From 95b219fdda6aab22fe86085747d0b06a16f103f8 Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 1 Oct 2024 05:54:46 +0000 Subject: [PATCH 01/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week1=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week1.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week1/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week1.ipynb" diff --git "a/week1/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week1.ipynb" "b/week1/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week1.ipynb" new file mode 100644 index 0000000..183aa2d --- /dev/null +++ "b/week1/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyM8D38WPYzbQmOnWjGpoGQ9"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Chapter02 데이터 다루기**\n","\n","> **머신러닝**\n","\n","\n"],"metadata":{"id":"P_HKxMtcuMnD"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"v3-BDXedtVMz","executionInfo":{"status":"ok","timestamp":1727750906276,"user_tz":-540,"elapsed":855,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b08b0177-cd8e-4404-c412-1a9a797bbbeb"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["#사용할 물고기 데이터\n","fish_length = [25.4, 26.3, 26.5, 29.0, 29.0, 29.7, 29.7, 30.0, 30.0, 30.7, 31.0, 31.0,\n"," 31.5, 32.0, 32.0, 32.0, 33.0, 33.0, 33.5, 33.5, 34.0, 34.0, 34.5, 35.0,\n"," 35.0, 35.0, 35.0, 36.0, 36.0, 37.0, 38.5, 38.5, 39.5, 41.0, 41.0, 9.8,\n"," 10.5, 10.6, 11.0, 11.2, 11.3, 11.8, 11.8, 12.0, 12.2, 12.4, 13.0, 14.3, 15.0]\n","fish_weight = [242.0, 290.0, 340.0, 363.0, 430.0, 450.0, 500.0, 390.0, 450.0, 500.0, 475.0, 500.0,\n"," 500.0, 340.0, 600.0, 600.0, 700.0, 700.0, 610.0, 650.0, 575.0, 685.0, 620.0, 680.0,\n"," 700.0, 725.0, 720.0, 714.0, 850.0, 1000.0, 920.0, 955.0, 925.0, 975.0, 950.0, 6.7,\n"," 7.5, 7.0, 9.7, 9.8, 8.7, 10.0, 9.9, 9.8, 12.2, 13.4, 12.2, 19.7, 19.9]\n","\n","#그래프로 표시해보기\n","import matplotlib.pyplot as plt\n","\n","plt.scatter(fish_length, fish_weight)\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"]},{"cell_type":"code","source":["#sample\n","fish_data = [[l, w] for l, w in zip(fish_length, fish_weight)]\n","\n","#정답(1:도미, 0:빙어)\n","fish_target = [1] * 35 + [0] * 14\n","\n","#지도학습 K-최근접이웃\n","from sklearn.neighbors import KNeighborsClassifier\n","\n","kn = KNeighborsClassifier()\n","\n","kn.fit(fish_data, fish_target)\n","\n","kn.score(fish_data, fish_target)\n","\n","kn.predict([[30, 600]])\n","\n","#array([1]) 반환"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bG4RwrxW-pv0","executionInfo":{"status":"ok","timestamp":1727751225226,"user_tz":-540,"elapsed":17,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"66b783b8-e93e-4836-fd65-a3971225a257"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1])"]},"metadata":{},"execution_count":6}]},{"cell_type":"markdown","source":["\n","\n","> **훈련데이터(훈련세트 + 테스트세트)**\n","\n","* 훈련데이터 안에서 일부분은 `테스트 세트`로 남겨두기\n","* 이때 `샘플링 편향` 주의\n","* `numpy`의 random을 사용하여 데이터를 섞음"],"metadata":{"id":"6SsrEK24AFcn"}},{"cell_type":"code","source":["import numpy as np\n","\n","input_arr = np.array(fish_data)\n","target_arr = np.array(fish_target)\n","\n","#49개 길이(0~48)의 array\n","index = np.arange(49)\n","\n","#랜덤섞기\n","np.random.shuffle(index)\n","\n","train_input = input_arr[index[:35]]\n","train_target = target_arr[index[:35]]\n","\n","test_input = input_arr[index[35:]]\n","test_target = target_arr[index[35:]]\n","\n","#======================================\n","import matplotlib.pyplot as plt\n","\n","#plt.scatter(훈련set[전체, 0번째 인덱스(x축)], 훈련set[전체, 1번째 인덱스(y축)]\n","plt.scatter(train_input[:, 0], train_input[:, 1])\n","plt.scatter(test_input[:, 0], test_input[:, 1])\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"DfThizhs-0gN","executionInfo":{"status":"ok","timestamp":1727752310885,"user_tz":-540,"elapsed":980,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f48bc2af-1d5b-4dd3-b8d7-e5cf16222065"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#numpy로 데이터 준비\n","import numpy as np\n","\n","#이차원 배열로 물고기의 길이와 무게를 저장\n","fish_data = np.column_stack((fish_length, fish_weight))\n","\n","#정답배열 생성\n","fish_target = np. concatenate((np.ones(35), np.zeros(14)))\n","\n","#사이킷런으로 데이터 나누기\n","from sklearn.model_selection import train_test_split\n","\n","#훈련셋과 테스트셋 생성\n","train_input, test_input, train_target, test_target = train_test_split(fish_data, fish_target, stratify=fish_target, random_state=42)\n","\n","#============예측하기==========================\n","\n","from sklearn.neighbors import KNeighborsClassifier\n","\n","kn = KNeighborsClassifier()\n","kn.fit(train_input, train_target)\n","kn.score(test_input, test_target)\n","\n","print(kn.predict([[25, 150]]))\n","#=> 0 : 빙어(오답)\n","#Why? x와 y의 스케일 차이!\n","\n","distances, indexes = kn.kneighbors([[24, 150]])\n","\n","plt.scatter(train_input[:, 0], train_input[:, 1])\n","plt.scatter(24, 150, marker='^')\n","plt.scatter(train_input[indexes, 0], train_input[indexes, 1], marker='D')\n","\n","#스케일 조정 해보기\n","plt.xlim((0, 1000))\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()\n",""],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"D5HhR6mWDjsn","executionInfo":{"status":"ok","timestamp":1727755805346,"user_tz":-540,"elapsed":756,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a004cead-602b-4984-b6ce-b838c636f7b4"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.]\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#표준 점수로 바꾸기\n","\n","#평균 구하기 (axis = 0 : 행을 따라 계산)\n","mean = np.mean(train_input, axis=0)\n","\n","#표준편차 구하기\n","std = np.std(train_input, axis=0)\n","\n","#각 행마다 빼기 연산 진행(numpy broadcasting)\n","train_scaled = (train_input - mean) / std\n","\n","new = ([24, 150] - mean) / std\n","\n","#눈으로 봤을 때는 동일한 위치\n","plt.scatter(train_scaled[:, 0], train_scaled[:, 1])\n","plt.scatter(new[0], new[1], marker='^')\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"AsVl0CxcQdIK","executionInfo":{"status":"ok","timestamp":1727755658436,"user_tz":-540,"elapsed":720,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5f2f3c55-21bb-43d4-c3d2-7842906846a4"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> **전처리 데이터에서 모델 훈련**\n","\n","\n","`전처리` : 입력 데이터를 머신러닝 모델이 사용할 수 있도록 적절히 가공하는 것"],"metadata":{"id":"Dx1L8O_RRa9G"}},{"cell_type":"code","source":["kn.fit(train_scaled, train_target)\n","\n","test_scaled = (test_input - mean) / std\n","kn.score(test_scaled, test_target)\n","\n","print(kn.predict([new]))\n","#=> 1 : 도미(정답)\n","\n","distances, indexes = kn.kneighbors([new])\n","\n","plt.scatter(train_scaled[:, 0], train_scaled[:, 1])\n","plt.scatter(new[0], new[1], marker='^')\n","plt.scatter(train_scaled[indexes, 0], train_scaled[indexes, 1], marker='D')\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"xF0sCS_eQ1NT","executionInfo":{"status":"ok","timestamp":1727755786113,"user_tz":-540,"elapsed":466,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"07e0294b-0c35-4eec-ec56-d57eff1bfbcc"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["[1.]\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} \ No newline at end of file From 451d1e744e178c9d23c9bd7820dfc1bfbbafbfab Mon Sep 17 00:00:00 2001 From: moon0727 Date: Mon, 7 Oct 2024 07:37:45 +0000 Subject: [PATCH 02/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week2=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" diff --git "a/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" "b/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" new file mode 100644 index 0000000..4027ab6 --- /dev/null +++ "b/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNkiTW6xrVpBOD9IOOOveVN"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q.농어의 무게 예측**"],"metadata":{"id":"6LomZBCK5ij5"}},{"cell_type":"code","execution_count":4,"metadata":{"id":"JkiOCIKCeyej","executionInfo":{"status":"ok","timestamp":1728281139740,"user_tz":-540,"elapsed":331,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import numpy as np\n","\n","#데이터 준비\n","perch_length = np.array(\n"," [8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0,\n"," 21.0, 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5,\n"," 22.5, 22.7, 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5,\n"," 27.3, 27.5, 27.5, 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0,\n"," 36.5, 36.0, 37.0, 37.0, 39.0, 39.0, 39.0, 40.0, 40.0, 40.0,\n"," 40.0, 42.0, 43.0, 43.0, 43.5, 44.0]\n"," )\n","perch_weight = np.array(\n"," [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n"," 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n"," 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n"," 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n"," 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n"," 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n"," 1000.0, 1000.0]\n"," )"]},{"cell_type":"markdown","source":["**Case1. 농어의 길이만 사용**\n"],"metadata":{"id":"WG_0xExCzvJN"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.scatter(perch_length, perch_weight)\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"id":"zzrkqHjgz5Q5","colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"status":"ok","timestamp":1728281141707,"user_tz":-540,"elapsed":402,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"34cff758-7627-4fc9-d010-81c76e04a59f"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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3XHHHZIkm82mefPm6eGHH9bAgQOVl5en+++/X7m5uZo0aZIkafDgwSoqKtLMmTO1cuVKnTp1SnPmzNGUKVOCWmEGAADiX1QHomeeeUb333+/fvzjH6u+vl65ubn693//dz3wwAO+Mvfee6+OHz+uWbNm6ciRIxozZozKysqUkvLVTp0vv/yy5syZo3HjxikhIUGTJ0/W8uXLzWgSAACIQlG9D1G0YB8iAABiTyjf31E9hwgAAKAzEIgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDldTG7AgAAdJZmj6HtNQ2qP9qorNQUjcrLUGKCLWLlEbsIRAAASyirqlVJabVqXY2+azn2FC2ZmK+iITntLo/YxpAZACDulVXVavbanX7hRpKcrkbNXrtTZVW17SqP2EcgAgDEtWaPoZLSahkB7nmvlZRWq9ljhFUe8YEhMwBAXNte09Cip+dshqRaV6PWvFOj3qnJ+uJoU1Dlt9c0qKB/ZuQrDFMQiAAAca3+aOvh5mwPvflRh3wuYgNDZgCAuJaVmtIhn9u7R3KHfC7MQSACAMS1UXkZyrGnKOKL5Vl9H1cIRACAuJaYYNOSifmSIpthvjjWFMFPg9kIRACAuFc0JEcrpg2Xwx654bOOGoqDOZhUDQCwhKIhOboh3+HbefqLo00hT6SWzvQyOexndq1G/CAQAQAsIzHB5lsq3+wx9OLWGjldjQH3HArEO+S2ZGI+R3jEGYbMAACWdL65Rd7f07t39bvusKdoxbThHN0Rh+ghAgBYlndu0blnljn+eWbZ2UNsHO4a32yGYbD3eBvcbrfsdrtcLpfS0tLMrg4AIMI41T4+hfL9TQ8RAMDyzp5bZAYCmfkIRAAAmKisqrbFkF3OP4fsmKvUeZhUDQCAScqqajV77c4Wh8k6XY2avXanyqpqTaqZ9RCIAAAwQbPHUElpdcAl/95rJaXVavYw1bczEIgAADDB9pqGFj1DZzMk1boatb2mofMqZWEEIgAATFB/tPUwFE45tA+BCAAAEwR7FhpnpnUOAhEAACYYlZehHHtKi12yvWw6s9qMM9M6B4EIAAATBHN0CGemdR4CEQAAJvEeHeKw+w+LcWZa52NjRgAATFQ0JIcz06IAgQgAAJOZfXQIGDIDAAAgEAEAAIQViB588EGdOHGixfV//OMfevDBB9tdKQAAgM5kMwwj5ENSEhMTVVtbq6ysLL/rhw8fVlZWlpqbmyNWwWjgdrtlt9vlcrmUlpZmdnUAAEAQQvn+DquHyDAM2WwtZ79/8MEHyshgAykAABBbQgpEvXr1UkZGhmw2mwYNGqSMjAzfy26364YbbtB3v/vdiFbws88+07Rp05SZmalu3bpp6NCheu+993z3DcPQAw88oJycHHXr1k2FhYXat2+f32c0NDRo6tSpSktLU3p6umbMmKFjx45FtJ4AACB2hbTs/qmnnpJhGLrjjjtUUlIiu93uu5eUlKSLLrpIBQUFEavcl19+qauvvlrXXXed/vCHP6hPnz7at2+fevXq5SuzbNkyLV++XC+99JLy8vJ0//33a/z48aqurlZKypmNrqZOnara2lpt2LBBp06d0g9/+EPNmjVL69ati1hdAQBA7AprDlF5ebmuuuoqde3atSPq5LNo0SK98847+r//+7+A9w3DUG5uru6++24tWLBAkuRyuZSdna01a9ZoypQp+uijj5Sfn68dO3Zo5MiRkqSysjLdfPPN+vTTT5Wbm9vic5uamtTU1OT73e12q2/fvswhAgAghnT4HKKxY8cqMTFRH3/8sbZu3aotW7b4vSLljTfe0MiRI/Wd73xHWVlZuvzyy/XCCy/47tfU1MjpdKqwsNB3zW63a/To0aqoqJAkVVRUKD093ReGJKmwsFAJCQnatm1bwL+7dOlS2e1236tv374RaxMAAIg+Ye1U/e677+q2227TJ598onM7mGw2W8RWmf3tb3/TihUrNH/+fN13333asWOHfvKTnygpKUnTp0+X0+mUJGVnZ/u9Lzs723fP6XS2WA3XpUsXZWRk+Mqca/HixZo/f77vd28PEQAAiE9hBaIf/ehHGjlypN58803l5OQEXHEWCR6PRyNHjtQjjzwiSbr88stVVVWllStXavr06R3yNyUpOTlZycnJHfb5AAAguoQViPbt26ff//73GjBgQKTr4ycnJ0f5+fl+1wYPHqz/+Z//kSQ5HA5JUl1dnXJyvjoRuK6uTpdddpmvTH19vd9nnD59Wg0NDb73AwAAawtrDtHo0aP117/+NdJ1aeHqq6/W3r17/a59/PHHuvDCCyVJeXl5cjgc2rhxo+++2+3Wtm3bfKvdCgoKdOTIEVVWVvrKbNq0SR6PR6NHj+7wNgAAgOgXdA/Rhx9+6Pt57ty5uvvuu+V0OjV06NAWq82GDRsWkcrddddduuqqq/TII4/ou9/9rrZv365Vq1Zp1apVks7MV5o3b54efvhhDRw40LfsPjc3V5MmTZJ0pkepqKhIM2fO1MqVK3Xq1CnNmTNHU6ZMCbjCDAAAWE/Qy+4TEhJks9laTKL2fdA/70VyUrUkrV+/XosXL9a+ffuUl5en+fPna+bMmb77hmFoyZIlWrVqlY4cOaIxY8bo+eef16BBg3xlGhoaNGfOHJWWliohIUGTJ0/W8uXL1bNnz6DqwNEdAADEnlC+v4MORJ988knQFfAOacULAhEAALEnlO/voIfM4i3kAAAAeIW1yuyNN94IeN1msyklJUUDBgxQXl5euyoGAIAkNXsMba9pUP3RRmWlpmhUXoYSEzpmuxdYV1iBaNKkSQHnE509j2jMmDF67bXX/M4dAwAgFGVVtSoprVatq9F3LceeoiUT81U0JOc87wRCE9ay+w0bNuiKK67Qhg0b5HK55HK5tGHDBo0ePVrr16/Xli1bdPjwYd/5YgAAhKqsqlaz1+70C0OS5HQ1avbanSqrqjWpZohHYfUQ3XnnnVq1apWuuuoq37Vx48YpJSVFs2bN0p49e/TUU0/pjjvuiFhFAQDW0ewxVFJarUCrfgxJNkklpdW6Id/B8BkiIqweov379wecrZ2Wlqa//e1vkqSBAwfqiy++aF/tAACWtL2moUXP0NkMSbWuRm2vaei8SiGuhRWIRowYoXvuuUeHDh3yXTt06JDuvfdeXXHFFZLOHO/BgagAgHDUH209DIVTDmhLWENmv/71r3XLLbfoggsu8IWegwcP6utf/7pef/11SdKxY8f0s5/9LHI1BQBYRlZqSkTLAW0JKxBdfPHFqq6u1ltvvaWPP/7Yd+2GG25QQsKZTifv0RkAAIRqVF6GcuwpcroaA84jskly2M8swQciIeidqq2MnaoBoPN5V5lJ8gtF3inUK6YNZ+k9zqtDdqpevny5Zs2apZSUFC1fvvy8ZX/yk58E+7EAAARUNCRHK6YNb7EPkYN9iNABgu4hysvL03vvvafMzMzz7kJts9l8K83iBT1EAGAedqpGuDqkh6impibgzwAAdKTEBJsK+meaXQ3EubCW3XudPHlSe/fu1enTpyNVHwAAgE4XViA6ceKEZsyYoe7du+sb3/iGDhw4IEmaO3euHn300YhWEAAQG5o9hir2H9bruz5Txf7DavawZgexI6xAtHjxYn3wwQfavHmzUlK+2gOisLBQv/3tbyNWOQBAbCirqtWYxzbpey+8qztf2aXvvfCuxjy2ifPGEDPCCkSvvfaann32WY0ZM0Y221cT277xjW9o//79EascACD6cQgr4kFYgejQoUPKyspqcf348eN+AQkAEN/aOoRVOnMIK8NniHZhBaKRI0fqzTff9P3uDUEvvviiCgoKIlMzAEDU4xBWxIuwju545JFHdNNNN6m6ulqnT5/W008/rerqav35z39WeXl5pOsIAIhSHMKKeBFWD9GYMWP0wQcf6PTp0xo6dKjeeustZWVlqaKiQiNGjIh0HQEAUYpDWBEvwuohuv3223Xddddp0aJF6t+/f6TrBACIERzCingRVg9RUlKSli5dqkGDBqlv376aNm2aXnzxRe3bty/S9QMARLHEBJuWTMyX9NWhq17e35dMzOeoDUS9dp12/9lnn2nLli0qLy9XeXm5Pv74Y+Xk5OjTTz+NZB1Nx1lmAHB+ZVW1LQ5hzeEQVpisQ84yC6RXr17KzMxUr169lJ6eri5duqhPnz7t+UgAQAwqGpKjG/IdHMKKmBVWILrvvvu0efNmvf/++xo8eLDGjh2rRYsW6ZprrlGvXr0iXUcAQAzgEFbEsrCGzBISEtSnTx/ddddduvXWWzVo0KCOqFvUYMgMAIDY0+FDZu+//77Ky8u1efNm/fKXv1RSUpLGjh2ra6+9Vtdee23cByQAABBf2jWp2uuDDz7Qk08+qZdfflkej0fNzc2RqFvUoIcIAIDY0+E9RIZh6P3339fmzZu1efNmbd26VW63W8OGDdPYsWPDqjQAAIBZwgpEGRkZOnbsmC699FKNHTtWM2fO1De/+U2lp6dHuHoAAAAdL6xAtHbtWn3zm99k+AgAAMSFsALRhAkTIl0PAAAA04R1dAcAAEA8IRABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLi6lA9Oijj8pms2nevHm+a42NjSouLlZmZqZ69uypyZMnq66uzu99Bw4c0IQJE9S9e3dlZWXpnnvu0enTpzu59gAAIFrFTCDasWOHfvWrX2nYsGF+1++66y6Vlpbqd7/7ncrLy/X555/r1ltv9d1vbm7WhAkTdPLkSf35z3/WSy+9pDVr1uiBBx7o7CYAAIAoFROB6NixY5o6dapeeOEF9erVy3fd5XLp17/+tZ544gldf/31GjFihFavXq0///nPevfddyVJb731lqqrq7V27Vpddtlluummm/TQQw/pueee08mTJ81qEgAAiCIxEYiKi4s1YcIEFRYW+l2vrKzUqVOn/K5fcskl6tevnyoqKiRJFRUVGjp0qLKzs31lxo8fL7fbrT179gT8e01NTXK73X4vAAAQv7qYXYG2vPLKK9q5c6d27NjR4p7T6VRSUpLS09P9rmdnZ8vpdPrKnB2GvPe99wJZunSpSkpKIlB7AAAQC6K6h+jgwYO688479fLLLyslJaXT/u7ixYvlcrl8r4MHD3ba3wYAAJ0vqgNRZWWl6uvrNXz4cHXp0kVdunRReXm5li9fri5duig7O1snT57UkSNH/N5XV1cnh8MhSXI4HC1WnXl/95Y5V3JystLS0vxeAAAgfkV1IBo3bpx2796tXbt2+V4jR47U1KlTfT937dpVGzdu9L1n7969OnDggAoKCiRJBQUF2r17t+rr631lNmzYoLS0NOXn53d6mwAAQPSJ6jlEqampGjJkiN+1Hj16KDMz03d9xowZmj9/vjIyMpSWlqa5c+eqoKBAV155pSTpxhtvVH5+vr7//e9r2bJlcjqd+tnPfqbi4mIlJyd3epsAAED0iepAFIwnn3xSCQkJmjx5spqamjR+/Hg9//zzvvuJiYlav369Zs+erYKCAvXo0UPTp0/Xgw8+aGKtAQBANLEZhmGYXYlo53a7Zbfb5XK5mE8EAECMCOX7O6rnEAEAAHQGAhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALC8mD/tHgCsrNljaHtNg+qPNiorNUWj8jKUmGAzu1pAzCEQAUCMKquqVUlptWpdjb5rOfYULZmYr6IhOSbWDIg9DJkBQAwqq6rV7LU7/cKQJDldjZq9dqfKqmpNqhkQmwhEABBjmj2GSkqrZQS4571WUlqtZk+gEgACIRABQIzZXtPQomfobIakWlejttc0dF6lgBhHIAKAGFN/tPUwFE45AAQiAIg5WakpES0HgFVmABCySC11D/dzRuVlKMeeIqerMeA8Ipskh/3M5wEIDoEIAEIQqaXu7fmcxASblkzM1+y1O2WT/EKRN04tmZjPfkRACBgyA4AgRWqpeyQ+p2hIjlZMGy6H3X9YzGFP0Yppw9mHCAiRzTAM1mW2we12y263y+VyKS0tzezqADBBs8fQmMc2tbq6yztMtXXh9eftmYnU55z9eexUDQQWyvc3Q2YAEIRQlroX9M/s8M/xSkywBVUOwPkxZAYAQYjUUneWzAPRiUAEAEGI1FJ3lswD0YlABABB8C51b212jk1nVom1tdQ9Up8DILIIRAAQBO9Sd0ktwkwoS90j9TkAIotABABBitRSd5bMA9GHZfdBYNk9gLOdvdS9d49kySZ9cawp5GXvLJkHOhbL7gGgA3mXupdV1WrB7z8Ie9dqlswD0YMhMwAIQ6R2rQYQHQhEABCiZo+hktLqgAerGv98lZRWq9nDjAQgVhCIACBEbe02LX212zSA2MAcIgAIkdMd3C7SW/96iAnTQIwgEAFAiBqONQVV7rm39/t+DmWyNYDOx5AZAIQoo0dSyO9hsjUQ3QhEABCicM4Z806vZrI1EJ0IRAAQqjCnAhlisjUQrQhEABCiL4KcQ9Sa+qPBTcoG0HkIRAAQonCGzCL5fgCRRyACgBCNystQjj0l5JEzm86sNhuVl9ER1QLQDgQiAFGl2WOoYv9hvb7rM1XsPxyVE5ATE2xaMjFfUvDTibzllkzMZz8iIAqxDxGAqFFWVauS0uqwD0vtTEVDcrRi2vCA9f2XS3P0xge1ftcdUdoOAGfYDMOIvv/9ijJut1t2u10ul0tpaWlmVweIS97DUs/9D5K3L2XFtOEdHiaaPYa21zSEtLt0a+8J57MARFYo39/0EAEwXVuHpdp0Zv+eG/IdHRYqwu2dSkywqaB/ZtDXAUQn5hABMF1bh6V29P493t6pc+vA7tKAdRCIAJgu2H15OmL/nrZ6pyR2lwasgEAEwHTB7svTEfv3mN07BSA6EIgAmK6tfX06cv8eM3unAEQPAhEA051vX5/27t/T1r5GZvZOAYgeUR2Ili5dqiuuuEKpqanKysrSpEmTtHfvXr8yjY2NKi4uVmZmpnr27KnJkyerrq7Or8yBAwc0YcIEde/eXVlZWbrnnnt0+vTpzmwKgDZ49/Vx2P2Dh8OeEvaS+7KqWo15bJO+98K7uvOVXfreC+9qzGOb/CZJm9k7BSB6RPU+REVFRZoyZYquuOIKnT59Wvfdd5+qqqpUXV2tHj16SJJmz56tN998U2vWrJHdbtecOXOUkJCgd955R5LU3Nysyy67TA6HQ48//rhqa2t1++23a+bMmXrkkUeCqgf7EAGdJ1L794Syr5G3rCS/8p25BxKAyAvl+zuqA9G5Dh06pKysLJWXl+uaa66Ry+VSnz59tG7dOv3rv/6rJOkvf/mLBg8erIqKCl155ZX6wx/+oG9961v6/PPPlZ2dLUlauXKlFi5cqEOHDikpKanF32lqalJT01enWbvdbvXt25dABJgs2LDU7DE05rFNrU6WtulMz9PWhdf73h9Lu2QDCE7cbszocrkkSRkZZ7quKysrderUKRUWFvrKXHLJJerXr58vEFVUVGjo0KG+MCRJ48eP1+zZs7Vnzx5dfvnlLf7O0qVLVVJS0sGtARCKUAJLKCvHvJsnFg3J0Q35DnaXBiwqZgKRx+PRvHnzdPXVV2vIkCGSJKfTqaSkJKWnp/uVzc7OltPp9JU5Owx573vvBbJ48WLNnz/f97u3hwiAOVob/nK6GvWjtTt1V+FAXdS7hy/EhLtyjN2lAeuKmUBUXFysqqoqbd26tcP/VnJyspKTkzv87wBoWzAbJz75p32+azn2FE25Irj/gWHlGACvqF5l5jVnzhytX79eb7/9ti644ALfdYfDoZMnT+rIkSN+5evq6uRwOHxlzl115v3dWwZA9Gpr+OtcTlejnvzTPqV378rKMQBBi+pAZBiG5syZo1dffVWbNm1SXl6e3/0RI0aoa9eu2rhxo+/a3r17deDAARUUFEiSCgoKtHv3btXX1/vKbNiwQWlpacrPz++chgAIW6gbInoPg/WK9L5GAOJTVA+ZFRcXa926dXr99deVmprqm/Njt9vVrVs32e12zZgxQ/Pnz1dGRobS0tI0d+5cFRQU6Morr5Qk3XjjjcrPz9f3v/99LVu2TE6nUz/72c9UXFzMsBhgklCW1oczrGVIOnLilO4qHKRXdhzw62FysHIMQABRHYhWrFghSbr22mv9rq9evVo/+MEPJElPPvmkEhISNHnyZDU1NWn8+PF6/vnnfWUTExO1fv16zZ49WwUFBerRo4emT5+uBx98sLOaAeAsoS5v926c6HQ1BpxHdD4X9e6urQuvZ+UYgDbF1D5EZmFjRiAyQtksMdD7JIUUin4z80pWjQEWFsr3d1TPIQIQP4JZLVZSWt3irDGp9WM9WsOkaQChiuohMwDxI5zNEs927saJf//ihJ7608e+93oxaRpAOAhEADpFuJslnu3cjRMvdvRsMR+JSdMAwkEgAtBura0aO/v6F0eb2v4ghbaqjOM2AEQKgQhAuwRaNZberavGDOyt9/7+pZzur64n2KQAU4QkfXXg6ogLe6li/+GgAw7HbQCIBAIRgLC1tmrsyD9Oaf2HtS3Kny8MSdK/XJqjsY+/zYnzADodq8wAhOV8q8bacm6Hj8OeolnX5GnVlpoWE6+drkbNXrtTZVUtAxYARAo9RACCcu48IY9hhHTG2Nk8hnT/hMHqnZqsrNQzw2RjH3+71SX5Np1Zkn9DvoP5QQA6BIEIQJtamyfUHr1Tk3XLZV+TJFXsP9yuJfkA0F4EIgDnPVvsfPOE2uPs1WSRWJIPAO1BIAIsyhuCNlQ79dquz9Vw/KTvnnci8w35jrDnCbXGu5rs7F2kg11qH85BrwAQDAIRYEGBhsDO5p3IPK9wYNjzhAJpbRfptg5wDRSiACCSWGUGWIx3CKytOTuS9J/v1ET0bzvsKQEPcE1MsGnJxHxJX4UmL47iANAZ6CECLCSUpfKGJNc/Trf7b/7r8Av0zUG929xk0XuAK0dxADADgQiwkLYOWO0I3xzU27earC0cxQHALAQiwELMWKUV6kRojuIAYAbmEAEW0rtnctBlbZJ6Jof/nwibzqxWYyI0gFhAIAKsJMT18yMvDC/MMBEaQKwhEAEdrNljqGL/Yb2+6zNV7D+s5tZOOO0E9ceagiqX3q2rVkwbrqsH9A6qfGqK/+h7a6vJACBaMYcI6ECB9vsx8/T2hiADUfF1/VU0JEf/9/GhoMo/O+VyJXVNZCI0gJhFIAI6SGtHXng3PTSjByWjR1JQ5bxzjRpOnGyj5BlHGk/plkuywq4XAJiNITOgA5xvvx/vtZLS6k4fPnPYu4VUjiM1AFgFgQjoAG3t93P26e2dyXtExvmcvTLMW761wS9WkgGIFwQioAN05OntgSZpBztx23tExvkCztkrwzhSA4BVMIcI6ADtGWrynkIfaIJyoEna6d27SpKOnDjlu3a+idutHZHR2ns4UgOAFdgMwzBvDXCMcLvdstvtcrlcSktLM7s6iAHNHkNjHtvU5untWxdeL0m+APT3L07oN9sPyOluGVQkBZykHYi3v+Z8E7fPF7wiUR4AzBbK9zeBKAgEIoTDu8pM8t8P8eywIqlFz8u5bP98f3r3rn69QG05O3QRXABYUSjf38whAtqptfk73qEmxzmTmL2bFkpnenzaOmzVG6ZCCUPe95kxcRsAYhFziIB2aGvjxdZOb5ekMY9tCvUkjbCYcaArAMQaAhEQpmA3Xgx0envF/sNt9gxFCnsEAUDbGDIDwtDejRc7o9eGPYIAIHgEIiAM7d14MdReG5vOTKq2qeV+QK2Vl9gjCACCRSACwtDejRfb2gH6bN4yj946NOAk7fTuXX17EXlx2jwAhIY5RIBC32OnvWd8eXeAnr12p29ZfWvO3QCxtUna7BEEAOEjEMHy2lopFoi3h6etjRfPN3+n1R2g05L1vVH9dFHvHgHDTaBJ2pICXgMABIeNGYPAxozxq7WVYsHs9BzMxovBDFmxAzQAdAx2qo4wAlFsCOcoijGPbWp1cnQwOz2H07sEAOgcoXx/M2SGuBBOMAllpVhrw1GtbbxIDw8AxBYCEWJesBsknqu9K8W8WpvTAwCIHSy7R1Ro7TywYN4X7gaJ7V0pBgCIH/QQwXTtmYfTnmGvSKwUAwDEB3qIYCrvcNe5ocY73FVWVXve97dn2Mu7F5DUcvdndnoGAGshEME07T0PTGr/sJd3L6Bzd39mp2cAsBaGzGCaSKzyitQGiawUAwBrIxDBNJFY5XW+IzBCGfZipRgAWBtDZjBNpFZ5MewFAGgveohgmkiu8mLYCwDQHgQiE1n9DKtIDXed/XkMewEAwkEgMglnYJ3R6onvFvxnAQAwD4e7BiHSh7u254T1eGX13jIAQOSF8v1tqUnVzz33nC666CKlpKRo9OjR2r59e6fXIRJ778Qj73DXLZd9TQX9MwlDAIBOZZlA9Nvf/lbz58/XkiVLtHPnTl166aUaP3686uvrO7Ueoey9AwAAOodlAtETTzyhmTNn6oc//KHy8/O1cuVKde/eXf/5n//ZqfWI1AnrAAAgciwRiE6ePKnKykoVFhb6riUkJKiwsFAVFRUtyjc1Ncntdvu9IoUT1gEAiD6WCERffPGFmpublZ2d7Xc9OztbTqezRfmlS5fKbrf7Xn379o1YXbx777Q2Q8amM6vNOGEdAIDOY4lAFKrFixfL5XL5XgcPHozYZ3PCOgAA0ccSgah3795KTExUXV2d3/W6ujo5HI4W5ZOTk5WWlub3iiSOmgAAILpYYmPGpKQkjRgxQhs3btSkSZMkSR6PRxs3btScOXNMqRNHTQAAED0sEYgkaf78+Zo+fbpGjhypUaNG6amnntLx48f1wx/+0LQ6cdQEAADRwTKB6N/+7d906NAhPfDAA3I6nbrssstUVlbWYqI1AACwHo7uCEKkj+4AAAAdj6M7AAAAQkAgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlmeZjRnbw7tVk9vtNrkmAAAgWN7v7WC2XCQQBeHo0aOSpL59+5pcEwAAEKqjR4/Kbreftww7VQfB4/Ho888/V2pqqmy26D581e12q2/fvjp48KAld9W2cvtpuzXbLlm7/bTdmm2Xgmu/YRg6evSocnNzlZBw/llC9BAFISEhQRdccIHZ1QhJWlqaJf8F8bJy+2m7NdsuWbv9tN2abZfabn9bPUNeTKoGAACWRyACAACWRyCKM8nJyVqyZImSk5PNrooprNx+2m7NtkvWbj9tt2bbpci3n0nVAADA8ughAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgilFbtmzRxIkTlZubK5vNptdee83vvmEYeuCBB5STk6Nu3bqpsLBQ+/btM6eyEdZW23/wgx/IZrP5vYqKisypbIQtXbpUV1xxhVJTU5WVlaVJkyZp7969fmUaGxtVXFyszMxM9ezZU5MnT1ZdXZ1JNY6cYNp+7bXXtnj2P/rRj0yqcWStWLFCw4YN821CV1BQoD/84Q+++/H63KW22x7Pz/1cjz76qGw2m+bNm+e7Fs/P/myB2h7JZ08gilHHjx/XpZdequeeey7g/WXLlmn58uVauXKltm3bph49emj8+PFqbGzs5JpGXlttl6SioiLV1tb6Xr/5zW86sYYdp7y8XMXFxXr33Xe1YcMGnTp1SjfeeKOOHz/uK3PXXXeptLRUv/vd71ReXq7PP/9ct956q4m1joxg2i5JM2fO9Hv2y5YtM6nGkXXBBRfo0UcfVWVlpd577z1df/31uuWWW7Rnzx5J8fvcpbbbLsXvcz/bjh079Ktf/UrDhg3zux7Pz96rtbZLEXz2BmKeJOPVV1/1/e7xeAyHw2E8/vjjvmtHjhwxkpOTjd/85jcm1LDjnNt2wzCM6dOnG7fccosp9els9fX1hiSjvLzcMIwzz7lr167G7373O1+Zjz76yJBkVFRUmFXNDnFu2w3DMMaOHWvceeed5lWqk/Xq1ct48cUXLfXcvbxtNwxrPPejR48aAwcONDZs2ODXXis8+9babhiRffb0EMWhmpoaOZ1OFRYW+q7Z7XaNHj1aFRUVJtas82zevFlZWVm6+OKLNXv2bB0+fNjsKnUIl8slScrIyJAkVVZW6tSpU37P/pJLLlG/fv3i7tmf23avl19+Wb1799aQIUO0ePFinThxwozqdajm5ma98sorOn78uAoKCiz13M9tu1e8P/fi4mJNmDDB7xlL1vh3vrW2e0Xq2XO4axxyOp2SpOzsbL/r2dnZvnvxrKioSLfeeqvy8vK0f/9+3XfffbrppptUUVGhxMREs6sXMR6PR/PmzdPVV1+tIUOGSDrz7JOSkpSenu5XNt6efaC2S9Jtt92mCy+8ULm5ufrwww+1cOFC7d27V//7v/9rYm0jZ/fu3SooKFBjY6N69uypV199Vfn5+dq1a1fcP/fW2i7F/3N/5ZVXtHPnTu3YsaPFvXj/d/58bZci++wJRIg7U6ZM8f08dOhQDRs2TP3799fmzZs1btw4E2sWWcXFxaqqqtLWrVvNrkqna63ts2bN8v08dOhQ5eTkaNy4cdq/f7/69+/f2dWMuIsvvli7du2Sy+XS73//e02fPl3l5eVmV6tTtNb2/Pz8uH7uBw8e1J133qkNGzYoJSXF7Op0qmDaHslnz5BZHHI4HJLUYpVBXV2d756VfP3rX1fv3r3117/+1eyqRMycOXO0fv16vf3227rgggt81x0Oh06ePKkjR474lY+nZ99a2wMZPXq0JMXNs09KStKAAQM0YsQILV26VJdeeqmefvppSzz31toeSDw998rKStXX12v48OHq0qWLunTpovLyci1fvlxdunRRdnZ23D77ttre3Nzc4j3tefYEojiUl5cnh8OhjRs3+q653W5t27bNb8zdKj799FMdPnxYOTk5Zlel3QzD0Jw5c/Tqq69q06ZNysvL87s/YsQIde3a1e/Z7927VwcOHIj5Z99W2wPZtWuXJMXFsw/E4/Goqakprp97a7xtDySenvu4ceO0e/du7dq1y/caOXKkpk6d6vs5Xp99W20PNAWiPc+eIbMYdezYMb8EXFNTo127dikjI0P9+vXTvHnz9PDDD2vgwIHKy8vT/fffr9zcXE2aNMm8SkfI+dqekZGhkpISTZ48WQ6HQ/v379e9996rAQMGaPz48SbWOjKKi4u1bt06vf7660pNTfXNEbDb7erWrZvsdrtmzJih+fPnKyMjQ2lpaZo7d64KCgp05ZVXmlz79mmr7fv379e6det08803KzMzUx9++KHuuusuXXPNNQGX6saaxYsX66abblK/fv109OhRrVu3Tps3b9Yf//jHuH7u0vnbHu/PPTU11W+enCT16NFDmZmZvuvx+uzbanvEn31E1qqh07399tuGpBav6dOnG4ZxZun9/fffb2RnZxvJycnGuHHjjL1795pb6Qg5X9tPnDhh3HjjjUafPn2Mrl27GhdeeKExc+ZMw+l0ml3tiAjUbknG6tWrfWX+8Y9/GD/+8Y+NXr16Gd27dze+/e1vG7W1teZVOkLaavuBAweMa665xsjIyDCSk5ONAQMGGPfcc4/hcrnMrXiE3HHHHcaFF15oJCUlGX369DHGjRtnvPXWW7778frcDeP8bY/35x7IuUvN4/nZn+vstkf62dsMwzBCj1EAAADxgzlEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAGLOtddeq3nz5pldDW3evFk2m63FwZoAYg+BCACCEC0hDEDHIBABAADLIxABiGlNTU1asGCBvva1r6lHjx4aPXq0Nm/e7Lu/Zs0apaen649//KMGDx6snj17qqioSLW1tb4yp0+f1k9+8hOlp6crMzNTCxcu1PTp0zVp0iRJ0g9+8AOVl5fr6aefls1mk81m09///nff+ysrKzVy5Eh1795dV111lfbu3dtJrQcQKQQiADFtzpw5qqio0CuvvKIPP/xQ3/nOd1RUVKR9+/b5ypw4cUK/+MUv9F//9V/asmWLDhw4oAULFvjuP/bYY3r55Ze1evVqvfPOO3K73Xrttdd8959++mkVFBRo5syZqq2tVW1trfr27eu7/9Of/lS//OUv9d5776lLly664447OqXtACKni9kVAIBwHThwQKtXr9aBAweUm5srSVqwYIHKysq0evVqPfLII5KkU6dOaeXKlerfv7+kMyHqwQcf9H3OM888o8WLF+vb3/62JOnZZ5/V//t//8933263KykpSd27d5fD4WhRj5///OcaO3asJGnRokWaMGGCGhsblZKS0jENBxBxBCIAMWv37t1qbm7WoEGD/K43NTUpMzPT93v37t19YUiScnJyVF9fL0lyuVyqq6vTqFGjfPcTExM1YsQIeTyeoOoxbNgwv8+WpPr6evXr1y/0RgEwBYEIQMw6duyYEhMTVVlZqcTERL97PXv29P3ctWtXv3s2m02GYUSsHmd/vs1mk6SgwxSA6MAcIgAx6/LLL1dzc7Pq6+s1YMAAv1egoa1A7Ha7srOztWPHDt+15uZm7dy5069cUlKSmpubI1p/ANGDHiIAMWvQoEGaOnWqbr/9dv3yl7/U5ZdfrkOHDmnjxo0aNmyYJkyYENTnzJ07V0uXLtWAAQN0ySWX6JlnntGXX37p6+2RpIsuukjbtm3T3//+d/Xs2VMZGRkd1SwAJqCHCEBMW716tW6//XbdfffduvjiizVp0iTt2LEjpPk7Cxcu1Pe+9z3dfvvtKigoUM+ePTV+/Hi/SdELFixQYmKi8vPz1adPHx04cKAjmgPAJDYjkgPpABAHPB6PBg8erO9+97t66KGHzK4OgE7AkBkAy/vkk0/01ltvaezYsWpqatKzzz6rmpoa3XbbbWZXDUAnYcgMgOUlJCRozZo1uuKKK3T11Vdr9+7d+tOf/qTBgwebXTUAnYQhMwAAYHn0EAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMv7/yBmltuieZ19AAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> Step01. 훈련 세트 준비"],"metadata":{"id":"-ruw7l9h0e4U"}},{"cell_type":"code","source":["#훈련세트와 테스트세트 준비\n","from sklearn.model_selection import train_test_split\n","\n","#회귀 문제에서는 클래스의 비율을 맞춰주는 stratify를 사용하지 않음\n","train_input, test_input, train_target, test_target = train_test_split(perch_length, perch_weight, random_state = 42)\n","\n","#reshape : 행(-1) * 열(1) 인 2차원 배열 생성\n","train_input = train_input.reshape(-1, 1)\n","test_input = test_input.reshape(-1, 1)\n"],"metadata":{"id":"ZJVrG7F8WkCT","executionInfo":{"status":"ok","timestamp":1728281145074,"user_tz":-540,"elapsed":1399,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":["> Step02. 회귀 모델 훈련"],"metadata":{"id":"FGvIukih06Pr"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsRegressor\n","\n","knr = KNeighborsRegressor()\n","\n","#훈련 세트를 넣어 훈련하기\n","knr.fit(train_input, train_target)\n","\n","#테스트 세트를 넣어 점수 확인\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_FLcyokUzJGy","executionInfo":{"status":"ok","timestamp":1728281146224,"user_tz":-540,"elapsed":322,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b315db03-adf0-4210-d9c4-691972979c2b"},"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":7}]},{"cell_type":"markdown","source":["***결정계수(R2)?**\n","\n","R2 = 1 - (타깃 - 예측)2의 합 / (타깃 - 평균)2의 합\n","\n","ㄴ 1에 가까울 수록 좋은 성능의 모델\n"],"metadata":{"id":"WCQ1k7861auh"}},{"cell_type":"code","source":["from sklearn.metrics import mean_absolute_error\n","\n","#test_input으로 예측한 값\n","test_prediction = knr.predict(test_input)\n","\n","#(타깃 - 예측) 절대값의 평균\n","mae = mean_absolute_error(test_target, test_prediction)\n","\n","#약 9g의 오차 확인 가능\n","print(mae)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wEdA-pf31XTB","executionInfo":{"status":"ok","timestamp":1728281147993,"user_tz":-540,"elapsed":6,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"17f311f4-1c45-4091-f0c6-ccc12b4a43c0"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["19.157142857142862\n"]}]},{"cell_type":"markdown","source":["***과대적합? 과소적합?**\n","\n","과소적합(underfitting) : 훈련세트보다 테스트세트의 점수가 높을 경우\n","\n","과대적합(overfitting) : 훈련세트에 너무 적합하여 테스트세트에서 결과값을 내지 못할 경우"],"metadata":{"id":"MSx26VUv5RWk"}},{"cell_type":"code","source":["#훈련 세트 성능\n","knr.score(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QbuagAxS6naI","executionInfo":{"status":"ok","timestamp":1728281149271,"user_tz":-540,"elapsed":4,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"492066c3-3463-4134-ac66-4f171e5cd342"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9698823289099254"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["#테스트 세트 성능\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o28W8idg6vfj","executionInfo":{"status":"ok","timestamp":1728281151203,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"917c0991-aa43-43e9-ef7e-02933e782efb"},"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","source":["\n","\n","**Problem** : 과소 적합 발생!\n","\n","**Solution** : 이웃의 개수 줄이기\n","\n","\n"],"metadata":{"id":"mWH7P1o2tTj_"}},{"cell_type":"code","source":["#이웃의 개수, 기본값 5를 3으로 줄이기\n","knr.n_neighbors = 3\n","knr.fit(train_input, train_target)\n","\n","print(knr.score(train_input, train_target))\n","\n","print(knr.score(test_input, test_target))"],"metadata":{"id":"YaOw7IkN6tM_","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1728281152854,"user_tz":-540,"elapsed":349,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1fa133a6-7b95-42b1-9c71-549ef14042c5"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9804899950518966\n","0.9746459963987609\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"8ZIpsqQSkzHA"}},{"cell_type":"markdown","source":["***아주 긴 농어라면?**\n","\n","ㄴ 결과값을 추정하기 어려움"],"metadata":{"id":"TygSu63EkleP"}},{"cell_type":"code","source":["#50cm 농어의 이웃을 구하기\n","distances, indexes = knr.kneighbors([[50]])\n","\n","#훈련 세트의 산점도 그리기\n","plt.scatter(train_input, train_target)\n","\n","#훈련 세트 중에서 이웃 샘플만 다시 그리기\n","plt.scatter(train_input[indexes], train_target[indexes], marker = 'D')\n","\n","#50cm 농어 데이터 표시\n","plt.scatter(50, 1033, marker = '^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"4XQ_9VSHkwFN","executionInfo":{"status":"ok","timestamp":1728281154960,"user_tz":-540,"elapsed":670,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"587f9f85-f3af-444d-9dab-b5964ab6e170"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["***선형회귀(linear regression)**"],"metadata":{"id":"ig9ptVUKmvct"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","\n","lr = LinearRegression()\n","\n","#선형 회귀 모델 훈련\n","lr.fit(train_input, train_target)\n","\n","#50cm 농어에 대한 예측\n","print(lr.predict([[50]]))\n","\n","#_ : 내가 넣은 데이터가 아닌 학습된 데이터\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jhK1ClGFlMol","executionInfo":{"status":"ok","timestamp":1728281644372,"user_tz":-540,"elapsed":331,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"28da0105-3d13-41f7-beaf-69471a593d97"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["[1241.83860323]\n","[39.01714496] -709.0186449535477\n"]}]},{"cell_type":"code","source":["#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15에서 50까지 1차 방정식 그래프\n","plt.plot([15, 50], [15 * lr.coef_ + lr.intercept_, 50 * lr.coef_ + lr.intercept_])\n","\n","#50cm 농어 데이터\n","plt.scatter(50, 1241.8, marker='^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"RBE2QyMFnAg6","executionInfo":{"status":"ok","timestamp":1728281781421,"user_tz":-540,"elapsed":749,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"67ef738d-0636-496f-c81a-05c3abf72140"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#결정계수 확인\n","print(lr.score(train_input, train_target))\n","\n","print(lr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"J1DTpBfTnx_s","executionInfo":{"status":"ok","timestamp":1728281851625,"user_tz":-540,"elapsed":347,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"58532797-b592-4a21-e5d3-b9da0ad5fdfe"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["0.939846333997604\n","0.8247503123313558\n"]}]},{"cell_type":"markdown","source":["***다항회귀**"],"metadata":{"id":"P2fGS8u0o4Bz"}},{"cell_type":"code","source":["#제곱 특성 추가!!\n","train_poly = np.column_stack((train_input ** 2, train_input))\n","test_poly = np.column_stack((test_input ** 2, test_input))\n","\n","#다항회귀 모델 훈련\n","lr.fit(train_poly, train_target)\n","\n","print(lr.predict([[50 ** 2, 50]]))\n","\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5jLtKbr9oDPE","executionInfo":{"status":"ok","timestamp":1728282187610,"user_tz":-540,"elapsed":339,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c15f3ab6-f223-40b1-e2e8-3f0cd1efc21c"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["[1573.98423528]\n","[ 1.01433211 -21.55792498] 116.0502107827827\n"]}]},{"cell_type":"code","source":["#구간별 직선을 그리기 위해 15 ~ 49 정수 배열 생성\n","point = np.arange(15, 50)\n","\n","#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15 ~ 49 2차 방정식 그래프 그리기\n","plt.plot(point, 1.01*point**2 - 21.6*point + 116.05)\n","\n","#50cm 농어 데이터\n","plt.scatter([50], [1574], marker = '^')\n","plt.show()\n","\n","#score 확인\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"qNcjR5rFpKM9","executionInfo":{"status":"ok","timestamp":1728282417480,"user_tz":-540,"elapsed":751,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"09ed261e-f8fb-472d-d93d-c5099cec9133"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["0.9706807451768623\n","0.9775935108325122\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"59Yk9xk9qpL9"}},{"cell_type":"markdown","source":["**Problem** : 과대 적합 발생!\n","\n","\n","***다중 회귀(multiple regression)**\n","\n"],"metadata":{"id":"FQzZXwlhsDS6"}},{"cell_type":"code","source":["#판다스로 데이터 준비\n","import pandas as pd\n","\n","df = pd.read_csv('https://bit.ly/perch_csv')\n","perch_full = df.to_numpy()\n","\n","print(perch_full)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nFZnNqkhqNSN","executionInfo":{"status":"ok","timestamp":1728283282222,"user_tz":-540,"elapsed":697,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"00eb6b36-7682-41a6-d38f-7eddeedd276a"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 8.4 2.11 1.41]\n"," [13.7 3.53 2. ]\n"," [15. 3.82 2.43]\n"," [16.2 4.59 2.63]\n"," [17.4 4.59 2.94]\n"," [18. 5.22 3.32]\n"," [18.7 5.2 3.12]\n"," [19. 5.64 3.05]\n"," [19.6 5.14 3.04]\n"," [20. 5.08 2.77]\n"," [21. 5.69 3.56]\n"," [21. 5.92 3.31]\n"," [21. 5.69 3.67]\n"," [21.3 6.38 3.53]\n"," [22. 6.11 3.41]\n"," [22. 5.64 3.52]\n"," [22. 6.11 3.52]\n"," [22. 5.88 3.52]\n"," [22. 5.52 4. ]\n"," [22.5 5.86 3.62]\n"," [22.5 6.79 3.62]\n"," [22.7 5.95 3.63]\n"," [23. 5.22 3.63]\n"," [23.5 6.28 3.72]\n"," [24. 7.29 3.72]\n"," [24. 6.38 3.82]\n"," [24.6 6.73 4.17]\n"," [25. 6.44 3.68]\n"," [25.6 6.56 4.24]\n"," [26.5 7.17 4.14]\n"," [27.3 8.32 5.14]\n"," [27.5 7.17 4.34]\n"," [27.5 7.05 4.34]\n"," [27.5 7.28 4.57]\n"," [28. 7.82 4.2 ]\n"," [28.7 7.59 4.64]\n"," [30. 7.62 4.77]\n"," [32.8 10.03 6.02]\n"," [34.5 10.26 6.39]\n"," [35. 11.49 7.8 ]\n"," [36.5 10.88 6.86]\n"," [36. 10.61 6.74]\n"," [37. 10.84 6.26]\n"," [37. 10.57 6.37]\n"," [39. 11.14 7.49]\n"," [39. 11.14 6. ]\n"," [39. 12.43 7.35]\n"," [40. 11.93 7.11]\n"," [40. 11.73 7.22]\n"," [40. 12.38 7.46]\n"," [40. 11.14 6.63]\n"," [42. 12.8 6.87]\n"," [43. 11.93 7.28]\n"," [43. 12.51 7.42]\n"," [43.5 12.6 8.14]\n"," [44. 12.49 7.6 ]]\n"]}]},{"cell_type":"markdown","source":["> Step01. 다항 특성 만들기\n","\n"],"metadata":{"id":"JDCVF634yFgt"}},{"cell_type":"code","source":["#다항 특성 만들기 예시\n","from sklearn.preprocessing import PolynomialFeatures\n","\n","#degree = 2\n","poly = PolynomialFeatures()\n","poly.fit([[2, 3]])\n","\n","#1(bias, 자동 생성), 2, 3, 2**2, 2*3, 3**2\n","print(poly.transform([[2, 3]]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tmAH3pGEtgbG","executionInfo":{"status":"ok","timestamp":1728284164052,"user_tz":-540,"elapsed":415,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ad55fe3-5d78-44e9-ab88-21417dd250df"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["[[1. 2. 3. 4. 6. 9.]]\n"]}]},{"cell_type":"markdown","source":["y = a*x + b*1\n","\n","=> [a, b] * [x, 1]"],"metadata":{"id":"khZeHK1YxPlv"}},{"cell_type":"code","source":["poly = PolynomialFeatures(degree = 5, include_bias = False)\n","\n","poly.fit(train_input)\n","train_poly = poly.transform(train_input)\n","test_poly = poly.transform(test_input)\n","\n","print(train_poly.shape)\n","#!!!!!!!!!!(42, 55) => (42, 5) 강의랑 다른 값\n","\n","lr.fit(train_poly, train_target)\n","\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H7Y-8691uWqi","executionInfo":{"status":"ok","timestamp":1728285367283,"user_tz":-540,"elapsed":728,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f6faef5a-82c5-46f7-8255-b93db4f0ba0c"},"execution_count":39,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 5)\n","0.9739334260896341\n","0.9825340930486228\n"]}]},{"cell_type":"markdown","source":["과대적합 문제가 발생했다고 치고,,,\n","\n","규제로 해결하기"],"metadata":{"id":"-L0SxEI-17p4"}},{"cell_type":"code","source":["#규제를 가하기 전 표준화 하기\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_poly)\n","\n","train_scaled = ss.transform(train_poly)\n","test_scaled = ss.transform(test_poly)"],"metadata":{"id":"AkfR-8Uoyw27","executionInfo":{"status":"ok","timestamp":1728285516575,"user_tz":-540,"elapsed":417,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":40,"outputs":[]},{"cell_type":"markdown","source":["규제가 적용된 선형모델1 : Ridge"],"metadata":{"id":"Qt1YkzIp35iC"}},{"cell_type":"code","source":["#규제가 적용된 선형모델1 : Ridge\n","from sklearn.linear_model import Ridge\n","\n","#Ridge(alpha = 1) : 규제의 정도\n","ridge = Ridge()\n","ridge.fit(train_scaled, train_target)\n","\n","print(ridge.score(train_scaled, train_target))\n","print(ridge.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rf-dN3oy2B7K","executionInfo":{"status":"ok","timestamp":1728285609351,"user_tz":-540,"elapsed":407,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c0aaa4fb-e2a6-4105-947d-2766da32e080"},"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9675257933461249\n","0.9665833996552663\n"]}]},{"cell_type":"markdown","source":["최적의 alpha 값 찾기\n","\n","ㄴ 적절한 규제 강도 찾기"],"metadata":{"id":"3ff0mvkp20Vp"}},{"cell_type":"code","source":["alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n","train_score = []\n","test_score = []\n","\n","for alpha in alpha_list :\n"," #ridge model 만들기\n"," ridge = Ridge(alpha = alpha)\n","\n"," #ridge model 훈련\n"," ridge.fit(train_scaled, train_target)\n","\n"," #훈련 점수와 테스트 점수 저장\n"," train_score.append(ridge.score(train_scaled, train_target))\n"," test_score.append(ridge.score(test_scaled, test_target))\n","\n","plt.plot(np.log10(alpha_list), train_score)\n","plt.plot(np.log10(alpha_list), test_score)\n","plt.xlabel('alpha')\n","plt.ylabel('R^2')\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"i2DnqTmd2Ylr","executionInfo":{"status":"ok","timestamp":1728285902150,"user_tz":-540,"elapsed":548,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a6796716-0b5c-4df9-bfb4-a7c3f8232ee9"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["규제가 적용된 선형모델2 : Lasso"],"metadata":{"id":"bE8uEETK3uVN"}},{"cell_type":"code","source":["#규제가 적용된 선형모델2 : Lasso\n","from sklearn.linear_model import Lasso\n","\n","lasso = Lasso()\n","lasso.fit(train_scaled, train_target)\n","\n","print(lasso.score(train_scaled, train_target))\n","print(lasso.score(test_scaled, test_target))\n","\n","#Lasso의 특징 : 특성 가중치를 0으로 만들어 특정 특성 배제 가능"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kVseV4HF3YnA","executionInfo":{"status":"ok","timestamp":1728286107354,"user_tz":-540,"elapsed":16,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5ea2bf4b-0c59-4b7f-db85-97445d1fef28"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9692636157789123\n","0.9718691066691287\n"]}]}]} \ No newline at end of file From 9cf9e7799c0c5fdf966d993ea056fe1ea37c266d Mon Sep 17 00:00:00 2001 From: moon0727 Date: Thu, 10 Oct 2024 06:29:46 +0000 Subject: [PATCH 03/10] =?UTF-8?q?Fix:[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week2?= =?UTF-8?q?=5F2024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git "a/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" "b/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" index 4027ab6..00acc39 100644 --- "a/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" +++ "b/week2/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week2.ipynb" @@ -1 +1 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNkiTW6xrVpBOD9IOOOveVN"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q.농어의 무게 예측**"],"metadata":{"id":"6LomZBCK5ij5"}},{"cell_type":"code","execution_count":4,"metadata":{"id":"JkiOCIKCeyej","executionInfo":{"status":"ok","timestamp":1728281139740,"user_tz":-540,"elapsed":331,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import numpy as np\n","\n","#데이터 준비\n","perch_length = np.array(\n"," [8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0,\n"," 21.0, 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5,\n"," 22.5, 22.7, 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5,\n"," 27.3, 27.5, 27.5, 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0,\n"," 36.5, 36.0, 37.0, 37.0, 39.0, 39.0, 39.0, 40.0, 40.0, 40.0,\n"," 40.0, 42.0, 43.0, 43.0, 43.5, 44.0]\n"," )\n","perch_weight = np.array(\n"," [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n"," 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n"," 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n"," 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n"," 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n"," 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n"," 1000.0, 1000.0]\n"," )"]},{"cell_type":"markdown","source":["**Case1. 농어의 길이만 사용**\n"],"metadata":{"id":"WG_0xExCzvJN"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.scatter(perch_length, perch_weight)\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"id":"zzrkqHjgz5Q5","colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"status":"ok","timestamp":1728281141707,"user_tz":-540,"elapsed":402,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"34cff758-7627-4fc9-d010-81c76e04a59f"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> Step01. 훈련 세트 준비"],"metadata":{"id":"-ruw7l9h0e4U"}},{"cell_type":"code","source":["#훈련세트와 테스트세트 준비\n","from sklearn.model_selection import train_test_split\n","\n","#회귀 문제에서는 클래스의 비율을 맞춰주는 stratify를 사용하지 않음\n","train_input, test_input, train_target, test_target = train_test_split(perch_length, perch_weight, random_state = 42)\n","\n","#reshape : 행(-1) * 열(1) 인 2차원 배열 생성\n","train_input = train_input.reshape(-1, 1)\n","test_input = test_input.reshape(-1, 1)\n"],"metadata":{"id":"ZJVrG7F8WkCT","executionInfo":{"status":"ok","timestamp":1728281145074,"user_tz":-540,"elapsed":1399,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":["> Step02. 회귀 모델 훈련"],"metadata":{"id":"FGvIukih06Pr"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsRegressor\n","\n","knr = KNeighborsRegressor()\n","\n","#훈련 세트를 넣어 훈련하기\n","knr.fit(train_input, train_target)\n","\n","#테스트 세트를 넣어 점수 확인\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_FLcyokUzJGy","executionInfo":{"status":"ok","timestamp":1728281146224,"user_tz":-540,"elapsed":322,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b315db03-adf0-4210-d9c4-691972979c2b"},"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":7}]},{"cell_type":"markdown","source":["***결정계수(R2)?**\n","\n","R2 = 1 - (타깃 - 예측)2의 합 / (타깃 - 평균)2의 합\n","\n","ㄴ 1에 가까울 수록 좋은 성능의 모델\n"],"metadata":{"id":"WCQ1k7861auh"}},{"cell_type":"code","source":["from sklearn.metrics import mean_absolute_error\n","\n","#test_input으로 예측한 값\n","test_prediction = knr.predict(test_input)\n","\n","#(타깃 - 예측) 절대값의 평균\n","mae = mean_absolute_error(test_target, test_prediction)\n","\n","#약 9g의 오차 확인 가능\n","print(mae)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wEdA-pf31XTB","executionInfo":{"status":"ok","timestamp":1728281147993,"user_tz":-540,"elapsed":6,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"17f311f4-1c45-4091-f0c6-ccc12b4a43c0"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["19.157142857142862\n"]}]},{"cell_type":"markdown","source":["***과대적합? 과소적합?**\n","\n","과소적합(underfitting) : 훈련세트보다 테스트세트의 점수가 높을 경우\n","\n","과대적합(overfitting) : 훈련세트에 너무 적합하여 테스트세트에서 결과값을 내지 못할 경우"],"metadata":{"id":"MSx26VUv5RWk"}},{"cell_type":"code","source":["#훈련 세트 성능\n","knr.score(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QbuagAxS6naI","executionInfo":{"status":"ok","timestamp":1728281149271,"user_tz":-540,"elapsed":4,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"492066c3-3463-4134-ac66-4f171e5cd342"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9698823289099254"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["#테스트 세트 성능\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o28W8idg6vfj","executionInfo":{"status":"ok","timestamp":1728281151203,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"917c0991-aa43-43e9-ef7e-02933e782efb"},"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","source":["\n","\n","**Problem** : 과소 적합 발생!\n","\n","**Solution** : 이웃의 개수 줄이기\n","\n","\n"],"metadata":{"id":"mWH7P1o2tTj_"}},{"cell_type":"code","source":["#이웃의 개수, 기본값 5를 3으로 줄이기\n","knr.n_neighbors = 3\n","knr.fit(train_input, train_target)\n","\n","print(knr.score(train_input, train_target))\n","\n","print(knr.score(test_input, test_target))"],"metadata":{"id":"YaOw7IkN6tM_","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1728281152854,"user_tz":-540,"elapsed":349,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1fa133a6-7b95-42b1-9c71-549ef14042c5"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9804899950518966\n","0.9746459963987609\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"8ZIpsqQSkzHA"}},{"cell_type":"markdown","source":["***아주 긴 농어라면?**\n","\n","ㄴ 결과값을 추정하기 어려움"],"metadata":{"id":"TygSu63EkleP"}},{"cell_type":"code","source":["#50cm 농어의 이웃을 구하기\n","distances, indexes = knr.kneighbors([[50]])\n","\n","#훈련 세트의 산점도 그리기\n","plt.scatter(train_input, train_target)\n","\n","#훈련 세트 중에서 이웃 샘플만 다시 그리기\n","plt.scatter(train_input[indexes], train_target[indexes], marker = 'D')\n","\n","#50cm 농어 데이터 표시\n","plt.scatter(50, 1033, marker = '^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"4XQ_9VSHkwFN","executionInfo":{"status":"ok","timestamp":1728281154960,"user_tz":-540,"elapsed":670,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"587f9f85-f3af-444d-9dab-b5964ab6e170"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["***선형회귀(linear regression)**"],"metadata":{"id":"ig9ptVUKmvct"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","\n","lr = LinearRegression()\n","\n","#선형 회귀 모델 훈련\n","lr.fit(train_input, train_target)\n","\n","#50cm 농어에 대한 예측\n","print(lr.predict([[50]]))\n","\n","#_ : 내가 넣은 데이터가 아닌 학습된 데이터\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jhK1ClGFlMol","executionInfo":{"status":"ok","timestamp":1728281644372,"user_tz":-540,"elapsed":331,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"28da0105-3d13-41f7-beaf-69471a593d97"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["[1241.83860323]\n","[39.01714496] -709.0186449535477\n"]}]},{"cell_type":"code","source":["#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15에서 50까지 1차 방정식 그래프\n","plt.plot([15, 50], [15 * lr.coef_ + lr.intercept_, 50 * lr.coef_ + lr.intercept_])\n","\n","#50cm 농어 데이터\n","plt.scatter(50, 1241.8, marker='^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"RBE2QyMFnAg6","executionInfo":{"status":"ok","timestamp":1728281781421,"user_tz":-540,"elapsed":749,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"67ef738d-0636-496f-c81a-05c3abf72140"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#결정계수 확인\n","print(lr.score(train_input, train_target))\n","\n","print(lr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"J1DTpBfTnx_s","executionInfo":{"status":"ok","timestamp":1728281851625,"user_tz":-540,"elapsed":347,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"58532797-b592-4a21-e5d3-b9da0ad5fdfe"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["0.939846333997604\n","0.8247503123313558\n"]}]},{"cell_type":"markdown","source":["***다항회귀**"],"metadata":{"id":"P2fGS8u0o4Bz"}},{"cell_type":"code","source":["#제곱 특성 추가!!\n","train_poly = np.column_stack((train_input ** 2, train_input))\n","test_poly = np.column_stack((test_input ** 2, test_input))\n","\n","#다항회귀 모델 훈련\n","lr.fit(train_poly, train_target)\n","\n","print(lr.predict([[50 ** 2, 50]]))\n","\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5jLtKbr9oDPE","executionInfo":{"status":"ok","timestamp":1728282187610,"user_tz":-540,"elapsed":339,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c15f3ab6-f223-40b1-e2e8-3f0cd1efc21c"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["[1573.98423528]\n","[ 1.01433211 -21.55792498] 116.0502107827827\n"]}]},{"cell_type":"code","source":["#구간별 직선을 그리기 위해 15 ~ 49 정수 배열 생성\n","point = np.arange(15, 50)\n","\n","#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15 ~ 49 2차 방정식 그래프 그리기\n","plt.plot(point, 1.01*point**2 - 21.6*point + 116.05)\n","\n","#50cm 농어 데이터\n","plt.scatter([50], [1574], marker = '^')\n","plt.show()\n","\n","#score 확인\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"qNcjR5rFpKM9","executionInfo":{"status":"ok","timestamp":1728282417480,"user_tz":-540,"elapsed":751,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"09ed261e-f8fb-472d-d93d-c5099cec9133"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["0.9706807451768623\n","0.9775935108325122\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"59Yk9xk9qpL9"}},{"cell_type":"markdown","source":["**Problem** : 과대 적합 발생!\n","\n","\n","***다중 회귀(multiple regression)**\n","\n"],"metadata":{"id":"FQzZXwlhsDS6"}},{"cell_type":"code","source":["#판다스로 데이터 준비\n","import pandas as pd\n","\n","df = pd.read_csv('https://bit.ly/perch_csv')\n","perch_full = df.to_numpy()\n","\n","print(perch_full)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nFZnNqkhqNSN","executionInfo":{"status":"ok","timestamp":1728283282222,"user_tz":-540,"elapsed":697,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"00eb6b36-7682-41a6-d38f-7eddeedd276a"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 8.4 2.11 1.41]\n"," [13.7 3.53 2. ]\n"," [15. 3.82 2.43]\n"," [16.2 4.59 2.63]\n"," [17.4 4.59 2.94]\n"," [18. 5.22 3.32]\n"," [18.7 5.2 3.12]\n"," [19. 5.64 3.05]\n"," [19.6 5.14 3.04]\n"," [20. 5.08 2.77]\n"," [21. 5.69 3.56]\n"," [21. 5.92 3.31]\n"," [21. 5.69 3.67]\n"," [21.3 6.38 3.53]\n"," [22. 6.11 3.41]\n"," [22. 5.64 3.52]\n"," [22. 6.11 3.52]\n"," [22. 5.88 3.52]\n"," [22. 5.52 4. ]\n"," [22.5 5.86 3.62]\n"," [22.5 6.79 3.62]\n"," [22.7 5.95 3.63]\n"," [23. 5.22 3.63]\n"," [23.5 6.28 3.72]\n"," [24. 7.29 3.72]\n"," [24. 6.38 3.82]\n"," [24.6 6.73 4.17]\n"," [25. 6.44 3.68]\n"," [25.6 6.56 4.24]\n"," [26.5 7.17 4.14]\n"," [27.3 8.32 5.14]\n"," [27.5 7.17 4.34]\n"," [27.5 7.05 4.34]\n"," [27.5 7.28 4.57]\n"," [28. 7.82 4.2 ]\n"," [28.7 7.59 4.64]\n"," [30. 7.62 4.77]\n"," [32.8 10.03 6.02]\n"," [34.5 10.26 6.39]\n"," [35. 11.49 7.8 ]\n"," [36.5 10.88 6.86]\n"," [36. 10.61 6.74]\n"," [37. 10.84 6.26]\n"," [37. 10.57 6.37]\n"," [39. 11.14 7.49]\n"," [39. 11.14 6. ]\n"," [39. 12.43 7.35]\n"," [40. 11.93 7.11]\n"," [40. 11.73 7.22]\n"," [40. 12.38 7.46]\n"," [40. 11.14 6.63]\n"," [42. 12.8 6.87]\n"," [43. 11.93 7.28]\n"," [43. 12.51 7.42]\n"," [43.5 12.6 8.14]\n"," [44. 12.49 7.6 ]]\n"]}]},{"cell_type":"markdown","source":["> Step01. 다항 특성 만들기\n","\n"],"metadata":{"id":"JDCVF634yFgt"}},{"cell_type":"code","source":["#다항 특성 만들기 예시\n","from sklearn.preprocessing import PolynomialFeatures\n","\n","#degree = 2\n","poly = PolynomialFeatures()\n","poly.fit([[2, 3]])\n","\n","#1(bias, 자동 생성), 2, 3, 2**2, 2*3, 3**2\n","print(poly.transform([[2, 3]]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tmAH3pGEtgbG","executionInfo":{"status":"ok","timestamp":1728284164052,"user_tz":-540,"elapsed":415,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ad55fe3-5d78-44e9-ab88-21417dd250df"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["[[1. 2. 3. 4. 6. 9.]]\n"]}]},{"cell_type":"markdown","source":["y = a*x + b*1\n","\n","=> [a, b] * [x, 1]"],"metadata":{"id":"khZeHK1YxPlv"}},{"cell_type":"code","source":["poly = PolynomialFeatures(degree = 5, include_bias = False)\n","\n","poly.fit(train_input)\n","train_poly = poly.transform(train_input)\n","test_poly = poly.transform(test_input)\n","\n","print(train_poly.shape)\n","#!!!!!!!!!!(42, 55) => (42, 5) 강의랑 다른 값\n","\n","lr.fit(train_poly, train_target)\n","\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H7Y-8691uWqi","executionInfo":{"status":"ok","timestamp":1728285367283,"user_tz":-540,"elapsed":728,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f6faef5a-82c5-46f7-8255-b93db4f0ba0c"},"execution_count":39,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 5)\n","0.9739334260896341\n","0.9825340930486228\n"]}]},{"cell_type":"markdown","source":["과대적합 문제가 발생했다고 치고,,,\n","\n","규제로 해결하기"],"metadata":{"id":"-L0SxEI-17p4"}},{"cell_type":"code","source":["#규제를 가하기 전 표준화 하기\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_poly)\n","\n","train_scaled = ss.transform(train_poly)\n","test_scaled = ss.transform(test_poly)"],"metadata":{"id":"AkfR-8Uoyw27","executionInfo":{"status":"ok","timestamp":1728285516575,"user_tz":-540,"elapsed":417,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":40,"outputs":[]},{"cell_type":"markdown","source":["규제가 적용된 선형모델1 : Ridge"],"metadata":{"id":"Qt1YkzIp35iC"}},{"cell_type":"code","source":["#규제가 적용된 선형모델1 : Ridge\n","from sklearn.linear_model import Ridge\n","\n","#Ridge(alpha = 1) : 규제의 정도\n","ridge = Ridge()\n","ridge.fit(train_scaled, train_target)\n","\n","print(ridge.score(train_scaled, train_target))\n","print(ridge.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rf-dN3oy2B7K","executionInfo":{"status":"ok","timestamp":1728285609351,"user_tz":-540,"elapsed":407,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c0aaa4fb-e2a6-4105-947d-2766da32e080"},"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9675257933461249\n","0.9665833996552663\n"]}]},{"cell_type":"markdown","source":["최적의 alpha 값 찾기\n","\n","ㄴ 적절한 규제 강도 찾기"],"metadata":{"id":"3ff0mvkp20Vp"}},{"cell_type":"code","source":["alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n","train_score = []\n","test_score = []\n","\n","for alpha in alpha_list :\n"," #ridge model 만들기\n"," ridge = Ridge(alpha = alpha)\n","\n"," #ridge model 훈련\n"," ridge.fit(train_scaled, train_target)\n","\n"," #훈련 점수와 테스트 점수 저장\n"," train_score.append(ridge.score(train_scaled, train_target))\n"," test_score.append(ridge.score(test_scaled, test_target))\n","\n","plt.plot(np.log10(alpha_list), train_score)\n","plt.plot(np.log10(alpha_list), test_score)\n","plt.xlabel('alpha')\n","plt.ylabel('R^2')\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"i2DnqTmd2Ylr","executionInfo":{"status":"ok","timestamp":1728285902150,"user_tz":-540,"elapsed":548,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a6796716-0b5c-4df9-bfb4-a7c3f8232ee9"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["규제가 적용된 선형모델2 : Lasso"],"metadata":{"id":"bE8uEETK3uVN"}},{"cell_type":"code","source":["#규제가 적용된 선형모델2 : Lasso\n","from sklearn.linear_model import Lasso\n","\n","lasso = Lasso()\n","lasso.fit(train_scaled, train_target)\n","\n","print(lasso.score(train_scaled, train_target))\n","print(lasso.score(test_scaled, test_target))\n","\n","#Lasso의 특징 : 특성 가중치를 0으로 만들어 특정 특성 배제 가능"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kVseV4HF3YnA","executionInfo":{"status":"ok","timestamp":1728286107354,"user_tz":-540,"elapsed":16,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5ea2bf4b-0c59-4b7f-db85-97445d1fef28"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9692636157789123\n","0.9718691066691287\n"]}]}]} \ No newline at end of file +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyP5wGSWymFPFn5SMAtRTebt"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q.농어의 무게 예측**"],"metadata":{"id":"6LomZBCK5ij5"}},{"cell_type":"code","execution_count":2,"metadata":{"id":"JkiOCIKCeyej","executionInfo":{"status":"ok","timestamp":1728541398939,"user_tz":-540,"elapsed":453,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import numpy as np\n","\n","#데이터 준비\n","perch_length = np.array(\n"," [8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0,\n"," 21.0, 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5,\n"," 22.5, 22.7, 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5,\n"," 27.3, 27.5, 27.5, 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0,\n"," 36.5, 36.0, 37.0, 37.0, 39.0, 39.0, 39.0, 40.0, 40.0, 40.0,\n"," 40.0, 42.0, 43.0, 43.0, 43.5, 44.0]\n"," )\n","perch_weight = np.array(\n"," [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n"," 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n"," 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n"," 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n"," 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n"," 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n"," 1000.0, 1000.0]\n"," )"]},{"cell_type":"markdown","source":["**Case1. 농어의 길이만 사용**\n"],"metadata":{"id":"WG_0xExCzvJN"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.scatter(perch_length, perch_weight)\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"id":"zzrkqHjgz5Q5","colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"status":"ok","timestamp":1728541563214,"user_tz":-540,"elapsed":443,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"58aabea0-ab32-4f86-853d-d418310bec97"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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3XHHHZIkm82mefPm6eGHH9bAgQOVl5en+++/X7m5uZo0aZIkafDgwSoqKtLMmTO1cuVKnTp1SnPmzNGUKVOCWmEGAADiX1QHomeeeUb333+/fvzjH6u+vl65ubn693//dz3wwAO+Mvfee6+OHz+uWbNm6ciRIxozZozKysqUkvLVTp0vv/yy5syZo3HjxikhIUGTJ0/W8uXLzWgSAACIQlG9D1G0YB8iAABiTyjf31E9hwgAAKAzEIgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDldTG7AgAAdJZmj6HtNQ2qP9qorNQUjcrLUGKCLWLlEbsIRAAASyirqlVJabVqXY2+azn2FC2ZmK+iITntLo/YxpAZACDulVXVavbanX7hRpKcrkbNXrtTZVW17SqP2EcgAgDEtWaPoZLSahkB7nmvlZRWq9ljhFUe8YEhMwBAXNte09Cip+dshqRaV6PWvFOj3qnJ+uJoU1Dlt9c0qKB/ZuQrDFMQiAAAca3+aOvh5mwPvflRh3wuYgNDZgCAuJaVmtIhn9u7R3KHfC7MQSACAMS1UXkZyrGnKOKL5Vl9H1cIRACAuJaYYNOSifmSIpthvjjWFMFPg9kIRACAuFc0JEcrpg2Xwx654bOOGoqDOZhUDQCwhKIhOboh3+HbefqLo00hT6SWzvQyOexndq1G/CAQAQAsIzHB5lsq3+wx9OLWGjldjQH3HArEO+S2ZGI+R3jEGYbMAACWdL65Rd7f07t39bvusKdoxbThHN0Rh+ghAgBYlndu0blnljn+eWbZ2UNsHO4a32yGYbD3eBvcbrfsdrtcLpfS0tLMrg4AIMI41T4+hfL9TQ8RAMDyzp5bZAYCmfkIRAAAmKisqrbFkF3OP4fsmKvUeZhUDQCAScqqajV77c4Wh8k6XY2avXanyqpqTaqZ9RCIAAAwQbPHUElpdcAl/95rJaXVavYw1bczEIgAADDB9pqGFj1DZzMk1boatb2mofMqZWEEIgAATFB/tPUwFE45tA+BCAAAEwR7FhpnpnUOAhEAACYYlZehHHtKi12yvWw6s9qMM9M6B4EIAAATBHN0CGemdR4CEQAAJvEeHeKw+w+LcWZa52NjRgAATFQ0JIcz06IAgQgAAJOZfXQIGDIDAAAgEAEAAIQViB588EGdOHGixfV//OMfevDBB9tdKQAAgM5kMwwj5ENSEhMTVVtbq6ysLL/rhw8fVlZWlpqbmyNWwWjgdrtlt9vlcrmUlpZmdnUAAEAQQvn+DquHyDAM2WwtZ79/8MEHyshgAykAABBbQgpEvXr1UkZGhmw2mwYNGqSMjAzfy26364YbbtB3v/vdiFbws88+07Rp05SZmalu3bpp6NCheu+993z3DcPQAw88oJycHHXr1k2FhYXat2+f32c0NDRo6tSpSktLU3p6umbMmKFjx45FtJ4AACB2hbTs/qmnnpJhGLrjjjtUUlIiu93uu5eUlKSLLrpIBQUFEavcl19+qauvvlrXXXed/vCHP6hPnz7at2+fevXq5SuzbNkyLV++XC+99JLy8vJ0//33a/z48aqurlZKypmNrqZOnara2lpt2LBBp06d0g9/+EPNmjVL69ati1hdAQBA7AprDlF5ebmuuuoqde3atSPq5LNo0SK98847+r//+7+A9w3DUG5uru6++24tWLBAkuRyuZSdna01a9ZoypQp+uijj5Sfn68dO3Zo5MiRkqSysjLdfPPN+vTTT5Wbm9vic5uamtTU1OT73e12q2/fvswhAgAghnT4HKKxY8cqMTFRH3/8sbZu3aotW7b4vSLljTfe0MiRI/Wd73xHWVlZuvzyy/XCCy/47tfU1MjpdKqwsNB3zW63a/To0aqoqJAkVVRUKD093ReGJKmwsFAJCQnatm1bwL+7dOlS2e1236tv374RaxMAAIg+Ye1U/e677+q2227TJ598onM7mGw2W8RWmf3tb3/TihUrNH/+fN13333asWOHfvKTnygpKUnTp0+X0+mUJGVnZ/u9Lzs723fP6XS2WA3XpUsXZWRk+Mqca/HixZo/f77vd28PEQAAiE9hBaIf/ehHGjlypN58803l5OQEXHEWCR6PRyNHjtQjjzwiSbr88stVVVWllStXavr06R3yNyUpOTlZycnJHfb5AAAguoQViPbt26ff//73GjBgQKTr4ycnJ0f5+fl+1wYPHqz/+Z//kSQ5HA5JUl1dnXJyvjoRuK6uTpdddpmvTH19vd9nnD59Wg0NDb73AwAAawtrDtHo0aP117/+NdJ1aeHqq6/W3r17/a59/PHHuvDCCyVJeXl5cjgc2rhxo+++2+3Wtm3bfKvdCgoKdOTIEVVWVvrKbNq0SR6PR6NHj+7wNgAAgOgXdA/Rhx9+6Pt57ty5uvvuu+V0OjV06NAWq82GDRsWkcrddddduuqqq/TII4/ou9/9rrZv365Vq1Zp1apVks7MV5o3b54efvhhDRw40LfsPjc3V5MmTZJ0pkepqKhIM2fO1MqVK3Xq1CnNmTNHU6ZMCbjCDAAAWE/Qy+4TEhJks9laTKL2fdA/70VyUrUkrV+/XosXL9a+ffuUl5en+fPna+bMmb77hmFoyZIlWrVqlY4cOaIxY8bo+eef16BBg3xlGhoaNGfOHJWWliohIUGTJ0/W8uXL1bNnz6DqwNEdAADEnlC+v4MORJ988knQFfAOacULAhEAALEnlO/voIfM4i3kAAAAeIW1yuyNN94IeN1msyklJUUDBgxQXl5euyoGAIAkNXsMba9pUP3RRmWlpmhUXoYSEzpmuxdYV1iBaNKkSQHnE509j2jMmDF67bXX/M4dAwAgFGVVtSoprVatq9F3LceeoiUT81U0JOc87wRCE9ay+w0bNuiKK67Qhg0b5HK55HK5tGHDBo0ePVrr16/Xli1bdPjwYd/5YgAAhKqsqlaz1+70C0OS5HQ1avbanSqrqjWpZohHYfUQ3XnnnVq1apWuuuoq37Vx48YpJSVFs2bN0p49e/TUU0/pjjvuiFhFAQDW0ewxVFJarUCrfgxJNkklpdW6Id/B8BkiIqweov379wecrZ2Wlqa//e1vkqSBAwfqiy++aF/tAACWtL2moUXP0NkMSbWuRm2vaei8SiGuhRWIRowYoXvuuUeHDh3yXTt06JDuvfdeXXHFFZLOHO/BgagAgHDUH209DIVTDmhLWENmv/71r3XLLbfoggsu8IWegwcP6utf/7pef/11SdKxY8f0s5/9LHI1BQBYRlZqSkTLAW0JKxBdfPHFqq6u1ltvvaWPP/7Yd+2GG25QQsKZTifv0RkAAIRqVF6GcuwpcroaA84jskly2M8swQciIeidqq2MnaoBoPN5V5lJ8gtF3inUK6YNZ+k9zqtDdqpevny5Zs2apZSUFC1fvvy8ZX/yk58E+7EAAARUNCRHK6YNb7EPkYN9iNABgu4hysvL03vvvafMzMzz7kJts9l8K83iBT1EAGAedqpGuDqkh6impibgzwAAdKTEBJsK+meaXQ3EubCW3XudPHlSe/fu1enTpyNVHwAAgE4XViA6ceKEZsyYoe7du+sb3/iGDhw4IEmaO3euHn300YhWEAAQG5o9hir2H9bruz5Txf7DavawZgexI6xAtHjxYn3wwQfavHmzUlK+2gOisLBQv/3tbyNWOQBAbCirqtWYxzbpey+8qztf2aXvvfCuxjy2ifPGEDPCCkSvvfaann32WY0ZM0Y221cT277xjW9o//79EascACD6cQgr4kFYgejQoUPKyspqcf348eN+AQkAEN/aOoRVOnMIK8NniHZhBaKRI0fqzTff9P3uDUEvvviiCgoKIlMzAEDU4xBWxIuwju545JFHdNNNN6m6ulqnT5/W008/rerqav35z39WeXl5pOsIAIhSHMKKeBFWD9GYMWP0wQcf6PTp0xo6dKjeeustZWVlqaKiQiNGjIh0HQEAUYpDWBEvwuohuv3223Xddddp0aJF6t+/f6TrBACIERzCingRVg9RUlKSli5dqkGDBqlv376aNm2aXnzxRe3bty/S9QMARLHEBJuWTMyX9NWhq17e35dMzOeoDUS9dp12/9lnn2nLli0qLy9XeXm5Pv74Y+Xk5OjTTz+NZB1Nx1lmAHB+ZVW1LQ5hzeEQVpisQ84yC6RXr17KzMxUr169lJ6eri5duqhPnz7t+UgAQAwqGpKjG/IdHMKKmBVWILrvvvu0efNmvf/++xo8eLDGjh2rRYsW6ZprrlGvXr0iXUcAQAzgEFbEsrCGzBISEtSnTx/ddddduvXWWzVo0KCOqFvUYMgMAIDY0+FDZu+//77Ky8u1efNm/fKXv1RSUpLGjh2ra6+9Vtdee23cByQAABBf2jWp2uuDDz7Qk08+qZdfflkej0fNzc2RqFvUoIcIAIDY0+E9RIZh6P3339fmzZu1efNmbd26VW63W8OGDdPYsWPDqjQAAIBZwgpEGRkZOnbsmC699FKNHTtWM2fO1De/+U2lp6dHuHoAAAAdL6xAtHbtWn3zm99k+AgAAMSFsALRhAkTIl0PAAAA04R1dAcAAEA8IRABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLi6lA9Oijj8pms2nevHm+a42NjSouLlZmZqZ69uypyZMnq66uzu99Bw4c0IQJE9S9e3dlZWXpnnvu0enTpzu59gAAIFrFTCDasWOHfvWrX2nYsGF+1++66y6Vlpbqd7/7ncrLy/X555/r1ltv9d1vbm7WhAkTdPLkSf35z3/WSy+9pDVr1uiBBx7o7CYAAIAoFROB6NixY5o6dapeeOEF9erVy3fd5XLp17/+tZ544gldf/31GjFihFavXq0///nPevfddyVJb731lqqrq7V27Vpddtlluummm/TQQw/pueee08mTJ81qEgAAiCIxEYiKi4s1YcIEFRYW+l2vrKzUqVOn/K5fcskl6tevnyoqKiRJFRUVGjp0qLKzs31lxo8fL7fbrT179gT8e01NTXK73X4vAAAQv7qYXYG2vPLKK9q5c6d27NjR4p7T6VRSUpLS09P9rmdnZ8vpdPrKnB2GvPe99wJZunSpSkpKIlB7AAAQC6K6h+jgwYO688479fLLLyslJaXT/u7ixYvlcrl8r4MHD3ba3wYAAJ0vqgNRZWWl6uvrNXz4cHXp0kVdunRReXm5li9fri5duig7O1snT57UkSNH/N5XV1cnh8MhSXI4HC1WnXl/95Y5V3JystLS0vxeAAAgfkV1IBo3bpx2796tXbt2+V4jR47U1KlTfT937dpVGzdu9L1n7969OnDggAoKCiRJBQUF2r17t+rr631lNmzYoLS0NOXn53d6mwAAQPSJ6jlEqampGjJkiN+1Hj16KDMz03d9xowZmj9/vjIyMpSWlqa5c+eqoKBAV155pSTpxhtvVH5+vr7//e9r2bJlcjqd+tnPfqbi4mIlJyd3epsAAED0iepAFIwnn3xSCQkJmjx5spqamjR+/Hg9//zzvvuJiYlav369Zs+erYKCAvXo0UPTp0/Xgw8+aGKtAQBANLEZhmGYXYlo53a7Zbfb5XK5mE8EAECMCOX7O6rnEAEAAHQGAhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALC8mD/tHgCsrNljaHtNg+qPNiorNUWj8jKUmGAzu1pAzCEQAUCMKquqVUlptWpdjb5rOfYULZmYr6IhOSbWDIg9DJkBQAwqq6rV7LU7/cKQJDldjZq9dqfKqmpNqhkQmwhEABBjmj2GSkqrZQS4571WUlqtZk+gEgACIRABQIzZXtPQomfobIakWlejttc0dF6lgBhHIAKAGFN/tPUwFE45AAQiAIg5WakpES0HgFVmABCySC11D/dzRuVlKMeeIqerMeA8Ipskh/3M5wEIDoEIAEIQqaXu7fmcxASblkzM1+y1O2WT/EKRN04tmZjPfkRACBgyA4AgRWqpeyQ+p2hIjlZMGy6H3X9YzGFP0Yppw9mHCAiRzTAM1mW2we12y263y+VyKS0tzezqADBBs8fQmMc2tbq6yztMtXXh9eftmYnU55z9eexUDQQWyvc3Q2YAEIRQlroX9M/s8M/xSkywBVUOwPkxZAYAQYjUUneWzAPRiUAEAEGI1FJ3lswD0YlABABB8C51b212jk1nVom1tdQ9Up8DILIIRAAQBO9Sd0ktwkwoS90j9TkAIotABABBitRSd5bMA9GHZfdBYNk9gLOdvdS9d49kySZ9cawp5GXvLJkHOhbL7gGgA3mXupdV1WrB7z8Ie9dqlswD0YMhMwAIQ6R2rQYQHQhEABCiZo+hktLqgAerGv98lZRWq9nDjAQgVhCIACBEbe02LX212zSA2MAcIgAIkdMd3C7SW/96iAnTQIwgEAFAiBqONQVV7rm39/t+DmWyNYDOx5AZAIQoo0dSyO9hsjUQ3QhEABCicM4Z806vZrI1EJ0IRAAQqjCnAhlisjUQrQhEABCiL4KcQ9Sa+qPBTcoG0HkIRAAQonCGzCL5fgCRRyACgBCNystQjj0l5JEzm86sNhuVl9ER1QLQDgQiAFGl2WOoYv9hvb7rM1XsPxyVE5ATE2xaMjFfUvDTibzllkzMZz8iIAqxDxGAqFFWVauS0uqwD0vtTEVDcrRi2vCA9f2XS3P0xge1ftcdUdoOAGfYDMOIvv/9ijJut1t2u10ul0tpaWlmVweIS97DUs/9D5K3L2XFtOEdHiaaPYa21zSEtLt0a+8J57MARFYo39/0EAEwXVuHpdp0Zv+eG/IdHRYqwu2dSkywqaB/ZtDXAUQn5hABMF1bh6V29P493t6pc+vA7tKAdRCIAJgu2H15OmL/nrZ6pyR2lwasgEAEwHTB7svTEfv3mN07BSA6EIgAmK6tfX06cv8eM3unAEQPAhEA051vX5/27t/T1r5GZvZOAYgeUR2Ili5dqiuuuEKpqanKysrSpEmTtHfvXr8yjY2NKi4uVmZmpnr27KnJkyerrq7Or8yBAwc0YcIEde/eXVlZWbrnnnt0+vTpzmwKgDZ49/Vx2P2Dh8OeEvaS+7KqWo15bJO+98K7uvOVXfreC+9qzGOb/CZJm9k7BSB6RPU+REVFRZoyZYquuOIKnT59Wvfdd5+qqqpUXV2tHj16SJJmz56tN998U2vWrJHdbtecOXOUkJCgd955R5LU3Nysyy67TA6HQ48//rhqa2t1++23a+bMmXrkkUeCqgf7EAGdJ1L794Syr5G3rCS/8p25BxKAyAvl+zuqA9G5Dh06pKysLJWXl+uaa66Ry+VSnz59tG7dOv3rv/6rJOkvf/mLBg8erIqKCl155ZX6wx/+oG9961v6/PPPlZ2dLUlauXKlFi5cqEOHDikpKanF32lqalJT01enWbvdbvXt25dABJgs2LDU7DE05rFNrU6WtulMz9PWhdf73h9Lu2QDCE7cbszocrkkSRkZZ7quKysrderUKRUWFvrKXHLJJerXr58vEFVUVGjo0KG+MCRJ48eP1+zZs7Vnzx5dfvnlLf7O0qVLVVJS0sGtARCKUAJLKCvHvJsnFg3J0Q35DnaXBiwqZgKRx+PRvHnzdPXVV2vIkCGSJKfTqaSkJKWnp/uVzc7OltPp9JU5Owx573vvBbJ48WLNnz/f97u3hwiAOVob/nK6GvWjtTt1V+FAXdS7hy/EhLtyjN2lAeuKmUBUXFysqqoqbd26tcP/VnJyspKTkzv87wBoWzAbJz75p32+azn2FE25Irj/gWHlGACvqF5l5jVnzhytX79eb7/9ti644ALfdYfDoZMnT+rIkSN+5evq6uRwOHxlzl115v3dWwZA9Gpr+OtcTlejnvzTPqV378rKMQBBi+pAZBiG5syZo1dffVWbNm1SXl6e3/0RI0aoa9eu2rhxo+/a3r17deDAARUUFEiSCgoKtHv3btXX1/vKbNiwQWlpacrPz++chgAIW6gbInoPg/WK9L5GAOJTVA+ZFRcXa926dXr99deVmprqm/Njt9vVrVs32e12zZgxQ/Pnz1dGRobS0tI0d+5cFRQU6Morr5Qk3XjjjcrPz9f3v/99LVu2TE6nUz/72c9UXFzMsBhgklCW1oczrGVIOnLilO4qHKRXdhzw62FysHIMQABRHYhWrFghSbr22mv9rq9evVo/+MEPJElPPvmkEhISNHnyZDU1NWn8+PF6/vnnfWUTExO1fv16zZ49WwUFBerRo4emT5+uBx98sLOaAeAsoS5v926c6HQ1BpxHdD4X9e6urQuvZ+UYgDbF1D5EZmFjRiAyQtksMdD7JIUUin4z80pWjQEWFsr3d1TPIQIQP4JZLVZSWt3irDGp9WM9WsOkaQChiuohMwDxI5zNEs927saJf//ihJ7608e+93oxaRpAOAhEADpFuJslnu3cjRMvdvRsMR+JSdMAwkEgAtBura0aO/v6F0eb2v4ghbaqjOM2AEQKgQhAuwRaNZberavGDOyt9/7+pZzur64n2KQAU4QkfXXg6ogLe6li/+GgAw7HbQCIBAIRgLC1tmrsyD9Oaf2HtS3Kny8MSdK/XJqjsY+/zYnzADodq8wAhOV8q8bacm6Hj8OeolnX5GnVlpoWE6+drkbNXrtTZVUtAxYARAo9RACCcu48IY9hhHTG2Nk8hnT/hMHqnZqsrNQzw2RjH3+71SX5Np1Zkn9DvoP5QQA6BIEIQJtamyfUHr1Tk3XLZV+TJFXsP9yuJfkA0F4EIgDnPVvsfPOE2uPs1WSRWJIPAO1BIAIsyhuCNlQ79dquz9Vw/KTvnnci8w35jrDnCbXGu5rs7F2kg11qH85BrwAQDAIRYEGBhsDO5p3IPK9wYNjzhAJpbRfptg5wDRSiACCSWGUGWIx3CKytOTuS9J/v1ET0bzvsKQEPcE1MsGnJxHxJX4UmL47iANAZ6CECLCSUpfKGJNc/Trf7b/7r8Av0zUG929xk0XuAK0dxADADgQiwkLYOWO0I3xzU27earC0cxQHALAQiwELMWKUV6kRojuIAYAbmEAEW0rtnctBlbZJ6Jof/nwibzqxWYyI0gFhAIAKsJMT18yMvDC/MMBEaQKwhEAEdrNljqGL/Yb2+6zNV7D+s5tZOOO0E9ceagiqX3q2rVkwbrqsH9A6qfGqK/+h7a6vJACBaMYcI6ECB9vsx8/T2hiADUfF1/VU0JEf/9/GhoMo/O+VyJXVNZCI0gJhFIAI6SGtHXng3PTSjByWjR1JQ5bxzjRpOnGyj5BlHGk/plkuywq4XAJiNITOgA5xvvx/vtZLS6k4fPnPYu4VUjiM1AFgFgQjoAG3t93P26e2dyXtExvmcvTLMW761wS9WkgGIFwQioAN05OntgSZpBztx23tExvkCztkrwzhSA4BVMIcI6ADtGWrynkIfaIJyoEna6d27SpKOnDjlu3a+idutHZHR2ns4UgOAFdgMwzBvDXCMcLvdstvtcrlcSktLM7s6iAHNHkNjHtvU5untWxdeL0m+APT3L07oN9sPyOluGVQkBZykHYi3v+Z8E7fPF7wiUR4AzBbK9zeBKAgEIoTDu8pM8t8P8eywIqlFz8u5bP98f3r3rn69QG05O3QRXABYUSjf38whAtqptfk73qEmxzmTmL2bFkpnenzaOmzVG6ZCCUPe95kxcRsAYhFziIB2aGvjxdZOb5ekMY9tCvUkjbCYcaArAMQaAhEQpmA3Xgx0envF/sNt9gxFCnsEAUDbGDIDwtDejRc7o9eGPYIAIHgEIiAM7d14MdReG5vOTKq2qeV+QK2Vl9gjCACCRSACwtDejRfb2gH6bN4yj946NOAk7fTuXX17EXlx2jwAhIY5RIBC32OnvWd8eXeAnr12p29ZfWvO3QCxtUna7BEEAOEjEMHy2lopFoi3h6etjRfPN3+n1R2g05L1vVH9dFHvHgHDTaBJ2pICXgMABIeNGYPAxozxq7WVYsHs9BzMxovBDFmxAzQAdAx2qo4wAlFsCOcoijGPbWp1cnQwOz2H07sEAOgcoXx/M2SGuBBOMAllpVhrw1GtbbxIDw8AxBYCEWJesBsknqu9K8W8WpvTAwCIHSy7R1Ro7TywYN4X7gaJ7V0pBgCIH/QQwXTtmYfTnmGvSKwUAwDEB3qIYCrvcNe5ocY73FVWVXve97dn2Mu7F5DUcvdndnoGAGshEME07T0PTGr/sJd3L6Bzd39mp2cAsBaGzGCaSKzyitQGiawUAwBrIxDBNJFY5XW+IzBCGfZipRgAWBtDZjBNpFZ5MewFAGgveohgmkiu8mLYCwDQHgQiE1n9DKtIDXed/XkMewEAwkEgMglnYJ3R6onvFvxnAQAwD4e7BiHSh7u254T1eGX13jIAQOSF8v1tqUnVzz33nC666CKlpKRo9OjR2r59e6fXIRJ778Qj73DXLZd9TQX9MwlDAIBOZZlA9Nvf/lbz58/XkiVLtHPnTl166aUaP3686uvrO7Ueoey9AwAAOodlAtETTzyhmTNn6oc//KHy8/O1cuVKde/eXf/5n//ZqfWI1AnrAAAgciwRiE6ePKnKykoVFhb6riUkJKiwsFAVFRUtyjc1Ncntdvu9IoUT1gEAiD6WCERffPGFmpublZ2d7Xc9OztbTqezRfmlS5fKbrf7Xn379o1YXbx777Q2Q8amM6vNOGEdAIDOY4lAFKrFixfL5XL5XgcPHozYZ3PCOgAA0ccSgah3795KTExUXV2d3/W6ujo5HI4W5ZOTk5WWlub3iiSOmgAAILpYYmPGpKQkjRgxQhs3btSkSZMkSR6PRxs3btScOXNMqRNHTQAAED0sEYgkaf78+Zo+fbpGjhypUaNG6amnntLx48f1wx/+0LQ6cdQEAADRwTKB6N/+7d906NAhPfDAA3I6nbrssstUVlbWYqI1AACwHo7uCEKkj+4AAAAdj6M7AAAAQkAgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgAgAAlmeZjRnbw7tVk9vtNrkmAAAgWN7v7WC2XCQQBeHo0aOSpL59+5pcEwAAEKqjR4/Kbreftww7VQfB4/Ho888/V2pqqmy26D581e12q2/fvjp48KAld9W2cvtpuzXbLlm7/bTdmm2Xgmu/YRg6evSocnNzlZBw/llC9BAFISEhQRdccIHZ1QhJWlqaJf8F8bJy+2m7NdsuWbv9tN2abZfabn9bPUNeTKoGAACWRyACAACWRyCKM8nJyVqyZImSk5PNrooprNx+2m7NtkvWbj9tt2bbpci3n0nVAADA8ughAgAAlkcgAgAAlkcgAgAAlkcgAgAAlkcgilFbtmzRxIkTlZubK5vNptdee83vvmEYeuCBB5STk6Nu3bqpsLBQ+/btM6eyEdZW23/wgx/IZrP5vYqKisypbIQtXbpUV1xxhVJTU5WVlaVJkyZp7969fmUaGxtVXFyszMxM9ezZU5MnT1ZdXZ1JNY6cYNp+7bXXtnj2P/rRj0yqcWStWLFCw4YN821CV1BQoD/84Q+++/H63KW22x7Pz/1cjz76qGw2m+bNm+e7Fs/P/myB2h7JZ08gilHHjx/XpZdequeeey7g/WXLlmn58uVauXKltm3bph49emj8+PFqbGzs5JpGXlttl6SioiLV1tb6Xr/5zW86sYYdp7y8XMXFxXr33Xe1YcMGnTp1SjfeeKOOHz/uK3PXXXeptLRUv/vd71ReXq7PP/9ct956q4m1joxg2i5JM2fO9Hv2y5YtM6nGkXXBBRfo0UcfVWVlpd577z1df/31uuWWW7Rnzx5J8fvcpbbbLsXvcz/bjh079Ktf/UrDhg3zux7Pz96rtbZLEXz2BmKeJOPVV1/1/e7xeAyHw2E8/vjjvmtHjhwxkpOTjd/85jcm1LDjnNt2wzCM6dOnG7fccosp9els9fX1hiSjvLzcMIwzz7lr167G7373O1+Zjz76yJBkVFRUmFXNDnFu2w3DMMaOHWvceeed5lWqk/Xq1ct48cUXLfXcvbxtNwxrPPejR48aAwcONDZs2ODXXis8+9babhiRffb0EMWhmpoaOZ1OFRYW+q7Z7XaNHj1aFRUVJtas82zevFlZWVm6+OKLNXv2bB0+fNjsKnUIl8slScrIyJAkVVZW6tSpU37P/pJLLlG/fv3i7tmf23avl19+Wb1799aQIUO0ePFinThxwozqdajm5ma98sorOn78uAoKCiz13M9tu1e8P/fi4mJNmDDB7xlL1vh3vrW2e0Xq2XO4axxyOp2SpOzsbL/r2dnZvnvxrKioSLfeeqvy8vK0f/9+3XfffbrppptUUVGhxMREs6sXMR6PR/PmzdPVV1+tIUOGSDrz7JOSkpSenu5XNt6efaC2S9Jtt92mCy+8ULm5ufrwww+1cOFC7d27V//7v/9rYm0jZ/fu3SooKFBjY6N69uypV199Vfn5+dq1a1fcP/fW2i7F/3N/5ZVXtHPnTu3YsaPFvXj/d/58bZci++wJRIg7U6ZM8f08dOhQDRs2TP3799fmzZs1btw4E2sWWcXFxaqqqtLWrVvNrkqna63ts2bN8v08dOhQ5eTkaNy4cdq/f7/69+/f2dWMuIsvvli7du2Sy+XS73//e02fPl3l5eVmV6tTtNb2/Pz8uH7uBw8e1J133qkNGzYoJSXF7Op0qmDaHslnz5BZHHI4HJLUYpVBXV2d756VfP3rX1fv3r3117/+1eyqRMycOXO0fv16vf3227rgggt81x0Oh06ePKkjR474lY+nZ99a2wMZPXq0JMXNs09KStKAAQM0YsQILV26VJdeeqmefvppSzz31toeSDw998rKStXX12v48OHq0qWLunTpovLyci1fvlxdunRRdnZ23D77ttre3Nzc4j3tefYEojiUl5cnh8OhjRs3+q653W5t27bNb8zdKj799FMdPnxYOTk5Zlel3QzD0Jw5c/Tqq69q06ZNysvL87s/YsQIde3a1e/Z7927VwcOHIj5Z99W2wPZtWuXJMXFsw/E4/Goqakprp97a7xtDySenvu4ceO0e/du7dq1y/caOXKkpk6d6vs5Xp99W20PNAWiPc+eIbMYdezYMb8EXFNTo127dikjI0P9+vXTvHnz9PDDD2vgwIHKy8vT/fffr9zcXE2aNMm8SkfI+dqekZGhkpISTZ48WQ6HQ/v379e9996rAQMGaPz48SbWOjKKi4u1bt06vf7660pNTfXNEbDb7erWrZvsdrtmzJih+fPnKyMjQ2lpaZo7d64KCgp05ZVXmlz79mmr7fv379e6det08803KzMzUx9++KHuuusuXXPNNQGX6saaxYsX66abblK/fv109OhRrVu3Tps3b9Yf//jHuH7u0vnbHu/PPTU11W+enCT16NFDmZmZvuvx+uzbanvEn31E1qqh07399tuGpBav6dOnG4ZxZun9/fffb2RnZxvJycnGuHHjjL1795pb6Qg5X9tPnDhh3HjjjUafPn2Mrl27GhdeeKExc+ZMw+l0ml3tiAjUbknG6tWrfWX+8Y9/GD/+8Y+NXr16Gd27dze+/e1vG7W1teZVOkLaavuBAweMa665xsjIyDCSk5ONAQMGGPfcc4/hcrnMrXiE3HHHHcaFF15oJCUlGX369DHGjRtnvPXWW7778frcDeP8bY/35x7IuUvN4/nZn+vstkf62dsMwzBCj1EAAADxgzlEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAGLOtddeq3nz5pldDW3evFk2m63FwZoAYg+BCACCEC0hDEDHIBABAADLIxABiGlNTU1asGCBvva1r6lHjx4aPXq0Nm/e7Lu/Zs0apaen649//KMGDx6snj17qqioSLW1tb4yp0+f1k9+8hOlp6crMzNTCxcu1PTp0zVp0iRJ0g9+8AOVl5fr6aefls1mk81m09///nff+ysrKzVy5Eh1795dV111lfbu3dtJrQcQKQQiADFtzpw5qqio0CuvvKIPP/xQ3/nOd1RUVKR9+/b5ypw4cUK/+MUv9F//9V/asmWLDhw4oAULFvjuP/bYY3r55Ze1evVqvfPOO3K73Xrttdd8959++mkVFBRo5syZqq2tVW1trfr27eu7/9Of/lS//OUv9d5776lLly664447OqXtACKni9kVAIBwHThwQKtXr9aBAweUm5srSVqwYIHKysq0evVqPfLII5KkU6dOaeXKlerfv7+kMyHqwQcf9H3OM888o8WLF+vb3/62JOnZZ5/V//t//8933263KykpSd27d5fD4WhRj5///OcaO3asJGnRokWaMGGCGhsblZKS0jENBxBxBCIAMWv37t1qbm7WoEGD/K43NTUpMzPT93v37t19YUiScnJyVF9fL0lyuVyqq6vTqFGjfPcTExM1YsQIeTyeoOoxbNgwv8+WpPr6evXr1y/0RgEwBYEIQMw6duyYEhMTVVlZqcTERL97PXv29P3ctWtXv3s2m02GYUSsHmd/vs1mk6SgwxSA6MAcIgAx6/LLL1dzc7Pq6+s1YMAAv1egoa1A7Ha7srOztWPHDt+15uZm7dy5069cUlKSmpubI1p/ANGDHiIAMWvQoEGaOnWqbr/9dv3yl7/U5ZdfrkOHDmnjxo0aNmyYJkyYENTnzJ07V0uXLtWAAQN0ySWX6JlnntGXX37p6+2RpIsuukjbtm3T3//+d/Xs2VMZGRkd1SwAJqCHCEBMW716tW6//XbdfffduvjiizVp0iTt2LEjpPk7Cxcu1Pe+9z3dfvvtKigoUM+ePTV+/Hi/SdELFixQYmKi8vPz1adPHx04cKAjmgPAJDYjkgPpABAHPB6PBg8erO9+97t66KGHzK4OgE7AkBkAy/vkk0/01ltvaezYsWpqatKzzz6rmpoa3XbbbWZXDUAnYcgMgOUlJCRozZo1uuKKK3T11Vdr9+7d+tOf/qTBgwebXTUAnYQhMwAAYHn0EAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMv7/yBmltuieZ19AAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> Step01. 