Created
October 11, 2019 05:19
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Decison Tree(의사결정나무)\n", | |
"- 일련의 질문들로 데이터를 분류하는 기법이다.\n", | |
"\n", | |
"\n", | |
"- **장점**: 상대적으로 빠르고 간단하고 모델 구축원리가 이해하기 쉬워 해석이 용이하다.\n", | |
"\n", | |
"\n", | |
"- **단점**: 연속적인 데이터를 가질 때, 클래스의 개수가 많고 데이터가 적을 때 적절하지 않고, 훈련과정에서의 계산량이 많다.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/decision.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 불순도와 불확실성\n", | |
"\n", | |
"의사결정나무는 구분한 뒤에 각 영역의 순도가 증가, 즉 불순도는 최대한 감소하는 방향으로 학습이 진행된다.\n", | |
"\n", | |
"**정보획득**: 불확실성이 감소하는 것.\n", | |
"\n", | |
"\n", | |
"훈련 예제들을 잘 분류하는 특성들을 뿌리 노드에 넣어야 트리의 크기가 작아지게 된다.\n", | |
"**보통 트리가 작을 수록 정확도가 높아진다**.\n", | |
"\n", | |
"\n", | |
"# 결정 트리 구축 원칙 (Occam의 면도날)\n", | |
"- 데이터의 특성과 부합하는 가장 간단한 가설을 선호\n", | |
"\n", | |
"\n", | |
"- 모든 것이 똑같은 조건일 때, 가장 쉬운 설명이 가장 옳은 것.\n", | |
"\n", | |
"\n", | |
"- 많은 데이터를 설명할 수 있으면서 가장 간단한 가설 선택." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Entropy(엔트로피)\n", | |
"\n", | |
"- 어떤 데이터가 균일한 정도를 나타내는 지표, 즉 순도를 계산하는 방식 중 하나이다.\n", | |
"\n", | |
"\n", | |
"- 확률변수의 불확실성을 수치로 나타낸 것으로써, **엔트로피가 높을수록 불확실성이 높은 것이다.**\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"1. m개의 레코드가 속하는 A영역에 대한 엔트로피는 다음과 같다.\n", | |
"($p_k$는 A영역에 속하는 레코드 가운데 K범주에 속하는 레코드 비율)\n", | |
"$$Entropy(A) = -\\sum^m_{k=1}p_klog_2(p_k)$$\n", | |
"\n", | |
"2. X가 주어진 상황, 즉 사전정보가 주어진 상황에서 Y의 엔트로피를 구하느 식은\n", | |
"$$ H(Y|X) = \\sum_XP(X=x)H(Y|X=x)$$\n", | |
"$$ = \\sum_x P(X=x)\\{-\\sum_Y P(Y=y|X=x)log_bP(Y=y|X=x)\\}$$ \n", | |
"\n", | |
"\n", | |
"## 엔트로피 예제 \n", | |
"예 1) 동전을 던질 때 앞면과 뒷면이 나올 확률이 같을 때 엔트로피\n", | |
"\n", | |
"\n", | |
"$$E(S) = -(\\frac{1}{2}) \\ log(\\frac{1}{2})-(\\frac{1}{2}) \\ log(\\frac{1}{2})=\\frac{1}{2}+\\frac{1}{2}=1$$\n", | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"예 2) 동전을 던질 때 앞면이 나올 확률이 1/4 뒷면이 나올 확률이 3/4 일 때 엔트로피\n", | |
"\n", | |
"\n", | |
"$$E(S) = -(\\frac{1}{4}) \\ log(\\frac{1}{4})-(\\frac{3}{4}) \\ log(\\frac{3}{4})=\\frac{2}{4}+\\frac{3}{4}=1$$\n", | |
"\n", | |
"\n", | |
"예3) 오렌지 색 박스에 빨간색 공과 파란색 공이 들어있을 때 (전체를 A라 하자)\n", | |
"A영역의 엔트로피를 구해보면" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": { | |
"image/png": { | |
"width": 300 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/entropy_01.PNG',width=300)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"$$Entropy(A) = -\\frac{10}{16}log_2(\\frac{10}{16}) -\\frac{6}{16}log_2(\\frac{6}{16}) \\approx 0.95$$\n", | |
"\n", | |
"여기서 A영역에 위와 같이 빨간색 점을 그어 두 개 부분집합(R1, R2)으로 분할한다고 가정해 보자. 두 개 이상 영역에 대한 공식은 아래와 같다.\n", | |
"$$Entropy(A) = \\sum^d_{i=1}R_i(-\\sum^m_{k=1}p_klog_2(p_k))$$\n", | |
"\n", | |
"$$Entropy(A) = 0.5 \\times (-\\frac{7}{8}log_2(\\frac{7}{8}) -\\frac{1}{8}log_2(\\frac{1}{8}) + 0.5 \\times(-\\frac{3}{8}log_2(\\frac{3}{8}) -\\frac{5}{8}log_2(\\frac{5}{8}) \\approx 0.75$$\n", | |
"\n", | |
"분할을 하고 엔트로피가 내려갔다. 즉, 불확실성이 감소, 순도 증가, 정보 획득이라고 볼 수 있다. 이런식으로 엔트로피가 낮아지는 방향으로 분할을 한다고 보면 된다.\n", | |
"\n", | |
"\n", | |
"# 지니계수 \n", | |
"\n", | |
"- 엔트로피와 같이 순도를 계산하는 방식 중 하나이다.\n", | |
"- 얼마나 자주 랜덤으로 뽑은 원소가 틀리게 label되어지는가\n", | |
"\n", | |
"$$I_G(p) = \\sum_ip_i(1-p_i) = \\sum_i(p_i -p_i^2) = \\sum_ip_i - \\sum_ip_i^2 = 1-\\sum_ip_i^2$$\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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CgjVHuwK03Q7qfycJpZMk5aPLe1GrQVvPXiFUYQY6hzvFo/rQj19PGICKsOIUpnxBnKpxpyBH0BoGGBrVztnzuvaXBse/7PMAXwWFsR9etgeovhet0TwRDFLHQ4Fr/avpHKjt0btXQXGuF6P4uvQ/DLrT4iFcZzSN7jTKQh8WRf1FRtrueoZwTl9PLHo+lDwRev7y4f5edcXS4Go3NP7SfHkdqpx/Duh1nn4IREeZB884Yo6wGBRLOHYx1mFSPXUKy0TPri6lR4UE4CID1MEzoWfEUNpuEC+8h7SRNrA8XetWpyB5cBtpRxitTcF1mHIJp7cHpQ23v3vbomWF0zh0k4x9aMiQANXPvpesNIUzi+aboaXTGGms/IpaeLILmSgeKLgbuvrDEJskQpeuAwzTF6GTKJ7w6NpFdUvla/T6enTWpcfQZTx0oCtfu0fVGNTu3xUIUWIYtzBfVjS/eN6FRSE2q8ultrmVVodRx0rN8n1lqOqFymig8iM3AcTeC3oKC7XXxjvc3u55dBevFAOLCGgx4kRkEGb3AcaLM/Tpgjhe60+Gk297EKtQi9O9wBWhe/KtOU9MpYTM9NIWBMTPLr0FKw+xOyik59Aw9sK/OogvnLFhbNcNg7jIXFAgR/0VJmA4McJXxn9BVITLwvgq+PTRfIH81SKGEcN/E9SMisVoJjt5ye24PTqD/Ww2ZEKFRVBFxyLzR1BtUtutQuWIJaI7ONmsfqD8Iv3RkiyW/yzjhean0Mlu1amSRbP2OvgPZvt9D0LR6cjgQahyglLdOZYuxXdreRAWmy4AFaH+tnRWo4VZVe7OaBBaSUzq+6qL+YSWVol/BLg+9hB77enUWfc+zJ1dnwe8bG2Il55UR5wntk8yMZInGDNhKIcwCrrzZcdLp/DY/o0HSh0eG1dez8C4bn0TC9E4XUXu7EaH7vT4NLqzMQ2FCaMxbiYFo010sa9CuPyeMNxeX96r6TxdQk+P3fPCXQezycZK9oGbP7Hj+M8Cvc7T24Af6Qjq4Nmgk4PdTmHTxrPWlZw5KSHeyjnc1PoC7R1kCAZq3ktxdXYqhZhGDOHLYQYrNjirDglQWymXQHDf6n/R1cYohQX5TMiynBesu0uGlfKI2Rx2MUzxkbhQHtHeZeUxreim5Owg4YpVDSTbzu1M2sZA3QubSY7O7QxTnAldGnNNTU1sm4SW2kjWlwQmhPldcS+YVqh6X4huCbxg0omODvZPa5scG1EZbYelZUeqDoH1JxMJZUuqWzt4NmR8pA1E0ajwNtLklIHGSgLE94XDl8Fqod2rX6yvHUaFjeho57i2RPq3g+f2zg50khDltvFvf4kWNk19pHv1l/pR960splX3vNa9aFPJ1p9Etam1vQ1tRIkUOVGdnewT0q4+8ELE+M3CmInQwb7p6FBfRftNvBEdcxVuFPLcga62Zt6SSCl7tVVx6lh1pqogvmDnCY0o0dHRyku2tavV+qCT7fYgHrLx4EG0uT/SZ2Ordvj+5x3TiRKe2C90ZdlJ7SShg4FqTsA+6GL51gbRrlLVLquT5QV8rXMX+8enCad1hprKaGe6VoZ77nA0iZYO8msnadC5nQR0kTjRJXodvzGd1aW86htRTp4wujxtCovGsbIgTnyuMVEfi1ZHp8ZT49bJutR+8YB4pJXj18l0jjrRwBJ4IXq6NGYs56U6iAEvGNHeHpTHe9XWzrJUnmr34qSrS/2gK6GVSnTgQ8PYC//aIDkhGaex1FQWH4iN/bW428VrblKykR3sYQnPZD/LJzQ5ybI6ujrR1iEdJFnj+T1AzTGbWwxX2azAyyevC/y8UlmSGW3tzaxP8+clWpsp40RUqEhmtAs/7zuZtrWjnXKTdDCkhdHNTKfZ3ES6dd1CbCTtmg2Sq5K1prd4zekQmd8qOqqHNC+YiO30cs3NItKmtgf1Wxo2TnNN8rWL+XQdbWdAshGvfmAadqjkoPqWqiDiNAlFd+Sa8dIFolNFWL+wbl4R1ZfhPne0OQchQNHK/o/EuZnPfJI7yiNQH7aRbraRtXZR56ou6SejL0DJEOnM1iBc/dbCdgpVkvKoSCcLo/WEr0Wrv/dh7e3qWxemvF5vilan/5mOtHdRNro4X4Y7S9/6PlE6H+fLsGvrC5dXMraDdUZ4kuh0GKOVSjLeK1qVwfK6Oj2NTjeJb53sFw+zPMbLxhN9neRFK0tFMotlEylWnqNHY+Lb7Ix/JeCZ/SN9xQtXrtHp+8PRony+n1wZDA7QHVmO4jrJQSrXp2GUaDd+J7aK34McstFUX6fsls4WhpAPeHb6kSn8HOTpJfvGUDrM+j1Auw7aoTqNVs4d6mPxrcDoZpgki3R9J8sQthPbmEbYIVpYp+yxlvYO8hznZnCvOOlkpRPdkj2iXTpZc1hoQycqeLA41qOWWpgdf37odZ7eBjQWr6AOwaQOnmBwCMkQL4wBZLxU1rQgp6ASlVXNaKc0Nx43VF4OMgddwleGkGNSBfJg0UooZtWk0kTlBHtBQ5dhmnxK79HRQubhRPf3rkzeB3GWRpWrcAtjOtLc0dViAkEM2k5h74VnA6ts5bmekr28vh15pXVIzSpBem4ZymraUdv8Es0kz5wAZjDjk/WXlZUhKysHdXX1nKRdFAyikbUxXYRUgncCjDajhfkl8FhGXX0j8goKUVBUyEkh4cq+FUroMM8L9pHvzzbKjmbKgTZ2k+ioqutAIWlNySxGSlYpcotqUcXGNDOukZpUbevQJCQhMlA7WaYUoQHDJTAcoTybcHBjYEqHQr6T/dUVGOAyhjtIs8bdhATLVNkae3OIWBftAlSx//JJU15JHSpIXx3pVd82so8r6zuCuGrUNNIZ4bhl5hUgm1jb0GBj0k5h1Cnjm+WrLokI0Syhoe40Bc1+M0Oc58rKSuTl5aG8vCxQWpaKY0H65YyxzbpXvzt+kiAXKtzxVHuLBDrzKatHA9aufqPQlhEvp071q9siRhrP4gc5wepf0d7O9KJWAlCCUXwmI7+mvhn3HyWhoLSCfdWB6voW5BdXo6i0Ho3kMTaH9DCx2s7yumi4GG+rXnMINEbid90rMdPJaBEyvXMyXFud8HfKSDzv6JIwVx93obCkHOlZuez3xoA/1N9SpMqvvm0l/VokkVLUvFR5qkOGI8OsH10fOr5R3eF7d628cvQ0Du2kWQquoaULxWUNrL/Y+qGdeVs4f0rLa5CZXYgSnhUuJ12GpCl2Vqf+ER+0d3SiifFZ+UVIzylAZS3nH7utjYc2KqeIrCGSEKLa5MCHhLEX/rVBMsKcHs4dDj8KizinimtRW0dDmLJT/MJZoFRmrLRRWJVXNCI3rwI1NW1mPLe1d6K2vg4FhYXMX4yGpgbyHvlPvOt5yXhcc8vNRTkW5jwxWFNPU1d1lZRWIY+8WV1ba06QLaAwgXSEFgA66TlILAktP8vSfNOc4Uy09JqnLURzmFh2I8suqm1FJuVqKvVsRmEV8tmGCsr7JsqWZpJlC1TERnoJpRVVbF8B21dHvUH5xbKi80HyU64M5xbleweNSr+wKGNQaZS+gTK5qKiIWMy2aj4zRt0QoAzIjsDJVNmtVARtbE8Tk5bXdyKnpBFp+TV4llWBnNJGlFEf1JDQJqaT7G+hfO5gvdJ3znhW3wpcn7h5G/S5+obpnOEtOinfOTZOT0q/Kq0H0aP00lesg/la6NGpb0oqapFdUIbS6gbT6U0ce4pl1DYBxRX1KCqvplxuRn0TdVVhBTIys9l/lIUmhyRbVK7qk2Ph+UC0iC7V6+JaWppRWlqMwsIC2ge1Fie6JU+lpzpsMVK8pX4Vujid/b2Vp3AxSnBv/WTtlmxX/8shcNdd1AHttEE6yF/iK9kNxpeUi50cP+fESAc6+f2SNLeR+eVcNTY1IzsnF0nPnlq/yvnsoIOtdnkeN9bROXKtcE+v+sXRKLvFOcW8J1+oXtNfDPf2n/SX6augMO9wmV5XfgYLbe6RVluEUz+IEIZp4ZLVM61sHDnDL1FLIyMjKw/5BSVoYnvcWKmvWtiWhojzJF35QhnVBo8qTDSoX9g/zhZVu9jngR5WQv2ZDcL6LSuvZU+K5vqmJmTl5iO3kHpN9iDjNI9LK6uRST1VUdtgYYrTPJHNpLN0ouiXzquqa0Aabcq8gmI0NUsHu7p8f8ieMHmivuK1aPgloNd56hGMDbpfdkMdJCjEUGSkGOepsq4Zpy7cwqz5K3Hp8j3U1jSR2cl65A7xusA9IRDDMsyQgUQZrSaENLHE2BTqXTTaX76UMHcTyikYh3ImbAVNk9DiVYeEihhdxavgKCjOBA2dsk6WyWlJpnV0t1Co0I4zwz67qBLHzt3Ayk17MHPhaoyfvhiTZydgzpL1WLN5Py5ce4T8khoTwlISTU0t2LZtB2bPnoeHjxIpZESDa5eaSTKN2XV212onBYOEBv/kKMnofsC8cxcswoo1a9DcToHKPtZKmVsFdeV1kU6VIcNAzlNuXhUuXHqAdZsOYva81Rg3ZSEmTF+KmQvWYt3WA7hw4wGdlBpblbQJSrqkrNwTEF+m61fdOANcgtUJDAkcG2MZyhI+uiY95oCp79j/EgJaYdQKqPpQq6OZBRXYc+Q85i7ZgGVrduPy7Wdo5LA0sNj7SdnYtPM4ZsxfjaVrtuPmw2eobmzDnMXLsXTlWiQmp9qY2IqNlBQp4SjzT/0n4eGwk2kiZ+Lly1ewaPESHDp82J5cSckrvVOo4inPJypRbeeZbZGxoNU1BpjSEfswOfvEgmzsVI/+VJaElRykNkpqyj4T2pR1dnYrREojBci+odCW0SRDrZWJm6nQqqiQbz9IxKRpc3DvSTIdyxbce5yKVev3YPWGfSiroEKVzGZ5arTGRvPCPdEUDcE4iSYRaOjSuTngwiwf62VqGzOdjXaGiQckpGsamrFp2y5MI+/eI//JcVFcG70TOYAur8ZcfKD+ZH+ZUlE/Mp4d5RQTO4IpdO6Uggnu2ZMBMo6jaIsAAQ2t7KvsgnLs3ncaU2YuwdPUDNS1tqKkqhZHTlzA4oQNuHTtPupo1YgXxG/2VJNDpSd11u88NNBSvHDtDtZu3olT56+gUUYA29bKQdHTbvVTFMLXDhTisRf+tcHxtzNIqqpbsGrtLqxdvxePEtPdYpf4nrwp513XFVUNOHr8ChYv3YSr1x+TzxxPJaelY8PmLdi0dTsdexrNlEMdRMkBZgvmnpMlZkhrbpKBeEm5IzkAOkyNOHn6MmbOXowrN+5QN9bbnJNjLzlh5fBaU4XF8KAy5cRoddzp1g7ey3FqZvom0pVf2YDjV+9g5bZDmEZ9NGbGEoydsRizlq7H8o27cPLSTWQWlnMedbIPYMbaidPnMWX6TNy6fc8W98x5I4Fqj+akRz+33RZv0qf2kRLJ0KSnz7Bx4yZs2LAJebmF1lbRLH3kZDD7VH2keco8jZynBaW1uHzzCdZvP4bZS7ZgwoxVxJWYNHsVEtbtwdkr95BbXGkGZCtldafqNxpEiyiwaojql+idM8idDJKuN5nCa5P1AWo4orKYSKo6KcOaKVhLKpuwc/8pLKB8mblwBc5cuWVOXh0VWFpOPeMuYs6itViwbA3lyl1bCN6+6wimTJ2JzKws54AG9Yki9ZPxA/9Eu/S6b4OuGxqbsGHTRixdtgx37t6VRLU86vMuyk6hW4yTjlKYGw8tGHm57Urnn9Xp6rF0osP6QX2g/gv6gvTIBukUr7FtNk4Bn2n3Qpee3IjH2CfaffHCFhhJa0ML7tx7hJWr1uLYyZNoamlkPR20N6QjRQvLCIZCelLl6doWAhRPettpu2heWL+EMTJnggII0mNyOFWo/pjEWhsZR0PNa+VQfukcTjC2XQ166Z1Dzg2zbZhO/JSRV4bps5dg87a9yMsvtDbIltRC/IsXTczjFKzfXcJL6x8hqxEFrEt9qXzqJ0e32ml5mIZdaija1A1uAZk6irQ8eZqCOQuXYc3Gbaisb6J9+QK1NNhOXbiC2QsScPT0RTrrnWgi/c7upMNFPdbEAt0T2Rcoq6rH1p17sWP3fqRl5Ji+08KrWwR3dfq+Eo8z6BeBXuepR9AQBMPgL7uhDho2iUhnVEnoabVaiqGMCmPTzqP46PMB2LHrKErLqsiATM3R1lm5vUHjixQjCs2rFnMaI+hMYeAFCMt36EgQqgxfjgkyhfHgDMagLpWnNJE4Ch3SLWznBJLzJCOugbOuuqkDial5WEunY8TEORg4aipGTJqL8VRQU+Ysx/DxczBg+FRMnJFAI+02KmubTRHW0QBdt2Ezpk6fTcFDBcwwTSgxu2Nw9hQniL9XnCaAlLfdW/xL3H3wBDPnLMByOk+Nbc3sYRmMolV/Lp1NIHa9DMinz/OxddsJjJu4BIOGzcCYCQvoOC3B+GlLMWLCXAwZM52O30Js33cUtS3tnJRyEN04afKxa9gnPDNM1xIg3tGwJwukQCjVo/GQYuugMFGIYkxQMH07+1WiWFtIGmmgVFATbdlzAkPHzWH/LcLqLUdx/WEmqltfIq2gHgtW7MKg0XMxZupSrNtxFPeeMq6pDdPmLcX8hNV4QMHTzIZauZRm4jRD9RtpFWrLlwQJ/+26jR185twFzJ67AHsPHGIfSZkLSSvj1U5DHpwCcvyhKymvDq2wMa14VH0h4yeCumc+1a86nQHEtlPwVdU14urNB7h64zGqapqoZJiOaTSyGjWNYbMUDwtWfzUzT0ZuMVas24b+Q8fgUbLa3o7zdBKGjJmNQSNmo6BE23scveJbo9N417XDtpiyLH9v8UQbw0i7lN/lcSMpo9IpF3OimVarrWU1DZg0cx7e/eRLnLty3YS2+t2expIPpNC7AsdZ429bERSmsomqI4pBney0iJHp40RfcK0z1Z8pjcSUPMyctxZ/fb8Pbj9MRHVLC4qrG3DoOA2YhWtx+sJtUywtpKuyvgH3n6Ti9v0UFJXX2+q6KR426Nq9RMc/y1Yju7DE+KWDeTSm6rs3gVK8OVUv/DODxk+8ZU8yOAeLShspF6dh1Nh5uHz9EQ0Yzl8yYhsFnRZ92pg2t7ASy1ftwLf9xuHA4Ys2L5rauujIp2ENZfqaDVuRnJ5tZWoOSxZI5hhPk8elX6TPxGLifz2UEUpGF5XVYiN1ybsf9sGeQ6dQVFljT96lb8jSNl9lrDm5S0nE8jVb9bTfkLOkjXOthXHVzW14llWAzftOYcC4mRg0YQ6GT12I0ZT3o6cvxnDqqX7DJ1JvzcKBExeRLaeENJSwzmOnzmP0+Ml0Dm/ToaxzNBtKOmkRRc5k0D42xOSF2mP96c4PnyRi9Zr1WLtuI7Kz851cEv2SRTozwPU7y2P6tNwS7Dxw2nTRgOEzqDsXUhetxOTZa6mbFpoeHTd1AXYdOI4cztcWLdawJtFjxiFR9YbR9TvPrMc5GJLPmt8u3Mlpl1Zn6VzTFUygstspv8rpPJ68cA/9hkzDyInzMX/FFly5l4Q6Ep1Lflmz+Rz6DZ2L0ZMX0cHbgRsPniKnqBKbth/B6LFTkZaZTblPmySgx9fHquxeZ9Eu2aNrOZPNFOar1q7D/IWLcfPO3aB/SY8tULn+NhSdbJvGwmQkmcMcP4UHZasuodJZXt54J8nosDI4FrzPzi3imN/Hs+QcSyenntmI7GXbMUCtLedJ16KFefIKyrFlx36MGD0BN+7eQ0ML7RDRSl6RTvBjIPS8yyodDTYWnFt6msZrt5U/oMvaF9DOC2+Tecdb5fm55ftSbRZqzpKVLa0typF+13DWZ86T9LLmNO0bXldzoiemFeDdj7/DpGnzaSelkx7aUS/k1GlhgnNLWxFJn9FPVL+oPZ4Go50RQqcHSTPDRbPSii7pUelT6SF70stwyRTJnkvX7+LTr/tj5PhptIkbbOGjoqEJx85cwrQ5y7Dv6Flz8kRvZUMb7iam4erdJORw3mrxWXNIC8obt+/FtFkLcOTEGdRTBth2XMarP5iVvcoz6+x1nv4pQEMQDIO/7IY6cCrQqJcJ5J0n27vJmCo6Ept3n8THXw7F9t3HUCzniVmMOXVWbp7FpJHJQpSg86v3kXjFMb2tZvFeAkGGo679ZNPZOyY2n5RHcQzjrRnPlk9MZ+mY3xySDjJ8G7HTlFktJ1xKVgkWr9qOr/uPoWG/EGu3H8TJS7dw4+Ez3H6UjOPnb2Dt5gOYPmclDh67hNLKBpvY2jb04PFzXOGEySsqN4dK4VKQntl1LeRcj97rWumI2gZYUFJJw/AxHj99TmXSQQplfOtP52g+vVOWlVOBNesPYtDQWRg5diFWbzyE0xfv49bDZFy//xTHz13Hmi2cePOW2QpadWOrGZma5EabUPSwYI2N9Q+vJUDUp06osW5OSo2tOccSUEwg49qe1LFvpdhlEGjCa0tJLSVIRnED+o+ciX4jZmDboQt4llOJ/OoOlDR04tT1VHwxYBrGzVqD45cfIbWoBqUN7WjggF268xjXHyQhr7zKtp+oXAknoQkmYivrdU+l1LekK+iXFhKfmpmDa7fu4Vlqput3Sy+ag/EgKoxFGF8JvaLWuZUdYnwYoPq5jRWIryXM7MmaymNaGe0yTjLzSzBpxgpMnrEcGdmlVBziNRkAmhNu7Np4rTxqRyMH+tqdJxg4YhKWr9+BvIo61LMB5288wpBxCzFw5ALklZA3WakZYqzHeJt5ZQjIOWtnI/w8sDBeeP4WryvcxfGeqH5TGyTUtarVpv5ieD0bVUbnb/yMhfj7p31w/vodt+VH6X0fafy7WlmenuZ0kX+02MA0vlyeI3WJf5SPqLnsw4zP1IdMJ75R+epLPYlMTC3ArPmb8LcP+uL+01Q63i2oZR8lZxXjyu0kPM8oMMe8ngWl5hZg5YbdWLR8Bx3sXCtD732QrZBfUUsnfTfGTpuHM1du2py2RQKm4cmJrQjopltAnJBe+FcDjR/ZwQwYyY/iilYMGDqdjsMiXL2VZPNVvKe5rOeoklk5RdVIWL0bfb6fiINHr9q8aCDzFldW4SHl8P3EZBSRt5RH/O7lpmSIM1I1112YeF3ywsuPYjr4W3YcxzsffY89Ry+SR+uN55s4GeTIiTe1g0Ay1y1gyQAyd4b5mzkHKWsZ0siEyTnFWLvjKD7vPw4Dxs7AKuqmY5du49rD57jx6DlOXKRu2rafDsoC7Dx4Cul5pfYeVE1TG9KzC6mbbiE7vxj11AN+8UkLQJIFjZS9zZzXzWyU2m8r30TJAMksnQtKym2b8ePEZ6itb7T8mlMUD04H82wLGSyjinVs2XMUg0ZOw9Axs7B09S4cPnUDN+6l4sb9TNu5sWnHEUyeuQTLVm1ECuV2szlPpEv9rLlLtPpFC8u1/hVNRPUboyP63ss5ofU9w01v6Bxca5GviXVkFJRhMnXP530nYduB83iYVojC2laUN7/Evedl+OTbGdRdS7H/1C3qrTKU07CtbGglL+TgHPu7srbRdJBo8/SJZn9v24WJnlbxg3T7gyfPcOfBY+QXlxmNap90lsoS3dG2Sr+5/NYe5vX3kToZzmyubDKm+M76IJRGWxDPXLiD8VMWY+uuE64s8oP0h/EZdZPeIxdCjgU7tZkK98adp7ZraPrcxSirqee4OH2vOeV1mKeL3Wlj0MEynT5iGrZJekJ60hbhRKfSiz6i0c84eyrIvH4sRb/aafEME5qe4lltcfUGtAtZn/wooeaQ0jezfunSCiqxR2nF+NvH/TBx+hI8fpZBes0tZ7ulTWizdmj7pVssla3oda3VzbpsHNSeAMNz3NrPe0+fXvXQjhpd2yIy489fu4sPv/gew8bNQAl5RgvLtRys51n5uHonEc8y8p3dxPCc0jqs2XYIc5ZuxLX7z2Fbc1mGnobeoC03XTbc0tXILqB9wXAGOxuG/SuJYVLDnCcG/gLQ6zz1CBqAYBD8JQczcs0Bk4DXOxBkKQpOmficDIwSM1XUNWPD9lP46Mvh2H3gDB2MWjO8NUFs0ImaIJooEhwSLPLAK2qaKVhq6HxUoqC0GuXVTfYYUwwmRm0hc5ZWNtoj9FIanNr+pDAxchMTVdQ0oLC0EhXVDcZgeufG6mEdZVUNyCusRhnza+tGGw1BiWqtH2mS670gKcg9NPT//nFfjJ60AFfvPrc95P7lXNEh5VtNizMpOYd0lDOfC9PkyifNmXllqG5oMXq1ellZ24SsvEqGtaGB2rKMbcorrjQHq6i8jg5Nh9UtRaqyqupakFNYzrIqqIikOOXiiVKb9k6Aqb087D14Dv2HTMPoiYvpND0mrUAd2yw6peibWG4Z+zQlqxAPk1LYF9pfq7ar71XGC9RQKRQW16OQTpuwhMpde4VtXDg+TrizTKL6upHjUU3nuKC0ioZsCQrKmaemEdVM0Mhy6yhhcquacPFuGj7tOw7jZq/B6euPkMy+eppfgUQaAAlbT+PD7yYhYctJ3H6ej+TCMqQWl9OJKsPz3DKkc/wrm+josTwJEClxGch6KljOMS6iM55PRS4aylm32iOlLwWrpyiZ+WUoLK81gat+Vbzi6jhQpVWNyCOPZLO+gooq9lkzeYxjQOmpp3IN7Jh89kMu+bCS0rCS419UWYdc1pfNMSkgHzWwjTK66tgfFZRyD9iG/sPnos+AKXiUmI169mlTayv7q41CWKOnMdQYO8OkgLRt33eayns47jzNRCU1WhVpPXX1CYZOSMCQsSuQkd9h8yG3oDrC79q61sjBbWSHcBht/Oqb2zlPyNtFVcgtJH2kU3OohvzWzMlIu4ltcu8diC+0laesnjxYXo1stjNf84J8P3ziPDpP/XDm6l3jITnZUiCqhyRTwWk7jts+VMVCc0prkZbHuujkllY3op4dbXWxEs3lnMJSFJbVk1dabYFBK7d57L+S6jqU1rehloXXs/+ET9OLMG/JTrz7yWDcfpKM4toGKhkarxyrLM7Z8voWm4MV5Il7z1IxefYKjJq4DBeuP7PV+DrWp7EQr5y8fBNjpi3AopWb7J3FFmpCKUS3YsmGCOzMAg174bcEGlrpmhZaRDJKiqs60X/YTIwYtwiXb9J5Ii9o7kqet0ge8rqgvAkr1x/EN99Pwv6j150BxPAqOvH5lG95ZU4WKEwGkuR0LQVSeU0TeZyygnKriHO60t45rec8rEV5Lecf6yrh3Nyy6xx1ymDsPXkTacXUX+UtSC+osa3hxcxXS89fCy4yQrXjwr1wrgW9Vs5BOjektZh1HTxzE98Nm4GvB03BhVuJKKqm7OIElaElo1HOYj35/dHzTM6bCtTZTgPOMco06b/84hJ7f8ctPDl9mZ5XwvnWxPlDXUG5kE3ZmFFUgVzSVdHo2iC5oXK01TiXeksyppnWqvSvDF/+myEnWVvPdlRSTt16lI4+A8di8OgZOEK6i6qazZFTGr33KjnYxA59npZHmZmKRiqXiOGs+lig6C+pqkcW5V96XoXJkxqW3cJEZryKNpan9PqQUwOJrKKsKOB4ZVLX5JZUMX8jZZ4cQ9ZLOVvE8bh67zm+7DcV3w5egDM3nuNpbjmeUZY9zCjD/jNJ+MP7YzBvxVFcopP3lPoohfokPb+c8q4C6bml1CMdJuu8bhHdTfQkSklrEeVhFtPnsQ/1TovSSiZSDFLvV3MMqNvYAaab2B+iXdfV1DPKn1dcQVlZTjuhDjXsf5dXevgleY5tK1G5HC8yrl6P0DuyWWxrQSllPh1WM+DVH6SrkkJ/z5HLHIcpmLN4K/NR7rKyBvU1B05/WgDv7NSTGPIZ21BHpbtj31ka/HPoWJ5AA/vN5ktQpvqwlHyTU1iFjJxKFJVwTKgw8gpr7AluNZ3qumY655pfTC/UonQh7a5MjmMm+7movIa6jPqRvGqLk6xD/aD+MLuEY1/GPsrnOOZSZ+RS34t/6hgpm8Qcf6bR9lg5b8KK6jbO1Rqk0nZKYx/nctzvppTir9Qpk2atwpOUXBsrbWmU3cpcROkF1s06ZdeUU9/mFVfRQSGvVVST/1vIz122GKDFvFLaGukc24oa9kF1K+mrRRbHI4d2SElNCxqYTjpIMkWLeWeu3MV7n31PfT6DdoNznpo470o4lzPZV7KbpP9qOQ+eZpdjyoL1GDBmLo6ev0cdSX6o77JyCmlPrdiwC2OnzMW1O4/MluG/zWE9KY44UGybrn4J6HWeegSOvrMwopcaE39tVogCtE7EydflVqQpA2ySVZHpNuw4S+dpBPYeOo9iGmfaqiTmNcHIAW8i10p5SSHVkzEzaSSeuHAbKzfuw8yF67FoxQ4cOnkDydl0RhgvoaDVuiu3nmDJqm3YuvsEhUwtDUMyKxlMeOjEJcxdvA4Hjl9CDTlYAlrhJWT0/UcvYvnanTh35R6FlRwQ90RALZCgloB6kJiBwSNn4L1PBuD2oywqTxqEpFlMLzptgrM8TTZmsZUIMbIM+5rWNqzesgdT5i6j4njOyQZkFdXj2Nl7mMlJcfNBFhJTS3Hw5HXMWrSOEzoBW/Ycx6PkfBNIElAycG8+eIYZ85dj+ZqNtj9WK496/uQcKPW26nxJg7oak2cuR99Bk7DzwHlUUuipDK1qyjBQOl6akGwikep73Ytep3ReoIgC9/L1JCr3U5i9cB0N2I3YTYfs4bNslNe1UuGwn5hHQk3KqZaSIS2nHKcu3sby9Tsxde5yGqlbsO/EFTzPKaVBzDKpvM7cfI7BExbir58Nwaf9J6HfmAUYOmUlRs7cgCFT1uCzQbPxHx8MxueDZmDQxKUYNi0BY+euwqgZSzFq2iLMXLYe95LT0aT2kNY6dn4FGUArf/uOXMDChM2YOX8lVqzfbqutZbUtloa6gfc3MWvxauw6fIZj4sZOY1HBgp5lFuPAySuYm7AJk+auwMLVzH/pDgV0JceZDjTbWlRdS/5bi2Xr9uFxSiHHMsu2HI6fmYBJ81Zi+5FzyCyrQwX5pZL1ZZY1Yd/pB/iwz2RTyAeOXMVNGjZ5BSXkLq2iamtQh/F8q4w1tucxBfn8hG34fvg05FWTdvZzPdt65kYinaeV6D9qOW4+Kif/38GSlTvI0+vJ78fxICmTfE2e1BgzfT3bnJiaj+PnbmDjjsOYz36btXAVNm4/jNsP02nANZvRo3kgISyHJSmjBAdP3cS8hO2Yvmgjth64iCv3s9jvy/CXj/rj9FXOD/G7eId1yOETr0s4a4uJHMlrD5KxnvRMmbcK81dsxf4TV22eVnHAaM8hp6TGtrfuJC9duvUM+45dYX2bMXX+KmzYdRyPSUMFjQo5PFLOzzKKOJ7b8Kf3+uN2UjrHrR0FlU0s9ybmLt2JU5eSUM5y86vrcej8FQwZNw/9hs3Dmq1ncPH2cypLKmM6v3Vs47VHKZjCesZMnU85xHlD2jVP2cVObHk0+SXshd8SaGhNzvFKT8RzS9vw/ZBZdJ6W4TJ5UfJApmIz4yUndZ/HOZyw9iC+6juZuuOOrSJL7jxJz8TyjTuxasshpORVmlFUyzg5KCnZFTh44jrmLqMsn70Y63ccwoNneVi39SRWrDtK/ZFheiGntAFrt57FH94bjPV7LuJ6UhEOX0ykcb4Hk2evxwrWm/i8GHWUb27l220RcouRkumUS2TcR6m5mLl0Gz7/fgoOn31IeUbnirRL52p+a5GxnoJabZdzpzjJCJ2LK2tw5OQljJkwE1dvPjEnSAbt+esPMXPRWjoMt2hsUkeeuY1p1AETKItXbj2Mqw9SqXtf2HY29cfdxOeUuVuxZtN2cxglG9gVzuFRfUTX5jrTee99NgC7qP/z6FDKYdK7xKKPSdBMhWRPlpSfAXrq30zFJN0qp6qosoUyMAubdp/BjEXrMZN6XbtZbj/OMONTBnZUDrI86rNcyp3Tlx5g2do9lDVrTcbtOnQFT9OrKAu6UMOOupOYjslz1+BP74/Enz+cgAFjV2DYlFUYMX01hk9bja+GLsD/+dtIfNxvNgZPWoJRMxdj1PQlGDN9BcbNWIlRk+bjaUYxeeSF6doaKt2SmjYkpRdh696TWLhiM+YsWYfFtFH0vm9SegF5TE8OYbsM5iVsxPX7SeZUGO3sk3Ja0PefZmP7/tP2TvXMhWtoPx3DjQdp1OvUw8yvftUTiGnzVuPI6dvk62YcPXMHi1dSD89Zy/MejmcSatiB4tMKyssHqSVYsHofPukzEeOmrqPtk4pbtEPkdLVRH8nw1iK4tJRAT1/KqjuwZM0+6qEFuPEkHQ0Mpw1vWEmeeZKeT916js7YJuqaTdi47RSu3EzFOurIZat3kcZnju+I0iOV1FdPs4px8PRVzFu+EVPmJGD15n2ci0nILa6lM0z7hPxqPMxxrCNf5NFJPnPtAefebkxfuBoLVm7DwTP38Ci9nDqmHY20l8zZ5hjo6VV1bQfblU6e3Y8pi9dgzpqd2HX6Li49LsCfPxmB4ZOW4mFyluk0zSm1V8huRQt5TR8sysyrwjH254JlWzFjwRry0A5cuP0I+VV1qGc7Cmtoy128hbHTF+POkzycu/YMqzYfwtQFqzmXt9KOeIS8qhbTsbJbZEtcuv0QH309DANHzeAYN6KJYVW0ZWVzzFq4AYdP3yL/0OYg/2gHzoCxC/DV4GlYs+O06eRnuewfzolyMs+Og2cwevJcOrZHQ86TZIUeSjjnSUdtkvwloNd56hE4+hwGO+vS34ZRA/ZSHw8QSthTkDJYk0bO0/rt5/DxV6Ow5zCdJzKgDEcZ9ErTTIXQyEGXsV/DSXCHTsvsJRvw4VfD8c2AyRg6diG+GTQNH387jpN4MfYcv8GJy8nFAq7efWYCbPy0xVRW2SZU5FiJCWdTwL7zcV9j/szC6mB1kcYZjeZpNPRGT15A4Xo3IsSd40SnjhNQK/Unz97C+58MxLTZa5FXUmuT2gQBaZXzpydUMiT12Vk9otbjWykqGaZlDS0YNWUePvx6MM5dv21KOau4Ght3nsbfPx5k53HTVuDjr0fh/c+Hsq3D8O5nAzFk7Gwk0pisZAYZ/1qt+G7wGIydMpOGaCvrp/HNntNzMj0lUx82sv6b95+jT/+xmE5Fd48KQfVJOKjNQrWvrYMCRnuzSbPupaiknOQMPWHfLaew+5bOzTfEQSNnY8DwmaRvGI36Kdh28BQKqKSkNGVMSLipzulUPF9/PxajJy3C3CVbaCQvwNd04JZtOEDhVkTnqR1XH+XQKVqCv3w+DN+MmIOJC7dRoB3GnLWHMTVhH74dswR//Hwk+k9Yilmr9mL+uv2YsXw7JtFpfr/PMPQfOwtXHjw1Y5g6ncq4icLjIvoNmWpPMweOmMnxX4JBo6awvwdgwsxFyCiqNEN86/4j+PS7oWbUaOylSOif4Pil+xg5dZFteRlLp3PWsi0YMGYOvhkyAet2HsSznEJTPBkl5fjwm2G2fW7R6gMYPnk5PvhmLHEUBXF/fPTdCGymQfAktxoF1CyHLz/G37+egP/8cDT+890h+PgLtrnPUBw+ejJQS8550pMnvUCtvrxB52PiTDqLUxaZ41TF8ZCAPnn9MQaMW453vphCvl9NZ2wSho+bj/7DOBe+GorBo2bi+Plb5gxW0VkuoIbUitQ3A0ZjwIgpmD5/tX2A47M+I/Adx+QwnaRSCmaNYR0VTXqRtuetxPvsw28opIdPTkD/0Qvwab/J+KTfBPzlk8E4efkhqij5Raf4SQsGMozUlno684dPXUSfIZOYfiyG6L2FsXPZpxOwausxpOVXch52Urnk4wP2w9Cx89F32Aymn4ZBbMdg8so7Xw7D5wMm4sLdZBRTW2rMEtMLOT+3cZ4MpfOUxjFvQyYNsGUbDuPrgdPp4F1GDefbsUs32D9T8OePB+BPHwzDXz4ejve/Ho6dxy+R75pQy7Ke55Vj+aYDGDh6Gp4k53Buy0gj7zO/9tizGQ69IIvc98JvATSUHG7jXecYddhT4RHjl+PiTffBGooDM2SEerqdWVSPpWsOUq5Nw+5DN2nAOblxK/EZxs1cgvGzV+H20zzKB+Zh+PX7GRg7dYXx+HdDJmLSnGUYNGYGPvtuNN75ZCQGjFyCYxce0fCBPaleuekc3vtiEqYu2YPh09fRMJ9Gvp2A978Yh7++NwijJyzBs+Q82zKlXRG2SEYdKZkhA1R1nr56HwPHLMSgscuRXqit5kxLBaSPDPHSUCvRtmOA8kQOiJ5WaNGssKwK2/Yewx/+9gmOnLqKItKkNh48eRWffDsGM5btMhn9EeXAB99N4BwdSVkwiPN1PmV6KXUvDVyWc+HmPYycNJN6bBYyCopMl0sf6az+Vt9K1qbmVuKL78ah75ApuJ+YYouVekJE0szR0jQ0nUSiSb6t/stxpC1o2xe1Q0TOg2THp33HYwjlhhZ3/vpxf3z1/Ths2XOS9VeY7vcy/lFKAeYmbDFdNJhyZ27CTo7dGrzz2Qjq0tW4+ziHjggdQDq40xdtxd8+mYz3vpqNifOpf9aewNw1RzBtGZ2GaRvxv/86Ct+NWoGpS7dg9uotmLt6G6Yu2kjHVTLye1y9n0KDtt36pLCKRvWFOxg+cS4++GoQ+g2fjNFTF1KHTsan3w7DxNkJeJ5TjmIyz/AJc9Bv2CQcPXfdbAY9NSyo7MDmPWcYPg19h07DxFmrMGXuWvQbOoNyfZIZ6QUVrSbzj5+/SdthGCbNWoslq/eyLybho69GUweOwbufU+YPm4kz5PHCug46wx2YzzR/+WQY/vO9IfjdO4Pxl49GYuTEpXjwPJdj5ew1/8SinbykJ7ZJaUV0PDdjHOt4ynGsY9+y28yJuvb4OSbNW473vxqCbwdNZb+uQL/BtBuGzcHnfcZi5PiFOHXpnrMZiNWsYO/Jyxg8bhY+/m44+o2cYs7HVwPG0M4YgkUrt+Lh8xzjGaG2jt5OysKEOcvxBdN8y74aOnEevh89B3/+jDqZzuzJy/fYH7W0R+Q4MF9tM7buOkObaQo++X4MvqPt0HfCfHwxci6+n7gC/+8fv8PYWRtpYxU4XiGD6VUNtx/E8eSztAJzQj/5eiS+5BjLPvi0H+2T0VPZnw9tkTS9hLYc+e6dL4ZgpNo9fA7n4jzSNx+f0aZ4/6uRmLZ4M5ILqqjTaY+y7SeoS6WfBo6dgxI6T1ogLaVRuYVO8tfUmau3HDLH+NrDFOq1+fjdBwOJg/Enjtn7HNO1u84it6LR+vPEhRsYRR5buHy92WJkH5vvbu5TBryQhrbRZMzPD73OU1zgaHjDQqjbmCBDTrTAJGe027YnQ0srKnKe1m07S+UyEjsPnLXVaido5TB1UXnREeG1lFtiRh6WrN2Fr/qPx4KVu3HpbjoSMwtx52kumfU8Bo5bRCZdRAbLQQUZL6OomobxVhqLs3Hg5A3USwiRme4+z8cwGvR//LAfGXohzt58agwswXqaBu73FCyzl2xCSl6FrRy2dsqpoPAm6klMblEVtuw8iU85gXbTWCuhBWlbFkijFJCEvlbHWto6bb9uG7WGlJQYWQq4vInO09TFeO/LIZw0t83wT2eZa7adwh8/6E8jcCqmL9yMw+dumYA4cv4exkxLwJ8/6o9jFx+iQFswWNapK7codIdi2PhpNETb2G9SgPp8s3vypKcBtfR+9h09h0++GYzVm/Yhu7jK+lICWYpWikyOln25SB930FNBzjLtUVY79Kh/07bD9pRtGgX1xRvPkZSRj6T0fHuKJCdjwNjp2HPyotEkJZGUVow5i7fTmF9CR/CMPZV5nlWGB8mFmLN8J/pSmKzddRrFDS+RU9mMo1cS8TGF+7SlO3HhfipSSqrwnHQ+zimhE3UQf6XQX7fvAu8r8ZyOT0pxOR5l5uNDOiffDpuCi3efmBAqrGnGiYuPzLEeOXExDp64hYdUgM8yi+wjE3of7cDJCyjWnmK2bdPew3R+hmJ2wkYbA5Vxm7w0cd5ajJi6DDuOXcWjrGI8Ju33UvMZvhqDxs/G7hMXUEKFmFpUgfe/GUFnaTSF9nys3H4K5+6k4vKjdGw7ehV//XIw+o+fixvPMlDB8jMqGrDz5C387v1R+KzfTJw4exeJSRkoKavkeMkA0lMnbWNwT17FU2ev3MewcQuwYMV2c5pqhQw/ef0JBo5fib9+Nhmjpm+2D2wkUejfTcyik3SAhtoUTJiRgKeZZcbDVWS+O4mZuHgrCQ+Tc5GaV4LkvGIcJg0DRs3GLCr/O0+zUUs+zatswNzlu/DRN2OwcNU+XLyTgocc03O3UrFg1QHy4RD8+9++w9lr98wo8dt12EQ3y6nYMnPyqWQ24YuBdJZ2nMSDjELcp+LRk8ZH6cUoaehABQfhcXoZ/vOdflTWg0nDds7Fx4wvwOWHWViz+zT+RuNs8sJNuJ+Sb2OUmFFEx28nDczRuPEkjQqmDdnlzUjYeJTG0ySO6QWQrcgLtdh7+oIp034jFlEJXcWDlExklNXQuepCHfsxq6weG3afMOPl+t1nNCK7bNFAilYGG6eQQ46HYeS+F34LoKEUv8pQ0pPNoqqXlP1z8WXf6TQ4D+Lo2ds4dOYS5fB5HDxzlucr2LbvHGXLchqrs7H/2F2TpZLpl+49pk6Zj9HTV+JWUgGqWV5pwwvMXLwNfQbNsBX6Gw/TkURZdOtJBhav2YOPv5rAuLk4cu6eyc48OU+bL3B+jcFH307FpPnbsffUHTpmOZT1z2h0L8dHnA+HT15HWXWjLVRIRvt5J1kuub71wBl8NXA65nOuVrJxkiXupxCIZkhqEbDLto9pcUx6yT99yi2pwJotnOPvfU2H6YoZ/Fqo23v8iummTwdMx5jZm7Hv7BNcop49fu0pHart+PDb0UjYdBDlzW1mQJ+7cd8+ojRm6lw8z9YTFZbPcFZn+l11lTe04+LtNPz9w0GYOW8jkjm3RY8WMJyhp+2zHuUsUQcHTpT0kz6CtHXnCVsgmzh7NQ6xHx+kFiIpuwhnridh/KyV9i7t1n1nUULBpieBFfSC56/YRSOV8nrrSdx+lk8jtgK3nhZi8/5rNKznYc3m03iWVWkLNpfvpeCzvvPRd8RaXLqfTt1Tg2TqxPuZpdh27CH+9OlkzFt9Alepp1OKy5BWUo4rD5NphK/C7977FtceZbNPulBGQXn6+mPWOwtfDhxruvMuddKT9ELqxVx7erL3+GXkV7bYEzx9eKrPoAk4fOaq8VdJfQudi9tmiM+mA3v6WiKSskooK0tw8spzOoIcl+mrcfNxLqhSyVM38cf3+1PPTMQwOtz7TtzGtQeZzPeMOngP3v1mFGat3I48OhTlNBSS8soxhzbVnz4awX7bxHIyqbcLUNGgRVk3ZvrqZKv99AatOI7RrUcZdF7WY/qyHcipbkM90wi1FW7uyi34bsQ0LFy7hzZMHvm+GHeS8jFryTY6Q2MxZMwC2loPzF5Q+87ceIyhnD9DJs3D5gOncS8lh+NYiCsPnttTKDmSy9btpo4rpi57icySBkycuxpfD5mIpZv24uK953hIvXEnOQdbj9ykczSRtsliXLn3lM4k9V9Dm+2w+HbAVDqes7D96DVcp21wg23cd/EBvh2zCP/33aEYM2MjxyPf9JrewbKvBJt9RH4jbx49dR0Dh83CiPGLOZ9zaH8W057MxtlbT5BSWG46OqOkEss3H8Tv3u2Db4fOpO65jOtPckz/nbj6iHIiAX/7fCj2nL6CnKo60+dyvN6j3TJo7FzyXaPpMDlP63cew6d9xmDd9hP2VLeorglHLz1Ef9q6Xw+djXW7zuEGdX5GaTWqqL9k4167l4TJs5di4owF9sRV81+L/ppPei+9XT+hwDb1Pnn6VYEj7A0LQ4KCYtHiJDZDzhODZHRV0nmS0/DBF6Ow6yCNUioQMa1StfPY+rKdQlcfaOjC8XO3MXTMPIyatBSPUosoUMgsLKOGRT/NKceanafw2fdTMH/lXhRSuegR5ta9F9F/2GIsXHkIFS1My3q3H7+BAROW4msKouEUOKt3n0GZVuiJqzefQ58Bc7GehrD2AWs/fMcLMRsNK9IlRkzNLcXyDYfouIzDyQuPUUEhq3BTZkQZXq2U7s+eZeL8xds4euI6jpy8ScM20yZXWVMrJ3YC3v9qFE5evWdGezqF8rqdZ/Gf735PY28Ow+kk1TSZEk4rqqVzeAH/8ffvsJ60ZtIA1MrEiau38fG3I+g8zUR9m7ZDSklqdZGTnRTLeaqikb917zF8/M0gTsTDyCuvM4El4aB4NypytvQpdl4xr9sf64TFVRqzE6YuxJgp83HhxhOU0Ms054v5cyrqKehOou/IyXQsViCvuhW1lDJ7jt/E9yOWYMLMbTh7PRPPc2tpqAubsO3gbXw3bAGmLNjGMatBaXMn7nIsP6fDuHj9ESRxHGXYahWrjIp4Ncf0/T6jsO/UbfbbC9AeMWGr3y35ov9ofEvhef7WY+ODZ1TS0+atwzufDMDRM3eRXdRoq3B6J6eOjdEnQDOLStCgd7PY7g27D9DxGUIjYzv0HpGe6qzbew7fkC+m0Pm78CAPyUUtdNrqkZhXj+XbT+LbETMwf/UuCsoaYgU+7juOgnAI5q7ahdvPc1FKPi2jsE7MLcOXpO1dOmcXHzwxvqukILudnIc/fzoWfYbMp7FQYo61fbnK3nfSe08tHAVdc/zYppNnb2Lw8NlU6Ietz+XwiodO0XkaNGEFPus/H7uPP7ankYqXotCn3ecs2Wwrr/a4n5674soa2zhn2nl+SeeCDk5JC64/LsKwiQkU6EvJcw+omPReVik+7zuFCmsWLtx8ijI6OjI8imlhXqfC+LzvRPzu79/i3LW7pljFR5qzbjsAZwqtmyyOxaKEDfi032ispqOcW/2C48kyWFYlGyaer2LGxIxS/PHdwfjo60k4cv4+FUeLKZNizt3H2SUYMH4pvhg8g7z+BOXs28dUnjMW7sY7n4+hQkon/7TbNqKETcfwiZynfRctv+bH9aRkOpYJGD5pJS7fzzKFpL6TcaffvimsbcH2Q+fZzom2RVfvZeidRxlnbI5b87EDAwwtIIL664V/XdCISv7p6ZL4sbgW5IX5+PvHo+lQL8SEWatpSC6hITwPY2bOxbhZizFy8lLy/zR83X8u9h69a3lrOa8v3U8iny3C6GlrcedpsfH4k/QyfDtIT19oeN9KQRUVnowbbS2/m5SD/kPn0lifi+MX7ho/5lY2YAX1z58/HMn65+EgZZ5+j0mOXS6t/g17zpPvh1JfHqUcq7DFRzk+LNIt2PGsnRXrth+G3iFdvvmYyUstVErCyxCUDtPHhQrKS3DkFB3Ck5cpI67h9pMUFNXUIYuG34pNh/H7d7+js3iTerSB9AJ7jl3BH97ri8+/n4zjl59RB7VyPnIO0aLbTUfgna8GYdyc5bYVW/r4/M1E6ulFGDN5IVKyy+1Jkxw00SiU3NC7GuduptJRG4h5i3cilbJAi4x6T0VPyfROl8D/Np9fwJSe1db57PxGjKIeH0KD88CpK9SXzbb4ozZXUK8cOXfHnixNnL3WDHg5MbefcUyGz8ewKatx4FwSnuW34HlhM2V8Ey4/KMZ3QxZg/IwNuHI/zdqRSAfly+/1JHwDnlGmSy9JthTT8Tt5NZXOxmis2XGRxmutyRfhs7wSTFu0Gf/xXj9cfpiHMg5UckElZRRthn6jsHrbAftgTTXDNV5696uUsiinpAra2qddM6MmzyXvjKfzdMV4JrWwFuPnbsIXdF430cm7n1ZF/dOCpNxG3EgqxdjZG+3d4EPnH9PA7sLh8zfx+/f7sb5x2H74sv3GVxX7rKSxA4cu3sF72nEwegadp3rTTRV0kDfvP4/3vhxNW2mv237JesVjcpzEN/aVxRey4XQGLt6ggzp7Heav2cdy2k1vm+N8W9vKZnO+rMQ1OmGVLEAyWWNzknJ80JjFGDx6KU5demJ6SQt7c5ZvxjdDJ9OGO4rUokqmZz/QDtE7vneepdKpmY9B42bi4Jlr1P0tdBiT8Ml3YzFjyUbcTEqnbmkHVRqqyDfp5Q2YR5q+HDQZ63edRBbHJoc205a9p/GX9wdj6boTtD0qSRfLJ02pJTVYSefkTx+MpM2yGQ+TnbMvHax3Cts79OVYzhu248jx6xgwZDZGjF2Gu49LwKrMbiylk1lBG0P6JbusEqu2HsLv3vmSzuIWPKSDVkXmFz9psfjA6Yf426dDMX3pWjzJyjXZc/r6Q7z7xXAMpH2rJ0/qr8I62sY76Dx9N5G221lbPBR/PUwrYr+voSO+wN59Vn71u9kGTHM3KQ0zFqzAyAnTyF8v7MmbFvOln22BvEvfH1DrmNik4M8Lvc5TXOBoRQyL0CAo2GMkjSad27oXfvJkzpM+GPHVaDpPl1BS2WgT1YQ987TzT85TaU0rNmw7jj79p2LFukO29U5CRkpHDFVBhXTxbjL60Bv//PtJyCmvMqVzmoJ+BAXfqClbKPA7UUpGn7l6P0bM2YxpKw9iwuJdmLh4B3LrqKCqgClz92HwKO0Vvk/GE8WkQ5+sFC1kQNGcUVhNpqbD9/Vo7Dl6AxUNLba31L1srhUyMnJTOy5QSC1athWjaZz2H7GA7TxuE6i0sRWjpq6k8zSWQuC+c544geU8/e6d7835S6NylDDSk4YCNvbwuSf4z3cGUAAfRlox49jmY9fu4KO+ozFswixzniJGH/80UaRQq5s7sPf4eXzebwQSNu5Ban6ZOU/2GXJ7/O4Uq9vspz+22cI4PqR1x55j6DdkPBau2GQvI+pFR+3RldCTw3L9cTIn8nJ7AnQ/tYQC6QWdi334sM8MfDs0ATOXHsCCdfuxkDh/1WEaI9vxUZ/pdB7X4sYTKrSWTjod2fi8/yTSd4wOVqUJAWFFUxuFxgl89M0IGhK3UEXCbaWKxJXV0XnqNxLfDh6PSxTWdST62r2n+JL90X/4VKRQOFY3v3R73dlWbcnS9pbGjg467XqP7iU27TlM53M45q7YagZQFXHMnHX465dj8e3oxZix/ADmrjmK2asPY97aIxg2bTU++G4cJi/YiPspxUjJr7Btenr6dOTSXSrUVuNFjVtOVT0V9AL85dPvcebWAxOGCn+Qlou/fjraVpzTsovNSRVd7S/pOL1o4txokWriWJJmCuvTZ25h2PC5WLvxsAl0PTGTcXD25hMMmbgc/UauwOM0vUzqns6KP8s4V7QQ8eEXw5Cwbh+NtjZU07sXT1269wx76Myv33WR/X0as5dToX8/A9+NpLF27hYdpHacvZKBv380ErMWbcXzrGLbCqB+l2DWj1eOmLAEf/2wP87qnSf2o97R8p+BMaFM2qtpdB04eg79qaAHTVpMp/8iHb6nSCmotjGXkqll4x+nF9N4GoGBo1bYE2RzboI+LOY8WbT+KN7vMxHbjlxFHufBIzpP0xftZh+Owq2nOSintZVT0YxlG4/iMxp2Ww5cijhPt56n0nlaSqN2Ba49ynUKhujPJfVt2H30Ig3mCWzzXXs52v9sAP85lziTNKFMfnVHN8N03Qv/qqDRo4hzzhNvCungfzd0Hj79dhpmUi9sP3QJu46ex/Yjp7Hr2GlsPXiGjsVxDBmjJ0/zsfvwHeNVyUFtHR4xZRnGTFuPW4lFNAjpGFxP5Bwci4XLD+JZBuVuMI/0XlIpjc2xk1dgwPAFOH6evMc4bdtbs+0C/vbxSCxM2Inn6YX2Hq7mn56CHL38mPJnFJZu2m8GusL1RUytKutpjWS5fkJj8+5j+KI/ZfaavbZAYQuAnJdOzihNGx27VEykUzhu2nIMGDWX+uwonYMipBdXY8WWk/i/f+uLg2dvUvd45+ky/vpRf3uin0evST8joXYLT127TRk4EMOnzEN+bbNznm48pfG2hLpvCdJyqs3Jk8HN5hjKeapk4O2kAjNoJ05bh+dphe6jAJRl+rKZ/SYW26bfC7InZuw3jZcWa/Rhh4s3s/D1gBm2S+Rxarb1rWSjZKRQH9qYMm8j+lJ+Hjx9j05FG3adeIR3v55s7ytNWribRvZxyvhjhrNXHqYBOwH9qKu1jUrteEoZ/XnfWRg6fg2e55aaXFEdpfWtOH0tCX96fwg27DpPg7nWeEGYHDhP//7eAFx6WIgSEnP1cTqdiVXUiZPwIDmHYycdRDqlT4n+A0FCvds0cuIs9KXePXLmqvX/4wzqGjpH73w1DqNnbcCcVYcwb/VRzF19hHQfRD86JH/+bCS2HrqBbI7PofM38PsP+lL+zrQfRtaHckRbDfvz/P1EfDpwDD7uPwpZevLB9mjxcPvhC9S1o7Bo5U6jjdVSE7G/Kc9l+2hhVS9ddL5oZVgXLpC/J8xaiwXks4Ja6j71PdNvP3QKXw6YQP7bZwtb6jNzOhmXXMgxmb+Nc2gVbbPntkU8p6yePDgTg8fNt50HWoC1BS5iA6VsaTPl+6bt+GrQGNo/u62vl204gj9/NAi7j123RQcbF6ZXHVXMf+Z2CvoMm4Xpi7fgbnIunuYV8Xo9fv/3gThN/VZMT05zTnZGJR2vaw/S8dcPRmDCNPJSSj70/qC20He+aKPzrh9jZh+QcR89ycECOvr9Bs7FnEV7cPDEPdxOzKXebDV+kYOTU1aFtduP0F77EtsPXLQFay34qn+qybzPcmvwad8J6DtiAp3LRNp/L3H2xiNbTB8yfhEKa5qsnCLy2Jodx/Ex9d/qbadt/GRfPKEOnDR3DXlyAc7deOL4ne0WSibce5puv0c2cqKcJ209dIsm9qyJbXIfwXAPMpwU/Hmh13mKCxw163yPASjYYyQNB0vvPdm7TxLmToDK8dCTJzlPO/ZdQnEFnSfmcYJea/A0Jznw+srRinX6ytFUbN1zwVZsZCyKoTQxJQD0+PT7UQvxl48HI7O43BjpcXIp5iw5jH7DV+LSg1I8L2pGfxpTczeewD5O3oVbTqH/xBW4m1aPO8n1GDxmHWbM34fbj3MpQERDO52iJlJEg5Z06GmZXto7cPoO3v1qBOYu34nCynronSdTYER93rOFztwDCszdhy9h8twtdCamYMbSbWaka5Vi9JRVeJ9G+onL900BZZZowp3EH97rj+0HaSiyTE0UYVFdC47Qefr9OwNp8B6y7WI1DD9C5+nDfqPMeaqhAHCfgxWy14mUIXSqunDlbhK+Gz4ZE+euxI3HKaZk5FDoRUq1yTmznUSOC/NohdA+FsHrVRt24at+o7Fiwx7bviGBaiscjJcweJxegDnLt+OLAZPsi0MVrG/K4s1458tJDFtA43U9xsxehXFzV2HsjDUYO30DRk/bgJVbz1AhlFKYdOD6kxR81m8cEigQU/MqzJjRVhp9qU372T/6akjwwqT7Qo3GvralFR9/MxjfDZ7A9j1GDYk+d+0RPvxyEPt2IbKKa00JmRIgnfYI3tqpsJfmGG/dd5xCbCQdvI3WHvFQ/3EL8PuPh+PLoXMxYuY6DJ++BiOprMbN24SRM9dizKw12Lj3HAVgJdIKKvDOFyPprI+lEEw1o92Mc9ahDxaMnLYIf/mkH87ceGBOgfrtYVoO/vzhUNI9B6lUzHq6JMHWQT5re9FICuU8aXWIRhHbefHSA4weuxhLlu+w+aL2qyxtExgsp3z0CmSU0JBhW9VnaqteuD5y6g4++Jz8SZ6ramq193u2HjyLSfPW0nFdSUW+CZPnbcWIqZto+ExFnxELse/MbSoiKt5TSXRohmI1DcVMvR/GMiX8VXd+RRONrtV455NBOHPlnvWjvqpn72q9bOX81jxne0h7alYRNu09aS9T9x0xH8M479btPot7VE5ldOpr6Dw9TC/BH98ZgZGTNtlngE0JCtmPWk1cv/cyPugzCRv3XUAOleSTTPfk6S8fj8CdZ7nmPGWVNpoy/aL/FGzdf9EMYSneO8l0nqYttidr1x/lOOUSjI/q0DZPvVw7YMQkXOMcqW1qty0pjArm0OucJ/fXC/+6oNEzQ56oOZVf3olvB8+mYZdA3n5m7/PpiWslJ54W4sopOJ9m1GDxyiPoM3Ae9tB5kgEmvrpyPwkjJy/D6KnrceNRgX2y+hDn03uf0+BbewJpudUmizSHNE/13sakGWsxaNQiHDt/zxYmCqsasW7nRfydvL19zxkUlVbbjgZtxStheSeuJ+GDvqOwZNNePM0tNv0nuabfj9PTGv6jkUJb2+36j5qBCTSwssqaWXYn56dkH2UK09RTsKTkFWD9rn1YvPYwPqJumk099iA9HylFtVi9/SL+718HYs+JG8iX86Rte8eu4P3PB2P2ok2UJ522gCU9Ipl29ib10LcDMHDcdBTWNZm8OHf9CYaPW0znaSnlQKU5TuxCyjb1OekgykB8ml2Jz76dgO8GzcKteyloYCfJgdJCoNOldJrUzsCAlzGv8apt68ReGq6f9Z2KhPX7kJ5fYv1quo3xMihpSmDusp34gjbDtgOX7YnF2l1X8dfPxuGLQfPsg0QjZqzDqFnUUXPW23n09NWYv3IPrj1Msyclz7OL8Ol3UzBi4io6TyXGJxrzUgrZM1cf0/EbhE07zyK3rMb6QphC50nb7v/PO9/jamIxSjnWp248tvc+B42dTeOaxr7kJtO6L7+yXbyW7Nb41HBgh4+fgb5Dx+Po2WvGh/dTS/H7D4fg71+ORv+xS6hbqJeom0aT5rGU5TrrydTJq0/tYwSH6Tz95eN+GDN9kX15VP0huVfN+s6TV78cOo7O00hkVdY5+4ljsevIeerUkViwfJvZOd7hNeecfa83ZfQV1fYufSG4Czfup9J5Wo9ZCTuo71pMR0j/rd95kHp1DJZuOIRiMoNkeQ15r47nbHqC0xfvxqDRq+k8pZh9kpJbga/7T8LYaatsK7b6WLpUslrlVXKsN+w9gi8HjsO8FVuod6vYvzvwBzrdp689t580kcyXTFceOYh3U0vsHd2x1NeXHqTgYWYeRs9cgv/420DcfVqGShasuah+qSUNT2mLvPPhSIydvA5PUvJMC7e+1BZFORrugxFynvTBias3UzB/yW4MGbkU3w9diBmLd9hHHLLK2JdMk0Vbbo2cp79/TRlwD4XVzTYnZGMoPreiAV8PmorPBwzHhXsPzHk6f4u2yzdjzHnKr2qysSqnjly36yQd2olYufmU01ssJ5HO0+Q5qzFs/HxcuJloPC+bSWe16ebDZ9BPzkyYMc923Wj84jlPDpnpZ4Ze5ykucDQDY6LbICjYYyQNuYaDxWHkHYU9g2Wgl9U1Y82WExTMI+g8XUQRJZ4EiFbUml50mJCVkiiqasW6rScoZGdgHdPrSytSaHpqo4lWTSF7nQbsN4Nn0ZidiIxCbRV4iRJKhe37b+CbQQvpvV/GsasZ+Kj/VOw4fRdplZ3Yd+Ehvhm5ANuOPcC2ww/wZf952LTrMvLKGimERa1oJhWB0ycDVk7E1ftp+HrwJHwzZDInY445L2JSznMT/hI69Uynj1ccupCEAeNXYvbKnTbByxvpPE1azjaPsi+WaQLrRwrXbjuOv3wwgI7CPfuCmISRFLM+PXvo1H387q/fYcXGg8gods7T4au38dH3IzB84kxUNbbZ+1X6XQP7MUbmlWGuLw1lldRg/KwE0jsRW/afZJ80myLXGIhOCW4Jcf16dSMbUKUnKKRdH7jYROflm/4TsZDGe2lNuwl8KXNzNhh/KzEbUxdswbdDZuPus1KUt7zAwrX76DjNxsot55Bd1oHcqnbkVbfb/vsSStCiahoDPGtFrbatnWWk4KvvxyOBznFydqn1hzMwWrFh11F88NVAHDx93RwkUwKkWXEffj0IfYfRabuTaC9cX3/4HF8PHGsvZKfQWdCn0EWrVmP1cjT/oRejbYWPZWylQP64z3A6TzQImF8CePTMlfh84HRs2H8FGRVdKKgH8kirzoXUAgXs+FIOoowqbZ2RwPuaQv1mYqrxYsQwr67DwLEz7JPeF28/gJSq6H6YmoO/fTQUA4bPQzKFIIfNfYmKzqu4Xdv23CfLpagoCO88w8SpqzB19mozWGRkSQCfvvGIxgqdklFL8TSv1dpviwkck5KqTuw5dAuffj0By9cf5ni3Yduh83Sgp9nXhPaefICkrAaUsE1PMjupYHaxrFU4cPYeFW8bjblkOk+DsWT1fiSzH/Uyr5SrxlyOysgpS/GnD9ynylWnfRKf9OtzyZojvDVFo1XzYhosVx9l03G7hgFjltARGoMlGw8gMbcUFRyXh+nl+P07ozBg1Bp70b6a46PtF3JkC+tbMX/VQXxCA2nXsRtm/DzLKsHsxXvxVzq4Nx9noIwOjz4SspzO0+f9JmPLnnPWPxqH+6mZGDcjgUpmGR3sDOMdc2I5pzRG+sz9mq0HMHj0FCSm0Llih3MKm6IU9uw8ObdJ2Av/uqDxk0HodIwW6Nrx3eAZGDE+AVfvJJuMkEEiPeMdn9ySFixfewxf9ZuBfUfuWLjSXbufSDm8iM7TWtx8UkQ50U6D6qEZ3ktWn0BSRqXjS5XJistZ2KjJq9B/xCL7QI34Mqe8gTrqjH0MZe+hCyitqDUZrfLLaQAfu/wAf/liABat30n5VkS6nQwXqi1C6Z7rd5/SqE1A3xHTceHOc8pKbbWmDAzK0uKT3vGtYcaHyfqNPeqm5ftwL60IKcUNdKpu4D/+ThpO3qZR3GjbkvYeu4qPvhpOPbDVPvRihj/rkyNx2p48fY8BY6fSkG2y9p29+tB+6Hbs5KVIySy3j0CITiY3C6CVzpx2MWi7+qxFm/Hh5yOxecdZZBdUo5lygerUdj4wieU1J7K9g3W3Qr/hpqdWxy8+sQWTeQnbkJiWZ2Mhx8kWmZgnv7wFc5Zso0M8E7uPXje9u+PIXXxAY3TRuuO4m1KBAukjWtzatlZIeagvzxXXsHwWprFKyizEZ30mYNSklXSkSkzeqY7yhmZr4x/f6YeNO06Td/SDxupjtonO09R5G/Bvf+1jX0wsZ9nnOSajpiVQBs7G06xSK1+6SU6K6DWbh2UL9bU//Xjxd0PG4ei5K5TtL/EgrdQ+1jOYMv/SvRzTQxwqozmv6iWy6fjnM0z2hvjsxKVb+ODLQTSyl9l7S+boEiX3Lj98gk++H47PBoxCYU2dhempyc7D522M9XU8fSjLbACeZSOwSFto1ZeHtcNAX997nFyIKfM2Y9K8jRzHetOJkrs7Dp2iwzoOc1fssi/M1jJfRVcXz3QsmW7C7G3oN3QFjp9/zjF9gaziRs67mRg2YTku3022pzPaYig+Eo+Vsq9WbD1kHy5asu4Aeb8OCRtO42+fjMbRC09tK7rmj/SvnAs5T1ceZpL/52Li3PW2vTsprxBTF63Bv//1e9x4mM9xJv8xbT0ZrIwNvZOUjfc/G4vx09bbF27dR8vkNLFRpo3Zf2R6bd2Tzs4raca5KymYSodV79p+N3wm5+c9OjydSKOBs3r7Cfz+vX7YdfQ253Wj1SV7qYyNSiusxZcDpthiw039Dho79/T1R3jvy5H2IQ9t22tk/aWsaP3uk/is7xSs3nomYl/IeZo0exUd0Dk4feVhZEFGc1Fz++y1u/b7bbMXrbRx9DLC9kro3Xa2Sa1zo0rCfmbodZ56BLGVBiAYBN2G0cfTIJTY1IDJwOI4251+H2PznrP4pM9oOjkXKYQaTKAIpRwkqDTp9fWbA8du0dOfjTFTViAtr5HM9QJ63KzJksMEMrA+6TsRMxZvpsFYbwwlY/L8tUQMppE5YuJ6Cs1TdJbm4AINbcobnL3/HEOmLMfE+Tsxed5ufDtoLo6dfUCB00kaXlBwaPLQhWpvolPS5YQ4y0zJK8XCNTvwhw++wYxFa3H/aZb9DpMZ55yQ+r0cfZO/gBy/hUr2i6HzMXUpFQ/z6neJxk1dgQ+/GEkBfNeEdFp+ub3X8t5nQ3H83AMUVjVzMlCJaBLRwTxx/iH+/P4ArNt2BJmlVMSk6vj1W/ik/3CMnDyDQkjvPMnYi/S4TRhRr/L3HL+Mr+no9RsxEwdP3UA1O1VfdKulRVlPQSV69XsjiSnFuMD+qqNwoc+GM5cf09FbRnpX2pejtGJmk1Rjwg7ed/IW+tBhHUqDo6iW48lBO3jujm19mLpgF43zKmtHJQdSxrde9qxi2dpmp68olje14XZSMvqStjWbjyAlp9wZJKS9nEJf72l98u0QHDlHmuk8yXmQkNZq2pf9R9Fpm0Dn6ZHR9Cg1CyMmzcM7n35Pp/Sh/SaJfitBK3pynvTJ21Jql3rWT7ucjuFRfPz1cMym82QrikR9dld7pbUV4Xl+DfmLdJIWW9liWXLgRLsU37PMCvsi4rdDxuM2HcBGGy/X36Xkv9FT5+Pdz/vZ16/02yhSBE/SsvHOJ4PJx7PwlMaK27bRQce1hQq0lbzTROeJY8mBlOK6SyUwc94mDB+3gDz50glQlnP+9hMMnZRAR28O9p9NtNUzfRWrlh2XlFqOxSsO4fNvJ2PfsbvILe/AyKlL8TXbtfXgVSpMOp9MW1D9kg5ILfqOTMB3Ixbj8PkHHA/g3rMqfEqDQbxyMzHdtlGofypYdmJmtb1P8af3+0bapSd54jPNbJJnjru2sMoZMQfW8uqpWw2+HTYb31LRHLl0h84Tw1jenz6YgPe+mIEDZxJRVNduyryaZWaUNWDIhAR81GeSreDp3avEdH0wYjv+8uFgXL2fTF5qtYWVVZuO4rNvx2HTrlMmMzRmd59pa9JyjJiwlAqFSkr9wzqllIWPU7Mxb9l6DB87HSUVDTZ/RDunfa/z9F8ANH7mPNGQ16fKC8qa0X/odIyZuBxXbiab4SG+lh7y5/zSRixfcwhffjcZew9etwWyOsqEq3efYOTEBRgzbRXuPC2kHOzEnWd5dOinY9CYFZyvz6H3OLQwoK3Nj+hMDRrLeTd0IQ6dvWeGVVFNA9bSgXiHztOBwxdRro8nkUgZ7OJzvQf7zlcDsXzrXhpgpSYjJePVDrGp+JZTFXmlVdi0+xg+/HoY+o2cQZlTTD3b4eQ8G2K/08QJkF/VhZOXc/DVgMWYnXAA99NLkErjdu2Oa/g/fxlEuu4jr7qJMuGl/QaQvuK5ZOU26rlOyivOIc1x1nfx1h181m8QZe9sytxm09d6P3bs5CWYND0BWblVtpAnWmXAaetXK424RupT7Ty4/SSHencKvhs0FXsPX2Uf6zcbNS6Sjewz1q8+Ts7Jw/WHj5FeVGyyOKu4CUPGzGO/L8KpS9LZXUaTxkQ/P3Ly4gMMGbsA4/REQ5/dpmBOzKzHJ99NxPApdJAfJlOesnzKcr1bLFlfRkGnn7JQuyQjnmUX4su+4zFs3GL78JFW8lWHFiAv3NCTp++xaedJ5JdVUyewTXQuMvL15Gkjfkfj+eKDPBSzQx5lFmPOih2UZcPtCU8NrfAatlHv5GqBs5FyspoFy2aQnBo9dR71yljq10umU7NY/vBJ+sjUcByWfVDTRn0qHeqcpUY6M+YQsCy9r3Tk7E18+NUge/elpNr9DIX4V2Nz5f4TfNZ/BL4ePIZOGJ0ntkdPQrfvP4ePvhiG+Uu3oLLeLTLKUZDzyn8n2zl++h2/etKfRc9t/vI9GDllGe4/z7XXKPQE5Oy1B9QdszB2xjrcTMpDrfQm+7KUZV16lInR0zdi+IRNHJ90lNP501OgyXTAPvl2Ejbv1RNC9zuQcioayAOphXV0gtbZ9svdR6+Rx9rJt+n4/btDMG3BTjxOL3TjyPr1syBVHR1YtukAPuk3Hgm0KdL0+1ZlFVi5/SD+7Y9f0aa4TB6qM0dTiwiFVbXYfvAM/sTyJs7YhPuct/WdXZx3bWy7fqjAfW1PPKzfTqxlJ0rPyras4VxeueUYPu8/0WyGJ5mlyCipxYbdF+wnB8ayrfeeF9j2WS1CFnDczt3MsN1RUxetxv3UHOO/87cfkzfG2pd7S+k86V2vvOpGrNiij1qNt62hsh+k/5NYxyw6uMPGL8DhM7fZf6SF4bKNtAPl0OlLGDV5DlZv3GUL4G7coprr5csu2rI+5OeHXufpdcCJYSjgOXzrrqiiAifETT+5T04hVTQ2Y8POE/j7xwMohE4hNbeahmcHhb0TJMWc+MWUJnrS9Cg5z1aSZLAuX38I95KLbGIlZVdg26GLnFyzqIxm4uq9DApbOjKcUDKanzzPwYz5W/C3j0ZTmc0k027Bw6x8VJE0rYAn0PD66JspNBinYcrMdbj/JMuYzt69EpNR0L9ob2EbuuxpgASRfpjzYWoeJ8cCvP9lf/utmD2Hz+Hu43QaxcVIyqjAqWtPMWH+Zrzfbyr+/aOhmL58qxmhNc0tGDd5Kd77dDDOXrltK09ZxRVYv/UI/vzetzh08jpKqEhlBErgldEJOHbmLn73l6+xfN1upBeW2famY1ev4/0+/TBo9Dg0tbWRVq36O8NO/avpofwyGDOKORG3HsM3g6eiHw2ElRsO4A4F2bP0MsNrd1KwlhN1wPDp+HbgRNx5nG0/9qiPLqzYcARf9puM8dPX4OLNdDq4L/A8swH7j92j4lqB/iPY9uM3nUNForPKGjF7yXZ8SmE4Y/EW3HqSRsOgFbllLbj9OB+bd5/FyQt3zQmta2vHnaRnVFAjsGLdPiRnlpiCUttlMGzYdQgffT3APtmq/dEKl9FQ0diKz/vqU+mTzHCR8NBndY