJZSwX80iqjG6c11mrjvGhiPn1Y4jLFHaFrhw1Pau3ADkZsBvEyBH2p5ZCy8nL15r/ZrcjrIwJhc3Pj4+pKeX/8NLTk4mNDTULKGEfRvSrgZtavnzwqJdnM8tVDuOsDSpG8EjGHxrqJ3E/LQOsGk6nNygdhJRAYX6QjQaDV2iuuDj4qN2HPEPJhc3/fr146WXXiIjIwONRoPBYCAxMZHRo0czcODAysgo7IxWq+GjXk0BhRe/34XBIF1jxT9cG9/GFkdEd/eHgHpwcqPaScQtFOuL6bOiD9/s/0btKOI6TC5uJk2aREREBKGhoVy5coUGDRrQrl074uPjeeWVVyojo7BDgZ4uTOkVw/rD5/l8w3G14whLUZRn7AYelaB2ksoTGS89pqyARqPhkdqP0DK4pdpRxHWYNHGmoiikpaUREBBARkYGO3fuxGAwEBsbS+3atSszp9nIxJnWZfIvB/hywwkW/yeemHAfteMItRkMcG4veIbY7lxMexbDkqfgxcPgGaR2GnEdiqLIXIoqMOX926TixmAw4OLiwr59+6ymmPk3KW6sS7HewKMzN3Exr5Cfh7fFy8VR7UhCVK7cc7D9S2jxNHiUn6RYqG/surE0DWxK//r91Y5iVyptVnCtVkvt2rWlV5SoMo46LdP6xHI5r5iXl+7BhFpc2KKVY2H3d2qnqFyeQdDxZSlsLJTeoCfUM5QAVxu9cmgjTG5z8/777zNmzBj27t1bGXmEKCfCz413Hm7Mit3pfLf9lNpxhFqKC2DHXMi3gw9XF47Bjq/UTiGuQ6fVMaLZCDpHdVY7irgJk4dSHDBgAPn5+TRt2hQnJydcXV3LrL948aLZwglxTY+m1Uk8msXry/cRF1mNWoGeakcSVe3sTuOs2bY0n9SNnNoKPw2H+j3AzVftNOIvc/bOwcfZh4dqlx/rTVgWk4ubqVOnVkIMIW7t9R4N2Z56iefnJ7PsuQRcHHVqRxJV6WQiOHtDUCO1k1S+a73BUpOgfnd1s4hSZ66cIb9E5r6zBiY1KLYF0qDYuh3MyOGB6Yn0bh7OWw/awZuc+NvXD4LOCfrbeJubaz5uBPUfgC7vqJ1E/IP0lFKPKe/fJl+5ycnJue5yjUaDs7NzmfmmhDC3esFevNq9Aa8u20tCLT+6NApRO5KoKm1eMI7gay8iE4yjMQvVrT21Fr2ip1NEJylsrITJrxQ+Pj43/eGGhYUxaNAgXn/9dbRak9srC3FLA1pFkHgki7GLd9Mo1Juwam5qRxJVoUZ7tRNUrfrdwdkTFMU2R2O2In+m/UlOUQ6dIjqpHUVUkMm3pb7++msmTJjAoEGDaNmyJYqisG3bNr766iteeeUVzp8/z4cffsiYMWN4+eWXKyv3bZPbUrYhO7+Ybp9uIMTbhYXP3IWDTgppm3bwZ7iSCc0Hq51E2CFFUSjUF+Li4KJ2FLtWaYP4AXTq1IkhQ4bQq1evMsu/++47/ve///HHH3/wzTffMGnSJA4ePGh6+komxY3t2H7yIr1nbebZDjV5sXNdteOIyjSvF+iLYOAytZNUrcunjF3fq8eoncQuHbl0hLziPGICY9SOIqjEQfwANm3aRGxsbLnlsbGxbNq0CYA2bdqQlpZm6qGFMEnzKF9euKc209ccJeloltpxRGUx6CFtk23PJ3Ujq1+DlaPVTmG35h+cz5ub3sSgGNSOIkxkcnETFhbGl19+WW75l19+SXh4OAAXLlygWrVqd55OiFv4T4datK7hx8hFKVy4Uqh2HFEZzu2FwhxjA1t7ExlvnCi0KE/tJHbplVavMPOemWg1ctvb2pjcoPjDDz/kscce45dffqFFixZoNBq2bdvGwYMHWbx4MQDbtm2jd+/eZg8rxL/ptBo+7h1D1082MPr7XXz5RAu0Wml8aVNOJoLOGao3UztJ1YtqA4YS46B+NTuqncZuXCq4xKXCS9TwrkGQu0xeao1MLkcfeOABDh06RNeuXbl48SJZWVl07dqVgwcP0r27cbCp//znP0yZMsXsYYW4niAvFz56rClrDp1nduIJteMIcwtuDB3Hg6MdNuYMqAdufsbB/ESVmbtvLk/++iSFerkabK1UH8Tvs88+44MPPiA9PZ2GDRsydepU2rZte8PtCwsLmThxIt9++y0ZGRmEhYUxYcIEnnzyyQqdTxoU2663V+znq00nWfqfBBqHeasdRwjzWD4MPILh7glqJ7EbBSUFHL18lEb+MlCoJanUBsUAGzZsYMCAAcTHx3PmzBkAvvnmGzZuNG3AqUWLFjFy5EgmTJhAcnIybdu2pWvXrjdtjNyrVy/++OMPvvzySw4dOsSCBQuoV6/e7XwbwsaM7VKPesFePL9gJ7kFxWrHEeaQfRr2LIbiq2onUc8D06SwqSIlhhKyrmbh4uAihY2VM/nKzZIlS3j88cfp378/33zzDfv376dGjRp89tlnrFixgpUrV1b4WK1ataJZs2bMmDGjdFn9+vV58MEHmTx5crntf/31V/r06cPx48fx9a3YZHKFhYUUFv59aTEnJ4fw8PBbVn56vZ7iYnmDtFROTk7XHSTyZFYe93+6gXsbBPFx7xgZTdTabf0cfh0H49LAyV3tNOopzDW2vXGVjhqVad6Befw35b/88vAveDvL1V9LU6nTL7z99tvMnDmTgQMHsnDhwtLl8fHxTJw4scLHKSoqYseOHYwbN67M8s6dO5OUdP37y8uXL6d58+a8//77fPPNN7i7u/PAAw/w1ltvlZud/JrJkyfz5ptvVjiXoihkZGRw+fLlCu8jqp5WqyU6OrrcdB9R/u6883BjRixMoU3tAB6NC1MpoTCL1CSoHmvfhY2iwCdNodV/oP0YtdPYtO41uuPn4ieFjQ0wubg5dOgQ7dq1K7fcy8vLpIIgKysLvV5PUFDZluhBQUFkZGRcd5/jx4+zceNGXFxc+OGHH8jKyuLZZ5/l4sWLzJ49+7r7jB8/nlGjRpV+fe3KzY1cK2wCAwNxc3OTT/4WyGAwcPbsWdLT04mIiCj3M+oZE8qGI1m8umwvsRE+1AzwUCmpuCOKAqmJ0LSP2knUpdFAWIu/5pmS4qayFOoL8Xb2pkt0F7WjCDMwubgJCQnh6NGjREVFlVm+ceNGatSoYXKAf78x3WzGVYPBgEajYd68eXh7GyvrKVOm8Oijj/Lf//73uldvnJ2dcXZ2rlAWvV5fWtj4+fmZ+J2IqhQQEMDZs2cpKSnB0dGx3Po3H2jIzrRLDJufzNJn43Fx1KmQUtyRi8fhyjmIbKN2EvVFxsPad0FfDLryv+/iziSdSeLVxFf5ttu3hHjIZLy2wOQGxUOGDGHEiBFs2bIFjUbD2bNnmTdvHqNHj+bZZ5+t8HH8/f3R6XTlrtJkZmaWu5pzTUhICKGhoaWFDRjb6CiKwunTp039Vsq51sbGzU0mYrR0125H6fX66653d3ZgWt9YjmZe4d1fLG8aEFEBJQVQpwtEtFI7ifoi20BxPpxNUTuJTYr2jubhOg8T7B6sdhRhJiYXN2PHjuXBBx+kY8eOXLlyhXbt2vH0008zZMgQnn/++Qofx8nJibi4OFavXl1m+erVq4mPj7/uPgkJCZw9e5YrV66ULjt8+DBarZawMPO1rZBbUZavIj+jhtW9mXB/feYmnWT1/nNVkEqYVVBD6LcIXKT9AyFNwMUHLhxVO4nNURSFEI8Qnot5Tl77bchtdQWfNGkSWVlZbN26lc2bN3P+/Hneeustk48zatQovvjiC2bPns2BAwd44YUXSEtLY+jQoYCxvczAgQNLt+/Xrx9+fn4MHjyY/fv3s379esaMGcOTTz55wwbFwr4NbB3JvQ2CGLN4F+nZdtyd2BqdTISifLVTWAadI4w5CjF91U5iU07lnKL3it6czD6pdhRhZrc9YYabmxvNmzenZcuWeHjcXoPN3r17M3XqVCZOnEhMTAzr169n5cqVREZGApCenl5mzBsPDw9Wr17N5cuXad68Of3796dHjx58+umnt/ttCBun0Wh4/5EmuDrqGLEghRK9TIBnFS6nwdxucOxPtZNYDp2jcRJRg/wOm0uJUkK4ZziBboFqRxFmVqFxbh5++OEKH3Dp0qV3FKiy3ayffEFBASdOnCA6OhoXF+sa6r1Dhw7ExMQwdepUtaNUCVN/VltPXKTPrE0Mu7s2L9xbpwoSijuyayH8MATGngC3io1pZfMyD8KXneGJ5VA9Ru00QlQ5s49Q7O3tXfrw8vLijz/+YPv27aXrd+zYwR9//FGmoa8QlqRltC8jOtVh2p9H2Hz8gtpxxK2c3AiBDaSw+SffaNAXyjxTZpBfnM+La18kNSdV7SiiklSoK/icOXNK///SSy/Rq1cvZs6ciU5n7F6r1+t59tlnZa4mYdGev7sWSceyGLkwhV9GtKWau9OtdxLqSE2CmnerncKyODj/Nd5NIrSueM9UUV5Gfganck+h08gQEbbK5DY3s2fPZvTo0aWFDYBOp2PUqFE3HEhPVK1Lly4xcOBAqlWrhpubG127duXIkSOAsWdAQEAAS5YsKd0+JiaGwMC/7zlv2rQJR0fHMr3SbIFOq2FqnxgKS/SMWbwLleeMFTdSfNXYQyr6xhPo2q3IeGPhJ+1u7kgN7xos6r6IME8ZwdxWmTyIX0lJCQcOHKBu3bpllh84cACDjf7BXS3Sc+x81b/R1wzwwNXJ9E8WgwYN4siRIyxfvhwvLy9eeuklunXrxv79+3F0dKRdu3asXbuWRx55hEuXLrF//37c3d3Zv38/DRo0YO3atcTFxd12Q3FLFuLtygePNuXpr7czN+kkgxOi1Y4k/s3RFZ5Zo3YKyxSZAOveM3YJD5C2Y6ZSFIXPdn3GI7UfkTFtbJzJxc3gwYN58sknOXr0KHfddRcAmzdv5t1332Xw4MFmD2gJjp2/Qvdpps14bg4rhrWhUahp7ZiuFTWJiYml4wXNmzeP8PBwli1bxmOPPUaHDh2YNWsWAOvXr6dp06ZERESwdu3a0uKmQ4cO5v52LMY9DYIYnBDF5JUHaRHla/JzLCrZlUxw84frTIxq9yLuglEHwKu62kms0tm8syw5vIS4oDgpbmycycXNhx9+SHBwMB9//DHp6emAceTgsWPH8uKLL5o9oCWoGeDBimFVPwT87cyJdODAARwcHGjV6u9RXf38/Khbty4HDhwAjD2rRowYQVZWFuvWraNDhw5ERESwbt06nnnmGZKSkhg5cqS5vg2LNK5rPbaeuMiwBcmsGNYGd2eT/xREZfnqAYhuB93eVzuJ5XFwlsLmDoR6hLLy4ZW4OFhXb1hhOpNf0bVaLWPHjmXs2LHk5OQA2HxDYlcnndV8ur9RO5J/ztnVqFEj/Pz8WLduHevWrWPixImEh4czadIktm3bxtWrV2nTxrbn83F20DGtbyzdp23ktR/38VGvpmpHEgB5F+D8AWjzgtpJLNf+H2HTf+HJ34yTaooK+eXELySEJuDlZNvvV8Lojq77enl52XxhY20aNGhASUkJW7ZsKV124cIFDh8+TP369QHjwHbt2rXjxx9/ZO/evbRt25bGjRtTXFzMzJkzadasGZ6enmp9C1WmRoAHb/VsxJKdp/kh+c7nJhNmkPZXN+eoBHVzWDJHdzi1BS4cUzuJ1bhccJm3Nr3FL8d/UTuKqCJyU9vG1K5dm549e/J///d/bNy4kV27djFgwABCQ0Pp2bNn6XYdOnRg/vz5NGnSBC8vr9KCZ968eTbd3ubfHokL4+HYUF75YS8nsvLUjiNSk8AnArylF8sNhbcEjdbYJVxUiI+LDz8++COP1HlE7SiiikhxY4PmzJlDXFwc3bt3p3Xr1iiKwsqVK3F0dCzdpmPHjuj1+jKFTPv27dHr9bRv316F1OqZ+GAjAjydGbZgJ4Ul159lXFSRC0eNM2CLG3PxgpCmUtxU0N6svRTpiwhwC8BBK23r7EWFpl+wJbY6/YK9MffPau+ZbB76LJGBraN4tXsDMyQUt624ABzl7++mfptgbHvzwl61k1i0gpICOi/uzKN1HmV4s+FqxxF3yJTpF6SMFQJoFOrNuK71eWvFfhJq+XF3vSC1I9kfg8HY/VsKm1tr8RQ06QWKIo2Kb8LFwYU5Xebg7+qvdhRRxW7rttQff/xB9+7dqVmzJrVq1aJ79+78/vvv5s4mRJV6MiGKTvUCGf39bjKyC9SOY3/+eAO+6qF2CuvgW8N4a0oKmxs6l3cOg2Kgpk9NvJ2to7erMB+Ti5vp06fTpUsXPD09GTFiBMOHD8fLy4tu3boxffr0ysgoRJXQaDR88FhTHHUaRi5KRm+wqzu26juZCO4BaqewHls/h40fq53CIukNep5Z/QzvbHlH7ShCJSbflpo8eTIff/wxzz//fOmy4cOHk5CQwKRJk8osF8La+Lo7MbV3LP2+2Mxna44yrFNttSPZh8IrkJ4CMX3VTmI9sg7DkdUyJtB16LQ6Xmv9Gt5OcsXGXpl85SYnJ4cuXbqUW965c+fSQf2EsGata/oxrGMtPv79MNtOXlQ7jn04vRUMJdJTyhSRCXDpBOScVTuJRSkoKUBRFOKC4qhVrZbacYRKTC5uHnjgAX744Ydyy3/88Ud69JD75cI2DO9Um7jIaoxYkMzl/CK149i+tM3g5gcBdW+9rTCKNM4dR2qSujkszJj1Y5i4eaLaMYTKTL4tVb9+fSZNmsTatWtp3bo1YJw4MzExkRdffJFPP/20dNvhw6XrnbBODjotn/SJpesnGxi7eDf/ezyudPoKUQnajYEmvaWBrCk8AsG/DpzcCI0fVTuNRVAUhZ41e+Kkc1I7ilCZyePcREdHV+zAGg3Hjx+/rVCVSca5sQ1V9bP6bV8GQ77ZwVs9G/J466hKO48Qt+XAT8YZ1CNbq51Edf+cP0/Ypkod5+bEiRO3HUwIa3Nfw2AGto7krZ8PEBfpS4PqMpea2aVthj/fhkfngIf0ljJJfWkKcM205GlcKb7Cy61eVjuKsAAy/YIQt/Byt/rU8Hdn2IKd5BeVqB3H9pxYD+m7wc1X7STWx2CAzTMgbcutt7Vx1T2qE+oRqnYMYSEqdOVm1KhRvPXWW7i7uzNq1KibbjtlyhSzBBPCUrg46pjerxk9pm3kjeX7eP/RpmpHsi2picbbKlqd2kmsj1YLW2ZC7fsgopXaaVT1aB1pdyT+VqHiJjk5meLi4tL/34jc77Qver0ejUaDVmv7FwBrBXrwZs+GjF28m4Ra/vSMkU+IZqEvhlNbocM4tZNYr8g2dj2J5q8nfuXwpcM8H/s8Wo3tvxaJiqnQb8KaNWvw8fEp/f+NHn/++WdlZhW38Ouvv9KmTRt8fHzw8/Oje/fuHDt2DIDWrVszblzZN5Dz58/j6OjImjVrACgqKmLs2LGEhobi7u5Oq1atWLt2ben2c+fOxcfHhxUrVtCgQQOcnZ1JTU1l27Zt3Hvvvfj7++Pt7U379u3ZuXNnmXMdPHiQNm3a4OLiQoMGDfj999/RaDQsW7asdJszZ87Qu3dvqlWrhp+fHz179uTkyZOV8lzdjsfiwnigaXUm/LCX1At5asexDWdToDhfxre5E5HxcG4f5NvnmEznr57nbN5ZKWxEGfLbUFG5GcYX4n8+Lp00risuKL/ubMrf+2YdKb/u2gtRXlb5dReO3VbEvLw8Ro0axbZt2/jjjz/QarU89NBDGAwG+vfvz4IFC/hn57hFixYRFBRE+/btARg8eDCJiYksXLiQ3bt389hjj9GlSxeOHDlSuk9+fj6TJ0/miy++YN++fQQGBpKbm8sTTzzBhg0b2Lx5M7Vr16Zbt27k5uYCYDAYePDBB3Fzc2PLli3MmjWLCRMmlMmen59Px44d8fDwYP369WzcuBEPDw+6dOlCUZFljDOj0WiY9FAjfN2dGL4gmaISg9qRrF9gfei7EEKaqJ3EekUlAIqxYbYderzB40xuM1ntGMLSKCa6cuWK8sorryitW7dWatasqURHR5d5WLrs7GwFULKzs8utu3r1qrJ//37l6tWr5Xf88x1Fed2r7GPx08Z1WUfLr3vd6+99P+9Ufl3KQuO6LbPKr/v6QbN8r5mZmQqg7NmzR8nMzFQcHByU9evXl65v3bq1MmbMGEVRFOXo0aOKRqNRzpw5U+YYnTp1UsaPH68oiqLMmTNHAZSUlJSbnrekpETx9PRUfvrpJ0VRFOWXX35RHBwclPT09NJtVq9erQDKDz/8oCiKonz55ZdK3bp1FYPBULpNYWGh4urqqvz222/lznHTn1UlS0m7pNQc/7My6ef9VX5uIcoxGBTll3GKcnq72kmq1P6s/cq3+79VSvQlakcRVeRm79//ZnJX8Keffpp169bx+OOPExISYj/tbJoPhrpdyy5z9TH+6xUKz6y78b4PzoCif93G8Ikw/tvwIQhrUXads+dtRTx27BivvvoqmzdvJisrC4PBeGUhLS2NRo0ace+99zJv3jzatm3LiRMn2LRpEzNmzABg586dKIpCnTp1yhyzsLAQPz+/0q+dnJxo0qTsp+zMzExee+01/vzzT86dO4deryc/P5+0tDQADh06RHh4OMHBwaX7tGzZsswxduzYwdGjR/H0LPu9FxQUlN5asxRNw314qUs9Jq08QHxNPzrUDVQ7knUy6OHH56DVEKgeq3Ya66XRQBf7u3KxNWMrPx37iV51e6FDGqOLskwubn755Rd+/vlnEhISKiOP5fIMNj6ux9EFqsfceF//m0y+6O5vfJhBjx49CA8P5/PPP6d69eoYDAYaNWpUelunf//+jBgxgmnTpjF//nwaNmxI06bGnj8GgwGdTseOHTvQ6cq+UHh4eJT+39XVtVxBO2jQIM6fP8/UqVOJjIzE2dmZ1q1bl55XqcDgWgaDgbi4OObNm1duXUCA5Y198lSbaDYezeLF73bxy4i2BHrJoI8my9gDuxZAsyfUTmL9CnLgyCqoc99tfziyNk80fII+9frgqHVUO4qwQCa3ualWrRq+vjIehaW5cOECBw4c4JVXXqFTp07Ur1+fS5culdnmwQcfpKCggF9//ZX58+czYMCA0nWxsbHo9XoyMzOpVatWmcc/r7hcz4YNGxg+fDjdunWjYcOGODs7k5WVVbq+Xr16pKWlce7cudJl27ZtK3OMZs2aceTIEQIDA8ud39vb8mb21Wo1fNSrKVqthhe+S8FgMGmgbwHGOZEcXCC0mdpJrN+Vc7DkKbsY7+ZiwUVWnVyFoig465zVjiMslMnFzVtvvcVrr71Gfn5+ZeQRt+laD6NZs2Zx9OhR/vzzz3JjErm7u9OzZ09effVVDhw4QL9+/UrX1alTh/79+zNw4ECWLl3KiRMn2LZtG++99x4rV6686blr1arFN998w4EDB9iyZQv9+/fH1dW1dP29995LzZo1eeKJJ9i9ezeJiYmlDYqvXdHp378//v7+9OzZkw0bNnDixAnWrVvHiBEjOH36tLmeJrPy93Bmau8Yko5dYMY6y7p1ZhVSE423ZB3kDeqO+dUC90C76BL+y4lfeHPTm+QU5agdRViwCt2Wio2NLXNb4ejRowQFBREVFYWjY9lLgv/uAiyqhlarZeHChQwfPpxGjRpRt25dPv30Uzp06FBmu/79+3P//ffTrl07IiIiyqybM2cOb7/9Ni+++CJnzpzBz8+P1q1b061bt5uee/bs2TzzzDPExsYSERHBO++8w+jRo0vX63Q6li1bxtNPP02LFi2oUaMGH3zwAT169CidF8rNzY3169fz0ksv8fDDD5Obm0toaCidOnW65Rwiakqo5c+zHWoyZfVh7qrhR1xkNbUjWQeDwXjlpuX/qZ3ENmg0xi7hdlDc9K/fn3si7sHb2fKu6ArLUaGJM998880KH/D111+/o0CVTSbOtAyJiYm0adOGo0ePUrNmTZP3t6SfVbHeQO//beJcTiErR7TF21XaANxSSRHsXgihzSGogdppbMOWWfDbyzAuDZzc1E5jdsWGYvZl7SMmMEbtKEIlZp8409ILFmH5fvjhBzw8PKhduzZHjx5lxIgRJCQk3FZhY2kcdVo+6RPL/Z9uYNyS3XzWv5n99CK8XQ5O0Gyg2ilsS3Q7qHk3XL1ok8XNLyd+4bXE11j58Eqqe1RXO46wcCa3uTl16lSZNhBbt25l5MiRzJo1y6zBhG3Jzc3l2WefpV69egwaNIgWLVrw448/qh3LbMJ93XjvkSb8sjeD+VvT1I5j+ZLnwYkNaqewLYH1oP934B2mdpJK0b1Gd+Z2mSuFjagQk4ubfv36lQ7Xn5GRwT333MPWrVt5+eWXmThxotkDCtswcOBAjhw5QkFBAadPn2bu3Lllxs+xBV0bh9C/VQQTf9rPoYxcteNYLkWBP96EY3+oncT2FOWXHR3dRmTkZaDVaOWWlKgwk4ubvXv3lg7A9t1339G4cWOSkpKYP38+c+fONXc+IazKq90bEOXnzvPzd3K1SK92HMt04Zix67LMJ2V+22fD7PugpFDtJGazOX0zXZd05eDFg2pHEVbE5OKmuLgYZ2dj183ff/+dBx54ADCOZZKenm7edEJYGRdHHdP6xXLqUj4TV+xXO45lSk0EjRbCW956W2GaqAQoKYAzttNrtVlgM95MeJO61eqqHUVYEZOLm4YNGzJz5kw2bNjA6tWr6dKlCwBnz561udsMQtyOOkGevN6jIQu2pvHzbin4y0lNhOAm4GK5XfytVnATcPK0mS7hBSUFOOmceKDmA9JIX5jE5OLmvffe43//+x8dOnSgb9++pcP3L1++vNx8QULYqz4twrm/SQjjlu7m1EUZ8LKM8FbGudqE+Wl1EHGXTRQ3qTmp3Lv4Xnaes52rUKLqmDS3lKIoREdHk5qail6vp1q1vwcse+aZZ3Bzs73uh0LcDo1Gw+SHG9Ptkw0MW5DM90Nb46gz+bOEbWrxlNoJbFuN9nD4N2PDbSu+2uHr4kuvur2o71df7SjCCpn0aqsoCrVr1+bcuXNlChuAqKgoAgNldmQhrvFyceTTvrHsPZPNlNWH1Y5jGTL2QtpmtVPYtvhhMGiFVRc2iqLg6eTJsNhhuDq43noHIf7FpOJGq9VSu3ZtLly4UFl5xG3q0KEDI0eOvOF6jUbDsmXLKny8tWvXotFouHz58h1ns2fNIqrxYue6zFh7jA1HzqsdR31bZsCKUbfeTtwZRYGrl9VOcVvyivPovaI3W9O3qh1FWDGTr5O///77jBkzhr1791ZGHlFJ0tPT6dq1q9ox7NKQdjVoW9ufFxbt4nyu7XTRvS2pScY5kETlWjQAfhiidorbUqgvpKZPTcI8bXMwQlE1TC5uBgwYwNatW2natCmurq74+vqWeQjLFBwcXNqFX1QtrVbDR72aAgqjvkvBYLjldG62KScdLh43dlcWlSukKaRuAoP1jbXk6+LL5LaTZSRicUdMLm6mTp3KrFmzmD17NjNnzuTjjz8u8xDqMRgMjB07Fl9fX4KDg3njjTdK1/37tlRSUhIxMTG4uLjQvHlzli1bhkajISUlpcwxd+zYQfPmzXFzcyM+Pp5Dhw5VzTdjYwI9XZjSK4YNR7L4fMNxteOo41oPngi5clPpIhOgMBvO7VM7SYUZFAMTNk6Q3lHCLEzqLQXwxBNPVEYOi3c+/zyXCi9Rp1odAI5dPoa7ozvB7sEU6gs5dvkYkV6RuDu6k3U1iwtXL1DX1zjo1InsEzjrnKnuUZ1iQzFHLh0h3DMcTydPLhZc5FzeudIeAak5qeg0utu6JPvVV18xatQotmzZwqZNmxg0aBAJCQnce++9ZbbLzc2lR48edOvWjfnz55OamnrD9joTJkzgo48+IiAggKFDh/Lkk0+SmGj93UzV0K5OAEPa1+CD3w7RMtqX2Ihqt97Jlmi0UK87eAapncT2hcaBztl4GzCkidppKiS3KJf0vHT0ivVdbRKW57b6ph47doxXXnmFvn37kpmZCcCvv/7Kvn3W8ynBVN8f/p7//P6f0q/HrB/DnL1zADiXd47eK3qz/4JxRNqfjv3Ek789WbrtK4mv8L/d/wPgcsFleq/oTXJmMgC/nfyN/iv7l2771ua3+HTnp7eVsUmTJrz++uvUrl2bgQMH0rx5c/74o/z8PfPmzUOj0fD555/ToEEDunbtypgxY657zEmTJtG+fXsaNGjAuHHjSEpKoqCg4LbyCRjduS6NQr0ZvjCZnIJiteNUrUYPQ595aqewD44uENYcMq3nNdnb2ZsvO39Ji+AWakcRNsDkKzfr1q2ja9euJCQksH79eiZNmkRgYCC7d+/miy++YPHixZWRU3WP1XmMeyLvKf36g3Yf4O7oDkCQexCLui8i0isSgB41exBf/e9L728nvI2zztjexcfFh0XdFxHuGQ7AfVH3ERMQU7rtq3e9ik6ju62MTZqU/YQWEhJSWnz+06FDh2jSpAkuLi6ly240AOM/jxkSEgJAZmYmERERt5XR3jnqtEzrG0u3Tzbw8tI9TOsbax8jrxZegdwM8Ktp1V2UrUq/ReDsqXaKCvlq31e0CmlFPd96akcRNsLkKzfjxo3j7bffZvXq1Tg5OZUu79ixI5s2bTJrOEsS4BZQeksKoKZPTYLdgwFw1jnTwK9BabHj7+pfeksKINo7urRxnKPWkQZ+DfB0Mr7o+Lr4lhmkKtIr8rZ7CTg6Opb5WqPRYDAYym2nKEq5N1RFuX4j138e89o+1zumqLhwXzfeebgxK3an8932U2rHqRrH/oTpcZBzVu0k9uNaYXODv21LUVBSwI/HfiQlM0XtKMKGmFzc7Nmzh4ceeqjc8oCAABn/xkrUq1eP3bt3U1j4d7fk7du3q5jI/vRoWp0+LcJ5ffk+jpzLVTtO5UtNAp9I8A5VO4n9MOhhRgLsmKN2kptycXBhUfdFPFbnMbWjCBticnHj4+Nz3dm/k5OTCQ2VFy5r0K9fPwwGA8888wwHDhzgt99+48MPPwSwj1skFuL1Hg0Jq+bGsAXJFBTbeCPK1I3GHjyi6mh14OgKJzeqneSG1p1ax5krZ3DUOqLT3t7teCGux+Tipl+/frz00ktkZGSU3vZITExk9OjRDBw4sDIyCjPz8vLip59+IiUlhZiYGCZMmMBrr70GUKYdjqhcrk46pveL5XhWHm//vF/tOJXn6mXjtAsyvk3Vi4w3XjWzwFtTeoOej3d8zNy9c9WOImyQRrlRY4sbKC4uZtCgQSxcuBBFUXBwcECv19OvXz/mzp2LTmfZ1XdOTg7e3t5kZ2fj5eVVZl1BQQEnTpwgOjra7t7k582bx+DBg8nOzsbV1fLncrGln9U3m1N5ddleZg5oRpdGIWrHMb+zKTC/Fzz5K/jWUDuNfTm8CuY/BsN2GhtzW5i84jwMiqG0DaIQN3Oz9+9/M7m3lKOjI/PmzWPixIkkJydjMBiIjY2ldu3atx1YVL2vv/6aGjVqEBoayq5du3jppZfo1auXVRQ2tmZAqwgSj2QxdvFuGoV6E1bNTe1I5lU9Bl6UwR9VEdHKOL5QapJFFTeHLx0m0DUQHxcftaMIG2VycXNNzZo1qVHD+ClM2mlYn4yMDF577TUyMjIICQnhscceY9KkSWrHsksajYb3HmlCt083MGJhCoueuQsH3W0NQWWZCq+As4faKeyTizcM2QABdW+9bRVRFIU3kt4gwDWAT+7+RO04wkbd1ivol19+SaNGjXBxccHFxYVGjRrxxRdfmDubqERjx47l5MmTpbd3Pv74Y9zcbOyKgRXxdnPkkz4xpJy6zNTfj6gdx3wKr8B7UbB3idpJ7FdwI9A53nq7KqLRaPj07k8Z3WK02lGEDTO5uHn11VcZMWIEPXr04Pvvv+f777+nR48evPDCC7zyyismB/jss89K203ExcWxYcOGCu2XmJiIg4MDMTExJp9TCEvUPMqXF+6pzX/XHiXpaJbacczj1BYwFENQY7WT2K+sIzC3O1xWf0ylC1cvUFBSgL+rf+lApkJUBpOLmxkzZvD5558zefJkHnjgAR544AEmT57MrFmzmDlzpknHWrRoESNHjmTChAkkJyfTtm1bunbtSlpa2k33y87OZuDAgXTq1MnU+BUig9RZPhPbwVuN/3SoResafoxclMKFK4W33sHSpSaBewD4S5s81bj6wskNf09cqqK3Nr9VZhobISqLyb2lqlWrxtatW8s1ID58+DAtW7bk8uXLFT5Wq1ataNasGTNmzChdVr9+fR588EEmT558w/369OlD7dq10el0LFu2rNxM1jdzs9bWBoOBI0eOoNPpCAgIwMnJSdoTWSBFUTh//jz5+fmlvwe25FxOAV0/2UCTMG9mP9ECrdaKfwdndwGPQOj1tdpJ7NtnrY2TafacrmqMk9knuVBwgbigOFVzCOtUqb2lBgwYwIwZM5gyZUqZ5bNmzaJ///432Ku8oqIiduzYwbhx48os79y5M0lJSTfcb86cORw7doxvv/2Wt99++5bnKSwsLDMSb05Ozg231Wq1REdHk56eztmzMky8JdNoNISFhdlcYQMQ5OXCR481ZfDcbcxOPMHTba20+7S+GM7th4blRzQXVSwyHo6tUe30RfoidBodUd5RRHlHqZZD2I8KFTejRo0q/b9Go+GLL75g1apV3HXXXQBs3ryZU6dOmTSIX1ZWFnq9nqCgoDLLg4KCyMjIuO4+R44cYdy4cWzYsAEHh4rVZZMnT+bNN9+scC4nJyciIiIoKSlBr7fxUWOtmKOjo00WNtd0rBfI022iee/Xg7SM9qVJmI/akUync4QxR8BQonYSEZkA274wTl7qGVzlp/9vyn9JyUxhTpc5aDU21BNQWKwKVQjJycllvo6LM15SPHbsGGCcVyogIIB9+/aZHOB6Ezhe71bQtYEC33zzTerUqVNu/Y2MHz++THGWk5NDePjNG7JpNBocHR3LTUQpRFUa26UeW05cZNiCZFYMa4OnixX+Pjo4A85qpxA1OkDfheB880v5leXuiLuJ8oqSwkZUGZPb3JhLUVERbm5ufP/992Um4hwxYgQpKSmsW7euzPaXL1+mWrVqZT6tGwwGFEVBp9OxatUq7r777lue15R7dkKo7WRWHvd/uoF7GgQxtXeMdbUBW9DP2A2548tqJxEqufb2YlW/t8JimfL+rVoZ7eTkRFxcHKtXry6zfPXq1cTHx5fb3svLiz179pCSklL6GDp0KHXr1iUlJYVWrVpVVXQhqkyUvzvvPNyYH1POsnjHabXjVFxJERz7E5xk8D6LcWID/DahSk+54vgK/vP7fyjSF1XpeYUwuUFxQUEB06ZNY82aNWRmZpbrNr1z584KH2vUqFE8/vjjNG/enNatWzNr1izS0tIYOnQoYLyldObMGb7++mu0Wi2NGjUqs39gYGDpIIJC2KqeMaFsOJLFaz/uo1lkNWoGWEHBcDYZSq7KTOCWJOcsbJoObUaBu1+VnLKaSzVq+tTESedUJecT4hqTi5snn3yS1atX8+ijj9KyZcs7utzYu3dvLly4wMSJE0lPT6dRo0asXLmSyMhIANLT02855o0Q9uDNBxqyM+0Sz89P5odn43FxtPDG1KmJ4OgOIU3VTiKuifzrinhaEtTvUSWnbBPahjahbarkXEL8k8ltbry9vVm5ciUJCdb5iUza3Ahrte9sNg/9N4l+rSJ444GGase5uW8fBUUPj/+gdhLxT1MbQ937oeu7lXqafRf2Mf/AfF5u9TLuju6Vei5hPyq1zU1oaCienjI9vRBVrWF1bybcX5+5SSdZvf+c2nFu7sEZ0PV9tVOIf4tMqJKRijPzMjmXdw5nnfSUE+owubj56KOPeOmll0hNTa2MPEKImxjYOpJ7GwQxZvEu0rOvqh3nxjxkygWLFDsAWj5T6afpGNGRzzt/joPW5JYPQpiFycVN8+bNKSgooEaNGnh6euLr61vmIYSoPBqNhvcfaYKro44RC1Io0VvgPGjJ82D5cLVTiOuJagPNHq+0w2ddzeLTnZ+SX5wv3b+Fqkwuq/v27cuZM2d45513CAoKkl9gIapYNXcnPukTS59Zm5j251FeuLfig1pWiYM/Q+GNpzkRKjv6O5QUQr37zX7ovVl7WX5sOY83eBw3RzezH1+IijK5uElKSmLTpk00bSq9IIRQS8toX0Z0qsMnfxymdU0/7qpRNV17b8lgMPbGaTlE7STiRlLmw6WTlVLcdAjvQHz1eOn6LVRn8m2pevXqcfWqBd/rF8JOPH93LVpE+TJyYQqX8ixkkLTzB+Dqpb+7HQvLE5kAZ1Og8IrZDlmsL2bJ4SUUG4qlsBEWweTi5t133+XFF19k7dq1XLhwgZycnDIPIUTV0Gk1TO0TQ2GJnjGLd6HSTCplpSaB1hHCWqidRNxIZIKxm/6pLWY75LZz23h7y9uczD5ptmMKcSdMHudGqzXWQzea8NLSZ9KWcW6Erfl9/zme/no7r/dowOCEaHXDXEo1jk7c8EF1c4gbUxT4oCbEDYZOr5rtsJn5mQS6BZrteEL8mynv3ya3uVmzZs1tBxNCmN89DYIYnBDF5JUHaRHlS6NQb/XCVIs0PoTl0mig1X/AJ8Ish9uWsY3mQc2lsBEWRbVZwdUiV26ELSos0fPwZ0nkF+lZMawN7s4qjC9y6SRs/RzavADu/lV/flHl9l3YR58VfZh17yxaV2+tdhxh4yp9VvANGzYwYMAA4uPjOXPmDADffPMNGzduvJ3DCSHukLODjml9YzmXU8BrP+5TJ8TxtbB5BjjIqLQWz2CA1E3GgvQONPRryLxu87gr5C7z5BLCTEwubpYsWcJ9992Hq6srO3fupLCwEIDc3FzeeecdswcUQlRMjQAP3urZiCU7T/ND8umqD3Ay0ThRprNMz2L5FFjQG3Ytuu0jnLli/GDbJKCJjHcmLI7Jxc3bb7/NzJkz+fzzz3F0dCxdHh8fz86dO80aTghhmkfiwng4NpRXftjLiay8qjuxohjnLJIu4NZBq4OIeEi9vavtZ66coccPPfj1xK9mDiaEeZhc3Bw6dIh27dqVW+7l5cXly5fNkUkIcQcmPtiIAE9nhi3YSWFJFfVevJwKOWeMw/sL6xCVAKe2QYnpYyRVd6/OpDaT6BDewfy5hDADk4ubkJAQjh49Wm75xo0bqVGjhllCCSFun4ezA9P7NeNQRi7v/3qoak7q4ALtx0GEtL2wGpHxUHLV2HXfBNfmjeoa3RUXB5dKCifEnTG5uBkyZAgjRoxgy5YtaDQazp49y7x58xg9ejTPPvtsZWQUQpioUag347rW58uNJ/jz4LnKP6FnMHQcD67VKv9cwjyCm0JYSyiu+O3LK0VX6PljT348+mMlBhPizpncX3Ts2LFkZ2fTsWNHCgoKaNeuHc7OzowePZrnn3++MjIKIW7DkwlRJB3NYvT3u1k5vC3B3pX4KXvbF1CzE/iqPIigqDidAzy92qRdnB2c6V+vP61CWlVSKCHM47bHucnPz2f//v0YDAYaNGiAh4eHubNVChnnRtiTi3lFdP1kPdH+7sx7+i502kro1ZJzFqbUh8e+kpGJrY2iwIVjUC3KWOzcdFNFekUJVVX6ODcAbm5uNG/enJYtW1pNYSOEvfF1d2Jq71i2nLjIZ2vKt5Uzi9Qk47/SU8r6nN4O0+MgY/dNNzMoBv5v9f+x7OiyqsklxB2q8G2pJ598skLbzZ49+7bDCCHMr3VNP4Z1rMXHvx/mrpp+tIjyNe8JTm4E/zrgIcPvW52QpuDgaixQQ5vdcLMSQwn1qtUjzCOsCsMJcfsqXNzMnTuXyMhIYmNjLWP2YSFEhQ3vVJtNxy8wYkEyK0e0xcfNyXwHT02SqzbWysEJwlsYxyiKv3GbSSedE6NbjK7CYELcmQoXN0OHDmXhwoUcP36cJ598kgEDBuDra+ZPgEKISuGg0/JJn1i6frKBsYt387/H48zTfsKgN46XUqfrnR9LqCMywThthsEA2vItFaZsn0I933p0q9FNhXBC3J4Kt7n57LPPSE9P56WXXuKnn34iPDycXr168dtvv8mVHCGsQHUfV95/tAmr9p/j282p5jmoVgfdP4Y6nc1zPFH1IhOM84Hlni23Sm/Qc/7qeXKLclUIJsTtu+3eUqmpqcydO5evv/6a4uJi9u/fbxUNi6W3lLB3r/24l4XbTrHs2QQaVL/Dv4EzO8A9EHzCzRNOVD2DATQa4+MGpKeUsARV0ltKo9Gg0WhQFAWDwXC7hxFCVLGXu9Wnhr87wxbsJL+o5M4OtnwErJ1snmBCHVqtsbApLiizePmx5Ww4vQFAChthdUwqbgoLC1mwYAH33nsvdevWZc+ePUyfPp20tDSruGojhAAXRx3T+zXj7OUC3li+7/YPdPUSnNtrvK0hrNvmmfBJE+O4Nxiv1PyZ9ifrT69XOZgQt6fCDYqfffZZFi5cSEREBIMHD2bhwoX4+flVZjYhRCWpFejBmz0bMnbxbhJq+dMzJtT0g6RtARTpKWUL/GvDlXOQdQQC6qDRaPi4w8cUG4rVTibEbalwcTNz5kwiIiKIjo5m3bp1rFu37rrbLV261GzhhBCV57G4MDYeyWLCD3uJCfch0s/dtAOkbgSvUOPotsK6hbcEjQ5SE0lR8nHUOtLQvyFOOjMOGSBEFapwcTNw4EC57yqEDdFoNEx6qBH3f7qR4QuS+X5oPE4OJtyp1jpAvftv2hBVWAlnT6geA6mJfH1lDzmFOXxx3xdqpxLitt12bylrJb2lhChr16nLPDIjiSfbRPNyt/pqxxFqWfUKHPyZkue3kVOUg6+LjGMmLEuV9JYSQtiGpuE+vNSlHrPWH2ftocyK7ZR/EQpl7BNbcrZZf9Ie/x4HrYMUNsLqSXEjhOCpNtG0rxPAi9/tIjOn4NY7bJoO01uU9q4R1m/Gofk8t/YFDIoM7SGsnxQ3Qgi0Wg0f9WqKVqvhhe9SMBhuUbSkJv3VCFXa29iK8S3HM0UXivaXl9SOIsQdk+JGCAGAv4czU3vHkHTsAjPWHbvxhsVXjSMTR7apunCi0uQX53Ox4CJujm7UdvSGI6vUjiTEHZPiRghRKqGWP892qMmU1YfZkXrp+hud3g76IhnfxkZ8secLHvvpMQr1hcYBGS+dhOwzascS4o5IcSOEKGPkPXVoGubN8AXJZF+9ziBuF48b55MKbFD14YTZDWgwgNdbv46zzvnvgjU1Sd1QQtwhKW6EEGU46rR80ieW3IJixi3ZTbnRIuKegFH7jXMSCaulKApXS67i6+JLu7B2xoXu/hBQzzhAoxBWTF6dhBDlhPu68d4jTfhlbwbzt6b9vcJgAIMedI7qhRNmsfzYcnou60l2YXbZFQ/Pgo6vqBNKCDOR4kYIcV1dG4fQv1UEE3/az6GMv8a0Ob0N3ouGCzdpcCysQrOgZvSv3x9vZ++yK0KagkeAOqGEMBMpboQQN/Rq9wZE+bnz/PydXC3SG29XKAbwiVQ7mrgDiqIQ7hnOEw2fKL9SXwxLh8CR36s+mBBmIsWNEOKGXBx1TOsXy6lL+Uxcsd/Y0DSiFegqPC2dsDB7zu+h14penMs7d/0NdI5weisc+a1qgwlhRlLcCCFuqk6QJ6/3aMh3W09QcjJJuoBbOSedE3Wr1cXP1e/GG0XGw8nEqgslhJlJcSOEuKU+LcJ5uk4BDiX5nPNtrnYccQfq+tbl7TZv46C9ydW3yDaQuc84h5gQVkiKGyHELWk0Gp7r9xA9Xb7k2TVQrJf5h6xN1tUsRvw5gvQr6bfe+NrVubRNlRtKiEoixY0QokK8XBx5vV8ndp3NY8rqw2rHESbKzM8kqyALVwfXW29cLRIemA4hMZWeS4jKIMWNEOLWDAaY1YFm+Um82LkuM9YeY8OR82qnEiZo4NeAed3m4ePiU7Edmj0O3qGVmkmIyiLFjRDi1jL3w9lkcPZkSLsatK3tzwuLdnE+t1DtZOIWivXFfLjtQ87nm1iMXk6DVa9AQfattxXCwkhxI4S4tdQk0DpCWAu0Wg0f9WoKKIz6LgWDQbnl7kI9x7OPs/LESi4V3mAi1BspKYKkaZC2pXKCCVGJpLgRQtxa6kYIjQNHY3uNQE8XpvSKYcORLD7fcFzlcOJm6vrW5bdHfqNOtTqm7ehXEzyCIFW6hAvrI8WNEOLmFMV45SYqoczidnUCGNK+Bh/8dojkNBOvCogqseTwEvKK83C8nbnANBpjrymZIVxYISluhBC3NmAJNCs/VP/oznVpFOrN8IXJ5BQUqxBM3Mjp3NO8t+09Np29g+7ckQlwdicU5ZkvmBBVQIobIcTNaTTGyRSrlZ9PylGnZVrfWC7nFfPy0j0oirS/sRRhnmGsfHglnSI63f5BanWCtqNBX2S+YEJUASluhBA3t+4D2D77hqvDfd145+HGrNidznfbT1VhMHEj2zO2U6wvxt/VH41Gc/sH8q0BHceDazXzhROiCkhxI4S4MUWBHXPg4s0bDfdoWp0+LcJ5ffk+jpzLraJw4nouF1zmP7//h0WHFpnngFlHYM9i8xxLiCoixY0Q4sYup0LOGWPbi1t4vUdDwqq5MWxBMgXF+ioIJ67Hx8WHb7t9y2N1HzPPAY+shmXPQnGBeY4nRBWQ4kYIcWMnEwENRNx1y01dnXRM7xfLiaw83v55f+VnE+Wczj2NoijU9a2Ls87ZPAeNSgB9obFhsRBWQvXi5rPPPiM6OhoXFxfi4uLYsGHDDbddunQp9957LwEBAXh5edG6dWt+++23KkwrhJ1JTYKgRhVuc1Ev2ItXuzfg281p/Lq3AhM0CrMpKCng8V8e57Ndn5n3wEGNwNn7r0JXCOuganGzaNEiRo4cyYQJE0hOTqZt27Z07dqVtLS0626/fv167r33XlauXMmOHTvo2LEjPXr0IDk5uYqTC2EnYvvD3RNM2qV/qwi6Ngpm7OLdnL6UX0nBxL+5OLjwbtt3eaT2I+Y9sFZnvHIng/kJK6JRVOy72apVK5o1a8aMGTNKl9WvX58HH3yQyZMnV+gYDRs2pHfv3rz22msV2j4nJwdvb2+ys7Px8vK6rdxCiJvLzi+m26cbCPZ2YdEzd+GgU/0isU3LL87HzdGt8k6QMh/O7YP7JlXeOYS4BVPev1V7xSkqKmLHjh107ty5zPLOnTuTlFSxETENBgO5ubn4+vrecJvCwkJycnLKPIQQFZCaBJtnGHtMmcjbzZFP+8aQcuoyU38/UgnhxDUGxcDTq57m4x0fV95JYvpJYSOsimrFTVZWFnq9nqCgoDLLg4KCyMjIqNAxPvroI/Ly8ujVq9cNt5k8eTLe3t6lj/Dw8DvKLYTd2L0Its8xDuJ3G+IifRl1bx3+u/YoSUezzBxOXKNBw+MNHqdjeMfKPdHlU5B5oHLPIYSZqH6t+N8DTCmKUqFBpxYsWMAbb7zBokWLCAwMvOF248ePJzs7u/Rx6pQMMiZEhVxnPilTDW1fk9Y1/Bi5KIULVwrNFExcc+31smt0V2ICYyr3ZMuHweqK3f4XQm2qFTf+/v7odLpyV2kyMzPLXc35t0WLFvHUU0/x3Xffcc8999x0W2dnZ7y8vMo8hBC3cCUTsg5XaHybm9FpNXzcOwa9QeHF73dhMMj0DOb0xqY3+HTnp1VzsqgESNsMBhnDSFg+1YobJycn4uLiWL16dZnlq1evJj4+/ob7LViwgEGDBjF//nzuv//+yo4phH26NhN0ROs7PlSQlwsf9mrK2kPnmZ144o6PJ4wURaG2T20ivcrP+VUpIhOgMAcy9lTN+YS4Aw5qnnzUqFE8/vjjNG/enNatWzNr1izS0tIYOnQoYLyldObMGb7++mvAWNgMHDiQTz75hLvuuqv0qo+rqyve3t6qfR9C2BzvMIgfBt6hZjlcx7qB/F/baN779SAto31pEuZjluPaM41Gw4AGA6ruhKFxoHM2Fr7VY6ruvELcBlXb3PTu3ZupU6cyceJEYmJiWL9+PStXriQy0vhJJD09vcyYN//73/8oKSnhueeeIyQkpPQxYsQItb4FIWxTWHPo/LZZDznmvnrUD/Fi2IJkcguKzXpsezPvwDxm7Z5VtSd1cIY6nY2jFQth4VQd50YNMs6NELdw9TIc/R1qdwYX8/6NnMzKo/u0jXSqH8jU3jF3NmO1HZu5ayZXiq4wusVotaMIUWWsYpwbIYSFSk2CJU/B1YtmP3SUvzuTHmrEjylnWbzjtNmPby+GNh2qXmFTmGt8CGHBpLgRQpSVmgheYeBTOQ1Ve8aE8lhcGK/9uI9j569Uyjls1aazm/j+8PcYFIM6AUoK4YPasGuhOucXooKkuBFClJWaCJHxtz14X0W82bMhIT4uPD8/mYJi6VpcUTvO7eC3k7+hQaXbeQ7OENJE5pkSFk+KGyHE3wpyIH3XHQ/edytuTg5M6xvLsfNXePeXg5V6LlvyfOzzzOg0Q922SpHxxluX9tVcU1gZKW6EEH+7esnYkDiqbaWfqmF1byZ0q8/cpJOs2lexKVfsVVpOGn+m/QmAo85R3TCRbeDKObhwTN0cQtyEFDdCiL9Vi4R+i8CvZpWcbmDrSO5tEMTYJbs5e/lqlZzTGq04voL3t71Pkb5I7SgQ3hIcXOC8XHETlku6ggsh/nY2GfzrgpNblZ3ycn4RXT/ZQHg1N+b/XyscdPKZ698UReFCwQX8Xf3VjmJUUmhsfyNEFZKu4EII0xXlwxf3QvK3VXpaHzcnPukTy/bUi0z782iVntvS5RXnsev8LjQajeUUNmAsbGSOKWHBpLgRQhid2Q6G4kpvTHw9LaN9GdGpDtP+PMLm4xeq/PyWavHhxfzfqv8juzBb7Shlnd4O70XDpVS1kwhxXVLcCCGMUpPAtRoE1Ffl9M/fXYsWUb6MXJjCxTwLaFtiAQbUH8BXXb7C29nC5s7zrWGcRPPaBKtCWBgpboQQRic3QkQ8aNV5WdBpNXzSJ5bCEj1jF+/CzpoDlmFQDJzOPY1Oq6O+nzrF5k25+UJQQ0jdqHYSIa5LihshhHHMEsUA0e1UjRHs7cIHjzbl9wOZzE06qWoWNf1y4hceWPYAZ6+cVTvKjV0b70YIC+SgdgAhhAXQaGDwSrVTAHBPgyAGJ0QxeeVBWkT50ijUwm7JVIFOEZ1w1DpS3aO62lFuLDIBts6C3HPgGaR2GiHKkK7gQgjIvwguPqrdkvq3whI9D3+WRH6Rnp+GtcHD2X4+h+UX5+PmWHVd8W9b4RVjuxsvCy7AhE2RruBCCNMseRoWD1Y7RSlnBx3T+sZyLqeA137cq3acKrPr/C7uWXwPhy8dVjvKrTl7SGEjLJYUN0LYO30JnNoCIU3VTlJGjQAP3urZiKU7z7B052m141SJKK8onmjwBDW9q2aE6Du2ayHMe0ztFEKUI8WNEPYuYxcUXYGoNmonKeeRuDAejg3llWV7OZGVp3acSqUoCt7O3gxpOgSdVqd2nIrR6ODIKrhyXu0kQpQhxY0Q9u5kIji4QkiM2kmua+KDjQj0dGbYgp0UltjmqLjn88/z4I8Psi9rn9pRTBMZb/w3TXpNCcsixY0Q9u78wb8mQ3RSO8l1eTg7ML1fMw5l5PLeL4fUjlMpFBQa+TcizDNM7Sim8Q6FalHGAlkIC2I/XRCEENf34GfGni8WrFGoN+O61uetFftJqOVHp/q21fU40C2QSW0mqR3j9kQmyHg3wuLIlRsh7Nm1kSCcPdTNUQFPJkTRqV4go7/fRUZ2gdpxzKJIX8SIP0dY3+2of4ofDg/+V+0UQpQhxY0Q9mzrLJjZBgwGtZPckkaj4YPHmuLkoGXkomT0BusfoutSwSWyi7Jx0lnmLcEKCaxncT3thJDiRgh7dnIjOHlYzOB9t+Lr7sTU3rFsOXGR/645qnacOxbkHsTcLnOpXa222lHuTNJ02PaF2imEKGUdr2hCCPNTFGNbicgEtZOYpHVNP4Z1rMXU3w+z9cRFtePcFkVRmJY8jaOXrL9AAyA9BZLnqZ1CiFJS3Ahhr7IOQ37W3915rcjwTrWJi6zGyIXJXM4vUjuOybILs1l1chUnc06qHcU8IhMgfRcU5qqdRAhAihsh7FdqonEQtvBWaicxmYNOyyd9Yskr0jN28W6sbYo8Hxcflj6wlE4RndSOYh6RCaDojSNdC2EBpLgRwl7FPg5DN1hFT6nrqe7jyvuPNmHV/nN8szlV7TgVtvL4SjLyMnDUOaLRaNSOYx7+tcE9QMa7ERZDihsh7JXOEYIaqp3ijtzXMJiBrSN5++cD7D+bo3acWyooKWDqzqksP7Zc7SjmpdHAfe9A3W5qJxECAI1ibddz75ApU6YLYbMunoDlw6DHJ+BnJZM03kBBsZ4H/5tIkd7AimFtcHOy7LFJc4tycdY5W3f3byFUYMr7t1y5EcIepSYau4G7+amd5I65OOqY3q8Z6ZcLeGO55Q6Gt/v8bnKKcvB08rTNwqakEDbPgIy9aicRQoobIezSyUQIbgSuPmonMYtagR682bMh320/zY8pZ9SOU47eoGf8hvFM2T5F7SiVR+sI696DAz+pnUQImVtKCLuUmmhz7SMeiwtj45EsJvywl5hwHyL93NWOVEqn1TH7vtnotDq1o1QerRYi4o2/W0KoTK7cCGFvsk/D5VSrHN/mZjQaDZMeaoSvuxPDFiRTVGIZU0pk5GVQpC8iyD0If1d/teNUrsh4OL3NeItKCBVJcSOEvXH1hb4LIbqd2knMztPFkWl9Y9l/NocPVx1SOw6KojBm3RjGbRindpSqEZUAJQVwZqfaSYSdk9tSQtgbJzeo21XtFJWmabgPL3Wpx6SVB2hd04+OdQNVy6LRaHgj/g2KDcWqZahSwU0gbhA4e6qdRNg5uXIjhL35ZZyxp5QNe6pNNO3rBDD6u11k5hSokiG/OB+DYqCmT03q+dZTJUOV0+qMwwsEN1I7ibBzUtwIYU+uZMKWGZCboXaSSqXVavioV1O0Wg0vfJeCwVD1w3lN2jKJ4X8Or/Lzqu7qJdizGPQlaicRdkyKGyHsybWeLFY2E/jt8PdwZmrvGJKOXWDGumNVfv6Haz/MQ7UeqvLzqi7rKCx5yjiRphAqkeJGCHuSmgS+NcArRO0kVSKhlj/PdqjJlNWH2ZF6sUrOaVCMvbTiguLoFGkjE2OaonoMOLpJl3ChKiluhLAnJxPt4qrNP428pw5Nw7wZviCF7PzKb9g7d99cRq4ZWVrk2B2dI4S3lOJGqEqKGyHshaLAXUMhpr/aSaqUo07LJ31iyS0oZtzS3VT2dHqRXpE09GuIVmPHL6+RCZC6CQx6tZMIO2XHf31C2BmNBpoNhMjWaiepcuG+brz3SBN+2ZvB/K1plXquThGd+L8m/1ep57B4NTpAxF1QkK12EmGnpLgRwl4cWAFHf1c7hWq6Ng6hf6sIJv60n0MZuWY//vrT63kj6Q2K9EVmP7bVCW8J/b8DN1+1kwg7JcWNEPZi/Qew+zu1U6jq1e4NiPJz5/n5O7laZN5bJrlFueQW5eKodTTrca1WUT6c2692CmGnpLgRwh4U5EDGbpubT8pULo46pvWL5dSlfCau2GfWY99f434+6vARGo3GrMe1Whs/hq+6G9t6CVHFpLgRwh6c2gKKASLbqJ1EdXWCPHm9R0MWbD3Fit1n7/h4J7NPMj15OoV6mSyyjMh4yL8A59Wf40vYHyluhLAHqYngHgh+NdVOYhH6tAjn/iYhjF+yh1MX8+/oWHuy9rA6dXWl98KyOuEtQesgXcKFKqS4EcIeBNSDVkOMPaYEGo2GyQ83xtvNkWELkinW3/6YND1q9mDxA4txcXAxY0Ib4OQO1WOluBGqkOJGCHvQtA+0G612Covi5eLIp31j2Xsmm49WHTZ5/ytFV/j+8PfoDXppRHwj0e2MDYuFqGJS3Ahh6y6e+GtANTsdMfcmmkVU48XOdZm57hjrD583ad+NZzfy4bYPOX/VtP3syt2vQr+FaqcQdkiKGyFs3a4FsLCv2iks1pB2NWhb259R3+3ifG7FGwV3ierCyodXEuweXInprJxGY+wtVWj+cYWEuBkpboSwdalJxuHwtfLnfj1arYaPejUFFEZ9l4LBcPOGwQbFQNKZJBRFwc/Vr2pCWrOve8LKMWqnEHZGXu2EsGUlhXB6m92Pb3MrgZ4uTOkVw4YjWczacPym2yadTWLI70M4dEm6OFdIUENpVCyqnBQ3QtiyMzuhpMDuZgK/He3qBDCkfQ0+/O0QyWmXbrhdm9A2fNf9O+r51qvCdFYsMgEup8HlU2onEXZEihshbFlxPoTfBcGN1U5iFUZ3rkujUG+GLUgmp6C43PrUnFQA6vvVr+po1ivir4laU5PUzSHsihQ3QtiyWp3gqd9Aq1M7iVVw1GmZ1jeW7Pxixi/dU2Zgvv0X9tPjhx5sTt+sYkIr5O4HgQ2M038IUUVUL24+++wzoqOjcXFxIS4ujg0bNtx0+3Xr1hEXF4eLiws1atRg5syZVZRUCCujL4ELx2RuHxOF+7rxzsON+Xl3Oou2/X0rpZ5vPT5o/wEtglqomM5KPfkr3DdJ7RTCjqha3CxatIiRI0cyYcIEkpOTadu2LV27diUtLe262584cYJu3brRtm1bkpOTefnllxk+fDhLliyp4uRCWIH0XTCtGZzZoXYSq9OjaXX6tAjnjZ/2ceRcLnnFeWg1Wu6Lug+dXAUznYu38V8ptEUV0SgqTojSqlUrmjVrxowZM0qX1a9fnwcffJDJkyeX2/6ll15i+fLlHDhwoHTZ0KFD2bVrF5s2barQOXNycvD29iY7OxsvL687/yaEsFSJn8LayTAuDXQygq6prhbp6TF9I2izKQh6n4kJE7k74m61Y1mnonz4vCN0GAcNH1I7jbBSprx/O1RRpnKKiorYsWMH48aNK7O8c+fOJCVdv+HZpk2b6Ny5c5ll9913H19++SXFxcU4OpZ/AS8sLKSw8O+BuXJycsyQ/vry87N4ZlFnnjd4cJfizHpNIbO0V5j72K84eAQyZcnDKNlneNHghR6FgbqLPFP7Udq3eZktOz/n010z+FxfDTe0TNfmkuPixcv9VgEwaG5z+uld6ay4kKIp4gNtLtO6fIlvSCyfL3+CUxcOMFFv/HT0jO4iPcLa0+PeKew/tIy3kyYyRe9DMDq+0uaxz0HL+wM3AvD81/G0L9bwmOLGcUp4RZfN5DaTiKzdlYW/DWfT2SQ+0VcDYJTuEs38mzCgx2xOnd7M2NXP8obei7o4slSTzypdITMHbQdg/PxO1CrI5ymDB+fRM0x3iQnNRtC46SB+Xvc63x//ibl64xghr+uyCfSK4LlHFpOTfYr/W/oAow1etFCc+F1TwJfaPBb0Ww/OHrzzXQ9crpxnlMGTAhQGOlxgWJ2+tI0fy/qtnzJ9/xy+LfHDCQ0faXMocqvG+D6/AtBrbixD9B50UlzYoinkI10uX9y/AK+Aenz6Qx8uXD7Om389h4/rLtAnojP3d3qXlH0LmbTtPWaUVMMfHbO0Vzjm5Mh7A9YD8NTXrbi/2IGHFTcOUMyrDtlMbT+FsOiOfLVyCMnndjD1r+fwP7qLtA2Mo9/9szh+ci1j1r7A+yU+1MSBBdo81ulKmPnEVgBGftuOpkUlDDa4c4YShjtc5q24sTRo3Jelf47jx9RVfPXXczhWd5lo7xr85+FFZF04zDM/9eaVy3k0C2/Jz6mr+Gb/Nyzsbhwp9tXEV/F18eWFuBfILcpl4C8DGdNiDPHV4/k99Xf+m/Jflj6wFI1Gw9ub38ZB68C4luMoNhTT66deDI8dTseIjmw4vYEpO6Yw//75uDq48v6298kvzueN+DcAeHj5wzzT+Bm6RHdha/pW3tnyDnO7zMXHxYdPd37K2byzvNv2XQD6ruhLr7q9eKj2Q6RkpvB60uv8797/EewezP92/Y8DFw8wteNU49/Cr4PoGtWV3vV6c/DiQcauH8u0u6cR6RXJ3L1z2Zy+mZn3Gm9XD1k9hPjq8TzR8AlOZp9k2J/D+LD9h9T1rcv8A/NZlbqKuV3mAjDsz2E09GvI0KZDSb+SzjOrn2FEt5cZPU9DNacOfLJCz3SkS/PtmnYxF+clo8n64T0AvvZ4koNODel4dTX3Xv21zLZ7nJqywGMgPvqLjM0ufzvrlWrvY9DoeCZ3OlHFJ8qsW+Leix3OrWhRuImH8haXWXfcsRZfeP4HB6WYiZfKvvcAvOvzGjlab/pfmUvDoj1l1v3m2o11rp1oULSHAVfmlll3ThfMJ97GsXzeuDQeJ6Wo7Pfu9QLpDmH0zFtMq8KyH8Q3urRnpdsDRJacYEjO9DLr8rQeTPJ5E4Ax2W9TTV+2F99sz2c46liXe67+yt1XV5dZl+wcx/fu/fDXZzIq+72y36gGXq72EQDP5kwlrKRsT7ZF7v3Z5dyM1gUb6JG/rMy6w451mev5DC6GfF67/Cr/9rbPRPK17vRoWp3BCdHl1lcV1YqbrKws9Ho9QUFBZZYHBQWRkZFx3X0yMjKuu31JSQlZWVmEhISU22fy5Mm8+eab5gt+E1qNjmhnX9ydQsDBC8+SbGoUZaD5a96ZILdgKDGAcygaRaHm1cN4uvkD4OHqS01nXzSutUCjI6goHQ9nj9Jj13D2w9vRDxyq4aq/Qq3Cszg4uAEQ6B4C+RfBJQKAmlePUc3d+Fy4OvtQx9kPB5co0DoRWJRJnvbvYfhruAXhrziDox/OhgLqFKTh7GysiAM8QqjpGgguxl/QGgUnCfCoDoCzowf1XPxwcwoHnSv+xReprc8uPW60ewjBDoXgFIijoZgGhSdxdzG+Efu6B1HPJQBcaxm3LTyFj0coAA46Jxq6BODlFAI6D6qVZNOwOBM0xjuokR6hOOEITiHoFAONC7T4uAcCUM09kCbOAWi8a4JGS0RROiWu1UozNXEOwNcxEBy88dZfoUlROg6OrsbjeobjU3QVnMMAaHT1GAEexufQy8WXps4BOHpHgcaRsKJMHBz+vjXRyDWYIFc3cPTFQ3+V2KIzuDh5AhDqEUZBzhlwiTRuW3CS6p7Gc7g5exLnHIibVxhoXahefIFGyt/z8DT0CCO8WA+O/rgYimhemIanm/E5DPYIJdY1uPRn06DwFEGexp+/k4MLLZ0D8QmvDs0GE+TqRvOg5qXHredbD8+/8jloHbgr5C78/vrZBLgFcFfIXaXb1vWti05j/F41aLgr5C4C3AIA8HP1466Qu0rX161Wl0L93x8kWoe0Jsjd+Pfq6+JLfGg8jn9dQarlU6vMAHh3Vb+LsL+eFx9nHxJCE3DRGSeirOlTs8yklK2CWxHuFW782Th50Ta0LW5//S1Ee0dTopSUbtsiuAXR3sbnyN3RnfZh7fFyMv5+R3lFlflemwc1L83g4uBCh/AONK0eysz+NVm5JwJxZ353Hkr93L/f2P39/Kjp4oF7bhA5urJvgjrX6tT09cCtpIQcffk3yJoB7hg0DhgII6dsHYGPTwA13T3wyQsgR1N2X8U5lJr+HugMxeQUlz9uhL8XV3UeaLXVySm4Umadh1cgNT098L/qSw5l9y128KdmgPH1Oq84igKlbE+76n7VcHPywNkxmJy8svu6eARR09sD/0Ifcgxl1xVq3UqPW6iPJEfvU2Z9oK8viosH7jmB5Z5DB7fq1KzmgWdx4Q2eQ+Nx9Uo4OcVlSwHfan7UdPPA+0oAOdp/7escRk1/DxwNDuSUlD9upL8nRTo3/Dycy62rSqrdljp79iyhoaEkJSXRunXr0uWTJk3im2++4eDBg+X2qVOnDoMHD2b8+PGlyxITE2nTpg3p6ekEB5cfBv16V27Cw8PltpQQQghhRazitpS/vz86na7cVZrMzMxyV2euCQ4Ovu72Dg4O+Pldfxh0Z2dnnJ3VrSCFEEIIUXVU6y3l5OREXFwcq1eXvU+4evVq4uOvP1R869aty22/atUqmjdvft32NkIIIYSwP6p2BR81ahRffPEFs2fP5sCBA7zwwgukpaUxdOhQAMaPH8/AgQNLtx86dCipqamMGjWKAwcOMHv2bL788ktGjx6t1rcghBBCCAuj2m0pgN69e3PhwgUmTpxIeno6jRo1YuXKlURGGhtfpqenlxnzJjo6mpUrV/LCCy/w3//+l+rVq/Ppp5/yyCOPqPUtCCGEEMLCqDrOjRpknBshhBDC+pjy/q369AtCCCGEEOYkxY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJui6vQLarg2IHNOTo7KSYQQQghRUdfetysysYLdFTe5ubkAhIeHq5xECCGEEKbKzc3F29v7ptvY3dxSBoOBs2fP4unpiUajMeuxc3JyCA8P59SpUzJv1R2Q59E85Hk0D3kezUOeR/Ow5+dRURRyc3OpXr06Wu3NW9XY3ZUbrVZLWFhYpZ7Dy8vL7n7pKoM8j+Yhz6N5yPNoHvI8moe9Po+3umJzjTQoFkIIIYRNkeJGCCGEEDZFihszcnZ25vXXX8fZ2VntKFZNnkfzkOfRPOR5NA95Hs1DnseKsbsGxUIIIYSwbXLlRgghhBA2RYobIYQQQtgUKW6EEEIIYVOkuBFCCCGETZHixkw+++wzoqOjcXFxIS4ujg0bNqgdyapMnjyZFi1a4OnpSWBgIA8++CCHDh1SO5bVmzx5MhqNhpEjR6odxeqcOXOGAQMG4Ofnh5ubGzExMezYsUPtWFalpKSEV155hejoaFxdXalRowYTJ07EYDCoHc3irV+/nh49elC9enU0Gg3Lli0rs15RFN544w2qV6+Oq6srHTp0YN++feqEtUBS3JjBokWLGDlyJBMmTCA5OZm2bdvStWtX0tLS1I5mNdatW8dzzz3H5s2bWb16NSUlJXTu3Jm8vDy1o1mtbdu2MWvWLJo0aaJ2FKtz6dIlEhIScHR05JdffmH//v189NFH+Pj4qB3Nqrz33nvMnDmT6dOnc+DAAd5//30++OADpk2bpnY0i5eXl0fTpk2ZPn36dde///77TJkyhenTp7Nt2zaCg4O59957S+dPtHuKuGMtW7ZUhg4dWmZZvXr1lHHjxqmUyPplZmYqgLJu3Tq1o1il3NxcpXbt2srq1auV9u3bKyNGjFA7klV56aWXlDZt2qgdw+rdf//9ypNPPllm2cMPP6wMGDBApUTWCVB++OGH0q8NBoMSHBysvPvuu6XLCgoKFG9vb2XmzJkqJLQ8cuXmDhUVFbFjxw46d+5cZnnnzp1JSkpSKZX1y87OBsDX11flJNbpueee4/777+eee+5RO4pVWr58Oc2bN+exxx4jMDCQ2NhYPv/8c7VjWZ02bdrwxx9/cPjwYQB27drFxo0b6datm8rJrNuJEyfIyMgo877j7OxM+/bt5X3nL3Y3caa5ZWVlodfrCQoKKrM8KCiIjIwMlVJZN0VRGDVqFG3atKFRo0Zqx7E6CxcuZMeOHWzfvl3tKFbr+PHjzJgxg1GjRvHyyy+zdetWhg8fjrOzMwMHDlQ7ntV46aWXyM7Opl69euh0OvR6PZMmTaJv375qR7Nq195brve+k5qaqkYkiyPFjZloNJoyXyuKUm6ZqJjnn3+e3bt3s3HjRrWjWJ1Tp04xYsQIVq1ahYuLi9pxrJbBYKB58+a88847AMTGxrJv3z5mzJghxY0JFi1axLfffsv8+fNp2LAhKSkpjBw5kurVq/PEE0+oHc/qyfvOjUlxc4f8/f3R6XTlrtJkZmaWq6rFrQ0bNozly5ezfv16wsLC1I5jdXbs2EFmZiZxcXGly/R6PevXr2f69OkUFhai0+lUTGgdQkJCaNCgQZll9evXZ8mSJSolsk5jxoxh3Lhx9OnTB4DGjRuTmprK5MmTpbi5A8HBwYDxCk5ISEjpcnnf+Zu0ublDTk5OxMXFsXr16jLLV69eTXx8vEqprI+iKDz//PMsXbqUP//8k+joaLUjWaVOnTqxZ88eUlJSSh/Nmzenf//+pKSkSGFTQQkJCeWGIjh8+DCRkZEqJbJO+fn5aLVl32Z0Op10Bb9D0dHRBAcHl3nfKSoqYt26dfK+8xe5cmMGo0aN4vHHH6d58+a0bt2aWbNmkZaWxtChQ9WOZjWee+455s+fz48//oinp2fplTBvb29cXV1VTmc9PD09y7VTcnd3x8/PT9ovmeCFF14gPj6ed955h169erF161ZmzZrFrFmz1I5mVXr06MGkSZOIiIigYcOGJCcnM2XKFJ588km1o1m8K1eucPTo0dKvT5w4QUpKCr6+vkRERDBy5EjeeecdateuTe3atXnnnXdwc3OjX79+Kqa2IOp21rId//3vf5XIyEjFyclJadasmXRhNhFw3cecOXPUjmb1pCv47fnpp5+URo0aKc7Ozkq9evWUWbNmqR3J6uTk5CgjRoxQIiIiFBcXF6VGjRrKhAkTlMLCQrWjWbw1a9Zc9zXxiSeeUBTF2B389ddfV4KDgxVnZ2elXbt2yp49e9QNbUE0iqIoKtVVQgghhBBmJ21uhBBCCGFTpLgRQgghhE2R4kYIIYQQNkWKGyGEEELYFCluhBBCCGFTpLgRQgghhE2R4kYIIYQQNkWKGyGEEELYFCluhBAAdOjQgZEjR1rs8apSZWSPiopi6tSpZj2mEOL6pLgRQli8nJwcJkyYQL169XBxcSE4OJh77rmHpUuXUtmDrDdu3Jinn376uusWLFiAo6Mj586dq9QMQgjTSHEjhLBIer0eg8HA5cuXiY+P5+uvv2b8+PHs3LmT9evX07t3b8aOHUt2dvZtHV9RFEpKSm653VNPPcV3331Hfn5+uXWzZ8+me/fuBAUF3VYGIUTlkOJGCDuUl5fHwIED8fDwICQkhI8++qjM+qKiIsaOHUtoaCju7u60atWKtWvXlq6/cOECffv2JSwsDDc3Nxo3bsyCBQtues5bHXPu3Ln4+PiwYsUKGjRogLOzM6mpqbz88sucPHmSLVu28MQTT9CgQQPq1KnD//3f/5GSkoKHhwcA3377Lc2bN8fT05Pg4GD69etHZmZm6fHXrl2LRqPht99+o3nz5jg7O7Nhw4ZbPhePP/44hYWFfP/992WWp6Wl8eeff/LUU09x7NgxevbsSVBQEB4eHrRo0YLff//9hs/FyZMn0Wg0pKSklC67fPkyGo2mzHOyf/9+unXrhoeHB0FBQTz++ONkZWXd9HkWQkhxI4RdGjNmDGvWrOGHH35g1apVrF27lh07dpSuHzx4MImJiSxcuJDdu3fz2GOP0aVLF44cOQJAQUEBcXFxrFixgr179/LMM8/w+OOPs2XLlhue81bHBMjPz2fy5Ml88cUX7Nu3j8DAQBYuXEj//v2pXr16uWN6eHjg4OAAGIunt956i127drFs2TJOnDjBoEGDyu0zduxYJk+ezIEDB2jSpMktnws