훈련 세트 준비"],"metadata":{"id":"-ruw7l9h0e4U"}},{"cell_type":"code","source":["#훈련세트와 테스트세트 준비\n","from sklearn.model_selection import train_test_split\n","\n","#회귀 문제에서는 클래스의 비율을 맞춰주는 stratify를 사용하지 않음\n","train_input, test_input, train_target, test_target = train_test_split(perch_length, perch_weight, random_state = 42)\n","\n","#reshape : 행(-1) * 열(1) 인 2차원 배열 생성\n","train_input = train_input.reshape(-1, 1)\n","test_input = test_input.reshape(-1, 1)\n"],"metadata":{"id":"ZJVrG7F8WkCT"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> Step02. 회귀 모델 훈련"],"metadata":{"id":"FGvIukih06Pr"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsRegressor\n","\n","knr = KNeighborsRegressor()\n","\n","#훈련 세트를 넣어 훈련하기\n","knr.fit(train_input, train_target)\n","\n","#테스트 세트를 넣어 점수 확인\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_FLcyokUzJGy","executionInfo":{"status":"ok","timestamp":1728281146224,"user_tz":-540,"elapsed":322,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b315db03-adf0-4210-d9c4-691972979c2b"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":7}]},{"cell_type":"markdown","source":["***결정계수(R2)?**\n","\n","R2 = 1 - (타깃 - 예측)2의 합 / (타깃 - 평균)2의 합\n","\n","ㄴ 1에 가까울 수록 좋은 성능의 모델\n"],"metadata":{"id":"WCQ1k7861auh"}},{"cell_type":"code","source":["from sklearn.metrics import mean_absolute_error\n","\n","#test_input으로 예측한 값\n","test_prediction = knr.predict(test_input)\n","\n","#(타깃 - 예측) 절대값의 평균\n","mae = mean_absolute_error(test_target, test_prediction)\n","\n","#약 9g의 오차 확인 가능\n","print(mae)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wEdA-pf31XTB","executionInfo":{"status":"ok","timestamp":1728281147993,"user_tz":-540,"elapsed":6,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"17f311f4-1c45-4091-f0c6-ccc12b4a43c0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["19.157142857142862\n"]}]},{"cell_type":"markdown","source":["***과대적합? 과소적합?**\n","\n","과소적합(underfitting) : 훈련세트보다 테스트세트의 점수가 높을 경우\n","\n","과대적합(overfitting) : 훈련세트에 너무 적합하여 테스트세트에서 결과값을 내지 못할 경우"],"metadata":{"id":"MSx26VUv5RWk"}},{"cell_type":"code","source":["#훈련 세트 성능\n","knr.score(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QbuagAxS6naI","executionInfo":{"status":"ok","timestamp":1728281149271,"user_tz":-540,"elapsed":4,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"492066c3-3463-4134-ac66-4f171e5cd342"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9698823289099254"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["#테스트 세트 성능\n","knr.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o28W8idg6vfj","executionInfo":{"status":"ok","timestamp":1728281151203,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"917c0991-aa43-43e9-ef7e-02933e782efb"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.992809406101064"]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","source":["\n","\n","**Problem** : 과소 적합 발생!\n","\n","**Solution** : 이웃의 개수 줄이기\n","\n","\n"],"metadata":{"id":"mWH7P1o2tTj_"}},{"cell_type":"code","source":["#이웃의 개수, 기본값 5를 3으로 줄이기\n","knr.n_neighbors = 3\n","knr.fit(train_input, train_target)\n","\n","print(knr.score(train_input, train_target))\n","\n","print(knr.score(test_input, test_target))"],"metadata":{"id":"YaOw7IkN6tM_","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1728281152854,"user_tz":-540,"elapsed":349,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1fa133a6-7b95-42b1-9c71-549ef14042c5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9804899950518966\n","0.9746459963987609\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"8ZIpsqQSkzHA"}},{"cell_type":"markdown","source":["***아주 긴 농어라면?**\n","\n","ㄴ 결과값을 추정하기 어려움"],"metadata":{"id":"TygSu63EkleP"}},{"cell_type":"code","source":["#50cm 농어의 이웃을 구하기\n","distances, indexes = knr.kneighbors([[50]])\n","\n","#훈련 세트의 산점도 그리기\n","plt.scatter(train_input, train_target)\n","\n","#훈련 세트 중에서 이웃 샘플만 다시 그리기\n","plt.scatter(train_input[indexes], train_target[indexes], marker = 'D')\n","\n","#50cm 농어 데이터 표시\n","plt.scatter(50, 1033, marker = '^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"4XQ_9VSHkwFN","executionInfo":{"status":"ok","timestamp":1728281154960,"user_tz":-540,"elapsed":670,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"587f9f85-f3af-444d-9dab-b5964ab6e170"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["***선형회귀(linear regression)**"],"metadata":{"id":"ig9ptVUKmvct"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","\n","lr = LinearRegression()\n","\n","#선형 회귀 모델 훈련\n","lr.fit(train_input, train_target)\n","\n","#50cm 농어에 대한 예측\n","print(lr.predict([[50]]))\n","\n","#_ : 내가 넣은 데이터가 아닌 학습된 데이터\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jhK1ClGFlMol","executionInfo":{"status":"ok","timestamp":1728281644372,"user_tz":-540,"elapsed":331,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"28da0105-3d13-41f7-beaf-69471a593d97"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[1241.83860323]\n","[39.01714496] -709.0186449535477\n"]}]},{"cell_type":"code","source":["#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15에서 50까지 1차 방정식 그래프\n","plt.plot([15, 50], [15 * lr.coef_ + lr.intercept_, 50 * lr.coef_ + lr.intercept_])\n","\n","#50cm 농어 데이터\n","plt.scatter(50, 1241.8, marker='^')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"RBE2QyMFnAg6","executionInfo":{"status":"ok","timestamp":1728281781421,"user_tz":-540,"elapsed":749,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"67ef738d-0636-496f-c81a-05c3abf72140"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#결정계수 확인\n","print(lr.score(train_input, train_target))\n","\n","print(lr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"J1DTpBfTnx_s","executionInfo":{"status":"ok","timestamp":1728281851625,"user_tz":-540,"elapsed":347,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"58532797-b592-4a21-e5d3-b9da0ad5fdfe"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.939846333997604\n","0.8247503123313558\n"]}]},{"cell_type":"markdown","source":["***다항회귀**"],"metadata":{"id":"P2fGS8u0o4Bz"}},{"cell_type":"code","source":["#제곱 특성 추가!!\n","train_poly = np.column_stack((train_input ** 2, train_input))\n","test_poly = np.column_stack((test_input ** 2, test_input))\n","\n","#다항회귀 모델 훈련\n","lr.fit(train_poly, train_target)\n","\n","print(lr.predict([[50 ** 2, 50]]))\n","\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5jLtKbr9oDPE","executionInfo":{"status":"ok","timestamp":1728282187610,"user_tz":-540,"elapsed":339,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c15f3ab6-f223-40b1-e2e8-3f0cd1efc21c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[1573.98423528]\n","[ 1.01433211 -21.55792498] 116.0502107827827\n"]}]},{"cell_type":"code","source":["#구간별 직선을 그리기 위해 15 ~ 49 정수 배열 생성\n","point = np.arange(15, 50)\n","\n","#훈련 세트의 산점도\n","plt.scatter(train_input, train_target)\n","\n","#15 ~ 49 2차 방정식 그래프 그리기\n","plt.plot(point, 1.01*point**2 - 21.6*point + 116.05)\n","\n","#50cm 농어 데이터\n","plt.scatter([50], [1574], marker = '^')\n","plt.show()\n","\n","#score 확인\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"qNcjR5rFpKM9","executionInfo":{"status":"ok","timestamp":1728282417480,"user_tz":-540,"elapsed":751,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"09ed261e-f8fb-472d-d93d-c5099cec9133"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["0.9706807451768623\n","0.9775935108325122\n"]}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"59Yk9xk9qpL9"}},{"cell_type":"markdown","source":["**Problem** : 과대 적합 발생!\n","\n","\n","***다중 회귀(multiple regression)**\n","\n"],"metadata":{"id":"FQzZXwlhsDS6"}},{"cell_type":"code","source":["#판다스로 데이터 준비\n","import pandas as pd\n","from sklearn.model_selection import train_test_split\n","\n","df = pd.read_csv('https://bit.ly/perch_csv')\n","perch_full = df.to_numpy()\n","\n","print(perch_full)\n","\n","train_input, test_input, train_target, test_target = train_test_split(perch_full, perch_weight, random_state=42)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nFZnNqkhqNSN","executionInfo":{"status":"ok","timestamp":1728541438345,"user_tz":-540,"elapsed":2589,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"935a8a36-eef9-43b7-81fa-63382ba8360f"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 8.4 2.11 1.41]\n"," [13.7 3.53 2. ]\n"," [15. 3.82 2.43]\n"," [16.2 4.59 2.63]\n"," [17.4 4.59 2.94]\n"," [18. 5.22 3.32]\n"," [18.7 5.2 3.12]\n"," [19. 5.64 3.05]\n"," [19.6 5.14 3.04]\n"," [20. 5.08 2.77]\n"," [21. 5.69 3.56]\n"," [21. 5.92 3.31]\n"," [21. 5.69 3.67]\n"," [21.3 6.38 3.53]\n"," [22. 6.11 3.41]\n"," [22. 5.64 3.52]\n"," [22. 6.11 3.52]\n"," [22. 5.88 3.52]\n"," [22. 5.52 4. ]\n"," [22.5 5.86 3.62]\n"," [22.5 6.79 3.62]\n"," [22.7 5.95 3.63]\n"," [23. 5.22 3.63]\n"," [23.5 6.28 3.72]\n"," [24. 7.29 3.72]\n"," [24. 6.38 3.82]\n"," [24.6 6.73 4.17]\n"," [25. 6.44 3.68]\n"," [25.6 6.56 4.24]\n"," [26.5 7.17 4.14]\n"," [27.3 8.32 5.14]\n"," [27.5 7.17 4.34]\n"," [27.5 7.05 4.34]\n"," [27.5 7.28 4.57]\n"," [28. 7.82 4.2 ]\n"," [28.7 7.59 4.64]\n"," [30. 7.62 4.77]\n"," [32.8 10.03 6.02]\n"," [34.5 10.26 6.39]\n"," [35. 11.49 7.8 ]\n"," [36.5 10.88 6.86]\n"," [36. 10.61 6.74]\n"," [37. 10.84 6.26]\n"," [37. 10.57 6.37]\n"," [39. 11.14 7.49]\n"," [39. 11.14 6. ]\n"," [39. 12.43 7.35]\n"," [40. 11.93 7.11]\n"," [40. 11.73 7.22]\n"," [40. 12.38 7.46]\n"," [40. 11.14 6.63]\n"," [42. 12.8 6.87]\n"," [43. 11.93 7.28]\n"," [43. 12.51 7.42]\n"," [43.5 12.6 8.14]\n"," [44. 12.49 7.6 ]]\n"]}]},{"cell_type":"markdown","source":["> Step01. 다항 특성 만들기\n","\n"],"metadata":{"id":"JDCVF634yFgt"}},{"cell_type":"code","source":["#다항 특성 만들기 예시\n","from sklearn.preprocessing import PolynomialFeatures\n","\n","#degree = 2\n","poly = PolynomialFeatures()\n","poly.fit([[2, 3]])\n","\n","#1(bias, 자동 생성), 2, 3, 2**2, 2*3, 3**2\n","print(poly.transform([[2, 3]]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tmAH3pGEtgbG","executionInfo":{"status":"ok","timestamp":1728541441593,"user_tz":-540,"elapsed":420,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"22f261e1-9f9d-4022-8ed4-a1988462fe21"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["[[1. 2. 3. 4. 6. 9.]]\n"]}]},{"cell_type":"markdown","source":["y = a*x + b*1\n","\n","=> [a, b] * [x, 1]"],"metadata":{"id":"khZeHK1YxPlv"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","\n","lr = LinearRegression()\n","poly = PolynomialFeatures(degree = 5, include_bias = False)\n","\n","poly.fit(train_input)\n","train_poly = poly.transform(train_input)\n","test_poly = poly.transform(test_input)\n","\n","print(train_poly.shape)\n","#!!!!!!!!!!(42, 55) => (42, 5) 강의랑 다른 값\n","\n","lr.fit(train_poly, train_target)\n","\n","print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H7Y-8691uWqi","executionInfo":{"status":"ok","timestamp":1728541495691,"user_tz":-540,"elapsed":429,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"318a561d-5432-4c71-8e18-a6bfa937ae5b"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 55)\n","0.9999999999996433\n","-144.40579436844948\n"]}]},{"cell_type":"markdown","source":["**Problem** : 과대적합 발생\n","\n","**Solution** : 규제"],"metadata":{"id":"iPViJz6NGj8Q"}},{"cell_type":"code","source":["#규제를 가하기 전 표준화 하기\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_poly)\n","\n","train_scaled = ss.transform(train_poly)\n","test_scaled = ss.transform(test_poly)"],"metadata":{"id":"AkfR-8Uoyw27","executionInfo":{"status":"ok","timestamp":1728541540940,"user_tz":-540,"elapsed":476,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":9,"outputs":[]},{"cell_type":"markdown","source":["규제가 적용된 선형모델1 : Ridge"],"metadata":{"id":"Qt1YkzIp35iC"}},{"cell_type":"code","source":["#규제가 적용된 선형모델1 : Ridge\n","from sklearn.linear_model import Ridge\n","\n","#Ridge(alpha = 1) : 규제의 정도\n","ridge = Ridge()\n","ridge.fit(train_scaled, train_target)\n","\n","print(ridge.score(train_scaled, train_target))\n","print(ridge.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rf-dN3oy2B7K","executionInfo":{"status":"ok","timestamp":1728541542845,"user_tz":-540,"elapsed":6,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c17a300f-3885-4449-fff4-53aa0ede338d"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9896101671037343\n","0.9790693977615387\n"]}]},{"cell_type":"markdown","source":["최적의 alpha 값 찾기\n","\n","ㄴ 적절한 규제 강도 찾기"],"metadata":{"id":"3ff0mvkp20Vp"}},{"cell_type":"code","source":["alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n","train_score = []\n","test_score = []\n","\n","for alpha in alpha_list :\n"," #ridge model 만들기\n"," ridge = Ridge(alpha = alpha)\n","\n"," #ridge model 훈련\n"," ridge.fit(train_scaled, train_target)\n","\n"," #훈련 점수와 테스트 점수 저장\n"," train_score.append(ridge.score(train_scaled, train_target))\n"," test_score.append(ridge.score(test_scaled, test_target))\n","\n","plt.plot(np.log10(alpha_list), train_score)\n","plt.plot(np.log10(alpha_list), test_score)\n","plt.xlabel('alpha')\n","plt.ylabel('R^2')\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"i2DnqTmd2Ylr","executionInfo":{"status":"ok","timestamp":1728541566970,"user_tz":-540,"elapsed":509,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d48e7d9c-c7d0-475b-cc9f-a0528c088a67"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["규제가 적용된 선형모델2 : Lasso"],"metadata":{"id":"bE8uEETK3uVN"}},{"cell_type":"code","source":["#규제가 적용된 선형모델2 : Lasso\n","from sklearn.linear_model import Lasso\n","\n","lasso = Lasso()\n","lasso.fit(train_scaled, train_target)\n","\n","print(lasso.score(train_scaled, train_target))\n","print(lasso.score(test_scaled, test_target))\n","\n","#Lasso의 특징 : 특성 가중치를 0으로 만들어 특정 특성 배제 가능"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kVseV4HF3YnA","executionInfo":{"status":"ok","timestamp":1728541570808,"user_tz":-540,"elapsed":378,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"664ad056-8934-4d59-f3b7-d22ae538973d"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["0.989789897208096\n","0.9800593698421883\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"YLnl-9WUGzNg"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 3254dd6d56b6f4b765839c1d541d899b038ce4f6 Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 15 Oct 2024 08:39:29 +0000 Subject: [PATCH 04/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week3=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...41\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" diff --git "a/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" "b/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" new file mode 100644 index 0000000..0b70bc7 --- /dev/null +++ "b/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMRVUggHsBS76+O30rS4vPk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q. 럭키 백**\n","\n","도미일 확률 : 72%\n","\n","빙어일 확률 : 16%\n","\n"],"metadata":{"id":"9MsdDGAKEgiI"}},{"cell_type":"markdown","source":["\n","\n","> K-최근접 이웃 사용하기\n","\n","* 특성 : 길이, 높이, 두께, 대각선길이, 무게\n"],"metadata":{"id":"AWhEZVVrFnWV"}},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"C_OlBEWFEc4L","executionInfo":{"status":"ok","timestamp":1728978429174,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"92699458-3589-490f-be52-f06ede4eee3e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Species Weight Length Diagonal Height Width\n","0 Bream 242.0 25.4 30.0 11.5200 4.0200\n","1 Bream 290.0 26.3 31.2 12.4800 4.3056\n","2 Bream 340.0 26.5 31.1 12.3778 4.6961\n","3 Bream 363.0 29.0 33.5 12.7300 4.4555\n","4 Bream 430.0 29.0 34.0 12.4440 5.1340"],"text/html":["\n","
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SpeciesWeightLengthDiagonalHeightWidth
0Bream242.025.430.011.52004.0200
1Bream290.026.331.212.48004.3056
2Bream340.026.531.112.37784.6961
3Bream363.029.033.512.73004.4555
4Bream430.029.034.012.44405.1340
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"fish","summary":"{\n \"name\": \"fish\",\n \"rows\": 159,\n \"fields\": [\n {\n \"column\": \"Species\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Bream\",\n \"Roach\",\n \"Pike\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Weight\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 357.9783165508931,\n \"min\": 0.0,\n \"max\": 1650.0,\n \"num_unique_values\": 101,\n \"samples\": [\n 770.0,\n 51.5,\n 197.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Length\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.716328098884247,\n \"min\": 8.4,\n \"max\": 63.4,\n \"num_unique_values\": 93,\n \"samples\": [\n 14.7,\n 18.8,\n 19.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Diagonal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.610245832690964,\n \"min\": 8.8,\n \"max\": 68.0,\n \"num_unique_values\": 124,\n \"samples\": [\n 39.2,\n 27.2,\n 23.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Height\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.286207619968867,\n \"min\": 1.7284,\n \"max\": 18.957,\n \"num_unique_values\": 154,\n \"samples\": [\n 15.438,\n 7.293,\n 2.8728\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Width\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.6858038699921671,\n \"min\": 1.0476,\n \"max\": 8.142,\n \"num_unique_values\": 152,\n \"samples\": [\n 3.1571,\n 1.3936,\n 3.6835\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":2}],"source":["#Data 준비\n","\n","import pandas as pd\n","\n","fish = pd.read_csv('http://bit.ly/fish_csv_data')\n","\n","#head로 table 표현\n","fish.head()"]},{"cell_type":"code","source":["#열이름을 지정해주면 해당 열을 fith_input에 넣음\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","\n","#target은 Species\n","fish_target = fish['Species'].to_numpy()"],"metadata":{"id":"q925s2R9GNOq","executionInfo":{"status":"ok","timestamp":1728978430053,"user_tz":-540,"elapsed":10,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","#훈련셋과 테스트셋 생성\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state=42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"j_MLgZ95WXBA","executionInfo":{"status":"ok","timestamp":1728978434598,"user_tz":-540,"elapsed":496,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsClassifier\n","\n","kn = KNeighborsClassifier(n_neighbors = 3)\n","kn.fit(train_scaled, train_target)\n","\n","print(kn.score(train_scaled, train_target))\n","print(kn.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EYCcHylil-Vy","executionInfo":{"status":"ok","timestamp":1728978437027,"user_tz":-540,"elapsed":11,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f5f50e90-36c8-4c26-f0d7-f4d0a6daefbf"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8907563025210085\n","0.85\n"]}]},{"cell_type":"code","source":["#7개 속성 출력, model이 학습한 특성\n","print(kn.classes_)\n","\n","#5개의 샘플 예측\n","print(kn.predict(test_scaled[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yNZc_bYHoFhc","executionInfo":{"status":"ok","timestamp":1728978438732,"user_tz":-540,"elapsed":552,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5c1c5748-670e-48c2-cfea-98202c994ec6"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n","['Perch' 'Smelt' 'Pike' 'Perch' 'Perch']\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","proba = kn.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals=4))\n","\n","#행, 5개의 데이터 샘플\n","#열, 7개의 생선 확률"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"haNH6lQag_IB","executionInfo":{"status":"ok","timestamp":1728978439548,"user_tz":-540,"elapsed":23,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f67e0bb5-dea8-4be7-ff49-92f1fae0dae8"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[[0. 0. 1. 0. 0. 0. 0. ]\n"," [0. 0. 0. 0. 0. 1. 0. ]\n"," [0. 0. 0. 1. 0. 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]]\n"]}]},{"cell_type":"markdown","source":["> **로지스틱 회귀(이진 분류)**"],"metadata":{"id":"eKNeV5JUIecj"}},{"cell_type":"code","source":["#도미와 빙어만 분류\n","bream_smelt_indexes = (train_target == 'Bream') | (train_target == 'Smelt')\n","train_bream_smelt = train_scaled[bream_smelt_indexes]\n","target_bream_smelt = train_target[bream_smelt_indexes]\n","\n","from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","lr.fit(train_bream_smelt, target_bream_smelt)\n","\n","print(lr.predict(train_bream_smelt[:5]))\n","\n","print(lr.predict_proba(train_bream_smelt[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JzKjkPHGl_gg","executionInfo":{"status":"ok","timestamp":1728978440371,"user_tz":-540,"elapsed":16,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2a0eea32-040f-4a17-8ad7-57a8cbecc1f1"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Smelt' 'Bream' 'Bream' 'Bream']\n","[[0.99760007 0.00239993]\n"," [0.02737325 0.97262675]\n"," [0.99486386 0.00513614]\n"," [0.98585047 0.01414953]\n"," [0.99767419 0.00232581]]\n"]}]},{"cell_type":"code","source":["print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M4gffRN1JFWW","executionInfo":{"status":"ok","timestamp":1728978610050,"user_tz":-540,"elapsed":640,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"69d728c2-8a2a-4294-ba32-f14867d71146"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["[[-0.40451732 -0.57582787 -0.66248158 -1.01329614 -0.73123131]] [-2.16172774]\n"]}]},{"cell_type":"code","source":["decisions = lr.decision_function(train_bream_smelt[:5])\n","print(decisions)\n","\n","from scipy.special import expit\n","\n","print(expit(decisions))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-N8x3GMgJ99X","executionInfo":{"status":"ok","timestamp":1728978648313,"user_tz":-540,"elapsed":887,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"60c8d180-b34e-4bc5-9046-7d778c810841"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["[-6.02991358 3.57043428 -5.26630496 -4.24382314 -6.06135688]\n","[0.00239993 0.97262675 0.00513614 0.01414953 0.00232581]\n"]}]},{"cell_type":"code","source":["#max_iter : 반복횟수\n","lr = LogisticRegression(C = 20, max_iter = 1000)\n","lr.fit(train_scaled, train_target)\n","\n","print(lr.score(train_scaled, train_target))\n","print(lr.score(test_scaled, test_target))\n","\n","proba = lr.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals = 3))\n","\n","print(lr.coef_.shape, lr.intercept_.shape)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5Kbnq9FdKHMA","executionInfo":{"status":"ok","timestamp":1728978920614,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"bdfc6ccc-adf1-4b25-d562-da28cf61528c"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9327731092436975\n","0.925\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n","(7, 5) (7,)\n"]}]},{"cell_type":"code","source":["#소프트맥스 함수\n","decision = lr.decision_function(test_scaled[:5])\n","print(np.round(decision, decimals = 2))\n","\n","from scipy.special import softmax\n","\n","proba = softmax(decision, axis = 1)\n","print(np.round(proba, decimals = 3))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BY082y0kLJpX","executionInfo":{"status":"ok","timestamp":1728979119366,"user_tz":-540,"elapsed":493,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d4c5a20-2865-4353-d01f-dc2f873a2aac"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ -6.51 1.04 5.17 -2.76 3.34 0.35 -0.63]\n"," [-10.88 1.94 4.78 -2.42 2.99 7.84 -4.25]\n"," [ -4.34 -6.24 3.17 6.48 2.36 2.43 -3.87]\n"," [ -0.69 0.45 2.64 -1.21 3.26 -5.7 1.26]\n"," [ -6.4 -1.99 5.82 -0.13 3.5 -0.09 -0.7 ]]\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n"]}]},{"cell_type":"markdown","source":["> **확률적 경사 하강법(Stochastic Gradient Descent)**\n"],"metadata":{"id":"aPWPsW1RMrjL"}},{"cell_type":"code","source":["#데이터 전처리\n","import pandas as pd\n","\n","fish = pd.read_csv('https://bit.ly/fish_csv_data')\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","fish_target = fish['Species'].to_numpy()\n","\n","from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state = 42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"TqbL2ogrL6br","executionInfo":{"status":"ok","timestamp":1728980528625,"user_tz":-540,"elapsed":764,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":17,"outputs":[]},{"cell_type":"markdown","source":["**SGD Classifier**"],"metadata":{"id":"Qbg7f0HAQ15p"}},{"cell_type":"code","source":["from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 10, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n","\n","sc.partial_fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0Y0xthZrQqso","executionInfo":{"status":"ok","timestamp":1728980853508,"user_tz":-540,"elapsed":499,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e49bc429-52ae-4a69-8c39-23a23f2cb783"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["0.773109243697479\n","0.775\n","0.8151260504201681\n","0.85\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_stochastic_gradient.py:744: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n"," warnings.warn(\n"]}]},{"cell_type":"markdown","source":["**[조기 종료]**"],"metadata":{"id":"PCQl-9N-TQh4"}},{"cell_type":"code","source":["sc = SGDClassifier(loss = 'log_loss', random_state = 42)\n","train_score = []\n","test_score = []\n","\n","classes = np.unique(train_target)\n","for _ in range(0, 300) :\n"," sc.partial_fit(train_scaled, train_target, classes = classes)\n"," train_score.append(sc.score(train_scaled, train_target))\n"," test_score.append(sc.score(test_scaled, test_target))\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 100, tol = None, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JPH6REIVRM1I","executionInfo":{"status":"ok","timestamp":1728981225904,"user_tz":-540,"elapsed":1867,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4e505bff-bb85-4072-fe2d-013c8a865039"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["0.957983193277311\n","0.925\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"z7WwosS6T8Bh"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From ced75fd0be5e8581c4450538eb5e6b967e082c8a Mon Sep 17 00:00:00 2001 From: moon0727 Date: Mon, 28 Oct 2024 09:49:49 +0000 Subject: [PATCH 05/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week4=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...41\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" | 1 - ...\341\205\256\341\206\253\341\204\222\341\205\264_week3.ipynb" | 1 + ...\341\205\256\341\206\253\341\204\222\341\205\264_week4.ipynb" | 1 + 3 files changed, 2 insertions(+), 1 deletion(-) delete mode 100644 "week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" create mode 100644 "week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3.ipynb" create mode 100644 "week4/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week4.ipynb" diff --git "a/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" "b/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" deleted file mode 100644 index 0b70bc7..0000000 --- "a/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3-1.ipynb" +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMRVUggHsBS76+O30rS4vPk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q. 럭키 백**\n","\n","도미일 확률 : 72%\n","\n","빙어일 확률 : 16%\n","\n"],"metadata":{"id":"9MsdDGAKEgiI"}},{"cell_type":"markdown","source":["\n","\n","> K-최근접 이웃 사용하기\n","\n","* 특성 : 길이, 높이, 두께, 대각선길이, 무게\n"],"metadata":{"id":"AWhEZVVrFnWV"}},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"C_OlBEWFEc4L","executionInfo":{"status":"ok","timestamp":1728978429174,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"92699458-3589-490f-be52-f06ede4eee3e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Species Weight Length Diagonal Height Width\n","0 Bream 242.0 25.4 30.0 11.5200 4.0200\n","1 Bream 290.0 26.3 31.2 12.4800 4.3056\n","2 Bream 340.0 26.5 31.1 12.3778 4.6961\n","3 Bream 363.0 29.0 33.5 12.7300 4.4555\n","4 Bream 430.0 29.0 34.0 12.4440 5.1340"],"text/html":["\n","
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SpeciesWeightLengthDiagonalHeightWidth
0Bream242.025.430.011.52004.0200
1Bream290.026.331.212.48004.3056
2Bream340.026.531.112.37784.6961
3Bream363.029.033.512.73004.4555
4Bream430.029.034.012.44405.1340
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"fish","summary":"{\n \"name\": \"fish\",\n \"rows\": 159,\n \"fields\": [\n {\n \"column\": \"Species\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Bream\",\n \"Roach\",\n \"Pike\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Weight\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 357.9783165508931,\n \"min\": 0.0,\n \"max\": 1650.0,\n \"num_unique_values\": 101,\n \"samples\": [\n 770.0,\n 51.5,\n 197.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Length\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.716328098884247,\n \"min\": 8.4,\n \"max\": 63.4,\n \"num_unique_values\": 93,\n \"samples\": [\n 14.7,\n 18.8,\n 19.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Diagonal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.610245832690964,\n \"min\": 8.8,\n \"max\": 68.0,\n \"num_unique_values\": 124,\n \"samples\": [\n 39.2,\n 27.2,\n 23.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Height\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.286207619968867,\n \"min\": 1.7284,\n \"max\": 18.957,\n \"num_unique_values\": 154,\n \"samples\": [\n 15.438,\n 7.293,\n 2.8728\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Width\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.6858038699921671,\n \"min\": 1.0476,\n \"max\": 8.142,\n \"num_unique_values\": 152,\n \"samples\": [\n 3.1571,\n 1.3936,\n 3.6835\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":2}],"source":["#Data 준비\n","\n","import pandas as pd\n","\n","fish = pd.read_csv('http://bit.ly/fish_csv_data')\n","\n","#head로 table 표현\n","fish.head()"]},{"cell_type":"code","source":["#열이름을 지정해주면 해당 열을 fith_input에 넣음\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","\n","#target은 Species\n","fish_target = fish['Species'].to_numpy()"],"metadata":{"id":"q925s2R9GNOq","executionInfo":{"status":"ok","timestamp":1728978430053,"user_tz":-540,"elapsed":10,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","#훈련셋과 테스트셋 생성\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state=42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"j_MLgZ95WXBA","executionInfo":{"status":"ok","timestamp":1728978434598,"user_tz":-540,"elapsed":496,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsClassifier\n","\n","kn = KNeighborsClassifier(n_neighbors = 3)\n","kn.fit(train_scaled, train_target)\n","\n","print(kn.score(train_scaled, train_target))\n","print(kn.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EYCcHylil-Vy","executionInfo":{"status":"ok","timestamp":1728978437027,"user_tz":-540,"elapsed":11,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f5f50e90-36c8-4c26-f0d7-f4d0a6daefbf"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8907563025210085\n","0.85\n"]}]},{"cell_type":"code","source":["#7개 속성 출력, model이 학습한 특성\n","print(kn.classes_)\n","\n","#5개의 샘플 예측\n","print(kn.predict(test_scaled[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yNZc_bYHoFhc","executionInfo":{"status":"ok","timestamp":1728978438732,"user_tz":-540,"elapsed":552,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5c1c5748-670e-48c2-cfea-98202c994ec6"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n","['Perch' 'Smelt' 'Pike' 'Perch' 'Perch']\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","proba = kn.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals=4))\n","\n","#행, 5개의 데이터 샘플\n","#열, 7개의 생선 확률"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"haNH6lQag_IB","executionInfo":{"status":"ok","timestamp":1728978439548,"user_tz":-540,"elapsed":23,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f67e0bb5-dea8-4be7-ff49-92f1fae0dae8"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[[0. 0. 1. 0. 0. 0. 0. ]\n"," [0. 0. 0. 0. 0. 1. 0. ]\n"," [0. 0. 0. 1. 0. 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]]\n"]}]},{"cell_type":"markdown","source":["> **로지스틱 회귀(이진 분류)**"],"metadata":{"id":"eKNeV5JUIecj"}},{"cell_type":"code","source":["#도미와 빙어만 분류\n","bream_smelt_indexes = (train_target == 'Bream') | (train_target == 'Smelt')\n","train_bream_smelt = train_scaled[bream_smelt_indexes]\n","target_bream_smelt = train_target[bream_smelt_indexes]\n","\n","from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","lr.fit(train_bream_smelt, target_bream_smelt)\n","\n","print(lr.predict(train_bream_smelt[:5]))\n","\n","print(lr.predict_proba(train_bream_smelt[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JzKjkPHGl_gg","executionInfo":{"status":"ok","timestamp":1728978440371,"user_tz":-540,"elapsed":16,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2a0eea32-040f-4a17-8ad7-57a8cbecc1f1"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Smelt' 'Bream' 'Bream' 'Bream']\n","[[0.99760007 0.00239993]\n"," [0.02737325 0.97262675]\n"," [0.99486386 0.00513614]\n"," [0.98585047 0.01414953]\n"," [0.99767419 0.00232581]]\n"]}]},{"cell_type":"code","source":["print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M4gffRN1JFWW","executionInfo":{"status":"ok","timestamp":1728978610050,"user_tz":-540,"elapsed":640,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"69d728c2-8a2a-4294-ba32-f14867d71146"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["[[-0.40451732 -0.57582787 -0.66248158 -1.01329614 -0.73123131]] [-2.16172774]\n"]}]},{"cell_type":"code","source":["decisions = lr.decision_function(train_bream_smelt[:5])\n","print(decisions)\n","\n","from scipy.special import expit\n","\n","print(expit(decisions))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-N8x3GMgJ99X","executionInfo":{"status":"ok","timestamp":1728978648313,"user_tz":-540,"elapsed":887,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"60c8d180-b34e-4bc5-9046-7d778c810841"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["[-6.02991358 3.57043428 -5.26630496 -4.24382314 -6.06135688]\n","[0.00239993 0.97262675 0.00513614 0.01414953 0.00232581]\n"]}]},{"cell_type":"code","source":["#max_iter : 반복횟수\n","lr = LogisticRegression(C = 20, max_iter = 1000)\n","lr.fit(train_scaled, train_target)\n","\n","print(lr.score(train_scaled, train_target))\n","print(lr.score(test_scaled, test_target))\n","\n","proba = lr.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals = 3))\n","\n","print(lr.coef_.shape, lr.intercept_.shape)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5Kbnq9FdKHMA","executionInfo":{"status":"ok","timestamp":1728978920614,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"bdfc6ccc-adf1-4b25-d562-da28cf61528c"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9327731092436975\n","0.925\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n","(7, 5) (7,)\n"]}]},{"cell_type":"code","source":["#소프트맥스 함수\n","decision = lr.decision_function(test_scaled[:5])\n","print(np.round(decision, decimals = 2))\n","\n","from scipy.special import softmax\n","\n","proba = softmax(decision, axis = 1)\n","print(np.round(proba, decimals = 3))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BY082y0kLJpX","executionInfo":{"status":"ok","timestamp":1728979119366,"user_tz":-540,"elapsed":493,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d4c5a20-2865-4353-d01f-dc2f873a2aac"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ -6.51 1.04 5.17 -2.76 3.34 0.35 -0.63]\n"," [-10.88 1.94 4.78 -2.42 2.99 7.84 -4.25]\n"," [ -4.34 -6.24 3.17 6.48 2.36 2.43 -3.87]\n"," [ -0.69 0.45 2.64 -1.21 3.26 -5.7 1.26]\n"," [ -6.4 -1.99 5.82 -0.13 3.5 -0.09 -0.7 ]]\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n"]}]},{"cell_type":"markdown","source":["> **확률적 경사 하강법(Stochastic Gradient Descent)**\n"],"metadata":{"id":"aPWPsW1RMrjL"}},{"cell_type":"code","source":["#데이터 전처리\n","import pandas as pd\n","\n","fish = pd.read_csv('https://bit.ly/fish_csv_data')\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","fish_target = fish['Species'].to_numpy()\n","\n","from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state = 42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"TqbL2ogrL6br","executionInfo":{"status":"ok","timestamp":1728980528625,"user_tz":-540,"elapsed":764,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":17,"outputs":[]},{"cell_type":"markdown","source":["**SGD Classifier**"],"metadata":{"id":"Qbg7f0HAQ15p"}},{"cell_type":"code","source":["from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 10, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n","\n","sc.partial_fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0Y0xthZrQqso","executionInfo":{"status":"ok","timestamp":1728980853508,"user_tz":-540,"elapsed":499,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e49bc429-52ae-4a69-8c39-23a23f2cb783"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["0.773109243697479\n","0.775\n","0.8151260504201681\n","0.85\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_stochastic_gradient.py:744: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n"," warnings.warn(\n"]}]},{"cell_type":"markdown","source":["**[조기 종료]**"],"metadata":{"id":"PCQl-9N-TQh4"}},{"cell_type":"code","source":["sc = SGDClassifier(loss = 'log_loss', random_state = 42)\n","train_score = []\n","test_score = []\n","\n","classes = np.unique(train_target)\n","for _ in range(0, 300) :\n"," sc.partial_fit(train_scaled, train_target, classes = classes)\n"," train_score.append(sc.score(train_scaled, train_target))\n"," test_score.append(sc.score(test_scaled, test_target))\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 100, tol = None, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JPH6REIVRM1I","executionInfo":{"status":"ok","timestamp":1728981225904,"user_tz":-540,"elapsed":1867,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4e505bff-bb85-4072-fe2d-013c8a865039"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["0.957983193277311\n","0.925\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"z7WwosS6T8Bh"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3.ipynb" "b/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3.ipynb" new file mode 100644 index 0000000..97f59b7 --- /dev/null +++ "b/week3/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMRVUggHsBS76+O30rS4vPk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Q. 럭키 백**\n","\n","도미일 확률 : 72%\n","\n","빙어일 확률 : 16%\n","\n"],"metadata":{"id":"9MsdDGAKEgiI"}},{"cell_type":"markdown","source":["\n","\n","> K-최근접 이웃 사용하기\n","\n","* 특성 : 길이, 높이, 두께, 대각선길이, 무게\n"],"metadata":{"id":"AWhEZVVrFnWV"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"C_OlBEWFEc4L","executionInfo":{"status":"ok","timestamp":1728978429174,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"92699458-3589-490f-be52-f06ede4eee3e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Species Weight Length Diagonal Height Width\n","0 Bream 242.0 25.4 30.0 11.5200 4.0200\n","1 Bream 290.0 26.3 31.2 12.4800 4.3056\n","2 Bream 340.0 26.5 31.1 12.3778 4.6961\n","3 Bream 363.0 29.0 33.5 12.7300 4.4555\n","4 Bream 430.0 29.0 34.0 12.4440 5.1340"],"text/html":["\n","
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SpeciesWeightLengthDiagonalHeightWidth
0Bream242.025.430.011.52004.0200
1Bream290.026.331.212.48004.3056
2Bream340.026.531.112.37784.6961
3Bream363.029.033.512.73004.4555
4Bream430.029.034.012.44405.1340
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"fish","summary":"{\n \"name\": \"fish\",\n \"rows\": 159,\n \"fields\": [\n {\n \"column\": \"Species\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Bream\",\n \"Roach\",\n \"Pike\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Weight\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 357.9783165508931,\n \"min\": 0.0,\n \"max\": 1650.0,\n \"num_unique_values\": 101,\n \"samples\": [\n 770.0,\n 51.5,\n 197.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Length\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.716328098884247,\n \"min\": 8.4,\n \"max\": 63.4,\n \"num_unique_values\": 93,\n \"samples\": [\n 14.7,\n 18.8,\n 19.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Diagonal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.610245832690964,\n \"min\": 8.8,\n \"max\": 68.0,\n \"num_unique_values\": 124,\n \"samples\": [\n 39.2,\n 27.2,\n 23.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Height\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.286207619968867,\n \"min\": 1.7284,\n \"max\": 18.957,\n \"num_unique_values\": 154,\n \"samples\": [\n 15.438,\n 7.293,\n 2.8728\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Width\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.6858038699921671,\n \"min\": 1.0476,\n \"max\": 8.142,\n \"num_unique_values\": 152,\n \"samples\": [\n 3.1571,\n 1.3936,\n 3.6835\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":2}],"source":["#Data 준비\n","\n","import pandas as pd\n","\n","fish = pd.read_csv('http://bit.ly/fish_csv_data')\n","\n","#head로 table 표현\n","fish.head()"]},{"cell_type":"code","source":["#열이름을 지정해주면 해당 열을 fith_input에 넣음\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","\n","#target은 Species\n","fish_target = fish['Species'].to_numpy()"],"metadata":{"id":"q925s2R9GNOq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","#훈련셋과 테스트셋 생성\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state=42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"j_MLgZ95WXBA"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsClassifier\n","\n","kn = KNeighborsClassifier(n_neighbors = 3)\n","kn.fit(train_scaled, train_target)\n","\n","print(kn.score(train_scaled, train_target))\n","print(kn.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EYCcHylil-Vy","executionInfo":{"status":"ok","timestamp":1728978437027,"user_tz":-540,"elapsed":11,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f5f50e90-36c8-4c26-f0d7-f4d0a6daefbf"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8907563025210085\n","0.85\n"]}]},{"cell_type":"code","source":["#7개 속성 출력, model이 학습한 특성\n","print(kn.classes_)\n","\n","#5개의 샘플 예측\n","print(kn.predict(test_scaled[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yNZc_bYHoFhc","executionInfo":{"status":"ok","timestamp":1728978438732,"user_tz":-540,"elapsed":552,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5c1c5748-670e-48c2-cfea-98202c994ec6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n","['Perch' 'Smelt' 'Pike' 'Perch' 'Perch']\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","proba = kn.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals=4))\n","\n","#행, 5개의 데이터 샘플\n","#열, 7개의 생선 확률"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"haNH6lQag_IB","executionInfo":{"status":"ok","timestamp":1728978439548,"user_tz":-540,"elapsed":23,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f67e0bb5-dea8-4be7-ff49-92f1fae0dae8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[0. 0. 1. 0. 0. 0. 0. ]\n"," [0. 0. 0. 0. 0. 1. 0. ]\n"," [0. 0. 0. 1. 0. 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]\n"," [0. 0. 0.6667 0. 0.3333 0. 0. ]]\n"]}]},{"cell_type":"markdown","source":["> **로지스틱 회귀(이진 분류)**"],"metadata":{"id":"eKNeV5JUIecj"}},{"cell_type":"code","source":["#도미와 빙어만 분류\n","bream_smelt_indexes = (train_target == 'Bream') | (train_target == 'Smelt')\n","train_bream_smelt = train_scaled[bream_smelt_indexes]\n","target_bream_smelt = train_target[bream_smelt_indexes]\n","\n","from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","lr.fit(train_bream_smelt, target_bream_smelt)\n","\n","print(lr.predict(train_bream_smelt[:5]))\n","\n","print(lr.predict_proba(train_bream_smelt[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JzKjkPHGl_gg","executionInfo":{"status":"ok","timestamp":1728978440371,"user_tz":-540,"elapsed":16,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2a0eea32-040f-4a17-8ad7-57a8cbecc1f1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Smelt' 'Bream' 'Bream' 'Bream']\n","[[0.99760007 0.00239993]\n"," [0.02737325 0.97262675]\n"," [0.99486386 0.00513614]\n"," [0.98585047 0.01414953]\n"," [0.99767419 0.00232581]]\n"]}]},{"cell_type":"code","source":["print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M4gffRN1JFWW","executionInfo":{"status":"ok","timestamp":1728978610050,"user_tz":-540,"elapsed":640,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"69d728c2-8a2a-4294-ba32-f14867d71146"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[-0.40451732 -0.57582787 -0.66248158 -1.01329614 -0.73123131]] [-2.16172774]\n"]}]},{"cell_type":"code","source":["decisions = lr.decision_function(train_bream_smelt[:5])\n","print(decisions)\n","\n","from scipy.special import expit\n","\n","print(expit(decisions))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-N8x3GMgJ99X","executionInfo":{"status":"ok","timestamp":1728978648313,"user_tz":-540,"elapsed":887,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"60c8d180-b34e-4bc5-9046-7d778c810841"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[-6.02991358 3.57043428 -5.26630496 -4.24382314 -6.06135688]\n","[0.00239993 0.97262675 0.00513614 0.01414953 0.00232581]\n"]}]},{"cell_type":"code","source":["#max_iter : 반복횟수\n","lr = LogisticRegression(C = 20, max_iter = 1000)\n","lr.fit(train_scaled, train_target)\n","\n","print(lr.score(train_scaled, train_target))\n","print(lr.score(test_scaled, test_target))\n","\n","proba = lr.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals = 3))\n","\n","print(lr.coef_.shape, lr.intercept_.shape)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5Kbnq9FdKHMA","executionInfo":{"status":"ok","timestamp":1728978920614,"user_tz":-540,"elapsed":1243,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"bdfc6ccc-adf1-4b25-d562-da28cf61528c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9327731092436975\n","0.925\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n","(7, 5) (7,)\n"]}]},{"cell_type":"code","source":["#소프트맥스 함수\n","decision = lr.decision_function(test_scaled[:5])\n","print(np.round(decision, decimals = 2))\n","\n","from scipy.special import softmax\n","\n","proba = softmax(decision, axis = 1)\n","print(np.round(proba, decimals = 3))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BY082y0kLJpX","executionInfo":{"status":"ok","timestamp":1728979119366,"user_tz":-540,"elapsed":493,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d4c5a20-2865-4353-d01f-dc2f873a2aac"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ -6.51 1.04 5.17 -2.76 3.34 0.35 -0.63]\n"," [-10.88 1.94 4.78 -2.42 2.99 7.84 -4.25]\n"," [ -4.34 -6.24 3.17 6.48 2.36 2.43 -3.87]\n"," [ -0.69 0.45 2.64 -1.21 3.26 -5.7 1.26]\n"," [ -6.4 -1.99 5.82 -0.13 3.5 -0.09 -0.7 ]]\n","[[0. 0.014 0.842 0. 0.135 0.007 0.003]\n"," [0. 0.003 0.044 0. 0.007 0.946 0. ]\n"," [0. 0. 0.034 0.934 0.015 0.016 0. ]\n"," [0.011 0.034 0.305 0.006 0.567 0. 0.076]\n"," [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n"]}]},{"cell_type":"markdown","source":["> **확률적 경사 하강법(Stochastic Gradient Descent)**\n"],"metadata":{"id":"aPWPsW1RMrjL"}},{"cell_type":"code","source":["#데이터 전처리\n","import pandas as pd\n","\n","fish = pd.read_csv('https://bit.ly/fish_csv_data')\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","fish_target = fish['Species'].to_numpy()\n","\n","from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(fish_input, fish_target, random_state = 42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"TqbL2ogrL6br"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["**SGD Classifier**"],"metadata":{"id":"Qbg7f0HAQ15p"}},{"cell_type":"code","source":["from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 10, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n","\n","sc.partial_fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0Y0xthZrQqso","executionInfo":{"status":"ok","timestamp":1728980853508,"user_tz":-540,"elapsed":499,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e49bc429-52ae-4a69-8c39-23a23f2cb783"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.773109243697479\n","0.775\n","0.8151260504201681\n","0.85\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_stochastic_gradient.py:744: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n"," warnings.warn(\n"]}]},{"cell_type":"markdown","source":["**[조기 종료]**"],"metadata":{"id":"PCQl-9N-TQh4"}},{"cell_type":"code","source":["sc = SGDClassifier(loss = 'log_loss', random_state = 42)\n","train_score = []\n","test_score = []\n","\n","classes = np.unique(train_target)\n","for _ in range(0, 300) :\n"," sc.partial_fit(train_scaled, train_target, classes = classes)\n"," train_score.append(sc.score(train_scaled, train_target))\n"," test_score.append(sc.score(test_scaled, test_target))\n","\n","sc = SGDClassifier(loss = 'log_loss', max_iter = 100, tol = None, random_state = 42)\n","sc.fit(train_scaled, train_target)\n","\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JPH6REIVRM1I","executionInfo":{"status":"ok","timestamp":1728981225904,"user_tz":-540,"elapsed":1867,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4e505bff-bb85-4072-fe2d-013c8a865039"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.957983193277311\n","0.925\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"z7WwosS6T8Bh"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week4/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week4.ipynb" "b/week4/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week4.ipynb" new file mode 100644 index 0000000..c666dca --- /dev/null +++ "b/week4/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week4.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOWrfkBeb6qXmJlU28BF25B"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 결정트리\n","\n","**Logistic Regression**으로 와인 분류하기"],"metadata":{"id":"u4LU8EBJpxq7"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"1naeJQuDnuOP","executionInfo":{"status":"ok","timestamp":1730104752090,"user_tz":-540,"elapsed":2047,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import pandas as pd\n","\n","wine = pd.read_csv('https://bit.ly/wine_csv_data')"]},{"cell_type":"code","source":["wine.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"6e3LP7eTqOdX","executionInfo":{"status":"ok","timestamp":1730104752091,"user_tz":-540,"elapsed":23,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"69d24c9e-171f-401d-b4c4-5a965bc5e247"},"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" alcohol sugar pH class\n","0 9.4 1.9 3.51 0.0\n","1 9.8 2.6 3.20 0.0\n","2 9.8 2.3 3.26 0.0\n","3 9.8 1.9 3.16 0.0\n","4 9.4 1.9 3.51 0.0"],"text/html":["\n","
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alcoholsugarpHclass
09.41.93.510.0
19.82.63.200.0
29.82.33.260.0
39.81.93.160.0
49.41.93.510.0
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\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"wine","summary":"{\n \"name\": \"wine\",\n \"rows\": 6497,\n \"fields\": [\n {\n \"column\": \"alcohol\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.192711748870997,\n \"min\": 8.0,\n \"max\": 14.9,\n \"num_unique_values\": 111,\n \"samples\": [\n 10.933333333333302,\n 9.7,\n 10.5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sugar\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.757803743147445,\n \"min\": 0.6,\n \"max\": 65.8,\n \"num_unique_values\": 316,\n \"samples\": [\n 18.95,\n 3.2,\n 9.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pH\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1607872021039883,\n \"min\": 2.72,\n \"max\": 4.01,\n \"num_unique_values\": 108,\n \"samples\": [\n 3.74,\n 3.17,\n 3.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"class\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4307786597787123,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":2}]},{"cell_type":"code","source":["#feature, target 분류\n","\n","data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n","target = wine['class'].to_numpy()"],"metadata":{"id":"4j5THzo8qQew","executionInfo":{"status":"ok","timestamp":1730104752092,"user_tz":-540,"elapsed":18,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["print(data, target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BQXW9FyJqe8x","executionInfo":{"status":"ok","timestamp":1729993800976,"user_tz":-540,"elapsed":375,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"08fc9ad0-cc6a-486d-be2a-0216c4174921"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 9.4 1.9 3.51]\n"," [ 9.8 2.6 3.2 ]\n"," [ 9.8 2.3 3.26]\n"," ...\n"," [ 9.4 1.2 2.99]\n"," [12.8 1.1 3.34]\n"," [11.8 0.8 3.26]] [0. 0. 0. ... 1. 1. 1.]\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)\n","\n","from sklearn.preprocessing import StandardScaler\n","\n","ss = StandardScaler()\n","ss.fit(train_input)\n","\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"m2KNEskBwC53","executionInfo":{"status":"ok","timestamp":1730104760077,"user_tz":-540,"elapsed":8001,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["\n","\n","> Logistic Regression 활용\n","\n"],"metadata":{"id":"XXQKsJ2Uq3xO"}},{"cell_type":"code","source":["from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","lr.fit(train_scaled, train_target)\n","\n","print(lr.score(train_scaled, train_target))\n","print(lr.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9mU85303qgio","executionInfo":{"status":"ok","timestamp":1730104760078,"user_tz":-540,"elapsed":7,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5a5ed40c-e427-46f8-b113-bb9fe2e155ee"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["0.7808350971714451\n","0.7776923076923077\n"]}]},{"cell_type":"markdown","source":["> Decision Tree Regression 활용"],"metadata":{"id":"MqddZmmWw3hu"}},{"cell_type":"code","source":["from sklearn.tree import DecisionTreeClassifier\n","\n","dt = DecisionTreeClassifier(random_state=42)\n","dt.fit(train_scaled, train_target)\n","\n","print(dt.score(train_scaled, train_target))\n","print(dt.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eMLoj14bwShG","executionInfo":{"status":"ok","timestamp":1730104761535,"user_tz":-540,"elapsed":1462,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"bc3a1b0c-4481-423b-99b6-16dd7a4a9bf7"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["0.996921300750433\n","0.8592307692307692\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","from sklearn.tree import plot_tree\n","\n","plt.figure(figsize=(10,7))\n","plot_tree(dt)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":596},"id":"BKGZXaKbw8dL","executionInfo":{"status":"ok","timestamp":1729996042848,"user_tz":-540,"elapsed":50766,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6cdeab91-6bae-4d8b-a5cd-3adb67dffd08"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.figure(figsize=(10,7))\n","plot_tree(dt, max_depth=1, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":596},"id":"8biYhNFRy-oO","executionInfo":{"status":"ok","timestamp":1729996049331,"user_tz":-540,"elapsed":995,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"dae483d3-103c-47bb-fd0c-c7064b1a0b19"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["**가지치기**\n","\n","ㄴ과적합 막기"],"metadata":{"id":"yoFago_H1anA"}},{"cell_type":"code","source":["dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n","dt.fit(train_scaled, train_target)\n","\n","print(dt.score(train_scaled, train_target))\n","print(dt.score(test_scaled, test_target))\n","\n","plt.figure(figsize=(20,15))\n","plot_tree(dt, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":536},"id":"15vbCzlUzMXN","executionInfo":{"status":"ok","timestamp":1729996661445,"user_tz":-540,"elapsed":2498,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6203e5c6-9624-45ab-b011-f06e282b18bb"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8454877814123533\n","0.8415384615384616\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 교차 검증과 그리드 서치"],"metadata":{"id":"GV-FEKzbSAr2"}},{"cell_type":"code","source":["#검증세트\n","\n","sub_input, val_input, sub_target, val_target = train_test_split(train_input, train_target, test_size=0.2, random_state=42)\n","\n","print(sub_input.shape, val_input.shape)"],"metadata":{"id":"FCbVoMw51hcL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1730104830206,"user_tz":-540,"elapsed":408,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6f94c474-da74-4d82-e90c-16b54b90e291"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["(4157, 3) (1040, 3)\n"]}]},{"cell_type":"code","source":["from sklearn.tree import DecisionTreeClassifier\n","\n","dt = DecisionTreeClassifier(random_state=42)\n","dt.fit(sub_input, sub_target)\n","\n","print(dt.score(sub_input, sub_target))\n","print(dt.score(val_input, val_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XpifGv5lU4e0","executionInfo":{"status":"ok","timestamp":1730105548896,"user_tz":-540,"elapsed":803,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"70142b60-b478-4251-9247-d5261de0c05e"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9971133028626413\n","0.864423076923077\n"]}]},{"cell_type":"markdown","source":["> 교차 검증"],"metadata":{"id":"-PPUYJcVUGo3"}},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","\n","scores = cross_validate(dt, train_input, train_target)\n","print(scores)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nzHuDK5ESHsr","executionInfo":{"status":"ok","timestamp":1730105554374,"user_tz":-540,"elapsed":375,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"81969e86-65be-46df-ae4e-8eab336d7176"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["{'fit_time': array([0.01263738, 0.01215625, 0.02692223, 0.01211381, 0.02624154]), 'score_time': array([0.00217867, 0.00206518, 0.01108932, 0.00207067, 0.00197124]), 'test_score': array([0.86923077, 0.84615385, 0.87680462, 0.84889317, 0.83541867])}\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"z1tBwqVHUvwu","executionInfo":{"status":"ok","timestamp":1730105821874,"user_tz":-540,"elapsed":677,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4be88833-abde-4f1f-866e-2c6e0e38e738"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["0.855300214703487\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import StratifiedKFold\n","\n","#기본 5개 폴드\n","#cv : 폴드 개수 || Split 객체\n","scores = cross_validate(dt, train_input, train_target, cv=StratifiedKFold())\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"B7Ruhhb2V2US","executionInfo":{"status":"ok","timestamp":1730106261290,"user_tz":-540,"elapsed":776,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"00b75ac4-94a9-4609-f33b-3eab1e3b9aff"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["0.855300214703487\n"]}]},{"cell_type":"code","source":["splitter = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)\n","scores = cross_validate(dt, train_input, train_target, cv=splitter)\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9cTAIIXFXnn3","executionInfo":{"status":"ok","timestamp":1730106284102,"user_tz":-540,"elapsed":804,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"866e891b-3b24-4daf-ab01-494820357778"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8574181117533719\n"]}]},{"cell_type":"markdown","source":["> 그리드 서치"],"metadata":{"id":"3n2CngA4Xug3"}},{"cell_type":"code","source":["from sklearn.model_selection import GridSearchCV\n","\n","params = {'min_impurity_decrease' : [0.0001, 0.0002, 0.0003, 0.0004, 0.0005]}\n","\n","gs = GridSearchCV(DecisionTreeClassifier(random_state = 42), params, n_jobs = -1)\n","gs.fit(train_input, train_target)\n","\n","dt = gs.best_estimator_\n","print(dt.score(train_input, train_target))\n","\n","print(gs.best_params_)\n","\n","print(gs.cv_results_['mean_test_score'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0tgmS7i1XtIe","executionInfo":{"status":"ok","timestamp":1730106770554,"user_tz":-540,"elapsed":723,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5911daec-81dd-45ab-ac7f-8a86f345c9cc"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9615162593804117\n","{'min_impurity_decrease': 0.0001}\n","[0.86819297 0.86453617 0.86492226 0.86780891 0.86761605]\n"]}]},{"cell_type":"markdown","source":["> 확률 분포 선택"],"metadata":{"id":"qwGwES1rZy0x"}},{"cell_type":"code","source":["#균등 분포 샘플링\n","from scipy.stats import uniform, randint\n","\n","rgen = randint(0, 10)\n","rgen.rvs(10)\n","\n","np.unique(rgen.rvs(1000), return_counts = True)\n","\n","ugen = uniform(0, 1)\n","ugen.rvs(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"p5-PxfQIZePI","executionInfo":{"status":"ok","timestamp":1730107067577,"user_tz":-540,"elapsed":389,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d64fb1e5-52e8-45aa-e0bc-271dca6acfaa"},"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.44930351, 0.8952564 , 0.68718155, 0.25695059, 0.77440103,\n"," 0.88909779, 0.95434832, 0.89701725, 0.29710789, 0.36385389])"]},"metadata":{},"execution_count":21}]},{"cell_type":"markdown","source":["> 랜덤 서치"],"metadata":{"id":"IzE_xzdJahlJ"}},{"cell_type":"code","source":["params = {'min_impurity_decrease': uniform(0.0001, 0.001),\n"," 'max_depth': randint(20, 50),\n"," 'min_samples_split': randint(2, 25),\n"," 'min_samples_leaf': randint(1, 25),\n"," }\n","\n","from sklearn.model_selection import RandomizedSearchCV\n","\n","gs = RandomizedSearchCV(DecisionTreeClassifier(random_state=42), params, n_iter=100, n_jobs=-1, random_state=42)\n","gs.fit(train_input, train_target)\n","\n","print(gs.best_params_)\n","\n","print(np.max(gs.cv_results_['mean_fit_time']))\n","\n","dt = gs.best_estimator_\n","\n","print(dt.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eHpinNTBaQvQ","executionInfo":{"status":"ok","timestamp":1730107139791,"user_tz":-540,"elapsed":8576,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"84086e02-6175-4a5e-8719-e0414ffc761d"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["{'max_depth': 39, 'min_impurity_decrease': 0.00034102546602601173, 'min_samples_leaf': 7, 'min_samples_split': 13}\n","0.031085920333862305\n","0.86\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/numpy/ma/core.py:2820: RuntimeWarning: invalid value encountered in cast\n"," _data = np.array(data, dtype=dtype, copy=copy,\n"]}]},{"cell_type":"markdown","source":["# 트리의 앙상블\n","\n","> 랜덤포레스트"],"metadata":{"id":"jgLPx6M7cwx5"}},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","from sklearn.ensemble import RandomForestClassifier\n","\n","rf = RandomForestClassifier(n_jobs=-1, random_state=42)\n","scores = cross_validate(rf, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GaxYx9SYa8An","executionInfo":{"status":"ok","timestamp":1730107656229,"user_tz":-540,"elapsed":7557,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c980c70f-a426-41a6-99ce-4826c2e36c40"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9973541965122431 0.8905151032797809\n"]}]},{"cell_type":"code","source":["rf.fit(train_input, train_target)\n","print(rf.feature_importances_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RjH3puVIc6h3","executionInfo":{"status":"ok","timestamp":1730107666239,"user_tz":-540,"elapsed":1343,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"056f5343-2a0c-4a1e-c044-5a31be1be973"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.23167441 0.50039841 0.26792718]\n"]}]},{"cell_type":"code","source":["rf = RandomForestClassifier(oob_score=True, n_jobs=-1, random_state=42)\n","\n","rf.fit(train_input, train_target)\n","print(rf.oob_score_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VLjy3UHNc-UK","executionInfo":{"status":"ok","timestamp":1730107674326,"user_tz":-540,"elapsed":2348,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f1f13d09-c16f-4f3e-9fd7-4e4abe4ef393"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8934000384837406\n"]}]},{"cell_type":"markdown","source":["> 엑스트라 트리"],"metadata":{"id":"jB_ysokWdiZL"}},{"cell_type":"code","source":["from sklearn.ensemble import ExtraTreesClassifier\n","\n","et = ExtraTreesClassifier(n_jobs=-1, random_state=42)\n","scores = cross_validate(et, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"d8j7-PyAdAOA","executionInfo":{"status":"ok","timestamp":1730107844548,"user_tz":-540,"elapsed":4121,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"673d371e-608e-42ae-d08a-bc61e12c86a5"},"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9974503966084433 0.8887848893166506\n"]}]},{"cell_type":"code","source":["et.fit(train_input, train_target)\n","print(et.feature_importances_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0kFDrfokdo6G","executionInfo":{"status":"ok","timestamp":1730107845844,"user_tz":-540,"elapsed":1300,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e8bac762-b33b-4c70-c69d-6ea306fb990d"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.20183568 0.52242907 0.27573525]\n"]}]},{"cell_type":"markdown","source":["> 그레디언트 부스팅"],"metadata":{"id":"ots1X6Ipd75H"}},{"cell_type":"code","source":["from sklearn.ensemble import GradientBoostingClassifier\n","\n","gb = GradientBoostingClassifier(random_state=42)\n","scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"63IS_cUqdpjB","executionInfo":{"status":"ok","timestamp":1730107931704,"user_tz":-540,"elapsed":2785,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7ab0d711-4ffe-41c4-9ae0-bef6f26903e3"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8881086892152563 0.8720430147331015\n"]}]},{"cell_type":"code","source":["gb = GradientBoostingClassifier(n_estimators=500, learning_rate=0.2, random_state=42)\n","scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UqjOVZ6od-5H","executionInfo":{"status":"ok","timestamp":1730107951117,"user_tz":-540,"elapsed":15939,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d9ee838e-a5f2-4e6b-e69e-0426e06bee08"},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9464595437171814 0.8780082549788999\n"]}]},{"cell_type":"code","source":["gb.fit(train_input, train_target)\n","print(gb.feature_importances_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mdsfEzhseAbC","executionInfo":{"status":"ok","timestamp":1730107982573,"user_tz":-540,"elapsed":5454,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"138d2bf3-dca2-4e5e-fecd-1d1863b57cef"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.15887763 0.6799705 0.16115187]\n"]}]},{"cell_type":"markdown","source":["> 히스토그램 기반 부스팅"],"metadata":{"id":"NCocz__ZeVkX"}},{"cell_type":"code","source":["from sklearn.ensemble import HistGradientBoostingClassifier\n","\n","hgb = HistGradientBoostingClassifier(random_state=42)\n","scores = cross_validate(hgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7ioh5gykeKpS","executionInfo":{"status":"ok","timestamp":1730108053418,"user_tz":-540,"elapsed":4216,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9ed080af-249a-4025-f4cb-0be9c110a16f"},"execution_count":31,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9321723946453317 0.8801241948619236\n"]}]},{"cell_type":"code","source":["#Permutation Importance\n","from sklearn.inspection import permutation_importance\n","\n","hgb.fit(train_input, train_target)\n","result = permutation_importance(hgb, train_input, train_target, n_repeats=10,\n"," random_state=42, n_jobs=-1)\n","print(result.importances_mean)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"N5zojCg5eb7W","executionInfo":{"status":"ok","timestamp":1730108059440,"user_tz":-540,"elapsed":3264,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3e518b0d-c828-430b-c7fa-17430c1a2ca2"},"execution_count":32,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.08876275 0.23438522 0.08027708]\n"]}]},{"cell_type":"code","source":["result = permutation_importance(hgb, test_input, test_target, n_repeats=10, random_state=42, n_jobs=-1)\n","print(result.importances_mean)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AsRn2MKhed6M","executionInfo":{"status":"ok","timestamp":1730108068047,"user_tz":-540,"elapsed":1493,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c0b785a2-6da0-4b51-bf36-8572e911f4b9"},"execution_count":33,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.05969231 0.20238462 0.049 ]\n"]}]},{"cell_type":"code","source":["hgb.