+du4UPvhiIASOm4tCpa/aycn5JI1JoGJw6cwtzF6xDWma5bW/ZspuOGQ2M+QmbTVhL+Dxh/VMWrKZi0Z7tHTSAcpBV2mDb2S7eTsKmPcdw4RadNdKeXVSGdz8ZgG8GjqbySDXFoRXeelrgBTR8xlAB6kMdV+89MpqlkFPzijFq4kL7kdcd+y7QWS20H4rWZ+Zb2DqKa86Sl2ZoiNcyc8spBI9yTCZxblTQyOoy5+LMzUfoP2YBfvf+UIyYsgbXH2VZ/yamlXNuaLymYMyUVcgsbDWHV1sTP/t+HJauP4jU/Ho6n3SE0pswZ+lB21Lab4SMuLt0bskrBXVmcHygvlm1DdcepdFhb7BtcjOWbMZf2OZ//8sX9hsU6jO1TXPZkO1vbe9CSVktTp2/ha17z+JpTh1yyDPXHhXReZqDgeMX4sT1Rygjcz6gc/1//6ZPt4/HyOkbcPzqE6RR+dxPy8XSDXvxx/cH0wDYTkenwJzTlOxiLFi2B+/SwDx0+irbXIssKsIV6w/gq34TaACct3fdZBDox30XrtiKL77jWFLJS7bISNDYieZrdx9j4szFmDJ7IVppeeq3Y95u216QhtgL/7qg8dOWZXtqynEvotzqN3gSxk5Ygmu3npuDoMUyPQ3QWbI0r7gWCav2ok+/STh87IZ7YkBeu3H/MUZOmoNx05fbV0VtN0R7J42+Tfi47wzMWrGfhmMOnhc14GFmBRauP4y/fTEeX+prexfum+zMr6zF4lX78NcPvseBIxdQUVVnixAtnGPV1Bmab+981hfLN+1Ecq7eh3KLFfpAkJf7nCIWnsT5s4C8/7ePv0f/4TOwcfspXL2VjcfJNXjwvIIGXDJlwWE6Tgtp5I3FHDpPkn1ZpXVYtfUi/t/ffY3D5++jhLJJT972Hb+E9z/rj3lL1lO3sr/U7gDPXbtOur6kHppouyTk7F24/gDDxszGqAlzTYZRDdtWZPthX2omvcusT+NIXpbSSt665yxl3GT0GTAJ85dtx6mLj9iGMkP9juKmXccwdOxU1jEee46doONB+4CKeP22o+g7eIo94Tp66g4yKdtyS1rtR7FHTVyMfkOmUc7rK77t5vSUs6P1pcOvB0zElLmrceb6E9vamFfVjifppVi3/RjO0ynK1w+Ns/OfZubRUR6NkRMWU/YUWXulg/Su9sUbj/AX6uuNzFNEWaOdKnqKmZlfjOkL1uDf//41nQdnOFeQSeT89hsxjX0+GjsPnqYOLSZdzUjOKsbh01ewctNuXH/wnMZwJ4aOn45+wyfYTy7IYC5taMNZOqRffD+aBvZs7Dl6mTZGmT21SSuoxaEzN7Fm2yHKuEIbm+PnLtOx+xLT5i6ls6t3lMgXLEd9cI28+lnfobQFRtMJrLPxUtwZ8td37Jdvvx+PC5efILeoFs3sZ72OID4Ub/GfqF0cL2kfdGL9juMYMXE+jl+4YfVqjqTn12Husv2sYxamzN+Ju8l0KCrakJRfi8mLt+KdLyba086j5xKNHjmLF26nYOiEpRgweqF9ne55bj1tu2bcTMzHvBW78eWAqZi/cj+SsirM+U8rbMKE2Rug3zJbwDlzg3aFdrno9520y0JfNBw8fp4tMurd2jLamWeptz/5bhz6DJmF3cdusfx66GcuDp+/jq+HjKMzNgijpq7GQ+1CsLGU06QdR3p5hOPOw1063PsOX8CZy4+QWaAfsW5HwsbDnONjsXzLUTpOdcgsqaZNeQL/35/74c+0OVdsOYuHaRVIK6onDzzCoLHu1ZJD526ioLbB9Pn5W/pgxDCzz/Rl2Ural+UtHVi/+wT0Mzxrd5wy51CLgvn0NpeuYZ/0HYO51Mcp2VXmzElO2bcBth/GmMlzcezUZaNZtAsZ7caPY6cPsPxS0Os89QRuNnXD8K07cqCCJ0/2zpMeHTJcE7qkugkbd2pr1mAa9ZMwYcYS+0HVqfOW02haienzV2HLvpNIyytFWX0bbjxIxZzFm/HJNyPN8x4/YwWV1hL0pUMwbPwiHDh50z4m0NBGAU8lotXkgpIqbN9zDn//YKR9SWnrwQvIrqixvbgFdExkNP7lgxF458NRWLf5CIV9KWyfKBmsvZ0mIQ1bvCD9PItuGYl6D0vvktx4+BTzV6xn/eOC39CZiiFj5mDI2HnoO3IWhk1bgQmL6UgMnYEpS9bZapF+fXrClMX4+IshOCfnif2QX1qFrVQQf/z7Vzh84gqK6QhIMavXymsbceLsLfz9w75YtX4XsgpLrZxT127i60FD6cBMRl1LM+mlYyrlpBcE7SVBTjYWYCuXlGz6wsy2Axdtte5T9t/gkTMxfOxcKrm5+I7GuftNpgXYdZDKpko/LvgC+sz1AxrNy9bupyKaicGjF2Hq7E00zFdT0c3AoJHz6AydsZc+7bE9u0p13XiQgdkUlF8PGM9x0W9SLOTYLrUnKGOnLMWBY1fNOdM2jDtPkmj4ynmiY5hTbO2WglLcpt0H6Sz3t9UUffxCAkJCusqcpyFUnGNx5c4jE8J6OTKX/biZ/fjd4PHoP4z8NG0Jps9ZiXETFmDw0GmYNXcNnadKNFDYbN9zFJ/3GUZ+Wmt0a1VOX4A6T8dkxqJV6DtsAkZSCE2asxTjaWQPHjMNk2YvxYmLt6Af4s0uLCdtQ9F3yFjcf5ZC50jOHYUYeaO4upY8MBXvftoHl+/cN8dKWMqxPHLqJr6isO3TfwLGTJqPE+evsK1NzNvO8e7gvOik8+62COjX0I/RKNCHMKxeGlF6Cnb65kMMm7wYH343HpPmb6JCnYMJs5ZhxIT5toqr3wk7demx7ZfXx1VOX32A4azr64ETOGeW28rVqEkrKISPmPM7hAL9KB1POR16p+HWYy0MLKUSGoMBbPfYGYsxhjhy8kIq9nk0lvrjTPCpcilMt0qsD5BwftBSyswuxPot++13p4aNW8g612DI+KX4rP9kLN10BIk0qMrbX+JWSjn+7c8j8Hl/Ks5xyzGU5Y+YNg/Dp8zGN4PGYTjz3LiXzn5rs7oKyuuwc/8lGi39MHCkfgflCp5Q2azaeADfUOnv2H/WrYCSR/RVxVMX72AE6//0m1EYN3URth84aU62Vmf3H79Afp+NLTsPmHGnr+3ZjwjyWtjrPP22QaMoU76D+qiFvFtc3oCB1EFjxs/HDRpdFH3GF3r648+5hZVYsXoX+nLuHjx8yRZhpMduP3xEmTjb3re8+TjNjBwZRZfv52LsrC34fNBs9B+3GKNmr8bw6Sswfv4WvN9nKr4dvghHLz6wpwdacFm79Sje+3QAHTM6T7zXAorK14Lb8Ys38EmfgVi1eSfS8gttznFKWDscn1JfkFAtGFY3tuFxSh7LO4xv+o+nfJ+GAcM4z0cvI9KpGDYD34+cg8WrtcVqDg3UfTQ8i5BRXIM128/i//zlGxw4fd2ehtWSgP0nLlDnDsTi5RvYZm0xdnJYzo+cpw++/JpzdTJlepPJ6Ms0BsdOnkc9Nx8Z2cU2a7S453Q/XaeX+mH1FjR20qlh2/WjtXsOX6RMWoyv2Lffk74hY+ZTty3hPJ+FL/RuLx2KbfuPIJVt15Z8rbKnZpdj7ebDGDSC/TtkOsZPScD4qct5P5O6aZYtCCalFtjTHdGlH+Z+nFxAubeDTuVk1kMdMZM6YsFqyqlZrHMGdh44hYwCfZCjC8nZ+ZQroylD5tLZYTnscLW7oq4R5y7fxgeffo+NdFoKSivNLtBYpecU2W/o/emDPjT+s1FS30nd+BI5pdV0Qi/TAZyGL74bZv0zddZSjGMf6R2nmQtXUo9k0THsxLAJ02jkj8JhOkHasdFIXawf/N179DwGjZpKvTeeBvICTJ6dQH26EN+Tb+fSvnhMw7+OBJ44dxXvffwNdd9i1FFXygESP4u+63SevqTu/HbQKMrVOugH1PWE6Xlagf2e4+dfDcWAwRMxb+FaJD3PRiO9d23DtiebtDvEaeLLegrZI+SRsdMW0fHbZYtS0gX6mMeF62mYOHOH8dbQicsxetZqjJq1CiNmrMKH5Pv+I1fgxKWn0NM9LRwUVLfQKb6K4RMWoc+gqZxHHMfpqzFwFHXWgMlYsHw3bj7KpPPbaQtg4snbT3IxZd568vJMjt0i6phV7LcFdLRG0wmaj6Pn7yCPTnADCa9pa6dDXIOt+8/h02/H4puBUzFmqt5RXIBhE2dgzrINeE+/8zV9lW2tl65uo73X1tVKvtXCtN7Fe4Hzl++wT5djyKgZ1LFL2PZldG5GYsDYOTh2+SGKSV9qUTWWbz6FP3wwjDp3HQaOWY5hk5ZRf5KXyV9ffj+R824v0gvK7AmX5r6e3Ok3u/72cX/aGwmkIRNF5LH1u47go69HYvXWI2af2C4YDubpy3c57ovIm2PNrtq444i9e5+SXYr5S9dj4rQFeJSUbjagZASrMOfX6bZe5+mfAzgYsRi+dUcNlAz7qPOkx/ca2OqmNpy/8RALVmzCrEWrMW/pWsxftp64kUxAXLYFOw+eo/NUZvuY9YGJJ8nZ2HX4PFZs2I+FK3ZgKRlx296zNKKfooCTRen0EqY+oCCBXdfYgnuPMjB34S7Mmr8D957l2deQNHH1Y6dJGUWYw7j5i3bj9v0U1NQ1BYxG5USl+pJCVJ/Qe0mjVitn+phFU2cHaltbKYxbkZiWjWPnrmH9tgNYtHwrZi/aiLlLt9hnxc/cScLZ+6lYtfcUdp28YE84auh07eb94oRNePw0zZRyJY3qy9cf2sS8+yAF1Q2tbAPVDCdwLdM/eJKOeYvW4fT5GyitqqXieYkHz1OQsH4DNu3chab2NtIs107Ok75OJENQ/eAEmiae3ovJ5MS+fOsJtu05gyUrt2PWgjWYu3gjEtbsptI4Y78RoC0IcrjkwOijGfrl8ueZhTh29ib7/DAWLN2JZWsOYPPOMzh75aEJAXNe2O/1NFj1hKCygcr7eQ720whYvXk7hd9qLFm9lX10mIL9NlIyi9BA4rSPPbuoGCvWbqWDeANFrNtegqawamTc+eu3sXjFWtx98oyOoLZ7OLoaKQyXrN5oj6afpec4h4s0S3DnFpXj3NW7NIqPYNmqbVi6YivWrN+HXXtO48GjZFTVtoJdiotMs2zVFhw7czmiFPUBBD31u5uYjF2HTiKBdC2kc5ywbjs27TqEs1fvIJ2OvF50La2qJ+9tw6oN22nM6POmWpGVaaAxbua4HGDfrkRSWoaNgfZR19PwKCyrwYkzt7GRhtKSFZvpQN8k3c1MQ6OCglrvP9n7c6RJP2B571EalfdszE9Yh6zicnuydT8lExv2nsTq7cdx6V6Kffxi6bot7JMt2LLnBMfxGR1wfYXPOdCFVXW4ei8Rm/ccY5rt5Js9tk3jwbMcOhRnsX7HUftcsZwOOZLa4nLl7jNsZrmL12zFIpa7aa9WZR9g9+ELmL98E/Nm2lxT3+spbSvnGrMa31VU1+P+oxTsp0G0asMBzuut5oDvPn4ND9MLUUpHuJwddTetEv/+zmgMnrAJG/dfw5ZD55GwaScSNmyjU34UN+8mo6y61bZQyQCqbW5HamYx+/Y4lq3ejAs37iAttwynL9xFwuqduMg5pHG097BIS35JNc5feYx1W46Qx3biwImLZoTohzOXr91G42UR53ySMy5IuJSLnj7ZEyiW0d150rWwF34boPHW+xuad51oaGrHOsqTLTSGk2lAkd1Mh+gTzdIj4vEKzqnTlINrOX/u3U+2LU1yuJPT07B1937qoaP2kQEZX3Ke9DL7pftZWL/vCuatOYRZK/cgYetJHL70nI7TYvQfvQQn9d4C2ausvoVG5xPMXbQWdzhX6xuaI05bQ2s77iWmYtGqdThx8QqKKqrMIJIeta/S6bdbSIf4to3yQT82W0OvRHpThtbGHSeoS3dixoItnLs7sWHnMRy7eBfPMsuwassJ7D91C5nF1bbV+ez1REyeuwI3HiZRDujHz1/w+gkWJazBsVMX0EI57A1xPbF7kpyChctXYON2GtDUiaI3KSUbW3cexrZdh1HIOcgg06cv2d/2NslL/bwHdZz6nnF68pHDdJepw3cevIjllBnTF6y3n55YunYPnaZTuHT7IbKLy2xRpJETVk/8tAiWllWMsxfvY8uO00hYtQcLlmzBBjqNZ69QVucUm8yQbpAulKNWT2dA7zgeOX2FztU+LF65mfpsO1Zt2mNPgBJTs1FFJ1AypLCsEsvXbMOm7YfpIFVZm9W+OioQ6e7FtFMuXb1P/d1g4yGbRjrsAJ2c6fNX4HlOKY39YDshac6jA3WV7di84zB1z1YkrKRu2rAbu+iw3aDu1eKaFiw37j6A5Ru34taTp04Xs9xGhheUVeE8ddBW6qIV67ZhyarNWLluB3btP4lb95+SL+qZjrYB9deipauxZ/9RtFBXkiVMLoufUrNzmWcL5edGOtl0dkm4+LiWNscz9st+yuCVdC5XUrelpOahlY2W48ShdmPIduonHbQ75y7tkvnLNmESHdCswiqT0doaWljejOv3ctiOK5izYjfmrNqJFTuOY8/puxg6aTUGjKLzdPGpe++L5WnRTp9qv3T7CbZQr+nJyuKVu7F83QHsP37Vdh2V1VMPML3fOaAndPefZeDAySscuwP2oYtla3dhx4GTtAUT3Ye82HA5+A10Umo5h/Ru+bGzt7Fyw0GmZ/+v34l9J87jdiLHctVubDtwAemFFbYAKturk/wpm7Wd9p5+UiQ7v8QcqK3UTcvX76LdusWe+J29+QBZ1OvaapihL1ZuPok/vD8EKzefx64jt7CWenoJ+3TV5v04eOIm510halo63DZ/tr2IXv0N2n3LKVeW0dZ4Rqe9vLHZ3itesGIbzlx5YHaP2i1eKCjnXLn5iHOOfLR6B+XOSRRVNpA37mEKxyKBdk1RWa3xpMacVZgs667XhD8/9DpPPYEfgxCGbx3oisNH50kOlNbLnBOifbUvkF9eg0c0Bu8npeDB01Q8epaOR095/yQDDxMz8TxDW5tanABkUdqOV9fyAuk0mh7TY0/JLKEh2wy9oG5GNKsSo0ix6EfB2miEV1Y34UliLsvLRWV9W0QgiRm1Spf4rACJTwtQVdOMDtIk+sw7Z/xLkzwsjUpUv7CtrXwtVFaNdFgk+CXE9TtChWTWZNL6iAZpIoVOYVULapi3iM7HU066tKJSZ9ixrCwK9UQan+U0MiVwm2VUU3k8ooIspQB0CsqtirbSgSuvasBDCqp8OgaNFAIS4GU1tVQCqTQmM+0pmZSoqVPRKeSdJo/6TYakVt5EaxMrrKxrQ1p2IR4mpSMxOQeZ+RXs41b2oYxO4QtDfUlNn7qVkqyltMzIK6fSyOaYlNiPA0ugW5tUD9M3UrGZ4AnqlaOYVViEx1SwzzJykcc21tJI8Xvg21m2FO7ztCzk6Ufm6Iy635MQkjdKy6iI01BeW2ernUIrm8IwKSWDRksuquubrCyVKUWga51L6Egnp+XiaXIWsskrlRRQWkHTFgSdC+iIPCXf5ZeUG984p0089JJ91Mn+rUNKVi6Ng3T2VQEVUw0Vr37I1inQxtYOxuWQ9ky2s4nh5LUX7hMjWslOZZ7E52moqK23soVuKykVKb3ZwuJ6U1Z5xeSLrg7WS37SKhfnh8bTnuKwrhw6p+up5PsOHombDxNR1dyCopp6PKWRlpJfZi8Uy+F7lpmNZNJbVFlLBaYv4Pkx1xhprz55kY63xuFZBpVRbYspu6zCMubL53jWunFkPs0lbZWVAnqeVYgk9nMejQLtzU+nQfYoORMl1Q3GT+oLJjfkrfGdvv7Vwvw15LPcgko8eZ6FlOwSlFGz2leHmMe981SJ/3xvFEZO3Yw7zwrtS0MpnCvJ7LsCKqNWDibZ3Zwb8aAh55R+0iAlM5f8UY4qyoa8oiqOZTbHtNLaq74Wr5hRQI1bUEpeoNOWVVBqfHz+mlYQl5gRUcxxVfma5izeFIw+uvKq89QLvy1wzpMMJElLPbVJpuGclp6H6ppG4wfxgp7o61f5tTTVQuVSWFiJ1LQ8VFQ0GL93Mb6yhmGZWTTWqUMatQGXcpaso1V1veuQVd6KB+nluJNMmZBdg8eZ9RgweilGTl5JgzHJ9JGM6/ySWjxKog7QIhKFlPjRybMXKKOueJKchuyiEsqhVsoH6qiAN7uojyTzxa/SfTJuxfsm74n55bV4ml5A/ZrFucy5VVVvhqsW1Z5lFdliQnVzG+qoK5X2HnVxcVUVDWQ9D++ibKikLEtGXkGxOWd68mDym/VV1NRQhyQjJSPL5LLCKymPUilj0ihrGpr0qWf2ts0lLaLqd3Mo5/Q1M95LzsspkQOl9430lDmd+ug+bYBbj6nf8krt64V62mS6hoVJP/LWZLmwiYKuuJyyI6MIScmUA9Qz2n0i2SQ5YPKddUh3SE5pa2MN6covqUQSxzyJcjhHX7GlbtLCq23Z53irn5OoP9KyCtDYItns8rexnZUcj0T2Z7HklMaK4XJQmlrakZNfag5MVUMLZbCj23SLkInK6YSnsH9SqJ9kCzid7+jTO9MpNJ6fsj+Lq6tNH6lPbScNz3pCXkoZn5KVR37IQGZOEaq19Zvxyis9WEHd9Yy8kpmdRxtItoH639FXS8cwJYNtpm5qpp5jcgtXP8pRqqltRUZmMZ7RMamm3aR5YUY309mCssaLYdKxBWV1dPzOYNjY6Th18ZY5qnKetOW1ll5RTmmzfV31PudLMmX01cc5GDVtLUZOWoerd3MiO2PUPy3k3yYSUVLdaDbf09QCs0tqqYzEG9JlSqfPHchGsc+JkyZ9LCuDelAOcQod6UrqA7NLmEf9LR6Q3mjmmGkM6CNSD1QxfS7ScotRQaeslom1gyGVdoK+8us+GKF+IxfYbyOxnxTG/PpKsWyLVPZ7YnqOPTGuJ932tJnx2XSQV289jj+8NwC7j9xDZlETsjmv9eQyM7+c9qe2Cbv2+DZpnqqdWQXlSErLdosWpDevpIJ0ZiOfPGY8zPaqPbrWe2fi82fsW/2sQSn7bfWGHZg2azFOnrvKdtKGYjrxjI0x+0A27S+t03qdp55A4xCD4dsoaKBsCA3NeeJgmmALUApHk8KYg8m0bUlGjTe0ZZRKWEt4SoBJOVA+OkFOlHB0jCIFIkVChUejVE9imIUTIEjLvGJCnZXe8ik/A5TG9mVzwiivSRzGeT6TSyY1qj+JS1tHU9lCleFpUrlMrzZpZUVoX+9jeazC0kpYKZ8JruBecXZWuK/L+or5SY4Ld6i8Kk+k8dLay5lOVNudwFQ69Z/6VPQ44c28yk/0fWaChoW7Pta2DP3pt594ZHnuU7cuj2jQuBjN7FgpP/WFcqg/bIIT1b9KrzLdUzRXl2iKogSSWum6WE6D7mUU2DhqDHnuhuIBEqE8osH3ve83CyNG+kpnIcP0+e9wnOrTF4RsHK0dboz8OAlFt9Jb2wO0vueFFJ7Vb/nYWy/tGz3WTv+FP/eZ3aCPFM7OEQ1tPPsxVzvlONH0IPLIBO7JKYVqfQvuP3qOKTPm4Orteyivq7fVNDMkmFfoxlaGi+pw88Q5EFIaGkMZKM4hFa3hdiqNC1M7HNpYqUyeJdidU+nq6clhMmS41CxPFNSMV/uUlqj8Vh7jpGT0LsCjjDL8x98GYfTUdUjKcD9OKCdPxo0UtMrTuLn+D+hUOSxXZ6NV9Oie13I4m9mp4iHrb+b1aPKE50Yy+6nzV7F243acv3KTY8g+YVn6iQHVxSIC9M6Tx174bYHGl1xiC3rkATIZxZSJUOM5XduflzyOP4TG22Q48Wdnl1anKf3oRNlTKqaTrNeHVKpojOt91mQaZelFNXSi6vAovdjeudCHdhat3IvHKeR71iUj2d67szId7wt0NpnGa8kPzUvNW8kMLeYxhaFeAje5H+Tx80PpNW9NRjDMDHmmktxQvd4gbWFZenqudMojs1oOjkKc9HI6Rca0ylet9pMiQZtFickN0cqzUaZ0Qh6knzSDtZKvzyXLgVL/twfyV7rJaPPI/N2QYUqjPvDlih6Nk+Sk6vVyQGm84WwyI0C1S3SZrBAqHQOks62/LL3SqMXSWWwf4y0P43T2qHuvk/lPVL8QWa+XWUonWryNITo9rZZPaRQWpPWo9KLd5DgL9OHWbp6VXk6snMhu+ViodLLSqGzRorMItHsepD81EirLyhTymn4UOkis8rRQyFs7mEDjbfzIdGaLcLzEf7K/tBD74Gkalq7ehP1Hz6CKjogWYMtrW+goVNoHoPQDvZlldN7zirF6x1H7Ct6CFQfp8DSa89BEJSEbo5XzSE+ARb/GxPORR6enNC76cxaK7qVflVao8WjjhfrWL5RKJ9h4knazGRnmy1c/y/YRz2vB0Pqc18YnzGeL0Gyv+k99xCDXD0SlNZ3Ga6EWIuwJWmkV1u84hj+/9x0On7qHwoqmiM4UL5kNwmuWamHiD90rztrMcJvfam8QZ/GK05moPJ6vbJGEZRZTtqzbtBPbdh9ARk5B0E7XN/wn7ZqDugrjzw+9zlNPwAGMYADhoGhw7KBJ1ARMGEFOBKIZgEwixjfktZhGZqWbOE5YG1MpLkBNGBNejDdBHUGKfcX5tKwrLFB9OYp3E0RKghUbMpBhhnZy5YsCh87I9+WH0cplHvdhSNXlckq9Wfo3oaV1SitufIBm4PHfDkav0IXppDTqZ9fuOMh4R6toVKvkNLWGUPf6cwrS95Oh/YlGPadSWok1hYTKt3KFrh5mD9D1JoNi0Ie/Dl3aCB0/Bq0kR7+cFn/nwhXv6lCbdbYwXojPjNcYYO3RPWPDPKGwaJyPj8Mrlkb1KVY9ZzPAeFBxGr8OToC6umaUlFagrKoadc3NFIqqyfWvF6R+fkilCP21/bE8q9v+otREUX+Kd2Mci9GxdOjDfR95dOBCjQV5KXQGguMBKSY5Sfpy4dPMUvztwyGYOneDrczpE8b21FEGlTJZGSrLKUCjlGFWt50ZrnOACpP80OdY1Xop+25xLLKJ2qakvBpFVHK1wdYoOXntFDYy8jQuor0XfuugQQ5zN0FBEdSBzMA4k+DSJeQPz9OGTOKkm3hN6OS1eL2J1lBqdpltmVuyag827T6LLfsvYO7yHfhmwCQMHDkb5648RmV9hy206D3VpuYW8qnqjYInx885430L8/SF0eUN5/HyVxJOc8/pIsmKQCYbSgr6P801yQLJI7cPweVmKAvVPDK0NC6tS+/Ki8QHaH3Eg9OpTMF+cqhrlenkj6PVyQehN0p97Yqztqu8oLk6a75qfts8FjLKofI47eT0rtrs5JzK8XLBZAPLMHntirVUSu9Ss55u6NravY1ORhmyAKNLcZaue9owMsoKDU4RFA1Go10H9RGV3uc12hUfCguj0lr5QYCjj6VYf6vffZmOPkvv6e4JAzo03sYdlNUNrW0oraxBTmGpyVZ9av7e4xys33oGi+kkbdlzCRv3nMOsZZvxxYBxGDF5CY5ffGRfidPTo9YXzs5wNoRK5Z+vL0wPa3X6kXMEzUTl0T3DgzYIY8fBdKmVSwzSxeUXXnveE++onfqPoCC49kHqf59fC4x6nUJfu9yy+wj+/uE3OH72NnV2o+kd4zOh2iTUNUuJyx8K7yHO060yzRkk6r66rgmFJZUor6qzXTGSKdrlFKjRAHTFAJWu+fgLQK/z1BNoLDwGEA6KRrkBMyRDBIF28swngS4j1k0GpmRSz2Sarm6i2LMpnilOGaH48CRxYpauGI0nt03QCQlV6ZlPqMkvdAwaDTfSLL0KVF6d7T9A/SmnV0eiXIwYmqwerSxNXIlstcvRHWnf65AlO2Gh9MwfinPlOmQkL8KoiDARvv0e3aRR2e6sMF+2rkWr3D0JJn1zRoLKCTWXN1S00ltfyPXVWqbyuNUgE+xChrp2RNvM/wD151oaDXPhrmFRzngVFe/bJ7qYh4W7M4MjZ4e+bl+bCWiWEx0XtcGp2yhnOErCGMmvssJof7687uMVrU/9wL8g3PWhUHR7flLfE3Vv4UxLGdfeRpXR0oa2DucQeDoYbRi5tzhHh1Nv4Tng4rvX5dI5Q0ZxvjQHvvx4GB80LsEYsV7XUNXLuc061LOK1YqdvqqYU1yL6XPWYcvOU8guLIOeeop+P69UUXsb29ElOv3YRGmIRdcPkiNuTG37LSPCqHTNLLOZmkerqrpXuF/t79JZF73wGweNcdj8iQXjDGIwXyLziDERFP8oXrymJylOjsiRqm1swpNnGVi8fAv6Dp6AD74YhL9+0BeffjMCCxK24fbDLFQ3cE6T31o6Ojm3WcaLgO9DICrio45KG0aFOYimc65SRP7w7Gh289yhrqPzy5UlWpwp6frJyQe1280zoSvPoQ+LYqSPAvQ6yc6RCal+dbR5ylzNnnK3BGQpVI5vqiPJ6pCuUR6X1+VzbXYysDsG/RBUH0b+Byjqo/0RRf0pd9C+oP5wG9290LXLIVPHxqsNPHfDAFS6NS7AaDnhehwNEWR+ncPx3RsnYtUmJ/N7pi9aVuTcDd1462MK+ikXlSgjvT5w/LUQffdBGhYn7EbfgdPx/mfD7actvhk0HkvX7cCdxGxUNdG66NJ7SO5H4eUQydZwOilop8j1qHtXE1F2SWNw1pxjuNHv0jn+IkbarvtAr1q7mZZl+ujwteN010796Z837hzGAJRSu5zc0zzqKhZSVFaJw8fOYPL0ebh1N9EW6Hw9Rp7Odq2+Ft06B3GGuo8dF4W7MC0q2q4U1ucXTlW3FlT1Skdrh3aguDHRQqRrixrhUakdH/wS0Os89QQcuAgGoEs/TJEofxHG4KShFMMG7BCEEELpAvYg6gG+FJQMPkb6NIaqUXHaGOSUmFHh40MQJ8hBJFAXrhU+rUP9iVonqiP4Ci1C5Ve8aHFOX1RoMboHdKALx+SR/giDoh15DnUfQR5sdgYYKcej+tgj7y09L31eS6840R30taVjWSZleGuofKqDcfY1QqVT30RET3D0GWIhXlw4LJbWEKpOo0ln0htpq8482ZkX1h7R4zB+X7jxcddBeZbWCnIQudRFcBO6dOl92aKHp0icLhTnyyX4eEMf7+kJ0RGMDVmGzWNv+vYwwL3joHwhULTVEcKgjGiQ7ll+aPXXrVIwzsoP1f0KRAoJMCjbo4UF7XBEuzAqL/exGDefRLW2HDS1daG8shbl1Y1obXfGTdfLVnR2Uql2akzU1lCZdraKCEHZkcrdvTMOvLJUTT49r3gpdCt66s/u4QL/vlMv/FcAjXPAR7rshqG4SBqGhdNYuOdNyXbynBwoziu9X9Da1o5ifU4/rxxp2aX2fm5WfjlKtTrc0oG2dmoSm2riOfEqyzKZpnKtghhQmKcnXnw8kKEk9LLZ5xeGIVSeLq2tHoOwHkGR4XKFPWTwZUWS6aA2R2nUn3N+NIelOzWng7ncLa8P0p/a5tuq9G5MumOcvg3KEEYvfXlK60Ex4YrDEMR16yulc+2Kyv5QfE8YqUOofD7vm1CgAuLFeQx4LNIXsfR5FOjsiQrHuX6xhSleKVbv0+jDFO4VCTpSTW0oqahHdkEFnmbop1sKkFZQZh8u0s+82JZK5tH7W66PRY/0sGjhfbhKT0K3dLIDA50t/vFpDHXPciJjoXxhHa94HxdgAG7cuwW8SofyRgLFa+RV1qd34fXRrg5O6LrGRra/Ck0tbbxXX/m8IbRDqHC71ZljYfSrbTrr3qFkhO9jn1uOm89quzuIGk31rJ/xro8tNVF97PHnh17nqSfQqHkMTn6IApZwUf4ijAG4YdUQazDF3DozQSSdDgrzzpOfNKE0EYZWfqXRWVQo3IOnLBwm0H1suCvPsZ7LqbNDX04Ywyl4HWF40eknbkg4vBFUTmzZIQiqiaCvOoI8mBARsk5hpH/DqDil5WU4b7e2BTS8kk6oMGEQb4GeIIG/F8ZCvLhwWECv0R7Q69vyCpLGSHtZhr+2clwbnEhhWt9uX6ahHxuh0nn6Y8HTpzqCWwOFhfJ3i9OFr1tngo83DMcLPX1Clsv/l10UgP75uyH5ku229zWsrT6caAfRo3Beh24NLZ0OqjNIE4lTuKdBcQrzqIMSKV8obziNxfv8TGPxSqsVwhailI3708zSirH8tnYzIhlHx8meYL5ow4suzpnIGIb7RffhSoXhdD6tT6/6lcZBJ5WbHCeBTs5Zstte+K8IxqNCXYdRB89XAYbT2UHh4i/xbjt5lrxL1EvmzulnLE96/0LvOrZQNendWuN7xtnOCV8W54njefGty9sdfH0eLeMbQGlEn9DnCWHMbTeMrUr4WghneE1GHxRJ4vrPozP5tGKuazlOkgmSz8E89nmtHH+jPErfk9PkUXX4zK+CFWnoJZTSetB1GMNleDp4tmB/7+VPTD5FR7DbDTGc9qfG7n3dHcN0vokO10P6CmUXGVxNcB8jkE6Kfp1OTpLei9JX7/yHM/x7a5oD9hEDmyeqO6hfVQsVLPT3kbEWrX48mUfhkTRClcE05ogE9xHnKdDzr+Qh2kE02I0DHxehw994Oug0cc7ae49655Dheg+xQ+/as16za3l2fOQL86iwULsVZrSGw31cFG3x3a4dj8phU12+VDlTcqD8vUOfX+U5ut39zw+9zlNPEB4hO3nRp+FyE8yiwuk8BuDSaCA1oCEBF0nn42ImwCugdMqv+GBiuQKCs2ecUOUGuld4bHrH9D6nSte1S8GjTUDdKSaMIQY1w560mEL0dSjNm0DlKq1PH5NH0WF8BRTo83k6VH8ssnxrBy+7ocJikeE+QXB6BQ0iFwHEJnobFN2+H/3ZX8dD39aeMJw2psxI3/h4phcJccHTxrMn1dKGytN1OE59F4mPiYuAp9GX4dHR8tIrqaBqX6YtOCjQlyeMlBUKV1AkL9EgFOjTWLmqV/zKAJ/e0Cfy8aqDYeE0dgjiI3Qpj+ZtM68V3i2DFamdFS9eaJVZT41pYZohGqSN1Kv6fLsUzktDf6E41R2L3ensovOkp3gWJOUdckrdEwDd9EIvCALGiIviSY/kKcoQc5rMcaIRyTnrv24ldtPL9w6dThQKNLf1FFlOhPsxefGsjw2Dr4txEZ530P3Og0KC9LEpwkFvwlC1rwefUPPNow8LQbhca4faK3ni56pFBGf1hxZDdVYcw31+y6swP8/fBsPlvwkiFb0dip7IuKgOYWx7PPp0seFx0JcbxlB+Z6NEMW4Z3VA0xcN4abvXFUbVZYa78ThDyOSO950j4T94JEdJH2XQh3z0AQy9nyORy2xWinviGtTlin4N8mB6xaPuY9JYWSwzEqeDxl48JD3k9YriAjQQHUoXCXAQSadDUHYkreZ5h81fOUk6d9Jx7NBPBzCtHKnXj4lv+w9DkzWGqleLgRp7R6au/NOoKEZjo/Tr+ueHXuepJ/BjElzYhAr+zOs2ZJxPF8YAXBoNZEjAdWNuHTTYErBhIRsLPp2PV5kKE+jsy/dhHuLF6SzK3V9saXbhMXKhFMIwDUQJBz/ZI2lCECknDOHy4uQRWB8Jg3uCLt2tjsqjs6choCeCPp7Yrb97QDuE8sbL81pQAt8WX7eH2DBfoA8Lx8c79xQXD316oh8XG5sgPpw0AHerY5BP1z6N0MI8D6k8nrrFq8/EuzxHwmJBZSidLycoi2AGmCkn3VgADz59uD4dQmX0NK52UDohryNxOihvHAUTqdPPw9i8RANfN9MavYoIjCBznkRvkEH/Sm5BSuOdJxmhLF/xarfRokRBXv53R4WpMt92f/bXincnp7V5oXLlkIacJzlSvc5TL/QMxkAxGDAPr22V2fjQ8aw3qnQtJ8nPYwsP+NCMH3vXSXzqkeF2DENQn/gzJvLVtLrztMWAT/y2GFRr168Fnzg873zmEITLVlssreSJzrEVxcYRfF4rX+Eew/0XRk+DLztc/tuAzxsPgrjImOjg04fr8tfheOEb6AyPdRgjID4hX4WwezmvQxUULzyM3SoLgcLlGLinLUZmF6+62sjXlOPieWbXllR99EtffnOfl2cappVof6FHT0pE58POKvKnQH8RCdNBbREfvc558nwUCQhAaRWmMjROwijPaS773QtaLOnslEOlNOoX59y4vB59GeGwMKqu16GcNDls2iLs64nKi57QQfzQnxN6nafXggbBDbwmkvYqu/3KmlwuzJLEQzsFaSIMxYhX0ung0wgtsAeIF6ew10yOOHG6cujcwG65opERcGLM/XVztyITVQeFBeECCw+wG/i0/iwMQzg+eudrtRirT8Cz0aD7MHoI5YxN4tEOSiMB5NFqcVHB5ZvBJ47NEC8sAAvSIYQ+zJ/jhdm5B1Dc26CBRtaNbjf+65ZOh5g43xyL931HHouExYNwHcH88ePo8wmtbH9B9OF2Lz6WI6L6WI6Pi6AOnh5tcxG/KlyoQzAXdB0UH43TjR9/lcEwiwvQQOFaFRPtvLSD0kupqlzRyzAF81K6U2cpXW3tcwpO9TiwlXrTuGFkRCxG6FP9/uyRcYo2dBmMPhmwKs/oYU8EBm4v9EJ8EG84/omiA+cYybCJhrl4GVB6KuVWisVnnZ0yMt0TKmdgOX5UerdarT9XWxSC+oxXeRmKfDWt7pSW/zEYSRxBHl65d3nDaHnfCKIxkB+ReSgMIKZMV6jS9iRPdPDlWEAoTvlCci4SEYtvgjeljWlDNwjiIn2oQzS9L7U7+nih6I7tK2L8jFEMgeOV8F+oHN71jIJ44WF8HYhnxdfkV6uKddt2a21bZZt4r6mgT6CrdZEW8iDfwsl03nRKL8Spy8KI8cjwYeE4X0Y4LoI6eH5xtHWPJ1q80G7syBYS9SBAyLZG0ghdizq7umxXiHegImTYnHY6XOmi6PPrWoljMXoy8NeRaPWznCfJD9EQTeyTxMNfC3qdpx5BwxJlDDGXmKxH5ymWX+wUpPEBbwHhIt4OdfRMq+swROOULprHo2uXuwsgnCA4KZWfZsJItL+wG4HvL8IrcR7CgToH6SPgwjy9mkK+dR4VFgFfnEeBP1tKKaCgjbHp7MKnkWGrr+K4FRzXN4Rwnlh8BRQYO96+T7pn8Hc6h69jzz3FvQI+sa8uHvo0kULURje60Z5lZLd0Oig8FBcuK9J/zB8Ji152R1+f0B9D8TyYbcMLv/IUBd27MXLbXVRnTH7709jpfYLo52GjcYGSeEXB6KC61AdKEzLyeIgmV3gQZ2H6Ux4n7J1SiSSO9hPzvHjZSpSCC6J4MN/GB4RR+XzeMCrQzjqEEgXx7kmTkLR4gzZI1+s8/ReEgC/eDpTQ85RHB76YCOqgeFsw8PJV1+I3d63VY21PtY+XWGrOTHsh3N1bERFQWUKGhiL9ZXAbQBDSPTAO+Db4hDrrXvS9MXMcUN5o+9y1wgJQkQG6ZjjZ4N5TsgCHYZI8BHE+iZNhfksfM0Qj4mNcUIR63WHPEBMXKVPhqps3FubKc2VGW+/Rh0Xlu+Skl6WvocHKdpex4KOiqL/Xt6eHol4P4UoCsCctHbR3guGL2AiS4ZKvQbDJcV4JrYvCEeR33fgggbvzbYiNe/XcPX0Qx4OLczcuTjyj/uaf4j1aCoUHcbxXarXAPwxwNq1PoxiXLoI8yCkMmmMQ/qiGS69SlT9KZ5A07jk2zIHulJ/nUCKrn8E6232APr4bRCJ/fvgNOU/qMXW8G7yewacJY7i348WLTTxjOUZ2bBOAH7AwGnimjwS8FmKLeDvU0dMZDzz98fK6drk0CglOHoOTYt1kk/PkhWRwCKX1dRm8EuchHKhzkD4APxHd2dUlCkMqOlq/wBfnA3iOxFlKn7NbRAAK8Gmcwe0w6jxZFn8Ri28Fvk+iGWKL+UcwAvEifbX+HEYDz5/qA2GQ8JW0wUU4zKPlCUbF7h3EJotidGw9mp5hMSYchS6U96JJ4OuQ8ySjoruDG0X9Kfz1zpO7DmfUwdXRowIxdKUFvUTUtWYF65Tx58FnIPluoZJpaEzqB6ojUWovzwY+0KOKilYSE8eDzj4gONmld558Aeo/60P1JWntdaD+xSA0uDamgtD4Gr5mPH3WtwZfjzAKWnnWC/C+OMdCnAtd7WQ3yU7xmOan8tEQ0xYnc6pcOXKYzHFi7kgZFuMhqDOGN+OnJcQNjIWgzEhiT6On081kh28sLADlUzluTjkMwFdDjF6qbNXXLdBhGIKwaLSTYY7WbhE94yugwGgbe4aYuEh5Qfs0JhbmynNldu8BoQ+L9mks9gBWtruMBR8VRSdxhfHAp/vB0L0SdHVJXrMOXkt82iuq2rLn9c5LLQ6otWy70ogmk7MqQIFEvQAV3OrkMEp/d9RfOF0Yw3leFy+eIb9wnGzIPFqa7npP5MV3nrrrPakTtU83UitqctBsq9Gnc6i/19H5ejQwgkWdzjxZ5a+CQi0mXnQk8ueHn8l5EvXqBI+8943qCbuBAoJ88SA22O6VPiQcw0V4DNJoBdhtK9BE0KQgRzDeXnCVQjDBH5oMBq+h518a3twuxcbiLwWqSxSG8e3rD+fqCVSaxjoWY2rRrccfBKo7XO7raPkJIUzrG2kWTT+4YQEo35v6+M0Qv/ZwqMr389v3Y2wuT4vra68MXLjCNK+F4TI8KiwcF1u2A19aFHQXjxZCJLGjSYrFQ5zUPwNECPiNgNrSQ1+/Aj5tGBmm4LfJ/mtBhD4dPB/LIHH86oxxonSU9Be98xdaEmZyv73m54C4xUYcdcWGzmZIdp9Dv77T7mn0dP5Y+KH5f0x9ytOzDPpnAFEWRsE/L7U/DLrxKi/dredpYbwx7Z7HkvzEoGJj0R1VWSAX4tAWdWqi2tBd+3CHr+aLAZ+5Fwx+JudJAxGDvuN7wgjoJpy3W2Sc9AIFiKll/ATOULciwmXS037httC80Jlo2w8sWsqHTpW9oyBGDFf0SqW/EfittsvD27RPaWLxR8IrWcVY4k3xkzfO/4Hyfxb4R+n5B/vsrcHX87r64qXR2Y9BLMaG696EBvFt4W3S/pDyeiE+qA+9HA9AQXG71s87j0G+HtP/k0CEPk+/XzX2KBkix4l6TqvhtgjIdMwjNeezWxG/KPgafz0K3gy/Bl0/pr5/1v77rwx+TH7dcYlPgUJi5Fy3VM5Vip8vjL3wQ+Bnd54k2P27AA45TCF8dcwU4PN7hnglUQh8eqXzzhONID3y88VYRf7GPXlyv5ru0FbKLB2R5diTp1ecp17oBfFDPAwgXlSE98IGuu574ZcFjoNWyt+EkYHrhX8+8HNJGIAfrleGTGmkEzTfdA7yxU37U0CYkLfFOGBROnjaQ46TOUoMC546ua95MZ0pUyYlWPYAe6EXeuE3Cq9M9HBAgOHbXvjJ4RdynoTxnSdhFHTjlV5UebjrbgkD8OmFSifHKcZ5UhKrxKdVOr3IKsfJpRV99kIc0X0R6HV19sJ/TfD8I76IxYBPPJu9gjqE8+q+F35x6DYmPWAv/BODBkjzSBiCuGPn55uX5bpnorhpBT4wXuSb4oSerh+CPm8II7JCdDuMOk9uIdJ+tJLXcvbtM+HSdcpG0PtFDPG3vdALvfBbA03uWIyFePHh6174h+FXf/IkjIJuvMKLxXhGp6/H5+nJeRLqoACl63Bb917oxfJO+xVjOU7tHXqxtYv3Ulbx6uuF/7rgeSceBowW4bV4qINnyF74VcAPgcfI2LwFCvy5F34l0AD4wXsTKI3XCyFZHh7PbowQe44X1lPcz4GedqeL9GESvwip31vRD3iqev2mTKd+sZMgauzX/5lG173QC73wGwJN6p8Ke+Efhl/ogxFOuL8ZlC+qNNw2PKFXgConPPK+bJ+nB+fJwNOkL4u0M0cbFU07Ouko2Q+cMUq/beZqNlXVraZe+K8OjneiGOZNxsk5EsPEoufBMPbCLw9+LCQqvCgJY+8Y/QuAH0ThmyB2cGNBYZ4ZvP5QWp3D4T7sdXGx6ON6wnh5YrF7HtsdQZql1to79Bss7lq/FaZ7tUZoaYi67oVe6IXfEPhJHkYPvO4p6pWIbpG98GPhZ3KeBBqhsAJ4G1AeKR6vQGKdp3ijrrJ9npDzJGNWUTFZpFq6XnYwh0cema6pBWhm1jZeq8aeauuF/6ogZvJ8GYuM68l5Eno+9NgLvw74sYgdj1iMC8rUC78uaHD8AL4OfBqPoUGNXOpCUt5jMI/tHA73YW8bp+t4qPrC9IfL0nUsRvP6nRu2HkjsZHRz60s0NL9AE8/6KrJyRErTTgpiL/RCL/yGQHNa23UjskHyJCpZYjECdsOD5Q/ydUvQCz8GfhbnSePyY9CBBjdWoeg+miI2n9bZ3HpbyNkKG7MB+Fs9cZID1cm0cp9q6ptx43Yyzly8j6dpeahuaAl/pr8XeiHgHf/n13cdhgWZncIoiNyHA3vhFwfreikQXevgx65njI6znkX78e4dw18HwmP2OoiOn0PN2WDYu6EfWz+nw+fwdc9xvvzouTtE6wpjNL/OUTq93gvrO6Yhr4adp8amF3icmI1TZ2/h7sNktDOrX/DTLgpznqy8XuiFXvjXB8kCzmf7iJl/mODlhJcjUQniNJXCoyHRPD6fly+98GPhJ3eeNCRh9AJf6IY6hEE4/w2jEB707gPt03qMlucZxr1ca7E+UXDy6fVOkxyndp7bqWjyiiuwKGEnhoyah12HziKvtKLXeeqFbuD5J4rd/yIQmzACuvHc2gu/LPi+D8uU16NzlqIOU/frbgPbC78YvO0c8mmEbrTejD5dvPSvj3Pgz1HwacLUOIpcPh8fDonyWQC8kJ8f0aHEotIGrN98GAOHTkPC6h1oaH3p91vQkdI2dOlAJuyFXuiF3wBoLktyaIaHnSf/PqSzfKNaKxwSTRvNKx2n8nrhH4Ef7Tx5YW4CneMQvL9qTkcHAz3qXVYJfG2N6wjObQxsJXYwQnFCpfPlOWR8p1QC1UAQpn3eHaxAH3dQnjYWpvLaGSnsUJ4X7YZSHqLJ3mUKodvioA17HWh72YHWF13IyCvBmInL8ed3ByJh/R5kFJQYizFpL/SCgXiB7BNBb2b7+wiv6CKMEdCNT/1myMnJwc2bN5GamoqODgk9lqCJ0As/AtRvGq2wIukJvfrxKsipIY/+rxd+DXjbOeTS6Mup9vU5ZhOKAzp48DpJZ38tXeT1UUdINym9rpWuncrDX3eyQJ5Mp9i0DKHuvY4StjFRu/LxWujL8bRE6OOhk/qogyhdp7K9DlO86FL+nIJazJy3EX/4Wx+Mn7YUdW0v0aq2sfIOtllb9np5tBd+KWhubkZWVhYuXrxoOquhoaFXV/3koP6UBHMoHUVpwbmuxRLKBUoj50pF0eku/zAhmpfShNg7Pv8o/CDnyW8fEErQt7Z3ori0AoVFZaYQpAgaWzuQnVeEsqpaFJVVUtCXoIVaopXxLUS9U6T7pvYuNDS3o6SiCgXFFWhqpdLguNoX75hOXxNqbW+jEiIDME8Hx7+ktBpPn2UgMSkNyWk5LLsCtU0dKKmsR35pJSrrG9DaRYeoq53sQXpYXk1dE2msQmVVvZXfRnRvO3XSeeqk8/SCzlMpxkxajT/8fRASNuxHekGpreSJxXqhFwRm4OhMlPiRESPUtdAbaRJJ8VEcaSmJb4aDBw9i0KBBWL9+PRobGy3sBXm1Vyn9GFCfqd+lSMzEDDBW3cjYdsanc5+iKfy42xj3DsGvAs5t1TzqYQ7ZRJN+cvOsi06I5qV0lZyX5rZOpGcVorKmCS3UP7xFRXU9cvKLUNPQhqraFuRSX1XWNDL+hcW3UBG0tJNbWKXCiqhLiqiHGpo7GE991qF5yWqJ+rkLQ143U58VlFTgeWomHiWlIvF5BnILy1DX1MY6m5CVW2z6T3VQjQbO1AvUN7cgJSOLtDShjfVKh8mJUhvaqMBINnIKGzBrwVb88Z1+mDhzORqY3zlPjmd72bMXfk4I6yBdl5aWYt++ffjkk08wePBg5ObmdkvTCz8NRL5abX/ONZKu0kMD267LNB12dtemt0yfOQ1m+YIyeuEfhx/tPKn7axubcOb8JRw7ccacIjlI5XRSdu45hHuPn+LWvSc4efYKqqmYWij0a6lQzIFi5lamL66owbnLt3D05CVU08mRopIT1UoNYcYqsY3eTqfyMNOVa/ewYPEaLF2+Ees378P+I+eRmV+FR8+zce1eItJyC1m2HDQ9gZLCBJ6nZePshRu49+ipKcDmNtWtTXtURGwFb5FG52nkhDX4z78PwbINh5BWUGY0Mnkv9IKBDBjJHKH4whkpMqx1T2FFnvOfCH4VXUon1pTjzbBkyRL8z//5PzFu3DjU1tYGoTLMeoXfDwf1l0ZJqHHw6MOiqJV/98K97jTOoXHkQUas5FIv/NKgORQdv1cgNEhdXXpSq7RurOSYtFD4y1Fav2k3Hj/NpBPTao7L/cfJ2LrzEPKKquk4VeHEmavIziuhLtMin3Oe6CeZo6Sw85dv49ylOyitbERjixwy1hfIhi7G62MOuq+ub8Hx01ewaNk6LF2xCSvWbMe+Q+foROUiI6cMxxhXWdtgdeijDy0dKr8LheVVWLpyLR2ofDS3UI9ZeZQcehLFVumjRlkFTZi5YDv+8M4ATJi5AvWMaGGcnCe1uhd64ecE6SCB9JCu5SwtXboU//2//3f8r//1v5CcnNyro34GkByQbJFMU+8KvY4SyoHSU2s5U7pXnKUJ0uusr3O+0EUv/MPwo5wnp8KAhpY27N5/mAppm3m6bRyUitpmLEpYi6u3H6G4sgH5JTVopIJoZVw5najKhg5UUxtVNbXT2SnFvqPnsWXHERSX11ChdVA5aHWNTo2UBsvUOEshaefSyVOXsGLVdqRmlOJZWiGGj52JWw/TkFfWiILKZlQ2dbKuLpRSKVWxrkY6Yo+S0rH34GmcOneD9y9R09CJhrY20ioHyjlPqaRjxLi1+P07w5Gw8QhSC8vBpMZ8vdALBpI3ROkEt5pNB18/Vmlc4gxv9+fmR5A8EGyaL3qW8fbOU0JCAv73//7fmDJlSjfnyYOfi73w9hAdj0C2BGFxkQfZCELqophI/hvqphd+GejBeQqNiUPNCze62vrdSWtD27u1Tby8ugZTZizEjXvP7KNAVDe4fPMRnZXNyCupp254gezCatQ0arHvBRrbqStaqa+YsLi8EbXNXdh94CR27juJnKIq1FOPNbR00skhRaxSvKKznhZVUQ/uPXgG23YdxZPkXDxIysLG7UewYt0uVNR1ITW7nOUxf+sLK6ORnpnqzSwswfBxU5CckUPn7AXqqTxbGCcWVKtIAtM0Y8bCnfjPdwdh3KxVYHG9zlMv/GqQl5eHRYsW4b/9t/9mOktbzXvhp4dAvDm9pHMI5VT5ny/g/6vIQwR53wv/OPw454m9r6c4DS3tVCSHsGbDZnq7QGPbSxTRYZqzaCXOXb2Hw6euYOWG3XRm2pGSXYqla7ZjwfJNmDxnGdZtP4jr95OxkwpmzsJ1mDEnAeMnz8O+Q6dRWFplDlSTlAbL1RMkfZb14JHzWL1+NyprqNAaWzBjwWpcuZeMs9cf4+Dpa7h2/zkS0/KoWJZjFvHUxVs4eeEW9rCOk2dv4cHjHCxZvhm5xaVUQp1oJRtpu0NqXhlGjt+AP7wzEss2Hu11nnrhVZDlYpKJXPGS3vxLWl40V8iddn75Us8xda+ETBccncnn/pzx93ZctXjxYvzbv/0bJk6ciLKyssh7T73w40Hj4UcnjGEwR0kYm0iooWcBEWeqF35BCDtPWqoL5lHsGNm4vEB7eys6X0h/OH2lL9IVltVg2twE3HyQjNJq5zxdv/sIi1dsQWZBNZ48z8OqTXvx8Gm2pVm+bgdmzFuB2YvXYMS4WXiWUYCd+09iOsPmLF6L8VPmYyV1WmlZne2OkOPUzjL1tKq8phm7Dp7G/qMXkFFQgZKaNhw9cxMzF6zBg2d5SFizi45aFc5evoslKzZjUcIGHDh+AblltRg1eTYeMc25Sw9wiPmfp2bZe1MtndpqDmQXNWP6wl34XRznSb1kEJx6oRd+apANKH3URYbXtZ48LVy4EP/jf/wP/Md//P/sfQdgnNWVNTYu2Jjee28BkhBIsmmQQEjdJLvpyW7aJtlN3bRNFgK4qMyMiju2cccUG2MDbmDADWzjpt57l0aj3tvMaM5/znvfJ41Nc0A2Zn9d6c7XX3/33vPqF0zPk9s7NUojR0xqw26D3pAeMnVdF+5NHfUipQFlw1CPuM7Jo1kzMvTOwRO5vbcfK1c/jT/d9xCP67DqqQ1Y8vg6/PUhL3buS8Mzz+9A8sOrUFTThqVPbMJTG3dhT2oxFjz6DOYuXYuXXs3A4+tewt8eSsJLu1KwluDo8ac340BaLtq6B1BSUYeC4grUN7ajvTOE5zZtx8y5y7E/rRi79mfh/pg52JtRik1UMo+uf5HHA3h+1yE85J1Dt1OQX96Ana9lYdWa57H00Q1YvmoLNjy/h2CuA70sVQJPUjqFlQ34n7+vwJf/9X8MeCokeFKP1GgZGyVLEkYOYIqwZEQIuSM9vC/utkdzbWceHGmiD4Mml9+eNAxCQyAefPBBtLe3m3onklIaHbr3zukNU9/NKv0oXY1mYh4aZr7TCLd5Tzbnbv6O0vGjNwJPyifziGxPNKY/HBpgHbHAKRgKY4BMbAN/Uwv++qAHiXOWYsWTG/HEM1sRP+sR3Dd9JgqrWpBd5Id3zjJsfGkfddUOrFizCam5Fdi5Pwc/+9VfkZpXZlZj9cxeijUENdt2p+PBmGRkZBfDH2iGv74ZVbWNqCUAqg10UCduwOJV67FjXxZefDUNSx/fRP24CbtTivD3GXNRXBWgztyMh5c+hR17MpBT4kdxTQv+eH881jy7CyufeAEvU6e1d/WYuQy94SD1UgQldT2YnvwkvvCt3+NvcQvRxuJ4GHhy02SURukYUbQOUs+TGvuuueYa0+CnnqdR/TTyJNAjdkSdPZEuGhwg0y4JUwqEyGHaIbpnnlEi6BuHTfuvcW2U3i29Y/Ak9dU5EMSqtc/gwbhEbNtziIDlEDZv34e/TUvEy7tT8fTmnUh6+DHklTdhqncRdhwoRFVTH9a/+BqWP/Uitu8rwBPP7YRvzgqUVDfjtdQ8PLFuC7bu2IuSSj82vbAdz258EakZ+fA3dODZzTswzTMXSx/bgNmPPIGHVz6DnMpGbKFieuy57dh+IA8HqeySFz6O5VR8+zNLGaZ0LFi6Dg/FLECMdylyihrQ0W+VkExdmbwuePrSv/wVs5eOgqdRiiaJGpZ2CabBTnI7uY23XW4l8x60qINMGJUcGdoysN0SJDei+e3pqaeewq9//WssXrzYrF6kVj6RWwdHldNIkNJQWkVpSza9iVI6Uj7Kb0qHQeZrmGzynhwhWBaAHpUOx5kEC94OPNl7Ak723C7CoGF7Gr1Q39yKvz3kxfInNmDztgN4iYBlwcp1mOZ7GMW17cgpDcA7dzlWPb2V/AKee3EPmnsjKPV34D9++79IKygzgGvRo+uRll9FoEO9Fj8HB1KykZ1XhB2v7sWGLS/h1X2pKK1uwso1GwjGlmDp6o1IoB6cu+xpvJZRjr1pZdSZC1BU1YCXqbuWPU4gt+4lbH8ti7qnDT//w0OITVqJZauex6H0YjOXWAN++1lOJWGKCZ6mETzd+22Cp/hh8KTBfUolmx7kURqlY0TRjXjughHf//73zYIRWil2VD+NPBngY+q2Thx9NShdRZ0k3RSmHRKmTWKO0le6T11FeRgZpNykA6PgaeToHYMnzW9qJwh5Yv0GzF28EoGOflQ3daO8vgMxSYvw0u40rH5uB3xzVyG/shXxs1dhy65MlPi7sHrjK1j85AsEO8V4csOrWL76edQ0d2F/RiEee3ozXtixB1X1jWZIxWsH05BfUolAS7cBTxou8ezWPVjx1BbMW7Ee+bVN2EKg9uiz27ErtRh5VW3YuC3FAKvHn3kZa+XXyo3wJq/C/EeexfbdOWju7DULSwg8SekUVGjY3jB40rC9UfPo/29yy7pashGhQW0EUhM5wILhcLieFoufx0a+IyAl41q9UCxZpqdC374zaaXWu23btiEzMxO9vb1DQyREbthG6Z2Q0k35InYUkMkvSgIDjKR0lNctzFvmd4j5HCSHmNfK80gzmWCK343mwfEkwYKjA0/DDRd8m/ftVhZAgODpgRnJ2L43A6V1rahr66VOOgDvvJUoqG5DTlkjPHNXUCftwIq1L+CJ57ahuqUPGcV+/OQ3f8PB3DI89syLWLXuRQKYdpTUNSM2eSH2HkxHcVklUjOz8cprB5CWU4CqQAseXbsJsx5ZhWde3I2Fjz2LeSvXY3d6KQFUJWKSl6OwsgkZBbXY/PIhLH70Ocxd8hRyKlvw8z9Ox8IVz2PZYy9i554sMydK68f2DAbRwzgVDYGn/349eFI6OMlg0mWURukYkPSRq5O0Gqz01ZYtW7Br1y60trYaYDVKI0mSf/qTzlIDn/SV9BB1lXSS9NRAHXUV7ZGg7BLZJ7w/2MHnlBoEWYOUH1p9T66M0rundwyeekODaO7pw9Obt2LlU+vRGYygpSeMQGcIcxY/gVcO5uCZ51/FrEWrUVbfSwVyEMvXvIStu3OR/MhazFy8Dtv2F2Hd8/uwhiDL39aNg9lFPH8BO/cdMgtMdKnFkHVQKxF1E81sevEVLHv8GdS19COPgEeK7kBuKTa/cgiPU+Ft25+H1MIAduwvwJMbdxKUbcHqZ3dg3aY92PDCQbyytxhzFjA8NQF0B0PoY1wEoPLp1p/vW44vffNvmLNsI/KrjuWcJxXcaP5H6d1+/27pnfr5XoY5mqLDcXhYzB1TxmmEmJYaGshhFjy14gRrgZ5ihNqz0Nt4CJ3+feio2Yuu2gPob85GuKuMMo2CK0SjO0yBZbrO1TJEYacK88ZevilJMYVCIXN0W/hcheS2+h0/ig78PxCJN/zO5bejo33vHyDjnNKNxrdptVOrHMGuyS/lG0Fwfw3zsgT9Ldnoqj+Ijto96Kzdjd6G/XwtgzirmJ9TOYW7WDYGbDmRQjJgTG6/WZhHOC7/35FUvgueXHCkNDePyPqx99wFI0yd4ZmuNGyvobUd8YkLzCJDjV196OK9V1KzMXvpGuRVtSKnohkzH3mSeiQb61/ci4WrnuV5Lp59aR9+8Ms/Y192GdZs3oU1m3ahtL6T3ILE+cuw52AaWju7DEjTarLilu4erH5uK57atA1FtY3US1V4nGBsxdNbsTutBIkLHkdhVTMOZpXj5d2ZWP3MdiTzXlZ5I/43dj72Z9Ri7XN7sX7DLlT7m0yvUzdl0VuBJy1JozgPpwl5lEbpGJCrk9xz6Sp3HpTOj69+culoC/67qRjRfrj8j9A7+VbvWbk3SNAUGWrIpb0xUIHBrjz0Nx5Ad/UudJK7jL46iGB7LvVZBd8jkBpsZX5p/y1+b6YWvL3f1hY6kpXvw3z0cXgr+kfS4sShdz5sj9xG8PTqgUPYvuc101PTyweB9n48vXEbMgvKzTC8DVv3UFFFUNUwgCWPbcLMhavxoGcBFj66AQcyK7AnpRBbdx5AW3cviitqsHPvAaTn5pv9mMRh+qPFKbRM7L5DmXhxOw1WAu+OgRCe37kPrx7KwSvkXQezcSinFOkF1Vj6+LNY/Ng6up2LfVSUr+zLQWZeDWoCPXh8zSaUVtaio7eXAE3zngieKgP4w9+X44vf/l8DngoqCZ7o50hUfxUJuWOLma6kysWH3z38PfHws+j79kwtr2LHHfvgTcm693o+nIZ9eHPS8zf3z3U3mi3pTO67PBznw98bYXpDT+S/mwduPqhM23JtlIJAT5hGdYhGdZBCqrcMwYa96C9Zh5YD81Hx4gzkPnsfMtfdj7xNMajdvQDtWWvRX/sqBiWweqv4XSu/d7vNBcRs3TlakgIaGBgYUkTRysoFVMeH5I/KmgSu1qcUS5BHJal7cRjbdH6dseuy4qL3SId9phvm13135Mi6Lb8ZHjNG3MnjAYKmXiqhjmz0V+1AW85TqN4zH/lbpiFr/V+Qu/5PqHzxIbSmLEBv6TMINe4nkC7nd81MEpqzAsqmNVCsHinFN5psXFSnh+LonthAjdJRkeSGTUc3TYfTUD/D942eUr3RkXekr1o6uvHUus3ILa5BW+8Aengvu7QSG1/eg6rGLhRWN+KZF3YR1PiRX1GHp6jHkheswsKVa/Efv/0fZBWXY+f+dOzYl4H69l7quk6sfnYLcgq19Hk39VXYLOyg+cCdvX3UZQepg7JQ29wBqkWk5GrY3ws4mFnM77aiMtCOV/dnYeUTzxne/mqqCceqtS+Y1fxyi+qwc3caMrLzCcxolDIm0ld22N4Tdthe3EKzYITum9Ll1iuXR2mURpii9ZjOXRapzglEHT/95JL8H67/5vpNyr+VIfobetOSTobYPRm+ZUmy3epCy1YXHuHzYR+5p9ZP+e3qRPHrXjqcDekbzWgcoDxrRyRUywpfiHDbAfRVb0ZH1lLU7IxB0cY/I3fd75C/4c8o3xaDhpRHaLpsQKj1ACJ8H+E6qmWBqG66Zwf5DpHxTz+MgXNb9pDsb5cpTXlPE16k50J8Xay4WJcOZzeFxW9Hh6Xc+4b+IfAUTe7eE2Lto6EeIrGWGI9mgZ4uoqDy6ibs2pOKbbsOYuHS1Xjq2RfR0NJr9rnQeHQt76rNcc3u7tpJ3XF7yA9zX0e9Z4HVkSx33Od9PBcfGR69J/e0tKMBZcyvvKoAfj91Ge79zl8xc/EGFBNMSdmORFaqSKiKsbiZ4mquNGdCBromoztFTGd6R6wWxDCNMMuMt3Pfvq1fqUqxfds4EMWqA5at28Y9w7bKygWFxJBecN4S24pwWLWyj03Fcr42hjHfkfsO647cta5Y1j2FwBqTeqqY2OW6FR57Zt81XpBHjORYdKBMYHRTNwT1xU6uMD6mTPDK7M6vccRBGsb9BEHd2RiseA7lm/6EnGVfR2byx5DtvRU5CbchK/ETSPF+GocS70bq7K+jbPVv0XlgAVD/Kp2u5vcN9FdDwQYQDgUNEDJBOAoSQOrv7zcASueuchJFn48UmXyKzgFz6iagylo3r7qYRj1k7ZJm89wERSduFqviSHGacdYqvwSATGcJf5v/TrlXGXK8G/qUbNzUr3nHvfPuSa4M1Wn5LfAU7GI+tRiwOxjYh/Z9i5D7xK9xcN7XsD+B+er9CLITbkWB7yZke25G+sxPI2Pxt1H34jSEyzcxSfKZNPV0hwBMc6MiTBsCsmBIS9FE1yEbQ9VA+0syYVA83UCN0rEkJbGMAekZM5qBhcHsTUhFoA3bVdJ0PcB3dCyprMXufel4ZW8qnnx6A2bOewRl1fVWp5jvXXZ0k1rcBXCYp9F6SzpJOkfzlt6I+4m0tDG8y/rG6Deyqxe1L4uMUeksrbZXXNeFqTMfI3j6DcHTArTrXd7n41EapeNK0kXSa9JVrp5yz48fqXbLP1fHsEKoNriyVeyQ5LJquywQ/UoesxqaumXMFMO8wbpsGj31jLesi6phshmc4d1m2Fwfn1vtpic6Ss5Yd+Sf+70sN/lHO4C2B7W785Ve4lt6Uc6/jhli6kG9r/WhQ4ONiAQJhBpfRuvBJOQ++UOkzKWu8t1Ie+RaZItn3oTUmbdh76xP4dDSb6Ju13QEqzdQeGRT7dRQlrTQvV7KMQ0Gdv2mZ+5iSLrFg8Ldy9s9ZMmdAYZjIKTFqxh3hiUcFjMuslPpUjSHFGbq/0GlI8lEke7IK5cN6YFJBycthp+c8PSOwZNp1YtidwOvaMUhsCOF0EdtpX0vXtq+G5ue34Zduw+iuKzO7GMhJaHvpCBU4Swf7rZxf+iZ5dAbsO5H1FIfDhlFptY6ATve4nNmKAuHWb6W90zhcApFLsHTbwie7v7uXzGL4KmkImDqz0hkI70wlUqmuiqqKSQGPJE1dIi+OHeNiar3VPxsxYqqsgyMlDBj4bwldgqcAhrFpqAatuawLdDDQMW6SnLetz/2iS36UYaf+45xUH7xa9UCvSP3XdYd/pgywHOx0lAtv9Y33VGvhfXDDY/7nbEl5bwJ2AiQ66080VHX5kfhcNPPgk/dNWWB5VRjghGRMVxDu3o/Gg4uQN5Tv0Dmgs8gN/F6FMeej6oZZ6I27lxUeS5DSfxVKIy/DnkEVHkzP4XSld9D8854fr6NjlbSO409pnsEEbarm54dBWkC7h/+8AesWLECHR0dQ0uVK63d+qDjSJGC5fJhF0qPKPAU4jHIdDN9UHzOYBiZa5LVpDd/FC4TV5Uk1k3+6deUafXOmNWB9CEv6YYtGZblhKkRKmfGYd159yRXVB4lByJy16xM1MpolWOgYhtqX4xF3tLvIpMKJ9P7AeTGX8G8vQDVnrNRH3caqmPOZD5fQeVE0PzwF1H6zG/Rlfs4k6aYAWcehzTuvI0eMZ1Yr7VRoZLP/hjf+atUsPG1BV7x5AvmnVE61jRcd8g8V8nWZurqLVKeSL5qM90enlTWBLDjldewhsBpx6v7TO+SepP0bg/RTV+QeUk3+gdYuh3dY/d+s/rKZfl1pJ46kl2dFqbeGtJf5jvpRBtmG3aGkWWluK6T4OlRfP47vx4CT2oIVDGybP9GaZRGmlQOBZZUXt2jFoxYt24dfvjDH+I3v/kNysrKTJk9fqSyrtqsWiwtomOUbHWqgsIeDA/QBtTcH+kj6X6npjhOGJPMtFjQDdZnOSHXxPKBFi1/CZ7MAlE6CgjZu2Kjw+SWou8kgb2Ub/qz4MkCKDuKw7zhfqNLHXVtdCjlAQHaIDp5bGH4ShCu3YSal/6G/OX/jML5H0WO5xJUzzwf1b4pqPGdhrL405AfdzayfVcgfeatSJv3WZQ++yt05KxAuO0g3SeAQhttSgE41296qjhL3zthl2yUjlfclW4WODXySg2GDXygoe5iLZrVweB2Muk6GE4NLqbb1PXShQJQSkdj5ylaDtsT/bja30mL9wm9Y/AkUmF02R32RJl/GEsByCjVikeNTS3wNzQRSHWgs2cAvbwv1K/0M24wA12OdvvIZ2/Oyni1eKvAyW0qLwaKj6yyFBpWpWGYXgeephE8fS8KPPHZSGSj3FCxUMVSdaWv9sqs2GWqmimrh1VQY2DSuDOrffXxWl22/OPnSmc71lQs99xQuueHp5t9oj/7NPrLoZtDTyQGrFBxHgy/Y9h5zxyj/dE9VRCxNRqdN8lMf/NHYSujku4bU5rvmcmLYmPMipV/Q6F79+QERMG1YbHhUYiG7+gF/jNxwwQoEaX5QA3QfggdeSuQt/qn2Jf4UWT5rkGJ91yCpslojB2PJnIg/lTUes+g0DoHZd4LkUcwlZV0C/KWfw31u+MQaX6FxnUhvZHAsbMSFKSjoYcffhj33nsvpk2bZibgSkmJVM6PzN+RILlkWD/RyWMkni2zEogaOqD8szCYZZaPzSv6UO8pP1l5VMdU9/SVRL9UhXLe9EKaekrHzYc8yB2H5ZNyyLrFJyMSR5vnKoNhs4Qr80JCv68cfTXbUbcjDtmPfBnpvhuR77sUpQnnoDLhNCqiU+D3jGNej0Vj3HjUxp+JEs+lyPBeb1r7ip/7LbpL1yPSk8uqzDIjAMXyI79kWA+lpYmCwmBrltg8VBqYdNONUTrW5NYZ1SH1MKuBTT1G6jlSNrHI8h7LNbmruw+BhmbU1PpRH2hGd2+/aYgzIy4cNt/QLVf/uO5Hs/vs7VnAy8pByUMLuvR9tHvD4OmhUfA0Su8RRZdvcXV1NebPn4+bb74Zd99993u0Se5w6Tc1ICp80VVBdc02YkoHseKI1VAndq/de5TU+tSV2VaU64x2m+w3w9KE9q79Qu/IT54ZP3hDdVOs8PANsdFF5tfKERNqfeay+VNDs3q2BEwa6F0x0LgdfgKngkfuRp7vOhTHqYHvDNTETkCjbzx5Avzx1FWeyaihHiuhXZITewWyZn0cFc/8J7oKH6Pey6Yf9ZRdXXSXnpkAKAROmHWq26bnqJfvaH5vC5OlmpFk3vakAW3ptJEyiSFziCGp/3p4P1TFdzUfuInfayGLXqp4AkUCL6a4q+4N2x+XlGpKPQXk/UPvCjxFk9Le5EMU26F9jhJw7knIm9WPeE/M/yGKLvCm0Dt05P03ZVYM232hYmmLqfxUwbVj353i6pSR4wWeVCxcXM2QOFe2ncKGyj4TKx4wixQIOHWR1UUsw1vvK556x7p7ONtKKVdcEPMmL76ezY/CJZYbbkHm/ej3xPbHkA2LwsRvNAzR9CjwW1077il+bsqrc1cw0La3RAswfssKRvTCc96Tw++aGC76oT/55UJC8ZDrOlEcGNRBGlBaAMC0plAg9BavQfXzf0TG/M8Y4FTsOZ9A6TQ0e8ajNXYMmmeMQcOMsQRQ42hgT0CV5xQCqDNQkHARMmd/ENmPfQdNh+Yi3HmIjtfREwogAXfr89uSlJF2a9cmuc3NzSadRUNl3eGRIicp7I9bFFx2Hii/1FJuenR5rVJi01VpLEEvqCTjj+/yO9VtlVq7GbWAlPKcN11hoPpq4mBLiS3BOtct3h+x+DE8dFnASQDQDLkI1mGw5RDzaAGyVnwLubNvQaHvXFQkEBAnUgElngy/dyz8cScxn09Cc9wYNMafgpr4M1BMhZSZTAC18LMo3PxnBAMvUZAUMcJNDDKVHSOvuJvgu+mna+fSxk/sxF/nozRidDT1QvrA5BPLoGlgc7LBZau7xMxa0yOteyzv0lnmfR1Vaq1/b1Yfo5+9Nbvy0LL8kH8mXOa5jqPgaZRODFJjngUikaF9nq699lqjs/Lz883994KG6gB/TJ3luZG3LumhbuihqWuyV2R3SC/0kXk0WkvazdZvuSHWufk1cjuarTxwrQ2rGeWGbBo+dx3gqQmYSRur56IfHc76U0NlL0JayTdUiUjHfrQdnImCxV9CceINtDkuQE3MZDTET4Sf9khj/Fg0ek7m9ck8TkCTbzL11xTUxJ2DAgKo3LmfQR2B10Dt8xQYZQy6ljVX3N0wMSQmPjw157Q9tWJfiPZLXxEGW19DX8XTaM1cgMDeOajekYjaXUlo2j8f3TmPIVK/nUAqg0KqhFGv5bctdK6Hzkvz80/eyOkjyEorxfr9RSMGnkSmPEaxUUBSTqZw2Xu0UW13oHlmFYRLw4rEsktH3n9zpmPG+DamObPf+mtu87kKtinc9hXj97EGTyJFUWzd0y89l5HJo8LI4muqm+4qHrZAsyKbnieBJ6cb1PzpHcuuu4qr4IGFCGQZ6TbS1ru3Y0M6cV1USMQ8N57xdOg9S+Zt/liWEGUMDHgSM/zqPTMCxMZO6a6eh8PAk3Gf/kiAhfieWD0s8vNdktxWetgxxvobBlDGdf04bHudFH71OlFQUEg0veZD3pIvITfhOhrUF6E67gw0xE1Ca9w4tMWchJbpJ6GR3MDz+riTUEfjutYzEZUJZ6Eg6Uqkzv4n5K/9L/QHKFCCVYxmJ/1RLh8dqefprrvuMpvkatieyFVW0Txy5CaG2Ll0i4NYt3m0w1/dkqajyrBgsXqlBJFUdvky39VBMVYpkEpSSTBBlntCF2K6ZcuarZv6dbxzfkaClFZ0XWWToYloL4zecvRXbEHlpj/jUNIdKJ91JWoInOq8JyPgZb6SA/HkWJvHLeTmmJNRHzMB1Z7TUJx0IdJm3oDXFt6LrrwlxGNpjEsD46xx6fLLiesR7J7aE+fGKI0oHW29MFkg5o/pQeJR52aOEU/sfcvuuXqpzLBy3tAwvberi2/17HDSO/TA1V/8xg2PSzpXCS72j4KnUXpvyQVPYu3rlJycjOuvvx733HPPCQGepFqke6z1YWqWJT3UhWFeGGOQFglBk1aykw6zForsE1uL3Nd1bn6OZOkw0zAq60Z6ULaaNB5Z9dnoOl6Khxyy5LrtsvuaNKH0qhnip16c/mJE6jaheM1PkZv0YVR6LqWOOos2ySkIxIxFE8GSP24sAp7x8MeOo546Gc3xGiEzgccpqIo9D7meG1C48l/RkjIP6MmmJ41MHNo8joCTdWQacMQaKaMRM/1lCDUfQGfROtTvSUDFxl+j8InvIXfJN5H18NeQNe/LKFjyDVQ89TPUbb0PjakLEfRvo/t5dLvW6Fr1XslSkEw7kkzyOfz6pyc2jSh4chWFNYsd5rWGR1gAxeyhEWMVD++zUKn8uuR+77JLR95/c2YWHA14UlnhayozxwM8GYeimaHQn4xPVVMLMZQ2fKiAGQCiwkvgZCaid/FNFUDGSq+Y+JD5neLoVrShfp1o8KSXoln+R/MQ6SL6RYkcpSXvH/muc0tvqZoZUEL/DIByhxyayZSaVOlMrGRcQgSBZtIjY2zD6sAZhVUJLuDEY3SevlNSbqvlxk60VAuOzHzd0zPnR/Egm7JhwBuNagqLiH8r/C/8CVkUUsUx56MudgqF0SQ0zpiI5hkCT2PRHjvG9EA1ETQ1kAMUXH7er42dhAp1lSfcgpT5X0FP0XpGv4QZ3MGsVVzl+dvTvHnz8MlPftKAJ+3zJHIV1rEhNzfFbuI4p3rksm6bvLHpa8ulVu8hODTMsCotgyyZzEszfJZ3XSVmsnTIK144iseWIguybZm2Xo8UGW9Vzlg+I/3NQFcB2tKWoWjld5EVfz1qfecxD8eRlZ8ExgROTeRmD4FT/Bi0qLdx+hg0ThuLuhkno8IzGYXJl+C1pA/Cv+t+BBt3MRp1jE7fUFE2nr4dj9KI09HIj+jnOtr5G7qnvGO5pezUfdtgoWKqc73ngCdz/3A/3OtoPnrSuyqfYtZzfivxHe2Ezg14Gu15GqUThFzwNGvWLAOePvvZz6KwsNB5ehzJLfzOQeJXWkV6RyydYuqEKpFsRNPjpDfsaIQwgVOQukvzeW2DoCyIYWddft0NuaeeK9NYbEGTHaQu3ch78kM6LtoW03ci52iccdjqPrH0qxqcCaAGaTt05qE/ezEy5n8eRb7rURNHfRV7KhoIjgSUGryTUBs3HvW+yTxONDqqmddNfNYUQzAVfyaK4y9H1pxPomrr34CWvUwg7QtF+0xDhSl3jB2puDD8Wtoc/aXEV7vRnrYYpet+i9T5X0BK8m3ITLwZOb5bUZT4IRR6b0S+5zrkJN6KAwkfRcoj30Bgjw99dS9isC+fyeynnd/GGNneJxNLN7LOwZgCZD19P9GxB09kd3y5WcQhpAl7zCQpIikr51tRtNIRu3Tk/TdnFVJmw5HgiRwNnvhjWLbbcQNPjp8616UqqDXtbTXT6iRmT6EgAVOQRnywhdxEbrCsORoavmcqPh1yImZjJdeOAjzJ42h+HemmXlRRlmARKz153/nGORi2b7FaML37woyN6S0jUDJdvZpUWE3ZVMlEJveRtS/BIOOiiY+RdgZPk+s1sVCu6I+P5IfiFcXvjFQClLIaMyyBJj8UN5IbAeMXg6UfGdUDDFtfIQaKV6P66Z8hz3cTqmPOQmDqOBrPp1AITUAzBVFr7Di0x49HW7wE1Fga2ePQ7J2AptiTUT99HL85HaW+a3Ao4RNo378Qg03ZTIt22kUskU4Q3o4WL16Mf/mXf0FCQsJQz9OxIyWGVSRGcLIM2Wuliz0MFQtVGq3AomGlahGD5vloUQxtFsw8H2SZHZDg1dA4LePtjHvmx2ogkFPDbvJHZdkIbD0dBk9OybPvjxDJ94iGZyifOzJQtz0OebPuRLnnStROn2wVjYbnxRE4kVsInNp8BMk+3mfequephfnfOP1kAuUJqE46DxlJ1yP/qX9Hd+0LCPVXM2kEJG3UTOhVhs0de2nS8SjLwCi9e3ozGaKGCLH73J7bZzqKBZL6+ylXWeZ17rqjd+1yzPZ7l1y3ovnoSe+qLtgCYqoGOdoJnY8O2