/Pz969uzJnDlzyhxnzpw5BAUF0bVrV65cuUK3bt34/fffSU5O5r777qNHjx6kpaVV7AdyHenp6bRv356YmBi2b9/Or7/+yrlz5+jVq9dtH1MIu6HupORCiKqWm5urODk5KQsXLixdduHCBcXV1VUZMWKEcvToUUWj0Shnzpwps1+nTp2U8ePH3/C43bp1U1588cXSr9u3b6+MGDFCURSlQsecM2eOAigpKSml68+dO6cAypQpU0z+Prdu3aoASm5urqIoirJmzRoFUJYtW1a6za2ei2t++eUXRaPRKMeOHVMURVEMBoMSFRV10+ejQYMGyrRp00q/joyMVD7++GNFURTlxIkTCqAkJyeXrr906ZICKGvWrFEURVFeffVVpXPnzmWOeerUKQVQDh06ZNJzIYS9cVCxrhJCqODYsWMUFRXRunXr0mW+vr7UrVsXgJ07d6IoCnXq1CmzX2FhIX5+foCxPcy7777LokWLOHPmDIWFhRQWFuLu7n7dc1bkmABOTk40adKk9Gvlr8bCGo3mlt9XcnIyb7zxBikpKVy8eBGDwQAYbx81aNCgdLvmzZtX+Lm4pnPnzoSFhTFnzhzeeust/vzzT06ePMngwYMB422+N998kxUrVnD27FlKSkq4evXqHV252bFjB2vWrCm97fZPx44dK/dcCiH+JsWNEHZGuUXvIoPBgE6nY8eOHeh0ujLrrr3RfvTRR3z88cdMnTqVxo0b4+7uzsiRIykqKrrtYwK4urqWKWQCAgKoVq0aBw4cuGnmvLw8OnfuTOfOnfn2228JCAggLS2N++67r1ymfxZgt3ourtFqtQwaNIi5c+fy5ptvMmfOHNq1a0ft2rUB422+3377jQ8//JBatWrh6urKo48+esPnQ6vVljt/cXFxmW0MBgM9evTgvffeK7d/SEhIhXILYa+kzY0QdqZWrVo4OjqyefPm0mWXLl3i8OHDAMTGxqLX68nMzKRWrVplHsHBwQBs2LCBnj17MmDAAJo2bUqNGjXKtJ35t4oc83q0Wi29e/dm3rx5nD17ttz6vLw8SkpKOHjwIFlZWbz77ru0bduWevXqlWlMfLvPxT8NHjyY06dPs3TpUpYuXcpTTz1Vum7Dhg0MGjSIhx56iMaNGxMcHMzJkydveN6AgADA2K7mmn82LgZo1qwZ+/btIyoqqtxzdqMrZEIIIyluhLAzHh4ePPXUU4wZM4Y//viDvXv3MmjQoNKrCXXq1KF///4MHDiQpUuXcuLECbZt28Z7773HypUrAWNRsHr1apKSkjhw4ABDhgwhIyPjhuesyDFv5J133iE8PJxWrVrx9ddfs3//fo4cOcLs2bOJiYnhypUrRERE4OTkxLRp0zh+/DjLly/nrbfeuuPn4p+io6O5++67eeaZZ3B0dOTRRx8tXVerVi2WLl1KSkoKu3btol+/fqW3xa7H1dWVu+66i3fffZf9+/ezfv16XnnllTLbPPfcc1y8eJG+ffuydetWjh8/zqpVq3jyySfR6/W3/N6EsGdS3Ahhhz744APatWvHAw88wD333EObNm2Ii4srXT9nzhwGDhzIiy++SN26dXnggQfYsmUL4eHhALz66qs0a9aM++67jw4dOhAcHMyDDz5403Pe6pg3Uq1aNTZv3syAAQN4++23iY2NpW3btixYsIAPPvgAb29vAgICmDt3Lt9//z0NGjTg3Xff5cMPPzTLc/FPTz31FJcuXaJPnz64ubmVLv/444+pVq0a8fHx9OjRg/vuu49mzZrd9LyzZ8+muLiY5s2bM2LECN5+++0y66tXr05iYiJ6vZ777ruPRo0aMWLECLy9va9bfAkh/qZRKnrTWQghhBDCCkj5L4QQQgibIsWNEEIIIWyKFDdCCCGEsClS3AghhBDCpkhxI4QQQgibIsWNEEIIIWyKFDdCCCGEsClS3AghhBDCpkhxI4QQQgibIsWNEEIIIWyKFDdCCCGEsCn/D60mWyTIewRjAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGwCAYAAABVdURTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACHx0lEQVR4nOzdd3iT1fvH8Xe6956UAgXKhhbK3ntvBBQVUeErIrKnoKCCICKgskQZDlQQAdlQkL0Fyt6rjEIpo4PSmfz+yI9qZbXQ9GTcr+vqhaRP8nwaQ3PnOefcR6PT6XQIIYQQQpgJK9UBhBBCCCHykhQ3QgghhDArUtwIIYQQwqxIcSOEEEIIsyLFjRBCCCHMihQ3QgghhDArUtwIIYQQwqzYqA6Q37RaLdevX8fV1RWNRqM6jhBCCCFyQKfTkZiYSIECBbCyevq1GYsrbq5fv05wcLDqGEIIIYR4DleuXKFgwYJPPcbiihtXV1dA/+S4ubkpTiOEEEKInEhISCA4ODjrffxpLK64eTgU5ebmJsWNEEIIYWJyMqVEJhQLIYQQwqxIcSOEEEIIsyLFjRBCCCHMihQ3QgghhDArUtwIIYQQwqxIcSOEEEIIsyLFjRBCCCHMihQ3QgghhDArUtwIIYQQwqxIcSOEEEIIs6K0uNm2bRtt2rShQIECaDQali9f/sz7bN26lYiICBwcHChatCizZ882fFAhhBBCmAylxc39+/cJCwtj+vTpOTr+4sWLtGzZkjp16nDo0CE++OAD+vXrxx9//GHgpEIIIYQwFUo3zmzRogUtWrTI8fGzZ8+mUKFCTJs2DYDSpUvz999/M3nyZDp16mSglLmj0+lytKmXEEIIIQzDpObc7N69m6ZNm2a7rVmzZvz999+kp6c/9j6pqakkJCRk+zIEnU7HyKVHmbbxrEEeXwiRR+5eghX9IC1ZdRIhzI5OpyMqNkp1DNMqbm7cuIG/v3+22/z9/cnIyCAuLu6x95kwYQLu7u5ZX8HBwQbJptFo8HO1Z/rmcxyKvmuQcwghXlBmBix5C24cAVtH1WmEMDu3U24zbNswjtw6ojSHSRU3wCNDPjqd7rG3PzRy5Eji4+Ozvq5cuWKwbH0bFqdckDsDF0WRnJZhsPMIIZ7Tzqlw/RA0/1z/94QYtXmEMDM+jj6s7LCSCr4VlOYwqeImICCAGzduZLstNjYWGxsbvL29H3sfe3t73Nzcsn0Ziq21FVO7hHEzIZVxq08a7DxCiOdw7SBsmQi1B0GharDpY5jXFNLuq04mhFn4/czv3Em5g721veooplXc1KhRg8jIyGy3bdiwgcqVK2Nra6soVXZFfV0Y1ao0v+yNZtPJm6rjCCEe2j0D/MtB/RH6v1d8HZJiYfNnanMJYQbiHsTx1cGv2H51u+oogOLiJikpiaioKKKiogD9Uu+oqCiio6MB/ZBS9+7ds47v3bs3ly9fZtCgQZw8eZJ58+Yxd+5chgwZoiL+E71arRANS/kx/I8jxCWlqo4jhADoMBu6LQLr//8g5F0M6o+EPTPh2gG12YQwcT6OPqxqv4q2xdqqjgIoLm7+/vtvKlasSMWKFQEYNGgQFStW5KOPPgIgJiYmq9ABCAkJYc2aNWzZsoXw8HA+/fRTvv76a6NZBv6QRqNhYqfyaHUwcunRrHlBQggFLm7Xz7OxtgXXgOzfq9EXAsrDn+9DRpqafEKYuL+i/yI5PRkPBw+jaYWi0VnYO29CQgLu7u7Ex8cbdP4NwPrjN3jnpwN83qk8XasUMui5hBCPkXwHZlaHwHB4dfHjj4k5Ahe3QrV3wVpp6y8hTM7tB7dpsbQFgyMG07VUV4OeKzfv3/Iv2YCalQ2gS+WCfLzyBNWLelPY21l1JCEsh04HK/tDZhq0+erJxwVW0H+Bfqm4FDhC5Ji3ozdL2y4l0DlQdZRsTGpCsSn6qE1ZfFzsGbgoioxMreo4QliOw7/CyRXQehq45eAX765v4Md2oJV/p0LkxKHYQ2RoMyjoWhBrK2vVcbKR4sbAXOxtmNo1jKgr95i99bzqOEJYhswM2PYFVHgZyrbP2X0KVITLO+DvuQaNJoQ5uJNyh14berHo9CLVUR5Lrr/mg4jCXvSpX5xpG89St4QvFQp6qI4khHmztoG31oNNLvptFKkNEW/CxrFQsgW4FzRYPCFMnZeDFz+2+JFiHsVUR3ksuXKTT/o1CqVUoCsDFkXxIC1TdRwhzNfJVZB0C1z8wME9d/dt8jHYu8KqQfo5O0KIR1yIv4BOp6OMdxmjaNj3OFLc5BM7GyumdQ3n2t0HTFwr3YuFMIiYI/B7D9j//fPd38EdWk0BJy/9RGQhRDb3Uu7x8qqX+eXUL6qjPJUsBc9nP+y6xJgVx/nhrarUK+Gb7+cXwmylp8Cc+mBlA7025W5ISgiRYzuv7STMNwwXO5d8PW9u3r/lyk0+e716YeqE+jD098PcvS+fDIXIM5s+gTsXoOOcvClsji6BNcNe/HGEMBNxD+IAqBVUK98Lm9yS4iafWVlpmNw5jLRMLR8sk+7FQuSJ+Kuwbw40HgP+ZfLmMTNSYd+3cHZj3jyeECYsPjWeDn92YNEp41wd9V9S3Cjg7+bAZx3Ks/bYDZYevKY6jhCmz70g9N6u7zKcV8K7QdEGsGoApCbm3eMKYYLc7NwYWmUoTYo0UR0lR6S4UaRl+UA6VgpizIrjXLmTrDqOEKbr+DLITAe/0mCVh7/SNBpoMw2Sb8Nf4/LucYUwMQ8yHqDRaGhbrC1eDl6q4+SIFDcKjW1bFndHWwYvPkymVoanhMi1o0v0q6PObTLM43sWgYaj4ep+2VhTWKSktCTaL2/PsrPLVEfJFSluFHJzsGVKlzD2X77DnG0XVMcRwrTEX9X3oynXCUo2N9x5qvWGtzaAjZ3hziGEkXKwceDlUi9TLbCa6ii5IsWNYtWKevO/ukWZEnma49fjVccRwjRotbD8XbB3gVZfGvZcVtb6jsfXDsCBBYY9lxBGJFObiY2VDW+We5MCLgVUx8kVKW6MwKAmJSju58rARVGkpEv3YiGe6cw6uLgN2s8ER8/8OefptbB6CMRKE05h/lIzU3l59cusubBGdZTnIsWNEbC3sWZa13Au3U5m0rrTquMIYfxKtoBef0HR+vl3zrpDwSsE/uwLWvkQIsybTqejWkA1SniWUB3luUhxYyRKBrgyrFlJ5u28yI6zcarjCGGcMlL1fWc0GgiKyN9z29hD22/0w1P75uTvuYXIZw42DgypMoTinsVVR3kuUtwYkbdqhVCzmDdDfj9MfHK66jhCGJ/N4+HXl+HeFTXnL1QdqvSEPTP1y8+FMDMZ2gx6R/Zmc/Rm1VFeiBQ3RuRh9+LktAxG/3lMdRwhjMulnbDza2g4CjyC1eVoPAZ6bQFrW3UZhDCQ1MxUPB088XI0jX42TyLFjZEp4OHIp+3LsfLwdf6Mku7FQgCQEg/LekOhGlCzn9os9q7g7A1JsXBph9osQuQxZ1tnJtSZQJhvmOooL0SKGyPULjyItmEFGL38GNfvPVAdRwj1dn4FD+5Ch9n6pdnGYPN4WPQaJN1SnUSIF6bT6Ri9YzR7Y/aqjpInpLgxUp+2K4eLvQ2DFx9GK92LhaWrOwy6/wmehVUn+UfDDwENrJWdw4Xpu59+n5vJN8k0k5WAUtwYKXcnWyZ3DmP3hdvM23lRdRwh1EiI0feVsXWAgvm8OupZnH2gxedwfKm+B44QJszFzoU5TeZQM6im6ih5QoobI1aruA9v1w5h0rrTnLqRoDqOEPlLp4M/34NfukJmhuo0j1e+MxRvor96Y6wZhXiGrw9+zfG442g0GtVR8owUN0ZuaLOShPg4M+C3KFIzzONyoRA5su87OL8JWk3Rb39gjDQaaD0Vui403oxCPEVSWhLbr20nOjFadZQ8JcWNkXOwtWZq13DO30piyoYzquMIkT9unYbID6FKLwhtrDrN03kEQ2AF/a7hdy+pTiNErrjYufBrq19pXsSAm88qIMWNCShTwI3BTUsyZ/sF9ly4rTqOEIa3dhi4B0OTT1QnybnVA+HnTpCeojqJEDmy8ORCriRcwcbKxqyGpECKG5PRq05RqhTxYvDiwySkSGdUYebazYQuP4Kdk+okOVfjfbgXDdsmqU4ixDPdT7/Pzyd+Ztf1XaqjGIQUNybC2krDlC5hJDxIZ+yfx1XHEcIwYk/p+9m4B4F/GdVpcsevFNQZAjumQcwR1WmEeCpnW2f+aPsHnUt2Vh3FIKS4MSEFPZ34uF1Zlh66xuojMarjCJG3UhPh166wsr/qJM+v9kDwLQkrZOdwYbzWXlzL7Qe3cbJ1wkpjnmWAef5UZqxDxSBalg/gg2VHuREvY/vCjKz/QN/tt/FY1Umen40dtJuu3yLCTN80hGlLTk/m832fs+L8CtVRDEqj0+ksqv1tQkIC7u7uxMfH4+bmpjrOc7l7P41m07ZRMsCVH96sipWVeU0EExbo1Br47RVo8zVEvKE6Td5JfwC2jqpTCJHNnZQ7uNq5YmtlWpu/5ub9Wz5amCBPZzu+6BzG9rNx/Lj7kuo4QryY9AewagCUbAmVuqtOk3fWj4JfuuibEQphBHZf301yejJeDl4mV9jklhQ3JqpeCV/eqFGYCWtPcfZmouo4Qjw/W0fovEB/1caclqMWawgXt8Ghn1UnEYLk9GSGbhvKDyd+UB0lX8iwlAl7kJZJ62+242BrzbI+tbCzkVpVmJiYI+Bf1nh2+s5ry96F06vhvX3gGqA6jbBwVxKv4OPog6ONaQ6VyrCUhXC0s+arlyty+kYi0zZK92JhYm6fh3nNYPd01UkMp9l4sLaDNUNVJxEW7OTtk6Rr0wl2DTbZwia3pLgxceWC3BnYpASzt55n/6U7quMIkTOZGbD0f/qrGZXfVp3GcJy8oOUX4F1MloYLJZLTk+kV2Ys5R+aojpKvZFjKDGRkauk6Zw+xiSms6VcHVwfznigmzMCWibB1Ery1HoKrqE4jhFk7fvs4BV0K4m7vrjrKC5FhKQtjY23F1C7h3ElK45OVJ1THEeLpYk/pC5u6QyyrsNk9U4anRL66lnQNnU5HWe+yJl/Y5JYUN2aikLcTY9qU5fcDV1l37IbqOEI8mW9J6DgH6lrYG72NPeybo19BJYSBPch4wKurX2X2kdmqoyghxY0Z6Vy5IE3L+PPBsqPEJkr3YmGEYk/pl3uXfwmsLWz4NOJNKFwLVvSDtGTVaYSZc7Rx5LPan9EptJPqKEpIcWNGNBoNEzqWx0qjYdiSI1jYdCph7M6sh5nV4NJO1UnUsLLS9/JJuA5bJqhOI8xYfGo8ADWDauLn5Kc4jRpS3JgZbxd7Jr1Uni2nb/Hz3mjVcYTQux8Hf/aF4k2gcE3VadTxKQ71h8Ptc6DVqk4jzFBKRgpdV3Xl+6Pfq46ilI3qACLvNSzlz6vVCjF+9QlqFfOmqK+L6kjCkul0+p2+tRn6TSXNqQvx86g1UP8cWPrzIAzC3tqe98LfI8w3THUUpeTKjZka1ao0ge6ODFwURXqmfEIUCh37A06tgrZfS5de0A9PaTT6Ybr9c1WnEWYkLTMNjUZDm2JtKORWSHUcpaS4MVNOdjZM7RrOsesJfPPXOdVxhCUr0Rzaz4bSbVQnMS6XdsC6kRB3VnUSYQbSM9PptrobC08uVB3FKEhxY8bCgz14v2FxZmw+x8Hou6rjCEujzYS7l8HeBcJfUZ3G+NQfCW4F/n/ITq6uihfz8IpNhH+E6ihGQYobM9e3QXHKBbkzaFEU91MzVMcRlmTnNJhdG5JlW5DHsnOCNl/B5Z1wcIHqNMKE6XQ6bKxseKPsG5TyKqU6jlGQ4sbM2VhbMa1rODcTUhm3+qTqOMJSXI+CzZ9BlZ76/ZXE4xWtBxVfh4M/ytUb8Vy0Oi29Inux9OxS1VGMihQ3FiDEx5nRrUvz675oNp64qTqOMHfpD/SbYvqX1Q+9iKdrPgHeXKufaCxELmVqMynjVYZg12DVUYyK/GuyEN2qFqJRKT9GLD1CXFKq6jjCnP01Du5dhg5zwMZOdRrjZ+8Kto76icUXtqhOI0yMrbUtgyoPokqABe3TlgNS3FgIjUbDxE4V0OpgxB9HpXuxMJwqPfV7R/nJ2H+ubJkAf/SUOUoiR3Q6HSO3j2TdpXWqoxglKW4siK+rPRM7lmfjyZss2n9FdRxhbh7cg9Qk8AqBMu1UpzE9zT6DzDRYP0p1EmEC0rXpWGmssLeyVx3FKElxY2Galg2ga+VgPll1gktx91XHEebiYRfiH9ro/1vknmsANB0Hh3+Bc5tUpxFGzs7ajvG1x9OgUAPVUYySFDcW6MM2ZfBxsWfQ4igypHuxyAtHFsOJ5VDzfdlW4EVUfB1C6sKGD6VIFE805e8p7LxmoRvQ5pAUNxbIxd6GqV3DiLpyj1lbzquOI0zdvWhYMwQqdIVyHVWnMW0aDbSbAd0WSZEoHistM40z984Q9yBOdRSjJhtnWqiIwl70qV+crzadpV5JXyoU9FAdSZginQ6W9wF7N2gxSXUa8+Dx/3sCpSTA/VvgXUxtHmFU7KztmNVoluoYRk/5lZuZM2cSEhKCg4MDERERbN++/anHL1y4kLCwMJycnAgMDOTNN9/k9u3b+ZTWvPRvHErpQDcGLIriQVqm6jjCFGk0UHsgdPoOHD1UpzEvy3rDotcgI011EmEkfjj+A0duHUGj0aCRK3tPpbS4WbRoEQMGDGDUqFEcOnSIOnXq0KJFC6Kjox97/I4dO+jevTtvv/02x48f5/fff2f//v307Nkzn5ObB1trK6Z2Def6vQdMWCvdi0Uu3Y/TX7kp3ggK11Sdxvw0GAm3Tuu3sRAWLz0znXUX13H41mHVUUyCRqew4Um1atWoVKkSs2b9c4mtdOnStG/fngkTJjxy/OTJk5k1axbnz/8zT+Sbb75h0qRJXLny+KXNqamppKb+07QuISGB4OBg4uPjcXNzy8OfxnT9uPsSH/15nAVvVqF+ST/VcYQpSE+B7xpCSB1o8bnqNOZr48ewezr03gG+JVWnEYplaDPQoMHaylp1FCUSEhJwd3fP0fu3sis3aWlpHDhwgKZNm2a7vWnTpuzateux96lZsyZXr15lzZo16HQ6bt68yZIlS2jVqtUTzzNhwgTc3d2zvoKDpUX1f71evTB1S/gydMkR7tyXS+AiB/76FG6fhUrdVScxb/WG6+fgrOgnq6cs2MrzK7kUfwkbKxuLLWxyS1lxExcXR2ZmJv7+/tlu9/f358aNG4+9T82aNVm4cCFdu3bFzs6OgIAAPDw8+Oabb554npEjRxIfH5/19aQrPJZMo9HwxUsVSM/U8sFS6V4snuHiNtg9Axp9pN8/ShiOrQO0nw0NR8nqKQuVnpnO90e/Z/XF1aqjmBTlE4r/OylKp9M9caLUiRMn6NevHx999BEHDhxg3bp1XLx4kd69ez/x8e3t7XFzc8v2JR7l7+bAhA7lWXf8Bn8cvKY6jjBWKfGw7F0oUhuqv6c6jWUIrqLvfaPV6ldQCYtia23Lb61/o1f5XqqjmBRlS8F9fHywtrZ+5CpNbGzsI1dzHpowYQK1atVi6NChAFSoUAFnZ2fq1KnDuHHjCAwMNHhuc9aifCAdKwUxdsVxqoV4EezlpDqSMDZ2rlCjD5RuK7tY57elvfTF5au/y1UcC7Ht6jbKeJfBx9FHdRSTo+y3k52dHREREURGRma7PTIykpo1H7/yIjk5Gav//EK1ttaPP8pQSt4Y27Ys7o62DFocRaZWnlPxLw/u6guaGu+Bh8xdy3flX4JzkXD0d9VJRD5I16bz2d7PWHBsgeooJknpR69Bgwbx/fffM2/ePE6ePMnAgQOJjo7OGmYaOXIk3bv/M2GxTZs2LF26lFmzZnHhwgV27txJv379qFq1KgUKFFD1Y5gVNwdbpnYN5+/Ld/l2m3QvFv8v/hp8XQmOLlGdxHKVbAFlO8La4fpl+MKs2VrZ8murX3k3/F3VUUyS0g7FXbt25fbt23zyySfExMRQrlw51qxZQ+HChQGIiYnJ1vOmR48eJCYmMn36dAYPHoyHhwcNGzbk889lKWpeqhrixTt1izE18gx1Q30pF+SuOpJQSauF5e+CjT0Ua6g6jWVrMQlmVIF1I6DT96rTCAM5fOswxT2K4+ngqTqKyVLa50aF3KyTt2SpGZm0n7GLjEwtK9+vjYOtLD+0WHtm6d9MX18mxY0xOLoEkm9D1f/J3BszlK5Np9XSVjQIbsDIaiNVxzEquXn/luJGPNGZm4m0/mYHr1YrxJg2suTXIsWegm/rQuU3pVmfMdLppMAxQ9eSruFo44iXg5fqKEbFJJr4CeNXwt+V4c1LMX/nJXaclTF+i+QaANXfhcZjVScR/xX5kX7+jTAbF+IvkJ6ZTpBLkBQ2L0iKG/FUb9YsQq3i3gz5/TD3kqV7sUVJTdJvhtnkY7B1VJ1G/JdLAOybA9F7VScReSBDm0GfjX344u8vVEcxC1LciKeystIwuXMYyWkZjF5+TJbcW4rLu2FaObh5QnUS8STV3oGgCFjxPmSkPvt4YdRsrGyY1mAab5Z9U3UUsyDFjXimQHdHxnUoz6ojMfwZdV11HGFoKQmw7H/gW0o2azRmVtbQ9hu4cwG2TVadRryA2ORYtDotpbxKEegizWjzghQ3IkfahhWgXXgBPvzzGNfuPVAdRxjSuhGQfBc6zNa/gQrj5V8G6gyGB3dkY00TlaHN4O31b/PFfhmOykuyWkrkWPyDdJpP20YRb2cW9qyGlZWs0jA7J1bA4teh3Uyo+KrqNCInZMWUydsTswc/Rz+KehRVHcWoyWopYRDujrZ82TmM3RduM3fHRdVxhCH4loTagyC8m+okIqceFjYHFsDf85RGEblzP/0+ANUDq0thk8ekuBG5UrO4Dz1rh/DF+tOcjJEdis2GTgfpKfripvEYuRJgim4eh/Wj4O4l1UlEDmRqM3lr/Vt8dfAr1VHMkhQ3IteGNCtJiI8zAxdFkZqRqTqOyAv7v4c59SDtvuok4nk1+ggcvWBlf5l/YwKsNFb0KNuDRoUaqY5ilqS4EbnmYGvN1K7hXLh1ny83nFEdR7youLOw4UMoXAvsnFWnEc/L3hXaTIMLWyDqF9VpxFNkaDPQaDS0CGlBOZ9yquOYJSluxHMpU8CNwU1L8N32C+w+f1t1HPG8MtNhaS9wD4Km41SnES8qtAmU7wInlqtOIp5Ap9Px7sZ3+e7Id6qjmDUpbsRz61mnKFWLeDF4cRTxD9JVxxHPY+skiDkCHeeAnZPqNCIvtJ4Kr/ymOoV4Ah066hWsJ1dsDEyKG/HcrK00fNkljMSUDMauOK46jngeBcL1V2yCIlQnEXnF3kXfnyh6D5zfrDqN+BedToeVxorXyrxGjQI1VMcxa1LciBdS0NOJj9uVZdmha6w6It2LTUZmun7SaalWUKOP6jTCEHZMg+XvQkq86iTi/43YPoKFJxeqjmERpLgRL6xDxSBalQ9k1LJj3IhPUR1H5MTqQbCst+oUwpBafgGpiRA5RnUSgX7pd6BzIL6OvqqjWAQpbsQL02g0jO9QDgdbK4YuOYxWK8tQjdqpNXDwRyhUXXUSYUgewdB4LByYD5d2qE5j8aytrBkQMYCmRZqqjmIRpLgRecLDyY7JncPYfjaOH3ZfUh1HPElSrH4X6RLNIaKH6jTC0Cq/DcHVYfME1Uks2uT9k1lxfoXqGBbFRnUAYT7qhPrSo2YRJq49Re3iPoT6u6qOJP5Np9MXNqDfTVq6EJs/Kyvo9B3Yyz56qmh1WhLTE0nJkCH7/CQbZ4o8lZKeSetvdmBnbcXy92phZyMXB42GNhO2TYbAClCyheo0Ir8lxEBaEviEqk4ixHORjTOFMg621kzrGs6Zm4lM2yjdi42GNlO/PLj+cClsLNWSt+CPtyEzQ3USizHv2Dy2XNmiOoZFkuJG5LlyQe4MbFKC2VvPs//SHdVxRGYGLGgF+6QjqkVrOg5uHIU9M1QnsQhanZZDsYc4d++c6igWSYobYRC96xWjUiFPBi6KIjFFuhcrtWMKXNkLgWGqkwiVCkZAtXdh82dw+7zqNGbPSmPF1w2+5q1yb6mOYpGkuBEGYW2lYWrXcO7eT+PjlSdUx7Fc1w7AlolQZwgEV1WdRqjWcBS4+MOaIaqTmLVlZ5cRFRuFRqPBSiNvsyrIsy4MJtjLiTFty7LkwFXWHYtRHcfypCXD0v/pJxDXG6Y6jTAGds7Q6Xto9pnqJGZLq9Oy4vwKNkVvUh3Foj33UvC0tDQuXrxIsWLFsLGRFeXi8TpHFGTjiZuMXHqUSoU88XNzUB3JcmSmQmA41B8B1raq0whj8fAKXkYqpN0HJy+1ecyMlcaK75t+T6YuU3UUi5brKzfJycm8/fbbODk5UbZsWaKjowHo168fEydOzPOAwrRpNBomdCyPtZUVw/44goV1HlBHqwVHT3hpriz9FY/3c6d/+h6JPLE5ejMX4i9gbWWNnbWd6jgWLdfFzciRIzl8+DBbtmzBweGfT+GNGzdm0aJFeRpOmAdvF3u+eKkCW07f4uc9l1XHMX/3b8Ps2nB5t+okwphVeRtOrYITf6pOYhZ0Oh3fHvmWn0/8rDqK4DmGpZYvX86iRYuoXr06mn91OC1Tpgznz8sMfPF4DUr58Vr1Qoxfc5KaxX0o5uuiOpJ50ulgVX9IvA5eIarTCGNWpj2UbAVrhkJIXf2VPvHcNBoNC5ovkOEoI5HrKze3bt3Cz8/vkdvv37+frdgR4r8+aFmaQHdHBi6KIj1TqzqOeYr6BU6uhDZfgWuA6jTCmGk00GoypD+ADR+qTmPSDtw8QGxyLA42DjjbOquOI3iO4qZKlSqsXr066+8PC5rvvvuOGjVq5F0yYXac7GyY2jWc49cT+GbTWdVxzM/dS7B2OIR1gzLtVKcRpsCtALSaAqGyU/Xz0ul0jN87nmkHpqmOIv4l18NSEyZMoHnz5pw4cYKMjAy++uorjh8/zu7du9m6dashMgozEh7sQb+GoXy16Qz1SvoRUVguheeZ9AdQuAa0+Fx1EmFKKnTW/6nTgU6r36ZD5JhGo2F+s/lkaGVbC2OS6ys3NWvWZOfOnSQnJ1OsWDE2bNiAv78/u3fvJiIiwhAZhZl5r0ExKhT0YNDiKO6nyi+EPKHTgV9pePV3cJANYUUu6XSwtBdsHKM6iUk5c/cMiWmJuNu74+3orTqO+BfZFVwocTHuPi2/2k77igWY0LGC6jimLeYwrBoEXX/SDzMI8Ty2T4G/PoWemyCokuo0Rk+n09FpZSeKexRnUt1JquNYBIPvCn7+/HlGjx5Nt27diI2NBWDdunUcP378eR5OWKAQH2c+bF2GX/ddIfLETdVxTFf6A30X4sxUcPJRnUaYsprvg39Zfe+bTNkP7lk0Gg0zGs5gQKUBqqOIx8h1cbN161bKly/P3r17+eOPP0hKSgLgyJEjjBkjlzRFzr1SNZhGpfwY8ccR4pJSVccxTZs+gTsXoeN3YCNNw8QLsLaFttMh9iTs/Ep1GqN2Pek6aZlpBLoEUsBFrpYao1wXNyNGjGDcuHFERkZiZ/fPL9MGDRqwe7c0DRM5p9FomNhJPyQ1QroX5975zbBnJjT5WD/fRogXVSAc6gxSncKo6XQ6BmwewEe7PlIdRTxFrldLHT16lF9++eWR2319fbl9+3aehBKWw9fVnomdKtDrx7/5bf8VXqlaSHUk05GWpF/yXfUd1UmEOWk4WnUCo6bRaBhXexxWsu+0Ucv1/x0PDw9iYh7d4fnQoUMEBQXlSShhWZqU8eflKsF8uuoEl+Luq45jOkq3gS4/gpX8khV5TKeDLRPhwALVSYzKvZR7aHVaSniWoLhncdVxxFPk+rdit27dGD58ODdu3ECj0aDVatm5cydDhgyhe/fuhsgoLMCHrcvg42LPwMVRZEj34qc7shj+6CWTPoXhaDSQcB3Wj4b4a6rTGAWdTke/zf34aKcMR5mCXBc348ePp1ChQgQFBZGUlESZMmWoW7cuNWvWZPRouZwpno+zvb578eEr95i5RfYoe6J7V2D1EH2zNWtb1WmEOWvyCdg5w+pB+is5Fk6j0fB+xfd5qcRLqqOIHMhVnxudTkd0dDS+vr7cuHGDgwcPotVqqVixIqGhoYbMmWekz41x+3LDaWZuOc/Sd2sSFuyhOo5x0Wrhx7Zw5wK8u1M2OhSGd3IVLHoVOs2F8pb7pp6SkYKDjYPqGBYvN+/fuSputFotDg4OHD9+3GSKmf+S4sa4pWdq6TRrF0kpGazqVxsnu1zPeTdfu76BDaOh+wooWk91GmEpFr2uL6Tbfq06iRI6nY4+m/pQ0KUgo6qPUh3HohmsiZ+VlRWhoaGyKkoYjK21FVO7hnM9/gET1pxSHce4pCRAzX5S2Ij81fE7iy1sHmpfvD31guXfnSnJ9ZybSZMmMXToUI4dO2aIPEJQzNeFD1qW5qc9l9l8OlZ1HOPRcJR+HoQQ+cn2/4djTqyAC5a1ObJWp0Wj0dCsSDNqB9VWHUfkQq73lvL09CQ5OZmMjAzs7OxwdHTM9v07d+7kacC8JsNSpkGn09Fj/n5OxCSwfkBdvJwtuPvupk/ByRtq9FGdRFgqnQ5+bKfvht1nN9i7qE6UL0ZuH0mAcwD9K/VXHUWQu/fvXE9omDZt2vPmEiLHNBoNX7xUgWbTtjFy6RFmvxaBRqNRHSv/XdoB27/UdyEWQhWNBtp8BTNrwObx0HyC6kQGp9PpKO9THg97D9VRxHOQXcGFUVt3LIbePx/ki5cq0LlysOo4+SslHmbVAo/C8MYKsLJWnUhYul3fwIYPoedGKFhZdRphYQy6K3hCQsJjvxITE0lLS3vu0EI8TvNygXSqVJCPV57gyp1k1XHy15ph+gKnwywpbIRxqPaufv8pM99Y84v9XzD/2HzVMcQLeK7tFzw9PR/58vDwwNHRkcKFCzNmzBi0WukyK/LG2LZl8HCyZeCiKDK1FnKhMSMV7t+Cll+Ah+y3JYyEtQ10XQidvledxGB0Oh1Otk7S18bE5XrOzYIFCxg1ahQ9evSgatWq6HQ69u/fzw8//MDo0aO5desWkydPxt7eng8++MAQmYWFcXWwZUqXcLrO2c23287Tp74F7OliYw+v/aE6hRCPcv//PQRjT4KVDfiYZs+zJ9FoNLwX/p7qGOIF5bq4+eGHH/jyyy/p0qVL1m1t27alfPnyfPvtt2zatIlChQoxfvx4KW5Enqka4sU7dYsxNfIMdUN9KRfkrjqSYWi18Od7EPay9LMRxkungz96gq0jvLXebIZN5x6di4e9B51KdFIdRbygXA9L7d69m4oVKz5ye8WKFdm9ezcAtWvXJjo6+sXTCfEvg5qUINTPlQGLokhJz1QdxzD2fweHfwGtbIopjJhGAy0nw9X9sN88hqh0Oh0x92O4mXxTdRSRB3Jd3BQsWJC5c+c+cvvcuXMJDtavZrl9+zaenrLvjchbdjZWTHs5nOg7yUxca4bdi2NPQeRHUPV/ULyx6jRCPF3hGlClJ2z8GO6Z/odZjUbD6OqjeTfsXdVRRB7I9bDU5MmT6dy5M2vXrqVKlSpoNBr279/PqVOnWLJkCQD79++na9eueR5WiBL+roxoXopPVp2gUWk/6oT6qo6UNzLSYGkv/eThxtLTRpiIRmPg9Fr98vAuP6hO89yWnV2Gm50bjQo3ssx+WmboufrcXLp0idmzZ3PmzBl0Oh2lSpXinXfeoUiRIgaImLekz43p02p1vD5vL+dik1g/oC4eTmbQvfjORfilC3ScAwUeHfYVwmhd/RvcgsAtUHWS5zZs6zA8HTwZWW2k6ijiKQy2K7ghzJw5ky+++IKYmBjKli3LtGnTqFOnzhOPT01N5ZNPPuHnn3/mxo0bFCxYkFGjRvHWW2/l6HxS3JiHmPgHNJu6jTolfJn+SkXz+LSlzTSbiZnCAj24BzotOHmpTpJrOp2ODF0Gtla2qqOIpzBoEz+A7du389prr1GzZk2uXbsGwE8//cSOHTty9TiLFi1iwIABjBo1ikOHDlGnTh1atGjx1MnIXbp0YdOmTcydO5fTp0/z66+/UqpUqef5MYQJC3R3ZHyH8qw+EsPyqGuq4zy/1ERY8jbcvSSFjTBdWi3MbwlrhqpOkiubojdx8OZBNBqNFDZmJtdzbv744w9ef/11Xn31VQ4ePEhqaioAiYmJfPbZZ6xZsybHjzVlyhTefvttevbsCej3rVq/fj2zZs1iwoRH9y5Zt24dW7du5cKFC3h56T8dPGsoLDU1NSsj6Cs/YR7ahBVg08mbfLT8OFVDvAnycHz2nYzNuhFwZh00HP3CD5WZmUl6uqyyEv+wtbXF2jofimYrK6jVD5a9AxW6QIlmhj9nHlh6diludm5U8q+kOorIY7kelqpYsSIDBw6ke/fuuLq6cvjwYYoWLUpUVBTNmzfnxo0bOXqctLQ0nJyc+P333+nQoUPW7f379ycqKoqtW7c+cp8+ffpw5swZKleuzE8//YSzszNt27bl008/fWR38ofGjh3Lxx8/OkFThqXMQ/yDdFpM20Yhbyd+6VkdKysTGp46uQoWvQptp0Ol15/7YXQ6HTdu3ODevXt5l02YDQ8PDwICAgw/dKvTwc+d4NZpeG8P2Lsa9nx5IFObSWpmKk62TqqjiBww6K7gp0+fpm7duo/c7ubmlqtfrnFxcWRmZuLv75/tdn9//ycWSBcuXGDHjh04ODiwbNky4uLi6NOnD3fu3GHevHmPvc/IkSMZNGhQ1t8TEhKylqwL0+fuaMvkLmG8+v1evt9xgf/VLaY6Us4k3oSV/aBUa6j42gs91MPCxs/PDycnJ/OYfyRemE6nIzk5mdjYWAACAw084VejgTbTYEZ1/fLwVpMNe74XsP/GfrwcvCjmUQwnKylszFGui5vAwEDOnTv3yHDQjh07KFq0aK4D/PcXsU6ne+IvZ61Wi0ajYeHChbi76zvUTpkyhZdeeokZM2Y89uqNvb099vb2uc4lTEfNYj70rB3C5PVnqBPqS+lAE7gid/Mo2LtBm6/0bwrPKTMzM6uw8fb2zsOAwhw8/J0YGxuLn5+f4YeoPApB26/B3bg/QH575FucbZz5qqF5bwBqyXI9ofidd96hf//+7N27F41Gw/Xr11m4cCFDhgyhT58+OX4cHx8frK2tH7lKExsb+8jVnIcCAwMJCgrKKmwASpcujU6n4+rVq7n9UYQZGdKsJEV9nRloKt2LizeGvvvB2eeFHubhHBsnJ/n0KR7v4Wsj3+ZjlX8JClXTr/7LSMufc+bSjEYzGFtzrOoYwoByXdwMGzaM9u3b06BBA5KSkqhbty49e/bknXfeoW/fvjl+HDs7OyIiIoiMjMx2e2RkJDVr1nzsfWrVqsX169dJSkrKuu3MmTNYWVlRsGDB3P4owozY21gztWs4F27d58sNp1XHebK4c7B6CKTdB+u8W50hQ1HiSZS8NrRa+KEtbP08/8/9FKfunOLm/ZvYW9vj6SBd9M3Zcy0FHz9+PHFxcezbt489e/Zw69YtPv3001w/zqBBg/j++++ZN28eJ0+eZODAgURHR9O7d29AP1+me/fuWcd369YNb29v3nzzTU6cOMG2bdsYOnQob7311hMnFAvLUTrQjSHNSvD9jovsOh+nOs6jMtP1XYjPb1KdRAjDsrKCIrVh5zS4cUx1miyf7/ucsbvHqo4h8kGu59w85OTkROXKlV/o5F27duX27dt88sknxMTEUK5cOdasWUPhwoUBiImJydbzxsXFhcjISN5//30qV66Mt7c3Xbp0Ydy4cS+UQ5iPnrWL8tepWIYsPszaAXVxdzSi3hXbJkPMYXh7A9g5q04jhGHVGQQnlsOKvtBzk1H0cfqq4VckpSU9+0Bh8nK0FLxjx445fsClS5e+UCBDkw7F5u/q3WRaTNtOo9J+THvZSLYyuPo3zG0KdYdCg7xr8Z6SksLFixcJCQnBwcEhzx5Xlfr16xMeHs60adPy5PF69OjBvXv3WL58eb6d09gofY1c2ad/3TcdBzVzPm0hz2MkXMHdwR03O/mdb8ryvEOxu7t71pebmxubNm3i77//zvr+gQMH2LRpU7aJvkKoUtDTiU/al2V51HVWHr6uOo7exa36PaPqDlGdRLygLVu2oNFo0Gg0WFlZ4e7uTsWKFRk2bBgxMTGq4xmX4KpQZzA4qp3fMmb3GIZtHaY0g8hfORqWmj9/ftZ/Dx8+nC5dujB79uysZYWZmZn06dNHroQIo9E+PIiNJ2MZtewolYt4EuiueE5WncFQo2+eTiIWap0+fRo3NzcSEhI4ePAgkyZNYu7cuWzZsoXy5curjmc8Gn2oOgGf1f5MhqMsTK4nFM+bN48hQ4Zk65dgbW3NoEGDnthIT4j8ptFoGN++HI521gz5/TBaraL9Yc+sh33f6bu32ki/pX+7f/8+3bt3x8XFhcDAQL788sts37979y7du3fH09MTJycnWrRowdmzZ7O+P3bsWMLDw7PdZ9q0aY/dkuXjjz/Gz88PNzc33nnnHdLSnrxEOS0tjWHDhhEUFISzszPVqlVjy5Ytjxzn5+dHQEAAJUqU4OWXX2bnzp34+vry7rvvZh2j1Wr55JNPKFiwIPb29oSHh7Nu3bqs73fq1In3338/6+8DBgxAo9Fw/PhxADIyMnB1dWX9+vWAfgitX79+DBs2DC8vLwICAhg7duwTfxajoc2EFe/DoYX5etq4B3GkZqYS4BxAcc/i+XpuoVauJxRnZGRw8uRJSpYsme32kydPotVq8yyYEC/Kw8mOyZ3DeH3uPhbsusRbtUPyN0DSLfjzPShQCar0zNdTP0jL5Pyt/P2kWszXBUe7nE8aHTp0KJs3b2bZsmUEBATwwQcfcODAgayCpUePHpw9e5YVK1bg5ubG8OHDadmyJSdOnMDWNudXwDZt2oSDgwObN2/m0qVLvPnmm/j4+DB+/PjHHv/mm29y6dIlfvvtNwoUKMCyZcto3rw5R48eJTQ09InncXR0pHfv3gwcODCrad5XX33Fl19+ybfffkvFihWZN28ebdu25fjx44SGhlK/fn3mzJmT9Rhbt27Fx8eHrVu3UrZsWfbv309KSgq1atXKOuaHH35g0KBB7N27l927d9OjRw9q1apFkyZNcvyc5Dsra33Pm/Uj9T2eXB/fyyyvjd4xGo1Gw6zGs/LlfMJ45Lq4efPNN3nrrbc4d+4c1atXB2DPnj1MnDiRN998M88DCvEi6oT60qNmESauO0XtUB9K+OfTfjc6nX57BZ0W2n7zQl2In8f5W0m0/mZHvp5z1fu1KReUs3l3SUlJzJ07lx9//DHrTfmHH37I6lf1sKjZuXNnVt+rhQsXEhwczPLly+ncuXOOc9nZ2TFv3jycnJwoW7Ysn3zyCUOHDuXTTz/Fyir7xevz58/z66+/cvXqVQoUKADAkCFDWLduHfPnz+ezzz576rlKlSoFwKVLl/Dz82Py5MkMHz6cl19+GYDPP/+czZs3M23aNGbMmEH9+vXp378/cXFxWFtbc/z4ccaMGcOWLVvo06cPW7ZsISIiAhcXl6xzVKhQgTFjxgAQGhrK9OnT2bRpk3EXNwDNPoNzkbB2GHT5IV9OOaTyEJLSZTjKEuW6uJk8eTIBAQFMnTo1a/JcYGAgw4YNY/DgwXkeUIgXNaJFKXaei2PAb1Esf68WdjbP1d4pdw7+CKfXQNeF+fYp9d+K+bqw6v3a+X7OnDp//jxpaWnUqFEj6zYvL6+sK8InT57ExsaGatWqZX3f29ubkiVLcvLkyVzlCgsLy9bBuUaNGiQlJXHlypWsthMPHTx4EJ1OR4kSJbLdnpqamqPtLR4uPtVoNCQkJHD9+vVsV11A34z08OHDAJQrVw5vb2+2bt2Kra0tYWFhtG3blq+//hrQT16uV69etvtXqFAh298DAwOz9o8yas7e0GIS/PE2nFoNpVoZ7FRJaUk42TrJUJQFy3VxY2VlxbBhwxg2bBgJCQkAMpFYGDUHW3334g4zdzJ14xmGNy9l2BPqdPpf3hVfg9KtDXuuJ3C0s87xVRQVntWB4knf//fec1ZWVo8cl5stBh7XuVer1WJtbc2BAwce2Yfp31dPnuRh4fXveT9P2z9Po9FQt25dtmzZgp2dHfXr16dcuXJkZmZy9OhRdu3axYABA7Ld/79DchqNxnSmBJTrBEeXwI2jBi1uPtz5ITp0TGswzWDnEMbthT7Curm5SWEjTEK5IHcGNC7B7K3n2XfxjmFPptHAK79CS+PdFVm14sWLY2try549e7Juu3v3LmfOnAGgTJkyZGRksHfv3qzv3759mzNnzlC6dGkAfH19uXHjRrYCJyoq6pFzHT58mAcPHmT9fc+ePbi4uDx2y5aKFSuSmZlJbGwsxYsXz/YVEBDw1J/pwYMHzJkzh7p16+Lr64ubmxsFChRgx47sw4O7du3K+hlAP0l4y5YtbNmyhfr166PRaKhTpw6TJ0/mwYMHj1z5MWkaDby8EOqPMOhpXivzGp1COxn0HMK45cP1eSGMQ+96xahc2JOBi6JITDHQJoJ/z4PLu/QTKG1lS5AncXFx4e2332bo0KFs2rSJY8eO0aNHj6w5MKGhobRr145evXqxY8cODh8+zGuvvUZQUBDt2rUD9EXBrVu3mDRpEufPn2fGjBmsXbv2kXOlpaXx9ttvc+LECdauXcuYMWPo27fvI/NtAEqUKMGrr75K9+7dWbp0KRcvXmT//v18/vnnrFmzJtuxsbGx3Lhxg7Nnz/Lbb79Rq1Yt4uLimDXrn8mrQ4cO5fPPP2fRokWcPn2aESNGEBUVRf/+/bOOqV+/PsePH+fo0aPUqVMn67aFCxdSqVIl8/sAaWWt33tq77dwaWeePnR6Zjo6nY4I/wjqFKyTp48tTIsUN8JiWFtpmNIlnHvJaYxdcSLvT3DtIKwZCudk76ic+OKLL6hbty5t27alcePG1K5dm4iIiKzvz58/n4iICFq3bk2NGjXQ6XSsWbMma1imdOnSzJw5kxkzZhAWFsa+ffsYMuTRJomNGjUiNDSUunXr0qVLF9q0afPU5dPz58+ne/fuDB48mJIlS9K2bVv27t1LcHBwtuNKlixJgQIFiIiIYOLEiTRu3Jhjx45RpkyZrGP69evH4MGDGTx4MOXLl2fdunWsWLEi26qrcuXK4ePjQ1hYWFYhU69ePTIzMx+Zb2NWji/TLw9Pf/DsY3No3N5xjN45Os8eT5iuHG2/YE5k+wWx+O8rDFtyhFmvVqJF+cC8edC0ZJhTD2ydoOfGfGvWZ27bL4i8Z7SvkVtnYHYtqPEeNB6bJw+58fJGUjNTaVXUcPN5hDp5vv2CEOakc0RBmpX154NlR4lNSMmbB904Bu5FQ8c50oVYiJzwLQH1hsHOr+F61As91MPP6I0LN5bCRgDPWdxs2rSJ1q1bU6xYMYoXL07r1q3ZuHFjXmcTwiA0Gg0TOlbAxtqKoUuOPHPlzjOlxMOpNdDkU/At+ezjhRB6tQaAX2l964QXMOXAFCbum5g3mYRZyHVxM336dJo3b46rqyv9+/enX79+uLm50bJlS6ZPn26IjELkOS9nOya9VIGtZ27x057LL/ZgDu7QZzdU7ZU34YSwFNa28PqyF15ZGOwaTLBr8LMPFBYj13NugoKCGDlyJH37Zt++fsaMGYwfP57r141kF+YnkDk34t9GLz/KkgNXWfV+HYr75bwJHaDvZ7NjClR4GdyDDBPwGYx2PoUwGibzGrm4HdwKgHcx1UmEkTLonJuEhASaN2/+yO1NmzbNauonhKkY1bIMBdwdGbQ4ivTMXDZCO/wbbPoEru43TDghLEVmun7l1Mr++g8NOTT/2HxmRcm+UeJRuS5u2rZty7Jlyx65/c8//6RNmzZ5EkqI/OJop+9efOJ6Al9vOvvsOzx097J+2XeFl6Fse4PlE8IiWNtCm2lwaTsczPm+U5m6TDJ0GYbLJUxWrrdfKF26NOPHj2fLli1Z+8Ls2bOHnTt3Mnjw4Kw9UUDf40EIYxcW7EG/RqFM23iG+iX9iCjs+fQ7aDNhWW9w9ISWk/InpBDmrmh9CH8NNnwEoc3A7dltGnqW72n4XMIk5XrOTUhISM4eWKPhwoULzxXKkGTOjXicjEwtnb/dzZ37aazpVwdn+6fU/dcPwfyW8OrvUCR/N6f8L5OZTyGUManXyIO7ML0qlGwBbb9+4mHLzi4jNTOVl0u9nI/hhGq5ef/O9ZWbixcvPncwIYyVjbUVU7uE0/Lr7Xy66gQTO1V48sEFKsKAY/pdjoUQecfRE15dDN5P3837YvxFEtMT8ymUMEXSxE+I/1fEx5kPW5fht/1XiDxx89ED0lNg+xT9n1LYvLD69es/suP1v2k0GpYvX55veYSRKFAR7F3h3hX9lZzHGFR5EB9W/zCfgwlTkqMrN4MGDeLTTz/F2dmZQYMGPfXYKVOm5EkwIVR4uUowm07eZMQfRwgProuvq/0/39z0Cez/Dkq2BL9S6kJaiJiYGDw99fOfLl26REhICIcOHSI8PFxtMGF4GWkwrxkUbQDtZ2TdvCl6ExnaDJoVaYaVRj6biyfLUXFz6NAh0tPTs/77STQaTd6kEkKRh92Lm0/bxog/jvD9G5X1r+sLW2DPDGg6XgqbfBIQEKA6glDFxk6/NcPK/lD+JSjWAIAd13YQnxpPsyLNFAcUxk42zhTiMTaeuEnPH//msw7l6VbBFWbV0jcXe/1PsDKeT4wmNVn0P+rXr0+FChVwcHDg+++/x87Ojt69e2ft2K3RaFi2bBnt27d/5INTvXr12LJlS/6HNkEm+xrR6eCHNvo92/rsBjtnAFIzU7G3tn/GnYU5MuiEYiEsQeMy/rxSNZhPV52gaUo0PqlJ0H6WURU2z5R4Q//1b44e4FlEP2/o1qlH71MgXP9n3FlIu5/9ex6FwMkL7sdB/NXs33MN0H/l0g8//MCgQYPYu3cvu3fvpkePHtSqVYsmTZpkO27fvn1UrVqVjRs3UrZsWezs7HJ9LmFiNBpo8xXMqsn+9YOhyttUCagihY3IkVwXN/fv32fixIls2rSJ2NhYtNrsXV2Ncfm3EM9jdKsy7Dp/m57HyrLk3d3YKNpi4bn9PR+2/mczwfJdoNN3kHAN5tR79D5j4/V/Ln/30c7LHeZAWFc4vgzWDMn+vXojoMHIXEesUKECY8aMASA0NJTp06ezadOmR4obX19fALy9vWW4ypJ4F4P2M1kSs4m7R76jsn9lmf4gciTXxU3Pnj3ZunUrr7/+OoGBgfJCE2bLOeUmCypdoNFGf2b87Uf/xqoT5VLlN/X9Qv7N0UP/p1sQ/G/rk+/bftbjr9wAlO0ABatk/95zXLUBfXHzb4GBgcTGxj7XYwkzVa4TE8p2IDH5FprMdP18HCGeIdfFzdq1a1m9ejW1atUyRB4hjINWC8t7ExJ3joF1FzLtr7PUK+lLeLCH6mQ597ShIluHf4agHscn9Mnfc/bRf+UBW1vbbH/XaDSPXA0WluvUnVNYaawo4VoY9/ltoEJnqDtUdSxhAnI9gcDT0xMvLy9DZBHCeOydBRe3QYdZ9G4aTtkCbgxcFEVymuxjo8LDOTaZmZmKk4j8NOfIHD7d/Sk6azv9Vcitk+DWGdWxhAnIdXHz6aef8tFHH5GcnGyIPEKod/MEbPwYqveBovWxtbZiatdwYuIf8Nmak6rTWSQ/Pz8cHR1Zt24dN2/eJD4+XnUkkQ8m1pnIF/W+0E9/qD8C3INhZT/9lVUhniJHw1IVK1bMNrfm3Llz+Pv7U6RIkUcuKx88eDBvEwqR33bPAK8QaPRR1k3FfF0Y1bI0H/55nEal/GlQyk9hQMtjY2PD119/zSeffMJHH31EnTp1ZCm4GYtOiMbO2o4A5wACnP9/aNXWUb/f1IJW8PdcqNpLbUhh1HJU3LRv397AMYQwIm2mQVKs/pfpv7xWvTCbTsUydMkR1g+og7eLLEl9EY8rTv693cJ/W3D17NmTnj1lF2hLMPXAVG7cv8EvrX7JvmilSG2oO0zfzkCIp5AmfkI8dGW/vo9NUMQTD4lNSKHZtG1UKeLFt69HKF8taLIN2kS+McXXSGJaIreSb1HUo+iTD3r41iUrdi1Gbt6/cz3n5sqVK1y9+k8Dr3379jFgwADmzJmT+6RCGIuUeFjyFmwc+9TD/NwcmNCxPBtO3OT3A1efeqwQInduJd8iPjUeVzvXpxc26SmwsDMc+yP/wgmTkuviplu3bmzevBmAGzdu0LhxY/bt28cHH3zAJ598kucBhcgXa0fodyBuO/2ZhzYvF8hLEQX5eMVxom/LxHoh8srEfRPpHdn7kSHJR9g6gJ0TrB0G92/nTzhhUnJd3Bw7doyqVasCsHjxYsqXL8+uXbv45ZdfWLBgQV7nE8LwTvwJh3+BlpPAs3CO7jKmTRk8ne0YtDiKTK1FjewKYTDDqw5nZLWRORvubfEFaDNhfe47Ywvzl+viJj09HXt7/UTKjRs30rZtWwBKlSpFTExM3qYTwtC0Wtj8GZRuC2Gv5Phurg62TO0azoHou8zeet6AAYUwfwlpCaRkpODn5EcF3wrPvgOAqz80Gw9HFsHZjYYNKExOroubsmXLMnv2bLZv305kZCTNmzcH4Pr163h7e+d5QCEMysoKeqzWb9CXy4mJVYp40bteMaZGnuHYNem7IsTz+nzf5/Tc0PPZw1H/Ff4qlGgO8dGGCSZMVq6Lm88//5xvv/2W+vXr88orrxAWFgbAihUrsoarhDAJZ9brl3w7++h3u34OAxuXoGSAKwMWRZGSLt1zhXgeb5d7m3fD3s396kONBl75DSq/ZZhgwmTlqrjR6XSEhIRw+fJl4uLimDdvXtb3/ve//zF79uw8DyiEQdw6A4u7w65vXuhh7GysmNY1nOg7yUxceyqPwglhGVIyUsjUZlLUoyi1gp5zv0KNBjLS9Csdr+zL03zCdOW6uAkNDeXmzZt4enpm+16RIkXw85OurcIEZKTB0l76Vu71X3wyYqi/KyOal2LBrktsO3MrDwIKYRkm/z2Zdza+k/vhqP+ysoYLW2HF+5CRmjfhhEnLVXFjZWVFaGgot2/L0jthwrZ+DjePQcc5+uWkeaBHzSLULu7D0CWHuZecliePKfJH/fr1GTBggOoYFqlV0VZ0KN7hxZthWllD22/g9jnYPiVvwgmTlus5N5MmTWLo0KEcO3bMEHmEMKzEm7B7OtQbAUGV8uxhraw0TO4cRkq6llHLjr34J1EL1qNHD9nyxcxlajPR6XRU9KtIq6Kt8uZBA8pB7YGw/UuIlQ1uLV2ui5vXXnuNffv2ERYWhqOjI15eXtm+hDBqrv7Qa7P+l2AeC3B3YHyHcqw+GsOyQ9fy/PGFMBczD89k0JZBef8hoO5Q/aa3J1fm7eMKk5OjjTP/bdq0aQaIIUQ+OLlSv2zUv4zBTtG6QgE2nrjJmD+PUzXEi4KeeTPsZY6WLFnCxx9/zLlz53BycqJixYpUrFiRH374ASBrqGLz5s3Ur1+f4cOHs2zZMq5evUpAQACvvvoqH330Eba2tgCMHTuW5cuXM3jwYD788EPu3r1LixYt+O6773B1dQXg/v37vPvuuyxduhRXV1eGDBmi5oe3cOW8y+Hl4JX3e7PZ2EPPjeDgnrePK0xOroubN954wxA5hDCsk6tg0WvQeQGU7WDQU33crhz7Lm5j8OLD/NKrOtZWajb2u5V8i7updynhWQKA8/fO42zrTIBzAKmZqZy/d57CboVxtnUm7kEctx/cpqRXSQAuxl/E3tqeAi4FSNemc/buWYJdg3G1c+VOyh1u3r9Jae/SAFxOuIyTjRO+Tr45zhYTE8Mrr7zCpEmT6NChA4mJiWzfvp3u3bsTHR1NQkIC8+fPB8i6Iuzq6sqCBQsoUKAAR48epVevXri6ujJs2LCsxz1//jzLly9n1apV3L17ly5dujBx4kTGjx8PwNChQ9m8eTPLli0jICCADz74gAMHDhAeHv7Cz7d4Np1Oh0ajoUGhBoY7iYO7flPNo0sguGqOu44L85LrYSnQ/wIZPXo0r7zyCrGxsQCsW7eO48eP52k4IfJE4k1Y2Q9KtoQy7Q1+OndHW77sEs6+S3f4fvsFg5/vSX4/8zvvbnw36+9Dtw1l/jF9wXDz/k26rurKidsnAFh5fiVvrf+nV8jonaP59si3ANxLuUfXVV05FHsIgPWX1vPqmlezjv10z6f8fub3XGWLiYkhIyODjh07UqRIEcqXL0+fPn1wcXHB0dERe3t7AgICCAgIwM7OTp9p9Ghq1qxJkSJFaNOmDYMHD2bx4sXZHler1bJgwQLKlStHnTp1eP3119m0aRMASUlJzJ07l8mTJ9OkSRPKly/PDz/8QGam9CfKLz+e+JGxu8Yafk5aejJsHAOrBv6ze7iwKLm+crN161ZatGhBrVq12LZtG+PHj8fPz48jR47w/fffs2TJEkPkFOL56HT65aEaK2jzda67ED+vGsW86VWnKJM3nKZOqC9lCrjly3n/rXOJzjQu3Djr71/U/QJnW2cA/J39WdR6EYXd9J9q2xRrQ80CNbOOHVdrHPbW+m1WPBw8WNR6EcGuwQA0K9KMcN/wrGM/rP4hTja5G34LCwujUaNGlC9fnmbNmtG0aVNeeumlR1pM/NuSJUuYNm0a586dIykpiYyMDNzcsj+vRYoUyRqCAggMDMz6AHb+/HnS0tKoUaNG1ve9vLwoWbJkrrKL5+du726Y4aj/snOG1lPhly767RnCXjbs+YTRyfWVmxEjRjBu3DgiIyOzPlEBNGjQgN27d+dpOCFe2PlNcHa9frdvl5wPm+SFwU1LUMzXhYGKuhf7OvlmDUkBFPMoRoBzAAD21vaU8S6TVez4OPpkDUkBhLiHUMClAAC2VraU8S6Dq52+aPBy8MoakgIo7FY4V0NSANbW1kRGRrJ27VrKlCnDN998Q8mSJbl48eJjj9+zZw8vv/wyLVq0YNWqVRw6dIhRo0aRlpZ92f3D+TcPaTQatFotgKxgMwLti7enX6V++XOyEs2g3EuwbgQkSf8pS5Pr4ubo0aN06PDonAVfX1/pfyOMT7FG8PZGKNk8309tb2PNtJfDuRh3n8nrT+f7+Y2dRqOhVq1afPzxxxw6dAg7OzuWLVuGnZ3dI0NFO3fupHDhwowaNYrKlSsTGhrK5cuXc3W+4sWLY2try549e7Juu3v3LmfOnMmTn0c82YrzK/jq4Ff5X2C2+BzQ6Ns/CIuS62EpDw8PYmJiCAkJyXb7oUOHCAoKyrNgQryQzAy4uBWKN4LgKspilApwY2izkoxfc5KGpfyoWdxHWRZjsnfvXjZt2kTTpk3x8/Nj79693Lp1i9KlS5OSksL69es5ffo03t7euLu7U7x4caKjo/ntt9+oUqUKq1evZtmyZbk6p4uLC2+//TZDhw7F29sbf39/Ro0ahZXVc009FLkQnxrP3ZS7hh+O+i9nH+ixCnxKPPtYYVZy/a+6W7duDB8+nBs3bmRd8t25cydDhgyhe/fuhsgoRO5t/xIWdobb51Un4e3aIdQo6s3g3w8T/yBddRyj4ObmxrZt22jZsiUlSpRg9OjRfPnll7Ro0YJevXpRsmRJKleujK+vLzt37qRdu3YMHDiQvn37Eh4ezq5du/jwww9zfd4vvviCunXr0rZtWxo3bkzt2rWJiIgwwE8o/u31Mq8zpsYYNSf3LwvWtnDjKKQkqMkg8p1Gl8vrhOnp6fTo0YPffvsNnU6HjY0NmZmZdOvWjQULFmBtbW2orHkiISEBd3d34uPjH5mMKMzE1QMwtwnUHQINPlCdBoBr9x7QfNo2Gpby46uXK+bZ46akpHDx4kVCQkJwcHDIs8cV5kPla2TLlS1cTbxKt9LdsNIovEKWmgRTy+jn4LSW7RlMVW7ev3P9arO1tWXhwoWcOXOGxYsX8/PPP3Pq1Cl++uknoy9shAVIu6/fFDMwTN+t1EgEeTjyabty/Bl1nRWHr6uOI0S+OHn7JHtv7EWDml5PWexdoMEo+HsuXN6lNovIF7mec/NQsWLFKFq0KED+j6MK8SS7Z0DCdei2WH8p2oi0Cy/AxpM3Gb3sKJULe1LAw1F1JCEM6t3wd8nUZhrHe0SVnnD0d31riN47wVaudJqz57pOOHfuXMqVK4eDgwMODg6UK1eO77//Pq+zCZF7NftB9z/Bp7jqJI/QaDSMa18OJzsbhi45jFYrS5OFeTp48yBrL65Fp9NhbWUkV/Qf7hx+9zLsnKY6jTCwXBc3H374If3796dNmzb8/vvv/P7777Rp04aBAwcyevToXAeYOXNm1lhwREQE27dvz9H9du7ciY2NjbRNF3r34+Dmcf2nsULVVKd5Ig8nOyZ3DmPnudvM33VJdRwhDOKv6L/47dRv6DCyAt6vNLw0Dyq/9exjhUnL9YRiHx8fvvnmG1555ZVst//666+8//77xMXF5fixFi1axOuvv87MmTOpVasW3377Ld9//z0nTpygUKFCT7xffHw8lSpVonjx4ty8eZOoqKgcn1MmFJshnU6/b9S1g9A/Sr95npH7eOVxFu6NZmXf2pQMcH32HZ7g4WTRwoUL4+Qkm3SKRyUnJ3P58uV8n1CcnJ6Mk60RvyaT74C9G1g/9+wMkc9y8/6d6+LG09OTffv2ERoamu32M2fOULVqVe7du5fjx6pWrRqVKlVi1qxZWbeVLl2a9u3bM2HChCfe7+WXXyY0NBRra2uWL18uxY2lO/Qz/PkedP0ZSrdRnSZHUtIzafPNDmysrVj+Xk3sbZ7v0r1Wq+Xs2bNYW1vj6+uLnZ2dccxvEMrpdDrS0tK4desWmZmZhIaGGrynz+k7p7mXeo9qgcZ79RTQLwn/JgJq9YOa76tOI3IoN+/fuS5ZX3vtNWbNmsWUKdmX082ZM4dXX331Cfd6VFpaGgcOHGDEiBHZbm/atCm7dj15Nvv8+fM5f/48P//8M+PGjXvmeVJTU0lNTc36e0KC9DkwK3cuwtrhEP6ayRQ2AA621kztGk6HmTuZGnmWES1KPdfjWFlZERISQkxMDNevyyos8SgnJycKFSqUL80Kfz/zO1GxUSxus1jt0u9ncXCDcp3gr/FQqhV4FVWdSOSxHBU3gwYNyvpvjUbD999/z4YNG6hevTqg3/flypUruWriFxcXR2ZmJv7+/tlu9/f358aNG4+9z9mzZxkxYgTbt2/HxiZnddmECRP4+OOPc5xLmJh1I8DJC5o/+UqfsSoX5M7AJiX4Yv1pGpT0pVpR7+d6HDs7OwoVKkRGRobscC2ysba2xsbGJt+u5n1Q7QPupNwx7sLmoYaj4dRqWNkfuq/It011Rf7IUYVw6NChbH9/2NHz/Hl991dfX198fX05fvx4rgP89x+dTqd77D/Eh40CP/74Y0qUyHkr7ZEjR2YrzhISEggODs51TmGkWk+F+7f0n8RM0Dt1i7Hl1C0GLT7M2gF1cHN4vuXrGo0GW1vbRzaOFCI/XEm4QnJGMiW9SuLjaCJbjNi7QJtp8HNH/dB2pddVJxJ5KEfFzebNm/P8xD4+PlhbWz9ylSY2NvaRqzkAiYmJ/P333xw6dIi+ffsC+vkGD7skb9iwgYYNGz5yP3t7e+ztjX+CqciluHP6KzZuBfRfJsraSsOXXcJo8dV2xq44zpQu4aojCZFrc4/N5cDNAyxvt9x4ln7nRPFGUP8D8C+jOonIY8qmidvZ2REREUFkZGS2XcYjIyNp167dI8e7ublx9OjRbLfNnDmTv/76iyVLljyykacwY+kP4Ldu4BUC3RapTvPCgr2cGNOmDEOXHKFxaX9alg9UHUmIXBlVbRQx92NMq7B5qP5w/Z/aTH0vHGEWcl3cpKSk8M0337B582ZiY2PRarXZvn/w4MEcP9agQYN4/fXXqVy5MjVq1GDOnDlER0fTu3dvQD+kdO3aNX788UesrKwoV65ctvv7+fllNREUFmTjWLh3Gbr8qDpJnnkpoiCbTsbywbKjRBT2xN9NuqcK43cr+Rbp2nQKuBSgkNuT23cYvZR4+KGtfj86E1qYIJ4s18XNW2+9RWRkJC+99BJVq1Z9oYlqXbt25fbt23zyySfExMRQrlw51qxZQ+HChQGIiYkhOjr6uR9fmKHzf8He2dD8c/B7vhVGxkij0fBZx/I0m7aNoUuO8MObVWRJtzB6M6JmsP/Gfla0X2GaV20esncD10BYPQSK1AFHD9WJxAvKdZ8bd3d31qxZQ61atQyVyaCkz40Jy0iDryuCTyi8thTyYWlrfttyOpYe8/fzSbuydK9RRHUcIZ4qKS2Jy4mXKetdVnWUFxd/DWZUg3Idoe3XqtOIxzDoruBBQUG4uj5/R1UhnpuNHbw0F9rPNMvCBqB+ST9er16Y8atPci42SXUcIR4rIS2Beyn3cLFzMY/CBsA9CJqMhYM/wMWcbQMkjFeu3yG+/PJLhg8fzuXLlw2RR4jHu3lCP+GvUHWTXh2VEx+0LE2QpyMDF0WRlqF99h2EyGdfH/ya19e+TqbWzPoqRbwFJVtByj3VScQLynVxU7lyZVJSUihatCiurq54eXll+xIiz92LhnnNYPuUZx9rBhztrJnWNZyTMQl8vems6jhCPOKdCu/wQbUPTHuezeNYWcErv8ikYjOQ6wnFr7zyCteuXeOzzz7D399fJj0Kw9JmwrJ39RP+qvZSnSbfVCjoQb9GoUzbeIYGpXyJKCwfHIR6DzIeAODr5Iuvk6/iNAaUmghrhkG1d6BAuOo04jnkurjZtWsXu3fvJiwszBB5hMhu9wy4vBPeWGFxKxj61C/G5tOxDFx0mDX96+BiL7sXC7VmRc1ix/UdLG69GBsrM3492jjAjaOwoi/02gzW0vnb1OR6WKpUqVI8ePDAEFmEyO7OBfjrU6jxHoTUVZ0m39lYWzGtazhxSal8uvKE6jhC0CG0A/8r/z/zLmxAX8y0/RpuHodd36hOI55DroubiRMnMnjwYLZs2cLt27dJSEjI9iVEnvEMgXYzoeGHqpMoU9jbmY9al2HR31dYf/zxG8oKYWjp2nQytBmEuIfQPKS56jj5I6iS/oPVlon67V6EScl1nxur/1+C+6QNL419V2Lpc2Mi4s7q+9kIdDodvX48wMHou6wfUBdfV9krTeSvOUfmsO3qNhY0X2D+V23+LS0Zvq2jL3Iqv6U6jcXLzft3rl+lhthEU4hsLm7Tt0J/fSkUe3QzVEuj0WiY2Kk8zadtY/gfR5j7RmWZyC/yVfXA6rjYulhWYQNg5wS9d4Cto+okIpdyfeXG1MmVGyP34B7MqqXfFLP7CrNt1vc8Np28yds//M34DuV4tVph1XGEBXj49mDxxXRmBuz7Fsp2MPs+W8bMoB2KAbZv385rr71GzZo1uXbtGgA//fQTO3bseJ6HE+Ifa4bql2G2nyWFzX80Ku3PK1ULMW7VSS7cku7FwvAWnV7Ee5veI12brjqKWmlJsPMrWD0YLOt6gMnK9bvHH3/8QbNmzXB0dOTgwYOkpqYCkJiYyGeffZbnAYUFObUaji6GVpPBI1h1GqM0ulVp/N3sGbj4MBmZ0r1YGFaQSxBlvMtga2XhS6EdPaDlF3B6DZxYrjqNyIFcFzfjxo1j9uzZfPfdd9ja/vOCr1mzJgcPHszTcMLCFK0Pbb+B8p1VJzFazvY2TOkazrFr8UzfLCs4hGHVKViHvhX7qo5hHMq0g1Kt9VeXk++oTiOeIdfFzenTp6lb99GeI25ubty7dy8vMglLo9Xqt1iwc4ZK3cHSx/efoVIhT95rUJxv/jrHoei7quMIM7T24lpG7Rglw1H/1XIyZKTBoZ9VJxHPkOviJjAwkHPnHv3EuGPHDooWLZonoYSF2fctzKgOiTdVJzEZ7zcsTrkCbgxafJjktAzVcYSZ0el02FrZynDUf7kFwv82Q833VScRz5Dr4uadd96hf//+7N27F41Gw/Xr11m4cCFDhgyhT58+hsgozFnsSYgcA5VeB1d/1WlMhq21FVO6hhMT/4Dxq0+qjiPMTMuiLRlbc6zqGMbJu5j+6vKFLZB2X3Ua8QS5Lm6GDRtG+/btadCgAUlJSdStW5eePXvyzjvv0LevjM2KXMhIg6W99Mu+G49VncbkFPN1YVSrMizcG81fp+Sql3hxO67tYMqBKTIc9SxJt+CXl+Gv8aqTiCd4rrW248ePJy4ujn379rFnzx5u3brFp59+mtfZhLnb9gXEnoKOc6RJ1nN6rVoh6pf0ZdiSo9xOSlUdR5i460nXuXDvAjYaC2vWl1suvtBgJOydBVcPqE4jHkOa+Al17l6CK/uhgqyOehGxCSk0m7aNKkW8+Pb1CGm4Jl7Iw610xDNkZsD3jSAzDf63FWzsVCcyewbZfuGtt3K2r8a8efNy+pDCUqUm6v/0LKL/Ei/Ez82BCR0r0PvnA/z+91W6VJEeQSJ3Dt86TFRsFK+Vfg1rK2vVcUyDtY2+dcWc+rBvDtSUaRnGJMfFzYIFCyhcuDAVK1bEwi72iLy2djjEHIF3tkkX4jzSvFwAnSMK8vHK41Qv6k0hbyfVkYQJiYqNYsPlDbxW+jXVUUxLYAV45VcoUlt1EvEfOR6W6tOnD7/99huFChXirbfe4rXXXsPLy8vQ+fKcDEspdmIFLH4d2s2AivKLNC8lpWbQ4qtt+Lk6sOh/1bGxlsJR5Fx6Zjq21rL0+7nduwJuQfKBzYAMsrfUzJkziYmJYfjw4axcuZLg4GC6dOnC+vXr5UqOyJnEG7Cyv77LZ/irqtOYHRd7G6Z0CedQ9F2+3XZBdRxhAs7dPceqC6v0fW2ksHl+iTdhRjXY/73qJOL/5arEtLe355VXXiEyMpITJ05QtmxZ+vTpQ+HChUlKko38xDOs6AfWttDma+lCbCBVinjRu14xpkae4ejVeNVxhJGLjI5kzpE5ZGilEeQLcfWHCl1g08f6KzhCuee+fqbRaNBoNOh0OrRa2cBP5ED1d6HDt+DsrTqJWRvQuASlAl0ZsOgQD9IyVccRRuzdsHdZ2HKhXLXJC00+BntXWD1Idg43ArkqblJTU/n1119p0qQJJUuW5OjRo0yfPp3o6GhcXFwMlVGYuuQ7+v2jijXQfwmDsrOxYmqXcK7efcDEtdK9WDzqWtI1dl3fBYCrnaviNGbCwR1aTYGzG+DoEtVpLF6Oi5s+ffoQGBjI559/TuvWrbl69Sq///47LVu2xEomUIknyUyHnzvqP82IfBPq78qIFqX4Yfdltp65pTqOMDJLzixhzK4xpGWmqY5iXkq1hEZjoGBl1UksXo5XS1lZWVGoUCEqVqz41AZPS5cuzbNwhiCrpfLZX+Nh+5fQMxKCIlSnsSharY435u/j9I1E1g+oi6ezNBkTejqdjpvJNwlwDlAdxXxlpEljvzxmkNVS3bt3p0GDBnh4eODu7v7ELyGyXNkH2ydDveFS2ChgZaXhi5fCSM3QMmr5UVnVKLj94DYnb59Eo9FIYWNICTEwPQLOblSdxGLJ9gvCMNLuw6xa4OQNb63Xd/MUSqw6cp2+vxxiSpcwOlYqqDqOUGjqgamsOL+CdZ3WYW9trzqO+dLp9MPxcWehz279RGPxwgxy5UaIXLFxhKr/02+KKYWNUq0rFKBDxSDG/Hmcq3eTVccRCvWt2Jdvm3wrhY2haTTQehok34ZNsqm0ClLciLyXEq/v0lmjD3gXU51GAB+3K4uboy2DFh8mU2tRF2sFkJSWxNXEq9ha2VLCs4TqOJbBszA0/FC/79SVfarTWBwpbkTeSoqFbypD1C+qk4h/cXOw5csuYey/dIfvtkv3Yksz99hcXlvzGqmZqaqjWJZq70DZ9vpVoyJfyXiByDs6nb4LsU4LxRurTiP+o3pRb3rVKcqXG05TN9SXMgVkzpml6Fm+JzUL1JThqPxmZQ2dF6hOYZHkyo3IOwd/gDNroe034OKnOo14jMFNS1DM14UBiw6Rki7di81damYqd1Pu4mzrTJWAKqrjWK6kW7CwM9w8rjqJxZDiRuSN2+dh3QdQqbu+kZUwSvY21kx7OZxLccl8sf606jjCwOYdncdLK18iJSNFdRTL5uAGdy/rr2xr5UNFfpDiRuQNZx+o8hY0m6A6iXiGUgFuDGtekrk7LrLzXJzqOMKAOpfszMiqI3GwcVAdxbLZ2OuvaF87AHu/VZ3GIkhxI15c2n39vipNx4G97DFmCt6qFUKNot4M+f0w8cky2dHcZGgzSE5PxsfRh8aFZf6bUShUDar2gr8+hbuXVKcxe1LciBdz7SBMLQcxh1UnEblgZaXhyy5hJKVm8OGfx1THEXls4cmFdF7ZmQcZD1RHEf/W6CNwLwgxR1QnMXuyWko8v7RkWPo/fT8HvzKq04hcKuDhyLj25ej/WxSNSvvRLjxIdSSRRxoEN8DRxhFHG0fVUcS/2bvCu7ulsWk+kCs34vlFfgTxV6Hjd2BtqzqNeA7twoNoE1aA0cuPcf2efMo3dTqdjgxtBoXcCtGlZBfVccTjWNvoh/I3fqzvCyYMQoob8XzOboT930HTT8EnVHUa8QLGtSuHs50NQ34/jFa6F5u05eeW0211NxmOMnbpD+DAAlg7XHUSsyXFjXg+HoWgRl+o0lN1EvGC3J303Yt3nb/NvJ0XVccRL6CEZwkaFGogw1HGztkHWnwOx5fCqTWq05gl2RVc5I5OB5lp+qWNwqx8svIEP++9zMq+tSkZILsYmxqdTodGo1EdQ+SUTvf/jf2OwXt79StOxVPJruDCcKJ+gdm19ZtjCrMyrHlJCns50f+3Q6RmSKMxU7Lp8ibeiXyH5HTZ9d1kaDTQeiqkJsKp1arTmB0pbkTO3b2kHyMOipBPGWbIwVbfvfj8rSSmRJ5RHUfkgrOdM4XcCslwlKnxCIa++yG8m+okZkeKG5Ez2kxY1hscPfVjxcIslS3gzqAmJZmz7QJ7LtxWHUfkUPXA6oyuPlqGpUyRWwH9ENWxPyBdtsnIK1LciJzZ+RVE74GO38pVGzP3v7pFqVLYi8GLD5OQIt2Ljdm+mH2M3D5ShqNM3b3L+g+PW+WDY16R4kbkjF8ZfXfNwjVVJxEGZv3/3YvjH6QzdoXsYmzMEtMSSU5Plr2jTJ1nEag7VP8hUroX5wlZLSWeLjMDrKz1k9+ERVly4CpDfj/MzFcr0bJ8oOo4Qpi3jDSYU0/fELXnX9LF+DFktZTIO5EfwpK39GPCwqJ0qhREi3IBfLDsKDcTZC6AMTlx+wST908mNTNVdRSRV2zsoO10/ZWbw7+qTmPypLgRT3Z+M+yZCQWryJUbC6TRaPisQ3nsrK2ke7GROX/vPIduHcJKI7/CzUrBCHhjBYS9ojqJyZN/GeLxku/A8j4QUg+q9VadRiji6WzHpJcqsP1sHD/tuaw6jvh/bYq14acWP2FrJXu6mZ2QuvohqdiTcsX8BUhxIx5vzRBIvw/tZ4GVvEwsWf2SfnSvUZjP1pzkXGyi6jgW7VL8JeYfm0+GNkOu2piz2+dhVk049JPqJCZL/nWIR2m14Fta3z3TPUh1GmEERrYoTUFPRwYsiiItQ6s6jsXaf3M/S88uJV0rS/TNmncxqPAyrB8NiTdUpzFJslpKZKfN1K+OEuI/jly9R8eZu3inXlGGNiulOo7FSslIkaXfliD5DsyoCoWqQ9efVacxCia1WmrmzJmEhITg4OBAREQE27dvf+KxS5cupUmTJvj6+uLm5kaNGjVYv359PqY1c1ot/NwJ9sxSnUQYoQoFPejfKJRZW87z96U7quNYlJv3b7Ly/Ep0Op0UNpbCyQtaTIKTK/VfIleUFjeLFi1iwIABjBo1ikOHDlGnTh1atGhBdHT0Y4/ftm0bTZo0Yc2aNRw4cIAGDRrQpk0bDh06lM/JzdSeGXBhs75hnxCP8W79YoQHezBo8WGSUjNUx7EYG6M3MuXAFO6n31cdReSnsh2g+UQoJM1Tc0vpsFS1atWoVKkSs2b9c6WgdOnStG/fngkTJuToMcqWLUvXrl356KOPcnS8DEs9wc3jMKc+VOkFzT9TnUYYscu379Piq+20rhDIpJfCVMexGHdT7uLp4Kk6hlAlNQnsXVSnUMokhqXS0tI4cOAATZs2zXZ706ZN2bVrV44eQ6vVkpiYiJeX1xOPSU1NJSEhIduX+I+MVPijF3gX12+xIMRTFPZ25qPWZVj891XWH5fJjoYUnxrPrmv634dS2FiwuHMwrTxc2Ko6iclQVtzExcWRmZmJv79/ttv9/f25cSNnvzC//PJL7t+/T5cuXZ54zIQJE3B3d8/6Cg4OfqHcZikjBfxKQ8c5YCvj+eLZulYJpnFpf0YuPUpsonQvNpRlZ5cxZNsQEtNkCb5F8yqq/x29sh+kySapOaF8QrHmP51vdTrdI7c9zq+//srYsWNZtGgRfn5+Tzxu5MiRxMfHZ31duXLlhTObFZ1Ov8v3S3MhoLzqNMJEaDQaJnYqj5UGhi85goUtusw3b5R9g19b/YqrnavqKEIlKyto8zUkxMCWnE3ZsHTKihsfHx+sra0fuUoTGxv7yNWc/1q0aBFvv/02ixcvpnHjxk891t7eHjc3t2xf4v+lxOs3aru4TXUSYYJ8XOz5vFMFNp++xcK9j18EIJ5Pcnoyx28fR6PRUNitsOo4whj4FIf6I2D3dLgui2ieRVlxY2dnR0REBJGRkdluj4yMpGbNJ88M//XXX+nRowe//PILrVq1MnRM87ZmGNy5CJ5FVCcRJqpRaX9eqVqI8atPcuFWkuo4ZmPR6UW8te4tEtJkjqD4l5rv65v7WdurTmL0lO6pPmjQIF5//XUqV65MjRo1mDNnDtHR0fTurd/LaOTIkVy7do0ff/wR0Bc23bt356uvvqJ69epZV30cHR1xd3dX9nOYpOPL4Mhv0OFb8CikOo0wYaNblWb3+TgGLj7Mkt41sLVWPtpt8l4r8xoR/hG42cmVZvEv1rbQ4f9XF+t0sqHxUyj9LdS1a1emTZvGJ598Qnh4ONu2bWPNmjUULqy/DBsTE5Ot5823335LRkYG7733HoGBgVlf/fv3V/UjmKaE67ByAJRpDxW6qk4jTJyzvQ1Tu4Zz7Fo80/86pzqOSUvPTOdK4hVsrWyp4FtBdRxhrO5egu8bQdxZ1UmMlmy/YIlunYF1w6HTXH0XTCHywNTIM0zffI4lvWtQsZAsW34ePx7/kZmHZ7K+03rc7eVqtHiCtGT9xpqugdBjtcVsbmwSfW6EIjod+JaA15dJYSPyVN+GxSlXwI2Bi6JITpPuxc/jpRIvManuJClsxNPZOUHbryF6FxyYrzqNUZLixpLEnoK5TeGeLIcXec/W2oqpXcO5mZDKuNUnVccxKVqdlrspd3GydaJuwbqq4whTEFIXKnWHyDEQf011GqMjxY2lyEiDpb0g5R44eatOI8xUUV8XRrUqzS97o9l08qbqOCZjyZkltFvejvjUeNVRhClp8ql+teudC6qTGB2lq6VEPto6EWJPQM+N+kuaQhjIq9UKsenkTYb/cYR1A+ri4yLLVp+lceHG2FnbyXCUyB1HD+i9XVZNPYZcubEE0Xtgx1R9A6gCFVWnEWZOo9Hw+UsV0Opg5NKj0r34KXQ6HSkZKXg5eNG+eHvVcYQp0mjgfhys7A/Jd1SnMRpS3FiCB3chtCnUGqg6ibAQfq4OTOhYnsgTN1n8t8zxepI1F9fQbnk77qXcUx1FmDJtpr532foPVCcxGlLcWIKSLaDbIrCWUUiRf5qVDaBL5YJ8vPIEl2/fVx3HKFXwrUCXkl3wcPBQHUWYMld/aDoeDv8K5zaqTmMUpLgxZydXwpK3IV12bRZqfNSmLN4udgxcFEVGplZ1HKOSqc0k2DWYt8u/rTqKMAcVX9OvoFo5EFJlKxQpbsxV4k1Y0Q8yUsBGJnQKNVzsbZjaJZyoK/eYvfW86jhGY/vV7XRd1ZW7KXdVRxHmQqOBNl/ppyFc3qk6jXJS3JgjnQ7+fA+sbPQvdplJLxSqXMSLd+sXY9rGsxy5ek91HKPg4+hDlYAqeNh7qI4izIlXURh4FEo0U51EOSluzNHfc+FcJLSbDs4+qtMIQf9GJSgV6MqARVE8SMtUHUe50t6lGV51OBr54CHymqMnZKbDvu/0/c0slBQ35uj+bajSU6p3YTTsbKyY1jWca3cfMHGt5XYvjoqNoteGXrI6ShjW7XOwboS+BYiFkuLGHNUfDi0nq04hRDbF/VwZ2aIUP+y+zNYzt1THUSJTl4m7vTuudq6qowhz5lcaavWHbV/ot92xQLIruDnZNlk/ebjm+6qTCPFYWq2ON+bv4/SNRNYPqIuns53qSEKYp/QUmF1bP0z11jqwslad6IXJruCW6OrfsPkzSJN+IsJ4WVlpmNw5jNQMLR8ss5zuxWfvnmXk9pEkpCWojiIsha2Dfufwq/vg9BrVafKdFDfmIO0+LP0fFAiHOkNUpxHiqfzdHPisQ3nWHrvB0oOWsZvxzeSbXE+6joO1g+oowpIUrgm9/oJSrVUnyXdS3JiD9aMgMQY6fiddiIVJaFUhkI4Vgxiz4jhX7iSrjmNwtYNqs6D5AuysZRhO5LOgCH07kCv79G1CLIQUN6YuMx3ir0Kz8eBdTHUaIXJsbLuyuDvaMnjxYTK15vlL92riVSbvn0xyerIs+xbqXD8Ec5vA0d9VJ8k3UtyYOmtbePV3iHhTdRIhcsXNwZYvu4Sx//Id5my7oDqOQZy6c4pt17ahwzyLN2EiClSEcp1g7XD9DuIWQIobU6XT6be4P/+X/pKjfCoUJqh6UW/+V6coUyJPc/x6vOo4ea5x4cYsbbsUZ1tn1VGEpWv+OaDT97+xAFLcmKpDP8GBBZBm/vMVhHkb1LQExf1cGbgoipR08+heHPcgjgXHFpCuTcfGSubBCSPg4gvNJuiHps5tUp3G4KS4MUV3LsDaEfpdYEtb3ix4YV7sbayZ1jWcS3HJTFp3WnWcPLE3Zi8/nPiBpDTZnVkYkbCXoc3X+lVUZk6a+JmazAyY3wLux0LvHWAvnU6Fefh++wXGrT7Jz29Xo3ao6e+Jdj/9vgxHCeN1/zY4e6tOkSvSxM+cJcbot7Tv8K0UNsKsvFUrhJrFvBny+2Hik9NVx3kuiWmJrDy/Ep1OJ4WNMF7XDsLUshC9R3USg5HixtR4BMN7e6FQddVJhMhTD7sXJ6dlMPrPY6rjPJe/ov9i3J5xxD2wjBUpwkQFhoF/WVjRDzJSVacxCCluTEVasr4L8Z0LZrFHiBCPU8DDkU/bl2Pl4ev8GWV63YvbFW/HivYr8HXyVR1FiCezsoZ20/XvJ9vMc5NlKW5MxcYxcOJPfdM+IcxYu/Ag2oQVYPTyY1y/90B1nBxJyUhh1/VdAPg7+ytOI0QO+JWGOoNhxxS4eVx1mjwnxY0pOLcR9s2BJp+Ab0nVaYQwuHHtyuFib8PgxYfRmkD34jUX19B3U19u3r+pOooQOVdnkL4BrIO76iR5TlZLGbvkOzCzBviXgVf/ACupR4Vl2Hkujle/38voVqXpWaeo6jhPpdPpOHvvLCU8S6iOIsTz0WqN/v1FVkuZkxtH9VsstJtp9C88IfJSreI+vF07hEnrTnPqRoLqOI+Voc3g5O2TaDQaKWyE6bpxDGZUhTsXVSfJM/JuaeyK1oP3D4JboOokQuS7oc1KUsTHiQG/RZGaYXzdi1eeX0m3Nd24cf+G6ihCPD/PIpCRAqsGmM3O4VLcGKt70bBmKKQmgY2d6jRCKOFga820rhU5fyuJKRvOqI7ziDbF2vBt428JcA5QHUWI52fvAq2nwYUtEPWL6jR5QoobY6TNhGW94fRa0Bnfp1Uh8lOZAm4MblqSOdsvsOfCbdVxAP0cm+tJ17GxsqFqYFXVcYR4caGNoUJXWP8BJMWqTvPCpLgxRru+gcu7oMNss5zFLkRu9apTlCqFvRi8+DAJKerbIay6sIq2y9vKcJQwL80mgE8JSDL9VX9S3BibmCPw1zio+T4Uqa06jRBGwdpKw5ddwoh/kM7YP9X35GhcuDHjao2T4ShhXpy9oWckBJRXneSFSXFjbC5uBd9S0HC06iRCGJVgLyc+bluWpYeusfpIjLIcCWkJONo40jykubIMQhjU3Uvwew9IiVed5LlJcWNsar6vr5xt7FUnEcLodKwURMvyAXyw7Cg34lPy/fybLm+ixR8tuJ50Pd/PLUS+0VjD2UiIHKM6yXOT4sZYXNwGe7/VL8OzdVSdRgijpNFoGN++PPY2Vgxdkv/diyv5V+LdsHcJdJbWDMKMeQRD47FwYD5c2qE6zXOR4sYYPLirXx11apXZ9BgQwlA8ne34onMY28/G8ePuS/l23vTMdDwdPHmtzGtoNJp8O68QSlR+G4Kr63cOTzeNPd7+TYobY7BmKKQlQftZ0oVYiByoV8KXN2oUZsLaU5y9mWjw8+2N2UurZa2ISVI310eIfGVlBW2/0X/4jjmiOk2uyTupakeXwNHfodUUcC+oOo0QJmNEi9IU9HRkwKIo0jK0Bj1XQdeCtAhpITt+C8viWwIGHodC1VQnyTUpblQ7vgzKdYLyL6lOIoRJcbTTdy8+fSORaRsN171Yp9MR5BLEwIiBWGnkV6awMHZOkJIA2yZDpvoeUzkl/1JV6/KT/tKfECLXyhd0Z0DjUGZvPc/+S3fy/PGP3z5Ol1VdpFmfsGy3z8Hm8bB7uuokOSbFjSqHFupnoVtZgZ2z6jRCmKze9YpRsZAngxZHkZjH3YvtrOwo4VkCb0fvPH1cIUxKUCWo3ge2TITb51WnyREpblS4eQJWDYSTq1QnEcLk2VhbMbVLOHeS0vhk5Yk8fexQz1DG1x6PrZVtnj6uECanwQfg4g8r+5vEql4pbvJbRios/R94hUBj022QJIQxKeTtxEdtyvD7gausO/biQ0gX4y/SO7I3t5Jv5UE6IcyAnTO0+QoubdfvfWjkpLjJb5vHw61T0PE7adYnRB7qUjmYpmX8+WDZUWITX6x7cWKafnm5q51rXkQTwjwUawDv7YcitVQneSYpbvJT2n396qiGoyCwguo0QpgVjUbDhI7lsdLAsCVH0L3ApfMKvhWY3WQ2DjYOeZhQCDPgWwK0Wji7UXWSp5LiJj/ZOUPvHVCzn+okQpglbxd7Jr1UgS2nb/Hz3uhc3//G/RuM2jGKuyl3DZBOCDNxcSss7AQn/lSd5ImkuMkvu76Be1fAwR2srFWnEcJsNSzlT7dqhRi/+gQXbiXl6r5XEq9w6s4prOXfqBBPVrQ+lGqt767/wDg/CEhxkx+OL4cNo012AzIhTM3oVqUJdHdk4KIo0jNz3r24SkAVlrRZgpudmwHTCWHiNBpoORnSU/TvbUZIihtDS4iBVQOgdFsIe1l1GiEsgpOdDVO6hHHsegLf/HXumcffS7nH1ANTuZ9+XzbFFCIn3AKh6Sdw6Ge4sk91mkdIcWNIOh38+R5Y20HrafpqVwiRLyoW8qRvg+LM2HyOg9FPv3R+4vYJVl1YxYMM09v9WAhlKr0BL82HoAjVSR4hxY0hxZ7Q9wNoNxOcpcOpEPmtb8PilAtyZ9CiKO6nZjzxuJpBNVnbcS0+jj75mE4IE6fRQLmO+nmk8VdVp8lGihtD8i8LA45AaGPVSYSwSLbWVkzrGs7NhFTGrT75yPeT05P58fiPpGemY2dtpyChEGbg/F/wVRhcO6g6SRYpbgwhMx12fgXpD8DFT3UaISxaiI8zo1uX5td90Ww8cTPb9/6++TczD8/kZvLNJ9xbCPFMReqCXxlY8b7R7ByuvLiZOXMmISEhODg4EBERwfbt2596/NatW4mIiMDBwYGiRYsye/bsfEqaC1s/h02fQNwZ1UmEEEC3qoVoWMqPEUuPEJeUmnV73YJ1Wd9pPQVdCypMJ4SJs7aBdtMh9qT+g70RUFrcLFq0iAEDBjBq1CgOHTpEnTp1aNGiBdHRj2++dfHiRVq2bEmdOnU4dOgQH3zwAf369eOPP/7I5+RPEb0Xtn8J9UZAYJjqNEII9N2LJ3Yqj1YHI/44SlpGGmsurEGn0+Fu7646nhCmLzAMar4PWyfBLfUf7DW6F+lR/oKqVatGpUqVmDVrVtZtpUuXpn379kyYMOGR44cPH86KFSs4efKfsfPevXtz+PBhdu/enaNzJiQk4O7uTnx8PG5uedzLIjURZtcGZz94c62+mhVCGI0Nx2/wv58O8GaTJJZfm8jSdksJcQ9RHUsI85D+QF/c1OoHjp55/vC5ef9W9u6blpbGgQMHGDFiRLbbmzZtyq5dj99xdPfu3TRt2jTbbc2aNWPu3Lmkp6dja2v7yH1SU1NJTf3nMnRCQkIepH+85GNL+Z9jKn3rvEt1axu2Xd3GnCNzWNB8ATZWNkz5ewpanZYhVYaQqc2k+7ru/K/8/6gXXI+9MXv5+uDXfNf0O5xsnZh+aDrxqfGMqj4KgDfWvkG30t1oVqQZh2IP8cX+L5jeaDpeDl7MOTKHK4lX+LTWpwD03NCTtsXa0rZYW07cPsGnuz9laoOpBDgH8MPxHzgWd4wv6n0BQJ+NfagfXJ8uJbtw/t55Ru0YxcQ6EyniXoRfT/3Kruu7+KbhNwAM3DyQSv6VeL3M61xJvMLgLYP5tNanlPQqyR9n/mD9pfXMaToHgOHbhhPqGUrP8j25lXyL9za9x+jqo6ngW4FVF1ax+PRifmzxIwAf7vwQPyc/3q/4PvGp8fTc0JNhVYZRJaAKkZcj+e7IdyxusxiAcXvG4WDtwJAqQ0jJSOHVNa/Sv1J/6hasy9YrW/n60Nf82upX7KztmLR/EmmZaYyurm8y1XFFR94Ne5cmhZuwJ2YPk/ZPYkHzBbjZuTHtwDRuPbjF+NrjAXhl1St0K92NNsXaEBUbxce7P2ZOkzn4Ovky6/Aszt87z+R6k7P+37Qu1prOJTpz4vYJPtj+Ad80+oZg12DmHZvHwZsHmd5oOgC9NvSiXsF6vFbmNS7cu8DALQP5st6XFPcszsKTC9kcvZnvm30PQN9NfQn3C6dn+Z5cS7rGuxvfZULtCZT1KcvvZ35n+dnlLGy1EIBBWwZR1L0ofSv2Je5BHG+ue5MxNcZQOaAyK8+vZMHxBfzRVn+Fc+T2kXg7eDOkyhAS0xJ5ZfUrjKw6klpBtVh/aT3fHPqGle1XotFoGLtrLDZWNoyuPpr0zHTa/9meQZUH0ahQI7Ze2crn+z9nSZslONk68dnez7iffj/rOWy9rDXvhr1Lq6Kt2BOzh493fcyvrX7Fw8GDKX9P4VrSNb6s/yUAnVZ0olupbnQq0YlDsYcYuX0kC5ovIMA5gBlRMzged5yZjWcC0G11N1oVbcWrpV/l5O2TDNwykFmNZxHiHsL3R79n1/VdzGs2D4Ae63pQJ6gOb5d/mwvxF5h8sjctKvbl1y1uhBYYy+CF14HrefhbQAhL1xjOnKBNWAHerKXug4Oy4iYuLo7MzEz8/f2z3e7v78+NGzcee58bN2489viMjAzi4uIIDAx85D4TJkzg448/zrvgT2EV1pWQhMM4e4UC+h2Fi7oXRYO+v42/8z/ZNRoNxT2KZ+067GLrQnHP4lkNxPyd/XGxdck6vrhHcTzsPQBwtnWmhGcJbKz0//sCnAOw0vwzwhjqEYq3g37puZONE6W8S2FrpS/8/J38SXZP/udYz1B8HX0BcLRxpIx3mazNAv2c/Aj1CM12bIBzAAAO1g6U9ymPk41T1rGlvUtnOzbIJQgAWytbKvhWyPp5fB19KedTLtvP5ungmXVsuG94VodYH0cfwv3Cs44t5lEMe2t7AKw11kT4R2T9rN6O3kT4R2Q9h8U9ipOh/Wf5bxX/Klk/q6e9J1UDqmKjscl6XF8n33+ODaiS9bO62btRPbB61mqaEPeQrJ8boHJA5ayf1dXOlRoFauBoo9/xvYhbkWwbOFb2r0wht0L6/ze2TtQOqo2Lnf55KeRaiCoBVbKOjfCPoLBb4az/N3WD6uJm75Z1bI0CNbId+/Bns7e2p35wfbwcvQAo6FqQegXrZR1b0a9i1v8LGysbGgY3zPrZg1yCaFioYdaxYb5hWVsRaDQaGhduTKCz/t9ZgHMATQo3yXodhvmGkZr5zweJpoWbEuwaDICfox/NijTLeg7L+ZTLNs+lcaHGFHEvAoCPgw8tQ1pmPYdlvcviaf/Pp8CGhRpmvS49HTxpGdIy699RKa9S2Fn9s+qpYXBDinsUB8DNzo02xdrQqkgEwa4J3L2fhhDCMLxd7JWeX9mw1PXr1wkKCmLXrl3UqPHPL+nx48fz008/cerUqUfuU6JECd58801GjhyZddvOnTupXbs2MTExBAQEPHKfx125CQ4ONsywlBBCCCEMwiSGpXx8fLC2tn7kKk1sbOwjV2ceCggIeOzxNjY2eHs/vkmevb099vZqK0ghhBBC5B9lq6Xs7OyIiIggMjIy2+2RkZHUrFnzsfepUaPGI8dv2LCBypUrP3a+jRBCCCEsj9Kl4IMGDeL7779n3rx5nDx5koEDBxIdHU3v3r0BGDlyJN27d886vnfv3ly+fJlBgwZx8uRJ5s2bx9y5cxkyZIiqH0EIIYQQRkbpWuWuXbty+/ZtPvnkE2JiYihXrhxr1qyhcGH9JMqYmJhsPW9CQkJYs2YNAwcOZMaMGRQoUICvv/6aTp06qfoRhBBCCGFklPa5UcGgfW6EEEIIYRC5ef9Wvv2CEEIIIURekuJGCCGEEGZFihshhBBCmBUpboQQQghhVqS4EUIIIYRZkeJGCCGEEGZFihshhBBCmBUpboQQQghhVqS4EUIIIYRZUbr9ggoPGzInJCQoTiKEEEKInHr4vp2TjRUsrrhJTEwEIDg4WHESIYQQQuRWYmIi7u7uTz3G4vaW0mq1XL9+HVdXVzQaTZ4+dkJCAsHBwVy5ckX2rTIgeZ7zhzzP+UOe5/wjz3X+MNTzrNPpSExMpECBAlhZPX1WjcVdubGysqJgwYIGPYebm5v8w8kH8jznD3me84c8z/lHnuv8YYjn+VlXbB6SCcVCCCGEMCtS3AghhBDCrEhxk4fs7e0ZM2YM9vb2qqOYNXme84c8z/lDnuf8I891/jCG59niJhQLIYQQwrzJlRshhBBCmBUpboQQQghhVqS4EUIIIYRZkeJGCCGEEGZFips8MnPmTEJCQnBwcCAiIoLt27erjmR2xo4di0ajyfYVEBCgOpbJ27ZtG23atKFAgQJoNBqWL1+e7fs6nY6xY8dSoEABHB0dqV+/PsePH1cT1oQ963nu0aPHI6/v6tWrqwlrwiZMmECVKlVwdXXFz8+P9u3bc/r06WzHyGv6xeXkeVb5mpbiJg8sWrSIAQMGMGrUKA4dOkSdOnVo0aIF0dHRqqOZnbJlyxITE5P1dfToUdWRTN79+/cJCwtj+vTpj/3+pEmTmDJlCtOnT2f//v0EBATQpEmTrH3aRM4863kGaN68ebbX95o1a/IxoXnYunUr7733Hnv27CEyMpKMjAyaNm3K/fv3s46R1/SLy8nzDApf0zrxwqpWrarr3bt3tttKlSqlGzFihKJE5mnMmDG6sLAw1THMGqBbtmxZ1t+1Wq0uICBAN3HixKzbUlJSdO7u7rrZs2crSGge/vs863Q63RtvvKFr166dkjzmLDY2Vgfotm7dqtPp5DVtKP99nnU6ta9puXLzgtLS0jhw4ABNmzbNdnvTpk3ZtWuXolTm6+zZsxQoUICQkBBefvllLly4oDqSWbt48SI3btzI9vq2t7enXr168vo2gC1btuDn50eJEiXo1asXsbGxqiOZvPj4eAC8vLwAeU0byn+f54dUvaaluHlBcXFxZGZm4u/vn+12f39/bty4oSiVeapWrRo//vgj69ev57vvvuPGjRvUrFmT27dvq45mth6+huX1bXgtWrRg4cKF/PXXX3z55Zfs37+fhg0bkpqaqjqaydLpdAwaNIjatWtTrlw5QF7ThvC45xnUvqYtbldwQ9FoNNn+rtPpHrlNvJgWLVpk/Xf58uWpUaMGxYoV44cffmDQoEEKk5k/eX0bXteuXbP+u1y5clSuXJnChQuzevVqOnbsqDCZ6erbty9Hjhxhx44dj3xPXtN550nPs8rXtFy5eUE+Pj5YW1s/UvHHxsY+8slA5C1nZ2fKly/P2bNnVUcxWw9Xo8nrO/8FBgZSuHBheX0/p/fff58VK1awefNmChYsmHW7vKbz1pOe58fJz9e0FDcvyM7OjoiICCIjI7PdHhkZSc2aNRWlsgypqamcPHmSwMBA1VHMVkhICAEBAdle32lpaWzdulVe3wZ2+/Ztrly5Iq/vXNLpdPTt25elS5fy119/ERISku378prOG896nh8nP1/TMiyVBwYNGsTrr79O5cqVqVGjBnPmzCE6OprevXurjmZWhgwZQps2bShUqBCxsbGMGzeOhIQE3njjDdXRTFpSUhLnzp3L+vvFixeJiorCy8uLQoUKMWDAAD777DNCQ0MJDQ3ls88+w8nJiW7duilMbXqe9jx7eXkxduxYOnXqRGBgIJcuXeKDDz7Ax8eHDh06KExtet577z1++eUX/vzzT1xdXbOu0Li7u+Po6IhGo5HXdB541vOclJSk9jWtZI2WGZoxY4aucOHCOjs7O12lSpWyLYcTeaNr1666wMBAna2tra5AgQK6jh076o4fP646lsnbvHmzDnjk64033tDpdPqls2PGjNEFBATo7O3tdXXr1tUdPXpUbWgT9LTnOTk5Wde0aVOdr6+vztbWVleoUCHdG2+8oYuOjlYd2+Q87jkGdPPnz886Rl7TL+5Zz7Pq17Tm/0MKIYQQQpgFmXMjhBBCCLMixY0QQgghzIoUN0IIIYQwK1LcCCGEEMKsSHEjhBBCCLMixY0QQgghzIoUN0IIIYQwK1LcCCGEEMKsSHEjhFCmfv36DBgwIN8fKy/PK4QwPrK3lBDCLCxduhRbW9s8P1YIYXqkuBFCmAUvLy+DHCuEMD0yLCWEyBf379+ne/fuuLi4EBgYyJdffpnt+2lpaQwbNoygoCCcnZ2pVq0aW7ZsyXbMzp07qVevHk5OTnh6etKsWTPu3r0LPDrUNHPmTEJDQ3FwcMDf35+XXnop63v/Pfbu3bt0794dT09PnJycaNGiBWfPns36/oIFC/Dw8GD9+vWULl0aFxcXmjdvTkxMTN49QUKIPCPFjRAiXwwdOpTNmzezbNkyNmzYwJYtWzhw4EDW999880127tzJb7/9xpEjR+jcuTPNmzfPKjKioqJo1KgRZcuWZffu3ezYsYM2bdqQmZn5yLn+/vtv+vXrxyeffMLp06dZt24ddevWfWK2Hj168Pfff7NixQp2796NTqejZcuWpKenZx2TnJzM5MmT+emnn9i2bRvR0dEMGTIkD58hIUSeyZe9x4UQFi0xMVFnZ2en++2337Juu337ts7R0VHXv39/3blz53QajUZ37dq1bPdr1KiRbuTIkTqdTqd75ZVXdLVq1XriOerVq6fr37+/TqfT6f744w+dm5ubLiEh4ZnHnjlzRgfodu7cmfX9uLg4naOjo27x4sU6nU6nmz9/vg7QnTt3LuuYGTNm6Pz9/XP+JAgh8o3MuRFCGNz58+dJS0ujRo0aWbd5eXlRsmRJAA4ePIhOp6NEiRLZ7peamoq3tzegv3LTuXPnHJ2vSZMmFC5cmKJFi9K8eXOaN29Ohw4dcHJyeuTYkydPYmNjQ7Vq1bJu8/b2pmTJkpw8eTLrNicnJ4oVK5b198DAQGJjY3OURwiRv6S4EUIYnE6ne+r3tVot1tbWHDhwAGtr62zfc3FxAcDR0THH53N1deXgwYNs2bKFDRs28NFHHzF27Fj279+Ph4dHjrLpdDo0Gk3W3/+7ukqj0Tzz5xJCqCFzboQQBle8eHFsbW3Zs2dP1m13797lzJkzAFSsWJHMzExiY2MpXrx4tq+AgAAAKlSowKZNm3J8ThsbGxo3bsykSZM4cuQIly5d4q+//nrkuDJlypCRkcHevXuzbrt9+zZnzpyhdOnSz/sjCyEUkis3QgiDc3Fx4e2332bo0KF4e3vj7+/PqFGjsLLSf74qUaIEr776Kt27d+fLL7+kYsWKxMXF8ddff1G+fHlatmzJyJEjKV++PH369KF3797Y2dmxefNmOnfujI+PT7bzrVq1igsXLlC3bl08PT1Zs2YNWq02axjs30JDQ2nXrh29evXi22+/xdXVlREjRhAUFES7du3y5fkRQuQtuXIjhMgXX3zxBXXr1qVt27Y0btyY2rVrExERkfX9+fPn0717dwYPHkzJkiVp27Yte/fuJTg4GNAXQBs2bODw4cNUrVqVGjVq8Oeff2Jj8+hnNA8PD5YuXUrDhg0pXbo0s2fP5tdff6Vs2bKPzTZ//nwiIiJo3bo1NWrUQKfTsWbNGmn0J4SJ0uhk0FgIIYQQZkSu3AghxP+1WwcyAAAAAIP8re/xFUXAitwAACtyAwCsyA0AsCI3AMCK3AAAK3IDAKzIDQCwIjcAwIrcAAArcgMArATtpD6KaCZUWwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "FS.plot_variable('dealerCardValue')\n", - "FS.plot_variable('playerCardsValue')\n", - "FS.plot_variable('countedCardsValue')\n", - "FS.plot_variable('decision')" + "# FS.plot_variable('dealerCardValue')\n", + "# FS.plot_variable('playerCardsValue')\n", + "# FS.plot_variable('countedCardsValue')\n", + "# FS.plot_variable('decision')" ] }, { @@ -398,7 +314,7 @@ "id": "32fbd42b", "metadata": {}, "source": [ - "## Sterownik 3 - Decyzja jaką akcję podjąć (gracz z asem wśród dwóch kart)\n", + "## Sterownik 4 - Decyzja jaką akcję podjąć (gracz z asem wśród dwóch kart)\n", "##### Dane wejściowe:\n", "- Wartość widocznej karty krupiera\n", "- Wartość drugiej karty gracza\n", @@ -410,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 15, "id": "878e6c15", "metadata": {}, "outputs": [ @@ -421,12 +337,12 @@ " * Processing output for variable 'decision'\n", " whose universe of discourse is: [0, 25]\n", " contains the following fuzzy sets: [<Fuzzy set (function), term='doubleDown'>, <Fuzzy set (function), term='hit'>, <Fuzzy set (function), term='stand'>]\n", - " ** Rule composition: f.(c.(playerCardValue IS average) AND c.(dealerCardValue IS average)) -> ('decision', 'doubleDown', '1.0') , output variable: 'decision' with term: 'doubleDown'\n", " ** Rule composition: c.(playerCardValue IS high) -> ('decision', 'Stand', '1.0') , output variable: 'decision' with term: 'Stand'\n", - " ** Rule composition: c.(dealerCardValue IS average) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", - " ** Rule composition: c.(dealerCardValue IS high) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", - " ** Rule composition: f.(c.(playerCardValue IS low) AND c.(dealerCardValue IS low)) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", - " * Indices: {'doubleDown': 0, 'Stand': -1, 'hit': 1}\n", + " ** Rule composition: c.(playerCardValue IS low) -> ('decision', 'hit', '1.0') , output variable: 'decision' with term: 'hit'\n", + " ** Rule composition: f.(c.(playerCardValue IS average) AND c.(dealerCardValue IS high)) -> ('decision', 'Hit', '1.0') , output variable: 'decision' with term: 'Hit'\n", + " ** Rule composition: f.(c.(playerCardValue IS average) AND f.(c.(dealerCardValue IS average) AND c.(countedCardsValue IS high))) -> ('decision', 'Stand', '1.0') , output variable: 'decision' with term: 'Stand'\n", + " ** Rule composition: f.(c.(playerCardValue IS average) AND f.(c.(dealerCardValue IS average) AND c.(countedCardsValue IS low))) -> ('decision', 'Hit', '1.0') , output variable: 'decision' with term: 'Hit'\n", + " * Indices: {'Stand': -1, 'hit': 1, 'Hit': -1}\n", " * Weighted values: 3662.59\tValues: 180.07\tCoG: 20.34\n", "{'decision': 20.339814678947857}\n" ] @@ -437,12 +353,15 @@ "'stand'" ] }, - "execution_count": 84, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# dodatkowy argument określający liczbę kart gracza - w przypadku rozpoczęcia rozgrywki możliwa jest decyzja o podwojeniu\n", + "playerCardsNum = 3\n", + "\n", "FS = FuzzySystem(show_banner=False)\n", "\n", "FS.add_linguistic_variable(\"dealerCardValue\", LinguisticVariable([\n", @@ -469,13 +388,21 @@ "O3 = TriangleFuzzySet(13,25,25, term=\"stand\")\n", "FS.add_linguistic_variable(\"decision\", LinguisticVariable([O1, O2, O3], universe_of_discourse=[0, 25]))\n", "\n", - "FS.add_rules([\n", - "\t\"IF (playerCardValue IS average) AND (dealerCardValue IS average) THEN (decision IS doubleDown)\",\n", - " \"IF (playerCardValue IS high) THEN (decision IS Stand)\",\n", - " \"IF (dealerCardValue IS average) THEN (decision IS hit)\",\n", - " \"IF (dealerCardValue IS high) THEN (decision IS hit)\",\n", - " \"IF (playerCardValue IS low) AND (dealerCardValue IS low) THEN (decision IS hit)\",\n", - "\t])\n", + "if playerCardsNum == 2:\n", + " FS.add_rules([\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS average) THEN (decision IS doubleDown)\",\n", + " \"IF (playerCardValue IS high) THEN (decision IS Stand)\",\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS high) THEN (decision IS hit)\",\n", + " \"IF (playerCardValue IS low) AND (dealerCardValue IS low) THEN (decision IS hit)\",\n", + " ])\n", + "else:\n", + " FS.add_rules([\n", + " \"IF (playerCardValue IS high) THEN (decision IS Stand)\",\n", + " \"IF (playerCardValue IS low) THEN (decision IS hit)\",\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS high) THEN (decision IS Hit)\",\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS average) AND (countedCardsValue IS high) THEN (decision IS Stand)\",\n", + " \"IF (playerCardValue IS average) AND (dealerCardValue IS average) AND (countedCardsValue IS low) THEN (decision IS Hit)\"\n", + " ])\n", "\n", "FS.set_variable(\"dealerCardValue\", 2) \n", "FS.set_variable(\"playerCardValue\", 8)\n", @@ -490,56 +417,15 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 2, "id": "82f441d3", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGwCAYAAABVdURTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACG60lEQVR4nO3dd1yVdf/H8dc5h71lI9u9BXEkOLNMTbPpzrT6pXflyNQ0m5bZNEvv9LZSG65SMzMrrZzgFtx7gANEHIAg65zr98dJinBw9MB1xuf5eJyHcs03Bzjnc67rOzSKoigIIYQQQtgIrdoBhBBCCCHMSYobIYQQQtgUKW6EEEIIYVOkuBFCCCGETZHiRgghhBA2RYobIYQQQtgUKW6EEEIIYVMc1A5Q1QwGA2fPnsXT0xONRqN2HCGEEEJUgKIo5ObmUr16dbTam1+bsbvi5uzZs4SHh6sdQwghhBC34dSpU4SFhd10G7srbjw9PQHjk+Pl5aVyGiGEEEJURE5ODuHh4aXv4zdjd8XNtVtRXl5eUtwIIYQQVqYiTUqkQbEQQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKaoWN+vXr6dHjx5Ur14djUbDsmXLbrnPunXriIuLw8XFhRo1ajBz5szKDyqEEEIIq6FqcZOXl0fTpk2ZPn16hbY/ceIE3bp1o23btiQnJ/Pyyy8zfPhwlixZUslJhRBCCGEtVJ04s2vXrnTt2rXC28+cOZOIiAimTp0KQP369dm+fTsffvghjzzySCWlNI2iKBWa1EsIIYQQlcOq2txs2rSJzp07l1l23333sX37doqLi6+7T2FhITk5OWUelUFRFMYv3c0nfxyplOMLIVSyYQrs/1HtFEIIE1hVcZORkUFQUFCZZUFBQZSUlJCVlXXdfSZPnoy3t3fpIzw8vFKyaTQagrxc+PSPI2w+fqFSziGEqGL6EvjjTfhuoNpJhLAKWVezUBRF7RjWVdwA5W75XHsSb3QraPz48WRnZ5c+Tp06VWnZht1dmxZRvoxcmMKlvKJKO48Qoorknf/7/8UF6uUQwgoUlBTQ9+e+/G/3/9SOYl3FTXBwMBkZGWWWZWZm4uDggJ+f33X3cXZ2xsvLq8yjsui0Gqb2iaGgRM+YxbssonoVQtwBrxAYssH4/4w96mYRwsI565wZ12Ic99e4X+0o1lXctG7dmtWrV5dZtmrVKpo3b46jo6NKqcoK8Xblw0eb8vuBTL5KOql2HCHEncg+DYENYNRBCG+hdhohLFaxvhiNRkOnyE6Ee1ZO8w9TqFrcXLlyhZSUFFJSUgBjV++UlBTS0tIA4y2lgQP/vtc9dOhQUlNTGTVqFAcOHGD27Nl8+eWXjB49Wo34N3RPgyAGxUfxzsqD7D2TrXYcIcTtMBhgRgIkTjVewRFCXJeiKAz5fQgzds1QO0opVYub7du3ExsbS2xsLACjRo0iNjaW1157DYD09PTSQgcgOjqalStXsnbtWmJiYnjrrbf49NNPLaYb+D+N71aP2kEeDF+QTF5hidpxhBCmytwPBZchvBUc+R0+i4cSaUsnxL8pKHSJ6kKzwGZqRymlUeysYUhOTg7e3t5kZ2dXavsbgOPnr9B92ka6Ngrho15NK/VcQggz2zILVk2AcWlwbj98cTc89bvcnhJCJaa8f1tVmxtrUyPAg7d6NmLJztP8kHxa7ThCCFOkboTQOHB0hZAm4OhuXCaEKPX+tvf5fPfnascoR4qbSvZIXBgPxYbyyg97OZGVp3YcIURFZZ+GyHjj/3WOENEKUpPUzSSEhfF08sTDyUPtGOXIbakqcKWwhO6fbsDDxYEl/4nH2UFXJecVQtwhfbGxsAFY/wEkfgovnQSt/A0LUdXktpSF8XB2YFrfZhzKyOX9Xw+pHUcIcSv6vzoB6P4xxETTfjDoZ0DmjhPihyM/MP/AfLVj3JAUN1WkcZg347rW58uNJ/jz4Dm14wghbmbZf+D7wWWXeYca295o5WVTiJM5Jzl86bDaMW5I/kqr0JMJUdxdL5DR3+/mXI4M5S6ERVIUOLnRWMz8285v4I+JVZ9JCAvzQtwLvN76dbVj3JAUN1VIo9HwwaNNcNRpGLkwBb3Brpo7CWEdLp2E3LMQ2ab8uuzTsH22cYA/IexQcmYyv578FUVRbjinoyWQ4qaK+Xk483HvGDafuMBna46qHUcI8W+pSYDG2Dvq3yLj4eolOH+wymMJYQn+TPuTb/d/i4Jlfzh3UDuAPYqv6c+wjrWY+scR7qrpR4soX7UjCSGuObUZghqBa7Xy68JagNYRUhMhqEHVZxNCZS82f5H84ny0Gsu+NmLZ6WzY8E61aRbhw4gFyVzOlyHdhbAY90+Bfguvv87JDUKbGYsbIexI+pV0tmVsA8DN0U3lNLcmxY1KHHRapvaJJa9Iz0tLdmNnww0JYbl0juAdduP17V+CFk9XXR4hLMD3h79n3PpxFOoL1Y5SIVLcqCjUx5X3H23Cb/vO8e3mVLXjCCH2LYO53aHkJi/gtTpB1HUaGwthw56PfZ6vun6Fs85Z7SgVIsWNyu5rGMzA1pG89fMBDqTnqB1HCPt2fA1cyQSHW7yAb5kFx/6smkxCqKigpICjl46i1WgJ87zJFU0LI8WNBXi5W31q+Lvz/Pyd5BeVqB1HCPuVmvT3fFI3s2s+pCyo/DxCqGzRoUX0W9mP7MJstaOYRIobC+DiqGN6v1jOXi7gzeX71Y4jhH26kglZhyt2yykywdioWNrKCRvXt15fPuv0Gd7O3mpHMYkUNxaiVqAnbz7QkEXbT7F811m14whhf67N+F2RKzeRCZBzBi5LWzlhmxRFIetqFk46J5oHN1c7jsmkuLEgjzUP44Gm1Xl56R7SLuSrHUcI+1KzIwxYCl7Vb71tZGtAAyelS7iwTatSV9FtaTfSr6SrHeW2SHFjQTQaDZMeaoSvuxPDFuykqESGeBeiyrh4G3tCVYRrNWg3BvxqVm4mIVQSXz2el1q8RIhHiNpRbosUNxbG08WRaX1j2Xc2h49WHVI7jhD24eol+H4QZB2p+D53T4CIuyotkhBqKdYX4+nkySN1HlE7ym2T4sYCNQ33YWyXuvxv/XHWHspUO44Qti91E+z7wTiAX0UVXoE9iyEvq/JyCVHFDl48SJclXTh6ybrnPpTixkI93aYG7esE8OJ3u8jMKVA7jhC2LTURvMLAJ7Li+xRfhSVPwbE1lZdLiCrm6+JL1+iuRHqb8LdggaS4sVBarYaPejVFq9Uw6rtdGAzS5VSISpOaaOwlpdFUfB+PAPCvI/NMCZsS6BbI6BajcdSacBXTAklxY8H8PZz5uFcMiceymLn+mNpxhLBNhbmQvguiEkzf99p4N0JYuUsFl+i/sj8HLx5UO4pZSHFj4drU9uc/7Wvy0arD7Ei9pHYcIWyQBrpPhVr3mL5rZIJx4L8r582eSoiqdLXkKn4ufgS4BqgdxSw0ip1NR52Tk4O3tzfZ2dl4eXmpHadCivUGev9vE+dyClk5oi3ertZ9uVAIm5FzFla8AJ0ngX8ttdMIYdNMef+WKzdWwFGn5ZM+seQUFDN+6W7srB4VonIlTYdT225vX6/q0G+RFDbCapUYSnhl4yscuWTCMAhWQIobKxHu68Z7jzRh5Z4MFmw9pXYcIWxDUT78/gakp9zZMW63OBJCZVlXszh48SBFhiK1o5iVFDdWpFvjEPq1iuDNn/ZxKCNX7ThCWL/T28BQXLH5pG5k3w/w5b2Qf9F8uYSoIsHuwXzf43sa+jVUO4pZSXFjZV7r3oAoP3eGLdjJ1SK92nGEsG6pScapFALq3/4xohIABdI2my2WEFXhq31fcTr3NBpThkCwElLcWBkXRx3T+sWSdjGfiSv2qx1HCOuWmggR8aC9g5dCn0jwCpUu4cKqXC64zDf7vyE5M1ntKJXCQe0AwnR1gjx5vUdDxi/dQ5ta/tzfxDonNhNCdXW6QLU7HIlVo5HxboTV8XHxYfmDy3F1cFU7SqWQKzdWqk+LcO5vHMK4pbs5dTFf7ThCWKf456F+jzs/TnQ70DqAvuTOjyVEJVt3ah2XCy7j5uhmk7ekQIobq6XRaHjn4cZ4uzoyfGEyxXqD2pGEsC5pm83Xy6nZ4/D076CTi+HCshWUFPDGpjeYd3Ce2lEqlRQ3Vszb1ZFP+8ay+3Q2U1YfVjuOENZl3XvGh7kYDJB3wXzHE6ISuDi48H2P7xnccLDaUSqVFDdWrllENUZ3rsvMdcfYcESGgBeiQvQlkLblzrqA/9vy52FhX/MdTwgzO3zpMFdLruLv6o+bo5vacSqVFDc2YEi7GrSp5c8Li3ZxPrdQ7ThCWL70XVCcB1FtzHfMkBg4s9M4qJ8QFkZv0DNyzUje22rGq5UWTIobG6DVavioV1NA4cXvd2EwyPQMQtxUaiI4uBoLEnOJSjAOCHhaRisWlken1THjnhkMaTJE7ShVQoobGxHo6cKUXjGsP3yezzccVzuOEJbNxRti+oKDk/mOGVDfOCBgapL5jimEGVwsuIjeoCfSK5IQD/sYOkSKGxvSrk4AQ9rX4IPfDpFy6rLacYSwXHFPQPePzXtMrdY4IGDWIfMeV4g7NHrdaMZvGK92jCqlUexsimlTpky3RsV6A4/O3MTFvEJ+Ht4WLxdHtSMJYVnysuDqZfCraRyAz5yK8sHJthtqCuuz+/xuDIqBmMAYtaPcEVPev+XKjY1x1GmZ1ieWy3nFvLx0D3ZWuwpxa3uXwIzWUFJg/mNfK2zk705YgGJ9MYqi0CSgidUXNqaS4sYGRfi58c7DjVmxO53vtp9SO44QluXkRghtDo6VNOz8F/fCximVc2whTPDu1ncZvW602jFUIcWNjerRtDp9WoTz+vJ9HM3MVTuOEJZBUYwNfs05vs2/ufoYCyghVNYurB0dwjuoHUMVUtzYsNd7NCSsmhvPz0+moFivdhwh1Jd1GPKzjN22K0tkvHGAQJlnSqjkWnOE9uHt6VHTDHOnWSEpbmyYq5OO6f1iOZ6Vx6SfD6gdRwj15ZwBrzAIa1l554hsYxwgMH1X5Z1DiJtYcHABr2x8BYNiv3MOSnFj4+oFe/Fq9wZ8szmVX/emqx1HCHXVvBtG7QNnj8o7R/UYcHQzDhQohAo8nTzxc/VDq7Hft3iZwtYODGgVQeKRLMYu3k2jUG/CqklXVWGHFAUKLhsH2qtMOkd4Zh34RlfueYS4AXu9FfVP9lvW2RGNRsN7jzTB08WRkQtTKNHb76VKYccunYD3ouHE+so/V0AdY5EjRBXalrGNKdunUKwvVjuK6qS4sRPebo580ieG5FOX+eSPI2rHEaLqXZsWIbhJ5Z8r+zTMuR8y9lb+uYT4y6ncUxy6dAidVqd2FNVJcWNHmkf58sI9tZm+5ihJR7PUjiNE1TqZCMGNjV21K5ubv3ECzZMbKv9cQvzl4doPM/OemXbd1uYaeQbszH861KJ1DT9GLkrhwpVCteMIUXVSEyGyEruA/5OjC4Q1l0bFokqcvXKWr/Z9RbGhGI25pxSxUlLc2BmdVsPHvWMoMSiM/n4XBoMMEy/sQN4FuHKucse3+bfIeOOtMJmKQVSyLelbmHdgHkX6IrWjWAwpbuxQkJcLHz3WlDWHzjM78YTacYSofO5+MC4NaneuunNGJkD+BTgvs4SLyvVQ7YdY1nMZ7o7uakexGFLc2KmO9QJ5uk007/16kD2ns9WOI0TlUhRwcDY+qkp4K+i7EHzCq+6cwq7kF+fz68lfURQFN0cZ4uOfpLixY2O71KNesBfPL9hJboF0HRQ2bFYH2Dyjas/p5AZ1u4KTfJoWlWPNqTVM2DCBjLwMtaNYHClu7JiTg5ZpfWPJyi3k1WV7S+cjEcKm5J6D9BRwD6j6c5/aCsuHS7sbUSnur3E/yx9aTohHiNpRLI4UN3Yuyt+ddx5uzLKUsyzZeUbtOEKYX9pf49tUVU+pf7p6GXZ+BRePV/25hc1SFIU95/cAEOoRqnIay6R6cfPZZ58RHR2Ni4sLcXFxbNhw83Eh5s2bR9OmTXFzcyMkJITBgwdz4cKFKkprm3rGhPJoXBivLtvLsfNX1I4jhHmdTATfGuClwqfbiFag0UqXcGFWiWcT6beyHwcvHlQ7isVStbhZtGgRI0eOZMKECSQnJ9O2bVu6du1KWlradbffuHEjAwcO5KmnnmLfvn18//33bNu2jaeffrqKk9ueNx9oSIiPC8PmJ1NQrFc7jhDmk5pk7JatBhdv48CB10ZHFsIMEqon8GXnL6nnW0/tKBZL1eJmypQpPPXUUzz99NPUr1+fqVOnEh4ezowZ12/4t3nzZqKiohg+fDjR0dG0adOGIUOGsH379hueo7CwkJycnDIPUZ67swPT+sZyNPMK7/4inwaEDRn4I7Qfp975I9sYrx4JYQbn88+j0WhoGdJS7SgWTbXipqioiB07dtC5c9lxJzp37kxS0vU/5cTHx3P69GlWrlyJoiicO3eOxYsXc//999/wPJMnT8bb27v0ER4u3TJvpGF1bybcX5+5SSdZvf+c2nGEMA+PAHW7Yzd+FNqPAYNMWCvuzKGLh+i8pDNb0reoHcXiqVbcZGVlodfrCQoKKrM8KCiIjIzrd2uLj49n3rx59O7dGycnJ4KDg/Hx8WHatGk3PM/48ePJzs4ufZw6dcqs34etGdg6knsbBDFm8S7Ss6+qHUeIO7NhCqx6Rd0Moc2g2UDQqt7EUVi5Gj41mNBqAs2CmqkdxeKp/tf273kwFEW54dwY+/fvZ/jw4bz22mvs2LGDX3/9lRMnTjB06NAbHt/Z2RkvL68yD3FjGo2G9x9pgqujjhELUijRy6dNYcX2/whXMtVOAcfXwp7FaqcQVqxIX4Sj1pFH6zyKo9ZR7TgWT7Xixt/fH51OV+4qTWZmZrmrOddMnjyZhIQExowZQ5MmTbjvvvv47LPPmD17Nunp6VUR2y5Uc3fikz6xbE+9yLQ/j6odR4jbU5ADGbvV6QL+bwdWwJp31E4hrNSFqxfourQr60+vVzuK1VCtuHFyciIuLo7Vq1eXWb569Wri46/fsyE/Px/tvy7t6nQ6ABmAzsxaRvsyolMdpv15hM3Hpau9sEKntoJisIziJjIeLh6DXBlJVpjO1cGVnjV70si/kdpRrIaqt6VGjRrFF198wezZszlw4AAvvPACaWlppbeZxo8fz8CBA0u379GjB0uXLmXGjBkcP36cxMREhg8fTsuWLalevbpa34bNev7uWrSI8mXkwhQu5clss8LKpG4EjyDwq6l2kr8LLBnvRpjo2rxRw5sNx9fFV+04VkPV4qZ3795MnTqViRMnEhMTw/r161m5ciWRkZEApKenlxnzZtCgQUyZMoXp06fTqFEjHnvsMerWrcvSpUvV+hZsmk6rYWqfGApL9IxZvEuujgnrEvs4PPgZ3KANX5XyDAK/WtIlXJik2FDMU6ueYt2pdWpHsToaxc7esXJycvD29iY7O1saF1fQ7/vP8fTX23m9RwMGJ0SrHUcI67R5Jji6QtwTaicRVuJK0RXe2fIOjzd4nPp+9dWOozpT3r+luBEV8uZP+5i3OY2lz8bTKNRb7ThC3NyZHbB3KXR8WWblFsJGmPL+rXpXcGEdxnWtR+0gD4YvSCavsETtOELc3OHfIGU+OLiqneRvigKpm+D8IbWTCCvw3tb3SDor03bcLiluRIU4O+iY1jeWjJwCXvtxn9pxhLi5a/NJWdLAeRoN/PAMbJ+jdhJh4QpKCjh6+SiXCy6rHcVqWdBfvrB0NQI8eKtnI5bsPM0PyafVjiPE9ZUUwultltEF/N8i2xh7cQlxEy4OLsy6dxZdo7uqHcVqSXEjTPJIXBgPx4byyg97OZGVp3YcIco7sxNKCtSbCfxmIuMhYy9cvax2EmGhfjjyA3vO70Gj0dxwtH5xa1LcCJNNfLARAZ7ODFuwk8ISvdpxhCjLKwQ6ToDgxmonKS8qAVAgbbPaSYQF0hv0LD6ymDWn1qgdxepJcSNM5uHswPR+zTiUkcv7v0rjSGFhqkVB+7Gg1amdpLxq0VCjIyjyoUCUp9Pq+KrLVwxteuP5EkXFSHEjbkujUG/Gda3PlxtP8OfBc2rHEcJIXwyJn0L2GbWTXJ9GAwOXQb371U4iLMz2jO2k5aThoHXASeekdhyrJ8WNuG1PJkTRqV4go7/fzbmcArXjCAHpu2H1q5BzVu0kN6YocOEYFF9VO4mwINOSpzF151S1Y9gMKW7EbdNoNHzwWFMcdRpGLkxBb7Cr8SCFJUrdCI5uUD1G7SQ3lnUEpjUzdlcX4i8z753JhFYT1I5hM6S4EXfE192Jqb1j2XziAp+tOap2HGHvUpMgvCXoHNVOcmP+tcHNX4obAcCpnFNcuHoBVwdX/Fz91I5jM6S4EXesdU0/hnWsxdQ/jrDt5EW14wh7ZdAbRwC2xPFt/kmjMXYJlxnCBfDetvcYuWak2jFsjhQ3wiyGd6pNswgfRixI5nJ+kdpxhD0qyoPGj0Kte9ROcmtRbYzzX0m7G7v3VsJbvNb6NbVj2BwpboRZOOi0fNInlrwiPS8t2Y2dzccqLIGLF3SfAqHN1E5ya5EJ4FoNLqWqnUSoJLcol/zifKq5VKN2tdpqx7E5UtwIs6nu48r7jzbht33n+HazvGiLKnZiveV2Af+3oIbw4iEIrKd2EqGSqTumMuCXARgUg9pRbJIUN8Ks7msYzMDWkbz18wEOpOeoHUfYC0WB7wfBDiuZlFKjMT6K8tVOIlQyqNEgRjYbiVYjb8OVQZ5VYXYvd6tPDX93np+/k/yiErXjCHtw/hDkX7DM+aRuJHkefFALSqSNmj3RG/QUG4oJ9wynXVg7tePYLCluhNm5OOqY3q8ZZy8X8Oby/WrHEfYgNRG0DhDeSu0kFRdYH4rz4Gyy2klEFVp4aCF9V/SlUF+odhSbJsWNqBS1Aj1484GGLNp+iuW7LHi0WGEbUpMgJAac3NVOUnHBTcDJU7qE25nYwFh61OyBs85Z7Sg2TYobUWkeax7GA02r8/LSPaRdkLYFohK5eEO9bmqnMI3OASJaSXFjRxRFoYFfA55o+ITaUWyeFDei0mg0GiY91AhfdyeGLdhJUYn0ChCVpPsUaPui2ilMFxkP6bvAIH8btm7T2U3836r/I6dIOlpUBSluRKXydHFkWt9Y9p3N4aNVh9SOI2xRTjoU5qqd4va0fAZe2AdaeSm2dY5aR4Ldg/F09FQ7il2QvyhR6ZqG+zC2S13+t/44aw9lqh1H2Jo/JsLc7mqnuD3OnuAgbS/sQfPg5rzd5m00Go3aUeyCFDeiSjzdpgbt6wTw4ne7yMwpUDuOsCWpG62rC/i/rX4dljytdgpRSU7nnublDS9zueCy2lHsihQ3okpotRo+6tUUrVbDqO92YTDI9AzCDC6fgstp1l3cOLrCkdXS7sZGnb5ymmPZx3DSOakdxa7cdnFTVFTEoUOHKCmRQdpExfh7OPNxrxgSj2Uxc/0xteMIW5CaZPw3woqLm8gEKLgMmTImlC26K+QuFt6/EDdHN7Wj2BWTi5v8/Hyeeuop3NzcaNiwIWlpaQAMHz6cd9991+wBhW1pU9uf/7SvyUerDrMj9ZLacYS1yzkDIU3B3U/tJLcvrDnonKRLuI3JL85nevJ0rhRdkXY2KjC5uBk/fjy7du1i7dq1uLi4lC6/5557WLRokVnDCdv0wr11aBrmzfAFyWRfLVY7jrBmbUfB/61VO8WdcXSF0DgpbmzM/gv7WXRoEZcK5UOcGjSKopjU+CEyMpJFixZx11134enpya5du6hRowZHjx6lWbNm5ORYdh/+nJwcvL29yc7OxsvLS+04duvUxXy6fbqBtrX9+W+/ZvLJRphOXwwaLWh1aie5c5kHwM0fPALUTiLM6GrJVVwdXNWOYTNMef82+crN+fPnCQwMLLc8Ly9P3qBEhYX7uvHeI01YuSeDBVtPqR1HWKMDP8F70VCQrXaSOxdYXwobG6EoCsuPLadYXyyFjYpMLm5atGjBzz//XPr1tYLm888/p3Xr1uZLJmxet8Yh9GsVwZs/7eNQhpUOwibUk5oI7v7GqResnaLAsudg7xK1k4g7dODiAV5LfI2U8ylqR7FrDqbuMHnyZLp06cL+/fspKSnhk08+Yd++fWzatIl169ZVRkZhw17r3oAdJy8xbMFOfnyuDa5ONnCLQVSN1CTr7gL+TxoNnD8A+kJo9IjaacQdaODXgJUPr6S6R3W1o9g1k6/cxMfHk5iYSH5+PjVr1mTVqlUEBQWxadMm4uLiKiOjsGEujjqm9Ysl7WI+E1dIV1hRQXkXjF2no9qoncR8IuPhZKLxKo6wSimZKRgUgxQ2FuC2xrlp3LgxX331FXv37mX//v18++23NG7c2NzZhJ2oE+TJ6z0asmBrGj/vTlc7jrAGZ5ON/9rKlRuAyDaQexYunVQ7ibgNp3NP88SvT/DLiV/UjiK4zeLm2LFjvPLKK/Tr14/MTONcQb/++iv79u0zazhhP/q0COf+xiGMW7qbUxfz1Y4jLF3te+DFQ+AToXYS84m4C9D8PTChsCphnmHM7TKX+6LuUzuK4DaKm3Xr1tG4cWO2bNnCkiVLuHLlCgC7d+/m9ddfN3tAYR80Gg3vPNwYb1dHhi9MplgvQ9GLW/AMVjuBebn6wCNfQHRbtZMIE53LOwdAbGAsDlqTm7KKSmBycTNu3DjefvttVq9ejZPT33NldOzYkU2bNpk1nLAv3q6OfNo3lt2ns5my+rDacYSlKsiGaXHG9im2pvGjtnU1yg5kF2bz0PKHWHRQBrG1JCYXN3v27OGhhx4qtzwgIIALFy6YJZSwX80iqjG6c11mrjvGhiPn1Y4jLFHaFrhw1Pau3ADkZsBvEyBH2p5ZCy8nL15r/ZrcjrIwJhc3Pj4+pKeX/8NLTk4mNDTULKGEfRvSrgZtavnzwqJdnM8tVDuOsDSpG8EjGHxrqJ3E/LQOsGk6nNygdhJRAYX6QjQaDV2iuuDj4qN2HPEPJhc3/fr146WXXiIjIwONRoPBYCAxMZHRo0czcODAysgo7IxWq+GjXk0BhRe/34XBIF1jxT9cG9/GFkdEd/eHgHpwcqPaScQtFOuL6bOiD9/s/0btKOI6TC5uJk2aREREBKGhoVy5coUGDRrQrl074uPjeeWVVyojo7BDgZ4uTOkVw/rD5/l8w3G14whLUZRn7AYelaB2ksoTGS89pqyARqPhkdqP0DK4pdpRxHWYNHGmoiikpaUREBBARkYGO3fuxGAwEBsbS+3atSszp9nIxJnWZfIvB/hywwkW/yeemHAfteMItRkMcG4veIbY7lxMexbDkqfgxcPgGaR2GnEdiqLIXIoqMOX926TixmAw4OLiwr59+6ymmPk3KW6sS7HewKMzN3Exr5Cfh7fFy8VR7UhCVK7cc7D9S2jxNHiUn6RYqG/surE0DWxK//r91Y5iVyptVnCtVkvt2rWlV5SoMo46LdP6xHI5r5iXl+7BhFpc2KKVY2H3d2qnqFyeQdDxZSlsLJTeoCfUM5QAVxu9cmgjTG5z8/777zNmzBj27t1bGXmEKCfCz413Hm7Mit3pfLf9lNpxhFqKC2DHXMi3gw9XF47Bjq/UTiGuQ6fVMaLZCDpHdVY7irgJk4dSHDBgAPn5+TRt2hQnJydcXV3LrL948aLZwglxTY+m1Uk8msXry/cRF1mNWoGeakcSVe3sTuOs2bY0n9SNnNoKPw2H+j3AzVftNOIvc/bOwcfZh4dqlx/rTVgWk4ubqVOnVkIMIW7t9R4N2Z56iefnJ7PsuQRcHHVqRxJV6WQiOHtDUCO1k1S+a73BUpOgfnd1s4hSZ66cIb9E5r6zBiY1KLYF0qDYuh3MyOGB6Yn0bh7OWw/awZuc+NvXD4LOCfrbeJubaz5uBPUfgC7vqJ1E/IP0lFKPKe/fJl+5ycnJue5yjUaDs7NzmfmmhDC3esFevNq9Aa8u20tCLT+6NApRO5KoKm1eMI7gay8iE4yjMQvVrT21Fr2ip1NEJylsrITJrxQ+Pj43/eGGhYUxaNAgXn/9dbRak9srC3FLA1pFkHgki7GLd9Mo1Juwam5qRxJVoUZ7tRNUrfrdwdkTFMU2R2O2In+m/UlOUQ6dIjqpHUVUkMm3pb7++msmTJjAoEGDaNmyJYqisG3bNr766iteeeUVzp8/z4cffsiYMWN4+eWXKyv3bZPbUrYhO7+Ybp9uIMTbhYXP3IWDTgppm3bwZ7iSCc0Hq51E2CFFUSjUF+Li4KJ2FLtWaYP4AXTq1IkhQ4bQq1evMsu/++47/ve///HHH3/wzTffMGnSJA4ePGh6+komxY3t2H7yIr1nbebZDjV5sXNdteOIyjSvF+iLYOAytZNUrcunjF3fq8eoncQuHbl0hLziPGICY9SOIqjEQfwANm3aRGxsbLnlsbGxbNq0CYA2bdqQlpZm6qGFMEnzKF9euKc209ccJeloltpxRGUx6CFtk23PJ3Ujq1+DlaPVTmG35h+cz5ub3sSgGNSOIkxkcnETFhbGl19+WW75l19+SXh4OAAXLlygWrVqd55OiFv4T4datK7hx8hFKVy4Uqh2HFEZzu2FwhxjA1t7ExlvnCi0KE/tJHbplVavMPOemWg1ctvb2pjcoPjDDz/kscce45dffqFFixZoNBq2bdvGwYMHWbx4MQDbtm2jd+/eZg8rxL/ptBo+7h1D1082MPr7XXz5RAu0Wml8aVNOJoLOGao3UztJ1YtqA4YS46B+NTuqncZuXCq4xKXCS9TwrkGQu0xeao1MLkcfeOABDh06RNeuXbl48SJZWVl07dqVgwcP0r27cbCp//znP0yZMsXsYYW4niAvFz56rClrDp1nduIJteMIcwtuDB3Hg6MdNuYMqAdufsbB/ESVmbtvLk/++iSFerkabK1UH8Tvs88+44MPPiA9PZ2GDRsydepU2rZte8PtCwsLmThxIt9++y0ZGRmEhYUxYcIEnnzyyQqdTxoU2663V+znq00nWfqfBBqHeasdRwjzWD4MPILh7glqJ7EbBSUFHL18lEb+MlCoJanUBsUAGzZsYMCAAcTHx3PmzBkAvvnmGzZuNG3AqUWLFjFy5EgmTJhAcnIybdu2pWvXrjdtjNyrVy/++OMPvvzySw4dOsSCBQuoV6/e7XwbwsaM7VKPesFePL9gJ7kFxWrHEeaQfRr2LIbiq2onUc8D06SwqSIlhhKyrmbh4uAihY2VM/nKzZIlS3j88cfp378/33zzDfv376dGjRp89tlnrFixgpUrV1b4WK1ataJZs2bMmDGjdFn9+vV58MEHmTx5crntf/31V/r06cPx48fx9a3YZHKFhYUUFv59aTEnJ4fw8PBbVn56vZ7iYnmDtFROTk7XHSTyZFYe93+6gXsbBPFx7xgZTdTabf0cfh0H49LAyV3tNOopzDW2vXGVjhqVad6Befw35b/88vAveDvL1V9LU6nTL7z99tvMnDmTgQMHsnDhwtLl8fHxTJw4scLHKSoqYseOHYwbN67M8s6dO5OUdP37y8uXL6d58+a8//77fPPNN7i7u/PAAw/w1ltvlZud/JrJkyfz5ptvVjiXoihkZGRw+fLlCu8jqp5WqyU6OrrcdB9R/u6883BjRixMoU3tAB6NC1MpoTCL1CSoHmvfhY2iwCdNodV/oP0YtdPYtO41uuPn4ieFjQ0wubg5dOgQ7dq1K7fcy8vLpIIgKysLvV5PUFDZluhBQUFkZGRcd5/jx4+zceNGXFxc+OGHH8jKyuLZZ5/l4sWLzJ49+7r7jB8/nlGjRpV+fe3KzY1cK2wCAwNxc3OTT/4WyGAwcPbsWdLT04mIiCj3M+oZE8qGI1m8umwvsRE+1AzwUCmpuCOKAqmJ0LSP2knUpdFAWIu/5pmS4qayFOoL8Xb2pkt0F7WjCDMwubgJCQnh6NGjREVFlVm+ceNGatSoYXKAf78x3WzGVYPBgEajYd68eXh7GyvrKVOm8Oijj/Lf//73uldvnJ2dcXZ2rlAWvV5fWtj4+fmZ+J2IqhQQEMDZs2cpKSnB0dGx3Po3H2jIzrRLDJufzNJn43Fx1KmQUtyRi8fhyjmIbKN2EvVFxsPad0FfDLryv+/iziSdSeLVxFf5ttu3hHjIZLy2wOQGxUOGDGHEiBFs2bIFjUbD2bNnmTdvHqNHj+bZZ5+t8HH8/f3R6XTlrtJkZmaWu5pzTUhICKGhoaWFDRjb6CiKwunTp039Vsq51sbGzU0mYrR0125H6fX66653d3ZgWt9YjmZe4d1fLG8aEFEBJQVQpwtEtFI7ifoi20BxPpxNUTuJTYr2jubhOg8T7B6sdhRhJiYXN2PHjuXBBx+kY8eOXLlyhXbt2vH0008zZMgQnn/++Qofx8nJibi4OFavXl1m+erVq4mPj7/uPgkJCZw9e5YrV66ULjt8+DBarZawMPO1rZBbUZavIj+jhtW9mXB/feYmnWT1/nNVkEqYVVBD6LcIXKT9AyFNwMUHLhxVO4nNURSFEI8Qnot5Tl77bchtdQWfNGkSWVlZbN26lc2bN3P+/Hneeustk48zatQovvjiC2bPns2BAwd44YUXSEtLY+jQoYCxvczAgQNLt+/Xrx9+fn4MHjyY/fv3s379esaMGcOTTz55wwbFwr4NbB3JvQ2CGLN4F+nZdtyd2BqdTISifLVTWAadI4w5CjF91U5iU07lnKL3it6czD6pdhRhZrc9YYabmxvNmzenZcuWeHjcXoPN3r17M3XqVCZOnEhMTAzr169n5cqVREZGApCenl5mzBsPDw9Wr17N5cuXad68Of3796dHjx58+umnt/ttCBun0Wh4/5EmuDrqGLEghRK9TIBnFS6nwdxucOxPtZNYDp2jcRJRg/wOm0uJUkK4ZziBboFqRxFmVqFxbh5++OEKH3Dp0qV3FKiy3ayffEFBASdOnCA6OhoXF+sa6r1Dhw7ExMQwdepUtaNUCVN/VltPXKTPrE0Mu7s2L9xbpwoSijuyayH8MATGngC3io1pZfMyD8KXneGJ5VA9Ru00QlQ5s49Q7O3tXfrw8vLijz/+YPv27aXrd+zYwR9//FGmoa8QlqRltC8jOtVh2p9H2Hz8gtpxxK2c3AiBDaSw+SffaNAXyjxTZpBfnM+La18kNSdV7SiiklSoK/icOXNK///SSy/Rq1cvZs6ciU5n7F6r1+t59tlnZa4mYdGev7sWSceyGLkwhV9GtKWau9OtdxLqSE2CmnerncKyODj/Nd5NIrSueM9UUV5Gfganck+h08gQEbbK5DY3s2fPZvTo0aWFDYBOp2PUqFE3HEhPVK1Lly4xcOBAqlWrhpubG127duXIkSOAsWdAQEAAS5YsKd0+JiaGwMC/7zlv2rQJR0fHMr3SbIFOq2FqnxgKS/SMWbwLleeMFTdSfNXYQyr6xhPo2q3IeGPhJ+1u7kgN7xos6r6IME8ZwdxWmTyIX0lJCQcOHKBu3bpllh84cACDjf7BXS3Sc+x81b/R1wzwwNXJ9E8WgwYN4siRIyxfvhwvLy9eeuklunXrxv79+3F0dKRdu3asXbuWRx55hEuXLrF//37c3d3Zv38/DRo0YO3atcTFxd12Q3FLFuLtygePNuXpr7czN+kkgxOi1Y4k/s3RFZ5Zo3YKyxSZAOveM3YJD5C2Y6ZSFIXPdn3GI7UfkTFtbJzJxc3gwYN58sknOXr0KHfddRcAmzdv5t1332Xw4MFmD2gJjp2/Qvdpps14bg4rhrWhUahp7ZiuFTWJiYml4wXNmzeP8PBwli1bxmOPPUaHDh2YNWsWAOvXr6dp06ZERESwdu3a0uKmQ4cO5v52LMY9DYIYnBDF5JUHaRHla/JzLCrZlUxw84frTIxq9yLuglEHwKu62kms0tm8syw5vIS4oDgpbmycycXNhx9+SHBwMB9//DHp6emAceTgsWPH8uKLL5o9oCWoGeDBimFVPwT87cyJdODAARwcHGjV6u9RXf38/Khbty4HDhwAjD2rRowYQVZWFuvWraNDhw5ERESwbt06nnnmGZKSkhg5cqS5vg2LNK5rPbaeuMiwBcmsGNYGd2eT/xREZfnqAYhuB93eVzuJ5XFwlsLmDoR6hLLy4ZW4OFhXb1hhOpNf0bVaLWPHjmXs2LHk5OQA2HxDYlcnndV8ur9RO5J/ztnVqFEj/Pz8WLduHevWrWPixImEh4czadIktm3bxtWrV2nTxrbn83F20DGtbyzdp23ktR/38VGvpmpHEgB5F+D8AWjzgtpJLNf+H2HTf+HJ34yTaooK+eXELySEJuDlZNvvV8Lojq77enl52XxhY20aNGhASUkJW7ZsKV124cIFDh8+TP369QHjwHbt2rXjxx9/ZO/evbRt25bGjRtTXFzMzJkzadasGZ6enmp9C1WmRoAHb/VsxJKdp/kh+c7nJhNmkPZXN+eoBHVzWDJHdzi1BS4cUzuJ1bhccJm3Nr3FL8d/UTuKqCJyU9vG1K5dm549e/J///d/bNy4kV27djFgwABCQ0Pp2bNn6XYdOnRg/vz5NGnSBC8vr9KCZ968eTbd3ubfHokL4+HYUF75YS8nsvLUjiNSk8AnArylF8sNhbcEjdbYJVxUiI+LDz8++COP1HlE7SiiikhxY4PmzJlDXFwc3bt3p3Xr1iiKwsqVK3F0dCzdpmPHjuj1+jKFTPv27dHr9bRv316F1OqZ+GAjAjydGbZgJ4Ul159lXFSRC0eNM2CLG3PxgpCmUtxU0N6svRTpiwhwC8BBK23r7EWFpl+wJbY6/YK9MffPau+ZbB76LJGBraN4tXsDMyQUt624ABzl7++mfptgbHvzwl61k1i0gpICOi/uzKN1HmV4s+FqxxF3yJTpF6SMFQJoFOrNuK71eWvFfhJq+XF3vSC1I9kfg8HY/VsKm1tr8RQ06QWKIo2Kb8LFwYU5Xebg7+qvdhRRxW7rttQff/xB9+7dqVmzJrVq1aJ79+78/vvv5s4mRJV6MiGKTvUCGf39bjKyC9SOY3/+eAO+6qF2CuvgW8N4a0oKmxs6l3cOg2Kgpk9NvJ2to7erMB+Ti5vp06fTpUsXPD09GTFiBMOHD8fLy4tu3boxffr0ysgoRJXQaDR88FhTHHUaRi5KRm+wqzu26juZCO4BaqewHls/h40fq53CIukNep5Z/QzvbHlH7ShCJSbflpo8eTIff/wxzz//fOmy4cOHk5CQwKRJk8osF8La+Lo7MbV3LP2+2Mxna44yrFNttSPZh8IrkJ4CMX3VTmI9sg7DkdUyJtB16LQ6Xmv9Gt5OcsXGXpl85SYnJ4cuXbqUW965c+fSQf2EsGata/oxrGMtPv79MNtOXlQ7jn04vRUMJdJTyhSRCXDpBOScVTuJRSkoKUBRFOKC4qhVrZbacYRKTC5uHnjgAX744Ydyy3/88Ud69JD75cI2DO9Um7jIaoxYkMzl/CK149i+tM3g5gcBdW+9rTCKNM4dR2qSujkszJj1Y5i4eaLaMYTKTL4tVb9+fSZNmsTatWtp3bo1YJw4MzExkRdffJFPP/20dNvhw6XrnbBODjotn/SJpesnGxi7eDf/ezyudPoKUQnajYEmvaWBrCk8AsG/DpzcCI0fVTuNRVAUhZ41e+Kkc1I7ilCZyePcREdHV+zAGg3Hjx+/rVCVSca5sQ1V9bP6bV8GQ77ZwVs9G/J466hKO48Qt+XAT8YZ1CNbq51Edf+cP0/Ypkod5+bEiRO3HUwIa3Nfw2AGto7krZ8PEBfpS4PqMpea2aVthj/fhkfngIf0ljJJfWkKcM205GlcKb7Cy61eVjuKsAAy/YIQt/Byt/rU8Hdn2IKd5BeVqB3H9pxYD+m7wc1X7STWx2CAzTMgbcutt7Vx1T2qE+oRqnYMYSEqdOVm1KhRvPXWW7i7uzNq1KibbjtlyhSzBBPCUrg46pjerxk9pm3kjeX7eP/RpmpHsi2picbbKlqd2kmsj1YLW2ZC7fsgopXaaVT1aB1pdyT+VqHiJjk5meLi4tL/34jc77Qver0ejUaDVmv7FwBrBXrwZs+GjF28m4Ra/vSMkU+IZqEvhlNbocM4tZNYr8g2dj2J5q8nfuXwpcM8H/s8Wo3tvxaJiqnQb8KaNWvw8fEp/f+NHn/++WdlZhW38Ouvv9KmTRt8fHzw8/Oje/fuHDt2DIDWrVszblzZN5Dz58/j6OjImjVrACgqKmLs2LGEhobi7u5Oq1atWLt2ben2c+fOxcfHhxUrVtCgQQOcnZ1JTU1l27Zt3Hvvvfj7++Pt7U379u3ZuXNnmXMdPHiQNm3a4OLiQoMGDfj999/RaDQsW7asdJszZ87Qu3dvqlWrhp+fHz179uTkyZOV8lzdjsfiwnigaXUm/LCX1At5asexDWdToDhfxre5E5HxcG4f5NvnmEznr57nbN5ZKWxEGfLbUFG5GcYX4n8+Lp00risuKL/ubMrf+2YdKb/u2gtRXlb5dReO3VbEvLw8Ro0axbZt2/jjjz/QarU89NBDGAwG+vfvz4IFC/hn57hFixYRFBRE+/btARg8eDCJiYksXLiQ3bt389hjj9GlSxeOHDlSuk9+fj6TJ0/miy++YN++fQQGBpKbm8sTTzzBhg0b2Lx5M7Vr16Zbt27k5uYCYDAYePDBB3Fzc2PLli3MmjWLCRMmlMmen59Px44d8fDwYP369WzcuBEPDw+6dOlCUZFljDOj0WiY9FAjfN2dGL4gmaISg9qRrF9gfei7EEKaqJ3EekUlAIqxYbYderzB40xuM1ntGMLSKCa6cuWK8sorryitW7dWatasqURHR5d5WLrs7GwFULKzs8utu3r1qrJ//37l6tWr5Xf88x1Fed2r7GPx08Z1WUfLr3vd6+99P+9Ufl3KQuO6LbPKr/v6QbN8r5mZmQqg7NmzR8nMzFQcHByU9evXl65v3bq1MmbMGEVRFOXo0aOKRqNRzpw5U+YYnTp1UsaPH68oiqLMmTNHAZSUlJSbnrekpETx9PRUfvrpJ0VRFOWXX35RHBwclPT09NJtVq9erQDKDz/8oCiKonz55ZdK3bp1FYPBULpNYWGh4urqqvz222/lznHTn1UlS0m7pNQc/7My6ef9VX5uIcoxGBTll3GKcnq72kmq1P6s/cq3+79VSvQlakcRVeRm79//ZnJX8Keffpp169bx+OOPExISYj/tbJoPhrpdyy5z9TH+6xUKz6y78b4PzoCif93G8Ikw/tvwIQhrUXads+dtRTx27BivvvoqmzdvJisrC4PBeGUhLS2NRo0ace+99zJv3jzatm3LiRMn2LRpEzNmzABg586dKIpCnTp1yhyzsLAQPz+/0q+dnJxo0qTsp+zMzExee+01/vzzT86dO4deryc/P5+0tDQADh06RHh4OMHBwaX7tGzZsswxduzYwdGjR/H0LPu9FxQUlN5asxRNw314qUs9Jq08QHxNPzrUDVQ7knUy6OHH56DVEKgeq3Ya66XRQBf7u3KxNWMrPx37iV51e6FDGqOLskwubn755Rd+/vlnEhISKiOP5fIMNj6ux9EFqsfceF//m0y+6O5vfJhBjx49CA8P5/PPP6d69eoYDAYaNWpUelunf//+jBgxgmnTpjF//nwaNmxI06bGnj8GgwGdTseOHTvQ6cq+UHh4eJT+39XVtVxBO2jQIM6fP8/UqVOJjIzE2dmZ1q1bl55XqcDgWgaDgbi4OObNm1duXUCA5Y198lSbaDYezeLF73bxy4i2BHrJoI8my9gDuxZAsyfUTmL9CnLgyCqoc99tfziyNk80fII+9frgqHVUO4qwQCa3ualWrRq+vjIehaW5cOECBw4c4JVXXqFTp07Ur1+fS5culdnmwQcfpKCggF9//ZX58+czYMCA0nWxsbHo9XoyMzOpVatWmcc/r7hcz4YNGxg+fDjdunWjYcOGODs7k5WVVbq+Xr16pKWlce7cudJl27ZtK3OMZs2aceTIEQIDA8ud39vb8mb21Wo1fNSrKVqthhe+S8FgMGmgbwHGOZEcXCC0mdpJrN+Vc7DkKbsY7+ZiwUVWnVyFoig465zVjiMslMnFzVtvvcVrr71Gfn5+ZeQRt+laD6NZs2Zx9OhR/vzzz3JjErm7u9OzZ09effVVDhw4QL9+/UrX1alTh/79+zNw4ECWLl3KiRMn2LZtG++99x4rV6686blr1arFN998w4EDB9iyZQv9+/fH1dW1dP29995LzZo1eeKJJ9i9ezeJiYmlDYqvXdHp378//v7+9OzZkw0bNnDixAnWrVvHiBEjOH36tLmeJrPy93Bmau8Yko5dYMY6y7p1ZhVSE423ZB3kDeqO+dUC90C76BL+y4lfeHPTm+QU5agdRViwCt2Wio2NLXNb4ejRowQFBREVFYWjY9lLgv/uAiyqhlarZeHChQwfPpxGjRpRt25dPv30Uzp06FBmu/79+3P//ffTrl07IiIiyqybM2cOb7/9Ni+++CJnzpzBz8+P1q1b061bt5uee/bs2TzzzDPExsYSERHBO++8w+jRo0vX63Q6li1bxtNPP02LFi2oUaMGH3zwAT169CidF8rNzY3169fz0ksv8fDDD5Obm0toaCidOnW65Rwiakqo5c+zHWoyZfVh7qrhR1xkNbUjWQeDwXjlpuX/qZ3ENmg0xi7hdlDc9K/fn3si7sHb2fKu6ArLUaGJM998880KH/D111+/o0CVTSbOtAyJiYm0adOGo0ePUrNmTZP3t6SfVbHeQO//beJcTiErR7TF21XaANxSSRHsXgihzSGogdppbMOWWfDbyzAuDZzc1E5jdsWGYvZl7SMmMEbtKEIlZp8409ILFmH5fvjhBzw8PKhduzZHjx5lxIgRJCQk3FZhY2kcdVo+6RPL/Z9uYNyS3XzWv5n99CK8XQ5O0Gyg2ilsS3Q7qHk3XL1ok8XNLyd+4bXE11j58Eqqe1RXO46wcCa3uTl16lSZNhBbt25l5MiRzJo1y6zBhG3Jzc3l2WefpV69egwaNIgWLVrw448/qh3LbMJ93XjvkSb8sjeD+VvT1I5j+ZLnwYkNaqewLYH1oP934B2mdpJK0b1Gd+Z2mSuFjagQk4ubfv36lQ7Xn5GRwT333MPWrVt5+eWXmThxotkDCtswcOBAjhw5QkFBAadPn2bu3Lllxs+xBV0bh9C/VQQTf9rPoYxcteNYLkWBP96EY3+oncT2FOWXHR3dRmTkZaDVaOWWlKgwk4ubvXv3lg7A9t1339G4cWOSkpKYP38+c+fONXc+IazKq90bEOXnzvPzd3K1SK92HMt04Zix67LMJ2V+22fD7PugpFDtJGazOX0zXZd05eDFg2pHEVbE5OKmuLgYZ2dj183ff/+dBx54ADCOZZKenm7edEJYGRdHHdP6xXLqUj4TV+xXO45lSk0EjRbCW956W2GaqAQoKYAzttNrtVlgM95MeJO61eqqHUVYEZOLm4YNGzJz5kw2bNjA6tWr6dKlCwBnz561udsMQtyOOkGevN6jIQu2pvHzbin4y0lNhOAm4GK5XfytVnATcPK0mS7hBSUFOOmceKDmA9JIX5jE5OLmvffe43//+x8dOnSgb9++pcP3L1++vNx8QULYqz4twrm/SQjjlu7m1EUZ8LKM8FbGudqE+Wl1EHGXTRQ3qTmp3Lv4Xnaes52rUKLqmDS3lKIoREdHk5qail6vp1q1vwcse+aZZ3Bzs73uh0LcDo1Gw+SHG9Ptkw0MW5DM90Nb46gz+bOEbWrxlNoJbFuN9nD4N2PDbSu+2uHr4kuvur2o71df7SjCCpn0aqsoCrVr1+bcuXNlChuAqKgoAgNldmQhrvFyceTTvrHsPZPNlNWH1Y5jGTL2QtpmtVPYtvhhMGiFVRc2iqLg6eTJsNhhuDq43noHIf7FpOJGq9VSu3ZtLly4UFl5xG3q0KEDI0eOvOF6jUbDsmXLKny8tWvXotFouHz58h1ns2fNIqrxYue6zFh7jA1HzqsdR31bZsCKUbfeTtwZRYGrl9VOcVvyivPovaI3W9O3qh1FWDGTr5O///77jBkzhr1791ZGHlFJ0tPT6dq1q9ox7NKQdjVoW9ufFxbt4nyu7XTRvS2pScY5kETlWjQAfhiidorbUqgvpKZPTcI8bXMwQlE1TC5uBgwYwNatW2natCmurq74+vqWeQjLFBwcXNqFX1QtrVbDR72aAgqjvkvBYLjldG62KScdLh43dlcWlSukKaRuAoP1jbXk6+LL5LaTZSRicUdMLm6mTp3KrFmzmD17NjNnzuTjjz8u8xDqMRgMjB07Fl9fX4KDg3njjTdK1/37tlRSUhIxMTG4uLjQvHlzli1bhkajISUlpcwxd+zYQfPmzXFzcyM+Pp5Dhw5VzTdjYwI9XZjSK4YNR7L4fMNxteOo41oPngi5clPpIhOgMBvO7VM7SYUZFAMTNk6Q3lHCLEzqLQXwxBNPVEYOi3c+/zyXCi9Rp1odAI5dPoa7ozvB7sEU6gs5dvkYkV6RuDu6k3U1iwtXL1DX1zjo1InsEzjrnKnuUZ1iQzFHLh0h3DMcTydPLhZc5FzeudIeAak5qeg0utu6JPvVV18xatQotmzZwqZNmxg0aBAJCQnce++9ZbbLzc2lR48edOvWjfnz55OamnrD9joTJkzgo48+IiAggKFDh/Lkk0+SmGj93UzV0K5OAEPa1+CD3w7RMtqX2Ihqt97Jlmi0UK87eAapncT2hcaBztl4GzCkidppKiS3KJf0vHT0ivVdbRKW57b6ph47doxXXnmFvn37kpmZCcCvv/7Kvn3W8ynBVN8f/p7//P6f0q/HrB/DnL1zADiXd47eK3qz/4JxRNqfjv3Ek789WbrtK4mv8L/d/wPgcsFleq/oTXJmMgC/nfyN/iv7l2771ua3+HTnp7eVsUmTJrz++uvUrl2bgQMH0rx5c/74o/z8PfPmzUOj0fD555/ToEEDunbtypgxY657zEmTJtG+fXsaNGjAuHHjSEpKoqCg4LbyCRjduS6NQr0ZvjCZnIJiteNUrUYPQ595aqewD44uENYcMq3nNdnb2ZsvO39Ji+AWakcRNsDkKzfr1q2ja9euJCQksH79eiZNmkRgYCC7d+/miy++YPHixZWRU3WP1XmMeyLvKf36g3Yf4O7oDkCQexCLui8i0isSgB41exBf/e9L728nvI2zztjexcfFh0XdFxHuGQ7AfVH3ERMQU7rtq3e9ik6ju62MTZqU/YQWEhJSWnz+06FDh2jSpAkuLi6ly240AOM/jxkSEgJAZmYmERERt5XR3jnqtEzrG0u3Tzbw8tI9TOsbax8jrxZegdwM8Ktp1V2UrUq/ReDsqXaKCvlq31e0CmlFPd96akcRNsLkKzfjxo3j7bffZvXq1Tg5OZUu79ixI5s2bTJrOEsS4BZQeksKoKZPTYLdgwFw1jnTwK9BabHj7+pfeksKINo7urRxnKPWkQZ+DfB0Mr7o+Lr4lhmkKtIr8rZ7CTg6Opb5WqPRYDAYym2nKEq5N1RFuX4j138e89o+1zumqLhwXzfeebgxK3an8932U2rHqRrH/oTpcZBzVu0k9uNaYXODv21LUVBSwI/HfiQlM0XtKMKGmFzc7Nmzh4ceeqjc8oCAABn/xkrUq1eP3bt3U1j4d7fk7du3q5jI/vRoWp0+LcJ5ffk+jpzLVTtO5UtNAp9I8A5VO4n9MOhhRgLsmKN2kptycXBhUfdFPFbnMbWjCBticnHj4+Nz3dm/k5OTCQ2VFy5r0K9fPwwGA8888wwHDhzgt99+48MPPwSwj1skFuL1Hg0Jq+bGsAXJFBTbeCPK1I3GHjyi6mh14OgKJzeqneSG1p1ax5krZ3DUOqLT3t7teCGux+Tipl+/frz00ktkZGSU3vZITExk9OjRDBw4sDIyCjPz8vLip59+IiUlhZiYGCZMmMBrr70GUKYdjqhcrk46pveL5XhWHm//vF/tOJXn6mXjtAsyvk3Vi4w3XjWzwFtTeoOej3d8zNy9c9WOImyQRrlRY4sbKC4uZtCgQSxcuBBFUXBwcECv19OvXz/mzp2LTmfZ1XdOTg7e3t5kZ2fj5eVVZl1BQQEnTpwgOjra7t7k582bx+DBg8nOzsbV1fLncrGln9U3m1N5ddleZg5oRpdGIWrHMb+zKTC/Fzz5K/jWUDuNfTm8CuY/BsN2GhtzW5i84jwMiqG0DaIQN3Oz9+9/M7m3lKOjI/PmzWPixIkkJydjMBiIjY2ldu3atx1YVL2vv/6aGjVqEBoayq5du3jppZfo1auXVRQ2tmZAqwgSj2QxdvFuGoV6E1bNTe1I5lU9Bl6UwR9VEdHKOL5QapJFFTeHLx0m0DUQHxcftaMIG2VycXNNzZo1qVHD+ClM2mlYn4yMDF577TUyMjIICQnhscceY9KkSWrHsksajYb3HmlCt083MGJhCoueuQsH3W0NQWWZCq+As4faKeyTizcM2QABdW+9bRVRFIU3kt4gwDWAT+7+RO04wkbd1ivol19+SaNGjXBxccHFxYVGjRrxxRdfmDubqERjx47l5MmTpbd3Pv74Y9zcbOyKgRXxdnPkkz4xpJy6zNTfj6gdx3wKr8B7UbB3idpJ7FdwI9A53nq7KqLRaPj07k8Z3WK02lGEDTO5uHn11VcZMWIEPXr04Pvvv+f777+nR48evPDCC7zyyismB/jss89K203ExcWxYcOGCu2XmJiIg4MDMTExJp9TCEvUPMqXF+6pzX/XHiXpaJbacczj1BYwFENQY7WT2K+sIzC3O1xWf0ylC1cvUFBSgL+rf+lApkJUBpOLmxkzZvD5558zefJkHnjgAR544AEmT57MrFmzmDlzpknHWrRoESNHjmTChAkkJyfTtm1bunbtSlpa2k33y87OZuDAgXTq1MnU+BUig9RZPhPbwVuN/3SoResafoxclMKFK4W33sHSpSaBewD4S5s81bj6wskNf09cqqK3Nr9VZhobISqLyb2lqlWrxtatW8s1ID58+DAtW7bk8uXLFT5Wq1ataNasGTNmzChdVr9+fR588EEmT558w/369OlD7dq10el0LFu2rNxM1jdzs9bWBoOBI0eOoNPpCAgIwMnJSdoTWSBFUTh//jz5+fmlvwe25FxOAV0/2UCTMG9mP9ECrdaKfwdndwGPQOj1tdpJ7NtnrY2TafacrmqMk9knuVBwgbigOFVzCOtUqb2lBgwYwIwZM5gyZUqZ5bNmzaJ///432Ku8oqIiduzYwbhx48os79y5M0lJSTfcb86cORw7doxvv/2Wt99++5bnKSwsLDMSb05Ozg231Wq1REdHk56eztmzMky8JdNoNISFhdlcYQMQ5OXCR481ZfDcbcxOPMHTba20+7S+GM7th4blRzQXVSwyHo6tUe30RfoidBodUd5RRHlHqZZD2I8KFTejRo0q/b9Go+GLL75g1apV3HXXXQBs3ryZU6dOmTSIX1ZWFnq9nqCgoDLLg4KCyMjIuO4+R44cYdy4cWzYsAEHh4rVZZMnT+bNN9+scC4nJyciIiIoKSlBr7fxUWOtmKOjo00WNtd0rBfI022iee/Xg7SM9qVJmI/akUync4QxR8BQonYSEZkA274wTl7qGVzlp/9vyn9JyUxhTpc5aDU21BNQWKwKVQjJycllvo6LM15SPHbsGGCcVyogIIB9+/aZHOB6Ezhe71bQtYEC33zzTerUqVNu/Y2MHz++THGWk5NDePjNG7JpNBocHR3LTUQpRFUa26UeW05cZNiCZFYMa4OnixX+Pjo4A85qpxA1OkDfheB880v5leXuiLuJ8oqSwkZUGZPb3JhLUVERbm5ufP/992Um4hwxYgQpKSmsW7euzPaXL1+mWrVqZT6tGwwGFEVBp9OxatUq7r777lue15R7dkKo7WRWHvd/uoF7GgQxtXeMdbUBW9DP2A2548tqJxEqufb2YlW/t8JimfL+rVoZ7eTkRFxcHKtXry6zfPXq1cTHx5fb3svLiz179pCSklL6GDp0KHXr1iUlJYVWrVpVVXQhqkyUvzvvPNyYH1POsnjHabXjVFxJERz7E5xk8D6LcWID/DahSk+54vgK/vP7fyjSF1XpeYUwuUFxQUEB06ZNY82aNWRmZpbrNr1z584KH2vUqFE8/vjjNG/enNatWzNr1izS0tIYOnQoYLyldObMGb7++mu0Wi2NGjUqs39gYGDpIIJC2KqeMaFsOJLFaz/uo1lkNWoGWEHBcDYZSq7KTOCWJOcsbJoObUaBu1+VnLKaSzVq+tTESedUJecT4hqTi5snn3yS1atX8+ijj9KyZcs7utzYu3dvLly4wMSJE0lPT6dRo0asXLmSyMhIANLT02855o0Q9uDNBxqyM+0Sz89P5odn43FxtPDG1KmJ4OgOIU3VTiKuifzrinhaEtTvUSWnbBPahjahbarkXEL8k8ltbry9vVm5ciUJCdb5iUza3Ahrte9sNg/9N4l+rSJ444GGase5uW8fBUUPj/+gdhLxT1MbQ937oeu7lXqafRf2Mf/AfF5u9TLuju6Vei5hPyq1zU1oaCienjI9vRBVrWF1bybcX5+5SSdZvf+c2nFu7sEZ0PV9tVOIf4tMqJKRijPzMjmXdw5nnfSUE+owubj56KOPeOmll0hNTa2MPEKImxjYOpJ7GwQxZvEu0rOvqh3nxjxkygWLFDsAWj5T6afpGNGRzzt/joPW5JYPQpiFycVN8+bNKSgooEaNGnh6euLr61vmIYSoPBqNhvcfaYKro44RC1Io0VvgPGjJ82D5cLVTiOuJagPNHq+0w2ddzeLTnZ+SX5wv3b+Fqkwuq/v27cuZM2d45513CAoKkl9gIapYNXcnPukTS59Zm5j251FeuLfig1pWiYM/Q+GNpzkRKjv6O5QUQr37zX7ovVl7WX5sOY83eBw3RzezH1+IijK5uElKSmLTpk00bSq9IIRQS8toX0Z0qsMnfxymdU0/7qpRNV17b8lgMPbGaTlE7STiRlLmw6WTlVLcdAjvQHz1eOn6LVRn8m2pevXqcfWqBd/rF8JOPH93LVpE+TJyYQqX8ixkkLTzB+Dqpb+7HQvLE5kAZ1Og8IrZDlmsL2bJ4SUUG4qlsBEWweTi5t133+XFF19k7dq1XLhwgZycnDIPIUTV0Gk1TO0TQ2GJnjGLd6HSTCplpSaB1hHCWqidRNxIZIKxm/6pLWY75LZz23h7y9uczD5ptmMKcSdMHudGqzXWQzea8NLSZ9KWcW6Erfl9/zme/no7r/dowOCEaHXDXEo1jk7c8EF1c4gbUxT4oCbEDYZOr5rtsJn5mQS6BZrteEL8mynv3ya3uVmzZs1tBxNCmN89DYIYnBDF5JUHaRHlS6NQb/XCVIs0PoTl0mig1X/AJ8Ish9uWsY3mQc2lsBEWRbVZwdUiV26ELSos0fPwZ0nkF+lZMawN7s4qjC9y6SRs/RzavADu/lV/flHl9l3YR58VfZh17yxaV2+tdhxh4yp9VvANGzYwYMAA4uPjOXPmDADffPMNGzduvJ3DCSHukLODjml9YzmXU8BrP+5TJ8TxtbB5BjjIqLQWz2CA1E3GgvQONPRryLxu87gr5C7z5BLCTEwubpYsWcJ9992Hq6srO3fupLCwEIDc3FzeeecdswcUQlRMjQAP3urZiCU7T/ND8umqD3Ay0ThRprNMz2L5FFjQG3Ytuu0jnLli/GDbJKCJjHcmLI7Jxc3bb7/NzJkz+fzzz3F0dCxdHh8fz86dO80aTghhmkfiwng4NpRXftjLiay8qjuxohjnLJIu4NZBq4OIeEi9vavtZ66coccPPfj1xK9mDiaEeZhc3Bw6dIh27dqVW+7l5cXly5fNkUkIcQcmPtiIAE9nhi3YSWFJFfVevJwKOWeMw/sL6xCVAKe2QYnpYyRVd6/OpDaT6BDewfy5hDADk4ubkJAQjh49Wm75xo0bqVGjhllCCSFun4ezA9P7NeNQRi7v/3qoak7q4ALtx0GEtL2wGpHxUHLV2HXfBNfmjeoa3RUXB5dKCifEnTG5uBkyZAgjRoxgy5YtaDQazp49y7x58xg9ejTPPvtsZWQUQpioUag347rW58uNJ/jz4LnKP6FnMHQcD67VKv9cwjyCm0JYSyiu+O3LK0VX6PljT348+mMlBhPizpncX3Ts2LFkZ2fTsWNHCgoKaNeuHc7OzowePZrnn3++MjIKIW7DkwlRJB3NYvT3u1k5vC3B3pX4KXvbF1CzE/iqPIigqDidAzy92qRdnB2c6V+vP61CWlVSKCHM47bHucnPz2f//v0YDAYaNGiAh4eHubNVChnnRtiTi3lFdP1kPdH+7sx7+i502kro1ZJzFqbUh8e+kpGJrY2iwIVjUC3KWOzcdFNFekUJVVX6ODcAbm5uNG/enJYtW1pNYSOEvfF1d2Jq71i2nLjIZ2vKt5Uzi9Qk47/SU8r6nN4O0+MgY/dNNzMoBv5v9f+x7OiyqsklxB2q8G2pJ598skLbzZ49+7bDCCHMr3VNP4Z1rMXHvx/mrpp+tIjyNe8JTm4E/zrgIcPvW52QpuDgaixQQ5vdcLMSQwn1qtUjzCOsCsMJcfsqXNzMnTuXyMhIYmNjLWP2YSFEhQ3vVJtNxy8wYkEyK0e0xcfNyXwHT02SqzbWysEJwlsYxyiKv3GbSSedE6NbjK7CYELcmQoXN0OHDmXhwoUcP36cJ598kgEDBuDra+ZPgEKISuGg0/JJn1i6frKBsYt387/H48zTfsKgN46XUqfrnR9LqCMywThthsEA2vItFaZsn0I933p0q9FNhXBC3J4Kt7n57LPPSE9P56WXXuKnn34iPDycXr168dtvv8mVHCGsQHUfV95/tAmr9p/j282p5jmoVgfdP4Y6nc1zPFH1IhOM84Hlni23Sm/Qc/7qeXKLclUIJsTtu+3eUqmpqcydO5evv/6a4uJi9u/fbxUNi6W3lLB3r/24l4XbTrHs2QQaVL/Dv4EzO8A9EHzCzRNOVD2DATQa4+MGpKeUsARV0ltKo9Gg0WhQFAWDwXC7hxFCVLGXu9Wnhr87wxbsJL+o5M4OtnwErJ1snmBCHVqtsbApLiizePmx5Ww4vQFAChthdUwqbgoLC1mwYAH33nsvdevWZc+ePUyfPp20tDSruGojhAAXRx3T+zXj7OUC3li+7/YPdPUSnNtrvK0hrNvmmfBJE+O4Nxiv1PyZ9ifrT69XOZgQt6fCDYqfffZZFi5cSEREBIMHD2bhwoX4+flVZjYhRCWpFejBmz0bMnbxbhJq+dMzJtT0g6RtARTpKWUL/GvDlXOQdQQC6qDRaPi4w8cUG4rVTibEbalwcTNz5kwiIiKIjo5m3bp1rFu37rrbLV261GzhhBCV57G4MDYeyWLCD3uJCfch0s/dtAOkbgSvUOPotsK6hbcEjQ5SE0lR8nHUOtLQvyFOOjMOGSBEFapwcTNw4EC57yqEDdFoNEx6qBH3f7qR4QuS+X5oPE4OJtyp1jpAvftv2hBVWAlnT6geA6mJfH1lDzmFOXxx3xdqpxLitt12bylrJb2lhChr16nLPDIjiSfbRPNyt/pqxxFqWfUKHPyZkue3kVOUg6+LjGMmLEuV9JYSQtiGpuE+vNSlHrPWH2ftocyK7ZR/EQpl7BNbcrZZf9Ie/x4HrYMUNsLqSXEjhOCpNtG0rxPAi9/tIjOn4NY7bJoO01uU9q4R1m/Gofk8t/YFDIoM7SGsnxQ3Qgi0Wg0f9WqKVqvhhe9SMBhuUbSkJv3VCFXa29iK8S3HM0UXivaXl9SOIsQdk+JGCAGAv4czU3vHkHTsAjPWHbvxhsVXjSMTR7apunCi0uQX53Ox4CJujm7UdvSGI6vUjiTEHZPiRghRKqGWP892qMmU1YfZkXrp+hud3g76IhnfxkZ8secLHvvpMQr1hcYBGS+dhOwzascS4o5IcSOEKGPkPXVoGubN8AXJZF+9ziBuF48b55MKbFD14YTZDWgwgNdbv46zzvnvgjU1Sd1QQtwhKW6EEGU46rR80ieW3IJixi3ZTbnRIuKegFH7jXMSCaulKApXS67i6+JLu7B2xoXu/hBQzzhAoxBWTF6dhBDlhPu68d4jTfhlbwbzt6b9vcJgAIMedI7qhRNmsfzYcnou60l2YXbZFQ/Pgo6vqBNKCDOR4kYIcV1dG4fQv1UEE3/az6GMv8a0Ob0N3ouGCzdpcCysQrOgZvSv3x9vZ++yK0KagkeAOqGEMBMpboQQN/Rq9wZE+bnz/PydXC3SG29XKAbwiVQ7mrgDiqIQ7hnOEw2fKL9SXwxLh8CR36s+mBBmIsWNEOKGXBx1TOsXy6lL+Uxcsd/Y0DSiFegqPC2dsDB7zu+h14penMs7d/0NdI5weisc+a1qgwlhRlLcCCFuqk6QJ6/3aMh3W09QcjJJuoBbOSedE3Wr1cXP1e/GG0XGw8nEqgslhJlJcSOEuKU+LcJ5uk4BDiX5nPNtrnYccQfq+tbl7TZv46C9ydW3yDaQuc84h5gQVkiKGyHELWk0Gp7r9xA9Xb7k2TVQrJf5h6xN1tUsRvw5gvQr6bfe+NrVubRNlRtKiEoixY0QokK8XBx5vV8ndp3NY8rqw2rHESbKzM8kqyALVwfXW29cLRIemA4hMZWeS4jKIMWNEOLWDAaY1YFm+Um82LkuM9YeY8OR82qnEiZo4NeAed3m4ePiU7Edmj0O3qGVmkmIyiLFjRDi1jL3w9lkcPZkSLsatK3tzwuLdnE+t1DtZOIWivXFfLjtQ87nm1iMXk6DVa9AQfattxXCwkhxI4S4tdQk0DpCWAu0Wg0f9WoKKIz6LgWDQbnl7kI9x7OPs/LESi4V3mAi1BspKYKkaZC2pXKCCVGJpLgRQtxa6kYIjQNHY3uNQE8XpvSKYcORLD7fcFzlcOJm6vrW5bdHfqNOtTqm7ehXEzyCIFW6hAvrI8WNEOLmFMV45SYqoczidnUCGNK+Bh/8dojkNBOvCogqseTwEvKK83C8nbnANBpjrymZIVxYISluhBC3NmAJNCs/VP/oznVpFOrN8IXJ5BQUqxBM3Mjp3NO8t+09Np29g+7ckQlwdicU5ZkvmBBVQIobIcTNaTTGyRSrlZ9PylGnZVrfWC7nFfPy0j0oirS/sRRhnmGsfHglnSI63f5BanWCtqNBX2S+YEJUASluhBA3t+4D2D77hqvDfd145+HGrNidznfbT1VhMHEj2zO2U6wvxt/VH41Gc/sH8q0BHceDazXzhROiCkhxI4S4MUWBHXPg4s0bDfdoWp0+LcJ5ffk+jpzLraJw4nouF1zmP7//h0WHFpnngFlHYM9i8xxLiCoixY0Q4sYup0LOGWPbi1t4vUdDwqq5MWxBMgXF+ioIJ67Hx8WHb7t9y2N1HzPPAY+shmXPQnGBeY4nRBWQ4kYIcWMnEwENRNx1y01dnXRM7xfLiaw83v55f+VnE+Wczj2NoijU9a2Ls87ZPAeNSgB9obFhsRBWQvXi5rPPPiM6OhoXFxfi4uLYsGHDDbddunQp9957LwEBAXh5edG6dWt+++23KkwrhJ1JTYKgRhVuc1Ev2ItXuzfg281p/Lq3AhM0CrMpKCng8V8e57Ndn5n3wEGNwNn7r0JXCOuganGzaNEiRo4cyYQJE0hOTqZt27Z07dqVtLS0626/fv167r33XlauXMmOHTvo2LEjPXr0IDk5uYqTC2EnYvvD3RNM2qV/qwi6Ngpm7OLdnL6UX0nBxL+5OLjwbtt3eaT2I+Y9sFZnvHIng/kJK6JRVOy72apVK5o1a8aMGTNKl9WvX58HH3yQyZMnV+gYDRs2pHfv3rz22msV2j4nJwdvb2+ys7Px8vK6rdxCiJvLzi+m26cbCPZ2YdEzd+GgU/0isU3LL87HzdGt8k6QMh/O7YP7JlXeOYS4BVPev1V7xSkqKmLHjh107ty5zPLOnTuTlFSxETENBgO5ubn4+vrecJvCwkJycnLKPIQQFZCaBJtnGHtMmcjbzZFP+8aQcuoyU38/UgnhxDUGxcDTq57m4x0fV95JYvpJYSOsimrFTVZWFnq9nqCgoDLLg4KCyMjIqNAxPvroI/Ly8ujVq9cNt5k8eTLe3t6lj/Dw8DvKLYTd2L0Its8xDuJ3G+IifRl1bx3+u/YoSUezzBxOXKNBw+MNHqdjeMfKPdHlU5B5oHLPIYSZqH6t+N8DTCmKUqFBpxYsWMAbb7zBokWLCAwMvOF248ePJzs7u/Rx6pQMMiZEhVxnPilTDW1fk9Y1/Bi5KIULVwrNFExcc+31smt0V2ICYyr3ZMuHweqK3f4XQm2qFTf+/v7odLpyV2kyMzPLXc35t0WLFvHUU0/x3Xffcc8999x0W2dnZ7y8vMo8hBC3cCUTsg5XaHybm9FpNXzcOwa9QeHF73dhMMj0DOb0xqY3+HTnp1VzsqgESNsMBhnDSFg+1YobJycn4uLiWL16dZnlq1evJj4+/ob7LViwgEGDBjF//nzuv//+yo4phH26NhN0ROs7PlSQlwsf9mrK2kPnmZ144o6PJ4wURaG2T20ivcrP+VUpIhOgMAcy9lTN+YS4Aw5qnnzUqFE8/vjjNG/enNatWzNr1izS0tIYOnQoYLyldObMGb7++mvAWNgMHDiQTz75hLvuuqv0qo+rqyve3t6qfR9C2BzvMIgfBt6hZjlcx7qB/F/baN779SAto31pEuZjluPaM41Gw4AGA6ruhKFxoHM2Fr7VY6ruvELcBlXb3PTu3ZupU6cyceJEYmJiWL9+PStXriQy0vhJJD09vcyYN//73/8oKSnhueeeIyQkpPQxYsQItb4FIWxTWHPo/LZZDznmvnrUD/Fi2IJkcguKzXpsezPvwDxm7Z5VtSd1cIY6nY2jFQth4VQd50YNMs6NELdw9TIc/R1qdwYX8/6NnMzKo/u0jXSqH8jU3jF3NmO1HZu5ayZXiq4wusVotaMIUWWsYpwbIYSFSk2CJU/B1YtmP3SUvzuTHmrEjylnWbzjtNmPby+GNh2qXmFTmGt8CGHBpLgRQpSVmgheYeBTOQ1Ve8aE8lhcGK/9uI9j569Uyjls1aazm/j+8PcYFIM6AUoK4YPasGuhOucXooKkuBFClJWaCJHxtz14X0W82bMhIT4uPD8/mYJi6VpcUTvO7eC3k7+hQaXbeQ7OENJE5pkSFk+KGyHE3wpyIH3XHQ/edytuTg5M6xvLsfNXePeXg5V6LlvyfOzzzOg0Q922SpHxxluX9tVcU1gZKW6EEH+7esnYkDiqbaWfqmF1byZ0q8/cpJOs2lexKVfsVVpOGn+m/QmAo85R3TCRbeDKObhwTN0cQtyEFDdCiL9Vi4R+i8CvZpWcbmDrSO5tEMTYJbs5e/lqlZzTGq04voL3t71Pkb5I7SgQ3hIcXOC8XHETlku6ggsh/nY2GfzrgpNblZ3ycn4RXT/ZQHg1N+b/XyscdPKZ698UReFCwQX8Xf3VjmJUUmhsfyNEFZKu4EII0xXlwxf3QvK3VXpaHzcnPukTy/bUi0z782iVntvS5RXnsev8LjQajeUUNmAsbGSOKWHBpLgRQhid2Q6G4kpvTHw9LaN9GdGpDtP+PMLm4xeq/PyWavHhxfzfqv8juzBb7Shlnd4O70XDpVS1kwhxXVLcCCGMUpPAtRoE1Ffl9M/fXYsWUb6MXJjCxTwLaFtiAQbUH8BXXb7C29nC5s7zrWGcRPPaBKtCWBgpboQQRic3QkQ8aNV5WdBpNXzSJ5bCEj1jF+/CzpoDlmFQDJzOPY1Oq6O+nzrF5k25+UJQQ0jdqHYSIa5LihshhHHMEsUA0e1UjRHs7cIHjzbl9wOZzE06qWoWNf1y4hceWPYAZ6+cVTvKjV0b70YIC+SgdgAhhAXQaGDwSrVTAHBPgyAGJ0QxeeVBWkT50ijUwm7JVIFOEZ1w1DpS3aO62lFuLDIBts6C3HPgGaR2GiHKkK7gQgjIvwguPqrdkvq3whI9D3+WRH6Rnp+GtcHD2X4+h+UX5+PmWHVd8W9b4RVjuxsvCy7AhE2RruBCCNMseRoWD1Y7RSlnBx3T+sZyLqeA137cq3acKrPr/C7uWXwPhy8dVjvKrTl7SGEjLJYUN0LYO30JnNoCIU3VTlJGjQAP3urZiKU7z7B052m141SJKK8onmjwBDW9q2aE6Du2ayHMe0ztFEKUI8WNEPYuYxcUXYGoNmonKeeRuDAejg3llWV7OZGVp3acSqUoCt7O3gxpOgSdVqd2nIrR6ODIKrhyXu0kQpQhxY0Q9u5kIji4QkiM2kmua+KDjQj0dGbYgp0UltjmqLjn88/z4I8Psi9rn9pRTBMZb/w3TXpNCcsixY0Q9u78wb8mQ3RSO8l1eTg7ML1fMw5l5PLeL4fUjlMpFBQa+TcizDNM7Sim8Q6FalHGAlkIC2I/XRCEENf34GfGni8WrFGoN+O61uetFftJqOVHp/q21fU40C2QSW0mqR3j9kQmyHg3wuLIlRsh7Nm1kSCcPdTNUQFPJkTRqV4go7/fRUZ2gdpxzKJIX8SIP0dY3+2of4ofDg/+V+0UQpQhxY0Q9mzrLJjZBgwGtZPckkaj4YPHmuLkoGXkomT0BusfoutSwSWyi7Jx0lnmLcEKCaxncT3thJDiRgh7dnIjOHlYzOB9t+Lr7sTU3rFsOXGR/645qnacOxbkHsTcLnOpXa222lHuTNJ02PaF2imEKGUdr2hCCPNTFGNbicgEtZOYpHVNP4Z1rMXU3w+z9cRFtePcFkVRmJY8jaOXrL9AAyA9BZLnqZ1CiFJS3Ahhr7IOQ37W3915rcjwTrWJi6zGyIXJXM4vUjuOybILs1l1chUnc06qHcU8IhMgfRcU5qqdRAhAihsh7FdqonEQtvBWaicxmYNOyyd9Yskr0jN28W6sbYo8Hxcflj6wlE4RndSOYh6RCaDojSNdC2EBpLgRwl7FPg5DN1hFT6nrqe7jyvuPNmHV/nN8szlV7TgVtvL4SjLyMnDUOaLRaNSOYx7+tcE9QMa7ERZDihsh7JXOEYIaqp3ijtzXMJiBrSN5++cD7D+bo3acWyooKWDqzqksP7Zc7SjmpdHAfe9A3W5qJxECAI1ibddz75ApU6YLYbMunoDlw6DHJ+BnJZM03kBBsZ4H/5tIkd7AimFtcHOy7LFJc4tycdY5W3f3byFUYMr7t1y5EcIepSYau4G7+amd5I65OOqY3q8Z6ZcLeGO55Q6Gt/v8bnKKcvB08rTNwqakEDbPgIy9aicRQoobIezSyUQIbgSuPmonMYtagR682bMh320/zY8pZ9SOU47eoGf8hvFM2T5F7SiVR+sI696DAz+pnUQImVtKCLuUmmhz7SMeiwtj45EsJvywl5hwHyL93NWOVEqn1TH7vtnotDq1o1QerRYi4o2/W0KoTK7cCGFvsk/D5VSrHN/mZjQaDZMeaoSvuxPDFiRTVGIZU0pk5GVQpC8iyD0If1d/teNUrsh4OL3NeItKCBVJcSOEvXH1hb4LIbqd2knMztPFkWl9Y9l/NocPVx1SOw6KojBm3RjGbRindpSqEZUAJQVwZqfaSYSdk9tSQtgbJzeo21XtFJWmabgPL3Wpx6SVB2hd04+OdQNVy6LRaHgj/g2KDcWqZahSwU0gbhA4e6qdRNg5uXIjhL35ZZyxp5QNe6pNNO3rBDD6u11k5hSokiG/OB+DYqCmT03q+dZTJUOV0+qMwwsEN1I7ibBzUtwIYU+uZMKWGZCboXaSSqXVavioV1O0Wg0vfJeCwVD1w3lN2jKJ4X8Or/Lzqu7qJdizGPQlaicRdkyKGyHsybWeLFY2E/jt8PdwZmrvGJKOXWDGumNVfv6Haz/MQ7UeqvLzqi7rKCx5yjiRphAqkeJGCHuSmgS+NcArRO0kVSKhlj/PdqjJlNWH2ZF6sUrOaVCMvbTiguLoFGkjE2OaonoMOLpJl3ChKiluhLAnJxPt4qrNP428pw5Nw7wZviCF7PzKb9g7d99cRq4ZWVrk2B2dI4S3lOJGqEqKGyHshaLAXUMhpr/aSaqUo07LJ31iyS0oZtzS3VT2dHqRXpE09GuIVmPHL6+RCZC6CQx6tZMIO2XHf31C2BmNBpoNhMjWaiepcuG+brz3SBN+2ZvB/K1plXquThGd+L8m/1ep57B4NTpAxF1QkK12EmGnpLgRwl4cWAFHf1c7hWq6Ng6hf6sIJv60n0MZuWY//vrT63kj6Q2K9EVmP7bVCW8J/b8DN1+1kwg7JcWNEPZi/Qew+zu1U6jq1e4NiPJz5/n5O7laZN5bJrlFueQW5eKodTTrca1WUT6c2692CmGnpLgRwh4U5EDGbpubT8pULo46pvWL5dSlfCau2GfWY99f434+6vARGo3GrMe1Whs/hq+6G9t6CVHFpLgRwh6c2gKKASLbqJ1EdXWCPHm9R0MWbD3Fit1n7/h4J7NPMj15OoV6mSyyjMh4yL8A59Wf40vYHyluhLAHqYngHgh+NdVOYhH6tAjn/iYhjF+yh1MX8+/oWHuy9rA6dXWl98KyOuEtQesgXcKFKqS4EcIeBNSDVkOMPaYEGo2GyQ83xtvNkWELkinW3/6YND1q9mDxA4txcXAxY0Ib4OQO1WOluBGqkOJGCHvQtA+0G612Covi5eLIp31j2Xsmm49WHTZ5/ytFV/j+8PfoDXppRHwj0e2MDYuFqGJS3Ahh6y6e+GtANTsdMfcmmkVU48XOdZm57hjrD583ad+NZzfy4bYPOX/VtP3syt2vQr+FaqcQdkiKGyFs3a4FsLCv2iks1pB2NWhb259R3+3ifG7FGwV3ierCyodXEuweXInprJxGY+wtVWj+cYWEuBkpboSwdalJxuHwtfLnfj1arYaPejUFFEZ9l4LBcPOGwQbFQNKZJBRFwc/Vr2pCWrOve8LKMWqnEHZGXu2EsGUlhXB6m92Pb3MrgZ4uTOkVw4YjWczacPym2yadTWLI70M4dEm6OFdIUENpVCyqnBQ3QtiyMzuhpMDuZgK/He3qBDCkfQ0+/O0QyWmXbrhdm9A2fNf9O+r51qvCdFYsMgEup8HlU2onEXZEihshbFlxPoTfBcGN1U5iFUZ3rkujUG+GLUgmp6C43PrUnFQA6vvVr+po1ivir4laU5PUzSHsihQ3QtiyWp3gqd9Aq1M7iVVw1GmZ1jeW7Pxixi/dU2Zgvv0X9tPjhx5sTt+sYkIr5O4HgQ2M038IUUVUL24+++wzoqOjcXFxIS4ujg0bNtx0+3Xr1hEXF4eLiws1atRg5syZVZRUCCujL4ELx2RuHxOF+7rxzsON+Xl3Oou2/X0rpZ5vPT5o/wEtglqomM5KPfkr3DdJ7RTCjqha3CxatIiRI0cyYcIEkpOTadu2LV27diUtLe262584cYJu3brRtm1bkpOTefnllxk+fDhLliyp4uRCWIH0XTCtGZzZoXYSq9OjaXX6tAjnjZ/2ceRcLnnFeWg1Wu6Lug+dXAUznYu38V8ptEUV0SgqTojSqlUrmjVrxowZM0qX1a9fnwcffJDJkyeX2/6ll15i+fLlHDhwoHTZ0KFD2bVrF5s2barQOXNycvD29iY7OxsvL687/yaEsFSJn8LayTAuDXQygq6prhbp6TF9I2izKQh6n4kJE7k74m61Y1mnonz4vCN0GAcNH1I7jbBSprx/O1RRpnKKiorYsWMH48aNK7O8c+fOJCVdv+HZpk2b6Ny5c5ll9913H19++SXFxcU4OpZ/AS8sLKSw8O+BuXJycsyQ/vry87N4ZlFnnjd4cJfizHpNIbO0V5j72K84eAQyZcnDKNlneNHghR6FgbqLPFP7Udq3eZktOz/n010z+FxfDTe0TNfmkuPixcv9VgEwaG5z+uld6ay4kKIp4gNtLtO6fIlvSCyfL3+CUxcOMFFv/HT0jO4iPcLa0+PeKew/tIy3kyYyRe9DMDq+0uaxz0HL+wM3AvD81/G0L9bwmOLGcUp4RZfN5DaTiKzdlYW/DWfT2SQ+0VcDYJTuEs38mzCgx2xOnd7M2NXP8obei7o4slSTzypdITMHbQdg/PxO1CrI5ymDB+fRM0x3iQnNRtC46SB+Xvc63x//ibl64xghr+uyCfSK4LlHFpOTfYr/W/oAow1etFCc+F1TwJfaPBb0Ww/OHrzzXQ9crpxnlMGTAhQGOlxgWJ2+tI0fy/qtnzJ9/xy+LfHDCQ0faXMocqvG+D6/AtBrbixD9B50UlzYoinkI10uX9y/AK+Aenz6Qx8uXD7Om389h4/rLtAnojP3d3qXlH0LmbTtPWaUVMMfHbO0Vzjm5Mh7A9YD8NTXrbi/2IGHFTcOUMyrDtlMbT+FsOiOfLVyCMnndjD1r+fwP7qLtA2Mo9/9szh+ci1j1r7A+yU+1MSBBdo81ulKmPnEVgBGftuOpkUlDDa4c4YShjtc5q24sTRo3Jelf47jx9RVfPXXczhWd5lo7xr85+FFZF04zDM/9eaVy3k0C2/Jz6mr+Gb/Nyzsbhwp9tXEV/F18eWFuBfILcpl4C8DGdNiDPHV4/k99Xf+m/Jflj6wFI1Gw9ub38ZB68C4luMoNhTT66deDI8dTseIjmw4vYEpO6Yw//75uDq48v6298kvzueN+DcAeHj5wzzT+Bm6RHdha/pW3tnyDnO7zMXHxYdPd37K2byzvNv2XQD6ruhLr7q9eKj2Q6RkpvB60uv8797/EewezP92/Y8DFw8wteNU49/Cr4PoGtWV3vV6c/DiQcauH8u0u6cR6RXJ3L1z2Zy+mZn3Gm9XD1k9hPjq8TzR8AlOZp9k2J/D+LD9h9T1rcv8A/NZlbqKuV3mAjDsz2E09GvI0KZDSb+SzjOrn2FEt5cZPU9DNacOfLJCz3SkS/PtmnYxF+clo8n64T0AvvZ4koNODel4dTX3Xv21zLZ7nJqywGMgPvqLjM0ufzvrlWrvY9DoeCZ3OlHFJ8qsW+Leix3OrWhRuImH8haXWXfcsRZfeP4HB6WYiZfKvvcAvOvzGjlab/pfmUvDoj1l1v3m2o11rp1oULSHAVfmlll3ThfMJ97GsXzeuDQeJ6Wo7Pfu9QLpDmH0zFtMq8KyH8Q3urRnpdsDRJacYEjO9DLr8rQeTPJ5E4Ax2W9TTV+2F99sz2c46liXe67+yt1XV5dZl+wcx/fu/fDXZzIq+72y36gGXq72EQDP5kwlrKRsT7ZF7v3Z5dyM1gUb6JG/rMy6w451mev5DC6GfF67/Cr/9rbPRPK17vRoWp3BCdHl1lcV1YqbrKws9Ho9QUFBZZYHBQWRkZFx3X0yMjKuu31JSQlZWVmEhISU22fy5Mm8+eab5gt+E1qNjmhnX9ydQsDBC8+SbGoUZaD5a96ZILdgKDGAcygaRaHm1cN4uvkD4OHqS01nXzSutUCjI6goHQ9nj9Jj13D2w9vRDxyq4aq/Qq3Cszg4uAEQ6B4C+RfBJQKAmlePUc3d+Fy4OvtQx9kPB5co0DoRWJRJnvbvYfhruAXhrziDox/OhgLqFKTh7GysiAM8QqjpGgguxl/QGgUnCfCoDoCzowf1XPxwcwoHnSv+xReprc8uPW60ewjBDoXgFIijoZgGhSdxdzG+Efu6B1HPJQBcaxm3LTyFj0coAA46Jxq6BODlFAI6D6qVZNOwOBM0xjuokR6hOOEITiHoFAONC7T4uAcCUM09kCbOAWi8a4JGS0RROiWu1UozNXEOwNcxEBy88dZfoUlROg6OrsbjeobjU3QVnMMAaHT1GAEexufQy8WXps4BOHpHgcaRsKJMHBz+vjXRyDWYIFc3cPTFQ3+V2KIzuDh5AhDqEUZBzhlwiTRuW3CS6p7Gc7g5exLnHIibVxhoXahefIFGyt/z8DT0CCO8WA+O/rgYimhemIanm/E5DPYIJdY1uPRn06DwFEGexp+/k4MLLZ0D8QmvDs0GE+TqRvOg5qXHredbD8+/8jloHbgr5C78/vrZBLgFcFfIXaXb1vWti05j/F41aLgr5C4C3AIA8HP1466Qu0rX161Wl0L93x8kWoe0Jsjd+Pfq6+JLfGg8jn9dQarlU6vMAHh3Vb+LsL+eFx9nHxJCE3DRGSeirOlTs8yklK2CWxHuFW782Th50Ta0LW5//S1Ee0dTopSUbtsiuAXR3sbnyN3RnfZh7fFyMv5+R3lFlflemwc1L83g4uBCh/AONK0eysz+NVm5JwJxZ353Hkr93L/f2P39/Kjp4oF7bhA5urJvgjrX6tT09cCtpIQcffk3yJoB7hg0DhgII6dsHYGPTwA13T3wyQsgR1N2X8U5lJr+HugMxeQUlz9uhL8XV3UeaLXVySm4Umadh1cgNT098L/qSw5l9y128KdmgPH1Oq84igKlbE+76n7VcHPywNkxmJy8svu6eARR09sD/0Ifcgxl1xVq3UqPW6iPJEfvU2Z9oK8viosH7jmB5Z5DB7fq1KzmgWdx4Q2eQ+Nx9Uo4OcVlSwHfan7UdPPA+0oAOdp/7escRk1/DxwNDuSUlD9upL8nRTo3/Dycy62rSqrdljp79iyhoaEkJSXRunXr0uWTJk3im2++4eDBg+X2qVOnDoMHD2b8+PGlyxITE2nTpg3p6ekEB5cfBv16V27Cw8PltpQQQghhRazitpS/vz86na7cVZrMzMxyV2euCQ4Ovu72Dg4O+Pldfxh0Z2dnnJ3VrSCFEEIIUXVU6y3l5OREXFwcq1eXvU+4evVq4uOvP1R869aty22/atUqmjdvft32NkIIIYSwP6p2BR81ahRffPEFs2fP5sCBA7zwwgukpaUxdOhQAMaPH8/AgQNLtx86dCipqamMGjWKAwcOMHv2bL788ktGjx6t1rcghBBCCAuj2m0pgN69e3PhwgUmTpxIeno6jRo1YuXKlURGGhtfpqenlxnzJjo6mpUrV/LCCy/w3//+l+rVq/Ppp5/yyCOPqPUtCCGEEMLCqDrOjRpknBshhBDC+pjy/q369AtCCCGEEOYkxY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJsixY0QQgghbIoUN0IIIYSwKVLcCCGEEMKmSHEjhBBCCJui6vQLarg2IHNOTo7KSYQQQghRUdfetysysYLdFTe5ubkAhIeHq5xECCGEEKbKzc3F29v7ptvY3dxSBoOBs2fP4unpiUajMeuxc3JyCA8P59SpUzJv1R2Q59E85Hk0D3kezUOeR/Ow5+dRURRyc3OpXr06Wu3NW9XY3ZUbrVZLWFhYpZ7Dy8vL7n7pKoM8j+Yhz6N5yPNoHvI8moe9Po+3umJzjTQoFkIIIYRNkeJGCCGEEDZFihszcnZ25vXXX8fZ2VntKFZNnkfzkOfRPOR5NA95Hs1DnseKsbsGxUIIIYSwbXLlRgghhBA2RYobIYQQQtgUKW6EEEIIYVOkuBFCCCGETZHixkw+++wzoqOjcXFxIS4ujg0bNqgdyapMnjyZFi1a4OnpSWBgIA8++CCHDh1SO5bVmzx5MhqNhpEjR6odxeqcOXOGAQMG4Ofnh5ubGzExMezYsUPtWFalpKSEV155hejoaFxdXalRowYTJ07EYDCoHc3irV+/nh49elC9enU0Gg3Lli0rs15RFN544w2qV6+Oq6srHTp0YN++feqEtUBS3JjBokWLGDlyJBMmTCA5OZm2bdvStWtX0tLS1I5mNdatW8dzzz3H5s2bWb16NSUlJXTu3Jm8vDy1o1mtbdu2MWvWLJo0aaJ2FKtz6dIlEhIScHR05JdffmH//v189NFH+Pj4qB3Nqrz33nvMnDmT6dOnc+DAAd5//30++OADpk2bpnY0i5eXl0fTpk2ZPn36dde///77TJkyhenTp7Nt2zaCg4O59957S+dPtHuKuGMtW7ZUhg4dWmZZvXr1lHHjxqmUyPplZmYqgLJu3Tq1o1il3NxcpXbt2srq1auV9u3bKyNGjFA7klV56aWXlDZt2qgdw+rdf//9ypNPPllm2cMPP6wMGDBApUTWCVB++OGH0q8NBoMSHBysvPvuu6XLCgoKFG9vb2XmzJkqJLQ8cuXmDhUVFbFjxw46d+5cZnnnzp1JSkpSKZX1y87OBsDX11flJNbpueee4/777+eee+5RO4pVWr58Oc2bN+exxx4jMDCQ2NhYPv/8c7VjWZ02bdrwxx9/cPjwYQB27drFxo0b6datm8rJrNuJEyfIyMgo877j7OxM+/bt5X3nL3Y3caa5ZWVlodfrCQoKKrM8KCiIjIwMlVJZN0VRGDVqFG3atKFRo0Zqx7E6CxcuZMeOHWzfvl3tKFbr+PHjzJgxg1GjRvHyyy+zdetWhg8fjrOzMwMHDlQ7ntV46aWXyM7Opl69euh0OvR6PZMmTaJv375qR7Nq195brve+k5qaqkYkiyPFjZloNJoyXyuKUm6ZqJjnn3+e3bt3s3HjRrWjWJ1Tp04xYsQIVq1ahYuLi9pxrJbBYKB58+a88847AMTGxrJv3z5mzJghxY0JFi1axLfffsv8+fNp2LAhKSkpjBw5kurVq/PEE0+oHc/qyfvOjUlxc4f8/f3R6XTlrtJkZmaWq6rFrQ0bNozly5ezfv16wsLC1I5jdXbs2EFmZiZxcXGly/R6PevXr2f69OkUFhai0+lUTGgdQkJCaNCgQZll9evXZ8mSJSolsk5jxoxh3Lhx9OnTB4DGjRuTmprK5MmTpbi5A8HBwYDxCk5ISEjpcnnf+Zu0ublDTk5OxMXFsXr16jLLV69eTXx8vEqprI+iKDz//PMsXbqUP//8k+joaLUjWaVOnTqxZ88eUlJSSh/Nmzenf//+pKSkSGFTQQkJCeWGIjh8+DCRkZEqJbJO+fn5aLVl32Z0Op10Bb9D0dHRBAcHl3nfKSoqYt26dfK+8xe5cmMGo0aN4vHHH6d58+a0bt2aWbNmkZaWxtChQ9WOZjWee+455s+fz48//oinp2fplTBvb29cXV1VTmc9PD09y7VTcnd3x8/PT9ovmeCFF14gPj6ed955h169erF161ZmzZrFrFmz1I5mVXr06MGkSZOIiIigYcOGJCcnM2XKFJ588km1o1m8K1eucPTo0dKvT5w4QUpKCr6+vkRERDBy5EjeeecdateuTe3atXnnnXdwc3OjX79+Kqa2IOp21rId//3vf5XIyEjFyclJadasmXRhNhFw3cecOXPUjmb1pCv47fnpp5+URo0aKc7Ozkq9evWUWbNmqR3J6uTk5CgjRoxQIiIiFBcXF6VGjRrKhAkTlMLCQrWjWbw1a9Zc9zXxiSeeUBTF2B389ddfV4KDgxVnZ2elXbt2yp49e9QNbUE0iqIoKtVVQgghhBBmJ21uhBBCCGFTpLgRQgghhE2R4kYIIYQQNkWKGyGEEELYFCluhBBCCGFTpLgRQgghhE2R4kYIIYQQNkWKGyGEEELYFCluhBAAdOjQgZEjR1rs8apSZWSPiopi6tSpZj2mEOL6pLgRQli8nJwcJkyYQL169XBxcSE4OJh77rmHpUuXUtmDrDdu3Jinn376uusWLFiAo6Mj586dq9QMQgjTSHEjhLBIer0eg8HA5cuXiY+P5+uvv2b8+PHs3LmT9evX07t3b8aOHUt2dvZtHV9RFEpKSm653VNPPcV3331Hfn5+uXWzZ8+me/fuBAUF3VYGIUTlkOJGCDuUl5fHwIED8fDwICQkhI8++qjM+qKiIsaOHUtoaCju7u60atWKtWvXlq6/cOECffv2JSwsDDc3Nxo3bsyCBQtues5bHXPu3Ln4+PiwYsUKGjRogLOzM6mpqbz88sucPHmSLVu28MQTT9CgQQPq1KnD//3f/5GSkoKHhwcA3377Lc2bN8fT05Pg4GD69etHZmZm6fHXrl2LRqPht99+o3nz5jg7O7Nhw4ZbPhePP/44hYWFfP/992WWp6Wl8eeff/LUU09x7NgxevbsSVBQEB4eHrRo0YLff//9hs/FyZMn0Wg0pKSklC67fPkyGo2mzHOyf/9+unXrhoeHB0FBQTz++ONkZWXd9HkWQkhxI4RdGjNmDGvWrOGHH35g1apVrF27lh07dpSuHzx4MImJiSxcuJDdu3fz2GOP0aVLF44cOQJAQUEBcXFxrFixgr179/LMM8/w+OOPs2XLlhue81bHBMjPz2fy5Ml88cUX7Nu3j8DAQBYuXEj//v2pXr16uWN6eHjg4OAAGIunt956i127drFs2TJOnDjBoEGDyu0zduxYJk+ezIEDB2jSpMktnws/Pz969uzJnDlzyhxnzpw5BAUF0bVrV65cuUK3bt34/fffSU5O5r777qNHjx6kpaVV7AdyHenp6bRv356YmBi2b9/Or7/+yrlz5+jVq9dtH1MIu6HupORCiKqWm5urODk5KQsXLixdduHCBcXV1VUZMWKEcvToUUWj0Shnzpwps1+nTp2U8ePH3/C43bp1U1588cXSr9u3b6+MGDFCURSlQsecM2eOAigpKSml68+dO6cAypQpU0z+Prdu3aoASm5urqIoirJmzRoFUJYtW1a6za2ei2t++eUXRaPRKMeOHVMURVEMBoMSFRV10+ejQYMGyrRp00q/joyMVD7++GNFURTlxIkTCqAkJyeXrr906ZICKGvWrFEURVFeffVVpXPnzmWOeerUKQVQDh06ZNJzIYS9cVCxrhJCqODYsWMUFRXRunXr0mW+vr7UrVsXgJ07d6IoCnXq1CmzX2FhIX5+foCxPcy7777LokWLOHPmDIWFhRQWFuLu7n7dc1bkmABOTk40adKk9Gvlr8bCGo3mlt9XcnIyb7zxBikpKVy8eBGDwQAYbx81aNCgdLvmzZtX+Lm4pnPnzoSFhTFnzhzeeust/vzzT06ePMngwYMB422+N998kxUrVnD27FlKSkq4evXqHV252bFjB2vWrCm97fZPx44dK/dcCiH+JsWNEHZGuUXvIoPBgE6nY8eOHeh0ujLrrr3RfvTRR3z88cdMnTqVxo0b4+7uzsiRIykqKrrtYwK4urqWKWQCAgKoVq0aBw4cuGnmvLw8OnfuTOfOnfn2228JCAggLS2N++67r1ymfxZgt3ourtFqtQwaNIi5c+fy5ptvMmfOHNq1a0ft2rUB422+3377jQ8//JBatWrh6urKo48+esPnQ6vVljt/cXFxmW0MBgM9evTgvffeK7d/SEhIhXILYa+kzY0QdqZWrVo4OjqyefPm0mWXLl3i8OHDAMTGxqLX68nMzKRWrVplHsHBwQBs2LCBnj17MmDAAJo2bUqNGjXKtJ35t4oc83q0Wi29e/dm3rx5nD17ttz6vLw8SkpKOHjwIFlZWbz77ru0bduWevXqlWlMfLvPxT8NHjyY06dPs3TpUpYuXcpTTz1Vum7Dhg0MGjSIhx56iMaNGxMcHMzJkydveN6AgADA2K7mmn82LgZo1qwZ+/btIyoqqtxzdqMrZEIIIyluhLAzHh4ePPXUU4wZM4Y//viDvXv3MmjQoNKrCXXq1KF///4MHDiQpUuXcuLECbZt28Z7773HypUrAWNRsHr1apKSkjhw4ABDhgwhIyPjhuesyDFv5J133iE8PJxWrVrx9ddfs3//fo4cOcLs2bOJiYnhypUrRERE4OTkxLRp0zh+/DjLly/nrbfeuuPn4p+io6O5++67eeaZZ3B0dOTRRx8tXVerVi2WLl1KSkoKu3btol+/fqW3xa7H1dWVu+66i3fffZf9+/ezfv16XnnllTLbPPfcc1y8eJG+ffuydetWjh8/zqpVq3jyySfR6/W3/N6EsGdS3Ahhhz744APatWvHAw88wD333EObNm2Ii4srXT9nzhwGDhzIiy++SN26dXnggQfYsmUL4eHhALz66qs0a9aM++67jw4dOhAcHMyDDz5403Pe6pg3Uq1aNTZv3syAAQN4++23iY2NpW3btixYsIAPPvgAb29vAgICmDt3Lt9//z0NGjTg3Xff5cMPPzTLc/FPTz31FJcuXaJPnz64ubmVLv/444+pVq0a8fHx9OjRg/vuu49mzZrd9LyzZ8+muLiY5s2bM2LECN5+++0y66tXr05iYiJ6vZ777ruPRo0aMWLECLy9va9bfAkh/qZRKnrTWQghhBDCCkj5L4QQQgibIsWNEEIIIWyKFDdCCCGEsClS3AghhBDCpkhxI4QQQgibIsWNEEIIIWyKFDdCCCGEsClS3AghhBDCpkhxI4QQQgibIsWNEEIIIWyKFDdCCCGEsCn/D60mWyTIewRjAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "FS.plot_variable('dealerCardValue')\n", - "FS.plot_variable('playerCardValue')\n", - "FS.plot_variable('countedCardsValue')\n", - "FS.plot_variable('decision')" + "# FS.plot_variable('dealerCardValue')\n", + "# FS.plot_variable('playerCardValue')\n", + "# FS.plot_variable('countedCardsValue')\n", + "# FS.plot_variable('decision')" ] } ],