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cb0jO-IpegfO","executionInfo":{"status":"ok","timestamp":1730108073603,"user_tz":-540,"elapsed":403,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8bbcfa17-808f-4a66-8a25-b8338900fc62"},"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.8723076923076923"]},"metadata":{},"execution_count":34}]},{"cell_type":"markdown","source":["> XGBoost"],"metadata":{"id":"7EoI1R_UgDTN"}},{"cell_type":"code","source":["from xgboost import XGBClassifier\n","\n","xgb = XGBClassifier(tree_method='hist', random_state=42)\n","scores = cross_validate(xgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Peruim_zeh52","executionInfo":{"status":"ok","timestamp":1730108494039,"user_tz":-540,"elapsed":7010,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b66cc7ce-6ac7-4bea-f655-39c2c3382ef2"},"execution_count":35,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9558403027491312 0.8782000074035686\n"]}]},{"cell_type":"markdown","source":["> LightGBM"],"metadata":{"id":"QuVrumHogIpp"}},{"cell_type":"code","source":["from lightgbm import LGBMClassifier\n","\n","lgb = LGBMClassifier(random_state=42)\n","scores = cross_validate(lgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uwDAqTUJgG_x","executionInfo":{"status":"ok","timestamp":1730108515853,"user_tz":-540,"elapsed":5811,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"096db09d-cada-4159-db48-02ae3c8580ef"},"execution_count":36,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/dask/dataframe/__init__.py:42: FutureWarning: \n","Dask dataframe query planning is disabled because dask-expr is not installed.\n","\n","You can install it with `pip install dask[dataframe]` or `conda install dask`.\n","This will raise in a future version.\n","\n"," warnings.warn(msg, FutureWarning)\n"]},{"output_type":"stream","name":"stdout","text":["0.935828414851749 0.8801251203079884\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"_K0rwz29gMlO"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 6f917c6d780ad7b9178f39f4806582282fe6e683 Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 5 Nov 2024 06:08:58 +0000 Subject: [PATCH 06/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week5=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week5.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week5/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week5.ipynb" diff --git "a/week5/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week5.ipynb" "b/week5/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week5.ipynb" new file mode 100644 index 0000000..200228c --- /dev/null +++ "b/week5/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week5.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPgsa+gcozopG9K06/IsRHZ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 비지도 학습\n","\n","> **군집 알고리즘**"],"metadata":{"id":"16Xdqnm22NOW"}},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oZwLt4rV2DV1","executionInfo":{"status":"ok","timestamp":1730783317504,"user_tz":-540,"elapsed":1218,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6d497dce-fbb1-4f09-8637-77b091774416"},"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-05 05:08:35-- https://bit.ly/fruits_300_data\n","Resolving bit.ly (bit.ly)... 67.199.248.10, 67.199.248.11\n","Connecting to bit.ly (bit.ly)|67.199.248.10|:443... connected.\n","HTTP request sent, awaiting response... 301 Moved Permanently\n","Location: https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy [following]\n","--2024-11-05 05:08:35-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n","Resolving github.com (github.com)... 140.82.116.4\n","Connecting to github.com (github.com)|140.82.116.4|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy [following]\n","--2024-11-05 05:08:36-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 3000128 (2.9M) [application/octet-stream]\n","Saving to: ‘fruits_300.npy’\n","\n","fruits_300.npy 100%[===================>] 2.86M --.-KB/s in 0.06s \n","\n","2024-11-05 05:08:36 (46.4 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n","\n"]}],"source":["#데이터 준비\n","\n","!wget https://bit.ly/fruits_300_data -O fruits_300.npy"]},{"cell_type":"code","source":["import numpy as np\n","import matplotlib.pyplot as plt\n","\n","fruits = np.load('fruits_300.npy')\n","print(fruits.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T2R1JRDO3Ig_","executionInfo":{"status":"ok","timestamp":1730783317505,"user_tz":-540,"elapsed":9,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5a83e51d-9ccd-4fb9-edde-c575ab22f9c3"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 100, 100)\n"]}]},{"cell_type":"code","source":["print(fruits[0, 0, :])\n","\n","#1 ~ 255 : black ~ white"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bgFYH2075eMh","executionInfo":{"status":"ok","timestamp":1730783319655,"user_tz":-540,"elapsed":8,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"beba4793-a88f-4502-a08d-4db4bf713daf"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1\n"," 2 2 2 2 2 2 1 1 1 1 1 1 1 1 2 3 2 1\n"," 2 1 1 1 1 2 1 3 2 1 3 1 4 1 2 5 5 5\n"," 19 148 192 117 28 1 1 2 1 4 1 1 3 1 1 1 1 1\n"," 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1 1]\n"]}]},{"cell_type":"code","source":["#첫번째 이미지 출력\n","plt.imshow(fruits[0], cmap='gray')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":433},"id":"C8jjVq474VMi","executionInfo":{"status":"ok","timestamp":1730783320277,"user_tz":-540,"elapsed":15,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d2c117f4-cfaa-4e97-dc4d-95bb34a14f51"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#gray_r 흑백 반전\n","\n","plt.imshow(fruits[0], cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":433},"id":"YRNi-BNR4mDr","executionInfo":{"status":"ok","timestamp":1730783321284,"user_tz":-540,"elapsed":12,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"705da733-7bc4-4b75-caf1-c962e81b2d0a"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["fig, axs = plt.subplots(1, 2)\n","axs[0].imshow(fruits[100], cmap='gray_r')\n","axs[1].imshow(fruits[200], cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":290},"id":"bFbO22gH4rc4","executionInfo":{"status":"ok","timestamp":1730783322867,"user_tz":-540,"elapsed":1105,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2dcf174f-5b71-44e4-a6dd-38e715a5f3ca"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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Zpll9m6yDHyc0c7rSOIKpf7bwwyUJaeSZ6/XC5kisAppdSf8c5gJByGIJl3HgEbBmRTYEUqLYzhgSYmy6IR5JIW1WpaXl0PxL88WAQCRDiwd6S+8H+gXB1kAD4ASQIpwiutC0GwAptL63nUpnB/GxH+zD9fu+9NWwkusZ4OexJ+LrMhYZpllltl8y8DHA5g7FHdyzJARY1I9tFarJcqOt9tttdtttVotvfnmmyEl9fDwMFE9FIfNirMACV9zBBEnBcgAL5QaJw23VqsF3QahDFaFxZGT0uo1OJrNplqtVjgv38HAFAqFhDgVHYprT7rdbqIyaKlUSqTMEq4pl8uq1+thrRYAFCzHwcFByOwZjUaBicHxx/oS9CjU7gA4FIvFcD9cUOvrt3g/T6fTwOS88cYbmkwmunz5si5fvqxKpaKtra1wbfSDh8kyyyyzzDJLWgY+zmnxTDaN3cCxeslxd0KDwUB7e3tqNpu6e/dumNnHBb9gOwgROOjAkcKC9Pv9kPExGAzU6/VCMTDWMSH0Qf0L1i2hHHkulwshiXa7HY7Bd4CP4XAY2hWvz+LMAyGa4XAYRLMU/ALsuPC2WCxqZWVF+XxerVYrhGVcJwIIQZwKGzKbzULoijASAlOydOJ6H17Dg/BPXNeEa+73+xoOh7p7964WFha0srISgAz3wjOHMsYjs8wyy2y+ZeDjnHaWstlQ+KSYIp4ktbTT6YQaFzhCZtieWkvYAeDhWglSVSkX3ul0QgYI6a3D4TARpsCYoaOtQOwah4M6nU4odLa8vBwqguJwCd9QURSHD4gixFEoFEKZ92KxGGpweKqtpASbU6lUAqMBA3JwcJDIJgFEYQAvxLrU9QB8eR8CkvyeuvbEq7EeHByEzJpbt25pPB5rbW1NV69eDSEYBx6uN8lASGaZZZbZccvAxznMnYg7vTSjDHmhUAjrp0Ddt1qtMEtnTREcMsCCHy9xzvnRUTSbzSBYZTXXdrsdwjCDwUDlcvmYXoWKpCwvj4PG0KCwUBvproRt3JF7LY5arRbCPJzLi3BVKpWQlsu1enl1X9CNiqaLi4shCyjOyvFQlqQAghYXFzUYDEJIyFeulZIAwQEIglcAH7VEhsOh9vb2Qohnf39fW1tbes973qNKpaJqtZqoC+KrB59VfJxZZpll9m6yDHw8oJ3mTGAm+DsuH86sHKaDsIILHT1U444Mp9jr9dRut4+tj+Kz/VKppEqlEtgKjoU+pNlshhVeARIIRWFe0EK408fZSkmtB9cDUOD8VAAlTOR1S2A7pKMF9egDAAPhEe8TWBMHJc5seCEzgAX3A8aCbSUFnQmgJV51lxolFHW7e/duAF30iT8bGeDILLPMMku3DHw8pKU5GGb17XZbxWIxVAIlHEKlTLJRAAJe7txDL2R68Bnrtezu7uq1114L7YA1YE2UXC6nS5cu6dq1a4FFwImyxssf/dEf6dKlS7p586b6/b6+/vWvB9Grp6a6sBR2AMDj4SAAF1qXzc1N1Wo1lcvloH2JwUe5XA7XQMl0gAd6DnQVXn+k3+8nGCKKjXGNXjwNlskLitVqtQQgQzfD9ZJxREbNZDLRvXv31Gq19Morr6hYLOr69etaXV1VsVgMGT+nPR+ZZZZZZu92y8DHQ9hJjsWFkjhtX3beMy28WqkvS++OMU6r9SJb3hZCBjhqNBYeVokLm3klU9aW8VBPvNS8h1VcCMs1ef/ALuD4vTorACGtaBr7Ayo8vOLZQIAzsnjQrnjKMczKZDIJ4S1Ait8vZ6joL/ZDXzKbzXRwcBBCPACg08JwmWWWWWaZHVkGPs5oMdA4S9jFV3MtFApaX1/XyspKKLzVbDZD6iaixWq1GhwkThYn7Y6VBeU2NzcTs38Yjmq1qmKxqLW1NVUqlURdEMI/FB6bTqfa3d0Na8qMx+Owmqyv9QK42N/fVz6f1+rqamAJCM2Qhsv2iEwlheyXTqeTWGCOzBEXhHIM2BXABjVDKHzmi8Dx29vLMbleWBj60s/FgnWSQl+ura2F1N5+vx9SmpvNpt58882Q+guwks5eZC6zzDLL7N1qGfg4p50neyFmJrwWBOufNJtNzWazsFAZIQifiXuJc1+vBWaD2TpMA1oLdBawGM4IOFiZTqchO4baGZJSQwg4efqA9F2YBM90cdbE2Q5Aw3A4DCArNlJc47ohADGEuX48ZyBi8AGDQRgnvqewJIAdSq2XSqXQr9Rbgf3odruJdWpiJoV+yCyzzDLLLGkZ+DinpRUXS9tmaWlJ1WpVhUIhzJYp3PXWW2/p7bff1t7enm7duqVcLqe1tbVQKZQMD5wh+8MY+PoqlUolOEVJIcTSaDTUaDRUKpVCjQ2Kd5Geu7KyouXlZe3t7emtt94Ks36AitcdicMrcTGuxcXFxEqzgCS2HY/HoeZHq9UKzj6XywUmBjCBLmMymWhnZyeEVZaWljQcDhMF2aj9AZhyYaykENYBqDUaDa2uroZ+8pL01O3gh/swnU5VqVS0sLAQUqQ9zEW1U2dtHOxlACSzzDLLLGkZ+HhAO82pLC4uhgXIqD3R7XY1Go10584d7ezsqNVqaW9vLzgwQjUeZsChj0ajUHgLdoPCXLAEiDQLhYKq1aoajYYWFxeD06YqKIW6qtWqVldXQxVSX98kLhYWZ5pwfunI2UoKzhogg8GqEL7wlFRAloeDlpeXdXBwoP39ffV6PdXrdZVKJfV6Pd27dy9xHwA86EscIHr2D2vPNBqNcA20CfABkCArB7BHtlChUAgCYs4FWJonPvY2ZZZZZpllloGPB7bTnIkvYNZsNkOWyng8VqvVCqECZuBoQ7yWR7fbVa/X0+7ubgAfFNoiS4T6FWS3+LLw8cqxHpZwh+z1L9jOa2+4XgTzrBkAAMyGh0c8PZhjAmS8ONfh4aG63a5arVYACbPZ0aJ43n+k5dIufnPdGIzH4uKi1tbWQn/BBMWr6wKiEJJynfQV4SnA2uLiolqtVri/a2trWbZLZpllltkZLAMfZ7Q0pmOeYyGbol6vq9vt6u233w4lzw8ODkLxrtlsFoSdzmbMZrNECfbXXnst1PVw/cP29nbIZqnX64nqnJ6d4ZoGX+OEMuSIJdke5oK0UwSw9IHrRsiQiR05YReYENdv0HelUimAj/F4rGazqVu3boXrIXy0sLCgnZ0dNZvNACi4Rim5lorfF0JfxWJRW1tbAXwUi8XAJrlWhH5pNpthtdper6elpSVdvnxZS0tLAZiQ7ru7u6vbt2/r8PBQ9Xo9sWjeac9JZpllltm71TLwcUY7b7YL6Z0u9iRFEyDixbVw7jhzD5N4GIbfAABf58ULggEgmLW7c2Z2jm7CC3X5sQEs6C9cPwHbQAYK9T04ti/c5n2F0ybcIikBUGAfPEuF/oOpodJqvDou56QNXqbdgYr3KXoWP6cXKhuNRkEXQju5LsrT7+/vh7476/ORWWaZZfZutgx8PKTFmRMYaayTySSUUO/3+2q1Wtrd3dXOzo6q1ao2NjaCk8UZLi0thdVkne1AWOmVRdF0eEovAs/hcBhWrsWx+xokZLh0u93AbhAOwul62ixrt5C6C5ja399Xq9UKq8gWCgWtra0lFnWjnxBrAgIAYpyPxe5KpZIk6d69ezo8PAxMUq1WC2wIIk9+6GdAHYCC66IMPf1If5MKDFAke4eaJwArdCALCwuh7Prbb7+t3/u939O1a9f0vve9T9Vq9R193jLLLLPMngXLwMdD2jxBoQsRAQaupxgOh1peXj52HGcFYDnIfPEUWY7vGSjehrgYWVpRMjJfptNp0EHAGjj74T/SkZYiXozOgQrMhKe++vU5Q+Hf+/+uQQGUwHwgSnXGwtdlge2Ji5qlZSvF4RrvW9oPUPGS7BQ463Q6IRMpy27JLLPMMjvdLiz4eBRpii6uxDFi8XHnMRi+fVxEKv6ecxIioHw3LMCtW7fC6rbNZjMxk3a9Bs6P2hTNZjOwBLPZTJubm6pUKlpdXVWtVkuEFdBqODuCAyZlFzak3W7r1q1bWlxc1NWrVwMDAfiJnTcrxcK0eKiFBeTq9XpgR/iMEEW/30+ERNB1VKtVDQYD7e/vh4XyKNxVLpdVq9VUr9fDGjWIUMvlciLl1zUlgDfCJe12W+PxOJRCpw2+D/dxeXk5ME2VSiWxqi6ZLgCwdrut1157TbPZTM1mM2hKvKJs2vMWW9qz+ah1I5kOJbPMMrsodqHBB78fZOBO+27e8U4CFRwz3uakFErOwSydHy+4RWppXIwrrqWBVoQ6GNKRloGF2lyo6uJJrzUBO+GCT9J/V1ZWQrhgaWkp6Cz82jx0gsN3DQkAhGv2UJCkxKq1nJ8QDf3Q6XQSJc6XlpbC6raVSiUAGjJ0EOni6Kn7EQtiPb3YU4bT6nFwLR7OkhSKr3FswlSj0UjtdludTieEaLgn8fNzlmczfqZc5Bs/k/OOc9I2GTOTWWaZXQS7sOAjdn5n2f4sn6cdFw0CTvs86ZI+S42pfI7LQnDdbjesBeJMhztU6H4Aixe8WllZ0eLiom7evKlLly6pVquF8uixY/W6E+gT0HO4wy4Wi4maILARHh5Bh1IulwNbIB1pIIrFotbX17W8vByKcXH+OFwT9w1VRxcXF8PCe2SZ4ORZGReWh7ALDAZZK1QchfUgnbdQKASdSKVSUalUCgAQoaqkY+CQomOs7UJ/uei2WCxqYWFBw+FQX/nKV7S3t6eXXnpJ29vb53p++Nufo7R9046VFko6y/kyyyyzzJ6UXVjw8TCWNhP0Og6+TQwe0rZxm/ddvL87bupCOADw5eQ9MyYGJIQuWLq9WCzq6tWrunLlSmAgvN4GLAo/aDviYlqAFMIYhIjq9bry+XyoIgp4yOfzKpVKWlpaClkqCDMRouLsPcU2rW84N0wC11qpVFSv18MaM2hRaCPgh77iXL1eL7A4pDOPRiMtLy/r0qVLKhaL2tzcDKvq5nK5UI/EgQX9NRgMJCmAQLbJ5XKhKmzM+oxGI7366qtqNpu6fv26Ll++/EDPrgOQWBNzFuBwlnBiBkAyyyyzJ20XFnw8CtbjNEPP4OmXnmlx0n7z2hHPXAeDgd5++23duXMnVCfd2toKWRuUVV9eXk7MqBcXF4OTRwNSLpfDQm5cM0JKXz2XNrrmhTAPoRcABloSwgZke6ytralWqwW9R61WC8yD1yShHVQmxWgPbBLX587dQyFcS6FQ0Hg8Dk7di4F5OMvDTJyHlWb9Hvm6Mx7uQsSbJi5dWFjQ8vJy0Mewjov3J+DOC5kNBoNQmfWkMMm8Z+hhNRknsSKZZZZZZhfJLiz4eJQ2b6DHYSHGHI1GqtfrYWbrGofTzAWn/EwmE7VaLX31q1/V7du3Q4nwS5cuJYSZboQAWq1WQr9B2KVSqQRHjmPGkTrgiNc58YXjYCX4H6aFUAtroCwtLYVjl0olraysJEInAAKvXupZJrSDtFhqbpAZ0u/3EwAQdoW1amBtaAOgCTbCM4Imk0kovV4oFAKAhJUhNEXhNgCD1w2hTDvt4BoHg4Ha7XYAFfSX1xvJ5/Pq9XqSFFJ5/dnwn/i5dCBFn2WgIbPMMnuW7V0BPuYN5D4bHo1GGgwGqazHeUSvrq/odDq6detWWNsF5+zCRtp30vHTUmklhXocrl+IwQcG4xGLMYfDYWAbPBWXWT2hHxfMuvCSvvFwkaTgSH1BOhgGruPg4CBs66m10+k0OHQpCeho88HBQQixdDqdREVWwjSUnvfzeoVU2ubiWe8bQJqnLQP2XFMTt73VaunOnTvh3NQ/4V5j8/QcGYORWWaZPet2LvDxuc99Tv/r//q/6g//8A9VKpX0nd/5nfrpn/5pfeADHwjbDIdD/bW/9tf0i7/4ixqNRvrUpz6lf/SP/pG2trYeeePPanFWg3TEfPR6PQ0GA7VaLXW7XS0tLenSpUvHtB8xAIn/x0HduXNHu7u7euutt/Rv/s2/Ubfb1d7eXsjgoACYU/7Q/IgdfSE3/45z4AD7/X6YkVOvAwaE4+L4cfTSUaim1+uFFWbRbOCk6Z9yuRxYAEJBMVAhVIWThQ3xDBL6k/NIR9kpnBcGhfN6VVLaTE2Nbrert956K1F2/saNG3rve98bgAfr37jOhPRczOuFAGq8bgdgknvGAnz5fF7VajVcK6BrOp3qq1/9qu7evRtW0F1ZWdHNmzdDyfs0BoRQDv8/a/a0jh2ZZZbZO2OnxxPMfuVXfkU/+IM/qF//9V/Xv/yX/1IHBwf69//9fz/QzZL0oz/6o/o//o//Q//0n/5T/cqv/Irefvtt/bk/9+ceecNPsrNkCEhHzAeFovb390Nl0U6nE8qb+3oq8f6SQkZLs9lUs9nU/v6+9vb2dO/eveDc06h0HLwzFt5mHJIDAg8zICTlt6eV8oNDJWQQz9I9lZdr9fANmSte0My/l5TIKkEM6qJQF4n6T6zZ4LoAT858EGKB+aC0ubNKns1CQTJAi4eG4ueC/nBg50DI+ywGX76Wje/n/U+NExalIyPnrM/vs2BPy9iRWWaZPR7LzR5imnXnzh1dunRJv/Irv6I/9af+lFqtljY3N/ULv/AL+g//w/9QkvSHf/iH+uAHP6gvfelL+o7v+I5Tj9lut7WysqJWq6V6vf6gTZM0P6MFGw6H+trXvqa9vT392q/9mr7yla9ofX1dly9f1traml566SVVq1Vtb28HOt8XWeOn1+vpn//zf64/+qM/CsemIJWXQ8eRr6yshGtj1kuIgBDA3bt3de/evbCwnKfnIlgliwYANZvNwjm5ZpgTHCRrsVCAy0u2I2pdXFzUxsZGWIjN2YPDw0O12+3AliwsLITr8fVhWBWWgmCAqV6vp9u3b6vb7eqVV14JKbXOknjhL8IkFBnjOCxEJ0m1Wk2FQkGXLl3S2tpaAAKEZrhm+hABLG0rFouazWba29sL5d57vV5oz2g0CsXPOP+VK1e0vb2dAI9Urf1P/9P/VN/+7d8ewAcF1CSF2izvf//7tbW1FcI/8XPrDN2T0IA8yvcwzS762JFZZpmd387zDj6U5qPVakmS1tbWJElf/vKXdXBwoE9+8pNhmxdffFE3btyYO4AwQ/TGPypz0WiaeRrsW2+9pT/8wz9Uo9HQzs6Otre3tbq6GrI+cPxkTjh7MBwO9Ud/9Ef63d/93eCsWRbetQEYM39m8wsLC8GB+RotziZICiBhOBxqaWkpLOjmugT+92yP+Jr5oW04W9d5xGGlNOfnYlJqbrAtpdW5Bg991Wq14FTdeXt6sDMLpM7SdwAcink1Go2QLry8vByyeEajkVqtVghRHRwcJASoXv4dYakv5uesE9cfZ0c569FqtbS8vKxyuazLly9rb28vAMM33nhDk8kkFIe7fPlyWNcnBh9p9yqt/08LBc475kVgVi762JFZZpm9s/bA4GM6nepHfuRH9F3f9V36pm/6JknSzs5OKOjktrW1pZ2dndTjfO5zn9NnP/vZB23GqZbmQBEU9no93b17V7dv31ar1UrU4Oj3+3rllVdUKpX01ltvheXfcXzQ5syM9/b2EoXCACo46NlsFhyhpJA1Ea/Eure3F3QMlCN/7rnnQpthBIbDoVqtVtCTeHaFdCT0ZNYf9wn6DJxru93W4eFhcKBXr14NBbW8zZxrXhgKh+x6FZiF2ez+Yna9Xk+dTkd7e3thQTr6wgu9zWazwOigJaGw12w2C8wLYRbAGKnDsCOuo3HhKKXkHdjAtBSLRY1GowBk6DdA3t27d4NAudFoKJfLqVwuH1t0r9PphJop9C/hF5iYk57b08TI8571i2xPy9iRWWaZvXP2wODjB3/wB/X7v//7+tf/+l8/VAM+85nP6OWXXw7/t9ttXb9+/YGOddZZHU4NOvzOnTvqdruh7gQO6Rvf+EZwoIAOZuLD4TA4cemoRgWONAYfzI47nU5wrsvLy6pWqwkHg+YEh1kqlXT16lVJCrP3u3fvqtvtqtPp6M6dO6mFwCQdC2HQP4QbSqWSisViEH5OJpOgoSDl1jM90I3EQAcDIElHDAXhDbQqkkIlUzQy1Wo1ADcKegE2cNJoQbzOB/3I9VDIrd/vB/BByjL3Ah2ItxWDFWFtl3a7rf39/US9Ffpjb29Pd+/e1draWij7XqlUwv08PDwMKwZzDTw3VET1kBz3x+2k7Jen2S7i2JFZZpk9Xnsg8PFDP/RD+j//z/9Tv/qrv6pr166Fz7e3t8Ns02cwt2/fTpSbdqPA1uM0akyQNdHtdhNaDBZecyDhNSfc+fK3r33iKZ2eQYIAs1gshiwSypozm2ddFBzVdDrVnTt3QrtZaK7dbqvdbmswGCTSan2ROq/z4eJO2kdl0XK5rEajEcCYiyxpO2DN96d2BzN9wiN8F685Q4ZPrVbTdDrVtWvXVK/Xw+JvfI/ok3ZLR8BrNpuFkubOjlAsbTAYBJGn3xPup4NCD50BLABsgAwXBdMfAMfZbBZCNx72unXrlr72ta8F8TECU2eNbt++rVKppI2NjZDNQR/duXMn1Jwpl8shlBPbg4CSJw1knvaxI7PMMns0di7wMZvN9MM//MP6pV/6Jf2rf/Wv9Pzzzye+//Zv/3YtLS3pi1/8or7v+75PkvTVr35Vr7/+uj7xiU88kgafN2adpvmg2BSz1/39/RBqWFlZCWuouF4CMadT8JLC/+7kARoUA8OBATCoblqtVrW1tRWAA5oARI+dTic4Kmb8s9lMb731VnBqaDV8TRUPY8ShBoADrESlUgnAgTAOIlRCG4VCIQATwgvLy8uq1+tqNBrB8RPKYkG4paWl4NRhTvL5vNbX1wNo6fV6+spXvqK33nor9LevmEvfNZvNAPzQ0gAKYSZgGQiXAAgkhewX2A36m2wfTwP2zBoAA9sC2uhfWBLAxXQ6DWu8xOEwD5298sor2tnZ0Qc/+MGwqB/M2G/8xm9ob29PL7zwgi5fvqz19XUVi8UA5Oal6l5kuwhjR2aZZXZx7Fzg4wd/8Af1C7/wC/rf/rf/TbVaLcRiV1ZWQgXMv/AX/oJefvllra2tqV6v64d/+If1iU984kxq9bPYgw6yLj51hwxI4Bqo+cB5vOx2XPJbUoKS91oiPtP3GS8CQ08/deElwEA6mgkDcPx3rLuYJ0iMU3i5Dl/fxdNpHXDFDAhMBlk/XJs7al8wjzod3h9cp4d1nKVh27jmhafBIrh1bQj3gnZwP1zH4XVPvCaK11/hOLR13nPkx3ZRKLqWZrMZ2hdXm5UUSswTkvHUamb0vV5Pu7u7AQSyuJ+zaU+LXYSxI7PMMrs4di7w8TM/8zOSpH/n3/l3Ep//3M/9nP6z/+w/kyT9/b//95XP5/V93/d9iUJBT9LiWSLZCtPpVBsbG4EBKBaLunfvnt56662Eo/DskFKplBAM4rBY9MzBAs6IdFKcBmJPVnN1h0b2COGE4XCodrud0G1QuwPRqotc2cb1BLF4kXALYMLLhaNZcAaAWT4l4Tc3NxO6CISexWIxLLwG8wH7gPgSLQRMkK9S6+yIAzWMonB3794NzAsL2yH87fV6ASh5bRF0JVwLfUv2kHSfeYAtkhQEqfRxHLZyUMG9kKTd3V01m82wUB6AgnuQz+fVarW0v7+va9euaTQahfDX0tKSXnjhBXU6Hf3BH/yBfud3fkdbW1u6fv261tfX9c3f/M0J8e3TAkCe1rEjs8wye2fs3GGX06xYLOoLX/iCvvCFLzxwox6VndZeqHacbqVSCfUpYiFgPAtmJg4o8NRQp+rJqiC101dQjZ2HOzYACQ7ZZ+Jp+hIpuSbISYyIn89n7V5N1auA+kwfkLK0tBTCM87qwOh4W7xCKT+SQl9wD1z3Ma/fAY4AFD8/YRkPLREi8VAJ1xbrOXxxvnkhDu/ztM/RBiFyZTHB2EjV9QwmwAsrDE8mk5B9VK/XVSwWw7U6k/I0AJCnbezILLPM3ll7ptZ2SWM4pONOGdCBYBLH65UwPZ6Pg2BxNmbnvoorzs9FlqSOAhxwrFTm5Jw4GmpdxM7bl6fHYtbCM2s477wB3xc+g4kgw2V9fV1LS0tqNBqhcFgsnCUriDY7c4QYFBEobSd1GBCCaHNxcVHve9/7tLGxoXa7HTQnsD0OtFwbA6g7ODgIRc9YHBAxL2CpUCioWq2qWCwG8OOaEQ9zkW3jC89xHR4e8WfNNTQeQqMaq6QgGOVYnpnD8wHDsrGxoWq1qtXVVVWr1USROEq5ewXY89jTBFgyyyyzZ9eeKfCBxSGT2DzzpFAoHNNmxKmkAAucCTNPSYlZtLMdhC2cEeFvZr2+mmtc5RONAseGWYivwWf5cVGstH7wVFlqaLhOgkqrCDMdBCGY9fRbwielUinoEhCBoqfAaQJEvHrpwsKC1tbWVK1Wdffu3QAiqEzqIJL+iNmlXq8X9CD0o2f9LCwsBGDE/QN0oDnxe+W1V7zo2cHBQWLBu9g8A4e2HRwcJNazceCESNfv/cLCQgi/oEGiFL0LW3kG0p7x03RAGfDILLPMnrQ9k+DDzUWg/F8oFLS2tqZyuRwYiNu3b4eaH81mU8ViMVQ2dYfBTBYHT80JgABl2KfTaQi3uFYgLaThzoPl4Eulksrl8rFsGs4lKQE6mHW7UNav3Z04pcNdX8LMm0wSnHScLotmxZ1znL7q14yzBGzFjtI1FeVyWWtra1paWgrpt16x1QWpMAvSURjKs2U8w4fUZcIfXoAtfjY4HiEgv3cuyuXHAZpXRfWaL/wvKYS14rAbzNp0OtW9e/fU6/X09ttvh9RnABRiW0+9TQv/nPQ+ZOAjs8wye9L2TIMPnxk6q1AoFLS+vh5EkLlcTq+++qreeuutUOTLxZqEYwAf7nQpQAYNXqlUAqjhODg3n1HHbeNclG8HfJAVgSE0jLM4SMVkG5yla1M85XU2m4WKnAAGBLWETQaDQXCgDlBiZsZDGF7zwmfqJwlg6U/WkFlcXAyVRRH20me+ng0psvSfL4BHe7kGWBEcv4e6aAvHAdi4DsSfHcIesBKASdgThLR+jwBs/Pb1bqQj8DEajfTqq6+q2Wzq1q1bYf0amJDhcBjKw8eWxmo42MuAR2aZZXZR7JkEH2kiTj53h0d4AVFgLCKMQxqeHuvgg/08hTVmXDyV1hmAOIwhKVTtbDQamkwmWl1dDQuUERZwAOSZF7EmwdNk07QjnA+nCCvC/szm42NKRwXWvLgYIQKukbACtUSc+fECbQ6SYsGup8W6QJM2uYjXhbGSgji2XC6rXC4nABigxNdpiQWnXC/ZOJ5BEztzZ2Sm06N1bbzEPIwLIKjVaoVKuqT7vvHGG6F6bbPZVD6fV7lcDnqjk9KAT7Is5JJZZpldFHsmwYdb2mzPHTWZBYgUu91u2M9pdopbsa+ncLq+w9dr8VCHhyA8Q4bZuM/MFxcXQ+XTSqUSinfdunUrhIkAQ6SPEvbgh+PPC/E4kGB9lPF4rDt37mg2myVm9fzEFSW9zZwL5gbGZzQahYqy/X4/tJXvAAAONlz460vc+zbcV792zgmoXFpaCoLNS5cuqVqtJmqNUMYeJsVDLNJRiXiuPZfLBVbD+5B+9DohhJFgl2q1miaTSdC1cJ/ffvtt/eqv/moI000mE7XbbY3H4xB2GY/HocrpcDhUqVRKZL2kWZoOJAMemWWW2UWxZx58nGaeqYAoEceFE4Vu9wEfR+ur1npYIhYrEtbAoTnd7rUi2FZSYFZqtZry+bza7fYxXUcMLqTjq/m6ZsMBD46dc/M/zt01Hz7Tj8ETgMCvy/UZDhqY/XPt/HZtiO8DwPHzpGXyePjEwRn3kwqnaHj4HKDg+g9nqwA1ccZPnN4cpy2TThyn9sZtZVFCBx/oXdLEqN4GjnlSqMWfgcwyyyyzi2LPNPiIHXD8uesnVldXde3atVCwCjZiMpmEwlvLy8uJtVTQeDhzgSYAwSpCVelo4bJarRZmz17XIpfLhZV1cXy1Wk3vfe97NRwOValUQtl1tCAOLPx/rs+duK/am8vlwgwbxzYajcIqsLAScfVTT/X0lGCvbup97WXXKQXPsSWFcMZ0Og1rspD6e3BwEPZ3NoUaGq7dgMHhc4p2bW5uqlwua3V1NYQ+vIJqq9VSt9sN/cq5HDyht/CUZq6ba/bQmS9YR1iO6yE9mHu0v7+vbrcbMoIcWCH6ZbXXRqOhWq0WStPPAx4xu5UBj8wyy+yi2TMNPqTjM0N3zFgulwtZJuVyWdVqNTgSaPzFxcXgeKXkAm4eYvH6Gy7CnM1miRm4syUeGoqdF/H+xcXFkH0DKHKH7OGdmPnAPM3VmY84PdTTOn0Wj5GB4sAjTSsjJcuix2ENT43l/J6C7ELZtCwZ+pltPPUYUEmoCLDE/RyPxyqXyzo4OAgFzpyhiH9c9+LAw3U2aeZiVJgfZ7dGo1ECfDgz5OCYLKqYbXOLn+0MdGSWWWYX1Z5Z8HHSABxT5C4WJcRxcHCgXq8XQAMFwXwtFw+vuA4AwOFZEfn8/QXVKKvuToljTaf3y5V3Op3gqD3ssrKyElbc9VRUmIrZbBboetdsuPjSU0xx9gAiZvZekwSDhVhcXAxpq6urq6GYl1cWdfARiznRc8DyuNG/FHODLeB8LvotFouq1+uSFIAKC8dRd4TrBjx4qXbEpwsLC9rc3FSlUgn3djQaBbYqTTgs6ZgeRjoKsdBWmJbRaKSdnZ2QfUO9GIqMUXwNRoQ+XF1dVb1e13PPPacXXnhBm5ubWl1dVblcThVIY7QnAx+ZZZbZRbVnEnykzZL5PI0RYBsXFEKBT6fT4LTRa/gx4uJenANQIh0JF6HM3bx4GKEHVrOdTO6vckvYh0Jek8kkrDQLM4FjZyl56UjP4mERQEdMzzObppqmh38AIl4oDObAq7x6X3PtPtunje7k3UFyzQAqZz7oR8IpnkEyGAwC84EI10vZO8jkfACYyWQSKrkSVgPIpelwPMskLTtKOgqvUUMFQOWl9gGJAB0+4ziAl5WVFa2trenSpUuhNg3p3eexTHCaWWaZXSR7JsFHHGbxUATOhFk/pc5xOu48PTXT6z3g5L0MN1oDzuntSKtW6mJGD3lQ64G2UmocXYlnkPCTlg0Co+JVN2kTn5HhUywWQ70Pv06fhXupcPpHUgAIcQ0TD624kNW1Dc6IeBjHWQ/a6owGi7W57sFDXcViMZRThyHgfJiHfDxFOhbDwnDwzHhdD87tqb6SAkDI5/OhzHy3203c+7iSLswHDFexWNS1a9d07do13bhxQ5cuXQpaDz+3P29pz79bBkAyyyyzi2LPJPhIsxh44LARG+L0XbTI6qGsSosBWhx8pIn70rJiXMvg4RbCKKxPwrG8oqpXDeU4DkC8xLgX4KL2Bk7aq7HipCuViiaT+6vPEu5BC0M6LKwK2gRJCX2Kh5/oc7YFHBEq4lzObsBswAZ4uATwUa/X1Wg0Ql/Sj/Ql4GNlZSUhjI3Bjp/X2SsAjQtzpWRox7N6HLjQZ/SpdBTCIYRH/3jmDscHbLEa7rVr1/TCCy/o5s2b2traSlSRjZ/rk8Sl8TaZZZZZZk/annnwEbMgOBHARrvdDuxHLIDEOcT6Ck+DxKkiIo01AIAGnAuaC89y4TienulgCTBC2wAaVFx1Op8f2odjhTUhtESmDmu5AIL47aEGHCzr4HCsuNgXLEIM8uIS697HLjb1vnChp7MZ9LOzRQAqQjGFQiGhyeBeSkeFwPzHS8TPW5HXmSPXtKQJT53diRkOjhOnNXNMCqLVajWtr69rY2ND9Xo9sZhcDCJOy2rJQEdmmWV20eypAx9npZjn7UvI5M6dOxoMBnrrrbfU7XaDEBCH5XUXWLiMNMler6dut5sQGJJuCc3Pd+g4JCU0ADhBfnMuwIEzGVD2XANtRYxJGXKf3XrmhIeccrn7hdWKxaI2NjZUq9USTInrMWBAvMCYMyAAHi+5zrnYBuDmgk0YCJwygAQAxjYAguXlZa2urqrRaCTACsCPsFa1WlWj0QiFxXg+CFVx/1zkS8hoeXk5FFrj3kpHdVgwmDHuBcDHtUAUSOOcPCN+H4bDYchy4bgAqK2tLW1tbek973mPXnzxRdXr9VB6Pq7rclLWS5oeJbPMMsvsIthTBz7OY3HKKQ5rMBio0+mo3++H+hM4JpgCwgLsg6P3qp6xI0gTtLrA01NO/ce38XZ7SMXBB+3xMIvrF7hWL+PNb2pWoEsAUMBy+LYOCgBlHuqJwx5poS3aiaWxHv4d3zuwA9x5Wq3vD1Bw1ol75KwD/7sehnAPIMRTatM0FXG7vc3x9cTr43hqMtfhol7aBIPj4Tquw58Dv2YXOGeWWWaZXXR76sHHWWPZs9lM3W5XOzs72t/f17/9t/9W/X5f+/v7QRTILHp5eTnM2h0w+Ky5Wq0GUaqLL71oFiESUikRbrqT9gqj0pHzJyQE00LqLt/FoQwHKFLSKU6n9xc7azQaKpfLunr1qqrVanCKhBtgOgBCaBWazWZwxoeHhyEVmBBF7OBhlxCpemjBRZcONHC8o9EoaD8WFxdVr9dDKIX9HcBJShQA4z71+/3QJq+VwncONGCrisWiRqNRWA/GjfbHa8t4Ng4gjuPCkJVKpXBvuX76x7N/AB6NRkNra2taXFwM7BJhHAqPcb8rlYqKxaLK5bJWVlbO9/JklllmmT0hu7DgI2YQzrrtSUCEWhXdbld7e3vq9/vqdrsJXQLizDRBJI7CFxfz2XY883WAgQPx9uEovd2+LoynY2LOPqTV44jZB2dTmFGz5khaP3paLsCCaqr8707WC5QBPPyaY6bBwy3eX84iOUvjS9N7n3oYyUvWO+tC2AuGw/f1cEdcNMy1InHfxoXSAIM8X7BPZLoQdvHibR5u47eflxAWLJdrR7wmiPcD4DELr2SWWWZPg11Y8DHPThpcTwIsuVxO/X5ft2/f1q1bt/S1r30tUaIcW1xcDBkf8UwWoab/OGjwwmHOlLhw1MMkTpV7uATWgfRfFrsrFosh5daLnUn3C4i5OBanhJah0Wjo5s2bKpVKQbhJ+MYLkZVKpSDIlRRKubtDjgWZWFq9Ec7B/cHJ+31xhw6oYzXYarUagJLX/gBMxWm9tI96JZxrMBgcY2EAQ2gv0HdQ7daFxf1+PxHeiEWnuVwuMFOuWwGwUJPF68fE6cLoPjqdjnZ3d1UoFMJ6PouLizo8PAxsHBqha9euaWNjQ7PZTGtra4n+eLdaDLpjO49uLAafvv1Z9nsW78VZQO559EhPoz2M9vBBz/W091lsTx34eBgbj8dqt9va29vTzs6OBoOBSqVSGPRhFVw3gLlDxKF4hgMOgv3SsjtgPhzUlEqlxGDGjNzTgT3dltCB61NijYb/lEqlADg2NjZUKpVCuwFDnh3iWR8AEhdo0hcYfUSfOPDyGboDLul4gS5nQLx0PXVICDV5vY14UT+cDqm1zqZ4erCkBLMDQAK4cK+lo1AKNWAcgMCsHBwchBWI8/l8AnQ6+yUpFESL+5FjLywshDRu0o4dfBCC4zjcu5WVldQB/93IhtDnDuz8O//tltZ3834/DX162mTsUR8z3uasTvOszPWD7P+wxz7LeWGqH7ZPn9T+8XGws8oZzrO924UFHw9y4WkCQTd3LDAFODqcnIsonQKPs1q8jfPCHu5QnUJnG3eO7sTdOfmaJHwPCHHmJO4LKrU2Go2Q1cJ5KBcfgxqudTqdhqqqXtfCs1ocPOBofbBHQOmZNOwTr03i4Q1+c59KpVKiKiz3DGbK28498uqncUEzQmZ+vhj4UPcEtoxrpF0uEOV+wUYAAl2IC2MhHQdBlIT3kE6z2Qzl1+/evRtCZR46irUgtMfNwbM/q0+D43wY87Egvta0az+tP+Yd40FZ2Mdlj9qR89lp13ZeZ/ywz+NJ+7+Tz/qjAjoX5X18kHY8TNsvLPiILX7gT5q5zEOC1KqgtLaHVCqVimq1msbjcRAkEmZx5+uO1XUH/O3AIwYpsBgAHg8/OOPhcXz0F37dsT4h1iLkcrlQvXRtbU3b29shzZfZ8vLycijjTsjAtQaEZu7cuZMAOhzbwYcXEHN9hwMNZz5gVOgndxYOvAi7VKvV8DnHwPFiXosEZ03IyrOUKpXKsZLw/nyQDcS5YKMcNLKtgw8PwTiYIZPGBbD+jHiBN9Kb9/b2lMvldO/ePS0sLKher2t1dTUAUUmBSfH05NjSQO6zSuG6nSX0dJbrPwtweZjjXzSbx/Cc1g9pz9S8638a+uUsDEBaH7wToZhH+b5etInHUwM+MEfVaQDE6feY4md10FqtptXVVRUKhTCI49ByuSMtgc/Q0TJwDhwfzj82zp9WYApH4emwcbpmLCj143mlS591z2ZHFUEBU7VaLaSr0gYHRnxGGCduK33mQCsuLubsiy9M54XU2NbDN94X7tTpG0/V9b6i2BkpwDBSXKeLctFGOBDkJ56pkMrr4bR5L2t8X+l7v7Z52/M//eTt8ntDKAjRcZxlc9oMPHYGF2E2/jjscQ6wF21AfxiL2cizgLhn0U56V06636cx7w/alkexzUV89y8s+DiJ2ZhH68EAIBj12Tdpsdvb21pYWNDe3p663a7u3r2r4XCofD6v8XgcFi5zZ8DAH6e3whh4KCbOPonb584/n89rOBwG8MH+hCq8mupsNkusUlsqlTQYDMIKsPv7+8rlckHXceXKFW1sbISZtaRE2108isCUdFO2hQFZX18P23jmBc4WxoA+4VoASy6OdbACEPECa6TU9no9SVK321Uul0vUYVleXg5FunK5XGBHqI0xm90vic82h4eHYZVf2BG/H54Vw7EdfJAt48+lh3L8WUSrEg/kMdijUJwDO/rEhaoIggnBEWoiAygGU96eGAi9mwDIPDvP7PQkR3NaXz/Ndh7Q8U4+TxeBpYvfY36nsUGnAbaLcD0XyS4s+HhQoxYCs/C0DAVPr4zDIydRjWwLOIBliFNe0yg4/5zvHMT49zh4PvNr47enAPtDTUjJS43Tdi92BujwGbnrQNwxFwqFhPOMw0kecvAQlW/Dfj5Iu9OPa4XQztFoFMJP0lE4ZjabBT3K8vJyohCZly6nf7hXHi6KBxFvj5dcBxDMu49p/cJ1xnVc2N9FuGnHjZ8FrwXifexiabd54Dwb+JJ2Wp+cxWE8rX36OJ6Hp/WZe5A2P43X+aD2KIDUUwU+5oVZcJIwCW+++aam06nK5bIKhYI2NjZCuW3pvkNotVpqNpuh3kelUkmURndjoIcCZ50XX7QMTUEManD6nqnB/77gGzqE2Ik4q4Cz2tvbSzimXC6nlZUVLS8v69q1ayGzpV6vh/NRXAvHuLS0pHa7HdJ4YW8AJvV6PQAXsi4o4Y4j9HTjmFVA6wBjAUPj36O/ARy4OJX+vn37tvb397W+vq5qtaparaaVlRWNx2PVarVw7QBN6T5bcvv2bUkK+hbCTxQk85CVh4mo41Kv18M9GY1Gunv3bgBDDkQcaLgGxQddnhPPovJQEvfRC9Dx3BBmK5VKYb9CoaBKpaJSqaRarRaKx8VhmBgMP2sz9CdpT3tI4qRZvBuh6LOE9tLO8TBO6qIxdfMY9/Psn9mRPVXgQzqOuNLYhMFgEMICaZR3HNbwMueeOZA2mMfajBgEuCONt/NS6jAe0OoOQjifz6T9mKwdgqF1QGhJCMIzM5xNYTaOpsKZEUJQOGl3WGmzcJgCrsPTcWl3vD+/Y1bKF7+jD4bDoQ4ODtRoNEL4gfVmuB6v0Mp9IvOEcAsFy7y2xrznCEaBdWW4npiN8rCM31+/Psz3j5/n+Lly0OrhPsxTjWG60kS0aeDj3WanXfdZvrtIDvA0O62tadc7r4/OClDSjjWP/T2vPapn9lE9/0/rO/So2/0ojvfUgQ8GdB5sBn6caS6XC4ulwWYwMDOgLywsaGNjI1T6JAsF0eZ4PA7ZLj4AMfMlvIETYx8cDk4ZR0txK84Rl0XnOpxKdxBUKpUSIRMPb0gKM2HEtJR+9xl1WhlwGCOctJcsJ53ThY2cH8DmGhQvbe4PZrlcPlahdDAYBOdOLQ+2wUmje8BYDLDVaml3dze0b2FhQZubm4mCY5PJRLVaTYuLi2HVXkCIpMDu8D8gyxfX417zQ/+niXIxBl3PQgJMeFozRp+12+0E4HKQB9DzbKRisai1tTWtrq5qc3NTa2trWl5eDv1KX3i74jY/rYPoee1ZDJc8qM17Jk7b/kH0H65Detqev3mg6SSAlrbN03CtT9IuLPhIewDil8dnyT5Ql0olzWaz4NTSwIfT8IeHh9rd3T222ipOxMWGFJSKM068cJgzDV4szLUIOPW4vDqhH9dNeHaHMwbsl8/ng8aDReMkJdrhzpx+wlHCChwcHAQGwUEIBmCJwQuMjYMXwFGpVEqshksqM+wKbafOSrlcDuyV9yvrzPjzMZvNQtsJO9D/3PtSqRRYAmconHXh+eAeeKaNFyBjGwe88bMagwi/D74N551O71dPBVTkcrnEfXPxLgCtUCioXq+r0WioXq+HmizoYwiXpb0771YGJLbz9sGDOKRnoZ9Pc7inXWOa7uis5znpvA+yz3mYmAc517xzvBPv3Gn+8XHbg1zjhQUfp1k8mA8Gg7AQm6/CGjME9XpdktRoNIJDOzg4CKm37XZbd+/eTQgY2R/wkMvlAh1P+MMzPwAsFIKKmQ8HDz475po4L3+jjSDU0O/3A0sznR4tOOftQB+AE2XW7iEVD8mg53BQ4/3r4Rd3vC7gdA2IO2CuC4e7vLwcCrs58JjNjkqds14KxxyNRur3+yoWi8FJO8PgoE66DyAopoZmhj4FOOVy98ud93q9kM3DeT0U5WDEwQD94dkwHj4BSMShP38uvT8AQYVCIRHC8fuAiHg4HKrT6ei1114LlXprtVpYQA8A8rRrEx7EHlSjcNLxzmqxs3vcff84zndaOCoNfD0M6Jh3zLPYWdiKB2nXPHCSFuJ8N7x/D3KNTy344CbjAHq9nm7fvn1MO+HgoVQqaX19XYVCIQggl5aWNB6Pw+z8j//4j/WNb3zjGM2NroGQDPQ+q4zyGfsBNqDvcfCj0Shko/gaIIQyZrNZABuACoqdVSoVzWYztVot9fv9wPZwrT6jRiuBOBYnvLS0FMJRHl6g+BkFxOhjBx0upvV6I57y6dvEoMpDL7BPFBIrFotqt9tqNpuhT6hXArhsNptaXV0NK/I6IBuPx+p2uyHTyQXHvjQ9RkiLdNzRaKROp6ODg4OQPcN2vqYKgw46C67fWRBAEJ95RpJ0HxjBcPF8OZih+q6vQ0P/A9hYw6fT6eiP/uiPtLGxoWvXrqnRaGhlZSU8i+elzjM7vz2tmhDe05PsPM9NzPj5OdLAw6N4Js/DwjwqiydfZ/3ucbTraXrPnyrw4Z0bd7Kv0TEYDIJYkJRYBmJoaWbasAF8X6lUtLa2FhyYh0qko1RHKHCocZyuz/7dIcUzZteGkB7qQCm+Nr9m1ytIR4JTT6v1jAoPN3mdD/ojPj4gJp/PJyqDNhoNHR4ehrCWXzsv3bwQhA9MhJwcuME8uDbCZxGuZfCwGCDCM0f4bjabJXQrgFKYEAd8GKGeyWQSFqMDPHqYL/6RlCjbDliNQ13eL/Q/dVg8rBUzR/EPz3C1Wg2sB2AMXVIMQDI7n51lMD9pBnxRjet6kDDEWfojHvtO2/ZhjHM9CEhKa89Ztjvp+/P266Owp/X9vtDgI43CjGfjfHdwcKBer6f9/X29+uqrWlhYUKfT0crKit773veGBeRwnI1GI4RZxuNxoPKvXLkSSo+/+uqrgUHg3Kw1AgvhZctpi2eWMBN2cMFMnGvwbBtnMaSjmTdOXlIQw6LlKBaLajQaYQY9m82CiBZHyrEALoAn9CGEgzDYETJrarWarly5EgDB4eGhXnvtNbXbbY1Go6BHcdGtlK7TgZEBGFYqFS0vLwcGhqqqkgKzQ7n36XSqTqcTFlpzxgDnDTicze6vk+LfNRoNVavVuZkks9lM7XZbw+EwsC1+f2CW4nob3Bc/F6yTa2ycoVpYuF86/cqVKzo4OAhhQweMVDdlUUJWx11ZWdHa2ppu3rypra2tsG0+n9e9e/e0tLSkra2tBGsVtyGz+RY7kLTZu4PjuE+fhBN6VBaHS87ilNMmWHw+b5+0Y5x129Pa48c7y7Zn+d6PN4/x8PHgQa/n3WIXGnycxwAf3W43LEPearUkKVS7dKEog4XPxBHzsdYGTALbowMplUoBdMSzbhzHPCbAU0/dYEGcQWFbPvPUWw8pASTc+Xm2hGfI+LlhAryYFs7Va5i406VtBwcHKpVKgRVwgOZAaR4t6joNGAMAjA/mOHrCDa67iV/qtP+5Bwh76Q+/V/F9YHva4xVaXaTqLFZ8Tq6RfZ358HsYs02EEmGqCC9xrzm2L7xXq9WCBkg6YsrG43EiNTmzBzd3rj4x4N2In72LDDzmOcOY3XOhun+HpQG0XC4XNExp734akJkXmuEzZzTj86WZhzvTzjXPTgPmMdhM+84THLBYB/co7FkANA8FPv6//9//rz7zmc/or/7Vv6rPf/7zku6nRP61v/bX9Iu/+IsajUb61Kc+pX/0j/6Rtra2zn38ebSWdPzBu337tn73d39X3W5Xu7u7gX4ul8s6ODhQs9nU5uamrl69qvF4rMFgoF6vp729PbXb7SDWQ1vBQ0SBLMINlB/n5UTXsbe3FzI64uqasA04by8ohaNAwMr1URadMBEzfrJtPCsGjQJUP/qSXq8XrrVcLmt9fT3hjFxUC/ignQgXFxYWEivDEqLK5/MhXfnevXvhnrjwUkqm9UpHYSs0MVy/O3hqVxQKBa2uroYiYWTHLCwsqNvt6s033wxFwfL5fAi7ASw8g4RzjcdjtVqtMLDm83lVq9WEnqLT6QQhMmCIe4dY18Nc8eDCbzKQeEZc/8J1DAYD7ezshIwdDxWtr69rc3NT1Wo11DnxZwkQ5O0gXHR4eKidnR3l83ltb29rY2Mj8d48ycHrnR43HsbSHKqkwGL559xLnpt5DvQiOYp54ydjhi8Z0Gq1dO/evRDKdhbWhdQAZbRs165dC6to+0QpZkfSGBb/IUOw2+2q0+mkFuJj35htdsCUxlClMVX8jtvqi2OmARveyXw+r0uXLmljYyO830xoPVstYx7v2wODj9/6rd/Sf/ff/Xf6lm/5lsTnP/qjP6p//s//uf7pP/2nWllZ0Q/90A/pz/25P6f/5//5fx66sWlok88Gg4Hu3bunfr8fKnnu7++HzwEOOCjCCSxdTgVJSQl2BAc1Ho9Vr9cDK+L0uM/yPT3UByIe0IWFheCM3HxmS/iF2hSkZMaDm7MU9IPXA+HHQzrMSvyHEIUDC3duPuj4i4tj7/V6IUMjHhz8JfZ7CAhzcam/xO5Yi8Wi6vW66vV6cPz7+/u6e/duSA+GOeLa0Vs4OwHY83AG7IEzTRzDwzGeneJ9IyV1PN4/fk8JE8V9QTYUoMufp+XlZS0vL6tSqSTW3PFzcE7uox8Xh7G2thaezydtT2LcOM1iR5bWTwiz3bzInafzS8drZDwM3f9OWHyd0+k0kVY+nU7V7Xa1t7cXMsI848tDgwB9ntOVlZUEG8R77ZMt/z526IAbJnKtVkv7+/thwhKDCulooUYHHR7ujBmLNDaC98nDuNIR+JjHaEtHJRIYT3gfGU/i/kgDQI/a3ingO4/NPq89EPjodrv6/u//fv3jf/yP9VM/9VPh81arpf/+v//v9Qu/8Av69/69f0+S9HM/93P64Ac/qF//9V/Xd3zHd5z5HGe5KN+GcImnqZKlsru7q36/r52dHX39618P8XXPcOj1esFJePGpfD6f0FIAHEDlznS4o3eaEiftpb0Hg4Hy+XwAGMy+MZypv0Bs60jf2RWn62lnuVzW5uZm2I/PlpaWQpYH4lwXyqIxgFlxAEIxK2Y7jUYjOFcGB7IxXG9CW8kkqVar4dq4ZgdD0+k0iCclhXtD6GtjYyOASAYKLw4GwPBwBefzlWKLxWJixse9pX89ZIWj8WwqvvPUXvoDIFSv1zUajbSzs6PxeKzt7W2tra2p0WgkWAn28awdZqTe9l6vp0qlEtrqzwzGPY/DAk9q1vU4xo3zGHqcfr8f0q2dIfO+9KrC8ezZgR/G88Y7nQYYHTimzcrje3ZSeMK3S/s/ZgViJ+1gFYM99Yy9OHML0Td9NJlM9Nprr2lnZ+dENmFe6MLbyDvIuxqzG2n7OMiYd0+879LYF9fvSQph63i7GLTm83ndunVL7XZb0pEGjPYw/sMQ1et1Xb58OWwXtzFu31nsYScYpzGjs9ksANR4TanztvWBwMcP/uAP6s/8mT+jT37yk4lB5Mtf/rIODg70yU9+Mnz24osv6saNG/rSl76UOojgKDBu3GkWv2RLS0vBqbowM5fLqdVqaW9v79jMNpfLhXAFs8+4yBdoltmkr+3i6bRpZdp5IHHsVNvs9XqaTqeBiaD+iDsJWJn4GpeWlsLnzIJ9oOPl4wEpl8va2trSdHq/mBWzlOXlZbVaLbXb7VAd1R8enDHt8yqpDDg4Ywq20WZnSQBm/lKz38rKSugPBK9eDRUWyWcP/CwvL4c1XgCSDsp8sJQU7oEPKPSRZ7P4YMzgF7MeMX1KuwlVsbqua4Hq9bq63a729/c1nU61urqqa9euaX19XVtbWxqNRmo2m6Gfl5eXg1aJGicY4T6eRZgjWKp4huUO0H8/bnuU44Z0vrEjzWHj1AgvjEYjtdvtQPW7o3WtEf3K4Jvm7HnuYprdhcpeIThmz2LBtk8MnIGUji/0GF+vOwx3sDybAC1fssFBBe9hPOPn2LQVZuTWrVvHnjXPiPP9T7J5jOlpFveZtzWNtUibnMSsENtxHTwbPrnK5XK6d++e7t27lwAw6M0Q8bMK9/b2tra2thLgw48Vt+simD9LJ4Gms9i5wccv/uIv6nd+53f0W7/1W8e+I3bdaDQSn29tbWlnZyf1eJ/73Of02c9+9tjnpz1kjnIlqV6v68aNG0HzQdYFL3JctIn9eAGZXULBO/3GQOEpqTgnr6cBAIGaRI+AtoKX2B2GX4909MJ4iiTtIKTB9oCIpaWlUFI9Ru7j8Vh7e3sJ1gAH6232/vKBEQARzzikJD2KvqTf7wedjFcIjYESfUebuA6vsJrL5QKQ2N3dDWxRLpcLM1ZmRg6M0uLJMCC0GX0OC8+5SAzWRDpiW6jrwb30Z8QFvwBWByvSfV1AqVQKfYKWhe95BlnAD3bDnas7Q2brnU5H3W433M/RaKS9vb2EhoZnsVQqhRogj9se9bghzR87YuM9oIAdzwv92263E7S+lCwWJx3N3mNWIt7Ot09jIeIxhPcrZkjSAKMDAuloXDjpM/Zx0WYaCPH2+7gTA52YbYnZGO/zeJ80Nuck8/7z483bN80BpoGKtLbGjE7a8fxaHXT475gViUNU+Xw+ZOvt7++r0+mESswLCwuqVquh9hELZ6a1J431Oo/F/YlPQFvj2kEKGu7u7mo0GoV3JWY+1tbWQoj3LHYu8PHGG2/or/7Vv6p/+S//ZYhBP6x95jOf0csvvxz+b7fbun79evh/XufGFNv6+rpefPFF3bt379jCa8xgGdiloxfLF1mTpFqtdmxWS6EqPyaCxW63GwRZTvnTRkIEi4uLYRscMkAgfqhgS6hFwvmYofAZIsVqtaqtrS3lcrkQm+X8FNEqlUq6fPlyAgTRH15Rk/PDInlYyfvbWY1Op6N2ux2qzLomhjACLJC/uN1uV4uLi9rc3FS9Xg/VS2EBaOdkMtEbb7yRyFJxkEH9D8/IceeA8wWEuKP2+i+AQV+BFxaD3x46kxQEZTEwoT0AKgSJGxsbmk6nCTEaYMqLnVF9F0aOgY9nu9VqqVgsqtlsan9/P7B7g8FAd+7cSZTtR7C3tbWlWq322DNf3olxQ5o/dvjYwH0aDAZ6++23w+DJsw+r1Ol0EmxnuVwOYJ5jOY3v7y3PmD+bbJtGY8dahNhxxdtLxwWaDlAcaKQZ79y8sdTf6bTzAuq9XbEj99/Ovvk5/Fxp1xj/n6btiNvM3w7A0q5/XnuxWIOXto2fy/Ulvq1/HrPgPlElLR7h+sbGhkqlkm7evKn19XVdvXo1iHbj9jzs5CFmlOiX4XConZ2dADbG47Fu376tvb09/fEf/7F++7d/W+12W6+99loiu472fPCDHwxh07PYucDHl7/8Ze3u7urbvu3bwmeTyUS/+qu/qn/4D/+h/q//6//SeDxWs9lMzGJu376t7e3t1GMiqptnJ3W0f1coFFSr1YJ4FJFoLJL0dkvJ2aRTaj7gxy/T4eFhmOk7kxGLUH09ERygx+j9OrwN7lj9/AxoaavN8jA73ct2bOtxbPQhsVBSOqLW4hRidCA4eECdAyo+88EungFyPjJaarVaWMIePQhpvh5Ck3SsMFgulwsVXLke+h/tBaDD04GdmQAwxAOKAxoPtfizR99633G/2I/ngOPFs6z4JfZ20Afeh9PpfTFgoVDQ7du3JSnUuMG5TqdH69sgBuQ9i2c977S9E+OGdPrYwYBKaAVQBysHEI1n/vxOc3q+jf/vQMKfsXnOLj522qw2/jttthr/dmfiP65piicR80I9bn5N8z6f976fFXjMm+XP6xff57xhnfhcMWt80v4e3mb/uH+cqfIxyTV7jG0+tjabzXAcwq9MGHi2mAid5dowJiyHh0ervjP2M773+329+eabiQnQ/v5+ovI053dfw/jWaDS0uro6t12xnQt8fPd3f7f+zb/5N4nPfuAHfkAvvvii/sbf+Bu6fv26lpaW9MUvflHf933fJ0n66le/qtdff12f+MQnznOqU807eDqdhpLbhUJBe3t76na7unfvXpg5xurqWFDGzQQkcA4eIn95O52O/viP/zgx42FA8+PBohAuabVaGgwGgX3x60BbgAOmvVDB+Xw+UPfunGazWQg/uD7FQxg8XPfu3dNsNgu6FmZ4viQ718PD5qwPC7uRAcT5mVlTJCx+gRcXFxP9jVO+fPmyKpWKrl69qkajEUALL4cLaikOx7U6OEQU5+nCZPVQDK7ZbAaBKayGr3wLQwCi51mipgt6jpgeh8HwbAfaDivFPV5YWAgzas4lHaUjx2GxuDgdx5hMJvrGN76ht956S6+++moI57hYcmFhQS+88ILW19e1sbGh97///aF/Hjf4eNzjhjvjO3fu6PXXX1ev1wvh2LgWD88TzsEZOgd+Dv7caccsm6RjrGbs8KXjeoiTnLSDBv883kZS4t3x7BTGNhyf66d4rtMmPn6eeJLC5z4e+XfxfqcBAj/maWDDP087bxrgm2cx4D+tjYx/zo5JR2F8gBzPEftwrniiw7v+9a9/PZwnn89ra2tLH/nIRxLp9FevXj2Xk5ek/f19/dqv/ZparZbefPPNsJgl5Rlg7NGdMV7SloWFhZBxuL29HSaos9lM1WpVlUpFL730kv70n/7TZ27TucBHrVbTN33TNyU+q1QqWl9fD5//hb/wF/Tyyy9rbW1N9XpdP/zDP6xPfOITj1yxHqNrXiJ+cPixo5Z07KXiM3fU/pABDPgeYSUvMS+1F/NyhoDjs410VOchZjrmDU44J+mItYFtkRRm/xzXj4PD8lRPQI4LdL1vaCvHY39JIUZNn8J8xIyHX4OUHLQJYVQqlYQegh935v7i0p64vQy0fOeMCTObuL9d/Ee/ekzewyZxOmU8CKY9n64b4jNeeB+IPKzl1+zPZMyOAKTQLniaM6CRfqOvHyfgcHsS4wZOdzgcqt/vBx3NPNbJn43YmcWMFJ/F9z7NWZ7V4vd+Hvvgvzl/DEz8ufFwEI6Q64gd90ljjzt7f3b9bz/eWcFHDAhiNsE/82ueN1amsUB+7Pg9iv8HCM6zNGbDrztuk/saAKmPnbEW0cdRkgP29vYCQMzn86HkQHxNacZ3sBeUKEBrQltg5Kn4fe/evcQyJaVSKUyknIWezWaq1+uq1WphXamz2iOvcPr3//7fVz6f1/d93/cligWd107qUCx+WXO5XJitQq+2Wq3Ey8DDhfbBY3Y4AjILmPlI95mMeM0P35eBjewQHBUOB/CAwyuVSiqXyyHjgzRNnIgPhISRmLkS4vDMEgdMPpDGAEE6WhStWq2GLJe4gJKnfKLhAIiRlkwoA9Gjs0axAyXOSYoZjAdomuunr9FxwHR4TZNKpaLp9CgNl1RZ19v0er3wgjKbdR0N10gIYzY7SqOmD3Ha1C4gg8X7Jx5gYJ24z5iDHp9ZDwaDUMQO9oznjGwMniVnWBgwoGvdASHehXnhfp/XIT5Oe1TjhnT/vSXl8d69eyGDxd/JXO6ozozrM5zdcOeKrsvBMGwYA3LMJmDzxrLT7sU8J+4A29vrxpjg44MfD+fJc+6/XbcUg4k0kbwzSA6W08bnGCDFbTppgsj5T3uO2Y+JRNzetM/mMT1+vLT9PfzgE0/fLwZIcbvY1rfHF92+fVv/9//9f4fxemlpSa+88kpgUAlPezJCfDzpfhG/O3fuaDAYqNVqqdfrhfGUzJvpdKpGo6Fer6dbt25pb29PW1tbKpfLqtVqWl1dTdwjxsq1tTWtrq4G7d5Z7aHBx7/6V/8q8X+xWNQXvvAFfeELX3io455Emc2bFTCw4+RxuNyImDb3B8dfIBAdlLc7XtdCuILcAYBTtwxU/sJw08m0oM3+cLKvF7XCIfOdU3vOuoCYY/Dh4QoeXBbf85Ll9APb0yb+pg9wlqR9ej86svd9ZrNZEHCi6Cbrw0GGz0BhYBjQWJGXY9J/gCE/P/9LRym+cVYS5vfTa454RVNnRzy+7wNHPIP25zUedBGW0h6vLxI/Uz5QOqPng5nrfDzTah5D86TsnRo3pPv3herF3W43jAGxfsifC499uyOVks7A32l3sjEzhxPy9+Es5mOStzGNVXGnBsPH//4OxE7ej+GA2Av88fw6u0L73Pw83v8xm+LjLtvE26Zdc3ycWJcyj9lIa+NZgHfMVHKvHRTN2wdA62NVmt+K7+U8cEo4v9lsKp/Ph/XI9vf3E2UaSKbw4/h4T7t9QuPFICWF6so+VjCRZOxDLO7+ZzqdBga7XC6fqMGK7cKu7RI/KDFingdAyCBYXl5WuVzWcDgMKU3uUFhJ1I/J4INTovYEMxzpiMZn1l2v15XP5wMNzveDwUDdbjfsD7swmUwSNL7rNnxQQYxJ8TSfSfNg+cDgmTjULcGBMeuDQfHqnTALXA/XiYNGn8G1ucAUMZ/rOZxVwPkz8FMyfnV1NbEKq6SEs+XB9lkW9zWtxooXeMMAi51OJ/H8xOLg2HH4s8Q98mwXvz76gvRMr567sLCgfr+ve/fuJWYWr732WiI84gAIJ0Dqsi9qyLU58+HsDcBqcfF+afx6vR4EYJ5h4jTxs2w8nzy33ofUyfFUaJ8spDltngeMyUBaISvvW3+2YgAgpYdb5gEG3ybNocdjo4f9YifnYmg0YHEKeRw2jM8VP0tc41mAbto759cgHWccYtAVW1o76I80ZiO+nvgz9ksDg5hPVuZdR1p7PWSTNgl29obJiC+SCWOHts0nr35OBxO0p9FohIKcsO74ExjoD3/4w7p582bQ8fnY6uG8fD4fsi2pbHtWe2rAR2xpL6V0NLsFqZVKJe3s7KjdbifS6Cj45aCDhwGnwgqi4/E4CH4cfBDiga6Mq2SywB0zd6f0EZXykHk6KrN7gBIUG9ftS6Y7U+FoFBYAoFAul9VoNLSwsBBSfnngcJicVzp6wFwXQv/F4CMuYOTaD9rA+heEmli3Jo5bYz7wTafT0BfOOnDuGPX7M0KIyC3WiDgz5YMh94k+oG94RmazWWB9oD79WYRR2tzc1JUrV3R4eKi33norrCUUrwcC+4NOAZAFKIxpaRcR+voRrLpcq9W0srKSyHKZN8t6loznDrDP/ZWSKesOcJ1N8j5yh+5AhefRn4mY6uZ9dpYkzSn58+fgg2NISQr/NPARHy8G1VyLV+uNNVHsN8+Z4HicUfD2x/cjNt/H2+eON21sOMkvxM7XmcmYhYz7Ne6ftM88tH3a+b3d8TljRoltmDAxxvl4ylhGmHg4HB6rlurPMmOrZ+lxX1274cCcSW+xWNQHPvABTSYTvfLKKyG5AnNGVrqv31pbWzt3Gv+FBR/zzG/wdDoNy58Tzz88vL/E/MHBQWA+nGHI5XKJEEB88wEOvMTONrAOTKfTCS+JAxd/WJzSdHQM0mQROwAQD5xnT8CQMCjEbY1nSVJSrc7/hHZgYhzwYH6dMDeTySSABh5Wr4/grEecyudVTQFFHsIAxLnA0/UObO9aEEAGYkqvWhpTjJzbr8sRuw/SmPfhwsLRQlmAWM8eor2+L8+Nr4/DzAPdAdVUOY+fN/6M7bln/ORyuUQVVr+mxcVFraysqNFo6NKlS9ra2lKlUjnmIJ5lu3v3btDR8L44q8bz4zoYf6dixgBnHYNUH+zTnLyUrDLrDi+NHYkBSPxsxrPztO/jZ9zbwrkYX2KwkeaYY2Dgv+O2xO9fDOLifeK28X8a6Jh37pMsPkcaqxJfXxo7wnd+X/z+xtcYgyV/BtP6Ju6/tPfTWWwPicNwcz+ZhPj3HA+g4RPb+DljsoOhdyM870CFCdTm5qauXbum1dXVZwt8xJ0Tf7ezs6Pd3V2trq5qY2NDs9ksrJOysrISdBuxMJPlxmM0iobB0SOzpTt37ujevXthVVRYAAcBHitmVgQ4YbbPjJQH3W+4P0Rk7nghKinJCriDZ3/0D9LRoleTySSsPkuZXxw952HWfXBwoL29PQ2HQ62srIQ1WGALyBeP04t9Nu6/AR/lcjksPlUsFgNbwLVA8dHuhYX7ueOHh4dqtVrqdrshdEP6LtcJc0M7HXh4uwA4zArimQyghgXd+KnX6yoUCmE27QCV6+z3+5rNZiE9l+vM5/Oh8JcvKpgWv4ZFIhTW6/WUy+UCewFYA/RxXTi3QqEQQMd73/tePffccyHEGDvIZ9X++I//OBH+8nBhLnck4PZBn+eA/mEQZ9zwInTuJNwZxWxEmjOZxz7FDojP0pxj7Nhc/xP/YBzHF5Z0gJwGIPzdiGfjHpaJx2ffdl6YI548pfWXgwHfNu14aRbfi3iymXa8WOtDO/x8p/kkn+jG5/KxOmaN5vUp+8Eie8gXEE2IHEbfqz7DvDOBXFlZCf6FMRDGHHDKT71eD+MMfpGxc319XY1GQ+973/v00ksvKZ/Ph3IMZ7ELDz5OstlsFlZeJJyCEIfiLIeHhyGjAio2zkLgt7MiDgYcdUKtozxm9s1D6y9sPOPwmXD8sqNajh9Up1vjY7pz5zunkrkOnwnxvwsx/eWPxY7oI+LwkDt0zNkkTx2lXfFACoBzkZ/HQXnIJYXF7RA3LS0t6fDwMICm+DrPYj6zi0Eos0NeUC8Uxr3hvDgqapHAkvAccm1s76yPD3DojZhpeyzXaW7a7oMnmh7CWvV6PYCg88RhnwVz0a47nnnmTilmAdxincJpQIK/4+/Stue48X4eeoydYRrb4e9v3LY4TOO/ee7jMctnzdLRmJLWVvqZ5ztmeOb1wUkAwtt32jZnOVbaPXMwcJaxIwYV8XEw13H4uf3ztHs4rx3zQKazEZ6q6wwv7U7zH/69vzN8DniHkXb/urKyEkrDn9b3sV1Y8JFGucV2eHio119/Xb//+7+vGzduaDabqdFo6ObNm6pUKnrf+94XYuflcjksIOUzYk8vAzEiUuQ7HF+/31e321W1Wg2lyknd9MXNpOSNdgfhDhWgwAsLKGDWOxwOE6llMRBidsdMAwdYKBRCe2AWcHqSEuuWxLM5p/Lz+XyYqcexax7cGMR4+0DlseOG3aBfHXwgjo2FgIiiEKweHt4v6z4cDvXGG2+o2+2GsugOivxlB1RwDfQNYaU4ll8qlUIaMC8Y4SjXyVDwh35wWpsS9fv7+5pM7hceo329Xi/0K9dDsTRmHNwndyrxezKdTlUul3X16lVtb2/rhRde0MbGhlZXV0O7ffvzDhJPm3lpf94pN/qMwZWBNZ/PB3GuzywZwAGC7OdhHem4M09ziCc50rRwD9vG99+dFmMAoAutkB9nHkvBM++/fb84Mygel9OuxSc63uf+O94/DlnFjEd8nrg98bnm7ROHPmJGJ22/+P6lgZf4+hgD523DmMf4FzPF80I00tGzyc90Og2TMJhgD9t78UUfx32cZ7yN6w35ZAc/eunSJdVqNb33ve/V5uam1tfXzwQQY7uw4OOsxtolFBECnS0s3K9umc/fL8pCCKbb7R47hjMG/nBxY3CITuez6I/X8PAHBwckJalKzufn5re/dP5w+Es4DzX7YOUaAX954/ac9BI5LUroim3oLwdX8cvsWo74umMmwAWqfo0++IHK0aCAxgnnEApxEJc2uHBtaZofByC8kP5ccBwfMPyF9gE7HuydGfO+5Ad9R7ydLzAY32vvI/QxMEMu6H3WwUZsPnh7SAqLP4ufudji/o5n+mnbpgGStOPHzn4e+EhjEfyd83fK3/3zOIWY9UljN+Kx4zRmw5kbb/e8Pkizk9ofg7+0ds0DPvP+nwcwTrJ5Y7Pv52J5nk/uXayZO42F8fsNGGFMlI6yadKug2eDMCSsewx4/H8fZ/Cn9Xo9LIT3IHZhwUfaSxPPYn3QdsSG4yCr4sqVK2Fmw6p9LtyZzWYJEQ70OR3O7IKZUaPR0NWrVzWd3k9/Ojw8VK1WU6VSUbfbVa/XC+Ajnz8qec4NhvnwwQLhECEOZt+AKxedIvbEeXv4BwDmNTBcxDqbzUJdCdAxD6I/uL4S72w2SzhCWAicP0LceCDknnE/pSME7fHF+CUpFAoB0MXOl3CLpMDy3LhxQ6PRSHfv3lWr1QolgsnIiUGGZxlxXJ6BpaWlUH+kVquFc8AWed87EPHj0V5mJoT7fBsKf/HdcDgMWUj9fj9sS3n4GLh4X6GN4YdnMc6QebeYg3beGXdSPG/xgC8psf6PA9EYAErHmQo+c0vT2DibmQY4YpvnPONwi2sC4pCiz2B9ouPHjAGzt823mwcG0py59wvjAmOhX7OPGWnHO4lxiK81zfF7f8VAYZ7xnYe2/VjS8VLp7lN8G+mo6q4DxHlFGekPByk+IWUfKpP6hDeeODrzh79wv4C+Db/jbWdcKhaLunbtmra2tvSn//SfDpWIPbR8Xruw4GOexRfpNzN+WBE1VqtV1et17e/vB6GlF6PyB9tVwNIRgvSUx2KxGDQkrVZLudyRIJCQAvviyF285tQXQCgWEPrn6FRgLvwB5zw4ad83juc5I+L1N9jPGQCcPN/FtPN0Og0gwV+gtHvh98QHGa7Lz+3onWtz5oFzcy8QRTlN7tVa435wViJ+phzdI/R1cMbL7GBjXiiE6wN0OAVLHy8uLiYcpYfSyNoivdiv2Q1alawcb3faNb4bLO2eSEo4XJ/Vpe3noUpPyY+ddcxinsYyOLvA3yfpTGInmebgHYTEM9i0Y8XH8fbH4Y/zsBFp7FEMGly3NO+ZjK81jdnw3zHQSdvGtz1tfIrbkvacxMdK+x1v65NNxpM0wBU/n3H7vR34ASohO8D2sdj7iBIDHg537aL3mbMqjUZDGxsbeu6557S+vp4KrM9jTx34iB9sNABkIlB3AQfKDMZFg7PZLIAFOp8Z52QyCSm7zJ6Z9U4mk0TqJSI/nAXncrBBpo2L1RwguHIZJsELSVG+HIfJA4KyGRYCpsM1GqBZ6WglXh5GLyaGQyYbw19OBxyethqHVXCk/lkulwt1MnK5o/oppI/OZrMEWvdZJsdHRNzv9zUej0O2y2QyCSnP/lJSLdVnIvFsld9xaWyniOnLZrMZBqXp9GgBQbbh2XHGAs0KM1HOB3ihnd7PDj6cipWSMy3ubVwHhmed1StzuZy2traODcj8fVYq/mk1L5kezzLTGFV+Oxh3sM5+fi8wn2m6w4zDD2mDdbx97GDdacTf80z5bx8jfNLkgNfBTgyE/Hrivkp7htIYBt8vDZD4//6cY7Hjdm1c7Ey9r2LQlcYmxCBhnp0EANIYFD9efC4mGDD0/X4/LOHB/SIDi2P5M8t4m3Zd9KULy6fTaVgCxPvdxzv/YaxF+8b4yTNVq9V048YNffSjH9Xa2lqQM8TP43nHlAsPPuIHJAYfpVJJjUZDS0tLidoTPmN2lOcaAh+EvVAWdUIQF3plUlKUEPIVi8VwLBZEI4bGAEBdAZycU6TMjKHGvI3u5PgOp+nVN1mNcDqdJsBXqVRKODTSoBDS+ouBZiXWzXgqnredl87Fav4Qxm110OXaDECSzwK5dr93BwcHYT0CAB3ryTiNDYJPGzhiZwCrEc9geemHw6FarZakI+o1Xg2Z45KKfXh4GMoMuy4kTVwbz1LjQS2ulUI7FhaOitSR0gv4IC0Z8BvP5t4NwEM6ei6deYIRi8Me3j8ASmfkYJ08dCAd9aV/x7bxoOzPtjuRecxJ2mw3zYHjvHAU7kzimTWOJQbd847rFoONeaDE23mSc+dandVjDHGmgHN5hph0vDhYGghKe6/82HEbY4Yl3saP55qxeJu4XYyXVEButVra398P768Xe8NiEWqsUYufoTi07xNi6YjR9ww690e0EyYVf8Rk7/r16/r4xz8expr4uX0Qu/DgIx4c0hB5TPXHqNYfQGcceGF9O9+PNUQcfPh2+Xz+WP0Fau2zn79gTjn6OXm43HCOXA/bSkcl3guFQkj5HQ6HQdOCQJaHCEfEAxVnoEhHKmdqkzig8JeO47hmhu29zTzcXkre+5pBnnPH4MOV97wYxB7jdGja4DoUZhJeV2PeQOszQvqbvoqfD15q35cB32cssfjP7yGDA6xJWrv82fBnII7jLy8vhyWtnSVaWFhQu91OlOn3Nj/LFocS+R1rK9KcPX/jEHlvpePjCtuwjx/PmcF4zJp3rzle2ozdzxsDHWcRfZJDG71PYuDlbEfcHv87dq70Bcdwh3zScWiPM5IOrAHQaYDGJ2LxsdPOGd//tL707ee1FYsnB3G/ODDx3/ibdrutfr+vTqejXq+XeC99PEsDTIxJTGYWF+8vsHnp0iWVSiVtbGwEFpTnIQYoAI39/f2ERo8VawuFQlj2AqCytramlZUVXb9+/ZEL2C8s+Eh7QOKBE8fObD0GGezjoAPn4SlJaQMywCIe7N2R5PP5hNoXR7+4uBiqgPLQuMAnnmnhXCWFcA4PgIdkOC/fkfbkQkUEsIRkXNBIKjA0vbcB1sbXkcnlckFM6g8/4RvvKwdE0hF4QJCUlk0UhyTYz394Qfr9vtrtdigf7ueHveHeEp/09VHoZ9fbcM9dgEX4iOwpv3eS1O12Q9gI0OILzjHQcI6YfWBgJS0YJs2BIM+2D3KAqnhNoHK5rI2NDTUajZDytr+/r36/r7fffluHh4fa3NwMM6NnHXhIyfVvPNziITd3vv4s8VzgDDxcEs/2OT73zllPmNR4sOZ4MdM2jy2InUjMnkhHTI6DFx+n6BPGJmcr+Umj0f08sSP2MDHMrouq09gTvx7eSe8DxjjYRdrsk5wYhMfHlo4XREsDT3Hfxo4+7Vz+LsbMB9u6hovxgLHk7bffDmL40WgUskaYhPj77hozjsUkmLF9fX1dm5ubifISFBV0dttBUa/X05e+9CXt7u6GdlFSwMeXzc3NcLyrV6+GgomPcvy4sODjLJaGPNNYEv8/fpB8MEijQP1F9diur69CDJ524EwHg8GxGQHbE1cjpOAOOG6/P0Bpx3EHyG8+52UhZDSbzcIDxrHpDwdcaTOhGPH7TC4OvbiOwzNlYtEqxwb8xDOO+Jz+4qdR2ZwDsXG5XE6UgY8HfZ8lcHycj6TEwCcdDbrx4O+fpbEd/pw6sxIP/A504gHTGRr60dcwKpVKmk7vx3vR78RVaN8tlsY4YGfRaLid5LCk+88ITjKm7Dl2zHw6Y+HvfjwGxM9QzL54u/wZ8uPHn/l4dhLrdtpv2uOTIwdA3vdp43Q8w49FmM4+xYDAj81x08aN+J55W2KgNc/i46SBmfj9JtOO8K2DUcZCgKoz8X4egIdnsywsLGhzc1Orq6taW1vT1taWarWatra2VC6Xtba2FhhQH485zvLysq5cuRIyKV1H5xOw9fX1AEqYkD5qu7DgI83BxS+JIzpnNdje96NjnU3AAA8ec3MHVK1WE9sPh0Pt7OyoUChoZWUlUNv+Ivb7/XCD7969q/F4HMqa03Yv7CIlK5LGzlU60qXQZgDG8vJyaAdrr8QDkRcUQxDrM0P6ptFoJGYbFO1yRB/fG/qP4/BiLSwsBBRObJPzcN0ADwZnzzDhmukv4vCDwSAxgBLCoK+8fHy9Xg9puLxs9COsBNdAP9EWdDC53NE6LjHLsri4GBgln3khUqaffaVkn93l8/mgWfIwG+d2OtZnJjxzKNDX19d15coVDQaDUF58d3dX4/E4zK7oR38/nkXzgdqz13BmPF/OlLlYDyeBczpJEInFTsydPcd2NsVDIGwfswvxcRmTOI4DHa4NIMzfXj47l8uFbChYGmc+OB/v9jw2IJ5NO4UfWwzy/BzS0erDzhL6pM/Bur/j8T05DRDQlnntm/dZDCriEI4DUNrF8hSvv/56YhxfXFzU6upqYIPH47G63W64r65NhHH28D1Vi7/7u79b3/RN36R6va719fVwn/P5fFjOwa/F+2g6nYaaV+5n4h9nrt1nzevHB7ELCz6wecg0RqFOefOCxnFFOjWm/09Dv2moD7UyxwVI8PITS/PZdswoTKfTBCMgJWOb/hOHOXjYYlAFCIrDDNCjkhLpoz6A+YAdswRcq8/cvD2AqVgoCisT073+0Kfdg5iJ8NkHL3ocMnMnzflns/tMT6fTCQzTvGuK48n+ssW0qjMinNfbGLMq/izyrLpw168DRxTHbrk2v6fcVwY0QBIDtle7pG3PMvCIzWf2DsgxB/NpfRN/Nm/2687IwzTuQDlW2oCfBur92Ozn7EJ8bH9eGeNioBMzHvGkLgYJacxL/JzHYsjY0j7nmYxr8Tgr7OeIGc74er2t8XXEn52F4fJzxOeMAUjcX7x7XJcvZEiSQqlUkpTUq/mxmEzz2cLC/cKWLF9/9epV1Wo1NRqNRJvTQGR8vWl1Oeb9H7OEj3L8uLDgI6bu4heE4icM4O12W71eT+PxWOvr62ERs1wul1gMDmGNpGOoPdaNOFXmMwVJQbRDpVNWX2U2VSgUtLm5qWq1GmbCFKzC+TDbnc1mIUxASmmv11O32w3tQUS5uLioRqOh1dXVIA6SFI4DAzGbzQIY4zroR18pl3AHAxUsAvFFZx68L2iTD+ych7YWCgWtrq6qXC4nZg0MnqR2lcvl0C7uDaESnD31U3wWxEsNk4D5cWq1Wphh+CzKB0xmFj7IScl0XP9MOirhncsdrRzpKcXeX84gASRHo1Fi2fcYXLIvfct1cQ8BG17fxTOX4s/OMgt8VozMolgULSWLgcVjik8CfDCOAYXv486IcwK6PcQbP1vcHwcIsQN1oz2e5u7ti4GJLxngDIy/+5iza/Fx/cev1a8hnuTFICDus8lkor29PfX7fe3t7anZbGplZUXb29uJrA9nobCY8YjB27x+87/jz/x/Dx/FoCruC9/ffcZ4PA4LPEpKPAvS0WQ2n8+HCSo/FIDk/+XlZW1tbWltbU3f/d3fre3t7VBnw8X9/nuepfVP3I8n9VsakHkYu7DgA5s3G/GZI2CEm95qtRJiQYSHs9ksvJSkoeJgOY6HF3C8CAIJCQyHw5C2SnoSbAQO2LM8qtVqWEXXUT0OS1Io6uW0PE6RYyNuZQEx2hXTzIgmOU88u2Y72A4MNmQ2m4WMlrTB0GdT7IfDhE2BrgME8lIyQEtHs3j6ypkhXkDXzXAtDAouqOJaGGS5zwDCYrEYwjXxSxaH4Hy2FYfiGEjiQdcpU9rDPoBPzkX/xgOdnwdnRH94fYY4bo852+WDYjyretaNdyJ2FPRVzIa4OWCI7aTQSOyg0yx23DFrF7fX2+fMW1p4g2eOGbYzqQ6iY32RO9f4vP7sxIJId/p8FotCfabs79Xh4f11jNrttu7du6c7d+5oOp1qc3MzMR7FDj7uW2exYiYk3j8+zrz7xHXMA1WxmBVjH5+UsJq0TxB8vPKJHGMtiQq82+VyWbVaTZubm/qWb/kW3bhxIzEJjp+Tk2zexCNtX+/DeQzKw9qFBh/zaMGDgwPt7++HxcSo+dButzWbzfTmm28mljMnxckV1ryMOHDXAgAA3PlzbhcISkdCHpwuRcmcFWg0GuHh9IcvvsEcLxZvYb5SqqdQ5vP5hAOl7WS4oAFxSjMOf8QMR6ygX1hYCEvG+31hNgWjQ/2TlZUVLS8va3V1VZVKJfQvdCTXQ5zSX0LvB+4va7pQRIy+dqbFXxR/XqT7+eq1Wi3c/3w+HzKeYsfsM1hAiNPYDghms1loB4CNZ4TBiOO5g6ANXKMzPfSBDxZxNgw2HA7Dcy8ppCRLSbFsfN+eZfPlC9xJ0q+9Xi+8A9xD2DTfR0oOwvGM1x2vg/q0cJl0fPG02HHGWjTpaJYcn9ePw28PQ8YMT6zriMcWKb12hl+jX1PsyNM+TzPea2oywRDX6/UAsOMwYVxrKG5fzBrFbYiZIX8P/f75cePjcZy0vpCSYRNnmhzMuDCXSa/rXTi+dF9nuLq6qhs3bug7vuM7tL6+HtiOeALlbTzp3X5QgBL3z6OyCws+5l0wKLzZbKrZbIZQS6fT0Z07d3RwcBAcH46ZQd0fCJ/BwgLwAOBE3EnGNCkPAAO8g4/hcJigN4nLESbycAbmgMNfFH/hTgIf/hIx06bKXb/fDwxD7NAkBYfpzsqFcrz4sEfcFwZb1NK0GeFqoVAIITCYHMI6XA/ofnl5ORR18xmSVzb1NORcLhfAA+EXX8/GnxdJIcbqjp0CYr5tPPNxitTvPf9T0M6ZMtrng5wPTg4EAB/0jz8D8UwdAOLPxHA4DHoWQBDtdnYFe7eAD9dwAK7pj8FgoNlsFpjEuBKt97WHRKTjEwXeUXc4GMA1HjMcGLCddJzV8O1ix4r5cxJnOHAMQNbCwkIiDOfXwbH8HPGs3y1mFeLvYifmAAHwMRgMVCqVwlpELkR35oH3O5/PHxM/el/7++tt9nfQx2sHpFh8D+MJIseJ+8DP7/fbJyA+/nOvHXx421dWVnTjxg299NJL+tSnPqVarXZMr+bv8Ty2jfb5c5cGDmOG7Z3UemAXFnxI6QAEENBut0N4hdmvZ53ELxgdmZY/zW8HANLRrIM28NIAZJi5Ei7hXD4zj2PFPNzMqh0FeziB792c9nMq0wc/Zs5eaj4tRuxI3GdcPpD5w+chCM8Cob0MHFyfZ614v8xms8TCfdxnD/G4RoJKnh5m8vvh99YHNwd3AEzAG8CSjBj244XzLAAcGWA1dkYACOkoM2c6nR4TzXk7fUCeTo8qH3qogL5I28edGJVfY5BBFg5CZLY/ywzpabdc7iicKR31P8DUHTDCPn9/8/l8eNac6cKZMIZ4+jaAJWYfeK6caYgBoN+XuM3ScccSA1tAeLlcPlbPxWffacAl7ZzzWIy0v93xevti87FuOr2/OvVkMkkse8F9oY4Q110sFsMYFOtT0hiAGDB5W9OAmfdvGquEeR/6seMJo49BHopxZtOBEH2Sy+W0sbGhcrms97///XrhhRd048aNcE/n9W38edqYcdr2J+2bxrQ8Cruw4COeJWK53H1dwu3bt7W7uxu0F8vLy2o0GuFBTXPSrmNwEMKDggiQc3q1T2baaDcQ+wFIpKN1UorFYhA5MrN3FgGABEV+eHh/3RUeVmhG1m2BLaCNPtuhnxgocazdblfNZjO8MDhe6aioGE4P8OGDLoyKD6KEkzgfL52nfhLqcuaHa0LbwfUz03cAxH1qNpuSpJWVFRUKhbCmgOtivFaGdJTm5nnzDqoQd9FP7XY70ca00AqfMQC4mJN287xxb7wWhx8nBgf5/H3Bb7fbDfc2fvZjUa+DIEmB+VtcXAxVXXGC6Ii4bz5oPsvgI5/Ph4qv3W5X0hGYZlzg+RiNRkHc7eE2mDtnm9jfdVkO7Hm2eY984uHZcGcFHn6//FjxJGN3d1eHh4eh5oMLXjkWY4h/Hj8L8QzXt5kXgnD2wBkDn6V7WIExjtWXfUJFmPj27dvhmV1YWFC1Wg1hsTSGiXO7BsxBQjxhoH3zrjeubhxPbLgmBx4xW+PAgokUY70nAfixC4WCPvjBD+r555/Xhz/8YX3bt31b8BenMZZpk/TYzjLxSAPG3j+n7X8eu7Dg4zRzZO8LyLnTTLP44UyL/fks3sGL1xDhnCDxOJbvKN/rWOC40mYhfnPZhgeYz/jetSeOtt0Bx9cWv1weg5w3c/E+8kHY2QbOKSWV3Vwz7fcXPh5w43PH58OcZfIQivcDABUH4ecCYDrT5ICDeztPsOdxac4Tv6Bp1ziPFuU65vWHbxf/7/eTfvZ76YPcu8kIS0pHzwv3SjpKeY9DjDzT7nTimbbPaHnGHJjgNN1BOvPhLFT8zPC3/2Y/fp/07tA2d7pxGEk6DoCweAzwMGzMnjpL7ONTmpP0sdAZznnhJBfOpwGHtPN4+xw0sX18nT4mxiDL+z5md+LfjCH0uzMZDjRipoPrRBhPOJ1y5rVaLWQBPqt2YcFHHLf3m5DP3y9rTpoiM/qY1nSHFKNX/9t/EKo6qNnb2wsCqYODg6AfcDof1oM0P6hc6WjWwUzKwUGazWazIFxFlMTsP5/PB40FdCW6AdiOZrMZ9BmOzJ3lcPDiP/Q7AzUpza5/oN8ognP37t2wjki1Wk1kfsRlnWGN0oBFrK+I25HL5cL1+TNRKpUSi/kxCMAqOFvS6/U0GAzCGgs+k4ItoFpoXCUWVsOZj1wuFyoYAnROcip+j6UjUSgshz/Hvq/PrnK5XKD8aZMzK8PhUIuLixoOhyHMFM9cn2V77rnnVK/XNZvNtLu7K0mJBeY8nXY2u1+i3lMepaPxB6rcxwjAL/fJWSzeLYTRVJvk/YHBTHv+0yYCPqFx4/ycw1PS47DjwsJCGC9gbP3Y8flok7OR3jd8F4fz+N5Ft34cZ5z9HD45WVxc1KVLl44BoZNm4xxvHoDza/N3yfs8bSyO3zvfLmbQvCyAM+kxQHGfsb6+rps3b6parermzZsql8tBoN9oNE5lO+J2SieXnY/HFe/P+O80luNRA6ELCz5iix9GUk5JZ3LjgUgb/H0Gzuf+0hBCwPHwHS8QFHes03CnHceV45fU0XGMvuMZLT9xSMDj0RwTpI0TjJ2XxywZJHGmcYqopEQbHNjFA4v/BmBxDpgBHKRT2b6+jF9/fN+9z1wIzD1zIS1t4eUHIHl4C+EXjIGHVBigHYACJjkf95d9ASjuUHwmnWbMTH3wjPVBaf0Rs0ke/vJ+9Hs9bzB+Vo1U9NlsFrKkZrNZuM+xDiJ+j7zfvD8BIR5m8PfC3x//HYN8f1bYV0rOtKXjuo/YwfqzxnF4Zx008N7FbeY4JwFjP45vR1/4eMA1xwDcwZCzx87w+n6xXsfH6HjbtP6adz0+lvikLL6++H7EwCkGMfR5rPNgzIgZaya4KysrunTpkur1uq5fvx4qMzMGpVnsB9M+P6/5/XqcdmHBx0kdu7y8rA984AMajUba2dlRq9UKM//Dw6Ol1hHi4TAQQToLAF1Wr9dDrHhlZUXj8VjNZjM4MF9orNPphJoik0lSNNXr9cLMPM1wnryMOFVXQk+n08C0SApaipWVFa2urgb1t9N7/I3eguJhMChx6GI2myXElDETQr9zzUtLS4HK9qWZfXB14Aa74W1k9hmXsqdvuebpdBq+59qq1WoC4LnTZhCksNlwOAxiZAcdtAFwxnWjc6lWqwHQQnnCLHEe2sCMFnDiOhT0L1690e+PpABgPD0Tga5fZzxYe38uLCxodXU1XLcX12JGzKrHPrA+y1SulBR3oxkClA+HQ7355pvq9Xqh/o905JhixhWmUkrWcvD3O84M4B46MPBzeBv977Qxwz9zR+yhIor4wcDwHPDcOcDmOuadQ0o6XQ/jcK20OdYR8Z0zy3GIJQZfaSGuGCxwPmcevB0x8ItDNXGIyEGmg0Q/nwNBAIWzJHxP/8BEOtOO7yGT5/r161pZWdF73vMePf/88yqVSuH5rNfriTRa2PWzmPfjvO/T/k97Fs+zzcPahQUfWBqaXVpa0vb2dniYi8Wims1mwmlDg+EMXL/hFDWfMUOqVCqq1+vq9/u6d+9eQLA4YZzBeDwOAjOo7eXlZY1Go7CkuVegg26FngVYSDom/mSmDcsCaCqXy8HpScmFrRy5OzvC8RcWFsI5Se+ChcCJ+jHpcw8LoKdh0HMxnh/HRVIuKqUd7sRpHynB/X4/gBgHFo7OuQd+/TwXZLAANmLmw4sA+TNBuAUKnpcfkOAVVDkX4ubhcKh8Pq/BYJAYbLi2OHbOQOpAhH7lx2dfsXiP43BM+tvpfa4JMIi9G8CHdDRY8s7gDAm3uUaG32lGP7rjd1YzZjHm2Wmz8zQHEQMPd8D+/CLgdjFpmvOPwyPzmDl31A4kvG0OzNPAhzt3Z2393H4szhszGTz/Du5iwOMau7gfAVG0yTPSvI+c/YjP4+Oyh9+c+XC22fsUP1AqlXT16lVdvnxZH/nIR/SRj3wktQ/iZ+OsjMaDvNMnMbNu7xQAufDg46QOyuVyATFSlKXX6+n27dvqdrtqtVqBCWGGH8d7MZTWgAcfYGA/OCc3gZcP/YN0tPgbAMNFRb40vT/wTul6bBp2Yn19PVxfo9EIszHa723lRcWhOyJPox8BQxyP88Z1DrzPvVBZmrjXKWauhRd4NBqF+9HpdILzhqUAuAEsHViQQcQ1eB/mcrkA1hww+uJMPoCQebO0tKRaraZCoaBKpRJYBOloYMMBeTiN+18sFtVoNIIeiHAMM1AAmLMY8YzOwz30eZoYL57d8ZxRRA6qFhCG4/WF+t4NwMNBgVsudz/Ud+nSJdVqtfBu+sSCOH1Mw/us1o/n50z7HPP95gEdNxdtx//znvqMn89iNgI7ie3wWW7seOPPvF9jNsLPNe9YHr70fvLjxLNun4DE54onYCd956yVi7wdRKRdN8DCQRn9z2SBpTyq1WpgUFdWVlQul7W9va1yuawrV66oVqtpe3v72Pt4Ggh4Uu/tOzluXGjwEc94075vNBpqNBrhwWg2m1pYWFCz2dQbb7yRYBVcTBrTdjhAzONupOPBckjJmcRkMkksXY7zZybMi9br9RJVUx0xx7ngPPiFQkEbGxtaWVnRxsZGGDRpq1N/AAJy5mlTzBTEMwsXR7GthyRwilyb1/twWtkdJ/0Ka+A6F67P2y3dD790u90QVqLN9HGn00lcQ5ztwnU4+wXjAfjw6yD92MEHoSW/BpgFAATn85Ror+DqwjL6jpTwWGcAKKYtznK4qC0eEGkjxZoApK5ZqVQqIY78bmE8sNi58rO8vKzt7e3wLOzt7YWwKs+MP6M+VnDvpONhhLRzOoCUkhqeeIbv+7GtfxeHJHjeHXzE5/F77gyG/8aBSko82/F1pYGX+JxpLEkMomFfPcTANjF4iB1yDAr9WuPzp/WLsxbOPHPtjN8OmOIwC8eF+YblRKB+7do1Xb58WRsbG7p586bq9bre9773qVwuh/c9vtd+rad99iTsnTr/hQYfbid1AC8MM1QWc1tZWdFkMgkDDPF3HhrpaBEqnIm/sNx8ZpGeQucZHQ5CaIe/hL5wmaSEmBUHzf78QJlT279SqSTO7y81LzHXzks+m800GAxC0Z54kEub1WC8cH5OV4h7//jgPg8pA7S8b31wcDACPerHdDGXsyl+nOl0GsqNE3bxrBA/Hk6ffuT8tJ1rhtKO+8cZn5h1IvxBBVoyTwAKsTDPwy0+w/V0X/qONjB4k71AGIEQIuCDug98d1Js+Fm0tMGc9xOtBCzZeDwO1Xj39vYSz9dpbEUMJHjf571fp4GP+LhnuS4p6YzTQhrxO+dAIx4j2M9/p7U5jeFw0JTWR7zf8SQuvvYYrKWNU/PAh4MFtnXhK9fP/3HbfeKRy+UStYzQUrGcBO/5xsaG1tbWVK/XtbGxoUqlklgSYt59PY3hP4ul7f+kgctJdmHBR/wQnLSNzyRLpZK2t7dVrVbVbDYT+o3ZbKZOpxMGZRdRwjwQoxuNRmEfZsY4P/ZzkSBOkVmEP+i8aAg10ZbgQIfDofb29hIV8BqNhjY3N7W2tqatra1Q4dPDR2l6jOvXr2s0GqlcLqvRaOju3bu6detWGFyZzfmMyGcdvAQ+A2TW7w7SQyKuWYhFqx4G6vf7x2LE3neuKif8Qj/TL3xPqGs6nSZCKgAuLy7FdeVyuUQRKPQQDIbtdjvBRjjjEw+MDDheM8SBBKXl19fXgwC53+9rd3c3Qe3TRgY1+kpSYJ1czEoMHI1SvV5XpVIJx2chP5T0V65cUalUCnobD8E8y5Z2jbFT2dzc1Pr6evieGW2/39cf/MEfqNlsqtvtHiv+FjuR2CHPZslUzthpps3o583y08wBM8/cvDalhTBcRyElNVQnASU+Y38sBigeGpoXpvKwh++T1lb/PAZPfs60sYxzMWb4BCPNOAdjz9LSkur1uorFYmA03vOe9+gjH/lIgr3heD4h9aw+n3zGdt4QzLNiFxZ8PKih7PZUXAZqHlzP7nC1taQEk4Fj8WOzjaeoOmp1qo4Zlh+f/T2u7wjdGRyQNiJOf9BjGt1nxJJCiCkumBbbaYOiG+1LE3ZhDEw+28BxOnjgpWSftFnLdDoNaZJpAzixV4BS2jX5DNDDKD5IeDsBHoA0p7sBuT5jnNdXcdimWCwG4DpPGBfvGwvtHEixdpGnWfLMVKtVVSqVANqoeAvYetbBxzz2LTYPieIc0ExUq9XwPLD+yzxRYVro5awAY953zjTEYCKtDWc1d9AxC+bvDP/P04o4e5emlWAbgA3mIax5Go15WpMYfHj/eKg6Bh8OYHiv/B2TkiUCZrNZYJELhUJYK+zSpUva3NwMoNULKmJxyMrbEW83z3z/87yrDwJefJ/HPS5cWPCR9oLH36d9t7Bwf4XTXO5+nfxCoaBer6dyuRxeBmam/iJ7AaB+v69erxfYCAr3eJEsT7V02vLevXva398PqbHMxCUlQAR0L+l+pJsiEFxbW9Pm5mZ4ARx8MGjieGFPHFgxeLJ4Gk4wnjWkzVDox1jzQfEqD4X4taOt8GyeTqcTQj/oHhxgeVt8gKcNaGxghWAIYD782gGZ3iaf6QACAHUcm2uHZgfw0QYfpFyo6sCFZwtghUYF297eDn2D9gdGjH0Gg0Eokw5LAVAiTOdhJNo+Ho+1urqq7e1trays6P3vf7+Wl5fDSs+3b99WuVzW1taWXnzxxWc+9BIDw5O2i38vLi6qWq3qQx/6UEKntLOzo9dff12j0UidTifhfB2Ux842Phf78PskhsOdLjN3PvfjxUCFcYlj+yQJ/RWAn7a5qJrjuQ4ivg5nK+N0Zd+WfomPM+96/bdPCPycaUbf+7jCe+Jhzbi8AOvhXL16VRsbG6HvqtWqrl+/HsYCjkuoJdZRxWAhnpAycTmrPW4g8CQmJBcWfMQ2D82loUxAAg6GMIu/TDGd7ogVxoNQRZr+IW2tD17c0Wh0rEhZ/HAyaKWdA60ATjKm9vy6nWkBsUsKLxEvnQ9Y8cwh7k/pqNqoo3sG2XjWFM90GMxwjPSni1n9XjkT4KCIc3m2jGcreX0Tn+1wXDfuHc9FrK/wHwYxvx7uc3wv3IHE7WBgLhQKoU4JwMlnfn4P42fYn2OAkTNJXlWT57zRaGhxcVF37txRv98P94Gqn+9WO20G6rPier2eGFsIwy4sLITUap5x3i8pKUrFYtYi/vwsFjMAtJVxJJ7dz6vB4SwBz7azPt4untO0/nLhphf9c6OP5oGYecxh3Jdp36UBR87Ju0rbPfXcywsANIvFora3t7W9vZ1gD9/znvckqjGnAau4X+JrPIklO80eFBA8LczmucHHW2+9pb/xN/6G/sW/+Bfq9/t63/vep5/7uZ/TRz/6UUn3H46/9bf+lv7xP/7Hajab+q7v+i79zM/8jN7//vefu3FpM5g0OiptG7/BTs972hTf8TLDJjCgexU/ZqQgZY/3zWazxKJzq6uroa7G4eGh9vf3g4MpFouhaBciWE+bhVUhZOIAgpfGRXKct9/vh2vHcU4mEzUaDX3gAx9Qu93WK6+8ovF4HIpqSQrbxnFbT0ljO9oCIIJxiLM86NfpdKpOpxM0DrPZLOgU6M/FxcXQzw4mOBasE2wBAwiO3QdTmATP3mGQZrbCYOOgzAfGOOzDAMY29AFgiHYMh0M1m83Qv7BMh4eHqtfrIf3uypUrGgwGevvtt7W/v5+gkt0BOMPkfc7nXq+AH7blWn1V2ziL6kkMUI9z7OB4pzkI3/akbVZXV/WBD3wgOFwHyezfarV0586dMNZ4nRkfe+IJD/fcwxf+Pca776FE7mcMil2PFU86OJ8zj7wnTAb43kH4dHp/WXgmWLzzCOpjDYRnwznrSrscIHkI3NkVri0OOaN/A0wwVsJMFwoFbW9vh3c9l8sFEO8gk/eZ95Mx1hcJjNmMNNCU9tzwXXxdmd23c4GP/f19fdd3fZf+3X/339W/+Bf/Qpubm3rllVe0uroatvm7f/fv6h/8g3+gn//5n9fzzz+vH//xH9enPvUpfeUrXwnizrPavJs17/OYtsNwIgzCPuDj7HzF11i8xAOIjsTrhXA+BheoPM4LMDg4OEjQ/AAWF1LyAheLxfACwTx4jNLDHM7QSErQrbPZ/dh1rVbTzs5OcOq+XDiDBNunqccBSwwYHgLimHHVR8SgrNjKDD6fz4fQEhk8MQ3MfYLiJmzDjNMHIfqT/Rw8+oBK+KhYLCaqBzr4iOlw7w+n0/358HvQ7/eDY/LniRReZ0Pu3bsXjgfT4s9aLCrkmSNlz7/ztseap1wup36/f2wF1sdtj3vsSJtxPqjxHlWr1RO3293dDWnw9Hm73U7U7nF2zNk0GAJnUKXja3XE7JqDGReCx1qnuB8cGLA/Y5o/ixzTi2kRmgaAMO6xqrLrirwN3g7Gkxh80B9cK2EkF28iBmUCQzYi69eQJfjiiy+GytX+XswDCv7+zbMHeY5O2yeNCXk3AJVzgY+f/umf1vXr1/VzP/dz4bPnn38+/D2bzfT5z39ef/Nv/k197/d+ryTpn/yTf6KtrS39s3/2z/Tn//yfP/O5zgs84m0WFhbUaDRULBZ19+7dxJLZ7mhxksPhMDhCxKK1Wi0xYHuFTw/BcCxKajudCYULNS4dqct9ph/TqbzEPiPwyq2uMaBtkhLtR+Q4nU61srKiD37wg+r1enr99dfVbDZDDQiuRzpeWtkFr2yLQ+YcMEbev2xDSrMLYBmkuJdxjLbX6+nevXuJvqTv02jY2ElzP/we4IwBdA76YpDp4Mp1Nv4b0OIDPTog0l8BpYAz1wzF9SPi2Ww8442BNfsCtGBfcAiEB/r9vt58803t7Ozo1q1bevPNN7WxsaGPf/zjqtVqp75Lj8oe59ghPVhxpNO2PWl2K91fU+bSpUtB4wBT4ICYd8RBQ6zZcIvDtnEo5ODgQPv7+wlWK2ZPOA6gONZN8Lzxjvmz7wCh2+3q137t17SzsxOuicnH5uamPvzhD6terweBJuNj2kTBxd4+7vm2rrPysdA1G4ARz0CEKSRLxSchMVh/UCd/WujkpO/T3vF4nyfFTj5OOxf4+N//9/9dn/rUp/Qf/Uf/kX7lV35FV69e1V/+y39Z/8V/8V9Ikl599VXt7Ozok5/8ZNhnZWVFH//4x/WlL30pdQDxNUwkqd1uh7/jG5h2s+bdIHKuJ5OJdnd31el0EjNTZgjMUDAXJTUajQQ74rN/nAcsB1Q4M3SOw/ovXlDLZ+g4Pn8ZXGzoIjDqdbAODGg+l8uFVTl9BVpWu0SQuLGxoWazqa9//eva2dkJxcs4lzMezJR9oSMGJwc8MEIAuFarldBKrKysJDIwfHChPzg//dDpdHT79m2Nx+MweDBrcfYq1kzAcMQDDIwBjAvgI62wmg+CPtjFKarQ79zXXC4X6sswyPnMkHAMIRn6kutxkBlXgWSAZdCSkquuwgwNBoMgXM7lciHl+NVXX9VXvvKV0Gcf+MAH9IEPfOCxgo/HPXZIDw880sDAvP0A2u7sPCwSh0kODw/DuwqIdeeL048ZRS90N5vdrw782muvBXbVQzo+dsUr8QKCMMYyHLdPOBhn7t69q1/6pV/S7//+7x/rp0qlom/5lm/RtWvXEqsK0xba42Odfxf/75MAZyzi+5QGMv0dOY0lP+kZmcdI+HNxHhFpWrtPO+ezDEDOBT6+8Y1v6Gd+5mf08ssv67/+r/9r/dZv/Zb+yl/5KyoUCvr0pz+tnZ0dSdLW1lZiv62trfBdbJ/73Of02c9+9tjnMSpO+/ukffif0IALpHCYnsvtzoy/Pc7vYRYGB6cuFxYWAkBhFg0rwncuLJWSeezxS0QbnGaFvsXB4MgYqOK+cNGnz+q3trZCqMnjurAZbjhHF57y8nFcrsOdJqClVquFUAdrofgxpCORGPeIdWzi0JYDNZyyh0DituPQY6YqDmHF6cjzYrTuVFyT4RlMzs4Ahnwl37T74/1Kn8fPNNv6s+xhITQnkvS1r31NS0tLunfvXqgt0ul0VCgUVCqVnkitj8c5djyMxWOHf3aaMXGQ0uP87rhw7IDmOEzCcxRrJWKmtFAoaHNzM4RwndVwFsRBMhMv3xaAHwvVeVYI+33sYx/T+vr6MWd//fr1kDFSq9XCejppwOsk8OGfOfB3kbpvl2ZnARZp353lfp/lWfAx7qzv2bzjPssMyLnAx3Q61Uc/+lH9nb/zdyRJH/nIR/T7v//7+m//2/9Wn/70px+oAZ/5zGf08ssvh//b7bauX78u6cjh+Et51oEAw0kyO+x0OgnnRj0EXsROp6P9/f1E0anNzc0gFEXUCHgh3OFZNAwqHBNw0+12Q9qtX990Oj0W/2V2xIvP/gcHB2q1WhoOh2o0Ggk2xl86jkPc2bUoH/vYx3RwcKDd3V3t7++HlXi5Lhwnxb4oa766uhpmYz77IrTg6bmbm5uhdLmLvpx2pr0ezplMJqrVarpx40bIMED/4emGZHdISrA9boBLnC4aCB9MpSTocA1KHObJ5XIBrDqNvbi4mEibpa2Ia+v1ehjYYyeAw+J++/n43xcoJL5OYTV+9vf3gybmt3/7twMTxax3NBppa2tLN27c0Nra2rG+eqftcY8dD2InTWjO4gAc/KYdKwbcaI9iZ+wWA4S0421vbx+j7OPzn3SOtOvw6/Zx6kMf+lBgTHw8hl1kTOSZjh1xDDbOMp6nAZSz7HOe72N2xs+Z1t7zgooHARDPMvCQzgk+Ll++rA996EOJzz74wQ/qf/lf/hdJ92sZSNLt27d1+fLlsM3t27f1rd/6ranHhIo+iz3MzfBwB7N1UHVMabvwy2cwaajbf/vMJ55ZsI0PUC4qS3sxve0ubvTU07RZRIzguXboePq80+mEbBJoTQYNmAjYEGZnrudwUS4AilATTAeVWf2a/SWXlGBv0Gp4ho/3j6fmxqyA30O+h92JQzt+L+YxHbSHv2OqNWZbhsNhYoZHe9O0KvH98u+dmva/vc/i9EoYMUmBYvfia7SHWigPShc/qD3pseNh7J1yAGdxqmeZ6QNO3fyZSdt33jiT9p2/B9VqNfV7SYmJgY9B/tzPe+7SwFH82XkYqIc1B0tn2e5R2XnZtqfZzgU+vuu7vktf/epXE5997Wtf03PPPSfpvoBse3tbX/ziF8OA0W639Ru/8Rv6S3/pL527ce4g4ofhvNQWVCMzxmazqUKhEMqsE0ulGNbCwkKYIbqgkvYcHh4GRoOZNO2ZzWZhtonmgrRX0jQRUyKEjan2+IdzUlSr3++HdVyko/S5GPwAJEj5zeVyYb0PhGGTyUTXrl0LWRhkxAA8YCx6vV64NneE+Xw+pLDW6/UgvGN9EV8fxcFLDBQoZe2pfThKv0ej0SgASCmZohgv6ra2thbasbi4GOoSOMvDcVyM7PfaxaalUinRbsAFzw5OHxbCq2PG4kH6LgZk9C/sDPeflOM4fMSzTeqx94uHAOv1uq5evaqtra1ESOtx2OMeOx7E4hnuWR3Qacc6y+fnOc5ZwwpndWD+Hs+zszBl80JNPmbHQtiTWIWzAKaTzM8VTwpOOtZZgPlZ7sFpxzmJjTrP/Xta7Vwj0I/+6I/qO7/zO/V3/s7f0X/8H//H+s3f/E397M/+rH72Z39W0v0O+5Ef+RH91E/9lN7//veHdLkrV67oz/7ZP3vuxp2EAv3mxADkLAjeFxjK5XKBUSCEgOPwcECsCYkp0Xg2zsOOw6VGiNOaAIN5L5y3nXN6DRKnCWPqle/5DnGe57O7M+33+0G0R6wXPcZgMAg1C9xBcw3Eh6lRAuNB2MMZkji8gHnev7MursngM7/PPvv3++Fpyzhy+gDg4DqSOJPA/04Lw/hx/Bn09sefAeTSnpn4eYl1Ii7kdWcA+HDhtPcLfUgYjBTnx2mPe+w4q82bvDzKgf9J0efxmPCo2jDves7C4px30vgwdpIfOAs4fJBn4FEDhofpo4setjkX+PjYxz6mX/qlX9JnPvMZ/eRP/qSef/55ff7zn9f3f//3h23++l//6+r1evqLf/Evqtls6k/+yT+pX/7lXz53nn6cATKP6vP/Y8fvBjvhM+l8Ph/Kj5MJ49QhoYh2ux2WUIa6H41GgfYl1EDxq8lkkihxjJODVfGCQ7lcLrFqbq1WC+dlG2bW/X4/sB7dblflcjnoOfr9fqKPCMt4Cma/3w/94gLPNLbGBwlm84PBIDg+B2yAGFZyLBaLWltbCyp1B3Beg8Odo6fCAXhcpBvfc2LMtI0wmqQAfii05SCJe+Ugjr5Kq1ciKVFwKG19D9cMUTVxeXlZq6urgT3ztGjPFgLU8cxx7TzDAApK25Om7PfQQXXcn/l8Xtvb21pfX9dLL72kP/En/kRggx6nPc6x46Sx4axG/z/o4J3WBunBmQy3eFJ2GgPyIOc9zYmet2/Oc40nHfss5/X3Mu385233aUBrXsjotGtOYzcexbP7tNi5udfv+Z7v0fd8z/fM/T6Xy+knf/In9ZM/+ZMP1bCzIPa0mOBJLxsAhFn/bDYLqbbdble9Xi/M1nECgIBerxdqVcxm90WXpLJ6Sizt4BzuFGEOSMH0VDaWaPbF4Ly6qBez8uXZnYZntp/LHRUFojYIwMJn1c5izGazwPw4s+EsC9ktgCNvH3U0CLuwErCHJXx7Zym8/dwnD/eg0/F7CjiMQy+SwkqUUnJ9iNlsFpgZL/mM8waE8MPz4s+bszbed94udBW1Wk2rq6sBONJOrh32AbEu4uW0GiQAWsKAtMsBpPcn92RxcVGXLl3SjRs39L73vU8vvvhiqHfyuO1xjR3S+Wag85zEww76D9KGBzn/aec5CyMRH+88Tv687TnvMc7DXLjFQOBBQ2h+3rTjnHYNZwmPxZO905jw09r5NNiFXdvlPA/XvP+5iY1GQ9vb26EOh2sKvFANIILsjJiiRztAOihFxQAjjrTZx39ipItGgb/dieDs3fkDWqQjQNLtdkPb8/l8IusCp9dut8MxcLKSEsAgPj/noB+lozoYHiaCTQKYITSNV+LFIfI31z6ZTMLM1gGAO3a/X4ANr53i2T6ACpiper2eyATy8ITXYsnlcgnmi3tCifLBYBB0J/Qb58WRFwoFzWb365QA+Pr9fqo4lGvy8IoDEx84HTR7WMbb4PcV8e/a2ppqtZre85736MUXX9T169cDIHlWZ1PYeVmEd+J8Z/3sYR3jw1zDSW18FCzNWfc7j8M977kfxpGf5ThpDMZ5znWSH3uQNj8t7/aFBR/z7CwvauxAWf6YQbrf7+vOnTuJUuO+bgmlexHwSUosOITjxGFROySXywWNgXTkjAghxG1zh+QltnGiLuwkm8ELYh0cHKjZbAZghGPn2JPJRN1uV81mM/TbdDoNq3JSFCk+l3ScVnQWAAftYY5KpRJKUHsxLRezORDzlFSO42vE+HWTNkqaqTNJtJWQF+zNcDjU8vKy1tfXtbS0pFarFfQ8pMHC4AA2CV3F2hpYKu4zrALPipd6lhSyiPr9fmDE4iwnwAnPB2AkHqSd8fBZEu3jOhyYSveB1eXLl7W1taVv+7Zv07d927epWq2G8uxPywD1IHYRru1hnM87vd9Z9j8pVPCoz3We4z7IpPQ8x3/Q47yT53xW7akDH9LptFvsOFnZFocoKTgzHIyHLOI4Oo7Xa3FQ68G1G2yLk8Dxsq2nerpjBSj4j2dzYGzrDpoQD+fGObtOwoWVfgx3ru64nKUAmPms3AGK6yg8pTWNhYqFu67x8PbDrrhGxFkDtiU04vfc9RixQNPDQJ7aiwYnTl9Gs+JaIdqbtuow7fSQHSEf9D9UouR8iIW5R7T9NKU85/AsJ8J1/O2MFALgd9PglllmmV1ceyrBh3T2uF8+nw+riu7v74dVPnd2djQajQLlns8frYXS6XTCZxTnokiUdDS4j8dj7e3tJcIQw+EwaEZgPjzGDhUvKZGCySyYMuk4VpwMgIVFnfr9fnD4XCcMgIc7crn7Zb/H47FarVaCcej1esEBoufASfpxnInxKoroPFjGfWVlJRRvw/FiBwcHiXUuJIUiYdxPnDzpsMPhUIPBIBH+IsTltT6cCXMwNx6PQ2XPSqWSEAYPBoNQrK3ZbIbzeTijVqslqjnyOcyHr5AJsKBdZBQdHh6GdSbG47HefvttdTodtdttDQaDhPgZcNrv9xOlr+NYs1dOpT3x4lulUkmNRkOrq6taX1/X2traY6/tkVlmmWU2z55a8CGdHYAw2/XZapziisUzfJ+NujDIxaXuZGETvCwy28IgeOiB64BGjxkK6Ug06Y4VjYnX9XBH6DN8D3m403btQRxywck5A+SUPw4P0Sx96mGReJ84ldVBCtoHHKjrPLjPfixnFeKwhp8PUMV1OShjW75zFoHnxVfAxdjWxajel87gxM8AYSGuzcFTXLtjHpUbfx+HGdHeEApzxi+zzDLL7CLYhR6RHoYi9gGZv9fW1vTiiy9qbW0tzIp3d3cTC3I54KAN3W43aCxGo5FKpZJWVlYSYkMP1aA38CXkcYg4OJw3+wFEHAz4MdFvUGTM9SjeXw4MmFWXSqWQmspsHQal2+0GhweQ8JVXPTTj58zn86pUKqrVamEtB7QuDlhwsmTmYAsLC6pWq6FfPWul2+2q3W6HEEUcSnFwSLs9VISuZzqdqlQqhdV5uQeEWQiFsQAh7eB4ZO84q8Kifp5tQ6ovvwl58Lx4gTRf3RSQCJMG60Uoz59drpPwj4t/nSVZWVnRc889p7W1NX3kIx/RjRs3dPny5bliucwyyyyzJ2EXGny4PUj6VrxPsVhUo9HQ4eFhQogIre8sRxwyYGYuKRGq8UwL9vfsBhdquvbDMyfi/aQk28H53YE5C4LFjsWdFMwLM/pcLhfCBN5Orw8Ri1dxcnyPk0XrkVZWGeDk2hq287AR7QOwkSIcp6Cl3Z+00AvnpKT8wcFBOJdfCyCDcA4AESEqfcVxAWB+TtfwTCZHKwH7ffOU2LjtDv4I+3DfHHx4iIVze1ow36+srGhtbU2XLl3S1tZWCG9lwCOzzDK7KHZhwcfDDpRpAMRn95VKRdPpVPV6PThSYv7MTH0BJYDHbDYLdT98xu4iSz+3gxCcv4dQCoVCSKOFNXGng1bCgRGMC06VY3POOGxClgYAgTVAXOyJ42LVU0IosA8OwMiSgfWoVCqBXfFUWGcKnBXAqfuquvQ5LMXS0lJgCSQlgJaHfDxzg+v2zzxMRVl2QlP0sYPHODWYbQEmXmuFMBb1W1jgjusHPI3HY+3v72syub+GTqPRCM8i/QxgWVxcVKPRSIBUv2a2I0OHfqrX61pdXdWlS5f07d/+7VpfX9fVq1fVaDRCUTW/35lllllmT9IuLPiYZ6fli/s2aWEJp7gnk4mq1Wr4HjbCRaBpdRdwNDGI8KwSMk5cb4AT8LVdcC44SYACxxmNRup2u5KUyKxAU+KMTAx+cJxUZ0VQ6+DG93Mho7MYXnwLAW6pVAqpmwhqPVWYPiScxf6ADnQiZBgtLCwE4OEMjDM7ZIHAvBCy8OuInwvYJTQycWaNZ/VwH9KO56m3AAt0Q6S5Al7Z3nUnVNJFqOopxvQ97fG6J/z2YnaAEJg01rB57rnnwgJuMB+A7FhfkllmmWX2JO2pAx/nsdjJovNotVpqNpuh3DglsYm3M5PFmbo4EPDg2SdSkvnwwR2H6U6Pz6VkBgXnl5Izdj7jHDghvscZ+fXiyAAoUPQuZEUH4SJOQiMApzhkAEChtgVsB+EN2gCTQwVZ2ry8vByquaJfgK0BCMAOLC0taX9/P7A7ru1w5oP+dGDq4RDXWNA3LoB10a6n9HpqsC8MB9CKBbQOhPxzAAr3kPb68+Lp0b4EAIXsXJzMPXXgVCwWtbKyokajoUajoXq9HoBdzAZllllmmT1pe6bBh5QEAsPhUHfv3tXdu3d169atULTKV7cdDAbqdDoJGr3X6yUyQpz5wAkQ0sDS0mVx/M5U+AwexgCmALqfcAGAiHAFs3pYjVzuaD0YnLM7Lr+G2WwWQISv9OqVX+kzr39BaIbVamEnEK5K9x0vfUfYZmVlJTAlq6urx9KBmdkz89/a2lK73Va73Q4rxMZppR56cnDh5tfuGTWSAogEQMZMz2w20/7+fmC7crn71XLL5XICeEpKsCi+Pe1jwT7WZgHIeK0OPgN0cB6OgTnw9fL8aDy2trZCOFFKX+Mis8wyy+xJ2oUFH/EsjUHdP583k5v3OU7BC0vh8MhawanhIKC88/l8IhsGYOEhAtcOeAEtn5XTvjgV1me/OFJnKTiXZ0e44JX2p6XoMqP2VU/pzzgryMMJ9JfrVnxb18VwTBdB+iJtMVvhjIWLaH2mHmexnDRzP21W76AL5iBmRDivt4e+83ZxTzFPb47ZJekIzHAP4nBSzNBJSfGzX5+zWOh4qDBL1pGHzPz6s5BLZplldlHswoKPNDvrwHka+CC0QpEnHDjOsVaraTqdJtZxGY1G2t/fV6fTCccjfZXS2l4MzOPrcVYKgkFJicXaoOfdeUtHpckp3U61VswzbvL5fBCIUkWTkEgMPjyTBgaAdFgYFIp8AX78eigahliXPnS9DH3BTB5BK7N52BEYFkDH8vKyxuNx6BfvQ8AdDtWdOU4/BnYAJdfBDIfDY+GYXC6nXq8XCsHx+crKStBZELbx++mCYkJNnIN2cV7fNg7HSTombnUhLH0BOK5Wq9ra2tL169f1/PPPq9FoJGrM8NyzTyY4zSyzzC6CPVXg40GNGSSCQRcO4hw95dQpdICBdFzLIR0t047jjdmEebF2d44+s09jfBwY+bkw2BB3UtJR6AdH6RkPaRoQ+ijuK9dkOGNBGMM1MH7eWIMRF97i3JzHHbpfu+tCvP9dhxPf7/hvZ7C4dtoNcHFQ5KEYvz/eZ/R3fG5PLXZmiGv2exZfr98nTy2Or5nPAHUUFGPtlswyyyyzi2zPPPiYzWbq9XoaDofa29vTvXv3tL+/r16vp9FolFgNluJROBoPEzBDJ3V0OBwG5oOKkl7iOq0dnjXCTDgtA4MCXzheskM2NjZClkg8+2Ym7LUsvNAXjA/nZBaNbsRZGukoVJDGXMRCT/qDPpOS+gUv035wcBCydwAcXjQNMEKdD1gizyThvABId9oeCnKWAFYF9ujw8DCc03UygA8yhGAoOF6z2UzcK/Q+PB/OXtE+B0NeawWw46E1Bziu0XGg44C00Wjo6tWrunr1qm7cuJFazTQTnGaWWWYXzZ5p8MGscTweazAYhDVRSP9EFMhsFUfmDIh05Ni9LLvX9/C0UWdApKMUTddfxOJInIMzEwACQjqU+iYTwtNa3ZwBwdyhOzvCNXtZdNcWeJ0THKYvzubbkpHiYIDwQszEEMbxAmQ46Zg58HBPfG/9ez5zQOb9QPswX1iPdXXoV2+Ls1GEoegzT0kmI8ZL5MeshbNbHirjvnu7nd2IGRAM8W+9XtfKykqouhszQdyLDHxklllmF8WeWfBBBsbBwYHefvtt7e/v69atW9rd3VW/3w9OwxkLT6v0Qk781Ot1TSYTdTqdY8u743B8lo8Tw5mORiONRqNQzt2BSRziwZaWllQulxO//Rp9X2o+eDaFh5N8VV0Eks6wYO4oPXTi4MrbQ6VUMnMkHSsARnn14XB4rKIsdTIcLPI32ge29bY64JGOmA7ayzb8hnlZXl4+Fm7itwMBnoXJZKJmsxlABvfZ05Gn02m4px6iYqE+Qj70nwO0mC2jzTH4oS9ms5mq1apqtZo2NjZ0+fJlrayshP392H5PM8sss8wuij2T4AMn0u12NRgMtLOzo93dXd25c0f37t0LoQZYBZyqsxNQ7i4OrNfrgdW4d+/eMSobx+PZIgAMRJjD4VC9Xk/dbjdsy6xbOtKIuJOvVCpBcOoAwh0tDgzaHWeD4JHrwKFKSd2Bz+7538EHjpMwCoXaPIQxnU6DUJM+5Ter+ebz+dAmzhfrKAAnUnKtG8zFst52QIgDF/YlJDIej0OKrmtR/F56CApBMGwNPx6yAgRyXWRLxRogf5a83zkvTEgaiOKeA3hYX2hjY0OXLl1SrVZL9M+89+Kk7zPLLLPMHpc9c+ADJzAajXT37l11Oh3t7e2p2WyGehk4BXe4Ll4EgOC43ElT4XNtbS2hfYBhcGaB45B1QrtcX+BhH7I44kJeMDAugmX27Q7F28j1eOVN13ykhQFiIaVXUfXUY8ABBc4khVk+q8B6CjL944wG55SOC0/JsEHQSgl6tvV9/D7GWUbcW+7hSaEH70ev1+HhJ76nj+kXv9cwURRw83vjjIgLXekv+hI2h1CX308Yp2vXrml7e1tXrlzR+vq6qtVqBioyyyyzp8YuNPhIi7vH38XK/oODAzWbTXW7XX3jG99Qq9XSnTt3QpEnmAN35FLSqeEUSB91x760tBSqR7rD8eqUtI9QRLfb1Xg8DimYtMOvBQ0C4tJqtRpWffWF7GKGIgYR1PsACNBuF0ICRjyUgcOjoBfXB8hZWFgIzAHr2lQqleBIvey3t88LeqG1GQwGyuVyCSbHhaestgv4KBaLifoYvvaOCzJhZBzUufBVSp/1c56YBfE+ItwR74/YNAZ33gfOePDbC8kRLqMwmBd0y+fz6nQ6oY9rtZoajUZYsfZDH/qQbt68eSqwSmt7ZpllltmTsgsNPqSThXKxJkFSyDro9XohvOGlqd0ccPhnOBwcXsyUOGiB+ve4vTsPtqFeg+sWXBcSU+1e7MyzHLwvPAWUbTg256JmhjMQ6A88myXuY47pNSxiHYe3g+PHmRZYrGtwQa5rbfr9fmCHpPtgbjabJRZHQ2jq559XwyIOpcTCzdgppz1racLRWFDsbJcLgWNAEzMyXD9/0+e+PbVdSqWStra21Gg0dOnSJa2vr4eiYt6np1kGRDLLLLMnbRcafJw0QKY5+nw+r8FgoFu3bqnVamlnZ0edTifMOL2+h9emcPYA55HL5TQYDMKMn7VIcIKuU8BB+Aqt0v1Z8Xg8DtoTnHShUFCxWAxFvQhlHB4eamVlJTAI5XI54fi8ToZfM9oRWAKvHwH7AfPhC635svWxU8aRUzuC772gGm1ZXl5WuVxOvWeeOSIdMULuvGFkYKm4L4uLi6EU++LiorrdbhDsev0SrpnjuCP3cAfAxR2/3/cYHPg9jvvcxapxyA0gRXYQ4M3DQw5aXJAsSZubm+H5mEwmqlQq2tjY0ObmZlix9sMf/rDW19cTTNtZ3qMMeGSWWWYXwS40+DirxTNZqktSu8NXg5WSgzFAwsMvPruFlcDB+6w2dtrsQxYGzg5a3sWkTs17+EZKrnAqKaE58HPGYSnXFPBDmwkjSApMTpx+6uwAnwOEaKcLTt2xx1U1vb3OLMUOnj7nXsULsElHzAq/XdvCtnznOgq2SdNxOOCI+zb+Py111a8NFivOGOJ6Y+1LfP/8WPSxl/vnGPV6XZubm1pfXw9r5fi5Mssss8yeFruw4CPNCaSFB2K6PZ/Pq1wu6/DwMJRHh+mgyBQDvGscvMw4oRGcmgtFseXl5cBceDjFMza63W6Y4bIGB06aeiN3795NlOEuFouq1+uBccAhpzktHCnMgM/mfb0X+g62gnRc1jBhf1gRr7sBa1QsFtVoNBKpolyPdN/JEjbxlFAHCi6clBRCUe12O6TiOvCZTCa6c+dOApwUCgU1Go0Ec0Aqrjt56Xj1WRifuBaHh99gglwAi5bGAWkMWik45yEvL0JWLBY1m83CIoW0wwGVt5d9eGbL5XJgP+r1esiM8WcyDiudFIbKLLPMMnuS9lSAD/8/TZvg20BxQ3kvLy+HNUgoEkZWiTswSQltiIc02IZCYmQhxJUoneno9Xra29tTPp9XpVIJDn5xcTGEP0ajUXBGODKcDufyiqheC8P7JwYmXmsizpJxkORMDFkVOEQKkuHMAR/u0OiLOE2WMNJsNkukK7ujdwePyDQWdXrVUGx5eTlk1NA33W433DNnOXDi1E9xdsj709sjJXUoADKeB+9rX4lXUni+SDuOw2KeseOgNGasPONpYWFB1Wo1FBKjoi73Mn4v/Drm6aUyAJJZZpk9abuw4GMeyJgHQpgZ93q9kO3CrBXng24DJ4/Dp8gVTjsWVnoc30MZ1APJ5XLBecKgsFAajn4ymYQsDy82hpNqNBpaWlrS6upq0H2Mx+NQHyN2KD7LZfbvqZ5eYpzvqMDJrFtKLt/uxbroU67DHTVgK17RFwbH9Q/cA9KcAQWz2SyRfcM1poUnpKNwGEDSs14cNMRMAqAKnQp94RVfaUcaGwLLw4JwDkRiESnHjpkMD9fR/1wXIIPUasq/026eg/39feXzebVaLUnS+vp64nnw98QFymmW6T4yyyyzJ20XFny4pWVJxEZ9iG63q/39/US1SWcrACGVSiWRotnpdMJMNNaHAB5ctEm4AfAxHA4D4PFVSXE4kgIbwIq6ONHFxcUwq200GqrX6yHcAviYTCYJ8aLPfAFGcRaGhwdoDyEo2kS/EBbI5XIJIDYYDEIKLNfDzB49Ak7TBbhp+gdJQRQrHZU4p+IrQAhWwIWcgIHBYKBOpxNAg3QkOHVmA9aAYnGADxgYL/EOqPRKqvSFgyHaHzMsXCvZUYSjABT0gd8LD4UBPviBQeE+A1RzuZw6nU4IkfF8ngbM08IzmWWWWWZP0i4s+Jg3QM77fDQaqd1uq9/vh9DC5uampCPHgTHbnEwmKpfLyuVyqtVqp7ILOEEXiwJKYA9YsM4FpLET9XVFoPX5wVl6tU7PDpGSi755eqb3Ddv4/wCn4XCow8NDlUolVavV4CRx+vSRz/Jns9mxyqju8J2NiO+Tt92FpL7gHZocd6AuMnWmI9awOEsAq8Vn/KbyK8fyfsWZe2Va2uH3gTbH18Q2HupKW4/GtSvcs7iuiGttHEw5yJkn7J0HPjLLLLPMLppdWPBxHpvNZup2u7p161ag75eXl/X888+HQli5XE7dblftdjuhz5hOp2HmXKvVEuEQd0Q4K0mJzBeo+3K5HASirVYrzKihzRE7EmYAAOD0YB+Y/ZKJEteNkI4YA2bSOFmfqVMlFJBwcHAQ2B10Jqurq9re3g5OkMJXsCHuoOljWBoPTTmAGAwGibAF/cWxWCCP+zadTgO7AnDg/FyfpBC2co0F7Ea5XA6slvelh9DYlmt03YsDH2e6AAvSkbDZmQtJCVbGAaQXPHOQCjNGWX/aTWjH2+FaEO4R/RazGZzDn4EYpGSgJLPMMrso9tSADw8ppBllyHFwDP4+C5aSAzeUv+s+XDsxb40Nr2rqM3GcJ+ABvQMO3MMwLnR1cWTMKnhxLpwl5/VaFzgefjzsEjtUnHJcETRO040pfcSoaenJMB8445it4Rhs47P4mFmKQ0eYt8mZGUJpxWIx4dDZR0qmrMaCXNgYgIa3N2572nPJs+XHdDbGtSnxMbhuF+56yC9OyU57B057N9K2zyyzzDJ7knahwYfH3t0BS0dOhe/W1tZUqVTUarXCtsxuCS+QookjoUR4v98PIKHX66nVaiV0EegFnAlwR+XOularaWlpSYPBQPv7+0G06eADoMOMliJdlUolOFLP2KHgFOcEvDAzZ3bv7cBweOgZJKlWqwWwhuNysSQzdw8dcB3oYuiPhYWFhGDUi7fRVs8ooT9jTQX7ouPwlFXOQ7/Egs5GoxGqgJbL5cASAJicnfBwGCxLqVQKYMpDYmzvYJH772CTzCTaWC6XVa1Ww70YDAZqt9vHVutFqyMdCVtjcEg/D4fDkJrs74cDlZjxiIWomWWWWWYXxZ4a8OGfpQ2kOETqeyCIxMHHa37gkFmQq1wuh1VaAS2++ip1MZze9ng8A74vBObFvOLaEl50DCeGA/OMDa+P4YyMz4Rj5+ozcVgJnzVzLq9S6lqDmPXwvvdQBP2QFgbw++cgIp69x/fWtRUOWnDIHmKC4YLpIGzl2g7PhHFGhXNzXOloVVkHuNyfOPvGr8UZD9rFWjIcx++9H8PP589TzDr5tfBZ3H+ZZZZZZk+LXWjwETtAn92lbStJ5XJZN27c0Gw2S+gH/FgeztjY2FCj0dDq6qpGo5H29/e1s7Oju3fv6jd/8zc1GAwC6wAwIG6/tLSktbU15fN5tdttjUajcKzFxUX1er0EEPHy7l6Ayotg0S4PI1Wr1cCWMJv3lFFfpt0ZIWqKkGJLRgy1MnC6fjwcIgXKPPOF73q9XuhLMl1qtVooMoao1R2+gyQW7HMH7Y738PBQnU5H0lF2CeCiXC5rZWUl4fAbjUYik4lz+WJ63l+EwxzcxfVeOD7CZAcQbq59oQ3lcln1ej0hKkbD4plTAONaraZisajV1VWVSiWVSiXl8/mwEKGnO7vIeB7T4aAlfj/OE57JLLPMMnun7MKDj5jpmJdFgRUKBa2urko6Cs2kzcqZ4VOimn06nY42Njb0+uuv6w/+4A/ConBoSZgdA0YADzje1dXVABZYGdYZBulIf+AO1DMkXAPi5c25HgcxhBAAC64p4JzuBKHyYx2MO1/a6GwM69R4ATFCHIS1ABwwPYSWfGbvQCC+ry7qJFRFOym8RvjM9yuXy4lwjGtxaDMhC/rMQ0peydY/d8FqGmNBOMgZFAAIIlK28ePE4STAYK1WCwAKkTD1YzxjykORMTuYxlZl7EhmmWV20ex4/eUTbDKZ6Md//Mf1/PPPq1Qq6b3vfa/+P/+f/88xYd5P/MRP6PLlyyqVSvrkJz+pV1555ZE3/CRLCxnElqYnke478Vqtpu3tbX3sYx/TRz/6Ua2urgbQwbox1OAABKA5mM1marVaarfb6na7YZVWT4/1UFCcsuoiSK/1IB1lVjCrBxhRKZUl68nY6fV6IWuGc/KDk/b6Hd53cXtctEpmC4yKFy6jPxyAsA/b0x8OoMgc6vV6IesDESmsACxVpVJRtVpVtVoNGhuvK4KWAp0EAATA46AOcAPwkZJryfB3sVgMYTmvxVGr1XTt2jVduXIlrDA7HA7VbDZD2jXX7ayJ32MAV6vVUrPZVKvVUqfTUbfbVa/XU6VS0Qc/+EG9+OKLes973qPr16+H1X5jPU0Msp3xeJKsx9MydmSWWWaPx87FfPz0T/+0fuZnfkY///M/r5deekm//du/rR/4gR/QysqK/spf+SuSpL/7d/+u/sE/+Af6+Z//eT3//PP68R//cX3qU5/SV77ylVBw6bz2TsS35x0TpwLN32w2tbu7q3a7HRzYaDTScDhULpcLzh29wWQy0f7+vprNZtiHc8FKQOcDCOKaDgCdXC4XimExy3UAQFs8bRTWxLNtpOPOjjAQgsfYPAziDBL7OKMCy+OAw2t4eLjBNRgwLw5YXHCZz+cD47G2tqb19fVEaqoDDjf6xQEiBuADeMShCWdgXLzrgmfP5qnX67px44ZyuZza7bam06n6/b76/X4All5BlWORFQXTcnh4qGazGVimYrGoXq+n4XCo5557Tt/8zd+sjY0NvfDCCwF4eGYM9ydmk2LdzJOyJzV2ZJZZZhfTzgU+fu3Xfk3f+73fqz/zZ/6MJOnmzZv6H//H/1G/+Zu/Ken+APf5z39ef/Nv/k197/d+ryTpn/yTf6KtrS39s3/2z/Tn//yfP3cDTxow4+/Os+287xisPZOBtTX6/X6oRxEX4WK2zWelUkmbm5sajUZqNptBpOlsi8+2ybhptVqJGfd0en8RvMPDQy0vL4cwDnVGOI6HJ9jPnW6svYgFnfEM1PUNtNHDGYSe0G/k83mNx+OgkaEqaxwuoM0OjJwR8DRcFwKXSqUg5Iz7zsWchH08VCEdhbr8GC62jWu6xM+Hgx1PNz48PFS/30+EZvjhmJ4tQ7tp68LCgiqVSjiXp/6yGjOMi2tkzmvzwjKPy57E2JFZZpldXDsX+PjO7/xO/ezP/qy+9rWv6YUXXtDv/d7v6V//63+tv/f3/p4k6dVXX9XOzo4++clPhn1WVlb08Y9/XF/60pdSBxBmp1i73X7Qa5lr5wUlAATEg1tbW5pMJrp161bQeuAkmL3u7++r3++rUqmoVCppbW1NV65cUbvd1u/93u+FzJm0jJLpdKo7d+6o1WppOp1qb28vLCR2eHgYFhLrdruBDYlTbUnTZcVTT+PEcOywKTAgXn8Ch+3gBIYiDmG4uLRQKIRQx+HhYVjRF3M2AbYI9ii+Dy6oXFtbU6PR0Pr6umq1WipQwmCkfLVhT6ulnxDy0of0Zxwa8fCTL5BHP/X7fXW7Xd2+fVsLC/fXjyGcJSmEvuLrQgs0Ho9VKBS0sbERQmz083Q6VbVaDev91Go1lUqlBJtxVi3URdB8PK1jR2aZZfbO2LnAx4/92I+p3W7rxRdfDIPs3/7bf1vf//3fL0na2dmRJG1tbSX229raCt/F9rnPfU6f/exnH6TtD2WnARKc39LSkur1eqjVwLoicTplbF5wrFwuH0uXjDMWXBfheghP5YRuRwiKE5/H3AAs4vRW2iIdpbQ66KB9cUiCTBJnfNLCEZ4K7KERZw6cTYhTcQFk0hHwic/lDAOAKF4Ez9sfAz4PY3m661ksPoanHqc9B36d9AGaEy8370wMoljvv4sAIh7UnqWxI7PMMnt4Oxf4+J//5/9Z/8P/8D/oF37hF/TSSy/pd3/3d/UjP/IjunLlij796U8/UAM+85nP6OWXXw7/t9ttXb9+/YGO9SjMnQXag5deeknPPfdcWBWVGTbOwUWk7tRIg33/+98fZuOj0UjdbledTueYmDPe12d1i4uLajQaQReB04JR8TVVmOWvrKyE2blny8CIuAPHcfK/Z9YgqL106VJgWsj+iZ1jXCPDC6BxHewHsCCl1Nc9If11NBqFirEewnCwEe8PaOS6vH9ppzt5B3p8n6Yn8XCP1xvxdXQ8bRqRKhlBgMrhcBjEs4VCIZStZ32dTqcTUrmXlpbU6XQS1WkJ28Rtw+Lv4romT8LeDWNHZplldnY7F/j4r/6r/0o/9mM/FijQb/7mb9Zrr72mz33uc/r0pz+t7e1tSdLt27d1+fLlsN/t27f1rd/6ranHJHvgnbZ4Fn+SuUhTuk//Li8va2VlRZVKJSEIjWl6Px9OvFqtJjItWAPFZ/Ox3sA1F2yDI0cs6SW8OQasQ9paIN62uDy8FynzEAmhCMJQkgLj4/oFZy5c3Dgvk8fBh4cS3InT1riYGuJUskjIasG5OytFO5x18X6Pn5GzZIQ4OKXNhMBghtiOtiCSJWTHGjfoX3hWZrNZCF25pmQwGKhYLIZaLc7inMXeCdH2eexpHjsyyyyzR2/nAh8I69zQF0jS888/r+3tbX3xi18MA0a73dZv/MZv6C/9pb/0aFr8mMwHeBYue+GFF1Sr1fTqq6/qd37ndxLb4yzYNwYm+Xw+6EFwQl59NNYbACRct4DjWFpaUqVSCSEhL/m+s7OjwWAQQiM4bM6Zy+VCkTBPlY3FpTEowsbjsbrdbiLEADigD3C6tBVwAYDAgQIQcLwwJQCUQqGglZUV1et1zWazkD0E04CoNb4O2ssxcrlcEOJ64TnSYgeDgSQFDQt94aEjfrwMOveGjCNnd+JwGuG6UqkU1qCJRb/tdjss/Ofs1GAw0JtvvqmNjQ1967d+qxqNht773vdqZWVF5XI5ZILMY0Mc3D0pezeNHZllltnpdi7w8R/8B/+B/vbf/tu6ceOGXnrpJf2//+//q7/39/6e/vP//D+XdH+Q+5Ef+RH91E/9lN7//veHdLkrV67oz/7ZP/tOtP8dNUAEmQbb29uqVqtBTOnFqtIWoYvZFtZSYVuyQ/jfHb9nYaDtADzgtJeXl1Wr1UIIghBLs9kM23uYw2fqzLDRS3COtKXg/Vq8aijHiUMWXq2V83p6qme6uGNEC+AMQalUUqVSCfUyHHykCUXj0Anl8n35egcSnJd2eIYQ1+tMj7MNgMbxeKylpaVQmTQOZx0cHASxcLVaTdT2cOAG48Gqw4SRWq2WXn/9dW1tbSmfz2tzc1ONRiNkY8X3yJ+5+G9npR6nvdvGjswyy+xkOxf4+G/+m/9GP/7jP66//Jf/snZ3d3XlyhX9l//lf6mf+ImfCNv89b/+19Xr9fQX/+JfVLPZ1J/8k39Sv/zLv3wh8vRPG3RPGpg97HDjxg19x3d8h/r9vvb29oJjdK0GabcuTiQzJs1J4PQHg0HIaCErBXN9iHQUQnAq/+bNmyFt1x3lYDDQW2+9pYODg8AG0GacudcdiZ32cDgMs3fMQxlcBz9cD/VMXPcR9zlaGvqlUqno0qVLofIn/TocDhP1QAAKDsZcT+IaDQ9ZAQJhQgirUaEVkOMhMBfR0t+cdzQaHSv+hhbE7xfslIfsPFzk5/ewm7M7hGsotBaXqI/79qLY0z52ZJZZZo/WcrOLNELpPtW6srKiVquler3+yI572oyPmarPyOPvsG63q/39fe3t7enLX/6yWq2W3nzzTbVardRjU9iKUEmv1wsiycFgcKweBcW1oOdx4LTLHaoXDYOi99k74OLWrVv61V/91VAxk+1hJBCQrq6uBodM4bRCoaD9/X29+eabQYMAQxEDDxfsevopRdt8Bk6ZdpwuGUIbGxt68cUXtbi4qE6no9FopE6nEyq2EpLgXPTT2tqaarVaEAW7kBYQ5SvfFgoFjUYj3b17V8PhUK+//nqoLEoohmsDsHEvABlUM83lcmF1XS/DH5uLVRcXF0M6LuAjLUOH5+/mzZv6nu/5Hl25ckV/6k/9KV2+fPlE3Uf83KY92/PsnXoP30l7GtucWWbPkp3nHbzQa7s8bjtpcPbwQJz1QHzfjVkw+zHT9rBBWr0KqHhffMydqIcknFFguzhsQnZKsVjU+vp6KAEuKVFanXMwi0f/QNYFjtHFrB6GiFNivZ2Ar7g/AUCFQiGsO4MmwxdRoz/T+oowFtfjxdccHMVhLOlIj0Kl03q9fiylF6ATZ80AlLyWioeUPPTi7eC4sCBxqXkEqx6+4thkMcV9f5I9KYFpZpllltlJloGP/7+dNEinsSCABNiHWNRHwS0HHoRi4vRW6XhdDRwMzj526l6ePXaycabMeDxWo9HQN3/zNwcWYTwe69atW+r3+wln3mq1lMvl1O12Q/hleXk51CDJ5+9X3JQUip+lATD6zDM/3HFLCmEsUne9L/f39xPHdeft2TqSQnotxc1YVZYU19ns/no7DiSomIqgGPbk4OBAu7u72t/fV6/X0/7+fmAlXHfDPSA1GDAB6KR8PYxOHDqg/YRUuG9oeuh7r8ZarVZDxVfa4X0S9+9J2p3MMssssydpGfg4weL0RAcNxOodNPhg78WznP1wEJHmCHzGzrZpWTRxAS/a5hkfnkLrIQNCEl7EKt4eoORiTLaHySgWi4mZ+Fks7oO4/dJ9xzwYDBJVP+lrF7p6bROcv6SwngrZJbAIOOd4nRWYDzQaXsLd2xmHMPg+ZmJgYzxTydkYKbmejYNQ18yguWGtF6qckrmT1rdnsSclOs0ss8wyw9414ONhBlscFQ4FjUen01G73Q4CT5iAfP5+KXTpaJZOKGM6nSZ0ATh3HBBl0qHYcYqEYLiO4XCoSqUS1gWhbawjg0OkUBW0vf+uVqvBiZPBMhgMEkJHF7OWy+Uwi6eIGX+TOcJ1wPoAFuKZ+nQ6Va/3/2vvXGPbOss4/o8T28fHl2PHSewkTdL0wkrpKo2Wdl2R+LBKCCZxFRJSQUVIoEEnWpCACTT4gEor8QkQAoHE+MCgYhLXfUFTB5MmjXUt6qAwulvRuqqXZIljO77EiV8+TP83j0+d1qVrbKfPT4ra2sfnPOfEPe//PNd5W6nDFu2s3uD142ekp4N5LLIclfkTlUoFxWIR09PTdkQ9p+IGAgEUCgWbs8JOtclk0u63WCxicXHR5uL48zdkuItI4UZBFAgEbJKorP7hdWLIhVOIeX1lGTU9IGNjY9i8eTOy2Sy2bt2KZDIJ13UbvqOthGCkwFPxoShKO7ljxMf1aOVJ0O/1YAIkY/b+EIh8WqYngouRzJGQ1S984pXNw2T/EO5fdvv0L3yVSqWhMyo9JDxH6VXhAgegQbDIRUouuhRXDFGwbwmFEo/HcJQsg/V7EChIeG2Yj8GF3l86K5E5GRK5L1al8PgywVP+XgBYwUMvhmxqJsM+KyUky+P7rx/PU+4XgM09kZ9pNjOot7cXiUQC2WwWmUwGqVQKsVisqeejFdTroShKJ6DiowVkuGNxcRGzs7N49dVXMT8/j+npadt+3HVdzM/P25wKAA3VHP624MFg0Ja4+nti+EtLAdgumVzI5NM3vSdc3CgC6vX6NSWkrCBhVYfsdkovBp+64/G4rRBhJQzLcNl8jZ/h4slKlqWlpWt6Vki7GMZJJBI2B4PnyMWe+RAyh4T5M/Pz8w0Jmjz/arWKcrlsK1mi0SgCgUCD56Zef2uAHwBMTU2hXq9jenoa5XIZhULBhmNYBkyhJz0fTKZlwqz0kMm8Fv7OpIepVCqhWq1icHAQIyMjDaImHo8jFAohk8kgnU5j06ZN2L59OxKJBPr7++31X4mVvBv+xFdFUZR2oeKjBeQTO5MaL126hPn5eeRyOQDA8PAwwuEw8vm8bRYFLFe9SC8FF1TZS0MmEVIMcLGW+Rd8mqddxhjrdfG3S+c+/KPdWeZLL4lMUGW+AwVFJBKB67qIx+PwPM8+lcsqFlmFIYffcb/0+PDfFFNcxF3XteEoeU2MMVYc+Rf8hYUF610hPD953diNlb086MEpl8v2Pf6+8vm87a3CxZ2/E3/ysL/iCYDN3+D3Rb7Hc+f5sMFbNBrF+vXr7XsArAgbGxvD6OgoNm3ahE2bNiEcDlshxe9jK0mlchv1eiiK0gmo+MDKN2T5xMp8ipmZGeRyuWu6kpbLZevlkLM6uED7y2plYme9Xrd5GFz4Za8K2axKzkahsJGLnBQ9FCLspknvA8NF9MDQs8MFlaPng8EgYrGYHUPvFxv+hFgpYvzJrsByZ1WepxzMRrul8KIXQ1bwyLbx/B34p9gyuZaeC5Y4y3CUFDhyuBx/p1LESeEIoMFTJXus8Lz9CcKyEobHplgdHh6G4zjWBla1hMNhDAwMYHh4GKlUqqHyhce50fdZhYaiKJ3KHSM+biXWzUV7amoKFy9exNTUlF1MuFCxcRhbfnNxZZ8NoHEx4sLGUAgXdHosmIgoe02w1FUmq0pvgDw//xRULr4y3MIndf/ME9lkjGWobDjGniH+PAYpAOgd8HdApceD8Dx4baRXiAu+TGCVQkn2NpFNyigq+MNjcJ4Mz4/vUbwwd4e/L39PFr+gkHkzFB+0g983XgOG0ABYuyYnJ60A4cRbek0SiQRc18Xo6Cg2bNiAVCoF13VvKDxkXs9KaM6HoiidwB0jPt6OGy5j9sxX4J9cdOWTt+xMKUtupT3chvtm6EF6TmTZLBdQWfbKH3/HUZn7Ibtx0tMiRYJ/mBv/lFU3ssJD5ojIH9rJHhX0ivD4MkTCxZ02Sq8I56XI1/l5+VQvp/nyuFIYSM+GTKjlPphoGovF7N/lHByZFEuRRG8NRSF7jNB75feSENrKa0ovEtulU9z19PQgEolYoSdLrm/0HW7lO67CQ1GUTuCOER+3AgVEuVy2k0djsRgWFxcRDoextLRkSzT5dM0narkYycWPiy/FhAwJsAKFAoe5DAxB+JtPydwDCgmGSUqlEvL5PBYWFjAzM9PQ4ZPVM1JoyGm5LP2UnhFjDAqFghVD0j7S29uLeDxuPQ4clsZETlliLJtxcT/M1ZChEBkaIvw7beO+mRRL0SI9PLFYzIq8eDwOYwyi0ahtsOYfmuevYKHHaH5+3pYD85rLaiheY3pA6C1KJBINQ+hisRiy2SyCwSBc14UxxjZ+oxiRP9cLtyiKonQLKj5agDd+2fPCcRwrLFi5AiyXZMreHLKsVpbiUlzwab/ZMSX0MMikRm7LhFMuUEzSpNhgeIc2Szu4YNPLIatX/BUSMkdCjrKXjbL6+vpskiyvA0UAvQasEOJ5ybwOmWfh7xPSrGKjmadBvgegQUxQzMhwGL0j0maZw0K7ZVMwvydFekz878mEYVbIOI6DaDRqq1vYjZXXRIoqRVGUtYSKjxsgF+fBwUEAQKFQQDKZRLlcxvT0NKrVqn165kJYqVSQz+extLRkG0LJGSf+XAeGc2Q4gwJChnZkoqVcSClyGCKgJ4Wlo3wiB9AgOlgym0wmG5IoZYKrzK1gtQ//lAPcZLiDXiAu5LlcrqFlun/qrT+5l54hiiAKFOacSPwCTjb74nHkjwwzyXbx/B2yh4sUQdwvBR6rhSjCAoGArURh/og/N0TmbAwODmJychLr1q3D+vXrrSdpaWkJqVQKxhgMDAzY5NNmZbOKoijdioqPFuBCHYlE4HmezbHghFrZEIywwyW7ZALL4kPG8LnosucHEysB2AVdeimA5Sd9elhk8qVcgLk/hhK4iMpEVSaZ+hd0f6hIejzoxWAOiawSYYktRQYTcGmH7AXC/VEENPNeyGvE6yHHyMskVW5DkSa9TtxWCgK+zzwOeqKkp0g2BvPnyFAg0Tsiz0Pm/EibefxYLIb+/n709/djYGAAi4uLViTSIyQrjN4uNOFUUZROQMVHC3CRTiaTiEQiSCQSiEajqFarcF23wU3PxZKeDzmCnpNiudD5Kza48LD6gk/WfPoOh8N2Ue3p6WnYhoslhYYsQ6VddOOzpwjPi8PKpHhh3oKcaMv9crS9rNCQ4QRZWsuqHRlGYSKtPwwkxQHDLLKbq/QKAWgIidA7Qm+J9KhILw9DSrQBgLWB+Rz5fB6FQgG1Ws3mX/hLZuV19IdYuH9ZyeQ4DiKRCDKZDOLxOLZv34677roLqVQKAwMD9hozH6W3txee58F1XRsekse4FVSAKIrSblR8tABzDDhLhW3FOZODizCfcrnwFItF1Go1m8g4NTVlPSUUAjJUwrACXfbcn+M41jvCcAgrbShCKDr8Czuf3OXiy2oKLsyu69oETQAN4Qbmrch8B4opeX1kyS+w7DnhNFx/+3bayPOXIoHnLZECRB4buHb+i/Qu8X2/t0dWBdHTxFJplk1zToxcrOWfHFonm77JvBSKLwqVWCyGsbEx27V08+bNttS2VCrZJmOJRMJ6o+T1VOGhKMpaQcVHC3AhlQsLn075NC8benFBSiQSVqAw94L9HthJE3hrsWfOR7lctt4CPmVTZFB8yMRJ+STOfQHLT/PSbtn7QoaAAoFAQwt2njP3JwWNXNy5f4YhZPhGtmtv1sjMLxBkYiiPyespE0Sld4a2+LvDRiIRxOPxhutB29nVNBQKoVKpNIR1crkcKpUKyuWy9VL5p8/Sfl5LCjtgueqFHjJ+3nEcDAwMWI9HOp3G0NCQLWvmZznoj6/7BdjbgQoPRVE6ARUfLeD3asgprp7nAbi28oGLdbVaxdWrV1EsFjEzM2OfcDk9liKB4qNUKllBwWMyhCBDGoSLo+z6KZNTaRfzDliGygmyDKsw34DIqhIu6lx8uTBye14Px3HgeZ4NI8mGXRRQ/jkwsnzU3xiNXp7FxcUGD4BMcmVZMAfc1Wo1OwOlXq/bsJQMFc3NzVmPA69NvV7H7OysnbDLap1AIIBarYZcLtdwfVzXRTQataXKFDGhUAjj4+MYGhqyrzmOg/7+fqRSKezduxcDAwP2GpBgMGin665U1fN2oQJEUZR2o+KjBfwud//fm/2bCwd7OgBAMpm0SZf0MjBcwidrJjvKZEWZTCpLcLkA8/j+qhF/+SqRJcCy9FX2tZDhIB5fig/pMeAgOvk67Wt2jWTOhr+RWrPwhhR9EimwZIt0OcSO8H16TWTTMtpAb5NMGOV2LCumTQy5hEIhRKNR28uDM1mGh4ftOYRCIXieh3g8bnunNBMAPKa8hit9vxRFUboZFR8twCdUv3eDr8lFVnoLuHAPDg7ahXF4eBgXLlzAG2+8gbm5OczOzmJhYcF6PLjISfHBihZ236Rw4GIpq2JokyzbZU4DvQjMZ4hEIjZ3xd/5VPYiCYVC1i5ZHsvtmWhKT4q/FJgiQIojmWwqPUuyF4q0heKG15HXh5U09LbQgwTAemP43vz8vJ12Sw9QMw8Dm65Vq1WbB8JGbfwdsKw2mUxi48aNiEajyGQyiMVi2LlzJ8bHx6+pkqFA4bnRy0NkaMr/PbtZ5HdShYuiKJ2Gio+bQIYIVsKf0CfDFIzpx2IxuK5rF0Hp4SAyIZOL1+LiYkNug39xls26/PuT9kkvB8MpshSXx7+eF0Lun8mzzcqB5edkozApQvzbXu/6N7vWcm4NK4XK5bLNa5HhKPl32i+vsbyerJzh74G5GKxecV0XiUQCg4ODiMViVnyk02nbq6PZ9+F2c6PvqKIoSrtR8XGTNFs8mi2KfgKBAPr7+5FIJGxjr1wuh1gshnK5jKtXr6JSqWB2dtYOfmOpJhM2o9FoQz8N5howyZI5DgzFyOFucgotwwf0XrBhljwfelO4HbA890TOf/ELHHpiZC4Kn/ZDoVBDXwxZwioXahk28gsjmc8CvBVOmZqaagiRUCCEQiHEYjEr3HhN2NpcVvywUqevrw/JZBKJRMJ6VRYXFzEyMmJzTHp7e7Fu3TqsW7cOExMTuPfeexvmsSQSiYZcm5W+E+qRUBTlTkXFR4vcTIniSrkOrARJJpN2kaxUKiiVSjb0wkRNORuET94yvCLDOqwqka3JQ6GQzceQzbbkYi9zTShY/Pkl/rCJf2KsPK6/8od2AbAzcJg/Ia9Ls+tLwSHFCreT15chFZa1UpzJpGAZsmKFEkWErLqheHBdF/F4HPV6Ha7rol6vW+HHzw0PD1vxsWnTJtsY7Ebfl1v1Sqz03VIURekmVHzcIiuFApq9z4XDdV0MDQ0hkUjYNu2e56FQKMBxHExPT6NYLNq27BQbfFJ3HMc20mL+BatP2FOEHhQOgevr67OJkTJ3pKenx24LwB6DpcScpBsOh+G6rk2wpHchEAjYRE7Z9IvvEW5Tq9VsPwsZhgGWm5KxP4hMhJXJpSsJHYZMWMnCnI9mTc2i0SiGh4dtCEU2HRsdHUU2m0U8Hsfg4KA9R1lKnUgk7O/Pnwgrf2etfm9WCxUriqJ0Aio+/k9WerKlZ2Glm7wxBpFIxAqLbDZr8xPYVZOhCgoBLtLcfygUshNSU6mUFRT1eh1vvvkmKpUKHMfB7OwsAoEASqVSQ4ltPB5v8FgUCgUrCJijQhjK4SItF3aZrCnLeoHlnhf0vPgH3AHX5lqwzJXbNssJkXNbeD3ljBteC9pIj4S/y6rjOMhms3AcB4lEAoFAAOVyGUtLSxgbG8PY2BhGR0exbdu2puLiZhM6W8lpud4xbsf2iqIo7ULFR4us5EK/Xg5IswXH/0TMxT6ZTCIcDmPjxo223Xa5XG7YXjaz4hM+vRkUE4ODg1hYWEA6ncbs7CyuXLkC13UbRAuf9OmNYMdWGaZhxYesepH5C7KxGbfn/vyhIYY6WLrL5lxyO/6d27KCxT8xV+Z7UOgxnCLzQ/zJrtKLFAgEMDo6isnJSUSjUQwODtpmaLyG6XQayWTybQud3MhD1uwYzTxoKjAURVkLqPi4Sfw3f5mPADQOQpNtw/leM0KhELLZLIwxmJiYaEjIlPuV+5f2yNJULsBXrlxBLpfDG2+8gVdeeaUh14KwNLVSqSCZTNrPspRULtgULkxGBZYTVhliYbUJm4LJHiDSXr8nQQoceipYIizbsjMHRfYb4etyyJucRMvk3Gg0imAwCNd14TgO3vGOd2DHjh3wPA8bN260x5UVPfKY1xOUK3k1mgkFf75Ks/CMXzxpqERRlLWGio+b5HpJkv73W1k0KFRanVzqP75cwKQXgAmSyWQS6XQatVoN8/PzDTNfKAoSiQSy2axNQAXQ4B2RCaqySoQLOsM5tE+2XpdhEX/yKLAsYIDlvBDOg2nWIM2/eMt9UIzQa8Pwi+M4GBoasqWxsVgM69atQyqVsiPrZcKovJ7XC6+0UvkkuZG3g8eUNrRyzFbeUxRF6SRUfNwCN1oIWl0M/p9Fw/+0LStSAoGAXVg5hbdYLOLy5cuoVCrI5XK2YRYA9Pf3Y8uWLbZfxsLCAs6fP4+5uTkrWsrlMnK5nD1GX18fstksotEo0uk0+vv7bRUJ8zcYAllcXLQeFtnITG7LCbLz8/N2oJvscyKH6VGoUQxRcFFMeZ6HdDptRUc8Hsfu3buRzWaRzWaRTqetMGGOCD06/nDQzSz+N6JVMaoiQlGUtY6KjzWC34XPHA0+7ff29qJYLKKvrw/VatV+xhhjB8KxxTgTVkulkn0aZ88L2X6ds02i0aitimnm9QDQMGGXNsqmZPSMMNTibwQm8b/G/VCEhMNhOI6DaDQKz/PgeR4GBweRyWSs+CC60CuKoqw+Kj66FP+iKRdyvk9hEAqFUKvVkEqlUKvVMD09jXK5jIsXL2Jqasp6JriAB4NBG6ZgWS8bhC0uLtox8zMzM5ibm7Ot12V+B4UGO4wCsP9mky/2PWHLc866qdfrDWEc/ilFB4UGp8Eyn4NJuJ7nYWhoCLt27UIqlcKGDRvgeZ6ds9MsZ0PmeSiKoii3DxUfa4SV8g/Y6dMYA9d1rUgolUrI5XKYnp4GsOwFYUiFs0s4Xp6Ntti6fHFx0ZbnRqPRhvwPWT4ru5YybCKblBGZE9LM48GkVllWK6fpOo5jB7dFIhHEYjGkUilMTEwglUphYGDADoPz4xcfiqIoyu1FxUeXI9uOAyuX9UpBwBH0d911F7LZrN2uUqlgenrahleCwaDN3UgmkxgZGUGlUsHFixdtDgg9FlNTU9br4LcjEAjYJFJO+WWuhTEGb775Jubm5mxXVYZOmNzKEA97mTAXJBwOIxgMIpFI2A6q9XodqVTKjrX3PM+WI99MHsfNdLRVFEVRbg4VH12Kf9aJ/+m92VM8e25w9kh/f3/DvnK5HF588UUUi0XUajU7OZdtxpPJJObn521DNGOM7ahaLBYRiUTs51iOKytlWIJbqVSsh6Ver2N2dhb5fN5OxaU3o7e3F57nIRgM2gRalgMzfMNZKsFgEDMzMygUCkgmk5icnEQqlUI8HrdiZ6Vr2Oz1/6cpmKIoitIaKj66FBnS4L/ln824Ud+JUCiEgYEBxONxm0SayWRQLBZtmGVpacmGZOr1OtLptPVGMOxSq9VQKBRsLgkA6/Fge3aZo1Kr1WwYhh4Phlno+eA+WUIbDodtp1Z+hvtNpVJIp9OIx+N2XousYJHX8HrXV1EURbk9qPjoYm4kOFZqiMaFWFaf9PT0wHVdbNy4seGz9AL897//xalTpxAIBDA0NISFhQVMTEzYUte+vj7bo6NYLOLVV1+1ianVahXxeBye58FxHHie1zBvxXEczM/P29wNaT+rXkqlEqrVqu0+yvk4FCb1eh2O48AYYwe+cey9FB/XQ/ZNud51VRRFUW6NjhMfXPTy+XybLel+ric++G9/ie5KC2+1WrU/rG6h6JDltcy7kN1G/a/JYXCy6VmzhmIUH6yE4fHZDp1zYGQX0mq1ilKpZDuhMtzUyvVS8fEW/P/XTe3c9d6hKO3lZu4bHSc+CoUCAGBsbKzNliiKUigU4Hleu81oCb13KEpn0Mp9o8d02KNNvV7HuXPnsHXrVly4cAGJRKLdJrVMPp/H2NhYV9mtNq8O3WazMQaFQgEjIyNdU4LcrfeObvtuAGrzatFtNt/MfaPjPB+cOAq8NXOkGy64n260W21eHbrJ5m7xeJBuv3eozauD2nx7afW+0R2PNIqiKIqirBlUfCiKoiiKsqp0pPgIh8P49re/3TDmvBvoRrvV5tWhG23uRrrxOqvNq4Pa3Fl0XMKpoiiKoihrm470fCiKoiiKsnZR8aEoiqIoyqqi4kNRFEVRlFVFxYeiKIqiKKuKig9FURRFUVaVjhQfP/rRj7B+/Xo4joPdu3fj5MmT7TbJcvToUbznPe9BPB7H0NAQPvKRj+DcuXMN21QqFRw8eBDpdBqxWAwf//jHceXKlTZZfC3Hjh1DT08PDh8+bF/rRJsvXryIT33qU0in04hEIrj77rtx6tQp+74xBt/61rcwPDyMSCSCffv24eWXX26bvUtLS3jkkUcwOTmJSCSCjRs34jvf+U7DkKVOs3mt0an3Dr1vrB7ddt8A7tB7h+kwjh8/bkKhkPn5z39u/vWvf5nPfe5zJplMmitXrrTbNGOMMe9///vNo48+as6ePWvOnDljPvjBD5rx8XFTLBbtNg8++KAZGxszJ06cMKdOnTL33nuvue+++9po9TInT54069evN9u3bzeHDh2yr3eazTMzM2ZiYsJ85jOfMc8995x57bXXzJ///Gfzyiuv2G2OHTtmPM8zv//9780LL7xgPvShD5nJyUlTLpfbYvORI0dMOp02TzzxhDl//rx5/PHHTSwWM9///vc71ua1RCffO/S+sTp0433DmDvz3tFx4mPXrl3m4MGD9t9LS0tmZGTEHD16tI1WrczVq1cNAPP0008bY4zJ5XImGAyaxx9/3G7z4osvGgDm2WefbZeZxhhjCoWC2bx5s3nyySfN+973PnsT6USbv/71r5v3vve9K75fr9dNNps13/ve9+xruVzOhMNh8+tf/3o1TLyGBx54wHz2s59teO1jH/uY2b9/vzGmM21eS3TTvUPvG7eHbrxvGHNn3js6KuyysLCA06dPY9++ffa1QCCAffv24dlnn22jZSszNzcHAOjv7wcAnD59GrVareEctmzZgvHx8bafw8GDB/HAAw802AZ0ps1//OMfsXPnTnziE5/A0NAQ7rnnHvzsZz+z758/fx6XL19usNnzPOzevbttNt933304ceIEXnrpJQDACy+8gGeeeQYf+MAHOtbmtUK33Tv0vnF76Mb7BnBn3js6aqrt9PQ0lpaWkMlkGl7PZDL4z3/+0yarVqZer+Pw4cPYu3cvtm3bBgC4fPkyQqEQkslkw7aZTAaXL19ug5Vvcfz4cfz973/H888/f817nWjza6+9hh//+Mf4yle+gm984xt4/vnn8aUvfQmhUAgHDhywdjX7rrTL5ocffhj5fB5btmxBb28vlpaWcOTIEezfvx8AOtLmtUI33Tv0vnH76Mb7BnBn3js6Snx0GwcPHsTZs2fxzDPPtNuU63LhwgUcOnQITz75JBzHabc5LVGv17Fz505897vfBQDcc889OHv2LH7yk5/gwIEDbbauOb/5zW/w2GOP4Ve/+hXe9a534cyZMzh8+DBGRkY61mZl9dH7xu2jG+8bwJ157+iosMvAwAB6e3uvyZa+cuUKstlsm6xqzkMPPYQnnngCf/nLX7Bu3Tr7ejabxcLCAnK5XMP27TyH06dP4+rVq3j3u9+Nvr4+9PX14emnn8YPfvAD9PX1IZPJdJzNw8PD2Lp1a8Nr73znO/H6668DgLWrk74rX/3qV/Hwww/jk5/8JO6++258+tOfxpe//GUcPXoUQGfavFbolnuH3jduL9143wDuzHtHR4mPUCiEHTt24MSJE/a1er2OEydOYM+ePW20bBljDB566CH87ne/w1NPPYXJycmG93fs2IFgMNhwDufOncPrr7/etnO4//778c9//hNnzpyxPzt37sT+/fvt3zvN5r17915TivjSSy9hYmICADA5OYlsNttgcz6fx3PPPdc2m0ulEgKBxv9Svb29qNfrADrT5rVCp9879L6xOnTjfQO4Q+8d7c549XP8+HETDofNL37xC/Pvf//bfP7znzfJZNJcvny53aYZY4z5whe+YDzPM3/961/NpUuX7E+pVLLbPPjgg2Z8fNw89dRT5tSpU2bPnj1mz549bbT6WmTWujGdZ/PJkydNX1+fOXLkiHn55ZfNY489ZlzXNb/85S/tNseOHTPJZNL84Q9/MP/4xz/Mhz/84baWnh04cMCMjo7acrnf/va3ZmBgwHzta1/rWJvXEp1879D7xurQjfcNY+7Me0fHiQ9jjPnhD39oxsfHTSgUMrt27TJ/+9vf2m2SBUDTn0cffdRuUy6XzRe/+EWTSqWM67rmox/9qLl06VL7jG6C/ybSiTb/6U9/Mtu2bTPhcNhs2bLF/PSnP214v16vm0ceecRkMhkTDofN/fffb86dO9cma43J5/Pm0KFDZnx83DiOYzZs2GC++c1vmmq12rE2rzU69d6h943Vo9vuG8bcmfeOHmNECzVFURRFUZTbTEflfCiKoiiKsvZR8aEoiqIoyqqi4kNRFEVRlFVFxYeiKIqiKKuKig9FURRFUVYVFR+KoiiKoqwqKj4URVEURVlVVHwoiqIoirKqqPhQFEVRFGVVUfGhKIqiKMqqouJDURRFUZRV5X+OqxVDR9BwLgAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 샘플 차원 변경하기"],"metadata":{"id":"3YVq-eHz4vHU"}},{"cell_type":"code","source":["#(100, 100) => 10,000 : 2차원 배열을 1차원 배열로\n","apple = fruits[0:100].reshape(-1, 100*100)\n","pineapple = fruits[100:200].reshape(-1, 100*100)\n","banana = fruits[200:300].reshape(-1, 100*100)\n","print(apple.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uojPXY4v4uAm","executionInfo":{"status":"ok","timestamp":1730783324029,"user_tz":-540,"elapsed":10,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1a490ea9-97e6-439f-e2e5-e5488f605da0"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(100, 10000)\n"]}]},{"cell_type":"markdown","source":["> 샘플 평균의 히스토그램"],"metadata":{"id":"GyZXW13P_ji-"}},{"cell_type":"code","source":["plt.hist(np.mean(apple, axis=1), alpha=0.8)\n","plt.hist(np.mean(pineapple, axis=1), alpha=0.8)\n","plt.hist(np.mean(banana, axis=1), alpha=0.8)\n","plt.legend(['apple', 'pineapple', 'banana'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"uv7o5Oed47oL","executionInfo":{"status":"ok","timestamp":1730783327102,"user_tz":-540,"elapsed":531,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f781b385-e877-49b6-ffee-236dc045852f"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAoXUlEQVR4nO3de3xNd77/8fdOQiLNjYRsORKiDDpxbZSgbTpUaOXU5UxVnSk1pz3tJJ2QKaWKE6ZoZ9AyjqpeYuZUmT5O3TJTczSIagnJuIzGRBga0woziEiQhKzfH/3ZM1tCJfb+7kRez8djPR5Za32z1mfn+5C8fdfla7MsyxIAAIAhXp4uAAAANC6EDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABG+Xi6gOtVVVXpm2++UWBgoGw2m6fLAQAAt8CyLF24cEERERHy8rr52Ea9Cx/ffPONIiMjPV0GAACogxMnTqhNmzY3bVPvwkdgYKCkb4sPCgrycDUAAOBWlJSUKDIy0vF3/GbqXfi4dqklKCiI8AEAQANzK7dMcMMpAAAwivABAACMInwAAACj6t09H0BjZVmWrly5oqtXr3q6FLiAt7e3fHx8eGUAUAPCB1APVFRU6OTJk7p48aKnS4EL+fv7q3Xr1mratKmnSwHqFcIH4GFVVVU6duyYvL29FRERoaZNm/K/5QbOsixVVFTob3/7m44dO6aOHTt+50uXgMaE8AF4WEVFhaqqqhQZGSl/f39PlwMXadasmZo0aaKvvvpKFRUV8vPz83RJQL1BFAfqCf5nfOehT4Ga8S8DAAAYRfgAUK+lp6crJCTE02UAcCHu+QDqscQlO4yda+MLA4ydC0DjxsgHAAAwivABoM42bdqkAQMGKCQkRKGhoRo2bJiOHj0qSTp+/LhsNptWr16tfv36yc/PTzExMcrKynJ8/7Zt22Sz2fS73/1O3bp1k5+fn/r27auDBw/e9Lzr169Xr1695Ofnp/bt2ystLU1Xrlxx62cF4DqEDwB1VlZWptTUVOXk5CgzM1NeXl4aMWKEqqqqHG0mT56sn/3sZ9q7d6/i4uKUmJioM2fOOB1n8uTJWrBggfbs2aOWLVsqMTFRlZWVNZ7zs88+01NPPaWUlBTl5eVp+fLlSk9P16uvvurWzwrAdbjnoxEanTHao+dfM2yNR88P1xk1apTT+nvvvaeWLVsqLy9PAQEBkqTk5GRHu2XLlmnTpk169913NWXKFMf3zZo1Sw8//LAkaeXKlWrTpo3Wrl2rxx9/vNo509LSNHXqVI0bN06S1L59e82ZM0dTpkzRrFmz3PI5AbgW4QNAnRUUFGjmzJnKzs7W3//+d8eIR2Fhoe655x5JUlxcnKO9j4+PYmNjdejQIafj/HObFi1aqFOnTtXaXLN//359/vnnTiMdV69e1eXLl3Xx4kVe1AY0AIQPAHWWmJiotm3basWKFYqIiFBVVZViYmJUUVHhtnOWlpYqLS1NI0eOrLaPt4gCDQPhA0CdnDlzRvn5+VqxYoXuv/9+SdKOHdUfDd61a5ceeOABSdKVK1eUm5ur5OTkam2ioqIkSefOndPhw4fVpUuXGs/bq1cv5efnq0OHDq78OAAMInwAqJPmzZsrNDRUb7/9tlq3bq3CwkJNnTq1WrulS5eqY8eO6tKlixYtWqRz585pwoQJTm1mz56t0NBQhYeHa/r06QoLC9Pw4cNrPO/MmTM1bNgwRUVF6d/+7d/k5eWl/fv36+DBg/r5z3/ujo8KwMV42gVAnXh5eWn16tXKzc1VTEyMJk2apF/84hfV2s2fP1/z589X9+7dtWPHDm3YsEFhYWHV2qSkpOjee+9VUVGRNm7ceMNp6BMSEpSRkaH/+7//U+/evdW3b18tWrRIbdu2dcvnBOB6jHwA9Vh9f+vooEGDlJeX57TNsixJ377nQ5K6dOmi7Ozsmx5nwIABN3y3x/jx4zV+/HinbQkJCUpISKhb0QA8jpEPAABgFOEDAAAYxWUXAG7Rrl07xyWYG4mPj//ONgDuPIx8AAAAowgfAADAKMIHAAAwins+AABwh+UP3lq7/8xybx31ECMfAADAKMIHAAAwivABwG3atWunN954w9Nl1El6erpCQkI8XQZwR+KeD6A+u9Vrxq7ghuvOe/bs0V133eXy4wJo2AgfANymZcuWni4BQD3EZRcAdRYfH6/k5GQlJycrODhYYWFhmjFjhuOtpddfdrHZbHrnnXc0YsQI+fv7q2PHjtqwYYPTMQ8ePKihQ4cqICBA4eHh+tGPfqS///3vjv2bNm3SgAEDFBISotDQUA0bNkxHjx517D9+/LhsNptWr16tfv36yc/PTzExMcrK+sfIzrZt22Sz2fS73/1O3bp1k5+fn/r27XvDye2uWb9+vXr16iU/Pz+1b99eaWlpunLlyu38CIFGifAB4LasXLlSPj4+2r17t958800tXLhQ77zzzg3bp6Wl6fHHH9eBAwf0yCOPaOzYsTp79qwkqbi4WD/4wQ/Us2dP5eTkaNOmTTp16pQef/xxx/eXlZUpNTVVOTk5yszMlJeXl0aMGKGqqiqn80yePFk/+9nPtHfvXsXFxSkxMVFnzpyp1mbBggXas2ePWrZsqcTERFVWVtZY92effaannnpKKSkpysvL0/Lly5Wenq5XX321rj86oNEifAC4LZGRkVq0aJE6deqksWPH6oUXXtCiRYtu2H78+PEaM2aMOnTooLlz56q0tFS7d++WJP3qV79Sz549NXfuXHXu3Fk9e/bUe++9p61bt+rw4cOSpFGjRmnkyJHq0KGDevTooffee09/+tOflJeX53Se5ORkjRo1Sl26dNGyZcsUHBysd99916nNrFmz9PDDD6tr165auXKlTp06pbVr19ZYd1pamqZOnapx48apffv2evjhhzVnzhwtX778dn58QKNUq/Axb9489e7dW4GBgWrVqpWGDx+u/Px8pzbx8fGy2WxOy3PPPefSogHUH3379pXNZnOsx8XFqaCgQFevXq2xfbdu3Rxf33XXXQoKCtLp06clSfv379fWrVsVEBDgWDp37ixJjksrBQUFGjNmjNq3b6+goCC1a9dOklRYWOh0nri4OMfXPj4+io2N1aFDh27YpkWLFurUqVO1Ntfs379fs2fPdqrtmWee0cmTJ3Xx4sWb/owAOKvVDadZWVlKSkpS7969deXKFb388ssaPHiw8vLynO5of+aZZzR79mzHur+/v+sqBtCgNWnSxGndZrM5LpmUlpYqMTFRr732WrXva926tSQpMTFRbdu21YoVKxQREaGqqirFxMSooqLCrXWXlpYqLS1NI0eOrLbPz8/PrecG7jS1Ch+bNm1yWk9PT1erVq2Um5urBx54wLHd399fdrvdNRUCqNeys7Od1nft2qWOHTvK29u71sfq1auX/vd//1ft2rWTj0/1X09nzpxRfn6+VqxYofvvv1+StGPHjhqPtWvXLsfvpStXrig3N1fJycnV2kRFRUmSzp07p8OHD6tLly43rC0/P18dOnSo9ecC4Oy27vk4f/68pG+HK//ZBx98oLCwMMXExGjatGk3HZIsLy9XSUmJ0wKg4SgsLFRqaqry8/P14YcfasmSJUpJSanTsZKSknT27FmNGTNGe/bs0dGjR/WHP/xBTz/9tK5evarmzZsrNDRUb7/9to4cOaItW7YoNTW1xmMtXbpUa9eu1Z///GclJSXp3LlzmjBhglOb2bNnKzMzUwcPHtT48eMVFham4cOH13i8mTNn6te//rXS0tL05Zdf6tChQ1q9erVeeeWVOn1WoDGr83s+qqqqNHHiRPXv318xMTGO7U8++aTatm2riIgIHThwQC+99JLy8/P18ccf13icefPmKS0tra5lAPCwp556SpcuXdJ9990nb29vpaSk6Nlnn63TsSIiIvT555/rpZde0uDBg1VeXq62bdtqyJAh8vLycjxC+9Of/lQxMTHq1KmTFi9erPj4+GrHmj9/vubPn699+/apQ4cO2rBhg8LCwqq1SUlJUUFBgXr06KGNGzeqadOmNdaWkJCgjIwMzZ49W6+99pqaNGmizp076z/+4z/q9FmBxsxmXXsgv5aef/55ffLJJ9qxY4fatGlzw3ZbtmzRwIEDdeTIEd19993V9peXl6u8vNyxXlJSosjISJ0/f15BQUF1KQ3fYXTGaI+ef82wNR49f31z+fJlHTt2TNHR0Q3u3oH4+Hj16NGjXr1C/fjx44qOjtbevXvVo0ePGtts27ZNDz30kM6dO+fWV6g35L6FCzSyWW1LSkoUHBx8S3+/6zTykZycrIyMDG3fvv2mwUOS+vTpI0k3DB++vr7y9fWtSxkAAKABqlX4sCxLL7zwgtauXatt27YpOjr6O79n3759kv5xpzoAAGjcahU+kpKStGrVKq1fv16BgYEqKiqSJAUHB6tZs2Y6evSoVq1apUceeUShoaE6cOCAJk2apAceeMDp2X4Ad4Zt27Z5uoRq2rVrp++6mhwfH/+dbQC4T63Cx7JlyySp2s1d77//vsaPH6+mTZvq008/1RtvvKGysjJFRkZq1KhR3A0OAAAcan3Z5WYiIyOdJm8CAAC4HnO7AAAAowgfAADAKMIHAAAwivABAACMInwAqLP4+HhNnDjR02UAaGDqPLcLAPcz+Sp8XnsPwBRGPgAAgFGEDwC35cqVK0pOTlZwcLDCwsI0Y8YMxzuBfvOb3yg2NlaBgYGy2+168skndfr0acf3btu2TTabTZmZmYqNjZW/v7/69eun/Px8R5ujR4/qscceU3h4uAICAtS7d299+umnTjW0a9dOc+fO1YQJExQYGKioqCi9/fbbTm1eeuklfe9735O/v7/at2+vGTNmqLKy0o0/GQA3QvgAcFtWrlwpHx8f7d69W2+++aYWLlyod955R5JUWVmpOXPmaP/+/Vq3bp2OHz+u8ePHVzvG9OnTtWDBAuXk5MjHx0cTJkxw7CstLdUjjzyizMxM7d27V0OGDFFiYqIKCwudjrFgwQLFxsZq7969+slPfqLnn3/eKcQEBgYqPT1deXl5evPNN7VixQotWrTIPT8UADdls+rZBAe1mZIXdWPyPoKacG+Bs5tNu17f7/mIj4/X6dOn9eWXX8pms0mSpk6dqg0bNigvL69a+5ycHPXu3VsXLlxQQECAY2r7Tz/9VAMHDpQk/f73v9ejjz6qS5cu3XAa+piYGD333HNKTk6W9O3Ix/3336/f/OY3kr59G7PdbldaWpqee+65Go/xy1/+UqtXr1ZOTk6tP/etulnfohFY/uCttfvPO+PN4LX5+83IB4Db0rdvX0fwkKS4uDgVFBTo6tWrys3NVWJioqKiohQYGKgHH/z2l/H1oxb/PPHktRmwr12eKS0t1YsvvqguXbooJCREAQEBOnTo0E2PYbPZZLfbnS7xrFmzRv3795fdbldAQIBeeeWVascAYAbhA4BbXL58WQkJCQoKCtIHH3ygPXv2aO3atZKkiooKp7ZNmjRxfH0tyFRVVUmSXnzxRa1du1Zz587VZ599pn379qlr1643Pca141w7xs6dOzV27Fg98sgjysjI0N69ezV9+vRqxwBgBo/aArgt2dnZTuu7du1Sx44d9ec//1lnzpzR/PnzFRkZKUl1usTx+eefa/z48RoxYoSkb0dCjh8/XqtjfPHFF2rbtq2mT5/u2PbVV1/VuhYArsHIB4DbUlhYqNTUVOXn5+vDDz/UkiVLlJKSoqioKDVt2lRLlizRX/7yF23YsEFz5syp9fE7duyojz/+WPv27dP+/fv15JNPOkY0anOMwsJCrV69WkePHtXixYsdozAAzCN8ALgtTz31lC5duqT77rtPSUlJSklJ0bPPPquWLVsqPT1dH330ke655x7Nnz9fv/zlL2t9/IULF6p58+bq16+fEhMTlZCQoF69etXqGP/6r/+qSZMmKTk5WT169NAXX3yhGTNm1LoWAK7B0y6NEE+71C88EXHnom8bOZ52uSFGPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPoJ6oZw+ewQXoU6BmhA/Aw669FvzixYsergSudq1Pr3/1O9DY8Xp1wMO8vb0VEhLimATN39/faaI2NDyWZenixYs6ffq0QkJC5O3t7emSgHqF8AHUA3a7XZKcZmFFwxcSEuLoWwD/QPgA6gGbzabWrVurVatWqqys9HQ5cIEmTZow4gHcAOEDqEe8vb35gwXgjscNpwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACM8vF0AaaNzhjt6RIAAA3Z8gc9XUGDx8gHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKNqFT7mzZun3r17KzAwUK1atdLw4cOVn5/v1Oby5ctKSkpSaGioAgICNGrUKJ06dcqlRQMAgIarVuEjKytLSUlJ2rVrlzZv3qzKykoNHjxYZWVljjaTJk3Sxo0b9dFHHykrK0vffPONRo4c6fLCAQBAw1SrN5xu2rTJaT09PV2tWrVSbm6uHnjgAZ0/f17vvvuuVq1apR/84AeSpPfff19dunTRrl271LdvX9dVDgAAGqTbuufj/PnzkqQWLVpIknJzc1VZWalBgwY52nTu3FlRUVHauXPn7ZwKAADcIeo8t0tVVZUmTpyo/v37KyYmRpJUVFSkpk2bKiQkxKlteHi4ioqKajxOeXm5ysvLHeslJSV1LQkAADQAdQ4fSUlJOnjwoHbs2HFbBcybN09paWm3dQwAAG4bE8YZU6fLLsnJycrIyNDWrVvVpk0bx3a73a6KigoVFxc7tT916pTsdnuNx5o2bZrOnz/vWE6cOFGXkgAAQANRq/BhWZaSk5O1du1abdmyRdHR0U777733XjVp0kSZmZmObfn5+SosLFRcXFyNx/T19VVQUJDTAgAA7ly1uuySlJSkVatWaf369QoMDHTcxxEcHKxmzZopODhYP/7xj5WamqoWLVooKChIL7zwguLi4njSBQAASKpl+Fi2bJkkKT4+3mn7+++/r/Hjx0uSFi1aJC8vL40aNUrl5eVKSEjQf//3f7ukWAAA0PDVKnxYlvWdbfz8/LR06VItXbq0zkUBAIA7F3O7AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCqzhPLAQDQGBWcLq1V+46tAtxUScPFyAcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADDKx9MFAABwI4lLdtT6eza+MMANlcCVGPkAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYxcRyAABj6jJRHO48jHwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjKp1+Ni+fbsSExMVEREhm82mdevWOe0fP368bDab0zJkyBBX1QsAABq4WoePsrIyde/eXUuXLr1hmyFDhujkyZOO5cMPP7ytIgEAwJ2j1q9XHzp0qIYOHXrTNr6+vrLb7XUuCgAA3Lnccs/Htm3b1KpVK3Xq1EnPP/+8zpw5c8O25eXlKikpcVoAAMCdy+UTyw0ZMkQjR45UdHS0jh49qpdffllDhw7Vzp075e3tXa39vHnzlJaW5uoyAABoGJY/eGvt/jPLvXUY5PLw8cQTTzi+7tq1q7p166a7775b27Zt08CBA6u1nzZtmlJTUx3rJSUlioyMdHVZAACgnnD7o7bt27dXWFiYjhw5UuN+X19fBQUFOS0AAODO5fbw8de//lVnzpxR69at3X0qAADQANT6sktpaanTKMaxY8e0b98+tWjRQi1atFBaWppGjRolu92uo0ePasqUKerQoYMSEhJcWjgAAGiYah0+cnJy9NBDDznWr92vMW7cOC1btkwHDhzQypUrVVxcrIiICA0ePFhz5syRr6+v66oGAAANVq3DR3x8vCzLuuH+P/zhD7dVEAAAuLMxtwsAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjHL53C4AADQkiUt2SJIWFpd6uJLGg5EPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAY5ePpAtD4jM4Y7ekStGbYGk+XAACNFiMfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKNqHT62b9+uxMRERUREyGazad26dU77LcvSzJkz1bp1azVr1kyDBg1SQUGBq+oFAAANXK3DR1lZmbp3766lS5fWuP/111/X4sWL9dZbbyk7O1t33XWXEhISdPny5dsuFgAANHy1fr360KFDNXTo0Br3WZalN954Q6+88ooee+wxSdKvf/1rhYeHa926dXriiSdur1oAANDgufSej2PHjqmoqEiDBg1ybAsODlafPn20c+fOGr+nvLxcJSUlTgsAALhzuTR8FBUVSZLCw8OdtoeHhzv2XW/evHkKDg52LJGRka4sCQAA1DMef9pl2rRpOn/+vGM5ceKEp0sCAABu5NLwYbfbJUmnTp1y2n7q1CnHvuv5+voqKCjIaQEAAHcul4aP6Oho2e12ZWZmOraVlJQoOztbcXFxrjwVAABooGr9tEtpaamOHDniWD927Jj27dunFi1aKCoqShMnTtTPf/5zdezYUdHR0ZoxY4YiIiI0fPhwV9YNAAAaqFqHj5ycHD300EOO9dTUVEnSuHHjlJ6erilTpqisrEzPPvusiouLNWDAAG3atEl+fn6uqxoAADRYtQ4f8fHxsizrhvttNptmz56t2bNn31ZhAADgzuTxp10AAEDjQvgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEbV+lFb4E4wOmO0R8+/Ztgaj54fADyJkQ8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRTCwHALizLX/wprsXFpcaKuTWFJyuuZ7UJTtu+D0bXxjgrnLcgpEPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUUwsBwBwSLzJ5GU1qY8Tml3/GerbxHFg5AMAABhG+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAUE8sBAOBGBaeZ2O56jHwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjHJ5+Piv//ov2Ww2p6Vz586uPg0AAGig3PKG0+9///v69NNP/3ESH16kCgAAvuWWVODj4yO73e6OQwMAgAbOLfd8FBQUKCIiQu3bt9fYsWNVWFh4w7bl5eUqKSlxWgAAwJ3L5SMfffr0UXp6ujp16qSTJ08qLS1N999/vw4ePKjAwMBq7efNm6e0tDRXlwHgO4zOGO3R868Ztsaj5wfgOS4f+Rg6dKh++MMfqlu3bkpISNDvf/97FRcX67e//W2N7adNm6bz5887lhMnTri6JAAAUI+4/U7QkJAQfe9739ORI0dq3O/r6ytfX193lwEAAOoJt7/no7S0VEePHlXr1q3dfSoAANAAuDx8vPjii8rKytLx48f1xRdfaMSIEfL29taYMWNcfSoAANAAufyyy1//+leNGTNGZ86cUcuWLTVgwADt2rVLLVu2dPWpAABAA+Ty8LF69WpXHxIAANxBmNsFAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEa5/fXqAKrz9KRuAO4siUt21Kr9xhcGuKmSW8PIBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCgmlgMAuN/yByVJC4tLb9osNeTNWzrcwuKU2y4JnsPIBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCgmlgMAVHOrE7cVzHFzIbgjMfIBAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwionlADRaozNGe7oEj1szbI2nS0AjxMgHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCi3hY+lS5eqXbt28vPzU58+fbR79253nQoAADQgbgkfa9asUWpqqmbNmqU//vGP6t69uxISEnT69Gl3nA4AADQgbgkfCxcu1DPPPKOnn35a99xzj9566y35+/vrvffec8fpAABAA+LyuV0qKiqUm5uradOmObZ5eXlp0KBB2rlzZ7X25eXlKi8vd6yfP39eklRSUuLq0iRJlRcr3XJcALXjrn/jtcHvg+r9UHmpTJJUevmqJ8pxnP+7eKo+T7rVn82tcMe/v2vHtCzruxtbLvb1119bkqwvvvjCafvkyZOt++67r1r7WbNmWZJYWFhYWFhY7oDlxIkT35kVPD6r7bRp05SamupYr6qq0tmzZxUaGiqbzWasjpKSEkVGRurEiRMKCgoydl7cOvqofqN/6jf6p/5r6H1kWZYuXLigiIiI72zr8vARFhYmb29vnTp1ymn7qVOnZLfbq7X39fWVr6+v07aQkBBXl3XLgoKCGmSnNyb0Uf1G/9Rv9E/915D7KDg4+JbaufyG06ZNm+ree+9VZmamY1tVVZUyMzMVFxfn6tMBAIAGxi2XXVJTUzVu3DjFxsbqvvvu0xtvvKGysjI9/fTT7jgdAABoQNwSPkaPHq2//e1vmjlzpoqKitSjRw9t2rRJ4eHh7jidS/j6+mrWrFnVLgGh/qCP6jf6p36jf+q/xtRHNsu6lWdiAAAAXIO5XQAAgFGEDwAAYBThAwAAGEX4AAAARjW68DFv3jz17t1bgYGBatWqlYYPH678/HynNpcvX1ZSUpJCQ0MVEBCgUaNGVXtpGsyYP3++bDabJk6c6NhG/3jW119/rX//939XaGiomjVrpq5duyonJ8ex37IszZw5U61bt1azZs00aNAgFRQUeLDixuXq1auaMWOGoqOj1axZM919992aM2eO03wb9JE527dvV2JioiIiImSz2bRu3Tqn/bfSF2fPntXYsWMVFBSkkJAQ/fjHP1ZpaanBT+F6jS58ZGVlKSkpSbt27dLmzZtVWVmpwYMHq6zsHxP2TJo0SRs3btRHH32krKwsffPNNxo5cqQHq26c9uzZo+XLl6tbt25O2+kfzzl37pz69++vJk2a6JNPPlFeXp4WLFig5s2bO9q8/vrrWrx4sd566y1lZ2frrrvuUkJCgi5fvuzByhuP1157TcuWLdOvfvUrHTp0SK+99ppef/11LVmyxNGGPjKnrKxM3bt319KlS2vcfyt9MXbsWH355ZfavHmzMjIytH37dj377LOmPoJ73P5Ucg3b6dOnLUlWVlaWZVmWVVxcbDVp0sT66KOPHG0OHTpkSbJ27tzpqTIbnQsXLlgdO3a0Nm/ebD344INWSkqKZVn0j6e99NJL1oABA264v6qqyrLb7dYvfvELx7bi4mLL19fX+vDDD02U2Og9+uij1oQJE5y2jRw50ho7dqxlWfSRJ0my1q5d61i/lb7Iy8uzJFl79uxxtPnkk08sm81mff3118Zqd7VGN/JxvfPnz0uSWrRoIUnKzc1VZWWlBg0a5GjTuXNnRUVFaefOnR6psTFKSkrSo48+6tQPEv3jaRs2bFBsbKx++MMfqlWrVurZs6dWrFjh2H/s2DEVFRU59U9wcLD69OlD/xjSr18/ZWZm6vDhw5Kk/fv3a8eOHRo6dKgk+qg+uZW+2Llzp0JCQhQbG+toM2jQIHl5eSk7O9t4za7i8VltPamqqkoTJ05U//79FRMTI0kqKipS06ZNq01uFx4erqKiIg9U2fisXr1af/zjH7Vnz55q++gfz/rLX/6iZcuWKTU1VS+//LL27Nmjn/70p2ratKnGjRvn6IPr32ZM/5gzdepUlZSUqHPnzvL29tbVq1f16quvauzYsZJEH9Ujt9IXRUVFatWqldN+Hx8ftWjRokH3V6MOH0lJSTp48KB27Njh6VLw/504cUIpKSnavHmz/Pz8PF0OrlNVVaXY2FjNnTtXktSzZ08dPHhQb731lsaNG+fh6iBJv/3tb/XBBx9o1apV+v73v699+/Zp4sSJioiIoI9QbzTayy7JycnKyMjQ1q1b1aZNG8d2u92uiooKFRcXO7U/deqU7Ha74Sobn9zcXJ0+fVq9evWSj4+PfHx8lJWVpcWLF8vHx0fh4eH0jwe1bt1a99xzj9O2Ll26qLCwUJIcfXD900f0jzmTJ0/W1KlT9cQTT6hr16760Y9+pEmTJmnevHmS6KP65Fb6wm636/Tp0077r1y5orNnzzbo/mp04cOyLCUnJ2vt2rXasmWLoqOjnfbfe++9atKkiTIzMx3b8vPzVVhYqLi4ONPlNjoDBw7Un/70J+3bt8+xxMbGauzYsY6v6R/P6d+/f7VH0w8fPqy2bdtKkqKjo2W32536p6SkRNnZ2fSPIRcvXpSXl/Ovdm9vb1VVVUmij+qTW+mLuLg4FRcXKzc319Fmy5YtqqqqUp8+fYzX7DKevuPVtOeff94KDg62tm3bZp08edKxXLx40dHmueees6KioqwtW7ZYOTk5VlxcnBUXF+fBqhu3f37axbLoH0/avXu35ePjY7366qtWQUGB9cEHH1j+/v7W//zP/zjazJ8/3woJCbHWr19vHThwwHrssces6Oho69KlSx6svPEYN26c9S//8i9WRkaGdezYMevjjz+2wsLCrClTpjja0EfmXLhwwdq7d6+1d+9eS5K1cOFCa+/evdZXX31lWdat9cWQIUOsnj17WtnZ2daOHTusjh07WmPGjPHUR3KJRhc+JNW4vP/++442ly5dsn7yk59YzZs3t/z9/a0RI0ZYJ0+e9FzRjdz14YP+8ayNGzdaMTExlq+vr9W5c2fr7bffdtpfVVVlzZgxwwoPD7d8fX2tgQMHWvn5+R6qtvEpKSmxUlJSrKioKMvPz89q3769NX36dKu8vNzRhj4yZ+vWrTX+zRk3bpxlWbfWF2fOnLHGjBljBQQEWEFBQdbTTz9tXbhwwQOfxnVslvVPr70DAABws0Z3zwcAAPAswgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACj/h+8xKHaUBit4QAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 픽셀 평균의 히스토그램"],"metadata":{"id":"tJc_iVTg_rEe"}},{"cell_type":"code","source":["fig, axs = plt.subplots(1, 3, figsize=(20, 5))\n","axs[0].bar(range(10000), np.mean(apple, axis=0))\n","axs[1].bar(range(10000), np.mean(pineapple, axis=0))\n","axs[2].bar(range(10000), np.mean(banana, axis=0))\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":189},"id":"_7CxsM8b49or","executionInfo":{"status":"ok","timestamp":1730783373947,"user_tz":-540,"elapsed":44478,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e4583849-3fd7-4b47-8dfc-22da1ee84d36"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 평균 이미지 그리기"],"metadata":{"id":"JwTcv23qtDuI"}},{"cell_type":"code","source":["apple_mean = np.mean(apple, axis=0).reshape(100, 100)\n","pineapple_mean = np.mean(pineapple, axis=0).reshape(100, 100)\n","banana_mean = np.mean(banana, axis=0).reshape(100, 100)\n","\n","fig, axs = plt.subplots(1, 3, figsize=(20, 5))\n","axs[0].imshow(apple_mean, cmap='gray_r')\n","axs[1].imshow(pineapple_mean, cmap='gray_r')\n","axs[2].imshow(banana_mean, cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":199},"id":"pqEx35d65ARL","executionInfo":{"status":"ok","timestamp":1730783374647,"user_tz":-540,"elapsed":703,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2a451592-d44c-499c-98a4-6cbea49bf479"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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평균과 가까운 사진 고르기"],"metadata":{"id":"Dp549-CRtIgd"}},{"cell_type":"code","source":["abs_diff = np.abs(fruits - apple_mean)\n","abs_mean = np.mean(abs_diff, axis = (1, 2))\n","\n","print(abs_mean.shape)"],"metadata":{"id":"ymTbVx_c5Mnz","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1730783536364,"user_tz":-540,"elapsed":621,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"41b4a2a8-dfe3-4765-ea2f-a0850b4112fe"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["(300,)\n"]}]},{"cell_type":"code","source":["apple_index = np.argsort(abs_mean)[:100]\n","fig, axs = plt.subplots(10, 10, figsize=(10,10))\n","for i in range(10):\n"," for j in range(10):\n"," axs[i, j].imshow(fruits[apple_index[i*10 + j]], cmap='gray_r')\n"," axs[i, j].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":827},"id":"Ig6XnPQkuTsV","executionInfo":{"status":"ok","timestamp":1730783584915,"user_tz":-540,"elapsed":5524,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5d7fced1-9771-4770-cce2-e2e455198143"},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n"],"metadata":{"id":"tOxn5Dr_zFAg"}},{"cell_type":"markdown","source":["> **K-평균**"],"metadata":{"id":"XvGkLGBYyg2W"}},{"cell_type":"code","source":["import numpy as np\n","\n","fruits_2d = fruits.reshape(-1, 100*100)\n","\n","#모델 훈련\n","from sklearn.cluster import KMeans\n","\n","km = KMeans(n_clusters=3, random_state=42)\n","km.fit(fruits_2d)\n","\n","print(km.labels_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"X0gkEax9u_jz","executionInfo":{"status":"ok","timestamp":1730784663350,"user_tz":-540,"elapsed":13167,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"befe0230-3c47-4042-c476-81ba0847a5c2"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["[2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 0 2 0 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 0 0 2 2 2 2 2 2 2 2 0 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1]\n"]}]},{"cell_type":"code","source":["print(np.unique(km.labels_, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oy6s8xzbzQeT","executionInfo":{"status":"ok","timestamp":1730784749458,"user_tz":-540,"elapsed":385,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c523cbf9-dfd6-4ef2-c6a3-0adee3111d9a"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2], dtype=int32), array([112, 98, 90]))\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","#첫 번째 클러스터\n","def draw_fruits(arr, ratio=1):\n"," n = len(arr) #샘플 개수\n"," rows = int(np.ceil(n/10)) #한 줄에 10개씩\n","\n"," cols = n if rows < 2 else 10\n"," fig, axs = plt.subplots(rows, cols,\n"," figsize=(cols*ratio, rows*ratio), squeeze=False)\n","\n"," for i in range(rows):\n"," for j in range(cols):\n"," if i*10 + j < n: #n개 그리기\n"," axs[i, j].imshow(arr[i*10 + j], cmap='gray_r')\n"," axs[i, j].axis('off')\n","\n"," plt.show()"],"metadata":{"id":"5dtUXPYNzZzG","executionInfo":{"status":"ok","timestamp":1730784751536,"user_tz":-540,"elapsed":432,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":25,"outputs":[]},{"cell_type":"code","source":["draw_fruits(fruits[km.labels_==0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":981},"id":"oDNOpCF8zwn7","executionInfo":{"status":"ok","timestamp":1730784861010,"user_tz":-540,"elapsed":5688,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5cea0d79-6a5e-4850-9072-379a6d6970bc"},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 클러스터 중심"],"metadata":{"id":"Hr9_ppiC0red"}},{"cell_type":"code","source":["draw_fruits(km.cluster_centers_.reshape(-1, 100, 100), ratio=3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":219},"id":"LxkqGvId0QFo","executionInfo":{"status":"ok","timestamp":1730784981070,"user_tz":-540,"elapsed":880,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"86eedcc5-f860-4031-902d-4ccab9c4e98a"},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(km.transform(fruits_2d[100:101]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lfP1Cyik0uo2","executionInfo":{"status":"ok","timestamp":1730784985828,"user_tz":-540,"elapsed":464,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"be6296af-700e-4949-ba6c-c0142b6cc255"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["[[3400.24197319 8837.37750892 5279.33763699]]\n"]}]},{"cell_type":"code","source":["print(km.predict(fruits_2d[100:101]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xEhB7d5f0v58","executionInfo":{"status":"ok","timestamp":1730784990148,"user_tz":-540,"elapsed":467,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d5a12dac-f230-4839-b986-c1e49aaec974"},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["[0]\n"]}]},{"cell_type":"code","source":["draw_fruits(fruits[100:101])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":114},"id":"9PnRSyOo0w9R","executionInfo":{"status":"ok","timestamp":1730784997480,"user_tz":-540,"elapsed":494,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"417aeff9-76da-42e3-a080-f56b5c197ea4"},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(km.n_iter_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7eUPCsqk0yvu","executionInfo":{"status":"ok","timestamp":1730785002678,"user_tz":-540,"elapsed":437,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"0fe2a1f5-6c7d-4817-af3f-402658e7f063"},"execution_count":31,"outputs":[{"output_type":"stream","name":"stdout","text":["4\n"]}]},{"cell_type":"markdown","source":["> 최적의 k 찾기"],"metadata":{"id":"OTCFBbRD00ew"}},{"cell_type":"code","source":["inertia = []\n","for k in range(2, 7):\n"," km = KMeans(n_clusters=k, n_init='auto', random_state=42)\n"," km.fit(fruits_2d)\n"," inertia.append(km.inertia_)\n","\n","plt.plot(range(2, 7), inertia)\n","plt.xlabel('k')\n","plt.ylabel('inertia')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":465},"id":"4Db6UnXP00Ck","executionInfo":{"status":"ok","timestamp":1730785039866,"user_tz":-540,"elapsed":1821,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f0222a36-ad76-4e7f-c9f6-fb6590332c78"},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["\n","\n","---\n","\n","> **주성분 분석**"],"metadata":{"id":"MFuEwXnq1n3O"}},{"cell_type":"code","source":["import numpy as np\n","\n","fruits = np.load('fruits_300.npy')\n","fruits_2d = fruits.reshape(-1, 100*100)"],"metadata":{"id":"oGKhbBIC08yI","executionInfo":{"status":"ok","timestamp":1730785975187,"user_tz":-540,"elapsed":434,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":33,"outputs":[]},{"cell_type":"markdown","source":["> PCA 클래스"],"metadata":{"id":"YNeXlWX44hqj"}},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","\n","pca = PCA(n_components=50)\n","pca.fit(fruits_2d)\n","\n","print(pca.components_.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OJsTSusX4hSr","executionInfo":{"status":"ok","timestamp":1730786053534,"user_tz":-540,"elapsed":1571,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d71739eb-f6c1-4373-ed1c-e40a30e09875"},"execution_count":38,"outputs":[{"output_type":"stream","name":"stdout","text":["(50, 10000)\n"]}]},{"cell_type":"code","source":["draw_fruits(pca.components_.reshape(-1, 100, 100))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":345},"id":"zjI3UO7n4nVJ","executionInfo":{"status":"ok","timestamp":1730786082727,"user_tz":-540,"elapsed":3408,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1ea3afad-2100-43aa-c06f-7a769c47819e"},"execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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er1AGOJruW6AVBxPnUxz8OyEwUsnGj5+u8hEEt7xeKxut6tut6v5fK5UKhWSJp/DPjeosLEGDQLv4eEh2ABzEt83HA5DK4z0mPxNp1NdXFxI2sahz92TE5+ehLyk7vx86Ci+d2lrh5C84CuuhXsk6XBywbsNnKDz9Sfe+k3lLZPJaDgcBqIKkmE+n3+yjgb5GjEhFmybe/EEe9d10N5NpXA8Hgc9FwoFXVxc6NWrV2o0GqpUKiqXy6GqsV6vA4ZeLBa6v79XrVZTo9HQ5eVlolIBSTMcDnVzc6Obm5tAGO/CArtsyIkDrp+Y8aVVjScnGvGA7ep/JbjASk4mE3U6HfX7fT08POjm5iY4Kvo+vVfN2VJpC8q8d9xbOryvkvdIaPL5vG5ubvTx40e9evVKr1+/DuVhju3Kc3DKPXHfLzmRPUnj+PEkwfED+igxrlarUBqTFMAbwdZLmABm7pdjce8wA2448/lcDw8Penh40C+//BKcSbVaDesU4tLx5+7Rf7+kxDbnAA4dYJvebuIg2tnjQqGQKE/G58LZwQAAXDivL1JzR0kiiGPxc3Js7xP+XDL3EvraBcr5jd37wmHsjWTMKxjcK8mul4AJKPTYo1PAI87S19RAMpC0dDodVatVtVot1ev1AHakbdLhSYvfz0vqjfNxzD9XPeEHVpOWIHQHIGQsfA7DlJNkwNp5ZdgXvXuA4HzD4VCTyUTZbFa1Wk0nJycql8sJn+C6QofYJsfalcQ/VWK/5utA/NgAXRIDb5kbjUbabLYVMhJ4P67bI6/z/Xw+r3q9rlQqpYeHh6AH/66TCf1+PyQ95XI5Ecs4r7eZASg8VryUr+O+sQUHewgAluQCwM938FWSEkDMW3ElBTKPRJ8F0wC6RqOharUa2tZIPhqNhgaDQYjtvo6KBFpSwjdyffGc/Rx5tK84dojBFPNvNpvp4eEhgP9UKhXWMtLO5GPA9Xk7SyaTCexzqVTSZDIJwPDk5CRgnslkEvRFRZK2tLu7O02nU41GI11eXur8/FzVajVBZLldYH+ecLyU7mL7crKJWCVt24T9h3may+USi9U97kkKtuoV68VioUqlokKhkEjUmPPp9OMa3VarpVTqsY1+PB6r0+kEP/rq1asw331thFc6dpEGLxUrPJFGYtujowcs+/DwoE6no9lsFlrqXr9+HSqJkEjEC/zCYDDQ3d2d+v2+7u7uNB6P9fr164DPPD6Wy2W1222dn59rOBzq6upK19fXuru702g0CviGMfV2UeYrcct93S4S5HPy7MXgcVnUJzGJxMPDg+7u7tTr9dTtdtXr9TQejxP9xwwQmbADSQ9+OHcpuXOTJyEeRAnQd3d3urm50f39vb799lu9evVKtVotfCZ2gh64fHK/hHzO0AnE3AssZbzwCaDGpIbJ8uDhi4vQAeDa2UWMB73hLLxaMp/PQ9n3zZs3uri4CA7QWWtnGv3eXppRYNylZNsSjpH79KSoUCiEntFUKpUohzOhOZ5XkzyJ9QTONzHwwOk9pt6S4es4fHwcLO5K3F4SuHB//O9zltYw7pU2C0CFt1CRQLGg0kGDJ1jomkTMF/I58CaI4MxyuVwok49GI3W7XR0fH6tarQYwBYvmiw7je/0aLJYfMyYoIFXcF5GcYk/8+LqFuCpMQPLe2V2lanycnwtm+urqSsPhUGdnZ6rX64nFrb7ey1shOI6DqeeI2xz3QnsA455KpQLrRnWBuYANMr6VSiX4I48LTia4f+S9UqkUdAsgJgGOd4eZTCah1a/RaCTiGfcUM/Vxwv7cOevH8PUA/jd+iwWefJ6kI5XarhWYTCYB1NHL7t0BjAvJATGiUCio3++r1+uF7gDaLkgcs9msGo2GstmsHh4eQmWzWCzuJBrcd8dk3lNaMb5UmFvxHBuPxxoMBqGdpFwuJ8Az8xad4+/9+niPhbZUdL01plwuq9lsajweh+4N1mwQu7HT6XSqq6sr9Xo9ffPNN4n1pt7dwbkR9xfPFa/+O0DHL7iOPJF0DCIp0QXA35B1vB8Ta8xhEjDHFcQTj/XVajWw9zc3N2Eet1qtoFOvgH5OP8/FJzH5hL25UNWdzWbq9/u6ubnRdDpVJpPR8fGxWq1WIHILhYLu7+8T98Jc4ljD4VDdbjesdYZsYp765h/xupjj42M1Gg0dHx/rH/7hH/Thw4cQUz2xdv1zX06KPiW5fVKisWsw4rK8M5MkFzhvtumDtSNQSEq0XXCMzw0cyiNochyCEKBR2jqDfD4fEhyc55s3b3R+fh6u3Z3gl9z7UyUOQl5uYyKQXGCU3j9Kf3K5XA6DzQQHBHuJ3HWGYRSLxVA6g2lECP60szhzR1Xq+vpaZ2dngXkhsXFnHt/z1wB8DugdGOEUafHxdTm+TgWboQrkdhNPNu9ld3Y4l8uFsjvsdWzT0pat9jniDBHf2QVQ/hyL/ufkc2Abx+9Ow+db3AePrpzxhj3nvv26nf3zsXJg6cHMe3UJrLCp/tPr9XR8fBwSDua0M1dfSxg3B/vYnSek0radAl3HLSHz+TwAjV0bBvhn3ZE7YHJ7xw4lJSqe8/lcd3d36na7Oj091du3bwMg8IR5FzHwXMDn/ppjs30va0ncBm9vbzUej1WtVhObVqB3n3+ALvxlPB+JCyQfkAK+Ow0sNoDQYw/BFbur1+thhyC2CncgFt/3SyYZkoLfH41GIcmHOAKApNPp0MtdrVZDLESH7uu8SuOVOmctpW1rHgQAgIZ1H77RCqy+pEBIbTYbVavVcCwSTXzBLrItXkv0XHEA7r6XdU7S49bLrPn0ZHy1WoVEDj+PHXmFztlg2h1p5SHGYj+VSiVULjzRIB6Uy+WQTPzpT3/SaDTS7373u2D/n8Mn6G6fOIG4b/MfknavqGI7rKPwxBXbwp9THeO6HZs5USJ92g4qKejZ1wtCurquufdOp6P1eh3W53oVA3/xNQVA73hhsViENckfP37Ur7/+qs1mo9evX+vNmzcqlUoBu9I66hUGXz+Ej8IfgGdIYLxTgjhEjHb/US6X9fr162Db19fXiS4Dx8S7MBy2+KX6/OJEwxl+F2dGmVz0KbIIxRcnE2S4UMAfRuqA38GSsxHOgHjSwSB7uxFZeDabDX1pLMC5ubnRP/tn/0wXFxfBoe5iRrmG5wbfXc4Vp4YD7PV66vf7YXLjANgWr9lsBrAA8+wtQvTyuZN1QyH4EvS9HcVZQAK4L9JcrVahOtXpdEKpN36GwZfc+3OFe4sXJRP4fIJ6K4qzy9hJHHj5jre5OEMDuPVg44DdmXl0DIsL+NxVCeDvl5Jdenfn4QscCbLeIsb1Yl+r1SqAfgII9uXX7wwI349LygQM3gMkk/TBbPH8jel0qru7O81mM7XbbbXb7ZBwf+7enyO7qge7Eg0Sr81mo+PjY5XL5cQ+/XGCNplMEm137uM8SDiAJiFxW2M+Emwc/MAIQlpcXV0FQHR6epqoLu1ipfZNbrnGXYweVZxisRjWplB9YWMKNgzgGrgO5rWU7PfmPAT2mI1FAJFs812pVELLASDP4xiBnO0kx+OxarWaKpVKYqciXzPj1Y19bY+548wrY87YOjEC0UJlClCIfvFD3v+O3fmmFW7rXL8zzfhJ7KlcLqtWqyV2fiQB4dgA5qOjI1UqlVCF4rzu++Lx3lc+R3KhB9rDiBskGSxAxv+hA1/TCWhDz+g1rnDAtDtAW61WIU4vl0s9PDxoNpuFhG04HOro6EjValWLxUL9fl/D4VC//PJLSLzb7XbQ0y55ru5igsH9DGw3eCCbzYZ5RNyjdZv2T+yTuYJ+nFSDdPD5R+LgCRX6dl/IOKxWq1DVYy6ydoFqAJ+Pbe7P6fNLZRcp4/9TKe12u7q+vtZwONTFxYXa7bYuLi60Xq8TO5p5i7BvY02clJSY2/gM2sj4HwICX7/ZbAKBTJsq69IuLi40n891fX2t6XQaxpfKppO4Lrv8/OfkSRWNXYYcVzEGg0HI3uhNJMjQQ+wG6M6ac8Q7FuxiZ13RHoClLWj2vufNZhOCB6WrX3/9VZPJRH/84x/17t27wBL5ZNtlnE+VOHnx45KgUWnhgWa0AODsjo+PA7vmawn8QSzOChGcfBIzGQF16NtZUgyelhkAAWsc1uu1xuOxfvzxR/3666/6Z//sn+m7775L7Lzh8twELdafC33H0jaBclDMJMUOYEm8rSdmjB1g+1il05/u/e5JjLN1BBkY0NixLZfL0CLiwNVBy3N15m0lsS6xB985hd5kQAVz3Ss7VAJx5J5kcB8+X3aVXrk/dA7zgh3CAFar1cCIkdwMBgN1u10Nh8MwR2iJeym9Sds1T7E4MeDrKTKZTKJ9gjK3A0d2VCEAx37GgV58Tq88QJwA2LDhuO2tXq9rPB4Hgmc0GgUm7fz8PLQVejLOeO1isL5U4oqL39doNFK73dZqtdL9/X34jreaoQuST/rd8T1eAea+SQDj87nuGE/8KeMFYcJ3SWhyuVywNQBlu91WpVIJbLikxBz28+8j3orpx4I95p55pkCxWFSz2Qz37tU1Fmyv1+vQgsZcRpxkch16e5YnPfgG2qzYkZDr9QcjOuni1SbGzq/5czH+KeIkWfw6c45xZo5I+mTecP08aBTAxbz3eEly6/dA0svaKNcNycbZ2VnYMp0H13H/jA/XfXNzE3TVaDTC9Tkhi+yrOzBB7PPiJB+fS/LoVSyOsVwu1ev11Ov1wjEkJXwLlSESBb8XSNW4rQ7bQUdOXIFBsVc2Gbm/vw8+GT1B0nobYhyjv1ScePJrJcZDLN3f3+vjx49ar9d6/fq1vvvuOx0dHQW8LCW3PEfXJAb4MSdJOQ/fXa/XoVuo2+0Gnfuuq1wzcatWq2mzeWxJxS/f3d3p48ePOj4+1snJifL5fPCB8b0/xd6eVNHwAzugAIwCBMjI6bGOF8XGLKo7HUkJh/Q5JxQzR84a+xoOeqEBBJPJREdHRyqXy2HhEK1Kl5eXgcGIF2A9V+LrJZiSoNHfysRme0KYNBbj+Za+GCDHd0bPQWvsjCihoyN078DDkz3aVMrlckj+hsOhbm9vA7P93XffqVarffHioJfQJyV5Z3cRdJvL5ULwxfZ2BVQHL55cuB6dQXUwhgNA9764GR37YnDeZ1tIGDPvcXXHuo9wnX6NvE7LCHPG+9qn06mOjo6C4+c+2OWNrfh2rS3YNVfjcXEbjQEH4LJcLqtSqYQEYj6fq9fr6fr6Oqz5+vDhQ2hT8v5qjv0cwEfQ/RwDhp7itjoW63k7Ge0t/qAzzuHH5PMePAnAMdvrLS8OZmAV8WH0hvf7/bA5Bgw4bQWuN8YrvueniM8PjhPPE1hkWE1fIydttzz2ORAvJndiAPGKoVfI/XMkL/hZ1iFAQjFGMbChdej169eq1WqhbRBywcduX/E1YW7DJOPoFoDj4A5ChcXc3hrGGHNc142TBMQU7sVbYfi8s/j4OpINb+NjvdB6/dhPDhEkPTK1/O+VQbeBp0pckeb6OB/z1NclTafTAGydqPK1Au4HsAl8uJ97Vxukx2L0yKYqJycnobMAEsLb3XK5nOr1unK5nMbjcQCqdDRI24XSzLcvZZdjceDtQsIkKTyjwVuSPflaLLZbHxPXvEpCsuIVDnTk4+7tkO5HaEtjy2Uqe6xDYkG/++7FYqHb29tAIEsKO9JxLMZ1n7kbxzKEyj8dKh8/flQ6ndbJyYnevn2rVqsVknXiAMmuLx+AVECPzE/mGjbthDKYiOuTFO6f46Ij5kehUNDZ2VmYGzc3N6EK3m63Va1WQ7u928tT4uyzt7eFKSA7e3h4CDtKwaSx8FtKLhrHYfoge6BwEBif150Kk5nvOLPM08WdNSDLI9DBTv7VX/2VfvjhB9Xr9Z1A77kJhztxAIKvychktk9TzefzarfbajQaoR0KVoRAjA4dUEpbhkLabsPooNDXKaAvrgvD9dYzSWo2m6Es/P79+8Dqffz4Uf/H//F/aDgc6p//838e2Ed39s8BfnGC5qyItH3KNEybg3q2Y/Vki9dJcOMkzAFf7Ejcdv117he2wVk0zgOw8fYFdveSFLaShKF3MLmP7mJml0BMYkiyjf3D7KZSqZBQMocAL4BrPz5/x4E+nrc+n2LQguNkS+pisRhaM3COJMeDwSAsFP/pp5+UyWTCM1/8wWTxNT5F3AZ8vpDQcmxvrcDeWQzuINXb6ZwdRdCXnz9ObmI7dF1DBBBAeRCitH12QiqVChXTn3/+WUdHR7q8vAy26XMdne8jceB1UAoYyWQyoaeY5Gi1WoVttAESAFkHEL4mzwFJDFbja/B5wFo2WOxisah+vx8qGPhFPkNliIevAQClRzbXfQNJyj6CbeyaO9J263HGeblchtjaaDRCQkTljO/6/PSEi2t1u/QWk9iHe4szIIikoVQqBSCKTrPZbNAb84L2JCcc48R5H4nnOkkNbYw8kR7gTpJIjCD2cf0w3z7f3ZaZM/gxxgw/x/f8PWm74xLVAOzGH+yXSqXCug5+xuOxPnz4ENrUaDFyu/P1D/vqL53erpfDB8/n81Bhdt8OWAbj+W6O6N+TkXic4zY+9OHzOh5T9AGpTHxy8pD2THb8It6xwUGtVlO9Xle1Wg1+ZZ+1flwn/prkYDQa6e7uLuzcmUqldHp6GkgKkjHfycz9tROa0paso4oGQeIYzzEdmI+YyXpKrhVyhU0bILWpmt7d3emnn37SL7/8os3mcS2JHz9uTf8S+eJEYxfjRkZNq9RwONT9/X2oYvjCHge63kfvzs4HLg6uzox5W4gbr7dvDAaDRDWFgfKAxOvSFpwD6n0/aL//lxBn9WgDAVwxoPV6PexE4Pujw7h46Y+JjKNzvTHRfa2FB0LfBcIDNWNBEPEA5eVJevtgtqhsOPiKmcenCGMes+eAVA9YDoa5dhK3zWa7dTLAC115pSMuyTqjjL05q8i18XnfFcerKlKyfOzAEqDv5XifA/sAFwKhs0K06EnbrY3T6XRgveNnYazX250yvBrpARcdxYxOzDr7++iFBKJUKoVkwZ2XA+5CoaCTk5OwxuHDhw/qdDpaLpdhF7mYkd030cBxk7jE78ULj3HYlMoJkp78+ngyT+PWMnTjP+ghtj8YPhY4w3J6gszx2YqUcZ1MJvr1119Vq9V0fHwcgD72761ZTxUHFDGw8D5k2DxAJ5VTPjsajQLo88WyPr6xXTkr7/HA7RV9Aqa8v1xSqLxzHBK1zWYTKs+ZTEZv3ryRpFAxd3+7r6/z6qtX/ZkH+Xw+sIr0fQ+HQ9VqtQAEuRdfxOuJUJzgog+vBvHja2a4Fq8e+7brtFvy4+uAsHcSxuPj49AW4ovD+X8f8eo08wSf5QQapEY6nQ42GPt1Z5V9LmATbt/o0+Mx52M8+TwkAOOHXojtDhAB0vV6XY1GQ6PRSJ1OR3d3dyGpA6N4xf45Ahnm1T6SHtcJ6xrBfp7w+LpEfCA+wW0wJgd8/FyHxF/WFQCeWcDv62qwg1wuFzouAPvSdqMTt2/GicTvKeLn9LnGuXu9niqVii4uLgKOI97SLUByCMHoz/+SPu00AQvik7AZfAS6Zd75M1u8W4cuAbAnfpI2Kh4J8dNPP6lQKAT/EpM3XypfnGi4E/HAwSKx4XCofr8fytAE25ht98QBo4JR8IuPA3PMau+6Pm9DosWD8wNuUD47ini5NJPJ6N/+238betZ5WBjn3HciO0DGGGhlAJiwmxQLrFhsxQ5Anvx4uwOG5sGVcwIaHKx7IsIYoTuYa0mJAOOgnOMx3kyWu7s7/Zt/82+UzWb1/fffB6fzXPGx9yRjvV4n+mwJJOjXHaPfPzrjHj14euLgSVfcRhcn3bCusGQEq7hcScsR203izGEh7+7ugtPDkewLXGLwCvvJehvmnN8vDp7/+Q7JG3PJ11U5OPGkw9nRuC0CEJBOp1WtVvXu3bvwNGdno313Lpxwq9UKC4jv7u5CksvaJQdW+zLLDii8nM21YWuMMYCYBMWfheGMqI+js3YOgD2p9QDt38PGisWizs7OEoDGmWmvpMGkUm2+u7vTzz//HCpIrqt4ketTxAmBOJmmXZBzlUolpVKPi3Sxd3TK05mz2WzYleXy8jIkBE46ub054PcEwxMU/D1646FqjUZD8/lcnU4nzFmquLlcTjc3N1qtVup0Osrn87q8vAxPyPaK1b7ia1Xi5B1ASqWHpBZbcHLD21sAe4ypVyY8GcdOvZrKeT3mSI/JWL/fl7RNPkajUSKxYO6wsJTdqObzuY6OjtRqtULvN3E5xgpPkZiIpN1TUgDKVHyIHZ4YYBOAW1p4pOR8YE7iy3ktTjQ5HvoHsOdyuTAHAM/1ej2MI+w7/oynQfd6PaXT6fAcslarFfAJ182YPFV8bSP/84Rvr/6RUAOGeWAycdXXQ0Ec8F6M35xkiYlkaYs58AlgIHZ3BGwTx7zdHf1RbQH4p1KpRCeLtG2TZQ3DU/UWYzEIWDBwrVbTq1ev1Gw2w9xyPy1t14343CR5czLL23TjWIl48ktMAG8sl8vg4/AFvv6WVq/NZqOTk5PwjJy/+7u/0x//+Mcwv71i/6Xz9UlrNBxQEOzpBWVye9uSZ7quWAc48WI9ZyQ4F+wMNxf3TZIlk/XD+sTOmv41jsVuD4VCQcPhMEywP/3pTzo+Pg6AzK9rX/HgS5mUQOHrLeg7p5Tlma5PLK7JJ4w7a/9MDFj5zTlJNAhWsQN2hgowd3p6qtFoFNq/FouFut2u/vZv/1blcjnRlvFcvcWABdvwqhhj7b3ciNuf2yW9uExut7FdlTWckoM5QHO/30/ojrHh2rxMyngRbNbrdWjxu7u7C72x+1Yz0Js7b3ZbiddkxOVumB7ADGA5XpPBvXkSyn15JcXnP74BXZycnOibb74JD6dyZkb6dA/8dPpxoTgPNuJZPR8/fgwL3gBiz7E55oW0BWBOtDAfeJ0g7A9F88XyfG4Xcxv7RicOPCi5PjKZx3UG5+fn4WnWjLknKZyTMSCZAyiSqJVKpaA7xnpf8bnnzCHH9WQVtg0WniQKW3PAiG7Pzs4Sfoz5EZNPnwMvMMaAKGdNS6VSWBTJfEafMMgwuNjc6elpaNPwsdpXd8w9rtGvH0AIiANwrdfrsPWsb4xAkpnL5YJ9+vHcF7mf4zycw/vAx+Oxer1eYsMIj798jkquM+O0Ui0Wi/DkcRIQfMZzhQoEmITzeNKFEMucKcYHYXcsXHa/7ow898/vOOHAJqisYz+sa+H9Wq0W/IZX3guFgo6Pj9VsNvXx40fl8/nQog5DHxNfTxWArM8PdiRiDGmFoxIEyey+0heySwoJAsAUXxDH1c1m223gbUDYmFcC4g1gIGD57WQuLcCQ391uV41GI9jc8fFxmEONRuPJevOYCa57eHjQ/f295vO52u128K2MJck1Phm78CSZMXBcQ3LrhCj69G4MKoX4fifb6SKgHY41QizcZwxzuZxOTk7COTqdjt6/f59YxP5UX/ek1imMAqaTAYSV8EnoNwkA3OX0SVr8fWcFpC3I9yzKg5mkxIOWGCi/dhhkB0Gj0UjFYlGj0Ui9Xk+5XE6j0SjsEsD6CAYNhuQ54u0o7lgzmUzYbcd7M5lMXhZHF1SDmOAOXrwKwGuuS2+hgmXHIQCEPEnBoeCEjo+P1e/3QysLSedPP/0UepjPz8+Dk3iOE+S6vf2NMQG8AHz9M9J2YamDVm/twVZ4zz/H+T3RiBljFqLhIJ2ddrDDXCBw85u+dNZHdLvd4NR9q8WnioNMb5vDSW82m8SY+8L11Wr1CSvPfaBvgq+DFG8/8EoG4+dJXqPR0O9+97vQLuhBx/UWs4as5Wi32yF4TKdT/fjjj2FXNvbv30dvXCvnRwckF24PngDEbWXYkie8/lkpubWoj7PrwL/HsSqVii4vL0Myiu0RUDxBdV9Atcyfk3N7extIFWcg9xVPmrxFkcqtJ+rYiuuSB/px7Vz/aDTShw8fQhsY8YLvxeSCV4viuONEFQBgvV6H3yQbgFXAEb3NzI2ff/5Zf/zjH9VqtRJPwt5Xf8wDgBcVbK8eUI3vdDpBpzDN8cJQ7h8w5bEZnTlhFyfSxAgqKf5wMCcFOBcVA9+shGSHLYWJV7QF5fN5dbvdgAGeEyfc96ZSKRWLRbVarZBM0qqJrrwF2ReyO1nHsZhPrr84QcOW8Rf4R2yTHYak5NoNB9PeaoTN1Wo1pVKP7UPNZlP39/d6eHgI2y77ufaROGlifHydi5Ok7G5E1REf5Ew5x/LWbCeqfI4Qg4mL7ru4LrDXZrMJySLVKa9G0V3gLWsQgdfX17q9vdXl5WV4nYQKYP0UcYKH9WedTkfD4TA8joAk1z/vPhpMwGteAS8UComt0p2048fJ0ZiUAmcSNykO0DrIOLPgnCracrlUPp/XN998o8VioU6no19//TXsfEqi8hRs8sWJBuwnAw0jT188g4ugSJTrbTReOkK5w+EwsYWqT1wP2p69c47pdKput5swdB8MFO1VBYIHCxIx1EajETK4RqMRFsv4ZHyqOLvIAiqYPC/jw6ow6Zx9Bnh624o7KSafZ8acG51LW+eIgyU4cKzY6TCJvJeWSXBychIYSN6fzWb66aef1Gg0VK/Xn80wM1Zs/ch1UZbmNQe3XKNXN3Cg2ACTlKfeuk7jsqS3Ynk5E7vDEROgPGnhmN4OAZOB/qmuHB0dhaoc7SzPrQixqwlAiuDKZg1+z2473LM7Pg/ki8Ui7MrCOMXj5q8xVrCZv/vd79RoNMK4+Rg64PZkY7PZhB7n2Wym09NT3d7eBn/0448/qtVqhdL5vnqDEfV+f/ybr6Hh+uLEBH257XllhvfxCzEpECdpvn6qXC7r7OwsVIGw5Rhox2CSzwL6IBfu7u7066+/BuYZ4mffqoYnT5yTYEcFL/ZJrmfXZQycBoNBeLYALaau6zgB5D3Xk1cJ8B0OfgEejUZDd3d3iWQdH8ycZbEp1bV+v//J+Z+qO1rviIPEXWyAhbdsIILN5fP5sGMcSYW0nUPp9PbBf7FNuj3HYIi4RJXHqylcH4kudjuZTMJ22fhdNrsAP5CQlEqlQBDGz094ihAv0Zcv+k2lUqEv3qsr3KcDPeyX93wOelKLPfkxSGjQhbd++gNyScClbVcH72FfYK1erxcAa6lUCj600+nol19+CWs7Yfv3EWfKwWC0/3Dv4DeSDDCf4zJiiANZ7tHH1c/nVU/XOfiMhJ+468fjd7yLJuRALpcLO3YC/v35Pd1uN7Et+VPFWxKJQcRFbO/4+DjxrDMqjJ5s+Vx0PEMCDLnPZ3mf/73CAZkeb8BA3Hfd0SbvuC+TySTW7S2XS/3000+6v7/Xr7/+mlgn45jhH5MnVTTIknxPeBY1s5sNTtiDRQyOd2W1gEAAGArwLG1XQFmv12FRnB87LmviHHGcGDOVEMqQ/H19fR0W2bXb7bBIcB/xhMoze99Cj3Uh9EaSbGBwXs72BYIECV7DaFxPkj4BjOgUUIHzdcbVM2VPJkhuWq2WlstleL4C576/v9fV1VXYMs0d61PFkzMCGsyFAzBn8qTtTi1x0sCPV3PW63XoQ/XJz5jFoBGHwFogTyj4rrNhHsB80Z7bOUCB9oJ+vx8W4e+juzhB4345J4HCAyv6QK9epnamGx1677InaJ4suD2uVo8LMb/77rtPniqPxM6Xeeu2RwCZz+c6PT0Nvufm5kbv378P+98/x+bQhbdmYmt+b1w/jtd74f09/vYE2HUZJ2ZxJQgAc3JyEnbF8885UPfz+jG5JuYk/cTv379XsVjU6empUqnH9Vf7ghbslYoXoBL/Rb98TNz43MFOpOR6Ba7t48ePevPmTQCNLq53/ue73scdB3p2peEeaBcBzDNu9Xo9sWbp/v5e5+fnury8DL3VX8ryxYKN+3o8qqUAmfgZNgB3yKbhcBjux8EZcYP2Da9wxrEY/wX5ISlUrz9XnfaYsgsojkajBFHGWhhIK8cP+wj3hs8qFAoJP4APxo95PIgTBr8XTxyIG+z4Ffu5OKlFp55ocwzsHNDtm0u4vUqP22ZDnKCro6Mj3d3d6e///u91cnKi+/v78PyEp4qvB+DckF5OFscJmSfoJEDEC0mJdSwknPgzElZirvsD/MZms/lspRDst16vw6L+mLTJZrNqNpvhgXSLxSJUYUgceUJ2vV5/st64FxJ/iAYqrm5Lnrgzlugc7Ivtxr6LuLKrSs24uJDk+lzytm9JCUwOye72jBSLRV1eXoa1QTxfY9dn/5x8caKBEcL20fNJZYOghTGhEH+UurQFfruCDIy4s17eEuBGxPs8SZvPeoBGoQBTGA9e84yM5wTc39+HBdg8xwKj9En0FHGmx4E923mmUik1m82wewwD77tzeWk7duoAsKOjo0Rlw1kEv3bG0rce9jKug5gYOPokwKHDCpTL5ZCQXV9f6+rqKjAx+wZfrskZKO4BZ//nWH8PLC4ABSb4fD4PPc4xSPQSOK+x05oH6Rj0edBwZpHkBl1Rpnbdsgi7UqnspTe/b0ALzAZ2EbN6AATG3dcL4Njd9nbpH/2gK4IKgePVq1d68+ZNoicYicfJ/yZQwBJms4+LhM/OztTtdkOF5vr6Wm/evNH5+fneiUZ8P8ypbDYbrgO7dJCCMB+xUfd1Xn1An3GC5uycf7/dbqvZbO4E1z5vfa66/aLz9XqtSqUSWOpOp6Orq6vQqrkv2JOS1Wp6gD3537WNJD5ss9kEH+3Jsd9jKpVK7Pzk1RAnXuLkFYIpTtzxfQ4EGddyuRxaQ4kVbNoB2KPH+fXr18rlcokHAO4jtAbyYECvOjKOngQylwFuLCYm5saVLbZ5pU/ddRSDImIOawJiAM347IpR+Fd/XoGkULEfDAbq9/tKp9M6OzvTcvn4ENPnbCBCa8hqtUrs8kMVgY4HtxPuPSbonFiKY6DbSizYP8diXHiPxCX2vQBj/uf7TkZSKWBtaTqd1v/z//w/ev/+vdbr9V5btErb8fNNefz+PHH0yhNsO4kUOvVWH28zw5f64n9ihZPTEJ5UCPyzXKeTKDERK20r6Ol0Wu12O7Hpzmg0UqFQ0Lt373R2dqZXr17t1XbmXTKQAL5tPO3vPhe5PypXVDGdXIlJmDieSluihO977GCjiBg78z7xmOtkfZ4nNWwjPxwOwzPcOp2O/vSnPwUShrH+EnnSrlNuGAzkeDxOLAr3nTMILN535wboCpSSrTq+6Nknv0uv11O3200kHgw+xgoLQHtLHIBIhqTHnj/aVmglKJVKWi6XOj8/37skzuDGC8Cr1aparVZw/uxugt4wUG9H8MzUwaRPujibdYfBd1mQ7qVGZ3ic1Y0dgTsHJnm9Xk/sqsSuWsPhUMfHx3vpTUpm686+OWPKPTp42/V9xNtCuE+2faXk74muB9BMJhN6lWNG3wGTvx63Gfi6B5JrZ8rpxR6Pxwkm4ylCIo0DcZaWHTG4Pk/0eZq5tC1j48RhYHjdEyxnW/y3s3YXFxf64YcfQjsg+iRIOYhBb/zN1p6wZuiSEjVbGLJuw8v9TxVvL/S5RDBgrHC26MD1iL695dD1wue4vziYxElfq9XS6enpzj52T1a4Fv/tyTqgG1KAYPLx40fV63XV6/XPstZfIn5OEnjmEPfiAXBXMogO4qQAm1sul3p4eAjtm04OuH/iWN6u4omQf9YTMf9OuVwOVQT8TrVa1Wq1CiBiNpuFFtvnsvJUiiHHWNBKeyu6c7uiqlyr1RI780DYefKK3UpKVHD47T+pVCoQKq43F0/sPEFOpR6fDcGGJr5Wj+sfj8dhga4TIfsIvosdnWg79njoYI9rdxafOee+i3tze3GfFft69wFsGc7/xH0/t1fJ8fWZTCasz/NrhgTwTUzYPe7du3d7684fFrtcLoMte9LvW9qyLjebzQbfLiUJAydAnfR0YO3z0OedpPD8FY+Z0hYDENdIrBkDvo99Aahfv34dtm6lXfrt27f63e9+tzcJytzn+97azQJ+fIS0jQv4Yqo1xLNdiUQ875z4c5+ObulEIOkkmeF1PkfS5cklmNKrmP5cIZ5JUi6X9erVqwTu/kd19aVK9RYWDI82EEpvZJ++2JVJz816JcETDgyNyceEQqEMJsqgfYvzwRTEAdcHg0kBAIuZGS9Rw7bwFF0eIrWPcD8EIbJaAhcVAXYgoJpBZQMd4ozjhe4EGxhoZ1njJA09AGJ3MQoc1x1uDArQKw8fQq/08dJa1O12dXZ2FpK5p4pPMA+acRuLJ7AxW4V4hYcA4yVjXxSFjmMnxMYBvjGAf2ZXsuGsI/OIueLP3QCYErBhNPeppPm9MVbOojlrFSf8/I0zx6G4w2O8va3HS+uMGUnz+fm5fvjhB7Xb7UTPqpdw42oa40hiSCAkCBIIX716pV6vFwIabQT7zlf8UAzgSaQZp8Vikdj3nM/BnuID42SDMUCPniR7QsrrjUYjJBm8HgcedMZ7cSsC1+LVFvzKfD7X7e1t2LkLILqPOBECkeFtIT4fY+IHW3LwgX3ESdlyudTd3V1gLOMEzJlrfK2zzbzvVTtvv/C2AgBePEaLxULFYjEsQD0+PlalUkks+n2K0FZBwgK4RAfEOt/UxP01JIHPV2/HIXEGZHh1JK5op1IpjUajxFoQtztpt+0xNgB8SBTiOZ9lTLvdrur1uprNZqh07CN+LraFR3fSI5jGZ/tmDMwJdMnvuDLmv+PKj4NpwCKLgr2q6QQC48F30R127LspxcdmzhKL7u7udHp6utfOSYwj5I8kNRqNsI5rPB6He6AbAxLBY4Ovx+CziGNAzuEP2YuThMFgEKoZ/Lg/Za6ie5eYyGAL4M1m207EGorj4+OwC9U+a9Kwa4hVnv0DLnXiAj37ulFfMwUhJ21bKONqJHOIpD0m/dbrdSAkWB6AfTseWq+33RS0XPo6K7dREpFvvvlGV1dXgdy/uLgICdKXyBcjGAA4wIhA66wQbRkAYozC1xp4NoZifSBIJJxJYNJjVJSGXJFxqU/aZpiSgnPG6CUFx+ssBIPV6XS0Wq3Cw3Imk8leD3Xh/uKMPJ1OJwbTdUUy4aVfgIEDNAfUBBCckbMh/jkWcrnxuRHGzjUGBj42BD3avwCBbH/X6XR0f38f2LZ9dReDps1mEyYU4mVaDwL+fsw6+zmwn8FgkHDoXt0B+NMCF7P3Xnlw241BkjNYBCF/3QHqeDxWuVx+st5wVJ5sp9Pp0KrliR9BWto+NMwDKPqL19q4k/HvcD6qD6enp3r16lXY7s+fheB+grGDbPDxjO3VWyOWy6Wur68D2GLnuH0radgJY4NteMuUJxOMq98T148+GWM+w2//LnbnQQcQRvD0MY0D9S52yZOMmI1eLpdhPdBmswkBxFtXnyqQD55YeA8wzC7i/sbfc3bW/Rf3j8663a6y2cenGEMeEUPi5NgJLcbXCS98GufB7pwZ9x27iCcszm21WmGXwn2ECoqkTxIbWG5PbuJqAvcB05pOp8OaGHTN5yC4vPLv142vQ0ceCxhbKdnu6H6aiiLPF/IxQ8fErPV6HdZIxjb6pcLYpFLbhyxS1YEI9T50xxoQjNyjkzBus+iJ+Avm8Z0gl8ulbm9v1el0gn4QEga3ccdGxBvGutlsJhJG7xi4vb3V3d1deMr0w8ODXr16tZfuuEaqGSRpcWss+nWS1hNLT4YcJ7CjmCcavlDefQXrHbzTQkoSgxwb8gwyAF0ynlRm3I7T6XSoDrODErH2qQKWAhczTsPhMDynDRvDH0nbhwoy9zzZIMlgrJ0AIMHDJ4EdGQcnOJnz+CgXCM/BYJDQH4kvRYR0Oh2qt8vlUq1WK8TW5XIZHqD7JfKkRAOj9l0wmHSUa7hRGHlniryFJGbZY9aWgfGqBpUM2o/csUnJnmQMEeVj5O5UAV7e7pVKpULgLZfLiUqOg9OnCNfl1RtayqSt4+U9n5QOxHwyOYPnxuWlX5/E6/X6k7I+OvBMmzFlYjvLzLmkrbHi2GF6y+VyaCuCcaGqsY94AMVmmAiMsTsgByVxwsrn/H6cLXJ2kNYIALkn2QQu1z3nTaVSoczM+Dg4cifslT3f/xonvFptn1HyVImTQnfQ6XQ64aC4FuaYVxhiQLHLFpjXfA47PDo6Urvd1snJSdgqmqSaz+Lk3A7Rmc835jusmveJrtdr/e53v1Mmk9H9/b2m06nu7+/33ryBeyOhjMEqLDBAKk5q0a9XT73a4GAnbj9wMFepVBJbufK+J9i7xtbHCXJC2i76dL/L4sjN5nGHm16vF8ZpHwEsY8Pux6Tt5hPcr+805P7c7dZZea7bWT8CM61D7te8SuH6ihk+X7CL7+O4+AIHLL7JxWw20/39vU5PTz9Zk/AU8WSCrSlpzfBWKIgCn7vOlqMvb6EiprgeqV7F9kdrjMcrbyeMkxI/rreC8Jo/ZA1yajqdhnugS8LbTJ4qgCHfptnHX9r6M2+99Hji1T5sBYLBqxJeVeR+iBO+ngU7iKsWHHM6nYZrlbYkZDabDVUZabv9PMe5u7sLvo3zQozuI8Qa7ICWVNbTcO/+7A9a1H2XJLctJ6L9Hv0aY8Ye4A7IJT6gE+Ye8zOTyQSbYd6yhhi/AYbkGTnff/99uB9a2dH7UwXyfTqdKpfL6fT09JOdWbkGj6u+tgMf4oSwV+eomkhbInM6nYaEEB06vnD/FZPIPi8gATweQxRJCtX66XSqer2ub7/9Nmwnzxq1L7W5L57VZIkYA1ksFxaXA31txq4SobN9cQnYf5wxoCRFYPdg4oFESoIknC+JULxlWFwx2eUQWBS4j3gyhM78IUA+4TzYuaMkWMcsHRm8tAV8Hmg5B4v10X3cohDfux9rFzD3+2H3CR8HJj0J6r6gL04oYwDgzGN83btYijg54578/kgU0L2fz4Ny3MaCwJ653pzVdpCFjTnr5/eWzWbVbrf30ltsdx5w45YUB9Kc21nbGLh524GDXYAbSUar1VKlUlG5XA5BAeCMY4NN8aTYwRqgwH2G9Bio2PLx/Pxcg8EgtC3wRNh9hcDnPcDcp7R9mBT25/ORuU3LDcAU24pZfe7F77NWqwWW3tlV/3z8WnwdjIe0Zci5N+4PRorq2WAwSADxpwqJo1d7OKf7LmwL0sqTYq7Xy/neBsNnYttbLBbB1rCfOMB64OW3+0PEySXYeXyapLAVOcfGVmgN3Ec8IXSf5+1S0mOyViqVQuLIfOR7+FpY6LgV1+MIrcHYHX3tHpc+1/ZG3PA4wnnjNgwp+QBH2HH+ns/noSVyH2EeOu7AJnZVFKkm49N9wT9zx/WIXtkIh/uRFBIN2G10xjkdlLu/ZY7QCYKv5eGQnqzxHtdQKBTCus5isRh2BdtHALXEPRI2bzvCjjyJxK8xV+LWXF8XG/sU/DzvsWYUPaFbJ1nwLd7x4YSrE5Loz3Hq69evdXl5qeFwGB46yTqifQX7Wa/XKhaLQX+0p5PoM198vV9MznEcT2ax4c1m2/nC/OSzcUcAcwy7cRyAL0OfngDxOe9cgOxMpVJqt9sql8u6v7/X9fW1vv/++8Sx/5x8caLhDDbGwKRk4FGGP3HTwQk/XiKKy0pxwMExzmYz5XKPD5yiT82f4eGsDsdhwMlYKc/yOpOcAcb4vXzoi4v2Bcv05MP2sKc4bSQ4R2cWYDodHJLRcz9cr4MIByA+VujIHWxcDfIkjfcYPz8un+MznhjxHYQEbd/eW8YFZ0zy4gHEAYSU3P+cCenJlF83TtETL16H8eA9dyoOUGIdxtUTgpQzt+gT1tyfwu12BjP5VPFWKHbK4dzMBd9hiPtx4IKDc51wnzgjvodNAQ5brZbOzs5CPyxPSJX0CYPirTUcn/HyY+5KMnk433L5uEAY/0FL0D7iYw0I8f5yBy2eOMV+jISTOYgNY7/u/5y9ZjcQxtDXqzmj7ADPKxfcQ+xTffzn83liq0fm6e3trd6+fbs34KN6Q9UZvTioYBypsHqFEOEauS+2fvQ5y3xz3+/+ALDnVTISHmyM15w0IHZ4dYA4x/ax7NDlMW0wGOj09HRv4EI1xv0V1xv3uAPUfbFnXAHELuKKAnOO+VwsFrVarULLCjqIEwjGBYkrBbzHfKaaJ22racQCPw4bX1Sr1b132fN1bk6A4L9hnrleTy4gE2MyiGN4okFFDr+JDXiljnFiwbavs/Bkxm0XX8gOQIwl2ACbvLq60mKxCBVdfvr9vm5vb/fSHfaPXsAdPn/5HPfLd/A57m/4TXxZrbYPO/bqN0DX4zi2jp/E/n1rZDbqwbYA38TQmJDFF1xeXqrRaITvYofo/amC7cDuM4YeyxjfOCkCR3B/jLkTocR9x3acg7bXxWIRSCxsFf2R9OBLGVcSSEkJLOwFAXxLLpcL7VOlUknNZjMsEicx/BL54kQDoEQg8W1UpW0WxATwBYCeNDgrFTO8KJMAEicmJAnsugCbycIhb2vBgH3SuoNx4O07GG02m9Cy0Gw2VavV1Gg0whM49xGcHNfO9oU8PZK+Xq/OkJQ40+ZBlGvBEbhhuYPEiRKICe7ONvHbgZ4bkDveOOGImTd/6CKsKVWNfcQXjXmigeNCJ4B6BxHci4tn/nGfqJTsBWVrTt53PTlTw707o0cixLXxv5R8VoVXy9AVAY3z7aO70WgUSsYwX9gVzorggB6cWfY544kBOoqrIoBB6XFdwfn5uarVatjL3tvQnOl2kOyvedLmiZsDH/wRgaXf7wdAenV1lfArTxECF4wX53Egj7/A5r310HXoYM0TOU9kHOh7i5HrwKvD/OBP3S/xeV6P5yvXRQtqXLH905/+pO+++25vsNxsNhOVAGfLsD/mgc8LT9B9vPGD3AuBNL5nmD0WWMLWcx7/rP/tQdyrTJBb7pNhpjkmcwmwApnigfwpUqvVAvnlLXnuz7h/1ynxAH/D5/z+FouFRqNR6EDwllw/j2+R7uAPX+GJl4NMbBQQ57Hf48yuXbmwAZ7lso+QTFEhg4X3qrrrh2sCgPFZb1txgsnnNRhC2ibE9Nljq74m1M8rbdcfeVyRlPCRPl/RdbfbDU8Ed+Jqs3ncyGTfRMPXrDLWsNipVCp0QqA334jDK37So+/k+TMkePF6Rk/SSNBog3J/wbbsJBfgS/5Hd+ABMABj5qTE2dmZTk5OQiWSitBms1GpVNqLzGs0GsHupO26EzZ0KBQKAUfgO9AjvsMJJ5/n8ee8Q4JxQscQUl4t80QWO2c+k0CQgPlDBDm3kzbgCHbt+vXXXzUej/Xw8PDFxMCTEg2/CYzEnTiDSnDAKTq4c/aZZMQTDm+l8sTAs2qOQ3An4SDQOFMRgxceUkZW6EB+PB6HHabq9bpOTk50dnamVquler3+xWWiWGjjQC+bzXZ/bNpJMCYmEK95AuB6jkGvBwtJoSLCRI6TBRcHIBwD4wcM+XcxXGeAfEGWsyCAZt+l6SkCaMEGmJzOkOIc/RrdgXtLCfpzIM31uqN1FiYG5a4zjuFMKe+jG096XNe+FsOrTGwXzX3uk2j0er0ARHnCPc7JGW4HE86mcD8O7B1oxKwnn63VaqHESluGP4DSK1+MBXpzRlnatpKQrHmCjc0RZAkm8/nj81A8WdpHfCcRgCYMmtuIt9LEQcKBAH8DPKgA+7jnco8PIvSExqskJA0OMAErjAM+BAC0K/lZLBYaDAahIuzkC8/U2HchPYv0SZBJZtzW+cGe3A+7L4uTe3+N38x1X3jM+MSVMvTpvsATIMaN83hlhOOxpsETX75H3Nm3dYqt1L065T7DAbrHCMbXGVXE2WfiH6AQgAFYAchxL+4jvGXSfQX2yS5JCDr01kgn0HwNkM/zfZhlSeFhaf6gRSccY1+MuG3QV+9VLq/UxuOdSqXCDklewUSv2DwJqyfMvsW399uz1pWxxh5Wq5U+fvyofr8fiEt/LhfPANtHsC33a/TukyxgW04sOvCVtnOJ+0IftEXxGXw+uuXzHme86uFrU91uPEHMZDLheSPMF28zOj09VaVSSbSDecL0yy+/PFlvtVotXLPjE3bv8zgHaekJg2My7xgiSSXmxGQc+vHqGuMWE/R+Du9K8OTPn/fBMZi7R0dHoTpNcgYZMZ1O1Ww2v0hXX5xoAIABr575IzghZ3tiFk5KbpeKAbsT4HUCh/cRuxOACSGI42DdGFG2G3Xc40aAg3nAmeBgUPy+rRgetNgVh12YYrC8C/QRlB2U4dgccKA7Dy4eQB14OShyZ/s5/cbgNE4OYcpwmvT60re6b6JBCwlstb/uDs3BGffp9+2B251aXBFhwgKOvDqDbvkex4jbObApPyafBaSgZ2mbgDO/XNfMs6cKbXnlcjnBUHmy77bh4vbgSRb3wtijWwAMjgiw4GOyCzg5ePEk2cFmPEYxsyZt+5154iqVhn3XaBC4Hx4egoN10BlXCrytx23R55HrmeCBLil/e98x/hKAS5BxG+T86IXzepXSt1J2dps1JjxjiPujpWrf+cr5aHPl+J7UOIuH+Fjj73yhpI+97xQDIwdwASCx4Bgf4TpzG/J5GJMHnrDwfRZrw+Iyl2ezWXjmhAP9p4gTO+7TuSavIHAf4/H4k4SI6/aqF6SVJ5XcF+d0AMnccvDiPhd94Pfd/rlG/w6Azkk2J7M6nY56vd7e5EAqlQprZqhoAZ58TN3P+GvMF++NR19xmy46IjFhLnkigg07QeJkqVdD1+t12GQHWS6XwdYAdt1uNzxIzdloX7S7j3BPXuHHRiD2sEfGZ7XaPmAuXlsApsN+wWOOwWhLhiB2UsuTBWzIE1yuDxISPVBNcaKCLoF6vR707XiRz+/TKoqfLJVKuri4UC6XS6wjjklX7IeEA10wN2OimNjN5z2ZAKs6cew4kXkVJ9cks+5LhsNhsCG3qXw+H9YL5fN5DYfDQCDiP+LE/XPyxR6RpzuTZODIPYOSkk/t9gzKA6S3p+wKOAAusnZnFjDAuIWFAfLkRtqurXAm1ctCDAwMAsGJNi2yaN/S7alSKpXCxPStEn0vYwzJgx7iLLgHStetMwWSEgELJ+fJSpxgOEj2DNtZ0Liq4YwsDAFtMjjHPwdov0SYkAiVFNYFeVUM8RYIX2PjjktKgglP0ChJOhP9ucqH//i4OKjn+y44CYI640fvNTp3NugpcnFxoVarFRhmKjTe0ujXAmhi/rhtOOj1aiPBGKCKfTtQ5vuxrmJW2QESOpSSi/Y90fH54i1EXh3ad03VdDpVp9PRdDr9JMjhXD0Bd7bT78nnioMM7pWxYAtSbB2b4NwQMW53fIa1ZH7eeF7H4Ip5QJULGwPosTh3H/FnL/i1Mja+PiX2aT7f3KfxP3bpoNjb+jwx82oGa178/l1P7iMZH/wL58LGCoVCuH78N0QLDz/cdytvEgff4Q6G00Gsz092BcIe3Pd5zEOPsNXYDIkKtsa4ozvihs8DX1fF53bZvl8n4NDn7mw2C1uBjkajUHndR2q1morFYmh15jkQXunBHl1HTtiRrPicddLDK0e+raljnl3Hwr/jQ2irYbywIenR99CO4kQoOoTJdpbaNybYR8rl8ifkkSeixE7HAOv1OrHuxu3MP+tgF5ujChFXMrEt/vc4g5/YtVECfgOw7pU3xp7K6XA4TJCkR0dHajabe1UhP378qIeHB6VSj+s5a7VaYsc+nz8xXuD+GDPfhllKbtiCP0OvkIbVajXs8On3znk9bjMe+GE+u1xuN2PwlkoIBBI4Kp/EKvcnXyJfnGh4SZNMkLKa757AwHrvsDPgUhK47ArC/p34+w6GMWAHKQ48XQme5EjbHmi/p3hNhBuppL0XqrF43RlfX1RF2dIZl1hXcbLh9yQls1kPgM5s+v06A4FundnyMeGzvhUl75FIOAAEGHE+mKF9BGeFU4IFkLYMDJ/ziYbErWcEjF2VENeL3z926ckMEzYWD+58323PdRO3SXiigkMh6X6q8EAiKhsADOzenR3zxkGeX4//jS7RE3bG2hxn/uJqDsf28eCcu5IR9x/+fcY4Dkiuy6csVIsFkJdOpxPO14OXJ91+T7sSJa/kOnhm/HkyL/rzBY3YupMEsE4EgdjP8nnO7/pnPvMalQZ+nAHfR7Bb1rZwzrg6yvXigwBasX9xXSIeTN3v8TkSRP4naMa+1cfIyROEeUoy66QT7bCMP7HjOb4OH+xzyBOuuFogKRFH/F5IvPg8vsd15IvtAb9+H9iZk4kkyFSR/Nqd8Xfd7tIpYJPEdr1eq9vt7qU3zpfL5dRsNvX69euwVocH00Ia4vNjOwPMxb6H5MtZcPyeJ+TuE8BKTkwA1mg9cdvl+yQdDvKd1HC/4S1dqVQq7Gz0HN05ASwlfWgcm0iuPRnCRzJX3Pf49Xvi4eTQer1OLIomMcGm0bn7wTjB9aqBt84zL1m7OJ/PA5NPJfSpwoOdB4OBut2uarWaKpWKTk9PVa1Wg/92vOZVROYYfsnXvXiiQXJKGxPk0GazCQmSj0/sN2Miz2MI53CChoqGr38kDmHHi8UibGj0JfLFiQa7u6TT6QRYoQzmoM0ZtzjT9QkZK4P/3VmjFC9pOvjzLBhlxOwi5/SgwUT168Mo6PNkF5B+vx/6zfcR7j0GCDHg4McTKQ8kPum5p11MEkAJMBvrTkoGVwfzvgbBmQQcsFcP4gSQxbPD4TBUvtxe9hEY0n6/HxIZmBycntuCgzlngaVPwaxPImzHbdN17Q7Y7cuT3bg9iL+xAQI1NsgYwGT4WEnJ0u5TpdlshmcwALJ4Om7cDrdLV+jaxzd2ZlTlmC8EKj+23zPfdb34a7Ee3THGYIX3YWokhQ0iptOprq+v9+6VJ9n2/fGduAAQMM7OsseJpgM0GCTGmoSCKqDfj9uB+yicP2MaV8rcR8Q26PrGN7gPSKVSgRXed9cpwDJtEZ5ExIDY743v+o8DCfdBsQC2EE++YsDNeb065gxnzKQyVlwf341f9+rxvr4OIOL90u4f4iTbq2JOnvjiXuatx0jmNTECP+qMpccffvs83zWP+R8f4OPg78e+h5g/GAz2fn7LdDoN85WuASpSbB3OuRwIU3HwrYoZT6ryMeagPcbtw+MB8ZSYz5iyfS/fcRvl/N6qxTk9/jspROtWKvW4APk52yrzNHrG0+eCpBDbSTy9uuHXyBzjNRIt3ue+neAjOXD84biHnUV9DQH2DCHka41ox2J8Y1ZfUsApEOX7kAOMn/u5fr8fbBDyiHv0qiDnwyaxMVpofb5jP9gSGJJEMCbt49ZNbIYkQVLYAhzdMyYkG57krdfr0F1UKBRUr9fDtX5pm+gXJxpefvKSKIwcincjc0fjRhszlQAKjussgR8DIOkJgqQEGNjFfnoVwAGfA31/n5YESaHUlsvl9nqeAeLBDGNxI3RgwGsePPiN7ErgHDx4Wwd/c0x3EDHjFAdKHxcPIvyOGSx260GnfDauHHypAGbZkYeJ6rojqHF9MTPJ9QGm3Bm67hx0SckF3R4Yd4Eed2wusX78erBN7on7ZP7wQK19dIdTiZlInBwte7zugJBAElfMHJgR6Bz8ersi9wLTFhMR/Pa/0ZcnHDHQ5PjMBU+s6dt9eHjQYDDYGyyztsXt2205XhvGa/ztvsXHnzH39T8EFgIBDyF09g49AJ6cpIh9w64k1+0YcWYLoOHM2T7JraRQivfnwjjTiD7cJ+1KmLi3WHw8+N97xL3K5LaDj3AyJ07KPJnmXpw9jitSzF1PjPa1OWm7FTU2BNP/OQJNUiDN/H/p08qq3xf68DhA8rxYLEL7EvbhLRSfq1K6+Hnd10rbNTys26H9SNKzWvbQGRUIgCt+wRNHxtvjmIN9gCyANZXaPhOCCq7Hjzgux/O1UqkEYsDX4OFPGQfskmt2wsWrBT7/SZJoV95HOC9sOb7It02l0uKxxFt9PPHmmh0HUpl3kho9gSt9jjEGrOsiwYmrUe5TpG2cYlx8fJkTrDdgDd+uzoQvEb7nOon9L37Px5rfMZbwuEeSwnjjk8GikGrZbFa9Xi9BuIKbuQ6vVnGtPhcYP7cHbIxxZF7SmkhFZZeP3iVfnGj4xGJgfbEUF+bK8sUizibFIJDJmc1mE729nmRgYJ71+jE9A0epKMqDcgyUfOBpxVmv16EvnooNzwPYRzzzxSBwEF75iQeee4Ct+RyThM69DSEGzn6fXqr0gB2Ptx+f3+4I4uuNmXI/zr4BmO/7PtW+GNQzeq7Dk0vu1xNlbBVG2fXmANbZN3QUlzqdqfZExPUWg2zXXRxwEBgRZxeeqjfArPexS9vkLWbq4r5s5rrrgPfRTwxCfM7CtjlwJYD49Xgy5O1JDioBQ8x/QBesXq/XU7/f18ePH/Xhw4dEoH6qFAoFVSqVsNuXJ7dxUHPn7rrh3rxNlDkOA0pvNXbkjBJ7l3OvMdGAxDqKE2h+CDa+KHe5XKpUKqlerwe/1Gw2E0HqqeI9537Pnij6nMWn7CI7YiAXVx28uuokiPewQ3osl8uwkNFjWBw//Fo8GfJjc33euul2sm+SBjBlUa8DF95z4O4Ei/sdroM5yfUzx+Jee8bNyYFKpaJ6vZ7Y8YcxiFsI/9w9uw6lxydYs7CZBeC9Xk+5XG7vrW2lx3WQPCvI7Z4FrfF4E6uc3PE5Q2sYv4kdvu7LMY6DQFpoAGVxz77PBbcvKimz2Sw8IoAfr14xrvl8PjDTDw8PO5P1LxFaiobDoTabTWjvIsHgen2LWccs4DHswv2g68p9HP87Jstms2FRPFtFkxh4ew8LurFNaduJwDrEuNV6Vws1yRIPZX2q+La6Pk/xrbSBeVIBgRcTPy7oCczHvGWu+w5xVBeo3IFvwMtgYa+4Ih57wKOlUinYL7rGJsGijUYj2NuXroP84kQDsMsNU6ZEiW54blAo3kEq4gARw3ZlO9vlTJgHBWeAfdJL26fd0n/srQIYCdcGK5rJZMKiPoL88fFxcCT7CMYSBz9p6xS9fYfXpU8XhfPbg4c7rTg4Amz47WswPEjvqoDwnuvN13F4UI4DorenMSn2kXK5/MmTxf2+vALjwITXsCEPJDhAZ+A90eR7UjJQYvsetBzIx0yLv844efLjJVeuL5PJJLY79IrhU4Q+eWfL3dHE7C9zbBfw47q84kE1w7/nP5yDxaaTySTsYCEpQUz4MRjT2P4dwHpggvmfTqcaDAb68OGDHh4egu72EfwXG0L4NTL+zqTjezyRcN1xTL9ftrZmvRY+lPGSFErkm80msL9xguhj5UwU52SekqDTX7tYPD5/qF6vJ1hfHmi1L2jxJNr9NnrxRFba2qEn8z5HpSQrHifCnpBynnQ6HezOH1zJnIpBZXwOH7fYtwJKnLBC9/65fQRQRyxw+3WCw/07McvjYjyn3Hbdb7qQkGDX/kwQWrl2zfM/l5R6rMDG2TUJYqDf76vT6ahYLCaqqk8V5iwAif8B5FwnwHAymYRdndy2EHweZEoulwvf9VggJTsiisWiKpVKaLX2BNDtX9o+8Z256dVKADaEE0CPOQ+4r1Qq6vV6Wq/Xe7dO8RwyyNVyuRxa2VhrlU4nd/Hy2OHJD/fnYBf/5biHMUun06GSRfKA7LJTaTsX2DBI2sbebDYbtrnFXr1dDVsEWCP7VtKm02lol2KNmxO8Tt65ThyjSMlNO+KYwzxnzOPtgvntRCLjEmM5xopuCWIMz3ajdZLxgUhkTcbDw0P4Lvf6JfLFiQbZkpdg6P9eLpeJB81IW2OIF8N8jnVj9wwH3M6qcmwPWJvNJjh9PybZnT+UylsdGAwGJ3YGJCcwSsfHxwlA+VThHN7bS7LjwcM/5wGVgY8DoRuXJwjOWDl7vesz3hrgLIBXPByU+gIrZ7EYS8r/OPH1+rHXfd/1LeVyWdVqNdFGwmSM9RYHDH8Ph+dsHPdGAuUMgCeVztA4gOVvB5+MF8f265C2wdeTP5yvP0yInVgceD5FJpOJ7u7u1Gq1whaKDqw8UDr74dfr7WiuV3S5CxDtEl/TgI3BMjK30UcMktA9YJg54QBxvX581sgvv/yi29vbUNb9HAD6xySbzapSqYQdPWKJGTvmyefAoJfYsSsAiffxegsacwnbwtfyfA/vp3aGEX16kOJ/D9DojiBTKpW0Xq/Dde27+w92436J16XkA1nj5CHWses5JhGcQMBmAJbonvsdDAbBBuv1euIZBn6tiPs/7sGfG+QgFCDKHIL920dgst2+PUGg+ur68PYTjw285vZA+4rHGZ9v6A9SjI0CUqlUSDgqlUri2tzePbFFh1wPLWGAQ3QJQbBYLDQcDtXpdPbSXTqdDkw8/282yaozbDK+CzIUv4TdQHhw7Z40Z7PZ4Lu81Qpb8SdWk7B5DMcuSV4gbz1mSdtKKOPB8z38+rEHEo19Y+x4PA7PC3KGmzglJXd1Q1d+TyRCxCoHt/hvtqOVtuuqnPRFxyQCAHXOjbBmw/GFrwUhgWOesL4Y7MO14uNYGP5Uge0fDAaqVCoB5/jDFGOsQGvfLvKR344lfH6hT+++iCtK/Ejbdm6P+xQIsEHWXUHCxAQKPqZUKoVkjKSWCuKXyBcj50wmExafeKDioryn2ysbMePE+ygf40QR9DLGN8254kU7HqBIMGA5yYg9UfHJ4xUVKiP0BC6XSzWbTV1cXCR0sI8w+A5MHHzEgCjWH9+JWV6vSgCUPaGIP/e5oC4lExX/8e94MPH3pKQj8nsk+33OQvpcLhceZuXgwttSPAn9nLjO/b594jqIiROEOPHjbwB3Pp8PuvWxInC7XpzJhe2o1+shQRsMBgG07QP61uvHvdlh5pljbiNxqxjX7feIOKBbLBbhmDBD3j4Vl/v9IZQEDicLnJ2OF5CiL7d1rhOmp9Pp6P3797q7u0s8d2ffKhr2Bisuaee1ewtY7OM8OPK+V2zQkQNe74GPQZuDZ9ZReJLn80JKblkcJ4n4OoINiTxVa2e1nioOvJ2U8EDpQJlrYm47q8fn48TOiSEnj3ydEAQUa0bcz0JQeZXPfV5M1MQ6wx6wbfTNcfbddcpBB8fycfCKGPpwe/Hr80SDeeU+nPeI217xct+OH2QtBTbiSXFs+5BbtFTTykKSM5/PQ7LsT5B+eHhQvV7fS3e0e/i8QE/oFH06ueHt08QaTxqXy2VosYnjtOsKjMKPxwvG01uAuAZ/Bo/jHI8RVBfwOb4I17cnfgrwc/GOAfcZdHx4RYjOD3Ybwrb8KeySdm4O4vcWE6W+FoHzk2gQ59EpfgWbdszBnMfOqJLgs73FGduMY8uXCv6cJJkKFomTP8QV24EIcaJg17z0LoRd53U8HJNq2DntV74FuhMK2JLPY/e3nIPvpVKpkOCRUH9pBfJJ29tOJhP1er3EwihvPyIQozSAjE98FMVvHJZnzt5bSjbskzMGtJT9qER4OxXXgLE7M8E5eYgeT/mcz+eBbXQnum9FwzNTv3YGP64WYDRemo0D/65s18XLuXGQ9TGIkxl+x4a7Cxj4BMUecDawyr4Ybh8BwNfr9ZAExgGY+2Ny7NKLs8nunOJKTpwQcm8ONLwS4PojULgDcb05yHIm8ejoSLVaLThCnLWXLp8qJNWDwSA4/bi9g+vl8z5XvCzu14tu/OGMvs0qzs3bFgiw/kA6L//7GLmtO3D2MXSG7ObmRu/fv1ev1wtVIN+mdR8hOaN1ykGws55ug17ZihNJdI5uCabcqyfMXgkgMYydP6y3V884h/viTGa7XS6f4Zzlclmz2SzxcD5skUWG+witPHHFiWq168fn4a52s7jS4P+jj9gfAECc+XMADnj01k4/Z1zh9CSHY2Qyjy06vhaFBBsd7CPYBvPD/XBMmBFXj46OEk+edr17YoI/Yh7GJJHrFfvxxI4xckAZM6hupx4/stlsmK/L5ePOPA8PDyFes6MQ/fL7CC1/6M/15HPYr8mrxTHgdGDI/zE543btfpSqlscDQGfcZsuYerUlTsTZotc3kKHC4Ta5L5mHH16tVmFraGyGykusF+aeE7PYFgCca/OELr43j6mAa+a0tN1Ol/vldfTIPPUYjO7n83miagEmZC549WAff+cYinEHjE+n08RGLvG4+rm5rhgfx7guft+TYV53PwD2ip/t4R0YcUuk+4T4OtHjer0O29l/qTypogEDwvalBHwv37oynHV2wO5lHCZPrHhnrblpXvMyE3sZOwh1wOQZrB8HpzKZTHR/fx+ACp/lM85o7suQMpie6MRAIS7V+t9ujC7O8jGJ+R7i5dZY/7FeHbRwnDijjtlwroFqErvNEMiz2ayq1eoX77ccC5MBFodez1gX3E/8w304E8hxcQ7evuTjEI+JBwdnuD3pi6/H7Y3XcGq+ToGSqjsC2lr2SdI8eFAWh71wAOG2EINdn0MI4ND32ia4cz++aNHXiMR90th/DCjjIMx8hyldLpehhej+/j60SNICQD/pvsktY0pfP0RHfG3eSsD34t8+/u6LXL/8xEDSnT72ED/c04/vAcHvhWoW87tarQY/7iCZz/oiy6eKJ49uS3FQ4vr9PmJg6wEw1if6Q09uo/559MbONQCR9Xq7dTjH8rjg5+EYJG7EIOYsY8b/+z6h2ReBe7uv22NsO6yTJM66P/dqhl8z403Ls5MJDnpiQIiePXlh3HYRKO5zR6NRaF/r9/uBRYcYZCvZfZ5nID1WNJiLVIHX63Vo1/HEISYA3P+7bcWkVayPmM11sOkkK2QLtoZO3J7RJ3OPahnbmLJugt58xpNr5xld+4j74sVioV6vF+yGhNOrQ9KWyPQ54n6cjUjW63WogsQYj/v3yrBXb7292xMKx04xAcT1sIPWyclJGPdYHDPtk6TFBIfHCBKdmCjz++Wz2A3j7zHR7Y1zEgepLkBQ8B0SbhZ3kxR4JQNdOkHopBBjLG2TOr8G//9L5IujiZ+cII/jIJP1m0Kxzhh4xu5gBSft34uDDwpgWzx2m+E63BHE7AN98TBQBJr1eh12voBdYZLHE+clGFIcT9zXHjPNGLBXJeJgg8P3AInRxm1AHnyk5IJNvsP9ugN0IOQ6hcng8xi7jw2AtlAoqFarPat1CodFoudrBwA2nkx6Uuc2hPCeO7I4ScPe3AaceXGQ4sCISRv3lrpT5MftgMlL4s57BKmnis8Df/Afff6+qxpzFFbRkw7XHTbB1nosVIy3XI3XlBBs6I31+2fuY0sxg+/JoK9vwc54KBf95Kwlo2VvH2H+eXIW60JSAjhsNptw38yneFtNAi3H8ucj0LKA7j344l93tUq5f/QgjB1yPZlMJjB9MVvNuWkZ22dNkAvB0nt6/drigOUBzsGq36f7MycMvKWCeyWYMw4eKGH/GRMfwxgce+USG4gJNq9wkSDsm2hQjXNQ7PrjNd6HxPHkgM974ukVDMbZY7OU3LACvaPbONFzv+i6dV+JzaXT6TA/0f9kMgnPRfKdcp6zvgVAz32BLfBP/lwp7Mh76omp3IdXN7zFyyvOxCNPSFx3zi77XPTx9LZbnrXBzj/1ej2xwxAVIfwDbeKLxUK1Wm3vRKNarYZkkJY3/Dw+1LfnlZTQp/sSB5/uz+PY53Pede/tYp4QeseB4xdPGPHb6Pb169c6OTlJrEFAf7G/3sfn0QZLfPNKKRjMY142m034YMd76NArDI7dYlIFf+Pzj6qYJxTu09zHOR7nuFwLfox5tNlsEruzcW++vfE/Jk/a3jZm3DBKMqz5fB4mNs6ZiSNt+/8o5XsJPV4k5obmgJAHuPG+76LEjfM618V5MAaMejKZaDAYhMlKMuWMLKwR28jtI5TavZTKfTEx3LiclcQIeE/aAhtnTtyBOljzhI1795JbnEj4mDij7Zk0C+y5Pg9sPhmKxaIajYaq1ereuvN2PHTpwDTOwgF4zs45cxQDHmeuPFDGCYYnMQB/XidYMPG9gsdvXmOS85ozRNyDB31fLPxUYSw5J2CTH8AADiqVSiUWXEvbhIvfk8lExWIx2K7r0e/Tbdargs5SO2jmXD4m2BXB3RNffA+VTK9splKpsPPLPgJQ9b3bPRHiOr3FwEvRzDdYY5/rVEkYD/6n8gNYigOF25+Dyl1264wzesU/wupLCj30/qwT2hy/NIDEAkCnEuTAwQMgesZOWFOBP3eQEVciY+DmAJm5QzCXPt2xablcJip7zF98jc9F1z0BHsDspBnbke778C9JIXFGF3Giw/2iB5IIPh9XaPgc4Af9Y5sunlB4Qu3JFPpgfNwv+zVhf8RYHuhLDB4Ohwns4LrfV2B18b+eTHli676J9yFfPEFHn4y7tw/F6wg4NmMWJ6DOHPscJtGBtGHBfaPRUKPRCIkYtuFECvEeLMW6rX2kVCoFm2Z+8MO1ci9eHcKHeVcGW4KjO69EMFedQHJ79eo5Y+R2FtsavsRjBvZer9f16tWrsLMS48c1O54FDz1VvD11OByqXq+Htta45ciBvd8fv2mzwnd6e5djq/V6/cmOT/wGx3rS4FiExAf9SVsMgp/25Bnfkk6nAzak7ZHnTH2p3p6caMQBjBtydttZBFiKmNF1dp4kxRc0+8KfmE3gfxTkbDv/x0kH3/MJOhwOA1DxhIV7xeir1Wqiz+2pAnCRtoy1Xy+O3/WDQbrBOiDzpE/aAmy/B5+cnjlzboKlJxWeRXtbh+vfnYczCoBwjLRWq+ns7EytVutZ61twZr5w0Z0FTpKxJhA4c+RMi+sTW4Qt8THjntyZYbd+XZ5c+zEc4HtS4kELvXLNvm87VcJ97I779tIqx/Hk0QEE84b2N9cDTgo2D7DvAJnjwNYQTHGaDjQ94Lo4GPRk2Flqrt+TpvF4HHYXyufzajabe7fr4bjjvm1ngly4N2m7N7kn/eiKCp+3m7mOAB5xCd19r4OVmEF2ltT9NC0q7oO4HwLjbDYLT32F0dpH0JWzbV6ZRbxywJz6HKhwssW/LykBdDxxRZ/xgmX3bU7uOCCUtv4SPfrWnE66zOfzsJ0mfmhf3QHE41ZbhCTU9cEY0jLId51J93YhT9L8+M4UoyfXAX7WCQSSF09QfPzxJeiaLgTWQWKH7jP3bXekHdNBPf5MSj7YkHtFd9wH3/fY4VgCf8BcRh9815M5MAm6lLZJH3OeHQbL5XL4KZVKarfb2mw2ur+/D6QZ2AW8wpxmYW6r1XpWJZL56BgCuycmOT7gbxYEoxN8NnOLWMJ4uN9yP8QYSdv45J913+ddBTGJkE6nVa/XdXZ2FghO32WJ77K43oH/U4UtYVOpVGgBTKfT4Sntvs1/TB7jn7zyxU+M7dAb9ucJCu97K5uTDOiSz4BzwRveqRNv8uCJZSbz+NiHX3/9VYPBQNlsVqPR6IvJgS9Gf54t8hODUjcobnY8HodJFTNyTEicTsxcukMnYPv/nmjE2bCDlDiJmM1mYUu9GGQjgI1yuRy2RNyXcXFnPZlMQnLlzBF/OwCOW6c4lrSdlNxTXAnimM7mxJUOXkfPzmS4XgBKjJFn1x6YuE4mdbFYVLvd3hvwISQWvosEOvLJ56VVdxwO1vw1gmGsJ2dLuR9nqLger2J4ouEOkgnrv7lmH38HDg6+9u2XRwfuWGhT9LIuAInvsPvQLr34trF8F2fqbW1x2wrA29l/T6p9XrkjZe56ou6vw/DBmvb7fS0WC7VarbCD176CHVCVwLaceXVbY+xzuZzK5fInCTwtMf7sDIIKgdCTWG9pk5IgBT3GSbQHcwfItM4VCoWw2HOz2YRrIEBWKpXwwL59W1iwr1zucZtrByCIV/K4B6pPtPR5FQMhfiAxsPJEw6uL8fW5r3f7Zq54wHaAzTXhB7EJBzs+p/cRtlV3O4vtP9YDFSjYbvq1nbH1++d3TL54EoEe/PvOwrrv9/nMOLCegEoJ/oZnM9Behq14zNhH8HX4Z1pl8vl8sG/04Ww4Y0fy45Ur2rmwZRJwZ4HdXzlBAK6J45Dv1sffTtbwzAzaudEpLWfMI/wfCVClUvmEAPlSiRPtOKki2XBct16vEy2C6XQ6+GpP6LAjr/Q5+cSxpOSaRWyG+QswR9de+eWcq9VK5XJZZ2dnKpfLwbeytTIJE8QU8yXGfk+RarWqQqGgXq8XWh+n06kqlUrQi1fAGE+vGLjteJturBfHMD6P43nor6F33iP2O8kibZ8z5P7OfcRyudTNzY1+/PHHMO7j8fiLY+yTEAzBCnDhQM0zHzJvgqOz9u7Q+Nt7sP2prg58nVn3z+DwUCCDGCcYnI/1JXGJiYGStlWEarWqVquldru9dxuGy9HRUXAWOFvvifZAFScDXsYkU/UfBzW+fsNLu/5ZfsdJBePA5I2rSP49hP/5waHUarXQI7mvE3Rw6pPAgZZPFlpD4jHlO0wwkidn8hxQ8J040cAhfC7JcLbZx5L3+A464vh81itNPO12nwTXqzUEeJINb1twxgOw5WuaYJkp3aMbEgqCu6/F4m+As99fXNnkWvm8Xzdj4kGJa3Z2dDweq9PpqNPpKJVKqd1uq91u711Fw/YZG08CPcH38SS5cpaZ62U+pdPp8HRqr+6QpHkiEwMh7M2vg79jIExw9hYgkj0PzA6sC4WCGo1G2Eba5/dTBF+QzWbDNrmMl5MD3Be+nYDsffoeK3wOeGLl77lOXHcxWxkD5Xj+x8eOEzlinvsCwL63IO0j+FpsahfT7omtV2uk7fOunOzw63eS6HP3x2f8+8R3/NpqtUokQ26nzra7rmlVppMABh2g/Zz1Qdgz10bign4A/Z6IwzZjcz630Qfj4HHV5xKCDeP/HAtxXuY698vfvqkGDzNE/Bq9gkTitl6vVa/XVS6XP0mqnyKQIO12O8Qfxo8qHXHAgSrX6OSZg1PGnljiOonntZSM4b6YOk60uQZ0kEqlVKvVdH5+rlqtFpIMNgXh2mazmTqdjm5vb9XpdEKCtk+iQUJbrVZ1dXWlm5ubQKjjT0lupOQaJ0/GHDPw4wkWenQSgPPHyZj7PI9d6E769HEH4Bf88Ww2C7FGeiQ/Op2Ofv31V93c3ARb/dymPDt19aVKRRn0krlSnAEioeCG+O0AkePF2aivpMdpuJMjecBonVWPM0a/Zq4BcO9BNAb0rDOp1+tqtVo6PT1Vo9F4Vg8puiFBgw3AGTOJ4uuNAZlfq1d4vFLBcaTtszHc2cfJmycgsbOGuXNA6skJY+8Bhe0K8/m82u12aJvalzEg0SBzxrgdSLhz84AYgxN3kD6hnY2MEw0vw/O/B/jPTTR3Fm6XHsS8hQHxqo2D0qcK56d/G/tPpVKhKgjT4eyFAwxpu4sQNoPjc73iALEFX9jMfRKIfdw8WfT//TVvv+F6WCsCOzocDnV/f6/pdKpWqxXK5s9JNGD1KO/7PXlg8KQEAoA57TsVEficqPEqiLRNzDyx8OqE+wmvbjiDhZ/yRZ0ORrleFn7ib9mhREpWQvfRnZMi3J8njujKk6r1+rG/HVLCkyDumR8njjyY8necgLh/d5twVhAdug3GfhVfybVxfm9JfI7uuBZP1rxt06/Fx9wrb6xXgs1n3N1noxeS/ziu+fzzuMr5nHDymCXpk/jNvczn8/AUcKoHyHq9fQDYvomGk3ej0SgwzavVKrHzHa1c8X0SowDU3gJFWx++LR4vdOIx3m3E40rs72iXzOVygRGXFJ6JwXzyXZt8XCqVilqtVmLt1VOFeMPaEN/u38fP/bz/kHw5icW9eyUEPxD7UPwTAJa5h8/lHPxmTqD7TCajZrOpVqsVtjkmcQWvUqXnoZCdTkf39/dBh/sQoVSgqJ4Ph0P1+33VarVQldpFeqDH0Wik1WoVdtT0OeVj7dgNW8I/eNXfyRr3QR4npG1SLikRR7zihD7Aqd1uVz/99JMmk4mOj49Dd8SXypMiMcGSkzgoRkmxAyQIA+Dj4ElbAVUQlICyHAA6UI6Zemd6PIOUtmVGjI3Pchx6z5kM5XJZzWZTJycnOj09fRYjLyUZJQwBp+bsu5dsfRJ6pcYDb1zy82SOwLIrmXCj9WqGf9aN2h0kOo+ZMBLAXq+n5XKp09NTnZ+fh50wnhN8HYwh3rbjTIvbH3py/biTi522Jx8OXtxBxAxifJ44mPgcwZb9uAAwWB4CXa1WC4F3H9vjXmBb6fGNQQC78Pg1OovFDxUNb4F0UIyd0q7jQcAZFwdz7kg9uPuPs2SeXLPjHK1Tg8FAuVxOl5eXOj09ffZD53D0+AlPjnbZiwNh5o+vi0mlUolninglxOe6M8Oe0Po5sF2vDLhPc98Z+0NaWvCHsJcEO68C7yvYst8LII8kJO6xJnByz/hqxsOTzl0kQjznPLGKE2mucVdVlLjCvIS5xw96kJaSD2P1xGhfYU6iM4K+j68TbNiOV1VgJaXtDn2MSezjnVjA3uMkwhMuv44YMDLvd5FVs9lMDw8Pia3osRFA4XMSDXDEeDwOrSweI6TtQnZnsL16A7GAjWaz2cTTrN0P+/zwBNPJLydVnXT18WJ74tvb22BjAF8APlVbiC6uBTKPGLvvnHVbqlQqqtVqoapCfGBOur0x1ujA719KbgHMs3mwL2m71TD3E5O5nlQjxGJsmHVl1Wo1bGRBu5THkNlsFpInko3RaBTWxewzb0kUOX+/31e/3w8EDm2g1Wo1gQuwOV83zDUwp9CbE7voAgzh2I3PIk54EAOcHGGseC8eF0kJXN7r9dTtdkMboZOGXyJPSjSYjNVqNQTQeMGmGwcKiRkD2DqcHSwDYJFjxs7N2zxQbMx8IQwQLIf3NAJWAE+8n0o97lZTr9fVbDZ1fHysRqORYDOfI5lMRtVqNQTcOKC7vjAEHJM7RsYiNjIPpJ5EMD4kabsCVhxM/FyeVHqi47/ZMWU+f3zY4atXr/Tq1avQivFcAYixTXAMVAiIXpblHuL74LN8xieyJx8eSBEHfTEoBkDFZV5PlmOWkrEiqKzXj7tK0BO8LyuPAOzRG+JtXb5tHe95O+N0Og0LrQEIzOlUKpUI5k4gSEokg9ifg3MfF68S+bg56EGXOEGS29VqpVarpYuLC1UqlWctjEQcTDkw9bHn+mOdc42wqegJm+U3iYaU3EI7tquYAcTJwwCiWwIAuod0oNearUU92fDrcvDwHHEAy/36hg0+3j6HXbgvQJvrwZNiP5f7Sl6LiSquCX05uPbg7AklPoNtlePxYA2fEzD7ilfRlstlYt1C3AXghIkTeOzM6MDME9Jd5FUM6DzWxMSAJ7Ds9OYJF8kGcZbNGuiNJ8FtNBqq1Wph7dJzhPHZbB7Xmt3f36tWqwW84Yk89+pr1NAdNuIJv3/O/Tn/Myauc7cdjsfuUlSb8KskhpVKJVwD6zKYq064pVIplUolNZtN5fP5RFvrvrqjYlOtVkNF6Pb2VpPJRKVSKUHW+jM+8I3crz81mnH2OeT2uguo+mtOnHpLYC6XU71eV6VSCS1M3s6MvXv1m0Tj7u4utAAx//fBdvj0Wq2mdrut6+vr4B+8BdRbY32O+roVbM0rkE6uSZ+2inLdtK1he3zHE5KYIPUqh3c3eMzFz61WK93d3YVF4BQaHH/+Y/JkFJPNZgMY7/f7CacXO3YU6AHZmRQYtF0lZz+WJxpx4uGAEAEkwU54ICHgolxvp6pUKqpUKqpWq2q32zo+Pla1Wv0EVD9V3DBip+Xgj4H3e4qTLZ+0JAlukM6ceJuU6z4eixjo8n0/ro+NXz/XvVqtNBwOlclkdHFxoXfv3oW2qeckGh74PUAcHR2pWCwqlUqFvaopO8eJRpx08D/lZoBuzIzuYkfdnuMx4jodpCB8x4/H56RtskOSQcvUvjYXAyZn7nAUtFL5nEQfTiBgZw6A4qqP36cDNr7jTi4GYx6MsZW44uRjQJUFm53NZqrVarq4uFCr1QpVg+cSA9KnCbwnq94i6teLTrl2D4DMfy9ZO/Pv4NUTrhhIog9vW/Q54gGDgD8ej/Xw8BBaNACBnjg7kbOP+HzwvngCnif13jIgJZ9DQwLFnHYf6mPhfpE5vMuneoWKMXI9O/Hin/PEzbeF9sT6c4DpqeLXRpsHSYyvP4nvz/0JFUeOsasFzb/H/zEb7n7QWU8fB8hBtz9AHr6E9Rowyb4YvFgsqlwuv4i/Qy9sCnF8fBzWYvoWpw6wPDlygiqueMSEEzbC304moQe3SYgGH5/pdBoemMlcccAICx8/BBf9sgC8Uql84qOeKlw79s2aD9jrfr8frgF/zjmZp+iRey4UConqqP/EJF4cQ/nbqxGQszxrhA16fGONuAIsbVt/IMlGo5E+fvyou7s7nZ2dJVrS9rG5QqGgZrOpy8tLvX//Xt1uV+PxOOhSelw3RWIZA3OScroFfDMQB/KuKydwYpIF/blN0E3kBBf3i82yWYnvFss4DQYDffz4UcPhMGwb70Tvl8iTKxquXEpFZHHu0DA4BxW7kgFXir+PM3DhNRxBXPbBmLzCAovnoITXSDQo2x8dPT6y/eTkROfn5zo7O3vWzjUuMTCPAZ6XtOKM1XXnDgVDdAYJw/Ss1j+zi7X27De+Xmf/Y3bdDRlH1Gq19MMPP+j8/DzRNvIccacUl54dnJF0xGyTH8OZFGcEnfXjvmMmxpNDDy4OOnCmDvjclgGdXJu3MdFCwIR/Lnjx4IgwZ/xZCcwbr2p50ODHGRfE2Tw/rzNX3B+Azu3cfYQTB7vGH93Hdnt0dKRXr17p9PQ0lM9fStLpdGLXDu6Ha/lz5WPmDeVxZ+752xfi7aqYeMLhSV0chNCpgw3Gxbf/9S29ATH+QE0Sj+eIkyMEsF0EBlVkH2+32dVqFQKkEyQxIPH44SDGCa446SeZ8XkOuOE7nkTQQsA1O0v9uZaPfcT93GAwUCqVfCaMr7vxhJLvpNPp0DbILmO03fi1uT17pccBdkyy8DkHIs58+v07qTcejzUcDkNPOnYJaQl7/hzdMcZUMnzBKnOP8WbOMvbE/thvx10anCcmV/ieJ6a8RpLhunPdxi2/XPNqtQotU17RAyw2Go3E2D8nxnqy0+/3VSgUVKlUwtbq9Xo9sNl8Fv+B3TnOAAt48hUTIPGcibGK+9jF4nHLehZX++J537WLRAxyc7PZtgDPZjN1u139+uuvuru7C9cQ7wy2j+7K5bJevXqlm5ubMN+wu3w+H9poPbb5WiDuGezC7k/EaSfyPWZ67PR5G8cCj68kvmBP929OnDF+0+lUHz9+1I8//qjVaqXj4+Owi5fj/X9MnlzRQDmVSkXtdjsELjLi2FBwxM5secJA+5JLXDbysi+TNS6H+5aDGKfvnuTrNAgYDJ7vHlSr1fTq1StdXFyoXq8nyq3PEXfwGB2lXp6X4A7DgZXrDj3ww2d8sqOXXdUgvh8nPlwjxuiViBgYerWEcV+v12o0Gnr16pW++eYbNZvNBJB+jsSA2YEZZVN/3fWwi8HjNRz454CufxYb9oQF247ZQWzbgaOzW7t26PCdrFKpbT//vkEk/o4fh8QoBn2MF8mvs1eMOckC3+PY3Icz+a57JN6yFdt2kIcO47FnLntvOUGXrVkBZfswVH5uJ0qy2e12r75A0asvcRDw60UAXs5Ae8B1m9llr+jXgwrjw/V6cMfn0ToQ//T7fWUyGdVqNeXz+WfvmBTrkGPR5839UOJfLBaJORJ/z5MAbNYrbFIyydqVgPjx+WzMzmNLbn+eZKRSqdDCQtK5Xq8Ds+cPPHwJnfm4djodVatV1ev1xDxz8IYevO2OBNkTVW+l4Dt83pn9uGLN+bzizXGcROB6vJIO8GJthgP4fD6varUa5u1zALOPN+tBms2mUqmUhsNhAJWMMX7bK9CIx/s40Ze28x1d8H1v/UZn+FR8KT7efa8nrQD41WoV2qo8OfK1HR6Dn2t7PldJKnwrbvTGudm907GAt5yBsdCX/3hMdAIuTtZ8EbV/xnco82dYOREEqUyrV6/X088//6xffvlFq9UqPP+Cisy+OuO71WpV33//vfr9vq6vrwMm8hi/y44QJ/36/X4CCxCfPTZsNpvwvtuuY0E/Jgm1+1mWMfA58BAxmqrqP/zDP+j6+lrNZjPxlPX4Hv6c7NUATqbFzkzD4fCTrew8yFIW5CZwNvSpwXoRLBkkD6iUoryf0SsCcVbtLUEkHb7tnk8CjLdSqejNmzf65ptvdHJyEti0uG3nqRJ/DydHJWg0Gmmz2e7zjCHFCY7ryI8bTxQ3JgdwGC2Gx+sE/vg86MfP5QHaE7xcLqdms6nvv/9eJycnYW2GJ5z7iH8vdqYEOC9NS9stUHexnH48QOPnjo2OfDJ5EhKDGA9cnoB4IIknpicrzA+CsO8b/hzdeaLqAdnXHhHgfJzjRN+PxTFipxYDxTipdT3HlTz/n3M6KHTHnclkVCqVAutdqVRCG8YuB/wU8eTHk258B77MfU6cgPo8xsmzuNSTArdBbAH/5RWN+LiuQwe5jJuvPxsMBur1enp4eAi/Hx4etFgsdHJyEraDjJO9lxDWZrAwEvbMfZDfI4IunBRwe4jbMfFrzD0Pyj7vdiWDzhjHpAg+k0o4gFJS2G2mWCwGIO72v48wB5DFYqG7uzvVarVEW6DHW2zQk3j0CqPr68YkhVjKPKaNOW53k7ZAJdYZenO9OvAkyfXdFal+Hx0dqd1u6+zsLAAYT6T20ZuDdu6F9liuB70gzCtf1Iw/djKF++az6I9Eczabqd/vB326Tvy6iJl+3dgqsZR7IS5zzcViUdVqNYGNwDSOC54rjpN8u3JwEzs7FYvFgMsAw17d2dUWSWtwNvv4wDcqKI1G4xOSz6tMHlu9OsVc9pi7Wq1Ca9poNArtUr/88otubm5ULpfDOpTn7E4YE0LlclmXl5fq9XoaDAZqt9uJDhKvpJEcYQuMtdujb4ZBDOFc3r3i5BJzbheR7vgoJqMlJcaZ3zw7w+OEJyZfKnuvNMXwj4+PgxN2Royb8lKpl2gZXBKBODFxpXtrh3/eJ6Sz5946RdAl8Hp/tzuEUqmkN2/e6K//+q/15s2b8ITcGGg+RzwAoT+qGgg7XzBRfT/jmBXwhMADK6wb5/RAG4OiWHK53CdVCAdtntRxjZvNRtVqVa9evQpOCGD4XKYlFk+AmETcvzsdd9QxO+6242BnFzuw6/xx4uGOzpNTTxT92P46u5BJSjiDp/Q/PkVvODEeaMT107JFks/9AHy4N5xWKpUK7Vfelx2f03+wiTjhcubYGcRdbUkEGX8IEq/F7NtL6IvrAzCPRqOw2FHa7p/vANHnnFeCOBY6oBLM9XsV6XNJhoM9r2x6IuaVjH6/r/v7e93d3YW94/v9vkajUdjph0TvuRsPuHgcyOVyIej7mNIu4E9J57txkubH8znoMcV9pSfMfI6kDH1iO3FSGZM5xA4SjtFoFHYj9HViL+HrYpZ3vX7cBvP6+jqMF/fDmPu6F2kbc5lX6Jy56vcHaKGP3f2UzwHsDTDJd91P+Hc8OcO/TSYTXV9fa7lchnV8tGK8hO25DlgEzJoISD1abfg89uVzx5N5Fq77DnwO8larlXq9XuJhenHFDAzipITbYVzJdV3A2jcaDZ2cnCiTySR27XJA+ZwEV0ruTjSbzTQcDjWfz8PmP/V6PZyLdiXu1+3QwbK3hnt8lBSeiu5tYZ6kcCxINycC/O9YzyR9w+FQw+FQ3W5X79+/19XVlabTqU5PT8ODmL0dbB9xf5PP53V2dqbRaKRer6f5fB5ICOYOvp7zglU4TkzEeTLP+ZxcjTtLfJc09Ei3Thw7HAeBpTabTXji92w2088//xwqj4wPVU+O9SXypNkdB99CoRD2DGYi+YPdpC2D5Q7IFeZJBEHWdz1xxsZbOggA8SB5WxUD4PvFcz4Gme1sv/32W/3hD3/Qt99+GxgWD1zPlV3HIbi6saDbXe0/Dj68ncXHhyCyXm+f7ulOyAOOpE9KfK7nGCh6JuuguVQqhUQDAOs91c+ZyC4OTt2emMwECHZrYeGmX4czVeiC8fGJyDXH52TyOnDEica9op+rBtEjycRm0SfsWAwq95E4wYpZSp51QpsRduJtjt5Sgd05w8Uc8lZAd/q7QDJB3nVBEPGAgyN2QOmsWC6XC0+89mrQrurTPuL27sen35xx8kDlAcEDRpxgeoWIpI7ebN+Niu9IW8YLNkzaVu68gozdU824u7vT9fW1Op2OHh4eNBwONZlMlM1mAykQtyg8V2IShL5qABl2Hm+K4RW8mKjwdr9drLH7K7cBdMu89PnqryGe4EgK1ZjRaKSHh4cA+J2FJ+a8lDgwI7A/PDzow4cPuri4SOy2x304I+rA09uC2M7YyQ9YUHTsCayUZD9JmEn0vVUG0Itt8z/sf6/XCwtKLy8v9e7dO71+/TqwpBxnX8Fm/N43m01oSy4UCiHGjsfjRIxyUtTvCezCHON9B88ASH6IKSQ6jGccU7BbB5K87v4Bf8ezgdhhz59Fsisx3FeH2BHzlJ06aVUql8th7NlKGGzl1Sv8kGMtYp0z81ScHAgTE9CDg+q4kuZ6BX+Ox+NQub29vdXHjx/18eNHdTqd8KwQkgzGZ19hHEmiWq1W2IUNMgccwnm8IiN92kIFvnJs8o9V16iAeALhSePnqrb+uuOF2Wymu7s79Xq9sNU+FSrvPPjSOfvkxeAIJ6LsRUmQ9gsmmYNSTzIc1KIkr2i4In39hZfdHYhzTG+7wiE4I4HxsvCbrVj/8Ic/6A9/+IPOzs5CAHaw9xJB2B2274AR64TP4nQc6LvxMek88XDmDqe2C6x5MPWExatB7sDiv9ElO1McHx+HXSC4Lr+XlxLX03w+D2s0YLO9X5T/XW/oypm4eEL7hPMJ6Prz6okz6pREY9tx5sC3g2WxH/MJEPkSwXeX3rANHAyA2RnQ+PMOYjwRQJdxidwBJEHDmSoPpoVCIbEWhe97+wJjmM1mVa1WVS6Xg/P2IB3Pp+eIO3qOx730er3AfGJ3fMcBMjpwpo+5M5vNApAhSfVqBufaxfRjL6wZ8ODia9B4kCEPqHp4eAj+uVarqVQqhe0/X8rOXF+eYLHD0P39ffDHgBeunfkUxxnu2/2Y+5a4jWpXtQxA7q0Lu8bOEwfaWnu9nj58+KDr62tJ0rt378KWrMxf5CXAnpMCziJeX19rs9mo3W4nnrHjxBF6J0Z6ouYP7+Rc+Bz3q+67fRyJrf7wVGyPhITXWRfEszM6nY6Wy6WOj4/19u1bvXv3Ts1mM9yDEz3P0Z0DNXBIuVwOds7D6NgEZhdj7MkGLVIOnPHjzN/RaBQ+56DaCTsn/DyBlJLbdxOTGKt0Oh22sGXLYt/gxmPTc22P68C3sVU9fqZer4ckc71eh2duUK0slUph+2L8jPsWfCh6c7LXqxkkOm6TJD1xQknscRw4HA71/v17/elPf9L19bVub2/V6/VUrVb1zTffqNVqJfxM7OufItyDtE1YG42GhsOhbm9vNRwOgz+iVQqyjmeLgE2Zw97a78mBJ6C0RbpNekcPHTuMYyqVCtU94qsnDCTeVJwg1Fj4TWXNk/GndPs8uaLhDgHQVC6XQ8LAjgOeEPBZP44nFZ4F47QwHn/dlekOheN78uFJjANEFM2zMi4vL/X999/rn//zf663b9/q5OQkLBTyn5cQB7IxA78riXPA4kmEB92YNQdEeyAmIKA//iag8hrsDKDTde5MoVdLisWiGo1GeECOJ3g+3s8V7hs9cq3Yj/ch0uaCHjzwYFNuD/xgZ55soGMHOz5ZPUHwBXvufNLpdGB20BeTeTAYBBuIge1zGT4XjuUgjd08fI1LfE5PtmA0HbhJSjAdzopmMpnEWhNJAVjgS5xVRm/edobtFYtFtdtt1Wo1rVYrdTqdBCv0UnqLdehz1e9nMBiE99jlx8/tgM6JD18o6osb4+BAsPEkDZ15kuI93d6qMplMQoLR7XZDNWM2mwXQX6/Xw7xFvjRw/DnZRc7k83nVarWwxW6/39dsNks8ZAs/FCdX2CavOUHgyaaTIW5j+ARs1hMO5jNjCYjjifO9Xi+wouv1Wt9++23Y3UxSooL+En7OQSnHY24sFgt9/PhRk8lEJycn4RlP6MTvBZvyZABSBr34mgDXsa/1cPILH0VyI21BEeO0WCzU7XZ1d3en+/v7sJ3yfD5Xq9XS2dmZ3rx5o/Pz8zBvXorQc8DIPY5GIxWLxdD+gb11u90AholxfM9BMIw+XRFx25RXFPm+lOzE4DOME/fphA+vAeQhrE5OTtRsNsMibea2s+S7Yta+4u1do9Eo+GIAMskGBAGPOsDv8KyKbrerXq/3CcNO7HR841UK7BI7dAKMWOQSr/dKpVK6urrS3/7t3+rHH38Mz38oFAr6/e9/r9evX4dnbzieeY64r6HNjUXo0+k0rE3yeMD3fCc07ie24xjbbTabxDIAElAS53itjLRtOfXqrpQkIHhQKHrHBhkvJ/wYiy+dr09ujIwBGAxHpVIJ5UIHbCwCZCBc0YDdeG0FgxKD1pi98799MOIB8oxSegx6zWZT5+fn+uGHH/Q3f/M3+vbbb3V8fKxms5lwpF+D6ePeHeQ6Q06gwBH5hMQAPBB9rgLh+vH2M0/G3Pi9ZIfuca7uIMjEaVvyJ6e/dDn3c+LXyYRzZsRZANcPrzFxpE+3TXZgt4spdwCDE3TgErcZ4YA2m03YQWY6nYYFuX6Ml2rB8OuMX5e2bYa0tfi1Mk88OGALrl/ec5bK2zjiRWicP65eeBUDx+a95OVyWc1mUycnJ8rlcrq+vk4Epl2M1EvMW2eWY2Y4m82GlppUKhUqoE5+SMkHIzIHAcrOkmYymcTiS38itLd28NvZOBJuXwAO2Lu9vQ2giqBXq9VUr9fDrnqSEj7vawjVMxJFTzZgnNFrTGh5wPMgzf3vImPiAM01eIIsJecDuuv3+2EBfbfbVbfb1XK51Pn5uV6/fh0Wgff7/QSZ9lLiwAxhbrCDDn6s2WwmnkHhvsp9HNfIeNO6RvLrCUc8t7geEg0nqnzNxnK5DEkt1Qye2VKr1XR+fh5+eKimz9OXmLOepC2X26caS1Kr1Uos/s1kMmFtBZ930I4/9iq525e3fTshKiVbR3ndiRPuFZ+BD8hmt88pK5fLarfbWiwW6vV6iSc14wteopKxS/Dho9EokCvj8ViZTCbs7OdxH6A6mUwSOia+OQvuSVZM2nmi562wHov9vrFBSLDBYKB/+Id/0NXVlT5+/KjxeKx8Pq93797pr/7qr1SpVBK+9SXE8Qa+5eTkRNlsVjc3NyFJ8yoN98lmEsw7bCWutjl54iRwXE1lfZ6LkxBgk3gtKYkLVV7uhWfQeJUlbjf9EtlrBZYHAkASDA+KcLbXJ7MbmANdZ5R2rTvw78ZVi13X5xku10kQr1arOjs70+vXr/XXf/3X+v7773V+fh5KlBj615I4OfLyGCU0X2wF0CH4ePLhDDWf+5xT9GzXF7bFCRvj4OU6XwxM4Hc2isTja+rNga8zUSxg52/WHvgDG6VtooqOYIc9qST4OaCJg2GcaHg1g/5z3+fbJzW66/V6AaQ6aHxJ8evm2NwbYzsajcKcwLH7QrXxeBzshbURPgZxkoweSJad/eDHe+WpEvBZno0C+wr7Xq1Wlc/n9fHjR/X7fUnbSgp29zUC7i7CgbGFVOHBYM4WuZ2RgEnbPnAnHPisz19PWNChr13jeP5sIEAybCKMMgCFqkK73Q5Jm9/nS1QzEK+EcW+cnwSLffvZbrfRaKhcLoc5QUud21tcrneG3RnP2D55zQM9Y0Bw7vf7YUeubrerwWAQ1jS8efMmLF6uVqsJYPo1JCY8pG01EBbz6upKk8lErVYrPAsFHwTQxSdyTOzKW1a8skHSymecFIx/vK1rNBqp2+2Gp87zJObRaKRKpaLT01NdXl7q9evXajabO6uRLyXexrlarQLw4n4KhYKq1WqIf/ghFvpjG7RDoR9nm52081gqbasi2GrMZOMneY3vFotFtVotHR8f6/z8XOVyOSxmhrWOCcKvaX8kk24LtJ4tFgu1Wq0A3CUlCNBarZbYElpKkkyetHIux2mOjRijuNUZ3fOIheVyqQ8fPuj9+/fqdDqaTqcqlUr6/e9/rz/+8Y86PT19kXUZuwRft9k8Vg6p1mWzWXW7XUlKdH3Q9uR4xddHgqmcCEEXvlMVtueEvZS0i7hKAukpbdf58QDk1WoVKpAQaE587Dtn997q4XPJhjtwlMUCRN/ZIgYGHlgdULuiUCw37ixMbDgMMgCIPv5CoaB2u62Liwt9//33+vbbb3VxcaF2ux0U/VsJ9+RZO1m697Y72PfKgQcOKQkiHdB4Uubve1sU35eSYMiBXz6fD33VONHpdBpKb+j9a8quZINgAJhn4voaDQLjcvn4dFHAHwmvJ6cOkBgX9ONMlFcAcBisIWDiwgZJ27J5p9P5pNzpDvRriCczzC3mFc9T4MFZ3C96hqmq1+uJY3Lfvq4EnZNo0BeKbr0tyhNYFmzSO892tbRmZjIZXV1dhV5v15Wz119D3Oa4R5goklcCBwkSwRLb9JYyJ0fixZKME+1/PtccvBNsWEfAj4NlWFCuiSpGu90OY/Y1xeMAdlcsFlWpVBJbldNuQbJRKpVCP7CDjjjp9yqGJ/9epUFn7iuxPcANz124vb3V9fV1eBAtIP3i4kLfffddaN0rFAphS/evKTGjKW2rO4CLu7u7AOhOTk5Ur9cT9pTP54NvBHB7dY7E2BlUrxxxDECm945DIg6Hw7AGyG2R5Lbdbuvy8lKXl5ehXQ9f+LXE/YO3T282j10WbGAiKTwPwomgVCoVKs48aNDboDimJyC7WnGc8MT2OAcAGqLl+PhYl5eXOj8/D+t/SCaJx060fm1x0kNS8HeA2tlspmq1GqqRXpkmFqbT6cSumtK2KkwSCAYCR2KH6NPJJOaxr92FVJnNZrq9vQ3Jbq1W0+vXr8Pa2+c8M+NLhCTCYx9jjb+DSInvYblcBqLA2xcdj5JUYEfEAf9xzIzNYzs8HJOK8nq9VrlcDiT7er0OtrZer0NCEldO9pFnzfa4BHh0dKRqtZoAx0dHRyGQsAjLy42+GJBJSYLgpUZn7uMqR1yupOQDQIEZZeH68fGxfve73+ndu3e6uLjQyclJKF99bdCCeKa6XC4T9wyAR3+8HoN4B6ixHignOsDx1qi4MuSTnODirS8s2sVJHB0dhSSDCfa1GKpYPGhQffGxw+F5LyL2yDNYUqlUYp91Z0Q5Nv25BAr/7eCPtoJqtap2ux3aGXw3Ja6Pxbn023Lur8WOxkmktAVglFq9vbFSqYSSeNwyJiXbMSQFm8C54lR5jwdRSgpBCHvGPkulUgDBbOFZKBQSu8X8/PPPurq60nA4TLSDOMj8mhInG4VCIYAvqmLcE7uIAfa8Rc/XCTB3PMH16oz7PE+GvcWFHX0A6qwv4CF5JLz0p2Obse/+WuJAn3OVy+Uwrxi/Xq+nTqejXq+nYrEYFqvzQ7LmiYQzxev1OqFP/IAnJ/hE2txg7sbjsbrdrm5vb3VzcxPWspTLZb1580Z/+MMfQtWA4PvSO019TgBdfk+xfXhlrd1uq9FohAWvq9VKtVot+DqvpPvGDPTjO2nk54L8ovrD+a6vr3V3dxd0xsPm0um06vW6KpWKLi8vdXZ2FtjveHc47OQlhbiGDiWF1hW6Fkg2jo6O1O/3Q1ujpESMY157FcOr/nG7GmPlMZYkm3hOEo0+qtWq3rx5o8vLS+VyOV1dXYWWPa/MfW1CyoW4lE6nQ9ssbTS+BepgMAi+nvjhaxKdTHFdzedz3dzcKJV63F4dDMYP4Bn7xI+yPoU2MkhDXxeRy+X09u1b/dVf/VWo3jpR+LXEk03ua71eBwJoNBqp2Wx+Qoawc6M/JJeKpI85v/k8OiDmOt6AmMeGWSPnO4m12229efMmVF74nmOnl0hsX4RW8DIXWZmDsn6/H9ZxwPyNx2NtNpvAJjgIdhDEcSWFBXEOXHAiOFVaV9gRgSQDhrTRaOj169f6q7/6K52enqrdbqtUKoXJ7474txIYEnfykkLZ0fuWPWjDRKE3X2jq1RFvlQFE+843Xkpnuzppu5MPwMiBloNwZwl/S53xm8RKSj5ng51hmDToK5/Ph+0BKQ17pY1jEhS8JMxE5hywi+wz3mq11G63E33T6/U6bLl3d3eX2PXEk76vEUC8cui6YSzj6sBsNguso/fMo8O40uO79vi8zOVyYf7FbS34BwI7Twc+Pj4OSQb6Gw6Hurq60vv37xO7LHHO3yroSsk2Kipn2DxBjqojay+YYyx49vUG6M6Dk/s/zuXzm+DPsdkdhJK6jyesVKPRCMxjoVBI3NNvQQ54JQabgQTivdVqFZ4eTbsI1axWqxWqW+6DEPwPYALigXnLfOVvKprsjERMomVqs3ncfODy8lJ/8zd/o7OzM9VqtXB8D9a/heyKcdLWz+O7ptOpOp1Ogj0F3Pl27dgYuiL5iqs/6IzKk7Rdh0E7D2tZ8Ges6SPunpyc6Pz8PLGI2CuaXzvWOliGQfd5vNlsQhUV8AywXa/XgZ13Vh1hPAC7+DMSaOYofhTfls1mw1PSqYyip1wup7u7O3348EHS9qGyYJ2v2a73Of0xdyFUICrYcY0nmNP6hd2xMxoVNd8YhA4XHrrKw/P8uSe3t7cajUYaDoehugT+q1ar4cnV+MXxeKzxeKxsNqu3b9/qd7/7nY6Pj796JSMWJyAlhS3/IVRub291cnKiy8vLQKSBo1jbBFmFXbkP9XYr7IxqJds5O77udrtKp9MBf4NRWq2WLi4ugu8l2XYiNe6a2VeenWg4i+6LOcnWy+VyWFRHIIENITiMRiNJW1bDAVgcjHnf2xi8zYhkB2XSysJCRBb0XVxcqNFohK36vBXrtxaAP9fvVQqYSYzLy9q0nsQO24M6zslLac4aoD8CgDMxAGmORaAHPHHtXgn4LQUbceARt46xbzbBhIlUqVTCQ5y8VYykxYGLM6h+v7BeHBMm1lsD6EOHrfW+eU+SXtrudlUyEK/KePsW4Gs6nQZwWi6Xtdk8LmLneSXYwy579RYEqhkAG+nRT5RKpcDIEJCOj49Vr9dDIF4sFrq+vtb79+8/WWuA7HKAX7O64WPE3HD/RBWMa6CtyZMRGD8qrIAQT3CxZWzSe3NZ2+A7TDmz7hU57JGWH+9x/i0Dr5SsiEkKvgTfnc/nAzsOcCWm3N7eBr35Ohj3Ow5cvX2B8xLkffMFX8zrPqBWq+mHH37QH/7wh/CsB3RLT7g/3fm3ECdTuH6SRuYvPiVuJaXd1ds96ZFnh59SqRTOg50DlOfzue7v79XtdnVzc6NOpxOSLSpp3nlA5wDrDbySQVsh4/K1kw2uyTED5BLnJYmioiop+BvmFv6KVkRsgV2gnCyi4omOsVdniRmXRqOhWq0WNkl4//69ut1usH38KePxW7Z2I+jQyUzWHfr6WxLceF57GzPdEgBZnnSeTqfV6/XCvF0ulxoMBmHHt+FwGGyY8/LgUa6P9UDfffedXr9+HRalx5XN30I8MaCKy7Xf39+Hym2r1UrMYzpJ2MSDeQzu2mwe17+wJpqlALRz4idGo5HG47E6nY6Gw2Go6jSbzfBMlkKhoG63G763Xq/DcT0GvQQJ+mIVDQwRpRBI6A2u1WqhZYTeY5iWfr+vYrEYFhn5tmCUu71HknNKCqVQmEIYPHaQIlOu1Wrh6ZqUwR0sv0Qf2nP0J23XotBi4Yt9KEP64hwvgTtwdMMAvHiigeONS2TxNdFS40/m5HxSsgf7twYuiCcaXIM/hdVBMEwa1Q2SBF8Q7oDD+0T9XhGS2+VyGZJqet9hm1mYOxwOw9aeAAIfh5dONAjgnwvizlpI211DCJzD4TAsziUxwyHiQD0BQ/8ESIKJ6x5g4+wwBABtKTCmt7e3od+W3YDiJGOXzn6LJCOWeLs/AC3zGTtjlyWSsGKxGJKuOFlG3CdhK+jD2zbcJ2QymQCa6vV66JX2NW2/9Xz1BDCuMBAnsLF0Oq1OpxMSKp70i369OuS+jwqu+0AnBgaDQWDbWbsAKGKBcLPZ1Pfff6/f//73Oj8/Dz3N3AOs6W9d9ZaSi5zRI9UZElEqtcQMgJv7blrpuCdYc3wh7ZTYML3v19fXurm5Ub/fT+xy5muy3K4bjUZil594q2vka9uiV32wN48Rvg4R/RAXIYjwa9lsNtEPD3D2GOKAHJ1T4fEtfakwZrPZAJyZo8wRv15fT/lbirdzQoqiNzAHVUQ2D/EqHBVqfJW3EjvGIanlHtkx7P7+Pux+RSsSSa63pbKj49nZWdCzx7jfWmI/y26d+Xw+PEx1sVjo9PQ0PLuNOQQJ9fDwIGnrM1mMj035eXgWE0kfZBPPOavVaiGxu7u7C1iFtshKpZIYH5KWl7C5F1uRhaOCLSGTJKjixIfDYehXa7VaicyUrfB4AAwTmuMTNAA23uNI9sy5SCz8SZD0/Tqw5rq/Bqv8VHGm0Z0ijowg4i0wsJ04N1+cRnVJSi5UkhSCq+8OtlqtQoBB7wR1AjklXO/j/aeczFKysiFtF8VT/iYgDofDUIXwLd98Fy2CR+wksD/vEXebR8+0ErDFqG9LyB79Pl6wQC8tceuNAz1vNSGxcpaPkmu/39fR0eODLdvttiqVSlhDAUOHTUjbRJmEGJvjXNhIvIg+k8kE9qrf7wdW26s+3jLwUuXcz4kn5J8TbEXaAkDfvavX66nf7yeqRx5cHdBhf5zT56OPY2yfXqLnWgHRVHF9UXps17/VnPXWvV3JBv6FZKPZbOr9+/e6u7sLyZmvUaENMb6nmCzy5Mtber0VN5/P6+LiQmdnZ2EtwTfffKPj42NlMpmQjCyXy3BeGPDfWjxWcc/EWO7RK167SDkn99yfkbiSsFC1IflgDc3d3V3i/r29iKoT8ZgkwyucvpPOb6072HZp+0wQGHlPOImBuVxO7XZb+Xxeg8FAw+EwQVxRvdy1NoguAciUarWq4+PjQKbwOYA7gI65j2/01rWvESe+VNAddgcxxbWSgA0Gg2B/4BHiI3HX4wNrysAcThCsVqvwkFFaU9kFji4Ckj/IKtZ0+VrAf0oiFMHuSCAgB0ajUahiOTH09u1bXVxcaDAYhDUYVB+Y/9gD+mDebTYbvX79OtHyzbk+fPgQKphs0037nuNBcNNLtXS/6NYPXvoncOLUCX4nJydh/3kcGr2e9Bv3+30Nh8OwWxXZmbRlkVlE2mw2Qy8gCmMBJPvFw5R5icpLqv9ULVMuHoy5NiYIjhqD4aGIUvKhQf78EWm7MI2/vczLmoK4agQzxSI534YOZx0nGf/Uk9gTDQcyMB+0Fdzf3yeSUkAubVVemnVgnEqlEvtIS0rs9MBYAUhms1lgnX1MvJc3BgMvLT4mn2tPAKQ4wPAqEGVp5iRggoXFvv4JtsqfiSB9ujsd58IW6S/FJ3j1wgMO1+T2/rWEcXcg7jbP/7Q2cK18huf00IYhJccj7rGHIfQ2SOaiH7NerydaNtwXUM0lgHvy5wTDb51kxPfu//saDQcjlUpFFxcXGo1GiWcyMJ9IggEnzCW3ce+Vh/knsPqGA/V6Xe/evQsP4vMKEC29q9Uq9InHe9T/1uLsvLS9z7idyll3f9AclR30QjKFHWFT7DCFncNgt1qthC90UOw7D1Gp45p8jcg/lUDueFyVlPBJ3LcvLOYz3AsPl4SlB+h5hYz56HNzvV6HdQ3Ma4ivOMFgbvjORP/U4u1njKNjDda50LZDUu7ECG11tDUxd9nIAhslOePBlFR0SGTiLgLalSEtGN+/hCQD8bgCoGe7b8g0NjuhqlGpVMK89HZkCD7fEQ4/RwWM4/V6vbDGpVKphAdn+vpLkjNPMl4SF7/4HnNeNnSmOAY+LIKp1+uBhfHSLzta0J/HRKM/Dfbh/Pw8rLXwHZH82QWASoK6M0MkHf8UJclYHFS5U/beT7LRuOVH2rZwwHx6oHXWeDabBUDSbrcD8CHY8z0CipeEpW0f+F9CkoE440mSQAIQP1hKUqLqRpCEbaEa5v3ztBMBBNn/31vSvIXQK0pULnzP699q1xoknn8I9wxLFQN5giiLPWHhO51OmIM4+uPj41ACJniSOHBsnlbtD1qKWyK9vzVum/yalYw/JzEw538SKk+OsDtfg0GLgSdcLAL0dVeIVzic6WQ3LuyZp8xL28TFExjp090B/xLErwcf5XqjBfb8/FzL5TJsWck8hOl8eHjQx48fdX9/H5J6SaFNhYD85s0bvXnzJiTJ7XZbp6enYfFqoVBQs9lUvV7XYrEIiQzn8HUI/9QSt+Y4y+zzB+bUW4M9bvA+iQZzkiSWY6FDdOdsMvbGd520YdG/b4zxTy0kBFLyuQ5cGyQRevHWHr7D3CuXyyoWi+HY8bMHMpnHzSyocnt8ppLuLd9O0FIx+K3jxJ8Ttztf++DvZzKZ0AabTqeDXSEQVyRw2Cbrsrwlt16vhzjtyR12TkImKRCG3qHxl2BvSIydXNCV41K2n10ul3p4eAi+z9d10CW02WzCZ1KplO7u7nR1dZXYHKjRaITt9nkyOrYGCSAp4BMnzl5CXjzRcMfjZUQMwpknfw/wzLM46ENLp9OhL3axWIRFZkzQ4+PjsC+8tylwfJQJYALwuPP4SwgeCNdC6RYdSEkwzUSTlHBMGAeLkgkigJmHh4dElQRWhmN6QIqBE47ZdfqXJExMScGRoztfrChtFwD6hPP+yfl8HhjidDodwA2MC7s0eDXDwZM7E29pI3j8U1fQXOJkYzweB4DibVIxy0YSRbVtPB7r/v5e0+k0LOyml5Z7vr6+1u3tbRgPbxF0G3NbZFz/UgIuwhizUwpVIGwQnWIPPLDJW8AAhIhvmck6LU/68HvYmlcsvEr7T13F+BKJkw1ALTqTtjuYsREBbLNXwE9OTvTx48dEi1W5XA62K0nv3r3TmzdvVKvV1Gw2Q2XOWznwtyTVk8lE9/f3YW3HX5LEMdZbQQHC6AL784fRsj6POcfrkE1uK8xvr2jzvs9Lqh+MGa1Uf0mssqSQbKEbXzfi24tKShB+EICONbztyRMY9EVnBi2lVCzosCD+sPMl48bapL8kbCJtkw0nP7wllOvNZrNhjawnJ9gWRAj68Y0OIPLogkFIeGN/5lWgv1RsIiXX3nm1xXFJKpUKuA77onoDOc8awLOzM3377bdar9e6ubkJreKSEhsZ0O0BngHb+fNPsN+vldimNn9plnyQgxzkIAc5yEEOcpCDHOT/9fKXRXEd5CAHOchBDnKQgxzkIAf5/4QcEo2DHOQgBznIQQ5ykIMc5CAvLodE4yAHOchBDnKQgxzkIAc5yIvLIdE4yEEOcpCDHOQgBznIQQ7y4nJINA5ykIMc5CAHOchBDnKQg7y4HBKNgxzkIAc5yEEOcpCDHOQgLy6HROMgBznIQQ5ykIMc5CAHOciLyyHROMhBDnKQgxzkIAc5yEEO8uJySDQOcpCDHOQgBznIQQ5ykIO8uBwSjYMc5CAHOchBDnKQgxzkIC8uh0TjIAc5yEEOcpCDHOQgBznIi8sh0TjIQQ5ykIMc5CAHOchBDvLickg0DnKQgxzkIAc5yEEOcpCDvLhkv/SD/+pf/atPXptMJhqNRprP5zo6OlKhUFAmk9Fms1E6nVY6nQ7/53I55XI5pdNpzedzLRYLrVYrzWYzbTYbZTIZZTIZZbNZ5XI5pVIppdNppVIpLZdLzedzrVYrtVotffvtt2q1Wrq/v9fPP/+s5XKpzWajzWYjSVqv19psNkqlUspms1qv15rP51qv15KkdPoxv0qlUp/cE8f4nPzLf/kvv1RlQf77//6//+Q1zs19+rldb5vNRqvVKuhqtVopk8kE/cbfR1fT6VTz+Tzo9OjoSJlMRkdHR6pUKmH80JPrTZIWi4WWy2X4ztHRkVKpVNDharXSer1WJpNRKpUK18E1+3gg/8V/8V88WXf/+l//609e6/f76vV6Wq1WqlQqqlQqKpfLqlQqKhQKmkwmWiwWSqVSKpVKKhQKyuVyWq/Xmk6nWi6XWq/XWi6XwXYkKZfL6ejoSOl0WrPZTB8+fNDDw4PW63U4R6yHVCoV9I7MZjMtFgvlcjmVy+Vgg6vVStlsNoxJPp9PnI9x22WD/+Jf/Isn6e1//p//509e4zq5duYcY8m8Zd5kMhkVCgUVCoVgg+v1Oswnxt1tbL1eq9/vazabab1e6+joKMxndIBwDu4XO1wul5rNZhoOh1qtVkqlUsF3jEYj9ft9jUYjSdLx8bHK5bKq1Wq4dpf/5D/5T56kN2n3fEUP2NF4PNZoNNJisZAklUqlMCe5z8lkIinpb7LZbLhO9MlnZrOZer2eRqORlsul6vW66vW68vl84t6YdxxXerRdxnIymST0vFqttFgsNJ1Ow9+SVKlUgt/eZXP7zNf/7r/77z55zced+/DrRwduB5/zJe43s9lssMHFYqFut6vJZKL1eq1arabXr1+r3W5rOp3qw4cPWi6XYb6u1+twfvwA512tViEmHR0dKZ/Ph7nCZ+bzefieXxfyX/6X/+WL6I7zcp3r9TphB+gOSaVSyufz4T7RdXzfpVJJlUol2O1oNNJkMtF0OtVgMNDV1ZWurq5UrVb1+vXroCvGjWvwv/1c6/U6xCv/2Ww2wecxfrHso7v/9r/9bz/RQ7PZVK1WkyQ9PDyo1+vp5uZGHz580Gw2U6vVUrVaVSqVUqFQULFYVLlcDnotFovKZrPB12HH4/FYg8FAg8FA6/VarVZLjUZDxWJR+XxehUJBpVJJo9FI9/f3ievi2D4niAXuO4j77ov9fY9bLv/Vf/VfPVl3/8P/8D988lq/31e/31cqlVK73Va5XFa9Xler1VI2m1Wn0wk2MxwOg08Zj8fKZrNBJ9zbarVSr9fTZDLRbDbTeDyWpODj8F3ZbDbE8Lu7uzAvsRmwUbFYVC6XUzabTeBI7M4xJnOUeJvN7oa9//l//p8/SW//4//4P37yGnFis9mE+ADuWK1WIR7iX5hX8/lckoINgkU2m40mk4nS6bRyuZzy+XzAJqPRSLPZLNzTbDZTNptVtVoNccqxIfOTuMx1oTtik6QEpsN3eExx+c/+s//sH9XVFycau2S5XKrf76vT6WixWKhYLKpWqwVHl8vlVCqVAhBhgjF5F4uFJpNJmDQ+qdbrdRgkv/HVaqVaraZsNquPHz9qNBqpWCyqWCwqnU4HZ+mDiIE6SPdkxGXXa19LuBYCCY4DB0xg8eRtuVxqsViE/0nMCMwAaCY0kxenSTLI+LlhYdjT6TQENCaqgx2uBzDvAVjaJiE4zJeUzWaj+Xyu29tb3dzcKJPJqNFo6JtvvtG7d+/UaDRUKBS0WCzCe9VqNTgyEuPVaqX5fB7+Jthgq4PBIIAwB8zYpgdudJxOpzUcDsO4MfGlLZgqFAoh+YiBInMjBuQvJcwp7hkgxVhKj44OXWUymUTyhf7H43EYV/9MoVAIiS42USwWdXR0JEnBJjmXHyOTyYTrYmzG47Gm06kWi4WGw2HivG6Ts9lMkkKQf+n5i19qNBqq1+vK5XIaDAa6vr5Wt9sNc8TBquucsWTeufPmf8ZmNpuFBJVEgPnGsbEdAmixWAyBgIDkgAQ9Mi7xmPF5T5ZfUpgnMdHjZAm6Qt/uS3jNExC+68ldJpMJNlEul4Pt3d/fB13jmzxBAZD4tXoShE/gPE58ofNdSe5LCLYHoOL8TgygWwg9Ps9rgB9JIdYCdlwXy+VSw+FQ3W5X3W5Xs9lMJycnQW/4BL8mHy/AC3Mc/xonQx4Tvma8zefzOj8/V6vV0mQy0YcPHzSZTNTpdPTjjz+qUCjo4uIi+PZms6nz83O12+3gGwF3TihVq9UAnheLRdCDx3PIEnwncxhQDLBE9+iAOesEjc+HmBSMdfsSQoy9v79Xr9fT9fW12u22vv/+e719+1anp6c6OzvTw8ND+Lm6utLd3Z1Go1Gwt0ajEYi+zWYTQPJkMtHDw4Nms5kKhUIgqZxowxfN5/Pg3zlupVJRsVhUqVRSNpsNfncwGIRjjMfjhG7Ala7rl8YmYCHwaLVaDYQZ8Ww2mymfz3+C35iPuVxOrVZL5XI5YFbiaLlcViaTCeQnWCOdTodEhrghKegFnOYYZrPZhATD/TN+zJMMJxL21dveiYafDCf18PCgfr+vdDqtSqWiWq2mzWajSqUSAjFs6HQ6Vb/f13Q6DWwDxkV2BQvHAOZyOTUaDT08PKhQKOhv//ZvtdlsVK/X1W631Wq1VCwWw3l8khPkXQDCrtRd9/bSErNjHtQ88eD8bsAkafz4NTuoGAwG6vf7Go/HwQBhsTqdjiaTifL5fHCaTHaSC0A3gYKACmMGoMMpce1ehSGIv6QzdOe62Ww0HA41Go1CgPzjH/8Ygge6Ifkdj8fK5XIBsDK5CoVCAF2FQkHpdFo3Nzd6eHjQYDAIoG46nUqSptNpSBgIrh6ssSmCilfr8vl8mOySPgFa8fdf0hnGbBpBzYEwSSyJF8DVk9lcLheSt1wup0KhoHw+HwIydoljA8jOZjM9PDwEEMM1UTEbjUbqdrvBlqk+jUYjvX//Xv1+PzhovgOoIfGo1WqqVCrK5XIvpjcSdOwecJ7NZlWr1QK750DZwSv+CHCWSqUCCcB8mk6nmk6nyufzqtfrOjk5SczJ9XqdYA+d5QTUYd8EX+wPGy+Xy8HuAVDcE37Zr/slxf2Ug/p4LgCgiAXolPvyz+K3UqlUsBV02Gw21Wq1AoAh2QW4cB3oXVIgEbyivlqtArPr1QLi2WKxCIAhJg+eK+6jnP0GlGD7DlLX67VGo1GCvSUZHwwGwR4AG0dHR6pWq5Kk0Wikq6sr/fjjj/r1119DxRhmNpvNqlQqqVgsqlKphPFibNALSdjnEld8Gn7mayQbXrGWHqt3b968CX6Iqs1ms1Gz2QxV22q1qvPz8zDOkFUw0LPZTN1uV6lUSuVyWd1uV1dXV2q32+E8+KVOp6NKpaJ6vR6AY6/X08ePH/Xw8BASY0nBvzLGHr8Q9I3uiDveifBSunPC5+HhQZPJJMT5f//f//d1enoa/D+su3c5SNJwOAygF3sZj8eJ+erYwhPi0WikbDar6XSqu7u7YLeS1Gg09Dd/8zchkSFxIQ44YQce8e4Prs/ffwlxHIl/yufzKpVKyufz+vjxowaDQUgOvMOiVquFWLrZbEIiBYZlnkmP1fOzs7OAq1erlQaDQYhHhUIhJDXcI4T+ycmJTk9Pw/yIMUac1PK/+4zPdaz8OXlWRQPFEAAYaAyuWCxqPp8HI5UeW3IGg4EeHh70888/q9/vazAYaDgcBsUsl8tEYC8Wi6FCksvlAlj5P//P/1ObzUblcjkAjFqtpmazqWq1qkqlEpgJQJMzWpJ2luX975d2gjivuF2KxEPaJhy5XE7z+TxcgydpONDxeJyo0jBhCaKTyUS5XE61Wk2NRkOtVkvz+TyUfvv9fggeTEiM3Rmq2WymarUaHAFAEkP0lhyf2LDlLzWZmYSUTklkhsNhKPVjCzBD8/k82ClgeTqdhsAJwCC43N3d6f7+XqvVSvl8PjDwDiL6/b4mk4mq1aoajYYWi4XG43Fo3YgZLCorziQSnF1v3kr058qVTxVnk7Ezd3heqgdQMa+Pjo5ULpfDax5MstmsKpVK0C02MxqNEmw0voJADtDm2mB6JIXWt0KhoI8fP6rT6QSAyFjkcjnV6/UAjmHsJYWk7iXmrVf6nCzJ5/OqVCqJlgqSQ291ZP46g+WAHh9FosTcm81mGo1GCVugjceZLidUIBjQ9Wg0CqATdh//x3e8lO9VupcELtiYV3Fi8oL30DM2Q0WHH+aotCVsiDupVCq0AxEDYJWxb29dw48CktLpdPCDAHoIE8bP9cIYxlWXl4oXjIMTZfgNfJaDO2KnVxvu7u4C80l8JY5I0unpaagAAaQHg4Fub2+VzWY1HA6Vz+eDX2M+XF5eBpKKliFYa+ZzLpcL4+KJ0m8lw+EwjDGEXrPZ1Lfffqvr6+vQosjPbDbTzc2Nms2m3r17F1hk6bH1ChKIufnw8KD379+HamuhUFCz2Qw64BoWi0Ug+gCV2NJ8Pg/XSXsuunS7QnwueSfES85XYiz+HkwHZqvX6yGJpeK8Wq1CBwu2NZlMgl5cb/P5XPV6XcfHx6pWqyqXy6Hl0yvZnLvX6+n29jbortVqBRsDX3j3Aa2OTpoQDxxnxYnbSwi+3YnXo6Mj1Wq1TzoowMYk56enp4GE6vf7Wi6XKhaL4V5J9CA4HFNDmGBT0+k02Ddxgo6DwWCQIHNiLPw5H+Z++ql6e9asZ9AAcwwszpw+emd7+/2+/u//+/9Wt9tNOALp0RjK5bIKhYLOzs5CPyCg0pm59Xqtb7/9NlRQSqWSpEfHend3F9jjQqGg8/NzNZvN4Ex3BTecelzdQJlfq7yLeOYYDzjGNR6PNRwOQ++3s2ilUinBbFWrVbXb7ZCxHh8f6+LiQqVSScPhUNVqNTBVvV5PvV4vfBdAAwgCLBH40QnXHbOiDvhow3lJlpQxzOfzifOl04+9xh8+fNDFxYWy2azG47F6vV6iRQRmuFgshraKdDqtfr+vm5sbdbtdHR0dhR7eDx8+qNvtJhh2gMkvv/wSJj4Aj756fsrlcrA9AohXstCR2wJO8aVBnx/fQZ2kRAUGJ5/JZFSr1dRut8PYO1uOY5vNZgGE84OzA7gRnGDCaHckgAMMR6ORxuNxqHgyPx3Ee48yLKKkkFhTpXquxL7AWxuOjo40nU51dHSkRqMR/Bktc5PJJDBYBEP0Jin4NtpOj46OVCwWNZlM9Pd///eaTCah3YzKMEw9yZ0nWd66UK1WA1NPciJtSYxUatv+wv0xRn+OjX6KxH7T7Q7Bt/k1kVzABMbJjwdyb9XBh06nU11fX4f2jG63m0iqSRy8hcWZPWdWPYmheuQ2zj35+V+iquEJJvfv5JRX9rgmbA4WmLj88PAg6TE5Zx6Px2MVi0U1m82wzsmrAJBKr169CkCQ6jEtz7PZTOl0WoPBQOfn54mWImdTfbxf2pftEm9x41rdl2YyGR0fH+u7777T9fV1YI6Joff396pWqzo7Owvxwu3EfX2z2QxJ8WAwCLEjm83q5OREy+UyJPLD4VDr9eN6v1arpcVioQ8fPgRAXywWQycBvtSxClggTjz2YZj/MSEGEAecBOh2u3r//r3q9bpms5nK5XIgMJ2Zz+fzarVaIakfDAahUoFtdrtdrddrnZ+fq1gs6uHhIZCsmUxGrVZLp6enur29DdfWaDRC7EcgoYmlTtqiN++s8GTjJbCJz1MnURyUFwoFtdvtMB/BqHSeUDmlCkQ3hScSzD+un3VCXh1BD9g/pD9rYdbrdWjf9gqtX6vrJ8a+u/z4PybPSjQAmd7q48FluVzq9vZWt7e3gQFYLBYBQNDHBjijvEh/H6wbi6symUwA2qVSSX/4wx8SQVtSWGjEguHr62t1Oh2dnJzo8vIyLGyKnTYSs1NfQzB+Z8h2JTNkuhjacDgMzgrg7JWfVCoVQDBAjnPRe48+T05OVCgUNJ1OQ2k9Try4VphYmCnPhN0gSXr4DMDBqx3PFQA4/ZmejcPspVIpTSaTAADq9XpYQLxYLDQajRLJB4Hg7u5O/X4/gOFqtRqcK+PAIlAWI1MdQQhs5XJZx8fHiVYbHF68uM+ZFj7jvegvlaTtsmm3Oy/dl8tlNRoNVSqV0O4F6wSwIykB7MCuMi6wU7ChOEBAOlVGdNjv93V1dRV6g+fzeWjxwY74IdCwKJsATSWP776EzuLeePTGfQIuSWywO1jS4XAYggu69LafYrGodrsdgM5oNNL19XVgo6nw5PN5HR8fazqdqtVqqdlshna0Xq+nH3/8UdPpVI1GIxA+BBFnv92mfKEwdhgnvs+RzwWjGHxCWJFseQsCPdfonDlJwGXuo1PAIHZHcsExvUrhzCjHZjydNY6v2wGnVxs8IXgpwZ/7NXAdXCfVK2yFSlW1Wg2LotkIhOv0BB7/lslk1Gw2Q0WHdlte57skcL1eTw8PD5rP52q324EUdNDFD/rlumO9vmS8xY8SD5m/vIdO2+12WBAO8KL16f7+XsPhMPhu2puIP0dHR6rX6wEEn56eKp/Pq9PpqFarBVKE+wYvVatVlUqlxIYr+EInFry9OiZBHeg5QflSuvMYi3AOJ0Q6nU5YG0G1uVwu6+LiItFWRfLFonl89MPDg8bjscbjcSCaHh4eAtlQLBYD4eeVInwEpCg+YTAYSPq0U2VXIrarsvEcweZ9XRLnQKflcjn4HmImGJrWstlspkqlEt6nFdk7R0qlUsBZw+EwkHe+JhRfQAdLv98PePvNmzc6Pj5WrVZTt9sNhNjnJNbRU/HxsxINBteDFBe0Wj3uznB/fx8cEgC5UCjohx9+CLtHwS6RjUlbgAvTQAtVpVIJu4tks1k1m82wcwatPEzg4XCon3/+WVdXV/rTn/6ku7s7vX37Vm/fvtXx8fEnbBGKJBuN5bmO0LNsZ7Nxiv45MlQSjIeHh7BIm8lVrVYTPcoYC0GXlgFn42K2mr52HDIVpXg3EpwswIXv4wS9vcEBAJ9/KdaA43pLGToF2AFaNptNcGS031GOhLGUFNi61Wqler3+yW48JBySwm4YfAbnMJ/PA9BhMTpAMZVKhbEaDocBUMVtUs5cYQcv5QRdT9h87CwIePQVo6N+vx/G1AEazBPVJZwkZW8qbfgCGFCqOpAE8/k8VNWogLijTKW2C/W73W7ouadCRbsM90mi6WO8j3j7H+0EjDnjBRjjnCShVB9pX/RKFu0m7XZbJycnarVaoR2A8Wm321oul6pUKiFpZg6RDGNzd3d3enh4CNd0dXWlXq+n8/Nz1Wq1ANSLxaIkhfYawJXbmPvPlxLuPQ70jDM2R+scNgkr7psLkAi4z+G+YWB9wWO8DgM/6FUKD8R3d3dKpR532sG2adHkPAR439SAa/7cesCn6sv14Ky1ExHr9ePuZ1TxqVxfXl7q4uJCx8fHAdBuNpswh2iFBQg78VUqlULSy/1gC65v9C8prM/E79Ei6gQM1+0Lpt3Pcd/PBcvMf87hfp/z0Aqay+V0f3+v9fpxlzLiGtUIX9TNdbFjFXbGdadSjy23+Xw+MNHHx8fK5/O6vb0Na02pDjUajUA4pNPpEHdms5lub291f38fSBlPYNG7Jxb+3ksI2IT7Zs4Q68bjcdDvZrPR/f29+v2+JIUklZZN1mnSXgYhiX/HN+G/SMy4DgA5AhNPOxIVJa9cMKaf66bwuPpShLLPT64D3UkKWCubzQYSDWxA9wiL5bkv2r3BX169pqWsVCqFHcHQDe/d3d2FapxXOlKplG5vb9Xv93V6eqpisRhIREgWX2S/y7bQ3Zfa3N6JBokFAQtFkJXTggIDzxoB2BVae8jmyOi9FMzrgB4MsFarhR55Bqper4cqCNe2WCz09u1b/frrr/p3/+7f6ePHj/r7v/973d7e6ve//72Oj4+1Wq3CxI0N52tUNGI2gnN4ckOyMJ1OdXNzE7aFY9E7mT2ghcmILiSFVib0SLB1Bt1ZHg/kMF/0OsNeDwaDYHgkO4izhXH7AC0eL6E7abs2CBDARGJ70E6nE+6n2+0ql8vp7OxM7XY76J+JRIsfPbKAwGw2G6pjVDcKhUIAPWxewC4PJHksSGX9B9sr3t/f6+zsTOfn56GiAWDZxYLgpF7CEbqtxUmtpFBt4N4BpCSmUnIrWh9nb32RtgtqsROcK+PkrZS+wJA1Q6z5oKxOAgw49EVuAAnOydgApJ5rc84gEgTdVzDf8H+dTkd3d3f6+PFjqGq9fftW9/f3+vjxY/CPMM5syUv/N9U1WqlOT08DCYNuIVBI6KTHPnCYPBZHdjod9ft9nZ2d6ezsLLC1gHHaqwBLPl8Zq+eIg0YPRnEijb2hV0/iSBR9Vyy3PQdi0nZbZPeNVJm8RxtboVJJsG6320G3o9FIuVwutDEAFL0CAChyIPNSbaKuO29BQne+K9B8Ptfx8bHOzs5CyyhtPawxoALLfUMS0oaL+Jor5rG3uvjmC9w/54CJxfelUqmwZoixg3nd5dteilBxP8duPFQ4iV2tVkuDwUA//fSTfvzxRzWbzbCO7vz8PMQ/r+J+/PhRd3d34ZjEGGLAeDxWp9PR/f192A3z9PRU2WxWd3d3wdZarZbOz88D1jk6OtL3338fyNQffvhBtVotJCzj8TjoD5/meiPevmTXgFcWnTyeTCa6v78Pa58gCljnRIycz+ehdZlEbzweh/lIS7YnNbQysj6Eqm46nQ7YrtfrhbV5dHP41vNc89XVVTgXlUfIPa9WxvNqH/E5SrWPVkT8FOctlUq6vr5Wr9cLlTKugXtnfVm9XlcqlQqkJqQvib238LZarbAbK4lys9nUYDAIPsnjN/5rMBiEKiRrOCBYnSjALhDvCPoSeXbrFCVEst9+v69ffvklZLiUbtvttprNZkgEKHMx8ZlkR0dHAfzS5sMuMg5oYFApj7P47PLyMrQNjcfjRE9zt9vVv/t3/05XV1f6N//m3+jy8lLffPONSqVSojTt4MLZlucYY8xWxwbOZIYBmEwmur6+Di0Dx8fHevXqVShZsg81SQQlON+ykqBAUPG2CAIOIMl3aQAw4yyq1aparZZyuVwoE7P+IC7Zxm1STLTntBPEmXM6nQ47SVGJwLmRaLx9+zZUu05OTsKuZPQn47AdZOPIAQq+RTDMH9We9XodWAOAkCdhjCttgPTw0s9KEGTBFsn158q7+0oM8kgcYJgZFwIzNhizp8xNSuRUjAgkvo2t6xZdoiOcqydltP1hO9gLxAJA2hd847RJDt3GAJLPAXwksU4EDAaD4PR9kSFtXwCwbDYbdo5ijsDq5XK5UGmA9SVwwHrhC/BLfDefz6vRaEhSWH9AIsaOQjD4vNfr9dTtdvXdd9+F58xA4PjOcX7fVDn2FXybH5fxJ9g7gMXHsIkF7Y34LMRbunyB9+fagEic0SfjwDUyZwmyqVRKx8fHymQyGo/Hur29DS1vTuZ4RTcGygT/50g8Z7kvkiy2lB+NRqpUKvrDH/4QqmKNRiMkD9ivr1Px9g7WAOGzvGUsbgPznc2IDdI2Rm82m5B0kbgBRAH5vr3yLgLluW2iTgwg/X4/JBAkQFwfZFyn0wnrUc7Pz1UulxObCMznc3U6nUA6+Vo1bA38QdfFcrkMSUepVAoLqGezmf7u7/4uMNd0Kkwmk9BKvlwuQ8wajUZKpVLq9/vB1nfp6LmEVPxdWuUAtF5d6PV66vf7arfbwc+yTq1QKKjT6QQ7IOllvvu20DFOcDI5lUrp9PRUs9lMV1dXkqR3796FigrzuN/vq9Vq6c2bN2ENAj43lXrsJMC3uj9/Kd3F1VriOokQ5wWn5fN5/Xv/3r+n9Xqtm5ubUK0gNtLuJz2SAtjtw8NDYvMC2pbd37OTKBX/09NT1Wq1cMx0Oh3smp1HS6WSGo1GWN5A8YBF/Z+rMsbVyH9Mnp1oMLk6nY663a5+/fVXPTw8hCrD8fFxYFZweoAYWljYF9m34wPwetbnpR8cRr/fD/2fw+FQNzc3Ojk5CSwZPX7z+TzsT9xoNPTzzz/r//q//i8Nh0O9e/cubNeGs9ol+5YmvZwbByZn45iAw+EwLM6u1+uBjXS2jx22CMSegGGAHvAJHvHCLklB53yXUhwBF+cJEPdkCTaLnQ52bY8ZVzieKnHbBUGtUqno5uZG0iNjd3d3F9oJlsul/vjHP+rk5ETr9Tos/vbtVkkknO2lygAA5LywOW6DqVQqVJuy2azOzs7CwmmuidY/ysmDwUDNZjOUOrkOB0y7bGcfAVT4/27fgD7f3pNn0ADifWc52HhveWLu4fgk7QR2JDk4MoCwtN29x1sUCCgk0Dhp1wVAlXUPXi18qQXN3M9mswmLu9llDIBPsispJKFHR0dqt9vBuXvvPEQA/m6z2QTmieSeuYYP873oIV34ezqdKpfLhVYEthmHbX14eNBPP/2kWq0W/DDniG2Esdp3vnoyG1fSJAXWUVJoY4SMor+dNguCNWMbt/rELVDu4xh/Aiy6xXd4pQ7SBJDSbDaDvf3888/qdDrBpp059kTD9fUcZnlXexm/AXk3NzdhjSP+5vLyMrRb8CCv9frx4Zn39/fBvjw5cxLA25m8l5wEhzmQTqdDVQ2gDUgi0fU1K6wTyefzYeEvNrFLnhMnYp3B3I5Go9D+ypxjXcnJyUnY8efdu3dqNpthgwZiMNUs7gMfyP352jTfrU+Sut2uOp2OSqWS3rx5o6OjI93c3ISxgzm+u7tTr9dTs9kMts9OVbT2QUj5nHUCc9848bnvU+XzHQTZZIPKwuXlZahGk5RBAE+n01BNlRTWbEgKOALdQfZhU+CR3/3udyqXy6GDBeKApOXDhw+6urrSZDLR3/zN3wTcR+JHMhljr5cm9JyYBvzTzUAcxB9TNet0OqEi4ZtVEEs5HrEH4tiPh5/rdDqhoug+jnsnlnrXEbG5VCrp/Pw8kPCVSkUnJyeBXMBv7CKlfpOKBicj0Xj//n2oIpydnQXA6kFCenTQtVotlHdgFwgotD15yYngiJHR3kOpjooET4Edj8fBcNfrx1X2XNfx8bHq9bqWy6Wur6+1WCxUqVTUaDQ+6Yd9rgFK28C9y4lilM5qU0KDgce5kPUfHx+H3lNAricqVCscaGEQvjuYl38BNLVaLUxWmAEMrVKp6OLiQsPhUJvNJuwg0Wg0VC6X1el0Aujh+M8tTXpLEbrkN456OBzqw4cPYTeto6MjnZ2d6eTkRPV6PTjzfr8fEg0Pkt4KwZgDiCWFtQVebXp4eFCn05GkwCDWarXAVrNvuKTEThG5XC4A09PT0xBYWMPkIMbH7anCfQHKEBJ25pO03QCB8zrbzHXQOsfzInBwDiCZwxzTSQXsn2oANj2fz8PmELRyYF8EoFqtpuPj4wDgO51O2KWFRa6MGfPkOT3Lu/pRJYVrpQLI+ikCMXYHcD0+Pg667vf7Iemk/913TIt3/3AGW1JiFyTskVYqWlgIOFSAGBOYWapv5+fnYXy8YkCg80rXU4XkB53FLaIk+yxwxMezW1G/3w8PuMJG8CO+mJf7Jlg6QcUc5l7wq04cMA8A2ZJC0spYnp6eBhb+9vY23BPJOOfg3E7A7CMxmcK94r9Yj+GLvSuVSthiG39NDMEWIBLQF9ULrp/3eA3Gns1EpC0p5p/z9rPNZhNsFPafrUsvLy/D3GXzBr+3l2r52ZWkUS189eqVpEc/xpom/PVyudTFxYXevXun4+NjzedzXV1dheoUxCZrovD3bnvYMZ9Hj+AXbx3//e9/H1re3rx5o0ajEXwBLVfD4VC//vpraHEE3LPwV9o+LHXXvT9FPtdxkMk87vpEKyhzAdLzw4cPajQaajQaYfE8SQbt8cQEAC56c2KNhIBEBJ9PS9Dbt2/14cOH8AwS1mcsFv8/9t6kOfIsy+47PgAOwAf4hDHmHJlZLOtukjKZvpLMpA0X1EJLLaiFNjKZ8VOxSWOzq3KqjIgMTD6PANzhkxbQ7/pxz6jugEdkVZsMzywsIgD3//DefXc499z7JtE1EgDj5OREk8n9EQoU5LP/mScPnj9muK+4zn6BaYO9hIIJGyWTyejrr7+O+eDgV9bT6eCSVt6DgH6xuK8fhdLoNEhn6LB3B4PBSqDCukyn0wAsoH0jxwTmrkM3oSR/dKAxm81Ur9fVaDSUSqX08uVLlcvliGRxBEllQ+/BUfYsgv/bURTnC5OO4vekKXGOQJg7nU4EMGxi0CrvLvL69WtdXV3pzZs3+uKLL1SpVGJC11GDTcf7vo+CpQ7AT0gvFAo6PDyMNCqODEaFSJm0qwcOCA4bCsPgBtsdPS/o86iaAAhHlbQcxgQuM5kMKEqpVCp+5xtiU2PiyJujBjgQjUZDb9++1WAw0P7+vl68eKF//a//tZ49exbcTZywyWQSaJI7BmwcR0fXgw6MliP60jLFDF3GET7QFIpMkdt2ux0H3qGMaZWKbKCI35fl+NB547vufIEU8e4g2+yfdPr+0B/4nrPZLNpUe9tiHCzmheshQ05hIUCGSgFl4/b2VtfX18FpxsEjewZVi+wVSB+1VeVyOeSR+4KMedDz0LFO/fE5dIPKPoM2gJPigbp0r/ShATDHTh2bTCah1/xe6/UgPphjdKt07xhC/SGFjrGCR022gAJAp51xzY9p3oCz7plT3oe1cscUZxbntNVqxR7jOdBBTk9kPgi2JpNJyPL6WrIPHKRgH3j3L/QiaDXdc6CEvH79Ot7RA3mn0b1vrT50oNfWM0Gz2UztdluTyWSljTnB/9XVVbQWBc2FbucZMtbZu9NAAfMCXEmxb8kcuT7nWvl8PmwMTRGg4Ha7XTUaDX322WcrrdI9eETmHBT4mCDN591RetZ6sbgvXL64uAjZSiQSUQM6m82iiLlYLMZZSgTqONg4X5ICrOPMDfQoWeGDg4NYw06no0wmo4ODAx0fH+v29jZq/abT+w6dBDVkJiWpXq8H/Qj7AuDq+mHTueNaLnsOeJGBvLu7Uy6Xi1rH6+trnZ2dhY7B0V0sFtHAh7XlethFfIutra2g2UmKc2zoMoqMUSRPwxDAPHw1GuZ0Oh3VarVg2pBZ4R18jlzHbTp3/9Rex25S+4Afil5334tMOH8cYEB+2Jv4psijAzbMOcEB7+8AAyC+18fAtjg5OdHx8XHYbOTZ/UvWjr38IeOjTgafzWZqtVrRjoxU2vPnz3VycqJE4r4Y17tEOf+aiA8kwB0W7uEoFEqTtBmbn02CIwelwfnfbIRut6t0Oq3T09NANH755RddXFzoxx9/DEdnfYOwmJvO1fo70RlgsVhEO14CJ8/wgNpiIHguUHAWHeFzZeEIn7+LO7L+TDi7pMc9FcgccB4EwQeGNp1OR6tADrz7GIeFgfPDe/Fck8lEtVpN7969U7PZ1P7+vr755ht98803evLkSaBpOH3ICwEUBco8nxtQn0eU+jqnlCJIin6fPXsWzhtpzFKpFOtWLBZDIUrLdKoHaRTweo3DpgGa8509o+CZMNCjZDIZ51Vw7gf0Ow4P4vcUMK87B+spXZ6d/c7fOIXUp3hBa7lc1osXL6J+gQwHBn86nYbTRzE19+Ue0DApFNx07lwmvGCfk8txvBaL+w5RpLa9tacXnx4eHgalBR1H4IQzh9OC44bscG++Qx0IxZLz+VyHh4d68eKFWq1WOO3UGBD0sbd5frJ4BDhedL0p7Qy6q9dTSMsABEoSwSN7hvoqr4lCjrw2D4OLzmegGxyEcpCDbCIBMvfG8HLWAvfBcFPjt7W1pZubG11cXPzKSXf9+inQeZ6B5+12uxoOh8pmszo8PIwaFs/+U6PjAYWkaGzBHHsG2xFd5guk05/DgSn2GXsUOWVdZrNZHLjW7XYjyIZDz/qyFwh214OsTecMPwBE1ut0ACChebvDxnkGoLsU06OLvWsZNEbPsnFWUiKRiM9SWEtACKX8xYsXwaDAXgwGA7VaLdVqtZUicYrWqQ8jk4rs4d8g35uMdUReWma2ycRAP/vyyy9VKpWCEgerATlYLzIGbccXgIZLdnexWKwEaZ55nEwm0Y2K/QUFiAzj8fFx6LO3b99qMrnv9kghPmwXaFcONnxMcCYtOy9xHfSNpFjTarUahxQ6WOydGb1uiSyDZxDYW+hV6FHoB/cNPVODbwbNke+z73Z3d1fYFrSJPz4+DhAcoJbvAEAgfx/q331woLGeFl4sFuEoJJNJffnllyF8OJzT6TRSRt6KFWOJUvK6AufxeVTthYPSMl0paWViMdikZ3GupCVKI91nRl68eBFUh+l0qh9++EH/+I//qM8///xXfHBPKT90OP0IhxXDCpIxHt+fHn10dBQdBsj8gJpCwyD95rSfddTan5lggQCNz4GOeGoRXrQHcqCGOI7OZ765udFgMIgONqlUKhoBOGq+aZrSC4zdcYYulUwmdXBwoM8//zwaAaD8d3d3g1JAu1EcLNKZrAeceXfEnIbglBLveIU8chji+fm5Wq2W6vW6hsNhoAMoOZ6Dd7q+vtbBwUEUbbl8fIwS9GDeDZEj2RThYoD9O8gLaWDaxYK+oGwAB1zhrCMzGED2PAYaOkgqldJXX32lp0+fRs1PMpkMAwUvGqoklCBHbEBU6dOO877JwOC5zIGG0kkPp4pmGARjOKXQg3BiGDjR7ENvXylpZX95wIYBwgC0Wq041O/p06c6OjqKuhrW7+TkRCcnJ7Efnj17poODA21vb8eexXA5lfBjMrh0AmQN3BmG7ubNN3AGyX4hUz7vbnM8myEt67/Wi7x9LR3ckrRSVH99fR16YT6frzyfy0GhUAhaBvQ5gj/W27ODm4x1HT6fz8MxTqfTkV2p1+vRorVcLseJ06lUKgJeAjvenSDE7TgIK46dZ6GYV+SP3yGftFfHtkIh5LrI+c3Njd69exf0Rw62BAhYD2g/BphyeWMA2L1+/Vqz2SycUWwhtaHoZrfzrCeOvVOUPavNcJqZAz1O+cZ2EPjv7+/r+Pg45o96jOFwGK2vR6ORzs7OtLu7G81r4NgTcL4vm/ehg6B+nQKIXOOo4z8BTJGdYS6opcDGAp5yj/WAdT6fB5XUzxBC7xNYAAgSuPmz3t3dqVgshr501gyMAs8m4B+4j4ktf+hYzyaxP66vr9VoNCLDCI2VZgCSYq84sIF+Yr4cPOb3ZIXZ205nWv8O770Objlwy15hrpy+h13AB6WDrD/nh87bRhkNnA/6QxeLxeiwQhQKX5TUj6dVWQyUoiso0pR8Dgebl/NJX0/5Ep2508zkYUBY1GQyqcPDw0AJSGOenZ1pNBpFuzlX/JsiBmw8Ag0CocvLS83n83A8ec9er6dk8r6lGwLiCLFvWq5NVIyxQoCZH0d92WwIJQbWi4N5FhBPuNdsUJCy6XQafbCRA9KebkQ+BunzQBS0BNk7OjpSqVTSl19+GWej8N7uYGDUoKJxHoM3ISDQ4LndEHuq05H6xWIR5054QDKbzVSr1aKGhe+xb/L5vJ4/f65EIqFutxttD+HCehH1JgEHaw0akkgkwrjjAMOjTSQScV6D0+5w4pnD9b/dIfR6qnX6B9djDvgdLYW/+OKLoBgw7xgNAozFYhGUs5OTE81m93x+D8Q5CIvnoOXrQwdd3FDc/Ozdu3dBdZQUPGL6w4NqorT9gE1Oud7e3g70nO42vkboTe7LniZ7SJaHjnScmUAWan9/X0+ePFEymYwuV8jts2fPojEG3H3OD/AA/WP2KogZeginDc40GVvAAt4dvcTcMwhiWWOGBx/8m6DX//jAQeHAVjq54Ggh86CpBMO0+X7y5Inm87murq50c3MTdAdHFMm4bzIclaeolm4wn3/+edQQAkokk/fnLzgggk0YjUbK5/OS3t+a2gMMbAnr7hRaDzY8GM7lcgHUkInnM5lMJs7imE6narVa+uMf/6ivv/5alUpF1WpVr1+/DptMVt51wyZzx3o7ApxI3J8ZAF2EouqdnZ3IDrkjS8CB/s1ms9EVCnDGg9pEIrFCfwUdBnF2sILi7lqtpru7u6BsPXv2TMnkfUtWp1KSQSUrMxwO9e7dO52enq74BTzLpucGOaCx7vjy3tVqVePxWO/evdP19XWg3gBD7ENOQwd4QQcxCBzwB70THlRa2uhTFO7Z/+fPn8feZL/STALK1f7+fgBj7GUybMVicQXQ4/03AUId+ARQQ2fgD6Cnx+OxMpmMnj9/Ht8HQHLGgdeQ0r2K/UunQJx9ByTY12TgPUOJbCO3Dpaun4nCEQGdTids+nQ6DVsFPc6ZHx8yHqwRQQprtZqGw2G0caToe71do6dzmAhe1CNOHBpHchF8DAwCgvPrtAyE0VEvImIKUHG2MLzj8TgQhS+++EKNRiMOP8rn8zo8PIzrOx/yoQPKDMINKtbr9SLtCL0GZwTnlfQi84YRd5oYwva+9CfDW4MS6cKt5H6k4ri2K6B1ZBBUG6M4Ho9jI1NH0mq1ovXaplQM7kuQMxgMVKvVQinv7OzEqe8cTkXg4LQf3lu677IwGAzUbrfjUCUoVdKykBmus3dXYs5Bd/b29nR4eKh+vx9Ui9FopE6nE635MGxsdmhz0+k0Mliz2Wwl+CB9up4teMi8eVEXCk1aUuo8GCWo5blQjk4D2tvbCwQTBJg5IUhlf0qrZ7PwTC5/e3t7ev78ufb39+NZ3MnxLAxGZ7FY6Pj4WMViUWdnZ9Gnn2COYmNf74cO9IYbJOiAyGIqdV8oub+/r5ubG1UqlZXzfthv6DNAE6gUyBz7zI0JBp75JfgH8eS08CdPniibzUbBIcEMJ+yiP92R39/fjz71IMsYZC/a3HTuPEgl8HE0nGeERkE2AqSNdXuf7CCz3AM5cZqntAyy0ZlODeH/NK7gmd0J58whggzm5PDwUEdHR/rpp5/0888/R6bST+Zln286eLfRaKTLy8uwURz0xnlR6BcPxDgdnL0iLdvSepMGdLoH/8wdOh7dwzNhG6BcYOulJapJthSnPpPJBB2OOgOKTofDYSDeODOONG8y3FlcLBaxj0Dfqbnp9XoRYLDnFotF0EMJ8uhYBtqOc0tAQhacGgPALBB/d2S5D0ELNgG5efHihdLpdARChUIhGoQcHx9rf39fFxcXkYE7Pj4ORx79vClrgMF7YTdAxff29nR0dBT6gnWCVrOzsxNz6lkvsvfeOhmdRnBKd0vsIoEywQHfoT4EoMzPZ6F7E1ldgAxo07wPJ2Czdjzvx7JVPFBAhshUcw9sAzWE3jCDkUgsu7L6ejDYV/i766ABmUTuyc8I4sjK4Rci8/g72Id+vx/nCB0eHsZnWR/0B0Hxh4wHBRq8NE4YXYiKxaIKhYJubm5WCh2df+kLwkK4caMg2s8gYDE8zeNIOQoOoQRpZLOAyjNJ9KIneut0OrH4h4eHev78uZrNpt68eaN3795pMpno+Ph4Y1TZ5413wIiw8KA/cDbz+Xzw+OjZzxyg6N1wb20tz8vA+EqrQRqGAyF2zjZF+tzHhxtfhJ4CJAwEh6uBvlCr4c4+weemc4fMQCUAoYKKgUKRlpkWDAYUEQ9ecUxx0FB+zC+Bk6dwuT/Kw51v3lNanq7NvW5vb3V2dhYHNyWTyeD+zmaz6NuO43B4eLjiOPD3JvPGnGAQCSKRAYqEcdZQUqwnAT3rzj5mPxF04kTz8/X5QiaRQzJJL168WMk08UzOJXcnCGSP9dvauj+bBMoU70mqn65gm8wdQTjo3OXlZZyD4nUuyBDGlj2IkicjQ6ZCUtSjsTbMlWc1/BpkHLa27s+xabfb0R0OugcyyVp4hg2UnYzWV199pefPn+v169eaTqdR60KqnH22yUB20HnQKNHVoMceBEnLFqIAK+gep7syZ56xQBc6oo2dILjmM1DY6Efvgcl6Ew0yMyCr6ObT09NYT3joPCO1AM1mc6O58ywatY1k3Pv9fqwfeg+HQ1qeHUOA6w6aywB62QMUR8XRk8wn6+B6jYwN6+xUDK/Pmc1m4cBxlke321U+n1e1Wo0aJX6P7G0y1rOozk3HDlJYnEqlVro84YBJCruMkwwARFCMToPu40wAfw4PxAiuAQq9dTo0va2tLT158kRXV1eh96GVJpNJff311zo8PNTPP/8c3eMqlUronE0dZWk1Q89Ahra2tkIGU6mUKpVKHJ7n/gb+APNKRzuyusyRNwbwTqPILT7K9fV1OO0e1HFyPYAetN9WqxWHLuIjoqf57HQ61fn5eawJ9soB2YcMz/7gx0qK98MvwD5ArwZMWqcbO9jJ99BzLlfoMQckAUbYR74WfI+f89zsPdaa66KfeVaANgIQzlYh2/Ih44MDDUcebm5ulMvlVC6X45wMUoeSViJRd5B5CUefEPK9vb0VxeCRG4YWZ8ZpTDh+IJAoSIIUd7CTyWT0xt7Z2dFwONTV1VU4L1999VUc2/727VudnZ0Faun1IQ8dnClC0Tecd1KHp6enkQWAAoFAMBcIE738XTEzv45iouy9PZp3CwDpSaVS0cUH5AfD65kT1rXb7a44fy68OF2SIuuRyWRWfv7Q4TQxUD5StgRq7sT53KHEeA/qDviZ0/FAl5kfnBpHYpzSwmc9ECQNSUtCp0FNp/eHMEGtgeJDkRpUIChUdCgiAN9ksM/cYXc+MqgzChcj6wd5SQqZ5HMgt6wze43AlT/ME4bEvw/6hLPBGvPH6Stu1HAOUMjQ4mh5iNGg484mAxmgG1atVguKDc9PgAkyj2PKMzInIKkg0uhGpyISTHhg58Zv3Qhxb+RaUmSFPfPIIaXwg5HHxWKhcrkcjt94PA55JH2+Tjv60OHPQcDH+8K/lpb0FgJ7SdG9C0eD4MkzZOvZMtdFklYMuAfCPJtTJhzAcCeXz+AoQGtBR+/t7UV7zcViEWeAEEBuGuCy99rttn7++edAvZvNZgQdBBNOk0BemV8OeQVoA5Qhw+TZaEdPPeBljpknAnh/VmSJeV3Xn9hkLxS+vLwMdDeXy6lWq0UwB2K7yfCAC+ACMDSXy2k0GkW2lnfzGjSnLPocs+/YU9gQZIvAym2EMzmw8XRqYs7cNnGdcrmsfD6vN2/eaDgchp6eTCY6ODjQwcGBfvnlF93d3anRaGh/fz+6ZAK6bDIA8zyLeH19HYEU2S3PikF5B6H3OUCf4xu4LQDwwNdhOJC8vp8JSghS0BHULlGvxzxgOxqNhm5vb3VwcBAyuLW1FYEPcussl4cM5IBsFvOB/kQ/sMboOkAPB5kA4NjPXMO7J7Kf+Z5n/h2QRY/jlyCzrAHXQna9xotsPs+C74Feh7mC/wmT4J+dq4dM6tbWVqS4oUzRoYHI3I0UD+OoCBPEJEkKpc6ZAnyejU9aB+SIBeYa1Ht41Od0BJQhG302m6lSqQRSJEmlUkmpVEpff/11pCRrtZo6nU7Un2yqBL22QVLUZOAkM4cevZK+Ze4RUigtCLG0dIadP8q8+imT1MTQ4hJEHYoRQQYbnj+OhoIW+Trf3d1FAAKto1qtxvMQVG0yMPp0fIE7CP8Yag0ZoPXnZX48VenGld/5+2BgfLOyiaXVVLijPawXKUhvejAajaIFL+P6+lq//PJLBByLxULdblcnJyc6OjqKvvnvKzz85wZGj+AcihzBBvsMp8DnBkONU83vPYuBgvUAzAMFR1I8iNja2orAmr2IUvNnwZDhrLvxbjQams1mESCzF8hK9Xo9/fjjj3GY40MH+59n4FReHA3oSRTD0k4X+UPXeFDpPHAvIkaeeH+yvewXlD8ygPwQFLK+DiowF+hsRr/f19XVlarVqk5PT8OI0R1le3tbw+EwOqZsMggEmQfkhLqSTCYTVBQPgtE9FFm77XBgSlptEoKBdfuyDmoQoBBYr2eo1wMPz7QgXxTfb29v6+nTp1FPNR6PVw5y63Q6AWY9dNCdCD1XLpfDodrd3dVgMFC9Xo+DPtEt6HbkFvljf/vepg6SuZKWB+/itCBzzAE0FNbCawNxkpz25plJnCpsSafT0du3b/Xll1/q+PhYrVYrnmnT5g2sk98bBJs6EjoqYk/QiQQejpwvFotgE4CMYxcdwEL20DsE9LPZsmvcfD5XtVoNGjb+DGsBPYt7s2cBbQh0e71eBCLQkq6vr/Xll19KUnS12mSwt1h7bCEZGPSLg7qpVCqenfbuZCw8MKXeE6CYuhzaDa8Hfp55kxRULebdv89+RU9MJhNdXl5G3dlgMAgfhA5enU5H9Xo9qLu5XC5AlocOp2UBAqEHsB20H8dRZw7dp8DWSksdxHwCaiEf7ifiB3pXL4bLJWtLcAM4x7pATSaDR8B0e3sbdH58vH6/r8FgoPl8rlKpFH7YPzc+2PtjY663YfXMAXxBF0rncmMEvECZvxFOKFhMPsoOYWdTulFyYfXMiS8AKK2kEH6+A90mlbrvfgN6Ppnct0p79eqVCoXCxggpToukKKhB0NlQcEERVEdUPNBw5wwHBPTIuXmOxrhwkxLmQCUOtPNsEnQqolwK06C24RQ5F575pVaBAIcTnjcNNLyYtNvthqMMZYo0PNxzNilz6YGC8+dRqk6rcPrTOqLrzjLXPD4+js+iIElD4mASfICcUaQJxfD8/HyFtiUpMmiz2WxjdNSL4Sk4xumHlw8yjkzhnOAMs1eRH38/ablvHQX0gMNpVMzzq1evIsggaMZJIPglQMbZpRYnnU7H+R71ej0QWoJZKAdv3rzRDz/8sDFdD0oD96YNZSJx3+6xXC5HFyKyNewBChPRT2RZCCY88APBpYe/I8JO36KTU7lcDmfCHUiMKToDhI22usguuvr8/HwFsWedcrmcLi4u9O7duxUaxUMGa8gZKBi4yWSidrutTCYTnbkcwSTTCIXLGzE4zcmDBAICdwIJfPm5Z2O5H7LrwQZyjrPtTrY/Z7vdVrFYDKQceSd7VKvVNpo3nom9wOm8BPPIMlkLHDVH8HkPB+l4R94bh2i9cNiDtnW7TJ0KgQbZBw/QPBOJHnNn0TPgtVpNz5490/Hxsb766iv99NNPK2j4pnPHvdH3MBWYD3eacegpYmfuCHigIBKUObUEih//5368H0HWZHJf1F0sFsMmuX+CLSJ7DejJvckCe3tl2qBTv0GXvfF4HPVzDx0e0OM7sH/cDjHHoOb4CGRo/P4EW8xNOp2OYnjvZOmAHvPG37lcboVZgSxj/5l/GltQvwkwfXd3twJA4jQjuzBy3lcv8SGD/UrnTbfjDnzw3vhAXvtJVgc5dbvr1H/ALM/CYhu8Vot55/7oWRrA8K78jnskk8kVdgH+qXQv71DUaGTAWXkfmvn+YO+PQALk23n9OK6O1qG0nPaA0KwvKg7tbDYLAcL4OW+VBXGFR+9rDIRHimwMJhKnho3jNIPj4+Pgvb58+VLtdlvX19c6Pz/XYDAIh2CTAdWDKBtkzdvoeZ2BK25JYbRHo/vTraG9IGxkKbzXNw6LB36S4jngeDrCB08SQWW+Qe0R/m63u9IWkM1C/QRz7Zt4UwMCR5AgALmjiJ8iXJwB+La8A3NBEIVTgsOHM8SG41mRHc8woeiur691eHi40qYTZeCOEYixOwPNZnMlO8RJv+VyOZwIEDUc8U2UIPPEO1CInM1mo9MHcsY9cO4xfgwUJGvBnOJQgtasU/nciMznc3322WcqFovqdrsRGNze3gYoQLCLrJMJ4w/PPRqNdHFxodvbW/3+978PJJ4WjD/99FNwhDcZ6XQ6giH2CeCKJBWLxSjExoknyHaDC4iBEXCkDp2GI+fZVvaiZ4KPjo4kKQINnHPWdW9vL96ZeUqnlx3PyDji7LRarWjLKyloBs1mM+hdmwwHlcj+IB+cETMajYJuy3My0Ne5XG6F6sK+dAqHO7qOMPu/pfuDs9gD2AbPpvhwlB+53dnZ0f7+flAaLy4uVjJCAEmXl5crvPWHDv8ewQyAF3KEDvOso1NheXaCNHduuD5AG4gs+hDHyKkWyDz6AABhPTvnSD0yS1EuXb5wwHA0t7e3dXBwEIe+Oc/9ocNrxNDZrDHyBzURvcAc4LDxO7+Og2oEGMyB02LJAqE70Qt0QyKY8OwxvsdoNIoAh+Y1lUpF9Xo99CPyz9lfyAu0r1wut1Etn7Ta2Q2bgHMJTXs0GkXRu4PLs9ksOktls9nY3zyfDw98nU6NP0eWhlpa1sEzjXzfqYqTyf05MmSfb25uwieAfQNIAFVcUgBGvMsmAwCR/YXPhV8GbR561mRy3wgIYAd7gbw6nRsfDPlxgG86na743YA00hJU8Ba4fA/ABX8G3cEzo6O3trbiANpOp6PLy8sAjTn3ZD6fr2TM/6nxwYEGTj1pbtI4KBB3Lhyd5ffrvHcMknNDQdLJMHiq09NjpOSg1KwLrCthAhA2E88AWkrUVq/XdXBwEJHc0dGRut1unHA6HA7jRO6HDo8Y6TNNSqxYLIZDhSJEeeOA+abiZwi3z63TqZwWg+OGwkDI2dyORLGufJ8Nj7PH+xB0gd4vFgtdXV1Fa2PWiXfchP7D4MRgNx6pVCrQZd4Fah0KnDnkGmwMlwNHEaB14CywSXFuZrOZut2ukslkINUEam5AUaIczAP6BDUKx5D17Pf7Ojg4iODil19+iS5a+Xx+YyoGSDcH2DnlEI45coQjiLOOHGE4kCOyW9ApkDHfb8in03meP3+u3d1dnZ2dBQJEhxzQHb7nB9n54ZXIGR2gbm9v9e2336pQKOji4iKCNu65SYAmKdDEwWAQe6BUKkWKnTatOAeknpEzSSt0GkfvHYVnIM8YHPQjdAMydmdnZ0EL8I41blAAd3CSbm9vY5/weUeaF4tFtNqm6JU13mSgT6FPYSsSiYQGg0HMDzrN63FI6Xv7X88gMlfsTacK8DsG8z0YDDSbzQLVlFZpBThV7mzxGUkrtDz0MwjiixcvNB6P9eOPP64Y8/Xn+tCRSCSCjlIoFCLLyt7F2cDIs1c8uyCt1kH6v53TTT2eAyzoeBBkDq5FR3iWct2m+zuTCUDWuDf3o+PZzc1NBHG1Wi249psMgi+XAYJO/At0iKPFBAmSAgUnEw49kWshh7Tk9aw4FFNquUaj+zN1yuVy2BWCOmgqBJFQ3gAUadN9enqqXq+3cmYQ9y+VShoOh/r555/19ddfvzcL/5C5w/6jx92BpoYrn8/HganoRRxW6J60fF5fC/aRF8XjsxCA8n6lUilAbPSssxQAARzMQx7xsxaLhQ4PDyObAP1xMpmoUqnEviEY3wSUcvnCZ8WOcX2A83X9TBbI617cL2E4aEPGnv2LPvVA19k5Dnwmk8lgpRB4M5cOzAPCw+Dp9/u6u7uLg0qpyUYffaiNfVBGA+GC1+bUKQonUWyOaJIKY1Fx3LgmSgmDjIOazWZX2kyi7B1RIc0DJ5JN7kpxPWDxFDXICsEEkwmiJN2f8thsNleKlx4ySG06Mk6RaD6f13A4jO5IzA8C5idv8n0PrDyd6e8F9QAnDmoTziJBBgKPgWXDMlAAFBDiLDkVBxT83bt3QZ1Kp+8Lmb/++msdHBxs3MVmPL7v6+wHMKLcJUWBJhH+fD4PlFda9vV3vqvPnWeOnKomKeaPzzabTd3c3MQhfD6QW1c+OCbuiGO4kT0MEGnds7OzONPl6dOncbLoQwfriKMCz5j9ggxIy+5YBK4oM5Q5lEMcZ0eCCV6c9kNmjI4uX375pYrFolqtllqtViAj3JM9vp7lcCXMfqSeBnQaXvvf//3fazgcBqXT0bOHjq2trVDq0hJl393djfaiIFE4y9lsNhwUilDRj+wZlP86gs9e5Z0kxZq9fPlS1Wo1+ukXCoUV0IQABdmDspVIJCJg47lZM54Vh+H777+PduSnp6eqVCpqtVobzR0d3tDNOJa8d7/fV6fTCZRPWjYEwUElSOJadNZibphLB0DckcZRJkOIs+KggGflnOLHmjhdCcPO3OGwHhwc6A9/+IM6nU7I6PuchQ8dOKHMAwOgwPU8n3dZwtlmj2JDnBIpLQEI3s2/D/JOgM/n1qlYHtA7Gottd5l0ahF2uN1u6/b2Vqenp/rss89WztLadDjYgeM1HA4DgWXtcPaYbzJ9zK/b4dFoeYIzAFuxWNTd3Z2azWasE3KKjd3a2grEnFoAaiv6/b6Gw6E6nU44jMlkMhgA4/H94b3VajWAMM6q2t3djXa3HqiQEd5kIFPoIeaPoJbsIwALgRYZCA/YAFjI9OEnIJM4sgQpTgdPJu/PDgOsQJch58gSCPy6T4mjj+0pl8sr/sl4PNbJyYnK5bLOzs6ixXUmk9kIHHDgk+CBucSms1/INjuILC0psE5dlJYZa+QOOcDHRiZo1wtVEF1BYO8dDrknc4iccn32H7ru6uoqOk8Vi0WdnJzo9vY2One5zvznxgcHGjhNxWJRpVIpok6QI0/B8H8cFzYEBgAF6AqIaA+UgFZm9IlHEDHknu7id27gWHBvewvCyuS44a/VasrlckGJYZPP5/etHr///vsPrrD/1ST/f9xyHCEcFIxCOp1Wt9sNY+XRoqMqKHHmand3NzIUjpYghKDTXAc6Bs8EMgdVAkSH60HncuO87jjh0LbbbdXrdXW73ZX70y1jU/7oeHzfgx1aHZvCZQ+OO4YP1MqjfzdCzBVyQlDAM1M7QzAMLYJzY6AEYKQJBEFFcJYIPjjLw2W83+9HQOvOEUqa9zg5OdHl5eWD5209pYtzjjLh/7lcLpCRwWCwomgIQt1xcuTWwQcCKrIjcPVfvXoV6BsHpBFoOOVjsVjE2TLSErkGYQThJfULnWkwGOiHH37QH/7wh6A8gbhsio5K904LYAB7qlAo6OXLl0qlUmq1WrEfk8lkpOqd3kLWx+udvEZoZ2cnAnB+DgpM0Tzpa2hEfk9HyciSEQyydvP5XJVKRZVKJdBJuqKxLsViMRwBP09lk+FdUqjnAU3GcHY6nTBg3kmQPUUB6Hw+X0HP/DMYYvSBtESdcS68PShBM/PmFBp0hVPXHH3keQj4AY7Ozs7CScWReB8d60MHtqlQKCiZTEbTA2oXKar3zAM8dad9SssAwmlATqV8H+WBwBAdR3DBvPO3Z449eGENkF9vxuHABDoFiszJyYnOz8/VarU+irJHi0+AC56JdqjYBZBct3XYMdYeu+JBLL4C+iiVSqnRaMScQ31KJBI6OjqKLoOwArx2bTKZqNfrqd1uq9PpaD6/p65669Nqtaq9vb0A2qDsfv7551GsS1e8ZDK58Z4lOIaqyz7d3d1dOXmezAz7xn0TKFzoHd8T7oDDCAD8IDi+u7uLk9CRD/SnBwHz+TyYNQ6eSUuKETqgXq8H2wH/4fe//31k1KCm8fuHDuQafepBOL4eckbWx/1WglPv6Mazo7fcZ+F3XgtNkEc9IHqW77uvw3PgI1M7y35gUBvjrZM///xzFQoF/fzzz2q1WpHt/FC/7oMDDZBionOcMDarI5pO2cGpcYU0n8/D+OBMuIJ2vif39PsQwBDROtLFpnG0ls+ihDCAOIdkaWazmbLZrCqVSqBWGPNms7lxVwdQawqvu93uCl2EqL9er0dqDyeVeUc4QIp4r52dnUDuMHQIIMYIJeFoKU4P64GhJbLFkGAwQNlQhMwLfGqKy8mekNY9PT3Vs2fPPpjLtz6cNwjSRtcf33zJZDIOKuP51msGcP4xKMgcioa5xgnf3d3V7e2tLi8v1Wg0oiYDResOOAZ4HQnF+e33+zGvOI7UTCwWi+hWw3ONx2O1Wq1Azx862AeTyX3by3w+v9KhyLm/cPNBFV3BgS5jLHAynNLi1BLoOnd3d/r888/17NkzSfdUxV6vF3uQrAd/09ZzOp2GgsZp2d/fD54t9wRlaTab+od/+IfImhIs0vVskwGVAQfCnXmCXc+8gNivB57oJ4IQp2mQaXOnmrXidG9QS4K0brcbWUh3lLknMoj+ZU/QUcr55wBA29vbUf9Bdy0M1iYDAweKDD0O5BFnpNvtKpvN6uDgIN4DecRZYf8VCoVYX+RRWlI+HLBaLO67NPX7/TDgXJ91RK8xPEDxOcX2INfYF+iOoPIAbLz3pgFur9cL6gyZsslkEo4/Rh0wxGlznunw5+S5mBuytNgKWnKj46HPrWfKsRcEI+gR32PIPUEv9/RMOHKKTa3Vajo4OFC1Wg2QapPhFCRkbTq97xhFdxz2LnPL87N3ySZ4tofnhtLtjRsKhULUBbCvUqlUnOcA4ATYRSDobc+hvwH0FIvFqIVwp94byjjVGT9id3d34wDX1wf7NJ1O4zmgsPK7VGr1ADjeEfnCBrh8MAdkXch2EECj4x0wXq/F4t25t6P53mQHuaemmPbsFDCzXujE9Xt86EAH4xf1er2gxk+n94dWu/5wPZ9KpSIwhhqGP0Wgd3d3Fz7ceqMVZCGZTEbLX/S2HzKKP8icSFqhXHrBOTT9fD6v+XweMl8sFuPcsVarpV6vp263G01PPmR8sCVeR5TYqGwYkEpeCIeLyWU4suH0Ek+H4zhyLU/jepobRcD9MPQIPYuG0cfJcSQIvqSn+OmM8vz5c5XLZf3yyy/q9/uRMnro8NZ629vbKpVKajabEVVK9wqZDMV0Og0El8wCDqFzmTGQOEU4sN7qkA3P2mGwmF8cb1de0n1UWyqVVqgCpOSgZqBIMIBeEJzL5XR7e6uLiwvd3d1tnA1iM4I0ZjKZlVOYcZ4lhWJEUSGDXtzNpvMOJDherAPOTDqd1nA4DAoQzggbHWPGXuAajooyl/l8Phx0AszBYBCp91qttiKvcCS9Q9pDhlMooGjt7++vdGdySp2kMLBOe1jfu6C67DmUIs4f8vnq1St99tlnK3UHGFva40kKBxxnDaNPgHZ4eKjj4+NQtiCzUJj+8Ic/qNls/gq52d3dVaVSefC8SVopgmS/OtdcUhiQ0WgUnbCYF+aE/Q3iNZ8ve5SzV8nWejr88PAwCoEpxoPaCQJHpgSnzQEL9jJ0jXW0FrR/Pp/r5ORE29vbevnyZcgBDucmg72Dc5ZM3p9B4agbz9Hr9XR+fq5qtRqHD7qdIdCkJgWqBqCKBxHIaq/XC53qATJr43PhGQin94Jmg6wiqz6/b968CQqJdB8kZLNZ7e/vb1yPRraObBxONzaJU9Y9c4HtlLTiIHvXIgffqAEhmMDpASF2+p5nbXl35otr8FkcLpwvt+fukHmd4HA41A8//BBZrNls9lGtgSVFBhRb4Ifg8i5kP5ALZxis0+a4FnsamcOmViqVQM8nk/umHk+fPtXx8XGARE5VgcLD+gKMcBjazc2NXr16Fb8jyJSWWU9007t376LW9OjoaGNwAN3J2ru9Y24cTGY/sN7sbfShZzrw2whQUqlU+IkARgcHB2EfHfHHrtB1zwFj5hCgmN9jQ5A9aJqFQkGlUimoW2RWeA9H9D90IA9kOC8uLqJZktNC16muBBWsnWchyErjCzitiXmcTCYRlNNtE/sDkIN+9GyxU9T4PH/jm3otJHqkXC7r7m7Z3pbs15/LjL5Xxj50UlHKKCUeGsSZfsFEpCh0PotywvisLywTw6SykJJCEe3s7GgwGIRSYsEcKeT7TLbTsfjjvLLF4r61K6l8Nk42m9Xh4aGq1ary+XzwyzcZpVIpkFrujfGAwgBdh/QWiOA6fYMN6pFvpVIJx7HX60WhGZQdlCeoFQVSOJO9Xi9oMwQf2Ww20AbWinnmGVk30JfT01PN53Odnp4qkUjEmRBff/31xo4L2SZa6/Izgg1vYUs3J4wwAQeKCSfIs23MJ2gOnFwQEtL7IHRupNgTXpshLZ0tfkcWEIWJAri5uVGhUIh0KHJNJwycUpyZhwycRgoLMY6sJwaDPUqxLOuKQpJWi2dB3qDbOWKJInz69Km++uqr6FYG2ggPmjkk6MHpgWJEB5OTk5OoSYD2g44AEcrlcnr+/HmksEHlQcg2GXCx0VfMXaPRCLTWMwdXV1extwBQCMDH47GazWZ0PvJCdxwv5JAsGhlc9Gu32406Loqb0Q8UX5LdhHq3vb29UgyIzPFcl5eXIVcgYqenpyt1HZsMl1V0Op3CfI/glDSbzaCe+T2RRTfa/l0vgKZ9qp/47TUO6CtkleJ9N+A4R/zeUW9pmb2cz+/rC9ivOO83Nzfq9XpBjd1kvHz5MppFXF1dSboHT0AUcQR5Vhwt/pB5cKqY0zSYG2nJDad1NOfAeMYIZ4P3Zt85BQ1d4kEJ1/dMldtinGWAqefPnwddD7310AGoUigUou05hxM6vY65Qp+5baNeDN3nQZxnLHhnALCbmxt1Oh1Np9OgwgLqkQlIp9ORmed5QZZpwkHAC7gFwvzkyRNNp9Og0FJkXCgUdHZ2pt3dXb169Wrj2iDWGbn1LIRn+dy34t/OPvG6O2m1lmodkANgKZfLSqfvC70daXcAmfUh+AIQkJYnaENnY2B3sM3ownq9Hv4VXQJxpB86rq+vA0jrdrvqdDphP2GAOCiO7XVKO7ob4NszD8geQRVyybWZZw/sJf3q+/iJ2AqnPbIHvWaTrB/r2m63Q07J2BDsuJ79p8aDuAV7e3vhkBOlDwaDSFcy1lEkhNJRUCaVRcHpwXlxZUaayx1FL1JjrPNSMdQYkJ2dnZUUPIuBsWGCSYUVCoWgHtC7epNRKpX0/PlzvXv3Tq9fv1a/3w/lVyqVdHR0FPdLp9MrAotyd6QJheQdXFCeIJgoCFA5DD5BAQ4Tji9BkBtkpx8RvePIc32URCaT0enpadAwRqORrq+v9dVXX+nbb7/duL98NpvVy5cvI6DEwSeNjcxsb2+HPPkG9qyby6DTdpyqwRz3+/0VHj5cedpMEsmzTjhxKBSelYAQBBpZA+EAYXRqIFkcigIJch4yQH2hK4EO7e/vB7+X4jIMF0oZBSSt8qtR6o4MwxlHRo6OjnR6ehpFg069Yk9TVEjzhZ2dndAhoDqeTSM7QDDoWbTnz5/r5OQkdALPRmHuJmN3dzeCpEwmo3a7HffudDrRM5390Wg0gp4IvY/7u1FwTizvQ91JIpEIYIOsnJ8jsk5JdXoo+286nQZFxPcxIAS6JJPJqNPpRGcosnMY5nK5rBcvXmw0d/CTpWWWdrFYBC2IwB6nF70POILDS9CGDLoTy/5CxskUetMC3huaKfPltEB+h9ygywge0C1kLqUlBfD29jYCul6vF4dD0j1uk3F0dKSnT5+ugGc0u2CdJK3wraVlPRM2jp97fRVz7jpuMpkon8+vgErsbz4vLQEmBwGxR6wjdhmZJzj3jBNOIgyIXq+nfD4fTjWI8CaDLCeZOgqxOZMIRxJ6FFlldCO6EEeKOcWBdgoL+3Y2u+9CCIUOSh3d6tA/6Dyu1+12V/ymQqGgQqEQ3daQQ07+RtfRiKRarUb90XR6fxbTs2fPNg5wpWW3uEQiEToIn4G9xvACdPez3J5KS2cfqi7rDigNWHR9fb3SAtltIr4bcoljjB+Az8a5Nsg/7BAYKzQI4Rwxd7Tn8/kHO8w+0OkESdgyMhQEDetAOHpvHfSWllkSrw+CWeG1K37+BnPgLCFAPw8G0XlkO9HHPDN+JqwK1q7dbqtWq0XWjX293pr8nxofHGigdDw7QK0DSobPoUykZSDgytAVlqeU3BjyNw4iwuXt0aRlUOPIC8YMQ8OzOR8TRwGEFIGgQMsjcIRyUyXI4qdSKR0eHuro6EiTyUT1ej1qHHC+MGruOIHmJhKJFboEAtTpdOKd2JSeMmNuoFewfq4IcYRBZj2FTPbID79xgUYBwymk+1S329V0OlW1WtXFxYX+zb/5Nw+eO+eN43jyjJ7ixhCjoJzGxTu6g48ScGcHOUXZ3dzchOPlhYTSMiPFmjgvmWdbp3x5HQNrRH9yFCEKHkd704MiQS8wap6+pn0p3GCXUwaKx5W7tyRk/fnZaDRaKX5k3pEj5p7/42gTMFYqlaD6sHc9deyIJI48pycnk8k4/4FrJRL3J4hvMiaTifb29sLBY+3QUd66lXfjrBwQZwpDkVv2Ck7LevaINp8HBwdKJpPR/hODvrW1tWKAXOe5jKHD5vN5ZDwIWBxUwSHiOgRGqdR956mvv/56o7lzUIkAbDgcxr/JtLC2fMd5xARUFFiC+AEAOR0IGXfnxTNxODMOeHmQDyUIR8OprPzNs6EvO51OODnValW5XC7aoHOC8ybj7du3UbeVzWbDWXaaJ3p9HexxoI954nmRGerBkGOcI2hGXIs5wbaznthTB2zc2USHIs9cx+Wd9SVzQJAJILLpWRDsRTozIUv4FNjPu7u7sO8eGKEP1+lTyKk7i25bOBcLWbu9vY0aTOy2sxiQ/2KxqOl0qnK5HHPCsx4cHOjp06dRUI4uf/PmjS4uLqLT0+3tbQSO3W5345o0HEx0MuwKp6L6WjlN09fVQUn389yXwd56kwUydIB9UDvRp17rQg3UYrGIeiLsL/MKANHv91Wv16OJCwdDYmNginQ6nY0YF8wN9y4UCvFvdBEZL4AipxkDDKDH17PiTpFkP7KfYKQgT8yP+3QOviDvHiCuU0+hYBHsAEiTSZcUPiAMHbLN/9z4YMnEgQV5dYfUIyYUMhuTzQxS6cZFWhYx+ndASHBcuafz8TwIkZattjyt5igzE+mRJBsBBTQajdTpdMLoQPfAud60UG0wGOji4iJ6hdO5S1oe6sUis8BEsLwTGxwaGe+wWCxPGSbaxVhAAeJzCKE7OMwBaALpT4IwqBg40igl1hWkajy+b0MLDYuWj1dXV/r+++9/RZX70HF1dRXpZHp5P336NJ7NA2DekbWcz5dtW9nUIE+OCDvaDuJCkaS0LHKkcwkGGnnEkKMAXJ4cZffAD2VC1wlS/mQwQEaLxWJs8oeMQqEQmTHnz3oHNgqaoR2gjDB8niFEBv3wSYKHbrcbMpLJZIJ2hsEhoOE76AqUXbFYjH7zOCHsY2SWuUYeeY7d3d2VYBOHHDR4k8F92QegiwSOXqODYfUgEqeHPQsg4+lySYECFgoFPX36NLqzYWQSiUQEiSBXvBsBA4gaaKoj+Rhm5A4Dz35l/QBjMEQXFxcbo6NkGUH9r6+vg9vre5SMIM/CzwnuOSQVVBonW1LIGg63t/Z0aqL/8XvjAJLFgDLpvGZ33LFprDEOHvtzOp3q9evX+uWXX2KNNhn/7b/9t7Ct4/FYx8fH+t3vfhcghOs1BvLOfnG9LC3tizMJcKABNXAs/UwCxvuAQn7uFBDmzMEfPos9xSlZLJb1Q+xlGq1sSp2azWaq1WpqVQxjCgABAABJREFUNptBqUUH4ZAB5AEiMZcALzhh63qf9wdAAsGmpT+ZIoAogmGCDzJnzNPOzo6Ojo60t7e3QjdCxmkROx6Pg7bCYap/+tOf9OzZM3311VeS7oNe6KwfU6PhQQJ6wUEOHGL0C++3DvY5jcczbgRGNHFBn2MfhsOh8vm8tra2Qm97EyGnYElaCSwAVAjOyTIBJtA+OJFIKJ/P68mTJ9F5ajK5P+zP9/uHjlTq/qwZmvewz/CPvJDewU10HvuCzzF/7E9pCdT5PLIO6HinQ/uaOCCIbkVPsPfRi/hW2Hz0KB3HaKmcTqcDFCCT/kEy9qGTygugaBeLRRQhOw3JKQ4eBDARjpqi5BFMnFi/Htd059jvweR7anwdLfR/O6oHYotyZXGIsCniRBFvWuSXTCZVr9d1dXUVzomklYXy+hGMB8+N84LDR0cVHC8EE8XgytK5e8yvdM9bhpbCPRwxw9FYLxAk4iZaJ0jEaaLQ19N+g8FgI/qPpOCvwqf0Ysujo6OQoXX54rncYfWUpbTMfnlQDLqGfLCpndKBPDvflznhHtJSSbBpUdiepUMBwJEnqEUmPYvykEGwk06no0UhhpZndAfPgwpkwP+Poyst9xSKfD6fR7949o/PU6/XC8cWxxn6EwcA8b7MJ3OEk+ioN8/lTQyYe2hNm1LOpCViyb4DRfNOK9KSF86zoYccWaLY3gMF1saDemnpmHlTDfa8o+4OHkyn0+C7k13DsZEU53l4Zx2CNNrMei1do9FQs9nU7u7uRlmNRGLZ+Yo9RLc9HDvmioDW0/jIIlkPjPLBwcGvjCzzBirP9djLPI9TEwm2uYe02rJ5vR7KdYpni1kPkGAAnx9//HHjg11brVboJxy9RCKhV69eRXYHoERSrLXbWklh13guP1PIkWUyJzjJ6FLXl07XwBbDWPCAAkR+PQhindEzOEP7+/srh3YmEvc1Ns1mc6O5SyQSK221pSV9lPshX6yxZ2qxX+ggn9t1gIjrrAOg3tkR+itUW2SNAnVp2SIcf4q948EzQQzztLW1pUqlopOTE7VarVifwWAQ4OVDB2vkAO1isYjCX6cJe9bQ9wNr4PPltHe+z1q4fWHd0eP4KZ7lgQbEfDuFGRuJzsAHubu702AwULvdlrSk/tPCm8PoNvXrABsODg6iWQPvAbUOnY/MOU0LX8pZLMifZ2AJUrE9yCXv7iANYB17H3l/3970bChAo/vPLv9PnjxRsViMbmE0TEIH/7My9qGTysOMx+PgVBKFk35kcngRXoyXWufack0E0J2cdb4bg/shwAiU03hYFK7vC7euxJ36NRgMVK1WA5XwDMumaUlJgUgQ6LgioxCPQlCPVBmgpwQSGBvQHxbbaQUoL+YQhUDKDaVPgMbcOWLK/HidgZ+t4U77dDqNdn83NzfhnHnL0k0GVBWenfUizUo/ZzYomSdPEyJX7uTQgQlHL5VKBbKCUnD5AAGkIw/yBDIgLWtDPPXIz3lm/jgdg8wCz7y9va3r6+tIX7uC+NCBjHAmDOtGION7z2kBvIt3ZWM+ydZAR2HPFQqF6BwCfcADLt4NnYFjeHx8HFky5E1aBscgQ+t7DwUpLfWBp6Xp870JSiVphTbHCeq0mGXdcZpZT7IY7F3mx/dpIpGIdPR8vuybv729HQFSqVRaCUT5t2fBcKQwLmQ1WFuCXvaFzw/ODY4MwQ7tjQeDQbRV3mR4dpV1xNH1QxA9sGVOcWD5t2eKJpOJjo6O4gwbaluQNfQa6C7XwTl3R9hbgboDzBwxd+hCnExkH1tFhpu6t2w2qx9//FHPnz/faO7ovEOWjmBwf38/kGCvW3HAxG0Ueog96DqO+Yca6Ifuoh89gHfKh2eIpKWNB6x5H8CyDjo6sEUWYbG4P8V5MBjo559/3mjubm9v1el0VKvVImgB4IIy5k08eB7ADzJc0tKeMthToPvoFaf0eMMQHEtnRzCX/NtZGx7k8DeZTRxt5JY6Hg4N3NnZUa1W21jmpGVWkb0LuEpjmXw+r8lkEjoO+hFAkzM9mDvPWkqKuSe45f1ZA8AZnHQHZKCiOd0d/xA68NbWVnQHW2fNIGecJ+QHQZNJ2yQbRFfEZ8+eaTabBfX18vIyqGxQv3gu9gy6Cf3iTXs8E+HZb4JOronOc18c+ZGWwIlnQt1mObMDcNqp+c5qwX/Ar4Tq/MlrNFDWjuJISyQctMmNBUg4AuIoJcP/j9LySI7JRhARZCYDJ2A9c+Epp/XF9WgcJxBHkw2FIcNg7u7ubnzyJgfOUedAFxHSttCSSBkiHBgHjyx9I+No4JB45MrvQZsRelKOvslxPDztSVDI/2nd6Kg4dA1Hv6C6XV5e6vr6Ooz/6enpRnPn6VLugwJxB8opIN6tySN5lztp2Z4PJAl+MHOMrHsnDTdC7gg55c+f3alTmUwmivgwUiBjOE3II3KBPDx0ENhAPcFY4IzOZjPlcrkIInx/sLe8HoZgXlKkwSeT+zNfqtWqqtVqcFRxiMlsoBcwlqVSKeQI+eLei8ViJYuDwnMkm/Xmd+gWenwXCoWN6GYMggDpvt87ihV5m8/n4ZzQ/QnHkDUjsHJHgXkgeEQeR6ORut2uRqORWq1WACidTifaZiKrTv9gDlzG0Wn8oUsVGVC+D5I1GAzU7/dX9sw6deghw7M7gAvoJ/Q/zpejxNBw1wMRSeEk1mq1oLGRTXeEHocwmUyuUCTZP46wu43A2CJj6+/jz+FILJQcSbGXNqX+cA3OiyGrmkgkVsAoadkGFweePeQoJg6hg3vsWRBhz25KWrGLXo/FNTzQYJ7998itB7vsV/appAj6yBiuy+ImA2QcmozTZXHmPbvMOvL+Thv1ORiPx2EzmX8+64E0dZbIBB3noEaSpeWeAGXZbHaltsWdZEf3F4tFdKTjvCgoQnRK3JTaPR6Pozj9+vpajUZDz549i9PIoWgS7AI4MXfoMuYEwIfgwIED5BhZxfmmGQl6TlKcEea61G0AOg3/bDabRYYO55jABupcqVSKDArF/wBkmwyyJPigyDz+AnMFNdH3qoMh/A4fgv0HSOf6HR3pvqz7ZJJWdLlnx7kGWQ/+uM/HHma9WEcoU+VyOXzVT16jQfTtCKRvYE8pO+fPef5sXneCPV3L5sdRcUoLm85RWDcQ0pIaxWecQ807OIWG77A4IMsoU6fGILibDLrrQMHqdDohIPl8fsVAeECGo7ueVUFIPeigHoD/Y0yl5RkoRMCO1KNkuT4Kjo3Jd3CoiZg7nY7Ozs5WkFDaVf7hD3+ILiyJREJfffXVRvQfhmddKJrFqcWZYXMgFzgYKCp3EPi8G2Pa+xLVe0R/d3cXXXNQlDjfpHQ99ejXB93FIHlhMHsGgwRvExQfusQmBiSZTEbdRyqVim46TiFgLkhTe/EYz478s2egoRCQl8tlVSoVlcvlUPLuSPPu9JRnrzrVDOOBPiCQYd2RU2ScYKZer4e89no9NRqN2LPU0Wwy9vb21Gg01Gq1wmEul8tB9+Da7BnOrXEkimAIp8WdXuYfKh4OKsaUdbm+vlan0wmZw2Aj104TIcvMHPI8zC3dhUDufG5A3GhTjtO0yUDOoeZ4lsGdeQ8wkQtQSmm1taZncsgA4oijxz3rgO4k2wPi7MCVA1GskVPY0Hno352dnciEEDAfHx/ryZMnIaug6Ztmb8lKkYWFPutBEzrJM1yeYWGO3S6yJ9hP61mZdbqL70sPJjzz6HRap9LyWebR+fieLSVznMvlNJ/Po6PjpnRH1p51cse2WCxGsLAOXHoGHweP/+M/0GZ2vV23tKwXIjvk1Fen1Drdh2coFovhDNO5ajy+Py7g8vJS7XZb4/E4Mnl3d3eBxl9dXennn3+OQ+HwbTYZTr+bTqdBNQJgdIATIA/Z8+yigyrIgJ+ZwUGU3As2AL4R8r7uL3rwSDBGYOUUSc/8044Vncje2N7eVr1eV7vdDru6KX2KQBSAutVqabG4bwfLfmWtCa68kQ370wM0WClbW1thT4bDYexp6vWYa96JOcaPcGAHn5c1Qb+4/uNa6FiycpPJJEAJWgNXq1VJCl/5Q8YHW2JvEecT5KlWPictT690brIrMw8GGBgAN9RelIoyc8QGxyxeyHi87oDzrO7U81wsBLxpquxJlbIxNnWWJ5NJIBeLxSIKHUGZeXdSYwgUxpEAx9P4bDrWYT6fR8szFJ2neFF4PI+k6BrAXIIE4Cj2er1oS8u8ckgV6DFOJyc712o1vXv3Lu7f7Xb14sWLjfmjzIEjnawbNTSsHZ+fTqdRfMp3fRN5cEkmy88S8bQ6ARnOHQYjmUyuULOkpcJ2qgD3dqPsRh5qGMZRUqD+KKRNOaS0TubAQGhf1G2AHuIYQcsjzerouyNQzCmUKZxwKIeeOXSKIrQ2nEcCBs9SwNvm4DV0gaOU2WxW4/E4HDvW3FHfTY0ua4S+8CJZ/uawJ/QZexFHDr3nz4E8YJgcDSXzg6HAGUFvoRsItpBFECtpqRt4fvYr1BBHYzm0lEOsaA2ZyWT0X/7Lf1EicV8XsMnwgBKngs5nnmHm/be2tlbojyB567aBzwN4eEt1z2QgT5nM/Vk7vD8UD67jMu2ZY64FukoDE0AN9mg+n9fx8bGOj491dXWlq6urONX9Y3Qd94XSBhDhpx57II8cOv3JQQ8P5NlvvIvXByLzOCBuLzwb4BlP7u+ZSeSONSNQ473m82UxNU1D3r59G+++aQOHQqGgk5OTFdvPniBwJkjwLFgyeX+OlAdyzAEUE957OBxqPp+vsDtwkCUF9dGzmsg0zprLWiKRiKwBrX05ffnm5mbFPnMyMyj81dWVut3uSrejj6F3r2fj6cRE4ATiDhJO9t0BM4JZwAM+S/coMlnsbQJ5Bx2gljJoTYvu8DUiq8PPaRjTbrfVaDTU6XTCj2IeB4OBGo2GRqPRSu0YPtFDRq/X09XVVbx/q9UKne1BEDqbeSTo9fpmaekreM0O/jIyBkjAv9HxTg/FdiDHXAc9QEDnmU7u7Xoxn89Hu/T5fB5+nTMaPvTIhw+WTHijKBVewFF2V+C+cCCmvIijIwxP3fgLS1pRXE7fkJbFNSgGPoujhJPGdaUlCuGBEkq33++r0WgER9md1E0NCB2kvF0jyLn3jPcNh2OF8XDFz5xCmfB0NoWfKANH53AouD5z4NmM8Xiss7MzvX79WoPBQJlMJpBJDDDdGphnkKBGoxH8RJAlWtARBD10UMyKkgc5cU6tI8fMFXNKgOd8dzIe610voKFJSxoBxhRFTH99HCICDUfIcBpdfphbfxaMFhS9nZ0dlcvlaBOLIt9ECXKGydHRUaC1ZGJw9G5vb5XNZsNI4TD7ycoYClAlRzyq1Wr0dfeiR/Yyhob58Cwmf5BzivZAqvks8r3Ooa3X6yvteeGcu+HbdGxtbeng4CD+v67vnDbA/sLJIhNFgCotaRAAGtISkOE5PevFzwjqvTgUmXBAxXUnWUUAi0Tivi8+p0rTzcbR3729PR0eHqpcLuvnn3+OlP0mI5PJqFQqhdxjBKGSMJfS8mAoDO96xtuDdBxkih0xllyHxhqeuWTOsV2g6C4jnkVhrfyadMLhOUG3QSZvbm70+vVrtVotJZP358iA+D10YNBBuZELz5I6QMLvyXYRhEmrKLUHddBIoCxJywMPuR66AkfI6TyuF8lUgG4z7+v0C89s8LysSbPZDDoxGddN5+7p06fhgPqeRZ7YSw46oovJ+uLDQIlBb0mKAJ3gQVJkjbGtUHUA4BjMw2w2i7ar5+fncZgnGY3RaBStp5lnQDPmrtvtRg0Ac0wmeZOB/XQKU6/XWwk8mT90ByCZ0+Qd9EAW0eP8nHfyoMJBXPwSfAeuCeuAukruz6HEdEHK5/MBKECnYn9gv9HRpVIpPrPJ3I1GI52fn0eRPoAkc4KekBRzhT70GmD8KknBwGDf4rMwd55Jwt5gH/HP/f/IHYG865XZbBa2hfl0AIyGKtSknpycBEBF0OtZpH9qfHCgwURgPHCInbvtSDEC5RQMIj2ieqc6SUvj63QeD0g8MvNAg/uh4NxR8e96xsQ5aiwkwQmCAoqIc7SpEry7u+/dDfrglLJcLhdRJgoY6odnX9ajW34GEoVQsmG85gNBpsjL0RpJkfa7urrSmzdvVK/XoziVolrmCGXsqTiQouvra9XrdY1GIxWLxUASXr58qUqlstHcgVI7JxgZA9klwPT1cyWJEnXEGUfLU4wMn3fkEOTDlSc0Fke3mH9kmnVzupQHh6zd1tb9eR1PnjxZoQ/wLg8d1A1cX1+vnE1BJgWFtr+/H3uIoMypBziv2Ww2FPpkMlG5XNbR0ZFOTk6CmoBzwXuBuDulhd+lUqlIbeNEE4jxGQcKKPRjbzQajVDiOzs7KpVKsSa+JzYZ0FdIibsRJtvjWSt36tCPHki5Y41R5owOnBTPgGAc0K2ggCDbrgdw0HlfnBUcYneiXWcThBeLxaB93N3dRevoTSks0H/u7u4iqIEayFzgwFJACziy7pg5gs7zplKp4KQ7jYJ3Q/975pOfE7z7fkI2Xa/g+OA0eiBH7Q5tgGezmV6/fh3FpU+ePNmosFRaHibn859MJleCKG8bjfw7OunBhrRaU4Zjh41BPp0ag91jXhz4czYC8+6Iv9PPkFmnN3t2rtVqqdVqxTPiWB8eHm40d8g6rU6ZByiDvJvT45zxgF/CXHvTBmwKuo1MDc4b8ygtG9wwoFk1Gg1NJhNdXV3p8vJSzWZzxXGm5ggQjEPrAHWgjB4fH6tSqWhnZyfOqnKK9SYDW1gqlUI/AL7mcrkVn44951lVgGTPamHnAIIBY/g9jWU864bNwe6yF/AVqR/hXhz059S8+XweewUfiUADv/H4+Dj8AdpTb5INwjlnT5JhIVBHrgAZkRE6/bk8MifSshaVDAy6k2AO3UlHUHwE93nc93EqOPbJ9z3BpetMWgWzB25vb7W/vx/MBYDlD5W5D55dNg/OFZ0DHOnz1BjV69IyOHEF6OgIC4OhlhROmXP6+B0LwWQ6QsF93OhIq0WSTp8ZjUbhiLEobACEFcO8aaABPeeXX37RwcGBTk9Po/+zp7PcKXEkypFUBIo5c7QKpwzlhEA6N5bOTdxzMBjo6upKP/30k969e6d2ux1zRhoPZQJNyRFrKFbn5+e6uLiISBhaWD6f/6hTS8mmeHE0m5uuPaDpONEgHhg2gkgPflEszo0H3XLUEKqEo7wuGwwcY0krGaj5fB4F4F57Q+CyWNx34iiVStrf3w+EB4VMMe9DBy38er3eCicUOfGTj3lm7ss649yCCpHtSCTuD3jjeZEr9hdFhcgj8+VZp06no06nE5khDJjX15CeB71GZmu1mlqtVhiMarWqbDa7QmkCZdpkEHxB5cLo+TxJy2yV11GhVxw0caRPWhYQEigsFotAhwhY3TgR9PL3emEhsi0tDyVl33NP5g/jfXBwEM7LZDIJR/nk5ESFQmGjBgSSVoIf9iZ6FiTYn1VSODQekHsGEpQTA4eMoBeZC/a7tHQq35eBYm86Ikhw5p9xXZdMJgNpvru7izNqkLter6dUKqWXL1/G2j900HjCHQYcZ3Q88rQOzq07uJ7ZkLQSMDtwIy07QTkli/XB1qzbIUenCSg8MMFZlJadvQAOOp2Ozs/Pw5lFZ3vnpk3mjucmiAdIcccXwMD3Ezqa67CfkRGnYCHH6FKnADlY6JmQbrerZrOpq6srdTqdcB4BubxGC39mOp1G1yzOyDg8PNS3336rfD6vf/zHfwwb7Hpg07ljnXO5nHq93sqJ5DjFs9lspZmI2wzPrkqrndCoq3TQ0JsR4PswF2SO+P9wOIy958Af9yHjzv6BAu6+o6QAWsniNhqNlez6QwdgDnaJM02ooZC0op+dLcEeYl87sIR8IaMOuHjNGOepud+Hv7ZYLFZ8I55FWtoCrsleIZim5ojzmbDN0C07nY7evXun8/Pzlcz/PzU+eHbZrKPRSMPhMNKt7hh7wOH/Xk//IGxOg2JiXdmxiTwNx71YBE+FezEli+MFg45G40gwsURxRGwURYFqZrPZjVH5/f394GI6x5BIfG9vL4IZBHc9i4NQOgVpnePn6B1GBRoHQYdH2vV6XX/4wx90fn6uTqej4XAYyDLPxnVxFpx36oe3SdKrV69WWvAmEolwoDcd7rAzH46eMZfIDEraefO+EaXV7Jf38F834kTyoB9kLlyW/bMoW9ZMWm7q9zk6t7e3QfchcwDKgvPnNLWHDNLO7A9qaEqlUgRNtJplXnHovM4BNNq5pwQjKB7QPebTAQKuwbr0er046IrADWfPsxnuZLqzPR6P9csvvyiTyejo6CgyZ1tb9/3lCY757iYDhY4TjuOOQ8s9CE7ZWxhIAiVkAhoK1CcGBtplFKXv+hBZA7zBgODkOY0QRBadhvMDQj8YDJTL5VYoCNDVuAfvuckAhFpHJJ1SiFzgfPIddBZ/e2YKA8teRz6RSZ53HaBZLJb0KGTSUVR0C2u0ng3n736/r59//lmXl5eh+8iQ0DHs888/14sXLzYuBl9HdweDQcgWWRxJoW9xSJgX7+bl2TXeGZl2bjx6FLu0Hhh7ho1r86zucCKvOFjvo6tCdfSs2/7+/koQtencScv6N96D+6PXkCWcM3wY1hz7ijPtwBTz5HJINhJ0fn9/P7Jz2MBaraaffvpJjUYj9inrQlCJvnAwg2eGenx6eqrT01Pt7e2pUqno4OBAV1dXK7U5mw7WF/9jd3dXh4eHkbmghgrwBgDXM2P8QZ85uIAM88fBAWQRWcLfgsrbarWiSYW3aPW1QdfQVh9QFLlDT+B8FwoFvX79Otr3AuxsMsiGYCMJlAEXeS9sHM/rxwRIywY//JvMkmcD2Wt+XfdlkW3XpetdodwXARB15oEDO9BOqW+q1+t6/fq1Go2G3r17F/L7IeNBNRrlcjkcH9Ajp4hIq04cv3cnjNSMO4lOIVlHRXDCQKu5N0oXZzuZTK44vQxHH9dRCpxpIlz/ubTs5LJYLEKJbDKc75lIJMKAkPo8PT0NBJB38+dAUDHUbGqEFuHzVoEIPg4dgcxkMlGtVtPFxYW63e5KzQF/fG2n02m0uKMmBAGF9lAqlZRM3hfVgQ7B/z8+Po77bjJ4FpwJCuSc+4n8rK+3pHi3dfnMZDJRIEqg4elGZIo1YxOvZ6DYuF4v48GEo4AeLHlgKSlqXyQFRadWq0WB4CbzhhFNJBJxEm6hUIhCTM8SeHrbue68F7QNDk7EoeU7BC84E6CX3W5XrVZrpYWio9oED+4wYTgcvQL56nQ6ymQyOj4+1rNnz1QsFkOnMIetVisyBZsM9o4DIeVyOXjk7EV0ocsGMkWg7RlFnDkMO/PInkf3gVQhj5xJk0wmI9vqgS7yhCO5v78f60nhbzqdVqvVijWo1+tBDSKYpHUsTuMmg/XhmtA+vBGB85XJ9NHRDXvgsslc+e8wvO4krde6rXeMIrPn7+bgk8sedoY99ObNG71+/VrD4TDmHr00HA5VqVT0t3/7tzo5OdmoS5y0PJfBg2yCc6coOd0XWoXLlTsNnmHzOZxOl+f6+P5CnpwLjm32rAnPwLPybzJjBOE4z4AeTqXC8aRo//LyciOaKM8DDYSW3tha5ND3GPfHtuOQ+cGm7FeyHTi66Lzd3d0IVmjwICmK3L/77judnZ2p0+lE9t2BHepU2B/M7Wg0UqlUWqEWQm2EIUAb7Ovr6xWgcpPB/slmszo4ONDR0ZESiYRarVZQVMl+Ip/MOUCTMyzu7u7PvgBoAChGrvC5cJaxjeg8AE8660mrzS7QDfhBXI/1yGaz0bLWa15oy5pKpXR2dqZ3794F7XcTWwGtCL2DrXQ5YY7QJ8ippKhnlJaBOfLPvmOfO+juMkQWivoxZIr1cRuRSqXCzyXQhTkAIJ9MJnVycqJKpRINafb39zWZTNRoNPTf//t/j65dUK4+ZHywZKZSKRUKhRXBcF4YQsD/cQydEuV1Ebw4wxETjAEGyAWWe5J6W0feHM1hYjEiLLI7qVCJUNA4ZKAPLASnF28yMLLwllHu8DI9msVpglrhtAGcOU+7ctgO8827+inGONt8HmcINBTOPmgCQQZrRKAjKZAber6TmmOtuM5isdCzZ890dHSkZDIZCuOhg8BQ0kogCYIuLVFMR5AJ2tjsLmsgvPBgffOCGiO7yBpKzANlZIY5wHj4BkQWMdwETtDbQCGPjo7CeZ/P52o0GqrX6yvK9iHDkcXJ5P6sGQ7uIrvhzgYyiYIk2CBdnU7fn9LcbreDlgWCxLshY+xZzocgk4cD4sEgcu+BAUYH5Ktarerw8DCUXalUinM7OGAzm80GSs8e2JT+g/FH1pzjnclkokUwyNt8Pg+nAGSNbA20IA/Q9/f3gzoJgsucTafTkAMK7iaTSQTxzBHyidzPZrOVegfuN5lM1O/31W63V4LHm5ubMCA4jQQ0tVpto+BWugdnyNxMp9NYVwIop33i8LsDgX6H4kKwBM3Tz5BYN6IO0ICS83uvkfJ3Rl5xitepl4vFQrVaTa9fv1a/34+sT6FQiHfb3t7WN998o9PT0xVD/9CBjvHgnrNZcFTdBqFbpGULW+ye7yUPGHy+WQsHQyRFZsJpbDiQDOaGOfW55N8ehDhFw4Oaw8NDvXz5Uj/++KO2t7c3zmiwB9FjnnXt9/vhWJFNYy/iI/geRw6wGT5fBMlkuXZ2dgI4hNcuKcCc9UwkaDP3dhog+hemQK/Xi3cZj8dRcC5JjUYj5hqay6bAisuMrwFZGfyJZDIZvhjrJ2kFmMLWOgXNqUIeTDHXULTQnfhJzB21poBd6Cr0pP/bA0lkHr3Rbrf1pz/9SXd3d2o2m7q9vdXx8fEK7e4hA5+BYwAymYx6vV7UjZKJdPCAdSYAx8cjmOBzANz4uKwRc+zBFvbSM8XewtZ1o/t8Tt0jYCoWizo6OgpQaD6fR4Okn3/+OWqrOp2OTk9PPzi4/eBAAzSZjeGFaJJiMzAJ/gC+odjg76OTMKk4JOuG1TMfTB6fcQSIf2OkcEhdeXodgiONt7e3ury8VCKRCCcpkUioUqlsjBgQpA2Hw9iQKG6cfufCojBBFTqdzoqzj2NBwEFwxGbmPbwzhNPS3NnDqXLhlZb0ETIXbCY45J6GhyPJAUJ3d3dRi1IoFDSdTjd2XAgKJAVtj+5QyA4G3x0X0qVO42GTE9X3+/0IAt1Ig7TC5cW5JIVIdxHkDiMHcugZJ1fgiUQiqFqgHKTwC4VCnJTdbrf17t07vX37duOUbr/fD5QXuXcqozsRjhATICAboB2LxULdblfD4VAnJydqNBqR1vf9jKPGfucajhi7I+in6SK7/C6TyahYLOrw8FCj0UivX7+OoIJ753I5VSoVJZPJoP85zXKTgaPkJyrPZjP1er2oTeEZyQwlk8lwVtwhw3mEasN+cnliTxK4kLVA1kH7CSC8hshpZayBt75Ope6L7lutVgQhHkiBpnI/akU2BQbIXEHR9MCcZ1zPaEGrcZ3jYJY7AU4LdYoGThFODrQ3/7zrP/YBn4EmCV2R4Ho4HOrs7CycPgIgKHvT6VRffPFFtApeX/+HDN5/3RmgAyJAijMBQLKxDR4wML9OA0O/scdZBz6zTpV0e+621XUH30ffOvjo1DRHeWmA8Dd/8zfREa1UKm1cDI6OSaXu6+po3c28sB/I8LqTRuMVfA/mBZ3tIADziPPI9T2zi28CyIk9wnZAt5K0su8JZObzedB6yGSgC7PZrDqdjq6urnRzcxPIM3pgk4GsA6x63c9isQhmB+vJHkNm1ilAUG7w63Z2dqI2gvoJBvoeu+Hr6IwBrk3XNKhXrKVnjW9ubsLJB/SAlvX999+r0+nEwa6eGXno8NopBzYAKN0fRi8jG7yTUxsdMHUaHVlZD9Zgq/i+xJ/Er3A/2ZsF8LdnfsfjcdglQDrXi94hDcB3fS3/qfGgYnA2Cs4RigOkhPSRDxSZoy8eLPA7JsAVFL9jIZxOhHBgZHH2/Duki1GY/I7F8swLBki6d2ipqaAVGYUxm479/f1AORAEaamgoTuRxru5uYkNUavVAvVwTh4KEIFm/ti0CCmDzcu/PS3O/1EGIBIgCzhApOkICjH03W43ED8Osjo6Oor531QJcl/WjiJwzjlxR8npEsgFTj4GBIraYrEINMSfD5mSlm0fCQQwjhgKl2dJEaA4JYoCNRwt5M+VDSnddDqtZrOper2ud+/eqVarRYD30IHDwHpi7La3t4PvzfPyHKBpNzc3gT7jPEwmk5Ddm5ubaL3K+2BYmAuMBAaMn02n05Arp7MQMDJvKH5qWK6uruK5CXbp8721taWrqyvV63X1+/2VTM0mwx12ZGA6ncYp4ewhngVdQyqcfeCUNOQI3jVOvyPnZNJArnHSAQzILuGcMGfIO9lK5ItAqNlsRuCAEeNvL5jsdruBkG6q66D6AEbwHNwb2iPBL1Qbp+Wgs5AldBSBEE6u1+Q5zYrgGsfPAw2CCwJ+d6hZC5zOm5ub6KIHIsh+ku7lmfNGcNbIgG8ycFK8pgm74DrQszHuJPKunsFxnjc6EvuxHoSwz6nfQr95cONOttcV+R5nj6BL0THINGDPs2fP9MUXX0RRbrlc3njPSsusIN3xEolEtObkjzMEUqlUNNvwrA7v6joae+c0IzKclUol9pFnpV0X4v/kcrnIwkpLnSstneTRaKROpxP7kTajJycnyuVy0dloa2tLp6enqlQqgdpvMpApTsxeLO7pZOgtd5oBSwiyPTuDfwI4Ii27gfG+yLij9AAeyJ0Ht8wbgB9OtzNZPKPmjrczU7gWtKzFYqFyuRw6fJOBnuWMIOQNGYRFgByw7/icszCQE/wEz/jyO2mZheS8N9bHa8vQZQDW6ATfjwT8rD+2yemP7Fl0pQdH0mpb7H9uPCiM8wmaze5bx+F8sOlQQigeRxRIZ/Fy6//3tKpPrv/fMwIoOEf1uBcGbl3hSVqpZVjvMAFihVHC8K4v/EMGc1EsFiPTwNx4NExhpGcq+Fm32w0h4nqgeI6EMo+SwvHmPdikOD/ebYvnIQ3JnDJ3ntlwA0RkPZlMVCqVlM/nVS6XdXx8rJcvX644/ZsMskE7OzuRNsV5KpVKKhaLK2vnqIsHoy5vPDdOCQgEDon/jk1I9xfnva8HqDyvUzuYJzarG16ULqlhUKparaY//elPsa7rBV0fMtYpWuVyObILKB7kCMWCk+ROicsBzjSUBAJODA/KjP3KnuGwQHfQuJY/h1NqCEpI215fX4fsgygT+HW7Xb1+/Vpv376Ng6YcyNhE5tAB0+k0MigcJCgtddI6KAJlwzOVZBhx5Jxe4vrMqXR8F5oT54xgUFgnjDgBPWu3WCzU6XSioYUbL2gYBAJkPC4uLnRwcLCCIj50AHSwDyaTycq6IyNOL0LngWpDA0HP4DQDMmAEARpYJxxhirU9A44ecPqU03+kZeOJVOr+pPlutxsFsI7O8vfz5891enoaWVxQVBzwTeaOfQGAQrCBk8TncJxBg3kf17c4iMiWd8JhvtPpdMwvf3tbZ67nhb3sTa7NNRykIZAhAASwwuk7OjrSq1evVCwW9Q//8A+aTCZBK9pkeFBGwJFOp0O38tzsV/YDhcBOI3MwjnfwrAw6D1nGHyKQwq7mcjkNh8MVWm6xWFSpVFqxEzh9/X4/mmWQtWf+UqmUSqVSBDlffPGFJIX92xTIY+4ITnGQX758qUKhED4IOgd/xPW82xNkhOFBnoPC0rKDKTUd6CoHlPBVJMW/mX98CmydF6v7Hkkk7juGAdTQFZPDbAEmHjoInsiaoBfK5XKcDs77et0VWTIH+PBX3BeTloEZPyPD4AEG9sTXAf3pP+d6ns0l++QMC+pxaIrQ7/eDVYMvwqn2H+rXfXCgwWShNODW4bjiOPkiS4qMwXqan2u6M7ZOleLnbH4MAf9mAt15xNj75xyxYGEQSK5JwIFD7ad/wrv8mIyGCwNzAqLLnCI48JA564Bok42C0uO6jqiDFDOHnhLc29sLxcTAAfcIFmeauZGW2RAyJ56q3d7eVqVSiYL5XC6ng4MDHR4eKpFIqNFohDw8dJBBqFQqgRSyGcbjcRRngsCj7DDORPcEw7wv84yTgSwhH77RPbByucQwkSXg51zPlat3HHG5xYhcX1+r2+1GFqvRaEQws6nxZU1vb2/jUD1pycHmj2cUQZv4vssPsgFtCWQJ54jADPlERkGy/f9OVWBfgTayDrVaTbVaLeaWLBQ1Qul0Os7UqNfrccIv+3jTQENSHGIHpYcid56VYNzvw+9pg9lutyMFTYtK+M84kehOdJSvyXg8Duej3W4H8on84CR7hpH1oFOLF+O6satUKjo+Po5sUbPZjK5k6zVNDxnoEqcF8m4uZ8wdMgNtibmgawzyBNjijR18r7MOjuCDjDIvyBvDDTF/ZrNZnGTuTSKY90KhoMPDw8jaYldwHLAbm84ddEICNknBM/f9xu+4PwGW21gcOZBKz0rw7jgb/PFAgXf23zGv2G6neeC8O4Lv9+T5Qbmz2az6/b7Ozs4isNk0wJUUNT39fl/9fl+lUmml1SfygX1dR3Vx+PzZCeZZBzI9Dqqgs2j6QjMPlytp2foZnc+77uzsBMjj6Lhn6ciE4GhDo1osFqEXNt2zbvsI0mmygS1E33kw6/U763JC0Awtme8AnuAHEWhAGZO0smaehSIQ9ud2hN7XBIAVgCqTyQQVbX9/X3t7e6pWq+HrbRKoOUUXG8X6sB5Qqr0RgrTqS/A9gDcAGr8evivfR3aZHw9SCNT4OfLGMzFSqVQ0TfD6EEmRmZrP72s0vEX/fD7X8fHxb5PRwHgwASh/r7XA6XI6FQ/O5IPSuiPnE8Km5nO+Wb0Yzh06/zf385SbtDydHIFGgTgiCRVsa+v+ZMzxeBzdZnwRHjo8GHKklSCCDAsHpYHMSKtFzyBtnvmhdSxzSHTKvKD4t7aWh7CQouR7jsg63cMDNjY5CpnzLVx5lkqlWKPDw0MVi8UoeN90kI4+Pj7WcDiMolgcDJBOInwGa7yOrvCezDEIpAcpGGKcB3d4uK9TPUD8KUT0rBLX9cFnaJ1LcVqz2Qx0eTAYROeRTegEPDfKZzgcqlwuR3YOmUCeJK3QwaRlEOuBCTJEASVKHkPuiB8OELRG1mhd2TJ3/N3v9/Xu3Ts1m00Nh8N4F9BCHGuUIIdf0cOcvbFpgCbdK3JqP5rNZlAfoWT4mvAOOGEEUZPJfSH2bDaLugVkiGt7DRUyyzxMJpNwep3K4rQad5AkhUNOEO3IFnNOe8x8Ph/rjy4Hpdt07tAVvOf19XXoJFBHnh1HnvcgQ4t+8vMOoDx4JgKb5Docfe/G1akRHuS7ceYeFIk675msKp3OAFH29vbUbDZXgA8Cy00GDiygE4elUUOAw+KyR2DldCj2PfMj6VeHo0Ht8RqVdTSauUGHrcu5Aylck33MnsW2oXewMdI9YHRxcREnX6/f/6Fzt729rVKppE6no7u7u6hxIqAFHAGZx6nHaUaXefbWKWnodYJBwELe0XnwnhXBLmAvcdzRh3Tzw5nb2bk/i8r9nsPDQ1UqlZXzitDL2L+P8U+4LwE/hex0PCPDS/MZumy5fXR5kZZ70EEop8eitzwYI3Dwa+CTYIvQGQBjgAwcsuj1G1wDP4IzVnK5nIrF4or+2VTu8G8A05wKi84nI4iuJfvHe5BJAmTAv3DfzOlo2D8AcwI5p4qt+8j4cMxtoVCI/ct+BtwGLMQeDwaDoPHv7e3p4OBgpWvWPzceVKPBw+7s7KjX64UjRkTEQDDYSCBkHsUxUe7MugPh92SzevrVN7RvMjIYKFG64vB5AhjnhmMAcWRGo5FarZam06meP38enUA+ZrCB4FhiIHiO6XQanWucN8gmJvq/vr5Wv98Pg+3InaTgrEv6leIEbSG16//mXqyf8/scyXH6VTKZjIAIWhGo7bNnz7S1tRUpxE0HTt3BwUEER86BZvO48uW9pVWF70gV3+X7HlT4dT0z4YaGNVs30mRKUJ7IM+vNJicAg5PNqer0Xl+n/T10YDzZA1BNyuVy7AmUviM6yB1GzPmf0KboruOovlMkHUVhL6IcPZUsLWutcLqbzaa63a6kZTZrsVhEjYErXxCrfr8fzpi3qd7UWcYJxUDWarWgrSALDpzgpHhWMpVKqVgsaj6fh7HmD/IG+u0BMnPIO9M/nnoEBqggARyOE046f7szhPN0cHAQNSI4QRyY5pm3jxmAKIvFIpwWp4iyd3y/+V4mqMUpQf8RpPAZd4Cl1XNrWEfPfvMcOJ6JRCI48d5QA/CsUCioXC6rVCrp9PRUn3/+eTg0t7e3cSYMARZo7CbDgwDQYKht6HHmEDlCFj2D65krPsvAAeJ37sAwh1647fbFqX3uD6w7if4HZ4R19ACl3W7ru+++i8yXO6ubjMViEQFhq9VSt9tVrVYLBx2GAjYPncF3HRhxoJJAEsCEbIw7uu9zuD179OeeFzogDidBCLIEjbNcLq8Up6PzeC5+t+m8SffrnsvldH5+rp9++kmlUknz+XyFXoRe9fbjzgxhb7oevL29Db0MMi8t97zrN8Acz5y8T17x4zw7yvvznNJ9gA06PxqNopEHheCAHR9jK7D/ME78jCPsMHLiDBSe3f0Hmpm4jcFPRDd5UxC3s9gSbAP+N1kdnoFMEbZrnZrr+5wDnQF5Z7OZnj9/rmKxuJKF+ufGg7pO8eA4SJ1OJ6K129vbWGycJIwAihuF58ZgfdH4GZPKxmUju9PKBuFeRJDrqOl6mmo9pQkalUjcF0O32221220dHBxEC8iPMbw8myv+drsdjgA0E5wCnHaeDaHC6YR7jcPtzqAjShhTHD8UBsMzHxhjDISj804v4/l4L4whTmQ2m9XJyYmOjo7UarU2njMG88YhQv1+PxQRGQkcrvVgloB0nYPJ5oCz7n2vQa6YC5cbl6V1OfXgBV6up04J1ticBJtQD+r1epw5MRgM9OTJk0DINlGC3JPr393draSfSfVLCtoZ8sM+QxGTMt3f31epVFK5XI6zCVxG3JkjsMCp9loYjDnvheFsNBrxeYK8xWIRhlhaFhcSABMAIOPcV9LGe9bXl/u12+2VdHyhUIh5Rg6497pTuLe3FydJg9K7oUYHOEBCe0syeKCqZI3oeJJM3p/dwVkl0+k02ktjoOC+J5NJFYtFVSoVlcvl6ODlVEjn4n/M8ECdhhrSspjRGzSwh5BBRwTXwRi+4zqV3zE3OLOeqXbAivW5vb1dyZLiFKI7aeVdKpX09OlTvXjxIpDm+Xwe/eSHw6Gq1eqDDO/7htslnCFQYDrWOErrGXjXY+wN/o1zig12h9hliv3imQrWh/u6bDhS6rYY3eB237MggAbv3r3T2dlZ6Bpp8z3LcycSiWh7TavlfD6/QuvCOXQ7gX5Cfgi4yZjzOfbqOkDCO3gAxr8d0KTujIJkHD2cbTKROIuFQkGVSiVotIlEQu12W41GI5xStz+bDF/rZDIZna2m02m08gb08KDe95TTeJDDRCIRHaDYGzRfQSax4fiQZBO5nlOzfB+jJ9ABbu+g1QKEDQaDsC1ef7CeFd5k3tw2AzwcHR0FiNHtdkMfu1+MP8f7cPinNwdhX+L8M+d8F/+CTAafZ37cbwZoIkvKXCCLAFqj0Sg+m0jcn0ODbbm5uVE2m9Xp6WnUZ38oiPygYnBHb0FDQYKIWol2ve0VyoaJQLlxTUe11icJ4WJhHZWSltQfRzoxnO9LqyPADJDbxWIRqEetVlMymQxOJNfZdPDcnqEhYJAUBt+REgTYOYwIdrFY1Pb2dnQ1oGDUEU5JYSy5nisGadlhiSjX7+vz6v/mWZkrZEJSnJ5OS1tH9j9mEAiBprN5QT9SqVSkHZ3zjsJmjjEgKNb1YNTpNp71YrO67Hq3HzplgHyxbjiPKAvvdEPHH0mBKFxeXqpWq+nZs2fhCG46eN5EIhFdr9yh9bXzDlOSVv5NsMDewYDiLEpaCZT9PqnUsm0hhhljMJncn+0BZQCjg0xjfH1/YiA8U8qcopPo+vKxyKi01BfpdHqFmoWucKeDZ3FqAA4tmSBkzjNbZAhByAlI0anInJ/NAnKFHHlRIAYdfQtvHAehVCqpUCjEHmZ++TzzuulAF7j+5ZkJNCk29oCefev7yRFhdJS0zOZwPz7rzonL4zqq7ydUu40gUMQp39/fj1qWZ8+eqVKphC25vr5Wu91Wv9+PDOFgMNh43tYHmSf2FsCEOyH5fD7mjOAI+ZKWcuxz5PYWvcp+RC949yKCFuwyDpPrF4Jr5B155vvuCNIZDWeZ+YduvQlNlIEMZDIZPX36VO12O55PWmYfJa04fSDy7Af2pnc1W9f/3I/nZ0+ug3buWLKvC4XCrzopepYOABKaKjSV2WymTqejH374IeYRvfixw20iVPGbm5torczegu6LfaTxBrbP6dUevCBD2GxpedYIWR10v/uZfvAn844dwQFH/llH6jAA/fr9fswpoBfyznc3Haw3bJWbmxu1Wq2oT4V2RjdE35voSgd22SusK0GwMxuYG/aW22fmwMHUbDYbDXUAlAge0YO+t6mDBKRkfubzuZ49e6ZqtRoy/skzGj45vGQ2mw1Ekc2G0cUQOIUFQ8PkeqTPNZhMBMvRE8+CsDjuuK9nPDwK9mu7k+lOXyqVihOzP/vss2itCbqx6XC0h43AAWOc8Lm7uxvII4qI9BQbeJ3bjMMFjxuKCgEbzjAOWz6fjw1I5JtIJFYK+hF01oZ5dfra/v5+OI6+wff396O4qNPphCB/irmT7te8Wq3qyZMnevPmTbRiZUOvbwpa/0pLecJg0sLYOfL8Ya14bs9GgPoS2LE2OMd+hoHLN98H7WHNQX06nY7evn0bWSKK/TZFqjyVjcywFqy11wb4PuG7rD2pVG+HSl0GTjBKzylHriswqNDE6MeNcaVlMc4yn/Uiu3w+HzKNQ4nzAsoPHehjjMc6usu9z87OVhx/Oto4XQD9xj7yfQvnFaoa2Q4KJpl7urgRIDCQQ+dko/O89ozr0hkMStfe3p7K5XIcGJhKpaLTGVQnuPSbDnfemD/WCFSWd3DHmXeH5uUUG35HS1HXJ+hC9olTEglK0Ws8h2fvmHd32MlkVCoVVavVaCEKcjubzdRoNHRxcaG7u7uo33EUe5Oxjqw6xWNnZyfqQTzjSGaDz/s+RDfh/HvrcgfvXKeRbfDMnDvn2Nv1rAb39qCOfYqOpUibxhesk6So7fvYuYN+xLxNJpOgXyI7ZMT5PPf2LBqy6Q0BCOY8u8N7ok8dBCALQObB55CAGh3pVEppeXAsNntr675VNa3P2R/I/vq+eOhwEHRnZ0cHBwdx8Jwj8NyD4B8aj+tx3gs9BKhFEM9eJIPh7XBZRwJB1tPpQR7wIaeArJxzBO2LeQKdJzDETq/TVjeZN3Q9PhBNQdwHRgbdnyJ4cKDc5dDrLxy0xJ7gz/g1vYYHn9blg73I39JSR0v3gQnyBp0WkGx3dzeyNd6290PGg4rBffhkgYbDBXNUSFotaMY5ZZJdyaMgmVicRxdaNjS/xxixqOu0Fz7vP0do/btc6+7uLugF6XQ6ouyPiXw9yEGAaB3X6/XU6XRWhA300hFHR6U8WEskEitGYv19+Q5Gi9QZm5WNgoPgaXXQWT7DpmYTQfHyjMDOzk4EPp1OJ4phP8aAuAFIp9N69epVoCMocYzKbDYLvi/OPfQfL8AiSAE5dt74bDYLxBfD7sYWZbqObHF/1hm0GQWMEUJ2oSbd3Nzo7du3ajQaevXqlSqVirLZbAQimxgQ1gLaEfPAnECjQ+nDTweVY73Wg3T2CPOVTqcjeJhMJnGyKG0avfGAKzjnk3ISLs/nRfoM2kL6GuI4DgaDQJS8A9OmNAwMGuubSCTi/vV6PSijuVwuFDHI8/X1tTqdzkoQjhPhAAAoFXvU29VOJpPIihBouWFmP7LXMTAeJIIqk1rf2trS0dGRjo6Oopj/6upKP/zwg7rdrra27htLkMXddKBLcBhAqdFjuVwunI2bm5tA+pA715PIDPuLPbdOGZhOpyoUCtrf3w+qBKgnegtnA8fHAQG3N6C0hUJB+Xw+uulh08i6/fLLL2o0GivPIX0c9cd1Hf8nSzefz6MWhD2DzpWW2TO3e6yD29X3BQTIBwEWjjLfwTkjY7LuYHM9X3tff/RDu91WrVYLm0ThK8DbxwzPOEiKoIpMBc6sO/MAR9gP31MElNRD8hlnHLBfs9msZrNZOLKesWXfUwPKtbH1btOdHoq9ch1xfn6u77//Pt4Z4M8pYZvOHXLHWqbTaR0eHkZxfavVCttKK1T3Rd43yCSR3cdXcNkDaCA7sbe3FxlWdJjTQR2kQR5d33G2Uj6fj88yl9PpNDqIOk1J2qz5hc83OgB7UCqVoo4GUNGBFYJb6KU++B37x0F15orrsvboIWou8eXwx9GFnr1kzzjzg3llL+3v72t3d1fj8VjHx8cqFArhd6GzP2R8cKDhChQBWywWUdPgylFaPbxMWkZNXkzmG5bv4tjg9EhLnjT39dQaE8gkcZ91pc0mcnoQaWIQSmhGFE57AeLHDhadyD6Xy6lcLiuRSPwqs8ECe2ocJ8UjfN6FDkCkB0lPukEFXfI/rI0HHo5Y0yrX0VauQ4DpHEeiYAINOnd97MBJkJYo37/+1/9a5+fn0ZQAx5RuNTw3KXnfXCh+AjTnNmNEmTeCFKf8TKfTSH07suefcwfdU6agLmT3Go2G3rx5EyjV06dPV04s3ZTGgkLHyULOWSOKbanTSKVSKxkEHAbedz6/51bT5Yz5Yd1ns1nQ+Xq93goyiFFiLph3ghBfP+6D4sOhr1QqyufzEYRjyOlMdXJyEgWHvuc3Gcizo9yZTCY6n11dXanb7er4+Fjb29tBh/DgDV437wU3GKePGguKU5PJZHTQYr+y9i6vyCPGFcfH14JrAwAlEolo0AAljxOvLy4uwgEnvf6xYz2ljo6nRStOJYCRp/P9nZEb1gHdzvxgS9LptDqdjprNZiCAOL1812uP2OsYaIJT9C/tm/P5fARw0C+Gw6EajYZev36tXq+n09PT0LvrNvChg+/x/FBHDg8PlUwm1Wq1Yj9xHo60zNY6kIYuQgfyfxwb7G86nQ7952AczrD/fD3j+b6A3hF6gAQcxfPz8zjnBhAFSuzH1mh4gArSTjBDUwGy7ARrBFDoR5dB5I2gDrAPvYWPAD3HHVa6owFSEWzhTHsmmWdmvZkH9A+B5u3trf70pz+p3+8HRQeHfdOs9/r8sc7sq2KxqOPj49i70rLjETrfqVLSko4NAk42les6xQ77Rv0gtsZr7LAJzK9nX6VV2acmdZ06i0xTN+HZIM+GbjrYI+jfcrkchwES1MIsQQ7YXzj2zthxaiLfxY6Px2Nls1kdHBys7FE+56ANAzn3rJH7behYb0GPHd3d3Q1fHqDPayY/dL8+/Nz1/294xmJ3d3flMCEiUh7CU6KeWkfg+B2biwBi/Tvr6XRQCE/V8nlH9dlEDJwdnIGdnZ1AjUgdw2v/mHSkDw98iBgLhUJwe3G4MCY4g95iD+cZh8WzM6AMOP9sUG+5CGqFMacjA4cb+Wm+KDlQA56bVJ2vNXMPmkiQ4c7ax8wbcuCGLZ/P68mTJyvOq687is4VqAeY64Gubzru65xTHD3PInn2ArTFD8jisyjXRGJZqHh3d6ezszP99NNP+u6779RsNvXNN9/o888/XzkU8WOUIO/HezmKy5q7k8d3vHMOihGZoiubp82ZVxwjUBR+RrAOjQCOvmec1tPCGKFUKqVKpRIHuUmKQKXRaKjT6QRNaL1T28cMHFau5854q9VSp9PReDzW3t6enjx5EgFQPp9fyQr5nOBQ7O3taX9/PzKGBMO7u7sqFArhBLG3WRs4u+x36DzMvweXoF2S4mybTCajfr+vy8tLXV5e6ocfftBgMIjAl3f9GHTUgSLWwbvFpdNpVSoV7ezsrGT83Oi7EWYtAE7Yx+7gYswJHJwqhA73zKuvL0acgANq0TodBvDm/Pxc3333nX766acoDP/UA/s4Ho/V6XTCYSuVSmq329Fkg7UnQ8TcAQz4PiAL7cEajq1nvaXVc06cSops8Tv2BfqBa4KQojtGo5EajYaazWac/cB9CDg+xZ5l7qAQA1bCU0+lUpH1R8YduHSHlvkEWZcUPgPZas4oIXiQloCiZ/F5T2npiHMfrgX6juO9WCyCLpjJZOIcnWfPnmkymax0snOn9FMM9h22/eTkRHd3d7q8vFzxQ9azltgC5gP/AQeWDBP6Dh8D38V9OaiPzC/XdOaByzayiH70xisEnxxGiu7wjNLHyp7re64N/d1bjaOP+L9nIp0u5u+TTC7Pl1qnkqFfPQtN4MJzcU2uR5Dh1DECHgI1rynMZrN68eKFptOpWq3WSvbrQ8eDAw03JCghOF302/U0NxOAkElaEUBPCfECKDr/P+lyNrCnC/2lmVQPhLgOBtwPT6FAMplMqtPp6Pr6OlAe74zysYK4/n4sLMEE6VJOmcRBy2azwQtlk6N83EGUlsJCNgJhJNBgkyPwRP78vlQqrSCMrihdeEF6yFgwj5wgSZcCBPVj5s9RZZc70qDQL3yOQUolrRhgfwYML/Q8zz54JkBaFkd7EPG+LBfyBZKMHPM81LfQQvCPf/yjfv75Z11dXalUKunrr79WtVpdKeh35+ihg2fFiDI3BEUgFtLSAMK95P2gbIDqedaLuWGOCexwKJFPr8UgnQy6iuHwrA9zn0wmg4rFteF6X19f6+LiQovFYqVw3gPHjw1wMVJcc2trS9VqVY1GI+S72+3GyeHuPLBf+R7BUyaTCacfp5ggn7otaFKe5uYa6AzPQHhgS5DhwTngwtu3b9VqtVSv13V5ealkMqlXr14pmUzGtT9G3hh+DQ82MpmMWq2WUqlUHO5J0M+e9oCMgT5n/bku93J0DWQOuecz7EXsEPOL4ywtAS3arUpauXa/39cPP/ygP/zhD5KkUqm0Euhxr48dABvs0V6vp+PjY718+VK9Xk9/+tOfVpgC6zqbf7OvHLVdDyocDGLfOe1ifQ4JTND7rB2AwXqNQqfTCbrhixcvVCqV4nrM/ccEtuuDPXNzc7PSXvng4CAOWKRjoxes05RinYHhSD12xAErnEL2Ot/zTBoyhL7D5i8Wi2hZTzbeO1Hi0ENVOTo6ihoAqHzukH6MjZV+feL8bDZTq9XS6empvvrqK2UyGb19+zZ0hWe95/P71r9QaD0I8Xo9d4jJuAGKwMrA/uL0ujMO9Q2dggPNOiDX0+k0aG8EGQSAZI+Yr4+ZO59DB9zQ9fv7+1osFlGDyN5mvjzDyM/Yt9hE/AHfs+43Y3/RBQ7uenDDXl3PVFL/QS3J0dGR8vl81JxyCvjl5eWffed/bmyU0XBl5hxhhAY6i7Q818KdD36+Hmn55vRMB0LniIwHIChJNh2f90h3Op0G2t7v92OBy+Wytra21Ol01Gg0fsUddIflUzguOPrurIECoTxwxjqdjkqlUtCpeK/b21vlcrlwLjyIYb4INqQlQuU/43oY3/l8eXKrC76jowg/ig8nEaN9c3OjZrMZ/ZZ9Dj92cB0UIelWnNC7u7soiHeH2jmHGARkyFEGnz/qFTCgzjFHRnF4XO6QfxQkyjqVSsV6LRYLNZtNvXnzRpeXl7q6ulIikdDXX3+tFy9eREMA1uhjDDCIEc6ctCxcRvlRQI3MOFUKucR4Q90hCPc6BPYXhtmNMfPmpzu7Y+kIHvOZTCZ1cHCgp0+fRjtdHHs6e0ynU+Xz+Whn6HP1MSifI2XOPUcRc0ZMKpWKdss4ZmQ5aOOInOCYMa/M0fq6YHDJHDnlD0ObSNwXiRLgOCUBo4HB3t3djTai7XZb9Xpdv/zyi1KplP7u7/5Op6en4RygDz5FoEEan3nBZsxmM11cXAQlzulkW1tbQZtbdwQ8gPQiZ2yAOz7YFO6NbHjQ6B2a3IhLS/3pYzAY6B//8R/1n//zf1a73da3334bBfX+3v73poN3hJKD3Tg+PtY333yjWq2mq6ur0DHsNeRAUlBrcKgBOtYdM+aEeXGd6EGW63NsNXqYPQ6tiH13cXGhH374QZlMRp999pk+//zzOAXbA0We6VPMm+stnL3xeKyrqysdHBzo9PRUT548iXbiyAYtrL02Cx9Gut+r6C2nrDl1R1JkxJx5ISnmxeXS55C6tLu7uzi7BXsFmMEZEDAxHJ3/FMAKf+NfkS3rdrsqlUp69epVtOrmsw7o4g/4fucdoQ05K8Nto3S/76BGMZfYJp7FWQju6PIdaga73e5KsDOd3tdl4v9g1z527tZBUEmRqS0Wi0G53NvbU6/XW2kY0+/3I9NG9iqXy4XfwL6CKeEgivvEkuI7gIFeh8Rw4JQAAxuFDgUw7PV6Oj8/jwJw/AU/e+YhtmJj6pSnZNhAW1tbsRkwwAiHLwAPShcRHDkMrae1mUQiPe7NHwwMRkxapv5SqVQ4TnS6odsFRrhararX66ler0dXHXdqP4WTzOCaPC9IpjvrcL47nU5kYUDOHHGEguGcPFeAjrg7V9c3F59H2aIA2TxeM4IC8u5KtKdDwfT7/QgyP0Vw9r654z1RILTr5ORlUAwMn8ubbwx+5qlDZA4UBsTEjbSn2dmYXBfExHn3zK+kldqZWq2mWq2m0Wik09NTvXjxIs4kWVdeHzOH7B3oK6DDrDOcX0nBT3fZgL9OsA7vlL3iDuQ6r15aIozMNfdFweFI8XkUYLVa1WeffRZdLnhuAkraaVPHtI7KfczwZ8doIgeS9Pz58yj2wznudDrh0BWLxaAGsY+8OBtZI3ABpEEHskfpZkTNC+/r+xLHBi43jgg/GwwGOjs707t379RoNHR5eanZbKZvvvlGv/vd7yQtA2t/948dviboDxC7+Xwe54pg7HgX587z3fVgwsEG9KikCH4BRtiDyJQHI8i0Oy08N/saw93r9fTdd9/pv/yX/6JGo6FqtarDw8NfBRmfau6kpXNPzdTV1ZUkKZfL6dtvv9Xe3l6ca7C1tXrwGPNFly8CZrqbMa9kb5ySjAPmFA72gB+UiuPNHzICOMy9Xk+Xl5fa2dnR7373O3322WdRNI0d8vq9Tz13OME4ca1WS81mUy9fvtSXX36pSqWiX375JbIJFPxDY0YuPPuAvfVzpLyg16l4DN7TQVHeF9nC9+B5aQTCQaE8G7KMffV99annzqlwyBnnyRSLxaBRJZPJsC9Qiz3wdSaL21JAVXf40e8AnIDGDpQSPOLTOHDtAAOA1OXlpRqNhq6vryXd08CkZWbvU4Gg0lIHsOZ09wNsXywWOjs7C3kAgId2Czjk+8OBTvYymTjkbj0zS6YM/cV3kWmnX0nLvTyZTNTtdpVMJnV1daXr62t99tlnwebwM5Yeul83zmhIy64TKCr+vb+/r729Pb179y4OL0N4HUF3RehtKdm0bhSYJH7nVAE+i4JMp5d9lofDoTqdjrrdrjqdThzgc3h4qO3tbb17906tVkv9fv+9p3J/ysEceBCVTqd/VauBwNBpAVRua2tLp6en2traWuGHsg5uPKC7sMn9EEDmm03J3542JVp2uhl1F6PRKOgrUFkQ7t8iyGCwvvwb4T86Ooq2nCC6OPUU5uGoZTKZFRSOQI25cWQcRYayRNk5euxBGk4UvF7qBq6vr9VsNsMID4dDvX37VvV6XeVyWd98803Qf9bREenjjHAikQjaEeiTp04p7JpMJlFEj1L0fUghOIWc7FtH1JBDAl+u69kkV8rMtyPa1LA8f/5c5XI5DsYDESNzsr29Hafl+rN8SqMrKYIrz7xSwIrjhCz2er2QT5wTAgVkaB29JeB1fcCcSYpsDfvKgzt0LvsVx5qfXV9fR8H3L7/8oouLC6VSKX377bf6H//H/3HlIMHfYnhRJ++IfsXJwmmTlk4+3yNABZ1mThyY8gy3tKwdZP49aOf/6EzQQrcpOI44+bVaTe/evdOPP/6oZrMZp4MXCoVfBSifcrh8UKtxc3OjUqmkarWqv/3bv1Wr1dL5+flK+1SoIswJ+pCgGZlx54/fefDvVCFHRdkDfB7QCRCv0+nE2Vqnp6f6u7/7O7169SoCYhBRgvBPPRzFxlFGxjjFfTab6dtvv9XTp091eXmpXq8XeyuXy4V+4xAz9iNzynXXM5TYC+QJ0Al77Vle6swA6rxGAZrNcDjUixcvAoxg3/i5B59qzvxv9DWB5Ww2i65h1Wo1OvDRBGhraysK1nO5XMybU4jZKwB71LvgTDuldt1f5B4OAK0/O9kdAkfWmnq0yWQS9KlPybTw5+D5yELV63U9e/ZMJycnIRc0IyCoIPhydoCvrf/MaXzYW9aHbAcgoLcQx3bQ/AUgBSYSgU2tVovDDefz+8MVc7lcMBE8m/fQ8VEZDWn1xHB3MDg0h2CDiWHTpdPpCEJwbplAnGt3WomE6dxACszRfJSmdN9PvdvtRptNniGTyQRd6uLiQt9//722t7dVKBSiINA58p96rFMJMIoYPpxnR8Gl5QFyrVZrxRmBY88GBd0Ccfb2dx6UORLI99kMrCEKgE0Liu+9r50z6d2FfqtBsIHi51kqlcqKIgINbrfbajabYSxRmjiM64VlUFy8xSBoMecagFxD9XGqEwgYQaujNBi8H3/8UfV6XXt7e/r666+1v7//m8ud1zg4FcJRoWazqYODg1DskkIhzWYzFQqFFXTJ0Tv2N/vPHTwfTt9gz0oKtP7k5CS43L4HML44hsVicYW6wLr/FsP3K0ENWa98Ph9ZvE6nEw0dkslkBEnX19fa2dlZCdQIGECRmGvQLc6AoLUgaDH7i0CZ72BAcP6Gw2E4B1dXV3r37p3m87levnypv/u7v1O1WtVwOAx5lz6ts+yBpBt29NTe3l44WwQBnOPh9mQ+n2swGIS+gm6B3K5T9VgvAgW+55SgQqGgZDIZuoNAjdN54c1fXV3p4uJCb968UaPRUKFQ0Oeffx7ZDM9o/FbDs3/IWS6XU6lU0sHBgQqFgt69e6d6vR66hj/T6X0dm58qvR6QuXPEPvMM+GKx7PzDnsbxubu7CzvbbrfV7XY1mUyUzWb1r/7Vv9Lf/u3f6unTp5IUmXrXPb/lnGEnCGrIFAyHQ33//fdKJBJ6+fJl1EvRLTGZXJ6qjpziECO7BDE4v8jbui+DP0Ow4VRR5Bcdwh4ZDoeq1WoR9ABoIAccQPcp7axnzf2a8/l9fR4A3mAwiIP1PEuObKGrCPKlJZ3KM2TUyPoBtugsSQFy8nundENxIxOA3mD/d7tdjUYjNZtNvXv3LsBQR/R/KzvB/oDdcXl5qUKhoJOTk5AratQ46BC7gj8Htdj9Cge+kT+vQ/N1QMYI4ABaAccI/vg8QAR2qNFoqF6v67PPPtOTJ09iz+A/bzo2DjQYHnDwt0dsr169UqfT0dXVVaS6paXzIClS5n7eBteYz+dx+AqTipFicXCoyZTQkebt27dqt9va2lr2vwax/a//9b/q7du3ymazKpVK4TziIP6Www0uwgYCDv8YZ5gAhOwMGxK0HKQU9ArBkZbdlSRFkT5OIobDnT03IJx6W6/X1e/3I6ih97mj1R6F/xZZIHeAMCKe1idg5STVXq8n6d6phe9ar9cDFeBUVdLXrng8c0GmY3d3d4X2UiqVVop5HX1kPpBPjDkb9urqSr/88kucck7vfz/5+bcYZHTgbqdSy4MckQeoQO7IMd84yqD4yBpG1J0QHFh0gSN57ijjYHNuwZMnT3R4eLjiGIGmtFottdvt4DB77cRvPXheUvf8X1Jwp6+urgKlIziVlpQ8AAH+zRxDTZOWzh5ODjUYk8kkTibHcLrxgcucSqXisKjb21tdXFzoT3/6U9REvHz5Uv/u3/07nZycBPWIIOq3HB7QS8sCZCiPOF7oJ5w05AngBd2I7uJ6Dp44BcjrqLyeYx3kYR8vFovgVHe7XV1dXennn39WvV4PKl+lUllx2n/rueP66NV+v6/z83OlUqkVGtD5+XnU4azrZfY+lAt3LB39R27dAcIJwl4TJEDvJaCV7ovjeSbOYMB+UW/idV+/5XD5YO8C9ECFq9Vqqlarodd470ajEe9LcErQAUBAoEZdAY62H1rr4ItnjrHvlUpFp6enur29jdbWONY7OzvRndAb0yCfvyWY5/NHoMn+AXQE0HRWCRkX6D0EevweeXTGAfLnDYRwjB28dsouwc5wOAzACccdmg8ZBa9JdVDqt543gsJ6vR6+Je3RoXeTUUAnwXYgGwHlFvsADdlZPmTFpGVGzf07qODpdFrFYjEOmUV+AJSpY+p2u/riiy/06tUrVavVsEncd9PxSTxqUvXunG1vbwf15+TkRJlMZgV1IQoj+vIIjuvxbyYURIRe/t7Nx4tW+/1+OMp8vlgsxqS9fftWr1+/ViKRiANJMPoeHf+Ww1ODICNsFjaoF5Ch3DjkD6ffHWCElrXAeOIIch/oAdKygDCRSATdqtvt6rvvvouC79lsFgENzj0Oq7Rsx/hbjHVDvk45AbnEkDGHnU5Hs9ksgo/j4+OYUwwfRevS8iRnp0bh7B0eHgYKurOzExx8Mh+SYk5ZJ5BHAiHOLXj9+rWSyaSOj48jaKOT2G+tBHE4EonESnpVUlDPhsPhSr2AdzlyRYXcvq92xYND75rG3MM7J9t2eHiok5MTHR8fryBe1FZxRsJoNIp7uiP0lxoYPUeBU6mUjo6OlEgkdHl5GUgSxgHaAxkKsh50nwIsgNoGQsdZExhcf2+aWdDuFuoKjSJ6vZ6ur6/VarV0eXmpxWKh3/3ud/qf/qf/Saenp+Ececb4txqe2fDAlQLEUqkUmQ2vBWLuJMXBmb7nuYZn0AjQvChaWgYiOEWOVrPPcf5Abbvdrs7Pz9Xv93V4eBhBBs+Ic/CXGi5zgHbT6VTPnz/X8fFxnMv05s0b1ev1CAoIEpgjbLPTnvmd0zG8ABcKChkLp1e8fPlSX3/9tY6OjvT5559HZyf0MfQ8mhg47ei3Hu4sO6Uxl8up1Wrp4uJC+/v7evHihSqVykrDCxxhp7WgryRFdns6narX64Uzx/UTifuzJ5yqw3V6vZ7S6bSePn0aoClOdrVa1Xx+3/oenQtTwQ9K+9Tz9Of+j58CCAXFBrsFQj6fzyOTkUwmg4KGPBEAOCDt2TUcb5dLL74nSIbeSwBEDUO1Wo0sLcGv1yz4mUO/9cBHGo1Gurq6ivvn83lVq9VgiaBHsA/4D5ylBHjs8yEp6oid6og+oJkINHH3Y2gwgp9OIH1zc6M3b95oNBrp2bNn+v3vfx8Ht5LNc5lwoOJDxyeD7ok6PcMBGrdYLFQsFpXNZqNNJk6Hn7qNkHkUKkmdTieoAu4kk3p0KhAOCtStvb09lctlDQYD/fzzz/rpp5/U7Xa1u7urSqWicrkcjjlO0V9qIJDSst4FZAVHjn79nsoejUYaDAbhbKHgOPgICkImkwmlBhrjtRcU1qKQu92uut2uarWa2u22pGWrNqJyDJfTl9zY/1bz9D6jTvaFNCv/J0tFFgcZ4KRs3undu3fBJyZrREMDaUlXKxaLvzoFndacnqb3VrFwfOEt1+t1NRqNUACONnL9v8Qg2GCfQNWbTqfh+HqwgBNYLBaVy+WUzWYj4HC6GQGptDxXh4ACTj17C4pPLpcLGghUN5pIwJNH3rxQzuX+L+nsuaMsacVpQjHX6/WoteKEcMAMEPperxcBHM4yoAHOHvK8s7MTgA2GnM5uBB+3t7fB7a7Varq+vlYqlYozRv7tv/23+vbbb3VwcCBJMafo0b/E8AwAAanXTvGeBFVkXMg4krV5HypK4OFnYTBX3AvnB3QV5B4+dbfbDRSbwuHJZKKXL18GhcDf4S8pd8wfiOVkMlG9Xo/W3i9evIhgHUdDUjil7XZb2Wx2hYJGIEaAS50H2QooanQd+u///b/r7du3mkwmKhaLOjg40LNnz/Q//A//g37/+9/HgZmDwUCXl5e6ublRJpPR1dVVUGIkrdiLv8Rwyp6k0NOVSkVXV1dqNBpqt9vRVIRzqAjCAVlgCmCzyUBTKI08EHS4Y4wzd3NzE3KK/ry7u9Pu7q6ePHmyUsuXTCZVqVSCZind04I+lsLy0Lnjb4Iw5hBauqSwmTjCmUwm9rIfsEpdDg70YrGI88q8sQpZYuwE3aJ6vV74Q8jw4eGhXr16pS+//DL2RbPZDLt6c3Oj7e3t0MF/iTnDEQf09hpksl5e88pAFx4eHq4cYAuYtA60bG1tRb0Mc4ktoeaz1+tFtp0z2ryGaDQa6ezsTFdXV/r888/1+9//Pnxigpv1bMYm8vdJOUIEG44kgHgS8YPgSQpaBCk0roGSIxoDFaarAalaFobUGd0ZQAtYpFqtph9++EE//fSTRqNRHBHvES5R4F/agEj6Feqys7Ojg4ODUHAgWGxS5sYdBjiw+Xw+irWZPxRBNpuNlCej2+2GEu71emo0GiuHL2KgOTCGjIin3P8SqOifCzacboHcEaxCFep2uxE89Pt9bW9v64svvlC5XFaz2QwUs9FoRLHxfD6P/tHIbaFQCM7s4eGh2u32r1CXxeK+wLper6ter+vs7CyMEfLmmaJisRj0qb/kyOVysYZwv3u9Xih99iGBbS6XU7/fDwVO8Al66Yg1ji/zAuIFJxRUebFYBNICWsep8qSOkTVv5cke+EvPGYP7Og1ksbjvSnN6ehroL/sMY0sADGDAnq3VakHJoxB1NBqFceKzqdR9R6mrq6tAxIrFoqR7XcqhXtAvKpWKvvrqKz1//lyFQiHWgEzWX9LhY/g+9qxuOn1/3gctyH1+oDk6pcezs1wT28IckqXkj8s1FDNaNlJASmOQXC6nJ0+e6OnTp78qLP9LoKLvGx7kgDK/efNG3W5Xp6enevnypbLZrI6Pj6MWEsot9nM8Hqvdbq9QHHH+vXaCn5PpB43e39/XZ599pr/7u7/T3/zN3+izzz6LjArZx6urq/g+w/njfylH2QegDn/29vb0/PlzDQYDXVxc6Mcff1SlUgmwhaxkIpHQzc1NdOQjMCWYn0wmkbUk0PP1Atij4JxC7mTyvokGNUlOiQF9J6tBANdut8PZ/EsO9h37SLq3H8jSYDBQt9uN2gNAF68j8/pQ9jYAw/7+fmS6AZNTqZTG47EajUYALre3t2q1WprP5zo6OlK5XNaLFy9WOklxfQdCc7lc1Bf+JQf3x56xl5zijs3zjpPS6llM7BmCJYq0aSKEToQyBvAHu6LT6eji4kKz2Uy5XC7oZsPhMAr6f/e73+mrr75SpVKRpLA1JAI+dvwmxQi8OIbYC40lBTpJcEBkxaRycjCndGMQpOUp3tCcQEPpkU2xMqnv169f649//KOazWZwwTFqbCAi6N+yGPefGhgxFzIyQgQVHCaIwufUSS/sIQLGODNf2WxWo9EolBbI8dXVVaTu4AI6JcB5+c5LBg3/2Cj3IePPrQvRvne2wPlnQ4MULRYLNRqNSGlDoQDJKhQK8W7UFz158iQUZKFQiMJtMh3Ot0R2O52OarVaFJFCawAtZO4KhYKOj48DgfxLDuSLPecKCvmaz+ehIKH8FAoFXV9fRxYG9NjpKtfX1ysdyHBgoGLhBDJnUNgwWPRA9zMi3EiwJ36rveqolPT+VDGAhq8ngxNoObhyOByGwSSYgHYwHA4jCCkWi0GN6na72traCkQO9JMsHX88M+VNBw4PD3V0dBTrRAA+Ho/jGn+tAZBE4IMMSgonD2ojhZ/YD8Aspz15TQeUCnc6CA7Qj/ztzTdozZ1MJvXFF1+snNzO+GsHuOtAHjxwnr9er+vg4EDFYjG6t0F9qtfrarVaAephA3Ds0PHUATJ/OM7QoiiI//bbb/Xs2TNls1nd3d3p/Pxc5+fnajabK0EsDh++wF/DUZZWz4dgwFtHdgDtkDMcOsA6MrUwAqCDlcvlaF7BfnSK6O3trc7Pz3V5eRm0KGSv2+2GQ1ir1SJ7TPAGWLaeGfpLDwBf9Dg2AnTeWxWXy2Xl83k9e/YsKOs0/yGDRJbC2+TX63W12+24R7fbVb/fVzqdjsYHZH+ePHkSgPF0Oo12u+12O2wVnRSr1epfzMaug6LsAxx/fBU+A2sAWXI68Hw+D3Aymbw/8w3wk4EdYA6ZW0lhXwDzKSAHPJzNZqpUKiqVSqpUKtG8hGeiruhfbKDB8CJjR68wvmwwEE5OUiStCKLiRTD0MKdLDfx2FAJR2p/+9Cf98MMP+uWXX6J1LVEk6BcdSFi8v0aQ8b7h1BXOFOCgIw/coExhnAlEQE/g5mWz2QgicFhwzOfz+64uvV4vurDgRGez2Uglo6S5P8MDpL/WwHnwTeqcYzJq7XZbFxcXodDu7u5CDlyGstmsTk5O9PLly6B04ABnMhkVi0V9+eWX4WTj9BLEuJGhuBnFSZ1RLpfT4eFh1Dz8NQYIlAf43rWGQCCdTofzSxcj5oue7/x7sVhE0AIaCF82nU5HS1pkzxF2KHmgfOgPly93Kn+rwbX9Huv3wwmjPozMBo4UQZIX1dN1ZDwer3RSgSZAEwbS6hT2FgoFHRwcKJ/Pq1wu6/e//716vZ4Gg4HevXunXq+n0WgUp6iTJfIOI+6YekbzrzHcFqzTkAB+dnZ21Gq1ottSo9GIIlFv0ACQ4ueIoK+Qk52dHR0eHkbGkYCfmjSoaexH9qSj7+tOwF9rrAcb6D4oJhTAgoh7kJpKpVSpVPT8+fMI8CWpWq0qnU5HRqLVakVXHyidBFw0LTk8PNTW1lZk75zSAxAgLev3/ppBBgPQA5nj39lsVi9evIi6PnwRAlqCdQC5RCKh8/PzoKShw7ypQ61WizoWHHRvYkNQS71Wv9/XYDBQLpfTZ599Fj4OqD42/a81nMngma+trS1VKpVwlDnaIJfL6fj4WM+fP485A+wj4CXYogbv9evXajabUTtAYFWtVqNG8uTkRF9++aWePn0ajQqYm/F4rMvLy6CuZjIZlUqlv6iNdbqZ/4wAhPlzBg/nHUG7g3rHIb+A6bR7XywWUYfcarXU6/WiSH42m+np06eRDZvP5wF+Qn/D5qAfPQssacWX/FQy95sFGh6xeRcbHA7n9YPGkb7GgQa1ooBtPB7r8PBQ33zzTRjRfr+vs7OzMPR3d3e6uLiIjjakzCiIA1GlqJcONv8Shs+Zc8GhL2FEpV8j+RSDw1HG0WXu6b5ERoJ7YHhxPjA6oMigU3AO17Mvf+0gg+EILbLBu6G0oJZBO4A3iiLkpOxyuRyoNN+r1Wq6uLiQJBWLRY3HYxWLxVgzDBGyirz1+31Np9Po0AIyUa1WVzJof60gF2WMIcAhABECaWc/uuOF8+rBhHNwZ7OZWq2Wzs7OIqgB9UsmkzFf8JBJj4O6gkhzPxDsfwmDd2Sg7D17u7e3F9kyFDu8d+g/6KN6va7Ly0vVarXoUkPQn0gkgouMMWAednZ2VC6XI0DL5/MhVzjjkmKNPnUh6aYDGSMQ8GYg6Lbd3d1odZzP56OOwhtAgEpDPyS4hR8OFRAKEXUhZNTpokaGjUEGSPp1/eFfeyA7kmKvOM0RW9ntdoOiIinQ9OPjY83nc7169UrlcjlOoW42mzo7O9ObN28CTXW6oze7eP369UoRsx/M5lkggKm/Bk3vfcODHW84A2hE0E4mBkDKGy/gKHJ4HfVRIMY4xcViMQrh6ZIHVe/29jb8FmgwhUJBn332WTTPAeX/VPSVjx3UNkkK1gn0eGqemI/xeKyzs7OgneFLTCYTVatVVSqVYFUQbB0cHOjVq1dRSwToApCFDqQ5y2KxCNrv3d2dzs7OVKvVdHt7q2w2q0ql8ldjqfjAljlI4fvq5uYmiufxVQATaEuLX1KpVKIj3tXVlV6/fq2ffvopmuAQlFSr1bgXtW1+tgl2V1IAO5LC7nyqTAbjN7Xa7iRIS66fp58Xi0UoTQwxCHG/31en04lJASktFArRkYSUsfNMvZPG3t5etNKE/5jJZFSpVFZOSv2XMpgznCycfGg+Hg2DinqGg3cm6EJpeqGvI9XeJhPn0YOP9dqI9UDjX9Jwvrx36QG5wileLBZ6/vx5ZHOk+802nU51dHSk3/3ud/ryyy+D2wyK//btW0nS2dmZ9vb29PTp0zCydLgCnefgou+//179fl/S/YY/PDyMYO5fyuBsGed5Eqju7+9HjQ+1BjjIOF90sAL1JcsznU5DiSGzIDZQotirLm9wn3HYUcr/0vaqZ0adN+91QzgxfqaNd4ujVXK32w1E/vLyUvV6PQJYSVEkWi6XA6WiE590ry+oazk4OFg5VJHDNf+lOHsMAgYyfDgrBLCAJPDpj4+PV2g5BKw4MtiA9cJTZAwd6q2GCTpAa/2sEkl/laYDHzI82CA4d5oY70rQyrtCU4QuVa1Ww14Mh0O9e/dOl5eXUfDrgSABGfaGNcKJ9kYSUKU+ti3mbzEIyrz2iZ+jyzk8DkoV+wcnDF+FTDrZxsViEZQiwKvBYBBZNOnemePk9NFopJOTE/3N3/yNnj9/HqDP1dWV6vX6v7j5o85AUtQ2IneAutgETjwnow9rYj6fK5/Ph83c39+P4uaTk5OgYdXr9WicwXkUUH2gvC0WC/3xj39cOXjx4OAgzkr7lzK8Dhff10E5Ly04ODgI/9brORaLhZ48eaKjoyNJ0h/+8Af94z/+o7777jsdHx/HafL7+/sBsKBjoWexVgTE1D5CXaZhwaeWucTiX5IUP47H8Tgex+N4HI/jcTyOx/E4/n8x/rqE08fxOB7H43gcj+NxPI7H8Tgex/8vx2Og8Tgex+N4HI/jcTyOx/E4Hsfj+OTjMdB4HI/jcTyOx/E4HsfjeByP43F88vEYaDyOx/E4HsfjeByP43E8jsfxOD75eAw0HsfjeByP43E8jsfxOB7H43gcn3w8BhqP43E8jsfxOB7H43gcj+NxPI5PPh4DjcfxOB7H43gcj+NxPI7H8Tgexycfj4HG43gcj+NxPI7H8Tgex+N4HI/jk4/HQONxPI7H8Tgex+N4HI/jcTyOx/HJx2Og8Tgex+N4HI/jcTyOx/E4Hsfj+OTjMdB4HI/jcTyOx/E4HsfjeByP43F88vEYaDyOx/E4HsfjeByP43E8jsfxOD75eAw0HsfjeByP43E8jsfxOB7H43gcn3ykP/SD/9f/9X/96meJREKStFgsNJvNJEl3d3cajUaSpGQyqUQioXQ6rUwmo62tLSUSCRWLRUnScDjUZDKRJN3e3iqZTCqTySiXyymfzyubzWoymej8/FyDwUCJREKz2UzT6VSStL29rWQyqel0qmQyqa2tLaXT6bhvMplUMpnU3d2dbm9vdXd3F9/NZDKSFN/lfbLZrFKpVNxrPp+vvPO///f//kOnLMb/+X/+n++dO+YvlUrFHHJvf9atrS1tb29rd3dXW1tbK+/D+/OcNzc3ur6+1mAw0Gw2U7VaVSaT0fb2ttLptF6+fKkXL15oMBjoj3/8o25vb+OZFouF0ul0PJc/687OjnZ2dlbWbbFYaLFYaD6fazabKZlMKpVKKZ1Oa7FY/Oqd/8N/+A8Pnrv/9J/+03t/7uu7WCyUSqW0tbUVz7RYLJRIJDSZTDSZTOKz8/lck8lE4/FYk8lE8/lc6XRae3t7yufz2traUjKZ1M3Njd6+fatWq6VEIqEnT57oyZMnKhaLur29VafTWZGNRCIR7zydTjWbzXR3d6fFYhHrx0ilUjHfklaugyyuj//5f/6fHzRv/8//8//EHPC3pNiHyDZ7brFY6O7uTnd3d0okEhoOh7q+vlav14v5SSaT2t7e1t7eXshvKpXS3t6etra2lEqlNB6PdXV1pW63q9lspu3tbR0dHalcLms+n6vf72s6nYbcTKdTpVIppVIpbW9vK5PJxB7e29vT9va2FouFOp2Oer1e7H+eP51Ox9q/b/wv/8v/8qB5k96/X1mX2WwWcsO6bW1tKZPJxJywH+7u7tTr9UIGmPt0Oh3XzGQySqVSmk6nur29VbPZ1PX1tba2tnR8fKyjoyNVq1WNRiO1Wi1Np9OVP5JW9GsqlYq52dnZUSqV0nA41N3dnSStzB3PwPOs7/tN9uv75s7fcTweh74ajUZKJpPKZrPx/Lu7u0qn0/FM4/FYt7e3mk6n2t7eDpm5vb0NHYT8oDvn8/mK3KZSqbgG64g+8O/ynKlUSru7u1osFur1erq+vo71ns1mcU9s2/q8bTp3/8f/8X/86mfINjZhNpuFrUUW2buLxUKZTEZ7e3vq9Xqxt9LpdOzrRCKxMs/oBtZjNpupXC6HTCHr7Fe+4zaHtZ1MJtra2go7MZ1ONRqN4nPoC9bW95CP//1//98fPHf/8T/+x/f+3O0Eg/viJ7Cu6JbxeBzPv7u7q0KhoHQ6rel0qlwuF7rm9vZWw+FQ4/FYi8VCOzs76vf7kqRcLqe9vb2w69PpVFtbW7q9vQ0ZQ/6wS4lEIr4zGo3Cj2L+sU1cz30Ixv/2v/1vD567//v//r/fO288J8+AfyLd+3nYVp5TkiaTidLptLa3t5XL5eJa+B+7u7vKZDLKZrNKp9Oq1+vqdrsaDofa2tpSLpdb8SfeZxtZP/6wr+fzedgR9Cz2YT6f6+bmZkVu1+fuf/1f/9ePnrdMJhM+GfLf6/U0Ho+VyWTCTqRSKRWLRRWLxfBzb29vQ0a63W7o6nQ6rXK5rIODg7Cjf//3f6/vvvtO19fXymazWiwWurm5UTab1cHBQewz3pV52N3dVS6Xi7UoFova3d3VfD7X2dmZ6vW6ptOpbm5uNBqNdHd3p0wmo93d3RW7/9B5++BA488NX+zZbKbxeBybDyW5s7Oju7u7cLhGo5EKhYIqlYpms5lub29XBAZDuL29rZ2dHeXz+TDcODXJZFKj0Ujj8TiCGz6fy+W0s7MTTuhkMolFl7RiLBaLxYoTX6lUlEwmY+ExMu9znD9msGAowslkotlsFsaLjeKBGk6YB3j8nnW4u7sLY+DOG0KWz+dVKBR0dnamm5ubMCDMEw4lSjiRSCiTyWhnZyc+x+8xeCgk1oXfMc+fevDObCafI5ef+Xyura2t+BtZu729Va/XC6WIEbm7u1MqlVI2m9X19bVarZZubm6Uy+XCEUkkEhGkMEfMA8bi5ubmV793J0fSr5SoBwO/xfDr44DyPMjVdDpVo9EIp2Q8HmswGGg4HGp/fz+MB3Phc8fezmQymk6n8XcymVS5XFa5XFaz2Vwx/O60p1KpABfYk7lcLp55Op2GXsHB5neu/H4LeeMe7hTw7P43zos7hzhww+FQmUxGxWIx9pwkjUaj2JuTyUSDwSCUO7KN/CDz29vbMQ8ANcViUXt7e0qn0+EA+Nzwf67FM+A4+J7/1POWTqdjXcfjscbjcewRgv58Pq9cLqdcLqeTkxMVi0XN53NdXV2p0+komUxqZ2cnDCryxfwSSKG3e71e2J7RaBQ2hn2JUzObzZTP5yMgYQ7u7u5C33GfdccYB8Z1+W8x3FG7u7sLh8nlDofv+vo6AgacUZ4VgAr7kkwmlcvlwv7gAALgTSaTcPxwptGnXNsDEP7GEWd+WBsHoiSFvUN//lZzRzDtTjNry/P7HEtSv9/XaDTS1taWnjx5op2dHQ2Hw7gu9hIghAAFYHM8Hod+dAf57u4ufBNsugdqzDN6xW0pgSY6Dof+z4FTHzOYl+3t7fCTJpNJBNjMJe/dbrcDtCyXy9rf34+5l+7XemtrS6PRSIvFIsAFfAt0/s7OTviSAAtcAyAUoMFlPZvNqlAoaGdnR+l0OvwVruV6Gh8G+fiUI5VKRaBNINput9XpdCQpHHb8zWKxqGQyGTpod3dXjUYjAg10N2AR89Hv9+P9kZvpdKpsNqt+vx8y74FCJpPR/v6+SqVSBNCFQiHmZWdnR7e3txFkYDPwHQCykIGHjI0DDRB3hN6NJwqIiQGN2t7eDgcvlUqpWq1GcIKhxQjs7Owom81GxNfr9XRzcxOLCULcbrd1fn6+8hzZbFYnJydhkLnncDhUIpHQdDpVPp9XpVLR3t5eGNxCoaBisRgGBxSx1WqtIP8fM1BKvAfBEL/zrIYr8ul0quvr6xWHg6wM393e3tbh4WE41N1uV8lkMuYwn8/ryy+/VLlc1vfff69SqRSb8ObmJtBp6T4zguLFSUfwQWc9ckew+RvFOB6PP6kh2draCiPpiKIj7DiDyCebe7FYaDAY6Pb2Vnt7e5FFQzZRPre3txG4zudzFQoF7e/va2dnJ2QTw4SjgwPFz9mkbE5pNcD9c7LhSPPHDJcpaYmK4XCA+hQKBeXz+Xjv2Wymbrcbyqfb7arf70d2DMOyu7ur4XAYBvP29laZTEaFQkHlclmlUknSvZ44OjrS/v5+zCnORa/XW0EWfb52d3e1vb29ggaWy2Xt7OxoNpvp+vo6nhdDyPt+auOxnqnjXmQPQPf4LPtgZ2dHhUIhUCp0XSKRiICXvTMejyO45ZrVajXmizlgTrk//97a2opg8O7uLuYHo4qcIl8ui+hjwI0/J5+bDIw+64ru4L6gfdJSh+FM40ADgBAwXF9fx77mmrzzzc2Nut2ubm5ulM/n1e/31ev11Ov1IktH8PvkyROVy+UIANFbZEtYT4IVadVJZXjw/CllbzKZrDiX3Gdvb2/FCcCGoJ/JBJLNarfbK3qQgNYz58lkMpwRkHyC/62tLV1fX2s2m2lvb0+DwUCdTifkhmy3sxZms1ncj2AIW4DOJhBZz7J9iuFZDF8XdzB9L2Nf6/V67HX2MfPDe7mjTLa10WiEDRgOh9rZ2Qlgb3d3N3QIoGu321U+n9eLFy8CSB2NRup2uysAxfX1dTy7yx5+QDabVTab/bMZ3YcOru3ZC/QC/sA6uAYAR1ZtNBppf38/EPbZbBYgEf5GqVTSy5cvw2YQfFWrVUmKzBCZOeaxUChoOBzqxx9/VLPZDH2KzHvwxX7BafbgHN/hU+o7gn3PsvPM4/FY/X5f3W5Xo9FIxWIxdHSlUomgoNVqhW/cbDbDVuOHkaVk3wPO8H7lcjn8bewGfjOycnBwEEGH6wBAVoJhvuuAOL43+uVDx0aBhgcR6zfD0K4jjI6+k10AMfBUKimd3d1dScugotPpaDAYxP+z2WykflB+INSFQiGctnw+r1KpFM7Q5eVlIDV7e3uRVSGFv7W1FVmTbDa7Qr8hQPjY4UbKnUsUCfPH/UBJeCbQTpxuFJMrTRybm5ub+Kwbn0KhEA4x74Zwnp+fR+CB8WD9QBqcesbGZb080/A+w7zpnBHkuBPu13VDhQOL8QRlAJnJ5XKBUOEEeQodB7pUKqlSqaharQbqidIj+4Pzc319rfF4HKiKpBXj5E4Iz+2UK/+9IzmbDKdMEcDy7hgJlIc7/8g8c10sFsMIIAc43BiYfr+vwWAQQUgikdDx8XF8bzKZqNlsRmDCfIOuTKdTtdttDQaDSO3iiGK4JIVh8KwfsrceWH1Kh+99GURJK7KyLpOJRCIc7Hw+r7u7uzC27969C0oO8zEYDHR9fa1GoxFGAHTp5uZG7XZb6XQ66AigsKVSKfZyKpVaMTq+97a2tjQcDn81X05RcGf2U8wfMrROMUTmAJc823B7exvADjI5n8/VbrcDvQQ9x1nmWZFHSQEisa/n83nI33g8VrPZ1Gg0UqPRULvd1r/6V/9Kp6enSiaTGgwGQRPwzJM/v6+166BPGWw4NQx94HqQOVunJrHGu7u7K/ZrPRuD/ZCWzuR8Po9ALpFI6OzsLEA/9v/W1paePXumdDqtm5ubWD8CZHfSsQdum7i2Z1XdDn6KwTqwPu+zP64zhsOhLi8vNRgMIvgcj8eR4T06OlKxWIxgLpvNamdnR8+ePVMymdT19XUEDNBqoQeRRcKBKxQKkqRmsxlATy6X03Q6DblLJpPqdrsRaCCL+AXsWxxOn8uPHegO9yvW5w/fz2WdvQXLZHt7O1gTBKqDwSDsSr/fV7lcVrFYVKfTCZ+SIEuS9vb2Yh7IHhUKBWWzWXW7XdXrdeVyOZVKpRUqOc4+ssf7OGDqtuJTzJ1nP5mbnZ0d7e3tKZvNRlAtaQU0ub6+XvEloOEVCoUIuPCLpfusyFdffRXsG4JkAEDsBrrTGUDT6TRsOvo3l8up0+lob28v5tuz88gA88v+fci8bZzRcLSd/6NsmGjnkoL6UQMhLdNuvV4vrofyI+q/vb0NwQVRyeVykYafTqfh6CCg9Xpde3t7ev78ucrlckz0YDBYcVrcMPH8TC4OBdEoRvpjBwrQDbs76swVAQTfIbtTLpdVrVY1n8/VarXCYSGzQCCGAHS73aCxSfdIQSKRiBQmzgkpPKJnqAteKyItgyHfqK5w/N+eCfkUQZo7zwwULXM6mUxWfs93SE+yMW9vb7W9vR00i9FopMFgEEi/pEg5SoqMGoH0dDoNR4daBtZyf38/eI+kIdcDwnVD6M/7KYcbWv6gDHGQeZ5MJhPKcGdnR4eHh0GzgkI1Go3UbreDWnB7e6tarRb/BhEGFS2Xyyt7nnuSPXQ0tFKpqFQqKZVKhYPN552SMZ/PI/XsCJ+/86eeS1euGDHn0OI4ueGXljIEmvXzzz+rXq9HcLe/v69cLqejoyONx2NVq1Wl02m9evVKp6engaazNlA5b29v1e/3Va1Wtb+/r4ODgwBf0ul0fI5sgTvknol2nj70gk/ptKw7eswb//f6A0mha0ej0Yoj0u/3I2t2eHgYgSh7GOojun48Hsccg6S+fPlSg8FA/X4/9mWn01Gr1YpMCqAEyD/Xxtb5vLg++lSZSJ83/sauvm94ZrdQKAQKiR1gL4G2TiaTQCnJVqDPeSdJQRsFOAENzWaz2tvb03g81v7+vk5PTzUYDKI2sNlsBojg10wkErEXADyQTXcGP2Wwwb197dbpqnwmn88HCIOtyOfzajaburm5ifdaLBY6PT2VtKzNcsAE9gB7HIRZuq9txOGcTCbq9/t68+aNTk9P43OpVCr2wHpGUlrNaqAHyLJ/qqyG2yWn/TogIS1B5b29PRWLxciYlstlnZ6eand3V+12W/P5XPv7++HvPX36VNVqNRD/nZ0d7e/v6+LiQq9fv9ZicV8bRTaATDBshEKhEPVD1AXBLgAI8/Xd3t5WPp+PoJv9jN+1CRVofaw75Z4BIIiHIsY9oShLigw3YDlgO0Ber9fT5eWlstmsKpVK6Kl/+Id/0NXVlSqVinZ3d/XmzRvV63XV63Xd3t5qd3dXT58+VSKR0LNnz/Rv/s2/CeALQMH9AZhC2DX+77YX5pHTAv+5sXGg4dw7RyVcQEFk/IFRmKPRSG/fvl3hT3qBrhdc7u/vBwUIHhsLBqcRQaRgcmtrS+12OzYxyAQovRtXNxbrWRo2Esr1Y4c7JOtz5nOHsPE3iDqGpNVq6fz8XPV6PZ6RdDUZhUKhoFqtJumeN5nP59VoNCIwQbicFpTP5yOdSYAwHo9/leJ2AfWaEIILZIRN9rFBmiPz64rBnUCeiQJ4EHKQdTYYHEj44tC8KErb2dlRuVwOucTJwTCT6kY5UCiYyWSCeoR8IWPsATfs/n6f2jFenx+M07oj7sEb1DlknmC23W7r8vIynDEcHNAmR0yZm2azqVarpePjY5XL5TBWW1tb4Ziw9/f29jQcDtXr9VSpVLS9va1CoRCOnlPi/Pm9PsllbD0g/RRzyb583+8JfqCeQBdotVpR9DwYDJRMJlUqlbS3txf1ZNlsNhzlYrGoXC6np0+fqlKphANeqVSUSCTUbrfVaDRCnubz+8JnAIJKpRLF5DjYLlv823XNeibNdfrHDpd/fwanGqXT6QCN0CEATIlEQicnJ6pUKlHnUSwWg04FjY59LUlPnjwJqh6UO4pwc7mcqtWqBoOBer1e0AGHw6G+//577e/v6/nz58FX5tmdN+76Zl0O3oecbzpAwT1z5gNmAPQJQCEyhLPZLJBy5gZZJXNPISoAn9OGCVa3t7d1fX2tq6srZbNZHR4eajqd6t27dyqVSkFDTqVSAcjghANU4OSx3uhj5M8d2U8x3rf/3QF0lNYzfTs7O6GnoTPiaFMrNJ/PValUgnKaTqf19OnTyOTs7u4GOg/7gJoNRiaT0bNnz0KuAWKxNb7efN/tibS0iQCxn2rPOk1sPQgEmMJPoiYMUCiXy6lcLuvk5GQlSMY/Ozk50cHBwUqmEz9nOBzq6uoq6I+DwSDqXggU5vN5ZDKo1aL2A9vletoBDoCHZHJZX/rn9tZDhvt00LPwiZArQJ+tra3w5dDX+Xw+/Lq7u7vQTWTUsK/QacfjsT777DOlUqkAr9rttp48eRJA4NXVVfgljUYjAJmdnR21220dHh4ql8vp4OBgJYO0bmOZu/XfOWX+Q8bGgQZGjhS3RzwMHHN+hnANBgN1u91A6avVanAXieJubm50dXUVCm93d1fPnj3T/v6+MplM1FtQ0HJ8fBwT/ObNmzBAdKzy4nQczOFwGMgoAQiojQce8/k8uIEfMzBOoHgsnPMdMWxE+Xt7e0FTev36td68eRMOWiKRCIPM87sjAWpCahfHECFEKbJOCPNkMonU3eHhobLZbFAyCNhAPjG8ng1x1AWDAqd4k+FGA+F2CpVn1QhWC4WCcrlcGA1qdCi+JVVJOpf3GQwGK7Q0aFD+vjg2BBkEwTiRqVQqMiUEHalUSqVSKeYLY+9K+31o6cfSznB+kAtHWpg70MZsNqtk8p6T3u12lcvl1Gw2dXZ2pp9++kmXl5dRf8H8DodDDYdDdbvdlZosEE/pPsh9/vx5OOEEzMPhUP1+fyUoq9VqqtVqKhaL4fARPDIfOO4ghV7Mz9w5ffNjB/LlwbTTGjH2i8V9ofLl5WUEUnt7eyqVSjo+PlYikVC9Xlej0dBgMAiE6/b2Vu12OzqTQIWC7oTcUuBYLBYDDRyNRqpUKhGckUIn6MVph3bq6Pz76FIY3k/BW8YgeV0GwYTTGiiazOfz2t/fD+Dj7u5O7XZbz549Cy47QRW6imz29fW1hsOhFotFUB5BRpEP5B5u9HA4DMfI62XIdq7TA5x2wc89uECfvC8Y3WSgSz3bDTAnKfQt70fBKPvl+vp6hbqBQyYpKKAASv6eXBf5xI7gOF1fX0eARiY3nU5rNBqFLiEbtFgsVpo6SMv9ic/AHK5TED9mvC/DhOwji+jvfr8f+vng4CAKcmu1ms7Pz6O+EToKQS6UMXj5xWJx5f3b7XaAotC06ey3vb2tg4MDnZycKJvNajQahS1mj/CcHqwjg7wb9hUg7GOGZznR4x6Qken2zABA3fb2tkqlUmSoAV6KxaLq9XroZjJi2Ww23oH75XK5qDPb3t5Wt9uVpPDRyB71+/3w/ySpVqutrLc/o1Ns8Q2gEPGuvqc2GewddIbXjUpLG8v/ycQeHx/r4OBAR0dHkhQNB25ubqIG6vj4WHt7e+p0OkF5TyaTUQ/z6tWrlQAZSt/BwUH4h7B9MpmMarVa0PKq1aomk4kODg6CpsV8wHgBnHdqOb6x7+F/bjx4dtcVq6RfGSYW3Q0nqDjKP5VKRQoMZ/rw8FDFYjHoF7lcLgq0QG/gNTsXr1AoqFqt6vDwUIeHh6pWq2q325HC3dnZ0Zs3b6KodT6fRyp+sVhE0RYpNgQGg4yj/bEbWdKKUV93JBFIsgsos++++043NzfRGpSsjlM5cBhAYFirarWqo6MjpdPpqHMZDAbRAQge6WJxz1MlsqZA8ssvv9SzZ8+USqUio4TQrxeI4SyjFJERT5M/dLiTzZyx7u/73Pb2tvr9fgRE8G2ZM6gE9Xo9ugGxoe7u7mKd15Ebz56xTqASiUQiAhrSoalUSkdHRyqVSuFcXlxc6OjoKBQfymk9EPB3xfn7mLEeqHBNUAmMJPxMzxA2m81oKvDixYswBIeHh6pUKiGXdLtIJBIrXeDggGaz2eh2sb+/HwqVeqBSqaRqtRoZUE+14xR7HQzzxJ7E8ZSWzv+n4t16ptMRWZe5m5sb/elPf1KtVtN0OlWlUtGLFy/07bff6uDgIJAqihYbjUagX/wMmkqlUglKGsWDDAwy+mF/fz+MNxk8ePOJRCKyJ+hc77ziGS2nlnyqwtx1SiN7ZWtrK4Jv7gWFAiosjj/Om6RAz3E0aOYABQhKraSoOaPAPpVK6fDwMHQ/Oo7Cy729vZXCeqiPBMHMF06gI6bog3VK6ccOR0qZJ4IlCjehMErLDIiklVaaiUQi7Kpn36C8sE/QBwAO3uqagJHABfCNwnt0Gmi0N8Fgj7pTR3Dj7+l0648d7qesg4bcZzweR/MXdDvgGwEWFDCCioODg6ifAikGLGm1Wur3++Fsc13W5/DwMLL72WxW5XJZu7u7Me/Hx8eqVCr6+eefI3iA6sf687c7sQTwn6qGVFr6di57BJPcF72OHHo9SaPRWAk6sDd8hizNfD5XrVaLjAz7ECCLLKTrDdrrHx8fS1JQi3jO4+PjqOEguCZAdjCVYAQA8WPGui/GHHqrXTLXzWZT+Xxez5490+HhYTj+ZGUymcyK77KulyTFOx0fH4eOT6fT+uWXXyLj4ZlhSStHRlQqFT1//lyS9ObNm2h5Sx0h8g7o7RlIBlneDxkPCjTWHWOibpSvR768HMgIi9pqtTQYDHR8fLxiFHC8ptNpOHqVSiUcIPilrVYrlAL3hn7B/Unb3dzcRMeg0WikWq0WKTcKvnGWWeD3BRO0XfsYDuQ6yuopSX7P8ySTyXhWNvru7m6gAHDaid4JwiTFexDheveexWIR3YBwCClWI4gjyPPWaShmOKYYdc9mcE1X7vzOjc6mc+cDI+GZIZwGaGXD4TA2YLVaDZ48aOZ4PFa321Wj0YiuUTyrU4N87chkYBhBfJALp3JgxEqlknK5nA4PD3V+fq7hcBg0GO/C9L739azXpsO/S4DhPPx8Ph/oMUE8ckqdxGg0WmkpmkqlojgZCtDOzk44zU4zhLIh3Wc2CPiQUWgGFPiRMXjy5Ek8Q6PRiOyHZy1w+N5XR/S+YPQhw6mM0jLFjn5A5tLptFqtlt68eaOzszPt7u7qyy+/1JdffhltWnGi2DPz+TzQeqg8u7u7sUeTyWR0SKLrF91bMLSlUil012w2iywL2ZFOpxPI1s7Ojo6OjqKbk3etWg/G0Dcf4yw7mMLckYWVlm0+PYPNnHp77kqloqOjoyhalKTBYBDn2ySTSR0cHOj4+DiC2263q2azqX6/H01AJAVqjY5oNpsqFovRDQY7w3xWq1Xd3t7qxx9/VK1Wi/3MHkG/rVMUPwV9ap224FkKdBQNBC4uLtTr9XR4eKinT59GswBvsU1wQIas0+kEEwC5c4TXM3c4gJVKRdJ90FAulyOTgdNGVrjb7er8/DxArGfPnml3d1etVmvFvuH0/zmZ+RQDhxxgkuBhMpmEvaBOrN/vR3coaGf4Lv6MBOv9fl/NZjMy44nEPZe+Xq8HE4FaGAcavPMmAR/rDJXy5OQk9j30VdbF7au0zKKtF/s/dKzLrdf4YN+gSKXTaZVKJT1//jyej70FRZEaK5rXkNlHHwI+ZjIZtdvtlXbUDiLhqEPDp64AivfW1pYODg7UbDbVbDb15s0bSYq1dJqzd5/inSX9yn48ZDhDhXmTljUbHM+A/SRoymazurq6Ur1e13g8jpb6vO/Ozk6ALF6cT+aejo1Qrw4ODlQqlbS1tRUd0NLpdJyJc3d3p0qlopcvX6rRaET2zpsBtdtttdvtqHlhT1Bq4EEFOuM3CTQcdUUZ4VxxY4QRw0r3Bk/vElmCNINuUHAKpYTv5/P5oGmRqmMjMIlEtCjYfr+vWq2myWSib775JpAIUAiEkI1KIaG0bAXqm5rJ/5ix7oTjwJLWms1mury8VLPZVKPRUD6fD+OB0fDIGSWHEcaoEITl8/kQfAI5jEsmk4mouNfrxaaGg4+z1uv19Ic//EGtVis2zd3dnfL5/K8Ki1zZOWXHEcBNBs/umR9kjaALtOX6+jo2BoVys9lM7XY7AjIOO/RNkkwmowDLi7o8Fev9+EFgcTgJ1qj1gFoF2kqmjbQoyjKfz6+0AHaUmf9visyzJ7kWa8Leg8f/008/xXvncrnocgRdgvUjCCGoaDQakRHDkcFZc+WNsWJt/BA7D6S4z3w+V7PZDKV8cHCgn3/+OVLpdDIpFAqBGq4rvPWajYcO3/9uwP2d7u7uwsBJ0sHBgV6+fKlvv/02um7BzeV7ZHTK5XJcG/0ItdTpLcg9NBj4+GTLQPHQm5J0eXmpt2/f6uTkJM5BwNBMJhOdnZ2FA7lOD/L333S8LzMH3Q1wAgcfug/ZCp6XlpcOwNB0gQO+6DaI/oQSkUwm/1/2/qQ50iy57sZPzIhAzCNm5FBZc3dLYrPJhWQyfQB9kXetYaOlNhrW+iJaSyRlNFEUm83qqaaszMQMxDwgIhCI8V3g/Xl4oJtkIjKru+3/xzVLq6xMJBDPffy6Hz9+3K8lpRBN/DwkKkgLSG6q1apms+WwEUgaRpx7n5HJZH6DdPP7ti7go1rr//39njhJlowNh0P1+329efPGkgfufOh0OkYEUrHHB/t+J/w23xtSCFAGiKUBlclJxF2kKNLyDhPA887Ojt0b420BIvK3gbt3STS83fk9BSQNh0N1u12lUint7u4aCQIzDxi9vr420pHxqpVKxRhpr/HHj0kyNtgPnaF6wWWcxHnstdVqGXs/nU7tol2AKiw0VRX//vyz3geCD903f/6J25w7aXlxJpVJ7IN3msvltLm5aZgrn89b8k8Vg5Hor169stjnlQLYPmQMyQWkFIktvTG+FyKfzysQCOji4kInJycKBO4u2SXxBptgc54U9X/+0H27nyDz/yRp4K9ut6uDgwM9e/ZMr1+/1tXVlVqtlhEXVBaR8B0cHNg++4S42WyqVquZ9Nb3WU0mEyNmTk5OdHl5qV6vZ7JT5PD5fN4IZYYuQR5Uq1UjkyE1SHDur4fE2LdGf8gGPJBksdGUV2FOb29vVS6XFY/H7SKqYDBomsdg8K7BCkAEo0kF4b4cC2fhtcWMRru+vpYku8wIndnZ2Zmi0ag1awGw8vm80um06Ssp/3KJE3pzgColynXW/WDkS5+hUMgmY71580Z/+Zd/qVqtpng8ro8//tgmf/iqwXw+t8CMphhACADyjX18hkAgsJJRk6D5JBBnQlAfjUYGXJhEVCgULAATgNgngjFGDHO1bgBh7/+h4E1AZMqHn+t9dXVlwRJJAPaJI+eODRhiRrWSkPrBBDh0Gi0BghsbGyZZ4XtNJhPVajWTw3AWut2uXr16pdlsZomS1+H6fgPe+UMXIOC3OQjkTMFgUJeXlzbJg+oE0jMm91CipheIBHWxWJgu1PdZMLcbZ+vBpQ+kADom/FxdXUmSsfdUrfL5vF68eKFUKqWLiwtJd1NxAN+AJj+uU1ofLANOfpvNkXxeX1+v7F2xWFQ2m7W+JvpTAIP+/VJVoELke3X8zwBYwN7lcjnt7e1ZYIXEGQwG6vV6VkVi0EGj0VA4HFYqlVKr1bJkemdnx6bRUaHDZt917/i392VEJEO+P+rs7ExnZ2fKZrM2cQx9NnGEiixSsnq9bommlzfyLD6BRSYRidzdMVKr1XRxcWFDHrjYFXkVTC0kAdWQSqWier2uer1uxAOsLPuG3b0LUIasYN0nHWhQ73Q6yuVyevbsmVUQuEME8EzChOyX/WTkL3GUuAkhQRwhEQBsMv2LeESlE9ILf7m9vW0Vzmw2a3aGigAACTlGXLrP1D90+aTZ2y7xEjLMkz/0SkCWsv/4FB+bYZk3NzdXek+9f00kEqYEYBCBP6PBYNBGkDKlqtPpWJ8NErV2u237vLu7az2mfn+83O23PfdDFljh76vGYed+ChLqADAUQJ8ziPyVPYVsoELt7zoj8ST5Iu4SW3i3VGT5O8YNc/5LpZKdD/ppAPHsNcSgr+LxLh+67pOo2DJxEDvzIH+xWJgvGQwGNtIdIohEAOyGr0RBwTv3PSH8GdWmfr+varWqZrMp6a5K+cknnyiZTNoI5+l0anZIhRcCktiMvyY+QQL65OJt9+3Bicb9kjHgEk3tdHo3fQc9MuO4otGoWq2WJJkxtloty1S9RjgYDNqUGrJdD34CgYDd5XB7e2vaSMrxOBBp2bQeDAa1tbVlMpmtrS1LUobDoYrFovVnwN4iIfIjF9dZ98vr3lnQkNfr9XRycmLMe7vd1qtXr6zcSMBlTwD0PC8VCVhnzxZTDfFZttd8SssZ9AQZacliIMnAQGkIrtVqikQievLkiVKplM0LB/TBVkrrHWT+nZ8K4VkEDihyJMrdaODj8fjKTGj2AOfHgfVsPewoIAM5HqDlPiNyX0rIc/v3TOAqFArKZDKm/R0MBlZe5X2SaHj2b529o+LjpXm8XxKrVqtlkoZ2u70yVYrkbGNjQ7u7u8a4cBZ8IgSzxB5Iy5tgmRnvAQbvIhBYNrF1u12bsY4D9DKlTCZj43a//vpr5XI5SzYI1L6K9j6bwbE9HD/TQOiXev78uUnkmHIGU0cv2tXVlZrN5gqjSZCCHfaAGd/DefXy0MViYb00POPNzY2urq6sWsSq1WomTaAJsVKpqFQq2WQw38RPgFu3ioa9eXkRizG9TIfxyRoN7fgxAiv9GrPZzAglb2+e+USqQjXXgzH2FPKBai+VyX6/v8ISeuKCWPGzn/3MJiV++umnBgb5+b9NivaQ5RM/D5zv2zFE3cbGhj766CNtbGzYOFAIFWyGBAL7IVkBDPmqcyAQMKBM4gD5lkgkjF0/Pj62Z/fyCZI3+hwYxkKvDZVQ/C7vDx//Lr1Bf5/sCv9Ngliv143YwK/kcjldXl4aIA4EAnbpHqBLWk7Tw28h9abKTY8VSSpyaySCNNAHAgG734t3Ti9qq9XSd999p2q1qs8//9xGxXKzNDHIx3lsfl1pN7ZBLPOEGu84k8konU7r8vJSp6en1lOAZLNSqahQKNi7Zi+ovjHgwhMPnDfeua/kQmJRcURNABFBNbnZbNo7G4/HOjw81JMnT4yIoCJAogjhRcz3vx668M33Ez1PRnLnFsRPtVrV9fW1FovFyuAhKrn09JAce7/ipewkyCQnqH6okoFT2F+k+L63Yz6/6z8+PDzU2dmZ+WIIBmIwU8F8r81Dm+jfOtGA0WdD2UgMn4wXBqRUKlmzGewuTBT6ZBhlX6aORqOmtfVsH4FgPp8bKwPwwWFyCyobsb29ra2tLcsSy+WyDg8PNRgMlM1mlUqljEWgxA6o9SX1brdrGfw6yztVDy64SyAYDOro6MiazQBQTKzBkTBJ5bc1VuEsOFRIBfzPZS9x9jhgwHkmk7EqB5fgcC8JvRzdbteamguFgrrdrr799ls9f/5c29vbKxOZcKr0d6yzPKtHZo9Uh+SHw8TBHAwGarVaKhaLJimhDMlh5Xuyb2g6YZ7YNw4+9s67AAxJy/tgvNTA36jJPh8fH6/oL5lOsr29rVAoZCCKRA3wt87ecVbZQ94zWlD6bQB0JF8kCPwbei5gSJmLDlCGZUIy5f/cs/TsEQ28sDaQBoAYP3YTf4LEZnt7Wz/60Y+USCT03XffaTa7m1LV7/ctsPvpcusGXv+5kZ/4RN0D5lQqZWVuqkLI7LzEj34XfAiBAkbda91Z+DmCDTbORBY/fQt9PFNCJBkYlGSEDRWhn/zkJwaY6vW6VU98Qv8ui4SIhk+SVpIwwBXxIB6Pa2try/TGgUBAJycnNtyC3jwqJb73r9frWRD0um5YVJJjzhXMHUl/PB5XpVIxmQuVAKRZkUjEqlX4FKRJBHR8A8nnOgtpkpdRkhxIMj9FFTabzerm5sZIC4AnPsRPhMQX0UgL2cR59RUFzijniP4pLwPEXiD7/LAXgDY3HiMDhgji53g5y9tUrv8xe/OJGfbrpzgx/r7dbtszE9eQshQKBUuIiJWMi8ZuIf347Ng3/tNPhYMQY8oUvoFEEdxSrVbV6/X08uVLnZ2daTQa6fT0VJVKxRJt6U6e6ccOAwQhCtdZXpbt+6eYJlUsFg2Yss7OziTJyDP8O8kqCSq+CHy4WNyNp0Yt4UkDP+WM2IjceTKZKJVKGZ68urrS6emp7QWETi6X00cffaROp6NOp6Nut7tCilFBQZIFnlgnVvikib3D5/D9nj9/rlAopDdv3qjRaFgPC1JlyDTOWjAYtMrLYrGwcwPWpmpBdc3fiE5PH+fa+8CjoyPrM/voo49suhrJcKlU0vHxsfX2pVIpw8y8A98i8VBC6q0TDUAj35yNJECWSiXl83nl83kLbnt7e7q5udHx8bEFQA4lWk8YGH/HACUhr01l8wKBgGVaHPxYLLZSmgwGg9rd3VWlUjEGkhIVUgy0o7lczgIVTNhsNlOtVtPZ2ZklGjBN6yz/MnCClNQikYhOT081m82sTLpY3DVC7u7uarFY2EQBf5MwEh2YOd4NDpsLYLzeEokP2ajvc4HF7/V61sw2n8/VbrcNyMDm1Ot1nZ6eKp/P2wShly9f2nhK5Gs443dhW/icOFoONaCMqWZM22GaEU6AIEgQZ/992RGZBaAHW+Vw35cGEmhxkj7B8Lfk+j+fTqcG6J4/fy5J1t8ym80sKNM056d1rDOxyycqBAjODDIRtMFUMqh0IB+EMeLMSLIzS0JCQPBsO9UF2DpJxiZ7IM3kEaqelJYZPcp+j8djtdtt3d7e6vnz5yqXyzbKmjtyWq2WDULA3tGKP3T9NqkjTtYngvF4XJ9++qm2t7dNeon8EFB2v8JA1S8QCFhVgqSMBkkCCTKg+5UOSId2u20Bmz2s1+t2rgOBgAFlmvDpyer1evrwww9X9PgEu3dJMkgy2TP8Dwww9gTTyDOn02k1Gg2r8nIOPVtJDGJ873w+NykFn9//IiB64A6x42NPJpMxPwqob7fbBqaxRW8Px8fHKxUMfCpgYZ3lJ8rweUloudV8NLq7zfyTTz7R9va2JpOJjo+Plc/nLUEGVAN4AC2QPrwfZCTEBhI4SSt2zmfx8iL2lSQYsLZYLEwSk0gk9MEHH6jVauni4kKdTscmpdEg7CWp77L4Hv6dwPzjE2azmU5OTiRJH374oba2tnR9fa12u21JL6x5Pp+3xJ2zTVwguacK6+MvuAaijuoF5w9mGN9HLymS0t3dXRWLRTUaDc1mMxvVv7m5qd3dXSMPfdJJwo29PnQRg/w7ZRErkWYivcTH0WMbDAYNBBO/er2e2QRnEpwHFkSeg8QRbIeiBZtEKg5JhhwVe+KMI0dCzXFxcWFDSojX96sQ69oftuv/PX020WhUL168UDgctr5bfxWBH0BEXwu9J4zd5vf4qvl8vtIX6kcFU20DqxL3W62WarWa9c3s7OzYOFuG/3hfGQqF9Pr1a/3oRz9SqVSykczcB+V7f4ldb7PeOtHAYREkKdOMRiMDLJlMRltbW9Ys1+/3dXl5aY2llO4xGFhSyqrIlNhMwAo3QtLH4cvysNsEHbrpc7ncSmnz9PR0RRdONYXLnyTZfR2BwN20m4uLC11cXFgGvC5YlpZaUa+vm06n+vrrrzUYDFQqlaz0zDjZjY2NFabHa/QAIASn+4AOJoHSJftJUnFfE0uASafTFvxJcvL5/Mp7w0kEg3fN5YyL/cUvfqE//uM/XimncbDXabaSVpuiPXBg/DH6Y2R7TOUhC/flWj4Ln4/ETNLKRAqcAU4IDatnLqgIwSAChkiiAY7YFgCGCyVns5k1aQE6/YQNEvp15QSBQMCkFDCjNPmTfHe7XXW7XR0fH68AMJJEvo6klSQ1mUwam+57sjz54PsNCK44PxxXOp02La8HAwQeJgVh68ylJ5BxYzT3K3Q6HZszzh6ss/isvsw+nU6t3wYCg3Hc2DbBmDG/XgcM2KYCy4hoJAIeEHtp4/2LlPj3XkJJ4IRFJDElYVwsFlZeT6fTdgNvNpvVzs6OsfFU4R5SEr+//CV3nKFAIGA/dzwe68mTJ+YDqSZQ5fa+1ss/0fvTB0VAp1pNnx375t89MYsKEaRJOHw3ahT5BdItKlO1Ws0kVNz5dHJyYoy/tLwxFzYXe15nAVB9ozTnlr6ebrerYDBoUmIaSkmaIJm4iX6xWKhSqVg/ChUIzjg+jtHAjFDHB97c3CibzZqdUWGCRMK34iPxOzCzlUrF3t3p6akRDUz1op/LV1/XWfhMT3RIMtkKCRaVq0ajYaA1FApZ5RvJF3bE+YdQQcZDDOKs8/zSMpZy7ugH5c/ppxmPx/Yu/F1fk8lEl5eXev78uWKxmI6OjvTkyRMjRyFduezPE7jrLM6TTzoZqsPVBNPp1PzXYrGwsaqdTkcXFxfq9Xoro+45gxBonggldvh3w3miLw/1ClUb8CTVHuyMeATBWa/XVavV9PTpU0UiEZ2fn1tl9PDwcEX6Iy0ld+tKp3gfKC7we5988okKhYKOj48toSZ+4idQ75BkUuXlfCNZ9DIl+iF9RcHLNz3hwXvkHDLQgFvuNzY2VgY5+HNyfHys58+fG+k1n89t0pXH52+boL11NPEadg4gUg+CAUxkPp/X7u6uXr58aZMY/PhVjCybzVpWBnAlS+fh2ah+v79yvwVlHyb+UNIEsEurpS0cCozPeDxeYW5brZZVAPy1961WyxgcRsOus9g3z7AcHR2p0WhYuZZLq2A/kD4QYD0rwOGAtfKs6332VdKKZhQGxEuQpGX5H6CFA2VMLA3ksKJ/8zd/o+FwaJeRfffdd5pMJjafGfbLs4MPXRgz9oeenUOHjpPyNwkD9igtEwrsgvfg///+8hIGFkAZNgGQwSH3SY3XbbMA8UyxocwOYN7d3TX9KQefBsaHLi8vgf2it4LP2G63dX5+rkajYZXAcDhscjTsjISX846DoqrDMxLoOKOceabJUdEg2RuNRnr69KmNzmQiEHbabrethwrWutfrWY9BIBBQtVo1e0Z+CMu17pQ4L+cgYcCGS6WS3QlSLpctiYb5ZH959yRGOOZoNGpVDy8l8Zp85DzsKXYCgEVHj2/CH0tLUA1pcb/au7m5qVKppG63q9evX2t7e1ufffaZotGojo6OLHl+FwkLoIVnvn92me52cHCgZDKpnZ2dFTAtSZlMxpJMb79eN04vAAwe0jTshwRRktkCIJF35u8FwGcix6ACDhOZSCRMaw7LyDnj+xCE11k07mcyGUvIvUyGkaGSrNL+8uVLNZtNxeNxa8glvvmkajweG8Muyf4ezXs6nbbk3ssGsX9GuQI0OeOc+fvyQvzYeDzW5uam+v2+6vW6ut2uzs/P9dlnn1kfDaDeSxbXWb7aDUkmyWRloVDISEguZuV8eYYbQouq2WQysbgJk490kfNC5QnFBcQNF6ixj8hAr6+vTZrkzy6SH8Bnp9PR0dGRQqGQPv30U5NI3p9A5Xtl1tk3XzEkGSiVSnZrtZc3lctlw1M8N++u0WiYfYBz/JhWfALxGKzFsxBbwTf4Ue50arfbJkUjefafzfcTZjIZ86utVkv5fF6lUsn6Xfh8+KiHLuIoPgvfWywWtbm5aROi6HliX1hInfCX4CoqMMRdElJ/NvheKGCoKPEL/BMMBg1jQCAwSrhSqWgymdg4dGyKClaz2dT29raazabhAGIZvvVtz+uDpFPSUkeH/tPfQAujBkBBM0elgsOP4aLD9o2bAAVkKEy38Iw4TgOpgnTXIMctp/w7AAOBigAE+xwMBq0hljn9NIqT5VO18TrWhy6cKEEpEAio0WiYZt/fklksFleyRYIch5R9ILljkcCRDHrjJ8O9n00TkCStsO8sGE4CINIqkr6rqysNh0P963/9rxUI3N16XKvVbK4749UAiussD8Bg0ebzuTUZI4siKUI7TSLgJXg+O8cxkpT5vQIk+woHwZ7yuG8u870G2Bn2DBjxMsDxeKzT01PV63UVCgULVK1WS8+ePdNgMNDV1ZUBSuzjIQsWDokUZU6Y19lspqurK1WrVbsoCAdHQk6Q5LlJfJlGRRLD3/kmRWyTCo0vWbOf9IAAbHknVBWTyaTpbGG9ADeFQsEu6Xzz5o0BpuFwaLfZr1uB5H0BjmmmZuJauVzW1taWSTABK17KA8jhffvgyvQVntcPcgBIQ85QheV7EzyRB/hEFuAkyYgBSJZWq2WyUOQFgUBAp6en+uCDD0zG2Wg0VjT4D12wmpLM/qQ7/7y1tWUSIBoSnzx5YvbWaDTMZ/OLBt37Z5EzAxjzfUbon2EDPYhCJ+6HkAAAvaRVkv1ZoVCwf8OFp37yEH5bkg0DWHdxbpGXYR98Hir6zN8/Pz9Xt9s10q1UKtnZo0Lq+wkAcMQE9P0kYvwe8MMUvkAgYEka8ROb99Vffk+8qdfrurq60suXL3V0dKTT01MD5D/4wQ9scAdnZF1ygPji5Xq3t7dqt9s2FSmdTpufyeVyFkNIGKiEcK64pR6/x77O53OrSoAtIEzBNYxnJr52u10jW7rdrpE7nrGmahCNRm24CbJH5EE+GSApJKFbVzWAD6GKwVj4ZDJpPbTS3WAJpNT4skQioZ2dHWt0hiyAYGm32zZm1tsF78HHB2IVyQMkMlO7/DAe9p0eFfAP1fRarfYbEnt/G/Z9yc86lTRv/wBvpks1m037e2RLTNVqt9tGcsznc+uNxRdBAniZrZcGYmvI+bB5pg+SbEynUyPH8UvFYtGUDRCaXHhIcgiuabVaOjo6spHQqVRKi8XCJqVRXX+b9daJBk4Y0IIDRFvGPRWRyPLeAmadcwsmIMf3CeAgmKQBMOMQk8DAVnAgvR6e2fTMbCZpkGSSH0n2vej2Z0QaDCOj0fhaL8/g+ddZsEw4sFarpcvLS7XbbZtpDED3zYTZbNaMT1rVjvtGOkA0jACZJo6TQ8z+cai8dtnLMTw49pIApCT8WT6ftwvCDg8PdX5+rsvLS718+dJsgGrMunIC3pnXtXuJgZfk8I6QAPmeAZIVf2Bhoz2jRpCClQPwsFeUcj1zDKuKPZN0JJNJO8zIL0h8Dw4ODETxs2gyjUajxoZMp1OrED3U5iKRu/s78vm8gRTkOGi4qQISiP29CzSceikHfzebzYxkgDgggcXOcZ5UQSjlAmI5w5SDOeewsMg0AOawpuhOaaInKO3u7hprT4PsOotmuEAgYBKU6XRqGleaPRnagIQCMOwnHvlghM0mk0m7o8STNARWADVNkSyIB4AFvs1PUAMcMGxgc3PT7g8goOADx+OxTk5O1Gg09Pz5c7tbgM+2zuIuDCRHsP34C6YPXl1dmSQqFotZszXPQvM2sYbqHkCXcwi4IMmCzQZgc7bwacg1qIKyn1Sa0URjq1SYvbyFYA7hIMlAUjqdXnlnD1mQKBAinKNyuaxms2lDOrh7B6kNfWncK0Nyy17x2QEpnBlALewne4cfA5zhS0hM2H9IGionNNLjN/E1vV5PZ2dnGg6H9u+bzaY6nY6y2awkrYxoX2d5Iotku91uq1arrVSFx+PlPQyQmhBLkDFgFIgR4gJTo2hu5/vEYjEVi0WzNxIPfBdJIUk2GIU9ymQylpyS4EHMbm5u6smTJ0aeEIvYL8+Yr0NISbL+GnryptOpisWirq+v7Xv6cwKLzoS2SCRisnO+3hOAYDniMudWkikywC/8ua+o0/dSLBYNVPs+U74fflO6S5pIcMF03LLO58XO71ca3nbRM8c4Z2LpYDCwpmqfODOVkMohZ5xEl8+BFJz9IdZy/hhWgeyQ84s9QbqQhJEQlsvlldvBp9Op3d9ClS2Xy2l/f1+FQkHz+dxkpbPZzEhaJgFSkXsrG3vbTUWzDVNAFjkajazHApbo+vraXiSgjGwO4AzoA4RhpIFAwDSn0vIGXml1sock090CjgBQ3W7XmEXmZjOeLZ/PW8c+so9er2eNxQQfQBld/QSpdZZnvKfTqQFwstpXr17p9vZWhULBkgwOEkDivgaVPSDA3q/4eNkYlSMOMgkEhkl5fjQarTRTU7r3IJNMmTLlYDBQo9FQsVhUOp3W+fm53rx5o/F4bJKYbDZrzcQPXRwupGSAKxJegr+XjAECAL3Yjy+TwxTxTD4z9zpfGBdpeTu0l5d5/aQH0p5BpdHe3+5cqVQkyZIJKiaMX+SZGPv50LWxsaFcLmcOAxkItnR8fCxJ1tBPDwmADAfPu4cFIrljnwmQgEoqC77S4f+ed0qC3O/3TSbDPvL37C1+h68HDOZyOW1sbNhkOQA4LHO3233wvklL2Vk0GrWxl0g6qVhJy9I3FVsqQ/gjz8RLy/4nfChf7xNpAN796iI+iKZ4L/vgLCMH5XI2pKdeHsTXMS2m1+vpm2++MR+xsbGhi4uLtUd5kzQA8PF12PerV690enoqSTbDHe03t53TdEgiTxIK24mOG2YOe4XAggn2fS+w+yR8MKReUkvFEfBD4s++UsnjcyE3RG51f2rUQxckBb4Y0okJjlSC8LkbGxs2DIF+K74HfoZn466Qvb09S+6kpdQNsA3gQTI2Hi8vcJWWQBhiAeKEs+ons0GGkfzjx7F/xj0jrULKu86ClOTdc+ZisZjOzs5Uq9WUSqWsCRxCIBwO25Qk9o5Lhfv9vuEZD5AZxoA8DBIJH0slmPOJ/JPkghjBmSDpg3RARs375yycnJxYciNppV+E87DOwmbZf4jcb775RhcXFza2lntkJBlmA2jyzCQfgUDAmHdpmVDcZ8GpjMOkI3vCTujLg+AiHuP3wCiLxULdblftdtsUGH6SIs85HA5Nooydoqp56MJX0LNEf3CtVlOz2TTfjm2QGPkGelQioVBI7Xbbng9iBbKSBAO/zlUDVHVJ+LEdKotgXc6o7/PAP3ABLLGH2+nn87m+/PJLDYdDHRwcqFAorFQKed9vsx4kner3+3ZokEERCHi5NCrBlGBEnjlmYzAebhfGibPRACQACEkJmWA4fDfCNhKJ2GQIDBYmGmMGdOXzeStXonf0+lqfjbK8DnCdBbiQZE4M5gZwhHP0ekeCJ1UX3gMHhz0goJLNk2SQ4MEy8WeS7N3UarWV5mmCL18LI+F/Ls+ChpALX5j3/cUXX9j40Vwup62trbUZUp6Zz+XLpASyyWSiRqOxMs4Xhioaja6MB0QaAdsAYODg4gy8VNA35cOk8nM9e+p7kSibk2RyJvh6+hxwOgBZ7ltguges/UMXjBuJVD6fVzwet1vJYS59eRe2DVaOM3S/SuZljjRgE1B8NYCklvNK0kgCwNkmoaekzuWevpp3v/m00+no8vJSlUpFBwcHWizuLkJC2tfr9dYOvLC4g8FAx8fHxtZKd/KVRCKhXq9nI7rxN5wFgmM0GrVkRNIK40jTOs+PL4SMgZhA7glrRTACVHmpB42R2OLt7a0l3TCgxWJR4XBYT58+VSqVUrPZ1Pn5ufL5vA4PD6035l1kojTWwqS32211Oh1FIpGV6UMAkvF4bCNHAa9+zDTnh9GWyAt8A2YweHdPDUQJoAm9OQHckwoQDfTlUaGn6T8cDtvUxHQ6rZubGyUSCe3v7xs49Qkyeud3IaTwXeir+RwbGxvKZDJqt9tWIeNdZrNZqxyQhEJ8eBloNHo3Fnl/f1/7+/srfVTYnvcL+CrACEmJ71kA9GGTxG+v4+bf53I5+35UKbFnwNC6y58TT0Yim7q5ubFEh4ZwPzkpm82aXUl37LeXdGGrEB6SDOvwrGAd/CV/zr9jUAkX3kGi3D+7kIP0MFDd7HQ6dqkp8iZIPypD6y56GiBYq9WqTegilhB7qfYQQ70MifftE0wvNwbfeGKAs+ovp9vY2DDcgU8BDwKu/ZAW4piXffo+HWSF9JymUilVq9UVZcNDl5e2UVGBeILMJFZynum/5Wyj4qnX65ZUUPGAyADDED/wNSQTPDsqAOI5ds3Z9WSsJMNUnqSiis4QmG+//Vb1el3z+dwItFqtttLj/DbrrdEz7AYMN13tkqxhiCAMICNLTiaTFljJAAHFBFMO4+bmpm2Ybwbke8FSh8Nh7e7u2mV3i8XCGsz99B7fB0J2x88ggBUKBV1dXanRaCgQuBvfGolE9OzZMzvMPnF56KLHgyQD5yAtD7hPPNAg46RIoDxbxj4AUmCwvAaXQ+v/H+dP2ZXqDyVjDxBxAEyAYP9J5mazmTVoXl9f60/+5E8UDod1cnKiN2/eaHt72xo912VI2XN0h4BnNIX8bMp5HHxJ5vRh4zzg55DCnpBoSMuAzzPzHgAs2P59eYyf/OAlX0i9WPzswWCgzc1NY8jC4bDa7bYuLi60v7+v7e1tA54PXQRSX7ZGQhAKhezncea85Imfx7/h++H0kM79tooFkilADHtEwgs7w/4QuAgeAGQ+e7vdVqvVsmALe3h5eWmBBw09+/fmzRv7vussgsbV1ZUxekjILi4ubIoevo1g4RMG38zt9fEkVMyY5yJQggpfx5n3vTXNZnPFp0EeeJmQZ8T4RZUJIEmQL5VKK1U77rLIZDJ2q+xD1/2+nclkYhWEjY0NY8oAwiT6TE+i4oyPotnUN376ZMQHTh/0ADfYkwfV7D/JPdIMJHuTycT08x7407OWSqVsgAeTqmBUfYL00EWlAMBLvKQv5JtvvjFQx75I0u7u7kqCzvMAuvwZpdJPrATIUYXFdxFv8WEkFICS29tbA2583kAgYH4ZfwDwAfBIy/tdsG0knkgU11l8LuQikiyBwf6o/EEKUHHk69hvQCEYgfcJAQjuQbInLWVv+CiSe+Iy+MlXznyfm9fikxB5lh+/wHCYQCCwAl7xz+ssf6cDvp++HAZy7O3tWRXU9/7wziB6E4mE/R57ISHBz/BvSQ59vyMxhrPEmfRqFnoFILmJOfS2YA+QZJPJ3aXHn376qU1Q45xxf9s6d1WR8OOLiRn0VmBTPp7y7N5nU4GX7kguL20aDAZG4CN/5mxCCHj7SyQSarfbymQyJvWlN8lLAvl/L4/kfcRiMUu+QqGQ6vW6qtWq2QmxAhzwNutBU6dIEMgCARToenE4sKGSzNCQzvjSNptNFs+EKg4lB48yPGs2m6lcLiuXy1nHPEHNS4rQpJJo8H047GiXF4u7S2RgsnDS8fjdDcVkdOvo+KTlTZEe6MGg+OoBCRUO634PAWDLl/pZJHl8bl+B8Yw1TEur1bLJJQR1ACA/F+cGO09ZFN0ymlscNjpALy/h57/L3i0Wd2MXuQcA9pMEzYMN9hJHxO+9rhv7JYgAXinresaEZyGJwCETqLA3nColTEAfQZ0Eif2H0QI4ornESe/v7yuXy+n8/Pw3ZDRvsxjfOR6PbWa2twWqEDw/n59zhuwQZ48uFDtKJBJGPAyHQwvofB//GUhmvIwH+cloNDIH54M2/QhMq4GgIOELBoO6uLhQsVjU/v6+TVfyUrp1k1uqLtwpg7OmefTy8lLdbtcYJu/rqCKi3YedQw6Ef6EK7M+1DxzsBT621WrZfHb2LRwOm+SU98YecZ69pAG2m0R3Op1qa2tLzWZTp6enNl2OkbfrLF/RRlvMecBvUcGWZNp1elzw2bxjEnF/wRl+gJ4tgizvH7AIeQOoRTc+n89XpgR5iQuJBZpovhekBt+Ty6y2t7d1e3urarVqtrNuRcODX+xIkj0TCQ37yGSieDxu03uoXLFIbKVlLx6kILYiLYeBUHXlWSAIsU+q3jSFJpNJA1BUO7BpGNJut2uM8ng8NpkyhBo+FuZ2ncXPJSnC50NEkEyFw2FLyLx8BVINsAtQ9FUd9pZ/x88hpiAlZY9JDPwgHCYAkehy8S14iEQXG7q6utLGxt0N8JlMRqVSST//+c/t+wIcsZt1F4kLkqjt7W3rxfASLvwJz+sn7W1sbFg/EfuLjAcsh4IFXCbJyDT2mwmgvEuawUmU8a34eN/Mj4yfyY7IBElEnj17pu+++85ULuDTdfCJVzcg+aQfB/zEQAFPcPozBmb1CgwSXKp+JEq+UuJjJhXk/f19nZ+fK5VKqVwu6+DgQM+ePbPeLaq9JDWciWq1asNgIAORuT1//lyvXr0yOywWi9rZ2TGS4G1t7kGJBoeXDA1gSsmYQ8IB86AjFovZxBQP6GiOGQ6HNkXBN/ARHAlcweDdhI9KpWIZH5pHWDNePIGKQAxghm1gjBwl8XK5bI2r/X7fbsT2Zfp1FtIunGEymVQ+n7dKBBpDgCl/7hMNmCf/53wm9oneGdhdafVmbUrYftQgiQ7BApDHs0Yid7dGEuRo7qcsiDZ+Y2PDEsRsNqtSqWRMJdn+ugtGiMoIl5CFw+EVuQA/A+bDlxWxCwKAP/DYBwwcQIhqBGzo/f2B2QMg+MSDd8BZATDBTPj+gfH47gb6TqdjjYX8+3WDLz0V4XDYQAhnCxvC1nDWBH4PKKgYIb3CBxA80HJjp/gDL3uhrA8Z4aWEVNFIRnCg2LxnzrxMj0k7lUrFdNckJ5yHdSsa4XDYgiiSHabU0PvBswBykQl5AEtiLy0BKPtOsARAAvSoPHrm9ebmxsBRJBIxZpSf5RlB/stzYH9eY041EmBxcnJi4z4///xzAxLrLOSN0t0Z8H0t4/FY5XLZzhMaagCbtKzE+aqH90UegJM0o6fnnbVaLetv84kcABGAQoUTW6ZiAniGqaUaB7gilh0cHFjfCU200vp3QcAQ4s+4u8PHsFqtZj4P2+NMIsMBBECg4Adh5PF7VEfwhZ6MgVBCdsE+UvUcj8eWIFI9JCHj5xHzvHzw9vZWp6en5l+9JAeMsc7iWXzTcjgctns8yuWyarWaxS2SVRbsLQQRZxU741nYC096SLKkn1jHWfRNucFg0CZjQpbRv8g+02Mwm81sIAhxFtkNdg1mgVxclxzgbACQc7ncSk8SyRS24hN4kl3eI32wzWbTKoAk+ZDQvHsupvO9f1TgqNJAxoLtIBOwMS+bJ3bh47BnbB9yDGxIrPLDTh6yUEzgx25ublSr1eznMC2Rd8vnpgfQJ0oQ+FSuz87ObDoVe0y/EFPNwHSBQEC7u7uaTqe6vLxUuVzW7u6uDg8Ptb+/b3iG4QiMASdmQTbncjnrhyFu//CHP1S/39cXX3xhmGQ8HiuTyTyot+WtEw0v2UHqkc/nNZ3eNQmRhQNMPGsHCEun04pEImq1WpKWGm+CLP0SODjP7PPzudkQDbVnDMgYAS5c5IIB8jNwfP4iQMD7xcWFqtWqBfpisWij2tYNvr5awUWFACs/ws0fSp6FbJzA65/Fl2sB1zAvPsgAMPl/KkeAEAA174SgFYvF7J0VCgWTuwHqubOERIN3t7Ozo+PjY9XrdWvWXUf+I8lAiQd0gFVAg+/jIRmlgc6/Ny9D4d94mVilUjEmlf2ApQN8+SZ6ElakCWgbKZ3z2WAHwuG7UamNRsMYDt8YSUIEKKWKwNzvhyyShUqlYpMmSOhhkQm63I/h77PBrmCWmN0OuwcAJIlgP2AGAb+AH89SkUx4jS/PiH9hTz3wwE+MRiN1Oh2lUinVajV98803NgmIJAoiY50FE0fw6fV6lsiEw3e31CLzAoyORiNLfiTZbdOSLOkhwPFnVDt8Qx9BiOAOEOeSRLTMECfsNSVtb9v4Xd4pVQPIIoACE0cYXbm9va1arbbW3lEp5rNSud3c3FS9XrdLAo+Pj/Xdd98Z8w2hQeNpNBq1Oys8e+yTJyQv0+nUiC4qHthov9+33gyS4mg0an9O0hCNRldGiHImE4nlhaUkE7DHAEZ6wwA0XEr30DWbzaz5nNGcVAp3dnb0+vVrm2kPKGNfqGjhg/Dj+BKqOagO2A8SX74HCTL9AvgC4gsJLrbGn5NkQIbhV/A1sLPD4VBffPGFwuGwSqWSisWiDg8PV5rd11m8F0bIQojt7+8rlUppOBzqzZs35nvBKsQ0EhRiI3tBzMG2peVQEXwbEhTIHao7+GBs0vcBUcXg/Hs5y2Kx0Pn5uY6Pj03C2Ol09IMf/EDlctmGSrTbbYt1EJXr2h2kEr4FCXq5XF4Zo0usRJaEvZHYU61JpVImeeW8sideviPJLnhuNBoaj8c2ghX7hhSgOubJVnwdzfm8Lyp5gOhAIKBXr17p1atXms/n2tvbU7FYNKJtHbtDii/J/BCVRsiWfr+varVqF0iTEIFnPDECvmCYEskA/hR/QB8ig4KYYMmQDaYuEvOxD84mvaPEBXAotuwT2WQyqT/90z81UoAkh2E2b7veOtHgwzKhhhIKwAkQB7tEuSYUuuuyxxHRbETJG/DNhA8O9Xw+txnOjJfd2dmxK9FJaPge96VHOFgOH0nGbDZTvV5Xp9OxJIUbenu9nr766iv1ej3lcjljSNHIefnWQxaBCQccDAbt4JAEoL0EqMCOM33BZ6/S8n4CJCWAQGmVdcC4KRMytYfDhxbUTwWS9BulUhrZAFcEc7/H0l2/DrOqO52OCoWCsYDrLJ6F5NMDfq/rxFnSNAbTx3Ow5xwwtKI+MWVKBoGB6ptn93EIJCCwA+w3AAe7lJYVlna7rXq9bj8PO+ZnwPrCAMNkrVtJI/ggHyBgkJDyOfjsVBI8g0yVQ1rKICWZ7WEDyALZd5o/Y7GYms2mBSMSDZg//94k2fx433cDScFlVkwMCgaDajab+vWvf61Go2F/RyVkXWIAH8L4XrTn0WjUSsycicFgYH7PT28BFMPQs59eNiQthw3gswBv7L1nTBOJhE3aIgnFPngPvteKd8bob5IhadkIPZvNtLu7a1IG2Kp1QYtnvGnK3tzcVKvVMlDlJ7RwhkngaHhGK0xi5XtPAIeBwN2gCgAtIISz66f1sVeMUb/fU+QHN/DO8DEwjpAWPEOn09E333yjV69eKRwOa2try0iQdRaSOGJiu922ZJ9qymw2s1Gql5eXZi9IOGBTkf/C6vrpicPh0JhNgB8gApkHgMg/DwSUl4tSAfAkmSd98NfNZtNsGSmcpJV+CmRN6ywSdZKFyWSiZ8+e2WQpelKofHipKz4c4Eeyz5Qf9hE5EEMW+v3+SqUfEE71i7hEckw8IGZ5EorPcn19raurKx0fH+vk5MSqMCTrVEEY4kLlxFeRH7pIvPmMJPrlclnJZFKNRsMqLHzWcDhsY3nxOdgNSV4oFLKL4MAvklbiJbYJHmO/SWSRZ9MbCFHmh654H8tnx392Op2VfSE5y2Qy2t/fVyaTMWz20MUUPCSxjPLnDONffFULCTO+np/tz5DHhZPJxHq0isWi7S8/o1gsGvF2fX1t5xyyDlweCt1NV0U5wfLSwdvbW7t3Aykdz7C7u2t4kTYHCJi3WQ+STsGgFYtFffDBB3bLIno4z7L4JiAeBkdO8kHDERIoDpRvgIUBKBaL2t3dtV4PJhJIMoeM1s0zfTAKOJBQKKRaraZ6vW5gHjnOd999p5///OeWTUt3emykQusCFwKVv6SLcpv/7DwXgBPH62VSADnArq/qAFpwQDhA2JtWq6VWq2WHFYcKew7rijH7Ri0Ootc+835isZhqtZpd4BeJRLS3t2el30gkou3t7bX2DsOmaT+ZTGo4HK4cFpw6AYFDGolEjC3FBmAdsWe+FvkANgoghpHBhv2EKmzCgzvfA0RCRNClcd7vHwGiXC5bkA4Ggzb2tVQq6fz8/MH7dl+XzYQkACnPyjskSNLXAmPFnRBedgVwk5aOnYDNPsOS8HO8DIEzwBnme3iAgvYXFpCKBd+Dvbq4uDA5AjbIZLl1tfJUlRjTuljcNfqGw2GTaCKnZBIULOhkMjHZgK/GevYc0ItWHhLGgzuSqW63a/plkot4PK5isWif0w8d4Nzzs3u9nk5PTw2Q+P4GkieCOoEIG1x376i60rtARdNLzXZ2dhSPx3V8fGzVLpg6SCbYaRIrAAUNx4vFwpg/AI33Ab1ezxi9jY3lvRQw+PQaYYvYlL93Ackk/SvELEgGpt3NZjOl02nt7u6u1VgqLZM0JJy/+tWvJMnuh6FB1k9OkrQCwKiU8czYEKQRAIK94XmJucibfd+Rr3zQy4ZfoHIhyb4f8hDIJeSg6MS5HLLf76tSqZhUkSRnneX/Xb/ft/n/6PwvLy91dnYmSWY7yPD8mQYjgA2IzfhN4g7SWb6G55Jk+IY9oYpGkoL/oxpFBYSvRR7nZTXNZlNff/21xbSrqyuTzyQSCbVarbWrQZ1OR41GY8XO5/O7Bn4SV8A9rD17BHYg/iHtSSQS2trasv3m+SCHsXUIIy9752up8Piqk/+3vurEPgGq2X+qTPS0VatVZbPZFTk0vXcPXeAKLjPe29vTy5cvDVtCpJAwUCXimSCdmabH2HaIIc6g7zkihiBdSiQSZu9UjNLptDXMQ1SMRiPV63XVajXzYZCZngDge8znc5O9Ew94x8QwkuW3WQ+STk0mE5XLZe3t7Wlvb88A6ccff6xarab5fG7A2YNVrz/mILPpksxR+ZK0JGPfmPXPn/uGGQAjxggLxudF30wA4vMQLKS74Nhut20WOpkjQGI4HGp/f3/tg3x1daXxeKxarWZlaTJfD0pJrtgrD8584xGfOxKJ2ChREgSMgX3MZrPWz8IeASK8jh6j5b9+FCeZOACFz0gVhZ9drVb15s0bA5zJZFLdbtdKeusswC99H0hIaAy7rxv2sh6kKrxH9pv9IyD7yhs2iQQCiR7vicAAc0qzG9+fd8H3pWJGUzR6ZsAYCUW5XDZWOxAIWPXoo48+MqnhQ1az2TSNcLVa1WQyUalUUjqdtmZfX7mIxWLGBPq7U7AJzgysoSRLwPk7gMb9ChNJPnvihw74XgFAOskajFm73bZGdBJjghSBnosOQ6GQOv/f7fDrAj6qZ0zsohoIKeFljozNpIoBkPaadT/NAy2zdEcq8LXYA02FnDcP8vwwBpJF/32ZQU+iAilA8I5Go3ZZoB8OMB6PdXR0pK+//lrNZlMffvjh2pcd4rNgQK+vr21aDdUxv1/4EwZu+D4UAh4sJLIEz0Dj5yGY0G5T3SKYIqthLwn+fCZAEDGFxtL5fG6BG/YaH1mtVhUIBLS3t2eMejQaXfvOIGwLSS8VC4AXWniaQpHjAHh9JRW7k2RqgclkYjrsdDpt5534AguM3/TSLHwtSS+yWU9A8C5ub28tEca2pTt/MRgM7PJW/AfE0buAZcgwKnyz2UxnZ2fa3d1VMBhUu922cxEKheyCUhJswCgKAEgFEjT8JRUTSCffVE484d/j8yEyiQc+TnnCh6Zm4gSxgj47Eozz83PN53N99NFHlhQALNdZxDUIEJ6NPZtOpytjagH8+CA+M2fP34OGvIi/87ZCnywDT7AL9pTEGPLJy378HpEU4m/BI34wEWRYr9ezyw+ROwH+H7rorWXoRiQS0dOnT22okJ/2ROLDnRnsiwf27Cu4jthGAkvlajQa6enTp8rn8+a7kR6T9HnpMP0iHseQ8N7c3NiUVarP7Bk4gOowFVDke2Cgt1lvnWiEQiFVKhU9f/5cxWLRHCENLqVSyQLAxsbd2L9UKmUgjINKWRvHBctFBgtAZkxgKpWykjplRpwxDTj3L6TDSQDyAAn+heNQfJk4EAiYZpSMt91u69tvv7WDtM6aTCaqVqt6+fKlAS0YP4ItThsW2Pc0ACR8Y5NvvCdo8r2l5YU6PCNJFuVgntc7R5wqU6VwGtxPAOvjS5tkw6FQSI1Gw1gCP50in8+rWCyutXccyHK5rEwmo0AgYIEBOYkvSUvLKTO+B4Ag6HX+/X7fmHcPINgrnhP7xVapFsAuwHgzwcwzViRF7DtJJT8rFAppa2tLpVLJvicM+dHRkQqFwlqVNOQnOHiCLWCCpAptOpWwbrdrZ9bbkSRjR2HaKEHT7EbfBxW5arVqARZGmbOO3ZMUTiZ3d6GkUilVKhVVKhWzL5JN9PucV6oMhUJBlUpFsVhMW1tbdm8DFZCHrkQioadPn2pnZ0eJREKFQkHn5+dqNBqSZCO1+Ww0rOPgYUtJHgCFxWLRKoecJQgHX5lAxofPkpYJt+8BorJDozDBBftFSuTnvFPJqNVqJg27vb3V5eWlXr16ZYMx1pWJIpOA4MlkMmo0GhaIsYHb21sLqPv7+zakgrPLeaWviaZYkmOSXaQH2DIJJkyl31dfBeYcEq8A4ySZAHUqtr6ijZxhMplYH0k8HtfFxYUuLy/Xrt5SAeKeEdhaziTf15MBSM6y2azJmP2gCZ6/2+0a2YW/RF4MAUPTOyDZ93OQuMHcE0uJG74J2/fVedkwe3x+fq7Ly0uTz6XTaZuqg3TjoQsfu7m5qWazqYuLC/385z9Xo9HQixcvrP8GaROSVf6MHkTIIs6yv0MqFFoOUyH20h+AJJLkigTAn1MAMkM18E+QZFSWAOOBQMCGcNDQznuORqP6+OOP9eLFC5Ny+ir/Q1YoFDJikTMA8A0Gl1MZvRSUfSOOIheTZPYCFuP8EZ9RBzQaDVWrVYsZ9Pb6aab4QxIe3jX2SoLpq5ZIjpFVxmJ3E8/whf5uiXq9bje2P3SRUIHnIB1Iejw2YoFFIMpI1Blq5PugILsY7MB+IgfEzzIaHNIPaROY0Mul0+m0YSj2h31OJBIWg4lpVHvwpRAS2LEnpP+h9daJRjKZ1JMnT2y01eXlper1umX9jLKbTqc2Cx3Zi7RslJO0UvImi0PrBxvBC2TqBv8W8Me/Bdjm83kDIDSv0pNBqZfvgSYN5hndKS/iyZMnlkQxBeLi4mLt4EsmCoPJ7c/oGKlg+OZZDNc3YMMKA9I8cwWbhzOjIUtaXmNPdorBkG1zQNHzwawwHenm5sZGjWLASBoot7GHo9HINN/S3WHc3t42tuKhC0kYJVNp2RRMMoNNAFwA2GhjSagA0FRivJ3dbyQjWWA/+JmwUOwX1RYSBx/AYG8TiYQlJNgfbEwoFLIEihIw9tBqtfSLX/zCkuOHLJzNxcWFrq6uNJ1Otbu7q6dPnyoWi6lSqawkVARYmC1sE2aIyR8k8AAIWBKqZ4C9Xq9nzX2wmsjqSMJ4ZoIwAY2SM2fUT48CxGQyGdVqNdP7l8vlFScMG7zOgkF/+vSpPvroIxWLRX355Zf6+c9/vqLnBUTAJuNjvFQUEMpQCSplgApsF58kLW8m57+SVmSTSD3wR0g6BoPBCiMJQUCA8jIiQCNJbyaT0dbWlr2/dWxOkt190mw2LSldLBZ28SQsG4MjiA9Idjgj+B8kaOwVkj5sRVoSMew35+r29taeg73ifHK22+32SqWO+OErBNgnMYLqMiOPs9msJeutVmstdpQ9YdJMMplUMpk04MFzktjjvyBTuKsqmUwaeGJxRnyj6WQysefwGm3OFgkGe++bpYmLhULBejEhYvg+yECobDLyFLnc6empPv74Y3300UcqFAoqFAp2ftdZiURCz549UzAYXBmHjY9H9oXN+B6qSCRilx4S76haSjI/RBzFH11fXysYDJqkl/OJXyN2sN/4SH4+MR4iyFe9IQHY02w2q4ODA21s3F2yWywW9fnnnyuXy9n7WLcKSZLOeQHYUtmiIu3tniQJzEYM8b+QAfo+AGIE+1Kr1RSPx1UqlQz74adYKDQikYgRSnxNJpNZSWJ41+ARiEGkSUiCzs7OrLe42WyuJZ9ibHI8Htfl5aUl/lQEILN9zxZJSTwet0SOKjjPztdjW74loVwum9wQModkBCKeihtDEYjzVFhIoHkvYHfep08O2UeqJ2CKfr+vRCKhTz/99K326q0TjUQiYZpANINMKUFehL4QpwQzhfYW5o0AggPDwfGQPDQOHHAHKzIYDGyaAC+aCgEGTrbIJvvyL83BZNLIMorFojUPI5H55JNP9KMf/UitVmuFKXrIgvnc399XoVDQ06dPDRB43aZnDvhs/tCSrPF7SfZ8GBDAnMCDbhJHAEMBqGR6DVUhsl1KvB5g0pREps7PB7xgkD/+8Y8ViUR0enqqV69eaX9/3/Sa6+wdTgYHAgCj/CzJEhEOK3tIcoED4vsABL2sCiDoG8UprWL3vqlPWk7sgtlsNBoG0L0dsd9INDg3MCsEIypG7Pn5+flauuVIJKLr62uzWwDgdDq1eycoNftEifGBVCtwNLAtsHgAOc49iTNncTK5u+0U9pikD/kfQMlfJhaLLccXeykGwHc8HqtQKNhekTxSyZCW90h4cuKh6+LiwkaLcndFoVDQwcGBqtWqWq3WilTKM5DYg2f4qBBgg/6SPu+fePfYL+VppIiSTIpBMEH7HQwGbTwySSx9IIA/7JUZ+fjDYrGoUqmkTz75RMlkUh9++KFdfPXQVa/XVxr5q9Wqrq6uNBgMDEz6JBV9ttcKSzKg3Ww21Wq1TB6BLbJ3yWRSlUrFmHivJ6aRlCqLl2Ox/17vjf0A2pLJpMlX0CYDlADhnPNQKKSDgwNtbW1Z5euhCz90e3t3lxTgh6THA2f+SzwATOHz71d6b29vjbnkbFCl9jGPz0BvJAoC7BLCBVsloUAORzwm5gFUiU2hUMimCnGHxObmporFol68eGETvB66tra2lM1m1el0VKlU9Omnn6rdbtuUSl/xoycEwglbZG/a7bYpIaLRqE255AxLqyOBOW98Xyrf7L0nW7FdyCzeHX0QVFckrVTwstmsPvjgA1MH0Cdbq9U0GAx0dXWly8vLtfaOm8q55I2JQgxwgCRFAuf9HP4Hvw2RR6Mz+MBXNP278HI2PwRFWg4nwb8B4pEzQuBxTiaTiakKWJx1MJ8fk763t6dKpWJDKx66tra27DN7hYrvK6OiANFKfIIQpopLHAMn4Lc58/i1nZ0d5fN5kwhfXl5awkKiyn6yR5CFLIhVyNpAILAyiIimct+HSVX0/PzcmtFPTk7MJv6x9da7S+ZXq9U0mUx0fHysXq9n4BjpCICmXq9rb2/PGBECNkwlYArgigbMB1mqFAAKSabrI2hgQN1u14ybzfN6et/Ui7QHKRGMsnSnbfcXoHz88cfa3d21m4DXWRsbG8rlctrb29OzZ89WbvqkUjCbzVYusQG8R6NRY+sIsrCEAFgADAwrRictG9+8TI1gC1DBqNBfkvygXyUgAR4kmfFSSsNIP/roI+Xzebt1nGDuWemHrEAgYJ/H3xZKYMQR+Wfz7C/fA3mF13+zp75SQmDAtnAiOFb2WJI5R74PwYgAwX9hagGVnsnnHQD8ma8O8L+9vV25VfxtF1MtvGPHZgC7lKoBB91u14IFNsNwAiQ/OHKYIpL9xWJhyRYlaoIpz+ulKNgaew/zKckkPzhOSStlY34WJW/Kujj4UCikJ0+erDjXhywCEzKPs7MzS5wAeTyjT2oJrNgAIIJEEuaPYQ3Ski317Lq0vKjPM/kebPL/7DcJD8kze+WnpfGL+fsEuK2tLZsug6xu3URDklV5zs/PdXFxob29PatM+x4WP3lQkrHs0l1wo6KNTfBu8AX0ZQB08/m8VUm81JR3Q0LHgqzgPQFy8C9ozyUZoKZaAmON7SHJSKfT+sUvfrHWvnmQNh6PbVQ4I205j/gyZJrI0CBavERI0sqQCeLLYnE3QZL+QS8XYkgA/lVa+mH2h/4ffJdPcqjS9/t9+56+35AzI8mSwWQyqVKppHq9vtbeIdWcTCba399XOBzWycmJgWcvw4HskWTMuq8i4ueRuQDc2Fcva6LxGfvhLE+nU6syImcJhUK6urrSfD5fmR5HguaJE3qaiD/pdNqInydPnujg4MBu7b66utJ33323tr/D13ipNYQeMYx4hX/zvobqB3spaaX/jq/lHPZ6PSOzcrmcxV3IEKY5YTdedss7orIHoUry4PtYfSWXBKDValkFi9jnZeoPWX70NTIk/AUkCMQx58njL7DxfD43O+EMs1+ceyTF9Kn2ej27xBV8wZkj+ZNkMYCz63t1OavEfpIGKiFeTdDpdNRsNleSaEjgt1lvjZxPTk7MsGezmbGjjNeiaoGxIf1AKkAAY5QeDabS6oQcAgLNv1RBeDlIDSaTifL5vAVx2FkAHhvkm3glWdBFZsM4VsDi8fGxTWDgnpCvv/7aGunWWdvb2yoWi9rb29Onn35qs+tJkGCHvXyCxbPf3yeSFA4pKx6/u82cqg7VDq815UIcAi1NlhghXwPTA/sDuCF4eNYZw4aZxMEcHBzY4V9nkaRKq4wfiaIvgfO5O52OBRQvY8Am2EekENgHrITXzvJzSAIjkYjJjGAG0EsDQqjOEaQBUzid+4mg70XCqV5cXOjNmzeWnD90Uc0jaBDI/OehmWs6na7cKXNfxsVz03uFDMozT5wl3hNlcphQ9tj3E3G+vB/ASXJOsS3eM/pqnLInNsLhu7tQFouFstns2tIpQNnNzY2N5STJBySFQncjl729AECwJS+P4HxhqyQAgDWkpBAAsH0kFfhVkmTeG+eOeewEE0A9AZvzADBEGkM1KJFI2MhOQPo6Cx8NAKKpnWcleeYM4CuQ8JEsAmp80yk+2mufw+Gw3XLNfnvpEyQT741kDfLDyyZhJPGJMPm8Xy8plO7O7u7urra2tiwxKJVKOjk5WWvvPCjtdrsKBu8aL2Oxu1GVjOfFl1Lx5iz6vgDODeQGFQeeBVvkjHLmeO9ovmFEpbuEpdFoGLgB1FAJpn+I/e/1egaAvPym3W6r2+1qc3NTnU5HW1tbKhQKOj4+XpuVf/XqlSKRiLa2tiyxhRijL4VLeHnG29tbY7jn87nZGPiB2Ov3h8SDqik2jR0BXiHmIGKpUtGUP5vNjIkH2/DvISzol8TOJ5OJDcYYDof69ttv9X//7//V0dGRptPp2uQA4J2hB5LMB9TrdRuKAVD21Wh6nKS788C/h8hbLBZGpvkzDgnJwAU/rZT/4hth34nH+F7sGkUK2ITqHfEJkg18WiqVzEakO3yGH33Ims1mdhaur6/V6XQsoZGWPaOe3PTVRPwVCRiEM+8ffxWLxbSzs6Pd3V0bdhAIBNRqtWxIklcVYTvSUilA5YU/8xJFetDAIpx7YnYul7OJpSgd6K15W0n8Wycak8lEr1690mQy0ZMnT1QqlXR6emoHuFqtGpj17BOVCw6370kgKPD//D3Gc3+aCsAHo4B19wcfRtNnZ4BFGFSYMnS1/GyM8fr6Wjs7O7q5udHR0ZGi0aj29vbeuvHl/orH49re3tbW1pZVaWiiZ1SYn6AkLQEoB5ZM2I9kxTiQQQBm7/dceLDHc3IoATjIcwh0OFWfoePwfEaMEyCA8/7y+bw1OHMA1ll8bsAoYIhpTf7v+HsmO8BAAQzZU/6fChh7AZDhWQDb7PX9hjgS3vssNgwH9sbh5bDjeO+P6yN5WSwWltRzS/hDF86VZAOmDEnEfU0qn5GAgPP0M9Bx9gD+0WhkwQk217Mx0nJ6l+87ojeKqouXgXC2PXOILXtZJQG/Xq8rlUrp8PDQ7JlA/y5rOByuyLlIHHH+7IFn4lgMAOBdepaXZM4nqyT4BIvZbKZSqWRkABVfno3kARBMJQnA4KWF2Cn2BeCjspHP5+2MAGLj8fjaY0YZ+dpsNm0kuff92D9+xPdf+P4MaVVHP5lM7MZuvg/+zk8aGo1GNt4YvbKXJbI/vp+DhMYPKoBQIN5QMfYkAb6Os02SuG5/C7bPz+x2u2YfHuRRRWVfSM7vD73AJtgv3jHJCZUbyCjANImCtPQj/mySmOEHsXVP6vBuu92ufR6IFD+R6tmzZ9rb21O73dbl5eXa0in2jfgoyaqf4ASmoAFWSUKJk8jiSLjoNUV5QRUWu4RUur6+NiKGpIXED/+PXaHA8DJfT6b6CpHv18QesIl+v6/vvvtO/+t//S8Nh0MdHBysTazQa3R4eGhxgXPHe/aYgF8eVFO1AGsxmprYA4nMHiKPlWR4zCcT7AFJPbgNstrvE+fD27GXFXoJGvvc6XRMCklS/NCF1A3C+PLy0p4RNQQX3XJ+qGD4283ZP2SknB0whb/bBluIRqMqFovWmoDv4z1B+DabTRUKBbM5SZaMQQz4BBkZPZXheDxuSR1yN+yDZ3yb9daJBrO3ufH2k08+UalU0sXFhW5ubiybppHSs7mAGBweL0nSiuyFA14qlezQ+/FylMGRFDD5Q5KBJF4CQQSpEc0ykuzz0ZBJEOPlhkIhm81+e3urjz/+2Bz4OovPQlLGs/qGNb4/Qd/LIQgwnkHmOQDaMFQEXZydl614mRAHngZ62C8WQRfADcNIIkfSg1Mga0cbGI/HtbW1ZaPT1mVI0Q8Xi0XL3GGY+MyUuX1jGkkPjB625isKBEwPwgDKlGm95IQEgQDl9wCni+wGJ4jzZJ+xXxp6PTuEA2y1WnZxpGeJHrK42wZ2c29vzxhQSqI8UyKRMBvCeWA7nDECC3sCMEun0zo4OLDbsj0zRXKD02evcPxeUoFN+T3HZ3gd6/X1tZrNpi4vL+2+ina7rVqtZvvum83XWdg+EgZGPSJj49mwES70pGIAIcEekWB55gmdNvbqkwgqtARMEhJvwwx/4BkBzuwrhAFgezweW+mbswgTC0ilysQEnHUWgLZUKpkkBvkd4AkZAbIGfw79/gMepGUTtw+yJBk0z/o7QjjTBFPAmW+8xGcRkwB6VOSoAtBISSKNdItED8YcILRuj0Y2m1UgENDp6an6/b7+9m//1mImZBwxmLMhLckhnot9Iw5yHogVnFEqOiz2jDgBWMEukRnjv0hWIDPYM856oVAwqYcnWhgoks/n9ad/+qcajUZGYq5rd4AhSAZ05V5CynnwJBx/jt2kUqkVKRG+EN/OvTaBwN30NkAvzffss68iekIK/0bSDGFBNQrpEgn4+fm5xRfuBun3+zo/P9eXX36pV69e2eXC60qnDg4OFA7fTS9Lp9OmYmB/7uOm2Wxm51laMvf4EG8HnD1ANEkrfxaLxUxWif1hd8QjL32kjwF86XEUQPzm5sbIjkajYaQRSTTMfLlc1tbWlmGidRb+n2FGSLNCoZAR7jRpS7IqMmcMwgj7INbiAxlnLmlFQg4u82QXd6SBeUjU6L2k7xDSwsvLotGo2Q/yNn9fRzgcNr8DXvAS4H90nx6yqTghaXlzN6AcIOozel/+IePl33sJFM4BduS+5MTfaIyR43R9xYJAxi2nHM5ms2lfO51OzfFxsHHAXBx1/wD5SSnrLGRSZLEcKth3ymh+RC/GIMkOkLRkDkhKmBpAUxQMpQ8+MHqMpZNkgYREBEMnABN0AUqMQpRkh573jM40nU7bJBIYfYDtuv0tHAaeod1uG0PutZ2ecYFhurm5sbGGniFBTudZEs9U8t49C0CAIYADyHGE0vIyQxgJkllJ5ni9rIGJbbz3+fzuzoBqtap6vb5S4n/oymQy9vyACmyd35MkwsR56YAkc4ZUXnwp12t3YUhhhkjSOW++IgFw88mEZ66RvpHEYJuUhGEXaTQHJHPXCBIA/s06yw9UoF/h/hmVtDJFS5KdRfwJz4rPY78gLEgaCM4kSiSk0rL6yJ55sgN/DJCHMaYiwZ5ijx5Q44fus9ec+XXBsp+Igv9BFkLlKxQKWdURnTV2Sf8ZZ9PHCE9+0MOBbA/Wj+pPv983WyTgk+ABDlmemSPwS8sLwvwUOpIYEsRer2fVR6SAtVptrb3b3t42Gw+Hw+p2uzo6OlKpVLJBHpKsEkFcwu9gb+w3+0PCxb4gReW8EzupMsGkIl+EBMF+aVymvyKbzeqjjz4yqbMkqwBQ7SXexON3lw0Sp4PBoF69eqV6vW4xcp1F7xz3B1HRYn86nY719ADYPCFy/90jD+eMMNmNCjfvAVBJ1YJBApyr4XC4IsWl/wAfzMAVQDeVFkhQ/BzJ3tbWljKZjN68eWNDOPDB60q7g8Gg3cdCtZvYDWagn9WrU/BfsPXIE33fFMBUkp1PT6KS4HA/DJM5YdMhaH28oepOjEXGh3+EhIIsonqLr10sFtrZ2VGhUDAp9jrj9yFqwVgk0Ph8iJ37BDHnh6/z8m1+zx5ls1ltb29bvxWKDuyNz4/9g4f6/b4N34Ds9P6D9zeZTKxH2SeXfvQ5RBu9vPv7+6bKedtpXW+N/jY3N41h5ZIPnNH9EhAvFOaK5AHGGBDIBmBgBBecGTpiH7S9PIMN8QGLUjhTser1ur0E32OAQQOs0um0sclku2jRYKtwMA9d3NzIZUlkkF53jIEBvAhsBFWyTVgSDBHwy5hFKho0mZPIeDbfl9dJBu/LCdCV4vBgK2B9fD8HDjOXy1miA2BGRrJuNQjGwjc8Ehg5aNKy74IEB6dJkuGnanHAvQyPhjxs2LO8ODaSJgAZrI6vUGFzJEG8N94X1TgYq3w+bzPHGVOIvn1ra8tA/UMX+lPABXpqziIOGudH9QF5hWepYDAB7iS7/tZwnCx24cdDSsuxtNja5uamMpmMMcj0eXkGH0khQIEAzC/OSDQatebJer2uZrNpAyPWWXxfwAC+xSfh/h4DADIAln4rgAOssCTTJuMXScS8DAefiuPHzun/kJbMKeDd+z8PQgmE3g8DhPL5vAVJnhng02w219q7eDxu9xDN53OdnJyo3+/bO8Z3EUtI3rA9+jOwUWwJtpsKtSSrsBKEvUwU/9dqtUzWiw+ikkNiWC6XVyqhvjKHv8Tn+GoMF/M1m00dHR2ZVGjdJA3JwsHBgSaTiYFvBl+QjKFrxwf6Siz+AiAGQIPYQM7pJR4ARHyitEyK/RQ4fDCqBvbu6dOnVsHi5/N96U2KRqMW//j5X331lTXR8u7XJaTAH5AeJLRIiWez2YoUkaSC9zkajSyR8L1mg8HAMAnJHnaSSqWssohNElfZR8hPT9hxDvEf/DvIJhpva7Wa9f7wHn2cfvr0qW5ubnRxcfEbEuKHLCrrELOlUsmApL+LaDgc2t1FsPLYE0kdzweOwLeBbXxPAYQCGIE4CgvPO/AyLRI937/lZXBU2qhm8T7z+bxdJp1MJvXs2TOLRZFIROVy+cH7hr+EZPOji/Gz/B4lCMkne+5jBjFnPB4bTvR3L0FC+MokBEI0ejcZEV9FpQgCBduiKjyZLO9B43uTwBAzuIuKWMRFuL4P+G337UFTp6gcwDj6GzMpBbKpk8lkZbQWQRPH46f3tNtt61fAiAnobNzGxt3V7IxOhFXGWTBxhJIOh9jLGlqtlgU4QLwkYywIUEh/ms2mOex1QYske3YyRBz7ZDKxwMlnBKT4ZnYYKS+HwKkgPWA/7gdn/j0O1TPWXhJF+TIev7s1NhKJGIsvLSsg0rJp3zshypJUhmgaRFO6Tp8Be8e7J1jguLAVln8+HBuHmyBCgzzvAqdNoAVMI8vySTNgiH+PzVxdXdm9AT5pBhzAJOBESXgBEbCs8Xhcp6enqtVq6nQ6K1WQhy4vF8PZ+V4LACxnlKlj2BUJOYAWh873YFhDNBq1sjEaVJ7Vywju68ElGbtP6dtrcgnANzc36na7xoDzXjxThG9C8tNsNlWtVteedJbL5VYYHt4bOt5wOGzVSYC6l3UCSgkufnIUgRPnDjCj9I/t+vPleziwd5JfiB1snPfG94OVpxJFFdXf9At5AakAUbHOovJJEsDnBhTz3n0DMQAeHwIgBljwi6ku2AhnkjhBsAZg4/tJGHiffnITPtD3xwF0vBad8wxhQFxAyod/iUQiBjgeuqbTu/HgyNf8FCfY8HK5bNIF6W4EKZ8dMEp1FnkFZwVgxLv1UkrIPH9Zm2fqmQSXTCaVy+VUqVRM3kyCC/uPL6AZ25MLTNf79a9/rT//8z/X/v6+9fP5Kv5DlweUoVBItVrNSLfNzU3t7u7aHtDAS5WPywyxC84A/s5LrZG++EokvhFCj3MNwcY7RAdPwuYTl36/r8vLSwPN+Dz+LSQhJAA+e29vz/z4OtMJpeUI2Pl8blU/qhde4kN1Brvhc3t5NpUsLkD01Q++133SDqmOJIvJKD683BtVAzGGZAZCB3v3CcBisbDRx1QZwK00oz958sRIg4cssA033u/s7Gg+nxtu4nPy+cFA+GiwmZcl4wMh/JLJpFUYIShjseWlvsQeKpPIufGnxCJpWbEDF4I/eDckFJBdvtrm5e/YR6VSWZFe/kPrrRMNPhQbSNIBa+AfkKYl/t9r77hRV5K9FC6OYma/dBewCoWCsXMwEzhgrzsl0/Ojvfz382waAZlNp2kLNhbQVKvV1G637Rk8a/HQBUvW6XR0cXGxorv15W4CHlUakgUPwAAhGAMGAzBBD8iEGs+E8jN4dhh7bh2FReBg+CZJ9ptDwYHf3Ny05q5QKGSTb+r1ul0U5+Uj6+wdBh4Oh1Uul1ekOiSMXucNsMI++dxezsc78XIIgCvODgmLl7R4Fms8vhupeHR0pHa7bSwo+yrJ/r2XD8J4wQpSkWJ0LKVsmrFpqn/I4p3TmwQIwIZgESWZs+AM04dAMPByFq8jxo6oHuCwsFsP3ryGnMDF8/oRf3zP6XRqJXzetZdt8oz0AWAHMDGNRkO7u7tr2Ry3kmPLm5ubdqvxbDaz6omvAsCCIznknPhzh8SUQAID7ftRmOGPbIFkDzICiWIul7N9lGSJAnsMWcH+kVAwThwJCcEI2R5SP77vQxfyCD7nzs6OIpGIJTe+CsrP4XwBKrwdUc3Ef0uyShMJlZeo3E9CPNihIkByjVTofoUE0I4eHjDktdZUzsrl8koVMxqN6o/+6I/W2jvYVhYSBQio+wNM8F8AEs4OIIrEUVpWbNk37AO/RHII0PZAEoZVujsbjEPGRkg2SOb8lEJfdafn4M2bN/rVr36lZrNpwwKSyaRJXtdZ3s9dX18bYce7LJVKZuPYANJvfD9nEjLQ+yLsACkQwJ/zSeLH9+GXry5CTJHEhMNh21+qfpFIxJKO4XBoshbkRcFgUOfn5/b9+/2+TXZ8W9B3f02nU5suxV4SA3hGP13PV7uQTRFHwVTgDi9X8oSZn1DmcRzv31fjYOHBGRC1SISoGvFnvLfRaGTnhV83Nzc6Pj62e33ovVrH7piYBsNPVQz5NhNFkS97v+OJV56dpBVyiMohuNurXLiLDqzBeyL58iSBxx7EGqSFHifymdh3/o5R9alUSoVCwSp89Fu+zXrrRAOQRokP4LG1tbXCAiMfQS+MsbLJXpIBA4WDwCik5USPSqWizc1Nc6AYLsGXzN+Xs70DhTW7nyTwYhKJhPb397W5uamzszMb2xsKhbSzs6PxeKxSqaRUKrU2y5dMJu37ApJ9EuazfoAYz4hhedbNS7gAfQRoX0KUllksAITDDmgul8t2uyv7zuEnwPKZeW/SUqIUCoWsUpVOp9Vut9VqtXR+fq6TkxPt7OyY815nebaS3hscn5++w+9hHvmcJJy+MgODCqtMssdBxpYAKzSwwpzA8KEFhZnyv/ge7KtnugD4e3t7tjckw5ubmyblQI6xjowFZgoQD8iCNcHpUIIlMSOoYp+5XM4axUhO/WhhL+fB6Xi79Q4OrScsI++HYIV0yss3pKUN837YbwiIYDBoGlJ+Lrawztra2rKL+WjyJGnwybxvSiTQeiaU5ADA57Xans3j/ymFs58k9+xjJpNRsVhc0dQTSPARMIG81/F4bEyrJJOGZrNZs2dpOb5cugug655XQBv+g2ZtGqbZL2yEryfx9VUFzgrJnA/Qvt/FVzLw61TnvDaf2EL1kP4bQArJHkmiJAPm+EH2ul6v6+zszCpntVpNvV5PGxsbev78+Vp7Jy3HA0ejUZMlcEEk55OYyS8ACuQTQE+SycYAdtip93v4Jmk5LYr3wz0UTPuBYZVkwBt/zPvFv9EjM5lMVK1WFQgETBYUjUb1wQcfaD6fmx+kMr/O4jPf3t7q9evXK43JxEY+Z6fTMZ8GNvGSJth7BmH4ihFqB/YQ4gA2mYpQOLycSoe/8rEahQOfmyo4mIb4zc/0MkwIKO4m+/jjjy1mrLt8/8DFxYWBViqUgFPINOyO2IL/gTBAbkdsJnZ4lp14iMRK0opcCwIB6S8+zZPE4EQvPSMmJBIJGz9dKBT0zTffWDVIkoHt+xKxt12oGJjeNxqNVKvVtFjcTY3ELkikRqPRytAKL1+HfEZaGAqFLBHycY2EizPNPhFjWVSlkf4xrhipMXHFV1fALFyECPHsq0jgm/l8bhXyt1lvnWjwAfiwlNn8FfCwtKlUSp1Oxx4EVhtNtiQ7xN7YYCe9JADQCKPYaDRUrVatB4MNSCaTpq2k2Zrg7WVaiURCuVzONGbFYlHRaNSa0DC8jY0NffbZZ9b3kEgk1r4ZvFgs2tQuDg5VElg0HD+sGECOQMxzwpr6g+r7LgB+ABlJKxUZMl6ax/2tmgAnkkCm/VAyxpmg2edGac/mcOFSvV5XqVTSs2fPbE/XWcgfYF0JbDh+ytbsE2yV7ycgAANApeV0HAKGZ4cJlIA5DiLJALcVe8kPv0iKPFPIL9gJAOFsNluZZjSbzcw2mZyxLktF8o3to5lGVgggKZfL5qSj0ajZJ/pOtKI802g0ssCArYZCoZU7TugLarVaK0CYr0erzff2ZVpJNmaVCRokRiTfXNKENIl3SHWOc7EuMQB7Q7BEKw3bSKLhe4VIlHguzghBkjK+tGzGnk6nNoceoAxjx34DWBgjjI3yvgCKgBeACJICmGWSn2w2a2Vw+jZIgpBm8WzrLBgwKjLT6XRlDCULph6SiQQIe+fZ6f8hQPK58JdeOsm5ZT/C4bt7IogLJD/8TG/f7Ic/G+wtM/Iha6LRqN2AzvvzQXddX4f8g89CJaFSqViAxxfxPvn8SPWQdwEOITEYtsKfs7+ezfUTfQDL+XzeJt3gR32FWJLZKvbbarV0fHysN2/eaDAYKJfLGcAigcnn89rb21vpDUB6s85CzvP111/rr/7qrwx0PnnyZKV6x3ulQjafz63XxMtuIRRgjXl2X02j+gdhSUWCyh1EA7iGM4uagWSDhAU/4qWsMMgkef7Onul0qidPniibzZr6Y127o2eVS0hJbpEte7ziZdmQbsRiQDKVMWk5tpmz4yvjVKP99yMmQhaRoEAAIP9j330lxBMKlUpFuVxOsVhsRRbKOeZ8X11daTKZ6J//83/+oH0bjUa6vLxc6f/c2trS1dWVYSy+zkvcJa3cIcXZmUwmNkmPZ4IwpYpAzEAFRMKML2dvPMnI3+NDpeXgEt+igL0ybpk4z4WVTEQcDAYmLX1bWfeDejQo2RKIQqGQlRR5cQRRpjQAjHHsGB/Gze95ITc3N6Z5o3kHWQUAr9FoWIbLvwUskpmR4QGwcMxkZ81m08q1XtpSKpWUyWT00UcfaWtrS8Vi0eRJ67ItAJd6va52u61sNmvzxT3TDfPim74kWcDmM85mMxstlsvlzIkCLmD/7k8LklZZKMAdB11aVpr4bIAQ9hDHyNhC3ttwOFSxWDRwkE6n9cMf/tDGnq7b43K/YtNuty1pxHHgvHlGkiaahDkUMJ84PM8qE2A4sOwZB5BD7xkuP62Kd4bzYL+o5PHe0CzDdONoKH0jKarX6xqNRtrf319rIgY6+HK5rE6nswJm/T7RXEe5nISOhjVYYvbaJ/8kntgjoIZEo1qtWsLD+6CxkWSez4UDk7QyUx2WBhYG7WqxWNT19bVdNsd/f/nLX6pWqykYDL71ZUK/be8KhcLKVDicME3rEC5IBKTlpJ1Op2PnkItM0e2i3/eBDnDp5VYkBzwviTG/8Ek+GfayylQqpUQiYdNkYGgBSOxrPB63Z4zFYqZVBrQ/dCFXYK9oIuSzehkDJfloNGoXrPkm/mh0OcaWz4VPl+7m/5dKJZNE+Ol6klYqTiTL7A9JaigUskSE4Oylet1uV7VazZJeP22uWCwaKPjmm29sv/Gl66z71X/8tAcJVEFhnD1bTHWDz0IyBcDjz5LJpN1szfPw85E/wZ5ywzVNq37YBmAHH99qteyy0ZOTkxWJG+dmMpkYeTebzfT1118rk8kYyFx3dToddTodkwe+fv3a4pQn8Yht7AlTxWCIqTB4+R7+Dh+OHNKP6+W94xNIjH2MIlbw5+wNJI3vo0FSFo/HTalRq9U0Go1ULBb1/Plzs39ixzrLqxKQZyHzQkYH8PQybC+VIjkDhPrGe2IuZLWv+jYaDfNl2BJEE+CW/wYCgRXJNMmNH5nNefF3XjWbTYXDYZPmepwiLXtVH7ro+UilUuY/wXpcJo2tQBZDHrCH9wlQmsR3d3ft3OKLsQ38OfGRrwHrUUWBYPQTQxkEAo4Bn+NzeQZvq1QmG42GdnZ2VmSOkIP/2HrraEIGxAFi8gXGKC3HveEEI5GIgYdGo2HMODINPzoOttcz0LCHvJSNjQ0bncrGeuMkOwag8xIJQkgCxuOxisWiAQQytUQioadPnyqVSumjjz4yFgLN9Lo9GjAhZJyUGD04WCwWJieBtfKlQfYVA8EwvTaPQ8bnxJDIhMlscQg0MuF4MVACCFk1ToNkLplMKpvNmnF6/TDJB4eAr/OaxIcuJhMBcP33AtDDFsBkBQIBKy9LMofk3znNqrC5Xl/PIQf0EewDgYCNfvPSIZyGtCp5gQEi+GxvbyuTyVjzG0GH/eUz43AKhcJazaWwRXt7e1ZlAoDxrJJMsnJ/YsZkMjGNJvvAufWVSCo9fjINoLbT6Vj1jjNJEkaQgn0BpOM0cXKw4di8v/G6UCjoxYsXtketVssu70wmk9re3n7wvkkyMgBgR0LAueGCS3Tp2BQBADkFFwrid0jYYMGRL0myyhx6ZIIL/kLSSqIPWKbBFjvE1+CraR6t1+srQQFAzGQ6bgTH/65LqvCeotGoOp2OarWaGo2G3WrNZwAk835JCn0fGUTIbDZTNptVsVg0YEhAJ1ZQYaRhkv1gzwi2EDkAPfbPM4UAa9haGqFJAKjK0dv38uVLk9gWi8W1E1xJBmRhYqmY+TujpLuqH5UCL3PCb0E2ZTIZkzFTVSIJYXgKCTX+lRHSEDuNRsP8L7ZOkkZFhaodo6fpNSoUCkYqALZJROv1uk5OTlYqAutK9qRlol8sFpXNZlWpVFaGDHgdvJeO5nI5hcNh+/csfBxfy3knqYPM4M9JTn3/DJgF1pvz7P+Lv+c8zmYzpVIp5XI5kwxDpoRCd/czPH/+3CQ6VJHXvYOE4QvEB3wLe+f7LryEi/3zoB/c4CuvPi7yZz5Ws+ivRZ7GO7vfFE6Sgi3eT9gg7pDGce6JQXw/f//OOrIz8AM9WvF43HqOstnsyqAL8BXYzvt4nod2BEkr54yfQxJBJTIQWN77gj+bTCYrlUkvOSZx9pJTqmo3Nzdmq76vutVqmax2MBjok08+MUlqKBSysfL/2HrrRIOMlofm1k2yXaYn8aA+08LZJ5NJYwe9DhQJD86Q27IBtIvFQoPBwIzCb5jXnPJyYJXZTBIFdNU0mtMEzRg0AgnOIxqN6urqykChL/0/ZAH6stnsin7aN6uRcHjdHEEU9sgzLRxe/y5IKghKlMsBy/zyukaAXzAYXCnpwvb4sudisTCdOKCI70GWXi6XFQ6HdX5+bvtcr9dX+koesrwGFH2opJUmOxwXQwJgm3kugDOMKkkwzsgDEq/z9GMNpdV7NXwfAu/Dvyf2GVA9n89VKpW0t7e3sq++f4Y9guHJZrPa2tpaa3oSToyxp7CNJM4EOvpsSJzQZfq+Cz+WGnkaLCgaXN+06vsMkE95hg9nCSCijE7FlH4YZvSjSUVeyc/KZDLG6k2nU52fnysYvBtNja58nQXY4nPh99gLyAz/3gAH2AkJA+AK4EdAlGRgBXYfogCgjY/jPXjGkiDp9c0AKQgKWKiLiwvzOyTR2CrV0lQqZUwXDOE6C7/ggyK+jDG8kqyqAmHkE1cv24RJ5qwXCgX7rNgC8aDb7ZqfJ+kiaOI3CLq8p+FwaD1QgOV2u21DSpBH4iOIG1RKj4+PdX19rUqlYjcNr3PBJp8HYqLb7apQKJjdAcLZLzT92AwN0L4SDiBstVorQI0+SqqLkAMkNUzPowpBr9J0OrX+rHw+b3bO+cRPwKRSjSKeIwvJZrPqdDo6PT3VbDZTPp+3PqJ15T8A9MVioWKxqO3tbZNFM5ZVkiXTALTNzU1VKhX7O/YadQXVCvwRvphzDztOgk5FjOSG5/E2CiE7m82smkhsI4Zi2/RmlUolu0wvl8vp008/1cXFhTU2e8D+0EWM5Tk9jiMmkEQAaGG1qURQDUXChDLAV1lJ0okDSNnwpZBY+Ew+G1Jj2HavKpBk8Rbfia8EuAeDQbvkbjKZqNFo2M+n8r9OkkbcBwe1Wi3N53MVi0Xz94yslpbkJntCFYrPwfdkn7Er/KQnWSHjpLtzTrsACQN4ELkk39fjKY/RkcfRn8RnYKLebDaz6hkj+ME/b7Me1KMBQAVYEAwACQBVz+jSjR8KhayESeaJYeGAmKzgAQWO1JfyAZK+VOZL49JqMwzsVCBwN70BSRQX3fE9vQbxzZs3CgSWI/m8xvqhC0YAVs2XHWHX+LkwkkhKcHocJK+/Y/KPtLzUDZ0sxowh88sHHAIJAdnvH8wOh4CAUKlUVnpLPCBlNC7M4NbWlj3buokGz03jXLPZNF0tgZhkgoMICEHGh+2SjN4/bH6qA0mLP8QcQPbDAxmf8AI4mVDlZUrb29t6+vSpMRF8L5KYjY0Nu/0cgLq7u2vB8qGLCtd0OlWhUDBAT1XCazjRsFKq53n4eknGFGGbTN/yjWtUNtD6Ehw8y81towBRpBnY22KxWLkTRpKBHBwqN5RyhikHA6ZjsdgKqH3oQk4IWKACRBWXWfJerghDRdUCX8n+EPCwDcZfLhYLG93rn5VzDKPFfmIbBGOkbpAMBGgql0gsPRCZz+fq9XorMobt7W3zGe8i/8EfU4km4UKCx8L2bm9vVxpsYZZpdOUXoA25jz/XSBI84GD5Of+8F8A6CT2gESKHhmU097yD7e1tffDBB6bBJwAfHh7a/U7EpnUXIImbfBOJhEqlkm5vb1Wr1Ux6yR4yApXfsyc8E0mInxiE1OZ+5YzqFlUcmEsuuyUmMUKWBaDj5yHzQZFAvxdML3dWTadTS1jADFT1H7qwVyo7vKdOp2M+3w/GkGSqChI27Ap7ZfDIaDQy3MNgGmKMT5SRTYJHSPZ5l/F43M4kEtROp2MDbebzuSqVip0/fl6xWLS7VXivtVpNR0dHqlarNsxlXekUtgGJzOcjHvHZ8TfS6r1QuVzOkgkqlUjUsAtike+zIt6SZPBnXu5N5cFLSSFBfW8oeNKTg/iI29tbXV5e6vXr1/r2229VLpd1eHhosQwSc53FWQegv3r1yuKRx2fZbNZUA1TdvQoDf0+laDqdWsWXz+enubH/xGywGPvG3tJv4ave4CD2j3PtEyeqHAxvKZVKKhQKkmQ9OQ9Jzt460YD9IkvD0cAoEXwpKdMoA7POAxJ8AUIwM75Ri4DNC/TaeBrCeVGe7cYQAe0w+oBzWFheMJIgXjBJ0s3NjWq1mgqFgra3ty0wr9tnAPDKZrMrjTUcRM+QSstSGp+ToCgtWUuSOypBkgzEwOZTCvclNEDufSAJewjzz+fBCZRKJbtfAMAE4xMKhXRwcGCXOr569cqqAl5ytM4i8ALcAeYwnXx2nJmklR4Lkrz7ZXAfUJBcsGewy5Q7+XrAHM/EZ/ASKp+oURna3d3Vzs6OBTUcIc6R95jL5TSfz/Xy5UsFg0E9e/bMyvIPXTgvJuGEQneN0sFg0O7ogAHCceOcYE9w5l5eRvKA82KvkFr4IIx8h8oCgROg42V67AuJ283NjZrNpoFVGCCAVy6XUyQSscEQ8/lcl5eXxrL5QPTQhcOdzWZ2aVGxWFzp/aIPgr3mz0isqbDBrFG5AszwLASLfD5ve9Hr9XR7e2vJhe8BIkkh6Pt3xb5Kq+MhqdyRPPH+6YHAp3Q6HRUKBYVCobWbcpEI8n5JnHyvBraJj+FrsKdMJmN7DQBJJpMGQrFD32xPpZxnhLHE9wPQeE/8uQdC6LmpZLAvm5ubKpVK2t/fN1DV6/UsETw4OLDz8y7SH0+e8b16vZ7y+bz5dogMz2jyvBBqVEE4e8RbpH3EY6/9phLpe5EAyR4YAzg9K028QM44Ho+NNQ6HwyoUCisDWiaTyW9Mr+Ic8b4furA37IaKE36az4n0UpIBY2yRpAwsAF7IZrNWfeRZwS+cMx8Xer3eCtGE/6MSRaM5ifF8Plcul7MpQ+AZVB28fxLGfr+vRqNh927gh9ZNcL1MaTAY2KV6+N1ut2v+lEox54VJiZ7dxrdhl2Askn7Avbd1SABpOcyB2Excp9oE4UJfBJJavgayS5LFrqurK5MAHR4eand31wgCqlYPXYlEQs1m0943OJh3gkKHMwSh4lUPXqpM7xPPBz4BJ/N9kNn5ii4EG/vBvrOfVHrwG/hCEjPwLWoYCgQ3Nzd2fw9j9kmAmKz1NutB423RJ6LtZ2PIzHmpaNjJsskqkWxEo1FzZDwI35uSLRkmL4KX2Gw2VzSfgAI2mwMDkINlwvnag/9/m+31qbBhjUbDHDvaUYxinUUikUqlTJ9NMsaB5WB4iRoggSBGMoYDo7eFvWAqxW8D957F83o9nCSJBoy3bxYtFot2QAA8vlcklUqZg7y8vFStVrMxf1S93rW0CyDLZDLW7wNo46ByuYxv9PIMMoGOr4c5RJMNI8Ke8LN9soo2mb/zVRJkBDgtpE+MbebwA4hgM7gsMZFIqNfrqdFoaHNzU4VCwez5ocsD9Ol0ujI9bTa7m/NNORyb82MeSVIBA15256UZJJw4P/YDJ4a9eAYHtofvh40DAtHcezIgHo9rf39fe3t7Nu6x0+no/PxcZ2dnGo/Hury8VLfbtfsH3sXmpCXjiZwEB0sFjGonfsTLRH3y5KWQTMXi/fteBezLgyEqh+wtz+XtngAPwUIVAZuFaW232waqmYl+cHCg29tbVatVq6bCBq67AAmcRaRjVM04K8PhUOl02kCvT3il5eQ0Kmiz2d2gBBKSfr9v41uZtlWv160CCiHjWVKvn+e94OtgAunB4P1QQfMMP/IqyBdkN+uCFm9znN1Wq2XAF7/Ou53NZrq8vJS0HNfLnvLzqR7y79kD7MUDGgAvSSv9ib4Kyuht+mP8dDjsHj+MtLFUKtkFaZ51397eVrVaVa1WMzZ23fsMeBb8B4kytsb75VySJIBffP8KCgKfBFDBhrAhgeW8+PiNbXI+Jdm55bMB9gB+9GtxZwZkSTi8nDh3c3Ojs7MznZ2dWRX39vbWbvH2ctV19o74U6/XV5rcGchDbxTv0ZMs/HtJ9jwkG/hz34tIldh/XogdCDqwGKBcku2hpJU+GT4DMQR8wzvt9/uq1Wo2je/w8FAvXrwwe6WK8NBFouqJzvF4bGP9qSbw/iUZFoI0h8jlHSLn4/OAsbA32gggUDmfxGp8LaQ52JgWB+IXZ+H29taGLNGLRgUVkpILDZPJpDqdzkrv9dva3IOmTt2XhwAmaf4CkMHOcph58ZRjObAwWRgwWSovhc3EIZKY+NI8oNtngHwvGGmAJ4cEQAWz7KVDAGMuS8HZvkvw4PMBxjnIqVTK2DOvySPLJ3kAvGLQHC6kZjgJDg5svAchHEAMG/DH1wFK2dONjY0Vnbtv8PdVk9vbW2u6nc/nluE/ffp0xUmsK52SlkkuUhrvPLxECFsBTEQiEQMygAoOIAkePSneUXkGmp+FdM5Lydgv37Dpq1fZbNacLQ2BXuoHC4hUKBi8u4ypWq1qb2/PSpXrAGbYOwAeiSv7B8OJnVEpoMGWJAHgBCOJdCWdTlvzKaDbN6Rx9ijL+mSPPyd5hc2fTqc2GSmVSlljnQfpgILhcGh3XVSrVbudvVwumz2+rX70/qIKC5MTCAR0eXlp1Uj8AWxeJBJZGXUKSCNw+soh+y0tNbu++garTMClukmAIlBTfufzLhYLm0hD0hMOh1Wv11WtVq0yQ1M1vQ7pdNr08UjRODvrLJJ3iJl8Pq96vb4SLBlNWSgULGglEgkLsB5M+wrX/WEcXkdP3wF9SIvFwiQf+AMWIA6yhlhyc3NjUlrANX0f7HO9Xlev19PFxYXm87s7IJ49e6bFYmHTbdat3hJj8UHValXBYNCqA9geyQSABY01ZwrgQVXfy9fww1TF+J6AHIAKiQugmV4vfqFc4Gz6YSQAVGI/UhBvE8iniDexWGxt2ZS0vOeLRALJFJ8LcAVbjtQMsJpMJg3UUbGSVicSQXrc/7nEA/wbP+e+rBjyhXjmB19AyHoyDz9MUvntt9+q0WgYcctELfZwHbDMM5Jg5nI58y2pVMqmrRH72DPuIgEL+B4sP8bY7x9suycpSQawfbAOMR1CGiICmwUDgt385DBiPb0yVIFub2+1s7Oj/f1983tXV1dmv+uscDhsqg7ea71eN+xGVRqfgA+kPwxpGuQf0lVJRiyTpLF/Ppng7GDn2M59bMP7YA+JIUjwuOGd9gbItY8//lgvXrwwZQX3EhGv31au9yDpFFnnZHJ3AQ/JBhk45bH5fG4sJeXcwWCgarVqwNMDCIC2Z9zJ3Lz0IhQKmYYcQ/RBnISE8hyMFo5Aupu2wugwXx7EYdA8g840kUisPc2BxUHGcXAAGMlJsx7PAONLpWIyWTZIjUYjey56B3DmlN8AOBxmPgP75MEP5U+SSLSqNFzyNbxrZA3dbteAtZeBdDody+S9dnpd/aivGMTjcSvrwor4ihnVAg6gr2LBBsD4wiYB4gnQfA2JGZU2X+b1gNDrRAmW9FXwM6g8wbTdLwfDalerVf30pz/VYDDQ8+fP7UKhdRINJDTcOAs7vFgsrHGUBAHWHMYDm6O5Hq06rCZJiw9sOGrY5PvgjuqNl/jA1PskDiYaAMS+Aghhdhl3Xa/X9fr1a3399dcKhUL6/PPPlcvl7OvWWbBp+J5CoWAaeSRiBF0YTM/ES8sqHLIhggZ7STO3JLMxT5LAZvL3npmVlueC9+tHcOLPqOqS9FUqFbtcKp/Pa3t7W4lEQmdnZ5rP77T3gJ51kzTsyvepMHmo2Wwa4ITI8FUs37dBEOY8wmBKMnACuELegSTIS2hJqpGHeLCNXAtbpkJFhQ4fSoWHChw9DOVyWZ999pl++MMf6quvvrLkct1KGvaCH2b08HA4tAoLoETSii+5z5h7IojnI4nz++OBMzbl5UFUmZAKQmDkcjnzBV5een19vXLxJskHZyOdTuvFixcKhUJ6+fKlAaV0Or3ijx+6vD4dkBkMBvXRRx9pPp+r0WhYwuPlUcQPklrOSygUsmSEBAwsQTJKLGF5AEbfA6QDfs+/Wyo5PpGu1+uWwPEc3W5X5+fnkmTSNOR89Ha8y/JVKS/JQ9IZDAatgkESSw+Br9Tj0/h/SAXONwky5B2MOjiOpIKYih/2xAf7QkLjp8lxbon1/p1sbGxof39fn3/+uZ49e2b4pFqtKpVKrd3Ph29BrkclEv/B3o3HY0tewW/4fYgRCBhPNpA88+9IZCH+/HmVtHLWPeHBnvl70zymxz6RYo1GI4vT6XRaOzs7mkwm+vLLLzUcDi0Bfu8VDWnJSs9mM5N3wMQCENDbNRoNc7wc7larZQ6B0hllQw8CmXwAQwjQhvUaj8fG3PmN5ODCGPtGYZIfmLyNjQ1j3/nckkyTibSAF3b/xT1k8e9wSmTkOC1/MZk3lMViYSwIRistrzK+1IUAAQAASURBVKwnsaDCsVgsVkrsZLHSstRIgkHA5+DCwHsATGLEf2ENut2uWq2WhsOhXSgUiURUr9e1WCxUqVTMQQNY1i3r8nl4r7FYzNg0QBb2B7AAtMIK++/FSGX/PQlAvlnQN9sSDPgvAYggHo1GzVl5QI0NAuZh+tDp+gpMp9PR3/zN3+irr75SpVKx8arrgmUWYI8GQxzT1dWVbm9vTaNPtY0Rlbwv2CkPWKWlPEaS7aEvJWPrVM8ob3sZI3tOMCBZASxSDiYZo0cMmdFgMNDFxYW+/fZbXVxc6Ac/+IFdxOkT64cunP1oNDKpDjptJEYANk9CeF0uPsXbJjI+3/jo+31g88LhsMklOD+QJQACSXbWkUyhpSZRBDABKlOplJ1jbnzu9/smMyEpXreawTMBhEmuqLzGYjG9fv3aZDwXFxdWeQDE+b4JAD5/j8+CQLm+vjbQz9dyDvGRVIF806+0tEv8IyDX933gQ31zZCAQUK/XUzab1T/5J/9EBwcHVkHiduB1z6yveknLi2drtZpOT0/19OlTk1P6y1QBHPg+Kn7ImekXwpcRJ5DDECN9kkaiyNQk9ssPWuDv/OW7NPKT9JEkE08ODg60vb2tVqtlwCuVStmghXcBzV6iQlXy5OTEsImfAIXNEAt8Lxw24skUL8XzhKiX+nBGwUAQlcjumL5FoiDd3S6NzWDP/HwkveCoFy9emK/kHiEqwFSW11keD2DjNJhzRjY3N+1zkpRTESWxgBDw5B4Ygx4/fJ7vU+Bz04OA/ftkDZDM+4KIIU7wi2SdyhGg+PPPP9fW1pZ+8IMfWCUUwuhdsR0kBpcdkpTxnjl3TDYlptHD6Kt9yGjv9wSRiELA+KqFj9X4fIhfiBbk+D4u8txeBUL8kpbXCpAsMmFvHULgrRMNAh6TCYLBoAVGDofXbvv+CQ+wYKE4PDhBnAA9E16GgvSEpkaqFgQTjISDAjPqWR4yz1KpZIAZkOCB0sHBgTUeIltiQsa6i5fCi0XidH5+bg2GHD6ySA4shkS5jO+3WCxWmkJJIgCSZOh+LKK0HIsWiUSMFcAIvZP2LBklUt51v99Xq9Wyyg9Amrs5NjY2rLr1rssHX5gNDplnfnwpml4Nktdut2sHnIMYjUbNHgETOEIOuB9r6hNWSpA4P2zHA0j/+afTqfWVAA6k5Yje8Xiso6Mj/fmf/7lqtZo+/PBDY1/XBcv3k0kYYGRQmUzGZmNjV+Px2AI+1UHsDNDl9fucY0A3wNKPXIUlxO75ObCcJMOcZc4I7B8+BV/D4AN8BBcDTqdT7e/v29nBUa+zfOLOfvFzAXAwb9gEtkL1lT3n8+PnYM15TqQmXvbJ5+cdAi6wMYIWCQwJCE2mfHZkakhTpVUipdvt6vj4WJKsyZngv67dcXZ8hZg7AUgCj46OdH19rXa7bf1A9MLxDMiV/BQbEmFfxeGOB+wJQOhlO8gOeB8+ucDPsl+SzOdDPODfqNZQDfrss88UiUTUaDQkLSdpvQvgw3Y4L5AN9Xpd9XrdekGIYZBrjDj30xEXi4XZFj1tSDWpJPoqGj4NX8p+IKWCheUd+fjkbRUAjC2QbHNfRb/f18XFhY1455K4dave0rJHg3NCD+TFxYUGg4EODg5s0EEul1MwGLSxsvgngLXvr0KSTKzhzzmn/sz6qvfGxoaNqSVOY7/eb5DYzudzu2cMDENVmorP8+fPjUTtdDo6Pj42GbbHXw9dJFQ+MYA8y2Qy9o7xqXwG3heYDCDM85LsAVZhzwHA+BuSN3AWJIMH5uBN4nMksrw1G/IFf0d8ZqTyfD7Xzs6OfvzjH2uxWOhv/uZvLLHDb6/j74gT4FxIjUKhYPHh9vbWsBbPQaLB1EymO4FLsCckft6uiW/cW4X82ku/vQSf