xulE4Giy3ZNTQ0eeeQR3HHHHfj617+O4uJi58lxouGCb1iHwy0Y1QbZRJT9GpqnBZy0WJAWOtDS3YMtCNJmGYi08S018MqWUh107EfrrOXXXai+Sn9Jd0qH2UZh9082h2X+RX8bTXxg01NvWdDkWK/0n3KKACfUnI7AjqkEP/9EEHQZAdJZBE2nkMejQSNepp6EegKoAMFTwEtbxTsRzZ4JaJh+kpli0Bh/KsrizkdW0q0of+Y/MVi7lcHVliraM0q9bg5QM0MXacNp2F3nIXSkLUTZmv9A5py7kJlwM/ISLkOJ70LqzItQEXM+Qdy5qPOciwrPhcjzXoWD3ltxcOE/o3LbdPRWv0B3SukebQTTwKo0irInSToYs4L8flOLIwqeRNGKQy29dkdjt0DYoxZtMEO99L79zFD0t++M+J2jfOSCzoxTum3+bEE2D3TgfWWnlio/ZuDJDYjLvFYoVD21ZtmAemI0H2aQhdgYnlrDn0Cjl4WupxDoymUhzuF5kfOMIGqAhTtIIKU5OqbFwwInW+klJJjWSofX1fwjePgwTEowtZbQLctRhX34oLv0yYqJAYahXxMLtfpMhHHoLwPa04HGVwH/y0Ddi5YDO4BW7ZGjCfYVDF8D403BQINWbTaKSfQCBO+uLCix5aLAgE0jI0qVLm4kSG5eaOlOA+z689GctghFj34Xhb4PIEDh0DZjAlrixqPR6Q6vI6uXKUChVE/h5Kdh3Rg/AW0UWC2x41E37RRUxV+MtPgPw78tjrb6ASaYJlH20Xul3NtTXl4etm7dikOHDqGzs9MYbGK19LlG38iR3FL6UHAqHcimNY5/pia56SXgNMD3VP7UpR8hOA6X8DOCw85U5nkGjyqvVJ49zF+VVwErsMwOdjCfe1mvVD7lGElHU1/lt80nKQ356QpU5813TdZNuahx3HWm5a124x+RH38raplXgRmTmX8aP06FxHwOxGhOm53vVB9zEvNc+TwWDXEno51loSNuEq/PREHCdUhZ+GW0l28w4CkYUi+xfFPI3bRU/Jxyp+iKSSMVt1F6c3pzOeJmxuH33XdVz8TRpN4pt8dJ30nOBoNq/HljN/4xcsLj6C/JQJdd9+TkKHgapROBhusBxT31U3Z2Np599lm8/PLLaGpqMjrquJEp9Pwxut3WWd0y9UfhDFOvhWhfaeVbLXrQW0A1kEUdRe7LY+XRxufUVxHqBemqiBoGKbOdOLr10AAxeWOYP0Z+6K5lV3fpyrU8pFHFxrYhK1VsnbZsL3jXaUAUmwY+c009rwaa/k4E6w+i6pnfIG/mB1ESfxFByxkIeE41PU5+6qOKBwmSvOqFoo7ScD3fRDOSwk/7pJXXgdgJKJ0+Bdmeq1C65ofoK32GXhE8KV2YPmaFWIY4aEYJEVTS9oyUPY3Stf9BQPQRZMZciXLfxajwTqG+1Hyq06kz6cf0sfBPG4PqaePhTzwPpTOvwX7PLUhf9k0E9iYjHNjFBKA9qHlbRh8yXkfYYDqYdDFX7x8acfAUTRLgAksugNJyh+65y7oeOVJBVBbIbZsZpoDqtvmzfpoHOvC+CvXxBU8KgaCOUL4m07Wx7tQzICxgnRmI1LyMrqzHENg9B1UveVHxkgd+nndlPY7Byq00UGmoaoPOfj8LPhG9s+a+qqxAaYjpaYfQMb62dlo2BdYkhGXnYE7dE8P8OQw86VxuRD12zgWd7Bhh7VzNsKiXqekg8d4a+Ld7UPL075C38sfIXfZD5Kz8N+St+U9UvfggOjOX0H59iQJM427r+G07AZgG9NHMpMNWuNjw2zi8E1KYo+KhOCkNdFvsOKvSJ5jQRxBnelEG8hBIeRj5K76NAu8HKIzORTMFQ2C6huaNMauv+Sk86imwGgiaxIG4iTSqJ6CV91pm0PCeNhE1FHA53g+hbutU9AdeYxAYT23IGpWeb0VSSFplr7u7ewg0RafFO0+XNyK5pXC5Il8pIjDu9NfpsfzTXLx+DW0kKOqn0uncy+zbgO6cJajfk8jyGsf89aBtzyL0Z67GYAXLayuBYz+VVbiGyS/FpFyOjr/r93B5szXE5s1IxVJSR40VBjyFagjkt6Nx03+jzHsLamech5b4MwmUBJxOZd4SRFHxNMdSIWnOUxwBVDyVBFnDM1sIntukLKaehrKkG3Fwzj1oy19LJVfDtCJApCJSD7Dxyx3KqGvJOuajYVJUMRylY0RvLkd0LYBk65ZL0Q0T7nfuc/fcPtczvTtS+suGx9VfqnMuD4eDVYnXo+BplN5ritZHqjM9PT1ob29HV1cX+vpoE0TVqWNOQwWfP8bO4bmG5QmEhKjXBwia+kopjtOA2ufRmbMcdXsSULZtGsq2x6B23xy05z2JiH+HXT1Oq+2anqkeOtfPuJgmaaOlBI+knUyDmACOC3L4pxi7esvVaGoUlsZzG4f1zNZp90Th5dvOsD/DZtoDr+W2dG5fGwZq96Jk9U9QMOeDKPZchOr4M1BHPVVH26ORoKmBeqpRQ8vjqK949MeQtUqsR42+Y1EXMw413jOR77sahau+g86CtdZeC1vwpBWew5qvq9Ekg/U0K1NR+fx9yFt0L7+5EWXxFxI0nYZauhWg+220g1oJ1FpjTkIb/dTQ9nrqzEqGK9dzOQ4l3Y6cJ36CpqyVTIwiuqnGVulDpVmUsHIOUZfvGzqm4EnJoSJl25EtUBpuU7bntsiNFDH5HeWjjNCZKaS6bf50n3ftK6YV4Y3BU8MID9uj3xI2RqAoHAQ6ZhUSFdQ60wrSX7EBgVc9qHrutyha/i0ULvoyChZ+AfkLyAu/jGLeK13zC9TsjEdP8XpE2lNYDgmighoqRQHBCigh5s4pE5veJ5PWqspi138bN3vl/Awxf4xBoJQRSwToTf7ykbYbMmnKl8Os5INqpVAcenMRqn4BdQRNeSv+HXnzv4ii2Z9EYeKHke+5CfkJtyAn+SPImX8nCld+E9Vb/ozO7OUUVopHBd1pY8VVBR4Wym9Gb/fckt5x4u8arcpwRc2JuN6QUOxj2vWrtUmtTsF8NGY8gvxHv4c83y00mi9C84xJNKwFnlwjWoDpZEdY2WWsG2LH09CmwS3wNP0UCreLkJ3wYQR2xGCgwY4vjgxqDwQJSJueb0XKS3cfDZddhRXNI0ImqfijNDLprz4au3aezX0lFs/UStVXQTyQgr6yJ1H7yoMoWEdwvPLryFn6ZWQv/CKy5n0RuQv+BaWP/gSVz/wBDbu9CFY9w/KhBRWq6Nrw+GdlhdjUS6OIhsubG6SRIvmjYbIRMJ8NeNqBwMbfo9R7M4X+hWiccQaaYqegjuDJr+XoBYQFnqgcGqWYPJqMq56nscxjKo3pBMwE1sXeG5A6/8voKFJLnp/uu0NEFY8ucgfPXw+eFLWoojhK7wW59cgYMeYGr5Ujbq6IVTaHr4fqnbnUUScjQXKH/jj+G+cddklejYKnUToR6Ej9o3PpJ7F0VfSz40L0TvV4UMtjSs6G1UjWbGR9pCMNvSVrUftqDIqf/ikKHv06chffg9xFn0XuI3fz/MsoXPFt1D37W7TsTqBZtcXMiUW4gVWR8ps6W5rDWFF0W700kueRQWqUkGCRsSqNPHdlupnrG9TiQQIklrVhvJ1SQdfUoyTWOd3TinTSi5p7FTE9X9QZWsAqxHj0NWKgbg8q1v0CObM1z+hiVHvPRl38qQRF6lUai3avXdRI3DjjJAQ0akK6isBKoyhq+Z62VMlNvBZ5j32P+upZRqGW7nfQH/Wey3+CxUgrVX0F+qu2IHP5d5Gd/CGUxF2E2rjT6BaBmoduCzARLLVSLwo8tcYJPNFfnqsXrCzuTGR5rkbK3M+h7KWHaC8cNPlg9s80NuVhwup9S8ccPDlFKYpVvFxj3i1qI0WmBvHoGF+642SQVSe6z7v2FWNLSxlFg6fZAk+VIwmeJGRUQTTkI0jBoorHwqoVv7Q3THsaeopWw//S/xI0fQ15s+8gcr8aRfGXocx3Bcq8V6I0/ioUx1+PvMTbkMOKXrHpv9GRsxSDLXvoVBmTkgCGlXiQgTa2GQNu7QFFVP65RinD4dwVK/VNHPUjNg/0oZ44rSASEgq/vuNzs1ereV/GfCcPfgx2Z6K3dC3qXrwPWQu/ikzfR1DsuQ7VnstYwS9Abew5ZrnMivgLUeS5HLkJNyGXIKrs6Z+jLXMx7csDDH81s06bsNFPk4fvnmT0GMNHhcDE7XA28eEzzYoaMEavhkQWoKdkNUrW/ozx+CBqPJeinmCogQKqiQKj0WMXh5BAkpBqJoBqJJAKxJxMgEUgRSFVH3s6yuIvRYr3I2g/NAeDrYeY2PUMhpYrd4TH25B6nDT8QfOdBKJcZeUqpejzd01yRkFitiu5VARUO5X7Ahx24isF30AV47If7blLUbHl18heeg/SZt2CzMRrmKdXI897DfK1YbDnA8hPYjme+2nks0zXvPhndBc/hkgPgbLymW6pLU8bPys1VNrM/muOUjKB4bMRip0hRc/MqqJC0p4ZaDuABpbX4uQ7CHSZx7FnwT99EoHUFPhjJ1H5nEyQZJWD6X1iPqvnsUnz3My8p1NQF3eBmRdX9Pi/oafieWI/1gWWXytnFCsBcuY5S5hJUTdxyYqb3lC4RjKeo3SUpEQ/kk1uvA2rzr3uu5EgOST3rT9v5Ly8HgVPo3QikXSQ9JN6nBoaGozOcjd0P56kaqOtIrXliFluXPOug+XET7vRlv0Iqjb/FrnL7kXm7Fupq65Ege8SlJBLfZeh0HMF9da1KJ31EVQu/Wc0br0f3flPIdyaRnc0lI86mH9Gf9AjO1pKnhH0hKghaUiYvd9MIyc1mjZgD3fxcTMioQDBSJ3RDRGzsawamzv5nLpBc8RpD2iUgkZ6mNEeAmoCUNIZAlHqOeujPdq4H83b76e+vZ169nJUas9JA57GmdVgDZChvuogiNG5hpurh6gxnrrKM8G8W+I9D1nJt6Bo3S/RW/0y/Wd4GE4LntQ/Rr94L9yVg9b0pUh7+F4UJF1P/Xg29d9EAiQ1FJ+EerrdRhAl0CTdqPnB6vFSQ6N6oOriTjH7T6Un3Ybi9b9GuPYFkxd2jrRj/0g8GVuTR5ffZ/Qegado1r2RImWG9cf12diXum3+3gvwJD9tS/SgWirCqhRqFWHB7cxBT8FaVG/+C3IW3Yu85A+YPWTKifKracCpBTzA80DsGTTuzkVl/MXISrgOqfM+gdL1P0Nn9hK6wQreW8vCyYrmgCeF3XayqH1fgswBQeZOdN+fE0f9OGli2KShCrn9Tn0EpjeLtwfNR3Jc8aAgGChGX+UG1L7wZ+Q8/DlkxN2AMs+V8Mefh8bYKaxQp6CFlakxdgIa4rXnwOkoZxzzfdcgY+bHULD6Z+gtfhKRrgymiRaUYGWmIT0S5PbAmTrq8FAcGQ/FRbLW9rAongS0jE+kYSuqXvgTUhM/glICwOoZp5pheer+Vm9TE1m9Em0SWHEnUaCMYf7Y1fb88ZNQ4zufwvlapM7+LHoJjNGTT5BJQarueJvA5LemgwcP4tFHH8XOnTuHhkFED4UYMeAkctOF6WGUEK+VAxLrA6bFTK1TfoQ7U9GetxIF63+OQ3M/jsyka1CYeBEB/tmojDuDeXsWagiUazWZ1HspCgn+s5JuRMbCO1G++XfoKV9DoJ1FD1i/6G4/PROsUAk1LXrGVzEDMYLRE8k5LQwSDFFJaH+Lnjy0HpiN0sVfQhFBX633fFRO1XKvBFAqqwTCLVISymOygLIBywTKTSwLdbGnmbHnGckfQsO2vyJYvwuDA9p4UCCcMTD549Y9N068Zx4OJ/kIR3OU/hFS4kezmzlvyXzxdd+NBMkhuh+lv450XsVnFDyN0ntNR+ohDS/ft2+f2Ztw1apVaGxsHFn9dBRE3GIWebVGCkFAsJK20X60Zc5H4dP/hrR5dyBn5tUoSbyQuukMAoLJlOGTzEiDutjTqbfO4r3zCaauQ+GCe1D13B/QmfcEbatsuhcwPUeyEEKMl5Ht9CdiFk6iXqbCNKND1ICtBRj6aMf0lNohgC37EAnsxGA9ufE1u7FsbwkrcjXD2Eh3NBqljxrCzlhXY+WAeqKkOwwIpF3X34RIWyb6MxcgbeE9yEm8njbW+aiKYRxmjCNg0UJGY8wWKm0CT3HSUwI6J8OvBl3PJFR7z0JO/CVIn/dJVLz8AMIth+i+5iIL6Ak8qceLYSdYDLamoHqXD2lzPoXSpKtQ7z2TNs84NNF9bd3hJwskyQ/1etU7K9Sq16vdrFI7jvbAWchNvBklT/4YvflMR7NwxBuBpyh+n9E7Bk+K6ttHV29YZfDWPFKkTLBuuj6bPNFt86f7vOt4e/zAkwxDgRcVHJqLGuoWrEKobidqXp6BzIVfQbrnehTGn4tqj1ZLGWcMcnWDNs84Ga0xE2jIEUzFnIoiz1lI9V6MlDkfRcWm32Og7FmgVZMeaeCGwocZv5qzotYMO+L2cPCk5zoqKXjLspMuNtGs4WeHWFEw8JbSxL4nSUX/wjQWW/ej8bUEZD98DwHRdSiJuYDCSJWNoMkZE9uqFnun1d4fMw51ntNM5c+IuxKHZn0alVv+gqBaJ/pVwdrovbq35dE7J32tHFefmaCriStvOsVjiOWNgbZayEA9BZpE2fEa6l+LZ77cjRzv1aikYV3PMPspqOqnaoPck9DpOQndvjFo51GtMX4KjFrPKajynYnipMuRPfsOlK77JQYattODGiZZh2mVOtpYzZ07F3feeadZqrytrW1oCJ8Ul9LG5REhm1gmgczQB54rvQQogwROgxEC/YECdFc9i4Jnf4P9cz6JlPjLCTpYXr3qqdGSqOMINE5B83QtrkGhHjMJFVRMxXwnK/FqHHr4M6je9jf0N2yjw5WMSyf6WY4EnlQrgswYC57kMwPghmkEyS41zXzWkI6+CoL2dah69j+RpaEJvotQFTfFLPNaryGZLK8CyFqOXuCpmcpJYEor8mmiblXi+chOuBKpD99J/ToPkY5UhKkMDXhS+jnRMAVM5MbHLXsk58konTAUnUFvxscq1xy/R8HTKJ3gFD0SQqRNcrVU+Q033IC7774bubm5hwGsY04MhkwS9TyZHy3O1JNF2+hxlG/6OQ7N+RD11Xko9p2BKi0IpAUV4gQGtIy3VlLlNe8H4k5BRcwZyI67AlkPfxY1L92HkF+r0pUxrl3UUbSmGC1FLRKinuyXp7yQsKfch0YT9VWazdf7y55DV/YSdNKO6HiFOnwXeW88OtMXEletRyiwCxGCq0hQ82TVs6XlGmSpyepiGpv0pdshasd+go6uEkSqNyJvzU+QO/ejKPZcisqY02lPUecyPuoVaok7CfXTCGRod7X5xqPVOxG1U2lzUQ+XeS5Auu9GZD/6LTSkLWI4i6gHaYcagEYmgFMPm6ZgDDQfRMnzDyEl+aMEk5cwvabYdKL7DbR3/ARIGhIYIKCqI9fEyg/ad9SP7XynhfpTjeT5CTeYhbfa0pZSyWvRiGjwxExzjbEho+z9JbNGwRP5WIIn+WfMQgICzXMy8yBkjPYXoCl1CXJW/RvSk29HgfcyVHlPR2MCC30CDXQZ5WrxltHGgttKw71BxnvSqShJOMsMlcpa+AVW8BlAWzorQyMjRKAjA5EBlxyxfUZvDJ6i2U0jw0OJZr+zbSF0h7cseOKJNsEd0Kp6pWgvfRbF63+FzIRbUJN8ORp95zDME82eOO54WMVDLRamy1etF/ETUEdBVppwCTKTP4x9c7+E7qwVNEAz6Ukjs9D2tLxTcOAKdnWvq0WHsMPEW38mksa6ddhcDmIgqEotIcK86clET9EqVDz3S6Ql3UZQeCWqki5CrZcAisKigXmiLuomJ151FCTVvkkoT9CEzAv4zQ3IWvE19OU9gogmqQ4G6Ec30485Qv+OhqSMPvWpT+GBBx4wE3HdceQDA+q9tOcjRnJK7mk4AtNC6aQUM0t4mNYpgp22PWg4kIjds+9CasKNKEu6lGXxTDRo5Z3pFJrM726mTfuMMWgjq5VKvXG1CZNRMfsipCRej4OPfAltOcsQ6czCYKiZykgKQyWNTH/tcAhTyJwwkUeIFD2zR7Fxl3mt3q/mvQjs9SKFIDkl/lJUzboI/plno857ChWCJtna1rtGHqWU6mdo3tMUAqfzkJd0hWnNLFj3UwQDm1jhSpgvbcxj1kH5pWi8EY9wvEZppEmZ80YZ5/KxyjzH3yj95bJLKsOj4GmUTgQy+pVCTuyCp+uuuw6f+9znjts+T66eV5Vx2W60Xwe0voq6Xfchc8mdyEi+AiXJZ6MmcRJqqKs0cqSN4Kmd+kq2lbahUG9Jk3c8/N7JKPWeh+zEm1Cw6l/RnDKH9gDtK+rBIAGSNkA3Olwsg2igF5FegoJ+2i3dxfR6J7pSFqL8md8g/eHPI8X3YdpqH0RG0ofNZuwH53wWOY//Gxr3xKO/agMGNeKG4dWiW2qslBUidhfOUoM4+tXYV0/7KAU1O2OQt+iLKEq8kbr1Uuqjs1H10Fj4Z5yMuukW0NQTDKpBMxCrhsApCCRciCLvVch5+E7UbbvfbGIbCdfSltAy7dKFLnjSsL16DLSmoGjLg8iY9U9Mi0sIkCYbHdisXiXapvVe2XE8xoxHLf2o1kgM6kk1KrdT7zfz3dr4s5BHsFaw8nvoynqUcSin21HgSQk4pO9dVoTfP3SMwVMUuR+8EY8Y0bEo5WOyw/HDqhPd510nr44PeGL5ZyDCLCima1Qrjg1Wm3k+GWt/j0NzP4fcJBqjrLB1nkmsDGMss6Bqx+g6VoJ6FtDG2Ems4KwM8dYgLfJdRCP2Q8h7/D8ArRKjpaHDXcawFngyBikjadeJsVd8wYbI/ltQRHbTyLCTaOqvGd5gVuCPj0y68STUyzpQz7qWhdoD85C59OsoTr4BVTFn0MA8Bc2sTFraW0OcGiiU/PHjTetEfbyW9LaT7jXRsTzubORRSO1O/BRqd8ZjwK9lLWtYp7QQhcKlAL01DQlQh12BPmiWxFZFlVDQcDkdHRaINWOOJTT43iAhZpD3zfus4APliBAstGcvQO6q72Kv91bsj7mEwuA8VCcxjr6JFBZjUEUhXOUZh0rfFBQJ0HrPxyGC2tTFd6N8298oTF9hWhXR/QaGRXNfZFgrH5SQb03aJPeuu+4a6nnSOPL+fnWvv32a/ONENzVU0sRfvWM27+0qiloJMg9dFWtRvPFX2EcwmZdwJaq9BMlxpxAgj0XbtJPQNpVM4d3B8tpK8NQeb4c3VhNUlXsnoWjWldibeBtKt/wVPRpvHayl29pTw5ZOp3+TV6YAmv+jSKajJ6WbmicJYLUX02C4CZFgIXrrNqBi+5+xb85HCHovQ473bBR7T0c587SKirTGcwoVAfPbM5lxPg1FnnOQGn8JDsz6MIHTj9CdtxSRfoJ+ptPgYBeCVN5BVRY3/K5+0LVzWzxKJzK5mRfNx5ocP0fB0yi9D8juc2brRVlZGTweD6666ip8/vOfP249T8N6nzVGrB6gUBcrSSlQuwH5T/0Qh2Z+APnJF6Jm5hmU47Sr1ENCu6QlXnbKZDSYoXsTaZ/QRvEQgPgIsJLORqHvMqTPugOFz/4aaKR9FayhTUj7inacYmZql/SJVp8NNQHdBejMfxplG/+K1AVfoW32EeR4rkb17Kuo/85Doba18F6A/JnXUM98AHuSP4bcp36G1oxHEG7ZRz0hfdhl0k0qw9hb5DBPwgOs4Gb/zCoMVm5Ew+Y/oGj2p+gm3Y67kHbXmQQ0Z1FHnU7bRPbJmaiNOwOVM05H6fSzUTTjYmTThilf/SN05qygrZhDf5ppT3RQ3FD7akTMoDPnKSzwlI7Sl+OQOfdOlPquhJ8ArYG6XvO+62iX1mrxJM37daaW1MZrtNTEoXlXDdPHMS3PR5bvVuQ99mMES7U4RRUTjXF4U/D0/qNR8EQ+1uBJrQhmrKza2Vlo0VfAyr0Jh5Z9Dyk0RosSLkO1ZwrBxTjTk1Ev1qpuHiJ6VnKhe83DUFdzI41RrQRWysqY6bkReSu+h/a05TTU6WbQ9tqoeqvfyPY1mapo2TTPOIHijx3Qpvu84d6PeiYDeoB/dh8khl/PDHhiJdAePq0HCBJm4OCsT6Ms4XL4YyebTWI1hEtdxtqorZZCqZKs1nwt9azeJ00ybIw5mQJrCvI9VyA1+RPIXP0rdJRtYYZUs071GBAoQfJWYGFYeFq2oInCR99KIGh4lrrStcGw0l3LqWvJTC0Nr5V01Kuipd4jdqnOwbAUQjeTie8ESxBu3sW0nU8h92Psn/9pHEy6HlneC1GiOT4JZ6Mi4Twa0+cTVF2C7OTrkEEDPPfRfyYQvB991RQY4UK6XY8Q/dfiGowcWXmhAvjWpJY8DdtTz1Nzc7MZKqG4ucP33ipd/nGSWyoLAk42t4MSpoMaCsp87kpBU/p8pC39Z6QT7JYlXEyFMwUN004mYBqDzhlj0U5unqYeOS2oMMYMIdCwN63MUxU7DmVJ5yMl4UZkP/bvaM1bwzqgoRCd9Mkd0Pp68GSq8kiR0ovKLkKQPDDQzTxpY3rWEUvloKf+WVS9/HtkLvscUqlssxKvQn7iZaaBQq2Q5czvMs1j47305BuQvugzKHnu52jNXkgcrrl6KrOa09ZDNxkLp0fTRMVl3SK76sKQ3hmlE5COzLyhHDuG5Pg5Cp5G6X1A0fq2oqJiaNjePffcc1x6nqL1vg0LbR0NLZCu78pET/ZiZC//KtITrkExjX81gGk579Y46imNKJihFXI1hG8ybaxJqKbtVUVwVU0AVeOdbKYVZGlhq0e/A1Q+TcCRz2rZSvkdoj1H68g0xPVR9hM4deUTO61Dxaa/ImvBl6g/bkVJ4pWo8p5DG2cy7aKJBBeTUJ90GqqTzkIh76d6LkPa3I8j67EfoPHAXKDlIN3ysyLT/qD7sj81H1v1OmT0CUGH4tZfiFDZWgQ2/g5Fcz+LfN8tKIi/CnkzaJd4LkZhzHk8XkIdfRUKPVchJ/4GAq1/QsPTP0VPxiKaQa/RQQ0V7EQ/9aDZd5J2jxbqimhxI9o+4a48tKQuRursu5AXdwXB0nloEjCjHVdFcFTnoY0XR3s0hnbpjFNoC0yCNuptY9pqqoZ/2gSCuouQkfhRFD79O0RqtzMijJtZ0dixf4wtarWhK7feb3TswZP74lvxiBEdOxHBE7mflTukLlIa8ZHuLAwUrEDWsq8hM+F6Y5xpKFtLnJ1PoyFPjeqlIXgKsJBq006NY5VR2s7n2jG6KvYM5HmvR/air8L/SiIi7amm8qk131RwRlDmsE0JFlIVVCWGE3ebMDJbXw+ebEppuJvAk4ZW6Zwu6bkqm+Y7DVQBTa+ibOv92J94O8riL0CbbwpaGY9GGdLx40341aJToRXoEibZ1crUtUvukhCj0CplJctKvgP7Fn4HLcUEHHQ3EnrjvY3eiA4XoMPgKRIiUNHS2sEA3azhURvCaWn3El4LaBYxWbRRLyu1xv6CoFO9EmbYVQ+Tyw5L1Jyu9rxHUbrtf5Hx+DeRMvsOZDDdc5lvuQk3Iy3+FgqJjyF30ZcpY/8LLXuS0FexBRF+GxpsYUoyP+ieJoXSY/I/Dp5aWuiOkw5uHN8uXf4xsjlu4Yt+WSrCLD0Cn/1Mu9Z9qN/jwYGZn0K2xyqFxrhJaGE+t2nIHstlq3oZybXqzo8dY5ZKVXlu945l2R6HSs8ZyPZdi6wl30CLxkBT4QjYaoU9la1o8KSYGR7JKCrJ1ZwXErDW8Ml+KqZ2cj0G+/PRW/0cWg4koGzdz5G16ItITbwD6d6bTc9oUSLD7b3WKLvsx76F6u33UVmuQkgbPkeaEArSnaBaDQU+mY6UQUPLXxuWMLFxU52UyjAPFEE9H6UTjJQprqB0+Q1oRPPO8XMUPI3SCU6u7nH1blVVFebMmWOG7UlnHY+eJ9dvseStVmvVKnVmVdv2g2bbl6wFn0eO9xpUxJ1D+2ki2mPHokO6SkP31Ait3hPaKw3eCfB7nF4Vs1rcRAKpc1HguwH5S/8Z4XwtzJXOatlA+d2DPgKZvsFehEIEM9q/sH4Hal6ehgwCpzSBlfgLUefVIl9aJlyLDxGo0S8zpI52US3tojI+zyfASp/1UZSt/Tm6cx81W9agr47+9NKGoeVFMDhAvTHA+Mme66e/8jPSk0vTZD3aXo1DzdqfIYsg6kDczchJ/jCB2y0EjLcijTZZxpy7zBLsrS/+LwZow0S0YEVfBUVMm0mroGwkM0dM4Em6i+mnpcoHyjFQuQkFy/8FeZ5rmX7nUYefSZ6MasXBq208JqB5uva/pG3HONqtPWTfjUHtjFNRTNCVv/Be1O2IA5oFDBvovmwgC5hcnejKOpWW95vE+j8GnkisTHJUvyZDHD90R+ah/swDHchaLtmAp6kWPM1a4oAn8827J7khc1n+GPCk4UK9WehKn4vsJV+gAX4FK+oUInkaogRNAhZatUTjcM3+QWSt8qbemjY+69Rzcq0m5FEwZMz/PKq2zyAg035JrMimNd+uHSdDzcZBkSE78bbshkys5/bgnsqQFQSTaWu3TFUh5xO17oTaqMXLEWnYiYqt9yFl5kdR4bmAYIgCioZyC8OrniWBPvWe1XonUSiNg5b61uplnRReXaxkrUZIXYCcxA/h4MJvorVwLSs33Q0xDkcJnkRWiNI4JfjRpnYa9mfDWG02FQ76X0V72WY05K9Ffc4TaMxfjc6K5xBs3Ml0y2C6acijeu0IdBg/s8lpmICHgmqQwCvSnY0u/wtoyH7E9CrVbvgl6tb+FNVP/QI1T/8G/i0PoHHPbArAtQjX7SEwKGVKdaOfQinIeNghm0w3l00KvzW98sorZvWiLVu2mGVgRW56HE2a/KOkvDWr0akFT9msH42FljBv3oe6V2KxL+FjpqewMuZUls/x6KCwdMG8hmPW+8YT1I9FrQQsn5vhEQRQagio9Z5OQXwFMh/+ApoOzgc6qCjMJs9ampXgnMLU7gNnStkQjxipzCvp1YZgeu7UuzaAAfUWaVnb/mLioNfQlbsaDbuTUbPlf1Gz/r9Q//RP0Pj0D1H33M+Y98znjIUEWlsY/gwqmVoqsx4zVM/2CKp3kGzymx6aSPCH1yxkDIJqkx1IawJk3nFj6vLr6fA33L9ROnak1DVCMoqPA5myYv0bzu9h0uNR8DRK7zUdqYO02p70lYbuLViwALW1tccZPEnHBsldlOXVGOw6RLvkQWTO/RwKvNcSFJ2H1phJtDvGoIu2RwdZjX5qjG6k3dVA3RXQkD6Cp3pygDaXVo7VKqyFj3wBfamzEOk4xGrpR/9gB3oiPayHauANUH3loTNrGXJXfR9pBC0FcReiJv40NFAHmmW8pQcJnppmnGyAhRYB0+JZAdpFVZ6zacNdibx5n4GfAAdN24CeAvpDuyPcxTrd5zRehwlrZFGw/qtx1xkmOBjYhZ78x1C/K8asDlz13C9Rse5nqFj/C1Ru+hPqdsai5dAihCutvhrsrcBgkG5rdT+CJTUWR8wcMYEnNaRrWkAn9WQdIm370fzyX1E8/59QGHsJKglA/b4zzKJY9Z7x1PnjCUJ5JChtNNNKJqIpZjz8MybRprsI2iOzYs1P0G1WLCykm/SXcRmSpyofYuWhc/doJZaVccP8XtH/QfA0fDCnzomySIBAf6biO3knpZNfGcBvpy7F3d/9K2YSPBVVNZhGavP9uyS5IZtNQ/c0mdwY6f3Z6EyfjYxH7kGOwJNHlY2GJg1RAahmnmvT1Xr1OqllhManVjrRmFIXXNUQcOWy4qXPvweV22PsvIuBOsapk2EX6FGfkmKtECgyYp6qlA6VVBl1YueZuWcPMmPVI2BNPqWd84JWZwnS2NS8oMbdKH9pKlJnfwqVvosQmKFuW4EigScKCBrSAS/j4JuEagFAD8NP4SQA2D7tJDTOmIBKz4XIYEXLXPkDdBQTPPWW0NbsYDxkiL41eDLPeRQsFmgCvzMGOYUaOnPRXb4ZbSkL4X/5QbOoRc4TP0bmYz9CzpP/gbKNf4B/5wy0ZS5Bf82LFC7Z/JZ5E1IPQh8FDEWWhg8OqFdKw/6qKLn4Tutu0LLGYMkzCBY9h0j5VsD/GtBGMNBdxnfq6Y421gvTMGcyEYQIlJh4yIhWz92bR2mItM+T5u/moycAAP/0SURBVDp1dnaaRSL0vTtcz+WRJqVnKKxWPJ4ruBoP3c+0bEtB7e4E7E3+FAoSr0XZjMmmJ7QjTr1OVAbMT40lr9OQB5bXmrhJzPdTqZgmIEAlpTlu/oTTqcguR/q8u9F4cA7zR6C1gXmleYBOXpu0sfHS74jGUI6pqDNPImZVSjWjsIxL8Wq5Vq2AqWETnRT0LWlAYDciFc8jXLQWkZLVZgw9WgmM1TqoMfXav4P5HNQCHgyz0ssM2XPAk/HQREJHXdsa6Ugg57kqop45qE6BO4L0pu7aN1UPFW77q2dvTI77R7wRfdd9IncPf2uUXp9SR5NCb/+OlcZv4ubQbZvbb/SWitIoeBqlE4Gi9Y/0Uk9Pj1nYSHpL+up4gSf5I5krMBCi4W/AU08aKl6w4KmI4Mkff45ZsVjAqZt2R5cZam5XTxWY0VQJLbWtDWAbaJ9okaDa2Ckoir8ChYvuRV/KTAuewn70DbajZ7CH0lxD3mhvte9Dyea/IG3up8zCUjW+s80QNs0PaiUga+JRrGW9zcgi+mUbx2UfnUJQci7yPNej/PHv0p5YSf2TwurvZ7yoW2iDaLkugSdaJGbmtsauDJo552rwq6Y+yqO+ov3RugN95U+bPUP7S9ZjUEPlWlOB9lzaVNoLNECM1Iww7RutCKuGQzXjhYNqbJZ9QUuPaahGY7MXVW8xBkvXoHb9z5CX/CGCwotQlXAu6hJOIxgdbxYva9WKyrGTGRfq+tjT4I85g7bB+Sjm+0VLvo6mV7yINOxlgGlDDGrONwWVawOxzJhxiY7aM8XpKESWXrEScpgP/+woHRoBesfg6YQgN52i0uuIS3tiMkeGh4afybhRxeNt3lf+FRA8/f6hJbiH4Cl56QYUVjewckS58S7I8Z7+qKKz6Edsz1N//hKkL/kSMmmMlvuI6s2YXFvJNDlPG43V0gitY0X0e8axQtoKrtXrNHa3ynM6gdfVSF/4BdTvSTa9Ixp/K4M/yMJp5lkZ/+W7w4q0AvRW7BxUpsVyQywXrBvq1Wkiq1cnDeU7E3FgzufMhnNNnlPMeGIZ0xIULZpYGD/WLBbh97DCUZiYoVwMvxYV0HhZjdPdF38zip79L3RX0UDVkpaaaxMh9FM+0deooFnihaLizgMym6vqm6Cf2K4E4a4U9OY/hrJnfo3shZ9HZtIHzY7XWkq9MPGDyPF8iIDtI0if+WnkLvlX1G35GwYK1gBdEjTV9FqtM+qF6qOwcYbbaW8gs6kcDexQHf0SEyhpWGCQ6REkwDK7dcsQlzBSTwpPTVitoBfzx8bhbchdVc8Amqh5TmIb56Nz5+iJbrPcaNKtm+9m13MCSnRloe7AfOyZ+wVkJd2EUjPMdDyFJ/OSikC9iQL3GrKnRU+0IZ+W824ikNKKhAJP1QT7RUlXI3vxl9Cc9rAFIXJbisAMHWDZkkA1CWYCdHiejwTJQSdThtKSwlzxtPnWxfA4E4BDzGuTv9pDjWVd5V15H2aYTVnQZrtUOMyLI/NYPETm1HhsmE/tLUNKaalDAn8dpVj00GE5IyDr1kENbdTyLfpTLg0BKOf94QvrlwxxNyxRdw3LZ91zj0fyKB092TRTqkal3BEJqVx3Ya/O7PsOue8aJ2wOubeinDDlYRQ8jdJ7TUfKOrH0k6uj3OOxJvnhgqcBDcPWggQ01DWapOEVH7IX3IsC3zWojjvDzBXvpn7qnCrwNNbM05UNor37ZE810b5q8hFIETw10EaRDiv0Ejwt+TLC+UvtsL1wgPWvC73yC10EMRUI1W/FwaX/ioykm1GeoC1NTjGNxg2yd+iO3Jbd5rL2idRIDXGLVk+O0bYtl6Ns8efQ+upD0DYpiNRQTmj1PQ3Zc0aDML5qDJceUMOfWVUwpOkFWjGvnlxFLue9SqCvikxdNdBmGvgQpL4KtzNt2nndRsBEYEY7UYuBabi5Gg81MmZQrF4o7YXYTz1Hm7Iz/RGUP/lD5MwkgPJdisrEc8xCSmYf0njNgyLHnAV/3IUojb0cWXE3I3/xv6BhexwGKl6kPVXBAGu+t0IuIcWYSN9rFUEJLTOUno/eTBG57BwkHfVqNOuefcV9Q3zs6f8keFKCGtKFk5amUjOXDHjiA9VtUwbJhUPg6S/HBDy5GczSwhs0sjXnJrAJmau+h/TkD6LQcyGq4mhseiYTPI1HYMZ41E47GbXTCTriBJy0Sp2dfN/Eo58VvTL5XOTOugXZK76F/oInbXdvuA3BgV4M0Ng2PV2Kp/HZLbi86UZKx9exfvS+Vd6HF07dkTtapU49MQQPPfnwp65A2rJvIzv+CrPKS2uC4kAAxbCaVh2ymQMTfzLq1WXuHYc2TdicPg61sWeYbuv9SR9D6wGPWaABA6z8YVY2CkTlmRsOm34O8abyThTW/BXNzZEhHiwncDqE5kMPI2vVj5E1/zMoSLoOpZ5zUKm9h+KmMD3PRXXMhSiLvQQFBFTZCTcja+6nUf70LxAqIoAyQrKWAqWFZUMTHJkWJhwaE6xJlVqVRqxz3ROrV4FsAJ8Uh/PNYWyTV3w0JMAkAOUCRLFIqxy590aOFDC6Z0CM8ph1ReBPcVO69uSiMWsFUpnP6Um3oMhzHgK+SWglODabyFIBNZmeRpZT36lM4wkUqOMIlE82vZDaH6uSeaB5Q+XrforuInXl5xnBP6gN+pjXxwU8kQ7PE+WTAKoUB6GJwKLJSzdfo/ObisqwFI1aVvWdzZfD3bR8dKQ8VHoLQIkZf33qsLJEyaE3LNuZiMMzGp2aoffllI5DF1HhOuzuMOueXHCfR/MoHT0Ng6GolItKSHuqNyx4Mi2+5huHdDKUKfbE/XzoHZKK1Sh4GqX3mqR/JFdc+ScWYNJm7uqBOh49TyI3DAJPQcrkIOXzoBq3evIwWLQaOYu/hhzf9ajynWfn5TxEsHT/GHTQtuqInYBWjfBxbBT1ODVpCW6PgNN4lMefhRzNbV7xHcC/iWCkiNWS+opyeoB+DQiIDJSir3wd0hZ/GflJ16NSYIK2jRrBA56JdGucmectt+vjxxBsnMxr6kj620wA10L7rmHGJJTFXYCCuXeg+vnf0R/No61hXDqpfWgDCDipBU1xpdQwukVJK1VhRoloefMevqu9ojpY6wkgI7RbaBNF+jp4aOL7BE5aLEvzl/toX2kOeEgLZrVhUIuMqadJjeKO+2Hmb6iHoKxP850PoC93GWo3/Ccy5nwcB2MuZ5peTrvqSrPpbpHvCpQmXof8hA8ga+Y/IX/ldxB4xYOBqq30q4ThYToRbCr0RiIJPEnfm94nJy5iPTyM9RMl1JyDE3XG1R7FumeJbzjy0/3mWNL7Gzy9ASnNlKCG3NRWWqpQMMnfC/AkxWbW7VeWmx4SFuC2PSje+Cek08DPS7gaFaysdZpYOM3OaepkRRO30ihtJujQnkntqtysiCUx45EVfz4OJd+GvDU/R8T/EtBdYtzWONYgI2bBk2JqzS4nEWyAovkw0g2+Z7474lXziCmrFnq08YZa5svRWfE8yjb9CRlJt6E0/iLUxJ2BhriJZuihhhlq1TWzP4CMbJ7L2Pb//STUPnQKarwXITfpVhyY/0V0569ExOx5oC5eVn4DQqwJ4PIQRV2EaHwPqlVFPQQd6egtWIOUFT/FvuTPIMNzLUrizzG9IU0EoBprrPljAYavJl4r6pyGPM9ZSPdegpTZt6Fk/S/RX/4UDXtNDiU4lCAy5UUwNNqodtkBTQ7bkmfT791STk4Onn32WRw4cMAAJpFJjygeOaJbBsDQgBerR0XznQgajJDty0dP+XpUPvdrgv3bCPYvht97OkHyOGiBE5VXbYTcoBUUqaAEkNsJmjRHr2WGNkY+lflwOVJ9t6Np1wyE63ciok2iNS+MaaUeFUEBTfxlxGz+OoeRpsPTkOXclLNhAHV4PkeDJ5d5T0McHPB0uHvDfLRko2r/bLlx6qpY7thuLV6L3OcqD2KeG2XkPHJfc0iXb8T6tf6516P0bsgaBkdkwHBiO6d6Q5JkmIfe1on7+Sh4GqX3GWlObnZ2Np566ils3LjxsAWOjiXJDwOeWGc0/FpzhEIDAk/FQMMO5K/+KTI0hMx3CWq9Z6DRM5k21GlojjnFLKctfaX5uA3esQQ2dmuYmvhJKPecgzzvVcic82mUbfwL0E5A01fNSuY06ko/BtsQ6S5ET85jyHhY+y4RPMWcBr8WoiBAqjcjMCbCTzuoXg2IWihCW17EneIsJDEOjbTj6uK0kfxFyJj1EeQ985/04xAjVkXp3kENRGuVcRRIMraX5IKR90xbsuIvOaKZtHZmFPVTmDZLkGBI6aAVkYNl5AKmCW2aDsajYx9txRTaOJlAJ7k734KpoLbu0JQF66fmVgW1oJPmfHdmIVz7ArrSHkb5pj8gdem/Yvfcu7Fr5mewPemTeGXO55C26nuo2nYfeopWItz6Kt0i2Iw0MmTdDNWA0aRqHpR2tfJPR6vN3KZDST4rwawMPEwXGrZSTWf6Vufiw8i9+boHI0//p8CT0kuJKjakG06624L2HoEn/rhgxg57o0HakYH2tMUoePwHrOAfRnHCZfAnnM0KNcEs+dwxYwy6CJw6CJq0OoyMVC3zXZt4GgoTLkB64o3IXvpV1O/20C1Whv4qVuh20wqjntAh/0wBdAx7RZr/h/EQ6cJ9Xyl4uAK3gorPIjSqTfe45hbVsqKkoHH/XGQs/LJZOr0g9mLU+c5Hk4/CSnNeGO4A42F29KYQadXQPoKW2rhzURh/NbLm3oXK5/8HwYD2UiCoVCuJ2X9JgsJWFvGRpHshY/DyXQ2j6i9Bd8VmAtK/YW/y3cib81EKpUvNcLEmD415Z7EKs7mtJodSYNb4TkZFwkSUJJ2FzOQr8NrMj6F2x/3oD7zIuFUwvtpfSb0NjLsZE0xTX70Ob8IWqCoN3yjE/xitWrUKP/zhDzFz5kwzIVcte+7cJymMke19YnjDLCMCTGZeHv0x+15pSJ2GsJUzu19B614P0phfmXHXUMGczzQ83eRxU4zGc49DC5VDi66n8noqgRMVSVPsZCquS5AVdxNyF38TXZkEyZ05TK8WClS1mRmIZoSnAVBkN8/ffSq+MZlyZdgqo2FWeVI+R+er8vxIpgow77vuHM5HS3pTOejWNqtSVFetmgHDYxss+JZJEB1VB6NYz+SImO+Y196Ah0lX7gfRfPhbo3T0ZEvtEWkYlfD2VG8MAyf9DZFecD8fBU+jdIKTdFH0iAittrd48WLce++9+MlPfmKWKtc7x5pceWtX27P2XUSjVno1pSAFDbu9yKWNlO67HgXeC1GbdC5qYk5F3YxJZr5RI22RRu9E00tUa6ZJTEGl9wLkEjilJN2O/Cd+RHyxgiAjh0qqkUCCtoDmyypuwQ7qsUIEcx9H5jyCJ991qI49g7bOyWiO12ghLeEtkDSeII1H+ueP075IAk/aesbOaa/2nI4C2n4Z8z6Ows2/p7tpdL+SNlwXY0NJoUpvdID0gjSk5D6vGWc9Uyrbu6rx0uEdVB/1FBQETT0ZGGx6Ce15y1C9Jw7FW/6CnKd/jaynfo1C2kma7hEsfBqR1oN8v5R+1xMb0uahjuulW/3UcyGz8jBtvb5KDLZmoL96G7oKn6KbK9CWvwytBcvQVvwouqqeRn/LNgz2aeROKfPFzzC1UZP1Uc9r0THbFCmmhuUdy7aJMlr/2xi9nq1ctNJNv8N8GL3hzWND72vwFJ2AYiWtkl5syL0pxeJUrvcCPCnrzdhVGWu60p4/PZUIN+xBzY5YZC35KjISbzZLXNbGn24MztYZE9A2fTzaWPFaWeG0IWl13KnIj78AWTNvQc7iL6L6hb+gv+IZOl5MTxpYsbsJnjTfyfo1PHtFseG5Iq0AOeyeWtJZdMFVwg2Tll62xrqe0dwVyFEXeV8JcdtWBLZPReGybyAz4UMo9FyDCsalKuZ0VM3Q+FgKLAqJuvgzGIezUem5iMDmGuTN/gQq1v8XestYgXsLGPZmCkFWVmOcMq0UXkNuSC3r1wyVpUDRxsMm7m1paE17BKk00NN8t6E04VoKpvMQiJuMlthxZolSs9gG2czDUVe65yTUEURV+yYRvJ6HQ97rkbPqO+goXE0BXEwM14xgv9a5ka82796KbZq54Xx3pE1y7777bjz00ENmnyelvTuW3CgMXg+nz7sluiPh7PQ6RcKsIxpTzXwwZVUTPntyMVC2HnVb/oiseXci23MtypiP2kncHzMZ9SyvAbI2H2yaoZWGpCBORUXseUzbm5E99wto3B6HkP9VFkeCbsImTYLVCkICTxKgNgWVvzaPRyp2b0Y2LZWOYqWtw4flq9rKjmCCFrd8RvM/SvrCrXE6yqi27XPq3RV4VX7wqWlp5C23F4p+my90NNe8dA7mtSNY94fI/d4o4Ch+/ZujdJSk0qq/w0iXzi17aiWISpeOQ++77w2xzbXoWy4p60bB0yi91+SCJlfulZeXIykpCddeey0+97nPIS8vz9w/HuSGQQDKGN7aEkTzj/vKMFC1GRVb/4bURfcgJfF6gqKLUO45lzr/TDMnV8PL62I0fUAboZ+J6viLURB/DVITb0fqkn9F1S4PwcdeulVFN7uNXoyE6Z/Ak/a67C4lTngOOQu/TnB2A2rizzZLnzd7xqLZK8CkkRnj0OKsSqd9pQLSi/TXH6dep4koZ1iyfJcjfdFdqHllKit4Ot2nftSca8ZIf7ahTDacw+baagvpDt3VUcPJzV5QjHu48VV05CxG+Ut/RM5T30H68nuROv+TSJ15B1KT7kDG7E+hmPZayWM/oh35AHryaPO0HqJjtEsjLdQ+PfwL8SirWSMtqJMIGDFAW0ALUPTmm7llEY3SGdD85TwWDAIwaMROM0PWwS+7aac5K/tF/SmfBJ2sPW77zaxdbu+Lo3XvcAxPLD31vgRPw0ricFayKnnFhtybKn+sYO81eDJdsLojQ1WT+FjIu0s3oOqlvyN7GQGU5pOwIlUTINXHnotAzLmoJ9fGnWdWpSv2XYUUzy3IXvxVVG/+E7pzVtpep1ANI91qKk+IkTKbuLnCxPiu2PBckVaAnIOTNObc/rrvi4efmPd5qY3o7H0Zdc4GtKF6GtZ5CFVuonE8HXlLv0Vw90kKqpsIoq5EsecyhvtyFHovR773KmTHX4uchA+iaNHnUbvhN+jKWc7vsxCmO1r+M0ghYfbJUVopvEPhEtsQKw2VllriOsJvZIyH/DtRv2M6UmfdSWP9elTMOJtpeDq0C3bz9HFom6ZhZGMIpDRp05nASQAV4FFd61rxsCDhKtOz0rx/PiLNmRQMTQZEOKlAsv6/OQ+/+W5p7ty5+OxnP4sHH3zQ9DzZtGAqOABqZInuGYEslmJk2kpB8r7Zu8hdvrQjnQBqLSo3/B45D9+D3MRbUeS5GuXxFxEUn4PqmDOoFLTb+dkErueiOO4S5PluRhHLa92W+xGqeoFClwLW7DOhrnwDEQxcsOJRhqV8dU3MkU3TNyK3nLnA6fV56pa9aB4uny6/E9JXcs2tcYq1bZsTpKSyiqgnkG9EB0d+mXCSdTTXum9PnSeHsflM7P6Y79z8dti8qRdG6R8lk6z2dJiiburglmpbxqNKtvueyV+eOGXQvS12SVk3Cp5G6USg6Ma7yspKM0Li6quvxl133XVcNsmNJiODnRpmGpy0YpxARHce2vKfRMnzf0L60i/gQMKNyE+8CqW+C2hPnWFGpdR4Tke191xUeC9FiecmZHg+iqwl30LFy9PQWb6Ryon6SvtAymaTP6pnBjxRRhNUDdbvQMkTP6Uu/JDZriUQPwmNcWMInk6GVtRrmz4WHdPGoZ0AqkXzrmLH0+YYR+A0njpyEkp85yLVdzWyVnwV7VkPs4Jn069GxkSwhdrQeCjteCQfDp7U86Z5ThpeGKx/FS0p81C87kc4+PBHsX/2dQRNVyA74RIU+i6mTXYJiuMvR7lGL8V/ANmzPo2qdb9AR/oChJpfYfwq6G4rQzCAXrrbR6clX5TnSofBcCeTooXv1ZP9DB9tQGgfJ+1r2ckwa7P4Pr5DXcb80GgNE4coNvtKOc8G6ZNYQMkFVRZEOY2VJoaujmIYDL/38u19BZ6ijRWrgNwqY5WRWMkrNqT0dR7om/cKPLlKU+GSvyzpLI0sLL0NQFceeis2wP/qDBSu+QGyH/4Msr03E3jciBLvB1DEwp0TdxOyfR9C9ry7kLfy+6h58UGzfn5Eu0WrezbYwDKt5bGJ4RmpAbLGAKsA2kLnFD55Lv+dg5tWSqLhO+439onSzbxPtuBJ53KLFSPUxcqjlVxYibpz0V++BYE9yahY/1sULf8m8hbcjew5n0TarI/jQNLHcGjOXche8jUUr/4pGrZPxUDRaqBdS4DWYCDUzkoaNCDTzo+0+WxDd3iY9GeNEP6GGe9gFdNwM6po1GckfAQ1vkvgn6G9B05Bo/YhUMsPAZR6oJrjxxI4aRUcjU2mkNM8qJixqON75RQuGcl3oP7FaQhW72HaNjEgqrw23rw4Ch4ZUs/TZz7zGbNJrpaANWWe+Rrd+2TTZyRoOPz6U/q7KS6QqmFqRE68qEWkJ9uUvbqt9yF/xbeRMeczyEr8MAoSP0DBfC0K4q8mCL0JWb5bkcVnxY/9EA07ZiBYsQmRPi1qQiFL4G325nD8GJ43qpqpnI0WmrZ0HnsaToOj43dPckVVSvF3S7YFT7bnyaSBGhKYBJaV50wfo3isYjLXus/ndhiHmkysrHFrjHGbftgyI4d4x9Rh5avYfXNk4vX/GynVXpdyUTd0avPD0QO8YXUQT/RQRVwZJKBs8kJP7SOxS3p9FDyN0olA0b1PAk/a1F2b5KrnqaCAcv64k8q7wkMJqFETGvofDCDUmooO2hlVO/6OzJXfQNqcj5lhfNmey1CYeDlKZl6NoqQbkJPwIeTNuQdFK34E/3YPegWcenJYcQUMNBpGcpd+GG9YTwXQgtqQ9xAatk1F3sOfRbHvClTHnUZbYqzZ91CjXLqmjUHP1LE8nox2DemjDaJFI2rjJxCwnYb8hItpH30Yxet/hmDlOoK1EnrQTnmhGU9MYyOrpQctW72o5sZh8CR5H9Gwe62Q15yK9pRFKFrz70idcxvSky+lTXQm8nynopxc45mMuthTzbLi/tizzT6bRZ4rkDPrNpTR/uzImEfQqT2ttFdXt7El+ylbLHiSZ9QvWo1PPVFamMIMvLeD7zXM3djYmjpiplRYqedOBTB54oxuMSsSuywAJX1mYjzcQ6W/YW3mshGWlpUfR9JxFHvvM/AkljHHZHRYhcfl6CQ2pIQcSmdlwXsDnoSlhant+FXeUAAHWDB6aBRrqeuBIoSbdqI9bwlKXvgz0pZ8B5kPfw25C76BnAX/gsyF30Tm8n9H7trfozNtKcu1FojQ0uRVZA3X60SIYEyGrgq7C56s8ekyU0j+K0DOwU0rBckqW13pPYeVUs43eqpTkWmB4LtmpTQJkcFOHllxw9UMVwYiFRvRfnAeKl+4Hzlrf41Dj/8c+5/4T2Rv/BsChx7GQNkzrOS7gd5cVnitrtfK8GrVGIaffmhInmvs2dApLE4c5C//dGa6kzWpMViBruJ1KH/qp8jx3oj62DPQETceLfHaaHgcgdIEC6JiJyIQPw5+bejqrHrTymO7JngSXFX6zkV20q2ofu6P6ClnGqtXjQLE9kgcX1q4cCHuueceTJs2zUzINeWe6W7TZORJrkantsSzWKmu2Nvl4J2FOVj2wnVb0XBgLvKf+W+kL/8e0h/5Z6Q9fC/S5n8BaQv/BRkrf4KyFx5ER84qRJpepaME+eq90so+gxqSRp9cD8UmAPJJysECCDsa+vin/XEjxtlUL8OqgaqzirvYSAz+Kd+ZRFRadlGLXnIn73fYozb5VWsgFboBU8w1tdi5asfWGH5PP+wWDfKMd0wdZ54OgSebCXxqeJSOnt4uzfRMukrzUK3csvlh80Iv8McFTq7c1W2HXdJro+BplE4EMvJKBZKkOU8aKfHBD34QX/7ylw14cp8dL3LLvOqVVsE26iVE3R2ifUV9NVCzGY0ps5C//j+RtfKbZo/NzIV3ku9C+sJ7kbHsO6je/Hf0ZVJf+XfSNsljpaWuU68TZaqmQ0h+mnprZKVGBTSb4WsDxU+gZM2PkDf7Qyj1no8qzWvSYkrTxxI4jUHfQwRQBFHt2iiX4En7JFV5TkWJ91xkJV6L/OVfQuPeGKCFNlGYOpKgxPa/SBIoItLCku3SCcONikph/ZrG7IEOxrOMpuQ6VD33G6TPvgMZvotQPvtslPjGoyx+DOrVG0bbx6z0N20cGh/UHlQTUec9HflxtH3mfBDVm35JELeWWIjx16ITAj7KS6tAGD7ZAa7eEEtmyS7hIwZVIVO4rc7RN7zSdiQh2olmVWQezfYkAlKMi9Fd1GtkA3z5Z3XXMDta0MT2MDaZTD/4P0RHXB5Len+BJ3KYGaiNPLUB6ZAy0pGsDHPZkD5w05mJPAyebGbLKDn24Mlm/gALSdCMmeVNhUkeMB4CHxEtIxkRECIg6n4NqH/eLLXZn7kcfenLEdR41OoXCDj4rCOLhbqC79Kw12a1GofKAqywSoGadGDkhPoPB0/02C1ozkFBcQu6BM/QnSglHl04dRCHaAnodlhzY0zh70dYlUK9E9r/qLcI6MkEug4yvHvJ+1gZ0ylvcsha3aWE7ym+FGz9LXSRwIluqoVD+ao8MUJKnpgwKCyKgw2t0tPekSDRONwydBWsRuWaH6PQdwOB0CS0T9cQvTF2NR1tNKyxxjHjURNzEqp5v47ASZM7W7TfA9+tm8rr5IuQ5bsRNc/9N/rKmN4a66x9f4zfx5cef/xx/PznPzc7tqvnyZ2Aq5X3LHgdWVL+u8a2m9Iuy2elumltEvgxXfXlzDvmcesriNQ8R6G9Ep3pc9GdtQjh4qeAum0g0ue7akmjEhpUtz7zygVEpgDxNNoTGZBGSWjIQi9ZvS96qHLwf5ScIm7SgzFWnbVK0sopA3ikuMNMe7OYCuvMYA2ZZXNQ+09p3zHKAZVTLZxi0ljD/mzaWQXkJDG9sHVK6c870fXcSWOd6X17NUpHQ0qrN0svJ7WNXDYLBzGBjb7iPck4+zF/hgCtzY+hR2SX9NooeBqlE438fj+eeOIJfOMb38Avf/lLlJWVOXLm+JB8suZ1VB+FqpMJg3pIGljhill5tGnsLqqj9RgoXITujCT0ZM1EqGQ50PA89VUK7RbaJ9orST1O2jjdNGQN10eBKC3KpUYqO5yd7/anoHLnNOQs+TLyZ96MsoRLUB1/JhpiJtMOGYdODdubMZ5A5RT4409Fhec0FPnOQ07CVTiU/BFUPvdfCJatsYAF7bR/1OtkNZ90gOmZ0V5MvCNpbhtznfQ1Rizj2MfwdqSj7Pn7kT73TmR5r0CRZwqqE8ah2nOSWU1Qqx6rN6zloZPQMY3ATqsiE9QFtMpgIgFU8uXIeuQu1O6cStuNaaGVjzW6aIC6JCTZRD9dGSUARfvP+C+loQPZTX8zbUQb4Ieos0K08cx+mNRV5qiVmnlP88ak18ID/JYxNjarhUmuOy7rnhNje2KAk8NRT80jc3bs6YQAT0cTYfedmlo/du7ag/rGVnT1hdBDa1tr4augid3ENqQPdKH85jsCTzK4bYG0mX28wJP1k54pn50w6agCoz2ktUZ/OCLDiEZRkBVd++B05ZI1Ma+QlaOUdqWesZKoMIZYcVXwiP5lYMk51+i1RUm/7l2x8UwPDLtPnWDwlh64ieWw3nK/IblviKX41dIgMCuwZoZ3GT9ouJkV2rRMJgVLiEBPxl6knk418jvN39EwNI2b5btmZT2aeHKPrKP8EVtSGBQWN3YWPA3wGwFhV4B1FD6FstUETwk3IRA7Be0xalU5ieda7W+sWRa0KW7CUM+TXz1PPG8hiGqiAPFTyNUkXYB0zw2o2/wnBGu2mzhoWCJ9o7/DIToe1NnZaZSSln11h0iITCMANcOxAFBG+dB9N/0ND0Vb+aC8UrnTcEYKwkHlL4Fyfxaz/RBt+318hYCqT5sN634Fs475ToXQx+80y8lAAjlqMpzOKktdNuBJ4EHd/+4aPSMfzxOGlLamMimdGVMqkKB6c3lT8dYy/CHTYqcyLkWmIbpZVPD7qWNfAVp2kvfwPJ3pTRnRT6AqGSGlF2kz9SsYthOP+1lZNRdSqWmMCpWfIQVk81zPFByxrkfp6EhpZVjpqLR1zkVBKpjGlja0dPQwD6wUU++6GQbDc8lPbUxtWmij5O6Qm2SX5OQoeBqlE4Hc8i3SynuuvgoEAujvpwyLen6sST7JWO8nO5YO650VcabGqVF3UGBIjaGUkT3UV71p5EOI9B0kOEjjawQu1FcYlG6jwa+Fq/itbA25FzLD5a2ElC8aJyN9FqacxWAFccFLaNkbj+JH/xXp3luRPeMKApKr4PdcgOrpZ6Bi+ukETeehLOlS5CZcgRTPtchZ9FlUb/gVuvIfpVpV47J6uuwIIkkBKwnkpxoUtRQ5NaL2tTQy2zykfcIfLU8+QF1buRGFT/wAGYk3oNh7DkHTBLNvleZ1a5uWNrL2ZGwmcGqZPhEtGo0zw+7BWeWbjMKki5A+5yPIfPLHQOAl6hTpE9qaDJNp3DEeuiHjtfLYhIM/6ghQuEPK+16Ks2YM9lUyfaWXsqmjXgOaXwXaeOwmiFXPXl850526So19ZhggLTqWpSAzz8hF+SSnHS9clWX81Im5YXKHrKOVeuLjQe8r8KQep4zMXMyetwjbdr1G8MTiy1SVMupl2vWwnpgeKd7TxmImoR2WsaldqFXkVfyV70r74zFsTxVAfyZrFR7lsykR/GdAZC7KVOxDL0PXxXsqsI0MnFpMdGSF1gRI7Wekrk8hei0n7XQlq+govGJb4UTymZ5EKeShwu4EQ3fFttiJXv+NmXNh/ux70WyiwgdqUVV/giCGoKDpodB+VgYoaWO5dvpDQ87Ez/4JxkoYqIoMzeugO1FBdEgPFBY3dtawHFALkL7XanChagzUvAD/lj8iw3MLquPORcOMcdCeTlo2tDVekzXHITB1LOoElDTnST1SAlACWXHj0ZBwOsoTL0Vq4gfRuGs6Io17GSH1mHTQN/l9fEkKSL1MYp1LqLgUDaZGhpTaJjd5ppxlCjMjlBdDpDwSeALTm3mqCaKm52OQBn2EYH8wn1lEIUkgZYZjan8JjZsOsy4RgErR9BLo91IJSTkYt92CZLKVN0ycBK8Ei5W7Ck90IP6PkUl2J94sz2bYgqOkNCRWmz9HtCF1qAqRrjT01WxAffpslO64DwWbf4eC536Dko1/RNXWh1D7SjIB/wtmU0Pty2V7pxr5fTu90ZKzTFV6ZXufLA+fOEEhu1li747S0ZCyUL3x7pxQkQwJXTW1tuOJteuxffd+tHQF0UUh2ceEtltJkPmNqctqedV8AFfuyg2HXVJWjYKnUToRyJRvR3aI3GtjZx2nTXJdUiikKQYo4/poI0rOyXsFT8PC7Kb7tKEG1eBHuahGJo2A6aO+6stk5aW+0kiKcB2fU7fJ+Od3WjTJVU+24Vv1U0DG2i99hvkuaOfQzVDdS+jYPwtVT/0CmbM/j5TYDyIj5jpkx1+N7ITrCGpuwqHEW7Av8XakPfJl1L/0N+KT1RjUvG+zeW07Zb4Nv/y0kkAhsNaVzjUlwzQ+KtJG8DBMmpvdmYPO9IUoWKkNey9Hlfc0OzUh7iTaQgRI2u4mRtu1aO9QbS8yifbRJAT4rF7gyXsKCnznIi35A8h49FtmKGKki+kzQD2vqRlGL8lTSRarl/VnE5nPBLCCnUxvjYIgaOpIQy/1UX3mYhRuewj5m/+Aki2/R/Hm/0bpi/chcGAu+is3Ezcx/TWSqpdpr3n7BF9qTHKjKPtcPqs0Kbq6bx64/g7ZqmIbruNV8t434MlVUBWVtXhizTOIT5yLV/aloryuGYG2XjS096Oxox+tXb3WSOC7prxTq4TJqsx2F+rj3fOkjFeGRhU2RUYtBlKcPJVfGmSjNUds+wKvTK+M9lNSxedRk/M0qU7jRFm4TMXmtyoy+t5lt4i7PtsCJua1btmHejJUQYe/IZnSqTtipdNwgXTvDj/lka8b8MpzscJghgwqrKb1pofvMU9Y+W17jZ3/5cAmx2WFkweXDyM9c2JpKorCIwGjX/nDdNJcmubX0LzHi5SkT6Iw9nL4489BPYWDepxaCZzanOF5TTF2vyxN6BSAkoCpi5+ASt/ZyIy/HJkL70FbxiKgnSCgn4IjopxRGI8vCTQJMKmXyd1TwyWdi6OV17sjumPGL0s5sHzRkA+FZMjbPDbZYvJUa+O5rXgU9kEqoN5UCu49QPPLiPg3AuLGbUDbPqAnm86V0y4M0J1e1j8tCOLmndx0HDceKZ9tTdGvyocaFfT4/y6ZyBsFHzE9D7yW0GI5jwyoUYDgp6cQfdVbUXdgJkq3/JaK7atIWfgJpM69HelzbkfW3I8hf/5dyF/8NZQ+99/w752JnooNVErpNo9oNGh1pEG6OVTf5Y28jkpcG5Lhuh31aJTehpSWAk5HGpNq7Gtp78byx9bgkZWrcSCzCK0Ukj1MYLF6oqR/bEMF69coeBql9wG5QMklnUfrKXdRo+NHKu3SKyH0E0yYukDvTTgFeMxwZ+os6iKtDIy2g0DTK0D9VkTqt9B2eJny0ml00pB0zXNmHAYpKKWaVEeNXBZAMD0kstRky2iNOG0NQ1tHoKu3DOHAa+jJXYumncmoeuZPKH7yxyh88rvIJ+eu/jcUPPNLVL18PxozF6G/9gWzgi36tQFvB/2jzqc3Zt43vbRyWL8WPCmWIQbImAJKXgVOc4f6GbeOFLPoWN6ST6Mw8QLUeCaigWBJgMkskz59gtkYuJn2UHMcr+NOIeudsWY0TnX8JBTSZkpPvB6Zy7+GjrS5ND1TGC41IGvOtewunpJ1plC5mhqDtE0HCOD6NTKqEAO1WwiOkgiUfousJ75JffVppM//CDLnahGpDyN7/j8hf/lXUfHcb9C4f6ZZqVkb8aJPAEo2L92ULcD8U5ux9JX8VXRNsRpivaeUktWpo0JmrEKeH3t6/4Anpp4Sr6SsErPnL8WP/uN3uH96Eh5etgZLn9iIFas347G1m7Dh+RfR0dPzOvCkYXsyH/o1P0eZTrfk5rEGTyJlvHWLvyZQLHqGnQLC26ziQ2xnKigE6i61ldUatjSqGA/hrujWCb0ptpXNJZ3xRWOMiZ1bzkHsfn/Yd+bEfUPhswWSZ6ZQDjPvMexqOXXBk0xrGw4jysi2lUas+Nh7JvXNn+uHDSfPDfPyMNJzJ6SmsjjVlu/ZSZz0VcPIurLRmbsK+Y/9O9I9H0S57xrUei5AfcypaJw2zgCnztgxaI+3S5XXk/2e8aj1TUK59zTkei/E/oQPoHLTr9BbRQCgvQzMfCeG+XVhOvZUWlqK1157zUy+Vc+TC5aO5JEhumNWwlFZsz2aGm4koaXUNvktUKXNkcPqDWXa9Kajv+55tGY/gvo9Majf9lfUP/87NLz4R/h3PIDA3gR05D3G13dRMeXyG2dhExqIZlETuq1cVe7a8mnzVeXCzfGRrIMnJtmYmoUeXPCko/IhqNbEAvSVbULdzunI0nCQeR9FauJVyPZdhMKEC1EiZrktib8EBb4bcNB3BzKXfRs12x5CT+lTNBTS6F4NZWAT5aEalVQD6aO8UcIekbi6VIjERzwapbcgC5xs9qlOSi4qDYMU1K2dvXhi7XN4IDYZSQsexabt+7H7UA5eJe85mIlDGdnwN7BuMG80bNMaA6oHNg+i80Huj4KnUXqvyZRxRx+Juru7UVxcjO3bt2P//v1oa2szz48fqc6pp4hQRvOFnPoY1hAyDWkL+glSsmnUb0dL+ko07k5GYNtU+F/4C2pf+BNqd9yHwMEktBc+gYGGvYh0qRdIuo6aj3U4TIFpVrMTeDILZPXSffXmq4GPr5q6S/0Y7KQRFKDcLkWkIQ3Bqh3ozH8CrTlL0JS9GE15K9Feth6hRgK3vhwKYoINbWhremzCQw3RgkpWCoikF2UVSv9ae0ts0l56U3pbQ9+6UlC17e/IWfRPKPSdg5q48WjU/CaCo7b409AcexoCMyaSxxE0jTeAqYGskTfa6L42fgr1yHnI9F2P9MVfQuuBBIKnfTaMWhCM+tnaAjZsatxUM7/GTJkta/qqaKpmobdiPRp2Mhwr/hmHZn0Y6UnXIC/pEhQlnovShDNR5j0Tpb7zCfCuRvbMjyB70ZdQ9/z/YKD8WeYR7QSBsJAaxJXWGr7HU0ZVbEAU2Yg2wwqJcsBla3nKwjwe9P4AT3xoKgM5LTMPD0z14S/3x+OP98Xhzw/48If7EvCH//Xiz/fHwTdzLhpb2zAQVMHnt0xHbWxmWkaYwD0hAisWOrmn+n08wNMwyUUGyoAAl1XxbdwM8w1rQupMlUZVyQInVRY3HaLBk94U85YlnehFnQwd9cCSvaNiZjnqkfvQsB2yJ+CkiqP0G/7THkt2lRQaZIyA2QSYn9kw2a8EV6PvHh5aFfAoliAwfFhoSLrm+0PpZb/V3QH1zBijnkKrvxwh/w40vZaM1PlfRWbC7TQurzdLcdbNmGyG8bXEnYwWzXeKHYuq2JNRrn0WEs9CftJFSJ15A1KXfRldOfMR6TxAL+vol1pcVIGPDNOxpzVr1uC3v/2t2bldyshtzYtWWiNHdE8tdFIOJj2Vpza3lHtmfpkUxmATsVUpgi2vobv4SdRtfwB5j34b6XM+hczk25CTcBOF701I0SaD8z+Pkqd+hubd8egtegqR5hQK12qEgh1m3HYf46CSbeqZ8pT+mvxlWFQidGav/i+TrSNqWDD13Qgk5kGwnYlejYHKF1G3jcBp2deRMetW5CVcTLB0Jqq9U+D3nop6z2TUx2kn+0mojD8bOXGXU1l9BFmLv4bqrX9DPxUZQoXM13qEQpqIrJrLW0xUyRCTtkcksC6PuDVKb0Omoc6pk9bAkSFkJXhDayeWP76OOioWv/zTVPz+fh9mJC1F7Exy0kLMXrAMB9My+I3qtb4Ylm9H5oW8GAVPo/RekynjUb1Lmuu0evVq/OAHP8Af/vAHA6T0/PgRdQZ1VzhEo1uylPVPvfnhgVZE+moQajpIvf4E6l+ahrwl30NW8meR5f0IMuNvRprnAziYdBtSHv4s8lf/CPW74tFTuBnhZs3V0eJIfY5bPTwKKPQaVi+xQNWQzcajWVQhqIYvAi8tlKCGRs35McMDCZYGJIs1r0q9WwQJZlSRRhlZc1+yWRafWG7a1NWZ1Y12qwp+Ei0rTOOx/MlC9Y7pyH3kM6ZhrUab1WtBrOlj0Rp3Gu2eMxCIOQX1vBeg/ROIG4OmeNsz1RI7gdenodJzEXKov1MX3IuutFkY7NpPtwmeaF/JBlT4HF/JsvDUMM50CTfT/xKm2Q5Ub/4z8h+5F9mJNyDPo8a9s1GVMIU6awLqEyainoAt4KHOIsAr9VyKtBnXIGPOZxHYeh/B5otE4qVM90ab9prvSx8k28TSW0onkzCGFRKFyrUxXfBkU+5Y0/sHPPFAPIS2jgFUVLeisKIJmQV+5JW1Ir+iA3nlPJYHUFHbYAthkEaJSjZTO8wP+/vtOFWZD1JNthAyycnHHDzJIcP6UdbKWBIzpLrnPlfJ0NGcmFiQXfCkiqJKYwuvntriMvy5+VQUfSOaHbKqVangsvPQfY/em2Dxx4VOFjIp/ShIIgMUFqw4psVcwkogylYn+yfBKhZ4UhzfiG18bFyPZBseJ1Qk3jPvD3+n8Kl3JCR/NRdHvU8UVAOB7SjZfD/2z/syUhI+ghzP1SiNPx/VcVNQR4Hij5+EGhqeZb7TaYyejTQKmgOzbkDaintRuet+1tvn6XAB/aBAAoWx3JafUaE5HjRnzhyz4aC7Sa5LLnhyeWSI7jjpe6Qgl7E2wHwOa+hDmOCn8yAa9s9B3uM/QtrsTyLbewPT8grUJ10Mv+csVEyfguLYi1CQeD2ykj6IzDmfQdlT/4HejMXUFVp9z8/86qbbWk/Plm6VF9OzasaUq9wMl/Hjm+rHl1Tv3GYJkwYSSGrx7G9ApDUdgb2zkbX0X5BChVbgOR9VLLeB+PFopMJr0hh2cksM2TMWDVRI/uQLUOS93BgEmQu/DP+uGSzCUoCVTNZmU2dNuip9leU2EK/nUfqHyJRXJqid88Qjy/BASLKS4KmtC+u3bMO85Wswb+V6zFvxLPk58jNYuGIdnli/BZn5JeinLLNy2MpANyvELsmfUfA0Su81SQdF66GKigokJyfj2muvNRu75+fnm/vHjxgO6g6zbYrAhLbCEHgJ1tAseA0tqQtR+NTPkTH7Thr0N6N42iWojTmfMvM8+L3n0j44F9kxFyIl9lqkz/0sKp/9MzoznsBgYzorNu0AgodQv+YjyW3qKA2VC9JCpCA17b2qsoqujuoqMasq0y4SyIp08JHmURFgmPlUBEyagqFntJuUTuYzsuSFywaMGUelG3lH+lkvkqxtJftRdhjd0bz4/iIE9s1F3rKvUPdehVrvWWimrdM0nWBpGoEU7Z9ADEESgVMjQVNTnPTGSWil/miNHYeGmCmoir8Yub6bkTr/iwgXLKXuSKX3tfSrm15LT9lwKlTGrtNEk0gX06UBgx0Z6Ml4BGlzv4jsuOtQQeBU7zsb9V7ZXROY3mNQRyAXmE7AZvbbnEx74WyUey6jHXYLUud8Hi2vzWGaU19p/pdW5NMcf9mcTCPZ42LXf0Mm8aNTTba1bbQ6HvS+6nlSgRpgynSz7GrSbQePAaZvXRvQwnLdw3u9TEM38QZVuB24KuO+n4X/uIMnOUI/DMvop/+a9aOVxHQ0FcR9RwF33rOFQearmOd6x3n1cNav6wHp9S9YHiJ9oXAM89ALOvBSaeOmt0xpC5wEPvt5pdYGJrZhAQuyEVa2O9v2XKhy0206YoSokQSMnBJcR8M6l99vxjZmYnNt3rffym3T2ssnNsl0T3PEAgxSISLVW1Hx0jSkLv0WDs36J2Qk3IB87yUo9V2Ict8lNDAvZYW9Cpkzb0LK3DuQuvwrqN55P+36FwgOMlhuaui2Xa3MDmVTXihMx49mz55tNhwUeGpq0rAr5oSjsERDaTtiRPfofpjC390CQEMIZNhHBCIHCXo6UtCZuQSZK76P/d7bkOO9BpW+i1CnjQGn0oCfOgbdSVNQM30Sqj3nooJpXei9CvlzPobix3+AnsxHMNh2COFgHfoHuwme7GLk6sW04EnlSQBKANzm7UjG8EQjxU2pa5p1TBqQNbm5twp9hRtQvPZXSEm+nel8kQFOLb5x6Iofi04qog4Cp3YzLOMk1PNY/RB52kkoo6LMj70Ymfyu8MkfAZXr6Z42e2xkeVH9tWrv9eBJN5x6dpzL+v8FUv3UPEWzfQNllMBTH+uTpLd26e+kDGylLmrojaC2I4LGvgh1Fu/znnbwV54ob2za2zOXXVIWjYKnUTqRSPOc1NM0c+ZM3HDDDbjzzjuRlZVl6sPxJemvIAaDavDUUL1aaOnxwKF5yH78+5SjtyEr9jICBBr106eY1eZaCSyaZ2ju8wT4E86kIX8hChNvRPacO1G69r/QnvUoK28u3daw2g6EwgQRpveJ1qFa8lVVFU0Zizp3KqAOqs+q+z20H8ycKNf0l3yVPeS87zohNnLZsOq/nrjsODp0KhvWbucR1J5Q2rKGNktPwTrkrvwuMuKvRUXcuWj2nU6gMhH+qeMJnHhUj5OmLRA0NUYtXd4UMxZ1M05FeewlyE1gOi37HlD1rI275swaW9XRG2QbEMWnh1Fpo9quQHf5FuQ++R/In/kxVBOECbAFaA+YBbmYvnUzxqMj+XS0abggdVUD7YWmuEm0Hc5C4YwLkZV8B4qe/i3a89fRWS14VEfPmowftun+jQAUwzEEnuxd3bfPjj2dUOApmg8j3nDLnLBQa0cvtr2ahemexfjVH+Px+7/NxJwlz2JfejG6+lmsQjKm7XcmTckyuO3ykmp9lRFK9+jmMQdPKmdOGOShDUU//4JkASn64oZTnqocKGBOcbGI36LpIYNn6AOX3QLE74wRxNMjeYhUwFwX5Y/YeYEH135y09sFTwq11pYJsbKG1RKhSZVkTa5EqINhVzcrkayuaQAbgGO+t+4YH/QTHT6H7KkbFjdOURXBnPDHBU8y8k1LrX3TrLBIgTaolgoJzYFiBP3b4d8/FwXP/g4ZS7+GtFkfR2bih5Hp+QhS4m5HevKdyFnyr6jc9Ed0ZixGsH4nv62hIGqlIdJjcicsQRkSSwy64XsrNqEdEVJLntvzJPB0JLmtfyNFJi2ZYQNMV1uSKCw1ZlyrJmqYQVcGhfMq5D/5E6TN/DhyfdcSiF5MkHQWBeBkMwE1oE2IY8ZTME/i9WSCqFNQNv00FHguwSHfLajY8Av01W+kR8XMtxZTCzQk0Mz30WR5AVUDwJXeJ5L5d2zyWS6pyvfJ2DbgiVeaZ9dZiLpX5iBz8ddYZq8n6D8bNVo5csYYtE09CW0PnoTWh6T4JzCttcnhONSpFdFLhRg3DrXec5Dnuw5p8+5Bw54ERNoPMm2Zh1S2kkDKX9VNEw2xqaCqWwqDWLVKoRulo6EQDSmNclBjhpYRFnjSvCflLaUHmntDOJBbifmPbsR//tWHn/8pHtOSl2Pb/nzUtvaaRj8j+iXjTLqPgqdROnHpyJ6nyspK09jn9jxpnu7xJJV01RqNQgkOSIfQFunMQlf2EhSu+QFSZ96C3MSLUZl4Dup9ZyIQdyoN91PRGHsKGmLHo0GLK/hOQ3XcaSiNPRvZsZcie+7HUbnlt9AcHgSLGM8W9IY6Wc802oZxNz1M9NRl+i3ZaedCDVDSmmW/CG4kcZ2aaQxYficBrADz0jYyyx6z9p6a0sT2JTmsl5xT5xvT44MuvtFjbMmgwCLDp16byg1/Rk7SHSiJuwiNvrPQ6pmEejPPaZwZqqdlywWgAg6AMotnxVJnxJ2JkvirUDDvc6h74UEa2ftoR9UwyFolmfqJvoplD5qwSU9ooYhIM8I9OWjOWoz9Mz+NEu9VaI0/HX10s5c6qy1mHP1Xz9MUVM+YjABBVEuMVvwba+Zjaf/NmvgzkeO5BvvnfwW1e+dgsO0A3S6jZzX0Sys1a11D2xAlOemkCklhiWYr9eyzY08nPnhybkhxaOfoptYevPJaFv73oVnwzX4cSx9/EQtWPI+Y5EeR/PDj2J+Wy8LkJKK+cwqdKrkFAVax6ZlsT5XlgmPd86QwmHBY00UAzu5iY4GRwmKeu/VFAeOFAI4qXvQjGyb7/PVsImpfOpKHSGkjV8X2z33JfConyBY4ifXXz2tNamxhejbQxqujfaslP6tYjyvI2jBVa/bzWkus610KEbP/k3HDhtj16fWku3rD+jj8dhSZj93AMewMoMKoXpI+fjIQZjhleJuVdWgoBssw0HYI3ZWb0ZG5GG17YtG+4wG0vzQVbdvj0L53NkHTSgb/BX6SAfQwHtoTh4Z8X4h5I/fklzaCUxe9zk243oqPCPO7IA3bUyveAw88YPZ6MoaZ4m0KC33i0T0fCZJLmtulFS2VA+Y62MX8JnAbKKLt/Tyadj2IlFmfRFrMlSj3XAS/92z4YyfDHyMjnorIcyqveR430bQ2NcSezOvxqKbCyoq/GKnzP4Wm1GSE2/ZS19Qy73rN4hFa2YgWKD3UsAiyAU+mZvA4kuSk3dBZFJkb7l33DeUpw2aEiI7ufUtvdDZE5hZ/oh7p1GX96k9yRu2SWlLFgCdNmG3LRNGG+5Exj4ZI4pVMv9PQ5CFwijkJ7dMInqZp93qNX59EUDURVfFMZwKn1lgNw9BS/FNQqOF7sz+B/Gd+j3D7HrqrlfdYLxkP1RsxLxyW34ofy7p4hMvy/3UyDTlKUFMnlb7WxNCm3wJGB3NKMHf5OjyUuAxzVmzC4tUvI2b2Y7gvfgFe2puBho4+I8NUymzaSzbbHIjOBRW/UfA0Su81HamLNGwvKSkJ11xzjRktkZuba54fL1IoJLWkS0JBGvTaYqRhF2qe/yNyFnwCeYmXoIIytNZjgZKfYEINfWbFOaO3JlJ/TeD9k01DYIXnDOQlXIa85Z9H/X6P2ex/MFyPvsEu1jOa8Yq76rtpHXbYgCfqrYisOrdx3MoBQ0orpYl5n9d6wFMrexV6aQKrDSzr3OpAfWrMD71vBLdGEFjwZDoEzKJitHu689GRsgDlq76FwsQPoNp7EUHS6agleAkw7vWeseSTUE9doU1z/XE6nsx0OQ2VjG9+wodQvPz76M9aRS+KmajNBghKP9lxRrLnFHiGV/HVMMmgH/2Nu1Hzygwc9H0Q5bHnop3+9U0bgx5yK9NUc61q4k5HVexptAdOQROBlfRUm/acIoAK0F4ooj2xN/HjqHj5QYQC25iHBOAhgadO+ibwJNt92J5UKthfkygO27vHi05I8GToiJtKGgGdwtJqLFy2FnHJS7AnpRBF1a3IK2/Epu0HMHPh41i04il0D9BE4DembjvpqooeolJTcTR6jvdUlqV0Cirr8bupiw14mrlkA4qqGviu9XpEyAmDAiTjRX8CcYJHxo+ocLrvuReve0S2ZypCR7J9+nZkKiT/htx1WkysAcUndEa90iqoZpieNoJTQdbkx650IPAKgqXPoTfvSfJjGCheg3DNRqDlFVoL2QwK3w2306igCBEIoTtuoR+Og8iNnZ68+VtDpFsKnEkfe6l8Vh5qZauwEWw9GAy1MyraF6ueYS4D0RNR914Tbvh1PMBrxqMtD+ilUakxw0F9I8A3aNzSXmEC2aaQCLVbz9+GR47Wr1+PX/3qV1i4cCE6OjoYZZZfgjpXYenonr97klsy+jTkSC3njLbcl3DU5qy9WejIX4GiJ3+AVN+NyI89H9UxU0zLnZY+baKAbCJIavJORk3MONTFj0fAR/DkoeCMG4s67yko9Z2L1MSbULbhN+gu30AdU2Hyyi69Kr+YzgJRzEMDIlgObAkdKZJbip8dtqsrIweUhPqR/07ZG26uEIijIjPDCRUufcBbJB1s6JR2tqbYS13z3Lyr+Nhv9L5ctT6I7JViqeGRKm9G+Wp5/Kb9yHniN8hM/hjKfZdS8U1GGxWf2eBQ853Uyxd3KmrJ1TyvVTprCIbmQM0YQwNgEgp9FyNt1keQuuqHCDe+QHeL6LHG3FMFKXgKhFgBMxc2vW07qf5G6WjJJJ8pSExDI0ut0aSGnba+QaxauwUJD6/C01v3ILuyAcX+NuxKKUbcrJV4ZNVzyCqoMEBL39hfK/dddklejIKnUToRKBo8acGIJ598Et///vfNghFaKfZ4gSeFQbpKvbZaqjyi0Sc9BQiXrkXRY99FdtKNRvf4qYMa4tQzP8ZsDNsQc7LpddJKc43UV03aLN/I1nHweyag1HsGsufcjKJnfk574UXTYBwKdVNFaYQLZahGo6hh1YAIpoNsBA3nowxXU5j6akJmuJ4j8aUjpNsMD1dWq8d17bLVC/rGlcYGm4l1V2luZHgfvdacJ+oQ6qfBkPYD1FLpW9H06lQULfkS8jw3odJ7OWq9Z1NPTES1ZwxqfCdRX5yE6ljqZc8kVBJcFcRdgLyZH0LJym+hcSfBYmA3PfLTHwEXNfIbLWjY2qwMieKgkSJMl67qrSje8DukeW9EVdyZaGfadj54EroIntrpTz1thOr4yeRTUafFKfhcwyX1nnqgtFx6efxZOJBwM0o2/oYm2XNUvaX0rInx1LA9C52s1Wxlo0k7e7DhGUrnoZvHnE4s8MQf8WEJoHs8GCOZx/1pWXgwdha27clAY3cQrdQmnSyXlQ3teGrTDvw9ZhaaOjW/yX5jWgiUpnRYhrFJYnPf5v8weHrk2IEn0ZBjVrFZEyWKdBHNUU8Pu20o+k40Hz0x2sY8tOmhCq+qocovociKwgTQXBRtsqlNzAbbDqK/4lm0pM5H4KW/w//Mr1C75t9Rveb7qFn3I9Q9/zsE9swgHnkUwcbdiPSWUU60UuD0me50t7faKeL0T+HVle5Gs336pnTEI12aLOaP5huEzSo4EiYCUZ2UWa1kVsKQeszIAzwPNpNbyG28rxVv1GOl7ng7X0ECyoAHJYRx/AhPjwMVFRXhpZdeQlpaGvr6tCKPBU+u0nJ5ZEhuUSCbcqD4M2eM8qOCCBKAdqWiIXU2UhbcjazEa1DhO8eMYZah3kEh2Kb9s3hs9qiFaTxqvBNRmzCeSkitSieZTfjU+5TruwbZy7+FFrVs9ZZST1AZKXnpleqj8dic2FJiheJIkNJJhq16UKXYNJyCd+SdHrF8RjTcw0w47uVTHTVckWBDKwmZMeW8Nj1jUn7KB6oVnZv0ops8t0MwyBqGKKWqo0AZ46WY6G3BMZVyt7wLrKpumBUdGT6zdG0jjexVv0B2wu2o8lxMBX8K2qn0tUBEg5QRlV6th8CJyqhWLafxTPvYk6ioaBwwT2qoqIoSBZ4+hENUiGE/lZHGrysumvCswLhsE8CktdJFKS/W3VE6SjLlSOVLDU02hyU/egdCCLT2IWneCixbvQnF9a1oY+K2sSC08rUt21OQNPdRbH/1gAHPITUeOBmj9HfZJWXVKHgapROBonWPlirXIhGbN282y5VrpMTxAk/yR6tbqmFcctjM7exIo8qah7zFXzILRlXQoBdAaqF8NByjeT4EUQRMYgGmZh5bYyljKWe1jUmldzJyk65E9opvIFzyFCteLXVEN+0FAiLqgYjmeEtfmDlQjKsqIOuvmXdl9IwWU+C7pjGFFVRh06gKvS+94FRWJaNJymh2DpICViZTNvBKoxM0mkegKRKUriDryHAMhqg3wkUEjnvQV7EK9S//BcULv4jChFtRkXgFyjxaInwyShMnoYzHcoKmcu/5yPdcgcykD6Ng5bfRuCsewcoXoJXzNAyQJ/R3eMieWFpL4TL5L/AU8qO9YgsK1v4SGQk3GRDUyvTUnFzNzW1jetZRJ1Ux/WsIYOtoH9QTLDUTOLUTvLbF2uXSBeJSk68nWP0pOouV3mrU7jK61NrtTFfaqEoJ/hhWCbMS06aQuXKeGT7GdAKCJydjDJvH5iBDRy20rx5Mw9+m+pCWV4Hm3jCaegbRTo1S39aLjS+/hv+dnowAtUkPjX+z3r8+dKwk/SmZXRtN9XsIPE1bhHu+96djB55OMFLc1Fpj0oPVQuDJGtC8w/uhkFpYCCwGKhFq3oOu3OWoff5PyF70FaR4bkeW54PIS7gZOb7rkea9HgcTb8X+2Z9E7hM/ou2XiL7qFzHYU0Qh02iGf5lNV41fbrrq1y3+0fzOUl1hliC1TL9Y6TS50wqx3iFhdjir5caNczTbMhjNx5tcoCSOPo9eOGLkwiV3rGmvEqHqouF7AhvqlkfHQfj3+/Aa8zcn6SpUJ56NgAQfhaMEpPbQaphORaTx1QlTUEvhXO0heHJW9WmIG0tDfwryvVchZf4XEEhdZFoHI+EO6h3FSwqB/vHcVExTLoyI5nEkSO5Iidkyzhw2Lf2SD6alT6CoXyCpgTc15JOCu7cQka4soF09lGTtQaGhndpxPdRGZdWB4AABlVZ3YtoFw5ojp7LDcBvwRFbLpBQrvVGMlMIWbokk7KVoGX/lpd7Q8Iv+GqDlNeQ++V9m7HqlJt/GnGKG7GllpAZnU2ctRVtDUKVhkc28r+ddVFRNM07is1NRlHQZ0mbfRvD0XYQbttDCYfgFAg34o9dKEpO8upBqtr1gjgqyj0bp6Ej5K3kjo8qUByp8luX2rn7UBrqQMGcZ1mx4Gf6OAbQy+ZuYzb38Zn96GXyzluP5l16hHqIU1vBgkx8q+1FZ5JCq+yh4GqUTkaSLpKe0J6EWTjkeOlN+WJ2o+kZZqjk42tOp/QDqtk9H7oJ7kBd/JapiTzcjI8zKpA6Aaowda+YBac+jRsPjeJ9GPWWoNs+v8kxGTsJlyFzyFXRnLkOku4yyXw1qmuvtjmxRb08r/WSdZ9wlW2VzhCgHNDdKEjVs7AlVTtZt6dMo8OTWV0M6sVV/6JkrCaghqCnClBl2tFJYIE5h6aPfXQHqpWqGrRB2s/pNQMMahIvnofPl36NsxZdQPv82FM++Hvlzr0HWnKuQPesa5M/6AHJmfhjZC+5G2bpfoHn/bAyYpcIL6KldqEGDyqUZJJXErm4wmln5q0Zn6stOAq6iZ3+H9Fm3oSDuHKbpRHTGjzWNeU20DQSWqtWj5zsFAc8Eo8OaYsYRrE5gmo9HgNflvjORNutGlGz4D3QVr2U4qIO1qiG9kS2uUBgbVaFQ4ph7NjxKZ02Hke1mbjppeKzpBANPqgwsbKZwKSFsJsnGkUEngyc9rxi+uUuwYOVTKK5tgb+9H/62PoKpcqxYvREJ81eYXdwFtJSGQx/LSOOfmcDHS5Vn2Wr/v4InkTXCVfCE6kOMs23BMUXSCKJaDHYeQmvWQhSt+XekzrzdgKUS3zUo9VyOMs8lKPFejELfJcj1XoaUuCuQlvwRZD3yFVQ//zf0FD/NSpBNd+pYA9qZoGq7MLliE9cIWF0790aAVF4sW1MwehKmPT+SbaVz2Yblvc/5np4eDAxQABMs6SiOJhdMjQwpvkor14jmlcCM6ZYnmKAyqt4dh50JH0W69wqU+c5GXQwFHwVgOxWP9onwzxiPWq2ek3A6/J7TTPe8djiXolJviSbjFiZdh/1zPgf/wbmMYDbrYCPropZzpd8GcEjBiJV3+hspcsuZeiY1oZcx5S3TW6Ryrh4mbQYYLEC4dS+CNZvRX/w4enMfQV/2fAzkPIyB/GXEVOsRanqFVSPP1A0EGX71bNJgDjngyQB3M3yD/il/+K9iLt8PL11SRQJPTHOnrFJDU3AxHO37kbvu90hP/pjZANcfeyqaCYra4zTs5GTUx1IRMX3ryY0zTka7WvnIHXxHGyNWx52KwkTWxTmfwKFHf4pw+26mdwm9VB1UOXfDILIhE2iWUnTDOEr/AClBTaqpDjlyhrf6maUNLX1IVs/Tk89RXzUR6AyihTZBa18Q6za9Ci/B045XD5p0t3kid0bB0yiduOQ23rk0rHOH+XiQ/JF+VENvKCRdSflJW2Ow4wBKN/4NOfM+hwLPVZSHZ6KJBr1kaDNlaJMBSGrcOwV1WjJbjVB8rjm6auhrTZ6MKt8ZtGcuxcEFX0RLyiJEWmnH9BOohCnzg9UEMFrQgAZ+XyXxlKYHCER1UvZ3YWCwD1osgtWcksDWaFsfVcuthFUNlx1qn0WRLpyb7n0dJVnknpbtCvU3EYdR/3QXY7AhharrZfSXP42+/IXoz0nCQNo0BNMeRCg3FuGcqWjf/H0UrfoCch77KlIf/ToOLPs60lZ+F4Xrf4WmfUn8foNZEEpbkdj9p7rom21klJYSH667dCamfRD2o7t+B8pefpC6/RPIor6qjj/NLEIh4KSl0jXM3MyF9k42o1P0zGzOy2NAI1XiJ6Ao8XwcmHUryp7/b/RVbKG+0tQP2QWSbcxnNXIfAZ50sCnqgCdd6eZwQI8pnWDgSQahY0jJkDWKngnDStIfjKCPBl19awc2vPQq/u2Xf4BnzhKsf+EVPL7+edwfk4Q/PxCH53cdRBtL2eHgiWfGQLFJPAqeSIocE8F0i9KIFGjSTtla/UxV1HTbduVQcMxH4RPfQ1rSrciMOR/l3vNQ4znHtOZU0SCu8p6GSgqaqoRzUJ54AUpotKXEXYO0uXeifuv/IFKt8asFZFb2Qe15oNYE+mEkh5PIw4cRJOW+W/XfiBVPvfNGPLIheaekFjyxq6zcOU86juxSsFJ4qme2pcykDpNhMNiDiHpi2g+i5tV47Er4ODK816DMew5qYybSUB9LcDQOLRR+gbgJLBMTqahOoVE/EU0EU2007FtnjEE9BajKTPGsm5G26CtoYJlCN4X1YD197qRvAjAUxEOLRQjEWUN+5EhxHLTLSTMNjfIKK36N9LeCeiAVqH4W9Xvikb/ulzi4+KvYM+uT2Dvzo3ht1sewb/6dyHriuyh/6a/oyFkOtOxjIglw1SM4oGEqWgGJaajWR60cqHJ0RNk+vFSpnEkauSzFwLTQfMGeVJS/PBXpWjDCdzX8vnPNzvDt8SdT+VPhOIqnhYpHY8Y7pp6EHhoGrdMIVGNOZp08C7kJ17MO3oOSzQ9gsJNxM/Wvm34olMM1QNc2LOLDQzhKR0ehAYFwm6phtTpro2OS7rR3R7D6mZcxPeFhLH9qIwrrWlFLtLPrYB7+54EkLF21AQVlfjPM3Ka+zYs3KjMstqPgaZTec5LucUGS24jn6iUNMT8ePU+u3xY8hciU6xpGFw4g0pWGyhceQNZcgadrqHvONUOf1bBk5jxRjga0QET8JAOe6qLAU30cdRVlaAVlaE7yDUh55KtoSX0Yke5Muq2hZMWsbFkESym0j/azQqbzmvcGtHBWJUFNDcLBJvSHetGrhk8mg4ZlH2HuDEl9yQgreXXXpuPQiw7pVNarhu0FNZ97kDqCMj1U9hxad89CwepfYe/cL2JX0sfxWvLtODTzw8ggFy/4BNqf+w4iOQ9isHoWBquWYLDyCQzWPEPQ9SIGW/ci0sO4BAUECQy1sq5GZ9AfhctlN3zDusK1oaizI9R/7QfgPzQbr876LNJ8N6Ay4SLUzjgFAS0FT9DUzLRtpL3QQrDaqh5A2g1aHl09fsqDCu8U5CVdhv3zPoHaV6cj0kzdqmkVBE9BJqDteVIKKGxqmDQBMgcbxiPAk/g40AkHnuwYUSWQzSBj1PGpWou1IlF73yDK61uwYdureMg7B/993wz88f5YJC9ciZ3709HY1WOGRGgfKK3ANigjUyiJbutvtOfJIUVOCRDWkKOQAU0CT0GT9jTiQtWIVG1B2fpfInvu7ShOuhS1iWeiwTeJFWMc6lgB6jU0y6shRONQTWOuigZ0jfd0lPrOR07CtShZ8SW07Y8F2nbSvRL610y3aVjI0DDSRGGwYVFwRj69XQ/eiEfet5Gkp59+2iwYsWjRIrNghKuwRDrqWspjpEgNFCGT/xLqTn5oXLcWjOhIRWB/Mg7OvwfZyTeigiC5Pv5UO1Rvmp3vJGPeT8NeO5jrun36WHQSOGlIn3+6Vty7EJm+G5Hz6HfRmk3wIaFN8ETHyVpq1QFQBjypzlvBOGLEeJklZnU0lwNkzWmqwGD7XvRkL0Lxul8ge8mXkT77Y8hIvBG5iVcR8F2FotmXI5PCPWUWlenCTyLr8e+hemccQnUvM8xVGGQaRbRZINWbNpA2S9zzSv64Jc3JOf7zDuuafWJjadQi64XZTyuixUsK0JG/CoWr/53p/SGC1UtQM2MymqnwGzXMgYpHE5w1trydad1J8NQ1/SS0xWkFpYko8VyADN8HkbX0u+jPW8P6l8N8bDZhU/udUlgtospnK13dsIgVRh5G6ajJDDkdaqBTY4capKxhJFBUWtOCFWs24w9/j8Wv/zYV//13D375hwfgmbkc+9OK0dajXn832W0+6Nxll1h0R8HTKL3n5AIXVx/V1dWZBSP+7d/+DX/+859RUlJi9NOxJDcMQ+CJNoxkqJnz1J2F1teSkTXvXuTGX4tqz/nQ1hky2DW3qYkAST1P9fETTe+TZGa9hu5pKB+f18ZORGnsWcj0XousFf+McMliGp60YbpfA1q3oqd0GfwHYlG+839R/NLfUPzCQ6jakYTW1OUIVjyPSFsG1Vgd5UInRUI/wqEwbSxKBtZRa9UOy14Z/tb4l+xwnpg5UkzboQrN2mxGZ2jOVZ0ZmdCcMhclT/0ceQu+hOyZH6W8vwF5ydci13eZ2dOyOOFylCRei6JZN6N4+d1o3fXfBFsrqAtetbpXw/P6aeOFNHqig273Mwz6o9yin+o1HwZ7+pVccsI3xNTXUC9YLjqKn0DK8u8gLfkOlCVeiVrPGQSpE5ne482eTi0aIcH0b6c90EZd1cq0bvRMRC2BU4nnHGQkXY+cx7+NlhxtzptP57XSL9OMyuow8GTsg6GAOQebdqPgySSCq9od8MT7xsTgSz1Mn1aiqIrGDhzMKcKrKZnkLGQUVaGmpRut/ZpWRuDEdzXRzAzFMgWPCo1HuT4KnkiKHBMiQsGjFfFkNKujNqx5F9pVuzODwGcWCpZ9iUDocpTGT6GgGY8mj1ZH0f4AY9Ds47lXIGoMKwLP41UhaEAnTkFh/NnImnkTKp/9MQXKaia0NlzTZnPaWZt5oroolox10lqXR5vmxgg+gt+YdP+N+MSmuXPn4t5778X06dPR3EzD11FGbjzfOs7/OMklV3w7WULhxbKgnpmuTLRnL0U+QUNawgdQ7L0QAZ+GQkxwuuY1jpxlQHNuNEl0xklmwqiGkWlPB3/caUag7ou7GUXrf42u0nVAH4V3hOVMvS1mg2P6NdTzpJBYCTBSpLQaVBMgHdaiIppvhcFahKiI2jI0LPXHSJn5cSqhm6h8rkApAUiV50zUeKag2jsZ5b4pyE84F+mJl+PQrNuQufRfUL1tBiLNe1m2K+heM/3QUvd9VOYCQlJENi11NKT8cuSRAqI/E1cD5NSqJm7jB1UIt+xGzY6HkPkwAavnOrOBoxRSbexk0+sX0JKvVPrNVEotBE9aTELL0ZbHn4msuCsJAO9C5ab7qNsOUGhWMTEJwOmvJKsd/mHTVyltwyFW+ji1UJejdHRkkk5pptxWfg7SmFPjndUvbb2DyCnzY/OuA1i2dhPmLl+L1Rt3ICWnDA3tvWY4ur60+aD0HwVPo3Rikzv6QXK1qqrK6KubbroJn//855GXlzeiDXtvRK7+cwGUBXOytJtpfOcimPcYCpZ/G9m+W8z0An8cjXnKS3dxCM1xUs+H5jw1xI4zoKmJOkznAcrZcs/FyE68CYWPfx0oXwjUr0FXzjzU7vgTCtZ+C5kr7kb6ks8gbeGnkS4ZvehrKFjxfZSt/y0Cu2eiv+IlCgDJ3VYLTCQTWCUld9WApYkSFjYxHR0edJ7oDSuLFVGdUjqoV63fT+M3BS1pD6Nk7Y+RPfvjyIm/BsWMX7n3XLPEehX1VVXcqXZUkOdcFMdfgizf9cinHVe/cyr6arbSefU0EWQKjDHNpBc0GkMyRHtmKpzOVF2HlJfSFm7YdC5WD7ttgBxo2IGal6dSX30RWdRXZfHnoY42o5Yhb4wZRzvAjkRpmybwRNuRoEq9fqVxZyOX+jZtzscZvgcwUP8i41nJgKjh1ok6vXcQAP0jS0e5aWNI0lPh0fH40QkJnoYyh5lqV7UapCKKoJdc39aF7JJqM99J48c7mY5auaiF+VjqbyOQykFbn9a+l/lCVzUEUCupRYJ0R3v5j/Y8GVLkWNYGg6y2TBCL2zX8hEaluqBZGcqe+x2y595BY/I8VsxT4PeoxYZGmiYCEiwZ8KR9A8wY4rHmnhYICHjHs1JMRqb3EuSt/BIr+yygN42eBZjmfVbQqZy77NQFHo5BmsvFd+Pqu/3+nZGUkfbMmDp1Ktrb24fAk5TWSIIml+Si0t/NEhPrsFryqIz6CqkHnkP91j+blqXs2IvNRqzN3lPNvKdWASWWiTayltNu1wIGGiJBIKXJo1W+85CXdCMOzLoL/lc8FJCvsIxRQA4SKAisawU4TQ4Vq74axWilwIgR3bN78VBhDWgVRgK37ix0FjxmepxSkj9qNpYtjL0IlXHnsEyfTqFPgKJeNcXDMwFVCaeh0HcuchOuRGbybUh/5BsI7JuLcEcqIsFqus98IggMMt0EnaLT0gkAWfGzeWnuG0EkI0TKQY0XApBM84EitOc9jtJnfoWcBZ9D0axbCFovRUncuSiLO8sCu/jTCKYmoW7GBNQQUBUTOBUkXcM6+ymUPvVLdGU9xjgWUcg10wutbKgafjh4Up5bcsN3eKhH6ShISafmWukvGSKsqwNM3F4mcjezM7e4DoWVzahp7UOxvwW5FXWobetGZaATBzMKUVxZa/c7M2muHDGaa4hdUp0YBU+j9F6T9I8LWMTa52nmzJnHdZNcFzwdzqwI2mS8twSo3YraTX9G3nyGx3stKuPPR72ZizPBgCdt0OpysxaKIHBSA2ADn/tp75T6rkLJwx9D8ws/RaQ0CV0HH6JM/R6yeC9j5tXITr4EOckXI8d3MQr4blHCjbSTbkJO4m0oWvxVNGy9H92FT2OwI49h0ogb27Nje/4lhx3QRLvUgBdzHQ2eKIMZJ6sfKEi0FHlPAboICvPX/BhZ8z6OgoSrzb5KtfGno8E3GX7GS4sxaN5WgCCwPnYyqqkrigkEMxNvQcHK76DlwHxEWlKohhoRCnYjGNRcXWsTC6QYoDIsSGwYFJahcImlOZx72qBXdl1XDnqL1qFiPW3GOZ+mLhWoO9eAuUDCFNqHU6hHJ6FxxkQ0UK/Wxp5mAFa+92oUzP8MStf8BD1Fj1NgZtLZABVUn5n+LHHI4DFMslClteQnb0SH0YRFzPvHkU4s8GR+nYRQYg1qHGsQwVAYvdQOXcEIckur8cQzWwmS8tHcH0I700vgqaa5By/uTjXD9xo6+9DPEqDCSkuJbLv7QloJhW4bG0oZQv7/GjyxDgwyotL7agPR5H1oU9ReCr+ajchmZctIvAlFvnNQnTAJ9T5WSAIkjQsOxI8j8zx+DCstjxquxXuNNJz9NKIrPZNoZF6E9EWfRtmOB1gpDtHtBlZOVlZ6aGw0tw4yDxQcHkYszSVM3z25oRIfX5o3bx7uuusuPPjggwY8SUmJBJ5sK9tIpdQwyUWVBbfsD6rRQUvVhwh02vaiJ2Me8pd9Denx16E0/iKWhbOojNT7MYbgiayV9wiatFmrJuX6WR4qvQQcCZcjNfl25D35U3QVPY1IpxZcaGQZUC8kC4EkNuNl983gufwnKywjSZIvphXQLF9fiWDdi/Bv+zvS5t2FrPirWcYvQ03s2aifMcVsQts+fTw6Z5xMHotWlu/6+EmoVqsklWuh9wpkJN2OtJX/joHqTVRs+QxwE+tQD9NPe3wY6UM2vhrfTTlSwXfyzvw6t8VGgRkDXKA1QMyzH+1ZS1G16XfIXfR5ZGreoedqKqYrqTgvI5C7iArqPJRQSRV6LkCaj0p94Z2oeOa/0JG62PY69WnibQeTtY9h0gbdhw/bsyEh6URC0dwV63yUjoqYdiZbpXNYns1cRVYiAaeW9ghWr9+OF1/NQH1nCG1M2i6+38H3dx8qwIKla7Fj90EMsA7YcmILg8kOh11SsRkFT6P0XlO07tF5WVmZ2ST3+uuvxz333IPCwkLn6bElC5hc1nWYcp3GvBao6khFV9pCFD/2QwKH21FEI13D97T4TlMMARTlubba0JzRVoKOZoINrcinURLl3ktRmHQzap/8KsKH/oLeg39C+WNfpfy9BXneiwmszkCFbxIqfacQlBEIELz4489GTcyZKJt+NmXylShf8FlUrf1PhMo3MiwahtbMGinYJIgk6CSgpKGGLniyPVGCV1Y6S6CIaQdrIYyBGkRa96Dyhf9B6pxPIpvAqcJ3If0lcCLga/Vq2OEYxsEuiiEg2ByjYfSnwE/7rdBzKXJmfhTV636F3nzq4N5KhPpaEezXIhdvAEiGWD/SB264dM5wOXLKjBQxDe51iLRloitjJaqf/Q1yFnwGGQnXGBuwJOlChvUiA2ArCfbK485HkecyPrsRufPvQu3636AjfTHCLa/Riwp60c5oMy0cNTQMnpwwuDrUDaMJi8JkLo4bnVDgyRLPTEayIgyyOGk+TjAMf2Mr8ssqsf6FbbgvZiaWrdmMPRmFOJhXikO5pdi84wASH34U0xPno31g0CgZFcqIULuMQCa6jBoVW7M0sJMprwdPGwmeiMoVDCdE/ydJkWN503j9YfDkzHHpygYq1yNt4VeQnXg9ir1nseCrm1XD9LRL9ymoY8Wso+ARgNJQPW0216KduqeNQYBGdJ1vCgXQJUiZ93HkbPojjbg0esJ0ZV7Yldzov1sPnYRWFTix0lyhkTGrQB5fcnue/v73v6OxsdHck5I4VsDJEJ2V08IyJuaqgyoTGl43UECdtAWBbfche8E9yPbdSKP9EgrDM1FLAd1gFBIVEDnA8lDjm4gy3+k09C9GevKtSFn0VdTvSUKwLYXy1s8qqXlcAoL0SMlrmr3oq1MI3NsjRTY+VFdaBEOLofTnoS1nKYqe/CGyGL4Knx3a0RR3OpqmT0LzQ+PRPnU8emZMRLd616ayXE+nMorTRsCTGe8zUJZ8A/YmfAIdafMw2EqgQqUdiXQz3FSNAkHWV7JioqONnNJYT4Yeqx6QTdo7tyJmXylNDD6E7rxHUfzc75Cz7BsEeneaIQ7aADeN4c5I/gCyZ9+CjLm3I3PZV/jebwm4lgEKj4Y/BLXHmTZZ7qdMk9pWTY/yh2x+zInuuEpS56N0VMS0M7iTGajVFtXA0dsXRFZOOfanFOOBGfMwc+ET2HUoF4fyqa/yS7A/pwyzH1mDxLkr8NqhTGa/GvuGy4mbJSZbHFL5GAVPo/RekwtYXKqsrDQ9Ty540p5Px0xHvQnJN9MTFlIDMOV7sByR+m2oeXkaMh/5OrKTb0eB2fNJAOp0Ag2CKA19JjfETqZcPw21cQQ/nouQT+BUuuyLaNn2X+hP/Stq1vwz0qnvCmjw1yaei4BX86Q0woasBSioH8xm8QRkWtinhu6Xeq+gn/+E1ldiEa5+EegtYyA7GU4BKA3PlsCXfSq7y+n54V3pDgsSrFIwQ7rDBBPdhQiWPEkZ/w1kMHzFCZegxqstQ9SbMxbN8SczHmPMCrcaftjCoxo1G2acjEbvqaj0nGMWHypceC8adnkJ6HKo05voRTsTjmmmbh5jdzuJOcT6kVxyw+TKKJf4XKvWBjtp49X/P/beA8CSJKsOFZLwRoBAgL5AwO6yAmE+SN8gsQu7gEAIwRcgWMQCC2i9ZWd3Z8e7NtNu2ttq73vau5n202bad7lX3nvvq149W1Xnn3Mj472s6urpntmemeqed6vuy8zIzMjIiBv33hMRGQEMFBKcbUPDsS+haON/xa3l/zduLvpFFC38FRTN+0VE5v57lMz/P1G69DdQvuH/Q8PBLyNasJX4q5DpEXCir6PPBZSU4FFOlHwagnSE02o/SpPTehb0DtDMA0/+IGBVCI0dP3riLL78jSfxR3/xCfzBn/0d/vBjn8J//8vP4o/+1+fIn8ef/u1X8I9PzieIumyfsSmLE+k4HbQE49GUwAROYzxmJk/qeeJ+RdNU8NRl4UrCQ018QfvYkpmhr8HGNeuZwJPWtWnaj/wV/5WC/kE6yT+Ehhf07co/Rc9czazmZlTz6yN0UXl003kenPs96Hryn6KPQEuLeJbTcb657NdRzApi4Gm8x1q/zTlXXTAOCkPlwgTd9zxXhGG+J9KFLk1ZfmdJE0X8wR/8AZ5//nn092s6bDdUYqrhui9kecMf42yQK48kD6gYNblDvBRjrUfRfvIxFK76L1Tiv4JKguu6uT+Juuf+Jeqe0TdCP4K6eT9qwLl4wfuoOH8VBXn/HS3naES6zlFBNiGd6EMqqbW3GK17kNsx5uPI2pVo3C/SIzSue0zGdUKTYFxH2/nnULLqI6hhOpue/37KsGYJ/E7rdeojgOp/5rsx+Mx3YegZAilyz3PfQQP1neikvGua8JYXfxzFNAS1ez+FWNspqpkmltEgdY+aaJR4GRuv8CXscpD9XvDjA4J39ne4hp8BBhAAxYsx0XcaichqNL76DRTv+ARubPgzXF/3x7i1/n+gdPvHUHHg04iXbyDOPWXfqNmwSK1blRqgntNkFjE+RvM1KWVBPdOPZyMlRv1SYu3n6J4ok3+qm/reaRzNLV3435/6Kv6MNuoP//ST+MP/+Un8j49/Dn/6iS/gD//Xp/Enf/Ml/PWnH7WZ+Fo6+w1s22Q9lu858JSjmU3hRjz/zdOv/uqv4o//+I9RXV2dOfeOER+nCYFsplNb+J66L12DRPNxtJ15DgVr/xjXZv8KSmZ9AA1zfgptL/4f6Jj742iZ/WOon/3jqJ79k6ic+z5z8Mvz/gB9rz+GsfJ56D/5Dyha+h9ssd2meT+BzjkafkZAYt99u/WiBJrs21MBlhf0WYMmz/ohlM19P26t+n0MFK0GhulT6VtyaMZT+lnS8hppoYbkQPc7l0h1X3rAWQL7Fjbdh7GBfPRfnoPrL/0/KCYIqp7zr9Bi33F9P4ETART9Mo0AsqF7GgGk77g0oZOA3RzaqlnfjZrZP0J/7hfRsO8zYKZQmTTRtmgZmX4mQI2kfC4TYu5YhlSOCnCpc/vuAp2xs0q/PpaKq4eMgCxeiYmeMxgsXYOaU1/HrZ1/Q3v1l7i6mjZr5Z8isvlv0fzKNxGN5AHd53l9vbNVEwRyljd8d/9Y/xB7dsY6knkycy57cSboHaCZBZ78TibAFYzAU3VDC167UoD1Ow/ha88sxLyVO7D/xHUcP1+Ko+ciOHW5EsU13eiOpjDC650Z4l9Kw3TiPBKASiGu2U9YsU1gybeDJzds76EHT0Eej7MCu+mp1SYt8ETkPxihRjyEWyv+CIWzP4haOsTtc1lB1brxnFrguX2ewIlKo+vZb0P3s5pNhc7lU/8UyfnfQyfzn6Ntzg/Qsf5p5C//EMqPfYMO3U0+TMOa6MCpgkr+5R3rWx7rkrXS4p+rAPeNgvfM8D2RLlRlDPM7S8XFxThx4oRttcaTN0b2PUWw/tP9I8atArHvA1UeLlRPsJKxVqkRBhBAxcow3nkC/dcWoGzbX+Haot/AzXm/hoqX/iNqFv8aIi/+AkHVL+PqvF/F9WUfQe2+T2K0eBXGBy5RWVeafE2Mu0YMqUI9w95N1iNgG/4UHN4vUgk6QKPvqtqB3gtoPfkNRJYw3XN+HM3PfjsGNBU4ZVogqee57yZ/D43id6Gf5/op8z2SeRoljZHvm/XP0T7nB1Ex/9+hbMOfYKT+AJVJPdMs8OQmpjEtROPnwIjaFbNfdNqrKVHKADH3lQ06p6ud/lLDjwxbC09UYGL0BvPxAtJdJ5FuOYR0w8vEVi9jrPMYxqKv2yxT1nonxwFa04mgicBpjMBpgjxuq4+4tFgCvGhbYkTOcDvjrRM5uidi/qnsbLFOsrIzOhrHqTPXceTV63jkiUV4bkEe9hy/hMNnb+HgmVs48XopbpV3oLk7hhFNx8t7JCG+ULTn2ZOekQNPOXq3yQMnv9WahFVVVTh06BCOHj2Kjo4Oa5R9J0n+nPvuUExfL6mprjswkaxEqv0k+q6+hOqdf4cb838dBbN+CZEXPoiKOf8OFS/+exTP/WWzYRpRUbvz4xi+8SImmrcgWjqfx/8fbi34eVTO/jdonf1D5vdovSgtuKsenm6CFTUca8SFjjVsTt8ctc76HtqVf21rY3ae+SZSmpk12cy0aXZZzapKnzRNPStHU+rYbagH1P/shvTJCmgIt32f1HcFnae+gaIl/wGlc/4NAaD7Lrfn+e9BN+2VNegRNGlSr87Z38l06Xtdfd9FZngb7VX97O9H6byfRd2uv3LDCeO1fEQrH9zLQlWa9Fxne/mfYUfac7rJODhp2U2WL+2+KZbNk81q4isW2xqDZq+ajyHVeIz2itx2AuN9lzARo73Sch/6NED5YbZJ76143MYeZ6SDkLEMpcE4IH/VO0EPBHhKMTeGRlPoHY6hpqUbF25Wo6CqG/U9o2gZiKO5P462oQT64mMGnOK8V7PtmSOu8ZyaXUs9HmT7FoHncuBJLAG0vjhWU/5N0MHSB5dRVipW9uJNf4viBb+K+rk/wYr63dYNrLVkND3yICtrv30L8m0YoMM5+Mw/xcDT32bfiHQ8/c/Q9MIPWq9EydrfR92pZ+l0q6J0M88JZtXaYnWAiZCzbilQl7X2ZkK+KwVKSZjfWYrFYjZcb2BgwICSWGE2NCEwWveNTPtRaY2zroitcJwSco68VLmGF+hbHILrRC317WWMVu1Gz5WFaHrlG6h++dMo3/q3iGz8K1Tv/gxaX3kc/deXI15/kLr0Cl9I62O0U+Q065ubuMWzK3nPzGvTyNy9j6+oEswAmhTBSOcZtB77CkoW/p+om/WjaHvm2zA4h8aPhs/W+6DRUe9q1wtuOIYmv9CYcrFaFzXtbcsL34tqW0/pdzBUuYv5Useku1ntnCOsvJRREIByb+qBkRWf5TvfWS2QzHMF+Tx3ZkR38P4J9UARuKZpfG0x3zrmZxWgb8eGSoFRgVK+0zgdhgm1bOrjZDc8ZIz3C4QJPCku15PIp+hhXrS1b7sy3HqqSvydl/kHlph/JrLUp+KxsXFEYyl00D5194/ielEDCirb0NAzgiYetw3F0NQbR39sDEM0VCNJwtq08j5bKNrz7EnPyIGnHM0U8gBK3/gJQOnbXHG4se8dI6s2fKY9lhZFE1NRF09MdGEiUU2zdQHxiu0YubYQ3a88gqZdf4f6bX+Fuh1/i1raroajX0P/tZcQa3qZvvxpoO8oeq8/h/wV/xlF834GjXN/DJ2zvs96mOy7Xg2PU+Px8xqF871kbtWgNvvb7POGltnfhdq5P4L8ef8ONXv+GsNVtA9x6m0tyC7wpKFyApj6PkTq2G3MRk0GT9Tb6U4key6gbv8/oOSlX0LV7B8jOPsXBEffhb6n/jkG1LBnQ/f0HTrZpl3XKIrvsJ4nLVLfyvD6ud+HyLx/i4pt/xPDFXvMXmmyBz9xkzSQtz+yUWKlImsJlLlSNJOUTXiXzD/1lgkkTmjB3XZGRJsV5bOi9bRV3KqnSSMjNO36uL4F06gI8zDsfv278gxYx/YjDSlWYBA0hbXRO7wTNOPBk4RKhsF6Bcl9o+MoaxjAwVO3sHbncSzfdACrtx3Dmu1HsWrLfuw6fIrXJHm9spg3yzkh67sV/Wm9qBx4IiljlS90mpUvBp7kdKkFIkGh7r1BhfI4irVQ5+yfQvPzTnFoUoChZ+loar5+gqlBVswhOpIWRvDURxDV9sx3o37Wv0bJvF9G2cb/iYHCPMZZQanu4fPowBEIWCuRFYREXdXWCT2LZAbku1KglIT5nSUZH7Xe2aKuyq/g2BslD6LuD6ksqCYz4Ekq00EaKVK5/q7/hOWkMdi2DhhlZLQM6d4riDWfwHDNAQxU7MNA5UEaiqNINL9GX76ACpNO/qiGnlFJa90LKlYpSkmdYznrjNNY6lpPvf8SoJySSTKTIPDUdRZtx7+K0kW/hoY5P4aO578dfbPUaqiJLijDs/+ZGZx29bZqXDvPZVhDMyjzzS98v82yVLDs9wiedvMdaynOBE9Wp4JnZXqeHBTSGyp37bTKz/JdgMYBFr29rvEGTHXTAR4Nq9BwFE3gQWOXohEWa8y6rdMx6hqHGIdicuZX8ckcB/lrRk1p4nPt+WRtye5QZe7+cs73myPrTRd4Up6zjiYJhuIsWpoidBHdlDf242JhDV55vQinr5XgzNVynL0cwYXrpahr7bYJjpzMqFDMcmXYk6p+Djzl6N0mD5q09fuyUbJP2vpz7xh5wVcdHHN1x41sSLBeaKZa2p4kHXbN5NZ3ib78EcQqdyJavg0j1Nsj9YcQaz2Nsb5r1luCGO1W9wl0nX8cVxf8Cso1kdCcH0QPAYkmmBigD6Stepu6CJo0CUXbrO9Fq4bHzSFwEs/+TtTP+SGULHgfSjf+Ifq0tqF6evQ9FrSGEfW5Gs1C4El2QVOYu8kkpKe5pV4fT3cgSfBX+/Lfo2ThL6HOGrO/Hz3PEDg9+W0YZVo0w20ffbFuzban3jBNgKH0EVR18FzbXKbnxR9E8fyfRem2vzBbjZR6wjQT4BCzTpOpyRIzmeSszXfpUp66XykacsZ28Ed6z9hpHd8INyZbT39yTMMobSIPbpOyXcwDGyqoHqeoPdX5As7nMNFxajD7HP5It7q/QLv567QNWBvF8U7QAwGeJF9+jae6jgHse/UqnlmwHv/49FJ88h/n4qtPr8SXn1iKz3xttn2Y2zeaQjRFF8AKliwnhU66sj3X8xSQXs4UHYWWTpegk7V4WHeypsWsxmD+Blb8P0fRi7+A2ln/Ct1zvh/DrIR9zwgkETyxkmqmGut9IpDqeZqVl4qk9cWfQNWL/w6Fiz6Emv1fxlj7adZEKQ6teUDwRIfR1npSIcxY8DSV31kaGRmxnic/TbkHStp6vn8GivGoHDyAMvCk+uIUpxSo2BQqL5VzPa6x21K8Y6082cAT6g2px3iU+zGCk3g7w7p4jrJkClPOv1OP+pObL6nT/G/qIXG9Iw4uvB35rXeRSbJnqBen7wraTz6BssW/TmP0b2CL/tL4aPbINm8A52hf06070KStgJSGZXTM/i40zvlRlGiM/Ma/QLTuEN+5ga84bHXKlZbeRe+kJyvMGQc7p1dUmSqvCUhdDst8qS64dkdXCmI55EGIDKrNIEpWeancyPatDePU0xSTtu5+91TFKODk6p3KmyfDHGx0dcY45eieSeBJM8OOsf5YHjIDVR4jVKfXi+qxcfdJvLB4E745eyUeJeB5Zv56fPO55ViyZhduFFfZWk9OZvSrGCYVjZGKLQeecvRukwdM3v4INMletbe3o7OzE4mEGmneQfnzgi/wpFna+GzpTbnkCc1+Oq7GpT6muY0VRbaqmjaq3Br/rNdetku9+vquVz34MYZ1nkHXucdxY94voGbej9uSEN3qdRJ48hMyCEBp0XICqLZZ30178e1onvvPuFXD23fQPvwLlC/4GZTk/Rf0WAMyAdwYbaFsp2bQE3iyRmRLulkJWUM1Ylsjl812O8p36rJGyo7jX0Pxgl9DPcFcJ32x3mf/GYae+ieIMy3DAk/Beotu+KCbgt0+s+Bx24vfg9oXfwRFC34e5bv/noDxVb4r33dc31OP8qkOssnGa84AD55kR5SXrjQtk7nxykZplz0J7FJg350GI8vXli3U6C/ZKtmslHrc6AvYJBXuKRodYTPU8i57VvAYyxSxnscAbxt1jUKM/MMsPW7jGqHefpqh4Ik/loOsDNzICKnXKcpcuxapwpMvrsac5duwdONhfP251Vix+RjW7jyJWUu2Ys2WgxhmOY0kKQ7M+HG1RGjFQlV25rKK15eHfJf3LHgSMXOlBG0SBxNdZpxcr/FhSmAHxtpeQ9Orj6F41e+gdN4H0DD3x9Az74fQ+ex3UpF8u82u1zP729FFJaKxv23PfycaZv0wahd+EEWLfh1lmz6O7uurWHD6FoNKSbPGqDtdDoYAlDl9riqE60CO6HBdv46tW7fi/PnziMc18YnyiVnI7dvSumd1jiVgzrjkQDVFNcaVi56uOiEnT1vXd6ShYJQV+75miCcIHGIDxF8jjILGQYAppZ5GlrfqIZ/h4nTwSWbCgSfHrnbqSUqL29wv0juo/8V6zmhIMVyErgvzUL78d1Ax+2fROueH0WYL99HwCTjN/TZu/wnayd2zfa+TgJOm6f9OtM39FzRGP2lj5RsPfhnxVn2ASyDJ9za5tqfq1+We3tq9u8sDy28pIJN/l9/MLJ7xBkh/Lv/dAoaT64gVl1hRKCqyYgqz3RvE4oeUmczwPxtJJkZyeC9Hb5a0+HJ6LGFOg2yPRksMsBqs2XQEj7+wGt8k0PnCY/PxladeMlv1uUfmYN6SzbhWWIkYi18l4X5VZreXhYorB55y9G6TdEjY/qiBT/ZKkxxt374dXV1aDP8dlD8v+KxzNqpF6WOArItrFKZ9MRClJT/6eZkAA3msj3aql6zvo3jOvutVYx99lZ7X0fPaUyiY9/Ooe/FfovX577BeHL8mlL570lqGajiW79MxS5Nk/fMMeNK3R82zfwBl834K5ev/K/qKN9KJ1fc9tI0Y5bPU80RQIbvIuit97cYHKMW0mWpQs5EgasxmGgeLELu6BAWLPoSqeT9r9kff5w4TMEW1ziJZ6y32K20BgOqTvSKo6qBNa577faic/RMoXvgfUXf4EaQ6rzJeAkpNCz7hvkEWUBKcsc9euNWxrFJYLxkrwZbn/DF/gVcqvRrZwLvc7IEsC18u2hHI0vt4IGX3yS7K5mnUhIbuORtn98mg6R75PQEo03ntKU0MdWTXBsx96T1d907QDARP4dxwmaCMEngaJZ+/UYhHnnkJ5/PrcTnShllLd+L01TLUdIxi34mbeGHhevTFxq2nSqA+nWDlSQoVs0LJqPEhOfDkSLlrTheF2AEnCTUrgbqUNTZ3tBLRqp2sbJ/HraW/jvxZP0WH8SdsJpmWWd9Lx/J70DFX6xxIURA4zfthFD73Y3QofxlF6/4EHRfmY0ILomqaTimq8Sifpwk7VMFYEqo8VoGyzkKOHGnqVy04qHWeenp6MsbKG6Xw/v0gn/9SPq7GeRXF4+Ck6UzVGQanDHAL8EhhiiU77nw6rRZ4la9TolrXK0nUZet76RqGu3L3vVCOnfKULGSfeb9Isi41PabWPH1DRNkeKliPuk0fQ+mcf4/6WRpH/r2U5e90LYdzvs2AUyeBk9bNsO+caCQ7XyBwmv190IrupS++D9df+gh6Ls5HuovGKNHh6o7qU/AKVsfIeifJueUpz5vyESsv7J11LqiDGXZ3Bnc5ZqQ6NtvCHdrebFR6pj03+2e5OZ2cWJjMozeTit1udpyjN0WuPrpS0qKTCRogG7LXP445L23F+p0naacqsHbnCbz86nVUto1ix4EL2MTjWyV1Zt/4T9KvSu32olCR5cBTjmYCqQHP6xUtkqt1nrRIrqYqLy0tpT5y0vyOkJLhqo2rJNrwwDfOuV4NsYCJPulIIDkWpx2TL0IbZsPL1EAZo2pWw3EP0HcLvRdmEWz8Mmrn/ku00dfpmk0AZd8U/VN0EzgNBmwz7BGoqNFN4KmV9kNgqmXWDyAy69+gbtufYrhsJ53YFqp79w2qeltsBIF6yqjMpe0FnpgyplHLaQQgQ0O6NTR7pBrjlftRvObPEJn/720SLzXiDTAtfU+r1+nbCJzczH+dBHkaRaHvdzsIolrnfDtqNVkE/beK5b+LrnPz3dpTBIzplMCTRn64Xh+lQ76v02Rejyhjg7My8MY8tFP8sd4nZ0us74x60DoudJldp2v0LrxGOpLHCnLr4ile2SD5Evrz1zPcwKPuMctt6XFPcek0Uvy6Sax4ufMeBU+Wo9wJCsrYZagyTeDp3PUiPPrCElwra0NJcxRP04gcea0AdV1JHDpdgK8+sQAtPTHE0spGUpC5qsxJOXU6DB6jwr0dPB18T4An5U0mhy3PuWetHQlynBxlUDsr7U30l+ahfP8ncX3Zf8at+T+Psrk/jfIXfhiVL3wvauZ+H2rnaSHUH0TZS/8WBct+DTfX/gHaLryAVEcwXE8zrGn9G1ZSp8DcoC0n5g48vT0UFP4b8sws5cWLFxt4euKJJww8edI3UPfbMCkHfI3T1ilMHUlxcavn6YQqoZqm7PE6rxYyKXqNkuYFDE8l1eruJiCJ0zjE7ZstxhcuCu0HrE342f606QL3oPtCikkNJ2am1LOqj1Ybj2Pw1cdQufhDqHrhp2hk/iVaZmvsunqgvs2AU88stS6SZSSf0zTlP4Amyn757J+wqdrLd/wtUlW73QyVGqYYgCeRfy+xg4QKYSaaUWCoKXtexx/LItN/vEb10Oe9xeWuk97SGmlyzl2IhWZZFxia0jv6suOVwaUWvZiH7leF6QdpqHB5r4IVXY7eFKVSdBoo7ypj6TNloWxIU3scC5btwv5Xr6CgugOb95/D8s2H0RVL4VZZBxav3o1jpy/nwFOOHkiSzhJ4eumll/DBD37Q1iZ8x8GTJ18BrA6xUlCnjY3HCJRGkTTfw33TE+M1I+lxjFJXpph+p5fl+9DnkW3QNzn9pRi6vgyVa34TVS/+BJrp37TP+z4b/qZvmzQUboB2Ych6n9x3sBri3WLgiQDrhe8kePpBFNOudB/RYrnHMBHvpJ7PDlefIIDTjHvKK6XWDV5XOkeYr0oP02VD+2hTYu2YaL+GhmPPoGjFRxB58SdRP/cHbM2pjue+zb5z6tKCvS98F5qe57O14C+BXjMBVNOL34XK2f8S5fN+CR27/gHJkl2MT7OyDhGXaGKHBP1hAhQDQUyI2Jxkl4eT2OwTd0W6RIe6zMKkt9QM6jw6d5l+lb/ufg3tcw2qPGKQFhPXKCSVl7dqzjnnSfNFyQF4kv1W+Xlr5a4l62H2QN3/HgRPtpV1mAY86byG7slwlNQ0YPnGPdi87wSaB+KYt3KbDYfQN1CPPr8Mz85bjUFeGCWrgBTVuL5/ktPJP9/zZMxHZcDT02sC8HSA4KnzPQGeNKzEctjy3QsrxdODKH3Ul2oglipAvPUAOi48g4KNf4Jri/8Tbiz8Fdyc93O4Of993P85XH3pF3F95YcIsv4OwxVrMdZ/nnWykvnfyXIdQSIVZZ464OTBk+tr8FVNfL9zXPH5uO/EM7OUtW7Ghz70IVskV+s8ScG61m3JtVqrlPb7Q8qBrHpTrihEksEjaUZVJHn3vkraMFidkxqTOjMpsohUfZNUhgnKkJUzAyyH/UN0qbY+63VPEBQOliJ0R/eHFFMGPKUGrRVQa2+MRDagdtPHUDj7l1A996dRN+dfoWn2D6CVhkizJ3XT+Kg1r+/Z70DPs9+P1uf/Fapn/zQK5v8ybq35A3Rfno+xoetUTo1kgtykxrLLSLhXzeap8iEIUd4ZyHGv6cGTTTrggU8wiUQYPI0xLxWL9hWmc1oEXIbPAS3d6+8P7tXFulSPE2vfgvSr8suBp/tBrjdVzlqS1UO2hqLA7O/uH8fCZduxafdJFNf04PiFYnz58YW4VtKCrXvP4tkX1+LE2ctm31Q2LvNdnfHsSbKSA085milk/hpJ6zwJPL3vfe/Dhz/8YVRUVFj4O06WHEo+deD4mL4bkm2S463epxQStGNqgJfGU3Ofs1y0p7pey9noW5yxEW4JKOLNGK3dj6a9H0fxgp9DZNYPo3rOD6Dhxe9F85zvpG3QxBH/xIbN+d4nTS7UokkjNKx71nebLbk171fRf+kFoOsKzWUPdbjsooapM11ag1S6grqDVZihAncCT2qQlB5nYq0HhtdpcqCRWiQqD6Bi9z/g5uJfQ8m8n0TD/B+xBr+Ouf8CTc99l80A2zyLzLCmud+PGtqyqgU/gQjfoWLV76P3/FxMMC1ItDNeDa0XYBSQU3r4TBkKsaZRN5siuxCwjr1xYF6brrEfx87Cyadz2kfyoZ4lfQuq+10PH3Uk4zc7lGFeL1sW3GfPsPfXM51tEnjSFYrJexx2rX6UJLHisacHaXybaUaAJ8sAl2sB6cC7Ui4j9CsD0zsYRVl1C2qaetE7PIabkXqs3XIALyxcg5WbXsbFm6U2sUSaN8jnM9+DnolbyVlC65CxBfMaXSfw9Pmn1+Kjf/EIFuW9N8CT3s0LsB2YFDMzMqzMUw/UALmNMlyBVM9FDNe8jN5bK9Fy4QU0nHoUtSceQf3ZJ9B2fSF6yzZhVHP4jxYyY4P1ZiYGGX2MRaB2FbUuOMAkN9ABJ1Nfxq6UlZj7SZkXvAPPTFqyZAl+8zd/03qe+vo0BbVLq7VSpZmP9xE8iRS7YsyWgNUQx3q2P2nMY1exAlZglpz6cn8uroBuf0iG/KkpwfeNfPz2qwUBNTQjWccNZfrWCtTv+gRuzvu/aJB+niDqp1A/50dphH6QYOn70fHc96HzuR9Exwv/Cg1zfhZFC/4jbq7/n6i/MBep7nPU8+pdpaynhriv3jgpegZlWPnhZN3lJ1l5GLywVT3u2o8dBNdMyduscfHEc5PKIeBp7hVlnmOkPV0jcxSka0rsObp3co0bLGNj7TOMHKOlP3XuOs5eKkJt6xAKKlrw7PzV+Mpjc/GZLz+NvM0HUFnbanbI5b7KzNUbz54UZw485ejdJm+LPDU2Ntow85/92Z+1Br93DTx5Yvr8EFrPpoEZ7tsAFepqWlBfDCiIWWHHCK+S3RjvvYaBmwuRv+a3cWPez6By0Y+jbv73E5holj0ty/JPMKKlW55R49q3o+P576LN+B40zvk+1BHMROb/LKr3fBIjFfsxMVJDtTxA14rASCM2CJLGx7glcNPzlQ7tOfAh0KAKzcQaK11qlOukO5VP/2sVAdQnkL/k/0Vk7s+ift5PoG3ej6Lp+e9B83Pfg9ZZP4DmF38ENS/+axTN+WlcX/grKNn0P9Bx5mkkGo9QidTwxfWdMt/VABFzQ88LIxrtW6rC+ajjO5O7Y7LmccAoG4/eVOftmvCFk+8ih58rdvEqJs8Z0onM7eF43l6aWeBpUgZMziabzYicUndrPI2R2ARGaUkGRlIor2nB1fwyFFbUo30gZgZGlURlNkarkk5RIImk1BIh7CohlcuQBU+d+Nwz6/BbBE8LCZ4qmx9+8GSkF5yOjbTDPBuPkYdYAJpZrZ1KpRZjw0VIdF/GaPtZRNvOYKTzIkb7biGttXzG2nhrN+/tJ2syATqq1laQddJcBfKsY6c2HIDKJOA9TRq2J0Okb5601pMfrudac9x2qhG7v+SF4U7PCJ+f7po73ffukcsu/choUDbHKafJGox1v4ahWytRd+DzKFz+uyic/x9QMvff2UQS1bN+GrWzfxo1s34WtQwrX/R/o2Lbx9H8+hIMNZ+kWFPmtZaFemnHXIuhk2pJetggevmWPmMalAzPt9EbnpxC4Wun4zcinQ/Sc9drc3QnUj10DRqyMSxrOUTMTtkr2ZiOnn60dg2gl7aqvT+G1/MrsPPAKew7cg6R8kYMjqhFliVhReHKxJdIuFR0KgeecvRuk+Q9/M2TwNPChQvxgQ98AB/96EdRXl6eOffuUbY2ZNnR5CNPPpQ6Wr0tY+p9qkO89RXUHv9HXFn26yhc/EFULfxxNM37AXTO+U70aa3LZ78D/c99L3pe+CG0zfpR1M36MVTO/deoeOn9iKz5LfRcX41UdxErKG2NAIu+qQp6+8cEnmgvfG1V9VfNl180mWTv4/RlGUeqAame1235l4ZDX0TJ6v9CkPZLqJjzb1Ez+1+jce7/gfq5P8Xjn0HB3F/AzcUfQumOv0Xn6wsQbzxKDBZhdGrUpl9njTzT54Yjfy7Mb5Xe7P3hZ76Z+945muHgyTsbDFGFpTEaicbR0NiGwkg1wVMao0kN0QMa2npxvbgSJTXNiBIRaWSR5GKM+2METzaek06TdeEyzkngqTEATx975L0LnqYlVmQqknEDUCNktVZoXQB9GN9sFVk9TBPpFuZzB68d4B1ay2cYmrlGC7xJSZgL6Vs4rDydusj+CUCJ3bkcAWfPnrWhEEeOHEE0Gs30NnmjpO27b6AeLFJ2KcccaBegH+FBj7XEjXVfxGj1HrSefR71+z+L6i0fQ/naP0TZqt9H5eo/QPX6P0brrr9B2/FH0Fe4DonuSxjTQrVWF1gntJaFDbVj7HyIeskl7YJNbnhqGDyRXEJy9JCQDaU1Zj01x5LqUY123PYPjaBncBQDcS2Kq7UKJwii4igub0JTWz9GGW4NzRn1J/m8XUQUZw485WgmULghT9/kyl698MILNty8tbXVwh9MUrpZoTQ6Id1JDFWMoco9qDz4RRSu+30ULPxFlL/4b1D/4o+icdYPoJ7AqXHWDxNQ/SSqX3w/iub8PAoX/l+o2fI/0HH2aSTbLmAi3sr46DsZeCIoCwYNjo1raGEWPIV5MimvU/SxeK9sTaIR4303aK/2ovPCXNS//ClUbfhj1K77PdSt/S+oXftfUb3hf6B659+h6ZUn0Fe0CanO88RLFfTVWl0PmDoSWH45P+Kt0wwftieHO1sJBXbqG1qxZ+9R7NxzhEYpgRFakygBVHFFHTbvOWTcP5pGSkP1fLzGFEAT1hx4mo4mZVXAIjl8Gqs6rlZ1tZrYatR9ZDqdtjo1mfsTEHDSNJyaGGKEeavpOKUkLKeZ7yHH8TbyT9R5/+T3NmmtjFgsZuxXbA8rupzSe/MkR9YBGpNI0wLjE1HqBYGfJtq0cnq6l5FqPISh4vXovLwYLRfmo+3iS+i9vgqJqj2Y6DoHjBYzggYWgmS/n/eyXqQTfADll8/QRs6spNkNXdTTcuDpYScDT9Zqx3+ywFOKRub6rWJcuVWCpq5BDFMd9sdg2/1Hz+DcpVvo6NbUyYwgIxM58JSjmUthW6RGAzXsiUdHRzE8PGy260EGT5oJ2BqM9Z1RrAUTIxWIVh1C04nnUJT3Z8hf8p8QeemXUDz/Z1A45ydQOO+nUPTSv0cBw/NX/jeU7/g0el5fDnRcok2hnRDgGQuA0/gIn0FboUZpAzCyDa62hjlLOgosiX3PyntTWjexg2mrwUTvNSTr6AsXbED3lSVoPz8fnZcW83g9YtX7MNH2GpVNCe2T1rGin5YeoI6SzcuOZPGcozdHMxA8aUdOhoCTA08mPvzRULwb+cV4+vkFOHbyInoGkzZLUYzc2NmPPUdP4cm5i9AXTREU8WLdGPAEBUVjTCl1OfAUolAWTcsZ54+VXVNaanY1iAmS3LC8IYapp4kMB5jErmVf5aeyVEz3Qv6pORJgEmu4ngyTN1QPrlGaAUTR8npEkknzQadTwydkTNQo0MUTmvihigCJBmc0QuVSSgNYwS3DEnW0eS28Rr1NajyQQdT3U5R1lQv/1XugTm7pFifNHjzpo1enz4zcyRw9BOQdD61l5sGTSDIwFE1gzfqtWLNxJ4oqGxBl2Agv0Yfrm3YexKq8HcgvKjO5zMpEDjzlaOaSbNBUW+Ttk/hBdsRVb1Ka9MV8nRgrcdDbE2vAWMsF9N9Yh8bjj6Jy58cR2fjfULL5d1G44Xdxa+N/R8meT6L1tXk0FYeAftqPJO1EmnaCgMWG6+m7JfU6CTRpkgYDTqrrrraGOUsuRFmqT1Ysb9VbpWF3AmSpTioFNfzVMo2VdMvK3VbfNWlR3gRBU5LXaHFeW5hWz6blUw+5fGKy4vSco3unmQGeJpEKMAuenHBJcOiOky9fz8eTz85DUUUToqkxA06aerJ7JIHjr13Fo8+/iM6BUSSJfpwjwxjsAyiLxTgHnhzp/TxLDSrXp3KSnmByLIUUHURxmgBUM9lkZ+ajkrGFb8OASay7szk4qV76h+bojuSNk7YePInUE6WwHL1JUvZJyCmaAjfKTneoNeEo22pptO+g+nmSxtJYAElbDXMYpkSP0qiqcYCyb62HWdAkcdfIVOtgDcn3HcFTjh4ayjiM+vcAiiQRaGnvxsKlq7D38Cn0jCTta4coTwzQh8ovrceCJWtx7NWzZodsZLnJjbN5nj3pETnwlKOZRrJTslG+oS9srx40Uqqlrd1cwGYd+IKjrHgEKrE2OkQEJH03gKajQPNejNdsRLJqI8ab9gI954CRIgIZgRY3gZD1NAk0aRSO7IWBF9kO80Bha2wyr3zdzZAPsHwkh05Kx6S1NIJNTqQOAdMqjE6NeWTZMbE1cAswyV7xefTjxlIJpJIJ01E58PSt0QwDTyq8wBMxRyMLnqy1mHyjMIKnZy/G0dOX0TGQxDAv5Qa1bQPYeegUvvEMwVN/1ICWjSEXK4Jg2J4WQ7MWZ8XJcznw5NjnumeX+46lTG5rI1FTqTEr4BhVjabctA+lVSnVquEqp8rAyiG4bRLn6I6ktTL279+PS5cu2XAIKTYPqEQ69vs5ugeSvCm7VOEl1Nzo0Mm6M5YylJoFyVoHaXTUy5oeGyHHeN6dFasuWD2QwWEEmc/5xIp0kny7p+gJutMd5+hhI3M+bLSD2IXJvrR3DWDe4lXYeeBV2quEDdcbYbga/C7fKsOiZetx8uwFuzYHnnL0oFDY2dZQvUgkgn379uH48eNob283APUgkt5I1TBJpR4fSyBBHrcpswlWor0Y13IUGjIXrQH6BZRKiU3KWTHdyASkCLBsFEOM98mOePbAybGzCbQKrPRu3T737Az5AMtj2QxuM2EKdvkv8JVkfFr4V9OxJ/nM5DjtFUGVW/iXnGbatQadpiI3n8yBpjBwytGbpxkIniS6qniOPXhK0OlJEEHVNrVh3ZZ9ePz5RTh7JYLShi4U1rRhO4HTM/OXI2/HPqhHSmDLWpgDubMdCS851/OUJcuagJVVyn3HzklUz1OKlSzj+ilfQjdp31dAY/1ljidfe0+cI6OtW7fiL//yL23KcvU2KT/DYMnncY7ukUy4+WPMfWadck/B1gbAI0m4elbdLEgCUU5f2KQp/NOCigleTPVi0ag4TMdYxXBx2taHWfEEAabPVKOyhtJO5+ghIFfwY8FkESLJlOzVYDSFVet3YOX6XbgRqUdPlGHJCbQPJrB83Q4sXr4B125GTKYytuoOMqLqngNPOZoJlOltJbW0tCAvLw+/+7u/i0984hOoqanJnHsQKc13M1BDJe7WbRP4SVCnj2IiNUywNICJeD+DCJKS5AT3tXZgegjj5JR4Ikptr9E47jt7AaZxA04CYrIFroaq1+muPU++BZppchPSpHjomvzkyWoZGLcUDEFSsG9M8DROUOU+uXDPtfsYj/cfcj7EW6cZBJ5UiN7J8MBJzobcDcooDVE8PYGeoTiuFFTixaUb8NzCtXhhyQa8wP2n5q/EYhqp/MoGYXwaI94XGKQJ22ecFGINucmBp9tJ7ypWXjvWLGEETVQgWujUuX3Z6yxv+GN1muzudYrAOaLZ63z9nxx4B86RkV/n6amnnsLg4KApOQ+ewq1GObpHkjebQTw85qGyT40sYhekPJZxkaGRhhAHukiGlEKsbymt8yq4z2RbHMRpzH079gem18SuZvhQf0uOHmzyk+GoTsqpHKOcSdwEaGIUodMXb2DB8k2Yt2wzdhw4i92Hz2LZ+t34+pMvYt/h02hp76ODpogsNotLv549Sc5y4ClHM4HCzrdf50mL5P7Wb/0WKisrg6seTLJvF8nqqdEnCgIgmgBL6zNBvUlpApIUK7YqnXrYktzXUEWNDCGwSfOa1MQoNT7BizXAyX54llPq8y5cZx1nKBPIHxkTY3phtE3ueylnn9xYCKbHWEPK1dDqQZvC3LVucgr3fLfuUo6+VZoh4ElSogJVwTqU7Ia5OCMiR0WiEqfcadhD52AcF2+VYeWWg3hx1TYsWLsTmw+cwJXSKvQmxhx44k0ePI3T2xmTsDOWHHi6M+l9s+zgkwOw2pc51l/2GpHVbTH3dc0dwZM/EE09EeYcGWnKVxkirfOkRXJFHjSFh+/l6B5JsqU8Mzmzf3NwpVsEj5z768Kd9OrIASexMzxOsv2ZSfe4G0OsH53VVZ6z9SIbkqMHnTx4UmlqPULNspcmsk4yKEFu7urH4VOvY/6KrXhuYR6enb8WT7+4Euu2HUBpVQtGeZGAuBMGxePsXiYoIIlUDjzlaKaQB09NTU22LqHWeVKD34MOnqzqsEJOEBCNazIgeotj9k1s8O2QNLc1xnHXVVdjwzfKEx7IwxTLj3UXZGunaDrwNIkyJ/jj2QIUlx6seJ1Pa0MCjQWeQqMmgudr9sCxcTL1lPfjcvSt0wwBT076rKCJqtVVqoFiaX07Q6HpHx5FZ98A+qIxcgJ17b0ob+xCflUHrpW1EDQ1Ib+2FZVtnajv7sWowBLlIwOeiJLG0k7Qct88hUgvGOZJ5MpjspsonvbiTOh0fDv5Mz5Oz3rO9He810jg6cMf/jCeeOIJWyTXkwdOUr45epMUZJmXPC/dYfaS7gyMl8nJZ3XOh94usTyystGZ8FXZWH3MLiRHDz6pProWXRV9mkYlFh/DCEFRjEU/lJxABxHOrYp27H31KnYeuYgLN6tQ1zaEvuExxGmM5IvZN1OBZGjPsyfFnQNPOXq3yYMmb4PU86Q1CQWePvKRj6CioiJz7oEjJdsrZ1cpueP0vwMjIUCka6djo9sC3hyFbw9F43b15xu2XdocZ9Mn/1mN3+6q6SxRjr5VmhHgyRkeOYUaVifELKScQjypj98mUFBSjmMnX0NxZS0qGtqwYedRLM7bg2UbD2ApefGGfQQ9u/FS3g5sPXAc3UMESGo5yFQCPUSt9gkatSEk+awceCJl8mYathPhiumrXfimyTQ1Cs+TKRxHmP1ztJ8jDdv77d/+bTz99NPo7e0NQh3pY1yBqBy9efIyKSnzBiXMYeMiE3W7fMoc3Qk8+Wunxjz5Khd3OCRHDzLJdqXto2z1Tk7QxiTQ2t6N5o4+9AynUdXSj8JqfZvbg4LqHlwva8OtynYUVbWhpqkH/cMxs0Nj6gYNZGg6GZE/mgNPOZoJ5EdBSN6bm5uxbNky/OIv/qJ996TJjh7YkRGqNq4KOrZqpProoAhruu1NqmGu0k3Pb5WmiWdykP5cuqay/sKgaSpnXitH3xK96+BJlS+V0vhMASj1DCVoSPThm4R03EDMmQuvY3XeVrx2+RauFVXim8+9hC8+9iI+/cgL+PTXZuELT8wjz8Xnvvk8Zi9dY+s8jSneJGOQQaK06CO5dErrE+WmKs+QatFU1kvbi/sAVbewI+h56k2ewuFvxG8Ub440c9GnP/1prFmzxmbb88ZKFDZcOboXUj55ufMyJkPjDKCOvGHR8XScvd8ZKA2AcIMgxFNleCr7mEOUjThHDzx52aAkjI2hOFKKbz72DPI27UZZXQcefXYhfv9P/w7/9c8/hd//n5/CR//4E/jjv/o8/vhjn8TffeYRHH7lHJISE5MHL2O3i0gOPOVoplDY/rS1tWHLli34kz/5E3zhC19AQ0PDg2ubspUow9pM561ktHroWsf68TrhPpKPP0Q+yNuv6Thz25R7c/St0YzqeVJRu9lNNFuIxmjKQQEGo6Po6BlA71AMPcMJ1LX1oKGzG9XtXaju6EZtZw9qeFzJ49rOPgzGx+0D3EzPE4VGsyClkpr3PgeeMqQX9HnkWWGeM4G+GoqnqhCxrvHk77kbTxeXwh76XL8nUm9TfX29TfuqFdtljNTbpLU0PIjK0b2SZEqypVrvOSxzaqdzQMhTuBo4zsquvzbLYRmeLn7FkKOHl5xcqOdJ4Km3fwBXrhWgpKIRHf0JXC6qxfELxTh2IWL86utlOHw2H8dfu4VzV4rR0NpltkjDzLMylpU9TznwlKOZRLJJYtkkDS3X8D1xNBp9sG1UtiLZRtXSa3b3BVRIs4eudawfvbvX//cxH+TQ3vY8t3FWLMt6qpKic+FrJ3GOviWaIeBJldA5MPq4bZz74xSUFI1RnOgmGk9jJD6BkQRA7ISBGJ3LUW4pm32U5s7RcXQTMPXzWGGxMTqagYCYvIn5o2F7Ev0ceAooyKM7M38yykCs/XAV9QpC+54yN9+BfVzicFxi/4wc+cUGBZj8vuqJ3/repxzdC0mmJF+s9RNUGNNyIMvWiOPlMMxeZqdjXw8cC0xp0IQbOKF7QzQ12hw98KQ17mS/ZLM00148SWdyZBT90SQGiXa6uW2n4WoZSqB5MIGOkSTahmJopSHrGorTrqUN/LCqk5xMTSciUsU58JSjmUDhnifth+2V2J97MGlyTVK1lGaXz+iBk1g+pr2mNwP2ytrRWdoU42lswD2Qe3r4TlVwxiWW3deDQxfp0CfBTgXhxjphzAP7jkvM4xx9SzQjhu05h9C14rrBMPpjOIVkNDmG4tJq7N57DGs27MKajXuwMm8PVqzfjzVbD2D5pn1Yvnk/eS9WbtmDPUdPoW9EY8gp9pIRyZlJlSq7pmvMrfOUJb2h59DuVM7uBFuxMlWKQaz9eyV/v48jvBXnSKTeJm+EZJy0L9KxN1A58HSvJLlS/qnWB0ZtEnASC1iJvTx7efSssDCHz/l64Nj1Rvm/KWQB4Xtz9GCT6ictiqYQFnhi/ewdGMKN/CKcvngN568V4cyVQpy+WozT10tx6lopTl4pwms3S3H2ahEu3Yygqb3bZn2UX+PlazoJkT3Lgaccvdvk7ZEHSGGbpH3PDy75muT0vH4na/jgjL8szPajxjM3eYO72k68KQpH6e7WL+NSI5+BKB6HLxCLpoaJTaVwR/6C2N+bo2+JZhB4opCa8Qla8Mhpohstjnvpyi28tCwPjz29AF97fB4++fkn8Wd/9UV87pFZ+MoTC/G1Zxfjk//4NP7XJ7+C5+YvQ8/QKBK0JowiEBw9KAeeJpPezqsCsTKJpOCpPC3d00VvQOH73sr9DzdVV1fjypUrtg0DKVHYUOXoXkiupG+YEbhxnGnJM4Pk2ZRFcI/bc6Q9nfPnw+SvdOyeNv2VLkBnfL277YocPVDkStoWVyaAUoNffXMr1m/agTmLVmHu4vV46sXVtFHLCHRW49mXtuCpBRvw5Ly1eGL2MixZsw03i8oNPDlJcPFp37MnVfcceMrRu00CT2LZH7GG6dXV1eHSpUu4efOmrUv4QDfsWSXij7E7dLXSsatbqnBhG6JjhbtzsgDOCujYkz8/lW+n8Nnwc92Mni7vsxdpPzjw+xn2N08Jz9G3TDNj2F7AtqqzKiYLV9tkiscMb2rtQnl1M4rLm3DmYhGWrdmNbzy1GAdeeR0XblXhQn4lth44idlL8rB+x37EiLKTtEbjk2bck8AluRMatseHTgJPf/FeAU96M2WKayFxWzmUU95Yh0E+3Ikn0XQXiKfQdJd4zpGj3bt34zOf+YxNGDE0NIRkUiuUO6OVozdPTtodS6fo2MmbfnnkFUUghEFoBt449nvBJswh8vf5eyeRBegK9XL51Nx2VY4eGJJdGaOtiiE1liSPoaW9C/sPn8D6bfuxdO1OfPWpRfjEF5/Gl55YhPlr92AB+en5a/GZrz6DBcs24lZxJZIUAycFTg6179mTfJ4ceMrRTCLZo5aWFmzbtg1//ud/js9//vPW4KfGvQeSspXIV0W3nyEFSG/Ll4yHWMdZXe6jyFI4wqmcvdLf51lnFetUzt7lrwrYQFz4mBt3YWY3OMzRt0gzBjzZUExtWd5jGnIXhIs1E1GCEjNKf+PKrXLMWrgWr76Wj4FECqO8YJjnGrqHsP/Vi3h+wQr080INn0gTAdlse/rXbHtjMe468GRuC8NldASePk/w9NE/f2+BJ/dthlsXwIMnncm8d5AHb8STaLoLxFNouks858iRpn790Ic+hMcffzyzzpNamzyI8q1+Obo3kinxJs/qfhCWycFpBFDn/TW3nQ4HTjrhDhX/NKeCAMbqe7oyV+boQSU3RbnTnzbLK4s0RlvVT+PUGx3Hqi0HsWLzEVwvb0FvAuimr9XH7epN+wmwDqG0st5skavOTuq069mTzj+U4MmSqheYPs1v9U1cXtyJfM3O0Zslb388+UVyf+Znfga/8Ru/Yes8PbCk13JVMMsZQdKP9LUanPX9fIysGZy11bH0eZAv3EwWZx1Mjdhz9kLtTWVdoacqds86lpbIjnEQ60z4WHc7Cscz+UyO3irNnJ4n+wmxNgxUuICVAFScJX/xej6+8cx83CpvIngaQ5TnhijL7YMpHH/tOs/NRnv/kA2fUDwTBE/GjEirO+lPUMEEkOcFkiqaOvGFp9fhtwmeFhE8Vb1nvnnylSxXnWYaaZHcX//1X8c3v/nNzDCIHFj61ki5N5XvRvdyzXR09/ty9e5hIX3z5CaNCIaa01jJvsiG1Db3Yv7Szdh7/BLah8bRS+A0xJPDtFk3ihuwdOV2nDxz2YaQZ4Xy4QVPt6XKEqzE8yUyLebZq7QXdvg8i0wf+gNRcOh5+vv8M3Q250q+VVIjnv/cQjPsLVq0yBbJ1dqEZWVlZq8eWAoLzG2ioQAvP6rlnnV828X3jcLJCfNkemNZvvN9OXorNKOG7U0qWVOMzmEUeNLwuiS3BWVVeGHBKixeu4MgZwB9sXH0RIFrNERLGPbUrAUYihMg8b60hu6p54n3OvAko6Y/tRAyTrLifO+CpxzNVFq4cKEZomeeeQY9PT1BqJPjHJDKUY5mEqk+6jtEzTimEQ4aNk7bQrvTSbQ096X12LDjFdR3Rm2URJTh/aPAK2duYs6CtTh5+qLDD2RndN4j4CmTYCWeLxHuiQ0u1EYhYp89wSkGcM8PWQmxNgqWjQ/fk22lV2x6Vuh5Obpnkv0J2yAPnt7//vfjox/96IPd83TPlJWqLOfovUQzCzzZb6DcAmWq1jwDT2QBnabOPuw6eAaf/sqzmLN4C9ZsOYKVGw7hqTlr8dhzS7D38ClEE2MGfmz4n+lLbfWpeBpJ/mXAE8/lwFOOZiJpGMSHP/xhPPnkk7bmk9bSkLEKc45ylKN3n1yvk+t9ShNAmb2SbSEPjY5j3eb9eHLWCqzbfhSXCqqRX9aMo6eu46kXlmHpqm0oilTxXpop+fGBDdSvZ0+q8g/VsL1MgpV42XxlAPcVGCRfG4UEoVmyE8o0+Qm6P7gnYAWpHHTofn0sekaYb4s5R3chb38EoPRtk9Yj9ODpN3/zN98j4ClH73WaAeDJq3qv2NQapDGlbvpgGSWbQIL6LcFLBmJpW7V9/Y5XMW/pTsxZtANzF+/GopX7sOfwedS2dCLOix14YhSKllpUi+QmxxM58JSjB4L27t1rE0asWrXKJozwQyTCnKMc5ejdJjmRgZ3SbHvqfaJTqaUyZEM01PxGcTVWbdqPp19cgxcWb8KshRvx7NzVeO7FlTh17ga6eoZZvwNbFTj5qt2ePanKP7zgKeApYCZziR0FZAH8sQZW+gq21f0K8+fdYTZA8Xr/wj/Dc47eCvkeqI6ODuzZswcf+9jHbMIIzbyXs085etjpXQZPTqkJOLmvkASaAuBkH+DRKJFZRU3tCTxFedkgTzV1jeHijUYcPlGME69V00B1o64tit6ROOJpASUCJN6k752ElMbHx5AYizM2981TDjzlaCZTVVUVTp48ifz8fMTjms2H8hgYpPCQiRzlKEfvJqkuymapcSONsXGCJxqeDHii/Rki4imubsWeoxeweN1uzF2yCeu3H8CZSwVo7RpCgjbNGvqsTsuxfy+AJ6ZPL2TvHHB4P6DJRyIe2XVm3Ll1eT9pumg7L9JW+SnvQazrxQrz1+TozVLY9mh/ZGQElZWVOH78OM6cOWMjJWSjcpSjh5lmQM+TB09euXnwJA6MEv/0DZOAzlBiDA0dw7ha1Iyzl2tw/EyZgafTF6tx8kIEF68Vo284RqOlVhFWboEn7tvHvPxLTCQsxhx4ytFMJg3T8zx1TSfte85RjnL0btI4gU+CdVG9T6qnauqTRXONfUOjYxiIpdDSM0w704PShi6U1XehurkD5XXtaGjtxNBIlHHIXskG6s6HHTwpbe49HQf0Rkm2c+H7vK8QgCfzH0Jx+usNVPG8yifjT0zOX7s0R/dMvsdJ9kdb2Sg/MkKk4xx4ytHDTjPomyev+MIgSlun6OLJccSIdpo6e7F930n89acexZ99/Evkr+CP/vwL+G9/+mn88V98Cl/++tPo7h9G0io4b1R00p+s2GnGOTo2yl8aPEaaA085mqk0Oko5pRGS3Ao8aXajMMlYiXOUoxy9myQjo3qob56SZDnn2dAU629VYyd2Hz6LFxatw2OzluGZeSvx2HML8cyclzDvpRW4ePkakiln6zwrDs+e5Js++OAp+45ZvhfS+0y+TxZdrHEpOvKcfXPuG6DVdQ48OXbXhDlHb47Cs+2JzL/isQdVOcrRw04zbMIITzrKKlYdCeyoJe/SzWJ85bHnMW/ZBpy7VobCyg5yJwoqWsmNKK1psiF76nnSsD1FMZ4aQ5qVXRNG5Ibt5ehBIBkhgSZvjMQCUxrC541UjnKUo5lAqouqp6yv6nkKbEuMRqSrbxQr1+/EF77+HL7+zELMWbYJs15ah2XrdmLxqo1Yv3UXikvLMaZ1CNNqIAni4q9nT/JJHw7wFLRoTvOunu9EOqe7BDU1sF8DmrXKjlj7Yjfg313joJXAlfbUbKozwRPu9rAc3UYeJHmAJDvkbZG2iUTC7FYOQOXoYaeZAZ5Yz6yuhetb6FibDHi6UYCvPTUbh05dQktf1NZ60nTlfbExDCbTGE6krIcq5b95EnNfQyJSSNqwPbU95cBTjmYy7d+/H1/60pewbt06W+dJ5MGU55yBylGO3n3SUD1nLbKwRfZFNqSjJ4rn5y3H4jU7cL2kHpWtnaht7UBDRzdqWjrR3NmDoWjMJkVy8Th2sU22QaruDzZ4UpoEmgRr7h086VhX+jsFfwSShshaPjzM0pQj5CjZL10qe58FUf65OXqrJLsT5vb2dpsw4uMf/zi+8pWv2Ox7HlDlKEcPK80I8GQghxpSQ77NfogEeGzlQNu1VdsFngrLqzBv2VpsfvkouqMJWzPDr51hrU68dpRWS586Wf0NdKUqufqdcrPt5ehBIC2S+5GPfMSmKu/r6zP5FXgShQ1XjnKUo3eXwvVQe7JXMj1y8jt7Y5izaC027jqOxu5RDLEK+x6SUdk0Xqta7aKwu42159mTrnmwwZPezfUHTQVP2sum35EApRYdVn7KTuvdlW9aGL+Xt7cwmspoGpH+URT1jCDSG0XlYBKNo+PoZOYP8DoBKeuVomMRH08ZfPID/CxD+Z+jt0beBmmdp5deegkf/OAHM4vk5mxTjh52etfBk6pYmopQdU2+oW+wUG/RWErjyNXaTiXKcIGn6qY25O3Yj6fmLsUr56+goLKe4KcDlc3kplY0tHdlwJPVX5swgqqSyjM5LuCkvxx4ytHMJg+enn76aQwMDJgxCvc45YxTjnI0M8hXRdmpMRoWHZvDT/syNJrG9pdfwZrNh3DhZiU6hpMZ8BQLbJrZKotBvwww594duXBHivdhA09Kp0I9lMq8A19W4ClF8CRbHCePkAd4UXtiDKUETK93DONU0yCO1fbgaFUXjpNP1fTifMMAbnWOEEjF0ZYcMxAVZVxRG31CHaqn0h+YUGutHA5lbI7umXwjnqempiZbl/Dnfu7n8Fu/9VsoLy+38stRjh5mmhk9T3IIpUSp0DS8TmyzFqXTbuYWVkRVVxma0tomLFq1GX/3uW/gy9+chfkrNmPVpn1YtXkvVmzYiR37jmAolqJBkoLkTR48Mc7EeJxgKdfzlKOZTwJPMkTqeRJ48sMgcjMZ5ShHM4tkZ8RjNChpsuyGwBN9fIzEU9h7+CyemLUCc5ZswaHT13DxZhEuXi/ApRuFuF5YivaunpCtUd12cXj2pGc8XODJpVJ7Yp3NvIPsN7ceOI1yv4d2vC6aQj6B0atVHdgZacXW4nZsjXRge0kndhRzW9CKnQXNOFTajtO13SjoiaKJBdHPOGwoH+PV0wXZJrS4cTqlh7mH5uiupHKZOlGE73n6wAc+kFskN0fvGZoBPU/qVRJAcjPhpNMxpMhugVyxMyQCOwJP14vL8Y2n5+ELX38eX/z6LHzxG7Px2a8+h88+8gw+/8hTeHr2AvQORW3SCKvfZou4T4dTw/Zi44yfgTnwlCNPd2slu9v5t4MEnj70oQ/h8ccfR39/f6a1Lwye3o105ShHOZpMqobqdaKpcvt27Hqe2rpGsHDZFvz95x7H3372cfz9F5/CP3zhKR4/hk998Zt47Ok5eO3iFXe/VWfV7YcVPClN0mPTg6dwiqXblBO60vc41Y4kcbllAEfL27DtViM2FHZgbWEX1hR2I6+oBxuKe7GxuBubGL6tsA27i1vxSnUnbnaPoImFIQA1yILRtByWQ2NJgiceWcHpqTm6F1LZeJYt0jdOixYtMvD00Y9+1NZ8ylGOHnZ6l8GTNJa60QmaxuM0OhrMkGBwAuNjcSTiI0gkYjbuWT1JAk8jKaA/NoEhopvOwQkMxLlPBKTj4fQEz7v1oNTql6bm1YQR0sKq6Bqwl/vmKUdTSbLxRnS3828HLVu2DL//+7+P559/3r55mkoCU1OHT+QoRzl6dyidVn0cxxhBUFI2iHZqOEZbNTyOq/nVOHr6Bg6evI79J67hyOlbOH2pCMfOXMGZC9dRVduMeFwwQUSjRJbG8exJaujBBk8i937+zfQ7FTiJXDjzkdthcjPt/JWWQeyPNGNrfjM2FXVgc8Uw1pYMYUVRP1aS15YOY2PFKDZXjmBTaS82F7VhR2ETjlV2IL9nBK18kDSpvAzFPa5GWwIoN6sUA3N0z6RZ9fzMehq2t2TJEvzCL/wCfu/3fs/A07thM3OUo3eSZgR4MlhDwJRMj9D4qINeKtP3PI2hs6sb1bVNaOseQEf/KG6VNuFyQS1ev1WPa0XN5CZcKazH1aIalFQ1IkYQpdF6ySQNmlAQdbWG7cXHCMTsLweecpSlmQieNG78yJEjuHHjRma9JxkrbcOcoxzl6N0l3xssRzKVShM4jUPLNsm2qPepbySF7uEEekcT6CF3DiV5nERfNIHBWAJxXuxm21N9duBCe5496fTDCJ48Z4gHyo+EbDYP1WNU2D2CI+Xt2FLQjPWFndhQNoQ15JUlw1hRMpLhlZERrIoMYm1kAOsjPQRZbdhFwHWyrhPlQwn0Mz5NIEGNymcQQhFAYVytrHpwju6VwjZoZGTEJok4dOgQTp48id7eXqsPOcrRw0zv/rA9Vr5UOkFFpqF7SR474KRVwQWctFjoudfOY23eZly4chPXCsvxyBNz8Q9ffByf/erz+PSXn8FnvvIsPvOPz+BTX34MT74wH71DozQmalli5VYdJlKakGFj3Ll1nnI0lbwRmI78uen47aShoSEzQsPDwzbGXCSD9E6mIUc5ytHdSXZKi+OOjdG6pFNoamnFnpcP4OzFy6ht7MDO/a/gxaV5mLN0HeYuy8Pcpesxj8fzl63FirWbcKuwOKjPHli8R8FT5sClP8mtgE5LfAzn6ruxO9KKTZFuAqNBrCqNEiwRPJUSLJXFsKo8zv04lpeMYnkkyvMjWF82jI0lPdha1IL9pU240taHbsanKc7jjHvMhuup1ynXg/9mSI0EYdujY/lpGiGh73NjsVgOPOXooacZMmGEdaJzz7FmwRmnERpnpdRK1lVVtbhE4FTd0Iz6ti4cPHEee46exL5XzmLv8dN4+dgZ7DnGLcNOnLuAkUQy+81TgJL0zVNukdz3HoWBxrfCMgbTgRfx20GSexkl15rtep5EPg05ylGOZgKpLsqZTNGOsc6Op9DS2orde/bhtUtXUdfUjZ0HXsWCFZvw4vJNmLNsI14kL1rJ48WrsSpvC8FTxIb9uXod2MAg5nBN1+mHHzzpRzpOg/ndVOMV/aM4VtGGbcXt2FA6SJA0iqUESCtKhgmSyGVRrCyLY0VZIsMrS2NYw3N5JX3YxPt2FjXi1epWtDJ6Dd3T+Bb5Ae6hSk+O7pXCNkhbHXtAJZ4KrnKUo4eRZgR48irMky1qS2OidZ7Ue5RMjSGeJBPtaHrXkTEqP94wTKOh9Z1GAra1nhiudnqBH40/nxBCUs8TK7Og052H7eURPH0tB57eNVJuv9Ucn/4+6W+v0LOcBUA2iyNZ39OlyGrpDLPCdM6f11bXi/0wGzF/XBKmT8ZbIvU8dXR02GQR6nny4E0syjz7vpF/gfsZZ47ePL1T+Z8r5/tDqo+qnwnHE2mMRIdRUVWNlo4u9I8kUFbbjBslVbheUo0rRZW4XFhpx9cKIoiUV6Gzp/c9CZ6y6XXsSHqNtp8s8DTIE7fa+nGorBWbizuxpmQIS0vjWGoAKYrVBEirS0cMUBlwKk9ieXnK7RNcrYkQPJV0YUdxC/YX16ORj+5hvJp5T36CswfqeZqcihy9MXkAJVbjnhZyb2trQ3d3tzX83V/blKMczTyaEeCJGMdY9c3qXIbViuEcValbARoZD1sng9toegKjPBHjzQleo3MxXi+lKHVoC+wJJfEa15L1RuBpvQNP6wieeJwDT2+VlGvKPM/ZoDuTTqqEvRGbTP6sePpowmc985cbAXGxEzJeM87SpyzoUMZZsjTM/X4+uisJtMfH0RZLG3cmxtFLGdNMT26aWyd3kjMBKU2tb0bCx+/f9z5Qfn4+tm/fjgsXLmSMUbhFT9v7a6CUf8p/bbOkJygkzArzfGe6t6tyJArnVTiHHfnQqWXwlsiiDmLU9r7K0HuRVBq0KWNxA0+qQ9ILKTV48Eh2RDZGw89Gmflq9FPjnxoBzU7x2KkO6hPaKyorhr63wJM78iS9Nk7bPKapo2yNpiuNXThY1o5NkS4sLx7ASyVxLKsctx4nTRKxRkP3BJ5KE1hWlsRSgidtlwtcRQYInnqxM9KGfYX1qGUG9jJO6XPpf7c8ivcYJtsfn7YwZ89mKXzddOcd6cx0PIXucnomkLdFHkAJOF2/fh1r1qzBjh070NPTY+EPNt05/eHiub3Mw2edjN9dNrJ3TE9vdGeO3i2aIcP2HMuIZMgqn0ROv6ys3ErFSeHJGMmJ1dA8hSXSVLSszDZJBNl6nXQft84WSSG7QXtvDJ6+TvB0MAee3gIpr1x+WYa7jDcOMjJ7QYbcoX51j0pSrH1H/hZv1qxMg7AsKSR81jOJFwo8G4BWOmiQkdZsjpIF58ho7ZBGAqaSoTFc6UjjXGMMp+qGcKZ+CK+3jKKwN4XK6BjaKSw9lCN9vKyhJALrKTO6fJbeU3FPedfQbkDaC9J2F9K6GVoz46mnnrLep3CPkzda948Yl1pfJ/g+1gobPCvYU0iYVa9UJ8Xuz13r2d01hbMnMxS+50788JPeMpxXvg6IXQ5o77YyINtZn0ncSiamysWkIx2YjDIGK2vGYuxOi+wSt5ujeyLln3qeklQBKWannErqBvUk8azKSiWa4NEo81qsBhtz3MVBEWQKOTjw5RAuCxXdwwie7LXJntRYmgrA0yD5Un079pe1YXNZLwHSCF4iSFpK8LRa4KlkyIbnqedpeRnBU3kaSyvIZSkex6ynamOkFzuK2nAo0oTKkXH08/HS/fIXpMWshKw+qKSyadOe0hZmd3Yy3+2805ST2V1Jtvo46eLbeYbR1Ea8hoYGs1daJPfhWOdJ7+ZL0pEvCn/GsytzV6Ku1mXLV9vpZGMSMSAcp39GlsJnczSTaMb1PDkKC8w4/7LgSSzDo2FUg9E4kupd4nm1VKVYqQV6NNueBz8TMmL6ZoSOrlzm28ATuaIxB56+VbK8tr2g3MwpIztPO3uBu8goa6J8yYpV0sFF3GhvOgXklLeewXsyhs9fIYngL38oEhijPEwYOnfndU69SJ30REp6EjhdO4ADFf3YVtyNjYXd2FzYxf0u7CrpxL7SDhwu78TF1kGUDqfRxihk0Ef5fM0GZc/LpEH7DAo4tBuQ9pS+u9O8efPw27/923j66afR3t5uBsuTwNP9BVCM5x7Ak/YVln1q9sjvuSPlg+Lzd+mYG3dyEoXv8xzcYfvvDQq/teTYs/LPmWJfBp4n5U8m4yjnd5IJf43OZ8pazJhCt/jLcnSvRAcpnSQTHlEfKP81ZXkqRWtDIyP7IluiaZAEoOK8PsH8V+mmeF1aumlScatknY6aWhYquvcCeBIpTD11Pbz0alM3Xi5uIgjqwroKgqQKAqPKNNaUj2KdvnkqGbGJIjScb0lpEovLkgaiVlckkVc+gk2RHmwvaMGhokY0ELmqN8v6CJmhKjNXD+hViIPUKD1KpY48m4/CrU+r3ydcDtj5KVPz3kY6TLrK5wHZ6qMuegOegRS2P1okd/HixfjgBz9oNqu0tNTOP7ik91L6s5nvi8KfCcuF+ZMWrpLXrw9VaWevmxwjKYjQxyvWdX7fkfZ054Ocnw8nzZhvnu4EnlRB1bUulSMjpLWe1Fsk5aeeJ30HleZWV6v3aTietOtkixSLvnmaoGWxoQD8S0wkCL5y4Ol+k+W12w0OlIHM3EkcnMuQDhhupSUODJh6dGTUAmdQUUk+PJvSlgOo6zJOoFdPUl5uTyFWzrw+xeenGCrzqI+FW0aTKOgcwslagqRIGzYVa8HFTqwp6kJecY8ttriRYZsKW7AlvwF7aHjPNPSgZCCBDkaiYR9xPklPEzB3aQi9Y8B+15H2lLK70/Lly/Gf//N/tkVyNeNeGDy9PeTyLsvZtIfZnbOcJfOdbTvl3owzEpRLmIMynY6mPmv6qx4uyr6rfn0eKl89S/O5s2E2snrA6637Qnnr81nhwTWe/I3+nklsVxj5y3J0ryTbot6mJEXbgSefxWkWRZJsdos8StlXr5N6rUfTtEW0SxqWnqlKvMduVJzaDdiT4n0YwZNnR9pjvjAfotR5fcyb0r5RHCxpwubCVqwvG8KKshiWEixppj2bqlxD9soTBqqWlKewqIQgiuc1I9+6kgHq9k7sKGjC8dImtPPRWfCksgvqmW1VENOnzdjKVqzM5rWZe4I4VFcVp+rjJIMVyAiv19Z9Y6XnhFlPCDaeZzCFdbh6nhYuXGg9Tw8FeLpDGYSDPaumOna/riyzMiFJcte6qydxOKKAw4c5mtk0Y8DTZIHRnhMwVUJN/KAudjm+HX0DuFFcjqrGNkRpMRIySDw5Ekuhqq4Jr545j2gybT1Savmb0I3asrK7ufamzLZHzoGnb52UV5PzS0dSEAGHlUWG/DWBITKHO8kgcsb5luFx5efZOYo8pzU67BopKmeQeIVitCPPkhsBnRhZQ+5aE2nc6hzAK9Wt2EWjvIngKa+0G2vL+rG2vB/ruF1X2oe8km5siHTabE1baHz3lrTgbH0Pyvrj6GHEbr0QcjrJZLq0MoFkBgbsdx1pT6m7Oy1duhS/8Ru/gccee8ymf7X3JmnyiPCwiftLPrXTxa0wvZ/eU/lub072eS/Wu+ka7tt12obYzjGeOz2C5E+9wSUPDen9ghwzluy6vVAeB/noWq99HVA+ipmnvh5kWHnNeKZmoD82uQme6OU1RP6yHN0rST85h1hrCWriB/vWlpkoGzMYTeJ6QQlKquvRH09aj/UIDY+4tbMXFy5eRkV5Vbb6qEyspG8vCxXVwwGeXNqy6fUhIu3J5o8hRl03wsOm+BhOVrdje2EzNhT3YFWEAMrWdRJwihqYsokiCJ6WCkCVxQmuhnndANYVaSRBK/ZGmnG+rhO9jF2L7qon0NUnARrWm0y6simZRHZKmRzUOauXZGcByNpX3eM1NsqBN4TYeiXtPl/QU9k91x6TOZrZJF0k/8wP23v/+99vw/a0RuHbY59mBoXLSDIkzeya98Pl6XSCwlxdVLkHLBnIMK9VXvkIg810nKOZRTMKPGVJRxIqCiUrp0CQWuli5NLqBmzcsR9nXs9H/2gKw9SCA6NjaGjtxeHjZzB7wRL0j8SQ8OBJFszkU+BpmmF73ObA09tByj0pkTArbCozXEokA4YCzhgk8ZR4ZLTMUQxAll3DOBifYtSeMctc6kuGUr1NMprdvKC4L4oTdR3YWdKIDUVNWEeAtKasD6srhoxXlQ1gVUk/1pQQQJX2YwOBlIaMbClooRFuwYWmPtRFKXuMz3pANa2+Oa1KGx/gX+02UqDe4e6kYRC/9Vu/hSeffNI+wNWMRiLVhzDfT5o+2T7NylHlO3NTH8Zb3gf5b05EqJxkNJgXnrP54p8whbUJUfjsw0x6P5+z2rr31R7z0vLV56/6yuXk+TyVrIlVHjxvZSLWvu5VjEEOBpvJ5M8F53P0LZDqocrGybyrl86+jCbG0N0/avbqyKkLaBuIYpCGpTeWwhANz2uvX8eyFWtx/vwlReNYdYU7QQlNKh4V14MPnrLpyqZ3aqjrpUkyX9VT10VxvtbWb5NGbC1qxzoCqHXlIzbT3spygqfyGJapN4q8jPsrKmJYzfPrSnqxvqAV26njXyH4Ku4ZsSHXGjWQ5HNYUlZuVn72F05HmBhqOiyoc0GdzAInMcNVk3WdwJOqoDgDoBhmNsICJ7F3sPXs8Jnp0/Luk2TcNeI41rA9gaf3ve99+NCHPvQQDNt7I1KpZNnrYw+UfOnJ8/CASvtOPjwHMmNyJHmSXPC+kD72T8jGmDmVoxlCMxo8OcWm75kmUF3XhDMXrmL1xp348qPPY+7idXj5yGnsP/Ya9h45iw3bDmDuwpVYuGwNhmMJGhOKLaMJbBHjkghTIfPvNvBEsJQDT/eblHu+2r8Bm9IgZ4yLUzDmLJry8QrIsTNQVDoZ8EQ2ZSQF5QyQ9uxKxmszXzFU4EnT3jby0vPNfdhT3kpA1IK1JR00wr1YScC0omwQy8krbC0RAinyGnHJAA1xP/KKOrG1sAVHKjuQ3z2Cbj7Iep/MYXIK1ClAMU/cRgpUyu5OWql9/vz5OHjwoE1brhn3wnS/wZNS5lOXTboPCRS+9QoSOI0F4MnKgLnLMlPZZEqJee6Bq5vSPYjKIvZxhtjCJ1Pm8oeYfE54eXXvqz0Z1EC2yRMmwcpnOZVOprNGm9cG5eAaIHSvjzHI2ztl5MOewe8IqR5S/s1WqceETOMyNDyKE6cvYd+hU/jqN1/AMy8uw46DJ7H3lXPYeegE9r/6GuYsWoElK9bhVkGxs1NWVq7cfLGFi0j16MEHT1nKptex+9X7S3OkqUNkr2ETPFQNJ6zRam9JGzYVtmEDgdFa6mmBpJVl+uZpGMvUI0VAtbZiGOupz9cXdxBsNeMQdb0WyG1KpK3ByybssHrkdLbp7uDJLh0hMuUlva565Vm6kGx6MWyrVCeZ83IuVAWtGnI/zEH5htlpTVdi/ja7laywmUYePJm8j41Z497p06dtiPmLL76I5uZmO/fwkUpjStkFMmSs44AddNKf29evkxEnM86eir1MiRlnxli6Xz3Fy8NMlIX3Mj0A4MkZhjMXLuOFeUvx9597BH/28c/g4//7q/j0l5/CZ7/yLD77j8/iC197jsZoNS5eL8iIp3SVSZ/JpPvmKT4RN1ckB57ebgplvnHYLIiDcJaLn07c1vfisUCP2JulrHnyBk+OYta5NEVkcWYNkLaSHzmSUlkCOTLCFSMTOFpJEFTcirygx2lVOQETQdOyEscraIxXl49iTXmMACqK5cU0ypFBgqh+64HaU9qO12jIm+IT1oopWbOFnvU8e6fphCecH3eneDxuK7X7xXJ9K5+nqcffCimWcOqysepI76T8DZQ9wdME836CzrqcxjHLX1dWKgljRmDMfV8PM3Hajn7808iWX5krjHQ0OeThI58LgdQE7yzjq7x2sj1BFvxXw48mvw5glOW3Y1dXsoDK52uQg8Hm3uhNXZwjo0AnqRxYT7UmYSI5jvaOXjz93Hx84R+fwp/91Wfxsb/7Mj71lafwma8+g3/44je5fRKPPj0XJ869ju6+IeuscOTKz5dEuDRURR4W8JRNq2NH2lNt4AtR10i/SH9o6J56n0oH4jhd34M9xS3YlN+M9ZEerCvtJ4gasAYu6ee1JX3YUNrjhloXNuFQRRsutfShciiGAcalRjTTSyqzgK1BgmF6cjYtJNNJDJ3k4IqDe3lOd6oOZuojb7FRe2LuqzpmWQGKkwchdnXelVj4jI5nInnboyHkGhHh1yGU/Ov47RtW/s6QUu55MoVLJ+CwHPEOJxWmwWkDZRMnbKIYr7OdxARX3iZXYh83d4M9yeVtspmjd51mIHjyIkMBk0ByV4ahqa0LtyJVePnwGTw7bxXyth/FuWsVuHirBuevV+FmSRMaOoYwGKeDwSj0LZOG7Y2Hv3miQk7wz4SYwdOCp9wiuW+NlFmhDHOH+vPGgYphEksdqIx5lherPJTnGgbn1kSZzApTi6GUkRz2cTmWBqCkpnx8zgBpz0g9WTTAUuyaaKSfD9HU43tL2rG5qAPrIr1YRcO70j5CHsLyErKNp49idVkMa8sSWFUSw9KiKJYUa4jICPJK+7At0o5XartQHXUtmUqBzdzkFZ8MhxIizpAOgvP3QDJA/vsmb5TCrXnav1+tez6pPnXZZPOIee3e0HEWNI1bWahMfHnpezLP4TLzJZRJrT2QP1mvggHi7JPtErf70JLeT2/taoJ/Z9UVD5GY1+Q0jWqSeTRdvfD5LKfa5NBieOO8c8/JsiPt+XIQ5+jeyOs3MXUTs04z6MXiSVzPr8Dp8/l4Yd46LFmzB6+cL8R52quL+TV47UYpqpt70R9N2aQS0oGOXP7fXj7c58GDDp6yacxylngkfaNe1DHpdzUaOLCjRqo2GutIfxznGnpt+PT2SIdNBrGRvLmkG1sJmrZGOrG1qMUA1pHyNlxtG0DNSBLdKpMgrmyvkzKNec2M1XPE2fRojyFhxzbQYiod1TPF5euk0hflLZoCXWt4qZzcs3gXj20knx6nQjTiQYh9iYV5ppK3Td7+aBs+nmqrHjSavgyCsjKZkVxIWty+3lUlKOmQDla5e7souZA91NbramcTJUO6z8FuJ1u82+RMz3LyoL3bZTNHM4FmNHgSqw7KMGhmvVFqoc6hJGpoPBq7kuihluonShoUU1sNU1PZ4rk8FmayOIPoxsbSDB+hiE7zzVMOPH3rpMwKMszvOtafVy1hlurIKhwZGykWgRG1EPaHWMdD5KxTLsOlFneWpFdixi4B9qufFGPX90i0WnFe1s1CvdEeo2Ftp5HtQV6EwCmiYXpu7Lx6m7ReyMrIKFZFYlhdEsea0iQBVtJWtF/O86tLerGxqBVHq7tQMTJmCy5KGerp7qHcu0/gSb1OMkphkqJ+O1r1fHIzMdsBMy3jNFitYepdq5rKSuWhclEZ6UNsz1PLTNcKFCsWe3uLWz/KqzBnnu4ucbsPNfn3zLIMqvLZ9TUluY3xyOe1rxt9Afu81rccPp9VPj6vp8vDqc90pD3VJV/eujtH90JjaqCRE8U8VCOK7Irsz0h8HMPk2pZhNHTG0Mt92avuUdor6qQBKr1RZrlskO5xAEr5rpimlg/3efDwgie9gFg6hxKshjHKoeqDpFGyLfnv4Q31VObXOoZxpKIDu4qasS2/ATsKm7CbgOnl4mbsK27A2dpOFHWP2mQTGnGg+xWjJNyNEmAeayt96sPJLj1BiAdNgQ5UnuoaD5qmq5Paqi7Kjnl75RdWNyBFdk8UubJ27MMeDDLAELJF2ooVFgZSDxrpbcS+VLIUhHibGPgdemc1JAoMSS6kf+UPqNwlA5KHN7aL3qoqPidnjvU8V4t1RvxgScjDTzMePIn0K6UjIzPMn1oaj5dfuYLnF23EN55bjtNXygiABvD6rWrcKq02JRVLjVFJcieIRsoyNaEvnu70zdM6gqev5cDTWyLlVJDRwVE2RArAKYcx9RaZmtG+ymNy610vbWYjD0oH0rjRMYJLjX241jyA4u4YqkfG0cLzAitSSmrJ0Qx61oqoPzkwBMjyQExxKwE6Jo+xoOPc7aOH8XrTMHYWaGryXqwrHSQwUq/TCJaXjXLreGVpnOEJxyUETZG4rVi/rCzKY4Kn4jYcru60acs9eErLeARvbA/X88UZ0oE/f3cqLi7G/v37cfXqVSQSiUmGSuSN1f0iSx1/MlEyX933M46dE+N6mlRWchDaqdHrYhNWXre6YrjWNoLLLQMo7I6ioj+OZmZ6H+OTsVB5ybDQd7S6Z080Q0RWD6GeF36/gN8rpG/D0pRV5bOMaZL5kmCe+Bki5ZhpjbFa5ndJfxI3WT+utAziWusQncQ4alg/2uihDTEbVZ9c66YcNmeAxfY9DuPMHBu72ulkVyEs74zxztG9UOabJ+atwJPqkWvwc05zS3cC565WY9nGw3h8zlqs2noMPbE0zl0pRmF5A3qHYiF7o3zPlpELc6Tq8TCBpwzZgV5ALF0Q6J1ADiWj0h0Zh5TXt/OFa2MplAwlkd8Tx03qn1u0E8V9SVQyTLqnm3p/mNeafibbc/kjziRCx9xIJ2lrP7IfYd0n28ITYdBkaWBSG5iwCJ95nbrvKuvijXbWx64RVA4m0Mbbpf+8oxyjYMT4INUyK2FLjCtvezD/J/EMprD90VIahYWF2LlzJw4fPozOzk5r/HsQyWe9L5Us8WiSfGZKMVPPVcZePrtYoaspA4VdUVwn0L/aJtkYpqwkaDOBTl4jICXZcPJJH8ZkXk+VPqH25jNMM/Na82VzNKPogQBPChF4Uu9BQ0c/9h1/HY8+vwJzlu7AJz7/HA6duoHSuj7sPXoJazbvxkg8ZbPtmbwxCi2QOpZO0SFJ0qGYMlU5t1nw9EgOPL0lCjI6VF7ac+pFx6YCWB5jLMc089YNQzKDyIt7qTOaRtIo6ojitbp+HKvswaEKcnk3DpV14XBpB45XdOJ8Qy8dxSgaRtMGWpxD7gCUOYUGmriVYjONw4jHUuY0aiiFhm5cbY1id1E7NuuD45IBmxhiZblWpx/FMn3fpKlvS2PkeACiklhJ4LS0jMcVo1hb1ofNkTYcJXgqo3L04Env6hwW98a2K86QPye+O23btg1/8zd/g2XLlplx8i153miFjdf9oMnJ1bNkIOR+W22xX72njIO+P6gaGcNVOvCn6lleVb04UtnL8urFgdJ2HKvowImKdlxq6EZJbxRNsTFzIuT8yMg4E8GdjDEKJCX0PtrLHj3EZC+qslQDgDOWAk4xHke5rzVpWpNjKO0fxdX2AZyq7cZR1oVDZZ04yLqhOnKU9eVkTS9u0Hmr6htFG+vHALNU5WW9GtyqRAXQbAKP4LHKdV8Wqp/OrVOIvyNH90LWi6HyM3a2RUPxlItD8Qm8eq4AC1e+jKfmbSJ42oDHZq9D60ASe49dxLa9r6CootaArstxVydUt6XCVE6eGPTwgie9HPPP6QO+kDmSTg4lmdqTvZCDKr0vPaS60ctbOqnXBaY6aLR7eOEAw/SdlOTf5WuQH/YMMQOncKBe3XEw3NuAE9n1LPC5PCfHuI0HFcPSf6M42ziI41V9rIs9OMD6eLCsw4YLvlrZjtcaulDQNYj6aAq9FArdH+PzVYaqaaa/J7F/fsDan4EkYBRuzGtra8PmzZvxe7/3e2azampqMuceNJpaBBky2RRLPlV6Tqo0MZkHTpK75lgapT0juNHSh7M1nfRbpKMlF/RjKropKz04TR9HYKpyKIUuyq4AlGTbASjFLdmTxJmUmGhIr+RoZtEMBk9OQEUK0ZG+W7kRqcasheuxZusxnLtehS8//hIOn76B+s4YDp64iqfmvIShmMATFS4FU988afYbDdtL2gK5OfB0/0k5pbLKlpf2fAnq2DlnNEI0SgkapziVgQxcJzVPeV8MlxsHcIyGR8BmW2EHthR1YWtxN7Zyu6WgDVvzm7En0krl04XLrYOojabNkMkhj1GRa8Y7M5B6ohk/MRUQlZC+kRJIk5Et7E1iHx38LSVdWFfSh5WaIKI8iqUETWKb6rY8ThAVs1XrBaRWlid4bgRrKkawvrQHW4qb8UpNB2poFNV6pGEZcnvd2/o3nkrh83cnrfOkNTM0VXlfX19mKMTUHqj7SS5Wn065K2L1gzig64FT2VAarzWP4EB5D3YUs6xYXpsLWU4sq+3FndhZ1IZdBY3YV9yIE1UduE6nvnooQcfGORAqe/WImEHwBknPDL2X9rJHDzHpnVmmygPVD+VElGUdZbiGG2nYUWFPFKcJmvaXtWF7QTM2F7RYnm9j/dhW3MP60oUdhe04RLk+XdWO/PZBNBNAqcfPWrz5iCCHM/kqVphK2NUc/foQF5qjeyM306by0Mm0bIvAjNyf9h7qkby9WLjqZew5dhOb972OR19Yg46RJE5dKsJLq7fi1MWriNMJc99NKi45p4rLiYcn7b/d4MneYwpPpXu55k6UTWOIMoH6kQyGmfHzT9IoqfRDo8QCR2KT8YB1rHPKe40GcE6nModxia2uMeiOzB8BJ7Md1Lm8R2MlFK9625sZXDSQxpmmKPYRMG2nzrM6GOkN7JXqpZsefVdRA45V6rsr2iuWtwEoxiFbpPRZvdPzPOslw8wg4xlGU22QpipftGgRPvCBD+AjH/nIA73Ok89yXwQZCoOnQC513noTue2jbWugP3CTZX2ivBUHafv2FDbSFmrGx07aRk1SJVnppGy0Y19JB15rGkLZYBId6iFlHG4kjbxTp4PdGmTuWTmaeTRjwJME0YmIfiUwEiAnOP68FM7F64X4xlOLcLWoGS19Y3hs1mocPXeT+ykcOXUdjz4z18BTnOgnmaTbJxTEaNQqKPD0xsP2cuDprZFySmU1ubx05MvVDKDKgCA2QeUrhdNDi1/aG8PZmi7sL24xgLSZxmhjpB/rivqxtrAPecV92BDROksCLXTMi9twiE6kAFRDPI1BKq8oWYsl25Ol4ELASYpIn93LaHXzVEV0HIcrWm22vfWRLqwp7SdQGsLSshEsVQ9UZQIrKgieuL+MgGl56bAN69P05Vo8d0NxOwFDI842dKKF8mWtRjQUAhjubf0bh8nlQPb83Ungya/zFAZP3lnxfD/Jxcn0mcIOFDjTq1xU/nWx0pQPJ3G2cRh79IF2UTc2sWzWF/djTUEPy6sHm8sGsJlltZWgalthC3YVNuFwaQsu1HcTQCVt0g6VlwCUSYvewZ43Od98jj3UZC/JnwDsS36V68OpMQwzvJXASVPin6jptIaDLZS9jTTCmmVsvfI9MsD6MYANRcxz1hM1MuzIb8QrlR0o6I6iNcF4GN8o81v6zOewZ1/KLlx/2XJ3oTm6F1Ld9HVRWw2xUU7KtjS0DeDFpZuw89B5lDeN4tj5Sjw+Z72Bp6vF9ViwcjOOnr5gw7lsiCUdd7Hi4L9xNu6HHDzZj+TO86SrMmeVt6otZseNfViWlSSnL3lkzEwSq64pojuxwFUAnlQOaV4vMCY938lbiwmcTlL/7SrtwcbCLuQV9WJDyRA20k64+tiL9Vpcnc7xJvoouyItBFDtNnGFeqDUO6EGJIFAq/GWULI9O8Q69jwDKQygtEjuwoUL8XM/93P4nd/5HVRUVLwpmZhJ5LPcF0GGzC5mC4glZ1pSQHiIXDOYwNWWARwvb8Pu/AZsz2+ifWyjXqaupoysI8uXWU/fRgs9byrsxN6ybpyu70dJf9xsq0YaxChvrP3cIwez2k6TmhzNAHrXwZNEQmwKTwGZI4mmWILKEP7IAbheVIZn5q7AwRPXUFY3iG88uwKHz1xFUVUb8rYdxdNzXsJANIF4muIX6ExFZ988GXS6G3janwNPb4qUS7eXl6q7Qn21t6tYBhpOKcd5iAajfiSB1+q68XJRk009u4EKZUPJIPLKogQ1jtdyfx2BTF7ZkDmMm+g8bi9qwYGSFtxoH0GHAAwjN2PEeMet0PlUGUAWvibS1pdW9p0Or2uiLjpT14FdBECbCcTWl/RiVckAVpQTKFXECJ7iWFZBEGWLLwo46buofuSVa92QdmxhWg+Vt+BmxwB6+Ci1SEqeBDLc2/o3DpOOFa4cEd+dNFxPPU9PPfWUrfPkSUZJhssPnbif5IaOOefNl6fUuJwH5V0tjf/Zhj4CJ5ZTfjuNAoEtgWWeJtuIDGEVHfk85pmGQ24UiCrttdX9t9OY7C9swBUalzYC3tuG1OTAE9nVG+WJ8ke9TqW9UZyobsfOIsqq1rYhaNqgemDDR5nnJcPM92GsK4liI8tgI+vHBgKoXZTrkzU9KCLw0rAmNVRIz5mzZn/u0V4a3bH+dJStxzm6NxpLy9FhfjEjNR21JiSQP6yREi1dQ1i4cgvB0xmU0FE6fLYUj87KQ01nEscvFGLh6m04femagSKBJzn69o0NIzCf2pg/JG3ebvDkSc/0fD/Jp3ESZQL1I7kT33ZViHSO+TSN3hBZkpV5OjcJOAVbXaDT0zHL0l8nXagh4dJVGuVQMZLG6cZB7KT+Wy/gRFu1jvrP2Spth2lLqAdLB1g/+1kvu7A50o4dtBlHy1tpM4bQTnvlhpsH+k9pUVqtsBkg9q8knoEkmVCDgWyQ9gWeFixYYIvkfvSjH0VlZWVw5YNJPusnZ7+XS1c4+lUZyq/oorhcberF4ZJm7Cx0oGlrCQGSGlslCwTVqyODpq/Xyl6S1xX3my+zs7AFZ+v7UD1MYM0HOmDtRnuMBwA++9wczSR6IMCTSEPwEuQ6AptNO47g8197AbsPXcQXvjYXqzcdxYYdJ/Hc/DXYsf84oskxZ0wsKv7wPs2soz6IO8+258HTPoKnjhx4umdSLk0uL4Wo1BSqrc9HbZWvGkbUEUvhVusADpe2YhuVTV5RN51uKhgZIBoizXq3qjyOleUENNzXFOIriwaodHqpdDqw/VYjjpe3o3JQvRlOkaXpwEips7D5cGf80twXsBrl02W0NOtNpHcEr1S2maLbVNROI9iHtVpskQ7ospIRLNWU5aU0ghVDWFtBQFDWTSDQhY359dhb2oyLLf0EEkk3wxnfRU6pAx0SOgaKg41j/focEd+dVq1ahQ9/+MPW8xSNKuWMZ4rRup/kUkhQxvcYG1OOqZa4XiczECy4/K5R7KUjsD3ShQ3FfVhF8LSSgEnltVoAqkwLVfZjqcJkIOjoazHLrZEO7ChoxCsVbSgfiBN0ujj9U97T4EkyI/Ak4MoyFdBRb1EzveQLDT3YTdC5qbCZwL0ba2hwV6oeECzZrJABr4oIvA4jj6BqfekgNhV3YXdxK05Xd6Al5oasxlU35JhbPrtHe2l0ea0/HWXrcY7ukZiB+q7WrePDf5ajGoqUmwPUc6s27cacpZvw8vFr2PtqPj7/+GIU1g5g7vKtWLp+F/LLa1zjj0XGfGc5SRY8ePKk/XcKPIn0Hp7fFsom2PEUmjbY0iLZDMmpwoILM0m1rcKZqx48ZTh7fYZ0LJb9UH1kvPrTWj3Svpqs5UJzv63xp95fAae8ipjVvyXFQ7ZA78oy1kv//Sx14UralXWRbmwscD3wp2u6UDGQsKHe1qBBlh9i+TsVQIlnKIXtjxrw6uvrsWTJEvziL/4ifvd3f/fhBk98b4XTpUSUh9aoODKBk5Xt2JnfgM0EQxtLum2R5lW0hdLZaygrAtirKCtaBmV5ZASrioep0/uwtbADh8racb19EO20sf77J4NPlFX3PaX8Cz0/RzOJZgR4kqpy6koUhHhFNzkU0cQ4yms7sWTNTnzyC0/jL/72q/jTv/oSPvfVWdj28km09UTNQU/wYvNliZCMKYAOPt3tm6cceHpzpFxSyaisXHkpRKUmtjwMMlIbXaHWldqBKM5UttLJa8bGSCdB04ANj1ulhWkJmlZQ0SyLaOic+wZpJVlTia8lqFkf6bVva/bQIdcMRx1xTefsgJnpGG0JnlJpljYD1MInQyWlZMMFWfgFVFbHCNzUvb4hvwPrCMxWlQy7dZ7USkQnVK2HeaXdyCtspVJswLb8apyo7UDpUNyGAOq7lJFkikpOjpNkloHBu4q061i/SpjySXx32rVrF770pS8hLy8PAwMDk5Tn2+HM+LTajGFjgkxy/jRkZcKc+QaCRU3YsaugCVtoHDYSGK1hea2gUTDmvtbLWibgWRHHMpbXMgJhleuWin4CrnaWVz0uNnQxroTNgmWAV8/M5E/2vXx6HmrSC6qn1GQn0G/cqpW7uHvEhjtuY35r/Zr1zNtVdM40ockyGWFNYKJ1yEpZL/RtngBVUEfylOeU2YORJpRSHw5SXvRdoBoSVK5efuzxwdZxEGJ6N0f3TMo2L76Wt8pj1R5nX64UlmHW4vX4hy8/h3/4x9n42KefwGe+Pg+fe3QOTlwsQG80RXDLa62K8+ddBk+SD8/SO+Fj8X2jbIIdh3ansiPt6UXFfGkb0iR5Zbj+AyaOdXbAMlA7gUxP8in4LvYbkHYUbD1PdjP/XK+7dFXN6BiOV3WaHtuoyYao2wScbJIhgqVVAlLkFZVJrKhKY1lFAmuqYlhfPmSNGfpW8XCkBTdaB8x2yEk2m0V2TRpvQ/6+jRSeNKKjowN79uzBxz72MXzuc59DVVWVnX9QycvF5JJwMqFQhavcrFGRvoQm6jlc1oYdxa22iP7a0j4b5r+UfoRm81XD7FrKhhqD5c8s10RU5QnKRhRbeO0u3neqphPVw4kMeNKEWrLFPhUPily8l2hmgycTUafsNIxBaF9DIQbjadS39+IGnYNXzxXh9MVS3OR+fdsgBmMTNitfnLeq/tqkJWQbTsG4cuDpfpNySaWncnJlpZAw+x3ZJeW3nPHynkEcKW7A9qJWrKMzrpa6JXK6yzTTXZSOogwSQZRN1hDHEjNUo1hNJ3192SC206HceasB52p7UD+cNAMngGQ6hqyW4LRmWWSA5EpbzbqnfV3XOpTErZZhnKjsw55iDS/rx9oiAoJiDYMaRl6Jhul1W8+UFl3cW9aKV2rakd8bRTM9FfU6afhhLJXkMyVojFkP1/MDCpJC1q+lIuC7U3d3N+rq6swwadFBKc+pAOp+KtRMCvkeYxouwCN9K6apsjWcoLw/imPlzpnPK2h3LWp01FdXsoxYJksjA1ha3GffiC2tTGEhHfuFzMtlGspXNoBtpV3YWdCAU1VtqBsaDT6QDUuMnu7Z5dj9e7sZSvbafF9zQlxeyHj2MOhKYw/2FjWa7G0q6yNQJagvjxko1cyPy1gnNKmJeqFWlbieWq1Fprqi3ttNNOJa8+ZKYze6qezU+yQnzdw0M8ru8ZNZv5JlpSRH90qWnU5syaqXapkfJxjSZAMEw6NxRGrbsPfVq5i3ajeeWrARSzYcwsnLZWjoGrE1Ckdp3NISAt07/u4N2/N6xrOcYM/h8Puie7IJdhzaFXttGZwiaU8vKpaMZs8q+/31PnTyfQrVPWJdLa0TyiUF6UBOgd6PAfITBHD6WRBFPVEcpIOsbzm1uPpy6rXF6nGSrapMkNXjNILFJTEsKElgPrerCKQ0lE/fuGwtbMXewiZcqO1CB5Ni3yKS5ShL21pPQ+ZXx2+1BN8Z8jIhOdB6hLJX6nFSL1QsRqtxP+TjXSKl3LMjJy9eSPQrH0LDq9VbdLKCdTvSiq0lncgr7TXgtIzAaHkFfRg1IJYMUT+PmP+ylDp7WXmSQDtJPR1FnslGiw3rLOwccn6F4pe/qrpo9XFmy8J7lWYueMooOqfsJEQCTwJGg9Ro3UMTaOkZQ1NXHC3dabT3T6CbGqknOoG+aBpRaiXW6VDjFO+nmgp/86QWKoGkB/mbJ6UxzG+O3uCuzCm/M911ClOphctLhid0R7CjjfJbLaz6aLagvQ8v59dgOxXOunIpm1EsrqDzZ+ssjRAk0SgF4GkJncXF5KUEVit5Xr1P6v3YUdCMk5WdqBqIW5xSaKZsBDZkAOWAsKC11fG4DeljKilIg0xI28gYSruTOFcXxYGSfmzN78aWwl46rFJonQQKbqX6o5UdeJ0OSwkFryU5Zj0DGsoh0dIHxaZODUAFLxqQdh37PV5nfHfS8DzP3kjdN6dlGlIazWjTMUmz0siIe/Ck72aKeoawn2B3m74Ti/TQYdfiwupxUi+ItsNmNLRVOS4qT2Exy049JWuYtxr2uKOwEcdKG1HWO2wOSfi7p2zeiLM55tnRlFCf3+I7kr/gDS9694j5LdmUoVReCDypZfpCXSfBTxM2a0ir8psyrxZuASfVh2XklWQ1MggsqedpaUUaCwmeVrD+CHDtpkE/U9li3wUKPGnYnl/M1f1NzR3+mhyrHufononlpRld3bA95avLZ4Eh9Sapsa+dCKe8eRhXSlrIDbhR3oG6rgS66IH10mZJH8lh0sx96jUfU+MP75WdUp23+s99Odv3Ap58PbLdNyAft/4kF7Kxbvpl1k9ubTaxgHUs1lA22Udp/eApb0g673kSTXNCu4pTrPjFmUv4XNUX66nNfAui9HOPrLzy9+p6sSPtKSbdE7rPfsn8UbTuMu6oTvIagRrpeY1UuNbaj/0lrdhW0oX1pVriYtjq40rZKH0jS92nod5q3FhcxnoYSWB1VdqGNW/QSIlIJ3YXNOJEWTMaY+M2E6YHT/JHpG8deFITrwNu4fcQ35HsJH/e8KI7kb9J23uLICMzAYdBtt9X+INKPieyb6CS8KXh9lRu8jlaEhM4VFSP3UUt9p3TumAEzVLKhdiBp0GsLBl24EmNX2oQViNxyQjW0TZuK9ZMqS242txjS58IsKv+SZ41cYwagbNpydFMoRkBnpyqcsosK7ZeYJ361K+ci5qmdmzZcxJrt7yKFRuPI2/7CfJJrN76KlZvO451O1/FxpdfxZnLRWhuH0IsxripL/1se4JPGlCh50k4DTw1evD0NSxadxBVBFMzFzxlU6U9n0ueb0+zQqZ7E4Z5R0nGgocyQHalfsQyJDakSMz9QFn6P3tixtlSCYkthuCXxB0ftwyzxgl3sSCv0xjtyq/H9rJegqdhLKGTvYSKZYV6M2iE1pDlGGp40tLyJM+lqHCSVEAxrIoMYRMdSn0Y/2p5Gyr6RjHIRysVBpJSVG1W6HwvKR69h9jGs3OXCaE/A2In9CQnUEfvo7AjhksNQzhfP4jX6gbIfbZI7/W2AVurqDk2ZlPN+uEWBtTs9fSmekke6UVDFJwxnnp0N5IRUoue2IOmtxM8CXRarxNZ4Ek1JEHWDEBy5m91DWJPYT22Fnea86DvnJbSYVe5+WErqyvoUNCJWFIeI3BKYVlF0r4jW03nYTOdDs1SeLikHkXdg+hVGfC5KjO+FX+zrD/lrZeobD4rjxni2ZwohgWCq6yZnD0K0LXZp4RJx57vjd78HXclJtiDJ/XKauYmGdCz1W0ETy02w+Ta4h4aX7VyB71L5OUGnGJYQ+CqxgT1Pi0uS2FhSYLgadRmPdxT0kZnrdF9pM44/Xpoygnlqefs23BP+WWlkqM3Q1qIWw01Vp7KX9UjHvYPx3Hs9OtYu+0IVm45huWbabN2n8KqbSd5/CrW7ngVm18+hWNnrqOmsd1Ak5bVkNMkQJTm1tV7J+ZaFuGNwJMj7SlAzP3siWmIqeU1kgnZV33DKRnUosztjLdxdBzVAylU9yeoJ5NoHE7aOmL9NJAC5NKDuk9So8e4Xk3bI7tfL1FiF0ryl3gO7YoVi+dMuPJWeSHdbnZLdVuOusLce0z6s/fX030KlFJtXayZZ/FHasQOZCd4n8pPE3gIPHUz7FJjN/aXthE8dWf0n3qCV1aoLlIHykGmo6wGv+W0V4uLovYN1OrIANbTqd5a0o5dhQ04VtKE6qGU5bEN29OzyS7F1nzF1DkPRUdKlufJpMQGrDLm1W47Hd+JdE55o61/yu33hENsX/lsz3L7HjBpK1aDn7YPKvn39e889UhvJvAkn6OeTsTBgnrsKiB4op3Lo562Tw5o+xarsZdysZoASetJWuOXGoPJi3nN8gA8qcdqf0kzLta3Z9ZDVL1yjfxkyTaPczSz6F0HTyKnun3FDSgjrzrnVJ4E6kp+KT75pefxJ3/9DXzmkZfw5SdWk1fhE1+agz/7hyfwt1+ejUeeX42n5uXhxPlCtHeOIM0bNWQroanKya5tRwrSGR0HnvIInr5O8HSI4KlrBoMnl09Km/a8afCssMmkELJuCL+QDMsYVYBYrZ3MDNl+U+Q+co2zoyH3bMBEzIjUsqpVsCcmmLmBczr5ASIdO0Vrec0j6+rmLVdbB20tIGutKRuiI67Z7vTNRhTr6IBr8ggZKA1NWkLQpNa8JeRlpQkqoxFsjvRhZ2ErXi1rQVX/KIb1OnyOGVZNeKAuR0u33kEn7QIyUxTsqow1DEYOgxyQbnombdEUWuggtHLbGSdgogc0yOulLL3p9fnM2942ampqwvXr120oRDweN+MkfrvI1UDViXQAnvS905iBpy6+7M2uITd5QVEH8lg+qwhyNcRyCVlbfSi9kiDYWl8tjE68vl8r0+x7vdhU0oFtRfU4XNaASO+w9WZ58GSGWJkZZKg2elOdUxlp3yRecqaynVS+jEjCxY3KVTbbZFjHFsBrggUHw1rGc0bexXcl3e1juE9kaXf1w4Ykk+W4nqlqxctFLeas5dHAWu+SDdsjeNLYeTUsELgqXOBpNeuK6smS0jTrTYz53WeTRpwqb0QnlZzqHXMtI79hzr6N9vR+Cs3Rm6ExKhTpUJHkWa3F6nXq6otizqK1+Mu//xr++rPP4nOPLsWXn1qH//3IEvz3v3oUH//s8/jiNxfj6bnrsH3PK+jrH6LzydrHqCT7KcYj2yVS9Oq5vyfwZBXAcyY0w1lSndfzXGOGeoQbqfdKCfqudI3ibPMoXqkZwitV/ThVO4DX6gdwpXkQJd2jaBpOoDdJHcF71BvFJzGtWZdfdVZ7qn02FMlC35jCaRTrnW00QYYZrwdE2hrrHRmuZ5sTT1sl+yQdobpvrOHV2RqgtE16RpAw2TjFNRU8vU7wpAXAtVaPppzWrHpykvXdoXrfNQRLdXC1GpLkGBerQUMzxw5gXaQTG4tbsEPrPpW32MxqAk+yPfZcsRLiUsNfAScHnoI3NbZLMuSuNdb76wrbTuXJdxkpyIJ1XjH7rd8XOwo9JXsbSX6AB1AapqcZ965cuYKCggKbHfbhAk+k0IHeTJI0xOyqHRjDseJm7LzVjK1FmqZeE4Ww/NXgW0K7aLPs9VMmPHiKG3jSViME1hBwbYlo3acmXKhrs8lEPHhywzkDOZ2UmBzNBJrh4Ek/OueUiAQqUtOEeSt249EXCI5er8X18j5c0uxrR65j1oqX8eLawzjP42cWbsaiVTuRX1SLpDACrVGSynN0LEpDIUVKBclHZsHT+gcIPLk80Z5Xed4pmpyLLv+Mp76MvTyraTpueeHjUGup+aMMMEMiAJWiMbLWpOwz0zRQY+MJ3usNks6EKfvsDHgiyxhpodUbHQJPmp2mHevl/NH5VqvdWoKnPHMIpYRGbIzw4tIUXhJ4Kk9jZUUK6ypiVDh92Hq9wWa5qRmMGXhKMr1jQspymGU4rWeCD53ETNmUIHsfsoy8B1Nq4RVgckrMXeeNxTtB27Ztw6c+9SmsWLHCxpPru6e3Ezy5OkiTTUcjzXJ13weOU5FP2Dc4BT3D2BdpxuZigqeSASuvFRVJAt6kA0sCvyzHVRWut1CsnhF9LLu+rBcbIq3YnF+DY5XNKB+M2tBHOVT2Rpa5lggjbRSufPfSZZKnck2zVFK8U8BJThLrtXwGFY3k1r5jJGvokVsrh+aHoMuZIRevf1SG+eP5jUkXMHLb3ifSQ5lObXz9EHg6X9uBvTTKGu6jKW/XsV5o5kkzvszXpXLQaHzV2r2GAFXDXFdWjvGaMawpiWJDQSd25TfitepW9DBjskOEXB6EOfs22tP7iXP0ZigrQ5Q56qFEkvWH2TgcG8eGbYfw7Lz12Lz3Aq4SDF+vGMTh89V4dPYWzF91GDsOXceqTcfw+LOLcfVaPpJJNV54OVapOPlIU9bv9s1ThiwxCsye0CbMIsWdpF7RbIyDjL9hNIVr7cM4XN7B+trkFiung6cFYLcVdRIAtNlQ5sOlzXiNMlrSPYLORDBhDznr7CnNbl/v4mXPP/eNKJs2SiKTr6HRYoEni9v+rKnH/myf9Vw9dmnqyVQqyX1qL9oA1X09WXZqXHafqXTfpDGm0IP0HNs1w6fzDjyp3vSyft5sH8JBgSdbZ63PgJL0m03awjppoIk6cGWEAIrOs2zUOi0pUKoZ9zoMPG0vrMfxylbU0cDomyf1NNtzPVt63PtMBU+Z0xnSUXCjytjvT+LJd9xO4Wunf1LoKbbvz4TBU1tbG7Zs2YI/+qM/wic/+UlUV1e/rbbq7Sb/nv5djUIHygsbJcBXbGZZnipvJ3jSFOXdtt6XgLQ+NxDrm7e1NtkP7aMaHA04JWx45yraxnUlBE9FrZStJlxr6Zk0E6OslkkDn+XlM0czh2Y2eLIwiRAddf7KcFwtKsPzC9fiQkE9OkfHrKW2l5JW2x3Hy6du4pFZq9E4MIGz16rxzJyVOHX6GpLytagUY2MxxiSX0ClHCeTDAp7ESq+xjIwZTYZ6xRp+Gdvnj5zK8STzQL1yzpkVcGC22oQbMta6XaApJcPNfRlI74CZYRJ4spZ9pSlMOvLPling/bzJZhNjaGnfMA6VNGNLQbPNnrdO38zYNMxqRdd05Rr2ICWTxGKCJvuGxlr5aJSojNRjteVaLS409KEpljJjFGNiU3Kq7d215cOUDM8BhYPEUk7+nbQNs39fXfNOktZ50iK5zzzzDEZGNFgwSypf6wG8jxpV8uKcCjpuAsV8a83OplXPteZQef+ozTa1Q2ucRDRl9iABk2Z+cxMYaDp5m3GPDv5ylpNmFNKUrLpufUkfnYd2bCdYPtPQjepoYhrwFMhKwPpzNV/5TyfC0sarM8zreF+aFTXFQxkzOWiK07OOVX5qwUurTnDf2OqHPwo2jMuGd4aCPfmgMN83MllV3js5k+HUdPrXWvpwUN9Y0FnV+k6a/VGTcSxR6yXzW0ZYPbVq9dY3gis0pl4tniWsH6xHmgJ3XxENclMP+lh3nXOb1bJi5b04+z7ac/mfozdPqo82fCmQNeVtR08Uy9fuwrZ951DXOYoBBnZROHspmCcv1+CldUdw+GwRrhU3YuW6XdiwcRui0Zj1POkbKDUCKC6TDwbKqaomuLkreAqX5eQTLr6AZedUT4Z4WeNwAteae3GsrA27ipqxMb8Fm6mbN5X2Ox1NIJVX2IZNhS3U2/XYXViL07XtKBuIoofpFNAwS8A4x1mXrD7Zga9vjrQX5ttI+TdFtykXZEMUakNc9TzWGz3T13Xf0BJmXS9dMkZ74HukjJSeUCJ88tw1ulPfrLnGI02YUzaQxNEyrdlEIKQpqFnfbNpp1rcV1HUrBaSkA23mS80Ym3T1srjHZmzdomF7LONTNR1oZfRqJDEfwyXQcZAGVy/d+yrI8x3pDifD907HIr+dHDqZ7nzGUWNjIxYtWoSf/umfxm/8xm/YIrkPMvn3zbzzlAxQUUnO5cu0pydwrto1VG1TD2PZAP2YASyNDNv3cDZsT43DmjyiwgGqJbKZBNrS6RvL+qjjNWFEs43IEHiSPDtd7STA2/sczSyaEd88SUycex1IqDamTPTjXKgUFVqCxxdvFOCrT83HuRs16KaXL+CksactA3HsefUqvvjkIjT0jqO6ZQSzF6zBsWPnER1KIZ1WS1ISo2n1PElBSiAppOQHETwpdS7vJrORGQZmivW8kJWPmZNu1x1qXL5btFbKXC66QIi2Gs8e5a0aJiJg5R1TOWGucisOxc29ewBPMlrKU8Wrj2XrhuM4V9eNPZpNrEAfxffZ+HC3yCCBU6mmKJeDmMKyyhT03ZOGKglc5akltLAdu+mM5/fETIEpzeotkrNhFNrcjQP7buzDpvI7TVo3Q4bo8ccft6nK3+5x5B48qSwnCJ5U71RPMlOVj6ZwsWkAu+g4bSrutoX/VtJALJezoNbXiiRZ07Bq6nLXIquew9VaUb2UDhjveznSjGtdUTQmxzNGgk8MMj6QlZDr4IwHU0IZdi3P7v0VJr9MYFxlLtlVGhWngLnGjQucSc5Mlsl6I8Wsey3mQCatnpgcM0LVFZ6z+hOQ9qbj+0Z6rr2X3tjliXqeSvtjOFndhZ10YjcQQK2lzC8vGSBYJWAtJ3iyXj83ZEigSuBpRfEwVhXRIBdrsohOvFLRjvLeKJ2/iUnvH+ZwmCPtKSU5ulcKV0sPzH3eNrf30Q6txs5D59AxMoF+qsoBOs+9LJDztxowa8kOHDhxGZW0Qdv3HMWChUswNBQ1uyT5Vk+qd55UTe4dPIVIJ+ykfpTYbPokF6ofLaNpXGvsxcHCOmy/WW89ntvoCK4v6UdemRaDpQPI/TUlvVhf1kMA0YHNhY14uaTJAIFmClMPteTXRi/wR0uE2AuIhQYtDdnkeM6QHehHaSRb3ZQOcL6BGkASQSOe0q26rTqvbwTFqvu+zovl3Mpe6eP7hHTImLP79ghx8BhjHYus8c2BJ/kktqA7zzVR0ZyUk1zcjs3FvbRB+i5XM10KLMlejRIwqbc9TudZTjN1YiSKNdR/G0v1zVObrRH4OsGp6rfSZVkyTRr01mJXSuHE3Zl0xXScjevu/GbJy7qG7C1evBg///M/j9/+7d9GJBJ5KHqejMIZFASqROTxWK8k3/9qaz8O0LZtK2q1NZ7WlPbT/rm1IgWe5NOstMZgZxdtmQkC63XU55r4Ssu1nKntRB1trGbbk2y7r44DKeAzcuBp5tEMB0+ZHVOcGlcdqWrA3MVb8cTsDXjlfAWuU/guU2i37HsNT8xdi/mrd6JteBwXbpRj/ktrcf78dSSJAPQhbmI8bgDKnDJGPT14mukTRig/XJ5MT0o4z9vQtYDNQQtOk3S33FMZFDnHcj71DUoLa21ddBw1Q2nUDiZR0z+KhsE4WmlYe2gMVbHlpOr6UVpy9fLYuPKgjU+PyD5Ge+5J1sNFQ6gjzdo0zMxvo2eQ3zmMY3TwttCJ2FzUYS2ceWV0ANXFLSdRLOdQvRlmqIaocProvNOwFzThRE0XqqlwuvgopcuUDvetx4xbPc+bXu0rRXfjmUIyRh/60IdskVyBJxkjM/wkb7T88X0hkxEpa5WlypTqm3VFkwzISGiR3KLuGPYXt2BbsVpf+9zwSpbPajMKanl1Y/5X05FYS0ciryyK9QRZmyKaxbDZZi0sHU6gk4/y5SWHMPPszPMdq9HEDEfAulQOR5w/o2Q5R3KS7ON2RlHPCKtGxlExNIYq6oBayrIWm+1mtHqeHE89wTQNn+l6TgP5tX09V5IidnlrySP70OyZ+0SZfHcyqjyRA9hEgHmlbQD76XBtLmyiAyaj3GdGWbMbLi9X3dD0twRNZK25tV75rdkiC9qxP9KGC/XdVs9UfnpL971I9g38u4U5R2+N5Nz4+qie+mRKzjfQ3R/F/KV5WLJ2F26Vt6CLhdE6OIHariRWbT2G5xduwOlL+SivI0je8jLWr9+M6EgMScq3bJP7YFz2SxrbNRbc07A9ko6zYdpz9Uv1StpY9cHVbSC/bQjHS1uxu6DZGqY2FHZhcwXrc3G/a9CifK2gM7iCzuDK0gHKYi/WRQgkIi0EUC10/rpRr+FofIw1YtFejJsyZsJSTKABKCXS1eMwZ4lHXg+oLqoXiCy51dtLhhW3GuAEmlp5WS0rTMXIGMqGkignV4+k0cgwfaepBUwNRJFjfG5m7RwpHbGUiWf9q/wEnmQzmUdqYNE9yiNNmnO1ZQCHywlyaX82sJ6tLxnBBuo504HWkzDKfNG6a/ouN451tFv6XnFDUTvvacYrNZ0o6Ru1+i2QabqP8U5VLColcaDxMkf+vCcdTuVwdP7O4G5jo+DAh4Xv8WFZ8iFZNp0cyLtY4GnBggV43/veZ+BJPU++LjzwFH71YEf5pLqj70jVK1k5nMapum6bTXYD7dymcvoo1WrM0mRYI5QJ1h31RGkx81IN56RtLB+2EQVb6bseKmvFzY4ByqxrBHYjJSR/kkOWHmXQhpPmaEbRDAdPOpDQCO7QseBPS/cIXj1XjOfnb8VTszfj8Rc24rEX8vDEnLVYsn4vLhXVYIBKu6S6Gecv3UBjQ5v7/IWVPRV8y2FPYtwPF3jSsViVTcyKl2FeH1weXGGGSAZFiryNGVvWn8BVGuWz9f04VdODU1UdOFXRYlMmX2nuRX7HEKqGEuhgdLpHC8RqHZNMBWfMPgXuUfpVOpUWPs2uG0c8rQ+Mx+3D5PpoEpdb+rGvqNGmHd9CALWB4GhN6SCNtAy1jLbGEJMjWoepGxtp2GWIDpW34lZ3FO00yuplyHwQz22KYe7p6htzhlcp9Ll2G/NdTNlnePIFyr53mtTzpGF7Tz31FPr6+qznSeSN0n03TvbeyiU9R6xvBpL0K+hAMBPU+tpIEH2xaRD7yzqtt3B9UQ8diEEC2iE6WYNYpZml9M0aHYn1DFtf1Mfy6jKwpXsud4waKFALsYxEFjxJRvhMkxFJpmO5SwZydAlZPk6CN4yyPFTeAk0tyQmUDcRxjfJ5rrGfgLoXJ6p7cJLb07W91luW3zFs38VphjANS1XskgknFTrSs7m1hoCspPjnBlI8SYbuG1ndVMyBUWbkcvbUe1Y+EMPpui7siTRha3Er8piP+sBYwz1WEURpBidzZlUGGgLCc5vz2/AyDfLp6i5EuobNgVQ+632zQ5Kyb6HfMOforZH1DJk+FI8TK0jvUE4JXo+euohZi9bhuQXrsHLLISzfdBgLVu3BVx5fgM17XkFFQyfKa5vx8v6jOHf2PBKJJMETJZMFIvCkXlcPnmIMr7oH8KR9lbLYHSk1Ts5taC7PyIGXLq8ZTuFMTbdNULKjpBubS6lrCQ42VsVtNkcbfsatW5YgFuxreHU/63k3thFEHarsRGFfEj18lORXvWbW+SDAZDM28dkK4PsoNWF2pD29hK4J6iO3Ak9qwJFut/Tykvb4mA0jvkDbcZp1/tX6XgKTbrxS3c1634PzTf3Ip22oJphqZ8aE9Y2go6lOsaWPO2HwJCfV6oirK8p73ad8qh5O4mLzIPaVUv/lt2N9QQ82lQwbiNJQWa0PuE7fO0VGbc3A9ZFB5OV32Do+R6o6cZP1sZUFq7TITpldCTPDRHq6kuZyyhJJDl1A0t50PDVKzzo36cKA/D3hJ4ROk8JXZNOSsZkkP2xP4Ok3f/M3UV5enjn3wJPPEHsfl0P6laUQqFaDchuz5FbvKA5XtrGs67GpuAWby7uxxmamdfZxLeVjLQGUW0NyEBv0DWGkA/tK2mzx+ZrhuMmYhomazxLUU6sDrBM58DTzaIaAJwmMUxVGGYH1YiqVRyVGg9Q9NIpIdRtOXSrBxp0nsXLTQazZdgh7jp3DtdIadMfSprz7R+IYGIwiMcr7aYU0C49a0t03Tzxm1A8ueHIKLJRRwXFwzoxPmBluys5doRyVIZJj1RhL4WbniBmd/aUal92GHTKihU3YmV+Pl+m47SMfKm3Fmbo+FNFAttKSmVPGCDX1sdSJT4Vn9+vTIyXgFEEynbJylOLR1N+VBGTn67txmPHvVKsNAZSG5a2J9FHR0DjTQGtF9410HNVKoy7uowR119oHbFYoDUlSedtwEf9Exqs/QW4Hnqyv0Tj751JorIyxzPEcRBSwieFd6H4bC63YrtXa16xZkxm2Jwq3cN9vUrw2lM1yUuUl2EQHgpmg/BXgrR1J0zkZxMt05rcWtmGLFhIu7sX6wh7kEUxtLh3AFgLdTYXd2FLQgZ1F7Thc0Y1LrVHUELloaI+AmHqN5BCpRynjMPnnBuzAk9KjtPF63mvAiccCzPUs/+udUZyopeyWtfNZWsTX8Y7CVnIL09mGw2UdOF/Xg8reGDr0fRzlwwEKJyH2XMlnCDyFZUTF79mF3key98/GnOax0iaZVq9RUc8IAVQn9pa0EEC1YCPzcwMd1vWl6vlTHVEPAOtHpIf57WboO01HsojOY2s8HQxb0lvKALM8JwFER/497/ObvWdIJed6R5nLzN8x9ZYwPGmjHQhOWrqw7/h5zFuxDc8sWI+n5q3DCy9txPodh1Fc1YT+0TTaugcQKaukI9pkQEl2SQ721J6newFP2ur5KmWxO5KMs8apTlPWJfuSDQGLop4YjpR3YXthBzZT566j07+iaABrKxJuGJoNTdPMcnGsLE9iRbmm49bxCNayvm+MdGF3WSfOtwyjhXVLvUJuXTE+jk7fhCZ5UW+OmO+j9IXZkV5AzBSH7IWAqEacyF7o273GkZQ15J2s7sCeEtZxOp/bSzqwnY7odtb17az7u2hHjpR3WENgEet8U3yctsY5u9I5yhNGyUfyh3Fa9nCTsQMZu+la/xNMk+7t4Y0Vg0mcaxjAXgLGrflylgk2izQagiy9p572on5syGe41grMb8HEFg9ZAAD/9ElEQVTRqi5c7xqhvUqbsz3KZzi9xwfLCfF2h/8ipc/SaAHcMx2oRIod6czdOfvn3kscnAzIH/rYp5wm+bNKB/OEciRA62yFu7Krqwsvv/wy/uIv/gKf/exnbXH3t8tGveNkGcIf09EuhxSkEjFQzQN9o9pA43StcwhHKimTRVrSoxGbKY8bijrJvSYbqlubqKs3SS5onw5VdOE1gv/S/hi6WIG9rnbesKsDNqOxAXo9O0cziWYIeAqUhT8w5o9VVomoBpcR+FCQ6lpb8Mprl1DR1I0uKtJBopzB9Di3aQylxzBCJSTlJEdLi6FOaIes2eLGNDkCjYcUl9dbYfD00QcKPIm1n8mw4FjhXvk7A6RwKTPpZxk0tW4P80DfsVxpHcShMhodOpqb6ZjJEG6wqVU1JEPju9toBFrpmLVgJ/ePVvXiZlccLfQK1PovV2xqKsTuN0iPpUNKIGnOhRbrlFsuB7qbCaoeiuNa6wCOV7RjD5+htYQ2FXfZGjdqndlBp3FPcRMOl7fQIHYiv3MAzfGUdZlbWTMut4aNnsVnmuxIAck5dn/aF7s0+RQHm3vhN6CwIblfpKEPJ0+etKlfwyu2v93gycUvmQnkh1s5hZp5ypwtyo2m2n29heVVpbVPOrFbZUTQu43O13bK0C7u76LMHCjtwOnaflzvGEU1C1vfJcjYSG40/EZNIlYm/nlTWMDNykrp4vXWK0Puk+zSEbnaMYxD5e3YEaHsUm4EsDdQbsQaKripqIsyLUPVjn0Ee2cqOxChgWujM6UWbGkWS4PJDZ9l7+vqlVLGR4V4ash9IpWlXi6I0g1RCgwz0ygAVapW9uZe1j3Wj0gz87jVWvu3Mt81ze1W8g7yIYLE1+r7EKHD2Eadp5ZMNXAkx1SGqoN0HVkHvU7wD9XvVM7RvZMDTpJk6SD1Vuh7Qa0lR3uUTNkMsZHadkTqunDuBuv15WLc1BTyQ0lEWRQxOvBx2rAEbVQslmAdpD5j8cgGZaTRnsF6w/C7DdvTVqWrUtb9dqQy17eMmgyGsuDBkxy/11sGsa9E+rYHeXT+VxQNYrkmgynRcGl9wxPDquJRrOJ2RWkCy8uSblKYMg2lHiTY0jc9HThG0F7HRKv3SQ0crnFEvWZ8bqZ+uVqk9Il9mt0eOaiLlkblJUNdww1QS3t/hXrnaFkrdhY02fo4+sZEjWubSvvonHJbzON81glrSGjDCeqomx1RNGpyKcajd7Z0kTN1L5wQJUHgQI0MTINm6Uuyzpi94mkNcRSAUp4do/O7l3pH+m4neYdmI6RjvLOgHbsL27C/pB2vVnahUNO6sx6rwceGD/reLSsTsnrk5IwEaVCZibM5paNwIh3paCpnSUc+JrKeaazn8Jxnkn6ncpZ0FKRB6WWJjI8pX5xMikdHR1FVVYXjx4/jzJkz6O/vNzvyUJDlkd4lzKrr8jnka7oh4QagaJPyu0do8zpwsKTRFjkXmN9a0IZtkg/6VGqcVoPeUYL7y6zHlbSlnfSBbBg7dX9KsmdS71i22A21ztFMowcAPEnVmXvMa9K4WVyM5+Ytxr7jr6FtYBQDiQn0J8cwTOMjJatuzyiVkYkew8a1GirPjzMskRq1OGxBPcqjdImMTjnB0+cEnv7iQRq2J55qiPSnak3g4JWz3pdhshEeOGnoUmcijdeb+gw4bS3QR+l0PMsGkFc+RIPYR0PZjbVawLa0FxvL+7G5XC2MdEhvtVAxdBDAxNBFB0157l1OpSXL+lWqpHR5RWCMlB615gns6F4ZJBm1ZoIxtZafre/FERqlA2VdZnwO0jE+UtKAU5XNuN7STaAVQzedDZWzZoKLU5FrfLCBsjQdA+8cai2gAEB5zuaUyy0jSyZ/PAfB90phI3I/SS3N1gKdStlCuT7++/0cT4pVr69W7kzvk5cfbgV45dAL+NhQBRZlaV8clxr7cbKqE8doDI7QeT8QacXR0jacJFC5RmBeNTxmPZUahqayVuOGB04CCjYkwSTIPSvLkmHJDq9hmuScShO4j7fHcKVtCAcJtrepN4ZGaX1pN/LK+ii//bbKuz7GXU/eQGdwo3rE8lux40Y9Tld3orRXw3kCg2VPEklG9FwnK64uuXwRKzzLLuS+kMozJHsmSwyWYRbwUZ6pt66BXnN+9zDO0jAfLWtmHWwmOG3FwfI2HKnqwKt8r/yeUTqYY+hkdgo4WUsm807rdjl9oDqheqh9964iPW8q5+jeSfllQ+sor9bHx63kWznc3j+IVZt2YN8r59HaH7fJjTRphMqGPjiGqZA1xE0T99hMoSR9nyu7pHY/dYxYmfDnXqcq11Ylq9hcjDpSuQs8aWkKLRTvev87yaq/O+jsa+08fTen7zJWV6WxWOCpPIk15Sms1QQIxTwmL4sQOBmIIqgqG0FeabDQJ0FNFfW4vkHNDJPje2npA+UG34os65RNm/aVOrHS7eqd8jBNoJgyG6G4min/WhvwYEkLtuc3W6PIBj53jdZcKurjlrardJhhI7RT6v3psanVtXjp8fJ2FPSMoIN1THVeea9nm1MqJ5/hyt9M/rEsw+ApPRa31Ot9lGcCQerNKmJ9O1/fQ13XhWPUfYdL2nC4uBXHuT1b1YVrzf0o7x1FV0rAbYK6Uzkgfcene5tI+2UsEKX0kPSrfFGa+BuEhBIYoswlnuxFeL3pTsXpn8WtZwtTnLouuG0KZ0lHQYpMZ/gSy5KAkl9KQ/pL+w8HePLvfjtLdmxBeR6ZXSSrx1XLsGgY7NXmXpysaKbsdeBQaTsO0E4doi+jSXwuNPSioGsE9bFx9DE6yZR1D0hv0H/J2kM9S7I5uURyNDNoBn3z5PaDAC83JCdETqXSaesZwqFXruLRp1bg5PlqNHTE0RulUqQzpFYdsZwO3Z6Jh0ZHrSWJZJRx3AU85R1AVfO7C57MgboD++lWw0ZIVc2zHfPFZIhVucV+zPgojbJYPXVS6vvy6+l8thoo0hA5LeSm6aaXl4u1rxljBt34drIWrtXQLA1FOE4HuXog7tZX0jOZWXqW0mWlZemVkvGp9Cl1+7pKex5AydmT8mnn5fWMsJoWroKecuVgCg0jabTTyZADLiUl4BRjXIQVzAMaOB9/xlCQ04yZx5m8C5xTY5W/xuKHw8QmLP4NJvM7TQJMHjxpkdypxsi/1/2iSdlgxOdZfgZ5y5zmEyeVmcpLH1ILHNXRAqi8yujJ1bE+ttKiaJhLxokPWBLg3kRPCsuGf0Y4z8lyKPmeulLP1cQlxb1xHChpwg7JLoH82lJN5a3JFAawotzJq77TWKWJFDTeXGPM6RhqHY7t+U14hc6OPi7XJClKm+TXXBrKjZ4czgvPLtXZdPrQb5mmPsgzSU9UfimNykebGIOP1gfxNdFxVI6Mo4p5XcfjZiZLPXsCtqoj2fcS+bQzttvAk944+1jPObp3yuo9/WV1s8qud4RAZPMOLM3bgctFVeijHhugDKvHfEQ9TtRBKok0j9OB8ylSySgOba1MGC519ZbBk+lFCsodwJN6TjaVDLAu6RunuPUsLY5oSuU4VhJErS0ZJfNdSpPW+6ReKS1VoNlPNWx0azEdxNIWVIyGHUI9X+/nwFCKe5qAQUMZ/QyuklFjHouVZ9LociZV3xWP5P5Wp9ZZInAqbsP2igGsLOhi3dY00CNYzXRobSXxGvK6yAjWF2vWyV7siHRhD/XEK5XtqBhOWlyKM067ZK38slE8Vl6LtW8/DHd1xKVIb6Irtad0qY4JRGkymhbpPyrEqqFxVLMw6odor9SoG1zn8sJgNWMI4hSQNTDLmwWe0mSWv9kmXmHpuBfShSpsu0FpVhyMS/FaQ2LwLANqQZj2M3qdb0XZmo4d+QeE+XbS9bJRslnaZu9/8Egpd6y/Ke9ucqF99376ldwwR02eVdaaNEU9pZKNWuroSjpJVQyspa5u4kUCWJINAXldzxIxyXDPypaLf4You5ejmUIzb8IIFxCSHe24c2qFu1FQji8+Mgd//tdfwyc+8xw+/aU5+Mo3F5FfxBe//jTmLlqGgRGCJCqhMU3vrEVgCBaknDR0JUlF4oZZUGAZrNa9mQae7kRKjyqZDFBMQIgvISdJLCWtyqhhTepZkvFRZTZHN7hO51Sx22MJXGnswq7CJmyKdGaAk4ZhLC2PYUmFmPtk22pxN5tRjcapuB8bC9rovLajoHMUnbSE/iN8lZLnrBJW+Um9BEbDWPuuxHXkjaQHUTJKam3v4WUaJqYhhuoe13WuXUbASyZZBo3MctXQkLEUHQNbQDUwFjQkDsDxZsYxLWAKc5B67wKF2U6/gyQjpOEQHjh546Rvn+63YfKvr5ISZ2PnUcbIOjdIH8VLBlVuJlNkyZSGUA7w8kHmr7bqodJ5yaDu9vGqHpuBD+LMxq1Ylc92hbH9mrFyEqRnaU2vy8365sAN1csr6bYP11eUDRrgX0rgL5Ys2xpIGlpEB2utPuwuHrDFY/eWduFaZwLNTJyBO8bv0uhMmJ6t9OqZ2jpSOniV5YfOuBR+y6RoPGcySc/SgcsPPU0GVvmpeqLeN+VxH0+IlfcKU/7ovKsn7p0UnYs4SHuYLVzsrgtzju6dfJ5pLUGBBJWacjfGOtwbjWPfK6fx9efm46tPz8eqrQex95VLOHDiIo6fu4pT5y+jprHZSZ7KXPqJpFLx8mfxq/5z582CJ8WROQocdg2Jkw6VrPSQX6vrpi1ow8bCbgIPzdxIwKTlITQ0rzyB1TxeS4CyNsI6pd4ospaRWFWpGeVGbNaw7UUtOFHVYTNcynFUA5dskDXcMV/03VLYJunZslnebkmHeKDh9YqOBXYaqWzOs87vIgiyb0jKhwmUxA40rdLSCAbymKZgpjuBqDwCqM3FSlsrDpa14HrHINr5HD1PoxYEIZ02c3VM7PMwm4PSdI5N/wV3qH5l3oM3+frYT2A8REfF2yu9r+b3lbXytio9FkMqGaUa5JsGdipT54Py1282LdOQvyBzoe5nPNaT5QGSmBbTnsOUTAJNsiN6Y72nZO92dqStrsmyzoUBkrdLaujTNpGgLRYQfADJZ2fwpvzTb+j9fTnp3f3F2nCrK/TWagSI8WCEB5ILNdKJVS/0rbhkWzIuGZJsSKLc3b5stB9ETNJe9ihHM4VmCHhyrpMJiJcUk5+sQKWpBNStWdXQivXbD2HJ2j1Yvv4AlubtxYpNe7Fy8x6s3LgdO/YdRDSRRIqOsluoj5GJqcDHqQA1XbnGo0tHCVNJ0MubZsawvclKazIpXFVMylgKW7PdeadVQKOderGNtbGd3BYfI0DS9OKuJdobJlXcHr50Zd8wXi1rtF4nLX6oRdw0g9IyA05xLCY7ABVwOY9pQJeTNSXrejqgL0c6cLGhHw3DCTMeyi+nZgK2d1Ee8scKU+XIRBpr35W4PyNF4g2rnFkZH22dgqHRpdJPUPknudXQB82bKM6YNMqKnBf3caVyivthJacHqdDFOp6O+ePS5OQxgAvGdvodpAMHDuCRRx7Bpk2bMDQ0lGnRE99v8q9vWRTsO9KR8tKXm4axOKBjM4qRNSxM088LoAuce+dHZamyUa0T4MoMTckMGwnYSl+5rTx28jA1DZJ9PV0LYlcOxPBqZTt2ETxpCuC1JT10ngYom8MBcBLYd40AGlYk1gxhWjdMztbawj5sj3TjdMMwqobTrjeTrFS40nfP9m+urSPuZdKtM9kUfkvkH+gfalvuiE3/6f2Z19Rl9MssHzJ1hcdi1Q/H7