9wmu5DODFdlL3jn3qpFE029VrVb1f/7P/1G/39fOzo4lle+9GRyDwomyGbDbk8nEpC1o+9igUChkzCnzjH0FATAoLccR+hKyB3jS0qmgPeOAjMdjY8sk2ahcWFQuyAoGg3aRFIcd/Tljz/jzZrNpkq91gy8Hy5cYkQqcn5+rVCrZQUaPiFH4cWcEYAybEjYOZjKZrNxKyS2tNJph+HwGHLzX18KoEiA8WwH7CUDgZtxIJGLBnpvKSf588rPOIojxew7oeDxWs9lcYQYIwB7wk90DaGD8CEY8G/vLnyPPIRAC/EhiKTX6iou3R5zw7e3dhT4kPSRLVBpCoZAuLi70P/7H/9AXX3yhP/qjP9Lh4aEF9HWDLxUFn4jBRMTjcT158sSmoAWDQQMk3W7X3rlPrn0PD4kBzo8gwv8zIaXRaKxU1ziz2LdvRmf/2WOYLeamsw8Ea24Avrq60mg00h//8R/bJVYkdOsmGr7ihe1ls1lFIhHT5wPMeJfYAU6ahJuzScLOuQL8Md7S2+Xt7a3J23gHvrmSQNzpdFYSNdj/8XhsX4sUFPKAySfX19c6OTlRv9+3SyRJoObz5Zjchy5PelChIAZMJhNVKpWVs8s7pfkQ6aVfVHuofDNl6vr6WrVazd4RTe8+8YfJ9uCOXzD2nAs/fQ7QgO+CiOG9fvzxx9rZ2bEkEHD9Lj0a9xl19i0WiymTyejm5kbVatU+g5fl3L9ANRAIqFQqKRaLGVgApI3HY7uwLxwOG2hhX7BVKmP4CN/nARF13x/c18jjJ/GhNJ5eXFxIkiqVijGxfg8eujg7HsxScZzNZnrz5o2Oj4+1u7troC+Xy630TWJH+E6AIb1UYB7wBCQKiYqPPagvOHcAZXqliLlUkMFSJBpU7fEfEBT/9J/+U9Xrdf3d3/2dms2myZTfpRIEQAdHQSpS1WJ6Hp/Pg1hG/4JxsEG+V7vdXhmhz3viv/g54ifkmFekcPkje0bCw+fmMxcKBasKpNNpq4RI0u7urjY3N3VxcWE9PLPZzPpQ14mzvvdXujuvEHUezzWbTUu0mcZILGXoCX6N84wNelLdj3xvt9vmA+gFYW94N/REI7UiHvHzePf8Wz/4BXuKRO6usfjrv/5rNZtNFYvFFXn6e+/RwJHAtpGFI9+RZBfgwU5x4Jnog74fw5pOpzbtBtBHZs6BpeztNWEYajQaNYDkM3HAob9YifIWL+Ds7MyafGFoKEvDfg2HQzUajXe6Q4O9w4kD7GG/Wq2WWq2WNS0DHHAgvvoDgwlogyHFSd93tuFw2C4j4v8Bgl4WBAi9z6jx75DCdLtda+CjoRQdP5eC8Z74PvzcdYOvX7BJkpTP53VxcWFJEQmqf0a+ljGFgDSCGYwAJU5GZAaDQbunA1YJIE1iA+PndaTYtHe2OGuchW9q29zc1PX1tf7u7/5O//N//k9NJhP98Ic/VDqdtqTkXSoavFsCHSC/3++bfMYzWThGHC9MFQm834der7cSLHFSnFsqaX6Ki7ScSoINSkupkh+h6ytIsDuLxcJ8TavV0jfffKNaraaPP/5YP/nJT1b2jQR3nYX984tqSrFY/I1kMZ/PG2sZCoXUbrc1m81MKiQt+644c5yLm5sbC94wcdws7mVXTPkjgAyHQ9XrdWu69okb79sHc/ajWCzaAIpGo6GjoyOVy2U9e/bMKlPD4fA3JvQ9dO981YBKp6+aHhwcKJvNGsjA5/mJLPhr33cHICN5RULLefNkEFVpegnwidghcYvEDyaad0tQ9qOc+VyHh4f69NNPbUoP06GQWL3L4txi64ACYmK73bbP5xOsXq9nCRbPx+cH0N0H8YBDJhcBuKlcSKujRr1UA7/GGSGRhIwiuaEaBVCdz+/GUNfrdRtTTWz0ceehi4TQy7upCpPYItXi1vBsNmuVHXw1/mw+n9sZxtcTC9gfkotAIGBJuiRL4kjOfDJG0o/tQir0+31JssSIKT9U0vCj19fXOjo6MjuArHmXapC0elkk56xSqVg1hwpGvV5fIZWxT+wEP4adxGIxA9a+L40zu7GxYcmW7znF5/uKGfYOoeUVNF62ilQTCSW2+vXXX1uFC0LXV83XWR5PSHe2lc/ndXNzo4uLC8Oe+C2qLMgT2XsITqoxvkKHpB2f1Ov1VCqVVvwWcRqpZL/fV6fTse8PlvATT/27Jwlkgt94PNbTp09VqVT0l3/5l/qrv/or/fCHPzSM8FB57YMSDQ+2vCQgHA6r1+utTGkBDJOVw5SQ/XoZEIedTfMTALwEIZVK/cYsfwzS6yN9gE6lUnYY0FzDIjJibDQambMFSC8WC5vG8i4OkIVTJ7MnaNRqNdO84oB8gzpaQ69PpuqAfMIz/iR4/L8HXF5C5pMLLzHw/xZG1TvE6fTuEkY/Aej8/Fy/+tWvFAqF1Gg0VCqVzD6wm3cBzABRnr/T6SiVSqlSqdj9LYy6BYgCwKgKARJ8GZzEzidqABxfYvSMMb/3dsfkMhgODr7XmwO0cLwkiOivg8Gg/uW//Jfa2tp6J5meX95uSRTm87ldwlMoFCxhyOVyBjTvN4hS3ZO0Ym/ITmhIJPHAXpGJESx80gxg9jIFvoZ3TmLN5+bfBYNBvXnzRl999ZWm06k+/PBDk4N4tutdwTL+DrueTu8mhDx9+tQYZCoT+Al/Sy/AE8ACQPEgnLI6wJmzSBLmkxP+jv0haSVYYtM+yZSWDNXNzY2urq4M5ORyOe3u7loVBb/re7vW2TtpGTypVh0fH1tjfbFYVLFYVLvdNo06gJ2YAYGAH5dk59iDNGINCQqxIhgM2lhuiI7JZGLyDHwf8Qk/y775S+ao9EajUT158kRPnjxRMBg0xpD35Edbv8vyfoY+Aoio+XxuPVT48kwmsxJPPbEDMQfxwv7QY4Zt+Wo5AJ3kzA/dIBn2Eg0vh0FnPxwOjUCcz+cmt2W6DaN3fR/AuywveWLRHMz0Lt4jfoWzyHOAWdDIY2uhUMhkspxj9i6VShn7zP7wNfhHvjdybOmu/4K9G41GlmigvOBcQ0ZId1XNWq2m169fm4+gcrNuJUjSCgkGg001end3174Of+jlXewPMViS2WwwGDTpFMkSsm7iBDiD/eL8gZEAttLyfjGSbL7Oj4fP5XJ23wMYajwe66c//alevXplfU+ecFhXrcIzEC+xMW6mr9frurm5MWklz4tknX+Pn6QPBiKBWJbNZq0C7CVOYGfOEMkg1VwqnsQQ4g/4guQE34YSANnfs2fP9OWXX+q///f/rmKxaBd1egz7tjH2wRUNmpx4uGg0amVdADwTMlqtlkkcfBnbJwsAMGlZxvFJBM6Ogy8ttbUw7WS46FT5vpRkfVnv7OzMbuL1h6RUKlkw5kDcb1Z6l+V1nWjpPFvumSQmBEUiEUvAYEz5el/akrTSWMvf8TO9I+c9ekmNZ9ylZeM4yYUfp5hMJlWpVKy58rvvvrPbMBl7SsKE83sX3bIPmDwjzrVQKNj/c8h4PlgXD3zYD7J5L6MgcPIzfeDyINc7SByWBxf8Hd9fkkkdYICo0F1eXurk5ESXl5c6ODjQJ598Yu+SZ+GzrbsApZ7xSiaTNkHp9vbWyvKSjO2AMcJxAXRg6tgXEmBfxSLR8M34JMc4Ov4OEsDrTX3C4hM3fsbZ2ZkuLi6UTqe1vb2tra0t+9n35ZXrLi/rwcam07sRsIlEQuVyWZL0+vVrOyt+qgo2cL/a5s8ESZO0vFnWSwwAQEgjvEQChpCqJL7Ql8Q52/QjXV1dWfAJBO4GQORyObtd2p+fd012/d5T1UZmwUWMfE5sjIqzZ7jZB2IHST6JrLRs1M1ms+YjISIY18i/RaJAsg+4Yp/wp/gYfBmM4s7OjjY2Niy5rFarK0MkvJRinXX/vJNAERfK5bJisZiN8eXPiR2cdy+PQCpLVQb/Rxz2PVq+ko1PRRbGO/LEIZ/PSxsBociSmOzDzyW28Xk9W/0usZYzhm1wvrD3TCZj2IGJQ/ilQCBg0hueDUkcz8vwBaS1+E0UClRE8F8ka2ASkgeIVsA9iylP3CB9v1+VvWm1Wvb9WO9KhhLveDbiPjLVQqFgyRYj0PF5fHae3Y9TJyHAf4NtZrOZEZaBQMDuZfNDBPzeUQ2StFJhp9pLY3qxWNTm5qZJ3svlsgaDgX7+859LupNQeeZf0kpseegiFkrLaXij0Uh7e3u6uLhQvV43BQEXpVLF9gSnH4qCX0f54IcY4N+wRz43/oq/R5VBJZQYir3f3NzYEAcktpPJROVyWcViUeVyWb1eT3/3d3+nzc1NffjhhyoWi1b55nO/bYx9kHAeFhKjIhik02lFo1HTTNdqNdOGdjod08OR8Xq5kr/9lv9yqGAYqC7QDAS7iiPkUEsy9hDmlipKLBazRkIf5AKBgHZ2doxp8OPVJJlDeNfFi5aWt+eGQncX3dC3QmDk70mEOGgAGF9K98kC7wMmDIbKV1IAgThSz4yQSPp+DPZiPr+7vXRnZ0fb29uKx+P66quv9Otf/9oCFY7TJze+GvAuy5cIA4GA9RIEAgE1m02TIkkyBohkwzec0UxJ0icty8becfPvSbpIZjwzxj7DrPLcfuoS8jckBDs7O0okEmo0GqZXTqVSevr06co4WwDHu4BlFp8fRgrZ1OnpqVqtljFCfgY61QYvV6SR1NscDYAejJM08N69JAMm2VclAUW+koAOH9Ki0+koFru7jfTly5eKRO7GtX7wwQcrGm/P8L1rouE1w5Sxg8GglekPDg6USqX06tUrXV1d2UWf7DNnkADkJ5CxN5xxNN+cdaoVSMwA44Dv+5NbCPqUtX0/SDqd1qtXryzJRQoaCCwvmMN/+MbGd9k7QA+9TpwVxnQim2UcJvsEQcTnAXSgk+ecIe/wQAY7jcfjqlQqKhQKK/rk+0MJeA+w0HwvGqJJwKS7uJBMJlWtVq2/IBgMWqXrPin2LgtfQ8M3FVPsvFKpKJPJqN/vW5KF/Mb7Dc4upA9DG4iHXpfv9xrpBHIqLzXhl7SsfPHvSR6YbjYcDnV6eqonT54olUqtJOCSVnzw+yDzqKKRSAD0wRhIfZFHca55HippVBjwS1SEfNIPKclwDKr9vA8qm75Cybugcg7g5DMil0omkza5Cxv2QyPwD76S+S7+zldI708BBdCPRnd3Bm1vb9sdJfSgAGCpYvE5/EAPYitDBehhoapIpQn8FwgErHKXyWQsthJb8B35fN5uVcfv3dzcqFar2T7+9V//tU5OTmysLWdJWtrguxChJOuchaurK2WzWe3s7GgwGFisLxaLKz4fJRBVQ6p93GEDnmm329Z7xv5ik1Qg8V++4uvlUmAU32zOfV9cVVAul/XP/tk/Uzab1XQ61d/+7d9qPp/rj//4j/X06dMVghV7e+8VDRaMhR8dCzvGqNZGo2EHlepCrVazzeOmVUlWzYC18bpwSRY4fCmN4OSlDbxoGFEWUpXhcKh2u21AZDqdKp/Pq1AoKJvNmo6u1WrZz31XudT95aVdBPNYLKZarWZBDakFzwSIA5h4zSKVFyZaAHrRH9Msys8mgHrmywcK9pPAgiFNp1OlUiltb2/r8PBQpVJJ1WpVP//5z80ZwlZ6FuldAcv9haF78E8grNfrKpfLikQiBqY6nY7pnMn0uY34voQFQOllIzhxD2IIZPxMlt8rn8AQfAGRBK96va6rqysNh0M9efJE+/v7K3re97l41z6oZrNZc8itVsvOI/vqx0/yLPv7+5Lu+mO8nha2kl9Ujbz0ALsDQHHhH4CHxJobrGFQeed+iATvgRGtJMkEIc8SvssiiHgGstlsWvNsKpXS4eHhykx8tMZ+zK1ny6niAPD8ZDYvwePse9mVJKu4+iZwAgcJBOeDswxw5T1dX18bu8t4b1+del97x/KgFmDie1FIwCBPksnkSrmfC2DRWiOj9VUN9pXLL7e3t01jLi3Pp08cOGeAaiboURnnHOfzeZ2enmo+v+svIGmEVfRV1Pe5vPYesmI6nery8lLb29vK5XI2wpbYwWcgqUcKyZnk+8CU8j6wK+II04Oo6pDs8g4k/UbvHVIugOqvf/1rzed3lxriGwGTVNXft7/Dz/F7CI1YLKbd3V0dHBzYdLOTkxNJ+o2pVySuSO2oNJCo4U+xEU88AeoAjWAjqhKSbNqftJwohT/zBB37CzlFPAPD8Fnfl7/z6gZulMfH8PdM1avX60Y64+OQSO3t7Zkdkhxw1ofDoZ11MA/YD1zi7Q5yh+f1k0chv5LJpGG4ZDKp8/NzRSJ3l23++Z//ub755htTWtRqtRUp5fvwd57o5Zlp6N/f37ehHyQgxCxsrtfr2SAMbAsieHNz0+IoaiDkifj5UOjubh9GE0Mg+b40hgax3yQnyM92dnZ0eHhoseDLL7/UV199pZ2dHX3++edW9SDReGhfy4MtFLYRLWMgEDD2gLIasqnpdKrt7e0VDTbaVwAxDdi+egH7zIHyLAiHyjfx3deMIe9ihnG/31e1WlW9XjcgEg6HjS2gQZbs8vtIMqRlvwIvF5BWKpV0dHSky8tLyzLpczg7O1O1WjVHBRBhEgQAyM98Z3/YR/4NC3aWAIVj9uAFIyRRTKfT2traUiQS0cXFhb766ivd3t7auGBYCl+m+z72j1+U7GHob29vdXl5aQlvKBSyUjcOEAkJZe/fBkq9w/OsAVIJbB0piGdhPLsEe0Bj9WAwMI0jDu/09FTZbFYvXrxYaZZ+H1UMv3xQ8tKQRCJhDJXvAfIjGOlTAgDCBn7wwQe/ERgpuRPICbY0OLIf/l4EWChGUaJnhaSYTCbWyJnL5Qx4UpUBlL+PKsb95c8GhIp0R4qgv+10Ovrggw+sT+Ts7EzNZlPRaFSFQkH5fN58EmD7/hhUQJcHSD5hg02PxWLGNuPsvRQLdnBjY0PdbleNRkOj0chGVc5mM2MjkcIBrt43KSAte8IgfvBFrVbLAILvEaCagq2k02kby+glO5LMHmGh+XNurUbW4iVTVLU94cM0Lz9+l+Zq6Y7lvrq60mJx1xNBtdTLHd5HxdYvkj7PNOPrkdN+/fXX1hAKS+7HcVNF85ckwoTjA/yERklWzUBxMJ+vTk/zAIZKG2cO/39wcKB4PK6TkxOVy2VNJhNdXV1ZRQS/6+WX73OxD8Q4Ek0Sr0KhYBVS+h+oHpJgkMjy/HzeyWRil3RCbkCs8f7pX2D/SUKwYWIBCcNisbCKG59Bukt+j4+Plclk9K/+1b/S5uam+VPfCP2+cQrEpZcjU6UCUA8GA5sExd7yi/dLQkCF19/7wpRSyAT2B0kx39NXHbxvx1dhk35dXl7q4uJCtVpNP/vZz/T111+rWCzq2bNn1leHz3tfZ9b7LxIIkot4PK6DgwN98803NviHPhVwZ7vdNlvEh/NZIayoivF1gH7iCGfax4P7SgxpeU0FPqJQKKhUKhkZy6CGL7/8UrFYTB9//LHy+bzZ8bprrVR4Pp/bRTEeEPR6vZUSYL/ft4cE9Ho9HFpESWZkGLOXQhAkfADmVzC4nK8MY+OdMzo5ADifDaCF8yRgYNzfx/L6V6+f5qKner2ui4sL5fN5e/lMuqGJk+fD+VNOvV9+o5TpexoAfzAGJDz+4JERIzlAM8o7Pjs7MzbyyZMnBiJ8UP9dLJIgwD8TRJjNTtI7HA5Vq9VMRsbe4Ux5bu+8fEmQRAXdsWeMGZtL8GbfsSuCkT8jOGkutHzy5IkSiYQx4e87yfALFs4HyKdPn9poURJE3wzJuUXXCaMhyXpgSFABIIw47nQ66vV6NonJ2yQTkObzuTlbzin9LIlEwppWkWMwWx35HhWBd9Uo/0N7dv+dIOVkdGGn09GPf/xjffjhhyoUCla9ZQ/xf4A49h4WExtiUAW2RiCXZM8PwIWAgfUjcCNHuLy8tLGKfF7pzs9ubW0ZM8nzvO9zy/u4L6EMBoPGDi8WC7uEi4o04AEdNf8eGQVJGQkrjC6kA0w9VUdYT74PZ539owJCNfT09NTYWnrOYrGY9vf37d96eY5nfN/nYs+ojsXjcbM3+g/a7bZ2dnZs/ySZPA4fht8PhUKm2cbP4MepJMEI49/8zc/YcqvVsv4L7l4BLCPBRPEQDof15s0bBQIBk7d4+dH3tUg2eA78byAQ0NHRkfb29pTJZHR4eKif/vSndtcLlw/jAwHKkmzPsc35fG49Jx6vwGbji0gMpbukFYKKWI1agKEHSKe73a6azabK5fJKsz+44X36Or6XZ9OR5GDrs9nM8FoikdDHH3+sX//615rNZkYa4J+Q5kE2c1lzq9WyChDqExKNTCajbDZrxAF+iyobNs2dE8Fg0O4poTrSbDYNQ/3617/Wz372M+3u7urZs2fK5/MWy76P8wrm9FJWEoLt7W0lEgm9fv3apl5BUHIWSD6wAxI35Nuc1VarZb1F/o4v+mYg3Jn+6atJnAsSE84xMScYDOr09FQ/+9nPJEmfffaZcrmcYZ53sbm1a26z2d24Oi+D4iKlSqVic4zj8bg1/bTbbQMb9GhwKR4gGpDjQS9sXL/fNyYR5pyNw7HSFC5JL1++1PHxsSVAGFwwGLQMG4cEIISd+D4BMy8OcBqLxazy0+129e233yqRSOiHP/yhserZbFatVkuXl5eWqHhdHuyJbzjDMNhHmBD2lgwcY0WiFgqFLAAjy6rVajo/P9dgMFAmk9HW1pYmk4lJWnDk73vf/rHvBxs+mdyNH202m3abKrI5ghulWthRGFNKulQ7JNm++4AIKwhDSKJNoEYKR/IG+IEdzOfz6nQ6ev36tQKBgD766CObWvL3lSLX3c+/7134iosk07P3ej31+32TeiWTSW1vb5s22H8vgieXcFJtoxLy0UcfWf8GSZWvLiHpSCaTlgxGo1Ftb2/b/tIjRMMq+72zs2OB7LdVznzQfF8LwIbj5v3DOB0dHWk0GumTTz7R9va2yuWyrq6urNm/0+lYE6+vOiBZAbSQ+NMnRtLLPQSwYDTY0kN1dHRkk9iQZCDvyuVyurq6Mmnh9va28vm89cq8az/B2yyfqEHmIG8MBoM6ODjQ559/rtPTU52dndmoUNg/QIavckCEBAIBG5tKNQJ5BMMO9vf3VSgUjAAYDocmF0R6RHKHdK/b7dp+bm1tqVAo6Pz83Egd/vt9EytezgOrfn19bTK4r7/+WovFQqVSycgWYgsMJLZLQusbdbEBbByfBniEQKJq1Gg0tFgsrBrlG/KDwbs7DyAu6vW6Tk9Plc/n9ezZM2so/j6qZ/cXvSieYAoGg1bhAdRXKhVVq1W9efNGqVTKmopJlHzPC4AOX03sJaGlkoJfBPRBejYaDSPDuJncVwK4l+rk5ERbW1va3d3VkydPNJ/PTW3xvmRSv215vHD/5yCF3dnZsT0iKRqNRpYASzL7lO4a1+lR6Ha7VsXCB/pJh/wb3h9fy0QpTyRjb8Qtpju9efNGv/zlL3V6eqpyuaz9/X17nx4TfV/7x7njLDUajRXZ8ddff213BYXDYZXLZZMc5nI5ZTKZlerWYDDQ2dmZEfsQWyRpVDR9r5+vBNEKQBxBljqbzXR+fm5TV5PJpC4vL/XFF1/o+vpan3zyycrY63eNE+9ktRwAmA8a7igZERiRXKRSKQNefiQkI28BhNfX11byx0mOx2NdXV3p4uLC+j9g2nkxHHrkGl988YWq1aqx8uFwWK1Wa6VBjjG3/KzvO8nwC2YTlh1NcbvdtmTj2bNnlqkmEglrKOIgwir72cYAXcaVocmjT0OSSTCQVaTTaR0eHlqwikajplE9PT1Vs9lUrVazzxmNRq0SRNXq+wge/1DyAptJsnp7e6tKpWLOLZFIrIxi9A15kkx+AiNPwkZCRpWoVqtZo6X/XF7iQRAnMPG92H/ulrm8vNRwOFSxWNTGxobpTX+Xy2vycfJcJjQYDJROp+3MIN+hubndbkuSJRqtVmvldvGNjQ01m01rdmw2mzo9PbWAL8k03DQeptNpYxVDoZBOT0+tv4hGuEwmYxUDSsb3LzT8PpIMv7Bxn3gA6prNpn7xi1+YvfnnxeED9OlN6ff7FoDxRzDVzWZTmUzG5GIAZN+k22w2TSYQCATUbrdNrwy7jD/Z2NhQqVSyxPv73Ce/eCde5jqdTi24kng9efJEhULBCJCTkxN7Hu5bANywH1SLaGhnPCT+MRC4G73c7XatWp5OpxUKhWyinnRXtUQagu8YjUZW+eHrfeMyJM33vUhueR7uipFkF24iry0WiyqVStre3jbNuo/L0lJ6jE+k0iMtJXz4P5hWX7lNJpMrPTZUFNlb9sdXlbmVmz1+370sv21h2x4oUaHgErnr62u7wFKS9cwBAmGnfRM845p5B0itAHn8PCSDvm8NUEiiUyqVzM8WCgVjjw8ODvTpp59qPB5b0ut7in4Xi2QDX0uFsdPpKJvNan9/X8ViUdLdFEAPXKk4plIp82UQy5AE+AWqggDtnZ0dw2IoNvga+nkBxovF3QQ55Hzfffed/uIv/kLNZlNPnz7VT37yE7uA2dv5971v4DAq7hcXFwqFQtrf39doNLIpnYeHh9rb21tpR/DVrfl8blUabJf9gPyg8uYrDkjdvXohlUrZCPvBYGCXnd7c3CiZTOro6Ei//OUvdX19rb29PbtDDCzzrnv3zukxgBY9JKW2arVqMgiCCs0v8XhchUJBk8nEWFSkBZSLCUhMgCDzpZkGhisWi6lcLiuXy0mSarWa2u22zs/PNZlMtL29bTOHuUVYkjHQlJq9dv13tTyjSJZeLBbNoH75y1+q0+kon89rY2NjxWj4M/a12Wyq2WyawXJYB4OBlW4DgYCNqANsbG9vq1gsqlKpqFKp2D5jiPS2MGnl4ODAtHyA1O87QSPZ+G1JB/sGiJnNZtrZ2VGlUrGElYoCAQdJH44M6QnvAhCH3vb6+tr6GDjEXKiIY6B6Ii1HQ/ppIRcXF3ajOqNRPXjxi2d9l/WPvQuAxHQ6NbYMqQg25SVU5XLZqg9ojKlQ0lTM311dXVnvValUskoG9w6USiUdHh4a8TAYDCyY3tzcWFXq+PhYp6enisVi+vGPf6xSqWTPRUXh/l59n+D5PtOHrwB03N7e6quvvrKAurm5qb29PasY+Rnl/X7fEjT8AKwcVQ7K74xsDIfDOjk5sSQtn88b6QKjSvUYxpSqwKeffmpkC/v0uwYu0jJZA9TOZjOdnZ0ZkMWXJ5NJffPNNwZq+by5XO43+vQkWWUaoENPBX6TBDkcDqtYLKrb7VrTKFNvGo2GqtWqrq6ubELf4eGhjo+PrXrmm1R/l4tkA2kyVVAqBcfHx6pWq6rVaqrVagYEGQDCNC+APiRTNptdkQWxl+wdQxuopAA8ms2mTfND5x2JRKy6yX9/8pOfKJ/PW8zxGvnfxfL9kPzyLPB0OlU2m9UPf/hDFQoFe/c059Kj6HuNGNkv3fkARiXDmgOyJdngBnrLtra2DDBjQ3yWWCymw8NDk0f9/Oc/V6fTsb//XRGgLC9H9aNnqc4jkU2lUvrwww+1ublpw0UgcOlDRQ4E0ed7OXzCz56AAWnaxzeEQiFlMhmzuel0qtPTU718+VIvX77UYDCwC1wPDw9N+va7PK8kG1TvZrOZ9XlRtWKKl5dZe6zs73ujsoj8dWtrS0+ePLFk4v6YW6TG6XTaCEFisLTE7Ol0Wul0Wl988YX+7M/+TJFIRE+fPlW5XDY1C776Xdd7qcNhPH5iD46ZLC2VSq0EVQBbsVi05l2yrfPzczWbTdPy0aORyWQkySQ+SCj29/dVKpWMNaAPoVKpqNPp6OjoSIFAwACeJJXLZQPqvlnxd7m84/DlZA7mzc2N6vW63frKCydxgnHikpput6uvvvpKJycnBmK4NImF9p1y+O7urt2ce3V1ZY1JrVbLZC/Io5B1cAES4OD7ZAv8Hv02RwtwIZggR0kmk9rf39dwODTGmAPpf+/ZE5ptmZzGXtDkDoOXyWRstN7e3p7ZoZ/ak8/ntVgsLPiPRiPt7OxYEz9gBfvm2b5vVh4QRqKBI2E/OBOTycSYGAIlDdjIvZgw02g0VvqGcrmc8vm8SU9I+qiMIZlCp0ylEqIBVrvT6SgcDuvFixd2SRosDSyhf67fxfLJhu/D8QCK3hYmGeVyOWvwo5cMX0dy1u127ReAGhYb+65UKgZsqPziOz05Q6MmVeTt7W3zcZzX3yXY83vnEw2SxOvra6vgoi0muUKmV6vVdHZ2ZqONg8GgMcKxWMzAb6vVsklziUTCZLwAP8gA5BaAY2R6SAwI2LVazabUAZR8nPtdLt+YyzMHg0GrQkNENZtNNRoNIzW2t7dVKBRWenh4dvTxnDkSNIa6IDuhz4rEbzabGeBjZHir1bJJadg/wB4C8nddvWVRwfEafaRV3ODMmfzuu+/MjvL5vO2fT1aIM37oColoqVQyeRrgmz2gakvsxm/gBzqdzsr9Ffd9y+9rQdBRyRuPxyajQy5H1YU+vfuxgwojU9s2NjbMx4MXm82mgsGgNe3P53N1Oh27BJILP7nk9PLyUt9++61ev36tSqWivb09vXjxQtvb2xbr3mV87bqLeMiZ4k6U+XxuVUeIIewEggq1CnueSCRUKpWsBwbs64e1QCKPRiNdXV2ZDXITOfbJz0mlUrq8vNTf/u3f6i/+4i80mUy0v79v8Qqf4O9mepf13gR/ZLowjWiraY4CSKMlg/WghJ3JZOyg7u3tqVQqGQCCMSfgSndOAifIHQCMG+10Omo0Gjo9PbWXwNhCmpUKhYLNKf5d9GX8tuUZen7vE4hMJmO/73a7Nq0F7V4sFlOhUDCttm8w9feJsNckHugbF4uFTk9PV25vZjQfTVgkeZVKZUVyRjmSz/273ju/AC9+sgJzzaPRqDmlQCBgFTRABIFnc3PTLuOi6YzLEgEnPGsmk1GlUrGxtIzDJEjQY1Cr1dTpdFQsFvXhhx8qk8lYjxHv+ne9b74CgPwHUDWfL2fDc/76/f6KzfG1SFSQjXHTb6lUMkaERBUpUSqVsgbBdrutb775xpJpGsFpCgyHw/qTP/kTk84QoJnCRBWBZ/Lr++gVuv/9vQQFu6NRFEAGgG02mzYNzUv0qFxcX19bkpHNZhWJRFQul016CpiZTqd68eKFcrmc6eX59yTIjD3k38EcAiB9U/TvY7F3fsKUH32JJALGnUoOAHc0Guny8tIaZqkYzedzXVxcmFachLnVatkzb25u2h0UvV7P9sxLILHhXq9ncgRkvdLfX4X8XS0AE8kW0p5cLrciR4YJhySCaWfyHbfE04OC7Ik+K9+jRnKLJp5RsVz4SNWXn4OMl5HxJDG/rwTNr/vJ4sbGhobDod68eWOV/Gq1qtevX9s40p/85Cd69uyZJZwoJlqtlrHqVJi4pwPpOEkEhB0XAxO/USfEYjHV63W9fv1aw+FQ29vb5id+33smLYljYhtVFog7z3rjmznfyNCQ8nn/B9nMmUKqB6ajgR75LQkX/W8QVM+fP1e5XF4Z4IDU9PeVpFFJpAeKPbu6utL19bWKxaLm87nS6bR2dnZW4iSKCT+dCxk2EwWlJe4msYlEIlb573a7isVi+uSTT1aG5zQaDX3xxRf63//7fxv2TiQS2tvbMykfxD+48F3Xe+0sgrGSZE4PWQWlGsqCkkzz9+bNGzNCLjp5+vSpNjY21Gq1dH5+bg6fxIW+BWRG3377rc7Pz63xkTngsM+wZUx5onzpAf7vY3km1stZcPYAht3dXW1tbVkTpJ8aUqvVLPutVqsrekjABVMHMHovCULWAdMvyRotM5mMdnZ2LDhLWkkyfp+gxa/7PSJIUWD9CJiUvZllDotPbwZ6XS+ToscIGUY6ndaPfvQjPX/+3NgCAgrNpExeKZVKppWnnPwPJRnfdyXD/wwSUxhmAgQsGg57Op3q4uLCHCH65lgsplKppFgspnw+r/39fZM2Ao7ZO5iUnZ0dXVxcWFWs1+tZM/V4PFYymVS5XNbW1paKxaL5CyQbyCj/IXnZ76r3gETNN9f7JlI+C6QL+8xITT+yFikUlQl6inw/TTqdNnuCTZWWjZpevsq7vA9Mf5++jsXeSctquB8Tis9COgtQiMfjKpfLKxO6YAphUPHrsKT4KnTxXvbDJCbpjpyaz+c23ISk10/o+30nGX7hf9lHeueazaZVG7BNmNBer6fvvvvOpMfSctojFQdm+tdqNZtQxrhgJKPsK+QOvoUR8TSqAz4hH39f1QyWJ/H81DbkX/iU0WikZ8+eqVgsqtPpqNVqme1wmRnsdDwe187Ojkl8uEgWiR+JH9PVmEgFQYFiIZfLaTwem9SRO7/eF9B710WiwblhH8Fk2BBTHyHaIKfi8bg+/PBD2xfOE9I0qvw0xsfjcWUyGSM69/b2rOePC1IDgYBVi6mAch5IMiBLf1/LT3oi5s/nc8PEnU7HyDQq0KgemKbJwJGLiwu9efNGo9FI6XTaEmV8W7VaVTKZ1IsXLyzRpWLy8uVLfffddzo5ObEBScVi0ZKdYrGora0tu4zW3w3zXvbhvXwXt7yz53ZLnBA358KCYlRIdzASMmGyYBqea7WaGo2G6vW6XV1PeY7EBgZ2Z2fHmrwJviQyfi7475uNZ/224EugoDGeBk/kD5ubm3axWrvd1ps3b1amgtCfQrAsFAqmnW80Gnr9+rW+/vprY6/QQRaLRQPgNKgvFgtjg/i8v2/Acn/5hILSI5UeKllc2HRxcaFut2ugDoDhG//I9JFv1Ot1S75SqZSur69tv5HEAFZo/iaYMd2GCsLv2u7+vp+FZEyS9an4/ih6NpCHwbZwY7dPeEmums2mlXAHg4FpnCn1vnnzRufn57q8vNTl5aUFcKYPMVmKpl/ONZU36XcnlfqHFmANIAxQIZCybwAbElLef6/XW2GPKYkT0O/L1EKhkDqdjvWhwSzel2BSLfCSwO9rWMO6i71DSgsIpWLKVBr6M2ieRUqQTqf13XffWbDO5/M6ODgwKRSESaFQsP1EskHSiy1dXl5Kko03ZfwyvlOSVXj/kJaPl9z9AAPsZaHo6AF0SPM2NzfVbrf16tUrUxt0Oh0bGkBv2WQy0dbWlrGcNJcjz63X69Yb6Me5Skvd/R+K7fEO/QRGKtrcr0Ezc7lcNpkhPWn0mcCgUwGrVqu6vLxUoVDQv/gX/0IffvihVXRpvoXMARONx2Mb802syOVyCgSWI8P/ELAJi2osfs73JZIUQT6hPKGi5W/yLpVKNqYbsgTJFJMO6dcjqWs0GkYQAoxRtOAr8LE0rv+hYDt8iLTs2SFxa7fbJm3P5/Pa2toy0hIbjEQiVsXHb5bLZSNMPHGYzWb15MkTm1ZG5Zu9owGcqgVxBrkUAwze9959L7PSGC3HJBS0hshQ7jdQ+UtJaOz1AZJGtJOTEw2HQ52fn6ter5vGDbYOAM4UG4yPLn5vkNL3Mz/+XReflykzTLFB80plBjYBPeRsNrNEBGB2cXGhaDSqzz77TAcHB6pUKsYSHxwcKJvNamtry1hEfjbOgQqUBwIAvD+UwHF/+WTDL/4fJvnFixcm6aN5Lxq9u7WbyWSwpYyDo/T561//2nTMMHqwV4BKQDvz9vl/z3T/oSzIASpd/tJHrwn143792apUKtacl0wmbRrSL37xC41GI+XzeUky+d7JyYl9zWw2U6FQ0OHhoX7wgx+Y7IqGOW6pZ7LIH9ri/SNxWCwWFgyk5XlGPkDCzvAJqowkJtFo1HoFfAWOSUz32X8PYBh0gU+FYJH+MM8rfg1ZATFCWjZ6U92AMIBRj0Qi2t/f13g8Nh09CQoJHWCbQSHIbUnmzs7OdH5+bnJKZARMYONMQyD8IS6qLT4BpwpJ7w4gGrIpkUhosVhoMBio0WjYuExAcaVSsYlyJIJ+hGY8Hrc7cKiI+54MAB9Vyj+05XtRIOEA/uj5SfDx29fX12YjqCmYgMb3RKFRr9et/wM2n6mYSPIYx45M9P5Utj9Ue/PJhiSTtJKAkVQhq0XuTqV6Y2NDuVxOxWLRRtO+efNGP/3pTxUILMe3wtZjY0hwuWsD5h25EIkO1fg/tP0DyyK9Q5aNxAvFCe/eT3Hb2NiwiYsvXrzQ7u6ugsGg/uzP/ky/+tWvLBmrVquKRqM6ODgwGSBDlnzf7XR6dwExFY1sNmuS1e/L1wUWf0iI53E9rsf1uB7X43pcj+txPa7H9f8T6/u7hvhxPa7H9bge1+N6XI/rcT2ux/X/t+sx0Xhcj+txPa7H9bge1+N6XI/rcb339ZhoPK7H9bge1+N6XI/rcT2ux/W43vt6TDQe1+N6XI/rcT2ux/W4HtfjelzvfT0mGo/rcT2ux/W4HtfjelyP63E9rve+HhONx/W4HtfjelyP63E9rsf1uB7Xe1+PicbjelyP63E9rsf1uB7X43pcj+u9r8dE43E9rsf1uB7X43pcj+txPa7H9d7XY6LxuB7X43pcj+txPa7H9bge1+N67+sx0Xhcj+txPa7H9bge1+N6XI/rcb339ZhoPK7H9bge1+N6XI/rcT2ux/W43vt6TDQe1+N6XI/rcT2ux/W4HtfjelzvfT0mGo/rcT2ux/W4HtfjelyP63E9rve+wm/7hf/tv/233/izWCymWCwmSRqNRhoMBrq+vtZ4PFYoFFI0GlUoFFIikVAikVAymVQ8HlcgENBoNFK329X19bVubm40Ho91e3urxWKh29tbjUYjBYNBpdNp7ezsKJlMqt/vq9PpKBQKKRaLKR6PKxaLaTKZaDgcajAYaDabaTabaTqdKhgMKhKJKBQKaXNzU6lUSoFAQJIUCoUUDN7lWYvFQvP5XPP5XJPJxH4vyb6G9f/8P//Pgzf5P/7H//gbf8b+JBIJRSIRTadTe/5AIKDZbKbxeKzJZKKbmxt1Oh2NRiNFIhFtbm4qFAopk8koHA5rMBgoGAwqGAxqY2NDmUxGgUBA7XZbk8lEgUBAk8lEiURCpVJJW1tb6vV6ur6+1mAwUCAQUDQa1XQ6Va1W0/X1tRKJhOLxuCQpm80qGo1qNBppPp/b55Jke80e8myhUEjh8Kp5/Yf/8B/ey95tbm4qFotpNpvp9vbW9q7VapntJZNJ25NEIqHNzU0FAgEFg0Elk0llMhltbGzo5uZGFxcXCgaDurm5Ub/f1+3trXZ2drS7u2vfdzqdqtVqqVarqVAoqFKp2PMNh0N1u11NJhNNJhPNZjNJUjQatTMyHo81n891e3u7YnuscDiscDisWCxmdvgue/fbzivvJxKJaDabKRqNKhwOazqdmp343/NvQqGQ2d1sNtNwONRsNjO7CYVC9i7m87kikYg2Nja0ubmpfr+vRqOh2WymfD6vzc1NbWxsKBwO6+bmRoPBQPP5XM1mU61WSzc3N5rNZioWiyqVSopEIopGoxqPx4pEIgoEAhqPx3bO2btYLLZig6x1zut/+S//5Tf+LBQKKRAIaD6fazAYaLFYmJ1Ldz6EdzgejzUajTQej9XpdDSZTNTv95VKpXRwcKC9vT17fuyBPUulUorFYur1eup0Our1ejo9PVU4HFYul7O9i0ajK++Vd7BYLMx38Jlubm7s95xX9jAWiymTyazYB+vf/tt/++C9+6//9b/+xp9Np1NNp1N7Rmw/HA4rGAyaz7+5udFoNNJ0OrX9Hg6Hur29VTAY1O7urlKplKLRqAKBgOLxuG5ubjSdTjWbzXRxcaFqtarJZKJsNqtsNmv2TOwJhULK5XJ2FmezmWq1mr2HbDarUqm0sofBYNB+jw1wPrA59p71b/7Nv3nw3v2n//SffuPP2J/FYmG+BZ8XCATM/iKRiILBoNlkIBBQIBBY+UyxWEzpdNriarfb1WKxUDqdVj6f12Kx0GAw0OnpqTqdjvr9viaTiXZ2dpROpzWZTDQYDDQajRQIBFQsFu0dDodD9ft91Wo1SVIgEDBsEIvF7HPxPOxZIBBQOBy2/ZSkf//v//2D9+63xYnFYqFoNKpMJqNkMqmNjQ3zE4PBwHzPzc2NqtWq5vO5Dg8PlUqlNBwOdX19rWq1qtFopHQ6bX6Z/R2NRup0OvY+xuOxPUe/31exWNT29rZ2d3cVDod1e3urfr9v72U8HisajSqdTuvp06f67LPPlEgktFgsdHl5qS+//FLValXD4dDeI3iGM3T/zK4TY//zf/7PK//Pu9vY2FAgENBgMDCfNhqNJMl8UDgctjMdDAaVSqUUCoW0WCzU7/c1GAyUTqftzAWDQfMFs9lMl5eXGg6HSqVSyuVyCgaDajabqtfrFptub2/V7XYNQ+IHF4uFbm5uzM7wfeBH/szHhUgkolgstmJvrH/37/7dg/btvs3hxyaTiTY3N5XJZAzfBYNB9Xo928N+v6+TkxNdXV1JusM0pVJJxWJRgUBAt7e3SiaT2tzcNIw8n8+VSqWUSqV0fX2ti4sLNRoN83+RSETb29s6PDzUzs6ONjc3Va/XdXx8rEAgYLiRzxoKhVbw3H3/jM3NZjPN53Pzf/exy9vY3FsnGr9t8UMxTD6MTxwAzcFgUJlMxl4GicBisVC9Xtd0OlU8HtdkMrFgE4/HlU6nValUlM1m1el0DOwlk0nt7+9rMpkYYB4MBrq9vdV4PFY8HregDWAGrEQiEYXDYS0WCwPJGOl0Ol1xghyg+5v7Lot9CoVCtg+hUEgbGxv2NQBNDghgbDweq1KpKJ/Pq1araTQaaWtrS6VSyZ4TsANwJKguFgulUimdnp6q3+8rGAxaUjUYDBQOh9Xv9+19RaNRBYNBjUYjDYdD+39JFqT93nmnhyPikL3Pxc8D6PIuNzY2NJlMNJ1OLSnjMMViMRWLRfu3m5ubKpfLmk6nBkiur6/VaDR0c3OjcrmsjY0N3d7eKhwOKx6P289IJpOWfF1fXysQCCidTms8HqtararRaKhYLCoajWo+nxvoJMAAzgEsfE4O+mw202QysXOyzrqfKGPDOA+ASCwWUzQa/Y2fNZvNNBqNtLm5qXQ6rel0quFwqFgsplQqpWazqX6/vwIa+NXv97WxsaF0Om2+YD6fq9VqKZfLaX9/3xLZzc1N3d7eqtFoqNvtGhju9XqKRCLmM1jYIOeDc0TgAdTeD8DvsrAZAih7im0DAIPBoJ2D6XSqfr+vXq8nSUomkxZAAMLhcFjD4VCTycRA4NbW1krSfH5+rl6vp0wmYwRAJpNRJBIxW5/NZorH4+YD8SnBYND8IQGFzx+JRCTdnVOCDyDa7/e7LvwLeziZTCxmeJAJ+BiPxxqPx+r1egoGg9rc3LREaj6fKxqNKpvNKhKJGCnAno7HY3tugC9AZDKZ2M+6vr5WLBZTp9PRcDg0wBePx5XJZFZIH8ANvpoYg11IMtBPLHkfC1u+n9SQMHLuOLPBYNCA2XA41HQ6VaFQMFAM2YctEDMlWaJZKBS0ubmpq6srs5NsNquDgwOVy2V1Oh2dnp5anEkmk0YAEish/QDhJCXYNyCPz44t4gPfx7rv6/AJkszmUqmUwuGwYQ32dDQaqVwuKxQKmT+Kx+Pq9Xq6ubmx5yyVSkqn0wZqp9OpEomEYrGYzs7ONBgMVKlUJMkIKHw/sbxerysejyuRSKhSqSiVSmk0GmmxWCiZTOrTTz/V/v6+bm5udHJyomq1arbm7ey3geb3sXhWEkWIFJ4XjMZ+Z7NZs0vODjE0Go0qGo0aMQBRAk7gjGID4/FY0+lUyWRS0WhUw+HQ7AmbwdYgHnjX7Pd9MkCSETL4H3696+K8QsIBynmX0WhUm5ubZutgkPl8rlqtpnA4rEajoYODA5VKJQWDQb169UpXV1eG8eLxuFqtlsrlsuLxuCKRiObzuTY2NjQYDHRzc6Pr62u1Wi3F43FFo1Elk0k9f/7czhykCYUB9pPPih/2++LJjnXX2omGD6o48Gg0an/G3/tfsPg4GQIjQI1NmEwmlmQQAGDyJKnX6ykWi9khmM1mlonBEl5fX1sGmMlkDCzHYrEVpp1DQSCUtAKa/ea+L8DsM0W/Xz6T9OwZoOr29lbtdluBQED5fF7ZbNbYKYCwB3vdbledTscqHuVy2YJBs9lUIpGwA7+5uWmHEwBULpeVzWbV7XbN6HCsVH68Y/Gfnf0DSL9PZ0j2zYJFJ1ixpwRS2I1isaitrS3bn7OzM0tObm5udHNzY3ZXKpUscCQSCQuekUhE8XjcAJ4Hnjc3NxYsAB6cg2QyaZ+XygDMLQwVoF+SAStfXXvIum+r3uZIbLExHB92GAqFDEzxvUKhkFVuAoGA2RYssWepM5mMisWi8vn8ij1eX19rOBzq7OzMgEc8Hle73bafRULGc/N5w+GwVTdIyvw58WAZG3lfoA+/gPMNhUL2/QFRADhvh7e3t5bA7+3tGaPU6/UMrM1mM11fX6tWq+nq6krn5+fa3Nw0fxCJRJTNZg00xuNxJZNJI3Si0aiq1aqBPeku2FJJ4zOTDOGH2UNPHrDed7LhCQ3ep2cfSXYAet1uV+122yqzVB9Ho5Gur6+VSqU0n8/V6/XU6/WUSqUsceO5S6WSwuGwVc1jsZjtK2w1sYuEBmBEtRhwyl6Fw2FLetjPxWJhvojne18LGyO+8sufX94dCRzVM0BhpVJRMplUq9VSo9HQ9fW1VdCPjo4UCAS0vb2tnZ0dbW1taTQaqdVqGVM/mUx0eXmpSCSiWq2m8XisbDarQCCgQqGgcDiser0uSUqn0wqFQkYc9vt9DYdDY7ElaWNjw+KBJ9E8afm+Fj+DBJdEAVKUChqVrHq9rouLC93c3BgBEo1G1el0jLzM5XKqVCp2lj/66CMNh0P71e12LSGIRqNm08TUm5sbI0fxG9VqVUdHR4rH49rf37d9oooVDoeVzWatAuxjraT3vm+SLL5hazDmvCtfxYlEIhb38G2Hh4cql8tqNBo6PT3VN998Y+w+vgq2HjwBaUicIMm7vr62agD+d2trS9PpVJ1Ox34+xIFPYlnsEb6IP3ufewd+8lVl/BsEGklaMplUsVjU2dmZ+S6qHGAv/HA0GlWxWNTe3p5VjSQpkUgol8uZaoB9vb6+1vn5uSVhvgoM4dRsNlfiFxU6SSv+WFrG1HfZp7USDZ8p8v8wArw4wAdOptvtaj6fK5fLGQslyQ65JHU6HXNwg8FA3W7XAA5BKZlMqlKpmBwGZuLm5kbpdFqRSERv3ryxjLpSqSgWi6nf79tn9fIkvzhQ/tm8E3xfyzMSXubljZQXzUufz+fK5/PGEAwGA0vCYACluzI1ADaTyZhDoOQ4GAysauGBbCKR0PX1tf2MwWBgCU4ul5Mky4CRriFz8WV6n/kS/O6Xxtdd/r156QCBBEbROxNACPKLUqlkEik+683NjZrN5goriL0mEgkFg0G1220rfRM02ffxeKynT59qd3fX3iOBDOe5ublp0j7enbRkYGB22CdKvO+DnceevByKd+IZbn4WFYJ4PK7ZbKZOp6PpdGoSqEQioXw+r2KxaCDr9vbWmGbeEw6Or7m6ulKj0bDkuFwua3t7W1dXVzo6OtLR0dGKHIpA7Rl6f3YAEffBsk+433XdT6Jh9u4nivF43CpXt7e3qtfrRgpEIhGTXnS7XfV6PUsoIpGIBZ90Oq0nT55Y1Ve6s9//l7g3e240Ta67DxaCO7GvBNfauqa7Z6bHM5JG4QjbEbYvfOE/1teOsBQOyR5prFavtXSxuAHEvnIFSADfBfRLJqjxpyKqWn4jJrqnu4sEnvd5Mk+eczIfAPXt7a3q9boajYaplF4ZQr0tl8sWO72ixVnncwaDQTvbPsZ9KjXoIWPIe/GWKfY/AH99fd1sTBRj8Xh8hlVFKWo2m8aGeksJyXh5eVnhcNhiA0mW38m+OTs7U6vVMtsMvwdmVJIVsqurqwZCIR8kzagMn6pIe6gwPWRofTHKfkylUtre3p45R3d3dyqVSmo0GlZUNRoNyxm8b94DOTUUCpnCxNkdDAZmtYpEImYZJV+jHlNMYMmF+Lm+vtbS0pLFRYgYYuCnyLPkbGIFsV/SjP0Su14gMLXhxWIxvXr1SqVSSfl8XltbW4pGo4rFYjo/Pzc1O5PJqNFoGKYAFPO9sXS3223bH+zlSCSiSqViFrP19XUFg0F99913Zk9dWVkxGyrfI5/PK5lM6uLiwtQQHwc/lRok6Z/lcc4VhW8wGNTy8rK5Gvr9vmE7rIjJZFK3t7fqdDrqdDpqNptmZ+73+xZ3yA9LS0u6u7tTp9MxS+doNFKn01G321Wv19NwONTV1ZW2tra0tLRk+RlCwStOnFEwiLfp+X0iaSZGfcyaSffsP84c9oNXuskbq6ur2tra0uLioprNphHx6XRasVhMKysrSiaTWlpasoICgjeTyWhtbU0LCwtaW1tTLpfT1dWV+v2+FbQ8zWbTcgT///T0VNFoVDs7O5I0U5gRczx+93mX/P6YZ+5Cw4OWP+Xl8vIRL+D8/Nwk3cXFRWM7+OeoGX6DU/ETDGD0AEC+YozH48rn81pbW1O9XjeLAUmVZOQXjWDuP6dPtAT1T2nF8GqPP9D+pXJgJpOJSV3+88K68P/ZuP67UGxIMlZUmjLviUTin8l4sHbSlFEhoWOdQTV5qP4AmjnMfkPyPT8Va+AtAx6sD4dD+3u/HvF4XKlUyhJhp9NRPp/X+fm5Wq2WWq2W2QhgjiaTiQ4PD7WysmJJezgcmkqEbQhVjgQUiUQUj8eVSCQsQXe7Xa2trc2wUcvLy/YdAK0PfZAERf79vI8/j/4dwFTx9w/3vWde1tbWjAmlwCfIcV7xz7M+nF2YfaReknA+n1exWNT+/r4xNc1mU5VKRd1uV81m034Xn5M1A/ADth7uLb7bpzizD4sa73Hlf8SWm5ubGasStiiKAAou/j1EQjQaVTKZVD6fN+Lg4uLCimEsQr1eT1dXV8rn85Y0IBKwNKysrOj58+fGWl1dXVnxx+Nlct4N5/5TWQn87yKWeXLjodKCQnF+fi5J1s/DOYD4oMhvNpsaDoeWC/h5eN69DRaWFBsf35Xvvbq6qjdv3igcDiuTydg7oiDxNkdJ9ucByBQj/nt+ioff65ULr5p4iwpqQjabVTwe1+HhoU5PTzUcDg28FgoFY34XFxcVi8W0sbFhDOn19bURHHjBYamlaU6AtWdv53I5BYNBvX//XldXV1ak0edSr9dn1F9+DzkHQu3nyBMPC12f4yVZsTgajRSNRpXJZFSpVPT+/XuNx2PzuUMwoUAcHR2ZN56zR3xMJpP68ssv1W63zf6H26Lf75ut9+rqyqyknU7HSKZKpWJ9bMQ6lLSFhQXrdaD/wTsfPkWR5i0/D/exj4UUCIB/in4K1FqtZrEsHA6bYwVyBHWE9xKNRo1IAetIMucGPaLEtdevXyuZTBpQp88DkhRlA1sq59dbN/kuH6tqeLzqWwJ87pXu7Y3gufF4bMVXNpvVwsKCWq2W5VxIzEAgoG63q0ajYRhtNBppfX3diMvNzU3lcjmVSiXVajVTT4hPa2trVshjqzo/P9f5+bmi0ejM3iHPeZeCJMNY8zyPLjT8CyEJECxg2fwH7ff79vf0EcBsANQuLi4Ui8W0vr5uGxIFAxbQb2JeVrvdtgYvgGW1WlUsFtN4PDbQyEuFZQW8ez+3Z8YBT34DfSpV46GcJ91vVADBYDCYaVjqdDq6uLjQ8fGxjo6O9OTJE3311Vd6/vy5zs/Pba18YxSNfgDIVqtllXEikTC/LmsBOwCzHY1GdXl5ad7UTqejTCZjvQiAFORCb9t4GOA9QPuYxxeHKBt8fpIh4HZjY0MbGxtKpVJWcGxsbOji4kJHR0c6PDzUycmJMQAXFxfWtwHj5Rt22+22Op2Ozs/P1el01Gq1Zhq28IMHg9NmNvYbSogHoBxsGHv2tLdR8QDmH/t4kO3BynA4tDPDmtI8HwgE1O/3zfJAIITBjEajarfbM8oC/8MOQIJF9cKXi/S+trZm/TD0H2SzWQvC2WxWhULB1rJardq7JNDBEJGsfNHEOQZofszjYwD///9mE/SDAACsAN7RaNqoDMueSCS0vr6uzc1NLS0tqdfrWfPyysqK9Qn1ej2zC+DdDoVCur6+tj4h1BNsLa9fv9Zvf/tb/fa3v1UymdTJyYmBdz4zvXOSZgCgV7g+FVgm6fqCw8dcXzxcXV1JkrHlMJuevUfx2NjYMEVhdXXVWGW+owcrEAHEK2xUCwsLxvw9efJEkUhE7Xbb1oNmc0mW4Pk+fr3+FEnwMQ8/n+/jC21ikyQ7X4lEwuzFCwsL6vV6NhSE/p6dnR1j1X/66Sf7vF7BJs5hP7u+vp4ZtNBsNs0nn8lkzH4L6VUsFnV5eanj42NJU7b+7u7OwKM/r5IMXPt98anyhLc/S7I+HB+7iMsUVsvLy/riiy+0vr6ucrmsH3/8UbFYTMfHx0ay8HOz2axubm50fX1tFpZIJGJe+n6/b4SLJLMKNRoNraysKBaLKZFIGGgnRgyHQyUSCW1sbEiSMdicEzAXyiQ/+09ZID9m/QKBgNnVH7o8UGkh4LDAQ/bCrvNdRqORWZOJ1TD+xHZyIPsJqzcqycbGhlqtlnq9nvVCJJNJlUols+NjA/JWcx8HiM1eAfLDFD72QT30pBS9Y8S4yWRiClA0GlUikbCcHwgEVK1WLZdwRr2aCmZAYSsUChYb+f8bGxs6Pz9XKBSyRn7y/sLCgpFL5XJZ5XJZqVRKKysrVoShrPBOWCfvBiLvfWie+CSKhmdDOcAsdCqVskMZCoVsMgUMVb/fN6CM9x5ZjS+DR1aSqRMkdV4gbODd3Z1tyMFgoGw2axv/5ubGJDcAAImcFwtD6EHGQzDzsY9nWAiKJEAkeA4Mky+Qujc2NrS2tmbAL5PJ6Pr62pqG/JQqJHCsY95XGYvFdHt7q16vp4uLC5Nt6UnY2tpSIBDQ27dvdXh4aAl3bW3NGomwNzys3B8m209hJ3ioklAIkPgBYsiwsOEEMQIfk8sajYb5IWFSFxYWLMin02lFo1FVq1WTyfHNsmeTyaR2dna0tbVllguCYK/Xs0Y5mEKKDVhS+owIkF5xk2R9CfPsO84kzPVDBcordfwzilt6Spg8wlAFAtrt7a02NjasrwdVh4Tn+w98YziqGOz85eWlKpWKKpWKOp2OeUozmYyePXumhYUF/Z//839s8gpSMky0B2QPrVMPC7Z599xDZorfxTvyRSBggvWPx+Pq9XqqVquq1WqWhEmMeNtR5rw9bDQazQwjoEGVfYMvGTYwFAqp3W7rp59+0v/8n/9T4/FYT5480S9/+Ut1Oh3V63U1m001Gg37zCiaD8kj/9d5H0/MsH89+PN2R4rN9fV1i/PEMiwtFMYUw8vLy+p2u6aGX11dGVPHhB+sit6iAwO9urpqbOHe3p41WqI4DgYDtVotY1I5Mw8VSG/R+1S2KU/UPLSz8T3IiUzJgpCAVOt0OtagvLq6aoCBvqp8Pq/r62vF43FTO4iNqL2BQECFQkHZbFahUMjyMnlyOByqVCoZYXhzc6P19XU9f/7cJoDBevsiHLDH4xWNT6lCspYAXcjIYDBoCvfd3Z2dI4pWSKDr62slk0mlUimz8tTrdQPh3nq8vr5upFQ2m9XGxoYN9pA002OQyWRMzRkOh0qn05ZXNjY21O12jf0PBAJm/SK+kv8oOL098mMfv/c8UUmBA/6aTO4tx91uV9K0ZyCVStk+xIEC8cd5DIVCKpVKhlH29vasiKP/ClKBgpfzisXZ92NimULtDQQC1p/p8x6P32deIf8Ua+cVB3p8IIE9GUFOhCSgIGA4AHgrEAiYe4CeZbBstVpVNBrVcDjU9fW1UqmUuXiIA91ud6Y4pQDZ3NxUp9PR+/fvtbi4qBcvXmhjY8Mwh7eY+QKXz+RdSx/yPKrQIPA9ZKulabJHWmUkYTKZVKFQ0O7urm5vb1UqlYx5HgwGJi1GIhHzrSMzIt2ifJBkSSAcKpgSwBqbm0k2gMdsNqurqyuTdBlZCkB9CMj8AmLZ+Niq1wMUVCBeGBueXgk8nNVq1fzb/tCfn5/b5ChGVLKxYOmpSP00r4uLC2NI+Pd8LzY7DZf5fN6aCJeWlkwBkabWBe9f9fYB/3yKxOuZc56HQZbAQ18DLK6fYkQhV61WbY1YPxiGQCBg6kY6nbb3DnBluADAY2lpSVtbWyoWi+p2u/ZzKpWKKQenp6dWmKGeDAYDGwHrlcGHoG9ewExQI+D4vcbvlmT7H3YRVgrV4PLyUu1229iZlZUV5XI5myjV7/eNFeRn8v0I5oBkb6tDXQmHw/rpp5/U6XQMwMDG7uzs6O7uTpVKRYeHhzYKEKbNT8jwD3HqYxLvn2JFOTcEXEAf7FKxWNRgMNDp6akikYi+/PJLO7cMvSA2lstlAxDFYtHWrlQqmTIEY4qNLZ1O2/8A3LCjwWBQz58/15MnT/Tu3Tu9e/dONzc3yufzymazevnypQ4ODnRxcaFqtapgMGj7+OE6fcoiw4MWSTbNibW9vb1Vt9tVPp/X4uKiLi8vZ4BXr9czhh0yinPup9QAvjwLSwLG8kls4J+ztre3t8pms2Z9fPnypW5vb/XmzRtVq1XrtSIBA5ofMpXskY+JeQ+tPhTUkGGQKYxrHQ6HqlQqBtR4pxQM4XBY7XZb2WxWtVrNmnfj8biKxaKSyeQM0cXo0OFwaOPR7+7uLB4S9wDBNNYDgHZ3dxUIBIzIIvbx+Glnft8B2D82X3jC08c8cqYf0ME/Q7kejabNzzTo7u3tKRaL6c/+7M90eXmpr7/+2ix4kDOeke90OoZplpeXreHW91GiImUyGa2srKjValkspU8pEAio2WyaywCSBbKHBmoevsvHFGl/SokDYJI3/USn8Xhsn5ecx5nFFdFut41ohiQKBAJWxGLbwz5ELKfXFjKGnotoNKqNjQ0ruIiJGxsbisViRjAnk0krHsixjDJ+6CJBjZ8X23lcwu8kd7Je9Kmk02nt7+8rkUjY+F7OxtLSkvr9vqm5flIa6hFEJgMzGDDA9/QjgDc3N3V5eamFhQVdXV0Z2ZBMJs3GHYlEtL29bWoRxeHz58+NnPZEit8fnhD7kOfRhYav/LyEQiGAigHrNBqNDCx7cNvr9TQajZTL5awfAPYOdp1N7r8cG4PgCzsFix2Px82/D0Cq1+tWdedyORWLRcXjcauqOai+b+Lh86c8i499/Eb3AZECAtWnVCqZPSASiSiZTBqwHo/HSqVSkmRFGCAVlkaSTfRBkqb46na7xpRi5YFlIlkQNC8vL1WtVq0i5+6IbrerSqViI4QBlX9qQ36K509ZVqRpsbGysmLKDXax4XBozXKwR4DYSCRivRbePhAKhcxyd3d3p3g8bnsRAAlIz+fzFjwqlYouLi7MQoUNqdfrWZAcjabzwmH+ADqSDAj6gsJL1B+jpHlPvFcw/Lvnv/GzyQlc7HlfpCWTSe3t7ZmSwV8pRgli9CvE4/EZFQh/MoVgMpk0FWllZcVsW3/4wx80Ht831MdiMTWbTbsvBwD/sDgjLnxMoeFl4Yc2qYexgqKIhMsZphhBfXj27Jl552kUX1paUi6X0+rqqm5ublSv180+BHsIUPbsaSAQMPsjhAwK1OvXr3VxcaGffvpJBwcHev/+vba2tvTll19qbW1NhULB7Hx+AtCnevw+8z+X2MAZoP+HKTzNZlOTycSUL3zWfh+Ox2Otrq7aYAIewDOWqEgkYgCZuMlYYJSLo6OjmULl7OxMsVhM+XxesVjMWMabmxv98Y9/1Pr6ujVOSrJ3DUH0cA/Ou3YP7QnSfcEB0ERloR+KBmW+383NjZrNps7OzhSNRq1wAwStrq4qmUxa7wHxkHyxtLRkDdv0b/DOKDroteJh7be2tvTjjz/qxx9/nBkMwfvCr4/d+eH3/5hC46GVg71I7A4EAnYPVzqdVigU0tnZmd6+fWufidGiWKn4qycpa7Wa6vW6YrGY7cdGo2GFZ7lcVi6XM+KvUqkoGJyOf6Ufi8b7fD6v29tbmxz3008/aW9vzwitWq2m8/Nzu3+MZnA/FZC9Mq9VFCbeF7ieLPA9ItiEKfZfvHhhQ2f8/Ur0BnW7XcViMet94lzRW0HcooiHUBiNpvc1Yc/D3ra/v6/hcKhkMqlkMml3VaTTaa2tremnn37S8fGx3r17p4WFBdv73mb2p555sR0/z8cA1C9vQ769vdWTJ0+0t7dnUxbPz8/V6/WMOGq320YaQdwzGZCBIBAI2BpRfSncY7GYisWinUdJevfundrtttmWeXepVMqwpCR98803ZgeHMPi/EQB83w/FJh9caACEfDMkD2w2bKi3D9CEfHR0pHq9rnq9bv0T8XjcWBF+Np5jgM3KyooBdKRJXjDVG6wPDGcwGFQikdDl5aXq9bp5nbvdro6OjvRv/+2/1e7urorFot6/f29SpQcVf2oDzRsEvUf+IesAa4FUTzAfDAaq1+sqFosqFArqdrvGKlBUALx4P95/nEwm7aIzLlGUZCN+r66uTJa9u7uzC8VYT9hUAB2NbPV63d7l06dPbe4/388nSRiRj3k8GPYPv49GyH6/r7OzM0uap6enur291dbWlvL5vFX/+OA9WKRgwReLBz4UCtmYORgHCr+joyOtra1pZWVFd3d31mCPUkWypqkLKwNAHJaFPesZFcAE33OeNaRg8kU5P49ijDWFKZZkBACWJ5gl7FLLy8uqVCq2r2CF6/X6jKTOz4PRC4VCpraxH5PJpFZWVpTP5zWZTNRqtXR9fa12u63Dw0N1Oh2zW8LoPHnyxN4RQfhPBcSPYfdYu4fJh3Wj4FxdXdX29rYkmWd4Y2PDbF9+j+F7rdfrVnTys0iExC5sMH4UOMkqFApZ03cmk9H+/v7MXiJRkwTo36hUKtrY2LAETSM172zeffbwAeD/qUKPBIqPGbthKDS9swCAd3x8rHa7rWKxqLW1Na2vr2t1dVWJRMLeD3e5YPPB606vAuuLiks/A6oc/47PSk8M6vDTp08lySxA9Nt45Y09wrv92McXsv68Av6Zzliv1/X27VsdHR0ZIVKpVMzueX19bYQRgJWhINiXJJkayRnm90E6YTX1PU/0EmDJYs0pDqvVqvWxHR8fa29vT1tbWzo7O7PGU4gV1s47JebNsXy2P3VmB4OBarWajRSFSDs4OFCpVLJcB0Eai8WMNLm9vdX79+9Vr9fNgshobu5GIF96gNztdm3SHCNYi8WiAV8u5kOF4gwyXjedTpsL4+TkxJSsRqNh6jh4wlv35nlQDFkvHlQ0aXak/MXFhRKJhFltk8nkjAuDOEURfn5+rkajYZZuP8DHO1P4HMQCbNyoRr5PhnthwDAUlTgWvv32WyWTSf2H//AfDFNRZP4p9eZjlbSHPw/iifM7GAxUKpXsrEwmE5XLZbXbbTur4/HYCl3O+9ramqlh2Ish0skXYEBJFqtSqZQNv0BdgxDGQkUO73a7tr8Gg4ENxoDMYrIc38WTex+aMz640CBxPax6SboE+MlkooODA5Nr8dxRLNB0Go1Gtb6+bhaBm5sb89uR0BOJhPL5vN0YWa/XjZnxPRvYsmiuIUgQ8JiAcHd3px9//NGAHF5K7F7S/XhY6Z8H/o9hSB9KbNL9dByANIATgMq/I5Dhife9APgTCQRMXkDpgRlFPqPaRkYGaNO/wiUvsCf1et1A88LCgl6/fq3Xr1/bbe0bGxsqFos6OjqyOxZ8AxzBZN61+78ByHA4bGzTZDKx91ev13V8fGxe5PPzc+3u7pqEyrhamBS8udzazMGSNDPyVZKN0ptMJjaNajwea3l5WY1Gw/YlSoeXtyWZPQYfJn035XLZmq9YKxhh3yz72HXzBZq37Pn9TIG0srIiaWpzol+F4I3VYmlpSaenpzPTewB0WHl80xmPn9gCuKFI4N1y0SETvbBtpFIps2YBUiaTiU5PT3Vzc2OeVO/x/thiwyedh+cWEL+0tKTt7W2Nx9NpSYzDXFhYMLUmEomY0hMKhfTjjz+afclPR6pWq/ZOaJDEHnN1daVOp2N7aTgcGkFDU/nCwoK63a4ODw/1t3/7t3r37p1isZh2dnYUi8Wsx+vrr7/W4uKifve732lvb88IB2+v+xiwJ91fjkbi9P5xLBD49h8qHpPJRPV6XeVy2YAPtp5Go2EDAQKBgE0+u729NUUJ8PHwAi/uyqFvj4l7kozQury81OHhoeWH4XCok5MTvX371sYwS9PCA8WTIpA4+rGFGoDxIZkXCoVMraAH8fXr12o2m+p0OppMJgZI8L0Tw/G2k19p7C6VSup0OjZABO8/sYZRmtL9aFb63MgfMP0Mt6hWq7YOAEnuBHjy5ImazaZdvuvJDr7vx+YJABz/n5hQqVRULpf19OlTRSIRA+6rq6uGAcglNzc3dk8NXvdut2t5F2s3Nj/A3u3trQ3QiMVi1s8xHA5VLBZn9uXKyoqq1ardvl4oFDQajSzO0mt0enqqVqul5eVlNZvNGesbuR0M9jH4BOXeK99+TSmqV1dXdXx8bPdFtVotK7xZ62g0am4UrGicJ8hNVCAspzRMdzodyxPsewYK4NyAcCWXYJO8ublRKpUyKyT3mWQyGT19+lRra2vWE+cxiccqH/v4n0FD++LiolndhsOh6vW6EcKogqenpxqNRtra2rLCnyZ7htNABlJoSLKC1fehXFxcWI7hc5BLmNTHMCZaCFBHmNA5Go306tUrra+v6+XLl3ZZJ/ubgo7P8CHPXM3gsG6SzHsMo07VyhQQLuoKBoMqFArmU+z1ejYmD0adJEK/AQvEFAfYAjyCfo45gJADQ9UNuxAOh7W9va1IJKKVlRXzD+JL3djYULVanWnIxqbFppz3IAMcOcA0VDHlicOClNhsNs2rBxPg2W+Ai3R/aACQ2A2wtFCUUHjAMHDz8NXVleLxuF2KhUxKQReNRi2JlctlVatVLSwsKJPJaH193QBnMpm0d07SItnwned5/OH1BSuJAaYCZmAymY4D5dK4dDo9c/kgrCoe9W63q0wmo729PWObAoGAqWcAS0YXAs5Jrv1+3+6cYJoEE0ckKZvN6i//8i/1/v17s9WwT+v1ukmspVLJimtAJ4rEPA/7F8aahEiCl2RsMjIt+ygejxv4xBZG/1WlUrGpUjTdIpuzrxcXF5VIJOy8MEbPN3zDYq+srNidCBR4XASGGslscSa7MJ2u3W7bvuB3UTgTIz52z0GkcD6xcW1ubmptbU3lctnYOBi9UChkI7y5PbhSqahUKhmjLsmACmoZdgM+w2QysaICsAihgE0UewE/H0BAUVsoFCTJCjkA4WeffWZKKWSP91/P+3hmGi+13/PEA4otpnGhrgwGAzurqKX0lFxeXhqLySVoECfBYNC88sQ11gmlfDwemwrJ2GHUIz5rs9nUX//1X+sf//EfTbV69uyZNjY2dHh4aHsfFcX37hFnsRs99vEFBiQXMZg7aSjEIIZQUROJhJFs2IhR/30uaLfbdsHXYDCwu5PwhUNGcaYoMjjD5FnsqKgs5JVWq2V2vt/85jeq1WrqdDr67W9/a4NEWC9AFe/G9zDOu+8Axs1m0wAVtyPT8H5ycqL9/f0Zqx2KLIA0kUgol8vZ0AqKJnomLi8v7X6HcDhslpXb21vF43GzBfqJVsQDcAwWVohP+mZglk9PT+1OMEAqI4dRmGG/GYIwzwNQ9bZuSBtw12QynTrWbDbtzF1eXlqztu/f44JI6X5yGj0nDFdhn3a7XXMF0EdKH4IkIxzq9bqNZKUAwaZ8c3OjP/zhD3ry5ImNbp5MJjo5OdF//+//XcPhUPv7+9Y47XEcOOdj+vnAvxSSfHbyK4VWvV7XxcWFcrmcnZt0Oq3xeKx2u61arWb5kzhCQUlBDh5huIEvrBm5j4WPXivU79vbW52cnJgdmX/PfqO9gCJ6PJ5OK81kMioWi+p0OjYww5MsH/J88M5k8z0EQQTvRqNhI1QDgYDNN+eOAtjeYDBoBwWmrt1u6/z83BIk9haYgru7O7voyvu7eVleEvJFC4EylUpZUYNHNBgMWtUHIM3lchaA2+22vVyC2LybkY3olQvuFUDB8cEONpu+A6wrFCZ48iiIWFc2DZWt7wORZFMfmC5CUMdbixQMuGLazfr6ul0oE4vF7NKc7e1ta8IaDofmIeY90miKfDzPQ2HgwSQWkMFgoOPjY71588ZYlmQyqb/4i7/Q/v6+3etAkVir1bS0tKRkMqnx+P7yLr9OsAZM9eCfAfAAN6w77A3+X9ba34eQy+X05ZdfajQa2UjShYUF9ft9NRoNHRwcmJcXRYl9T7Ewz+MVSNh46b5xniCGksb5kWSMEz0CFEQMIWDqClODxuOxBUhiAPseuw97zVuDIpGIjo6OTFkZjUYz7ywQCNgYWD7D1taWnZ/j42PzO3MGaNadFzCTvClafBJnDbEg0mx7cnKiQCCgcrmsRCKhZ8+eaWdnR9ls1vy33A4fDodVq9UsydGQj5JJ7HzIGDebTYXDYWv4Ra3FX59IJLS9vW1jWQHBm5ub1rOEGtNoNIw9RSn1VpZ51w4SBIIG5RXATDH/v//3/9bd3Z3Ozs7sfod2u610Om1rJMlUF9RESAziArcG+0vOYO3YlzT80kdFgpXu8xrWF2IjfUDSVOU7OjrS69evFQ6Hlc/nrfFUkuVDYnuxWJxr7fjOnHsmzWCtAdgzsWZpaUkvX760fhsURt+QTDyCEb25uZnJq9Fo1OIrY8ApNCD+sJ9R7PK5yF/4up8/f67j4+OZiUzpdNpuLH758qXZf1DxsEbTZO5tII95AHrcHo+1BDaZPlA/PZAzvLKyYrYaJvwQh4gj3uZYqVSMqGu1WnaxH3EKmx/EKwoxLgV6R9fX100p2d/fn2ky576w4+NjU7496MSa7Htd5i3SKEQhBSi6Jen09FS1Ws3eMZOgOp2ONjY2tL29revra1UqFU0mE3X/6RZ1PzBDkikVFGeQTOAigDG9Vuxn3hP/DQU4xA9kMxPiGOmMY4X/FszApdDe2osV6bEPhACfGbDP+QA7EreWlpbsXhoGGnll9fz8XIFAQLlczvYzigSYOh6PG7ZFxYVARP1dW1ubuSsHHMZUMPIyuZ11XVxctBvqs9ms9vb2tLu7O4NzyIk+bn7I88GFBtULvnu+GAGvXC7r5OREq6urKhQKJtWSCCQZwGdD+4CaTCbttkM2GVXraDS9nK/ValmAZMMTqG5vb41JIgggQcbjcQP0gUDAmqZ5sc+ePbPgSC/C+vq6BUhezMdIk7B6AGYmXfR6PbvroVwu6+7uzjbPmzdvLMliD/Az8AGP+Iz9RBwCLUUdlhUY/4dsC0EQJpTPJ92rETS/Mgrts88+s/G6jIDk93pr0ng8npk88pgnEAgYsKf4ogns6OhI5XJZBwcH1mS2sbGhJ0+e2NQsSQai8P/3+31lMhl7v5JMXeB3EoAGg4ExoPTywCT4cW8AMwqM4XBooJQpJvl8Xi9fvrQinTsiotGo/vjHP+ro6MgaFQl8D5udP/RhjxGgOWv8PIIVARGGGGDA2GOCCQ27JG2CG+eZwM3v4uf7KTOc52BwOjnF97eQJFBIUZwI2oBvbFbce7C+vm7NzQRCnnktQMQWEgkMG++cRMF4R9jHcrls60ETJE3uqVTK9pyfvASAwPZJj4VnxX2DJQUY99sg0cOOErs2NzetuRcgQ5FMMzWjUenxAPQQc+d5KMYhlAaDgSXEeDyu9fV1Gyn97bffWjEyHA5tcIMkU2dhnCGKKGgpiFHEKWZ8zwtnkuZH7i6QZEn8+vrabEKerWfK0urqqlqtlikB2WzWrDWQXxAS5LJsNjvX2vnJbwApBgXc3U0vuuUW4F6vp+fPn1tugbmkgR0lWpKdY9aCpnDpPs6n02m7JJGRnNzGTJ6hsGLiF2POIQ+SyaTtpXq9rtPTUz19+lTFYnFm/DgKEuRGLBazz/WhzaUPH/K33zvValX1et0aXpmiGAgEzPfP5DxGz/KZUGoh0Hgo4AH46+vrymazymazZm9j/zDQABsq4+pR2vh7VEVAMaB0a2tLf/7nf67Xr1/rxx9/nJn4BRD1I9LnfYi5DJfAMkzOxKLklYbRaKSdnR0tLi7OXBtAg3I4HLZmevYlRC89RFiCmHYEAcZ3g3Rpt9t2fxNkFDiGP0//3/7+vnK5nE0szOfz2tzctDi5srJi38H3ls6D7Tz5yZosLCxoa2vLbJrLy8vK5XLKZrP2njc2NjSZTCx2sM6SzBJGXOR8sbchgskfWJUZHuQtxCiykDehUMiKYgZGSLIJUxRtxWJR2WzWptIxKROc2Ol0LE596PMorc37UfGp4mtENibYM43l4Z+lOltYWLAblJliwcHlxkPAOS+Ri+uWlqYXzwGM/Zx+EjdsA1Uzi80NzjCfsJI0r/lARAL3hcI8j29242cxupEg5D14JEPAhve9ksABgP6SPpIpzAdg0Fsjer3ezKHzYxsB0B4oBgIB8zvCHPv3yaQqDsjKyooVinwugPc8D2AV5p33ws2qKE88sOF3d3c2Eco3e8NOHR0daTKZKBqN2g3MFEasNetD9U7SJdGg7vgilHXGlgD7RNHB/pNk6/Xll1/a9zk+PrabPklm84A+ryaQvDl77J/JZKJcLqd4PK6FhQUDEhTg0WjUAB0jjAFt3oPrfwe9Wigm/LcenLD3M5mMXYToCw4PkPnn9GlxWz0Wg8lk2mzOTHyC37xAWZKx3/wcLjMjltRqNWuW4ybmo6Mju3iUhMtABwpXCAPYN8AHa8xELixR4/HYbFaTyfT2dVQkwCVJikILBRFVRpoW2k+fPlUymVS/39fJyYmpavyOVCqlZrNpBaOfavOYx4MeiiMKTECB7yfzTY1M/kFBAvzhQ/b9H/5dQaiwjoAZ1pepNFtbW0qlUnarslcwSLTEm2w2a2dweXlZe3t7Wltb0+XlpWKxmJ0leqwAfx7gP/bxMR6yBh81BMvy8rKSyaQ2Nze1s7Nj1haf9FG8WFvAMbGIQsx7731fHkr6+fm57SsUNwCkZ77JW+w/eqqSyaRqtZoB1Fwup3w+b0oT+QkVNBQK2USeefcdzonz83OziRCr4vG4dnZ29M0332g8HhsB+fr1a9XrdWWzWRs7OxqNrIEcrBEIBKy/DnKTws/nUvYXF7tOJhNdXl7agBbIBK/CvHv3ztwYgUBA+Xze7Nzj8ViZTEbB4HT0LvhJui/sP6bQ8KAVRp7igTyXyWTs7prFxUVtbm7qF7/4hak2KC2sNYNk+OcUpTTjHx0dzfSFoOZK96QU+QdcyLkG5zFYCKAsyS6ge/LkiRE9sVhMlUrFvgfqCvt1XtsZ5xXijZ5CyC9JNpgH+34+n7d3R1HAJCkscmtraxqP7ycuUnAwxQrVCNstZxgFvNvtmgqOyso5w54PoT0cTu9Ug1RdWFhQqVRSLpczOz0KBnn5/PzclMcPzbMfvLoEKDY0G5yAhYLw7NmzGX++t6UANkk0iUTCvrB0P3kAxujm5kaNRsOkH253pc8imUxqaWl6oRjJmakFFxcXBtyYK8wtinhUCZQ0z9BsRdBjchVAc94HJYP1A7zQEMuBI5EsLU1vaiUAkHBJtoAAEiugDvYUSxm+WphOvKXD4dB8v4AqPiNVLcwKgIYAKU03F5Mm/vZv/1Z//dd/bXccZDIZKyAZg0dCn+fxgBPmAX8sd6HAgvK5SIz8TuwASL8kb276ZvQvBRgBhH14dnZmvQUoYoDrVCpl9hnpvv8Gefn8/Hxm4k2pVLKmPy4YyuVy+uUvf6nT01OdnJzo/fv3Wlpa0ubm5owM/dh1k+5ZfQIRzCLWJf6KAsOtwTBzWKiYFiLNqkx+TCrfC0bMAxIAG1YWZOTT09MZpY3ihAfgxcAGGncrlYq9C0AfN/F6NWieB0soRRIFNRcpUczv7u7a+fI2gMvLS52dnVnDKQGfohaAR4wcjUY6ODgwdpfBD4AmrBiLi4szY6U5ywA9GiI9cYAFi+l1/jyg2l5dXSmbzc4UAvMWGr749GcOxYRm9p2dHSOIsF6Q8L2ayFn0/47zhV0B9pDx1iggxEVUW6x1qOysHUCNC+kosrPZrPVfffHFF7q7u9P333+vYrFohTL+ff67RCIxd6FBjAO0MpiCPrDRaDptJ5vN2khQepywRNFoj78bUEpvJCQMhI0ks6A1m01zAdRqNVM5yd39fl+5XE6pVMoKmbu7OxvNCpMKWI7H4zo/P9cPP/ygQCCger2ufr+vg4ODGdfC3d2dDT7A/fDYx98xEggEzO7KvsGtkMvl9OzZMyMw6vW6TRYLhaaj8J88eWJWNXLg5uam5bFgMGjflZ666+trdTqdGaKjVquZks8oU1QqT8Zh07q8vDRb+Nramo1ZTqVSyuVyqtVqFvdwQRCjeRfzPMRLCnnw3NbWlvX74HiABMU6x11TKDcAZwgtgK7vxcHiLN2DdWw/7Ad6AP2wAsb+s17seQplQPZkMlEqldJnn32maDRqsfHw8NByC5iS9ziP+o3yBCb21ytgHUV9hRyQZINOULOwqvNwKaEkK/pRX8lLkqzQCIfDFvdR4FBXwA/gN+8Owcrmp06CEXq9nqlbFHfkeVQV+qU/5HnUeFvfxOUZNXzEW1tbyuVy1qzmrRUEPb4kwJZN7htUsWex2dhMXEfPJuHnkjglGThAtup2uyqXy1YwcEMljW0wUnT6FwoFa6ZeXV21omU8HhtD+NiHoomkxqHDb7uwsGAghDFmBHd/+AEOAP+HiYNpKvw+Jtbw+Vk7Rg7z3w+HQ5vIQGMSXm7PLnMoqZwPDw91fHxsYBGrCwGHIQDzJg9JlhAAbawdFT69H/F4XLFYTLFYTOvr68Z08z/pnqleWVnR5uam2TGke9kToOv95QBDvjvz1AeDgSVTvJR8Xwrw29vpZWDJZNICCwCfudlMIPriiy90cnKi4+NjYzvm7dHwpIAk870SVLFm0Mwoye6bgWkGNKLkcK4A1ZxPrBOcU3o6PHtHoUBf1tLSkkqlkgVOLI7eL857DIVCNmCCYhoyA7+1Z868ZW/ePUdvFMGdniMavUmsJJJ0Om2qHzP1URX479hnxKGFhQWbCIUSR8HLPmYEMHJ7JpNROp3Wzc2NARFiAT8b4EPs2NraMkCCb94zj7BvfMaPaQgn8ZCEUah9H8NkMpm5O8bflUFhLt3borxdirUmjkuyAtCDG94VQACSBgspqpO/a4h9FwwGlUwmbcIZ8ZE9yuAHzvzm5qbFX/r85nlYC4AogAVrCHYS7CMAas7XxsaGVldXbfACQId46V0DnCvOMKAcYgiCgXOMcoJizcRBQB9Non6KEG6B3d1dbW9va2try2xoq6urSqVSBrRQhyCNHvvAThMzvQd/NBpZczaKDU3dt7e3dlM6DdtYOj1jLcniGrmQf48VJxgM2rlD1YAsRXHjPJBbKfjY8xT+nHnUWvYsZx3ihkmP5Lh5Ht6pNCV7z87OJE0dFawp8V2SKbV+4AB2U/qzOKtYeIbDoa0/7wSyhd8NaQDR4HM/EzaxeVFAo5bhbCFW8x5YW9Sher2uQqFgQ2KYojUPtvMOldFopEQioVgsZgN86CGhOCSXUnyBJ8Al3iVALOP3eALUKzDgYG8lY/+DRU5OToycaLfb1tNHDKV3l9zBemF5x4kE8bOxsWH45ZMrGjSX8WWpjEajkfk6mZLEFyaZspnwN5PASST0RSBtwYISQL2Kws2QJEIOLBtcmkrH2AAAH81m05h7iggCwps3b0zazGQyurq6Mi9ar9ezaUXzMgYkdGwPSNLr6+s2wSYSiejw8PCfeUVRkjzgxBcJY+uTOj+fQIdFgIBAAAPIUbhQuTKGDSnw+vraJDaAN1IpG48KF4sEIwIJSCgN8zysOZ9Zug9qePPX19eVyWRsQg9sFIdOkiVbqnrsdNglfO+QJJue1m63jY3FEsC6LSwszKwxKhTsA7YP1pzvQlBAEn316pUxv3t7e+a5hC31DP9j9hzrx3eEVWy32xaUKewBG56VhRnhM1CISTKJ3a8nycj7bPmz/CzeH/0uDDdggg4gmWTlQSgKBmsJSPR+fIZLUMDN8wwGAxvdeHt7a5NUkMFhyPr9/syI1UKhoNPTU5uUBUs5mUwUi8UskdBwCjDjPZBcKCAgWfg8NDgOh0Pz2VN8S7J3KM02ObfbbetnYV1qtZoN1mAiFXsPkmfehzMHaPYsWjAYtBHJ2Eywo3hwAKsPWCPvANKw3fi1kGT2T0gPwCNEF1P5mHJFLqEXAiVge3vb/gxsPnuc5mjsQOl02pplr6+vTd197MPnk2QkHqDk/PxcR0dHCgQC2t3dtRxKzxnEHWcGUMYELnzWTFhEneX8kN/H47ENRKEoA0DHYjHz2mMjQ0mg6Zqxv4BLLNR7e3va2NjQN998o7dv36pYLCqTyajRaKhcLkuSzf+f5wF4AWTZw4w0TyQS2tra0i9/+Uv7XjRyE68hX/x+APz6caUQrligKcKwlaOY0zzPzwdAA2y5S4N8T56eTCY6Pj62aUE04KO04B5h/zK04EMbcx8+rM3CwoKNX6XoowgZDod20eVoNLL+JfAZSiE+fuIQCjQuBApLci6xHVJYksVGlBomlxInJRmBA4kK2Uo8hbQl925vb+vk5EStVkvb29tGTqOEz2M9A5TzPYl1rB+YE/cImOHm5sZcPBcXFzPWUHAUF90ykAAbGwWbz+kel5FDsOqyNhSn0v20Q3py/Ptgf/Z6Pf3DP/yDYSL+PPFjY2NDlUrlg/PEo5rB/dgukhjyKp43bCU0AXGgaALzTYJIXciF+IUB1CR0QC4BIxSaToegAQsLFoEBtgbQh0WByg0fLUwZhwvPvVcMmCISiUTMHvPYh88DuwTgxNqTzWbNh0vApCeEzcf68PMISLDJFE0UAGwWbC8wsIwdRS6XZL00MD00H+ETJ2l4yY2E3e12bbQigMrbOZrNpo3BneeB1aGQYNQuagKTVbB7EbxhHKnGUaeoxCnMCDbYJ7C+4K9l0pk0ZWtZY9bM2ztI+iRsgAlFOP/88vLSJo4QmCg2UNSq1ara7bYBq8c+vDd6K7CxVSoVtVotpVIpTSYTG6+HDIuS5Yt7+nD4rkwpIVgBiEmYFBi+OAecEWjX1tbMYoHKBBNDHw170McRSTZbvFqtztjZAAD48udRgqSptA2AoJi8uLjQzs6O3YKbSqUMzDJFBSYIouXs7MyYIzzpjF1mHzAMgH4sr4JwBxEFZyAQ0NHRkcUJpvNJMrDNu0LlWV9f1/X1td69e6dEImEgJx6P6/j4WO/fv5/psfn8889tvPg8D0UGhEOtVjN76nA41O7urhUPXNrqrVYw0qgdxBxiUzQaNTBIkYztwisYkC/sCW/pwf5CLgJws8b8jyIGoge/9+Hhob7++mstLy8rGo2ala7T6ej09HSudZNkihjqI8QRl7RhD+F7YK8CKHC28NX783R7e2vDVCTNjNHmDMNwApw5W8Ph0OIwvY+oQd5iRMyHgEABwDrX6XT0xz/+Ud1uV8+ePbOJNz/99JOGw6E+//xzy0mPfejzwsnw5MkTsxctLS0pm80ql8tZLlxfX1ehULBLBOmjwHJN/of0IR+zTyGQAGaeFCXXsU8pxDgfvDcGvBB7ISz4HTSLY+Xb2dmxSYrE51wup0BgOtWOvf7YJ5/PW/6mgOVzYvtEjaaXAMsjBB3TtQDc9DGSK7COkYcobCE6cT8AqCnqsCyz9/l87KmHcYLPw55HVbm6ml7WWy6XValUrACYTCYz0yIf82Anw7lwenqqRqNhQ5G8nY9YA/EOgUePD8RsIBAwXEL8ob8FnCfdFwsUFg8H5qAAg9vYH5De3HcCdgczkkMuLi70D//wD7q9nV563Gw2FYlEtLu7q/39fSUSCaVSKRvj/y89jxpvC6tGMq3Vana5Ehe4+YtpkGJg3pidjj2HQoUNzlhCbApUalR7sIpYUWgYYkOSEJA9YWVh/BgxyQ2+JKZUKmWKinSvEPDf+E0xz0PFDssIODg/P9fx8bFZGVBmOHjI+wBNP5KRDcyhlGSzlaX7UXf+0BGIYCf8P6NgAbCw7nx+fjcB0l8YtLm5qclkomq1agCHy2Gwu32MfxRWDHmRhF6v121PwuwyZ5/vAtil8mc6FiwhjOdoNL3xlsKZQoV3QKDwc75hF7xUT8CFSWEPsn8IJtzAju2KcXf5fF7v379Xo9H4qH0HCIDhob8BwDWZTGZYesgASbZmi4uLBgrxPFNo+CLYT0ChoZcExbn2/m3fOAmgIeChZsDQsH9JzrBvqDMAPdhDLCAfw8oD8sPhsBXw9IksLU0v6sOKyfuGqQM8YYXa2Niw6WeAM+IVDDCkjVcX/Z5FHeYCMH4O/S7YI6X7MaYkN94XlyAeHR3pxYsXWlhYULPZ1HfffaenT59akyY9XvMSAz5mkLx7vZ7evHlj5AjxHZsSoJTzgXpI7EWN9eQRn4/Cwc+VB7yx9wATJGB/xlHTUUJ9spbub+aGVUwkEjo6OtLp6amCwaDdn7C2tqYff/zRhpXM+9CLQQ/ZaDSy3oZkMmmXRNKoyaS24XBodw3AtOJnZxgHJIq3YaH6+EKLc0g+wq5BLAHQ8Tv4fZCJ9ABC8EQiEZvOtri4qF/96ld6/vy5qQUMhEFFnudBgSFOYXEtFAoWxxm4Qf8BBAYEI8CMPigIDabsECdR3SAQYHuJbwDucDisVqulUqlko6kpVp88eaKtrS37ZxT7rBn21PPzc7v89fz8XMVi0daUS1QrlYq5EOZ5ms2mKXYo2lisGQQDKcw5oNcVKy39NaPRyKyY4XB4Zj3YgzhTUCG9dZE/h4qCokZhDbkAmQkZ43MM/bwUIP1+X5VKxQqet2/f6unTp0Yagbke+1CM8tnAmQyF4JJKP8URgpK4RL4C20B24tYgvuPGgMjjHWBVppfKE26j0ch+J32RxEr6YMjDEAGQh/Qr8c+azaYVn0yXw6nwIc+jCg1YRj5wuVzW69evZy4KAkARkHjhdMzTO+CbnVEoqH75Ap795xAUCgUrasLh6W2GSJuDwfTSEQ48YImNfHd3p1KpZOAqHo8rkUgYkDg6OrJxYIxbIzjTMDvPA+gHDOHTJPhxky+HhDF4BDPW1SsavpEecL+8vGyAl9/lmVT8hFS4MO38d4AYv2YANi43xLeJzL+4uKhisWgXhzG1AHkQhnWehmZJtk/K5bJNmYAdxzYnydgrDqofpwhgXFlZMaBHcYE3mCLXz9j2PRKAptXVVdVqNcViMVsr1hX7HpYrWHWKOKaceNZ2fX3dJhYxN/377783ZnNe+w/rwjsjCHLBkSSzMwKkOHOSTJYmUaBGolySSAHg0vReG9aDdSP5YYXExgIg8kkazz1rzWfu9XpKJpNm1SBZ8xnxrfsAC5s07+NjR6/Xs3GdmUzGxpfCNMOskRxTqZTq9bqx5Y1Gw9QFEri37KAMUsAC3ADVKFycO8A8xSSgA9sG55Y1xe7CtJJ+v299Rq1Wy5oUAeS+6HzsAyjlc0kyoDEYDNRoNJROp80qhd3L213YW6wJlhKYNvagJNuz2NX4H/sYVhWSBwKHRI+6jh2ABltiCYUmTdf8f4YZ0EQPCPuYx/vsJ5OJNWRjo4SQopCEPV5bW9P5+fnMBZd8X1RWYhj9Hg+HNwBSaA4FfFCEEEcAe+x3fhfKysXFhRqNhtrttinQXLJ2fX2tnZ0d5XI5JZNJ/e3f/q0mk4mNw0c1nefBAsLvD4VCyuVy1jPVarVUKBSMRUdhABSy3mAUetTIN8Ph0Cbx0DOBNQuW2KvoNzc36nQ6ti84T54ERS3BRgjLTuFB/Op0Onr16pX6/b7FTPb8+vq6xdV5VchGozGTA5i0RQz0Dc7YuTjjntjY3Ny03EtxzM3TkCtgGlh8CiTe3d3dnRWbqPJgRHI2RSHEFvFiPB6bykueBb9Jsr7cs7MzNRoNbW1taTyeTh+bp48Ud4Nv8Cc2QGBfXl7q9PTUes/oXcJx8pAQglTDmgsJjzrDKGgKDH9pYzAYVDqdNlKU7+Tv2ggGg2q322o2m+b2kDRjbSYvgftisZhhUsiIx+KTD0Z/JAOalWBbc7mcSX+emaOfw9to+LP4OfGO4YulWsZTStDBdkKzL2wJwBFLTLfbtWraT8mhapPubzDt9Xra2tqSJBuDxm2voVDI+jNgximy5nmo+gjOeFGZhMA/J3H4fhPvpeNn4E8HpFF4wCyQnAHbsVjMQDWe90hketsyQZYAy6Gm3wFQmUgkLBED5GAmANO7u7vmt5emVgB+77wPRQrBnaLPT5DCwkBgYToI1jIYUthvPP7IshRqHCD6BzhEvHduzMYu5m95JYjQc0RSp0CmRwWQCeO/vLys58+fK5FIGCgIhUIz4yLnKdIoMOmhYiqFJFMi/G3wMJ8UD/xZ9pHfw5xbviMKABY7fh7ME15mPLesK0qNt3kR7Egwt7e3M58NJVWaFhSwcZ595azOe14lGTNLnBqPxzo4OLDLkOgr6Pf7M/Y7bBq3t7cql8u6vZ3eP5JMJs2CglrrR21zBj1YxcIJqICBwofPGi4tLSmTyVjip5D1igsFBhOxuKvl888/t+Y+xg5T7MzzUCzwDrD07O7u6t27d+p0OrYfUQv5cyRZ9r10z24CuOnpgPDAousTJt8dux3xkJxCUQML6/vhsJVxtikSA4HpmO/379/r7du3+umnn1QsFnV4eGhkG3F63gIX6xPWVM4OBQ8FPL0Z2E9Qafhz3s4BuPAkC+eV+O+ZZ27UJm9j5SEv8P34H3uf/U++vLi4UDKZtNzPBJt8Pm/TtHxPgjT/vTesXSwW09ramlqtliqVigF+GuoHg4Fd1opiyo3VrDPrzvfwfRT0W2ATA3hTuNBcvrq6qkajYQ359Eah/nCpnH+vkUjELJTsX0btYvtm8M3GxoZdcso+RYWa5wHPEXsqlYr29vaMQAaDsBfi8bidJ5T4RCKhQqFgzhUIKAo1SCKso+l02r4r5Am9pd62iirtC0DiMtYh8pAkczMQs4ll/B6sZ5VKxdbN56THPKjIAG7yHjGetSFukXeJ6fV63Qp+LGNgX8h3yNLxeGwqB3mbfjvOJs4h3iVFNaQ/f8UiSFF5e3trai2/D3wTDof12Wef6dWrV/rmm29MGadf8JP3aFAoMJEoFospl8vpyZMnZiPgpXGAsEj5cYn8FdmKl8LiA3DwesLWbW1tWWLGHhMOh+2/A6wgpTPpgc/KZsNOEwqFbPMHg0Ftb29rcXHRDsz19bU1PsHgzNOUK90XOlS62DJCoZB6vZ5J2VxYRTLo9XqWlJFJh8OhVaNI4jTvIhki5a2urqrb7Zp0zH/vJ/MAsgEEBHs2KGwLo9vw/mFRQ94cj8d2M3GhUFC73dZf/dVfWdCeV9YFrAPM8aYvLy+r0+mY/E2DvSRryCQxw8TxrmEASA4kdB9IAZj8GVQJlCAA0NXV1cykJUCJJGM/e72eJR0/Dg4/MdYR1nR7e9sYQGmW6fzQB9+2t9JhT/n9739vU5VgzwmCfEbeP8ESsALTyx5DKfIqBT0+FA5nZ2cql8vGhrLeJGmKYy+hw7bAFnHmvQxO39TKyorZkxgpybuf9yEOwZaNRtMm7mq1aozS7u6uzXoHMAEQKNKw+fBZ8D2j9gWDQcXjcWOdWBN+R7vdVqPRsH0D87S8vGzjgOPxuP0MGHz2L+CPvUayJVbSOAyIhO2et0jzcZmzA9mRTCatqTgUClnsp3jlM0myuAgLKsmUM09QYbvZ2tqa8XD7ZlP2NgQXsZCBGbCBMIvsORI2TZUo87VaTYVCQV9++aWkaVEKKcVemecB7FLwJJNJKy659Ozs7Ezb29umYHP+iFUQJdKU1KB/jhgOcEwmk9ra2rJ3Uq1WLS/Auvq8ib2TtUKdYm8BAOmVYWz3ysqKdnZ2zBYFYC+VSqag0HcJ4J7nIfZvbGzYxZioDN7KLcmwBoWYH6kNqAewshdRgsnJ9IhRsLBmhULBClTIQfIFSgUglJhAbPbN5hsbGzPTwQDPvO+VlRUjEFBP5nVcYJshXjAGm+lTa2trKhaLZvUFrFLcwuxDNHtLk8+Hvl8XSzBK53A4tLhE7vOKOHudeCZN40C73bbcKcnwCmDZ41Ys32ArYpFvzn7sA4GDawTbu6SZQTUQdn6QBd9pMBgYccQ/pweG4szbwcCSvr+H78xehKiEPJVke3BnZ2emwKbnaG1tTc1m03ADlx1+/vnnNur79PTUbraX9MF54oMLDRhD2BLArx/jiYcdSYuEyV/ZIFTqHDAqLCpQZERkKfx8yWTSLhdBTkIK56/ImGxQJiFJsq58Gl78y+FeDproaAJvtVoGSOdNIEhiXrkgaAAiAVyFQsGANYCJAMWm4VABzh42wFNVA9Z8Q1S5XDaQOBgMzO4CQEE29155GEVpmgyxF93d3dmFRAD5QCBgPS80S4XD4bnZFu/9hWVG1m80Grq7u5tRWZhsQY/DYDBQsVi0oI3Kwz7GhoVcCKidTCZqtVoWHGBvkL5hw7wfHsDM/yfowBLy32ABwbowGAzMGlapVBSPx/X555/r5uZG5XJ5LkWD9+gtJAQ+CnYCkG92l2SfD+CGf58igilTsC5+Ag3NuLB4jLommHI+sQJiOyE4898g4/vE4q0M7MV+v2+yNA32NKvO26OxsrJia9HtdnVzc6Pd3V0VCoWZxkcKUAgESdbsmEqlTKYGpAKi+v2+jbYmEdMbgc0glUqp0+moUqnY9BT+O9/v5JMlD3YBr2KgbHmfOR7w09NT8/tzxua1sABmUUchIwDGFDdra2vK5/MGLACGk8lkZloPn519hZoDm3h7e2sX2xGvWCdvaUAVGo3uL8hitLO3mRGPmcTERCn859KUJPvd736nfD5vk1fon4GpnedhFPdgMLAeErznNAdLMvKOmM1o22w2a0AeOxOsNIUr+w5VHT+2t3+mUikjHSCnvA0OIgHVCnUDgOMVcPp9uLcKFZPxzb1eb+YOl3nBMgoBhfuzZ8+0sLBg9jO+d6lU0vLysnZ3d9Xtdu3+KRje7e1tNZtNU6kZyYpSt7CwYDmo3++rWq3OTH1bWFgwy5Qky62w+MRdRtjH43FFIhF1u12zHkMSYiVnUAx5hQK5Vqspn88rn88b8J/noZjEtrS5uWn7/uzszGx7m5ubOjs7s74CaRqvKXLL5bJWV1cNP9FXAkmDo4CijvcN0dztdlWv180GL8mUSen+Mlgs7eQk/gfRw38LaQCWYXoodxJBMLMnHvsQ64LBoOEgLo7lTHAWIN1ZM8hJlA5IQPp+UEkgP3wxFQ6HbTqrtzUOh0Oz6uEkAR+GQvfDDOiHQgXjRnuPFYkJwWDQpmcVCgUdHByo1WppfX3drFQf8nwwgkmn0wqFQjaJB1nL38gL6AIQ+w8LK0Qli+xDYsOvJ8nG8FG5c6MmTCeBFF8fB57D7T8T4JuDGg6Hjbn2jUYeMBJkuejp/fv3czepSbKxscijo9FI+XzeiiHWh4QAw4zNhwSLekMQYhPjoWMCBgkb+0gkEjGACetAwGJiDqD25ubG2BTpfoYzrAnNe97ughJCgdHr9fT9999bwbOysqJKpTLX2gUCAZNUpXs2E9Y9kUjY3mNyx93dnQF4rHL0tFCcEFgpOAFXJEIkboIBUzdYf+wmrCV7Cebr+vpauVzO/LMMKyCxw1qurq6q2Wyq2Wyahx77BizLPHP5AaN4YOln8QzoQ9sKXlb+HBYcrGmsO2fGM1UbGxtWjE8mExu5iHIGq4qlYGlpybzZDIZAwfDvmJtQvc2L5A8gRfUqFAoz/TXzPrDY0rTQqFQqSqVSVuTXajVj4XK5nCVbYgssKuBiMBio0+no6upKtVrNGCNiKmcI6w2AEaCJnRKGj+RJEQ4rSIzgfwAV4gzxgOI8nU4bwH/y5IklXXz+8zzEINapUqnos88+M4b45uZGrVbLJmDxvrys7yecEaf6/b5djonnnfgP6MZK5Nl3zhvqFIwysRi1gHeIMokdTZI1GdMv8+zZM+3v71tvDURFv9834DjPQ74DBBCDe72eTk9PrXEbIIb1wT+ofJIsplGoSPfWR84Zhdzt7XQaHznG91gBJImXq6urptZRbGNNQU1g9DO/jwKceElBs7e3p/X1dfOxz6ukQQJAcmxtbalUKumv/uqvdHJyYjmSApiLU1HHIZ+wizCkQ5K5KZgQx9QnX0RxfofDoU175EmlUjM3jFNQXF5e2lnhvAIm19bWVK/XLZ9inVxeXtbbt2/tBmwInVqtNjdGIW6Qk0aj6aSwfD6v0Wh68WCtVjO1ECuQJFOEIpGIjo6OdHt7a9ZR+jQg4ADTWNwoIFBpsUZXq1UDvIBi3iu5F/zHe/O9NKwD55px1YwyhnQlJpHLH/tAoGDXJZb4mETO39vbM/IIGxgENAQA9kJaDsCgEEf0AkKgsIeurq6sUPBXTTBwxDfy0x8MLoKYJs+QS6X7+1La7baePXtmzhD6kDqdzgcPqvngQsMfJKpH2As2AIw2sj0ABlYEWxPVnh+j6UfySTJfZyKRMIDU7/dnGH7ACSCYm4FhV3lpbAB6O2BoYeaR+mGkUqmU+v2+NZUlEgljwud5vGzGxqMhjsSAneTy8lK9Xk+SrP+BzcB7AMSNx2M7VDQzU0igdtzc3BhQxO/vx+rx572XkWSDssQaHx4ezkj7/F6SEDLeeDy2Px8IBIyxmucBJOFR9bf8Io9iaYB5gfWAZfMN7/yzxcVFWweSDxYgnkAgMOOvZI3Yd9Js/w9sK4EUHzqHkeKIz5dIJLS6umpy5Nu3b83HzH6A1XjsA/vj2XneFw3OfB4fbAlo/E5v8fHKzWQymRkTDYlA0UxAPTs7s2QKAPFTg2gopWBApeSzwk5T2NKvBeDm/EqyYgOANE/ykDQzjezq6krValWHh4cKh6cjVtvttv07Er5PuKwdBZNnUyuVivUV1Ot1Ux5h6Lh1GasJhIO3pHa7XWv+xOderVbt7AHmfI+Mt36y/yOR6QTBvb097e7uand3187/x8Q6iJWzszO7aXlzc9MIHd4nn5P+HT4TexSbBT1z3W7X7DheGaZARpFGiXto80PVQ+3AC83/BwDD+hHXiJVY1VDQDw4OrC+QXDcvqyzJvM8Av3g8rs3NTe3t7WltbU0HBwcG7hntjS0HZRZyhQJ0ZWXF1Bwa3ilU8anf3t4aM8+f8USCJ2JQJMmxkgzA5HI5XV1d6fT01EgmYgMxEvsRQH97e9sKyNPT07n3HSNBb29vlUgk9PLlS+XzebuEFEITe3Qmk9H5+bntC9+HwUhxCB6/bqiquBxYc8guWPRkMqlAYDqpij0L0QfJORhM7/Lgc3M+yDXEDyZhTSbTCUpv375VtVrVn//5n+v6+toUCO4jeezD2F8GQTBMBzsn8fji4sKso5IMD0K6gKm+++47u3iP6YucIQoE8GQqlTIbHtiOC0/p4xmNRtZbw54EdxAfOLOAbPBSKBSyy3IXFqYXI9PLSsEsyS4sfsxDrA+FQspkMioWi+r3+zo9PbVeYtYG25Z0nxcgKMCm3oVD34p0fz8S93UtLS2Zu8I3kGNLnkwmhgUpvLDZMWnSK0Yeq0ciEbPRYaMFpzcaDcOGjAT+UFz3qJvBl5eXramUS0MI9DCX+XxeV1dX1iPhG0RhqFhEvMGM/iLhEihZPEn2kvA2YguB3eTvpXvPI2DLV8EEGw6tn8ABu0ghguWFgzyv/QcABbhaXFw0sIlFSpqyAzSzS1MmDTDMQUXeAnDhkWSd2XwkHNhOijSShnSvpJBMUR+wOVAls7Z+UpD31PvNHwwGDQiNRiNLwvOyLTSS+UkI7BMUIIoE/OEwg/4BwGAF8gz/eDy2vhn6hrwCMhxOR0fyBINBY3ZIjHwOzgHN9tiEsCEAACRZEUOD6atXr/T8+XNls1n99re/VSQS0Zs3bz54VrV/YBrx/D9sKMXWNRgMlM1mjQ2G9WXP+p9BkgCcYFeAuSSoh0IhmzyDguT7tYglSPC8Vz4PDXNYJ7mzAisVAIczATjAXscY63lBC3HK+/O/+eYb9ft9vXjxwmIKzeDYOLHCQYoAcDqdjhWNKGStVkvxeNwCdygU0tbWlhVd3OAKi8paEP9QOLjdPhwO2wQh3hWWLWxbWAOxHEhStVpVq9Wyc/z+/XsdHh7OPcqbpkVAGBOzWB/iGQoC+xK1gLG9FG6olgASSWYzY6/CzEmauScE9tjHLO/Nhz2HaCDuAQABRlglUewolrHFYSMejUbKZDLmcX/sw6hu4jXKEwUhXm/UDCx719fXdvfL3d2djX4HsKyurpp6g//dW5bb7bbOzs7MbukZUcCv97ZTiGJLw4p5fn5uNkZsqvS+RaNRIxjw8AN6/DqzLx/7wHhjzymVSsaoo1KFQiED9IVCwZQqSEQmF6Eu5HK5meECXEYMWK3Vaup0OrZn2F+Li4vK5XJaXl5WLpezCUuoccRC+iogqDiXKCYwzORAQL3PSd9//70kmW1tnieVSpkixNAAxpmC7bDZrK+v25pCzNGkvLy8bHZCT2SRIyi0wIxgDPIK55RYL8n6FynOPEbkQUHkM3JGUEhxXlxeTi9lhiBLJBKSpNPTU71///7R68b7YsLU+vq6nVMazinIOUPeXQJGQsEGn/A5ufsLXIWFm7wL8cY0Opw47Bn2I/vG96Dt7OxYbCZmstexr0Fw077AvU/cYZLJZGxc77/0fHCh0el0TCbivgyAGpscBhuvMf4wNhLBhKkh0n3hMBqNTB7EV4p1gmlMNGr5oIFcRvKgWkwmk0okEtZE7aU1DjqN0vgokcDa7bZKpZIajYYxW/M2C0n3rDDBhL9HCkO69TcJS/f3ZSBjw4xSuFE8UdARpMfjsRVZng2H5QeoAc4pIlA7ePhvUVbYzLAXAG1UlKOjIwPVZ2dnqtVq2t7etuA7zwMbhgUFq4L3CWOrI3FQhWcyGfNlskfxhBMkWQvP2qGcABiRDL3nnMcfcNaLd8P6o+SxlrApyMJ+LHEoFFIsFlOhUFCpVNLr16/1+vXrR68bvm0aG1EbYCH4Z8iwnE3+GQGLc0kBi7TOz2HGNwqNV39arZbK5bJ5PknoTA3jPXFBXCQSMdsO8i7TLRhnC/vKGvLfYM2CmGDd53kKhYKx4s+ePTPgzyjRcDhsAxmYUAYjzx5rNpszvSQUfvyVtWOPbG9vW8zD20y8JTHxbngH/nuGw2Er8oiFHrQCxGD1OVftdlt//OMftb29bb5zgO08D2TI4uKi0um0Op2OOp2OxuOxXbAq3ffBkBewJqGckZT559jEyCcwcUj+0r0qi6UA2wnnHCuBBzsUtrF/ujwQxh1fOWvL+fQAJ51O251MTKSCqZ3nWVxctEvRRqPpRLVKpWJ7A3KH2ItqSFHX7/et+CBeUUBRvNOITE9CpVLR27dvLaYWi0XLSUtLS2q1WlZsA6jJvxAmEI78/EKhYPuPnHN+fm7N40tLS9aIju//7OzM/sw8z+XlpY04p9gtl8u6urrS7u6u/XecDWI0I2IBYO1228AV9h5v5RuNRjo6OrI8vr6+rkajYXkwFArZPV+sIYCs2+2abRZbpFfSiM+o7ahb2GOwU5ZKJYsF2PuWlpa0s7Mz19rVajVT0mn8/+GHHww4U3CgxNL/AN7yhT/FDvmeYh4MhzUN3FEqlYyMYR+CWfxaUOwQ7/jdvtmZs4Ddt9PpWD/dwsJ0/C7EDQUptu551CDOWzqdNnUVdQucubCwYLnEFybD4XQMOvsE27onUgOBwIzDBhWXwomzDfFO7PQ9rZPJxJrsFxYWlM1mtb29rWw2azjUW7PpiSG/0zTf6XSseA4EpnengR0+5PngQsOzxdyCy90Pvuvey2psEC5CQ07lQhgqemYe04RLQ7m3DAGGSRLIez5ZkARgDmHkYf5ZMKYseNAJgI5EInr//r1++uknY8YAAPNaMaLRqG0iviMTUGDmPfsICCOhUtXH/ulCQTaYl8BWV1fNC0thwkYCbPA7OPwwNzBNvF9YVW+Hku4vmaEPhODLIWo2m/r666/VarVUr9dtBO2fUhg+9CkWiwoEppezHR0d6fLy0thGghmKB4EHho2CFukPqxmTKWDwuVOA/ZlMJg2QbWxsaHt7W1dXV9bLwu8MhUI2bAAgThDEhhAKhSzQxONxY+eZl35zc6OtrS39+te/Nkl/YWFBx8fHOjg40Pfff2/TPx7z0FwHQJDu7VSoDyQ9rBoUrDDkyLtIvBRMJEWkY9YToN1sNg14cXEjIziRy1HmsPzxvtibjC8FsLL3ae6s1WrWlF4sFq2gJehKHz4R4+FDUotGoyoWizZ/naa+Vqtll6lhTUQVZC9i1ZNkCiONtFjasD+xR7lvADsOvS8Unvxu9j19KoAz1CKAOwnLD7IAoNAEjtLJOGv6RHzD+WOe8XhsoOPp06f69ttvrdgEpGBF4SyjqPT7fWtYZxoScQi2VZIlYZRginsKE3zhWLP8kAv+xzkmDsDokWjX19ftM6BwkZP8n6ep8+DgQKVSyfrD5nlQmFEeIMM6nY4BVcghWHZADUUWsRtiijOCoo7dbjSa3rHx6tUrnZ6eajweq1gsWl4FuMTjcd3e3tqUOggyCiFJM+uVzWZnBjigbmHJG4/HBq4ikYhqtZoVMxBn8zyoDChOt7e3FmvX1tZs3C0TpFgX+slQsBmXnUqljKhArcZeDV7xllKKQCxkW1tbRoSgIkqy+05QLLBsEQshSSnKaAaHrAsGg9rb29Pm5qZ+97vf2fCYVqtl9/s89mk0GhYzIL1wIGCNRT1Op9M2EpVhE/w5Ck1UQ3IMsQfSa39/X4VCQRcXF0bY0DtBfsG2nUgkFI1GLa9jp4Spx14rychiiEXwlR/kwoj+29tbnZycaG9vT7/4xS/mcqtgkUPlgSihMGdwSjKZtHzKZ6GIol+DogfMB9Dn50HSQeQSfygC6TciVvlcz9nisupMJqN4PG4qCUol703SjPrGP+cKiKurK+3t7Zly+CHPBxca6+vrdmkbC4ANhCqNL44fGIsK7AvJOBAIWCIgibC4NP8CVAEvsE5sNJh+2Ak2JuCZxeGzEgg8CPd/jwRfqVTUbrd1fn5uciJV3LwNzYBUaSpT+mYmmof9BYN45jlIHB7pvqGT0Y8eJPLvYZoAIbwPDj7v7mHjH/8NygYbzfeJULQQFGH3KXROT0+tAInH4yY3w7w89sE3yyUzsNYEJQonmBSSGIESWRo2BdBNUUbVTxM2QQHggxVgd3fX7EBcHMifYcoOY+K8SuD9qPF43CaPoKJJ0/s5stmsVldXlc/ntbGxoU6no1KppMFgMBdwwZbI7wEA06RGAfTQZ8vf874pmgBqFE/I2Tc3Nxa8OENMDzk9PbXLoLDkeRUJEAjAJAbA8kMU+MY/SVb8Utx5ixc38N7c3Kharc615yKRiF02Rq8YbCkjOQFiEB+7u7vmtT4/P7eeF/otYLd8rwUX58EAI1kjW8fjcSvUUTdgqNjvfuofTCyfi7gByy/JmFFUqmg0qp2dnZm+LdZ4ngc1ghiUTqctRmCNYe+gBC4vL1tMId6QMHnH/Dz6zLxdkn1DcuXn8GdgGtlb3W7XCKqHVl7P0q+trRmp5SfKkW9gvQ8PDy0moKLP80SjUVPTotGo6vW6vv76a1UqFVO6AEuQJ3jTfa8cuYC+AGK7J7To0Wi1WgZUAHA05aK6ktMpkiWZLZB9AsNPPpZkVjTeAb9/MBioVquZSshAk2Aw+MHA5eFDIT8ej83WxmWeyWTSGnHX1taUTqcNCGOXIs4wJAAbMzkDizPkKOokzPR4PLZ7EbAwokp4rIGymM/nLV6wnqi07G9IIMgWSWYDg7RaWFhQuVzWTz/9pMXFRf3X//pfH712Z2dnFtOeP39uAwc8KJdkvTk+RpAPvNuFfIcySM6GzMO5QlFN7ILkkKbF6+bmpjY3N03BQ+UEE0oyrOZHN/vRu8Rn3DY0RkNooxjM0wcJ5hwOhyqXy3r37p0SiYT29vZsLSDMaMoml1IEUKCQY+h/4LI9zjP33KBwYYNmbZhmKc32Nvp9Sq8wI2w9mQ1W9gQZPXOceXo0GAiEyv4hzwcXGvxAwD2sHuNfB4OBEomEMQYwqlhSeLGwAd7C4RlvEgZf+vz8fGZakmfj8RF6ORcQip8PLyGbOZlM2k3HeIV9Z3+v11OtVtNkMlGpVFIkEtGzZ89sk8zztFotG5mH0sLkLrx2kixJAmLw8AEAPPgbDofGBJJYYR5owgqHw9ZbQNKmcKKiJgjCWMOuekDPzydIwBgSgPDpSjLWQZL5E2m6m+fp9/tqNps6OTmxAwVwwRbhG11pmqJI6Pf7Mzf+4ufO5XK2LxuNhgaDgXK5nLEvHD72CZYP9glN0QRP9hYsIgmB4hmmCtYB3zQst58scX19rVqtprOzMxu0MM+68ZlhTTjD+GclWeDjXAEoFhcXDfwxZeJhXwys9+LiojGffF+KFmw7kmaamknuBEHfu+H3HVOnKPgkGetNsXhxcaGTkxMDYNjr/OSXxzz8XBohd3Z2zC97ezsdp4qaynei+Q82mbhHbxBNub6/AqC/vLxse6lcLqvZbNoFcAA4SaY4Et+wXHDRH+wdNkjeE4obfnD+O0bMIq3/+OOPdgfIvIoGd+10u131ej0tLy8rk8kY08+/x/uNrYTeLuJ5s9m070HhxMhRClBJ/6wgpggYjUamkAE6mPxHAz7FCEAJsAGI8ZYszoj3kzMeFq/+zs6OdnZ2lEql5lo7CiXA7uHhofX3AP7pb+AOEopy1AVGsRJT/H70ttJyuaxarWZqA0UszaW+x48eId4DscoXOthLsRdCwpC7iJmoIVi3GBO9v7+v7j/dszHPQ77H1ntycmIKEEoUn3kwGKhSqRhJFQwGjUkn9mG5oVC4u7szWzYFZjabnVHTfY8afw5SALAL2cB+Io9I9/mfWAA5SnyhUMYKROPx4eGh3r17Z6rvYx/iBwNq/MCPTqdjSj2KD9+LGEWs5VwsLk7HrcbjcfvnqGrYsCn2AcLhcNiIvuFwqFgspmKxaAQW/UpgQAgKimZvOfU52fcyMbSDsfQUTgz8eOxzenpq2O7Vq1d68+aNMpmMfv/739sQAOxeEEj9ft8uhkapAdv5943LhLhFzySkMgoGTgGID+KZ39vkUbCT7wNBjSNfkYP98KNEIjEztbTX6+nk5ETFYvGDCakPLjRIUr65lArfs2lc1HJ7e2tNrCQB7EP0PMDeS1OAyAvBpiXJggdsCD+HDeJBMGwdzAHTY1BBmAIh3c/kX1hYmLmNEzCBLEqTHWBtngeWkSZDPOYwB1Svns0lyCO5kggIYgR+qnc+v/fqwTjDHLI2FINsKBIQv49kBzvBpg+FQnYxFZ8XD2U0GrUDRLJAMWBS1DwPDDk+6dPTU2WzWbNhLCwsmF3MrzVSru8p8SwmfkfWbWNjw3yH7DE/JtirEjTyERRub2+NGWGUIe8WkMl7A9yEw2ED+R5IAaqxKPCZH/sAujljFKAEZVRI34RNQmYPcmb8VDYSIGDR+2dRRWBwYG48o4pdjb1I4cF39FY934fAZ6GHhfMUDE7vOiA2+FGzH8q2PHywZ3Fm8vm8sT800wJwsQ3AQgLwYIKJa6lUytggkjGNddgQ+OfhcFjlctnsLyRzADFrC8HCO6E4oNAj3pLovaKHhYkemTdv3sx40Rlf+djHKwPZbNbG5zK2N5FIGInkYzoAjHfO+SN2k1Cl6RmHIaeoYC1QhvnZfCYsqBRm7H8YZM4IZIYkm5xDDODsYuPlVvi9vT2zukEqzPP0ej1rKpdklkXeG3mCGEsc9iwv/xy2nHdBnozH42ZZ4R2gMkkyjznni3cAwGV0MqAdMoY8OxgMrCnbN5EuLS3ZzfOSzCbMwI1CoaB4PD43mQcGYP8RN5lIKclyqr/HBtIM3AGxwh4hPzKcgWlM5NlEImGECpOpeHfsQQo+YiSqqLe/gJ0Gg4FZZXg/7HM89lj3vvnmmxlWmbj52AdycW9vT9ls1uxn5APIT84X91AwWZH8xt7BQhQIBKzHA1IFhp+96a11fkALPVMMV6GApb/IA3NwI+tKbOTncE4okJvNphUep6enqtVqOj09ffS6dbtdGzpA3CyXyzo8PDSLJT18rGm9Xrf7e7DnkiO9OwUlm6JBuh8DjG0PDEQ+JT+B4zwJQ5Esaebi0rW1NTsn5Cr2MORQJpOxooQJpqjMH6oEfXAmxufV6XT0448/GrPEh4LJJmgDMrDnIOFin0D25s8TCNmkMJuS7PeQMJCEOIx+2gCJeDgcmuWJTc7vhwliczOh5urqyoIDNzqSnHyie+xDAMXj6n3yJDHfbEgioeeAgIf6gw8Xaxl9B74Zif+PLYA/T1FIYPSTsJgpzs/1zAW9LbDNeP/99KylpSUbw8etnByIeVh56X4cIuoDxd/19bWSyaQxbzDpfG7eGSwPU2NIINh1+P7+YiusabBwqDK+iON38L1p7EbFw7IEQ0gQZT479ghsRclk0ry4AE9Y9HmCYCwWUywWswICVk26HzIAI86ZoUeFgM6aSpqxCsESS7J1gKHj79mr3gdKIuZckjxDoZA13vrJWN77zGfB6kAQlqbN2wsL93d0eFA5zwP4pGHx+PhY8XhcOzs79i48c86a8q4lzSRf2E6UWxpvd3d3bQoV4A87G6D76urKphER3P30HoA8Hnp+L/sVKwIMWi6Xm1GCsNv4yUJI8/M82CI2NzeVzWZ1cHBgF4960A7DR/wH8FIw+P3qkxrTd5iKRCziQj36LCDDyB2wexS0qB0wzyTRyWRi09HwWfMZ6C1sNpuq1Wp6//69tre37bI8QNS8fQZ8Dm6VzuVyBp54P/xs4iFgUJKp5H5fesshNpZWq2X9W/jjR6Pp9BvACTYTGE7AHOovBCBEDoUbPY0ofevr61Y0onzWajUr1sj3qPB+0MZjHuJuq9XS7e2tnj9/rpubG52cnMz05UCy0J8JgQhhCiilnywQmI71rNfrZs1CWSSmS7Kiw1v2UGgCgYDlE4hL31/kew4nk4mdfXpu2Je4QuLxuCqVik3FLBQK2tjYmNuyB3EJ255MJrW2tqbuP13ex1AAP6VrYWHB4q4vZHESSPe2Z5wlTEKTZAUlcYzeMwoTnAnkEN4Ziiz9XVjO2LcUgcQxTxoGAtP7nEajkarVqiqVim5ubrS6ujoXsbK0NJ34hrIwGAxUKpVsmppXaplCCIbyDiH2PziWHhn6h8DD2MfIbX5KJKQEGBclA8KNHIQ6BBbi/3uVyBOwqBkMZCmVSrq8vNTa2pqpfh/yfHChcXl5qaOjI1UqFTUaDRt1y5fCDwrrLsnAHqADdgOwwn9HlUbwBJjAOlNB03TOz5NkoJGN631qJDg2M/0iSIL8fkCUNAUQm5ubevLkiY0nxcsKo/TYB78mrAWBn4ksJBI/HQRLEDOfpXubgHR/izNFQavV0nA4VCKRMHDoPc4ECJIwagfFIaoHAAuWEG/+5eWlzs7O1Gw2bWQr6hb+vsvLS7vgBcZoc3Pzo5rBCeqnp6cKBKYXQhEcYKCQ9glogBCAMbI5jX5+shSHme9HYGi32zPV/fX1tQFQrHZYOQDEgAAYRmxykkxdYLIYwRpGOxKJzPSH4NFnCtBjH4A6gQM2ETUCloNAxM2i0v2UJPqpSHpYIimUKEI9IwMAQYXEsy9N+2eY0OEb0gF19C3wMxhgAEvJnqMQIyH1ej1Fo1EDpu1228DRPE8mk7Hfz9CI8XisfD4/Yw2hmMR6QZL0cjhKjFcUA4GAzVXnu5OUfQNgPp+3c0RPjXSv8lJQobb4qXqwj7BjmUxG19fXKpfLxqz6m7Kvr6+Vz+eVzWbnuiCSBzUBbzx7jDNHIe8JJUYCN5tNsz7AVKJi+QZoPjc5Q7qPh9gcyUUAE2+7ZZ9wNjz5w1pxtulV8xPX7u7udHZ2pvfv36tWq1mBRv/dvDeDX1xc6PT0VGdnZ3aDuzTNvfwerHPYa7CaNRoNszZCKFFkcS5RfxlRiwJJPoZ8wZaFRYt4x1pxrvzFZPx32WzWptNg9fJA+2H/5M3NjQ06aLfbBsAf+zBIgVyARfX29tZUIkg2YgPnADYYvICqKMn+HHETV4RneTnDFH7kLIoMYi9kBAo7xCB9apwb+nCw1qDGdzodVatVBYPTgTHPnj2zMc4UHfM8oVDI3o9031iPl588Rn+AJIu75GDGrhJ/cIQQn7wLg/3j1SuvYkMEA94lGQFBjqjX6zaIA6cA76LZbBqx4t8J55TC6fDwUNKUCPbXCnzo4x05jDLGhoZizPtmXbxCgQLv++8opnzvHTZisCtriwIBQUcxBe4Gz4ED/B71xAvuIlwa5HLfT4dVS7rv/UVd+pDngwsNLr5h/BvJjeqKjQIw4/B6OwCLwLQUFgB5nxdBJQ9YY/ylJFt0bx+o1Womz9JzgOyLskKi8756pjbxAgB3zINOJBJqt9uqVqsznrXHPr54IHggIcP4DAYDuwmUQwkDAOPkm8Vgdv2UADYg/54AT8KVZMCH74J9ZWNjQwsLCyaN889RI7xcl8/n7V35dQdEMGowk8nYZ2FfPPbhIElTpjmVSlklDqvEBXkXFxe2BihTABcKDIIVcifv5Pr6WtVqVf1+38Au+y2dTlvC9sEY9hKrSTB4P8IUqxQHF7DVaDRszCHBBesIgDyfz88wbPv7+49eNxQt2DD6UwCf3sMJIPENc6wXAQvfeCwWm7kckTF5JFQaxtiXkch09CyqBTfD+hgCm9/r9dRqtWy/Agxg+7AsoXIMh9O7QM7OzowIiEQiajQa1uA8754DXEn39xswK53JOoBo4pVndgFy0n2DNGd4MBiYJYqkAhtPMvYKDsCFAhHrKImCYQnsZ5RJmL2FhQWbYEThCwtIYSBNlaGnT58qFovNfe9NKBSyKW7kCmw1k8l0ilm9XjerEUmMPEHMJyfQ+0WhQKzhvVCsopqzFx8qw7xLcgbrwy3SvAsAIqoOdkbpnsHEatNsNvX+/Xtr4g4GgyoUCnPfowFzDjGWz+eVz+cViUR0fHxsdo94PK5wOKxWq2V3snimFJaZ+IgNMxi8vxwxlUqp+0+3BTMaml42xpUC4ADx7GffxOzVXXIz69Nut7W+vq6LiwuVSiWzH/mzCqCkyPtQz/fDB0DG+6NZdXFxOvWSonQ4HNokN0gm1g3LEqo1Mdv3sAAg2dOLi4uq1+szOZl3QW8HLoFqtWqKXDgcNhKDgnFhYcGsKvQmMH2KHMYZoKF8ZWVFJycnti/neVgvehpHo5FNXgR7sIcohnCt+MloNCtjM2Y61WAwsLuWOJO8C4jp5eVli2HRaFTJZNJUDVQRYi6OE+IWZ5q8iwV6PB7bcBDON46Po6Mjtdtt3dzc6Ntvv53LsoftaDwem4OAgoDPzlkGO+G0wSLFmeH3+yJDurdJ+n0C+Y4qR9z0432Z7ojlGZWMPMXURN8jgxuE98faUbCzF7DrYUH8kOdRN4PDctC4KckAC18mHA5b9Q5Yge0giFBMcDDYuAALGE9kImQhfi4AejQaqdFo2K24eNawD9D8R7AlCfHyeZH8PWwlAYpJQi9evNDCwsJcFhZJxvrQqwDAI9GxlqwjhY8HIb5Bz6+7dC9RAhaZeoEsxwG0l/5PCgZAj6IQhoqDSfXPJsWKg2UD/yHgCFAZDAb12WefaXNz04LuvOwywX1nZ8caowFC2Hd4zxwSgolnM30vSzgcNusIDdpYd4LB4Iz0OxpNxzhSBFDpUyhKMhseYAkbHoUC6w/7SsCmSQulikKScxYIBFStVudSgyio+MysG55rGF9v3eOfc748YGMfwahEIhG70Irgiv8U1RLGmJ9LQxn7iu+M4sZ+Z409S48CRHAOh8PWw8LnxQ44GAyMcJjnoWhntG21WjXGCgshLDyWSJIA6pm3LmKPkqbWIs920gvFuSIW+WZRzj59ciQwburlriFUBBRE1gsmmc/HfgRMMqHss88+0/7+vmKxmL755pu51o7YW6vVZjz+gcB0RPXV1dXMxYxexWEvUPwD6rDIensUuYE1w9YCmCABU5ixnsQGxq9z9skdnF1iBKozYI+1J57xu/L5vPW7zAuWUU0pkKPRqFmyAPx8jlAopEKhYEUGLDmFBvEcJjcajVoxT7FBrmWMKFZhrKAeEHpFAsIQlluSxT+KSfoRYT3b7bYx3sPh9LI5Gsj5s/NaWKTpNEeYdyYgSrIiDXKCfksUSGIrZ57z4C1W5A0KBhRMSUYyYQHlvPrhG0zcBNfwTuj3YvhDKpVSOp1WLpezOMZeIG4wOjqTySgSmV4RcHx8bOrCPA/KNK6Ed+/e6fr6Wul02hrqKVq904FrDhqNhlqtlp1NYoy3pKNcQ/7SJ0C8B/xCttCIT9yi0MPCx58hT7CPmZ63trZmFwtKU8Wh1+up2+1awVcoFCymz9NDGggELAf6yaT0KaEebG1tSZI5gVAPIIZ4fJ+pdG9xJpZTjGC5p1AD67BvcZp4WxOkFQodf9bjAE8KY8mn8JbuLyoGa1LwfcjzwYUGDJAfpbq0tKR6vW5TEah+WCQqNd/06XsOAGJYIwAbeP+RiZkmgFcf6Zifw+LgU6Tx0fvS8PwSsMPhsEmoJB6Ya1QDvlswGFSj0ZjbA0mhAcAaDAYqFos2towiRJKBNhQd+jEoCHjprB+MEBt4ZWVFiURC4XDYCgJJxlzzZ30ABbzwjvg5vHeAKGCTKthfruNZoM8//1x/9md/pmAwqHa7bQzwPA+WIlgyWJG1tTVrqiKxYaVBPfLSofcts7aeRaUHiD2LLCtp5v4D33fB+4zFYjONpN62RxDEVkOQZMwcAIEpRux/Ljc7PT2dqzcIu0UwGFQ2mzXg4WdqA4SRuCnUAAvsIT+QQJJ953Q6bcDuYfM8iQEFAwIAOxV9BTSlekuBL7h5OLveM+5ldb4ragTfZZ4HxhELk7cnAdDD4bDa7bYpXdh9GO4Ae0SBSSDHNkXRxsV4zJPHnkJhRlKRZNPIarWarRNMIgooYMYPQ+BzEF/D4bCx8LCWi4uL1lTv48xjn5WVFUuiWHQYOkFRRhHgPfn4/73yurCwYDGf4R+so2fpKGwBKZBMxAv+fmlpSYlEQslk0ixAKC/EOPbz3d2d9VMRN7iLgYJvZ2dHxWJR+/v7FnNJ7gwdecyDaob6w96gZ4f9TSykuCVGQx75gpyYjHKO5QTgTUMvQDmTydjEPEgnSEFyNMUBMc83YDMAhoZqPyQCpZx/n0gkDGhdX1/r7Oxs7kKDi+AikYjy+bySyaSNHaYQk6a5r1arKRaLKZPJKJ1O22cgdknTGEdcYk/wP+JoLBazW5Lp16Bpv9Vq2Rh7Ylm321W327V7Q1CMaKyG4IQxBjuhQOXzeZucRPwABxFX53mw7KIsVatVNRoNa+bmfQOc+f+cA/ooz8/PLS9Q9BOPIdOq1arZvCAF/dqztoFAwG6aJ4dA/mItpuhDjeMMUgjzmbGpSTL7cjAYVLFYtLH18+y7cHh6B5cnkLe2tqyIxXWBnZ1iDjWBgoj9BQ6kf401YZ29WgsBzR5iUIEnsCCqfP4mD/izCLlFDEVNxtngbcBMZs1ms0YafNBafeiiIm/j98QHSRLk3/vmXIAJlT4bAFsE4B+fJB+aBARrDKNJsGKhKRBYRP9XFhF/OQvqJxVg3SLAU0h4y1a5XNbp6am63e7c4+PYILxk1oKCKRi8vxiJZEETmJ84ASvHoWHjoNqQUADONLOSlDzLS+Hmm9v4c2wqbAOoUfTGUGUjXSKPdjodJRIJffHFF/r1r3+ter1urNG8VgyKTQ4QnuJAIGD2E5q6SSiTycTUj2Bw9nIbvgcWAS7cYX29bMkBl2T2DKRhwCLvBD8pfwaPNOoZvne8yH4mOLYagCJJ+OHlPI99YHSePHliU3Ji/3TJJiADcI8UTXERjUbtu3gPN9+LPc2e9Y24AF9AEEwKiYSiwX8vv/fZt/Q6YJ1if6MgSbLijIk4T58+tUum5h1AAItGDIL9Pj8/t+RL7xJWBpQrvOnsIdYUNZDkwvencZv9DevOz/PSea/X09HRkbrdro3RRBUlAVEcAaRRkNiTJGD+HQUZdjZsovNOiQOcUWQAftrttsVe6b7PBAaSc4Iywb6n54C8w+cnMXtA7VlOyB0IBNQGf9sx+413TYFBTuI98k56vZ6963Q6rXw+r1AoZEAdr32329WTJ08evXZ+uhlDA/hOgBbO0/X1ter1uoLBoH1OGGBII98Yy/Q+AIm3xmI5xS7DevvBFKhOgDzWmDHJ5LLLy0tTtYnVXpmPRCI2Xh6rGuSLBz+PfSjK+Bnsn7W1NT19+lT9fl/VatVItcvLS8uB3AAOWPTTFsEZCwsLtkcpdFHSvR3o7u7OFJxer2f2KXq+IJJYR84eeMRbjLED93o9a9BeW1tTq9VSo9EwnLS7u2uTGed5iE/EEool+uJQJsFnXikfDAbWtwnm4yy0222tra0pHo+bpQz8Ai6R7u1BPJAH9KkwKpf9J81etCnJVBfIPV8cwspjDcSWtrOzY2PJ51G/wUqhUEjxeFyTyUTb29uSZH1ikN4UDRsbGzOx3vfuSbK/92oOKjCxlPPnHR04fMiT9E9DQNDrB95DPWav+35lctLd3Z3ZbekBxvZKjPjQ8/rBO9P7hqnU8bpSPNBQs7GxYQEGxpkkzOL5YOYbxAGNXnr0iZsEzb+HTaGZlWk+yPL4eZHaOeiAPIIx4JWkTqIul8v69ttvVSqVbBM99sH76ZUNDieyKwnP27uY/oPHm8ZwpFg2q2d7USjw1lMw0XuBbMma+6ZdGH7et3QfVMbjsa0blS1MPBI8Voznz59bP0wymVQkEvkozzfvHol3Mplebga7BvvMu2NdJpNp0z+SKT5lGErGCXa7XfMuIkF7Pz2yI3sFqwXJAtYAcO1VO9gt+jAYAcnf+54ObkHF4gCzPk+vAXuOs7SysqJcLqdQaHqLLN/Jsx4UuPz/h0oG6zkej23iBD0r7DnYO94JfTxMsYpEIkqn0wYuYdLYX8QN33RKDxhrgTTMHHZ6EAicjBaGXX3sQ8EIk0vgfaioAMbZbzQ/E3s4o9iAgsGgcrmcsZLeHomKIc1Oq2GtuRsGfy77HasOe5G1A8CjevAz+JmRSMQA0WQyMVWOXjzOyGOfSqWilZUVVSoVs2P5pn/OiFemJVmBCjC4uLhQOp1WOp22tYNQgemVZDI+n9fbUmGd0+m0gW/fW0PiJv4Dqlkrimr8ypubm0omk2ZHQ6nES397e2sK0zwPTejdble1Wk25XM5IIm5TJ9cSlynGvRLPVDOKBs7t6emp3rx5Y3Y+8kwoFLI7FBjLjMXFj2Qmnvj+LrzpuVxO8Xhcm5ubymQyxkZz5hnmAQuKkrK1taW1tTW122398Y9/NHZ1nmd1dVXHx8cql8sqFovGOC8vL5ti6AvW0WhkFy0CNCExLi8vjdWnCGGtJRkjzboTIy4vL+2ywMFgYMMvwBRMf+R3QmDwHsj/PM1m03DWZDIdlFMul1Uul5XL5WzdfSHw2Iffh43z+fPnKpfLuru7s34JLMXEI5h21AmPtSBTISwYTEE+Bb9haZdkgxckmaKfSqUM0/h972Md2INJTZHI/R0ljUbDVNJYLGaKRyKRULFYtCE68zouiCcoxu1226ZaMe6ePEALAZM+wVCsA+vqm78pTtlL5AcKNAoo7+SA0KboIk+tr6/PEDWxWMwIRQpD1pZClrMOJqzX63YvVqPRMEXvQ54PXl2vZNBY6i+0QcKjh8MDHTYmvRbIM4wE7XQ6BtiYgw87QBWLLEkPCAwdAZEigvFvbFw8p4AqkijgBw8xlSDM3mQy0enpqV69eqWjoyP1+/25b7fmIdl5Hzdry8YCcPoxcKlUymwCSGi+Ic9XxSQENpz3j8Om4j+lUJPup1fRcM0Fd6wrigFMGsDcHxS8yvv7+9ZotLa2ZmzzvA/fG8YE4Ml4O8C/BwuAa6x+/DnmbMMawuKi1BwfH8802t7d3dma8R3Zb/QawezBuPPnvL2B/5YEBRNIsIC9hNFsNBp2J8c8LB9e41arpXfv3mlra8v2EEwwYIqxmRcXFzNWOR4/2UPSzGVg0uxoUtRGGvbZw77I5n+cBQKgJFMz+H1YkpaXl5VMJm2kYqlUsiKXBJzJZGySU71en5uVJ5bt7u7ql7/8pUqlkrrdrsrlslZWVmwqFQkE4OUbn2EpYdVJwul02pp5PbOHX5dCgWSDYoMNENDOO8KbzL5kmhVEDmvK58Xuh5+4Wq3aZB5JxvTOO8GGz40lq9lsqlAo6OXLlzo8PFStVlOv15sp5jg/l5eX1s8CsKBA5XuwZliCyCckex8DiBt8JiyQi4uLBnooXiCaxuOxgUDYzl6vZw263v7I38Ns4l+ft9CQpiQd9jvOgTRtfCf/oOABZFFCITEAjKjbfB+AI3l0YWF6LwPjebF4UADSj4SygeUENhlGmYIQILW6ujozkpfzxD7m93311Vd6+fKlVlZW9D/+x//QTz/9NLdrADIzEAjozZs3evv2rXZ2drS1tWUuiEKhYIojCgtn1oM12GSmXGKZZdQq+zEej1tPm3Q/ZRPwhlWPPIvqAlkLOdNqtWysNTE/EolYM72fBJZMJo04S6VS2t7etlw/71RMSTbulP0Qj8eNkMLOhQJGrEfhJp6ALyA5sDd5jMHacX/E7e2tvXMUV/YtD44JihVyD+uO/ej29tYw52QysQKOnwW5QVykl4Iz8dgHwqTT6Zi6SMFCESTJ9pOfXkY8BvdimyL+4ECQZP2J2O7BEcQcziGxLB6Pm0sDyzcEjb9Dg+8AyQyxVi6XzWGwsbFhVlPyC9iBqVof8jzqwj5UB6RipCBJxgADXhh7CfPLBgGIYQ1iIUk6/CwWkYrV+/LYMHj0+T3xeFzpdNomFlxfX89YqvAYUj2ihMAEEWykKZPw3Xff6fvvv9e7d++Uz+c/qkcDQOsrVpIDFTnj8gC9i4uLSiQSWl5etovcYPNYF0ANhQdJE68iG5wqV5qCHTZft9s1qxgSJokTAEQRxNQimGqKHpL57e2tTeZ5//699YAA/Od5sEWwLyTZJUlIsYPBwLzXNHB6Fok9QEBhj1LUstc4dLBa/AzYZ9htDjMFNsx1MpnUxsaGqUd+Upm3xCEjs4+Hw6ElMaacAbhQPx77oFCcn5/r4OBAi4uLyuVylozxvGOLwEtKgINB5/t7NQsw4Rv0AHXX19fWROYbLGEE/fvwdjhAMA1pgHf2ZjAYtIltFNX8c4BdLpdTODydKNLr9eae/kPCurm5MQYb9g4FF3ALiQIwAehTUKJYjcdjZTIZ7e3tzTTzLSwsWMJGkSXueZKAopg9CKHA2mL1wJJH8UiPBMqoZwUB8oCG09NTu0BrXnaUeEBcu7q6Uq1WUzQa1dbWliaTiV362W63bSrczc2NnU9AcafTMcWCOM+/QxmXZJYSzhBqGSQX60nyX15e/meeewAwZ5R4iUKJ5dCPhSV2UHxCXs2rpDFimLsz6C9AbWAMMZfKEvdRCNLptCQZOQJg83cNcI8KvQxYW8mLgDl865B6ECHeqsvviMfjZmP1vW7Ez2q1anFkNBoplUppZ2dHyWRS+/v7ur29VblcVrvd1suXL+deO6Y05nI5lUol/fDDDzo/P7fcCDlEnoX8wm1AkzjnjLgOsYQdBisM6i+kHQQAcZve1cFgoGQyaTFhZWVF29vb1pyO0wOQjtp4d3dn9k9AKEC/2+3aHQvkuXlut+b7o15dXFxoa2tL6XTa+oGGw6Gq1aqRHBC5kvT06VOdn5+bjQvSw7spKHT9pYeebBqNRjbIgt/h3SrkIa8SQ6ZA4nlixvcGk5sYAsHwF7AoP2ueQgMc2el0dHh4qGQyqWKxaEQ8ed2PpGavgN04Syi+koxcY69wuzz7AmxHXCMH03dMcQGZQCF2eXlpPTIUPeBRCBo/YY+Yi7JELGD6maQPdqp8cKHBoSQB4rtjs+MdJOnf3EzvOqDq5wZONpCfHuO9Y74jnuBEUKcihuWBOYZx8KAHJhEQDCAlmbMJYLi87Hd+fq7Xr1/ru+++0w8//KBqtaqvvvpq7nGZ/Gx8cXgE/dxuDg3e/H6/b0WQr44J5ABJgM/KyvR+AcZykkCZmkKSoJDIZrOmYBAkAEQ0TwLo2IzsAYoM/kpxFI1GlUql1G639ebNG0nTRjOA1DwPjFI6nTYWj14RWHAAB2obB857GkkAsAt8NlQkwC9KnG8E9OtJUCJIxWIxAx8wtawhh5/Px4V17H0aq7DjAHBpJIRxYf885qG4RBEEJMP00ADLuvDu8SH7v4bD0wv9uHsGQEZwYqIMhAKBi2RCgevBK6qa38P+fRIDlpeXrbmQpErMwOsME5nP53V6eqrT09MZ3+ljH/p16vW6fR6AGowvP5uEx9mu1WoWjD14xmbD+rCvuv90uyzryLsgMcB2cdYgEYhj0v19Oewj3jN7UZodzcrvZx8C4Jli1el0PppUoWj0BIWPE+w7is98Pv/PmhMlGUGBfZJC31vLUFzZS/RLkVMAOsQDijl+HueLnwnpAvDEist7X1paMvUPFc0TCvN65SEeYM8Hg4F58bEjof5wpkajkeVY2GP2AgoPsQlFmuLF92ngHee/4dxLsoENvEPPyANs+FkPLXJHR0e2T711aHV11YavcDMzOGKeh/cej8dtyuWrV69Ur9dtvHatVrN36G2/qFcUv1xK6Ikgb2OU7pvPycMQfH6yITkKSyzWcJhmsArvibWlMOT301dEbjg5OVGhUFA2m1W9XjdXxseQeb7AH42mF99ls1l98803tk5YZgDIFJi3t7dWfKGsQtp6KxoAV5Llce5I832mHnfwflgT8gbxiUJPkp118At4E9UJcpxinYESz549m+vuIN6PNM0RjUbDlB8wAXGBFgH+XL/fN5KCfUR+A39QIPN9+D2+j8LbuiVZ8ct/yz7mklHu6fHuED+h0GMOcg97u1arqVwum3ryGNX70YXG0tKSTQKgYtrc3LSmKmZ7c/B94PEgjgIA5gpJCQaUqgzmigONb5aKmd/Dle0w9TABvvHr/PzcPLSAQIIyPQ2j0Ui9Xk8//vij3r17p9FopC+++EKff/753EFQkh1Mkhc9GRwIz7oAIrj9HOYewALDzsHCN4ddA7aSzcWmpqjhv4FBoQjjwHq5nDUaDocG3glosIAUgIVCQclkUv/4j/+oV69eaXd3V81mU81mc27PN8BrZ2fHRuqWSiVLyCSCbrernZ0dWxMOeSAQsAZEv/dgSbGM8Z0pSgBHsLPSvUrgmTsCC8oL6g2WF+n+1nXsJIBliksmTRweHho7FIvF7GfMM94WRsQ3fzUaDbuckIAFq+YVBb6ndN9cSbHhQRaKGSAE0M8eprBlz5JIOM8w+zAzkqy/gISysbGhdDpthRusNbEDW140GlWj0dCrV6/MPjkv4OM7se8BokwLYcwl6+Ml60qlYlZQ7izxiivg2icAyBmKamwmNNWj2tRqtRk7Fcncq7Y87D0KQhIGjZ2SbPIOCZni4+LiwrzT8z58ZlhS/PLD4dDIExjMeDyuaDSqSqViI7MlGTDDe8x7JxaiwOKV5myiopNLvKUEoMPPw84TDAaNXOEunfF4PHMhpW/0X19f14sXL7S3t6dSqaRms2nqgbd9POZheg9MuHRP7K2srGh/f9/63kjy2GqwJXqbKWRBqVRSo9FQr9ezuwNWV1d1eXlpzb/JZNLUJf4cBYpXttkngFEmypE7KD6urq70448/6vz8/J9NiaORfnNz06ZAXVxcKJVKGXCb5yEG7+zs6OnTp1pdXbXcyHr1+327jLVSqRjY9WQgijdxcTCYTtZKJBL2ffG3gztowieWgUHAMvRCEisgRiGEUIMbjcYMyQcOurm5sabgYHA6yalWq6ndbisSidiY63kelBOmCLbbbWUyGSvYuItLmuIYeg7T6bQ2NzcthnO2wVGBQMDwFkWDpBlcxxnG/sefYw8vLk7H56J+SrLCEcWR+Mr3B7QzsAUr4crKio0rf/36tdLptP7dv/t32tramssqCoHBz6/X6zo7O7OekPX1dbuEEkslfQ64c8gFnBHwqiSb1oeyiLpDfAHfgHV9vxAEJrmYPj1+lt+H5FTpngxFmSeOvHv3Tv/rf/0vLS4uan9/31RB8sy/9HxwJsZr32q1TDqjGTGXy5kfniAPCPSj9HyjDgcIQA3oWl5eNo9gJDKdE41nFzaChjcSDMmFqtw3ksPq42v0Cdj7wn1PCBcARqNR/fa3v9WXX36pVCo1N1hGPcnlcnbbMIxVtVpVIBCYqYRhlOjF4MIkNgMH0jcNwUZw6K+urtRut83G44s9VCAOCQGa4PaQzQGs0tQFwASMsNnxd8KeXV1d6fj4+KMa/AgWgUDARhHSrERSo4FpYWHBkhUBnwZY35MACJbum/8Gg4Ex8yR8GrFQx7BnhcNha8wl2cKW8OcB0clk0kbBkSQoGJeWlqynCV/k559/rlgsppubG7up/EMPs388IANwATJhNVF0AGgUHRT0D6XcSCRiDflYAjhnsMQw1L4Jje9IUeUZZw9s2EsUxCQQ5HX80YwC5s9FIhG7CKzVaml9fV2xWMxsnY99+OxMnfFsJmATPzIgIhwO29oyIYT/lpvLNzc37SxzORZ2SOxX9HFR2AcC0ztbOp2OAWZANTGUuMd7Z79gEUIxJsEPh0PFYjHt7e3ZnTSSrEDCEjPPA9PFRB8IDSwGNOdymR82AgADxBRFKndAeGUQIOJ7YrAYwLJubGyo3W5bfATA0mfIg2UEgmo0GhkQ3d3dNUaVP0tRksvl9Itf/EKhUMj2BYX2PD1VPKiZrAtE2nA4VCKRMJYcsoBzixedAgEVmqIeUIGXHvYdogsGlsvXOGPYgAAuAGfu5aEPErCYyWTUarUMYPFzsFph1bq4uNDR0dEMExyNRudW0vx7vrub3qxdLBZNKeAuJN9fRgGMcoQ3nrsV6JNB6SAHkDso6obDoVqtll6/fm19ngsLC9ZoznkijvlekEQiYXcpoaCTXyEEIAJQCL3V7O7uzpqO5y3SOGt+qABFIfamhwU9MQ6iZX19XdVq1aYVSff3Lvi1RJ0BZBM7UY3Y6+SlbrerRqNhI7ODwaDFU+IemIV3DfEcCAQMO5Jve72e2eH39/f14sULm5z12IfzNR6PjRikxwHyC7V7MpleBo0zAEsTec83xkNC+14UvjeEmx/cQmGbTqdNVaTwB9fyWVFhmcgmyQhYyAPOdiKR0OXlpX744QcdHh7q5ubGxnlns1lTuj7kedR4W5jrWq1mIOn6enoDKAeBRcMnK8lAA5UcwBGPMxYLfHMwAdhLWHSsQWx2Kip+Hs2vi4uL5lftdDoGIAHbqBZsBA8MYf0A/s+ePTPgNw/gk+4DEsw2khQTlEaj+xsbYYap5kncbBSvZABCUUbYVIAd+gSwS7D20r0VwY9/9A1x/HfBYNAmKQCSCOasPXYiAhQsUqfTsXX8mIfkFo/HbU+VSiU7hPjCj46O7DNSvLJGw+H0RlgYeRreYXEJ1HxvDiqq2cbGhra3t63Q4LADBtjLACIYAwYeALhg7L1nnNuAX758qS+//FLhcFh///d/L+leDn7sw3sC1LNOzWbT1EkSGzYx32jGufY9AYAF9iXMCqwVVkZUR9hS1BUAom/q5f0SONkrfhIa/WHEgF6vZ4UH4JDiU7pneedVNLDPeKshjHGj0bBCivMI68n5wzpFgUJTnU8cnFc8y3w3z6CyX7Cz+Eb6UCikaDRqyYWeGpIaahW9GqiQgAbWkWKFIhQ/+TwqmiRTCRkAwOQef98Hwy4KhYL1BHS7XSM8iE0AU5RxQDYEgs8D9OdxcR4xieEfgBGsQjyeqWc07fLysvb39w0oeQsIezOXyykajapUKpli1Gq1rEia5/E2HWLO2tqaqbicT/qqOLM00XswJt0TBPRcSdM+Js4uexdwSCzAJkqhACNNXof9BihNJhMjmfr9vl69emWXyDHiFDWcszkajdTpdBSJTCcS+mEO8zzELO5LAdReXl7qxYsXZhVeX1+3Ox8ymYzFIIpyGN7JZGIXDBLLksmk3Y+CAjyZTFQul42pRrVg2uDa2pry+bzFYZ/b8c4TN25vb63XyoNK1Llnz56p3++rUqmoVCopFAppa2vLekfmLTTAT4BGSCZyoCRTBCB5USNR8EejkeEkzhE2ZYhP8ozvvWOvP7Q5o6KTJ73S5Bl5cjH7kIICpYB8vLKyYnHp5uZG2WxWv/71r7W/v683b97MNazGE78UoPV6XdVq1UhZ4jyqGZ+73+9brxUtA91u14hczke1WjUiCrxFvKEHEgxJoUxfGnmL/w4SBHxHbsAqCImCvY9eMeJKNptVOp3W8+fPzcb3yRUNNgAvkgOKnM2hAUjAEpMQAF/MRmaDYdXwE5iurq7sMrN2uz3z7waDgQVyWH4/hQX7C3PcYQxRCtjw3svrR4HBAGK9ePHihQFRf/Ae+/iNAvjyE3TwMaLUwCji4aTByYNGbCoEJ34HgYq1h23l/bBuvvIPBoNWTMFwr6+v2yEGqLD2kcj07pFYLGaB8ujoSJ1OR5VKxQ4OAHXeB4aIvgAUmYODA/vOJGje9WQysQt8PDMKowSwpVDF1kHT1dnZmU2/CIWmF7RxyDY2NuzCNs8ekLhhp9jzfCYYO7/GBE/Uhe3tba2urqrZbFojKKNMH/ugFMBowtIiKXNOKdxoNoZxoQGPM8+YQt9YC5OKYggAImGRLGBRfTKDQaWY8NI8MYXf7+etY2cAPFMQlMtlazTN5XIz02Ae+xBLfFBfXp7eDF4ul21/c48CRQKxKB6Pm5rBd6JJkn1BPMJKSdH5cI0YWOAZLD4j1hd80V6S506EcDhsKonvccOSiCJ9cHBgt9r6hv151g6AG4/H1Wg0dHJyosFgoHw+b3EdtWppaUmlUkmtVmvmVmwse5xxYhb9ZF4lh2nFjge44Z/5aS1+KAb7t9ls6vT01CZ/7ezsmGXAJ2DWmX14cHAwc2kjhdLHKLjEEFRXLqCtVCpqt9v283m3jJ/lvQP2pPtpcJBpEEq+idnbHingUN39YAL2LfmEQnY0GplKUK1WdXZ2pjdv3uj169emElxfX9uIVKxHMNfValXdblfxeNxsH/Oumyf0iOvNZlPxeNyA5tXVldbX1230ric1R6ORms2mKX/JZHKmMKMA513TN+DH06KuNxoNIzCx7foL5SBSms2mTbcCvDFymjgQi8X0i1/8Qi9evNC33347Y2/kd4Op5nkgHkajkdlWOX/+