pyumZxCF4+FKu3GPkzsSNd7ztGbI9VP6R+5QjbJAfcFGNr6hrBs/TZ86h+fxN998Ul89uuzCaIW4ctPzMU3npmHOQuX4fL1m0F5Meeln0hBadnWyoRx6dSbAU+6X+yOJLeUDrI0mp+CW72V19sGcbBUE/IQmESCBWBLR7GUdUaTQ6jRTA0QNl257ATrkabJ10yoGrK3hbZA3+K9VtOB5tFxjPBxsquSV9lYrb0nuZRu17BF2SUNLZW9Uq+1hgC3M0x2TL3ZatAQy3apZywymLDvqbaovhMMWVo0mYXWVvLgSQvVEjitLEkSQCUNQGlms/XFvfYtr9J3qrYdDXyWGuf07t5xdY1lLq+Ud460pxAmzGqUZ28VdI/2XKjeT3VS5ePq4jjrpht66OyWbJVJB/NFvV5j3Mqv0bHXfipjp+/09KmcoUwgf1SPxYxBbFO7U9faCBWLlSnl8/Qdnp5laebWRqcEYdno+NwQZylzRcDMBTVMB7aovb0du3fvxic+8Qk89thjNnX522Gn3gnyb+hzVCWhv2xIwJb3dkGWfTBZddX8SwZL7j2Q9nbRS5DqopMiz4pfkTnSnucczSyaWd88KUCkHZMh/TilpZnypIi6h6OoaGxHaX0LimraUVzXimLuR8il9U2oaW6j4aLTRjYh1vdOSQolFYgGr2nCCBtmwXNS7jMFPElZTVU4YUVm33yQpfTVcqaWjOZ42qZsvdU+iCst/Xi9sc/WdrnU0INrPC7sHkZNNGlr4OiDxm5yK61sUdcg9hfV2oQQrtdJRjFmi2968CTn0/VC8Zjhi8sSPE+jRAC1rrAHO4s7bbhHZX/UgJlKyanqgJl5YpeH+mUJW0uYZ6codEZv7VWH8l3lYpjX4nHGJqlhl1T2+qhSLZhq2Rw2zrbkOMWkOOhs8+FmlBgPN/yZhn0CPQebbHqckhMHp98x0jpPH/7wh22dJ32AK+dMcuBBlPbvJ/ks0Lv7/am5Man8lDssQxsWynzU8KPsUBzXO+hMtdLNe9Xq6VnHnhWP5a9+3dN8GhyprvIZDFErXoQyvb+oATtLNFV6J1YT/K8sHSRI8sCJTp+xk2exQP8KffiuYUfFQ3SmunGksg8lAwlzHgX6pH/MceFWrDRYWHBsv5TDtxU8eZYe8Kw0kTWJgIpc6XHs6oYxU+r4TnnIPd3Maydx5sos6Z7sfTm6F1J9dHXSlYDqRJLHGtXQH0vgUn4Eh89exsEzV7D/1GUcPneFx5dw5PQlnH39Gupb2qwO2V9Qr1UqYflzNsA553cDTyLt615x9kiNH6yZ0qdMo2yJGg8qBpK2PMXu4jZsLu4iQOm1tZ1WlKr3VjxMADWEleVi2Qr17Orb2H6sj3RZr9PhSBNuNHWjhwZVabTBHmLu61iAqjM2bkO9i7uGcL21DxcbunGurgvnaa/0PVNx7yhqRlK0URPWIyab1U6+3DGEfeWaCbALa0oHCN40rJxAielbrfX/AvC0woYUpoxXliZ4bRTrIn20c53YGWEayxpRHR/PfH8pPeXBk3JHzFMhUohKQXpKOi/M0n+8l/loPY4sbweEZC/G+M5JxJjXGh4otm+xeZdvXBJHFcZyDTc2SW70zZtVV4ZNny6dFPOMsbMN+pOfYOBIzGM57/Y8huvZ/vla/DfOa/SJg+ylbKUalS2egN+IwjYoPFW5bFZZWdld75/JpJSLfb67N/El4Zmh/qR46ungEsmFysLJhkCsZEWy4+qilyXHwU0BhaPP0cyjmdfzJNKOyZF2nGBJ8OIUvCFapLb+JG6VN+Hc9WqbvejcjXJyKV67EcH14nIMjSbcWj+Mw4MnKTrN8abvZNwYbCmMMHjKe9fBU1jhaN8bZbHN3kQWWNDsLFXDSVwjaNKq55rmez+dSc3isqugyaYrPlDahiMVbThHQFUwEENNYhxNzI9GopJbPUPYVViLjTQqMkZuHY9Ra6VX75MN06ORXEZn1HqjGL6YDqiBJ/K64j5bKFCzHpUyLqXJVX39yX0QT1UFPDLHk8rCHGgpDRkmd42/Xg6CywYXqnKTwlFLrgyAetHU/a1xwzKyjbTM+pi4jVst5KqhE7pGQxqtVZ7XyjExw6BoRS7q4GHBcXDSn/ImU679JNl8h2jZsmW2ztPTTz+d6Xny7A3X/TZQPhvC7H6DHLHyozkWB7mjc85gu/rkzAH3eb2kIXsvmUbDcXBsuexy118pds/1JAdFNdeBpyI6Xrtv1mJnaSfWF/fYCv4rS4cpu5JVya22np08Lwt6TVeUxAm2otA06gdKuxDpG7Wx5+rhlMyq1dalwKVBe0phJj1SKEq3tlNS+S2RogozyzfD9kwGKjxErlfV56MvC+3rTdzlk26xAP6E2d5QbCfJ4b0c3Sv5+phxpLkv+6FpxSVbAyya1qEEylv7UVDbgUgjZa+hHSW17aimrekZHAnAk4rF5b5KxZVmUCYW/72DJ5Hd53ZJil9OttJHYMf45ERruGcrI73S1GeT82jW1Q2FHcgrG8Ba1iGtJbaqTOuKDRCUsK5xf03lCNZWaF2jHmwqasPuwkacKm9BbV/UvuNSWtJMvLbSwXr/xpEx3GwZwdmaLhyvaMWBSCN2F9RjR34DdhY0Y19Ju83eqbXaNPFJHe1VC+9vYxrPMm27ywieynqYpiEsJShayvpsi3Kz7qsHyoGnRAY8aV/hazV5BNO5M9KG/ZEGVI6mbbbOEb6/8iBrsabmlyeFqBR8HXMazpj60AAU9Yaz0epNEmjRUPY0RrkvwKQec9mmlvgYmigUTbG0bZvpfHQwn9QT5hsAY4xHsuBNk54szpDJB0Os3ruz0gUZf4Yh6uVQg9AAy6IzMYZWPq+F3KxtPI0OGkXZST9MUn6F1s8TiFJOONuiuPUsz46ye9y3tABNTU146aWX8P73v9/A08OwzpN/a8+3h5DDh76gjBlg2cf8pD7IrP9mckLrqEkh/PdoIb3tInIUjjpHM5NmAHjSn3e7A1HRJiNLTrlpxXX6yOgaTOC1a3WYvXgPnpyzDV99ah2+8XwevvHcKnz92cVYunYruvqHMUpFJR/N4qEw24xhVC1Jqhbt3QaenllH8PQIwdOBd3XYnicPmpwikzJ146j1EWLZUAqvydiVtmBXUTO223TF3dgsY0bWdrOm+6ZR2lHcjMPVXbjYFUNELX/Mj+v9IzSS9dgQUUseDSMNkFrxXCtjqKWRWxumQWC1VMCKBmt1eRx5BE/bitpxqLQZEYInDbEQyDBDYqUlMz1VJXBPCt8DKNsqzE7aJvv2ikvvTqPA+6RiZFi0zof1tg0lUdAbxzW+06X2UVxqG8UVbm92x1A2mEQzDUYvC9eBKBoH3me9kYxD6THD5BMW5tCuXRfi4PQ7RitWrMBHPvKRSeDJz2LkZSIsL/eHGKf9ZjlLOtKzg7Izpa9SdxDJh6isHIdApzKb6bYKaVtyqAC0N1lWArID1dW09TbKySggeNp5oxY7SjSlfj/WltC5o/yqlVwAyk12ErCOjdUw4Hqf1pQQPBV02YyRJb1RGxqkuE06MoDepdunK5Mm5bfn+0SKKRu/5yB/jBmgf886bTs8Z/nJXM/06IlVCrrKkV3vdrOUCdQbhjlb/jm6d/J1URM+uFn36IyOuW9B1eNS09GHk1dKkLfnNBbmHcSSTUeweP1+LN+wH1tffgWRyjreo3gci1Qa4Tqh+KW33gx4mhri4nB6UHZPTracZzVGlXQN4mRFC/YWNULLUmwq7cFGgiQtyLyGwGlNGYFTpAcrS/qwvnIIG8r7sZE2ZmdRK47RDt1o6jGQpHj1mbFY33300pBWD6TwelMU+61xrxnbCpuwpagFW4o11X4Pudd6vGRTdjH8aGUnrnRGUTpKoMH0nWrsxa7Sdqap28CT6rPskWzUKrNfI6zbrOOs38sJnMQOPMWwJjJoU5nviHTgQEkzwZOb0GKYOkg2weWRcvlupOuUc6pf2nr2cbhYpEGUrwIm/SzUtkQK1cMJFPbEcLU9igvNwzhHfq2VNqsrgWLa8gb6KppBVkBW5SHfQ3H5mF3sIu3xTEb/Og2rVBhYJwuEqTy1HEMlbeGtjiiutA7hYvMALrQM4nXu32TealF8LfchmyqgZQ2NZHsjyohsuUuFZ54MkbdDIg3TW7BgAT7wgQ/gd37nd2yZDX/uoSe9pjF/MqwyclsHQgO2cOaryk96W1vLZ0WQpclHOZqp9C6DJ4kJBSzgSWKjXTvUOVZsVnIpYy0qOPulHfjc15fiiTk78Ml/XILHZ2/Go8+vwxcfnY+8bQdMkVAvgPbLaYM0HbyxBBVbjConQdafulNnJngyIxdSTiLpeS3uWTVM4NQygH2lWqS0mUanw4zDqsJuLCvQcItBrKUzuY5bfc+0kUZjc3EL9lV24bWuOAqpJS/3R7G1qInnu63nyYGnEWOboUwGM2A7Z4AqRqMUY/xRA0+bC2nkKtpQSiAmB/RO4MmrBmNTHGFmaOYkOSADTXRCtEq/NwpaULdmKIGrWl+oUusINdEI0wAXtto6VFu1OCKB5OHyDlxsGUJJXwKdmsKez5AxC/eVSC4ydnMqh+gOwe8IaRjEf/pP/8nGkIfXzdBYcwGp+2+cFJ+e4Z4TfvcwZ6+RfLJekdXrpHqkPNbwEz++W46ElT/P2WQdYbYCcHHqGrFizZBO2DtaPzFrrpttUUNRd97SLJFa40XTkg/RwXOyq+FEfjuZKb90rjRsTzNxbc5306qX90UNYEt2nWQE4IPvpBClx9IfcGbHDu4P3Ral7ejJ5KCMtVHx+2yz/MwEMr36QNwWIlX6xVn50K/bC1EmMHhOhnPg6a2Q6qYx89wBJ+qduBrqgIHEOLYcOIEvPbUA/+uzT+JP//5R/PknH8fffek5/PWnv4nHnl+MC1cLtJqGlW9QbFYavk5YmfCEyv7ewZOOdLc4OOKP4gwk3eqoGqXksLdG48hv68OJylbq1kZszG+xqcDXlgywjvUjr7QXawl0NKQvTwszF7Tzmmb7Vuoa9W0z7ZLVeT2Dj9RWPR9VAwmcqenDy5FO6ukObIp0sd52IU9xsf5qJkwBHE05rp5kre23s7gVB8pacYHvWck4zrQNYifBU15xO1bznpXlrM/lmgxmkOx6w1TP3TeOCQIrAihuV9BerY4Q6DHN22knj5S1o4bKSd8JjzCR6uFxlUmZJ9Y+X4KkzW2sazJ5KmaoTrg9y1vpPjUmdjHd1cNJXGnuw6sV7ThY0o6XSzptxMYm5t22km7sLuvGkepeghraK+ZTa3LcgIzKJog9w+6XoaafVIJi2lumyetelWMv30nLFVxvi+JUdY81Eu0j2+LhtJc76Qvs1ULzBLwXG3pYPv8/e//9JllynoeCf8Y+e3/Y3StS0EpXz9199q4e3V2JoAGNRGkvKRIkJZEEIJAECAIgLGdgZgZjMMBgpjHtvffee+9n2pX33mZWZVZl+UpTpt993y9OZJ7Myuqu7q6ZaUznV/XmOSciTvj4vvgi4kRkEGfl0fJB+eHq3OOVp7Ac0rI9LTOX8qQBPylPn2byZeIhUj64PmwIlocBqW6JX8tMg17W/1H+SY7yVk5CMCpqWKLnhZ4/5SlcWQSzc41ayyAufVCB7722AnfI0C/d6cHbK47g8oNG1HSRQR69jiUrd2CUXETChG3b9SfIyLQSOUP2ojP3deeVJwmjuudEefJkgpINLdsB4nVqegaDqWlcaqKSUNVBQdRtB8lurR/FRi1XqhnHMq39bprG6gat/Z7EOgqZbU3j2FKnmagIDrYM4spACleJ3VQytFOZlCdtGOGhE+P1HZQEpLBeo/tUoNZo9F4f50oY1SSwvbIX59vIfMfSc2aeFGuVpsrMsXiflzIVA/EIMtkjIN1qTE3vShglWBhNQ0nc7BiksO613ZO2UQhvYjw2UsHbKAFfFadAj5hA31vdSwUrgqrYMKKptI0y+g69tslV2SomWQrHoRg+AVq7dq0JoldffRVjY1oYyagU1IvFI/kXLi3X5gTlk0wMNFDHyL4ZpK3MfBuSgquZUY18agRVI6/Kc98RyHoYRnDx/ue744/qiLVUfZ/htv6tG5rEIdbl7VSAdGr7xppR1mEt3ZHir5FyKlA2a+q22ndwgwNasqctjHey83JRB3qOpkwpE29wyxEDBcTy2KVXs9OC+lkWQd/hWiSST2oxioUQBGLw4jib/yHI3MVC8eGTjWaK2WVz3Ehu5D4vxi5QkgsnB9d289yWaMGkmadkJo3klOSL69B29A/jraUbsWL7cRy9UoM1ey5jx4k7eNAygiXrDmLHwQto6ohaHbNyCjJfpREuZ2v7vFmY8qQ7vm2KtL6tcO/KP8VLNcRD37yIL6q99qanUTEwgXMtAzYwpwPTxWO1zf9WbbygGSINyOnw6XJ2ymtjuNkzgY4Jd2C6OvE+HPnZMzltMx67KruxsaIfmxrUVkeoAA3b5hPa9EHnSRnqU1TSKKsoczQwt7OsHSca+3B3eBrXYinsb9Qy3QjWaaCwXisi9P3VoIOWFPJ5JeWdZphtl8Cw8lQ5gN1Unk7Tjx7GT4N94ldq35bh1pkVD1Du5NqBLwMPcx4gTEqzyk9pFqfuo8f141O41hnHocou7LjfhS0PooxHgnKK6a+kTKXCuL4ijo0PKM+Y12ea+lDeP0Z5RV5Hv1Q2UsSlkOdi4+Poy3UK2ghCuzqanKSTppEpKkXDOFodxa4HPdhWRiVX59xRwdzKfNKxJBps3FXWiUMVHbhIZbm6bxh9k1O2SsPlAEO0jr/PAZn6ZyFHkkctLS145513sjNPjY2Nge2vKCm7CxGQbn2uFMJzbElG9V5s3Qxf0Pf3OnPUzh2VwulHwQjfDQr7mQ1ON7I0R4IzLtHzQZ/4sj1XI1R1BFWUwMjDKqOrVOr4XrtbiR+8sQJ36+J40DCEN365C2dv1aJzcAonL5fhx28uxSCliWaqVO+81zqYNf1wglVaM086cSJ/5ukbr1F5+nMpT8eoPMXmdrBF8q8QT0GPe00Mya+dVxw0QjZGwdY9msbJejK+Gs02xW0kcI2++dDuSPVuQwftiqerthZfWkmhorM76hNYXxXFtto+nOydwOXBaRxuH6FgjNkhuOuoiEqJ8rNN6wkdMipozfgGdk51/ocUJ40Qbq+VMOrG9d4hdCanTfDOpzzNYQhm40FTWYQyRLdKt9ajSyBI0LUy3dfb4m5JCZWjrRQAmyU8GZ9VFEJK/3rb+YmKFIX7ZipSWuN+ur4b5X0JRNNTbk05PU+KifFqoTOMPEVEt0IQtTx8zKSPbs+dO4eysjIkkxofzqfFV6CUaF9avnxc0r2NRKg6hOokKEbqMCVoGKHA7xjNoGkwibr4OJp535mcdYe10o3c6j1mvSlfkhuKvvwWwqFmDc0BTajUSAhpa2F1TFqprOucpp1lvVTg2flgR0Qj1+HZ05zSlIO+3VirA3PZ+TrAunG7awiRCX0DqXCYiBnWNm1xb50S1mIaB/LNxVeR8+DzHBjpJuww/ELOWfjqoD+1HAf/njPN5Y/yX3xJUF66fNQPbbOdP0Gu5bP79ZhLubAcirsq0aNJfM94n3i2eDfLRDxmnIXU0T+Cn6/Ygt0nruF2TQSbD93A1iO30DM8hcsfNmDlxv24fPO+G+wzv5yfKg096yryCtCTK0+Km3tX/vna4aHnNOOtzQNG6S7KOKvjf4kd8CMNcVM6dldEsZcd7r1UavZVRnG4th8XO8ZRPsh2zravZWLi1fJLISuOA5kZWxZ7uiWGrZW9bHuDWMk2uDqYDV5R575bkqxaXkd5VZsiH9eBu1pmp6V8EezVYds9Y7g+NINDrVQAKL821w3SrwRWSvbV6Ww3d0yBm3lyy3P9El3trrmRvGE75cF+yr+LTf22CYV4klf0NFCS/RbT2pByvLgMy7XQAIEfKmu1SfE57RhYP8H803daFZ22ImJ71QCVFsrUqjHKUPKomklLq2TWJsrdrTbb1mO7iFb2j6I/NW3f7Fo7t7JjaGrjjgMweuRRs1PWR7Bv1+hOS5qbRmdwtS1BpSiCnQ8IzeTVUCZWDWFjvc7DGsZayu8ttQnsotK5q6oXe+614DzlZF18DIOZWePTCsnJFx+m4HJA8AN4HhMTE6YwHTt2DKdPn8bg4KC5+ZUlJb0QAem2sF7kILVJQ33hWhK8wx9lqWVrCN7M++mtjOxBDmibJ4By5N17PIoK3Xr3/ioqtC9EjvSkuOSbvkj0HChPJF+DwuURwDN+MSgxvPLaJryzbDP2HruK9r5JvLtyN95fuw87D13CsnV78KM3lmBgOIN0SHlSvVNj1k57mnWa4a8quUaexKAaqDx989UN+F0qT+8HypMxV4uCPLGb+RFQMatiCCcxn8SYNFrhBLBGn6yjSodDVJ7udw5gX3WUDHeQCtEI1kpokPm6g2zZeQyWM0iIuO+UxqhMjWJNg3ZGivO9fuxvGcL5viQuDaSoZPRgU10/NlIRXUeBpfXs1smkH2upfGmJnpj82moqJzWacRq2GZ/d1T042RRBeWKcwlY7CbmGrxT5NPl0+rTmk0zmmopkqrTrI1Z1znWo3JX2AQpsbaXbx86yDvSlUqf0UmkS/IzDOsMYO9NjNlqqde5nWgZQxU69DmxVPPVhrLE3CiDBjRLJLIiRj5oZ8CbLuD5e0mzTwMCAfe+kJRIfB1nOBB1B1yFXqcrMCXJ1kKQoS6HVFsPViRSuUwk51xLH6WYtQYmxwxXF8YZ+nGsdxO3IKOqG04iwMWl2MryuXvAiOSyaHfkCkE2a9UFLoNzuYNH0LO5G9f0ElacHPVSkB6zDtZadJ9V/feukei9o05NVxOp6zZwmWI/7sKWyG6eb+lDHOjHMzoKNPptkY1iqE4yJ6od1gmluVUBuaD1L9w+zmrd/zzugW3bA7IPgIEW6OsjPXB0LX3NwtdC58rnhTXP5JJ6gKCjeFiztc7YeepYDd8kiRM5I/suth0Iq4rhEjyDmosqc9ccpUao9rOesG0kWUmRQMmor5dNFlDfGcfjcA7y5ZBtaesdx5ko5fvbeepy5eN2UHynELutV6r4GOLJn/ixceZIBrwZnko/cnzY6UM1X+9YAxQAD0qBY41gaNUMplPWN4X7viF2r4pOoZ5vunJxBnBVRh6SLV7tOvruqnfexnX7YM4T9lBWawVpDnq0dMVeyLTpIgZKc0ndKaYLKk2aKaidsKZ82o9hCubSX8uri8AxORFPY3aSOf4xyaMAtIVS7ll/k+7Z9OpWSVfRvTX0a6+i3ZqU3V1ABpPJ3mopgRd+E8SHJU7UhUxCMzzEDDUEbkDlJv8p/1yotpxzozhSawI3yXnxN8qp1PE3FaQgHG2M2w7NFihPjsYnxW1/ttlZfy3RqZcga8itt976uZsjyaB8VxrNNUdSyziRYGaSMqb1LHs5RnvisvJYbHUHSQX58uV3L+fXtWL9tirOFMnCzBkKrh8gfNYA0YlC/YSP7D5s1k8i8OchwL1Bxq6cCRf2LvJ7lKJkT8ESFKT7meaMtT53hfaBE6aoBPi0vHx4etnOefqWVp8eQytzVi2Jwbcq5EhZG87o2C/3Id9WBoI7SwpvmgYYmlnjvSfdF3RLe3MVa9dw9+5DCIQqO9JbqoiDbcGgvDj0nylMAX0JCYKZ6I0anzpuacSSWwOWbZbhxrw7DZPCnL97FkhW78Opbq/DO+xtx9NQVjKf1vYx71/tnjJ1/2m1P31A4JuD8bux0ytPvFShPYpVOFJLk13wI3S4EvjLqPkd6YmjqgPFebjQKpA6jOqwxKk+XGnqxi0x2HZnf6gYqDgYtX9COedpyPDcCbx/KN0xiGd2sbKQZO4+bKIz21A/gfM847k3M4FjHEHY19GETBdwGdiw31A1hnTqcFGAryOi1g5E/IHGTdi0iU95R3mm7Ft3uHUR7Mo0h5quEruK7GKQGrO6mli5oV6Tq4SkqTlHsqHIbBKyrdt+4+HRqt6UcZK4doiSExxnnIeyt05rySQp7t6RMnRrX0Uk7sEaojLMsQD9Z8McL14+ZJJwkwDy8sPqoSMlVHjhBHTQaS7c6Cu6bJtVFbe3dyrrzARUYrdffXdOHrVVRCup+dhCoiEu5r+rHdj4foGJ+rm0QD+IT6EpNYZj+SNhrqZBGTE0RCJDfHnQnU7nQ2fyaLda5XvoIG2gZm8bV9kEckAJVGcFG1g2NRuvbh1znzEGbnqzRzKriVtOFffVdjPuw7T6lZcDWJzENynWMpphm7ZilfJDypC3CLXJ0N0tmMUu3KgbBRl5pPzPD2GnQQ23XOjZeMQ8rT/pT7TavvJdZuPTLVncu3929e8vd5UOu3R3dWln5HNW7tPXeecfuBSP5KV8Vv1wp5MIs0UKJeWjKk/JebUXn57hVDcJoahp7Dp/D4dO3UNuawPU7LXjp1aVYsW4/Xn1zBZYs24y7ZTUmh9jEgzJSueSKzZOq4uOUJwd/F1yCW0feQL678lY98DUhO6tMaJc4tbdYZgZ9bL+6aiMe7XopXmoHzaqtBHVffEMdb/GJzskpXGmP25I0zSTZ1uf1yaBd6l4zwpI1Ts54uLObyOOpbG2gzNpCeXUmQdnHyBzrHsNOyoJtlb3YVB7BBltyzjZO+bTKZnOkmEzaKomNmmWmArGjrNd9l9U7xjbvBmCUh8pLRphgAm25a1D3ZTaHfF65duLat9q1k9MqZ8+bKgYmcbiB/E/8pjJmS8qlOG1g3HTIsLDO0qyBTm3G5GbK15NHaQZqP3narZ4RxlXf6zp/xZkKlSf71olPUnb7Gb1KalCHKd93VDmlaSNln74pUx6tq0kwX/V9mPJcSx7FFyU7Rxm/Iexkn+JgVQ9udw4iynBt+/IppTMIj1DtUL/JuCTD9oqTJ91LRnm5FbYr0bOS8lJ10NU/3XsT1YowVK+V9T73TUYJvC90b6JN5abyZP2SlHJSMBeSh7knHOnO1Qtn40N7sej5VJ6CsjAj/njlSR3fcSoRgyNpDIxOY5Kl2h0bxeUbFdhz6BwVqdvoYsdIRWre8EeQR6o+WqynMWxjAcYAWPREU6A8Fc48qdK4aur8mBeh24VAUQqiFSJnYzNPvFeV9MqTlhlEklM4w87fLo242fIHMkAKorVUjtbWU2kiE9SyJFMuyKxX28ezSaxokBJFN1SMtIPS3to4LnaOoo4S5B7z8DQ7oburuiiQtMNSnAoWFbGqYays1AgVGT6xieFtJVPWB6eHqjpxra0fLaNJJJh5fnRM6VkMcuXkdsqLskdwq2cUe6oithRvA4WqKUeMk1+ilfteyytPkxTISXO3junYXjOIM61Mb2LKLddgHZLwk+Jkp+0zNLGMLAvQTxb8kdCyjtHHS5p56u/vt9E8f3K7BNNHRSo/+Z4rR94FHQoxVAnxESoObeNTuNk1hkNUkrZXRGzEVN/G2bcI7CRpCai+m9O3Elsq++x7h1NNfbjHdtkxmWaHTGv63cyictUzZp/ljnQnG7lwp0apVag96IPqfjKD2qEULrUlsL+6l3U3QoUtZqPRa2t16LOWoQoJ1plBbK7RTpQR7GvowpXeATRPpO1jdvEUO0R7Wh0BpZJhsKx1LoelnFYzXlmSM0J8QcuH1QFTfOyZ5aKt9KV0uT91ol3K1JKdkiIUF2IWFiE7d6d3fc7oWfET3PsG3Yu5KRzVT6ujBTnqA/Oee/AnF6disTBHJVoQMa9YBipv64CwHtgBpDS2XT55rW7qRGVDN7rjk2juGsaOvefx1rsb8PMlG3Hm4gfo6WMbZ/arjrmsV7nMLQmxo4UqT66mBBS6zblSWbt64v9kotrjWp2bKdYsjdqr5JAgfq/BMlfT1PFi/ZbiRAVEskvvq0PfODyJC8392C1Fp1q8QfJKh+5qiblWSqgz71YNaFc8D808iZ+r/W5kW95UE8Wp/jTuMiI3EymcaIlhf2UHdj7owBbJBMq8DdVj5EHjDtUjVFoS2FoRo+IWxRG+f6NzGC1jU6b0iY9leHV5zR/G2S3ZMwOXNXNIhr6NsJwtrZIbjocJypMolbMPqKTtqemzAZ11jIdWbEhxcsrTOKEl8MHgn2bfbAZO+aDldVR+yFPPtwyiYXjKFFU3MMnSMV6seDI0QlxGadHmF12sbNd7U9hLPre1ctAUx3U1lN9U3NZKnjMvtWviGuarFCf3bRiVN97LXN9BaZMOlVfT0KTxWO0WmetGOx7muZlm5UXiQZJJmUzGVkj09vYiEonYzJPsSrSY5NuroNbqTOaA+e5lg8k0a5u8mmzyXN+5VRHZFurGu3SWquSsJK2Tfx6uBrh3HPFFk2+q+S4+LyI9H8qTJ5VmUA66qLDUtzHFiWU0yZuh8TR6YyPoHUhilAxVO/CNk9OPkMtEBidQ29KDFDtDruNDPwj1MdzMk86LmV95+lzomycJvfwKQ1KkChHQPMZ5NK8bM9BPUOF5p7AlwPy0fNfEFE5VtlMYxbCBSsEafedBBrmmzikPa6q0Y9EY7cioa9M0S2NljYSVlgiQgbMjuZ0d3f2VUVxpG7KT1juJysFJXGqN4zA7oTrjYyvtN5OZSuBtYAdYV+2QtJud5WMNUXach9BKQaRtWHXukjsboiA9T0kuB1y6NeqpszDON7IDXtFL5ckpjVKK3HbqTnmSQMgpUIKbfZIypZE3KX1H6uK43ztqgkaC02ae7JwFhWRdgFwa9JOFflQeYhQfL92/fx979uzBjRs3bEmERvo+6pmnbJLtThmltLvUS6D2Tk7jdscQjrMu7HjQzQ5KP7ZQMG+ggF6jmR/Wl3VS6LXshkJ5E/N+S3k39lZ24lRdF+5ScdHWvRrVVqdAuW9tzMIMUxC+ysaYtMrHdVT0nhTrfhpXJzJUoIZwtD7GjkMftlPJ1rkzW6XYVQkR28Z/f20fjlGBu9o9gIaxjC1LUrsSb9HMkYSLm/FV509KmraQYK2gvVeY1InUEiUNGAwQcV3JZ/QspdyNxLs06V3XeVAawpBZLnVKu0fO1tswgUq7Ok0ScIofy98JRoHmGjH3COqyg96nb+Eo6N6DP16M5kRp4CjrpkQLJZWFjbqzfDRjqTojZWacWvYEb7piw4hoZ0dWpFEWU4zMrb4tjsb2QV77EYmPIcki1Hsu71Uuc4tCVepJlCf/LArf58iZ6NfXBtWcMFSbVLPUUffwNU3unQIveao80PCka591g+M416StzCO2PEzKgs4S1IyTNnhwcANetpTNZo0m2OkX3x7GptoBbK2LkX9343T3KOpS02hMzeBebBxXWqhQ1XRjX3WfrUjYXjlAaLtzXqk07SiP4gBl1smGOOXViG3ZrSM+pPwp7pJZykv7MeUpL/OylP+oO6Y42xadzBBvkJ/ij20jafKjQcapj0rSoNtFkAqdKU/VVJ4kn/Xtk2bWJMuYfjcTFMwCVVHWlkVwrLYfZf0p9FNYiU8pTy2fdVegPOlbp9bJGZyy79P6bWdB5Z/80xJ8++bTZuioTAVh2vJmhrnSZu2GqWwxz6p0iHAPyqjID9Nf8TvH/RWuyy/xaf7zXs+0Yb5pYE/fON29excbNmwwmaXnEn0UpNx3ZOVQAJGVjZQlq6NS8inN7MpntVP78+71K2ml4WoNJAu5I+5lq9L38GG4G88d8mxeKHq+lCeSisFDxSPFSSO9SZZTktKlqaMX+45cxLUP6zE4Po1x8hIpTtHEDK7erseyNdswNJqmIGPjpgesL5hlJ2d6yunUU1YxxOyd8iSB5ZftFSpPc6qFHgrxKMraz1PBwv6IOxmDFIK0E6Y80aiTCT1d1YY97LBurnK79awlVhvIjDWiVa2tmNNkzhkqVmms4vOahhTtxSAlWChUyrpxo3XAOp/6dkXbP3eMz1K5GKOi0m+H6x6s78dedkh3VPVip7Y2rY/iXNsA7kTH0Mx4SAnRsrq08nVaDVUJeHaSL0q9jagxA9onZnC8qpPKk2Y4qMyR8Usx0vp2E8RSoCgcNGrnhUMOI9hYN2JnXh1kB/p2x6DFW/VJZZ+vPDlGkY2Ah8rEbsQkPl5asmRJ9pwnCSMxRVH46u8Xg+SV804/LgOsQ8RnlYc2hqiJT+JYeQf2U5nVx8jbpCBRWVqnMpAiT6xTZ4CK/Pr6cdrp4+843Uawp7wNZ6hANbKxsqlmOzImkC1gy3DCke5ULuqQWVr5LGVGnUe1CSlgUTaQxtEZ3OhM4CQF/5HqbhwiDtdF7Ay0o7w/UdODcw0R3OoaRMvEtC07VNjiKTaRJ7+VzlkdZaCFvUwvGUOKERMPMGWN9+rItJMJ1Y4mUTE8gXJhaALVOoCaSn5EihTd6bsH5Ze8NuLzHAQXuRHyUm5uaGKKk4d3JfDRCktuaO7dWB31dTnw0fwigkdD1sC5c249aJd1V6KFkkbepTgpB8Vf2Md3YH2Isn7sPHgWZ66Wo2+Y8ooCZ5yOhHvk52u37MeVW3dtRjwtYWR57/iRhycV+9MoT49DriY45NspTYwboWV6tuSWZhp01ICkl1lqQ9NeeSIame4LLTGbedpC2WN8wRQorzy5mSdbPRBSnjRTs1Gz1jWUP7VR8o5OXOhKsI1NIUZ/I5TjLfS7vHeY7bqPbT6C/eW92FvWg73lPThQ3o0jmkVpobzqHUUr5ZU2cfADNpKpSpd+tOuZ7XzmExsib5Rv7NLpvkt2g0ryU+19lN7UDYzjdFMM27Q6xBSkcaY7hfW1Scpmpq2KaaO83kQ7OwZEeUE+uaaOSiNl2Sbyzy1lURys7MPdSNJ23purPAkh5YnGzewHHSzvwi6+JzmpDZ+cYqZvzKQkMS5BmLbMMRh81IyXFKt1zOstlPMHarvwYe8AEvRX4SqvFKovZotCkCHhZXv+nKdf+7Vfw+c+97kX65ynj5GUo8WQJXsICsrLBqs9glq24Nu3flWgslNJq1WrNhPsF7mhysB390IORno3VCFeQHoulKd81p0rYHUZvPI0RmnUP5TE5VsVePu9DTh86hY6omn0xB+im1z1DhnoynUH8MNXf4bhsZQpT+YJ39W3CurkL0h52ngMjSHlqTgFHhdFEK6HmSklqqS6FthnwR9FyCq+u1XcjDHzqlH/i/UUEFSAdlAZ2koGuFEfnNZQgaiSANIBoFNYU5WhspTBKipP+gh3XaOUqCFs0vdKVJyOkMne7Ry09dlBU4FGzXRYXtfkDGoTadyNjuMmBc8tXu/EJlFLAdTNyMSZp5oFU5wspby33q/P62ckeaEckv9SntrGpnG4rNUpTzUUCsbsJ7CcgtbtqiQFSsJACpRTmDy07ENLELdRMGhp182OuI3SmUBgxLXMxEbxWC6uzpH0o4R5uATSWGX38ZIOyf33//7f2zlPIyMjtmxPUEfto5yBsjQHnXWlXjmkkWR9w3BLH0Lbwcv9FNIJrGM91AyobdzBclEnYBXv9QG3BLTKZD07QlupQO2o1JJP1j0q4N1UNmwJpQ8ly+gt0y1cxcBADSesPFnnlPAKlBRinW3SQyZRN5zB/b4RfNA9iHtUlsojI2geytjH68N0ozBVt9TRnObPrHWc5D87fVSebGaaYWk220C3mmFtob93ehI43xrFkYZO7Ktrx976Dhxo6OJzN042sX7RvnE0gxiTIQWK/R6Ls/0UIri4XM4zDh70Mj3KInBJOyseq5cBFP9ZLenU6KFqcs5Po5BT9+NdKOcdQq5L9BSk3NPurqpXmtnWComx9Azl0ghaexP4xYot2LT7JKrZoW/vSxk6+lPYsOMo3nx3NS7dvGPtTKXsisK1PQ9PKvaFKk/yIduG5oF3byycP+Ir4U6xI/kmv8QFHfx75i7bUZNSocEHzy9mcK0jgd3kF9uq49jQME7eoFkQKU+CU5w0CLbavgGatIExbRaxibx+i3aHrWBbo4L5Yf8YOjMzdlSBZnjHGddBZoQG/WoSUyjrS+K+Dknvp1IVS9NsGh1swAMsE8VF7Vg8Q5tIeV1JP2r/xgMCknkx5Eh5E/QdmHal1ctQDXDWxEZxUhtFaBkz07dGmy7VaRWItkynIlUt5UmzatrJ1g32iWdqGbo2uNhMxUbfae2jjL8TSSPKNHrliSG6O+MHrg+jeQItRWwem8KB+5STlVHKSfJlU0ylOCWxrCGJFeLNDFt5q2NH1ipMKVX27Zk2k4gxTlRAaztxvSdmSqp9H2zhMjhmghWzPbjnMOmcJ51L+JnPfAa/9Vu/hZqamo9WRr2ApCz37TYohlzdtJuggKwt+nqimiOo9uS3YbfEXL7JXtxHkpG17aFqnEnJwA967gMLEH58kek5Up5UtLr6gnYVxStP5y7fwJvvLMXf/sP38Sf/9e/wl1/+Lr7yzZ/ga995G1/79s/x1W++hZdffR9HTlxCkhJMAoHemCeuDshPMXctzAkYIP0tVJ50Anxj9+POeZKNqnAxBC9mITNfSQXdh9xkX+WDrTPkgwkyxpdxVjVWZyxO4SGlZ39ZF4WKDhocxkYbUZIQmiQDTFORmsIqKk8rqTyt1MyTNnxoTFK5GsBmMtY9FV04WxdBLYWRRsoo35Gi1E0xE9TZmyCGed/H/Oulpb45EiSEtEuRrXtnXKYocGY048TOfDbOSsszks8OMW0Jo/bxaRwtl/Lkdi3SOm7bzIKK0/J6B63fzipQRJ7yVKulHFEcrOllh3rIzsEwpZj5qg5nVnmyMiL5CHiYlFBtVLl9vPT+++/js5/9LF555RX77skUiAC+k7PoAkrJtbxRHXU11RRZmjcMT+JsYx/2VUawzZaODrG+Md+pyOpjbZ0BpkNo17BstOOVDlTW2WOrNZLMzoLt0kgF6qLOBhtNZ78/UGvPnk9kzF757dq/PVkZkHhxpcF48UadVHUk1XFRvZRipIOUY1MzbCvTGDTM2HdaqrOqU9amBZo9tHpLMEzNQmpHPwkV/52H2lwf20BNbAKXG3XIZRf21nRia3U7096O9dWd0AYUm3TmWmU7DlZ342JrHBWxJHrpgQYk1KG1IlJidKWZR+jWkG9Ax8a0FD/dO14liF/Juxwc59TsgNIouFzka0TOT/4EfhnMheO3JXo2Iis0PqrZI+W96lnf4BB+8JO38fff/iE+/1dfxX//8rfx1W+9hq999w38w3feoNz6CZ9/hO37TqC5q9++31V9yZVLUGwyCkhFuJjKkyD3Ej15ypMqWrauSFaqhqmlutqid4wsMJqoHRGylZ+SLVFmwoe9Q7Zd9/aqPmxmR10z06s186HBlUBxkozy0ACMeLyUJ21Cs+1+C47XdaF+LI0+VnzJBLVNHd0hPk7dydq8ZoW1C2cfDeMMV2Ya5BNfUHuWW0srr5YCXgV71r17LIos2QPfVS4wzWHlyQZZaFWXmMCZZm3YEKcMUjopm/QNrr5BJi9cR14opUlyW7NDtkIiUB416+aVp73lUdzrzzA9zm/XnhUBxZ1PIeVJedIyPoVDGmSs7LXdR7V730rKxBUNKSxtSGMZlSh9W6bZsELlaXXDMNbVM87sF2gzneu9cfQxJA1MOf7M4IKgLRN11S35px/Y6u7uxrJly/Drv/7r+M3f/M1P/SG5nwSpCJT9vgiyddPXS6sXBPs1D2fYxw02MXI7abp5JC8fPGSuVut+MyzLFCEFSrV6HgUquBRUhxeSnkvlyTF/VzgSRFKequqbcfzMJSxdtRlf//YreOsXa7Fuy2Fs2X0WO/Zdwr4j13H5ZiW6o4Oug0FYH0Gchx6J4bmtyh+nPB0pqjzp3gslL0ZcLAsQrmgGmSsSqr6C7uWOF8G/qgh7RURMSaNi9Evx0OF1o7RvSiRxvCaCHRVRm0nSumopCtryVBtE2GxTjRQnQsJITFObReh09+peHKztxs2uQXSQ2apzZ/nE8KYZlhSijEDBZJ1SQqPvNmLHqzqr04qaoqu8Y+N8OMP0mBJCR4tA8oVBWMPWiKFmKM7UdbLDrk0BtGGERtTYUa9PZ5WnFdqanYLAKVAa7XNKlH1wzA67DvM93qADCMezypPCUYfAGANDdEpJEHgYMpe9ldnHSxrJ0yielKd4PG6CylNYkVo0kl+qq6wPGkGWz6qtEt6DNK4YGMfh6h7spBK+Sd+fqTPAclhTT4W9NoMV1ewAaZloXYZlwfJh/ZOSqzpoOx9SoGtbXJVF7XDSFDIJfysHv4TSlFnPzl1LUTx81Cy5uiesmQi8VxvxnRjP9rMCgnZyI/eCq8B6ULgMgYqbfexOC4Wn+q6OgwYQquNJXGjsx76yduys6MK22gg21fdhQ0M/1jXEmNYY1hNbCO36t6eiG6dpV943ScXLtVvbCICwpa2CT4R+w49hWOVTRJ2BftVWVXdNWeRV7VedRyl5SregzqKuSr+r2QFZ2Eqz0muRkSFBcxdgiZ6BVA/VoVcZpalJTWSmMDQ+iQPHz2L9tn1Uln6Mf3rlHazdcgg7D57Hzv3nsPPAGRw7dwP1rb0YSU4Zf1U9deUinjO3dFRXnkV5cj7nQ2T1kPF3oKm1DQ/yArURtk23S6n4Jd34wLL1SjVOaztc3ZQyUUtl4nRjH3brW0QqRPoOci35hjb10Y6oUph0mK2HUyK0rXfCvlncU96Bq50DbtaJfqq+a/ZIs0WKs9Kkui6FSm1CUPsw0EGGcZtSJ19pMH7vYINDlmiXhBxcW/PIUtZQ6XaQDFSKLXxCyloLlbyLHQkqMH0mf7TDoL4rWmlKlNskYp0UJ5rbrBOf11B+Wbp1vAbzZxvlupZFVw5mEGcA8lvhuEEkhc0nQn0QLa7SoFFHchqnKNv3VvVge02c/icY5ihWNKbwPpUnKVBSVO37Mi11l7wMNu5YXZ/AhvoYtlF5OtIUwZ3+YZt50tJL8U+xjmz6FbyqBA0FL3+0bE/LzHVI7u/8zu+Ulu19BKTcVH0XWAwBhQrF+jK6uvZpyj1hKyloo5lElakGwfW5huqNzGTnt2TSXtQzwS7EgfR0/lqd5wtBkRbGJTB+4eg5+eZJTEvs3sMxMRWMCSQyzJGJFPoHR1DT0I5zlz7A3fJGtHUPoKtvFL2xCfQn0hge165XQaHyPeORxnn0TGbDSvEsypMYlsSDoD/F1Tz3CFeyLPSjGKljKAQREnk39jpvJIUVKVNMFEc2AJpr1yZ16qKpGVzvGMLBun7o4MH17MiurxtkR07L2cikq6lE1boZJykZa8kk1+qAXG0GQeZ6oqkHFfERO59DHS2lQyJWu61o2Y+2XLaRR4araGtbZiXJmKXd84EGbgcXCSR2Og1K3+KQYqQREevAsud5rbXPdkzaVaVNLPThqxQlKU1+9mmS9373IC0Xc7NQ2vp1U1UfO/vddg5R/VDGlipmlacgLRaiJdZug8oTQPnAG5X4x00rV660b55effVVOzsjVy45LBrJK+UHG4xtnqB6QCOxUJVDjA/3Y2PYRwVie5W2/FY5SGGXUKbyVDfNejeF1VTehVVUoJzyxHsqWCvZMdhAYa7NOw6yLCvZqdK3dk55YnuYZUhCEeXJikJRI6y4rPBkSFcCDdW2bWtxe89B9cic060heN921zPPGIJmvGzWS+l1MzdqF+q0qL5c1m5+leyQVOisGqa7lh0Ttqe1jcM2YmtLXtgB2dAQLDUqj7IDE8X55kFU9k9aB9IUKEJtyCLiUmT39lgII/egX+WDj5ebXRMfeIjO8Wm0jWZsdraHzxqlVgdTAtJG3AnlpkJz9ZsvZgc7FL5sSrQYZPWTWayqpe9AJzPTmCTvigyMoL23H6cv3sCVWw/Q0hlDb3yc8mrMkGBne5KVQ7JGHR1tGexKTLXR14IcqRgXqjw5vpVrB0LO3iGPZKBEWD2VZ6wvWYjXC2xZtHNQ/SWYeJvFVzuyFuvakfhGFzv1t3tGcLC6BzvYLrSkbEONNpSZpGJBGUUeEZ55sh1Sa3T+0IBt9KKBlsqhFPqYsTYTwqhJHrpZY4Xr+ISHZHn2WfeMr53BpcEZG6Bxbd1B6cxeCJdn7hoiZ+kcqg1Zp0L5oM8AXFrV1tTuulPTuN4zhB2Ut5u082jNENOopYqSWZJNToHScmbbbY/pXVOfJM/UzrD6PncIOymz9O1mA+uGeGROeeKPlWIQPu+9nIxSubzS2m/5vLs2Bh0Uv5r5uIrK01KbfdIKDYZjSwSlOCk+2vFQS/YGoPMfd9X04Az9qBki36Kf6lhbuKoKocpjVYMwfhaQlCcN9v2rf/Wv8Ad/8Ad2wPuir4p4wUm57et2Nuet8qo+qD47GxWL2oHqpeqOlxkRGmgprb4BFDopmGSm7wHdqiJ906g6pXqtthzA+20F70LWr0ITVMrO9MWj52bDCMeywnC/Vhn4Y1P15Igp9n4nUrMYS86AvMqWnnmQh2QZqF72DV0lrA5W/swTKxrN51OeZB6Kil2kbHjMUZ58YDluzEemyh7llsJH4fI+/KbZy70Z8MbAFBASUuoU6twQjSDoO6C6oTQudw1jf10EW6q62ZHtwwZ14mr1/ckoGbYOih236flNZI7rq7WNcweONPfgRmQAbVRCxeiTjIPOtFFzMTYcjCzmpcHi4q8yFzRdn6GRWDeVLuaptrhcLHLl5A5s1E5mZdFhG83fy86rX7q3Rss9bNYp6Wae9BwIBtuBj8rTBilPVDD31/bgZo+2yZ615SRSrl2eq2xYEtm0Eqo4gu4FueGNyvvjpkuXLuGNN97Avn37kEopN1ycs0trFO/FIks/06g6R8xKkaaRV576aX8vNoq9tgSnn8JWI6daqqeleVLWM8zzKXaKqDxVU1DzupydoxX1GZslXCHliWWjJSUHqDxVDE7Yxg055YnpM+VJLF9txHWKaOOKg25V9SyeVl4CbdROzFXWJZ2ofbn2LefuHQd7zXtm77PemvKkd1wnSIKkbWIaN7pHcKiujx2hPmxlp09LD+1D7Bp1hjSaPIYVhDpG6pRoRFlnpmyvjjONfbjQ1I+u1Iwtq9HAhzpzrr4xXAtbaffx0r1u+ExSXJQatSoJQPmhZUmtYxlUDUzamTUaRLlC5e5qxzBu9o7jbt8kWmgfoTvNsKrzo/RosEBtyvJqmvkrBcrSL9BBiZ6Z3Ci8FamVs3VeeCN5JKVmLDWFcdYFySuPNOFllWq8P2vFmageu+IRPCmMJ1GeHFx7yv0VIRo6WaUb/lt9lIdy7/3xvrn4amTbu7PdvGZygx+SKtpcQp02Hair5awHqFBow6KtVeTLVKA26LwjKlE688g2i7ANj4ZtZ74d5DFqex/0jaObVVZKhOqywrY4qi5rgFFxdtHP5r3AmNNMf8wYQXxlRjyG11BH0/7lPptOSxlBQ5EuWdBXhukHWwTxGUl18Um1txjl1YP4KA7VM63kc1r5sF47kVIe+V31TEZRebElfVrOx/Tru2Vtub6TCpf448WWKDpTGeNFSrfqidLnUqZyEX9zO4KKPwxSYb8XGcEJLb3TuXvkQTouYk3DhA0uLrUBRq3QmHCrNOo1wEheVjvIcHUmXwT7qbDd6Bokz5q2/oHSpFxyYp+BK6M8zJz5FNzrMPezZ8/i5ZdfxjvvvGPL+ErK0+KSclo5GtRcR9ZGaaL6oMF2GmkgRjOx2hk2xgcdLVIzmLKD5W90jeJK+7DJjNs9YyYzqhNJtE9Ose66TzNUn9QjdDLU1fMcFJ79Z+Oiq55fRHpulCcjlUIYAelWAkpnrghSpjRSJ6ZiYAkadE+3gpG96KCGnvvmieyRdmrfeqeha+HKk94W9GeM1hixBcBLAP3TaIqREjMXkwtUFBsREGOSENS9wjGGr3cC2Mvy0/yXH06h0DdJGmGuGclQgUrgQF0PtlV2UuBQKNXqw/whbK4csO1K9dHqjlot1+vEvvoO3OwfQmt6CtpEVKMMdvSovvVgrDTWYCliGDbLJARxMvDHK4JyNz07bYqX+/N7lC0OaScjrdVVGerD4JbRFK62DVL4RrCVwlfbuWrjiLUSBhRA2pxAipM7rT1YGqF15RTCW8s7cbqlHzXDqexWtbaMKoisE/7+gVCWhzmC7PnwSShPWqYnpUnQRhGevNDKxnsxyNLONDLfpTzZLCSNVD/VKYjTvmxgHAcqu7GtQocqS5Gg0NfMkt8Sv1ofRafYEaLyxPsVvGrWabWW9rF8NrLMdO7T4bp+VA0lrUOk5QKOKbNFzDPzpKulNPvDeJrA0HtyoXcE59p1fgTn2l4Lrr5o8/3QVXXfdVS0TW/FwASOUfnZwY7MtnodNDmKNdXs4DAt65je8Kj5ai1TtHstixmzJUc72CHRjn9l8Unb0tzqnUJVW2beumVDNAhgS3Q16yw3hASg4qLlT/p+o53K3AMKukutA7Z0ck9ZJ3aVd9u3gMJuQktbL7YMmjvNRuk9LX2dZMJ07pDliRSnQuVJKNGikZqlOuOCNi1SsZpc0pWQkqOr5/mutupXtVNQPZ5bf0Xy+8mUp5x/OQQ+5hzTmK5VB423MBa8aim3XLut150aovYqniCoPst3l07yi2lJNbUn8Q6dp0h5RRN9q1Q7lLbjMPZXdGNPlXbf1BESw9hSNUKZNUr5NYxNlXFsq4phT00MR+r7cbUzgU4GpPYof1z7YbrUdqQ4qcMoM0L5qzYjNw6Ks+Sm5BJBOfcwpDy5TiFf0D+hcnL+ZVNFOHsH3dPcZtjoh/kTDB7yT/miwUgth2qdSONq1wD213Zjc0UPNtcNmAK1ulbf62qZ3gTWNkzagIvNPFGBWk9lUrvk6TiQ041RVA2MIa7ln/TPcpXBW9qNVzmIl6hcVB9GGP/m0QyuMI8P1Wgn1Ci21A6QX2lXw1EsZ9grqDAtJ1boO6d67YqqTSvijCN5R1UvTtdHUM1ws9uUK90iu1pNsHAtnywu+VDd8ZC80rVEi0sqCvEMR7wJ6oJmf6en2AtjOajs7JtDVoyaBPuJrUM4RoV6P+vinnKiUqsj+rC3IoIDVRHaRXG9ewS1Y2n0kDFJLnt5pX6YbazlYeFZ4C4uAV5Uej6UJ5XEfAjINVIxd9eA1aW1RktH2QbMexNI/j1dgxKW/aOUp2+89mjlidWGYCUNoD+F6DzXhT9C8I5s9K2QmJ8Y6wQDHCfUoZGGL2hUXxVV2r7caZTYLTtUOghW3unpjMEfQCi3cbppHMvgZu8QjjdE2IHqxLYHXdhVFmGj6GPnqhd72bk6VhfFha5B3BuaQDsbRpzvjtLflAQL7wUJuRSFQoqZoW1oXXwpsBjGODmoGqPFLYQ089+JDi8+lBeLQSoXV77KA3UgNUNRk0jhLDuzu8q6sOlBrylQ9v0ThfCqygQ7tsNu5J/CaSPNN1QOYSPz4mhjzHZq0ppw5bfSoc6MjytDs78s0c4gI4NsPxnlSWc76QwNQQqU6q8nq8tUrhZVQFlnmuWovFcHn0Yqa9VPbV1bOzyJU4392FsXpxI0gDUVzPcaLQtN22Ylq6vYEaiS4jqJDY3T7CBk2DnQkhTNhI5gU+0QtrBenmCZ1FEhlpB2yhNroTFnls6jlCf7VXppYp0fQe49nGtXXs61R/CWuRBct1DplV+C2ppTWNRGPoiOYl89lcTafqzXdwFU0FfqnJbaaayvZtqq3VEAq2uYxrrp4JsNKlDsEGkGWIfy7q2NWCeqm9q66p7yUoMg1vkzXiEDQtFg4AY+Kn5yqzY4QCaknbRu9YzgSG0vBR+V1/JebKUSqi34t9Um2AEdxKaKOLay3e+nUDzBcK93DKJeAwb0TGlKsq5MM51qrS7/LFCCj0KJno18Plq5ujaUg6tbVuyE+I+ulv3iL9bmxEmDOqx6zUrhvRQ8iQUsXHlS5ZJfYciMDuXKOw5klt0SprjTmWCygM/61kgj2fq+zssrXSUjFB/5amnJKhUaUNNW2u6bHG0eUT+SwZ3oBE7VxXCwIor95dp8ph/7qnVGGxUrduKOsM2dIZ+/2zfmZpzor8JUe1Dc3OCeOuaU4uRRyjHFz3/vpHgJqvOKu6WY70wzXjMzjI3iZ6bKc+U9b410I3P5GMojkRyJR8wobXQjnqOZLPKrh8RsKK3KEw2W1I0mcbGtDzvL28gre02B2tSo5b1uQ6PV2qmU8mpTwwQ2U5naWMV2THmljY1u9STQnZyygUOlQzF2MRJnC+Ji9UrKoZPX6kdITmq30XPNlJMP2rH5AfsEdYPY3jJOfjyCNQx7JRWmVeTD6+oYHuO0jcrarsoeytYYyvsm0DtJhY3+2OoMnwV2oxi4Oqq6OjXFdLMSKw9FkkN+8whR+L5Ei0dWHJavQQFZXdBgAPk7+2qqK6oLvaw45THWhaYh7Kes2FHe7zYZo9zeyrq3lTJjS3nczHax/R1kmzzTlsDdeBIdbNAaBJDinmEYbmWI6rvqvcJTfeAlwItMz4/ylG2sBTALD9eIw7AOgRi2MW3XjTcmI9IleFWVrpjyJGHhlaffofL03qYjaHgS5Un2vjPEi/lLKHZibCZkCHWgJAw0iq8PMvvpvo+e6rwlzYroewW58wxTy/RsO8kw86KZGJsExQjvo1SImiZmcD+Wwo32EVxtHsLVxgSuNw3ig44hY4hN41MMK9cg0rzX7J3iqF32vLCRndwM0DzK4KKKH+97FUfeax10+HsKU7bIQF2njA4XheSPE5BTM9OmfCpemlKuHpzE+RYK2ape7Kgg2Hncqt30KAw046atszXrtqUyjp01CRyqH8CHsSRaJ3WQqYuzylQrL1RGLiTVCRd7ITB0V4PsPhnlyW9NXqgkfbRCiak1Qah25boSqh+qF5rav6qth8s6sbMqxrzXlrv6lmkc6+smsbF+EpuoPGyq065SAbRcr1pnPQ3bcj+dYq9RLimzqktqsWL81iEx5qxW40rE1XhX810JKQ8EuVchBjBXzqXapGuj7r0wZGbtyp592xXoN/+VxaojquuXqfTsYEdmfW3MlrfooOkV1UmmaQbrq4jKDNZVpZwSRYVqZe2UU6BqNZqsQzDjfL+HimIX2jNTpijKb+NLClONT5HirQtf8VDs1e5dnotfNFPJvN6ZwJE6bdvci43lUaxj/da3FOp8CTqQeK0ddDlMBSqG7Q+6cLiqGzc6B9HE95XPE/Q7zbzK5YwLz7JVKNGzkcpTsDxlHlsH20MdSYIVTN/bWVM2FHlHLc7qtNWUOcWjqvJUypP5HwbtfL3XER6Mhy2Jpx+qp+Lxqjfa1EXb/PdRSGrALsbX9I2E5Jh4Qnbwj+600ZC+MfJhqiWqJau9iYe74wQeonlkBpX9aXzQOYrLVJTO1ffgfFMENzoGUEUe35matvPS1IlXXJQrDJJZpbwTL3TSV/4qjhopV5w8pEQIaj9eVmmQZopxs5F0i6P4juCywdqeKVcE88cpvSwDcyOo/Bii8s5ilIMbPlTLyiky0cw0KuMjON2okf5ObKWCsomKipbxbaTc2ky5tZYdWh0ivrkyBm0Scag+hhu9o2hPzphsT1JBc+tCnIxyHEsRVtm5+ClPFAvxC+WxyknLei9ITlZ2YVtZBzvJPdhYGaWSliCfHiBP7uNzL3lFN3aVd+JEbQ/u9YyhZ4I8mcnT5w9S7hkowxF049JtyhNhGwpZxtEtK7QG+PwRGjIvzTx9NOTz3PEM1QO1ZeY17yU3VN+1MqkilsYZ9gN3l/VhK5WkrVX6jlDLykdNHq/n84Yq3lcOY3MVUdGP7RrYbBpAuY72oD9q36pX9h0myztPefLRcJcXln4FZp7UCD18Q3aNuRBiZMZU3Ivu/eBVVbzHKk9/EShPPW7DCHtfCC5ikoILwXvsLgbea2RRGzx4xUlKkQ7zbB7LoKxvhEpOHy42UWA09vKqUeIB3I2OoG4oacJFSkqO6ctbxlW/rLjTU2SnVJgUhhqLGKY+ShfT7JmcQQ+5Xw8laZTXGDuog5SoQxREYuhqCPKPUbP6r7T7ncX0jUTHRAbl/SOMTz+ZbwRniTMtvbjEjuRtxrtiaBJtZOyxIFzFT4rYNDOSRotIiqCEJAUH/Vc4imM/01I/ksbNnlGcauh3nXgJAHYqd5YTZRRUFREcqo3jXMcEPohNodXO+lDn0dUYekc+wPgyvSp/CSUJPT66NOjHPxhc3qvMP26qrq7G4cOHcfv2bZt58sJIVy+kPgqy9iPhqHTzXnVE5d3POlYWm8DBig472V/r8/V9wgYqreurh6gwDPN+CGsrBrCmfJCMegxb2LnXSNd2dg52lXdZudXajIgbpVUo1pkJhIAT1K4+6U5Q/XeF4hFyb6XqXOnPtc8ch/B+eDPVf8F1vwL/lI/8V91QXZPydLFd3wF0s7MRxyotudH3dVKeqmcocKaxoSJN4ZNiulM2+6RvvpzypJ2zRmlO5amqB0fr2tGenjJBJL8VP+WvArOkKgoWPh+U73xUO1WnUAMYd8gXjtZpGU7EluHkfYAeLFldyXzW83oqrpupSEmB2lMZwcmGKD7oSSDCdqMZb42MT5ugVU4o3YLCD1CipydjLCpH5Snz15Qm1TTJpaA2BuU+B/4dL8eC8qHNnKJRVVm48kQDj2y8PFx9c46l9LB+8lF8UnVP5/k1jUgejOJ21yAuN0dwoaEblyi3rrRGcYsyQecB9pAnSF7ZjBQhCezCVcsOeAiflBOq1/p2b5APMWpbUcqr3uQU5Rb9SWbQy3YSo2yT4jCp+io+x3cURZHutR2/dtEbowDsGUuiPDKI2539uNLcy/h14UJ9F65Qbt3tHUTDSAq9GbcMyckr+sl3taNs1k+mU3BtMMh/xtinIttE7c9LC+9O5eTg0ulsJPe1yiRGBUq87mp3Asea+7GnLoLtVd1ED/bW8Zk8VMunDlJenW0bxd2BNHnFjMnrJP1Lz6TYXrUEUvmgEBgH+uv4ZU55UtkpXJWd8rePeajz5jRbfZyKkXYs3K1d+PTNWU2UfDvCsHtwmHYXm2OojE2yHKg4MVwNVmrb/TzeZLng0myKk6VXqxMcJItGR0dRXl6OHTt2mMzS7rAl5Wnxycl81VUVkmvLUvYlp1Xv3Hb5WiI7jP0a4KTitIXyYSNlxXptSkLYeWNaHUJ5taZK5uOUZVqp04c9Nf242DWKhvHpbD/U+ncqSylQnm9Y5eCt/b649Hx981SUVESuwDzjCDOuQsiNY7uk3KtW8eZXnvqoPK2n8vTdxyhPjoU69kuYJ7zNhkH/eKVcMIYtxt02OYX7fWO43DZgH3QeJAPdV9mNvZXq7JORkrEdqu3FmeY+3O4dRuNY2oSXFAZ1uMS2ND1v6dKMALml6q8UKDE7CS25FfO0rcUZtmanFH/PzD2Uc4qj3te3Pxqd005dNYNJG+E+wQ7X/hrGqzaCnbVRMlteiX31UZygALjaNWTfq/iDQCXIlev0btEou4SJEZVgsJF4QuFpGVPH5LR9APlh7yiudw3jSnvCdkW72jGE2z3jKB9I2WxcD4W0/3Be+eDTbdVHV14kBiQSAiNHsgiBuW1l/nHTrl278MUvftHOz9A5TxJUIuXLR6VAyTv7vi1gkBrRcpt3PLSteNsnpmxJ2DFtl1/WhS3lEfs4WTOAm3ndSCVpE5n2ZipMO+pGWYeGsLNS66t16n8nO2IJJ6jpl1MmfFhKGxGkR78uBsp9d5cHFaIVpCA3rk269pn1zVzLL++fzByXUGcn1JoZrnUgaafR9ctt/VRYurGxTjNPCaxp0Pd1+rA9Q0FDVFJxqpo0IeS+fZLi5JQnnWWjEeZdbNcn6jrQxU6hOqQa/Ta+pPQqj7MRZMCE4qC4SWBppqqZeX2+NW5nY21hnuoDcJ2Ro81RdH6LQTNiVJpW2rd+FIK021Q9wg5azPjK6cZeNIxqW3g3CKHRdzf75OPBW59BQpbyHkr0GFLZOaguKX9dZ9PB1Thf7g408vfZ+u/d6ara7EpB8MQgnlB5Ckz0osJRpdO0gmBxZZ2jsWKpeqcNHjopRCoG3ezF0boeO79sX2UXoSMjutgp67bvas42D+DD6Dg76tPooweSJZIxbrWEOKvSYS3cUqcwFHeb3SJsuR3NBPFowQ3w8U36oVkixV1xVEr0vpYORqhw1cZHcK0tghP1VAJqGD/GSWcY7qnotBmXI1QMzlGeXu+Mo3Zo0s4q1PJBhSnly/lM8N46htkycPxAd4q9wsypwIoXew+m0OjJufdpdPxH6XcyS3I5TqbSQvlfQUXudmwcl7uHcKE9jsvkoTe6x3C7e9wO9q1nHkoRVX9Bck7fE888TDEfnXQy3628cuAPze1iYSrvlX/qC2jAULP7mskzOUlF6hz7H+e1yUz3CG5FRvAgNobmkTSVPA2uuDJRHVJ25KqOfvTgJKV4h/imLL3ipDyMRtlX2L4df/iHf4gvfelLaGlpMbsSLS4xt+3XCQ+WCeuJzTrRXO0oysr6QfcojtbGsKMibrNKUpzWVI1jFaEjAtbU6syvpFtqX6NjRCTHRinXdCZmPw7Xx1g/Rm2TKCe3GKLqgbUThmttxZWtYvMi06+A8iQSE1VDJSPJFqBjzoUQ63Psj+TbvsqdFeDRytM6Kk/fofJ0+BHKk/POjLydD9rCcP5JkRnig5Y6fRhJ4HRTH/ZXUxGpiNiOQzowVBs6bNG0fVUftlbRrppKVF03LpPh141QQaF2ZCNm9EujZVpKZemWtNPoGQWvbsWoPYNXB9D4qsWF6aUA0rI6N2Yk5s9oElK8dCijZrrukXmfbozZlsw7dQBqTRw6XHadtpVl53d91QA7ZGyMNf04yE7z+eYYlZdJO5jQmC6hNPN/UcgJNOebfp0C9dApUXy2rTcZdx2IqHOg2sen0DaeQcfENHoZGX3noc6nhIiEpeJm3jHN2bLis4wkEmxJR2BsJIsQdMnafYwkpUkHDv74xz/G4OBgnjCyPAqwWGTp5I/gnlTH2FFg/VE+qfOdoGXTaMY28NjPjsqO8i7WWynZ/azHEWyu7MV2Mu7t2qykcoAKVsS+vTtVF8GN9n40JSYxzErr64xrhwrLI0e04Z9cKN0F0DseJP3Kxhevd5nvo3fnukdKlToDjl84jqE0agntjY449rE9bq7pozIUx9qGcZvl0WYY64VqCpzqMQoe7ZoVnFcjJUq7h2mZIpWXfVReLlB5iaSnrR07rqO4E7ooQEXI4PJB9VBuB4gH7GwdrYsyH6PYzHao5YArKAiX1aWwrCGN5Y0ZO8fFdtCqHcVKnR1DO40u6hsKLfM7WNPJ9j2MGBvAOANKW7qDHFLeKZOEbDwI+5FhiZ6Esm3S8k6ySaXpEfBuMSKf57rPy2+Vi9zpXdUVZ2NOAlKRLVx5Cr1phvwRDzEwLFZAdYqSbIjik1ra3DImeTWG081x7GFb3kZsYf3bxvatNr7VZBXrJLGbsuJwbT+udIxQQdGskePPmt1xy+OUDlfXJLvtKAFFgVc3YyL1yskl8WB9e5tVvPSuyXn55dqFZE0X5ek97b7a1Iu9Ve02u6v46BiBLZRRWw19jHcEu6t7qeT14BKVlapEEhHJK/qjNu5yWN67uCks37dQvCRrpIzIrdKkqw1A0q2+A1FbVgll/yxdFl2L7zR5nOKsDq2WOGo2W8pROxWa1rEUWkdT6JqYQe/kLOUolSbaq6Mq9yqLWZu1VIjyxeehj6PCo6OAdOerlVzqTfmjwS4pUdo4QAOOWsLbNJZhn0RHG8yY/NZMldzajBzrhW0DLw/DUPostQzbp5uOvOIkaKtyHer+mc98xs4mrK+vz4tjiRaHsnWO9cDXWbUZ1U/V7bbxWVxqGcQ+fRNbOYiN1VrWTflQOYaVUp7qtMmTO7TZHWifxtr6FGWcltcPUYbHsYvt6WxLHB2selq2K7+tT6DytLaimubK9kUv4edEeQoqhRVH8SIxG2usvtH6QszBNW79iY3QTMZypjLnO67LpM6S3qcxzdWJK6o88TV7XwgugVfOyNspqEBOKEp6b4yed7PTdC+awMn6TuuIaftVfZOjjo2WOGnHOH1Ib7ve1A2yg0QBpVkpCoXL7X1oHk+Sqc7aCFaK2k5GO65ZhHm1uXWl1gVtoDtZOwnFFM4ypTMpPmYYJ41O6LuHQDDQ3QB/pDgdb4zbLMLm8l52Ftng6kaxmo1uGRvcKn3wr13G2EncxrhqFmFfeScuNkVRP5SkouIUKAl0/i8qqXxUZvaRsMA/L2zt41ymUcsj/Kil4EcWLZ10I2FgyzIE5YuT3kHeecHtBI7y0IjWYeiiIv64aenSpXbO02uvvWYzT67OKzaMU+h+McinUXmQS6vqEHNInRnLeydoNZpap+UonQkcbejD3hoqTKy3Wyq7qDR0saMVsd3mpDjteSDFKYq7PaNoGUlikALbFFr642ZT50sHza2EVKEFuQkg96FHkS7epbXtrCVh7glfD8Q/mBqlSNzAD6cofRIUWvrwIDJMxSXCjlkv1rLDuLZhBCvVLrTsQTNQbA+aYXJbEGvmJ0kFxp3XojXlOyiEDlOp/LBjEPHMDFIM19aOGxQHRiW49dFU3I13EBr1u95JBZUK6Y7qODY3aGvhcTvXTMrT+7zq7BZtP2yHQ9uslA681CYdVKDYfjeT3+yt6ca1rhgiLLNhBqJzPPRnASpc3QaPDmHDEj0dKQ99a2KJ2hI+gXmazecQjHSjPBdf13uqowVOSCqehSlPOWTJ139VPKt8lJK8TJKHa7Cva2IaH3SP4FhthB2oiA3wbapNQOflbagfsZnPNVUDbA+SVdqoJI6t2uSAysq1jmE0Dmfc7A6DUl2XtHXpYSdPy4Alk2hvu7YSpkTRlXMpHi9lTm7JcwL3iqbSJb4ToeC61z+OY41RbKc81TdE62vibIeDhI7qkCxlPG0XOcaxJoadNVEcrO3FpbYB1A2lbAdKxc/4D8P1ihMD4z/DZ4BaGqg8ljshT74Q+SqNwDTwRlD6ZhmGltYrq70io5l2QbJSz9pAKkkHCscraYLcqz+i+vJQxzeYEuXqg4Wk/FEgBeTMHN8TX1X85K/CsuV8hDrX2TgQLjzFgX0L9RUs/5UaWhaQTBQDXe2eifW8W/deedIhuRrwa2xspKsSLSYp31VnrSZYPbBWw7J2dVozv7WJFE7Xx7C7Qse6sJ9ZPYY11W5LfKc46Ztc9usoH3QmqDZ7Wt9ImcHnddX+mIA+HK/vRwMripR6+a2+pdWxLGhICi4vLD0XypOqhKsKxooI14QfB1H4KjgfAtamgnZ8xwpfYWRHjWRFczGr+kLlSYfkBv65H3cJI3ujoOSYkH9iWgNTM6iOj+NsQzv2VbRgWzmZPRWn9azM62pVadnRYudnVYPOX9CZMdoBZxBbWfG3lLXiQFULPugZQNdkxhiemKy+/9GWxtSIGJBjokpaIKLtqjQ5YaBOb5qNTKun9eHpNBvBDJmp1pMDw0x003DaRra3U1Buqoxio86y0aG67AiuqGYnrUrfcsywkaWxtjpJYTRBtwnsYIf4QFkbbnYOoJ3x80uCFJfFIisb/rilAUyZ0mQpFPvQ6CDTk0lTCWTHV+5oo/AdM1f6A+hehSJY3gWgkHCMR7njFCj5bmR5mIMu8v/jJilPEkSvvPKKKU8i5YcXWF6ALQb5NLoc9qR8Y80KRoHVZlTOYtLaka6FDx/GkzjbPojDDVHsq+/FnrpeO2zxYMMAjtUP2trr8lgSnax0YsR636lirpUq/j4N+s1Bv3zBI9/SGfv70K3ec63Cv8fUKP6qQ2o37NRY+TOVXnnSnl1+IY7artpbYyJpM6w6YHl9ZcQOxtWBkqtqqEBptokKix0yyU6lzk1ZQTM3MzVGATRs2zGfqqUAiqcwxs7UFKHyYmJ9RO2iDpYlP3hWO5bypI1aLrRQMWXb1CyetnnXYZorGtJYRoG3lPdLKQiXUxBKaVpn/IMCkcqTztZaS0G5me15j5ZXtfSgh2nWTHheO1WAehCCOLjIeMMSLZSy2WdwdTA3r+IwX57699yv3KgV6v2wnSMVz5MqT4KRKlsIfuWC6sQwr5JXmiHeWdaJrVS8dUagBgdW6Bu7eh1APoEVrP/6vm4D5dYmyq3NVKZ2VuhQ1whutg/Y5kfqnCsFygXHg4O2p3ansPkv0iUfSruDKTKMnMYJbVaMqE5M4USzlDYdDE8lrpF1v4Ftj+3PDkqXPG1MYXXjJOPIdso2uE7Lisu6cEhnGHUO2pk3Jk8ZiuRGVnkK8luhq6SUJ5KTWiaob5C0g16MkRmcnsEw0zJBM5WD0smm7ZKmpBKBdxIx5p8pUHQvaFDPQqIjO1jY4uDet8FPuuWFP+ylTFNaawdSFwrBN/me3jc3nuSB3gz4tLnjn/Ez2pmSRlP5ovLWcn3VFflkg8naMZBKmqunkq/O/zDoRbboDEpHSAZ1dnbaIbn/8//8P+Ozn/0sGhoa6KpEi0mqG74maDWRDTawNFRqUpK12qasbwzH6/qwq5L9SMoh9Td1hto6yo11DVquN4o1NcNu4I/9UK2UkPKkmae1dL+pOoGdbPtHqTxVDbG+M1BTngirZh6h2+DxhaRfaeWpENbIeWfTmryzElets9uc8uQ6bTSmuVee/uEnUp6+iyUbD6Oxy+22x38jXQuRvVFQQe9b4Wukp3Mig2utMewra2IHrJMVOY4NFDxSnHSuw4qacSyj5r+Mz8u17KaBnaPGUWxsSGBDhXbJacGpxm5UxscQT88Y81MwLoG8I+P1jNSYYmBvwkBbqtq2qoqU5mimGL0MJuhigk8SHr0TU7jdNcRwurC5doBKkzpfw1hVzc6gRirs0NOH7JjNYl39QzZAdsgqx7Gpahjb2TB3Puiw9eZaNx3JSCkL4rcIFGbUjphK68RLrAWpzd6rLBWyL2TemxAJ3FvHWfmlfPFgvs1oOZqbcfBdG/lmpIBD8LcfN61evRq/8Ru/gR/96Ef2Qa7VX3VCPgJS+uSz8iAbgvIyUJ5sFpN5qFlLlbVGMbUcJcrnNjqpnZxF2XAGdwYncat/HPfiU6geeogu9kKk9knhUrswEU0//aYFrh0Wa+v69WWaZ+EgK10Dyll5S70nMA1WH4J64OsA7T03cLNPTnlSPZCw6B6fxk12tg5oJq2yB5vr41hbm8BqCp5VFDxSnFaa4jSCFVKiqMDYt04aXGCn7VBlHy7WRxFl+m2mLas8uTj5NFs9tx/3rBarvOonzjVKedKSKY32J7BCs8F1SSxvpALFjqLNOrEDu4bhr6sdZvsdw9JaKVUZrKZytYnxlfJ3srYNUaY5u36dMFKAc6Aflz8lWjjNyUb7kzQjd7HyVquSTT4VvpPLe9XPnJ0nFc9ClSfvk+6NjLHShO1AszpqBvJL8qBjcgbXqfzsq6CsKmd913d+rOvLWadXaICPyri+tdOA3xrWv1UaxaYM28jOmJaf766IsJ5F0DQygzgrmfy1FJgGoTbIq4H/Rds77QTllWQb31FUtfOb6m0PBeD1nnHsromxQyjFifJTM65NSaxoTPJ+krJ0Est1XEC9zpZjR5FtQ+ccaUnfzsouHKe8uh8dMQVPbdKVCG8Yph0DwvCkNBlv472+49LB6g2jaTv/qLw/wesIGocnbfkgWZzFzSlijq3YZkSmTfEaFIjCEfjk0im5NMWQxFvFz72wC2BN0PijuJGugvNBead8lZMsBW3WdgOc5jtW11xostGTuXdGAfhj7lw4Gj6UEqXzuvRW1lkAqzqEfy4kzTwtWbIE//Jf/kv8wR/8gSlPimuJFo+UmyoxKzW2Jbcax8ksyWTJ2bs9wzhaG7Xtx/W905qKUfetE+XGKrbXVVSQNEO7norU2oYpLK3QeZlUrNh+1rN/aoMhlREcrYmgPO5mauV3ntwIyMfFV6sXkZ6bb54WpwDki4rTWHeen2IJ6iJZN4mcQG1bDFrKU50pT263vV9uOIJmKk/igc6HHBPyMCv9SiBoCV1w8mqGjwnWZu1EdKxKu8BFsF1baLPjs0HL34j1xFpWZI0C6AC7lfUeWnaTwHp21DZX60yXDnwQGUWEksg6ngrYksYfY64aJZLS6RQoFy9zwBvFh11VnfrOZ3UMJRi09EDrWJtGkjhRRyFZEbVlGWvtMD2NrKuDqCUQFDwasahJsmNGRapa31KkqGQlsb5y0NaZ76vpxWV2MFvG0yZE1IhNMAZYXArSNQcFZOEWuJGZjPPgytRDLnV9nujo0aP41re+hU2bNmFigmov45xOaytdF9PFzmefF/k++nx0+aU7lbM6R1IyVJ/U+dJyHR3UOEwMseGMEDqoT/VW9U7MV+/lfHpGWogX5sbHnwg6b3Y1M7WYXOfEtSXXGVIaGkfSuMwO5V52KDeXd2NL7SC2NGgAhO1Uy/UaxrBCy+WovGxm29XGGdvKeuwwwkuNcdT2TVjeKO3iJbYkJujYuLDc1cXF3elbMH2HoKMMrrTGbFOZrZX95Btql26Wa1n9BJUnzVhryZ6WY5CfaHagdgIrmmfwfl0ay6sZJypdB+uiOF/faR/MayRdfEAh2SCL7w150r3VJx+nEj0b+bwMZ/KjKJz3OfkVflvFszDlyf95kqVkAluhOsi8V41XG9ah6Q/i4zjR1Ied1RFsorKxlnV9dSCXVrC+r6IipS3x11MurGU9W01FRUuBJMd0rt7Wqjj2V0dtMxkdiisFRLMetlRVaVF402wJNJOJWoFvCc5EbVAcgqBsk3utPNBgzRAdNo8/xKmmQdu1c6MGMDTTGwwerGJb1A6Ukln6vkMj7YJmh9fUaXl8HJtqerCzqg1nm7oQZSg2kEC/NSBkywP57OVjhAygMj6Jax36VrkfR+ojTFsXDtR04WBtjz2fbOzH1Y5h1A9P24i/jc6rT2EalEDPBZJ+Pdwv7QM+YAWaswyRYlSIR5H3d45Hc73OUvBOFkGcFkjh7cj7+vqwf/9+2yzi5ZdfRltb20c20PeikkpLOepLSS1H7Uvfg0vB0SxRWd84jtXFsL2iH5sqE1hHxWltbYrtQ9/jst1qhontZm3TFFY2zuK96gzvZ+xb2S2UJbvYF9xV3oNDDzrQMDxjgwhqEzZAQCjscDxycXkx6Vdkw4iFUo4h+DtfsI5Na66B1cCYGwufFzHROipLXnl6n8pTS2dYeZKYcRXFVyD5a3YSDtrIQaN5rMTq/PSxpj3oT+EANfitFQPYWKk99aU46XsIgQqUZqEI+2ZCAkrQIXYN6php++d++xj2cseQLTXQIYX65MkCNuXJVV2lSCn1FdkJItkT2pnPRqLca2oAEho6r6MqMc74dWBzpUbUtSSIAogK1CqNODL89VSkdOCs4iqlaQ2hBrjGPi7UmTJaTx7B6RZ2EqmISYCok+g79IvZqc+R/CxEMVqIm+eftIORPrzt6uoypUkkYTU5OfkxC6ZcHuou74PvAOH7QsjOv/PJUGE94L3iojYStCPXsh3PUE5L6dMH1Tqc+WKrPsDtsQ0YNkuRqRqwmZ61bLtreN1Qo6VEbA8SOpXduNwUQ218AgOZGetU5ZQnx4EcpDqp/frwXTuWWylcOg5Ay4wOkgfsqOyj4qaZgCHrLK5omMByKk/LbRmVtiofd6OKdZNYSsVJy/rWsOO4tSaGA+z0XW+LYGDabWXrlnuoc8rQfHkElyyZufLGPZboWehJMtHnu7i1q4senlQ0T6o8CVbPbfaVNUyDarzXHIM6RjrT5UbvkCna2mxB3xGtYn3T4MBKzaqynmu0eoPqOq+SF055ooJiA2xaqjpoW2+fo7LRw7rmz4hx8xiqa0550pNqu9Qk3+Jk754C5cnghhY0Q6ROYeVAEkfr+ilP2f6orFn49UmTnaupIGlAQ993SL7aZi6mPLFN1DO+9QPYoG3CazqogHWjk0HpGyDJavsmlpmqENXuupOzuBsdsw2U9lEZ3FnVh23EFkLtaSvl8jb7lorKIuXk+bZRlMeTiEzOIsmE+e9rHy0DZe7xKFqoO08LdRemcBhP9r7SJzkkJUpHacRiMdTV1aGpqSk72FeixSXjDMxWtRo9aUDOtu/nk+p07WAaJ+tZP+2bJ232NYZVlRN2wLs2NtJue2qzy9mf+2XtDN6tmcLqhmmsrBzF+got2YvjQFUEZ2t72e/UYKib1ZLscK3S1RLFQ/eC7l9UeqGUJ3bnDFYDaalOjYRRWHlauv4JlCfZ2eF5VMnop0Z3e1Oz+CAygT2shJoGXVtJ5m5KiGPqtt++FBYJIXZyVrJDtFzQ+m0bzdaGEnHsIPM+w45YQ2LSrSO3gHkTUp4UE6XUPzlBJHtCyyVshz7+E2pgtiSICSuPj2JveRvjN8hO4DgVJzYyCppVmoGqH6KZG2VUvKU4aSvmFVSetHxjbb0UwRjjF8Hxhj5UDU7YWVYfvfL0YpEOHpRw8gLKK0wy1/Mnmcfhci6EXwsvhM2fB8qPhZ6C9hJq1arH6vhpNk07dNUOp3G9exTHGmLYax0qdTK1Hbt2yoyxcxW1ncmO10aoqAyY4tSfyilO4hkm8JQP9udarIdzIb6kRV5OWNlsQP84TrBDq13NtlbrjKdBCsARdmjJI9hmV1J5ksK0uk5LlNzAxjIKSZltYqdyO+N1qKoDFbFhmxG0uKgTawM9rmxE+XlCMnPxEPdYoo+LfL67OqknD08qmoUpT0JWGpBYz0x5Yg0LZp5U1zRDFKHjS51xO/tnMxWgdbUD9g3u6kYq55QBq8jv11E+bKASpUOZV5uy7jZI0YZC62rH7fu63Xz3ZH0EHelZW92QW+6j9j9L/qU67lqaaryuena/QfyEwFatQ3JPbeGDnmEcrGG7q9SW/aOs40nYNv2s55JZmnnVeTVOcVInkXFj+9DM2er6QcY9ih213TjZ2INmHZrOTJkgNHCqlScanOym8L4bnbCP5bUr7haN3lclsLFmyHadtZ1nmU4Nlshsa/UQdlN+nmwYYBuj8sB066iQafr3PPG8xSalSzIozOc9/GG5klWf1vR/kqQctfZkrcfJD/1JuVFbbmOlPteonTKp9LN+arc926ac/c412olVsoLyYQXvl9ZPUYFKY01jhm1mzL7J31EewcGKblxt6UcvPfUbwGTlGOFJcfF4UamkPBFFlSd72fvifl2V9f7KjhVYI3mqwPRMTFjbgN7sHcUufSuhbY6rNWosJUTrxN2++vpYbzVhH+HWu++eHNgxInPeVDdoytMpKid1g+M2Ei7h6Hph+TFRSv3THOVJ4CtKS77yNIJ95a3YIuWJws+N0rllGjaax3hYHBnnVVSeVtZOYTkbmtaVr22YoPAYYOesF8fqIqgaGLdRDwljLzRKjPPZyStJXjB55cnff5J5HC7ncDx07+NbzP6TpvyY6MkjaDe8F4fQkiONyqte69ynNna4HsSTuNo5jLMtA3YS+9GmQRwjTjfFcaltEPej2lEwjTg7UeID4ismcHjN5oPlBe9Df9ZyH/qlVG6UTyP32jb6cqu2hNesVxSb2Oayh+RSgdJH/PZtBwWiNnlxo4rs6FbrOw8K0KoenGFnsXPSfSQvAahlHm75IENW0KTgkiOzYALmWJTooyWf764u6snDk4pmocqTfFF9clxDJrzTJgX2vaxT1NXhss1J2vqopHex3mgzhkEqRSNUnpL2Ta6Wx63RUh/KKm2WspIyYaWUJ50Tw3q3nmZbpDxRWT9W04U2ahAaTLMRa16dMsHQxRNo5lLnYpQjOVI7cDH2AwlSnvRt5fWOOPbXuDPl1tsAwgSWMU6Sl6YgUX7ZGTaMlzt3TQN9jCPtV9dK2enDLiqHJ+q60Tg2Y7NZtqSY0ICnZpnv903iBDueO9nWtlQNYBPb2QaGs46wAcZgwHNNjWbixqlEUWmspAJFhe5i2wjqh9IYYCHIT/Urnie+t5ikdIXlUhiSWV6x+rSm/5Mk5Shzmnmr1uGglVTaSVlKTpRGN7uHcbiu33Zp3ViZcJtGsB2rP6cNjXQeoAbYlrN9LJU55chmthMNCO4o68TRqi7c6x1ybYR+2ooFwlZOlMo0j0rKE7EQ5Ul3Xhg5f52JKrJ2PtF2xOqk9LDzdCs6hh0VHdhSF6Mw0lI4dnaCkTp3LoxGxiSAkhQAKQoCCiopT5qNYgdJH+xuY6fpTHMMTcNJY/QZRtbWVJtwzcVEKfVPLk6E3AhkYnqc5rti6hKWMUqzyvgoDla0YyuVJ406mFAMZsFW6kwbKkhu+2XNOGUoiKg81WUYPylPYy5+5d04UR9FXcJ926EG5jplDiV6NtJyvbKyMrS3t2dnmiSUPulZJ0/zlbM3n8/+kyTFRq0nn7ypg3XcGG/bqYomEiA26MAK3j4xzU5SClWDSVQM8ppIWaeplYqOzh3Td172jRe9VGfWK078ccF45BFbrpQntiCFLiVHYeq8sgfkIydqo3aY9vbqfnZStfPeCNazw7iW7VW7JK3WdrRVFJDVo1SwiAoKTrrXwMadCIUgw/NCUP7rz9gfMTc6MgzyIt+iRB85KcOV7y7/fdmEi0HVaCHKk3wQPxYkFxzJAZ+CmUd1vayeEZeoPO2p1C57UWygsqFv+rQxxFIqSm4TBkIj1uT/y2mmkWttzCDFXTNBmhndXRVhXe22gQZt96+2ozaktqT42OdAvPo4Zm+y4I/Ah3A70IfwN7oGcKBOm6fEoJ0ll7Oem7zUTpeSWVRwJE/9YdUr9N0f46yd+KQ86TsuHTZ9gspdKzUyxU/KneSqFL3WiSkbBNEyPY3Ab9bqCqZ/TUPa0r6asAOwlW4NUlB+6zuRDTXagXYIB2viVPBG0EF/FGfl+/PG+xablD4vj7SUvLe31+RVTU0NxsfHP/Xp/yTIeDdbtA3Y24ZgUpsylDdTxt9Vl+tG0rjYOYS9NX3Y+CCCDVSgNlFW2GcirKtrq4fYxxzBCm0OVjuMNdWDdo7ntopu2zDmUks/WkbT1lc0WUbYkvtCoRHGC0ol5Yl4pPJkiojzR0YSRs5fV5XFKqdnp6icsPPEp1460K5jOypasaWWlbd+kNr9KBm8dixyo2K6CivIlJdTCBmkrLAzpPXb+th764MOXGofZIfNjRynNIRnldeF6WKiOLg7wUgG2XgLdD3tdkoTY9f3DzXxMRyt7sT2yjjWs9OlDtgqKm627bI+Rm+gUicBZErTdABtgywBMoKtVJ52POjE+SY2tJGUCSEvMDxK9Gy0c+dOfOELX8Dy5ctttz0JKr9hhKBn4ZOiX8UyVoxdq3HIJ+Ul+QY7mLmW7ZQOQYJEHUJ1utTO1anTDJHalHUUCQkaveOUFJIPqBBhshF3dWXdiLve12i4LcOgELvdNYyT9W5mQGdwbKsdwJa6YWy27zyGsb5yGBuq2IGlgFR73lnejSPV3bjZlXC8Q/4Rav9Kk4qtUA7mSIYuH+bEs0QfMSnDle8u/33ZhItBZfckypOvj84P/prypDqe21lSy+JudsVxgHVma2UEG7Wbnb5z0q6ONUkqUElTllZQYdDzMs3q1Gec8lSrb4yGsKWyH/uqI7jQ3I/OlFu255UnfdCuNqflcVbnFJlCKML+nqRHL68Uvzt9ozjU4L7JWkfZuJxhShZpqbttUy7ZqTiazHJwO1JqE4mEbb2+r7IXZ2t0aLWbUZbfo4xMHzsBVcMp7K+NUnGKQ4dc66P6VfRvOdMqv1Y3ZMx/O0ctSLsdil01bptBbSvrw1F2VmuHJo0nKG8/zTLQyx+fRilOW7duxX/6T/8Jf/M3f2O77fmVEiVaPJJ8sEG2WfUDnGR6+DDFtp+yti6ZEWG2P0ikcKJJGxh1Y1N5lDJjCFvrR0xubNISVLYJLQPf1DBExakPW8o7sbu8HWeboqhJTNhsr80cE6rLTnliqzTwXsUebrPCC0gl5YlYiPLk/Mj57iqynqaRmc3Qn1nrVGkZRPVYCgdru7CtqpOVtY8KxxCZr2Z33JavXnnyDF/QyNbqmlFsrB02YbSLFfp27xh62Cp06G7KmJELz3fRRIqTR5YsznQfxF1pUSNQgxik8tSQGMe5hgh2V8UpMIaxtkpbMEvBm6s8ragPFCfGdZWWR7DRba+NYW9FN251DKNrfNqUJ8VOzNSjRM9GOnRQp7X/5Cc/sXOeNMLnyS+b+CTpV7GMFWOrpwHyyAzYprW0SW0naN/61XI3mQgqBbUlCStB9841wTzRN0V2NpkzoV8CPfeBFkDbMrtlGM4XsaYke5pSoAZorFPj9RH7seou8oR2bL7fgc0Uilsq+tgpHCASvE9ge0UMu8u6cLyGilPnIJqpeKkT65YQOk7l26axP8KnibfBr0+hj3+JPj5S/gf1hVc9eXhSNXpS5UkwP8yCNsHMk2SfFBwNApTHRnGyUd/z9dp3fOu1ux4VCH3XJIUpq5CElAnNwmi2cyMVju0VvThSF2E9HUGUdVfKify2GVhG2tcq63cpHoVwSXb3wa3iLT8GiKrhNE42x2yp+PrKPqyqHsQarZCoL1SeXPw06yRzbXahrc23853DVO6uNfVjgJ6rkynlSWefdaSmcLt/BLsopzdoWSzl4IqaCZt1c4pjoDxRUVxePYHVfF7TMGXK0/KKUWyiTNzKtreXeXBfG8XQf8tzS+inl8LKk855krz6tV/7NTubsHTO00dDrs9J2W/ncuWUp+mZSZq6b5+0eVcnG979wTTOtCbs2/utZb3WBnZoaV4NlSpedV7aVraJHZWdOECZcaEthorBSUQoczTgpjPOVI9tKNFkGFux+IcYBy/Z9urxAlJJeSLmV55CCN3KJx+OoD8tvNEM0QDRlp7GlR6tA+/A1loy/Lo4ma52sxsz6Hsn7RhkuwZRQNkyADLsDdUj2EoGvr2yF6eaYqgeStk3F+P0e4qV140XSgyZKCLCcQqRr+xyQwulRW+oQzZM4+6JadzpGcMhCqGdDFPnN2nEze3+J6GkZXtU7uo14qaRNilOWjerkYsB7NL3WI19qIknMcCGauu8FSyZqUeJno2WLVtmgujHP/6xKU8+T73i9Enmsw/7kwr/aUmxnQ9Zsh6ea9euVvv2xnsqOTMzOg/FLZ3Udxz2LYd5oJ/CdzzUDuUvb+dAdnrHhSmjqelZpPho33zw2pWaRnn/OC5TwB2p6cL+CoI8Yl9VP/ays7ungteyHlxsjtPdGNrGpqh4ue+2Jvl+hmky3xkHB927mAoK0/2G4643SvTxkfKfeR7UPT15eFIVehLlycP8MAva6DtYXlUP1DnSgF/b+DSudSVwsDZiG41spsKxvmbEPjCXfHKyIG1XLd/TIe/a9Eg7T26tjGJvdQ/ONfejgfVOB9pKObFRa97rcHdf3xSFbCTnA0nxl6TzM2NtlDHXIyPYTwVtC+u9lhlpObyOCZCCpEE9ySe3dM/FUXJWS/ykDO5lHM/Xx1EdmbCjAOSvKU9E80QSFzr6sL0mgg2U0XZ8CP2ytAazTNoaXds8r6rSKg0dJJ9mHujw+AlspbzcVh2nrO/BLZZLlHF9EZQnkZcB/pDcX//1X7cBv8bGxsBFiRaTxBX0N2vLvFXLtHwvxeac5LMOew8OzGXV62Xjq2F7vNozYgMb+yq7bcDbUNlFdPC+DUfrunC9O4HakbS9o6V/ahtqI/JP38i6gXhyEvtmUvcyo4MwXkAqKU/EY5WngPyjfMqGY0qN+WodFW3vqE0ZtBTgSHUb9lKr31KrXYziVE4SWEsFRLsD6VsjB21dLkE0gs2VA9gpZs8Kfjsynl0CkaL/dqK0ndukkHJdHpGPV45y8RPZVtK8ajcg7TI0NP0QTcMZnNKWq9UJCsxBCsyECY+19gGutmGWkHCbW+iDWcV7PYXWrroYDlBQ3KCw7dIab/onQWfCMWCmL4Lg+KhJypNOa9chuYmEJtJZjjOa1WDHxzrsn1we/6qWs2I7H/LI0kWY0GDtDsHWm9vslMqAUIdUfEAj+raTWeDWWpyH2ivdyV8fYBYyU5lqR0W9JyOKRipQaTYqCUOdoRXLzKBtIoPKgUncYSftRtcIrnaM4FrnGD6IplExmETLWAb96RkMk/9oNjjbgeWzBcOf+ZQnugiefJyVrhJ9fKT8Vx0J6lNgInhSGS5UeQqXpPODv6rP1gGS8q8Bv2B2h/WjPDaG0w1UhMjbt1Mp31AZx2ZtjCD+T0gOmEyg0rSRiskmLYer7MMebRxUS3nQEUcvFQdbJsqgrAUwwnZUAcNW3LOk+/lgF8orvuA3OdKAZFViEqebowyvC7uo6GyiQrS+ZoDx0bmE2kLdn/WkOGpnwCHG0X3HdLS6D7fbhtEzOmMyWu1CCp5G6ZtHx3GquYsKUDc21g/bEnsNILqt0KlAMd06PF6bR2yoZx5QTq+pptymoqadBjdpmT3zYVdVN270jqA3NfOpV54K0+aVp8985jP43Oc+V5p5+ghIOa4vN9SubdMfa9mSNZJHbCm8zrB9p2njZlVhS1LbU9OoGUnhbv8kbvWMUl4M4Ub3ED6MjuFe/xhqR5NoT07Zt/DaXU/yRqqYfLcDA0wG8snkmq56FujA4wWl5155UkNdOCOSu5zw0Z1/UwxZVcKqhfUeWDl4eazyFJBuc9BvEA4rkqKnJ/mlTouWLWjjiA+6BnGqoRd7anuxWSNb1VFspHK0qdopKxurEhQCvKfSpKl/2yqypg8XWgfQOD5lSwAmGFbGOleu4+bEoZqQ4jAf0c4quOKneTHXGBS/7A5DjN/93kmcbRymshbFNm3PSuVoU602kRjAOgrPDVVDdiihBOXGyn5sqezBwfooLrbGUJtIIUGJLSGp7FQe+LKaDyVaOPmZJylPAwMDWaVJVMrPpyXlmUf+UxhG9sD8zgoLCQ8vQATZ0ZGVg+cD6pT69hmGyk0IfDe/HZwXKk+Vr9zKnB1OMqAZNixrt4QpUXSrjSTUQdMueu3kER0T07atrM5v06i62rb/0Ffvqu3r/BlfZwxmnh8rmeYWWLk3S/RxUlAqQX1z5eFMPbHoFqQ8uZJ0pSk4P+SADkPQclTxbykS2uzgTmTEVhTsrex1S30on7ZW6/u6UTvjaT1llmTBjvoh+/5uZ1knDlOZud4WR2MimbdRxLTqM9PhwFoY1MH5KRx7LSucpT9uFzHFrzc9jft9IzjbEMGhyk7seKANjyhPq/vtOy3FS99zbOR1Q5UOmo9hJ5WmwzVRXGtNoGkgjSE2jDQzRGmWvyMMqXl8HGdau5nOLmxsSFB50mzWGFY3TGK1lv7V8J5ycLN2mdWydfvofgzrNQOnVRvatlx5Ud6BGz3DiFKuyv9PO3leIuro6DDl6V/8i3+B3/3d37XznrysKtHikHJTXFnt2eWs8l5Pkkni9pon0uI9bSHhNjtSu9E3eBp8iEw9RHdyBh2UG11UliKsp30000yx/3bXyw2973qNCklhKGQPmZXKVlRSnoiiypN/MSA95qDfoBKRwXsLKVwZQpVQo8X6HkjbPp5o7MXumk77Bmo7FRCdFWMff1f0YXtZlIxX06pRHKvtw5WOIdQMp9BHzzTqplmnaQo6fSTo2L5vQgp0HrI4qTPnoIYgYao35YN80hLDCCNa1pfCucYBKm0R7K6OYDuxWdusl/VgGxWmbYyX1rTvqurBofoILnQOoGooaUJCHTVlpQUXlNOjUKKFk05s//u//3usWbMGIyMjJox8Hpby9GlIeaV248UP8y8wLQYje+CPge9lYRWeCNwENxI2Du4+bObDzFJwK2+sDblHR/JfnY+gzNV2JRrVbjUqKEEnwahRfl39MotCDqH3LDb0Iw+0y4f+5FJvLYC/lOgjIOW3ytzVMVcmuVJgsRlUxgtRnlSeruZ5UzmQ33QsBOc9TbOOSV4N0aqdCtTd6CjONPbbFvm7JZu0eyOVE20Tvrkiiq2UBXuqo9hPeXCsphvX22NopDwYpJdS8BU/SVkpTZqhddA9Y6I6nY1PmIL4haD3p/ielpxqxYRGxXvZ8ati/C43RnCkoh17q7qp4PXYMnfJ0x1UpLbzupVx31UVweHaqG33Xz+QwiAjxteZXheCOomjDLdtchKXu3UYLpWn+gGsqRvGSiqKWgq4ul7HdWg3y2Gbbduo2S0tca+V8jSBNdrJzFZu9NkH9x9ERxBTWdDvTzOJh4TlkQ503717N/7sz/4M3/jGN9Da2mr2JVo8Uk6LKwu5nJUpK5zVuIDzq91RfoiDyET1XLLBy4ywvPBQm/WDbXrP9xhdaDL18KGXylb0K6M8+Yb6aJIbV7j+zr/lBMqTKU+5d8Nwfz4c6+QElpJNkn2qYqqQo7zpSU5TICVwro3KUSMVkNouHKzuwQEqKAfI9A/bFq99uNA8gDuRcTSNTaOf77nRAK1s9RWZTcFGGFSJwykrQmw8XnFyypOQ6xrJFwlMzZJJgapNZHCjewSnmvrt40FtWyvheIjC50BlNw4zvmdbYrhJ4VAzmrYdXbLbkyv5zM9wOc2HEi2ctG78/PnzqKiosIMHlX9eYJXy80lJeeVrv6B714ZkMx+Msg/8sTwP4P7NFw8neNRh1XPuGv7Lva+rf89dnQnJM5KgI20+86pWPMVfjQzmkBWbgT8KV/Ukv67kge7y4d5yHML5UqKPm1gSpjT7UsyVj8iVnZNXC1WePKw8jVHTb6tbfEHg/fTMtK1sSPJFzRx1pWZQEZvAlZZBnKzpw5EqygDKqL1VvdhLmbWvssNmmy409eFBn9ueO0EvJxg5pzi52Kv+ufAUTgh5dczHWPdh5GTX9Mws0tPBURtEPD2DpoFJ3GqLUcmL4khdL+Vpt8mpg5JZ1ZSpNb043RzD1c5B1CXSiLOBKH1TQbAKUYMRkq8R8tYP+xPYwXRtro3bcr+VNcNYUTMCnR+1lgqUDgdeQzMpULYbn5bbawkjFalNVdqQIoJDNT0oGxy383GUyk8zhXmJaGJiwpbqnTx5EpcuXbJvdEvK0+KScrqw5WTbjrUzgTVvlpU9aNsqH9vEiO6mec3QeVZe8F711LdIG8BTmdI/1/a8bc6V8ymPq/DuxaVfKeVpIXBFquLNL1za8u/Jlad8hKtNAFn4x6B2m9zgraqcRuO0Y1A7mX5FYgLXu+K40NiLc/U9uERlRTvWlfVNonF4Cj1UZLQOW+9IuUmTAWkdq/NYI3iq+lbVCYUwHykv1AAcvPKkZDuf2IB4TzlpSpDOsGkem8L92Biudw/gSjsFT/sArrUO4HbnEIXkGGqH00zDQ/TzXY14K36KhSmPmnJ7VHRK9MSUTCazhw6Gtyh3dbxET0bKs2zND656zuWl7oqhkLy56r58CEO+ep/D8K1VHMg9eeQGNLwbI7V5U55o45cKyhXvbQ6Kz65tS9DxLZN8/Lf6ITPf9p19GMUpF6ccj/vVpUen9aOncH4vHK7cTHhYGViRGkRyI1b7pMpTtmzlrzzw0O6tgaI2zXCTNJMCJN6u5eLt40BlfxIfdo/gckvMtiG/2jGI2z2SB6NoHkkjNj3rZj9Z/8YpA1w9dmnJKU6qvyHQlZPDrJ/mOge9bT6ofpusc88z8pthmMwiNCjZPS4lbxwf9A7henscV5qjuErc5P29yCjqmCndwbIkyVOtCJlW8EoyzWzGjelN0N+akQnsre7CZiqLOudKW7WvpqK0po6KU8MkNjZOYkODlCiaVY+a8qTvnzbyWQfq7qTydLoljvrRlC2tVT582knKUXj2SVdtZuQPd/fmJVocUm6q6gbVNwsjewjanA2MsKLbVc+EtcWwPAicC3pX8sNkSOCHwbVVBz6rXdpfLh7OlE6JF5FKy/aIJ1GevP9ZeMtCY9U/XlX1NE0qpWiA6YgTAwxfiBMxBjRAt+FdTqSYqJskr1x1DTwMB2DmjyL3Xk44OZMwlA0SUf57ikHGLUb006Jv+iF6Kan6KYAG+az4aTZMwtJP9eqbjKwwloclWjTS5hASQoLfKEKCqSSUnoaUZ2o/XhjkBEK44upuIdBbhb55HwtR+G7OBwd1If27zp6ktm5CjzamOKnjGVw9vF0ecv7ygVgo5d5zfPJXm7zM+LjaSji8+fB4khuWQVCGevIQyQ+x2YUrT6pRtDDkWToY77Yb/pHX8FcyR3xd/N3kAV+TjIpSRvUSEd5LfmmLb80CeTmgGplXf42c387Gx8Ph8coT7dQB9HWaXpksZRx0WLzyQEvGE4yH5FVM8TI56uSq5Jg2WtKydy+vtPxvOkP/goE+jcgrvVrG1JGaxsXOBHbVRLG+PIoN1Qmsl/JUSyWqaogKk8M67UCoJXu149hIxWoL7bdVxHCwOooPIuPoTs2YLFWKP80U3vFVpKvMtELCy6uF1fkSPQkpRwvhfoKrGokfdDMFKgRrS7Sz9kTHcs/brEdmJgMP11Zde/VtVX+ufnt4L15EKilPxEI2jHDk/M6D3Mg/XQsRXLyCor3zNWo2yqvuNeujpXPZmSZdyZSSM27nFKuqSr8YlcIIyAma3LPdhh5FLr3KhyDN4Xe8exppADJJSBhK0HhIkdNOelpvriUPXqnz8TTlzjdCjxItGqVSKQwODtoBuWEhpRmp0gGET0PKQ7WBQjy+4vrq7aG3VAKF8L6FUZycL2qfauVOPHn3QbxM0Hmf1X79NYQ8xUnQe3NDzTdxYecj50J3c3341SIvMxYuN56NwuE9fbh6R+XnysSXg/dJfj6d8iT/Aso5yBb9Q+vourropIWTV+Lz4vmSTVIwpIgIupdZksJzcmoaKUJL6+RlcZLN3Lqb65Dl2o/zw0VOCtTsDKWMpouUcEs/48dwlVbJIMkpxSk86ChzyS2dbzZG937XSZOmylvrXMp/1/b0nhSv2rEpnGoeyB4squV4m3Q0R90IoZ1mB6kw6X7UzoNaXzmALZUx7K3qx+W2IbTw/WGG5+fLPs3k63d4gE8De2NjY/Z9rp5L9BGQst1lvSPeFxqpnVh78bNONggn0CyL0It50I9qbyFknqO8V2TwgtKiKE9hoeEb1mLRk/kpd67A/Z1/k77w7ymUJw8j53c+aE3/5u4m5F50Qskxai07ELT2VOGKqdvVzBgzwg7kfCjVhPHkvfPbecf/AP4uoKKPLuxsmi2uIY+CR/ktYaTlEF45EhRPNjnLKtv1iw41OinfKM6csJM/YZRo0ejEiRN45ZVX7ENcCSSvMPlRvSdrFyUS+TaRawseoUpsWeqfRe7qTZwfvlXrz/kYfiP7EMYccr5oQa3alXXuzGEQJ1Oc8uPn/hSi7AJ4JctAdwVhuTfDpCfvr4cj7zZnUqKFULg9Pn27DHI+6OyopH15iJy/TlY8jfKUsyP4Y9A7FlfWKSrf2tF1hleF7t9OkfcnCckqKQbi/TLXFuQ6EFrnnGkQzafZ/A/Bke68j/Y2oXqcs/Fw7zgbm4HS9v1B3VYQguS2ZKgUH0H3+p5JLFLZ5+2VV9pwSd8Nu4XrlF4ahZ9hHEyBcmnSZhSR6YcoG0jiXMsg9tf0YXtF1A6r31JDhap2AJu1qx+fN1b0YSOVKx1Svb82jkvto6gfyiBBgamBT8lJevepJ79sT+jv78fx48fxD//wD3YuYVtbW2mAb9FJjVXtQMjVMN2phQu6d22EPywXg2vkzoWzJLzjIrAf+RaGWeQoz/2LS8+sPKmgwg1J8Ix0MUh+PRnUuXTCR7++6F2n4xmUJyFbmRycn7xjuNqO1YSI/bmwtBBCsPWjs2LcWn4lt84HsRcDn6U0ua2KhUDI8NkpZfRCoKmDvwuo6GMuHpZmC1GgrRzYI3+CeAchOuEoJ4qURVSgP4z/rAQs4+fyVfGSQ74glGhRaenSpfid3/kdvPrqq4jH43NG83x9L9HCSbll9TZbaX2bcO0gJ5j8s+zUHr17/06ojdq9zGgXdlIImReQWpHr1jm4LmvwgoXtPMz3Mmh7wZ+5sXYo8DFEgW2BsZ7kv8Ly4eXc6UmmnzbKyQeHj4IKw3hSWJlIBpgMo5n8dF7z2WHhylO4prhyDUPs3ftpJuTtOqNsdjZD2aelV+L1rOHk/zaoxyf9OYWGAWaXAuldhiE5QSoWlrPRXbjOuXgJ3jS/NQW2lhf5+SF7uZXiI+lmooovKjrOE6ac8cnQMMN3tcmKFiaaTNa5OFLIrJ/iwtNgoVaBRDOzqKMidK1rBEfr+7G7std2xxW2VXZjq+6rdPRIP441J3C1ZwJ1w+5Aam2rPjObZj4oVorlp5t8P09ob2/Hu+++a4fk/vZv/zZqamrMvkSLRapPquCsWwbVWtcefFsItx1rP7J0P4TIXx9N7g3355+Mwo8+EAuIeEHpmZQnlY0pA2woYZggWCTyDVRwSsojYHGRgkKQmYn9y5z/LGP9BR0UMXy6FdN1ylMfvv7aenzuz7+H9zfMpzzpJ1xrJJjkP2F/ejIT/ilkKU7BflhiqDPCFOu98ifnrZHFkXGTQDJli27tGggNuSdyUcp72xtmybtxMSqmPBESdlobaxLHiUbljt6w8hPz0+iRQcJGjdbNiLnOntIhv/h6lvxDnmFAxewKzR5lF6bnwa7QbKF2CyN/SK5mn4aHh61d+bblkaNHhfOkdoVmj7IL0/NtpzvBiR3BmwTtQgLJOoNy4UVR4b1vQzIL2qrdB+9ZR5KP3lkYPriA3KNam1qda6OunfpwHHnvglDyYuK9tKqQe8UoaxcgR3KouCrO3sdcbgj5oReSN3tSu0+Wwu0mv+0sHoX9lyzSrIw2OxDcoFlxZN+j3JJiIllg5vLT+WygkdW4FipPr/1yO37vz/5hjvJk7liCOeg3V288NEBmIoBwH5KrLpC/S4GirBJsmRvfdzXC2ZsM0GHtkmemQNG3QJ6K9FsYlvNFvx45t969fPe1MSuH9Ef/HXJpEeROElayyMKXMFeiAkjOTlFuTTFdU/RZv7ZuQvG3uk83eo3QKzqbypbw0appbAr3YuO4onMam/twtKEHRxt7caKlH2fbB3GV+X9/KI3miVlzr1m5h5LZM5OMnHxR7JQykb+GaTHtCs3ms1s8hOu5IOVpyZIlWeVJO8XOJb0bvooKzR5lF6bn3a7Q7FF2YZrPTs+qs6xpBnEBtQdX09RuwpCZ2kixEPIpPzz9skSzV0fB1Rk6yHMP7yx7kzUI0ULtFhsfLS2C8sTCCgSE1iPnOniBo0eQ3LmrXbJk7wcZIOVEzxImtnyMYUyzdhjTC6D77DPt3dI3sktWMt3Lf4P5qB/HkLX0QNP79VSe/vG1tfj9P/8O3t94GM1dbsOI7At6Oa/GOKjjM0MBIgau+IqVu3spGOoMqZJ7qPIHjF7eBWQptfgEVV8jYza6kGsgHp4lKyTBxWMuudxz8ZvbKVP4guKi8Fw8ncKn+8Cd3Ei5kuJkglI7vvEa+Gd+K2/550hX+R++FjP7qOyKmRWzE81nF74WM3tWu4XTypUr8Ru/8RumPI2PjzOvWUrBhhGuPTDvrV7OF14xM12LmX0SduF70Xx24Wsxs8fbeVuheBuSadD+Hgm5824L27ZAO9++iyFEzijcRgN/suHk4q0Y+hB9DASXOl75Y1UhIP9eGI7mS6vikJ9P7p1sCAX3hdf57Px9mLy5IArfLx65tpEj12aIQKHx7cgrCC71zl1ezIIHKT9hH8N2nvRocorQMjL7PofIUDDp6uWV2fFqMkvyivDK1jTliWBxJVz8XGkrbrpr7R3F60u24/c//3W8LOWJFUPKk9y7/Hbl6uqXZJJ7Lw90avWG9+5MJnpiMidXD52SIdd6DtsH0LO5YZjyiORjEA5L4fu4OFuXlx4+hJx750KydFYrNhgHu7c/pcVDZnzT5BSh2Xlbu+fCcWl3s05eecqGpPy1PHfQDBUlHMhpbXOkGNHNTG0cS6NycAxViTHUjCT5PIWO9Cz6aT9En6QqKacfSmmanaC/UqUUhuIgcqlx1/B9+FrMbLHtFgeW61TyBd/X6+rqwtJlS/GZz3wGv/Vbv2nbludKWO8Vu36cduF70Xx24Wsxs0/KTlfWKa88WftTC1DtdrUtjFwbehRcC8u/hu8L4xBcCmGkm0L34RgUswvfi7zZYkL+55M30TUMkeqyf3KywdsUpydWnpynLgghQ0kwmcwgmcrwnlnu7XQN7mWmhiby7zshpmIWv3NmImfOjrwxTAkdLSOYQSqdwej4JIbGJjEykbYPVdOsKckM7ex+Frw1uAo0heT0BFKZFHkqK1pQo0wW0YVmhXT4rL41auqK4nuvrsIf/tm3sHTjQTR291n1VBWylwzh6lkMnqW7Z3+dCxcRV0kdnNlct84/X5ldXrpnF07OvhDePh/FwhCe3m1h+DLz4Yfxcdp5M13D5o+ym8+vxbbTveDLModCWr58uSlPP/rRj2zmydoNzf3VRrU1Um3++nB09WY+vMWK+7PYeTNdw+aPsgv79Si7sPl8drovhMzlrng9L4R3W4i5bgNGMw/mi8NczI23OGKh2ZNhPj5TPLyceRgyW7hdYX7kZhJy5tZBtr+57SKMR5Nc+HDYvQjtTGk2/FEnWVfJqnRmikhTsQlO0rNBJOaGOoXZNsaUUMPx7+hZ5nq2Djc713oOQ0pJirJoNDmFkckUhomhScquNOUkLScpi4YmUkjyXX1XmqbAmuK9xGOacmx4YpRyK0V/1L5pHiyR07LpDNMkxay1axhvvrcDf/j5b+AHb67CMPtTklcZzRhRodEgV/5Al+IphPNYf968eL1YOFxZ5vwrBh8XQXUj37543Q6/U+w9Z148Trn3cgODYfc5vxS6ZqfYI6ACpUOD3SyUNsawjZNCkJngN6eQwqWvxLTSRKtM/CCIC8vHUWF5eLPH2YXNF8Nu8aD80tJOU7r51N7ZhiXvv4fP/N//OT73e7+DhqZ6M58bh0fFb7HsvNnj7MLmYfePsgubf7x2rs6qboXrl3Ov2heG/tz7j8OTxMHz1nwUunnSdOXMdF08uPySv/lQ/oj/hWPvUzNleoczmdastWbfzXVxemrlSbM/wjgFQW19Ey5dvUEFR41KChWzJRA0XsjI3DFtmTn4Z2FqWu74Pi0cWw8qAxMTG0zg0LETWL5mPdZu2o6de4/i5ocVmKQAvFfVgJt3KtBKhWeS+ZUilG0Uj2jpasKtD26jobHFhBPlItLkeNPMlGkKF3/gZFMnladXVuI//uk3sGT9AdR19tkGCuFsLuHFRrjTNx+KvVcMrg25dpS7ysoqnV3Xrl6Hz/77z+LHP/wxxscmbFDBOlhp1lu2E42aupaT7/fzgGJ5UwzF3n3RUCxfiqHYu580isWzEFKMZqSgaAY79K6Z00xX84u/88Gn/tEkl97/HLl2Q9BaisdkZhqVtXW4decuuiMRC1nm6Wl2n6nc2IwM31OYti02lRsL396nGeVUMs0ONs1lpvOD5F7fBXmxnRifxK371Xhn+Xq8t3Iztuw9hg8qGhAdnkBjZwQ79h1BfHgSY6kZpOmp/FE4rbTbsmcvRpJJW0pmfGGG+TilmX9eFQ4D64xM4qdLduEP/uRreOmNFRiT3JOdUmOzQVq5IMnGGBUpkzBc7D+9KJbmQgQ9jTwU/aNbDbgKtrFGEUihKBaPTx6qmc+K/LRp8FsD3V1dHVi+fBl+/df/Gf7dv/t3aGioy3P3IqNYfZuDgnx9UeE4qAYhHo3idbMQ3l9xTff7KDj+rjjkTH0/bT56auVJgWn5QYIC4fL121RqtppgkYBJUonSvRi9ZoLSTK+OWNBzivdJ8nZdhUlqKeaG9lKg5GaKnqempzGpkTYmYmB4zJSmjdv3UijV4NiZ63jnl+vR0hlHY0cMLd2DiCaSGJp8iDEqR5P0b2w6hfK6Shw8dhw3bj9AktIlw3AVD/ch6RTVqxnbhruhow/ffWUN/uPnv4X3Nx5FfXfMRpWU9aG8LOGFBn8WhGLvLhCqcAHqqxtw6tgplN0twzTbk7dXR9A+zg6/99yBPwtCsXdfNPBnQSj27icN/iwAJoD81V7UI5UG1WUzy5F3UQyPJrlwjUf+etK9fXNEa80oTVDQnL98DYePn0JDSxuVF8keKkl0IIUlRQE2SY0oNUW5RG+kQE1mnIySvWBKld6hLKEe5cwZlmacxulhZzSBI6evUnHagsu3q7Dj4FnsPHwWd6tb0DM4gYqGTsoqyh76M0GZNJ4E4/UQTe3d+M6P3kB8bByTFEATk7PIMADX3pl/DGOK4bX1jOMnv9iG3/3jr+KlN1fa8ReaDZG01AwIY0gwRsrbx4JOP9Xgz0JR3IMsFvJnbvNfe07An0VBzj+3mdVDjLO+1tbU4tCBgzh7+iyGEkO0Y0XNun2RwZ8Fodi7Lxr4s2go5j8hCj2bU4kLXQO7WQ1YaRKHmNEMkVnMpadSnkwQ8V6CJz40jnOXr2PZqvUYoSRIUZIkKXhGJqdQXd9GIXUeuw+cxNWbZYgPp3HtdiXulDUjGp9ES0c/9lGwxBMpxBITuHr9Duoa20yApRjxSQqjFMPoGxzFivXbsP/oWfQNTaKirh1vvbse9yo7cO3DWlz9sAb3azpx+0Ezduw/i92Hz6AlEsWdyko+H6Gw/BCt7QM4evwqIjEti9D6ZilODINpqafy9J1X1uE/fP67WLLhBOq64zaSx2hYxj4rApleQgkGqxdqkAXmBtZ3YXI0ieGBYUyMTgbfZVNQqR3zqhlUoVS3SnjuERI8YYXJK03ezJNM58OjSS5coN5vpzhRoaDAMplFSD6duXAZ+w+fQE1Tq8kXrVYYSU6joqYJ+46cwvbdR3Dh6odo6exDe3cMR05dRmI0g67oEC7S/F5FA/oTk6isbcPVW/cxRO3HySzKPqKzbxAHjl/Cuh2H0d6XwPV7ddi2/wxOXr6DquZebNl7HNGhNO5TmTp04goOHr+CO+VNeFDdir/75o9oN4YP7zfi7v0mRKLDmGL7n2a8NVjJaKKZytNr727D7/3p1/CDn63BEM3dYbDu6x5boiZmES6HEh4Jz5OfFaFq+KnFLOuiOpbWoPg/w4o5MT6JYSpNYyNjSCXTdCP74u+XUMIngWwb9/dEXl/K21E/MOWJ9Ts7UF2Enlp5Yng26hYbHsP5azexasMWDE1M2dI56k2obOig0LmKnftPY9+xi9i6mwrU7TrsPniRStB13L7figvXKvBPP3qXylQLymvaKbSO4uadKgxPTCM+MoEBdiAHx9LoHRjHig27sOvgGXRERnCnohWvv7MOD2ojOH7+DvYeu4pDp25h58HLWLpmP46evWXfLd2trseWPUcY9gkKzHvYuvMUFbEJCji/rplgWuopJL/94/X4vT/5Ln6x7iRquuKmVGlNunjEs8IGYUoowYP1qhCFDX0mwy5QZgYzFEK+caseFWKO3yWUsBhQnXtW0B+rp6rjrNaq56bISCjJIKCw8iQyt0XwaJIL+ZPzyylOmol6aEvytO22ZpPOXbqK/VSSqpvabJXCKLWnps4Y1m/Zh92HzlA+XcDWPcdx9Mx13C1vxjtLN6K5YwBXblXhnfc3YveBc6io68GBo5dx7PQ19MaGMTg6SVk4bt8zdfUnKPMuYeWmA6jviOHs9XJsPXAWZ66X4SaVpJffWILeRBJrth7Cmi2HcPT0bdyr7MSH5e348j/8CPeqKAv3nMXl6xXoi40jlV0x4VZVtEQm8JMlO/F7n/8GXqLylKC5lKdxZrj7BodKIzM4rzxLeCQ8P30cir37omGWbcnNLLHNWT1zI/Qz08GBuayss9bxYaV8BIr5XUIJiwen/AhO7rDazQfV46AuOwMvxOaXPE+tPNnHrnyOjY7h7NUbWLF+M8a1DI/hjZPRHz59Gdv3nUZVYy96BiZx8MRNrN50BMfO3seO/Vewbe9lCqobeP3nG7Bl12kqWjew7/B5PKhuQ2vPIK59WIGb96r4fhc6Y6NYunYnlqzcwfc/pGA7h58v2462yBhOXnqAnYcuU4G6jl2Hr2HL3ou4XdGGtv4RKk9NWE2B+MpbK6ncHcbtey126J9mlTz0Yai+cZLy9Lv/5XtUnk5TeRqgIKI9od34nhVaalHCrzZsac4CUOzdMLJu1cmxKzt5hNqUGrC/JoZGEO2L2TU9NWMdP+9WV7W/Yv4/D8im8TEo9u6LhmL5UgzF3v2kUSyec0B3+u5V9Zr/drV+lZ4DLA6Z7wEc+VkuCc4pRmSKAUsBOXPxCvYcPoXKxjaTVVrNcOV2FX62ZD0aqOz0D09RcbqBtVsO0rwGy9ftxY07Ddi86yTe/MV6yq6zOHXxPpat3Yuymg5U1rXig/sVuPFhORraetERHaLydAWv/Xw1DlExen/9Pmw/fBEPGiO4QWXs+6//Er3DGSzfsA87DlzAjbvNqG8bwt2qbvz1372EDdtPYt3mY6iq7cwucbc8ZxI12NccGTfl6Xf/9Bv43lurTXkaZ3ols2Sv4zf4SvHyKEBhmX7aUCzNzwOKxfVXBZJFbkdjB21kMsx+YHdvL3qjfZhMpYM2H4Zr82FQBws+0/j0oljZF0Oxd180FMuXYij2biHcxIX6WOT9WdAuBPml/pT1qayOqj7P2NV9jxbM4M9DT6c8UVDpQ1cx6fgIFZgLl/GL5atMcZqgMBrnddehU9i27xRae4cojFI4c7US76/Zj9tlHRQYV/DTJTuwZfdFnDxfhtffXotlq3fh+NmbaO6MU2HqpIJ0BFv3Hsbl2w/Q3DNg68df/elyrKAg++l7m03o9I+kcOLiXew4eAkXb9bh+t02rNp0Aq/TvqyhG9fu1eD9tTvwvR+/i/dX7UFZdTcmmWNSmLzyNME01LQ75ekPPv9P+PmaU7hLIRcdSyE2nkJ8kTBA/0p40ZHEwPhcDBKJAly5dQ+7DhzD+asfsDM2iNjIJAYm6AftYvSnf5RXong4JZTwMUB87RFQvdaSttHJJFKZKRNmZLe5zhMFnK4ye3Yynw2SUWYSXF1Y7ntcLTU/cfYidh44gYqGNoxRy+iKUYZdvIPVmw9QXiUY91mcu/aAytIJXLpZjX1Hr2DXwQv4+ftbsH7bcRsIXLvlGN74+TpEBlK4cpMyaO9B7Dl4HPcrG9EeGcbBk9fw0k/ep8zbjVd+tgqHzn2A9ngSN8qa8NIbS9GVyODGg2Zs3nMGy9cfwLGzd/ABZeNf/u338PaSzdhEBaq+uYeK06x9XyVlSCs9JoiG7hG88u52fO6/fB3f+slKdFIORpnfMfIHycTYaFAGxcrsRUOoPi4KioURRrF3iqHYu78CiEv2DI2zbU9ikPdxyqX23hiuf/gAG7btxo59h9HSFTW7fJmWKorBImGUUMKzQrJHKOxrhREPrgnWVdXXkQnKq7FJDI1OIpnWkRHade8jUJ7kpbS3+PAozl66huVrN2IkNYVRBqqPYc9duUvl6Bgu3ChDffsgVm46iP3Hb6B7QILlCr7zw19i2ToKq54RvPrWSrz0o1/g9t16jKdmbB36mEbc6L8+fY2NpCms9uPUhWuIDU/iwrVK/OAnS1HbkqDidh/7j13D1Q8b0NA5hvL6AQqjQzhw6iou3CrHlj0nsH3fWZy+eA8r1+9HdDBNJY+KH/2VEjVGYVTV1ofvvLoev/+n38N3Xt+Mdftu4MCFKhy5XIVjlyufHZcqcPxSeQklsD6U5eF4AU5ecvjKt17Hv/43v48//9J3sOfEDZy8WoEzN6px9OJ9HCFO8Pnk1cqiYZRQwrNDdevZcIL1+PSlO7h66x5aO6kIUHMppjjpvijJMoxHkhxIcZq15Xphkg7lw9U3T6cvXMHO/cdRVtuEoeQUegcncbeqFT94/T27tkfGsPfoJWzefYKKVRL3azrw0mvv4adL1uPc1XLsOXwJL736S6zasA9JBiUZJcVGqww0oNgeGcDuQ+ew8+A5dPRNYM+xS9h7/JIN6N0sa8QP3vwlBpNpVDT1oLKpD7sPX8a6rUdNUfu7b/4AzT2DeHfZRpy5+AHiiaRtcqHZZmGS4TT1jOI1Kk+/96f/iL/97hIcOFdF3lGFk1cor85X4Ng5ypuLJZlTQhiqD8Xb6cIhPyinLtzF+ZuVOHudsuoy+3n7TuOr33kd/9Ov/2/4l/+v38aGnSdw6nJ5VpYZLvI5hBNE8XiW8OJiMeqoQL+K9K0KcezSfRxjXVZ9PkE5debqA9bND3GKaOqIuFVjBP+L0lMrTxlqZZoKS4yO4wyF0Xde+hFef/sXePOdX2L/4dO2qcPlW2VYunY73lm+Edv2nURLzxAS5P43H9Rjw47jOHD8Gnrik9hz4AxWrduJ6roOjCVn7QNeCaPJKbd30MDIJHbuoyJ29QOMUqNq6YhjzeaDuHyzCmcu3bUPbpXgI2du4613N+EnP1+PsvpOfFjZSLOruPZhFarqu7FhywGU17VhjAqeBJ6fearr6MNLb6zDb/3nr+IP/+K7+KMvvIQ//sLLds3ef/GfCsx09Wa6OvNCuz/W1d4t4YWH6sEXv8+69D3DHxfiC9/DnwT4t5/7b/i//KvfxL/+//wf+M///Vtm93/89XdYr3j9Auuo3H+pwP8SSlh0OH6Wg8wCvpZn7s10dWb/hXX1z77wTXztWy/hxJnzGB1PmgJjh8dSifkolCeHfJLy5JZxUKZkZnDl5gf46bvL8YOfvIPXf74c67btR3PXAM5du4dfUGl56xer7Vvd6qZujFOC9g9N4s1frMIBKkGt3XFcvH4Py9fuxo27ddBSdc1mpbQJEQPQphE9/QmcPn8T+46ex8DoBGpbe7Dr8FkcOXuNcqmN8nADOuNjOEzZtGT1Vry3chtOnP8AlfVd+PGb76B3YJQKZxmOnriAytpG81eyVsqT5FZ7dAyvv7sNv/tHf4//8PlvkV+8jP/yV9/FH//lt/Gnf/VP+PxfvYw/+Wvlvy/DEkrweHSbdfBmhe5ZpyjD/uzL32ed+xb+6C+/gT/6q2/gP/7ZV/H//u3P4//8z/93/F//l8/i9//0K/gvf/3dQJbJ7T+xPhaAZqX6WUJxPK4ezldvAzvrZ4X6VfPgTwzfZV0lD/3rf8Sfsk5//q+/iS9+9Qc4ePIGRpJuQGw+0fPEypMnrXu1LcWnphEbGEJdcysaWtqJDnRH4xgeTyE+PE5hE0VjZw86+wftoEAt64uNTaKDz70DIxjLzCIaG0JXb4zCNWVbwmpdujQ+f01OzaC3bwCxxKiblUpOozMSR39izHbii/D9KP3Sh7sNFFQN7b1ITKQxwHAiA8OMxwTjk2YYcZuiS8/qUDwpZm7pYUtPDD9fuh1f+dZb+MLXXsX/+OYbBO+/8Sb+mvji139q1y98Q2Y5LMTO3ZdQQgDWq7/+R9Yr4gvfzMcXiS+x3gi/8R+/iP/bv/4d/G+/9ef47197je++gb/6+uvOHevpX7GO/uXX35jrfwklLBrE/4qZOZ73OLsvss5++Rs/wj+98pZtDz6pXbjIb7X7qyChJEiZ0nUOeQcejyQ5kOIk5JPZ8EfL9jK8GRwZRXNHN2qb21HX0om27j4Kyinb8KGpg/KjtQvdfYMYmcxkB/FaOnsRiQ/b4bcxyp0OyozBUcoSpYV+anmHDq3WfTI9jfjgCOVSwmTXaDKDnpjk3RAGJ1No6Y1iNDONHj43d/WihTKyj7JtmDKrsb0LExSCgyMT6OP7I2MTmNZsmv05BaozOopVG4/gb5nHf6N8/8qr+Ar5yZfIJ7701dfx5a+9jS9//W3mf2H5lFAMX/gm5fQCUez9Xx2E2+zC23EYkj//4x/fYN161fClb75mytT//nv/Ff+nX/+3+Gf/j9+xDqnavpNlbxE/LYovEoX+l1BCDk9XR52Z+kaPxhe+wf7U11/DF/6B9fjrDl/++iv45ks/x7FzdzE0+REpTzaaR0goecEUxjQhxcdA96YMzQP/Ts4frU/X0kD/UaJbrx6G/FMYYVhYgcJVCNln36cIcn9SoihMqVDdftCEy7eqcPZqGc5dr8D5G5U4mwXN8645nJPZTXc9p2tw783OanZsIaDb0wtA0Xc/aRSJZyHkpui7T4liYRSi2HvPA06zbghniuCc1alK/P13f4r/5d/8B/zFl/8Jh87fwYUPnf3ZW7yynp6xawXN5vo/B0XyphCLXT6LhoJ4FsOixr3A72J4cfIqVy8dvNnC7MQDz9+4j+sfPEBXpB9T2v1OvLhAeZJZUfIOPB5JclBceRKZLX+kfAiFsqHw6sFozm8XwH1cTEkSfGDsP5D39uZe/jwGFgajb+55tU2f6JE79d720LP4jFKpK6vusOXrWn1x+lKZya6LN8pxkbLrwjXKomvVJq9ceTwjQvVnPjy3bWKh8Gl4FIq9Vwi6K5Y/YSzYr0VHuL2G2+pC7dy9+jhnWdfO3iznfQW2H7qAv/vW6/if/vm/wf/z//ufsHHPKSfHzK36RQTTXAj1jYrlTyFcuCUUy5tCFHvvI0WROBTiyer7o+rfk9gtBBWuDrMun79Vbp/5nBcPpZ3Oj50gU9YEDtlxUXpq5amQFEAYEmEObpmf4EbOdAqFg5QjmUsRc9AIZNi1hFJwtb98/8NXf18M3t5Bf05tEqYo8LTkYiw9awcW6pBdYZz3WpKxGNBHyaMllCCwFzXC64iuAbyd6onHkpWb8Ru/+0f4p1d+jp6Bcds6fzjzEGN0P5R+iGH25HQ4Zp7fJZSwGFCdXASoro5TG5jUNztkxKZM6Bogy/fJl4uSLMJ4JMmBuL0wl7wto2SQEqJn77W/f5RZMTsnlZhpDykwDE6BMllGK8FLtBz8n/MnD/yx93T1CJQnJz0pO2mvw+UnCB0LMprU7BhMfukq2TUqyK6ERUOYP8+HYu994gja42JBO1T69Kp/U9/ei18s24DP/K//Fr/5+3+M+9VNGKOsKuwHhfHc51kJHy8K6tizQrJHKGaXB4Zt9ZD1VccsSWEaS80iqU+GyIjFa/lflJ5NeZKvYWTJqSh5ShDh/qS4OOVFKpTMcyRP9MxUzIHMaR+E44PT1YdmfxJahX9eivFeImqWQu4hBCpPsxmkp6lI0UojizZzRSjTFKLB7hnTYmbmlpnsr6F7swv88rNsjwLL7bEo9t7zgGJxLUSx954WxfwvRLH3nhsofgEUVxttDuHshUt446c/x579hzA8PmkNWQdwyq3OKdO9/0j9cQjnyXwo9t7zgGJxLUSx954WxfwvhJVbkXc/aRSLayEWHHdzKy7pr+H7sNn8dhYm6+0UNQLNxhTdspyg1SKQ+RpgLslWEO+WC/fs/vxdziT39zg752M2Z4P7/FBy8fKy0ClChT5ZPhS+Yt44A+WoDTkqH2mu5Y5pCi0dnit5YzvgEtny03UxQL98/XkUir77K4JC/vu0sD5EkbwpRLE4fKRQmKxB+fBmYbtCs7l2blVQUIt53z8wiJNnz+Nb3/0+Xnvzp2jr6rHlscXyJw/0TyiWP2EUTc8LiGJ5U4hi732kKBKHYij6biHkrqCu5Zst1I5h0j/VMf9cDPpkx/pQ5JkpdtT1GZKOs5Csmp6ZJhRzOpqHnl55EkOXBAzBjbYJZPQ2Y6TmpYVx7gujfCipslPzkX/+R4KnsEnxmf7ZMJyF44KfEx4x+9DNafln2dl5Hyal5QdVt+kU3Sn76PahttBVPBkSnQjMSxcd+/UPel+Peg4gM4uPu2aHCkNmLn7O+lEwL11oj0Sxdz9pfBJx5//jwZ9i736SKJZXxcgO91RDDoMeqAtly4J41buF/hcD/x8P/hR795MG/x8P/hR792nA/8eDP8Xe/aTB/8eDP8XenQO6Zo0LXcP3C7Ujd5+dQSqToSDSk4uD/Letw8loFZ/FIfPZkJMLOc91J0i62L3Zy21YVjw5QPnhZJQXyYGsCuKSg8wk17xs09XbBfHUJew8a+0tKKcUrisgTFNYZdJ8tj9KVcYlTVmWoXt7Xc4WAQqe/49FsXd/FRCqJo8ky4eFQG4fg2Lx+EjBUF279G2z2DV8P5+dlHdf92nCq57tcNyptB2UK1kVbnuPIrl6HIqm5wUE/x8P/hR796PCotZ3usyva8Wu4fv57HL833HGAAXhWdzzMMt6nHH1mXV5KqP9uMVJi9MzzDx5zv40CAuScOSYgqxdSHHy7iyFvC2E/bj3pJC594Kw/DuWW7wWjYMTSspgtnsb0ZOuZe7t3YJrMbPHuS+hBA9PxexUZ4iZNIXRZAZTqSnMTpMFsP6mJtN2nZ6aYcdTDknF/CihhOcJIZJA84fXFqPCV8N4NMmFazxZwRkKw/shrp9vGjS4Z0JOjmRD8AFaYPrJlzcO/n1z5Ei3Ya+z1vpx78yQH8xSxJmOZmmU5NIy9DRdaFWHOgsBybqEEhYZmVSacokVkPez7C/NaPoz6GNNjifZ8WRdDdyWUMLzCOpI5KU5zHGj+qx+lu6L0MegPM0Tsoudu80jmRcKGjVSmstqPtiP3gspT494Rw1/KkNhM60Tn9wMlN6RtfLMTVRRABt0Tzu7erOwXfjq7737EkoohOrGXFhDDTCbkdIUjDIHdVb3Mpvx5lZHSyjho8Kj+Jo3e4xdUH919pJQqDTpWcqUJ9nOh0eTXMgfxoF+Llx5IsydGpPMnB9PBfkTeDkH9qPQvUzz75lljvyjf8+e9SO3wXvKUy8WmXfTUylMTY9j+mGSRlKf9F2U8pX2Vh4lLBSWp8E1e8+8Xqjd841QuzTI7EnaszNTFcyXS0z+FOucDsLm1WaesvDvlVDCQvCo+vckdsXrn3iilCZB9dbXXz2LdO/fE5/VvePBc+mplSeNbbmVrx58DgTWXND9o2D+5eB+lRqPIJWisMPAyJEeFA+/8tHnTHDrEbyneNnSKMs1Lffje8xd7WykZVEubroqXbr313C6wnZh87Cdew4eSnjhwUq4AFSUPcDRI4dw58MPMDE+hgwVfVrQSh1Qt1TC6m7RMEooYTGguljMTFWx0M6bFdrxnozX8cMcL9ezr8NmZ6bF4d54HHmXwlzyfikGdu9/gkEIdx9cnxRZ30O3hTDSjZM3QWBEmPQsrUhwdswp/il/ZJYbFNRYnxvvczxh9mGavk7RlVOctN7fRS24KaGEwnbJS+7qzQvtwuZBu7UOpdqz+lAzGBsdRXVVNXbv2olDhw5hIB4LZJNzF36/hBIejXB90X2xehiut/PZeajO2mUO7Btc8U+9IjNe9Twzo6Wnkkt6V6bF6RmVp3w8liyW+fCRLoT7lZ+CM8lSvsMQya0kihBY6hL2hvDtWuQySPGXcJrBjClQLkXa3kJ/Uqjsyr+sWXBV1svcX8P3ujqfnG9ZJbPoVeEImgXz1zCcWf578/v1cds9edzdewszm2u3sPD8O+F3nwYLfbcwvEJ4d4pbMdAN46773bu348tf/gJWrFiKoaEBmyGVvUuX0jg1TxrnIpcv80PufEMpfN8jv+OXj2LuHbxd4XVhdo8q3+LlXMzPYma6FjfLD2u+8J7Ez4/KLt/MvkfIi/fTxj2MMA/z94XX4nZWLxhuTmkK1ZfAPAuazge9oeujybsU5lKhX+afv3lWFNIj7WUwX4pk5uWX8lAm+lP+eKWK70rg8zabreaVpJFmnZxLWbly0LuF12Jmj7IL16v8+uTh+NdC/Hqe7EL3Vgd9+yhAYOcyO8wD517lfm4ehfPK3S88fs8K+VUI/RW7Fprpz1WvHGirPhPduIHmGUSiEeyk4vSf/vMf4gtf/AKaW5uCNBaLTz5cfjwaubgVYq5duBxcueTCyiH/nXx4+7DbYtcntStm9mR2Lj+K1yd/zb0T9mN+PxduV8xM1/nj4rEw3lAIV8fmXhdoxzi4duvM/R9jxj9n6o9EshqjukwzGxzge9oHQVf5Nh89w7I9F03/55rWYyjXAvNQaJSjuSZGxR2TZOAbTYjC7glTnnQfkNMuHdyZGu4vm9mmPOnJXcP3zp1/I3cfNnN/MvFwhZJfcehbttKFr/lmuffn8+tRdmEspl04nsqvp4n7XD/nmuXs8sMpDM/ZuXfDeJq/cFwe9+fdCp5p+GfZOTezNA8jz63Vv2msXLUMn/3Nf4cf/fhlDA0Pmt3srHaFlNKkDVcK/Z8fLk8eDcXLtYFiaXBwnTe1rVx7mftOGDL3dvoLmy3M7lH1KVfOOfe5a6GfYbP57VQ6c8MLmyk8/24xv+b6+ex2YbP57YrHPf+ae7eYX8Li/aluWH1m2IX1Jfzs6nzYpDgeTY92GbbNc1Fo8SSYjx7rbr6XZe7bmc8T/bkOYbbtOYt88EfuXCn6HNbTfOU8n13YzF/nr0/uKjeqW959OIxCPz8pu7BZETurg56XyM7b5+xcrobh67Wuzkzuc3kzf3ucGwcPmXk7uSuEzAtRzJ0gO+9vsb9wuIXQX656GfgjUHfPc9nR2Ykl7/8S/+zX/hl+47OfRX1Dfcg2h2J/7hxP3j0CPrZz/5iX/Aub+HKRnW9Lc/PkUX/hPPPw7yzULmz2KDtvtjA7lx9z2567d3bF3nuy8Pz9fHbezF/DcSh2JSzfvXvvV6Gfi/ynemN1Jx+KjexzJkHLLahnLj99+y5Oz6A8Pa+kxM6f4Ccl71MxHxdilyOZFL7hzT5uO9FHbReG6OOwE4Wv2aYRPM9DwevBpQj0uxCSO4WVY9zFwg833Rz8nwtvxarl+PefpfL0yg8xMjZMEzb8GSpNGhHR7pBs2HP9eDpY/EwyWuDu2eycwMmlJWAm3l0W+inwL2spKnZdTLswRB+HnWgx7MIQfdJ2Jfpkab5ymMe8wGiuK//kbcIuPmk70WLYhSH6OOxEH7VdWI7oXvD8NYfsKHsWMvOgNDH+PJe8XTGESY8e+mbEfwbi0dHZhSW/XIpf/8xn8Fu/9TtobGzUa3Mo/I6HT5V/Xig59+p6u1zIf1dPMpVtTn45Wfa4ULy9C8FRodnHbSdaDLswRJ+0nchfPx4qFurTxuBTqDyVqESe1CzmslYjGQWgjDFoRC1knIc5VNRCBoVMW8/5cXCvOkXDQX/e3GHZ8qU55WnUKU/erzwhmfXj6WFUGAGzCytPgYjz9uFkmXtRyL8SlahEJSrRM5AYq/iuVxEWiixDfnaiV6Y40VsD772ctBkoQsrT+0uX459/5l/gN3/zt9DQsHDlSQgkiyGPvMEci5z7OSn2FmYalsNehhVQ9sUSlejJqKQ8lehTTJ69PppDhkfWhOIkfx5NbqRPSo2UDne+Wf5o4NxRvflo6dKl+NznPofXXnsNg4ODgWmOnsSvBZG8MknEG8LiTIHjlCcvvGknd1m3wb1gVFKeSlSiEpVo8SiPwWbJ8/88GeCdFkOWYRdBUfePpmz4vO/s7MT777+Pz3zmM/jt3/5tKk8NztFjqGhwYcNChOgx1iSlbQHKU4lK9JRUUp5K9CkmsVQx0bmsdT6SLAoLJoeQoHmkfz68MNMOKR5PQEeOHMEPf/hD7NixA0NDQ3A7Q8qfj4h81E1xcg+5mSkPmssq6za4F4xKylOJSlSiEn0i5HlxEeQG9uYiO4UUcv8k1N/fb7vs/c3f/A1efvlldHR0PL2ssvD14wVMGLmI+WiGMZf0TlgWe39KVKJnp5LyVKJPORVnq48kMW8pERQAtjX4rGe8YsRhZagQnjkXuvUI3Hnnj6C+vj5UVlaira0NU1OawfKKHF8ltKWmsGgkr7wANWJY/JM6pL+shb8thFFJeSpRiUpUokWnLI8tQoW8uBiyMigEKU5Z6JkOC9+bB9qKfHoqg9mZaaTTSUSjEVRUlKO6ugpjY6NmX/TFOfCXsJniF4pbUbnrKPzWXDgJNq8cNpSoRE9HJeWpRCUqJNNOBClP04HyJAbsR7D8c5ghF0KMuZg5sQC+PT0toZQ26N7NPFEY8D0H3T/GkychH6fAS10U27DIMgq7C8OopDyVqEQlKtGiUVE+W0CFborB+PI8yFOgaPRIkMPrDBzKRL+Bke6npzMGmU1Npc28aFh5oIfe36yZJI6g9/22/YVyV7CXsq8LJrIDODOnPDmZVAzOVYlK9DRUUp5KVKIQZZUSKSp5M0/F4Bl5AVPW+8aTC8zNTuBtHuYY2KG4OqxNyGQyWeXJkwWRe3x2ygWdvfUizFIocxmKzEFgYPdmSnLiqkQlKlGJSrQI5PkrEeb3jv0GsiqwdzCLuSgmiwi3nC+Qc49TnuxHcsgpTAYqXXp2ypM7n8wpVV7BKQYfPu+9UdbMSx1B/mWCqzfzkFtHWV/5MxMgF4L+nAKVU6IUhodzFUSiRCVaMJWUpxK98OSF0PwQ46Wg0AYQc+AEiIMEkX+n0F/ZOXfZ4bEsyMBlnvVnJjuKJyEkxUl+uLjaxV4RFo3kMePykFCUJIAkoiS6MryfYlgyy5ECV7xpGDLPc1KiEpWoRCV6KhIvDUN82dgt4QbTCr6DNeEQ8OXHQPLIvz8zI+hg0LD8kl8kXQz5fs/OaMleJqtA5RB6d17yfvFqfgu6pxn9cCdAS/qEladCBSp4P/jVk5dZHqZECXTh4O/yXBEuTSUq0ZNQSXkq0QtNYvRZIVJMeASUFQ5kuHnKU0hoGKMmD9agm0H3BoXhRuhsRI7PUlLcC+6lnD8ONHSnXNO9/FbcRNMUdHbCO18riOIceox1PslPxZPXaQY1xZelNKV5L2SIaYUZOFf8HPIMnyzMEpWoRCUqUVESL/UIiQrKAvLoaQ2waWWCkw8OgewIyxEP8WopJ5I14vO8Oj9mMTU1gwwxxXv5L7misIx09ZCh/KVccoqH3Du5pns5mWKcpmZ0QCrjw2fhkeQdmUP+eAVKcvahU5wkZ4srT4ILR29IZoWRVZ48zK1+w/4EeWMoUYkWTiXlqUQvPDlBom+MpqicOCXIBFRwz38qFBQSFAgavZqenaKAyPCOwof3Ysly46F3MuT1aWofU+TPetb7U5pJkvChP24TCMe4/Trx7LNtde7CmZYCxSedwi6/pcBIufHxUpxM6bM3pfjMmFuZSZDJXPAnuXt4cy/onBB0aZQQVUykNE0wwPGpWaSYFzLTO468wBFypiUqUYlKVKJnJydvnGzRNcy3M5QfqUw6kA9eDsne8WQNvE1NS/mQbMuYzLFBuBmnNGlAL5lMYzI5ZbIuRUGVzNAfMnnJlnRGg3QMy+DedSEHPN9kleSGk526ylYH6JrSwvspmmVo4N90A3/Of/OORCemvDFpLn5SCAXKxFRqQm/RPkl3SoPCyUGhSHk0GcgnP9ina4rWkpUZRkbIqUl0n6eQCc6mRCV6EiopTyV6oUkMW4rMyOgoWlrbMT6RNGEiAeCFgGOtTizN0P202TtRJdEloZCmgjFFbi3hMzqeQVdXHMOjU0imZtETjSEai2EiOWnKTVYRMwWHCpKED6WHGLt8pegw5cwrTgp3mu4n0xlM8ar4CLpPM8A0/WBUzZ3ilaF/ghcqUgJdfPUe48h7M5Pfdk+FS0qUj5fM6DbJn/hoEu29cfT0JzCZUXycIHSheTiTEpWoRCUq0eKQZIKXF+KwxuPJm8cnJxDt78NAYjBrL0VK7pO8ZigPJDekbJn84DvpjAYGpbyQt0/PIpWWgjKLkbEUWjt60T84hrHUDGKJMbR395rioaXapugE4Uou6klyQtqPLfULlBdZ2WwPXegq+WEDfQpPZvRLzyaPeO9kpXvPrrSYkUwipijTpqjMaQDQ5CJBFwyS+VCArPJEf1L0c2g8hfaefrR09jEtE6YQatUELxaPkvJUosWikvJUok83kanmIURmxJ/RsTHcunMHb7/zLjp7ImTuZOw0N/B+ckqzOTDlIa1ZGd5P0TxFBUWs149u0RpjE9O4X96Id99bh9bOAQyNZrB1514cPHockf5+G42TQNH7Jsj0TCGm6xSVpQwxRWY+RcHg3FHQMfyklCQKiiTDmaAk6I7G0dETxchkiu/oXSccdM3Qb70nTGi3PsWV76boh3OrkcZZZCiUTJiZ8FG6JLAkjGBhDI1lcPriTby3Yj2OnDzP9517WpMkbPSUMylRiUpUohItDmnOSSsVnPLg/nRXUVWJXXt248r1a+TlkhPi6ZRRfCdDPq/ZHsmANGWFeHuSgilD3q97cW2TB+T/E+lZtHb1Ywn5+/UPy9E3NIlLN+/h3aVrMDgyae9Tx6Lf5PJk8TZoKDlHRUyDjpq9MoWH9nJD3cvN/hCTfE8YpxzpGxxBbVM7xpJTpuDIrSlQAt+xq8LhvcydLJVspF/8kX2aDmyZItOpAUdT4JgXGvTT4N/Q6BjuVdRg0459ePu9lXj9Z8uwYu12fHCvBomRFMP1KpL+nPIkMFTC2dCgJMpKtGAqKU8l+vSSZ4ZhBKRbsksKhYcYnZhEZW09tu/eh2g8QaHhBEGSmJyi8kQGrlmYCXJ3KRBaGpCkxJBSpYUR3r0Y9OBwGqfOfYi//tK3KTD6kBidwomzl3H11gcYGBl1AimAhIUERZqCwgk8+U1lScJQ/lI4KRwpTrpKME3wncHxDI6evoQ9h06gMxqzeE1SwkhouaULUpak3FFATk2ZUpWiv3Ij87QEKu3G+Z7S4taHS4HTcsQpi1NiLIUzl27jzXdW4L996Wv45aqNzAcKqyDfnBjWk6DcLFGJSlSiEi0WaemdffdKHquBrWD+BU0tLThz4QLulZebzJBSlKZ8EC+XDNB1grx+nIJJ8iBpcktuKAckz0ymAaPJWZTVtuEr33wZh09fQf9IGveqmrDr4CnER9M2UGcKEf2TTNC7FBu27E9L7WyFhtkpjJzClGSYklMTvB8YT+NuVSPeeX8NZVUCoyknS/WO+UsoXh5mxvcVruLpZKXirdUYwSAjlafcER5anjiF+qZmbN19AG+9uxybdx3G+m0H8crrS7By7Q6UMXwpgUqDy8P875adDGPAEmNCiUq0ACopTyX69JJnhmEEpFuyS1v6Np7OoKcvjvsV1UiMJ8m0gcjAKJq6+tEdG0Xf0BhqW3tR19qNrr4EhiYy7lsgcnldIwMjZlff0oPGthiOnLqNv/zid1HbPEAlZIbXbjR3RTCSTFFwUHBRQoxSyvTSr/qWLjS0dqGb4SfGJkxJGp+ZQWx4BI0dXahubkNLdwT9w+MYpwCYYKTbIgm8vWQNXn7t57hxrxIdfQM2wkdZaApR78Aw6tq6GG472nqjGJ5ImTCVMjiSyjBNg2hs70FsdBLNnRHEhkYwkUohM52hgJnGBKVV3+AYlqzchJ/8bBm+8JVv470VGyy9jEKgLin3dOeeSlSiEpWoRItH0zar4r6T1RJutzrgIeKJIdQ3t6CjJ2LKxWRmCtWNreiNDyOaGEVrb8zkUTPlV2Ii7ZSpDGVDGuhPJMn7+1DV2EH5EqX8qMPf/eOPcPD0NcTGZylLRvGgrhMJakCTZO2ClLAoZVxDK+VbSwc6u3uRoExMU9ZIIRmlwOyJSQb20N9OtEbiGGCAklddjNOeoxfwR3/xZdy6X8e4DVLGZtxgJOVgYmwSrd19Jqsa23sRHRzFKMOT8jVCDSpKWdbMeGo5YW//ALoj/ZiYTCJJeaXl9lKeJLfqqDwdPX0BZy7fQnQohX5i5/7TePnH72D/kdMWT7dyQgOAUkQLlSfKsII+QolK9CgqKU8l+vSSZ4ZhBKRbdf+lDAyNjePaB3fx7rJVVDZiGKOguXGvGlv3HcfpKx/i1KUPsWHHUby/Zhf2Hb2EGipJI1RWBsen0EgBdeTMNazdegDrthzBgWO3sHH7afy3L36PgiSOvsQMdh0+g8NnLqI9Sr+pxCTG0iirbsPRk5exYdt+bN55EIdPXsCtB9UYTk2jf3QCl27dw+bdB7Fy005s2n0EZ67eRc9AEqNUvq5+WI3vv/oevvadV7Fh5yFcuHnPNnVIJDOob+vFyYs3Gd8DWLN5D7btP45rH1aY0Bqh3139gzh+4QZWbNiBu1VN2LLnCD4sq0ZsMEFhmIY2kBhPTVHIjlEYXcFhCtUfvrEEy9Zvs1HFkvJUohKVqEQfB2mjhlmDW+KtpduzqKprxN6DR3H5xm1TQKKDI/j5+6tx6uItnLlyBzsPnaU8OogdB87gg/ImypRZKiRAR3SEsqAG2/edIv+nbNh3Brspz7749y9j38nr6ByYwuUP6/H+2j2IjMxgkix+gDKupiVCpeRDbNl9FGs37cbOPYdx534VBobGMZbU0r8BnLt6jzLnCOXVfmw/eA4fVrWjlwpMWUMHXn9vHf5/f/G32LTrGGXTh5SDA4zPNGVSHBdv3md8jvG9XSbLTly8beENUtgkJjO4cK0M67cewtlLd3DkxCWcOHPJVodoqbu+idJmGFKeJqhAjmamMUYBJfk9NvUQl25W4p9+/B42bjtoq0IkuxyKKU+kgj5CiUr0KCopTyX69JJnhmGEbr3yFBsaxoETp/HFr3wD1c1dVIyAw2ev4B9/8Ca++8rP8Z1X3sEv1+zBSz9Zhq9++zUy+aPoGRynMpPA20vX4e+++QPa78TqzYfx2tsb8MWvvob/+sWX8KC2H5HBGfyAyseSNZvRGunHEBWce5Wt+M7Lb+P7P/oZVm/ca0sMfrpkDZas3kKhMYOa1h76t5UKyw5spOL01i/X4Wvf+wnOXa9ElJJh675z+Ouv/AB//qVv4UdvLaWSdZSCZpbhdeCdZRvx0mu/wJJVWynMDuNtvvs3X38JOw+eobAaQG1rBCsZ5n//8jfx2s+W441frMSF6/cQHxq15Q/JTMqW8Wk54gTlSmVDN159exn922wjicqvkvJUohKVqEQfPbnvirRETgvOHLe9eOU63vzZe9hz8BjGyahbumP44//2ZXznhz+jjHoPb7+/Ca//Yh1l1et45e01lFUZxMdnsWXPCfzjSz/Fqz9bSRlyBr9YuQNf/d5b+IM//RvsPn4Vrf0p7DxyDf/9Ky+hd+QhRhlYZbNk0XZ8/8c/xzJet+87jvdXbMQbb7+P8uoWJKitXL9TTbmzCeuoPG3afRLf+vG7+NmKHbh0pwHnbtUyjDfxHz7/ZcbtfSp1h0zGNnXFsGXvcXz569/H6++uxLaDJ/EuZcy3f/Q2frl2F6pb+tA3kmR4F/A1puPbL72NN362AoePnccglTZtMpFMU1ZNp2xJoxbipZhBkwLtupiWjdtP4q13NuDMxQ/c8kPalZSnEi0WlZSnEn16yTPDMEK36v7rw9q+xAhOXLiCP/6Lv6Zy0Ybh9EPsO3kFf/vtH+OlN99HZWsMvcNJtEQn8OaSTfjZss0oa+zBjQd1+K9/9484cOoqmnoHERlO4V5ND5WgI1SefoAHDQkKgBm8/NYS/HL9VrRGB9BIQffeym146dWluFfVgWgihb6hFLrjE4ZRCsP4xAx6h5LoTiQRHaWfdc34yXsb8db7WxmPMXTG0xR8e/Hqz9fjQV03BiZSFI6gkNuFt5ZsxOkrD9A7mMQgzTv6R7D7yCX8I5W1c9fLUVbfi6Xr9uILX30JG3edQGcsgZHUlK0p14e3tsMT80WCiEGjlkLsjV+sMsVujHJGoibYSJ2/Ej682uioRkmZr0Eel6hEJSpRiZ6etBurdsSzcwLJV6fZx5+kFnD1xh289bP3sWvfUUxSXrR2x/Gnf/lVfOP7P8XZq5Xk+eOo7xjEjkPX8MWv/QQ17aMoq+vD6z9fhyUrd6K8vgv9Y2k0R8awavtx/PnffB97Tt9EazyDvSc/wP/45mvoGJxBbBJYu/0I3nh3HY6cvYEeyqc4hUI0PolIbBxDVJy0xD0xMYWOvnFEtFxuPE0/buDln67GwXPX0TU0iYNn7+A//9e/x63KTvSPTqJvOE3/buHHby/D9kOn0E03sck0r0kcPv8BXvn5Wvxy3X60UwHaceAKvvB3P8TS1XtQUduGkYk0laZZpDNulz3Jn+mZDOMxbbNNw5lZtPaMYfOuM/jGd3+KDVtPoLl9wPJJ32U55Uk77uW+e8oqT+oQCCUZVqIFUEl5KtGnl8QEwwhIt37eRLMs+ubnyOmL+PMv/B3q2jowTsv9py7h26+8g837T2KAAktmsQngp0u3UJFZj2v3GykUbuDPv/yPKG/uwRCZ+Qg5sxSbfSfu47//7atOeRqbwY9+tgzvrN6Muq4IKpra8XfffAXb9l2kMBrDSFpLDGBrvEcZGepLiA7P4PS1MqzadghvLd2I7772Hr7wDz/C919fjo6BEUTHgF+s3kshsx61bQP2XhfD/fYPf4FNu0+jvnMQo4yLRuESVASbukfx9997E5v3nMbVOw1Ytn4fvvbdN1DXnmB4s7bUQRtJuF0GH7oNLJjeFKEliq/8dCneXbHRZp40IyVxo9XjtoLctowtKU8lKlGJSrSY5HiqZp60w52UBfJe/ly8chOv/3QJdh84ZpsyNFN5+uO/+ApWbTqM+vaYyYMoFZTD5x7g81/8J1Q0D+HouXv48U9XYc+RC4iNT5msGkpTztyoxhe/8VpWedpz8jafX0VjJGmzT6/+Yh2WbdiP6tYo5cRD+65W30/p+1mFPTQ5i4aOARw7fwfvrt5FmbQaX/neT/FXX/sxdhy9SOUpjeOXy/Ef//yrqO0cwgDlWzuVOyllL7/xS9R3DWCM6Rqhv4P0t7YzgVVbjuEHr69EbesItu69gL//1ps4deEeBkYytnkEo5HdrELfhOl7MG1u0T+WwYfVrfjJO2vxnf9/e+8ZZkeSXQdyhqIXJS4lrUittEvp0w+JIrW7H7WiKJKimSE5MxzbMz2me7qnp733aKC7gYYr+Ib33nvvvfe+PGwVUN77qlfPVNXZc25mvHpVeMB0o2vIRiEucCozw9yIjIyIe09mvshB47B09V5kXdVvfhPhohMBedK6hHbTrzd5ku3y9svLJxRPnrz0Y3GzYTAjph5x3g3vQgHVDU3YSPL0yONPI0fkiXPpuh37Obl/TAN01F5fIAdCXTswZtpifDR+DvadysXKrUdInt5CXnEt6jkHN1BZWVMnthzIwg+ffR/nr1TzuAODx06nYVmMnMIynM8rsHfMl204iLL6ZiNlKk8LQWi/ui2B1duOYsz0ZZhHsrNu1ynMWrYNr5EYvfXRJNyubUAZLc3YGSsxZMwcEqBqkpou3Kpux4skRIvW7sHNykY08SRbiHrWqaS+Ay+8OwKzl2/FwTO5mLpgDV5/P4PESgY0ODc9abL24FbESaRSPxbWKxZDRk3ChBkBeWITBARKRp0taXf/BIZxY3dLvXjx4sXLZ5dO3dSK6wlUMMdqxbsDh09ixOhJJE9bQR6EGyXVeOSxF7FiwwHcrmiwebuqKYatey/iByRPWdfqsGHHKXw4aqYtDFHPCbyRaZrIPg6dv4Zn3xyBNTtPoKA6jjU7TuLHLw5CfkkLyVMnBmVMx7SFG3G1pBatrIBsVRPLlL3Qfm5BOVZsPICx05dj8foDtF0naJtW4/m3R2HZpv0opoHZdigTX//hS8i5VYeqti5cL2uiDVqHAcMnoaCqDW08L9nOOuotqGzF/BW7MGDwZGTSfooAvT1oLI6dzkMLiRc5JNgU1hYJGqs4A/QKX21zhLYtC8MnzccHo6Zj/a7juFpUjToSJz0d02t7WnFP1kktGbx2bhaPCEK9ePk04smTl34smhDddBkcOSiU82lAnhqbsGX3QXzz+08i50ahPYlZs20vBo34GNsPngzIDaFwkaCPxs/G0Ys3sOdkDh59+m3sOpaFkoaIEagrJXWYw8n/B88OwPmrlSQuCQwZOwMTZi4l0amw3zMN+GiiPcHK5XFtpBMNJDBVzTEU1TSjjAdvDZ5g8YfPXUNBRQT7Tubh7SEfY+CIqbhV1YjK5k5MnruaxnAazucUsH5dqGDlPiRJmzB7BU5kXUc1rYWIUwWNx/7TuXh10Cis3HYQxzOvYeqiVXjjw+F2x88RNz1lEmESKdKqRHoSpbuL2dduYeiYSfiY5Kkh2gHaL7C6ySXO1Y66I6o7gSJOnjx58eLFSx8Ip9JOEoQOoov7slv6/tHBI6cwfNTHWLF2sz39uVFShW/94Bms3nQQRZWNwUIPtCc79l/E93/8JjLzq3D49FV8kDEDc5ZtRmFVsxGoGrtRdwRPvDAQ63YeI3GJYOXmI3jq5fftDYrypi6Mn7HcbNHBMzmoJ2PS74EbiILyGlS3tOPwmWxkTFyIjEmLkEdyVFwTx5K1B/DawAlYSfJUUteOHYcu47tPvIHjlwpop+Ioa2zHso178O7QidhzPBu17SRkPA/dyDt+4RrGTVmKjAkLcLWwHktW7cSAD8bgzIU8RGlf9epiByEzE9fqrzRCMSLzSiEmz6ddGzwOu45foj1uZz21Gm5InIh4SEAD0R4DDbJZghcvn1w8efLSj0UTpCbFu5MnEYDK+kZs2XUA3/3RU8i5XogmTrprtu7BByMmYNehk0ac7HUFYsKMBRg6bibO5xcj/3YNXhs0hoZjMXYeOYfTJC0bdh0nyZmGH7/4Hi5dr7TX6T7MmIIJ0xcjv7AcpTWNWLXpAN7+cCyWrd+LQyQ2Jy9ew56jF7F13xkUVrTi3cHjMXryQh6fpnHKw6LVO/HKuyOoZ5r9hol2AUvX77BV8Jau3YrLV2+ikSeycc8RjJg4BzOXbCDhuoyTWdR74jLD5mLs9EU4mXkVF6/ewpQFy/DG+0Psjp+eJIk4Cfr9l9DaHoc+bHjlZgF2HjiMdz8cgSE01mezr/AcilDf1m7kSmntw4naavUjWjU9hfLixYsXL59ROMcKIk56AmV2i38OHDmBYaMmYMW6TfapDJGnbzz6E6zevA+3K4MnTzXNUezcdw6PPvYqMnPLcb2ogbZrKYaOmYn1O47YKnwHTmRi3LTFePTJVxh2mISoCcs37MOzr31gv9WtaQG27T+DURPnY8qcVThwMgvncm7g2IVsrN6yD/m3ynH0XA7GTFmE4ePm4HTmdRw7dwXjpy3HC28Mx8qN+1BBpnXkzBU897pWht2KE5fyUFrfzG0+xk9fwrxLsPtoNi7k3aCuXMyYv5bEaS7t8QmU1bRi0YrNeHfQSJy/lJskTgkSIn0jV8Spg/utkQS27ztur9l/MHYGTucW4gJt4rncG7iUdx3FFZWIMrOeUHWLtWYvePHyycWTJy/9WNwEeXfyZAtG1DTQ0BzCa28PxJWCYjSSKW3fdxTjp87FvqNn7O6VVp4TZsxbjglTF5BklaKsvg0bdx/Fe0Mn4v0RUzBs7GwjPfqB7bsfjUPerWqU1LTR+MzCrIWrcaOoCo3tXSiubMbMBavxzgej8NGoKRgxfgY+HDERk2YutuVkN2w/hPeHjcfgjEk0JLMsfjzL1L6InozjyYs5mDhzIQYMHonJsxaiORpHZWM7DShJ38iPMWDoOIyYMBMDh4/n8UQavFwawwiuFpVg3orVGDJ6rD1BstfwSHj0Wye9Ty+0RWPIzLuKWfNoFMdOwEtvDsBr736ACdPmYP5SnUcFIvEECVQnovFOM0q6E6inTp48efHixUsfiOZSootzckei04iT5toTp89h2ux52LR9D+rbErQZNXj+tXexZfcRFFc1mp2qbmjDvkPn8NqbQ3H1epV9b/DA8YsYPWkObcYYW2X1g+EfY+qc5Zzbh2LH/lPM24qte0hCBo5AaU0ELSQnpSQwm2nj9L2/dz4chTGT5uLdwaOQ8fFMnCFZuna7Guu27qdO2ptxszAkYzrt41K8N/hjs2NadKiwrA7T5q60cidMX4DzJDX6IO/x83msxyxbzGjkhNnUP5bkbhpt70nWN47GtgjWbNiJUWOn4HL2NcRohx2BkhHXYhoiTw1NEWzcsR9vsn7v0o6OnroQo6fMw9gpczB+8kzs3n8YzW3tdpOvW7TvSFMAhaSm8OLlXuLJk5d+LG6CvDt5SvCghcTjVmmF3dGrbWyxd6RFEM5l5qOguCL5ZrS+eH4h8yrOXsxHRW0bGiIMY0RRRROOns7BsTO5uFpYjcLSBhw5nYWS6hY0t3fi/OUryMq7Sd0RtMWCL6Y3tXXidmkdjp26jEPHziP/eomFaUWgxtYOOz568hLzXkVhcQ3yrhVb2oaWqH2zQjrKq+tx9kI2jp+5YMZSZEa/RyquqsPpS3k4dPIiLubcYD2DD+gG78K3kvgV4NzlbERpmPXdkPZEnIYpgVi8w1YxikQTrFsFDrI9du07jG27D2DbnkPYdfA4yeRpltVi+dR+QesG8OLFixcvfSQ2sdJ2dXW/Dt3R2YGi0jKcuXgZuZzHmzhfa07fvv8QiUw5Gmi8tLJcE21Iwe0q7N57AlU17TzuQguJTElFg9mj46czcb2wwo5PnMlCgW7stXZa2L5Dp2lnOuy3r7JHrdEg3+nzubRV55Cdf9O+VSg7pQ++1ze3M6wIew+eQc6VEtqOBlzKLsS1gkorU/aqhXYwO7/QyrpdVmuvhAvVTXFczLtl35E6fi4HRZUNJFz6iDx1xxP2AfmTZy6iqrYe5I9gUJIE6SO5IlCtkRjybhRh15Gz2HLgJNZuP4gte49h98ETtOknceVaAaLMqOXeu0U6dNwNb8e8fBrx5MnLQyFuYuwNfbE9pt/4JDpoBNoQoTGI6F1pEohmTsrNtEQiWG3tJBgkT+0kWk2t7RYe55yrFXyUp4VWprEljtb24EOGenqjr5rrWHr0KlyU6chPDAxClOU2NEcMbWRDthoQy5LeVh43kijp6+1tURoIWqDWdpXZxbxKS6LE/BGGNTG/6iZCpR/USq/qJ7LWwnzSK53SrSdGTZEI9bcjTkoY76ABshXzgsUf4h3UHdPqRB0sL8rzakdDawT1LRHm4zHDYjRCEStfeWh2mK+D7dep1/b0PoW1rBcvXrx4uV8RaUKXbttpfta8Kgef824HbQHn77Y4bQzn3gjtTQPn9AjnYP1mVTbAQEPT2KRvIcluKZ9WUg1sQ31TYHNEfmRnZFOEJjIlzfktEdoA5nN2I2Y2LW7zv2yI3thQXAsNWSMZkuxloId2s43kp1X2Sjpl65iWOhpIsrTUuH5Tq3q0sk66Idkim0S9rdRvNwCZVrpVRiNtbRvtjl4Ll63hJrBVtEGdtDXaF5kS0Wqgjtq2KAlkO+qZr5710hMns8WMNzHTRCVJWICJ9rqPvHi5t3jy5OWhEDcxpoMRAG6Dpbq1FakKtjI8itMErbtcmsQTjIgLTKR0IkPaJvPw2OWL8kB5rQzpIDjfB/lknKQjjFf5wfcrgjoldfJPoCeop/Lp9QVGmU4tYyudlseVzzyCveYQ6hBRDMgiCVWsnfmVT9/JiPLc4maMAqMU1p16ZeRoX834acsg29drflZPpWUeGbHA2DOB1cyLFy9evNyfaD4N5mfOtjzi/NwVI/SBVz31p/0xKIZzOudevUEQ51bzvWyKvU6dYicUJtsRIzORreH/MK3sFMkSYeEqUekZpxt0Lkzp40xsT3E0/ysdjy2N7AKrKttjNoeRguyhtpY21Ck9QRzrw20bEzn7oq1uEIqs6cy1r7LaY1GzW4xmfobRXgVaRaqUn3l4FGUCLWZkugjVVcRJ5x+IaUiBCw/2uo+8eLm3ePLk5aEW98TF9gkzCoZwetWWx1oMwZELl0eGg5vAQDGxwGimDYyDRJO2EQuRkjC9xL4aT0viPoJoekKd2iqZ8iVoiTT5K53SKFx10isIybooLixH4dKrNEovA6qt6VQ8y43HY9RLUxMa5s5OGuVOmuDwCZREf1UXI2A8F9rcgDRpX+dIBGWwrLAuDGE9pDPQ4cWLFy9e7kc0t6cjTwxjnP6JQIlKaWv7nHtlvzT7aho3whDO0cGWmkRUNIGniBEt2hnB2SLtaxvc2AtgdoXHZovCf4G9YT6mlQmIRgMd2hekg/8tnbY6cnYqQcOps9ETJppMszEsws4hIGwMV9lKQ2KY6FA7KEw2MWpnrZwiT9ozsiVQh96eUN2tfsmK6Lx7I6iVRHvdR1683Fs8efLyUItz/h1pcIbC5lrbhpO9Jm5O2jYBh2EuH/+TwOg43DfjoYlZSYNJWq+z6bU2hlgetzJdQKKCfSduXzriJE4JLS8UisIEM1gqIygwSZ5cfGpdnGrlCd4Tp4mxc9HTJpEomRzVrduYSIf2mN0QGLWUYybVlv/DcoP8njx58eLFy2cVTa6yL5xPCVED7YsscLY1iEiJSIg6aD+gEMHc62yB2QXC9i2s2+Y4CWxEALcfEKnAhkm0L9IUiMqQPmeHAl3KG4/rWGWqDhYc5lUa6dfNOpWvNx5E9rprLe1J+2vHrKviDQFNZKyda7yDRFLnbVBoYJ/cUzJ72hRWIDg3VcjZuFSElaRor/vIi5d7iydPXh56CYxGMLk7BGEBEQnCZCxEcphOE3E4zSqdxD1BkgTGJyA89hsgN3GHk7fLI3HlpIY5CQyTygrSSXQs3an1CvSHhwphXKAzOHaifDJayXw0yB0dUaZTWFC3AIGBlTi1SfCPtjrV7rCgvbrze/HixYuXzyaaZGU33JwtUhFQBdtjnBaQ0HFALoI4S8f5WHN4lwgPs+o3qak2RDfR7iVKG9iQQJdDEBfYQXdj0JUX2KSe4sKDvKpTcPPO5VdckuQonmGC9oMcDLMnakxv59fzX0AatSebRLtrT8WULxSGWVl2U8/Vt7veKSl7HXnxcm/x5MnLQy6aLntPqvfC/U6vqeV8XiT1vNLh08r95vPixYsXL3fKfbj0Lksq+lTcPH+/ipWvV/5PqUrJ06GHWID+uPqmQIQtbSYvXj6ZePLk5SGXu0yud8X9zrap5XzeJPX8UvFp5X7zefHixYuXPhFHClLRp+Lm+ftVrHxhflc/h08ovbOlz6pQV9de8OTJy2cUT568PORyjwm2B7rn2t5IJ+nS/UOjt6RLIwSivXTnLXSn8uLFixcvn2NJndwdUnY/D0jKXSPuLb2zBVn1N539SkF3Yi9ePpN48uTlIZdPMOESbs5Nh7tJurT/kEgn6dIJwd/05+5SePHixYuXz7mkTuwpU3fv4H9sJCVt4L0lNUsA/U1nu3rBZfDi5TOKJ09evCRn1HQIJt10MT0kbWDP9HdJct+STreQlLSBPYO7o/W3l6FJIkhxN0nVc++UXrx48eLFy/1Jb1vTDf1NZ7d6w4uXvhFPnrx4uatosg0m4t5TsJCUu0YE8jOiP5PcU/c9Iu+M0t/exschSJFOUnU4ePHixYsXL30p6WxNgODfp7FbXrx8VvHkyYuXu0rq9NzzqEeI/fg0DcL4XqlT9voGqf96xN2jToLbC6Rn3J1IL588pRcvXrx4+XSSboa9Gz6JpMv3adBb0qX5WfhZki5Pt41L/y+VMDl48fLzE0+evPRfSZ1HP8F8mi65Q7foKPXuFmHfWUpB73hDqpZ08T8H/Mw6CfcnqW3TG168ePHi5bOKZtN0c3Z69J6HHbpFR+nzfiokFd+nPruRx13T0VMcEbofOIVOdTrcUz5RIi9eAvHkyUv/ldRZ8xNMir2TO/QUhfQyBg6fN/Lk4MmTFy9evDxgotk03ZydHr3nYYdA0ue5LySVaidN/M+CI09p5P7JU7dC7d0N95RPlMiLl0A8efLykEmaiZfkoic4FffCHQbAI4SzOM7qpEvj4eHh4dE/0JNjuP3eW8m94rx4eZDFkycvD5XoDlVv8nSncQineG0c0qbz6Ak1VLpwDw8PD4/+gFSz+FngxcuDLJ48eXnoxAiUPWHq4F6qYUiZ1lNneQvqHeDh4eHh4fGwwYsXL548eXnoJHgVLyRPxB3kKdVOuKBer/F5eHh4eHh43AkvXvq7ePLk5SEVTfABaXIkKgDDNPl39kRXZyc6PTw8PDw8PO6Ju/12uDe8eHlQxZMnLw+puKdNevKUSEHqkygPDw8PDw+PvocnT14eXPHkyctDJcEdL07cel2vi2RJMNIUT4EL8/Dw8PDw8Ohb6CalJ09eHlzx5MnLQyEBaepAV2ccnZ1Rcqco5+92oDMdGNcZ64kuDw8PDw8Pj0+E3ja0F7rsxqUnUF4eTPHkyUs/F03Owe+aOrtInEiaOjsi6Ey0ojPeTDRxP0BXcl/hLT2R8PDw8PDw8PhZ6DK03hu6gWmv73nx8uCJJ09e+rEExEmvCHSJOHW1kzi1oYPkqCPWgI5oPbd16IjXcluLTkJbC4spTmA6gzv28PDw8PDwuBc6aTfvingjyVNbaJ+9eHnwxJMnL/1UuvjPLQah3zFFSaDa0JVoIlmqRyJag0R7NQlUNSfzKkNXNNh2MqyD8R1REqkkdOzh4eHh4eFxv9BNyk7a4K6OVtpl2WgvXh488eTJSz+VTpInR5xiRDvJUwsn7EaSpzpO4tUkUJXcVpA0EbFybiuTEInqiJFEJaFjpvfw8PDw8HjoIZvo7KLbylbeLS7Y2g1K2uCujhbaZU+evDyY4smTl34qdyNPemWgFp0iSFERpjKAW4RbI1FGpESquslUMtzDw8PDw+Nhh910DJF6A/KOOBcWbEEChVgNbXEz7bInT14eTPHkyUs/lfTkCYl05Kk3GK7J3k38bvKPlXl4eHh4eDzEcPbx/oB4BVFF8tREu+zJk5cHUzx58tJvRSvs9f7NExKN3eSpnZP5XciTEaiUp08uzMPDw8PDw+M+EQvIEzx58vIAiydPXvqt6NtOwWo+IlD6roQjT3UkTlXoaic5IoFKT544wfcgTzpOMQAeHh4eHh4enw4iT7FqT568PNDiyZOXfisBeXIEKo6uzgjJUxM6Y/UkTdUEiREJFFIJlO2LKIkwBSvwCcFxQKg8PDw8PDw87gNGnmrIm/xvnrw8uOLJk5d+KwF5sj3+T5A8tZM8NZM8NZA01fQkT6kQUWonYRLBigrpyJOOPwlS83zSfKnpeud3SE3v4eHxyXG3cZQani4+NV3v47shNZ3mEYfeeVPTeXj0Y8TY/5PkSW+FePHy4IknT176rSS50x3kKfXJUxriZAicnODJU0XwQ9c7XkFIMQg98qUep8nHchER6DRpP0wbvCIYlNW9WlHvvA4983qkg9rMO6YeveHGUPCk2V7ftX6i/lLKsJJga2PPjcsAwbhL7Vfa6qk10ydf+ZXucJtMV80wOowG7luYfkCf8gN8C/Pw6OcIyVOw2p4nT14eTPHkyUu/le7fPOnVgHjKb55qA2fIHKcUhydlgnfEJYAcnJIUlFpYMk+EzpAgxyhaGzhHRmzoOJkDxrTMY1CeCNFCtMpRU3xQVifTJYiujgp0xMuJMtY1WOGo+7VCIiKEepJOWn+DczoJczZ7k9JUKG06HWqzdOGfJ6Sc52dGOv33i3T6HdKlf5CgfqGxV4zOSAkSHIeJNoZprEZucVze4P5tThsc+4kqjsMajktuRbLceNNyy2wLzR9d0SJ0thdyn3lEvGyMco6g7iAtHcWobtjoiXc94zVPUHec5ceLkIizDhznGvOaB7rr+XnBz7uPpkvXG3cb4/0Zrt0/7bmnu17p0t0fnF1MF5cOLn3yBoR+7xSjDTbypMWcZKMdknc8vXj5XIsnT176raQnT1qqXK/i3Z083Umc5NiUGDrvIE+EiJJBDj4do3idGYdOOlvBin6Brk7q7bAyAqLVFami86Yl01lmgnXqqDYHKhopRoJldJMnES85YnLMQucsCVf3/gq16/2QJ12f3uid5vOAdI7O/SKd/vtFOv0O6dI/SOC4arnJsUmy06lxV28f8Oxs182NIva3m0DbdXS13iSxuo0ESVBXB/tfB8dphHlaC5lG80AlYq0kTtFbHOMKU172MyEkT53a2uI0dURv8sS8iVtIJEigEhrvwTxxZ33/sdFXfTSdbiFd2t5IHeOf5/Hcl3Dtnm5+uxfSXa906e4Pzjami0t3bVx6R566SJ7sBmaSPOnpkydPXh4s8eTJS7+VPiVPITrD44A89TQUev2ngyQqQXIUp8MfJTmK0lGKxeoQj9cjlmhENN6ICJ2o9mgjwxsQjdZxv4Zb5mG9OgT7CntYdrIMOXYOd5bdf9HbCZBj0Bvp8j0oUP17n+P9Ip3++0U6/Q7p0j84CMZvKeLRErRx/LeQmEcTtRx7mhNIgCI3iGskOTd4XEgSVEAyxTAeIxqgi4SpI15K0lOOREwEqjiYS+y1PrYR9/VUy8B9vSYMEii068m0bgQwbew260HipSdQHO8dnHfS1ffzATfWPgvS6RV6969UpMv7sMx9wr3a7V5w7Zau/T4bnG1MF5fu2iRtKa+n0OnJk5d+IJ48eem30nfkSY5NJVEVPCUKw4NX8UrCbSmdIJInpovSGWsnKYommhHpaENLvA0N0TbUt0dQF42gJtZmaGB4U4LxTNcSq0criVaUTlaHXvOx14JSjVE3VLaRuGS9+zOc8b+bI/Wgw51bXyCd/vtFOv0O6dI/OND47STpicXL0MaxHiFxinXWIEHi1NVyBWjOBBrPAXWngJqT6Kw4Euy3nGccw1sucN7IQ2fHbcRInDpIwgKCxLkhwrmFYzj4RhzHaTvjopwbdJ2NQAm65hrLJGrR24Ti5ViKVPW3/p0Obi5zx+n6mENqPofe+T3+IeFsY7q4dNfGpffkyUt/Ek+evPRb6TvyJFJUQyepjo6Qfr/AdEaeRJzo/MSKmaYEHXLIElWIxOvQ2tGClq4YauNxFDe34VpNM/IqG5FT1YDM6jqiBvl1dShsaUaFiBWJVEu8BdFYE8uqZxn6YTnL0Wt5VscAIk16nU+v+OhudaqR6t+QU9kfHUt3Xn2BdPrvF855TYd06R8sdMYrEOcYisUrkeioIhHi+G3JQmfVYUQL16EpaxZqTo1D1dERqD4yjPtjUXdpGiL5i9BZvJnk6iTH/BXE266TIOmpk+YSOoWROnS0hx/h5vjsFLEigifIbDs3pu24OIDGtyNW/aR9747uuaw7zPVf179SkZrXoXd+j39IONuYLi7dtUnaUl5PT5689Bfx5MlLv5W+IU/BpC/i1BFt4H4d04Sv3cjxid0iiqizhMSnFG2JarR2NqOuox1FkQhyahpx6lYNDl6twK7cMmzLKcbGnAJsyruBHVcLcKSwBJcr63C7RU+i4oh2RJGINQfl2EIUdCqSzlbw6mCCTl9cT7k+t7+R6GvcaZA9ft7o7cSmIl36BwwcPyI1HW23SHhuoKv1MqIl29B4cTJKd7+Ka8u/jaxZ/wuXp/0PZE//Y2Rzmz/7Syhe+wTqjw1F+7Vl6Kw+DLTmcIwWUif7p0hTewMS7XWIs53iDNNvJO2VPnvdluVqLNtCL0ov4qTfMHKMR2oC9Jf2vSvcWE6Fi0tHoFLzOvTO5/EPCWcX08WluzapdtSTJy/9RTx58tJvpW/JU7BaVvC7hZ7kST/81u8fInTImjvqSZwiKGxtxaniCmzPKcS6S7ew5mIJVl4sxZILxVh8+TaW5t7GipxbWJ15A1tybuJYQSmuVtejqrUFzW1NdMBUnhwq1qkHeQqIk90x51b1SzVU/Q/OGKciXTqPvkWqA9sb6dI/SGAfImmy3zG15aGr4QyiN9eiZN9AZM7/e5yb8F9xeey/R/64f4vr434XVzL+Ba6P+R3cGP/vkTPu95E15c9RuOYpRC5NR1f9EaBFBEor7WlhiHokonWIkRDFSJg6YkWcP/RqHkmSytVYTo5nhZFUGXnSjRJPnj5ZX+udz+MfEs4upotLd21S7agnT176i3jy5KXfSl8/edKKWcF3WpjO7hzL+aFzFCsxQtPe2YjGzghut7XgTHkNtuTewoqLt7D0chmW59RjeX4LFuc3YV5uLRZeqeF+NRZnlWDpxZtYf/k6Dt8oxs36ZrR2dpActQZlqk5JZ0u/vSo30pQgeeroQ/LU43w/I9Lpv384Y5wOvdOmc74cFNc7/f3iXuV8WvRlvfoS6erqkC79gwQRnatALBtoPor2KwtRsPEFXJr8Z8gZ/59xY+y/xa1Rv4Xikb+CioxfQuXIX0TZsC+ibNQ/RcnYf40ro/9PZI79fRQs/SbiF8ejq2o/CVQedeo1PP0usuYTkCdCv5V05Ek3ZESgPpft21f9Xbp6j2Hhk5TzeR0nPz+km1uTYHsEZKSXrTIEv4tNRTr99wtXTrq4O69pSr2svp48eekf4smTl34rffqbpygne33DWd0C0AAASUBJREFUyZYZl7PDfEaeSmkM9CSohqSnFaUiTiXl2JRzEysyb2FZbhUW5zVgfm4z5uQ0Yxa3s0iipmXXYmZ2DcNrsCirDEsu3MTai1dwrKAYRS0taIq1IBrXEsqqqxyHoJ7a18IVCu/kNojrNlT3i+7z/exIp//+4YxxOvROey/nS+grB+xnlfNp0Fd16mukq6tDuvQPENpvkaiQODUdRaJwOWr3vYuc6X+JzIz/gILRv4uyMb+FyoxfQdWIL6B+5BfQMuoXUDfiF1A1/IuoGPXruJ3xW7ia8Tu4Oum/4PbKR5C4tQJoOAW0XaN+zQeViHNOiHPu0Gt7+k0ktAy6zRtsPz2hYju6lTvv7E9p6vyPir7q707f3cbxvcr5vI6Tnx/Sza1JsD0cGbmTQPUkTkEfS1/G/cCVky7uzmuaUq+wvp48eekP4smTl34rfUee9MRHDk/KalhGnvQNF33YthqReAPq4xFcqW3EnitFWJ15G0syy7Agtx6zc5swK68VM/LaMDW3DdPzI9yPYLqIVA6JVU6tEahll/QK3w2cKy1HRaQJrYkmI2UdLE/fi0GCpKmVDhnL64hUIdGm8HL7yGe8Rb/fKCVYXxko1lPHRq46apmWTp1+a6G4MI++9B6Qr0rq4znKCMell+cU5tW2I6JVw1iW2othpjsMs2NuO7SfYL0sjOWIcLLOibYSGssKRBoKWMci6g/bV+3HLXgcfAsnOFaeDuZxKwl2WRtTT2sxdavOYV7XJtKhOqg+Oj+tiKhz4TloqxXQ1GaxpiJro0jDLYsL4qVH+nierUH7WXvQ+dV5x1v0EdVyy6f2UjrFaRvoDvImj8N2jLKsWHOxQWFBOweOg+0zvV0nlz8sMzgPnkMHr7nOJxmuNmOdWEe1sTtHLUoAfR+Mba687ppYP1Y+1ZXhdo2YXvHB9eL56txZjtIE4Uqv/h3mYRrt67ytToqz82A4r1n3mHkwoD7jYL9RarkE1O1F08UJuLbom8gZ/19wfdTvoCTjN1E16pdRM/KLxC+gNuMXUE/yVMv9ahKoyoxfQmnGb6Bw1G/h2th/g9wp/y+qj76PeNkWoPkidd/ktWJ/1ZyR4DWJliCub0U1F6GzVdexjte+CpGWMrS1FZNgsb/T2exQ3ayeavfgeql/2rW1a6lrzronapLjLriuQZoAqXl13YJx48aX4MJdmLuWLkxjT2M1NU66u8dMsG/jQX2GcGGqo8Itjvv6qLDGghD0SfU9naf6qeYVEsu4+rjq7c5X/bjcxo50um1QdgCNU5Xh5gIHd60Fm2u03yuNO2+XXsdKq/NubyxMtpeD0rh8bt/BwhIaM6nhKj+4DtYm1j5My/MKrldwnQS3r+trY5Lj27VncN2ZJuwbqWPZYGMxZV7RvK1l8Zne2S2t8hhj39NWdewrONuYLs6TJy8Pi3jy5KXfSt+Sp+A4MAw0RnLkQ2MZj9ahNdaKirYILpTWYnPWbSwXccqqxuycRkwjSZqW34qpVyKYTNI0Ja8dM6/EMJ3bGbmtmJPXZE+gFmYWYVXmdey9XoDC1kY00LhEaGTirJucDjnKne00ki3lyDl3CId3rcO1rGPmSLTU3sT2DQtw9tg21FdcMcdaxlvGOSGY89FtwOTYBB/npTMWHicYHyeMSIV5FKZjGXdtFea2evJlecN4c5i4b/rpMCToXMjwN9Zcw77tS3Fs/1rUVeYzT3A+dk4iUzKw2pezoHDm07EcGUHOlvSYPkLx5uQwTMfmiAgsO3DwA6e/seoadmxYhKnjB2PutJGYPyMDi+eMxfWc42irL7Ttsf3rkXvpUNAe4Tm6bS3b8fyJHdi4ahbaGm8H5TBcaa0N5CRyXxApyzq/H1vWzsXSeeOxcNZorFo8GScObkRNWZ6l1/WIE2on6QmcpECn27drxv6p9m2pK0BFURYqi7ODdmY+XUtznKTDXTc5ktzXce/rZNdF4dTp0lseol31px6rW5jP5VF9wDxJHSpPW8IIL9u+59j5fCNwbMM667tNJE+J0s2o2D8Alyb9MfLH/B7Kxvw2qjJ+GdUjv4AakiahmsSpWluiKuMLqMj4JyRPv4riUf8UhaN/G7nj/gPylz+C1usLSJ5OUHce2/s2xyzbtqvWHNrjB9bhxN4NqLiZg2hjJYoLcrB0yXTk5B1DQ9NNxIxssX+LUOj6q53D62X7um66NmHf0LhTP4rz+inM9Z9kfwz7hpx2N040p9l40c0MjSHum/OvcG41vjQuywovYNv6ucg+vxcxERDObyJrt66ewYGdKxl+wPr6umWs/4WDHEe3WDf2Hb2uqBsVqmdE2wrUVVzlfLSd+hZwzlJ5KeVzTJujb+A1svoFYyDnwgHMnjLMxuucqcMxb/pIHNy1ChW3M9FccwN5HK+b18xBexNJaUh2pEPnFG26hbryXCyYORKFV04GxMjKU/sFZbu20H5VcSaO7luD5Qs0ZjMs3+Y1s3At+4iRqaANgrTWf5jXyuKx9Llj1890jpp3CvJPGfGzsRSOO9sXwuulmzLa2vhkuNJoHLtwm39VtkisG3+crzUuu6IhRETY9uoPCbafrqNuMgkiTYlwqfzUsfBZ4WxjujhPnrw8LOLJk5d+K31HnmiQ4trKCOnuoF7D4VbGlA5DrL0RLbEobjW04lhBFdZlFmNJZiXmZNVhZm4Lpua1Ykp+G6aQPE3JJ3LbSZyihhn57ZjFuDl5DZir1/cytRLfdeQ11qMm0YLWRD3iNJx255EGFbEaJJrLsXnlPIz96B3s3bqcDlkxLpzYhffeeMoclcqiHDoZN1Fblk9nohgVtzLpUFxBe0MRjbKMve4KV6K1rhBVDK8rv4qonq4wroVhcnoielLTSmeE4Y3VN9BMciYiFWspJRnIt7C6quto4LaJZdVXXkP57Sy00bEyR0COkhnOCpQWXMCoj17DtAkf4Pa10zTmrAMdAj2lUjqdW3PNdVSX5qCh8grrTKeIjklr3U1Ul2SzTBIopmnhcW1Zrt0Z11Mhhdcwj5y54Bs7uqa6C6u783RSb1zAgNefwo++82VMGj0IY4e9zeOf0BnLQNH189Zmq5dMpfO03pw9nVt1SS4dqhxrh1vXzmPR7LF47fkfoJnH7WznmtI8NFXfNP0JPQVs4zm0luPc8R2YM2U4xg5/m2TtQ0wcPRCTxwzCioWT6HietbZuYBuprVS/Lpan45baAjpZuutdZNernNdKYXqqWHjlLPZsXYbDe9ZaeZ3Ml2gjUWPaerZ9NdNLh+qh39q08Vo3VPOaME7XsJLnofJ0vZvp5Fax7rpOMdWbDozOMcqyFab0OlYbKKyKhK2V7dpIfdoaWZbzRpjjqWubHDeffzjiZONd5Kn5Elryl+Hm2qdxYcwf4Mao30X16H+KulHBEycjTCROlUTFaILb8owvoiwkTyUZv46iUf8cV8b+O5yd+idozBwPNOyj7ky2C/snHda4ngawvGnsD9PHDEbumSOoLrqBjWuX4cUXn8Dpc3tRVXcVtURdDcdU3TWO3Swbq1FdI1439ec4iUcTx1kN+2YDr1Oc/S3O/qNrq7QJXrM4ISKjdBq7HZzH5Lxr/Ihk1FZQf9VVxvNak1xorMWa9cQlIE564qwxlnl2Nwa++ROsXzHdxqQjYycObcHwD17FplVzra+OGvIW++U6NFXdZH3YJ5tKUHk7F7WcSxoYpjFSkHcaS+d+jPc4BpVO46qmNJv1vBk69yI8AZmx+U19i+e1de18fPfrf47BA57HxxxHIz58FR+99yLJ2ypUFWXjyN51HF/v2Q0jnYPOqYbzQm15HsdDPonLCXzrK3+MY/vX2VzRVHvdzl/ziuYNnaeImojTnq2LMWbYGxy3b2LGxMEYP/JtTB47ECcObjC9ajO1oT2VZp7WhkKOiWtorS+w+au9keOqWNcsj2UV2lwkgqmbNY0chyKNGn8az5oDNMZrSvJsXtb82sk5y64tw1sbbqOe17OS86ie1mkureV8WENozEtHlz7mTNLUXMu4cs4ntYU8lyobs40kljrXukq2Q/UVjnMSv9B+9R4PnwXONqaL8+TJy8Minjx56bfS9+QpJE76uKUtM0yDGqkieWpCcyyGq9XN2HelAqsvl2FxVg1mZjZgZl4bphFT8kmgrrRiKonSdJGnnFQCFWG6JszNqcai7NtYnX0NF2tqUBkneepopBOm16uq0ElnCHRUEK3D1tULMebDt7B70zKSo2xkDH6DBOF93Mg9TWNcgIsn92DLmvm4dGov9mxZjh0bFiPn/CE0Vt4g2ZKjk4MTBzZj+/pFFp91/qA5PpXFuTi8V09jjpA4lZEQZdvx2eM7aaBL6WDfws7NS3El67iFH9y9FicPb8W+HauwcfVcnDqylc7TNTpG4d1SOkOlBZfoeL1MUvGBERprf3MCROAKSKjO4fiBDdi5aRH271iB3IsH6YzkmwO/Zc1cOpTZdjdW4br7fTPvFJ2ZMtN1cNdqlNy4aNehs43Xjlt9I6ujvZrk4xwGv/sCndchJDgVqCu7is2r5+G5J76N88d34VrWCRzevQ6ZZ/ajpabQ2mz35mXWHgoTFs0ah7de+rE5KzdyTuHYvo24mnnc9Km8eEs5HZ5rGDP0bTqUb+L4/k2mq6XuNoqvX8Tl0/us3ML8szhzZLvpAOsXby4zXVlnD9j1u5Z9Ejs3LsG2dQtx6tBWEtObbNPVVv8xw94hkbuAWFOp1UP12r99ldVV17DkxiWrz62r5+2aCEf3b7TrpP3b1y+Y87tl3QIcosNbdPMSiXAlSdN1XDqzD8cObLJ02q8g8a6ik75h5Ux7anZo92p7QteuV694PTVu9ASwKyFCr77Y7SR9nnEHeWq6hKrzc5C96Pu4POo/oTDjX5Ew/RIaRn3BXtGrInmqJGkqJ0rHENqSWJWO+iXiV0mifp0E6p/hxuh/g9MT/isazgwBKrfCPqRL8tSZqECrXvtkm00bNxhTMj7A5WMHkHPuJAa8/Rpmz5mCMrZ/SXkOjh7bhF07luDkUW43L7axepPjOFJPB5r9SH1HfWXv1hXYt20l8i8dpZN8C4XsE0f3bkB5YRbaG4ot3aFda3El8xhJRYk9tdQTmjKOv91blpB0cKwe2mT7W9fNtyc89hqrximvq54aXTqzF++98ROsWz7dyJkR5lgtjh7Ywr74IjaunEcnvhIrFk5l3z2I1toiEpp89u0dnEuWsI4r2Y+X4uzRnZx79mHhzPF48anv4dyxXVb/7RvmI+vcHiM5enJjpMnmCT0ZqiAqsY1z0qvP/gDZ5w7yuMrOT2Nw1qTh1td102Pt0mlW99KCi5w7NmLHxkXWVzVHqL+KfGlO0c2FzLP77NxbawuMlOjGRQeJyKHdazBy8KskS4M4l5y3vq2bTvmXD3PuOG1P8G/knsCm1bOt/yteuk8d3ozruSfRyvlYN022rZ+PvduWkzTt55xyHCsWTMa3v/KnNjarinLt2pTevGzjX2NW11BzTT3HeILjVnO05mrFa1xvXbuAbbQf2bw+h1nvHZsW2/zb1qCnaJUczxdxhu15cPd6HD+4FTfyztpNlZOs1/FDG3Bwz0qcPrYZNexbHSTx/smTFy99L548eem38vN58tSLPNG5iEYb0RSPIaeiATtzS7EqswKLc+oxK6sJs6+0Y5qeOuU2Y0peM6ZfacOsfBKmHP3mKSRQufoNVDPm5ddjSV45VmVdx5nySlRERZ6aqD/4vYlB5InEYOf6pRj30TtYs2gaDtDJfvQbf0lHfb8Z6tt0oqdP+Ahf//If491Xf2JO/Y+/93cY+eHrRhpkyNctm4knHv0Khgx4Ea899yO8Sedk89r5yLt8FBNGDcSksR+gvvomDu/bgOefegTDPniNpOgGDfVpfP/bf21O+LAPXsXTP/4mXn/xMbzz2lMY9PazeOTrf0FHiUSrqZhtQ0NJY19RnIMRzD/94yEopSOkO6gxEjGRgZKbF1mHl/DWy49j+Puv4u2Xf4yMIa/j5MHNyLt4CF/9q/+GM0e3GembP2M0nvnxN6zu7Y237S646n/26A4jDyIycr5ETFrpXMrpks6PMwaioeK6He/btgqvP/+jJFFS26xdOsOIzpPf/xreeOExIyzzp48xJ3DZvEl05H6IOpa/eM4ETB7zgZEbESeRIBE1tenbLz9hxEztr7CujgZzjKI8R62+JiIkgrWRabridUZg33nlSSyYMcbImojvT3/0dSPBH7z9HHXuxoSR7+Erf/lH+Mbf/AlGf/QW85Sas/zRey/jvdd/aul0fXV+IminjmzDay/8CE/84Kt4782nMeCNp/Gj7/4tRlDnkIFs41eeYPxjWDRnPInTDZw/uRsvPv09jB72Nga/9yI+HPAC1iybYSTqa1/6I7zw1Lfx9iuP4/CeNfaKWPCKEftfp8j8g0OchDvIU+M5lJ2egqwF38GV8b+Pooz/DZXDvoAmkqZ6QuTJnjaRNJWJRJE4lY/6RZSRPJVl/ArKCRGom6P/Fc5PJHk6NhBd5ZuAZjrh+m4UyWVCTxg518ycOAwThg7AztVLsXbJAjz39BMoKy9EG/vFsZM7MOC9Z/CD7/0V3n/np7y2L+B7HEMLZoxFEcnRlcvHbCw/8/g3MeS9l/DKM99nmpesD4pQqU+tXz6L/b8SK0loHnvkb7Fy0VS0knQd49j97tf/jITiCF559lGSmEfsKdA7rz6Bl3jdn37871FTkm9PkvT0Wo55zuUjeP+tZ+2Ja1X5NTRWF3Ds3aRTv4blvoI1S2aS1JXgx9/9KjasmEtilm2k6bknHmF/fIHj7Q1892t/aWm3rl1EwjMSf/cX/43lPmNj8Ynv/y0GD3iGBGRj8gmm+12UbniIqG1dtwgv/OR7HKP7UF9+w+Yr9ffZk0fYzQcRjad++PfW5+dNG8m563GOpSc4x7yKuVNHGvkx8nJwEwnefrb/UEwZ+z6aeS52Q4djV0/hZ04axjq9QtJ52uZUm/9jvGact/Q0WcRHN29+9MjfoKmukHG19iR43Ih3bQ66ln0cj3/376w933vjp5gzZaQ9aRPR+6P/8n/i6ce+YWS2IO8MFs8eb4RQ5/HhO89zrvmqkSjNS3OmZuCbf/snGPTmMxaneeCtl57gnPoT9oln8SbnRs3BuoHSVFOIyeOGYOj7r2F8xiB8QEL79qtPMfwWw15hum/j+Z9+C1MmDML1/GOchzgftgWvHqYbF/cDZxvTxXny5OVhEU+evPRb6VPyFO7b753stb1U8tSAxngU2RX12JFXgpVZZUnyNCe/3RaK0O+ebIGI/FbMJZmald2KGSJNIlDc6vW++XkNWJpbidWZBfaNqPJIC9o725Cg0daTFv3mSav9JUgO1i+dhce+/Tf4s//2n805yRj8FkpuZJpjcyPnDJ2FwSRMX0X2ucNoqyvC3q2rzKHRnePDu0mInvwuHfFNaGooRSvzzJ4yik70uziybxN20Zn//re/jJKCLCymM/DkD79O5/plnDuxB2fp1D/6rS8h5+JRGu+BeJnEYvXSmSRWBTTuF/G9b/61OU21dGy6Imzn9hpUFOVh2KDXWKcPSZayLExOUjUdow0rZtMB+QquZp2gc1NIwnTEnE2ll6P07I+/beQi+9whzPh4KH747S+R3LxkrwENpwOxfP4ku+Ouu/RyROTwmENIEqO793JW5KjIAR0z9F088rW/oJM5jUQq2xzCjzPex+rFM0hW9pCk/E/s2rScTuslOowFzH+WJGosfvKDr+PIno10bp61+LZ6EWgRCH0UtZptOsfIzWmSON2VFyk0cpWoN4hMieCOHfaOOV1dzKM0IlxL5nxs5Y/44A1zNCtv51nZ8UgNydBO6n2HhG2whTVVFTLPT5hnIq5nn+b53qQTvZ1k8HG20Urs37nWrpWcquKbmSTCx0mYniTB/TYuklgXXr1AUjyYROoVZF84QoL1LKZPHG7XsujGJcycPBJv0PE7Qqf7S3/2Bxgz7E37fUm0WUS4+7cayd/SRPr2jvbPEz3IU7uePJ1C+elxyFn4NVyd8B9RmvHPUD2U5GmkVtj7IqpH/hNUjfwlQttf5LHCvkhS9UVUhqjI+EXcHPPPcX7CH6L64LtIlG+l7lx0RG8jwnI60UhyUIXxI97BN//6v+PL//3/xqNf+zLmz5qGhoYqNJLsHz+9GwPeeYZE9yf2eqcc/FWLptOJftH6nPqqiEcWx3GkuYLj6rqNjZkTR9g4Vvzw919HoqXS+sr3v/kljpPhNu63r19sDrwIzpsvPo6BbzyDoxzfdRwnh3atw3e+SmJ14aiRcn2CQf0y69xBvPbcY/Z0Vv1OuoT3Xn8Wzz7+CDavWoiW6iI88b2vYf2yuTi8ayMmjRrMcfQhx2AZWmuK8f6bL2DMRwOwe9NKzJpIYvA3f4rss4d5brc4Dlbio4HPYe2yqfY0uaHyqo3lurIr9hQr1lSOTasW4JGv/iU+fPsl0/36c4+z/KdxcOc6FF+/bOf80x990/ZFyMaPeI/jQDdYbtqY0Hzw91/6H/YEb9akEZgwciCJ2F7EmtkXuhrZdys5VyrvaxyTvG68Djp/G7P6FAXHtVZW1RO19ctnc875ss0tIqi7Ny/HVJIXhYsY/cUf/4E9MdJ80lJz28bozo3LbJ4pyDtn8/FaztUjP3wDm1fPtzQa4zM57kZ++CYyzxzEpNEf2nXTGK4tvWb5HyNh080ivTp8YNcavPDTR21u3r5hGcna02y/OZxL9QrjZrz8zI+YZp3d/HjmiW9i9bIpqK++Yjaro12LzFTwnHqOh88CZxvTxXny5OVhEU+evPRb6dsFIximu+6WTr93EnnSj3HL0R6rQ2MigrzaBuy+XkbyVIqF2cFre1plb2au0IJZxGwhpwmzCAvP0yt7EYa3Yl52PZZklmPt5UJcrmxARVsrIokWe4rRqd+ctMnJCYzQ1nULMHTQK+Zwy5mQsZYhbqeDVXj1ojk8b730pBnvrlg9ju3fgqEDX8XSuZPMmD/x6NfMmYkxvRyWDSRVo4a+g01rFuDy2YP45lf+DJkkLGPpmHw06FVzsmdPHYU1y2Zh4FvPGVGSky7CJce8vakMpXQgHn/0q9iydiFq6cSo3C6SgPJbORg15G1MGz/UHJ6udi35Xkdn8YI5aKqXHIpOhjfTudDd7Xdffcqcj6njPjJHccWCqZg3bbQRJ5HAy6cP0Kn5GzqQ681p0tOnccPftScxA9942p4s6fUm3UV/6affszu/clbUTnkXj9k5yxkbN/w9rCJ5qWN91WbvvPKUEdEDO9Yi5/wRljkGX/nL/88IlOqpcuV86UmXvSpIYiRyJ5J2YOeaIEyvDsbr7MlTjERXaQ7Q0VL9RLR0l1uOmuoq8nTp1H4jnANee5oE7Tk6j/PNcTt9eAcdv0GYQ2Ir57i6+IrVQ3f6RaY62qqNKI8dNoDkcBh2bFpmd6FXLJqGtoYS3L5+ye5QZ3z0tpEpEdxZUzLsbvXpozvxyNf/Es8/9T0jU8M+eB2vPv8YHbCXsHfbKvzNn/8/9iN9ObdaiECvb9kP1QkjTokH+LU9kafm06i+OAm5i/8eOaP+L5SM/C3UjvxlNJIs1QwnaRrxqyRLxIhfRs2IX0TtiC8Qv4AakquAOOm7T/+E5Om3cWbcH6D++BB0VeyyBSM6E2WIRKsRiel7T2WYOmEQRg56CStmfYzZH4/CC888gdKSQrS01eD0mf0YxX4xg+Q+1liCOB38dctms98+j23rFlvfF5ESsejkWGpvKLUxMWXsEBznmNZNEfUJEX2RLI0zvSongq25QWOupuQqydMT1pdvXblgutS3vvPV/xWQJ84B0KcYqF9ziMiTyIrGnOqyfvlcjB7yLl78yfexbe0StNWW4LHvfAXrls7B1jWLMX74IKxdMhvxpkqeQwXmTB6NmR+PxM4NyzF/2ji88OSjaChnf22t4rjcjREfvoRl88fZogr6bZCe9uqpyxbOPcGTrKWmf8KI97F60Ux7yrVwxni7OaRxoSdeIk8NHAPH9m0meRpoNzZmT86w+hfmn7MbIc8/+Qie/fF3sGDGOLSo/Ti/aL7r5LgRyRLZFBFt4rhQmOqnbTA/1aKGREZ1evL7f2/jTeHbNyyx8jReRZg0Z6htdfPj0K71DMuxa/KDb33Z9uMsT2NTBElP0jSOdQ3PHt3Feen7lkfX8tVnf8T2OM/+UosTB7Za3XdyPEfYJ/Ra9CvP/QhbSYZncS746WPfxusvPImMIQMw6K2X8MJTP6A9WGLjePiHrzH9Fnu1tlP2K16BaKsWu+lJaD4LnG1MF+fJk5eHRTx58tJvpU/JE50hPUEI0rjX9+hEcr+dTlJDRyuutzTjYFElVuYUY0FWFWZl1dt3nWbmiDC1Yo6QTeKU3WDLlxuhymvDbJKnuYybd7kOSy+VY0t2CW40RVAdaUNLpJHELfhYrn6gb4hXYeO6eRjx0ZvYvnEZbl3PpOP9DJ3s0bh99TKdhwt0XkbgPYZ1tlYj2lSB04d2Yvig17F83hRsXiWH4OsovnYZ8ZYqJJqrsHz+VIyk43Vw7yYU0eg/TodhIR2wj+hUr1s1D2vpsLxEAz+SDsc6Eq3qsusYS8f+47GDcTX3jD0pKSMBeuy7X8E2OvfVdNjk3HeRJFXQ6ZdTJ6Jk5Ilp5YjIUVo8+2M6Tz+2/TgdCzlHi2ZNMBJTU3INpw5uxwdvv8hzedbqvmHFPDpy75gz9dQPv2F32ON0eiqZ78KJvThxcCudjy32BEpPnvQK3qihb6Pgynm7k//dv/8rHNyxHk3Vt0kS1mDMR+9iw/J5iDSUoTDvPMnYRtZzCInOQBLNyazLx3Tk/g4r2D6D33mZjtFqEjwtUMFzsyeClXRIzyV/k1F8k+encBIo3dGuLs4jsSwlEVlrr1jpFUE9rVK4nojNJSG9kX2GOi6y3tvYHhPx6jOP4fi+LVaXiRkf0CkcRSesEvXlN/ETXjfVt7bsBsuuQd6FY6zXS1g082Ps37EO75KAref16WD73mZbD6VzOIMOeAXbp6GqENPo7A1883mcY1s9/r2vkgC/T9K3DmfozJ1gW+vp4slD2/DX//MP6eztQqRZr3MFK7nZ79g4dnTDIC7nrA8dsp83epAnvbbXegEtVxehcP2PkTX6P+J2xr9AzejfRF3Gr6Jy+K+iYuSvoYr7egIl4tQw/BdQb+Tpi6hkWHnGL6Nk1G/g+pjfxaXJf4Kmy5OA2iPobMlHnGXEOhrto9lRttOkse9iSsY7uMC+efbgDrz1Cgny+lUoKyvAieN7MYZ9bd7UMeji9dR1FlkZMuAV7N60gkRkFN7n9arlWNBYbq0tNiIzfcJwEp9jOHd0D56mM7141kSS/rexa+MKkoXxNqZEDPRkUkRBxyJDFbf0G5xSc+S/+bd/GjyZ1g0WEYZYvT3hevfVnxrRup53DqWcC0oLckiSlmDQGy9g/bJ5HKc1+OG3RJ7mso6rSJ7ex9wp40g+atk3GknYRmDy6I+wY/1yLJk9BW88/ySiDZxT2+vsFdcRH76CFQsnGjHXb5T0KurJg9uMALbUFGE7icBzP/4uDmxfhyLOZ+OGDTQideHEPlTeziehm4Onf/QtIzQihiJMW9YstKfI7gaHbpLMnTraboSIuFy5fMLmI9000fwjUrN8/hQjpvu2rTbipLlK7aCnQ2ozkTXdyBAR0uuDilvMOVEkdfPqBUbEVGfdaBFJFanauXE5r8FyPPqNL9n81VZXQgI5lm000MZ0B69hpL6U57gUb734JMO2Yvr4YXj7pZ+g9KYW96jAmcM7jVjt37GG7VmL0xyTL5E8bd+0HIs4J735ytOYM208ThzajdPH9uI45/aCqxc5N7+NaZOGIfvSIY5P9sGInjpVBm9NpBkT9wtnG9PFefLk5WERT5689FvpW/JEh98+kqs0yiPyVETjVoJ2kpnGjiYUR1txqrIWa3OLsDi7DHOza0mKRJb0gdxW7pMocX9WbiPm5JNU5YlYNWOuXtkjqVp4sQqrLpVi39VKFLfG0BhtR4TkKWGv1OjOv5azpdOaqMIGkqfhQ97A7q2r0E6Ha//2tWaA99G5zz53hI58Bo38s3QUakkuqnGaBlkO2erFM3Hh5H7bn0KScJQGfc+WVXRo3sT0SSNQcO0SaipvYuK4IXjuqUeRMexdnDu1D3u2r8YTJCvP06hfPn8ELXS4xo16HxPGfIj87FOsYy3K6aA//ujX7MlTdbF+EK6nMNUkVbn22oruDut3RPo9T+aZA8i/dIxO01a88JPvYs2SGfYq0apF0+xVmkWzxtvrhiJTb7zwhL0mtHbpbCML86ePwzN0GIcNepVk8QKdeK2up9duqnhN6MBxK6JbcvOSkacp4wZbPaRr3LD3SOTeQd6lE9hF51Tkac2SWSghAd2yZhEdtrUYO3QAHcinrX2WzJmEl576vsXPmjjScOn0fiNNHeGy8e0NRVg2fyJGDn4dc6ePsqdMpw9vhRbjWLFgki0wcerQFkwYOYB1fgXHDmy030bodw5zpmTY3fN9JHIiZqsXzcC3/u7PzQm7SGdx6rihdh3PHdtjTtek0YPtHPRq08Gd681RFkk+Tyf8+IGtGEDHbiMdO91l1xPIYe+/jhl6HZDn3kjyNJ1EatDbL+Ba9ml7VXPIe6/wei3CEdZh95aVOLR7A86f3IO//tM/wMVTJE+NWvmwzBB8lJnOD8eMLRrRY+x8vtGDPLUXkjxdRqJsKyoPDED2xD/CjdH/FmWj/yUqMn4T5SN/g+Tp11E18peTxKkxJE8iU2UZv4biUb+JwtH/Anlj/yMKVvwAkStLgMaz7Hs3ORYqEOU8007oydNkkqfJGW8j59QeVJKMLJ8/A2+88iwunj+OwyTMY0gOFkwdB7TVItZYjo0r5rHfvmyvZO1gP9DNA5Hqs0d2YePK+Rj4xnNGIGqKrxrxHvreqzY+RPSvZp6yPqtXdt9/6zl7PU2vw77xwuMsdzLJR669vqbX2PRbOi36oHGmuU1j6DLHpfKtWzYLzbW3Sajq2F51JPbbMWzgG0aYok1VeOw7XzUilXn6MInfOLzz8tM4tHMj9hGvPPM4Cd6AkDxNtjiRp07ORedEnj54BSsXTeKxrgvn03Z9eJxzHMmj5qttJE8v//QHRg47Wqpw+tAOkpyXbGzofDVeNf41xxzZs4HjZiXHwzzqfR3PPfEdkqw9+PqX/wfH1SZ7Mj2Zc9Ti2ROsHTo4DwSv6FXZq8B6rU/zyFbOWScObcNh6lu9eDrn09W4znlNv5GUrj1btFjHKnv18ZVnfmCv7ZXczLTtAZKcSaM/sKd1elJ3dM8mPP4IySWvUdG1y6zHFnw88n0bu7ohspfz7SASYhHjm7nnMJNziiNPMZKnS5yfRZ72sQ6yO6dP7MbLJE+7WP5pzgMfvf8mJo8fjr071uMgy9rM9iovvoLhgzmHTyapzmK7xSqNxLunT+nGxP3C2cZ0cZ48eXlYxJMnL/1W+vrJk16/Ur7AOAQr74k8xeKVaEnUo7YjgryGRuy6VoRVWbdJoCqwMKcec7IbSZr09KkNM3PbMONKK2aQPE0niZqd04AFTLM4swrLLxZha3YRzpfUoKI1gtZYG+Ix1pdla0lv+2AioQ9wHjqwDgvnjsepI9vphFTZb4wmjn7fnACt8LZx1VxMm/BR8P5+vA7Z5w/ZD651N7OGafVjZb32pzA5F7O4PX5wC9oaim2luItn9+ONlx7HmmUzUVyQiUs8Hkvnf+j7r5Ik5dryxCuXTMPyhVNwM/8s4iQT1aU04B+8Rgd8LRoqr7Ot9L2iClTczsbCmWPw0cCXMGPiUDp5Y+kATTOCUcm4JXPG08H8gHUYjomjBmLZvI9xI/cUHYkSW3Bh2viPmPdl6l1nvz3QinYvP/0onf75tlSzVvTTwhRasreT5dnS3TTONaW51DmMjtoUC9eP6PMuHbXfSWh1sGPUs3TeRFs4Qq/66DdZeno0bsQAzJs2iuRqqa1+9/GoQWipvWULYcybPtpWxIo2Bh/dVbn6PosWvli/fAbGj3zXlirXN2p0LvpeTdbZfSjIP43Nq+ewzV+yb9dMGvO+/chdP34/um8jVrAdp08Yyusx0ghW5tkDqCrOI4laQgL0qi0CoNcA5fCJcKmu0z/WD+E/NMLZSkdX11jX8cjeDZZWi3MsmDkW61bMspUUdV03rJrDOo1k21zBzStnMY7XdMr4IZZvGvWtXzEb+ZeP4LXnH0XOhf3sD/pwqJax5/jQB3mjWqmshH2K44DjJNVJ+jyjB3mK3gIi2SQ7R9CUNQ3Xlj6CnPF/iGuj/h2KMv4lyjP+OYnTr6Fm+C8acWoSeRr2C0akKkf9mi1Rfn3Uv0T+mH+HnGl/jIZjw9FRvBNops5YEZ3DSkRICtrpJMY5Xtcun4JVC9mns46zP5cZwXnvrRdwgmTo1NFd9irtttULSZ6YnvFy+PX7vixeTz0xXb14mv2mTis/jh/5HhZyq98GamGUWl5H9VEtKKFxUc/xsX/HalscRosnNFRcQ4TkfuLoQexLizlPXLElsvMvHcE7rz5JEn0CWoJfY1ULRmilPo3Dg7vWoLlGr6oFZCPz9EGSpLEkSBsQqSvB0IEc57s2GIHT0+GxQ99jX/wIU8cOxU9+8A071g0dEaFp44YZKdDTHb1Kq7GhFf+C+VfQTQ/2Lb3uyvI0LjUGC/LOMk8F6suv2yu7qzgGtALfPo6/jCFv2u+kNrBvz5kyggRkqM0hC2aMtrnj9ed/iMwz+1BdkmffelNb6GaK5gWVpfkgUs957uRujrshtgiEzlvzkz5rsINtVcr0V9keH777nKWZ/vFHGDn4NRu7+3essrgJGe9xzhhm7buAc9yl03txk/WeNOYDpn2D1+moPQXfsWEJ54NBmMn5ZcbHwzCK11PztOakTavnYeq4wfY0OtFSwfxnbLGYM0e385pwzF86bL8vPcm5vrbsGtavnGuLRkyjnunSN3E4bt+4hLmcm1Yvm46b186iS98E5PgUeerrJ8TONqaL8+TJy8Minjx56bfSt7950usPmviDOHt1L1Zq8R3xCrQnatDW0YrythacLy3H9twCrMy6hSUkUPOyazGLBEq/cZpxJYrp16KYTOI0jaRpXl4dluRUYsXlW9h4+RpOFBTjdlMTGmMtaI3WIhYlIdBHSVmerZrUWWXfkCm+dQH52UdQflvfldGS2SV00E/iatZROgkX7PcE2ef32fnoDq+W/tYqVIrTK1j6hkhp4UVbSe3CqV32jRT7sK2+3k9Em4tsWWMt4atvPen7QVcyj9jyxvpujJzoG3kncD33uH0LSE8mtOy4nlbou076poq94hWrsu+xXM06YksJ79+xnFhBorYB13O0pLK+NUOHkvU+fWQzyc1BNFRdZbsG9RZushw58vpIpuqub0Epf/nty/atJ0unVbRYnlaFE/TbnLbGQsuncvRdl7i+1UK9Z45txa1rZ1B04xydx6NWX52zlj3W913OHd9uuvU9Fy1VrHNWuVoaWfvXso/Z91302x/rRwk9kRE5u4mi62eZfxudzxW22EJbffBNqjgJiL5RdfnMbitD1+3iqZ22JLK+oVVZnMXz32Lfpim/xfNieuluqb1h7a7lkfW7I9VDSyhnnduHszqPq2eC72AxbTXJYv7lQ3ZdVZ7KVnvepjOl+mrhh5t5J5HLMOnXa3i1ZXkkantYp43IY976yqvWV04e2oCKosvUw/blGHEfF7WPGmvMaF9IcZIeGJDgIHaVBOoC4mWbUXXkI1ye/RVcHPX7uDH691A2+n9H9YhfR93QXyRp+gKa9HunoXpd71dQOva3cWPs7yBLxGnKf0XBuh8hcWs9idNlkoyb1K8bKmWI6YOsmjNY3o2847jG/q1vNImktDeW2e8Jb+SqD140wlJIhxkkD1qMQ30vi2O3yr4vFIwrjedDu1dZ/2tmn1Cf13hV39LY1VLc+taQXrFUX8q9eAA380/aOFa6rHN7rc/b0uTUqWt8iuOtriLf5g77PSfHkMa55g19b0orWgafHKgmCcm33wCW3sxi+kp7Rbb0Zqa9BtdYVYCss4fst3j6DY9Wz9Qrc3qdTk+GM88eZB/SUyXd5MmzPll04yx1a/7V9RB50mt9wXH5rUs2TjQP6PtKWiZc56Jz0jmof184udPGsz5Iq1f/NHeobdQG+ri0jqtLcuzc9J2mK5mHOZeds3Hi5ha3CEoTz1lzo37jd+boVtOv1f8Up3GjOfPovnVWby1VLihNhHOcxrHaXmNZ81OM5cU4RvVh61OHN1m85lrdhCi6fg6nj27B+ZM7bC7QGNX1vnX1tJ2DPtyt/JrfNG/p+1Ea83U8vnh6l+nUd6Y0jqVLddVH0e2bbKyn5liNb33rSW2rp8Pg3OTJkxcvfS+ePHnpt/LzJE8Kd4ZC75THqVNkp669EcWtzbhQXoMtWTew+Nw1LLpcisV5DZif14wZOU321Gn21WbMz6/DwuxSLL9ciM05N3GisAiFDQ1o7mxHrLMF0fZqRGlc7Z31BB3nCJ1klcv9OPdjdGzlzKKjOtjyHOTQ66OXdqy6injJiDJOjrDiLa6Tzgzj9UV++4K9QyJcCIBQej1lcLC2cukYH2u+bR8BtfJlJLXPcH3gVgbb/UbL9IV1c2Gp4cqXvA4KC+shUuK+5G/Ou9IyXsftrHcXz8E59knnXstoM5+VxWM5EOZEsI5KH2/Rssg8Z+pSuI6trkyr81UZ+ohnO8/N8oS6VC/XDpY+LFdxVpbqH7aN9q0c6lAaOye1N3V1REqC9F36XVRpsg11DbSvMOmIMb/KUl7VycKZx8hMWE6yvdQOYTlqe7v+yhfW0cKVT2GEOa08Nzt3xrt0dqeadbTrrnzcd+Vb24bHqpddvwcWPLdoIduQBKr5DNqvrUDB9neQOfNvkTOBhGjc76F87L9G9eh/hioSJpGmkpG/gdtj/xVuTPg9ZE/4T8ic9t9RtP6HiGdNRlcTiU9UHyMuYjvpqZz6RdC26KxjXypmm6p/imQTnZyDSCT0raGuBPuF5iM6yXLqrd15PdU3zelV+wtse/UPa3ddB8Kui64d4xurryavtXS4vmPjgX3FxiS3bkxZWvYBN06tXRiXYB71f8tLSL9+Y6kPOwfLeXPb2cj+WQYtt6/f9l3JPmlPk/UUVU+HtCS6nobp8wJ6Oqbvw0GL3ugcWYbmLf1mztXN9T8bW2Hd7NwZZ32N6dSn1V81VtR3dT5u/Ctc56x+rb6rcRJpLLQ8Fq/yFK5zYl6lVZlWdli+2tjGn/Ry3+lVOa69VS+1lfLbnMJyFN6usnTMODsP6WPdFK7ztfmR5WgMau6xeqi9w/Y1va4+TK+6q3wbyyqP4aqb6VGZLn9YntUxnBtsblH9GWfhSsv8Ln1fwNnGdHGePHl5WMSTJy/9Vn6+T56ckXDxNKIkT22JZrR0xlARi+NSZR32XivFptxirCZJWppVjoWXyzE/swyLssuxLJvhWYXYlleIk7fLcL2uHtWRZjRGGtAeqydxqrQf/torUnI0WLZ+86R32PUESj8GVv1l8GXoVW8Z87iOCedwycA6IyqDak6zjDMNrcXp3BUvQxe2hXNarC2Y1rbMr3wuXvmdI2JOA8NMl+obpjVjHuYxUI9zTAQrV06BwqlDsHPi1s5J+6qLdFCnOQbcNyfQxYV6DUrDcFcfe2pHSJ/SRxoK7NjVUXldmVZGqNeF9aiT9LmyUstMKTsJHqu9rI2Yz0A9Fk4YseLWlWXnJJ1yjpRPZYVluza2c9C+0rGectLs+oY6TDfj3LlYeWF9VJ4rX3VXntQ+o/My3dJFGCHj1tXftbHTrTxO14MJnoNWzIxcR1fzOcSLNqLm0AfInv81XBj/h8ga+3vIH/t/IH/07+DquH+D3HH/HhfH/iecmfBHuDjz73Br4wuIZs1AV8tx6spn28qBFrkRAdcYux2SHfYxEiR7ChsptycLIlLB0xb2TT0Biaof6OZCMH56XGe2sfaly64Xr6VdYwddC10XzQ+Ms7w65n4n5wrrS+E4d3oFc6yli/ktLuxvNs5DZ9+OGa+nP3o1VSRPT630DTe9Khs8uamwj1yvXTYdU8a9jxkTP8KxfevtCZORRZLHzgQdez3dsvQsT7qtfqw7z0HlaGt9i1uVrf6lc9B4VV3duSqP7TNONxicDuvDDHNzis4j2Xe5b3OM0kgHy3PnbG3CMG2N6FBHsl3DrcVxa2HUZemlNzw2/cyndNbWCmd5KsNuRLi2DXXouPe4cmmVz/S5cG6l19VV4TpHI2iMt3BCedUm1m5hvU1HqCe53wdwtjFdXLdd7A5z6T158tKfxJMnL/1W+po86ZstyqdXTCw98ztDoVd0ErEaEqh6NEebUBeLoDzSjiu1TTh1uxJ7rxRjW24RtpBIbcq9bdhx9TaO3ipHdnU9StoiaErE0d7Zjmi8yZasTegjs/Y6TTdkGOVoyZkxR54wh4pGU0Zbjo/uVjoDqycJ5hS4vEovXaGT4ByJ4JyJsD20TTon0s0459CbLkE6uE0eq3yVGW4N1OXqbpCBV1qVkRJnx0xv7arjVN2hLtsn7LxJMqw+oR4H55jYkxXtExbn8lKv7horLNkG0h22UdJRUp6wzNQ623HqvotjWrWN8rs2tXalXitX8aE+pU06TionhNWH8XZe0h06fMl0zCd9dl15LJhDxTBXf3PKVI6cMOpzDpe1U6/zsH4R6re6uvqpDB6rjnYtFSZo36WRjgcWOhe2T4Tt0UaHte0q0HQaiZINaM2ehJqDr6NgzXeQPe8vkDn7T3Bpxp/g4qy/QvaSR1Cw5RXUnh6PaMFadsFjQEsm9d1ge5AoxdnWcbaPbqiwHLWZyIaeuNi8IgIVEhCba0iq7FVZXjNr5/D6WN8I29n6BOGun+lVnM4jvA527bQfXh/X1ywsJb3pV58i1L+sr0uP4kI9lk/Xn3WwcSQdmvs03xAiRPYqn6s/w/S6mV6R0+uhZcXZ9uqnCKLi7LdyyqMt89i8RJ1uPrFzVB1YZvJ8VH+FicDr3FV/pdP5K29YT23tXJjWxp3yh3pMV5je8jC9IzIujekhVKbO1eqgPGoD6Ug9Duvg2tPaTWl6hbnyknFOl4P0KR11u3Fu9VMY4yxNeOPC6XI6rB+E527HyhOW6W6iKK21Bbeu7sn+xLR9AWcb08V58uTlYRFPnrz0W+lL8iSHQb9XAAlUD/IUEigzYnKM4nWIxRoQiTejraMdDbEoylvbUFDfhKs1DcgTahuQW1OPa/X19opfTawNTfE2tMaajXzFo3V0PFRHlUdj00bnQK/9qNy4nF0RJRlP1ZNOkM6BToQZTdZDBtkZUjkA5ogoPHQUko6LjKvOVXVPRZjPnCulkdFWPulUem15nHQQwnx2HO47PYLlU3wYntQTOgNm3BXPY+dcuDzaSq+2qo+D0rl8rhxLL4Txri1UVrKuDDenJcxjaQi768ut6RPCeMtDuDrbcRindKa3Vx5XD3M+U8+HUFrT4do3DHfnafsMV36RYG3ddTInW+HKp3LDcIUJKkdt4uItLNRr5euY+7YVmF9pXb9Ixil9uG/n586B6exYdVfbS7fSPHBQ35FDr6e5cpA5FtrygYaTQN1eJMrWovXKLNRfGIvasyNRc4q4OBH1Vxah7dZGJCoOAI3ngFbmab1OfUVsH40ntV1KO9EJtlUKOVaDeSUgHpp3XLvatdM115bziO2H109pdH3sFTGmlT67JuF1t77DY7teyhNeDxcmKL+lV5zSWTnUkeA8Eqa3uqTkS62XhQmsc9BHg7KVRv1TvxXUkykXHxCtIDyhp0xGVB05EdHhcVh/105WD4al1iNZz7DuCrP9MJ+re496hvWyeiq9dCs8hKUTwnTaunxWVnisdGo3u0mRosvV1dXHlWu6uE0N7zGnKa/2Qx22z3Abe06HdBM6N3fuKl9p7FyVLxGOO6VVGoVLv3RJTxju6mE6w2Mrs4/gbGO6OE+evDws4smTl34rfUmegolfxElpZAAJ5k99+hQ4FnKQakiAao1ExRItiHZEEEm0oyUWQWO0DfXRVpKqFhKmZrQmmkm0mhAhYWqPVCOm30Jo5SkRJxoZ6OlTK42okScZYtVB8XL6gqcazqDKmJpjobqERtXCwnM0QxqmM8fe6hwYdGfIzeByKwenhw7GW1oeW7xL5yBdicAh6x2XWieL475zEMxJkF6Fh3GWJ8xndQrrYHV0+VLikuUx3J64cD95fopXeqV16Vw5Avd1d1tP2ZTW0Cte7Wvnn+j5lEYIrntQf9fGVnduHfkRkvqUR2VQlzlGClMdQl12rDozTCRPadw5unNyedy5Wf3C+iTjVQfpZDlK59K4dnbXxJ2LK8PpUD7Xxk6f1UXlMs7qrnxK+8CB/YljtKNdEAngebXfIhHKsyXM0Upi1EIi1XSMJOkoUHuI+zxuu4Su1qwgXeQG9ZA02at6bCd9UyckPzYe1W5sU1sUQONWT504ZxjRUBuyHta2TGP9inOMdBhpVTjjFad21tOaZFrFC8ofXh+7dmEeSyf9CguPTX+YPtkPpEtlOIT5BLvOzKM0pk8I06l86VGcdFk/CMPUX5NpmEf93urBY/tdH7d204D7li9VH7fJ66N0yiPCpf2wDpZGx0xjx9za+SiPO1/qsuMwnx2rLOVl2dburuywbq6NkmmVxukKy7GtK9uBYaZHelPiXF6ro2tDpUtTJ5cnmVfxyhfWy/Jy3+oQxqsfWFxYV3e9FG9lKn1YlmtP2/YRnG1MF+fJk5eHRTx58tJvpW/JkwxdgLuSJxkKHusVFS0xG49UIkEnLRGrJfREqR4xkSQ6bdFYDfdJltqrENf3gvQ0ScSIhkUEzOqib6BQj0FkieHudwb2w3ORNTNOOnbldxtcc77oXCjcjG2Y1gxrmNbyKF4GXcfMY4Y7NMwWF+q0c3RxMuBhfFKfDLjilF76FMd0lkZQvNJJB7fubqm9Wshjq7egNIL0EE6HOyeRHXMYwmODy6N95tGP0l2dFd6jriqPW9snFGd1ZbjgdFm5hDmFqhfjLK32lVfpwn3psrJ4rHgrm0TO8iourJert2sfcygZZ3Vx+lQHhlk5DLM4t6845ddxCKu7S8Ntsi6CynXpXbrUY5UdwtIz3PLzWM6rEYFQl9WZsDKU94EFz19PiTm+9HpZXK/uxXRduG0v4Hi7xu01nud1Xp/rto92kqX2m+hs00p3JFp6RS+h6xj0jaDfq53UtmpHtVcZiQ/7Icdpcpl3tS/bVunVvu76B3MM9Whf10bpEpoTAvKufO6aWVncCtafdE7hNdOxpZPeMI10KN50pOTtrndQnqXl1v1uKNknCDsOt0n9bhuej1YYtHjpVPowv/XPrmCBFIVrTAimU/mpx7ZhWUqjPDZ3sQ1UbmodXXnKY+ervMqjfYXrBkrKsSGsq8uTWqYdq+1YntKp3r3P3eYqdxyGOUivS2flphwLplf7PBeVq/JsXOlY6cM62r7ypZRtdQ7TWR5uLR31OFhbMk3yvJRf0D51mM4+hLON6eI8efLysIgnT176rfQdeRLccTdSDYRBhs6RKm3lNIWvseh3DkKXvfsv48p9lt2lBSBkbEKDbY5dGx0A1U2LRVh6OhBa7UpPtUTMpEev7UmvdCRErHQcGktuzRgrLqybOSyOUMiwKg/Dk+evuocw54ThzplwBtvpM0IQhpthV/rQATBdoV6F26tGqXlZB8uvNIxXGQqzekifoDiB+/ZD6DBcYSpDeSyd8qtc6U6B1UPnx3hXjhEflcFt0skI9Tnnw7WDtZXqqDIVzq3yKq302XViuKuPhYf6DGG88qn+qc6dyrYydF6qv/Qqr+rIcOdYmaMU1sfKURruCy5Nsj5hXSyfwsK0pi9FVxKKU7lhXayuqrP2Fe/qw30LpzOaWoblU9wDjHirVmgjWdIHRBM6d4ZrX+B414p8ne3qB1qkge3VyTbg1j5SzTitfil0MI2NZ41H3fTg3GLQjQ45ihrDKlNtK4TXWavxdZC02dMmQfMA62Bj1F1D5rPrpPzhNVCcxeu68Nius9PPY7u+qdefaV1fc9dZ8dYnuHVp3fVXP1OctZPTKV1hWttPKceNC9XRFq1gvH5/4/q5trqR4eIE06F91UdQWSzfdKXotPMXEdKWSJ4789qYVT7pYnrr54pTGPNIR7K+KXmtDuG5Wv4Q7lysLMZpX/rsPJQm9ZxdOaGe5DXjvsazO3bnprraNWS8q59dB+6r3kpv8wDjbZER6WH+pB7lC/O6c3Xlu+vqromdl0OY3q4/t+5cPyvuav8MKqdnWS69J09e+pN48uSl30rfkifBhfVE0khQV6BPhouQ4RMUHxoz0FGCHC46ZZDzpleGZGyUV3F0tswom0MmncqjfTnf0iMHSM5ZYLhVVxlHGdCkUVVZDqaLYYy382I5MsjmIPHYjLPiQyTjmN7pUJgg3XIqXJzTZeestNKhLeOdA6Q4q5fSyBEKdTrHI1m2C3dw4ao3t6aL4XIWXB0UdkcepQnjlc/V2Zwglan8TlcIO58w3NXZ9DCvOT7KyzTSY3HSy21qWpf+jnDp5tbptjpIF/etXVxe5VOeML2di+rErWs/0xmW4eLMiWR6SxPmsfMK01p52ioszGvpVE547OprdVF+lzeExYVwulLjHzyo/YiEzllOt16LC66x2iAgPLpOdPDo5OnjsfrtkoWpfUSiOB8kYrym1BXcyAjGp7u5Yb9z0jilTvU9u7bWbmpvXrOQqNmNE9Oh/hFcS4OuG7dq82TfcfVnnPRZmNKyDIXbdUyeY3daq0PYhywsRb/T26NvyLlnnNXblWvnHdzsMF3UqQVZ7OZNSrirk+lRecrHtDZHKVzpeWzjWPXlcY88DLfz4bHKNWKh8kSIlEc6FSe92mca5bcnO6p3eGxxoc6kXh6nlmX5nD6lYbk6tvNQuPKoTOVxerUN07gyLG+oW3HqQ4q3clL1cN/agemT9QvTuzw2T3Wx3/HY9IZpTR/PT/HufBxR07FtlYdQPax+YTpDqKsv0Nvu9QTPy9AdlrSVsq2EJ09e+oN48uSl38od5KmzjUa73pYVN0fISE7qxK8wTvBmzNykL+PmDEKwn0qm7BtMoVEIEOQ1fSI+SWNCoyjSlATJU1SGlPuOQBmCco08hTpdvbrryXqb7gBmJB8EpDgEHh7/uHDjLRybPY4d0qV180I3usdnOrg+n6rjXnBl/iPijnGarp6c/9KEpUeqjlS9Dx+MNKUJ74FPMU/+Y8z93f0+He68zsmxwvEgdJOnJhrpGOmSCJQnT14eLPHkyUu/lT4lT/abiFLuC0GYiFMAGYRUiPgITq8zKHLSRJaEO4mTK7NT29DQJMGw7no6falhHh4enwSp48zGWnJsuXH1s+HmgCBvKllKRer8kl7PnXDpP09IV8/7RTr9Hg8S3PhJF5fuOrv0zpZ58uSlP4gnT176rfQteSLRIRx56iQceUrEKwNQr9BNptKRKJElR8IcEQvKUnqhw14LCvYdFN+tIxUu3MPD45MgGGsatwGSY8zmgxB67U5Pd1ORHHM9x28wb+jVOUea0s0tLu/dkJrWw+PzC2ev0sWl688uvSdPXvqTePLkpd/Kz+fJk7vjLALV/eSpmzxVJwlUDxLFdEEZgXEJ8gc6AogwBXkSRp6c7iC+d/5uuHAPD49PAo2lDpKmeCJAMN7k2GleIAlqF6rDLecEg5srNHY1D5RwXBYTuhmieJEnR6A+LXESUtN7eHx+4Wxjurh0/dml9+TJS38ST5689Fv5efzmSQjCgviA+ASkR3odul/hC8iTI1ABtN/zyVIqdDfckSYH5UutQ4DUunt4eHwSaCxpfGmcxW2sadzJsdNCMkR7LclQCH1I1xEpzhfB+C2l81dMAlZE6NVbziN3JU+9x2w6KF3vucjD4/MJZ8fSxfXs0wFcek+evPQn8eTJS7+VvidPqWkDOKNgJEnbcN8Zim49KXBxSaSWR7IUdwStG3cr38PD49MhGGfu1VttOf5sHIo81Rh56mqvM4hAdUVFpMIVOjU+SZ5EmjqMQOm3ixqbmkuC+eOTkyeXJjWvC/Pw+HzC2al0cXf27e70zt558uSlP4gnT176rfQteXJplCd9vgAuXvupaVLRO70Ld4bnbkjV4eHhcd/o8VsmN14dgUqHwPG7+9zgdKSOZ6H3GE6FS9Ndfs+8Hh6fP7j+ny7uzr7dnd6TJy/9STx58tJvpe/IUxhnv32oCuGOBcYnHTGBxsP2nSHphdT0qXmSK/Glons1vu563s1R8/Dw+JnQ75faOIZbq7klIjy2j1FzjLnfMyVfywueLnXEw987cszZ3KFX+fRKn3utL+14dOP2bnDp3HgWUvN7eHz+4Gxjurg7+3Z3ek+evPQn8eTJS7+VO8hTVxs6Ew0kT8Gd5DsdniCsJ3kKYHEiTRE5TUQPAsX4HmSIxqP31u2nRRhvRCmVNN2LODn0dtg8PDzuCY1ZkabWWoLkR0QqSZ6K0RW/zXniFjoShcTtACRStlAEx5ueRAW/h6oLYOSJOu4Yi27cujHskJpG8OTJ48FBt028G3r28aQdZf8OfgMs8lRH8tTsyZOXB1Y8efLSj6U3eWq3u12auDtjNZy36fTE6PRwQg+g/RDuy+wOFi4nKQXJ9IpPBZ2hO7ZuPx1cPI1ND7jw1LyuzFSk6vLw8Lg3OGba9dRIv2Xi1sazwjnO4nT89JQpUdILZSRVGpNKp/TM65CcR3qNxbgbtyljOBmWCpe3V34Pj88jkjaxF6xvp/T1HnGVHD8iTQJtb6IeXZ0tZpeBBC11B+2z7LQnT14eDPHkyUs/Fk3EKQSqK8HdKAlUhGjjYSuDOYHrDtjPBU1pwu4Gpb0b0qX38PC4byQ47jX+tU2Gh+Ot8x6wdMqjvCHuNock03t4PASw/u4QhiVcfAvJUivtLrcaO50R2uRYYJdpn7u6Anjy5OVBEU+evHjx4sWLFy9evHjx4uVnCvD/A3pJbzid1ayVAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": { | |
"image/png": { | |
"width": 700 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/gini.PNG',width=700)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"왼쪽 그림의 지니계수는 \n", | |
"$$ 1 - [(\\frac{7}{12})^2(파랑/왼쪽 \\ 개수) + (\\frac{5}{10})^2(파랑/오른쪽 \\ 개수)] = 0.4097 $$\n", | |
"우측 그림의 지니계수는\n", | |
"$$ 1 - [(\\frac{0}{10})^2(주황/왼쪽 \\ 개수) + (\\frac{9}{11})^2(주황/오른쪽 \\ 개수)] = 0.4097 $$\n", | |
"\n", | |
"**주황을 고르냐 파랑을 고르냐는 둘 다 해봤을 때 큰 값을 1에서 빼주면 된다.**\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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