Z4KzvPLA/Sz0aVDweNKTeArBCyC+u7uznOqnjVKsc57IuSgUkG/cWr6xsTGjbkiyoSQouZz70Whkufzly5dGqM2zdt5FkslkzFbY6XTsO9D7ikJFIT+ZTFStVo3oQfHx7h0KM9aeeMZEKd9HwZniTPK5fDsAxSvvBNcL5w7L4/LyshqNhjWvU8Dm83m9ePFCyWRSBwcHdg4+5PngbOJlWD9JgKkJNJ1RDQHeCVS++cf3OtDrwdhRigSKhuvr+9ugmQQBo4fcBIjxnw2rDBsXth6gF4vF7CXTd+CbFrE6MKqNSnHeBzaD78zhxqfKHHYCEoEGaR8mAAbBT4biu7OxfRMSbB0HiUAhyf4crAnyN4yTr6ZZJypnkr+f1vH111+rXC5bYqFiRtaf5+GCNoLW06dPlclkdHFxoYODA2PamMqF7EqDUzQaNYYU1qvf7xtzzmHEokNB6e8hIKnzPxg/lBaCLgCB98aaEgzp4fDSu++/ubq6UrVaVb1eN4CAHPzYB2DBWWw0Gjo7O7Nxfuvr67q4uJixqbBPCC6AOaxMWFNgKL1Nwzel8Z0JgH5kLsCcPhD/7/kcqHskp36/b3uNv+ffb25uanFx0e7woXmcPTPPwzvEclStVu2yr8XFRSsmiXd+YAPTnRYXF+0cwZbxz/n+0r11B9D3kKihYIQM4Pzd3d3NeHkZYkEhjRWCRMTPCgbvL+o7Pz/X8fGx7u7uVK1W7dxImhu0YF8JBALK5/O6uLjQ69ev1e/3zVa5t7dn8WB1ddXui+AsM8GI/c8+gBTi87PfUJiwbPE5+JnkBYpBLEbValXv3r3Tu3fvLGYBaDhDrAUkVLfb1erqqgFq8gQxhX0w7+MtquQxrEnEfvY15BGFG9YHrzSwX1AZKewhWzwTSkHhlUVfpBArUVuYPjeZTNRqtTQYDIx08OQjfS6oAsvL0wvhSqWSarWastmsNjc3P2rtAHmosPQbdLtdff/993r69KmdKdYADLG6umrEJH2AKPnESuIVdl1iFKAbUE4/CEQJ8R6cA/ZhxC6F9+LidOQyqjyjjDOZjJ4+faqdnR2zr3O2sWM1m03rl5zneWiR7vV6evPmjXK5nAqFgt17JMkUPGIx68ZeRDlKp9NWaGLX5N16YoYYBQHiVbu7uzsbsEKcZU9y0RzDbCSZNZ59zUNM5X28ePFCz549Uy6X09u3b9VsNg0vPebxmI7PRKyixYAiU5K5aojRqDPcT8L+Jw6iSHiLMGQ9rQKSjLCHLCe2kru9A4U84Kcq0tAP8QnhRZwdjUba2trSb37zG21vb5t1mLzyIc+jCg1JBkb8/QQEXwAKkiIvj34EZo4THL1/FFAKY4kfGUAOgPSyOBvVe5RHo5GN12QCBJ+dJqpoNGoH9yEbs7u7q2fPntmIVGTLeRk+v35ssru7aYPv+/fvlc1mTUEBCPO5sJhgnfCSOGvIevPi+Z5+CgabASaKz+P9okjGkmYKGwIpG5WET3BlfCWNzAS9nZ0dS+4f8wA2uHCPiVk7OztaWVkx5g25FfYAi48kG03JZXNYfwjYqGjeXschRtLGVwmY4Pd5UO4DGiwJnle+A4W3dD8ffGNjQ0+ePDGvKp8RoD/Pw1pQQNHUh4Vld3fXrG4wmgQmmhu9lQz/PqOFUUK4K4V9A4Ppi3qAM7Ix/ttYLDZTdLOe7G0Ke4AOP4+ijDtGxuOxNjc3bd1Q4uZ9SHwwhzTQkag4K166BwQwNYRE6BUZrJmSLCl5Cx7xFGsVQBGgvLy8bMWENAUr9XrdWGpvJaIw4zOwHn4tu92uhsOhfvrpJ+u7oUCcd/1oUMQui0+ey7Oke5sKdkjiX7/fN7BM8cQ+oEjjO1Kg8v+J8d56gIrD/sSmdXZ2puPjY7PUMhkIFXk8ng6D8CQH340Y0Ww21Wg0tLe3Z4z4Q9vlYx8sFIB9bMMoN/QN4ijAdse5LBaLymQy5iSoVCrGOEuaKbJQsgEx5GNvW6MAIbeEw2Hl83k9e/bMLGoURZx9gAwxdHl52ZTlVCplQxu+//579fv9GTBfrVbnvr9Fus/9vV5P1WrV3h1KAQz8+vq6UqmUxW5UMnLswwKBnlTiiieYUHmkexsexQykgu8VgDhl3bm4lyEPjUbD+o4KhYIymYzdvdNsNvX69WudnZ3p9nY6St5f3vkxCi7vvlQqWbHY6/WsmMR+R2FaLpdNSaMg5p4abIjEasgSchEKBWe83+//sx5b7DyNRsPiMTEjGo2aisG6k0sfKsyof8Fg0AZvPHv2TF988YWurq70/v17K8LnWTcP5tn3m5ubyuVyZrtjiAg9eYFAYEaFARNQOHIWPbnpf18qlVIymdT6+rrhbPI1iiu9e1zUB47BVg8JSYxrNpumAKGOQvpPJhN99dVX+su//EvVajX7Do/Zb4+6GZwNDXhCHgQ0IEN6QMtYNqrfXq9n18l7PySbgsXwXfPI1zT9AcS9zIp9iMoasMNnIRgnk8kZmXY8HlvDOGwk7ACV+s3N/SUw8z5spuHwfixlKDS9UZbPAZjwLB+KBLeEw9ChsrBZvK8UkAFoY9Oy3gRaghgNrXxXwAJgCs8fRQ9SLUH57OxMb9++NaC8ublpDD5AbF6mikobGbrT6ZjtLp/PS5qyl3i0AWYUEiQPkgLMFL0W2FgAQxxAb+FhKhgDDlhPkhCMHhcInp6e6vb21iZwUDjTWA6zyH7I5/PK5/O6ublRpVKxBnbvXX3sQxHlGzVRorDZcLEUc75JIuFw2PYEZ5OGR4oFP+mGs0Yix+JBoyNqmGdY/YjRP6Wk0O8iyRTHfr9v9+iwRuFwWMViUXt7e5ZgWNuPLdIA5HiCucAKRYezihoDG02fBEwuhS2xifh5d3dnPWm+0ZnpKTSR0h/Hu/TFGuvnJ3oRCwBtrCvFNOs9mUysaXd7e3tGSZ33vMIUwxrncjmtr6+rXq/rhx9+sJjUarXMA+yn0JBYPYPMHuCf+xHWAGf+HYCDxEqsrFQqdus5toDJZGINyAATgKQvInmvzKGnf4FhJcRU3+s179pJ96TeeDy24QvYtjy7izUqEokonU6rUCiYZ5tL4PzdEOQLzjcADvWIQj0ej9tQDd/Lt7IyvVAun89b0UuzuB80EQ6HjXVdX1+3Qi8YDKper+vt27c6OTlRLpfT06dPFYvFrLCe98xSXBIbWq2Wdnd3Tek6OzuzvdlqtSwWQjxyJpkUNB6PrSE2EplOAaNHECcBYA5Ci9jlAXQwGFSr1bJeSa/UDYdDI0U5/5lMRltbW8pms/rVr36ldDptBOWbN2/UaDTsagEIhk9BrkgyYAmpdnl5qb//+7/X06dPDT/gCKBBmwl8kBt+8lYulzOXAYDXn1vubuIyQiYzYdv1a82ZYP/ivLi7u1Oj0bDfi53J264gJCAxUqmUlpeX9dNPP32U20KSxStUCPAm6i1T4iCs6bshvzP8YDKZjlimhxRVDHIXYp3+MPolV1ZWrHgAHxLH2NOeLCTOgqMpwCCByPWSzBa4srKily9fGr4kzvGzPmidHrOgBCO+CAkPrzQTPxidx4eGVb+7u7PAx6FmU/ChfbFAcyTJCdsKVTTJAgDI74CJxxaEbAvABjRKU7mNjY11ZXt7W9K9tQWm8mMe1o4A02w2lc/nlUwm1Wq1DCCjEiA1RiIRS4QUADBJ+P6p2IPB+1GlyNiMoaMwYA2y2ayNlSSAcEgB6R6U4gWm8RAg0u/3bT45jUTI7jBz8zY0835IqPx8LDaFQsHYFFhwghABH1uFpBk5kskg+NovLi6sYPPNUwCz9fV1pdNpY4z9uDwADMEOZcg35QJ6+GeARCYm/c3f/I1WV1etgYyCZ17Psv+zPuhImvHX+vUEmAKuOLsweyhrTDsZDAbW1yLd91ARhGBFYRUBjdjTKBo8a0NS9X0u9LHwngiq19fXisfjKhQKljA8qzPvA+DDJsIkDs5tr9ez4syrFBQeSOHEL+m+SdrL15wZ1sj3MnHfRKFQsIKOpmem9jAuHH+tD/oUbsRULmq6vr5WNpvV2tqadnZ29O7dO2MN2S8PrQePefxkI85sPp9XNpvVZDLR6empWfbovyL24Gf2fX3EIUAbRBT2G5IexEmj0VCpVLLil7sljo6OTBGHnQf0ebvV1dWVNjY2ZphpzmqpVDLl9ssvv7S9jqIBKJiXkOL7kiMASOQw9s1oNNL+/r4NRVhbW9Pm5qYRLcSgRCJhwIY9xZ00qIkAkVarpeXlZW1tbdnZ5/tRSCeTSaVSKUn3N8hz1gFO5BhsLHyncDhs/TpnZ2fKZDL69a9/rWg0quvraxuIMS8rz9pjA/JWnXK5rEBgeqHq3t6e9YagPvv9SL8A54qc12q1zBaESs+dVeSKi4sLs0Jhl1lbWzM7EHuX90uxQ2O4t7X64pLpS4zufvHiha6vr206J7F03oezCknD4AMKplarpUKhYMoG3x/LZzabVTQaNdUaXEaTNLEQnEEvUTKZNHKD6wf8GFdv8YFogbQC//lb3sGHkDC+CONdF4tFZbNZ66+hQJvnzLJOxCiIRHAF749CivgORsWKTK5meAoKIaQJagfvmWmRvDvwmncl0C/E2YSY48oEVCAeiEhP0NGvt7e3p3a7bQMpULd+lkKDL0Vi5ENgpWB+OA1PVK00ojDiEtaJKhVFRLq3NjEn3ANm+jO41dHLwfxMX03TtAWwi8ViJtcBfvEBwuwBOgFgyF0EjY952MwA4sFgYLIn35ffs7KyYpck+WCdTCYVjUYN5JAs/GhFZi9fXV2Z2oFiEgqFLJDis2PtYDsBhZ7J5nNj8/ANdEj3Ozs7Bsr4Kz+fQDbPw2Hg9wGcGB+3uLioVCqlRqOharVqMiJ/RpIlS29FIShKmvETo5xlMhlNJhOdnZ1ZsIrFYjPWEDzux8fHlmhZKwCKZ1wJfn5wQrvdVrlc1nA41NOnT+2iPh7A4jz7DeYEhmVjY8Oa5Li0Z29vzxhwgCb7jvXxiZWba1k3FBuKSfYY/mi+M83fkqyow//JmsKCwyp7Fp6ASxC+uLhQNptVsViUJFWr1RkvOT9znof1Rt1hUlyhUND6+roBUthT4lyxWDQVFqADgAZES9MAThMoTalMSCFZ4p1lOhrfiaZG7j7wzX0UWBAtWGPa7baxVuztTCajhYUF5XI5sw+wTz/GJsr74x16oufFixdmYeRuHeIbLC37CGsJZ5IE7McH81np0Xn79q31qniAzMAC9iYN5wxk8H1sTLoKhUK29/gesLNc0inJVAT2Hmsw70OewPZwc3OjUqlkd5B0u10rFMkXkHu+p0WSESSASIZYUGT5s0xPAP8egMfUORRNP5iEtfMN85AaKIKe0Ds5OdHJyYkymYxevnxpU5/oqyBezfNw1sAYqVTKPt/BwYEGg4G++uorJZNJI+9Q1iAvvd2U3k/yIfuVXgv+ObYY8I0kA48UzKiY3prMGSPW0JsEIYpiDOA+OztTqVQyyyuxAUsdjP08D2eWgpA7XFZWVmw8N32ENHCvrKwY5iP2+PyBDRRVCBIPSzo2Kq+EQ4wyQIX/hhjC35M3vXoBNkVhgVAg1x8cHCiTyeh3v/ud+v2+Dg8PLU779/CY56FVEntYIpFQq9XSwcGBJBkxOx6PlclkZvqnsOjRDwjW5Z+DuaT7AoU9KsmIN6aMUvxg04aM6Ha7arfbM6oGuQPnBHHQj6XHifB3f/d3djm3t1h96PPojALwQVVA1qG/AMYP5gPfKyyZb8wmeFG1E/xgriQZswXATSQSBujYRF4i5ndRVJCYqRapOPnsNzc3Ojw81I8//qhisahwOGzj/GBF5wV7D9cNmZu+CH4/f+VA4REGFC4tLSmZTFrwgy3gUC0uLtrMejYibIsHD5FIxOwyTCAYj8cGbmEBuaDH94FwGFhbZNK7uzvt7u4qm80qFApZgOFwUCF/zPr5AoERkrBSz58/t6ZbPJhMaHny5IkVJp6ZHAwGxtb4KVB4emEJAIvYZAi0FL/n5+d2nwf737O5kUhkxt6B3I1qRXF8fn5uCgsPgWnedfNsOYU3zBkgoNVq6d27d1paWlI2mzWVkd/L7ybgYVthxCMMJp5NLGKsqQ9KrBsBzV+CyLv1nxv1kwTE/sTqA7tfKpVsaAGMqI9RH/OQePlui4uLKhaLNhsehq/VamkymRhg5y4S34zOnoAIwW5Cf5B/R9yy6z8/ydsXefSQkFQATBS99ArVajV1Oh0lEgk9ffpUu7u7doEkVj583xQrHwOWfaFHDGbM58NRjezRarVqakIqlTL2j1hGvxeDQnzPGOoiIBDLJOwp5zkajZqijXd+MrmfPOTfAYUyaj2M85dffmkAtVgsWrHn9968a+f/vLefUVxvbm5Kktrttr7//vuZvcRFuewnABQkAowvjCc2CCyuvDfOK38lJywsLNj5DYVCM6oiRaF0f+8Co4yx25ZKJX377bc6ODjQf/kv/8XUSXokHmvF+L+tn7fL9Ho9U7dYQ8BvPp9XIBDQ27dvbWQ1uAQ7C+s7Ho/tMlhJRpQC1CAtpWmRAXHI+F4fh/0kKs4rlhvwC5iJYrbZbOrv/u7v1Gw2VSwWzYoEocc7mnftOAe4JciV2N4ajYYODw91enqqdDptdkh61yBsA4GAuULoW+PsZ7NZs2OzhwDa5FlsUJxxSE4KW6Z+YVOlOKSg4I4mPg8FDA3Xf/mXf6lkMqlvvvlGh4eHpkSAqR77eAWS/AAGGg6HZlX0qjz9GRDn5FpUIM6qJMMTxHzcEWBG+qKwZXOniXd5sD/otfCEsd8zrCnODaZ2djodfffdd7q4uNDz589trz+WPH5Uj4a3I/iXQ3CnYRQ5FnYO3zYMAS8IYIKExaLy4vC94fdkyhSeZNQHRoNJsiYtDiGd+lxsBGCsVqt68+aN3r17p7/6q7/Szs6OfvWrXxlbhfXmUxQZ0n0Q5CWTQAOBgDVm8vkJaAAVCjhffcbj8Rk2DsuJBwlsLN6fT8A0DBI0kSspcFhrihEPwgEBHKbf/OY3dkEWhYCvxGFZ5304jN7bT9A+Pj62OenlctkYZm6TptonASHh4nH0NgEurvLNsBQqXEiJRI6awzoyFhL5PRqN2oQ1XzTzPvldk8lEW1tb2trass9H8OIzzLN2FHe+2CSQLS8vq1gsKhaLqVqtqtVqSZIpLfxumGXOeiAwnRqXz+c1Ho+twZJ9h+eenhp6E2DkAe7YhPzto5PJxGwKft273a663a6ur691cnKiSqWira0tffbZZ9b/RZHOz2GvfwxYlu77DUiINzfTG5U3NzcVDocNaHm7BkQG7xpb0/Lysikh2MB8zxPAl/fNf3t7e2uFBxPxABncVcBn8D1EFBEkoGg0qq+++krLy8tqtVqq1+sqFApKJBIWk/nOgKKPefgOxPNQKGT2KYpJ4iANshQ5KIGcQ8gUf4cSn48YiMLrc4cvFAHtKJn8N1gHOSt+4hkkFXYWppkdHR1ZA7mfPCPds5wf83gCjffZbrdtwtW7d+90cnJiwOLi4sIu4WJsMAUIxA8/1/fhoXSjgne7XTWbzZmGbvKR3x9MdKS3ERJlPB5bQce+Pz8/19u3b/X27Vv1ej199dVX+uyzz3R3d2d3Hnkl8mMfmtdZP95jNBo1YkiakiSpVErFYtHG3VKQMgGKwpeGWRRMzj19H5x9cAbAmDVBscTC0mq1rF8V4Nnr9bS4uKh8Pm/9Nyhlf//3f6+/+7u/M8UUG51nlonb8z7EOt4bRWYwOHuPViKRUDabtd9VrVatMKVY5Dx698bNzY0NMuBcsn+JgRCeFAsQzDhNksmktra2Zohi9hwuFbABxBYN9jTUA7q5Q4gzME+O9fEaBwC/HysZvcYUr9wZBF5gtLMvnMAo3kmAJZWx5a1WyxRWeikgr8Bd7E3eIWce9RBlZHFxUTc3N2ZDpqek0+no9PTUFA5cPhRPP0uhId0XG1hHSKok0clkojdv3igQCGh/f1/pdFqnp6fq9/uWCJHGWUQCfL1et4ZJNiOjcgEnMJ0ENu/jJUhwUPy0DCpoWP2bmxu9e/dOb9++1dHRkZ48eaL/9J/+kz777DN1Oh27DM4zNZ/i8R59ZHzGs/mA6/sK+AysCVXw1dWVTYmhgpc0M/EHBhQPH/+dr6T/FCtFQvKeWQAqAPD09FTX19c2wYGDSlBhMxIQPiYI+oPs+3kk2Z0rz5490y9+8QtTHTKZjHq9nhqNho6OjmzyyM3NjXlg6SF4eGHZxcWFarWarY/3pFKIoWDw55DPSfTcCI79Cjmfgo5iJ5lM2hQOb0PirH1MgebZEYqih3JtsVi0yTxMYlldXdXJyYklCgpMQKg//wRVVEVJ1niPfE1hCpBDYYQ9w1eLfYczvLS0ZMXYDz/8oHfv3unf/Jt/o3//7/+9CoWCWf3Yo54U+NgiwxdGnhQplUpaWVlRNpvV8fGxjUb0Dc009XGmYZlJOihi/BXg3e12ZyaMcLa5AwXWFD92u922hlyKC38/BeTL7u6udnd3jZ1CUeLzooYSFz7VvsNSEwqFVKvVDLSibAC+AByAKywhWEH9dCn+P4mS30HMZ7IhTfoUrt5KcXNzY8STP3MUPvReobIDSilCtra2lMlkdHl5OWMZ+RTPQysw9wag7nGTO3YoVHCYW9aNd0mxdnl5adMasa4Mh0P1+32z11LwYnnClgYZQ+FKfiEuQvpMJhPrZ4pEInr79q3FnUQiof/8n/+z9vf37Ty1223789498DEPsZNBLthHKE7fv3+vy8tLZTKZmRH83i4MiUC+xm6Mrx0bHuvp+xba7bbta5wEnpkHEHKL9ENwGY/H7eeHw2G9evVK33//vRXO3oaJldT3p3zMQ4znM43HY9VqNa2vryubzeqrr76yognlmr61i4sLwxvEdLCINMUlFFAUtRR3xEcs3ORkyGKmftHrBcPP76A4RO3Ghn58fKxut6tcLqf9/X3d3d3p9evXGgwGprZ8injHZyF/UTQ9JDiwLmLH3tzcNLs/uIV8DTFPvsBGiepEviRPcc5x4/CgtPAZfT7b2Ngw+2IoFNLvf/97PXv2zHra/uZv/sZUz9XV1ZmeQ59zP+R5tHWKDQiIpPJlU41GI5XLZVWrVf3mN7+xoM8dA3gVKQDwbfNnJVmAJ5gS/PASUmAQSPylcTCQLDJFCexVo9HQxcWFTZDZ2NjQ06dPtbS0pE6nYyAZkPUpH5IIgIvvRaOdbzrHwkKgB5j55Ih6wLugaczP+X/o8QMg+kPA4aYoIADCLKIGMGUFmT6fz+vp06cWNEm6gCWYhU/x8LP43OxBgjSHcXt72y7ywfMYCt1PncnlcnZosNcBdK+vr+3iI7ySsCmAQBhMijCmKwFSsLRFo1HV63UrdkiAJCr8txSQWCXwXX9s4OOhMACo4qel2KC5jD1EULm+vjbv78O+Kt+gz7/HosG/B/DD2pOYsexEIhGbV+/9xd43jof+8PBQ/X5f2WxW/+E//Ad9+eWXxuKholJMo2Y8VGDnffh5sDleQfnqq68UDod1cHCgtbU1G63KhVCSrJkSiwVxEBDJ2EvUtdvbWytUo9HojGUIsIRvnn4E4kgwGDQLnDRld/f29vTZZ5+p0Wjov/23/6ZqtapcLqdisaharTZTYBAvP8Xj1TSmHlGkS7JpOufn5xYXJ5OJDbjwqpovDAAdsMP8WUlmRcGuAggnQQOUWWf+ue+n4hxDUuVyOTuTWEUBKBRIH9OD9nDNvBLH7yIH1mo11et164Xc2toyxQsSjQKWnxcMBq23hThD/vSNpEy58dYZci4jalGCJpOJqWqARNaLAturxIlEQr/61a/0xRdfaDQa6fT0VNJ9X8VjQcu/9EDSZTIZBYNBG9fa7/dVr9ctz0vTPOsHp7A32u22tre37bZzACyMLuoi+4z7u1CBcHZMJhNrvh2PxzYyFkIAqxaF9t7ent0zs7CwoPPzcy0uLmpnZ8fsR+Px2FwjAM6PUdIekjNYjbFRQ5Bsb29reXnZ7vySZGvF3U+sH4URhTp2IXAC/5NkdtpGo2HxIB6PK5fLWb8UOAYsBF4hr/K7sUCfnZ3p8PDQBmrEYjEdHR2p2Wzafv0Uyq10f1UAhR/xIxyeXgS8vLysZrNplvlsNmsWQ8hlrNN+aAqPV7EhjomNqE5gQlwrg8HACjAcQKjMrCGFXzwe17Nnz/S73/1O6XRab968MbWcKXfS/f1Sfq986DNX1x/VNF+I5jEPwOr1uv7xH/9R+/v75okcjabXqsNOB4NBu9hNkvnZ6fnASkERASvlLUFIZgAWr16QvHzSw1MdDof1q1/9yoDQ8fGxNWACZH+Ohw3OBoORYFISjC4THfA4U6DRhHZ3d2fWEooW2E3Whv+Ou0co3LxaxPf0sjUeUdhHpHgk36urK7148ULPnz/X4uKiarWaFS2SLBl96jXEKwwwpXGMKWcc3uFwqNPTU2Pk/AVflUplZurY/v6+ScXsnXa7beBIumfsKNj8eFoSPO8FtYfeDdhS3lUodD/JBA+st9b8HPvOF+kAGaxfgNzb21vV6/UZoEWjK0XY7e2tcrmc0um0KT3e5wqbxR6HyaOIwobgg7y3GzG2jybUXq9n/QWTyUTZbFa5XE6pVMr6E/hcf4pV/lgbC3EGgAZwQHEpFosqFAr69ttvDcgwwYkClVvtk8mk0um0ydTLy8uqVCrGcnm7D6xwKBSaaX6XNPP+eAcw/zRBRqNRbW1tKZlM6tmzZ7q9vdUf//hHvXr1StIU5LM2/X5/RrX8VA8xl9gNywuLmclkFI1GFYvFzN7A2vq+AABYPp83m1etVpuR/32PC2w6lj0Ke5g8vjfK8cLCgjKZzAzDye+PxWK6u7tTs9nUu3fvlEqlzO5KXP0UVikeD7h9sQ2QDIVCajabSiQS2t/fNzUKAgOQcXZ2pq2tLbPanJ2dSZIpiVyaRzyADacYgaDyZIIf0yzJyDrOx9ramra3t01J/vHHHzUcTsegP3v2TM+fP1cwGNT79+9nlC7/vT/lA5BH4aEplnf39ddf6+LiwsaT00+B6hYMBnV0dKRyuWx2sGKxaOdyZWXFxvzW63Vb/0AgYGQVCgTEGyw9RAOT7Nib6+vrxi7v7u6q3W4bWcC4Yfa8pBll/1PkDX4W6ovHXTc3Nzo4OFAikTBcAknpC36s7Dc3N8pkMjNKIiodVx1QtLHe9AiCC3O5nOE23qefrocF+fLyUu/evVOz2TTSuVKpKB6P65e//KW++OILSbLR8b4/61M85Af+nncK6UiOhSSgT8WPuqVAIuYlk0lVKhUD+hAhFAnY+yCnURvAjeAdYhq/Y2Njw/YRigbXHITDYdVqNbNl8u4YDvAxe+yjbqFjQ/r+AL6cNH2xS0vT69VTqZQxB/hukWEpMPx9EEjBBFnumGCj8RIBQr74IHgGAgEbi+gbk5hUxE2af/jDH2Y8zp+iyv3/e/zUCip87Az0h0hTRoZ5+75q5ZZiNgzfibHA+J5h7QgY/F6aJAF4yOCARAIuU30ARfzepaUlm1Jyfn5unxdA+nOuHwGd5+bmxkAKe0SSWq2WeQ3X1tbsXhJsKIVCwSaDANrYy7BbHGjWTpqCV9h4PNHMC282m3aREfaVzc1N7e7uGug6Pj7Wq1evrKmeRtbJ5H5a1qd42Bs8sKPsI/6eMXyc03/4h3+w6ScUmXiysRosLi6aJYWEhMJI8otEImZRg9VB+qZ5Vbq35EE4oK5JMh8yzPL29rYlJWxg3uvP9/6Uj+/7INjDXjHZbXNz01Ra1qLf79t5CAQCev78uRXsKJrES5QZeoF4dzDDxCaS8vX1tamZqGcbGxva3d21d5ZOp83CBSP79OlT3d3dT43xRMynTLx+7dh3XuGC7aY5m0KD98nnIfZzX008Hrfx2sRJihgA4kMVFtIGIoTGYHr/MpmMEonEjB2XPY3ixsQhwBWWPUDCp34Aqfi0vbpMHAmHw/r8889VKpX06tWrGTXZ348D4AGw+b4BYh4knffiU7ACWhirDMChyF9ZWVGxWLSf2e12dXh4qKurK2WzWe3t7SmTyWh7e9umgjGene/6czzECX83AQqzJJuEh5WOsc+sezQaVaVSsWIKpZBLJrGwSLKcCg5CWRsOh9aHsbKyYmru1dWVjo+PrZ8Pexl44OrqSu12W8fHx3ry5ImKxaKx/jT1SprJs59KweVnYePxfQg3Nzc6Ozsz4nJhYcHGZPuJUth4dnZ2VCgUFAwGzZ7JHRHgBuIPfQwA4dFoOtyl0+kYGcekwlqtpnK5rFarZT1FKPVcPEcxvrW1ZWQNCpqPeZ/i8SokThJiGYQ6PTyoOBCd7Jder6d0Oq1sNmuxhdHc5GrIFPYdEyyl+4lX5AowH9+VvSbdX2oKJuZznJycqNVq6ejoSOPxWLlcbqaY9d/zsc/chQYb2zeKelmGCm19fd2mTjD3nk2KLWBlZcW63Kn4KSB8sYEnj0NOQoHp55BSkFA9D4dDk0t3d3dN9l5eXrYmbOwvH9tU9SEPLJFnEGCTOXDj8di88zQw+STh5T+YIxrlYdnxCxL4vAcbNQrZH5kNi0I0GrXL/AAzsVjM5ilLMpsDicP7dn/OZzi8n5M9Ho9nmqLoeQiFQiqXy5LuewNQaqje8em2Wi29fftWp6enFqiWl5f1xRdfzFxmRyFIYejtRtJ0hGOlUrHfR4ItFosGplAyuN0TUPApPLb++VNMK/saYAG7jv+b6RUA/Nvb25mxl5yz9+/fG3NPT5XvhSJQMqYxnU7bpYSMBR6Px2q32wqHw6aScIsx9xosLCwolUrp7u5O+/v7NkmNu28YVMDzsLj6lA8xDoYZSxB7MJVKWf/Zzc2NNWkzpnpzc9PUHCxkgUDAek2Q9f35ZiADt8CSnIbDoY6OjlSv13V1dWWXVXLRF0ol6ua7d+8UDAb1H//jf1SlUrF36VXHT11k+HXzPT4USjQ3cyvw/v6+DaMAjOJbh/G9urpSrVazqXHYAegtwpoAm8fUHq8ODIdDKzQymYwVZrCjsK78Lt4D7wvQAjj6OR/Wi4eCGo880x0/++wzU5sZwkDvAPf80Ee0tbWlXC6nQCCgarVql+5CBjBONRwO271YnMNkMmk5FgDNYIi3b9+aqtxoNJTJZPTll1/ql7/8pfnSIRml+wEfP9fji0CIMxQuAGAsFlM0GlW321Wr1dL79++NVYe08/89OZscWalUrMCAbEOR86TL0tKSrd94PFalUrHeVWxA+XzeWP2rq+mN1Xd3d3ry5IlNTQKk8r18cfEpc8dD3z/qFvGNJmaIAt+UPR6PLRZByP30009mWefn+nuocGXQB+cvHZZkOR1HwdHRkX744QezX2WzWRs/XyqVFA5PL3ENBAKmCnkbPWv4c+4/ihosr2BjgD/kHZZwvhuKI31YuF78xbfY/rDnebsaeJiCjsKacbV+BK4kc1osLCzo8PDQ8Pzi4qIVcOCZj3k+StFgo1PpkOAYf0mQqtVq5vtDiqFKJaH4vgpYLao9KkSCO7/LT9Pg8Pf7fTWbTWPyKFQYXVur1YxFwMJCUYSs+nNuQB6+Ay8Rpo3NcHNzo9PTU2WzWWvMxjbG1fMEOD4vahLfh0YipiSRpKT7sbNUy55xJMBQnVNxU7hx2RFgksPycxdo/sEuw+GF0eh0OpKkvb09lUqlmfGzq6urikajZtFhP2GdOzw8NDkTXyVAB5ZekvkfuTCpUCgoGo3q+fPn5sVMpVIGoJHwG42Gtre3bYINqhLv5eey6/nHFxt+hCgjW2FOgsGgzs7OVK/XtbS0ZGwL7CjDDAKBgIEwijAsWYBqlErskOwlP1VpZWXFbCBc5DcajZTP5+1iSRIPU+b4/z9XceEfzgfsFAkMhvnJkycqFAoaDAb67rvvrC+FaSsUYdFo1JQOLJGsTyKRkCQjYXzjI6y+H1wg3fupuW+B90U8DIVC6na7evr0qSU4gMSn6p/6kIf4gxJNocmkMppuB4OB6vW6sZ+oFxAFWK+wsPAwLY7ECZFCzxB2UabarK2tmZUNdY2pRNzz0Ww2tbCwoHw+b/1C2FF/7iKDByWNPOsn/h0eHiocDmtvb0/5fN4GOFC8EaMhjILBoE3i47yfnZ2ZOsSIYdQLAAij6gE83mWAfYO8MRqNLK5hlfz+++91cHBgNqufu8jg8YU0IH44HFquv7m5sVuiKTYCgYBNVsL6mEqltLu7qydPnhjGuLi40NnZmf087DCj0cgULwZsTCYTFYtFpVIpU75LpZL57vP5vLa3t61nKZlMGlONcsre+9d4vBXIqxuSjETh8+zt7ZnaxwCK8/Nzm0bVaDRUq9Ws+ZkJZ1w6BxBmjPni4qIRdPxz7O0UcG/fvtXh4aHu7u60vb1t+7vb7c7YiCAiKDJ8vPu59p9XNiCBseVByF1fTy8oTafTtu9Go5EqlYoikYjtPyyRFHhc8Cfd3/Hkfy+EDHueWMgeRWnHiUFvlyTryeCaAun+EsxPodx+VKEhzV5ags3HV9l4q/3tvq1WS61Wy8BaIpGwg0r15wMEwI/mKWnKSm9vbysajery8lLlctkOPw1/FCWxWEyDwUDlclkLCws2JQGPIAoLtoZ/rYfN4e8juLu7s4NMdb68vGxeOhJlsVi0kbeAGPpjUDQY1UuRFovFrHHa93IEAgFjr5iOxJQVxqjxV0A0U5V8z8y/BlD2D9+LPUizJsmiUChobW3NpoIwx5qDDUPJXtzd3TX52lsLsJkggXNxDR5tWPhcLqe/+Iu/sLVPJBKWbO/u7ozRQsYEjH/KpvkPefx7orGW8cU01dMkWa1WrWDnXpDNzU3t7+/r8vLSlLDR6H5Szfb2tmKxmFnvSJwAmsvLS7PihUIhnZ6e2u+mmZJJP+fn59a0jEccEMlZ9UqGjxuf+gGgj0YjK7bpTxuNRnr27JmePn2q8/PzGY/6V199pb29PVNtuKDMj+YGaMMoYVtBeYCl5pLPfr+vSqVi09HG47F+/PFHmyaSz+f1/Plzffnll4rFYqrX66rVarZW/1pgz6+dtxOg2kj3VtdQKKTYP90UzhQbCrZAIGCqEQUDRQc5AkXax0VsLYFAQJubmzbZCv84cY0xmwASiJ1kMjkDtogv/xrFLc9DDzi9ULCOeNM3NzeNxSXeQfZR9HY6HZuWBdvebDb15s0bKw4g+BhSEgqFTB3pdDo6OjqynkZseul0WqVSyYo2aXqTOgAGRQBF/ed+Hv6OcDistbU1O8OMwceffnFxYaCYiWXEtmw2q52dHcViMVMfuAWaNanX6zb6GuURa8v79++t0Xx5eVm5XE6///3vzb5FDqWPMhqN6smTJ6rX63YbMxbo/7/v+HM87HNUZmy27XZbo9HIGtnpg8T6GolE7KJmLFFLS9MLnrlQkxh6d3dndwERI4hh7XZbP/zwg511MF69XlcikTAnClMlGSSBQsDPg8z+14p5AHN6SbFle3stFm7ee6VS0ddff616va58Pm9/nhiEfQzSgUsnz87OLK6zr8nJjISHcCF+pdNpaySv1Wo6PT1VLpcz9dP/71OQKh9daPD4pk8qSCb0rK+va29vzywn3W5XpVJJw+HQxqcVCgXt7+/bZTeHh4dqt9s2CQM7FhJ3KBQyRqpSqRiTjMeepC1phkWk8ZWpO7wcWOV/zeTLQ3MpU438oaAoQL5Pp9OWeNbX182rDXDmZlu8qYAdP0FImvYwMCeckZIATFgzxv8yam1hYcGYbe8V9IrUv/YDSPH+SxQr6b7YBZiEw2FrLkZZ29jY0MuXL7WysqJ2u20jCn0jPexToVDQkydPZhrwS6WSsa4kJAIKjAINp61Wy5hr2AQPmn/OxycmwJNv5M7n8zOKF5egYa0ql8szvVKdTseKW+4zyOfz1h+ALxnFAxujb5YnKGJBg8kDcJNgYV8Agf8aFr2HD3I7dxccHx/bGYDF/OKLL/TVV1/p8vJS33//vbrdrgqFgqkdd3d3ikajVlxgQyHoS1OAgsWJopX5+qPRSO12W2dnZzo4ONAf/vAHIwiGw6GKxaJ5+hmSwJhHilwKk/8XsY7fy1oycYVYDOiC3STWoTRgLUAl9NPcLi4ujJWHlLq6urLCleICxRdFRZLlg+FwqHK5rE6no62tLdtzWDlYw5+rt+BferDGegKOQR0o+541RYFhjDr/48I94htFFjcMU5xBEoTDYdtL33//vX766Sel02l9/vnnNuACb3cwGLRCcXV11S4J/dcqMv5o8XjnAADlKklEQVTUg4OA/I+6dn5+rng8rufPnyuTyejZs2eSpvuBca2rq6tWoBGrINr6/b6N9L+9vVWpVDJQzKSww8ND6xl48eKF1tbW7P4Rei7W19etX2ZpacmmJPIuiMs8n7In4196fH8IMYm7UrD2SPdTPlOplPL5vJ0fSYY7+P/YI1HP4vG4TcxcWVlRoVDQixcvdHZ2ptevX+v09FQHBwdqt9u6vr5WOp3WixcvlEgk7PoEMJHvkSDPYWP7uS1Tf+rxCgNDZbyi7C/IK5fL9u7pk4rH4xafcLNAMoCJa7Wams2muQOwRKPeMlLZW9DA4OTTYrEo6V61pzf1U8S6T1ZoSPfMIhKRpJkFJWgNBgMVi0VLsMxV/v777xWPx3V+fq5vvvlG9XpdX375pV1m9t133+mPf/yjLi8v9dlnn2lhYUH1et0OPlYEP96QplskO3zdgG6Smb+L4v/FA1MFgPUNt0xSoVAqFAoG3Giyikaj9p0I7ldXVxYg+VmSbGMSSNfW1gxc4wMmUdFIBMDE3gBgeOh9/H+xbngU+Ux4X2lY9E2BWCK4z4IASPMo8iusCIUXa0nyZX8xxQy7XrFYNBaVfofb21s1m03V63VL2gTCP8VUfYrnQ/oVYON9TwA2DbyZS0tL2t7etj2ILYJGZObll8tla7oHnDHRaHd3V4VCwW7Lvbu7s74f9itgUJJNEoHp4h2Px2NjnP/Ufvs5k68PtgA8CifiTLVa1WAwUDqd1ubmpnnXT05OdHFxoc3NTZsM1W63LWF0Oh11Oh3F43Ht7++bauGtjYPBwKahlctlvXv3zvZiOBxWKpXSzs6O9vf3zXrG5+OSMpSE/1dFBs//x96fO0maHdkd6Il9ydj33LPWXtANdGPQNmM0zhipU6NRp0qBIinRKJCUSJECVf4DVKhQJGkz5JjNYLA0GoWq6q6sXCMiY18z9ognJH+eNxI9byqjCgO8Z3nN2tCozoqM735+3Y8fP+7XbcZkAhHgmao3ibdb8RsMBlYBQmJAJY47Tmq1moFoCJInT54ol8tpOp3agAK/3289De40oKurK+tPYPSrdFs95X38vtZyuTSggCT2+vraphK5gAo/FAwG7TLRYrFoo1iXy5sxqUdHR3Z2vv76a7169Ur9ft9uUadPDXvb39+3+FCv11Wv102CxfQz9sjtsfl9253b8wJRQZ8FpBPVxNFotDZK+Pr62qbxSLKb7omd5XLZZMzYDMQWMmeqktvb2xZDms2m9Zw1Gg1Fo1Gdn5/b4AKqGb9vbELVgFG9kHdu7xXnk+ELXIaITCcSiVh/HyNzP/roI61WK52dndkgGXf8bywWUyqVUr1e1y9/+UtL9orFog2H4M+y2ayCwaAajcZaT41L5Ln29/eRdLh9zNJtMkY/C3IpSHhJRkQiNV6tVhZbp9OpkSncT0PlwlXAcGEg1ZJgMGg9licnJzZ5NZ/PK5PJrPXjYHf45Q+xPmii4ZbHCRwcOnohJFmVggBN8+nl5aUF1JcvX5p84unTp9rd3VW5XNZ4PNbZ2Zkdcno1GMEWiUT04x//2Bp3CTowqJSRSTIAqb/Pg+wuF2AQRMlkyWLRPFKVQBdJdrq/v6/V6uY22W63azcBY4BbW1s2DYKm6kAgoHa7vTaFaHt720ru/Bzf0QV9v69qBgtGHifIrGzptucnGAxqb29PT58+NQDsjnicTCY2zpAJOJFIxBrx37x5o36/r3w+r6dPn9p8bqbUAHzQAV9dXRnLzdxx3qek32mSwee/y58xdIGeCPc+ikAgYCNlqTSQyHN/A7Iz11l1Oh3VajXrZXEvBKOawSCD1Wpl/VLIhQjW2Jc7De7uWf37An13AxJNdzDBPAvMOt/5888/t7L1t99+q9lsZgkJDYs8l9/v12effaajoyMbngG4rVQqxhhTuU2lUvrH//gfWxBhbK3LgPb7/TXpjTtQ4ve5+P0wou4oRqpbLig8Pz83QLFY3FyOSU8PZBEVtHq9rtPTU5N2SDcT/JiOg40ClKhMcv8QciOAiivp+H0mGdJtjAXgEWvdnh0YSc5Kp9Oxiiss5XQ6VbFY1LNnz1QqlaziHYlENJvNVK/XjVi6uLjQz372M11cXNjQD6aklctl659iMhh3Z7n3C/0+qxnuAvTRW0WvH9VrGniRtqxWK1UqFYuN3W5X5+fnWq1Wdv8Avioej6vT6Zg0Euads4cshulJgUDAhtFIMkkuo6BJrokRv6vm73dZxFC3l5AkFyXGarWywQxInPB1u7u7NsUI0hd8R/WIXq1kMmk9qqenp9YP5EpM6XsjfoOPlsul3cXEXv5tfbd/Xz6Q4QruECBXhskURiTbEH/8d1oJLi8vdXx8rGq1qvF4bGOQGfzB3Ux7e3vWn4Lv4nLXer1uSeCTJ09MTk8SjGLoQ8tDP2iiIckCoSQrEVF2JtPEAGAtcX65XM6azQ4PD41F7XQ6qlarisfj+vzzz62/4OzszCZH0GwDqBkOhwawCSgEMkrnOOQ/BAfIgol2KzLSbfMzpUGcUSAQMOby6upqDZzBQDDecrVaGetJcCa4Ir1irj93m6DjBUTxDwf4D2XvSII4wCQT7CESsa2tLeXzeY3HY11eXqrX6xnjwc276XRasVjMLnjkwjAYVEA2+8U4WMb2udIDt5mX+zdWq9tRsL/P5TIW7vQUxoTS2JnJZKzPhHnqOLXT01Mr804mE9XrdZu2lM1mrSKJrGNvb8+qc+hXqR4h5cB2J5PbG1yRO/5dlZq/TyDIqG1mwnMu+v2+IpGIHj16ZBe+8Vw0MZIYJxIJPXr0SPv7+9rf37cqWavV0s9+9jNr+D0/P9dkMtGjR4/sUkUqQBAo9BfhMzjzBLe/r0EX77JcNtEdbEEw9nq9dmst1SCacCVZlXV3d9eqiOPxWN9++63pvZ8/f65nz54Z+4wEhOo14JcKnaQ1wIIvgZX8fcml7i53oAMVQSb/0IBLHxq+nIquJGtOTqfTa3JdkpVsNquDgwObYEYlzb27BkkaFTqqkslkck3W9odQybi7+F7uJXpUH2hq5n+pGhFDGBlcrVZ1dXVl0xmRauMHa7WaEVD0dpydnVlTPBLAR48e2UQnZOeoFYgzv6/k4vv2jQZn/DBANhAI/FY1i6mCXPIHyIXkw7boM4MkBN9QqWOqI9V3lBc0kjNQCLKGyi0XzP4h2B5x9e7wHfwME7l4brdfeDQa2dUCXBXBKObVamX9oQz/oQ+Nhn1kVVRqf/SjH+ng4GBtcBDSOIbhfIgGcHd98ERDuk02AKkEDhpsCXg0gLpSDRp5AXH0FwwGA6VSKf34xz/Wcrm0i7AwXAIQjMX19bVqtZrdo4EWnDs7ODB/CEZ4d90FU7xwwBbgkDGvVCPoN3FvMZVugye9LYBeJjVR8qSJC4YGrTfsCntGYPpDWySxTMdyL56CLSL40hfDHsD6oVXMZrPa2dlROBy2JnImbJE8c/cDwQrgzI3DBA9u4KR6RvPwH8Ii2WCsIuMt0XYCNgiAAGrYTKR5nCO3EfXg4GDtsiaC9WQyUSKRsGBQq9XWmn6RNgLkAYd83z+kxaAAKofsHZcc0cvEueLGeUZBT6dTpVIplUolHR4emrSzXC7rpz/9qSqVihKJhMrlslVPSGyZoFYqlWwqkqQ14sCtEvyh+To3kLmAijNLpZJBIdls1qbKcUHc/v6+yXHpiep0OnaJGGx/p9MxeQdTrYgFVAjQ75NguCNL/1CSDBZSLgY0UJlxLxaVbu94ADhQ0XEHY9DTt7e3Z6CFcdKr1c09NyQqnH/AHb+PKga2Trz/Q/Fz7nJlXcQy/sHXYA/sJT0/gFymxe3u7srn86nZbFpSL91WipPJpL744gvN53N9/fXXxuhvbW1pe3vbev/ATAyIcOP33UEXv88VDAZN5QDZSFxg1CoAmEoR7DxnDVy3XC5Vq9XMVlKplBEo8/ncmpj5neC21WqlRqNht4jjg0lueYd/CPvlLnCv2yvLu4WgGo/H8vv9JjmjkkrFI5fL6fnz59re3tZ4PLa+DMgaV+rZbrfVbDY1HA5tAtpnn32mJ0+erN32jc2RqP0uYqxn9YcWfR7Ww3pYD+thPayH9bAe1sN6WP8/v/6w6MGH9bAe1sN6WA/rYT2sh/WwHtb/X6yHRONhPayH9bAe1sN6WA/rYT2sh/XB10Oi8bAe1sN6WA/rYT2sh/WwHtbD+uDrIdF4WA/rYT2sh/WwHtbDelgP62F98PWQaDysh/WwHtbDelgP62E9rIf1sD74ekg0HtbDelgP62E9rIf1sB7Ww3pYH3w9JBoP62E9rIf1sB7Ww3pYD+thPawPvh4SjYf1sB7Ww3pYD+thPayH9bAe1gdfD4nGw3pYD+thPayH9bAe1sN6WA/rg6+HRONhPayH9bAe1sN6WA/rYT2sh/XB10Oi8bAe1sN6WA/rYT2sh/WwHtbD+uDrIdF4WA/rYT2sh/WwHtbDelgP62F98PWQaDysh/WwHtbDelgP62E9rIf1sD748r/rD/6n//SffuvPQqGQJKndbuvq6kp+v1/JZFI+n+/mw/1+RSIR+f1+eb1eLZdLRSIRjUYjzWYzLZdLeb1eTadT+Xw+TadTXV9fazQaaTKZaDqdKpPJ6PHjx4rFYloul5rNZopGowqHw2q1WqpWq1qtVvL5fPL7/fL7/VqtVpKkQCCgYDCo1WqlxWIhv9+vYDCoxWKh8Xis6+trLRYLLZfLtc9geTye33rmf/Wv/tX9dljSf/yP//G3/mw6ndoehsNh+7PlcilJ8nq9ms/nWq1Wms/n8nq99v1Wq5U902g00nK51GKxkM/nUzAY1Gg00mq1UjqdVj6ft3cxm81ULpd1eXmp5XKp7e1thUIhhUIheb1eeb1eey8ej8f+vyQtl0vbS77XarWS13uTq65WK3k8Hvt7vAN3/et//a/vvXf/9b/+1+/du/l8Lp/Pp2g0avY1m820WCwUCATk8/lsX2azmSaTiebzufx+v0KhkAKBgObzudmcJA0GA0lSIpFQMpnUzs6OgsGg2u22otGolsulrq6uNBwOFQgE7Pt4vd6179Dr9TSdTuXxeLS1tWU/yx7z+30+n3w+n8bjsXq9njwez5r9ueuf//N/fq99+y//5b/81p9tbW3J4/Go0+mo2WzaO41Go0qlUgqHw2bzi8VCk8lEs9lM4/FYHo/HzvJwOJTH47FzEwqFtLW1pWazqVqtpmg0qmg0avuL3UYiEbPZQCAgr9ercDgsr9crj8djezKZTLRcLhUIBLRYLOxdu+eUffR4PJpOp5pOp99rc//iX/yLe+2bJP27f/fvfuvP2BdsKhAIaGtrS5I0Ho81m83Ml7Fvfr/fvutqtdJkMlEwGLT3gO+JRqPK5/PyeDwajUb2TzQa1XA4VLPZ1GKxUDwe13g8lt/v12AwMNvy+/3a2tqSz+ez77m1taVQKKTFYqFut6ter2dnebVaKRwOKxqN2vn4vr37t//239577/79v//3v7VvkUjE7K7Vamm5XNp3x/dgG51OR91uV4FAQN1u12wkmUxabME2VquVIpGIEomEBoOBTk9PNR6P1Ww2FQgEFAgEFA6HFYvFFA6HzWfhp9gL6cY/4hPq9br9HGfV4/EoGAyajfL+XJ/N53k8Hv2bf/Nv7r13//k//+ff+jN87mw2szPH95JkZ2WxWFg8SyQSisVi8nq9Go1G9nycx8lkIunGH2HLiURC8XhcHo9HPp9PrVZLV1dX8vl82t3dld/v1/X1tTwej8bjscVuFt+LPWBPwALYAj6On/k+u/uX//Jf3nvv/sN/+A+/9Wf4MK/Xq2g0uuZ/fT6f4YzxeKxut6vFYrF2pvx+v5bLpXq9nr3XQqGg7e1tBQIBvXnzRr/5zW/W/MFyuVQmk1Emk5Hf79dkMjFbwY48Ho/m87kWi4WCwaCWy6XC4bDS6bTty2AwUK/X03K5tHjn+jx37921id19H7bDRra2tsxfTSYTdTodDYdDbW1tWTxIJBIKBAKazWbq9/sajUbm2/DvXq/X/GIoFFIikVizjX6/r9VqpWAwKJ/PZ3GH8wXWwH4ikYj9//l8rsFgYDbo8/lsr/kZ13//bXZ3X2z3fftWLBYVCoXU6/XU7/fV7XbXcOx8Plen09H19bWazabhktlsZrE4FAppPp+v4Tp8dqlUUjqd1mKxsPMpSa1WS91uV+FwWNvb24ZzJ5OJJpOJPS+4dzKZGNYAm29tbdk5IWbz7ofDoeGku7j4XfbtnRONu4sX7vV67bDg1PjiXq9X2WxW8XhcwWBQ6XRayWRS3W5XzWbTgh8JAAYxGo0MPCwWC4VCIfn9fnW7XTPGQCCgwWBgB8JNbvhfHAZAD6PkBfL57ndeLBa2kXyf70s43mfhTAjwfEeCJ4eKZGs6na45PtZkMlEsFlMgENB4PLYg3Ov17KDxmXwWBheJROxQB4NBJRIJeb1eDQYDDQYD+zySoMFgoG63a44zGAwqHA7bZ2Cc7BsH+nexCLzj8ViS7ICEQiF7Rg6nJNs3HA/2RrLK9wwEAhoOh6rX6+bIY7GY2QTPzn/DcbIAlDhav99vQVmSOcBIJKJAIKDlcmlJm3TrBH8XNoctuI6j3W5rMBhoOBwaEAmHwxZcptOp7Y8Lmv1+vxaLhSXDJEnYRyQSseAYi8XWkqfr62v1ej3bj3Q6rVAoZHvCd+X9eDweOw+AJJ6FPXLB/O/K5qTbJIMzS6DlPYdCIfNHPCdgH3vNZrMKh8O2n/x8LBaTz+ezZBifij0RtAkS2D5EQSKRsOASDoeVSqXsO+Ob8TecU8DT73oFAgFFo1F5PB4NBgP1+321Wi1LMLxer/b29pRIJCTJwAIEVqfTUSqV0t7enuLxuHK5nO3J9fW1hsOh+v2+qtWqPftwODTwgY1hO/gtAjz7AqgbjUa6vr7WarVSPB434B4Oh83uwuGwJZcAeNb3gZhNF/4ZAmgwGJiPA3SS8EKo8B2i0aji8bhGo5E6nY49J9+PhGVra0vb29uKx+P2dyeTieLxuDKZjLLZrFarlRKJhKbTqRqNhiaTyRqpw17gD13SybUx/AeE1d8G+j7E4ryORiMD6uFwWOFw2DBFJBJRv9/X9fW1vfNgMGgYY7VaKZVKmb0Eg0ENh0OVSiWVSiXV63V1Oh0DaMlkUoVCwcAihJMkS2RjsZi2trYsZvJ7iLUklfi7uzEf3MU/v4vlYhSfz2eJAckT9s4zYDvxeFzL5VLj8VjhcNieLxAIKBaLaTAYmM8C90ynU43HYyOGJZkfG4/HlhASO6fTqaLRqJ3F2WxmCQlxgBjB93Nt0MWAH3J5PB5Fo1Ht7+9rNpup0Wjom2++0dnZmUajkQ4ODsxXJ5NJpVIpHR8f6+XLlxoMBjo6OlIulzMiJZlMmo+6urpSPB5XPB7X9va2xdfT01P7d0kWb/CDk8lElUrFkmlIK2IY75C98/v9lhxKsnOOLWID940bGycaGDlgFCfEAYNdwanDoG1tbdlBxkDG47Fldhz4fr+v6XSqSCRi2RaBOJFI2IOSgODoYKyDwaCm06mCwaBKpZKKxaJWq5W63a45wWAwaAFb0lo1AcNx//1DLZfNmc/n9jJhuF1AByPsfo9gMKjr62szFJhpnEI2m7VgRHD1eDyKxWLq9XqKRCLa3t5WJpNZS2JwILPZTK1Wy9isRCKh2WymdrttBjkejzUej+X1epVIJJRIJH7LcBeLhTEbH2oFg0H7PQTO6XRqYBfHxv5JNxUQQPZoNDJGPhQKKZVKre07zMD19bXa7bYikYjm87mGw6E5UJ4RJmc0GqnVaqnX69mBTyaTFpzYY97heDw2J+cGfTfRvcvEvO/iXMAuk0gOh0NJMiAKywa4h0V22cHJZGJsczQaNVDMGSW58Pl8FhhWq5WGw6HZKMkK5ATgNxaLGRgOhUJrQMRl13DA7pnl51ww9SHW3WDO57Nf2BL/CwieTCa6urqyxIq9nE6nSiQS2t3d1aeffmoB3WWZsNP5fK5IJGLvgP2vVCpqNBqKx+P66KOPtLe3p9VqtUYyzGYzA/mFQsESYNf+7pIpH2rvXHCF78dvANaGw6GdW5KvUCikXC5nvp+qC0lZKpXS1dWVEVQkG6FQSLFYTPF43Kq37FcwGFQ8HlehUDDQE4lE1qrCtVrNEjiXlAgGg5ZMDIdDJZNJpdNphcNhAzxu3PrbqkPvs7xerxET4XB4jTTiLLDnJL3xeFzRaFSxWEyNRkORSMQSLvY9Go0qnU4rEokYUJzP5waYEomE9vb2lMvl7NmwKRIXvtt4PNZwODQw4hJPEAiuagD/QiLsEi4fYrkxlhgh3fq5fD5vSS6glwoQvpuY+fTpUwPanMNMJqNSqaTJZKLz8/M1HyDJfH82m1WxWDQ74llJZlOplPk5yBT2JBwO27/jf4n/4C/87IfEJ8RY3iVVZekmjkSjUfPjvGviCfvJOYJkxk9Dhki3FXav16vr62sjPN0KRq/XMyLB4/EomUxaxSCXy1kscxNcvivnG1IV0gpSjef6UPhkNpuZfYVCIWWzWR0dHVmSRAI5HA4t2c3lcjo6OtLx8bHhQBLRWq22pnyggjGdTrW1taVer6d6vW7klCSrPBCrY7GYSqWSqtWqXrx4oUajoaOjI0Wj0TXsjV8AV1LlhMSgMgKZzX6+69oo0eAFjsdjk65EIhGNx2OtVivLxnCGGM5wODSWxePx6OzszAImZdxutytJBlA7nY5OTk6szCTdlIlWq5VlatKNM+73++p0OiYbSqfTWi6XKpfL8nq9SqfTSiQSxlxIWjvYfFcXMP+uWD+Mnd+Js+CgALRwMOz5YDAwQ/R4PGq322vVkGw2a5ITEjMOscsukZxFo1EzXp/Pp+3tbUsyOIQATrfke319bYBlPp+bsRNg3N/1IcELIJiEiP0jQHJoCCLSrS0h1UAu5YIYWJNer2eZPyBNkpVxR6ORPR8AJxAImPSoXq9rMpkoHA5b8O73+8YUUEaXZHvEmXH3iX3/ELZHAoatEyw4r+PxWJFIxOQW2AZyFv6ex+Mx0DyZTNTv9xWJRJTNZhWJRJTL5awq1ul07Jncd0PiBUPiyvFgqfhdsJCwepAWbsB2ATP/+6GBnpsMSrIKgVuJBfzx/+PxuBaLhfm2nZ0dpVIp+f1+Y8f5LKRQfHfYp06nY/Z5fX2t6XRqVYDt7W1FIhGFw2Fls1kNh0PF43Ht7++v+VFYXPwbyZmbJN2VwLjP/D57BvB17Q7JD/uZSqVM+nB1dWXnKBAIqFQqGXElSTs7O5Z0zedz9ft9C87j8VhbW1vK5/OW2HDmkLGwF7D0kUhEw+FQV1dXCgaDJnMgSMP2c8bZTwI/1VwXNEOufIhFUGev3HdDBY137Uq/SNw4f4FAQNls1s4svmwwGFgSwvMBKBaLhYG8YrFoyUEqlTIAgqyv1+tpsVhoOByarcLQQzISS2FDsS/iPvHtQ51dbM+VBpJ89/t9hUIh2xv8UbfbVTAYVCwW0+PHjw0H8DMAuH6/b2x9q9VSuVy2WAC5Eo/HLbm5vr7W8+fPVSwWzZ+BYVyyE7LGJWPcd45duRVJntWVIb3vwgfjI4i1nB9iWDAYtBiBL5nP50qlUtra2jJ/0+/3jaij0u8m8/1+XxcXF4YjSdqR6dZqNXk8nrU4MxgMTOKItBccgpLF9dcQE24lCHz6IfFJv983ZYDf71c2m1U+n1ez2ZQkqzK8ePFCfr9f8XhcyWRSsVjMpKWj0ciqsZwpKmOQSMgYeUawGGog9qRYLFpiu7u7a9+V4kC1Wl0j290EjEolfgUcxZm9T4K7UaIBAMDgQqGQ4vG4BoOBZXP0HrhOBJZ4Pp+r3W6rUqmoUqloMBhYMJFudG65XM42i40kuF9dXdmmUt6GOePhYdCm06na7baGw6F2dna0vb1twcHNfN0KCUGD/3YXaLzPckvKMGUkHDDxsHQYK8YFE9VqtUyHB6AlcUkmk2uHDGeHxvvJkyeKRCKqVqsaDAYKBoPqdDqmZQ4EAioWi0okEup0Our3++r1egqHw8rn8yZ7IAmhnI9kJh6PKxaLmfP70AGEoO4mEQR+9pZkAD08LODW1pYmk4mxc1RkYOIXi4UBcOwJXWS/39fZ2ZkikYhV2aikVCoVSTcOLRKJ6PDwUI8ePTJ5RaPRsIAHQEabzv64vTF3mfn3tTs+B7BJ+ZYzxX9DvoM8ApAF4IEFhrnku1HxAkTCeMRiMcViMWUyGYXDYdVqNdVqNbXbbUk3fgQHCasHoEGzCkgGNEkyEMj+AQBc0PyhJBmw4gA9l6Bg73C8/JNIJMwnbm1tqdPpqFgsml/a2toyH9pqtQz0uNI6AAtsHolHp9NRJBIxAI7NE5T7/b7ZPbbmAhNsnGdCs8vC/3yIvXNtTpIls61Wy+x9sVgom83q+vraqkDSjR9+9OiR8vm86eZHo5HJbQF8SLGQ8XBGSe5LpZL5H+wI7ftqdStzxGccHByoWCyqXq9b8ucG1PF4rE6nY8kHLDax7m7PxqbrbhAnuZJkcXc0Ghl7zM9AsOCD37x5o3q9bskFVUHeA76UmN3r9ayHihiALn8+n2t7e1v5fF6PHj2ysz0ajXR5eWkA0WVsXWmtS564vo7k7UMmaJxbd784K8vlUv1+X7PZTLFYTOPxeK3a+Nlnn+np06d69eqV3r59q0QiYdXJq6srdbtd7e/vK51OazAYqFwuazgcWvIPUKTqc3l5qTdv3igej6tYLJo8NZ/PK51OWwW9Xq9Lku0DsZs4ivKA/895/j6J2vssl/hEdQIpRE8GJFU4HLZz7fP5dHFxYd/f7/er3W6bjG82m5kiBQwI+VAoFNZ8ErGEdwLRQtWXBA2yFMlVr9f7LaKT5BlpFmeW5PpD4BMUNDwjpCjVsl6vp3K5rP39fRUKBX333Xe2N+fn5+r3+5JkKotCoWBYdDKZqN1uK51Oazweq1wuG2FAzJhOp4rH4wqHw6pWq9ZzBK4kztZqtTXCP5FIKBKJaDabmeKA+AD5CqHBnro9w++67p1o4LBxFGTflPEwQIwVAEspdzqd6uTkRK1WS/1+Xz6fT7lcTrlczhr2stms/H6/ms3mWpMPzCFAhs+D0UeqJckcHSwqPzMajdbYIWm9kU3Sb23gh65q4BhcxsoFz7AArFAoZCV6gizfBzbKrVS40iIOZKfT0Wg0siRiMBio2WwayAiFQiZ3C4VCqtVqVhlyG6gB5wQJgAyBj+DrNmO5spb3XYB01+G6Mj5+BkfMYe90Omo0GhZc0um0CoWC7V+r1dJgMNBqtVKz2VS73Vaz2dTLly/V6/WMhYnFYkqlUvbeCP4kgcgvMpmM9vb2jPXj3bFvd5MIkk7Xzj5UoiHd6pU5Ly6zA+BaLpcqlUrG2A+HQ6vcNJtNpdNpxeNxAxQw0m5yF41GrcpRLBaVz+e1Wq3UarWM4eS8JZNJY8rcxAVGBWBJIu0mr+w7fsdN2D/kIpi71U0Si7tAH8AJE05wxFdRpXSraqPRyHqMKPHzezwejzVdAtRguOitqdfr6vV6+tGPfmSVTv47iQpBmD0lMeeMuhpf1ofydyRf+CL+zE1ASMpgSCORiMnzkAFdX1/r5OREjUbDktHRaGSJVTabVTqdls/ns8bSQCCg6+trIx3oV2g0Gva8sPG8B8DReDy2Kq3LHPLuiXsQHciskLC+73KTZrfKiS26MstYLGY2h10hLzs+PtZqddNfUSqVlEwmjXBB7oPPTyQSa1JXnns8Hqvdbuv6+lrVatUS393dXcViMYvX+IFarWagmEV1gc90zyl/9rtINpCs8Lv5HiRnyWTS/EssFlO5XNaf//mf6+3bt+r3+7q8vNRqtVIymTRbjsVilqCihUdKm8lk7EzxnrC/5XKparWqTqcjSdrf39fe3p6ePXumZDJppJ07KMeVNeMXsDGXkOL3vO/C37nfmfdFog6w511xtkKhkGazmVX1E4mExQcYeTf2QbAw7IE95edIoiORiOr1uur1ut6+fatKpaJCoaCdnR3t7u4aDpVkCb9LOIH3XKbe3av3xSecVciyfr9v6oDlcml/jirn4OBAtVpNf/VXf2VqnVAopEwmo3Q6rSdPniiXyymZTKrVauny8lLD4VCZTEar1coqufRWPn78WNvb2zYkqdFo6OXLl/bsnIWTkxOdnJxof3/fSB36byAiwCgkFH6/3+TNqAmwEWz0Xda9Ew1eGAAPoCDJmF6XfSGIptNpZTIZXV9fKxaLKRqNarVaqVQq2cMhO3BZNYI5jp/yotssyYOjm6WsRuBNp9NWOiPIuxpXjIVnIpN0//uHLOn+bb/LZSfQ5sGc+v1+FQoF+Xw+lctlS6BOT0+tkZtsNJ/PW5JFaZHJGfl83hiFwWCg6+tr5XI5eydIWyifjsdja9KEEfi+IMif8d4BhPz7h2D5YLolrQUkN6Hx+XzGgMIIUapuNpsqFAp6/vy5VS5cHTFlXLcZt9Vq2ZQNwCI2EY/HzanAMJyenurFixf6xS9+oY8++kh/9Ed/pEePHimRSKhcLqvdbq81rrmVQTfAu8/8IWQslEBhpZbLm2lHbiN3vV437TKSsXA4bBWt7e1tAw/0UQHSSDyQ+kkyCRB6ZQiC1WqlcrmsRCKhnZ0dxWIxFYtFxWIxSxgGg4Hevn1rQeL6+npN5uAmvVSX3DP9IYIuhAo+zW34ZV/xhfF43OSjABsqCn6/f037Oh6P1Wq1rCQNIYM0odFomCQDBjESiViCi59lClUgEFCj0VCz2VQ2m9Vnn31mAw0AWq4/5bvz+wgkPLOkDwL4XLvDH7CX/DtDCfb29pROp1UqlRSPx9Vut/Xy5UuNRiOdnp4amKDkzz6kUilNp1OlUil7VnTHTN2jZyifz8vn86nRaJhdulUUmpzL5bL1fJA8Uu1144/H41lLDmEA+bxN111/xrmACOGcwUzu7e0pGo2q1Wqp0+loMBgolUppd3fXzkY0GlUmk7H9d/+RZNPyqIYA9CBX/H6/arWane96vW4xVZLtF7ZXqVQM6LvVZ7475+b7SJf3Wa5PZQHUAYNU4PP5vA4ODnR9fa23b9/qxYsX6nQ68ng8Oj4+1vb2tg10wLcg8ZRuJZTEm/39fQNj4XBY3W7XWGL3OUulkiU83W7X5NClUklnZ2fq9XpGAGKj7CFkhVsVkj5sX5rbwE5iTWLGRC1I39VqZcnnzs6O4blvv/3WyKXxeKx+v696va5gMKhHjx5Z3w+SqlKpJOmGsGu1WorFYrZvOzs7KhQKOj091enpqTXqY1/0EaC04PxQjcEvuL0MrkT3fe3OJW28Xq8ymYxV//Edq9VKl5eX+s1vfmOJGoMtnj17Zok6lYVMJqPF4mYK39XVlfV55nI5I4XPzs40HA5VLpf1+eef6/DwUJVKRclk0mTIqVRK8XjcelHb7bbF+rdv35rMlCr8aDSy5I694szeta/fWaJBcECvBWACwGxtbVmAclks5A8wPhxWdKCMFaWUJckemNKc2+ANe0CSg7xjNpvZhrXbbWMwAoGA2u22Li4u9MMf/tCYLndyApuKo2C5B/l9wTJGjUG6L46qC4GFMXEw8Dg3gi1MFiVByts4NiRUbrM5UhVK54VCwRwrZfhYLKbhcKhsNqtQKKRms6kXL15Ikp48eaK9vT15PB6rSvHe3MCIo2fv3MTzfZeb6H7fnsZiMRvx6yapyEoCgYCVqKk8kKDOZrM1Rikej1uA4r1QGYMBIyBTdfL7/frVr36ln/70p/r5z3+u09NTffXVV/r888/15MkTJRIJXV1dGUiWZGfJXS5b9aEWpWdY8uVyaYGu2+3q8vJS6XRaxWJR8XjcAuXOzo5Wq5VJqVw/gJa4VCrZZCHYlpcvX9rvIiAvl0ubpgGT7fV61Wg0dHV1pWw2q52dHdtf7IZKJO+CZB1mze3ZkfRbjOomi0TC7UOSbh0vPiefz1tTJ5VDn++m0Z6S9WQyMflAr9dTp9PR9va2UqmUMpmMTY2SbnxBq9UyMJfNZk1yxVjbYDCo/f19rVYrY7EZSYo9StLh4aEx3FQ32EMSTrea6jKB77uwEwA4lZ1sNrsmx0GKBxGEHyPJAyzk83lL9uv1unw+n/VVVSoViy9U4larlSWxDCrB1y8WCzWbTZOE+nw+dTod8xm//OUvFQqFVCqVrHcNeQhJp9frXUs0fL6bUdXEs02Xy2S7wBmWmQoE8o/ZbGZnNZlMKp/PKxAIWLUHAHN9fW0gOBwOaz6fm4yPKV3uNEK3Mk2lyZVHI03mea+urvTmzRt9+umnevz4sZrNpslgwAqujO1uovEhfB375L5nnluSAUDIM6aV1et1GwiQTCaVyWS0v7+vUqkkj8dj9sgAECpw9GYQc121BONgwSewxK4vmE6nqtfrSiQSKhQK1lOJ3yB+8a6RVbp9DncrRJsu9zPcCgnEyWw2UyqVUi6XUyaTUblc1tu3bw2TUM0djUZ2PhlAw3mPRqPqdrv2v25fBXLbwWCgk5MTI4/psQIsIxFnoM3Z2ZnG47FSqZQODg7UaDS0XC5NmuWOB6a64trh+8YK97yyX9hgKpVSu91WLBbT5eWl/vqv/1qHh4cqFAo6PDy0MbiVSkXdbndtLHUul1O9Xlej0ZAk64spFouqVCpW2Z1MJmo2myoWi0omkzo/P7e9z2azNtCnUCio2Wzq17/+tQ2u4X9pEIcIcyXTYBN3FP191712l6DhshEwjQRKgiXl78FgoGg0aqw5zIzHc9OoEo1GVS6X5fPdTEvy+XzqdrsGLGCXaTAfDAambYvFYqafJIOlyZfgAdOILv/i4sJKTD6fT81m0w6xy/C4m/khDrPLsvJ5bpACdMHsICthusB3330n6TbRoFES7ffbt2/XDnSv11MwGFy71+T6+lqNRmNthCOlMQ4HI9RwmqvVytgsbCCXy+nw8NCybwyeqpR7aN2K0YdagAEOAhKASCQi6XZiD86SoEL58uLiwiRV7XZ7TdLBc8CU8Pyw/ARenD3TJfL5vLa3t3V0dKRYLKY3b96oXC5rNBrp4uJCzWZTx8fH+uqrr3R4eKh2u21TKmDY7rIDHyoAs/cwJDQRo+mmH8Xr9Vr1i7sMONvc7YADdxl4xvWRZHBPx2g0Mh03E7xKpZLZu89304RfqVQ0HA4tcXj8+LHNq6exDVCJs6W3huB9lyF1K62bLJhuABHggVK41+u1+0eQ5EiyPQMAk5CRCAGqJRmTSa8Uk9zYh52dHfN1/X7fRid6PB4br8leh8Nh7ezsqN/v6/T01MAxALnVatnUpuVyaf1fnBOXUPkQEhZXGjWfz62CAHBAv+5OSIEY8Xg8JuOkvD+ZTJTJZJTL5dYma2EPnU5nbbQy09U8Ho+NG8WuAerT6dQYR7c6f3R0pOl0qp/97Gfqdrs6ODjQ/v6+ksnkWt8h4ML1k25j9SaL6pbbc0YDLbLUra0tFQoFA2qNRsOqL/1+39jiVqul8XhsDPp0OrWf4/2Q7JEU5PP5tX6nfD5vQy0YGEKPFT4X0uLbb7/VL3/5S/3qV7/SP/gH/0A//vGPjQ3n/dxl4O+C2/dZJGIu8URSwJnKZrM6PDzU2dmZxUz8yOPHj62RHdY5lUrZ0BpJ9rz0WbjafPaVxIPx89gJsdvti2o2myqXyzb9i2oU9zbV63VdXl5avxdVJmk9pn4I1YD7efhUvqvH41E6nbbkiiEK7XbbBgRgB4lEQrlcziSKruyKHk5JdmaCwaARYNyXRm8o/QLz+dwk9vTBQSCPRiPrd6O/Aakf58WVsfG7OQO8u02W3+83ySU21+127f4yfEUkEjGCrdFomFSu1Wrp9PRU5XLZ9qZWq5kaoN1u6+zszGT/T58+NUnVfH47Pn44HJqsFBtbrVba39+3ISTFYlFffvmlfQdUHUgvIRtQH+zs7FiCebfB/r6Y5N6Jxl0GAsaA8iEHBO0rThd9MJUKAjATetzGHJhSEgwqGjCXZMxILwBCBCdkFGSuACIYBLJYLhaDTXON8O5y5UL3XQBXF4CT1MA2wRRTxkokEqpUKiqXyxYwKBHS4Mxnu02AfDaZKImXOyWEvhdXu5pKpcyoJK1d8JXL5ex7n56e6uzsTJJUKpXMkdAb4n4P9tFlTDfdv7sLR+EysjzvfD5XPB43hhvHhOMsl8uWSKCxdbXk2BBMGGVEpkl4vV6bCISjQjvPfQCff/65NfomEgm9fftWX3/9tarVqnZ3d/XHf/zHa04FkPMhE7Lvq8IhVaH8TW8A5drxeKzj42N5vV5z6txf4/V6rfSaSqUswCyXS5NsjEYj07ivVivTI8NWsZ+uvAgZCH8m3fiax48fW1VpOp2q0+nY3R+Uq2Fg3IoZwG9TsOwmx25VzpX+UKmZTqfm9L1erz766CNNJhO9evXKngNmq9VqGbPujgql1wzAwuVd7C/2iJ0DtAFPfD/8Jme/0+no22+/VSAQ0DfffKOdnR37OfaG5A17Yb2Pr3P3i0Xf2dbWlgERwFY2m11rGkauSHWSKhAVx8nk9iJJJh+yz7Cg3DnC2GkmHXa7XUuiIcYASZlMxs74j370I5NREfBdJvuuhMWtpLmTte67d24lw91Hj8ezNmij0+mYJBj5XKfTUb1eX7tjBJCDbBmCBOkt4KLf79vfAUxLsgsRi8WiFouFTk9P7X3y2SQx+XxeFxcXevPmje3FP/yH/1C5XE6dTkffffedEX7ucu1kU1KFpMIdu+kqFSQZMTmfz1Uul1WpVJRIJCy5ZnTqYrEwdpg/Z4T5arXSYDAwNQYJO1JwF3cgLYN8q9VqhpUgXfmMcrms1WplMhmqKZL085//3JI8KlpuRZ//3fTM4oPdWIFMDKyAeuL4+FiLxcKmK/E7XelQIBBQOp225NX1wyhfuHgU/IIPpNrx6NEjdbtdbW1trQ0acvtC+HulUsmkXR6PR7VaTV6vV9vb20ZogLewB/dZwUKbrLvKA1fGSyWfPRkOh5pOpzo9PdUXX3yhYrGoP//zP9fx8bFms5lNJqRaTs8zvq/b7Zpcln0liRoOh6pWq5a0xWIxfffdd0okEtrf37fKJ2O+g8Ggms2mUqmUVYdqtZqq1aqRT7u7u0Zy0BfrPvd9Ett3TjRwdm42zf93JxDAaA6HQx0dHWl/f38NjFIG93huL2+imgDgutvwC4C9K3VyG4DcRhy3ieXs7EyDwUC5XM7kGFz4BLOI0aKHvNtAxNoUBMKAwPxjlCQarq6d4HFycmKAotVq2aSpo6MjYyU9Ho9JxDAiwBzvg4oOe0c5kYWMDGlWu902BoiRbDDV7PXZ2ZklZzs7O8pms6pWq9YQyTN+CPnFXfDtOlhKjOyhJGNOsNfvvvtubTY+0jAajdFTAoRx/lxaCPNOAEP/TWMXMrbBYCCv12sX6hwdHZnEgu9WLpf1V3/1V3b78T/9p//UZrFLt43ld/duk+ALK+H+Xdj/brdr8homT1xdXanZbNq+FYtF07OPx2O7SIgJLVSvSMY4swBXJm34/X5jeObzuU17oWkQeSQTXAgIVE7cC/3y+byurq706tWrtUZhzqxrL+9jf67M4ftsj8oWZW+SVGRmSHsqlcqa3EGSsVpUagBeJOiw2Xx3qide7+39JewNgINBAxcXF5rNZjaI4Pr6Wq9fv1az2VSj0bBqElIXEh63Wsu/vw/Dh/9xYwW/l6APGME3UkFCCjAYDCwh4RxSdXBBMrfhusQN78jr9aparernP/+5sfq9Xk8nJycajUZGUg2HQ6vqRSIRqxpVKhVFo1GTFnLWAd8ML3FBhsuabrJ37iSru4lfPp+X1+u1iVjFYlHS7ehtQAgTjJbLpba3ty1RB9RB+rnyTWwIOSCN+ZIsoc3n8zo7O7NkDjvm7zDVkKTs4uJC33zzjb744gv7HgzkgBBCzvm+y510yXeWbqscDGdAjujz+WyUMjbrEnokB/T2+P1+7e/vG05BG887KxQK9veo3FCJpEIIlsHGJRkJSA/IkydPTALOM2QyGQ0GA11cXKz1yfEdeYebnlkkntI6wYBtg8Oq1ar5xFqtpuPjY+XzeX3xxRc2pXBvb89UFqVSycgn9my5vGmIb7fbCoVCSiaTRlaBIyGxwGUkzi6xwOL7YPvImXu9npF+1WpV0+nN7dyuPNVN2DaJsS7mcP3marVSo9Gwnh0uvGQfIBcZgIS0i3ecyWSMEGFMuTspDqxBVQ2bp0mc2J/L5XR6eqrlcqmf/OQnlkwykhjZLqRBPp+3ZCYQCBhOyGQyFoMgVu/ayt+13jnRuOv4XNYA0DGfz222MU14ZHX8DI6OqQTo+8fjsZrN5pqjI6DTn+G+yHg8bgcYjR8jwZBpMMueaRAYLGM3uYcjk8nYMxHkcQyubGpThhTJgLRessNAqbIwzYKg8ujRI2tczOVyVuFBwkaFBoeNRIjA4yZP7h0GHDAcs/sz6KC5yA0ZG0b85MkT5fN51et1dbtdRSIRHRwc6NmzZybLchuyvg/w3nfdtT0XFAG6yNSRsFxfX9toRlgkLl1C/oCjZi465VVJNr2HQACgZdqPyw56vTd3tAAGkVwxghM5EKz9aDTST3/6UwWDQf3pn/6p0um0aZ1du8DeNwkgnIu7sj8qP4vFwhpEe73eGvOUyWS0s7Mj6faeGUYwoulmvCqVSPqz0IpjP9gBTorKD0kpM9ZLpZLy+bwNPohGo2q329bUXCwW9fTpU3311Vfq9Xp68eKFgU93upybaG668Gnfl+TSU4Jt4bPwby9evFiTTWGPPBelbZfBp1zNfnL7M+cG2ahbrYXd50xzfxAjNBmrW6vV9OLFCw2HQ/3gBz9QKpVSNpu1YEFTpUuwvI9cD8BPpZTzBDMPG5xIJHRxcaHLy0t5vV49evTImHES3VwuZ9+T5HSxWFiwdf0fVaZkMmlVM+wWoOEOBen3+zo+PrbeD4AfVc/BYGAVKGQQfA4N6DD6PCeAflN2lATsbqLCd4SFPD8/t4EfsKTL5c0N6FtbWyZpAbQhRXP7ZdxxmlTVuG+JXj0mCU2nU11dXdnPM0QEsAN5B3BhbDZTg16+fKl6vW5ySEaQ0l/okm2b2h3n6q4qwe/3K5PJWKM8kksqyGCTVqulk5MTeTwe5XI5vX371sApZ454gQzc47np3bib8OMn0+m0JV1IeiqVilUyAZo0BtOHEAgEVK1WdXFxofPzc2UyGaVSKdVqtbWGZshDd9T3Jov3hT+Sbu+sSqfTRqwxYCeTydg4Y7Acl8sBiCGMpdsGdneYBz0qkB7ECBIx3ieEIBc441+Q/ri9vPx3eimJZ+l02kb1Y9PgKFcufd/lEtKur1sul2o0GsrlckokElaRcKti/+2//Tcj0f7oj/7IVDoQUzR/I9/b39+3aXHEa5/v5hI//BD+MhwOq1Ao6NmzZ5rNZqrVavr1r39tFxZHIhEbJyzdyPeoiFxeXuqTTz7RD37wA11eXpq/ptrqYmSX2Pm71jsnGgQjEgoYXkALJdXVamUj9AKBgK6urtTv961hkk2EMQQkoBVFouGWtkk+JpOJNflK603GyLT4R5KOjo4UiUSM9adJDmdIQBoMBmZ4rtQLZvZuefy+C4MHyHIIAQkcABw6iRBBlYoNh4fSvyQLtsifKAPDmMIAMC/cBccwcxxukjrKwhxcmn37/b5JamCQRqORXr16pUePHunx48c2WcmV2WEXm6y7jCH2Rtl2sVjY4cHm5vO5lfQJLLBzMO7cNLpc3ky+YZKDy4y72lNskO9CkkzliERlNpupUqmYZIp3RrPal19+qaOjI9XrdX333XcKh8P6+OOPVSwWzRZdyR/Pfd8FSOY9wBYxiW13d9fAa6fTWet1ef78uREEboOtyw7CDudyOWtg7Ha7a1I/Aufu7q6BWwAdyRnN6DQ9k3zQAEkfEYE8HA7r2bNnqlarisfjVjZHQkUgQyu9ycK2aCbFmdKASZ8YE0F8Pp8l4J1OxyqR2EOz2VQkEtHR0ZFNKiNhcasKPp/PHD7vj8otjB4Jos/nW5OnIj+FnGF0NZcDttttqyZtb29bfxK9MdJtQu9WiO67XIKGs0lPBCCQ4NvpdDQej+2mbUkmOSgUCiqVSjYtD0aUd0Hg5ndw9tEb4weoQJbLZfV6PQvu29vbVv0GIBFfzs/PbfrNxcWFnj17ZrIYpIHh8M3lnJlMZq3HA5+7yeLZiEP8Q7/et99+q+l0quFwaJdvNZtNtVotA+rcfYHES7qRwbbbbRtWwYWcsKGw+rw/97y50+TcWOMOYkF+SeM9FWMqpT/72c+0tbWlp0+f6ssvv9RyuVStVrN+MRby1E3WXaUFRAF69dPTU7vrgn0ZDoc2mhbiA/a+2+1aJR//7w6i4Qwy/GGxWNiQD+S4VOywTZJhLtfE30EUgEmi0agRebDW9Gcxet2d5LYJw+wuEkJAN3uxu7tryW25XLb+i2QyadMCS6WSCoWCKQO63e5aZfLq6srG1yLR5f2QrI7HY9XrdRsUgc9FKdDpdHR5eWl9A5IMY9DMTHwj9vf7ffX7fX333XemAqGxOpPJ2IXSrE32DmyISgfyASk8VWeS2R/84Aeq1Wom66xUKtYntlgsTCmAfeAPIJmJaVzKHAwGdXl5qePjYyP6IAmeP3+uvb09TadTnZ+f63/+z/+pbrerw8NDLRY3o24hTN1eTMie6XSqjz/+WK9fv15rpGeYAknp3SE2f+teveumcpA5jJSupRvG5eXLl3ajJnP3m82mAeZkMml6M8bouawTnwWLzIOQdaLxvXs5l8sAI2Og1EmJlJe6u7trh2Jra8vKy9fX1zbNBYDDhroZ76alSQyNUrsky9ZpDvV4PKbPjMVimk6n2t7eNvAAawfAoOoj3SZFyJlwiG75V7oJ8BwKZD6JRGKN8R4MBgZakLYh7djd3TXmhbGA2MHr168tQNJk5JbEN907l2l1df0casAksjtKlfF43AAfU2j4u+wXQY3mYpwGTfEkXuhv0Ya75WQYFAA9N3vCdAJgkFltb2/ryy+/1KtXr+xinWq1qqOjI2WzWZ2fn1sgcRPT+y7+PgwrTXFIdLjsjPGNxWLRGpuRjsGKX11dKZlM6uDgwJg9mGQSVMY5smj6zWazNlUJUIxzY0QumvDj42Mb14lEAMYmHA6btItyvdtzBbgj+XufviC3H4KzQWJPsAO8j8djFYtFu52bgQskVZyleDxulVN+Bwz0crk0+ZDL0BOEXfYXJpWJbwQWkkYIgK2tLZVKJb169UpHR0c6ODjQ3t6eBSd3ugmVL7dquykxwPmABPJ4PGsTdvb29hSPx/XTn/5UtVptrQrBxB8aJWu1moLBoPWIQQSk02mLC1yaCCPo9/ttIiGxhR4emFSSbeS0rm6eXgdJllCzL3xeuVxWPp+3HhNYXZ79fcAyZ52qEJLgVqulN2/eaDqd2iSk6+trXVxcmI9GNgXrzft1CTMIEyoz6XTapFF8d6Rb/F0SLFcq5RJd3J/E7ycZhun+X//rf1nV6vXr19rd3bVJO/h3YrXbD3hfu2OoAn6ZOMT7pOcCmyyVSjo6OjJWnbu+0L1LN0maJJt8xKAZelPZBzAEMl0mSyGxw5dnMhmFQiFrbKZv1X1fxO5YLKbj42Ob2MbUM/dZ3SmZm5IDJKVUX30+nw1egGzirBA/XbkTrDuYi3iHDyPW0jiNKgBJJPaCLbnvEJuiSu71enVwcGAVdYhvYr9b9Xz16pW++eYbq+bS63F2dmZnm7NaKBTuvW+cGYhjyHMw3evXr60FALCeTCZtwtPFxYWNBg6FQiaNBINSzXH78iCT8/m8JbVI1Uj8C4WCkTej0cjs7/z8XN99950pNMA3vCdi5+npqVarlXK5nO2TW/Um8cYW3mXdK9HgH9gdMupWq2WNOzBHvV5PpVJJH3/8sU1U6ff7qtVqarVaa2wKWS4SKTdThE1BugHIczvg0YzCsuBQuIGW0uL5+bk8Ho9pHt0bZcvlsqRbqQcvAUbdbaC874JpxYlxuPh9ACkCFSze9va2tra29PLlS5swgvPnXcCkMXmFoEEJnAMMWMdZ4NhhPN1GaPS53AIOI++OcXRv/4axYZwpgZC9lDYHLuw7oI9AwaSFZDJp0iNJVmlDy46EjjsOSGoXi5vxlsjaODC8e2yL90OgJbkloWIRVBeLhSKRiLEsSLBIVgElP/nJT/Tq1SudnJzou+++k9fr1Z/8yZ/YKE6SUwLLfRcOxLVbj+fmFm8mE7kBi9+FVIlLfBj5SVKHdnO5XBpIA5zROLha3Vz0SLkX2YskC8Y4X2wVn4F2mmZ+Kn5ooUulkvb395XJZOzSIz6bgE0VbtPpP1QbXUmU1+tVrVYziQil6t3d3bVJMGiF6f9JJpO6vr7Wzs6OdnZ21kAp9oDEEMkOlSjAJlILklbAM1Uhkloqn4AsSTatqlAorCUpb968UaFQUDgcNlaW/XqfHg1Xykrpnz/PZDLGAq9WKz19+tQqjuwJgweQ6AEKeZ/IxfAB2AvS0XQ6rfl8bokYFQb+/nK5NAZ+a2vLkmOkDu4Y9WQyadIjV+5Lk6bX6zX5Le/MbVi973IlOvQ88N3a7bbZyOXlpZFWJAw0vbL/JMsu+UNDKHIdqgmQEfx37J7BBfh/fABVACaZEQ+8Xq/p8PG3gCVJOjk50fX1tWq1mg4PD+X3+3V6erqmdd+0vwWpLP6E73h5eWkJDM9Yr9etcuYOpkF6SDwjacMfQsoBgJHtAIQ9ntsRtPx+8IMrg6Qh3a0mEkch1CBVr6+v9fLlS+3v7+vTTz+12BQIBEyedlcee9+VzWatmu5e4gZ5C7kC8dPv9y2OSFKn07HKC77MlYLiS4hlTCMkWZhMJnbdgCshZ0Ic53y5vBk6UiqVjEyQbioL9L6dn5/bu00mk/beB4OBdnZ2FAgE7DJGF6Nscmb5XsRYyA8uRGZc/Mcff6xXr17J5/MZWQtB6iYHJHjI51qt1pr/w794PB5r2nZJ8VgspoODA+t35Kwjfzo/P9fJyYlisZi+/PJLZbNZXV1dmYQanwrePj8/Vy6X0x//8R9bMuRO1cOu32mv7ru5HBjKrZVKRZPJxGbvs3lsCMazWCzMWbqO22WL3AvROJQwNW7jjiRj2QFK6AIZXct3rVQqZnT8rtPTU8u+2+22TY1pNptr7G86nbaDjwZ8k4WB8L84b14YDPqjR4/U6/XUaDRs6gx9JQQPGBAqCwBjEi8MjsDKIXI1pLDYHF4CHPuKAyRwIdFgRCWJYy6Xs8/HoM/Pz62sR9Bz9Zr3XXxvN9Hgfbg9Jr1ez3S4lAK3trZMk46UTJI5A7cczjtxASrVIeRWMDWuthRn0+v17J4Cgvt4PLZ54PP53CofZ2dnBowikYguLi709ddfy+/360//9E9VLBZVLpd/q2HtPgvZAPsHmOCdorkGlFMx6Pf7ymaz9t5SqZQxwPSlsB9IC2jKhRGjwQ82n+BDhYV3yDO6iT32RkIzGo2sIRfp1Gq1ssDPGT44OLB9YjTlu5Z17y63YsZUIlhxgDMVD/dSL5f8oJpFAM5ms0omk+p0OjZtrFqtStKaLt+V3eAXOecQL1Q83ftQsGnYJr7n06dP1xId+luGw6E6nY4KhYIBdZ4Ziewm624vG/JKkiC03ARIEjkSawBjLpczQOXK4CBbYHkLhYLtUS6XM3kGMYjz6fV6rfEe0A2g6vV6ajabms/nymazJp+iijSfz62/o1QqKZvN6uzsTJ1Ox3wODC+NvJss119SqULONZncXECYTCZVq9Ws4ki1kGccjUZ2xrBjr9drDDFsuSRL4iWZX8PmAMkw0aFQyAAmUyBJ6CDStra2rKEU214sFvrkk0+MzGIKGJXAfr9vvX3gik0WwJ2KPOOMR6ORsdX4LBhd2Fp35K87nZDqAmcYDDGdTk1azKAA7JHqJeoBBg10u11TEVAdZ9iAdNsfSn8fiWA0GlWlUtFgMNDe3p4ymYwN6iBJw4dvWtEgMYvH4+aP+/2+zs/P1Wq1FI1GrdoDzsLOmNRWr9eNfU8kEtra2rKqOVVKd3oReIiqHTEVCRIEFhWuer1uPTicY/wiZCG+Arn4kydP9OjRI8OZXE7H5E2IkLuk4X0WZ4rk0CXVOUfL5dJIFYgjJMZ+/81FzMQY9zqIVCpllQuX8KZ6RnxjH7nWgP1itDk+6dGjR6rVaqrX66pWq/bfmBjK74MojMfjevHihT7++GOTXLny2vtgundONAALsMtUHmaz2VqnP5NoyNpcxhRABxAEWHDPBYeNf1ymAaOCuUODz4vu9/t2QHGwktZkK9lsVpLMUHkxACq0gIVCwcAsyY4LMu67XKe9XC7tu6bTaUm3PRw4cKYgwehGIhFjrCRZDweLUiP7BMiTZFUdSr2wTbwPWGCeFaCDU0Dz2+12TWfpTpYhGMI+TKdTHR8f6/Dw0Bq4pM2lU6490PAFmOHdu06WiTUwJsjOYJ543r29Pc1mM7vIjM/CtmGxsQNYLAI3iResKLIeqm3YOOw2ySQN6zA22MPbt2+1WCz06aef6vDwUKPRyC4e2mRBCHDmAJ9IQahMUe0BwLlN7uwrDZ9uYk/pG7skgHC+cbCAOd4ZVcJqtWqjHal6UQnDXu/KibjJ/P/+3/+rw8ND7e3tKZlMqtls2sWTEBbvU4Hku1PVwAehjQW4STIf6O4BNgR7mc1mTZYDeGbgAkkKvxPgzc+hd2ewBY2VjL8EmMA47ezsKBgMrl0aB3gtFArK5XJ2b8XJyYmazaYymYzi8bj1m7AHmyxYQr4r1e69vT27lwTGl/NC4yM9KgxwIBngUk2AARd/eTwe81fc/0N/E2eY3wHYmM/nNp+f5xyNRrq8vFS5XNbz588N0BDbkIV4vTe3/hYKhTU7xcdyTjYFyy77TW8XCTayOZIawDB3G0BcEZ8BOfTVue+HxMyVU3HW3PPoEn+AYBbSSGIjPpSmcirOgUBAP/7xj7W9va1Xr14pnU7L7/db4p1IJHR5eWmXmtF7sondkajhp5bLpZ0991LgQCCg7e1t2yviJX6a4Sckw6lUypQI7hh97JH9cQkhJMqSbHIfFQufz2fDVbBT5M3YHTJuYh/3LSG35PK6er1u4BCJ2H0X1Xpi+3J5c9/UmzdvdH19bT1Kbrwlsad3czKZ2IAeKqJuNQ2iZLFYmISJWIyflbSGScCSJA6QfhAu2BK9EBA6VAB//OMf6x/9o3+kTqejRqOher2uSCSiJ0+eGIGAnCuZTN573yAB3X682WymRqOx5rOr1aoNnODiYMgQbN7r9ZpqBxk4laZKpWLxkKmhJGRIzZCRcn8IfSAQc9lsVp999pnevn2r4XBojf35fN72FbXMl19+qUKhYBXc2Wxmo59dieZ9KkHvnGgA1jiolGsArZIMsOMY3cDqOlF33CtOjYyWQAuDjBED+Pgcsl+avZAmwUJg5LCIvV7PyuX8TowZ8OWWhQiANCKy6ZssnAisoTsC1G0gcpuACVyUYAmosI0ADEAN1SOcAKAf8EJwIRFzkxP33ZBQUm5DOuD+N8bA8mej0UjlctnmX3MZEs33BOVNFtUan+/2rhDeB41TgDgqL64UDWYBBgCZGRpiypRu7wylc743CaCrPafS1O12TQriyidoMMcxY9fJZFKlUkmz2cwqaZFIRP/n//wfXVxc6OXLlzo8PFQsFlO5XDY7v++C2QEMoUFH6gh7y4WQ2CXJUafTMecSjUaVTqdt3CijHV05AGeOSgKEQDKZNK00QRZHnEgkrGSeTqe1vb0t6Vb2RdWCcX5MzaB8f319rb29PS2XS7uIEwDKedp0uf1ZPA92wYQWALEkSxy5dBSigMobSQM9YehtXRC4WCzWdNhunw1gF0CJfABiolgsrulnAaO9Xk+1Ws0uRf3qq6+UTqd1cnJirC0VLc43v3eTBQHBme10OsacwzLncjmbyENDNoCWM9NsNtcANXp34grnEJYVgMSkHJ/P91v3BWEbJGvS7aQnKmNowJHAUVmAyed+BSY0ucwe9zptmuC6/hwggd8kJhIHaGxnL/hfV7IkyXymC8KJc/hw4gcJFuScJCPY8H2w9Hwf4j3xxefzKZ1OW0Mzvgf/AoiWZGCFCuTjx48tVt53kVy6IBzJK+PbC4WCASuqKEiLqU7BOFPBLJVK9p75TJIIZHZU5Ki+jsfjtUvWms3mWiM+CTKJHLbo3jECLpBkVWXwEKw1ZC5sOH9+3zUej9VoNLS7u6tAIGAkEJiAnpNQKGQqD2RbnHcqRO6I30AgYDEGkgEilOclZvPfIUOxG1fKBdvPNQpe783AFt6hqxLp9Xp68+aN+W1GvUI6Hx4eqtFoaDKZWCX0vgvcxthrv/9mmh1SMp69VqtZMkslaDgc2lh34iDnmDHQ3BQOCQ8BTb9fo9FQo9GwpGI6ndodWZPJRNVqdW1C3mw206effmo+i+EIhUJhrWcGeeRyudTHH3+s3/zmN3r16pW++OILq6giq3xXqeM7n2r6B0gqXDkLTU6Mik2lUgbQ3GYlQCMXMREseEkAIDruKYXCHrsOzpUK4VRdPR/gkP8P6GA6Bhmgx3Nz+RGHGR2gW+YCTLwPK88euiMQ6/W65vO5Hj16ZAeG53adDLeuU/KjhEX5WrodtUYSA9MEs+tmyDyHm5EmEgl7nxwYWKpUKmXfHxBNksHPRyIR9Xo9a8SuVCo6PDy059iUmScJAPyQ+Lk9JQQNSq6A+kAgoFqttgY2YDHc/hyYQCQHOA7p9vZSklYamCUZg+BW3aTbvg6CEnvNu4JNde9OePXqlSqViiUbyWTSJEybABe06QSfQqGwljTH43Gl02ljYFutliVgJPfj8dgSBeRNVNM4d4xxdSVuLpkQj8eN4WX/mYDjJtg0tgF0SAy5jA1GkHL6dDq1ihITsmD3kFi5DOx9Fo2HAAMSAHyGdBPI0N2iV+YeENcBuz0KjKTGVvb29kznzWhjkhK3hwrHD5mArBO7pCrs8XjUaDTsTCLtYK/++q//WtKNtI1AxLujGrBarex9b7IgM/g+7E2327VzAyPGtDOAPBLYUCiki4uLtaoalQOqN/h4KnIkuC4A9Pv9VjHinAPuJBnphN0z0pbmev6MSj32RF8Hd3AEg0GbukMVf5MFuEeGSuxkDwaDgU3k4rkAafRI4AeRLpOwkDTjt3m/+APUAF6v12TCSJwl2XRIV0rs9/uVTqe1WCzMBql84AvxB2/fvpXH49HR0ZGePHmiYDCobrdrt9jTa3RxcbHR3lGNoWJH5YrpOj/60Y/k891cvgd4g03nElMmP+EnXfDJmYYcpe8HaSWDXSRZbwVYgr0iqccOicdMPHR7zSBRc7mc9vb2zP7xS9gnDdtUvjZZxFhiFew5FwaS+EN+cP+IKyHGX7E/7rQuKhPYLPaBHVIJZ1+JC/RS4kMZEsF747xTValUKiZfKpVK1g/8/Plz69/iVm73BnK/379RNQgsis+AWBkOhzo8PNTBwYFdoueSclR9sVOq1pyvyWSier0u6SZuk4gim0UuDnbA1lzlxWAwUDweNzxEYvbo0SMjhnlPJKuXl5eaz+d6+/atlsubC3N/8pOfmDSaChu9IXz3d1nvnGjAnOFo0OsjR4H54ZC4rDDyH0Y6krC4zSccLAAfPwcIoeREkzOGin4Xx0i5GdDOn/M70RsSsChZAcTd8hwZtsvGbbLIVKXbC/JarZYuLy9NQjGZTCwTdpuTp9OpzSknUPCiCZiwUoyXQ9rBc8FG8XcA4a62kwoVmTFlPsCCpLUqE/vf7/eVy+WUz+cNdPM+Xr9+rY8//ljpdPqdDfLums1ma1IWgB5OKplMql6vW0kRIEHViz1yKzckKYAMt/katpoeGMAzZ4AgxHdBawqQuTsqEoCOFBCwzfdH47u/v28H/5tvvtHnn3+ueDyuRqOxUQBxJ7xFIhFVq1UbPRyJRPTZZ58pnU4biML2sXsSe4ID4JAgkc/n16aS4bA4W4A7nCc23Wq17P2QHCMxAlj7/X47dy57fXl5aQGfSXIwbDBHtVrNLkwE2G6ydyR3JFDtdtuCRigU0tXVlWq1mlUaKHvDzgJ0YfiQKnKeeC7kgNga5wcQzHllMtNyuTSNOSAR2Rb6YADLeDy23gMS3W+++UbhcFinp6cG3LFXVxq6KTEQi8WMdeS8VatVmzQznd7cjAsI4cygE0+lUhZrqHzRz0c8gRXc3t42QoU7CUhOtra21mSjkFyr1c1FpG7fCEC91+up2+3a/Hh3JHatVjO2r1arWYIdCNzccbG9vW1J3aasPO+Ji23RlBcKBfM5BwcHKhaLOjs7s14HJKz4eZJP3iMJJySL25xLzIS44s/RguMnXXkbygYSL4gTbJDn4O6PN2/eqFgsWuylp454Id2cs5/+9KcbMcuS7Mwh4+12u2q1Wnr79q3q9bp8Pp+ePXtmQI17KbBNkgFJVsHE13e7XTvnkqyXCDIHeSpgEx+FzSL3Ix7A/ku3I1L5bAAp3yMQCOjp06c6Pz/X1dWVlsulisWi5vO5VXWvrq7U6/XW5NT3WZwbKjm1Wk3STSJ9eHiowWCgn/70p0Y0uQoAfD8EKTZCLHD7gYgrVHmolkSj0bV4wZ5wtl0ZK/0h8/ncLoIlDk8mEzvbgOtSqWRkXTwe1y9/+UtNpzfT7w4ODuxi1U3OLL8TgI+SIp/PW3M3sqfU/7uAkH8kWeylWoZ/A5+4yZoks13OOTZHdWF7e1vL5c0dHsRhd0oclcyjoyOtViu1221VKhXlcjkVi0WTkLbbbaVSKSO8v/rqK/3yl7+0+L+7u2uY612xyb0SDVd/B1AYjUYmWyD7ciVI0m0TFoeI5IEbCqVb5hiQ6/YoAPz53ZSxOdgw1jASvDi+L2CQ2yjRisNIJJNJaybK5/MaDoeqVCpW1qM0uinLJ2nNmPjO3JD59u1bjUYju2U7n8/L5/MZC8pkJSRVLminBM6t4LAjlOYIOiQUSFgI7gAi95Ajj2IaBJk4SSDsMhc3UcHCEVAafvXqlZWr37XEdndxqNyGesBbp9PRmzdv7FDy/CQPrtZYkiVGJGY8OwDQTbb4M1j9SCRioMWdDkP1AwmHWzGCZcMBAWxcmRvBKhQKWQBxJ7mg1b3vonIIuCDoIfliokWtVjPtLawnDbWc10QiYfpbbAfJ1eXlpTFSPKN0O+AAm49Go8YaYVP8HFOAcKy8H+SayGEIIovFzRzw2Wym/f19ff755xYQM5mMnj17ZonvJotmRreKOJ1OrdKJ/COfzxuz2G63jWUCOCBtAuSSZLpN+oByAgySAYItySmVDAiYer1uE8EWi5t7YZilTpJQr9fVbDYl3Y477nQ6azIjzhOz+kl2N5X/AB54tmw2q2azqWQyqUwmYw3FSD/5XvR0wIwjiSVZhPmkcZfngMmHNAiFQlbBIZFlIY+JRCI2ZhR5J3FgPB7b2OK9vT27f8jtt+p0OnYxLcAKws2Vwtx3Qc7hz1wfPplMLL66UmLeEz4cHwlA40wTy2KxmFW93FGu7C/fg6QX8EkFCVtlv92eTffv8HsZWfzpp58aA/r27Vv95V/+pXq9nv74j/9YW1tb+vbbb+13b7Igz5BRE+Pxn1QpeU+8S0AqenpJRniSmCIldu9xkWSxEDZaklUf8aN+v98ImWazafIWJv2USiWTmPLuqHS7I13dCuD+/r71JjQaDV1dXVns2mRVq1VjxolJk8lE7XbbJjc9evTIfA/PTkzhM/r9vlVf2ANJtv+cHfaE2IB/hHRwk1/p9l4ZCBoq7q1Wy4ZLAN5JhBkocldR0O/31W63rVEcVckmiQZEtdvfyHufz+c2tAHCAP9aLBat0kDVlVhP/7Eb8yHx3NHHEAdU0qj+QwITi0ejkVL/7yJN3p/bq0xVJRAIaGdnR5VKxSosL1++1NnZmT755BP5fD6bVPj48WO1Wi17L++y3nl33eYx/iGoYHSwWQBagqCbqeEoAWFstpvpAcLIgl3GnnIiDpJGUZKRuyVnGGyv12uXu1xfX9s4L9iAdrutyWSi7e1tHRwcGDsOY8szb7Iwdrf5LpFI6ODgwF5qr9ez0abINbh5G22wm/kTaNBpUoKVZLIgArkrDwJcA0bYf5IK/vH7/cakARR5H4PBwMagrlYrvX371no1aBpnQketVlOpVNqYIXX3nEORSCSMuWo2m/J4PHapDUGQhRbWbZjk/0syh0e1zW0axwGiwyTxWy6XVqJ3G3dxJpIsaJDQkmTM53MDrLA+AAiPx2N6Xi5bg2m978KJM0UHB0bfCoHBrTi4EotOp6PF4nYkKXJGznW327UpI4AtzinJBmeaIM655P25wTmRSBgDCihHasC9CZR8Ce7ValV+v1+ffPKJ/H6/Dg8PFY1GrfK2KTGA7dKESWIZCoX06NEj+2+STO5FwztAiWbA5XJpWnWeHxaU6iT/zZXysacEE/wcenlGT7vVC0gWABZkDMCU3xUKhfSDH/xAuVzOpo8AfHw+n01c2mSRFNFDgE1Q3aDCzB7zZ/gHt+mYG53xn1QUmQFP34Urz0UCQ3KIBBAAx8hSpAb0LdArQFMwY5g5g26yyFjIcrmso6MjXVxcGIinOXuTBYHHecOHEC/pbwLAw/hKMkltKBQyvbUkmwRJlVGSSWBI7Nx4uVjcTK9pNpsmqeKzqK4hRaZ/DB/LngEwkeN+8sknNh0MfbfX6zX5X6/Xs/i9aYIL88vz0LAfi8UM4PM7arWa9eTw7rjFOZ/PG2kpyeRPSMtg9WmSxZbcXppAIGDTmCBOfD6fXSJXq9UMcPp8PtPy43c5uzDW5+fn5g8BqJwfElGkl5sswDcVO5LL8/NzdTod/dmf/Zk+++wz9Xo9VatVq5oCTumHIv4DtEmEPZ6bkdpunySEDIuKhUuCYFv4CXozOMdUksFFsPeoQw4PD832wXCPHz/Wt99+q5OTk7Uei01iBUQcvYP9ft/ibLfbVSgU0g9/+EMFAgG7INdVOIDT6BVhyAAVdSY9jkYji935fN76S105NskcOARCmbNBIjqdTi3xZ0oo1ShUR2AgsAzx6vT0VLlcToeHh0aovCuuu1cah7OCNZdk03sA+GSmBEiX6aSc5WoZYTTvlgxJTCjDbm1trTXkIQ0CgBB4MCh0tyQ9SGmoegCwebmNRsNkQIAGNJ2TycQc0CaLQ4SBYeAuOObGUhI3AJ8kkytR3oaV4sDy7IA3txGY5ufZ7GYcXDabtXeBYwbE9Pt9Y2fQPQOiKUFyKJlPjiQGMEawy2azZvDHx8drl5XdZ8F2AtJJUAGvq9XKMnr2FykaemScM+wtgRpGCqaBG6kBuGhVYfwlrU1gINFzJXrunlHCpTTNd+K9AbrRp0syOQQsMGfqvgsnTWIdj8et3+fi4sKYRxJoGDMaGklSpdshBi6bTg8PjW1UhHCKrpzMBcOSrMei0WiYnCKbzSqbzVrCihPFZ5CUMVEqn88rl8vpk08+0f7+vlarlc7Pz1WpVFStVlWpVOTxePSTn/xkI7vDybvNxQBWZJnsj5sAUNFy2WACLncwuKAAYEUPBj9L9RY7BCADipFfSrfaXd43TZQkHyTHBLatrS0b8U2PA+8xn89b0rnJ4pxJMp+Fb+LdY0duXwXsGhIgv99vFz66o2YB4a6+ulQqGbNXqVQsSaZSGAze3DZP4gNJEQqF7C4dgDs+kcvwtra2VCwWra9Qko0zRbo5Ho9tzCvV0E0Wfgl7Yrwp/i8cDttkRBpg+U70MyKfwW6Q1THUAV03d01hA3wOzfnYIAwqNoYEhPdGnGeyUrfbNTA+Go1M6oU0ORwO6/j4WM+ePVO329XJyYkxyiTJmyxX60+/jN/v16effqpqtaoXL17YZYuSjHDhrI5GIxWLRaXTabNDSBiqmewblVLiJsCYO5OYqFWr1ax/ET8I003lBUBNPOPP2A9Iqv39fSWTSV1cXKher+t//+//beQv+7+paiASiRjRytlDXub3+3V8fGzVWSQ54BR8fzabtTjDz7JHVGrdv4cdsjf0aOAnwJGQW8h43O/HPtGbyXnw+28mYqEOyWazhvl2d3d1cnKib7/91qqhm06JQ6oK8IcUJzkfj8c2QIWqMRIuwDtnrdlsWoKJPMzj8dh9GMRS8K60PjwCjCzdjkvnv1GlxS9z19kXX3xh+IZx2Y8ePbIKLckuqpvz83OrTFN1dy/p/f+23hnBUJIHIFFNYFynO/2HQAcIxmHChhMQSVw4MMidKA3B6OBEAOxsHv+4FzqR0fHv6LcB3hgtjLz7ezloTAJwbyunR2KTBQjBsVO65YVls1ltb29b9YUSL004/X7ftMsED4yM6UbD4dAAP4eZUh4Jm6vhhJXC0VLJABTwXWHavV7v2tQimqlgrfm+rvZUkvWMbKq9lbTmzJnvTMWJg+c2JZPIIYui38AdQkAvisugD4dDm22No+ezXGmEm8QCDmH07zawsf8uM+kOJqAPQZKBKRK+6+trJRIJa8a/zyJZALQwwo8zeHV1ZQllu902aQXacJhZJE1MFYP9QnLAVCPeR71eV7fbNR0yCQcMFiBF0lqwkGRyLRh5bNh1ZvgNqkf7+/tWUp/P53r58qWOj49t7//ZP/tn9947t5Gby4/cBm9YdFg1CJB2u23nBhkhjXrS7S3D2DOfR0IpyQI+ARrZJokLgHM0GtlEJ/wtviCdTpvErNfrGamQyWTsvVWrVWOk8LFUL0ul0sYVDbcPSbqt+Mznc21vbxvg4nwy4Qw/N5lM7DZ5STb9hIv8otGo3WJ/cnJisQd/Rv8gz4/fhByD/JrPb2b/TyYTI0QWi4XS6bT5CxIzBhpQea/Varq4uLDmT5ITGP5NRmVKMl06PpzYScNtu91Ws9lUtVo1EoxKCnbVaDTMVxMv+N5uVZ6YiW1w1kiCeWcuaYfEkeoP0mUu7qM6T8UzHo+rVCpZDJhMbib+fPHFF3r8+LF+/vOfq91uazqd2oSxTftb+Hsw/cR25MixWExv3761njdIFpJUnjEYvLkFG5u7urqyz8aOII1I2l2gFw6H7UI+l3xwG3ZdKa10GyNIoiFTwCvJZNL2slAo6Pj42BIf7ITR1ZssZLrValXdbteqFIVCwbDW6empnj59asMdIOlarZbZPJJIwDPyapQkDJzAptgrADQ4DB8BEQ2hRcJCHIXsQfpD7KQy6/a7TiYT89NbW1uqVCq6vr42f7rJPRrIQ/ne/DvSJBIpxnPTL4f/x+9Ksmoq0lHsAQVLIpFQoVAwiTz71ev17JmRXEFS8XuIX1TCkJrt7e0ZLr66ujICj37Ely9f6vnz59rZ2dEvf/lLSbJRwcSOD96jgTYZQ8GZYmSAewA/QRRdN8bHCyDZgNHlwOA4aZQlAMOYkhW6rAuH2P0dGBqGBLPFs9Dg7cqQyALpz8BhAew3vdQFJpT9QiqC04KpBDBziSABBslYOBy2ZI7KiHQ7ihdHD0B2p3GRtHU6HdPr0QTN4eWdwHATWKggwOoy7QIACLhimke/39fu7q6BodVqtRFY5tkI5CSurkyAfXHL/ABsJCfsPzpYQAe6RpgDkmBYWG4bJTF0teA4Cpc55F0D0vh5ACBsDAEH1oKJRgQwwEI+nzegdN+FNGE2uxmj22g0zNbR+sLqudUFnk2S/TsNbVS9XOYd3S1JGxegxeNxtVqttQvFKO0CVNw+DWwduQp7Ua1W7a4OWH9X308y3mq1rMoKA7kpMcC8e8482nIkE0wyg6FDWy/J+jdIuN2eCZJit9wMCUOFFvKE8+rKUUajkd1dwBQXgD2LRk0AJVURkjoYKje5GA6H2tnZMTnIplIC6bZqNR6PLWFl/1zfTpLK+1sul0ZWwKSRePK+GQuMXKRYLKrRaNgliJx3QAw+QdIaM48/4yzi6wDdsHU0TAJ4+FzeeywWM6aVOxgA35ss2G+quDCeVBT5b3yv0WhklTf8N/dCbW9vW7zkWdzeIddG+HuutAUyAH9I4zFJA1K7fD5v5AmxhHNIkkG8ol9oZ2dH4XBYn3/+ucrlskmFXTnlfRdsNtiiVqspEomYHLNQKNgZ5R6Vw8NDk3FCetK7ArF4cnKiq6srs2fOEsk9GIa/AzFAZZcqORXN0WikfD5vlRdGq/Je3YEQVP0gY2KxmJEZjUZDkUhEx8fHRnhsupBs4nczmYzZH9XNXq9nZFO73bb9ns9vxqRzk/hkMjGfxTALpFSr1crGC1PNd4f2uHtAvAGT4ZOoTiLVQq3gyghpZMbHkWw8evTIfF2j0bD+UhLg+y6qxxCpkCG8T8h28BSTEUkm6Dsm0SU2kjxBbtEjSfyhQsh5/vjjj9dIz+l0qmq1agQxZxI/gEzL6725F6hcLltMISkj8WGKo3SD2y8uLhQM3oyidmP437Xe2TqZtY/hI7+hAZON44UDntG4k7W7PQMcbpy4K7dAKgUrT+IAM84D3pX8kAnS6EaZnfIwhkqGTDZLouHe7nh1dWVZOrKlTRalL4ALunmAPYlPu93W5eWl3dAMGIaRckt9+XxepVLJSm1kuBgqh5fAIN0AHRh7fs69fEiSvWMCMvtNosckikajYdpEWG8GA8RiMWMvWq2W2u32xiMfYUSRZPBMMMoENbeBDyCHs+JnAGTYBJ8LC+oGc/peCFzowemJcaUv/B23CZPgCVPmsvrIvXAESC6YeX12diZJ2t7e1t7e3kZOkIZD2GLkTExYcZsNV6uV9vf3DQgip0kmkwZkms2mOXXYQoIfoMTj8dh5wY5czSmsH82tBHOACPPgma4yn8/t5mXK8+i++d6AZqouaPQ3vbxKugXLSDpIZoPBm8lI5XLZJk5Fo1HbXy4Bg2lz5Xa8ewYokHwy4pIAgU0h2ex2u2aDMKSulBI2GvIil8sZGcGFTVTbCDQwZiS6AEZXhrmprwuHw2bbgFwIC3cKFMELkMqo4lgsZiQLZAqlf0Ac078ALNPpVFdXV2u9Ofh13oE7lIF7HgCPJMjEBgIowBIJXSqVMuBNAkovSjabtYQbf3PfdZc4IgmCJCMucm6oSJDkkNwyzYZRuEwNdKuBSPzoXeC/QcZRLXH7sbBfzj9AjySHBl2qV4A9YjfVUhIkt38GMPiuDOndxWdJt2PHPR6PvvnmG5tmBtg/Ozuz6hPACvwBuUSD+OHhoU3vIxYzhY/vHQgE7G4YSdYXcnV1ZeNt8YeMVl2tVjZkhESP5wekDwYDk9CmUinT2iPlfPz4sRKJhH72s5+ZfH2Tha9Jp9PK5/M6ODjQ8fGxTaXzem/G2+Lz2CviAbbLueFdVCqVtQsv8dNgLwA4JCbJBLYPQUwlg0QEstaVg3JnDiQqvhNpIITdcDjUl19+adJBtzH7vgs5mySLA8fHx5rP5ybv73Q6JlWGTMJfY3ecPSo77DmS4UQiYcmf29/8+vVrhcNhS9ybzaYREPwsPh/M4fV61y4gpWF+Mpno/Pxcz549s6QcP3Z6emqy0kajYdUQksR3We+caJBEkFXxJZEYwcYA/gBxBBxJxjhxyybOHADIzwPa+Ez+G0kFOm7YYIye78hCMwlI5UDDQPPzgCE0Z0xRonTJJVyb9mhwQKTbchoJwuXlpTnrTqej8/Nza3CmOoTMwO1dQXMLUGHcHkGGvWTmNZIUqjhUnyRZsxxJD4ATZgE2mpI8jB0G7PV6tbe3Z5KkWCxmjNp8PtfZ2dk7Nw1933IlewA/ZD4kp4BxgIvbnCfdNsvy3Tm8sOKwJYALAArAgiTElVURrAnQBFvsGukd+0xCCPNAIxkN4iSTLotEcL7vutszsb+/r1QqZbdokwStVitLLlarm4kUu7u79p7dKiSAmAEJkA2cQxhUGHocqM/ns8CPJjedTluFQrq9EJRzPh6P7WfRg4/HY7vkDuB6fn5uZWUWQWfTCiTVTvqh0um03TkBk0aljOBIUCDRdCuCLmOH7hvAQbMud0PAkBKIqNpSvaPa4fpcADr/YOPYJqCFqgKJRyaTMXmJywgiEdxkYevISGj0JaBCCvFcsNhUcxiEQGLAnl1fX9sIW2IMgZSqo9frVTabtYv3AEQkvq4Pwx9y6zP+leoRCUaz2VxL5tjvZ8+emf/h0kjOw6aJBjGNMwEBh36dZ2QCIaOn6S8h8drd3TXJUC6Xs4SLihpsKCQMNkXlyK0atlot+/30ncG2QpBBFNCMi00DmGG5ScCbzaZJWjmrPCeyk/sut8JPkzdSsHQ6bZekkjSAAehFRKLnSmBdHxcKhawRH4kOvhmAz/7H43Gr3gJuAcT4B1hmpEI8w3A4VKfTsf4jbJxqPFgmGo0qlUrpz/7sz+Tzvd8AB84DviCfz+vi4sKq3Ph8JLaoDEjYsSm36i/dXsjHLdT0pyGjIqFze6OQ9BHjuRvDJaTYL/4MG85kMkZ8BYNBXVxcWAX5iy++MHIinU7rT/7kT6wxGinkfZc7tc3tHWGSIz1JTNpySXeUI5Ls0mC3p5NKC7aCPUjSxcWFyTv5u0i/uRMGAg5ymgoGhLeb7HEvD/6lWCwqk8nYHUHcMbe1taXhcGhEOf78XdY7Jxqu5o2GUHR4OHCSAtg76XasImAMsCbJNLpIn6g4ACwAKbAHbKZ024DJ9AvK2WwmdzsQbGDZMFIOMYkPzcs4hUajoZOTE0s+jo6ONm4aIvjzLIAEvjsMbKvVsnGt+/v72t3dNSOTZLp3Kjbj8c2NnoVCQVtbW1b+wqmj06WBGQaWzNnVAVLdcZ2G27gFCMEO0IGzX2h4Ae71el17e3vG/iDjuu9yKxQAE2wKJoJqFWyiq6cnWJN44CSl21Gc9PWgtXVvYiUoZjIZ+xm3d4jED1DE9wSAuiwlP4uzpRqCs4hGoyqVSsaEwHZtYnc4s+3tbX300Uf2PqkcSLIgwbsLhULK5XLa2dlZAxqAQVikUqm0ViYnQOVyOUuYqGix/8jsSCLQirI/NLOyD67Wn0Y/kiMqhK1WSxcXF/rkk090dHSkx48fy+v16sWLF6rVahsDPoAXVdlsNmtsLoQElSqYIhIgSSYx4aywAF2SbKAArCpAEUkP55E+l7uJOqCb6hN+mQrl9yUbBGya7x8/fqy9vT0NBgOdnJzo9PTU9Lubys7G47FVbUjIqNS5+0dgQ8JHUloul5VKpUxeQqLLZZncb8HUIEl2/qiekNRARnBeiU8QE8Hgzf0xgDkq7iQejL7k3EBMJBIJ/eAHP7BKS7FYlCTrgbm8vNxo7/DFEB4w3xBz1WrVbCiZTFqig1rA671pTt/Z2THJ4nw+tzGlnDl3SARJChI+2E0XjFDhJW7TH+JKRBivjN90Kz/EZuyTaiS+G1yBlG6ThfTV77+5jJX7EThfJKSTyURbW1trFUEIM0lryghiNZUM2HwIK+Q3ALZ2u21ErDvWmqlS5XLZCETikCth5He6hAu3QG9vb1s/zC9+8Ys1cup//I//YVXfTRbPRjxnUARxCB/H78zlckb4uoMF8HX0oqXTaevjuLi4sGQ3EAiYvBYbxUYgcpCccvY4h5Ck/D3OK98TXEWSh6qi1+tZj0S5XJbP51OtVlM8HtdkMtGrV6/u3c/nVqq9Xq/dnXF1dWXVfCRMBwcHpqRAvUBCyjO6JBAVQ9QtnD2qS6PRSD/60Y+McINsgZyMRqO2R+wv35NGb1oWwFgkcrlcTj6fzySA3BH0q1/9Sq1Wa21K2QevaMDAsYH1et3m/8I045AAsvyvq2d2dXf0FLAJAEecoSTL/JEAADYBUgBIdL2MdGTCjnTboMiGck08yRHNstls1hKMWq2m4XCog4MDSTdsRT6ff3crdBZNSMileFmUpQm49B7AGDEiD8kODszVM8NSkQnv7OyY7hXZGQAaZoTAhJHAihHACc7uTcf8HvaYhnUmeZAAHB8f2/SEjz/+WP1+X71eTz//+c832juCE+yF20sDoMehYJ+AUoLm3YZGvh/BFEBJ9QvQhq0Czqh2uH0YLhOMrQIWYEX5Gb4ngAfdJIAylUoZ8Lm8vFS9Xtfu7q5VZe6z3GZEwKjX67VGLr/fb0GUIEuDJ2eE/UBSwr9jTyQRNK0jdaTytru7a9OsCPCcb8Cme7MsAAuGiuoPAY/PYI/q9boGg4HdZwHABGxueo8GE5yY5EJVke9E0smFh0yAI3FCuuGO/3OTF/S2rpQU+8bZI2cBbMP8wogBerAbKrbsHecU5ha20JUeTCY3s/J//etf69WrV2azjx8/3phU4XsygcitOEL4pFIpsx18PbGBpIiKrSsJdaWgVHO4ZI99WywWBoSQarmMKBIUfp73BttI8pZMJlWpVKxKHI/HdXV1ZYwylT9XLpzJZFSpVDbeO846U2fwBxBAaOP5/5BXAIhwOKxCoWCDHAAugK96vW6+B5keABFJo9vvw7vDLrAjSWuyQHwetob8hfPI+y0Wi1Z9d/14q9Wyd1qpVDbaOy4aSyQSSiaTevr0qSSZ/DmTydhFdNgjVViXCKMvFHuEsOBsUiXCbjlrDFiIRqNqNpsqlUpWMZRuYuz29rYlEK4vI25AoBG7YLaJOdPpzWhetyIIeUvc2mRxi7TX61W73bbEb39/X7/+9a+NMALjcUkedsWULsgl6VbtkMlkDGAzEQ5FDJjGlR33+33zG8Qvqv4kGCS5KAAgZRgqIMmw4cXFhWazmV6/fq1araZGo2FxZzab6csvv9z47haGSfB9i8WivQ8qPrw3l0hnXzwezxqJTjIMvphMJtbszdlut9smYaPqRmIN6Q8uJNEHP4Bn9vb27P4gRtRnMhlL1pGfggMqlYp+8Ytf6Ouvv1av19OTJ0+0u7trypx3Wfe+RwPHRpMfc4zR2ZF9umwiYIGHpxnVLU8SXGGWAHqwBzBh/DulIIK1q6UGtAMuyVqZqkJzHYHNlcrQ0AfoSiQS9pn8zH0X3xmDQArBnQmwOVQq2JtWq2XMGwkUciSqSIBvSlnsYSwWs5nlNPTcTTAolXm9XtPbuQcDEOrqLgkkw+FQV1dX1ux2fX1t0zEikYgODw/tvaTTaask3XcxSjIQCBj7D5OIwyVgsZeSrMpFQEulUuagADFk5EhKAC+wU3elToATZmaz325SDaC527NBEybvD+kBTEQ6nbZEBAby4ODAEt37LuQw3GuCnhwQxRhdmCM06rxjpHwkvzQL4jCRipCEwCAi/UC7jjND7kdVh+QYFtodQ+pKG7Fl2LzBYKDd3V1JsnGl7O+rV6+sdHx9ff1eF/aRoHIxHnYBiXG3SoAWuF6vazabrWn4ARffl7hjH7wXSVZVpLoDEYEUkgEcgB96F7A3dyodkiv8Mr0e0+lUJycnevHihTFwz58/12w2s+bDTRYJOUESEMe5w68A9mEEkZYBat1+EQgO4o5bkQX44oMWi4W2t7e1tbVliSixB2ACk8eELyoS+I7xeKxCoaByuWykEPct8DOM0MZH4pMBkJss2HdYxXw+b5VqgB3xU5Ly+bwWi4VarZZN40LyOhwOLRlmgAbvAsbeBUXYDnEU3+pWMpAQufJJ/j5EAZUWGFkm3lB1YzIS0gyGSaRSKetJ2GTxHorFoo2KbTabyuVyNogEGVQgEFCn01GlUrFJfJIsviyXSwOj+G3IPXxKKpXS7u6unWMu30US2ul0TOIH+MbX4f+l20EqAE63gRyyhIoWsebx48dWFcbee73exrIzEq9EImEXWvLcyWTSproxvYtJoyT9JPiQt/gd7Eq6uQYhkUjYcI+7U6Cur6/t8kESLXyBK29D6og6Q7rtD6lWq1aFq1QqevPmjarVqqTbceVUOuv1uq6urhSNRvX5559vNKwG++YutoODAzu34DDiJOcUUoQL76gUgS1cX837xpdfXl6aDAsFDjaFXHm5vJ1uSRJMHxHxxOPxGIZxL/trt9uq1+sWc/Eb8/lcjx8/Nv9CjPjoo4/eea/eOdHA0Uk3zC03Wp6fnxv7TqUBFheQ6jYnS7e3SiIhAiggjSIQ4gwBQFQg0PG6LxOQTCkY+QtGipwDpxEMBtcavGCqQqGQDg4OjMkk2MFsbbJg93q9nk5OTpRMJvXo0SNJWgMK7A9jzAD0aHLZQxg0EjuqIBgYhx8pE2ASsEMFCaAXj8dtQhR7yeehRQXIuI2yVE3cvgVGU+ZyOZt4FA6HVSqVNto7QC0gjwByeXlpbD2OEtDhamH5X6oXOEJ0oQRWbAlWwXWSkmzqEDY9n89N0+2+B3qP0J7y7zg59yZeHA3vBw1uMBjU/v6+Dg8PlUwmN2psXq1WdssnCfLp6al2d3eNzUCmBSlAwEPCgD4WiQnMqTvZjEqY1+vV1dWVpBsQQckau3BJCUAijC2jTDkjyAhJhF3Zm5ss08Q4HA71+vVrS9a73a4Fkk0WSRWMLKQG+l/sDl176v/dvOpK9LAVKo9IUEiKOcM0gSJHXCwWNtVK0lrQwTYA6PgEfpYAj/2SMPJ9ONdIgwDwSDsgETbtbeEdcbYePXqkcrlsCRlADqKHShH+H0kOftutHnK2ARj0MOGzOUOQT64kkc+n34ZqLeAbxtXVgAPuSEhms5nS6bTJftyqON+P5Ol9mGX6VCDe8Okkn7xr7ImKoAtQRqPRWiUC5nu5vB1SQZ+PJGPk79oUKgRJRmZhTz7f7TQh6bYfkuSFqobrI9xkhiEP2IykjXsgef6dnR3t7e3ZWNpyuWxVAen28lcq2CgqJBlGodLbarVsXLuLMUgGR6ORVTfOz891enq6Fle5FJCJQlTKqAbjA0koSK6pRHMG8d8ksRCzs9lM5XJZxWJROzs7evTokRqNxkZ7hz91pTYQtEzwYg8g7Hy+28E5YCzsBSbdTQQkmZyHSmur1bJ+Uun2Ajyqx3wPn+920IErcUNaT3ylN4LzDptPUgTuAzvC2EvaKNHgHPGZ5+fnVulsNBqq1+taLpcmk0VuhlROkj0/sQYMQHWIRAV/zXQzRuYSD4gbxBLiC/YIBuasQXyjsnHH1MdiMbsYEPLz448/1uPHjxWJRPTzn/9cjUbDqiDvst450RiPx6b5J+ulgQt5yXw+N70YpVuch9v8h0SKhks3UHCQ+X3RaNSYJJrayNCoclDJwBnzs5RH3ckrrjNwG6P5OzDbOGiyOhqkN1kkTezDYDBQt9vV/v6+lca5SI0g7RpkPB63i65gCQEMNOi6jDHgmkkLgCZKaLCLOM5o9OZWV9hkDj7Nc8hBKJG6iQWN6qFQyMqiNJSRHN6tcN1nkbXDHsJY05wJC0ogdZuQCRwwArPZzIAY1TSYU5gTkl2CJJUY9oXfR+B0bWWxuJ164/F4LNHAWRJM7koQ3GZWPp+yOwnKfVe1WtWbN29sMox7SzW/1++/vVyz1+utSboCgYDdRo+jQioAwwUDw9xtmDp3ykooFLJElgQQ7T62i16faU5XV1dWFXDlBOwvFQbsrtlsriXIjUZD7XZbb9682cjmICUAzUwNgZmcTqdrQYMG+Lt9aPF43BrLCXbBYNDAbDAYNA0vjfEAEUAKrBMBDZ8AmUKwJcEFHANk2PfFYmHyMnwcZ4tGerTLzWZzo8Ar3faewLLn83nVajUFg8E1CSm3JPPdsftCoWDJKFVU/CdnDiklf4dkDUa32+0qn8/r6dOnBmgBwpBcgHYqZ0hPaLhPJpPK5XKq1+t2hlzpGgBSkt0rRFP4pv1oNMQzJvPJkyd2TwMA0J0kQ+VOkrHwksynUyV0G1CR5NH0jqSOOEn8ATgCSCRZUz+/A4LOjTs0kuML8BOAIQBet9vV69evDfzxzEhf7rtKpZJVppCaHBwcGJEIcK7X69aX6UrLSJoYnUo8paJDwird3v8jyX4OkgDyDdKVvWf6F+QULDIVPvbmbq8Gn8G743xXKhX5/TejTY+OjkzKvMmiiu6Cefpt3r59a5OuIOogAIgD0u3AG+zGJfqwAZdoIYHD93Nnx8HBgfVG4ucAxG4fJlgQhYpbTWQEbK1Ws7t56Cne3d3V7u6uVquVVaxI8O+76J8slUo6OTlRs9m0eAboD4VCFsOJUcgeib2STMJE3CQGQHoR89LptN3z5vV61el0rEoGLnLlseBLF4/7fD6T/BIjGo2GyT4hzx4/fqzFYmE3gjPSmqlUsVjM8MTftd450aAkiC6LTcH59Ho9mzLgymRw6ABBytvu+FlYIQyZDSazlW7HExLwCaqAEPT6lGhJRtxKigv8mNgBs8bfAUzCmJE4MTpyk0XgiUaj2tnZsckNyWRSh4eHlmikUinbR4zFveSLvcF5Ejxd4E+jKgAWw0omk9YYSrUDZhHHxufAuJAUktjAHiOPkLQmzaC8iRMGHFGS22TxWYPBQJeXl1ZWRT7COLu7MjKcHN97NBqt2cRdyRyZPuV8/j42SuLCMwPGSfI4xG6CSlIMW3uXUXDZSun2wj7KmDBhOPP7LIAmtkMZnKY1nB9DBVzgwPdk0gRBkGZBHCy62JOTE11cXFgDvM93cy9GuVy2pl7OWq/Xs6oOE2uQYfBOcJIkPqFQyC4AQy8MkOJMRKNRlctlC4A0qm9qcySKPBPMOYEekAJA433ncjk7s/hJbIPzKslAHGcdeSbMFdVEgBG/n+CEDUOaACA5LyTiPAcAAdkgySw2Pp1O9ebNGwvmm/QF8VwklyT+yDAgfyAgYO1dEIK/porK3q1WKyvb87zunrjnlXud6N1pNBr2WdwzwdmETGFkKM2t0k1luVKpmLRBur3M0QU8TN/xer26uLjYePoPjDCVktVqZd8FiR6godvtGlHE2ZW0JnkB6GO/+EkWZw3/7w4CQNpD0orPJfnmGUn+eM+8Q+7qQL5BPAcQDwYDXVxcaDgcWs9DOBzeWP5DlQq/SnUKrID/dcE9DDG9Y9Pp1Kb5uD6GMyPJklSSAqYq8f25s8glDBmswXdBqYGfA1C7UuVWq6V6va5QKKS9vT3781AopKurK41GI33++ec24pbfu8mqVqtKJBLKZrOazWZqNBoKh8NG6kG+IQFHJuVWEN0qKmcWzIJMllgJjotEIiqVSvb8VMmw4bOzM5OwwdSDb1ypOH93sVjY9wWX0lebSqVUKBT07Nkz5XI5iyVer1e1Wm2jM0uPHD1319c3d4i5DdxUvtvttn13/LC0fqEv3xvbhIyDGIU4R9YE8RWNRg0L0VdI9UjSmn1hdxCb+Fv8BwQRpA/YGbxIhR5M8a7V73dONLix0mVjYZLRubuaeTbVZZVhmimFUQbHOZGZUi4ikN7tpwiHb+6R4MBTCeGzXAOgt8Hr9VqSI8kOOI7JLfHSJImGNxQKqVAobFwSb7VaxhDs7++r2Wyafp4Rf5QCeUZXk8kBB1y4wYVgQ8JAb4orzyEhxPDc3+dKjkgGYeWn06mVtwFw7Ksk01fyPmEFuVjo9evXdvgx5PsuADHgC1vCycEQ42hYMKCuzpFA6CasfJ6k39JcswfonQFz7kQpbNCVWrnngqZz7IvkBtaGpIZKETpy9pS+kvsuqk8ej8duup3Pb2+Hd/ue0Abze2Dz+Tlm57MvBEj6gGCG+L2SjNVk1ChVLQINfVsEKgCOJKvkEGD8fr8xU/zZdDrV/v6+VflYJDDs9SYLyQoabxryvN6b0aL4CxgmqgkET/e84r/YF8AXk5moWEKoEDhJkl29MgkanwNj5iYsJIoELxoEaVoOBAIm/0mn03a5IONv+/2+9vb2Nq7e4jvwCxAcvNe7fvdugon8jZ+BnKJy5gbKZDJpf0+S+ULOpSRj9ekTojpBRYTgHgqFNBgMTF4VDAZNjkISmMlk7P4HnokKFlIQGtA3WYxPxW/DLJMIQtBRXff5fOab+Hn3LhW354S94NI4+q0AjpwpkmcSqsFgYMkuvhMgiZ1C7mGv7v/WajX73nt7e+avOQNIUgGqm/byEWcikYiKxaJJ9sAAbp8kPRCuDwIIgz8AgiQtPDPxiOclfvM84BPp9qJd2HtkUhB1YAJ6Z5DohUIhk7cynQib506qbDarQqFgvvV9VigUsu9I7y0xG3BPcoEECXsk8cfOXAINwIs9s98knOwzhBb9cK5tclkrFVnsxU1qAcsAahLmR48eqVQqaTKZKJPJaGdnR0+fPjVJK/gLCfN9F7G93+/bRbXfffedAoGAJc9gUrAUVX4uJmW/3cE1fD/Iq1qtZhctQ2pOp1NdXFysDZghuZ5Mbi8g5FxJN7GcJnQX61GVKxaLajabpk4hoWD4Sb1e18uXL/WrX/1Kjx8/tgs+32Xd68I+JkPBwJJQMNECJoYypTspirIaABqpEiDRZeGpKkgy2RSlJ3cyCAAUMEKZGdDEFCUmWfDdKanBbvF7YFGZn+6CKw7jJiuXy61JzGgWQwYCMEICQHDGMQHAXLkL35lDD+C9q/t0S8IAPYJEIHBznwHlb9gqsmlYP8Ah38O9JI/smiSUYAdYBEhvwspLt5cvSTIJAc7LlcDBbriXypH08t6oeLklf5I2mF+e1ZWvIS0CtGATrm4WG4HpZ7+QXMGcAjwZQQzTdX19bRd/8X56vZ5dYreJzSFv5FmwD4IIzpWKFWOKOaeS7N1R/UI/T5Cjcd0dBkGCRQ8FiQSADdDdaDSsWZcxrtgedkgyubOzY0ngcrlcq4QOh0Pt7e3p4OBAX3/9tb1bej/uu5DJUB7e3t428AqT7FbteL9u8guT55b1AYTSjUyGChhyP94zST3BmCose0TlkWSWM4IEiOADo0YyTYJMwCd4p9NprVYrdTods4X3Wewd/RCuRMCVPLkSW7efCgmndHvJHGQKPkaSAXx83WKxsORtPB6bjILkxJWGApTwqSQ7+FdXSuU2WZIAImd1e0BI+ABe9128l6OjI1UqFZPbBQIBC/b0ZTBtj6SBaiHMOnFhtVpZ7xN7SuXG7bej+kVlCdaYO5YgIZCwkLRx8STEFf40EAio2+0aw+xKf+jhcoG028+2yaLqSVWE98FYX5/PZxUCfBoVKWzRrVgDXpH70bvHCNFsNmsSKHqwqNrQqIuiwFVYEFchWkmWaZLudrtrTbpMaYtEItZfSUN0Op3W4eGhTcnkotf7LiaOjcfjtc8MBAI2eINESrpVhrhnmr3BNyL3dHuXODucMVeFEYlEtLe3p0qlYljGHSePTUFCI+0MBoPWD8HZXywW2tnZsX49N9lttVqqVqvmf3d2dkzydt8FqRKNRm2YARO8tre3DRtxmzv9ECSYYA2winTbX4rN0SSPPwI/g7exqZ2dHbNdt4INjoZkBLND6kDmQCI3m01VKhV999132tnZWZuWFg6HTTXAkJIPfo8G2QsSAAJkIpEwxoMmNEm/dekSDZW8GGRK/HecPaAIoyJo3dWA4hDRRruaUEAa5SjYGL4bwBGWUpJlzy7gZ4QYZftN2ZZsNmvPCftJsGRWMQEe0A6DiU4TKQKMB0EVUEQpl+lPJFlu4oA+mkVDF3vC/pJZs3809+NokF3goAjyHPI3b96YwSeTSZXL5Y1lLJRt3QAF0yfdNpBJsgPrzuGG5cTZkziFQiEbs4n8hgTK7WUh2YSV4VlhFWG3cRp3Dzd7CmiGpYCZ5KZQSfZz/CysztnZmb766qt77Rusyu7urjwej05OTtZYds5cp9Mxtg+75NZ3KjpulS0QuBnxiAQwEolod3fXKk6uXAyw406P6vV6JrliMguaT5hCZBcQErDjsIk4OmyQ39dqtTSdTg1c7u3tbWRz7BN3EtCbhk+BqcR/AZDc5mYCL9PRsEWSYpg0EicAlitVxK5IxEjmSTJIBgEmXBLGe8B+YA1hxGC5OEfhcFjValWNRsPYwk2TDZ4JqR1JGEkB4F7Smk4ZAsSVw5GsAWAZAkKDLAMiIIgWi5s7h1xJB3FCkp07wDeBmguoWq2WJct8v3w+b6MwIQW4hFCSgWyqDq6k4b5rZ2fH7ks4Pj7Wy5cv1ev1DDTRq4a9uSCWxIckg4ogcRRAgS90q6Q+n8/ugXGHOOBD3Qo3CWs4HDaJCLbEu8b/UiEGXA6HQwPuAOz5/Oaun+vrm9vXN506BaFC/1EulzPAFgwG194hNkbFzW36Z4gD5Arnmb0A6ALMqTZOp1PrmQKLUL2DSCDeQswySna1WqlararVaqlWq2k8vrl8jr0uFAom1200GiZb2tvbs3h2fn6ub775ZqO9k27vqTk9PbX7HdxKPyw7gJPziWIEmVkgEDBC0z2jbtIAIAcPQbhiq/wvlxG7ShlXuko/EzewBwIBI6AZejCdTg2gM9GK2CfJ7inZZNCP1+s1ItBNhujhwyeApxh3y/Q14hzxEVKYu4K2trZ0fn5uWJt+SQhLd3wuyW80GrWYzjljEeelW6khw1e4ZqHdbms+n6ter6vRaKhYLKrf76tWq1mxYDAY2ETTdx24cq+KBk7ZvQiPhh42D70cG8xBYrIPoJEmHyQIgDKqDm5QphyODIsAC1MlyUp7BGkXTALu3IoJABSDcTVzMNeAmmw2a6B0k4WT39vb0/b2tjkbRt/ByMHU4riRKFFNQaLGPpAsUa50J3HBZMLGcTgBmfwvBxfQB7B2y5GSzLA5TC6Lz+FarVZ26GG2YTVxWpssgD6GDugk4ALKmHaBgwHQADBIkMnuGePp9XqtadRl8t1hB24lDrsnIN1lQ1wZl8v2kKzC+iBL4nNwItguwX4TtgXHD/NTLBatMug2eHMJJGV/3iVJFFUGbvZ2hwvwe9xknXPMnzEWFvtmT1arlXZ3dy3QE8xYNHDSRExgx85JSAAQV1dXxphS8t+0zwCAC+BNJBI6PDzUt99+aw2HJKg8H8/lDlJw5Tu8U8YsUsWEECCAs3/4UTSw7IMb5D0ej1V8qXa4IB5/BRDFBxOkCcoXFxc6Pj5WKBRSqVSyJvZN9w7fTkWGSgHAs9PpqFar2f7h0wF1TNmjx8u1B/7MbXh2CQSAnVu1oHoOKQOTR0LEBCkqWIlEwqrjAGdICJJLBmpQ4cPuqFZusoirjUbDktWTkxM1Gg1rcMXOGCjCJYGxWEzFYlGJRMIqFlQtOPPuNCp8J36ey8xc1hmZHz8L2RMOh83Hu1IozjlDWSKRiPUPuPcB+P1+kxyVSiWbegbA2WQR6xaLm6mEW1tbyuVy8ng8BqiI7VQmIcJc2StnD7kUcmTYYPwd8RWswQhnhmYgXSHxweavrq4sbjYaDfOLLgEIZkG6QrJNEhQIBExaVS6XdXJyona7vXGSho/xer1r39NteIcIIPZDgtDYzBkLBG5Ht7rEm8fjUbFY1HK5NHkhFTHsk+ohCR5YjeSFi+6Q/5E04APcZvFYLKZkMrl2KV2n01G9XlepVFI0GlUkEjEybpN7vvi+2A+21G631yaqxmKxtT4TFD/YYiAQMPKKOEi1tNVqGe5CKjmZTOyCRWwWm0ulUmtxxCUmWK5CgSSPPkD+vFKp6OzszAg1pHsXFxeqVquWYL4rIfXOiQYMVSaTUTKZVDab1XA4tEtqYEhggUkOpPVyOUwQ8h6ALhIUmGGSAzbYrWogk2LDBoOBdc27gQWmy9WW0ojI90JvDmOIBpdMcT6fa2dnR6n/dyX8Jsu9hbRUKuno6EiRSESvX782MEcAxTG63xsggfwElp+A4TpJKkuwvuwj0y44/DCb0i0oIlgS/CmRs+/sIc3sJG9MrXj79q01oebzeW1vb9ukm03n8odCIbszAIcLaHGrKLAgkkySJ8n+G3IWQD0ZP5UibIXPcVl/GBkqY25iQ4BzpVDuRBecrNsIzueGw2EDVdxGHw6HTUcJQ7uJfhQQAFvi9/tVLBbtTJGowe6h6SZ4ImMZDAaqVCoaDAaWFGCnrvabyRg0nc3nc+tfcBv4eC4ABpItWBo3CYaJgo1nIAAJ92QyUblc1vn5uRaLhQqFggqFgiKRiM7Pz22G+n0XgXQwGOjt27c26q9YLK7dwMv7Zn9JoAAZgFp8Gsw3NkDAATS7ST6VW/zSzs6OstmsVSpc3weTiiTQTXzYe0ZXUqlECnFxcWFgZWtrS3t7e1bJ3XTvaODke7oVLs4rvsutNgNSSXgBV9gkhAmVVPbRleswPpe/A+DN5XLG1pOAAwrZLxI1wEylUrH35A59ANQgfaEvzk1+NlluksE4cEY97+3t2XhUeuy4fNWtTpLQUrVH3sDIalj24XBo39u1F2KjdKvvJvaSgPH+SqWSxRFsjXgEk02FDkIF7TeJHZWNWCy2EaHCwq65lK9ardr0NOKb+50gLhhjy7uFFAQbuDEyGAzaPR2STF4NWUO8pLLFHg4GA52cnNiFjxA1AEIqYJwJfKUbX93qAQSNJL19+1avX7+2W+w3Xaenp3ZPBfGcBnD392Pf9MtRnWZ8tavKwObwfW5vC30t/B38GrGJZ1+tVnaJn1sN4Sy4hALVTHwBTfh3p2oWi0W1Wi1Jsn6sTSoaVA7BEpC8DK2gQkp1CwxIrOXPODckHcQ7SBN6QZbLpVVkwRc8e71eVyaTsWlUkAfNZtPu9YAs4fuBCXlnfr9f+Xze5FMvXrxQJpPR48ePFQqF9N//+3/XX/3VX60NCfrgzeBk7v1+X9Vq1V6Qq2WGBXCrDm7SgOYRFhxWkMyZSQFkUAQcAgDBBraYKRFv3761bN7VmpK4kJURgAi8/Hs6nbYXv7W1pW63a/o4xrVmMhmdn5+/uxU6C8fWaDQ0nU5tFN/p6amVm8k+kUYAOCiLoXun0RhWnjGylJ5xCrCDHGyW1+u15jO3SYtSMvPnSThcGZDbnyPJdJhuyZOEZXt7W8+fPzeN6abBl891db7YA0yFy8ShT8dJSbdNoq7MiuCKQ/P7/WsjZQGMrhbeTV7cSRfsIc6XoIvd8XukW40zDpzvRjBPp9PGXPGesPf7LAAnvwPAwphFvj97CwBkMhXnHQkGI3JJHJDT3W165/fhUF2yQZLdZUN5W7olMdgLV7KGA2YCU6PRULPZtDsgYM8YELGzs2Pa8E3HjGJzsD1udUm6HZ95V2LgAhQknHw3bICGT5y729fiyoo463ftjgQSIANg4TNIqKmW4i+Z7EVwxBdKN8MqEomE9vf3VSgUzDY3We7ELOmGnSXBYUIRskOeD/BCwkZC4iYAnH23edg9n5Aq6MPdXjb+G9Unqu+tVmuNcOEcMKEO3wurjdQMIoWYR+UACbErV7jPury8tNi4tbVllQqIPAA91VZ3uh77QtWo3W7bxERXnst5wg+RvLkVR/4daZFre0yKo2LCz5FMA1yIM/x+2G/ICe7Ucfu8Nu3PkGSEITckMyiCZ3MH2aBSYOABVWMSDmn98kb2aTweW4La7XZtyAv+3L1zCrDt8Xjs0lkSQxJdpDXshytrJIlFVuoSEfiIV69eablcqtFo6PXr1xsrLpCKuwqTdDpt55UzixyRhJU+A2SgkI+cf8A7BAsJB6oMcB++jyEcDClxBwZALku355nkEP+CvBCigISbGI+NME0LIg3S6r7LlQVyeSYJjXR7LwwkIueGeMHER5JJN27S0yGt3/GBbI8Ygp/s9Xoql8s21KLRaFjPJVVzV9KKj4eYIIk5OjqyxIwzQBx++/atqtWq9vf3FY/H1Wq13rkf7Z0TDRjlXq+ns7MzHR4eGrsr3TYU8cJgcHFafGkcqSQLjhgy7Cp/H0ACwIWhQiLVbDbVaDSMhcCgeGFUAqh+kCEi84Gdxcm50g6+YyBw04gHE7LJorR3eXmpv/iLv9Af/dEfremG3dIgewBrBHBAl0xy5vf710Bhu91e02czeoyfx5gk2UQtStw4DfadoMJ/x7kgzWKPEomEjVurVqsWzL/66iub7Y2x01R230WlAFDkJppUK2BYAFAuYHOTDP4OQYG9ZW8o35PwTadTk7rg4GGxSSqoRsEQkmSw+G9uwykOiOoPn8utohxgn89nkqD7Lt4FchGfz2dTcZLJpIrFojHXABLeK6XrdrttARBmBokiwwVg4dDHurPVKckCmHK5nHK5nIbDocrlsiUao9HI9g5bc3t/uO+BgEBFDZB9dHRkSWYmk1Gz2bSxmZssAgHSGSb7NBoNu0zPrRaRtBUKBWOrkM8grQEk0LRNHwm9WFQjXECMLRKMCLawVvF43Ko7gHdJFvDdvjrGI+LXCGzRaFSPHz+2EjsNk5teTspzr1Yraxykgot/wlcD0PDDVD7Rg5O4caY5j1TC4/G4TS6ECcafQoDwzJwBkm9Jpv9Gp0wVDR8DQEdOgK9hnOT+/r6dA5eJ3bTyfXx8rOfPn1t1le8DWAfAcLki4IF7CKiC85x3K6+QMCQrSL2QTBCLkYIEAgEb1gCwI75AjmDXnFvsz5VgdbtdA9WRSMSa9cEE+EsaxzdZVGVTqZQB1Ewmo6Ojo7WE9eTkxGyL0ehUjSHo8MkMliGeuHI6iD72nzOL3JNkn0owGIOYSkMw/STYDvfuoMogYeYWcDT0DLQJh8O6urrS2dmZtre3N9o77rnh5nPIxt3dXbvBnctbw+GwJeLhcNhiIySw29/kngVAP4kwFyq7ShZ3qmO1WjWpFJ9JRcedbOiCexJpgPdqtdLBwYElaWAQqg3grJOTk42IFaqj+ASSBHAEBDyVL1dOyzRAkiQSdXwht4i71VtWJBKxdgVivCSdn5/bGeY8TyYTq6zgd6nuQRAsFgslEgnt7e2ZP8AGqSAxUIkxyJ999plevHjxzvv2zolGNBo1p7pcLvXq1Sul02k7OG5zGo6ScitZsnTL7BKsOZA8PEwLjBJZLqy7G3wJrgRp6Tbjc5tIKcO7spjlcmnfCRYLwI0MpNlsWgLEs2+ycPydTkfValW1Wk27u7vmEGEokRlhbPQiuODaDZSAO+RAkmycH8wbyZ5bsoR5AUxQ7iNgAIrJtO8yrThdSsY4GPaO5verqytzKptO7IINgeHDFtDoIyVD2gDLwHNw6HE8OG5KntgV/5+mUKZeuICLqgwOFEaRsYk4QJwsJWU+A8eI83AB0ng8tglHgILBYKCzs7ONqkE0Tvd6PcXjcXu+6XRqYHk0Gunq6soabDkTAKnJZGKX30EQkPgBIuPxuFUpCBQuWFytVhZoae5jCk61WjUZB6CIHgSYV9hIHDnsKAEln8/b5LT9/X3t7u7q7OzMAP4mC8LCHRPIHkQiEdXrdbtjBxaNc0HCQ0ABsCFZcQGimzy7U12ohhA8+f9MySOxwRd0Oh1LegEAbp+Ky4ICCobDoRqNhvkKSeYnN73okGfhuUgyXYmq28swGo2sdwSGc7lcGuhzWUtkp4BbZtdjr/hE7AIWjn1hrCm9AdKtZBRgAgPOKHPOUDAY1O7urlVMkNE9efLELppzBxG48qP7LIg7Lnaj6r5arVSpVIzoYU8YBSxJ9XrdhnRAfuDvAXfYGQmAO82Ovh+3z4emXoA3igMkfySCkDIAJeII8g3iKvpxnpW7uWCZq9XqGklzn+X1epXP53V9fa1qtaqzszONx2MVi0UbIQs+OTg4MJCWSCTW/BAXkhE/qdomk0ltb2+bZIfeJoC/m8C52vudnR3zYZC13IjN3S2QNySsfC/OLjFsOp3q8vLSAC5NzBBIn3/++UZ7J8kuEyUOkbSGw+uT6iCk8MOM5gbDSbfTHYk7YBcuGAaEM0nLTTCRIUM8QWhyzvEVkCuMH6aaBgHU7/e1u7tr75HnwI9QhXFj1n0XBDcN0/jhXC6nUqlkZwW/hzIATExDfDKZNJKIZLVarRoG5MzEYjHzp/QdUal2sWksFrPYhN1EIpG14QZ8H6qMOzs7SiaTljRzX1a329Xf/M3fqNFo6PT0VD7fzVQ89vRdz+s7n2p38ovH47FLaVzGCacNMITFwnBgr8jiaLRFc0+Ad4EjQCwejxuD7YJD/oxeAj4PY5NkQNktD6ONxvG6BosefDqd6tGjR8pkMlYF2GSRsY7HY3377bd6+/at9vf3bYoSoBlnjK6UgOGWydzZ8zh2N4PFqAnkSMcIXjg0jB522DUYGFaXRWW2NQDGPRj8Lg7Jd999Z82HkiwZ2GSRiZPIeDyetfG6+XzetIY8E89ztzoxm83s4CMTkmT/HYdP4xYgESDJwefd8N1IcgFTHHCkHoBK3g1sIFpJdOTIt9jHi4sLAxv3Xa1WyxiJSqWyxgbncjkbl+n3+3V2dqbXr1+r2Wxaok5jKuMWAQ+Ufq+urtZ6q9ypQpwlqprJZNL8B8kgiS5NpXcvlESSBugheLH3lMRLpZKxfx9//LHevn2r4+NjC/SbLPpu+H6SlMlklE6nbSoQl8Dhn2DI8Cc8C3aBP0L7TOXQTUj47y4rjw+EMCGRcIcwwLxHo1G7B8ItiVMthbTBZ5JQU5376KOPbCLOpqOBIX3QBfd6PVUqFR0cHJjPZl/9fr8lDJwx9hs9NuAAW8M+CaBUvHkHnF+YfT5/Op3aWXQrdG61lKo3yRB7TKLkSoMByCSzFxcXOj091ZdffrmxTDSdThsh4AL86XRqFQsmXiH/gKTy+/0mK3R7C1zpHAmGC7IhRTiXJCUkIT6fzyr6EAHosvG3EEAQPMQKzvazZ88MUPF9Dw8Ptbu7q1DoZmpXuVxWtVrVp59+utHekRDC6vMeITFIunj+eDyubDarbDZrZ2xvb8/YaXpzkPHQaMsNyVzM6DbVEnsg4bg4cjKZWELIO+CckFz7fD7DTQBU3oMbw2jIPTo6sobgfr+vZDKpp0+fbrR34XDYeizwS/QLcrbYD5ImznIikbD4l8lkLFFg/8F7Pp9vbew9iS/75t7bgH+nN5OY6o7JJdaAe4g/ruSIpNAldbi7iu94eXlp42fvu5A4kTgEg8G1XkuqrWBNyA6IHXyY27tGvx1kqiT7fMh3V83jyqfYH4h6fARSN76jKwPOZrMW7zkHVD3oAex2uyqXy/rNb35juJWqF/7671r3QjA41dns5sZupE1UNdg8WEmaIZlX7d5USGnXbcJyG5bdHg7plinDyAHCvLjBYGDJBgeXsiaGSpIC08fnI+3AWJEwpdNpffzxx9ra2lKtVnsvDSkOOBC4mV98dXWlbrcrr9drDcGACBqLADJMPXEBMHuNDhT2jT3lZwhaVDHcaojbtApjAGMIu+U2+7BvNPUzCYvkrtvt6vT01CokSBP4Dpusu0MG6KNxD9Z8fnMjMM/IswFS3IZJAC8ghM+nmkbJnICIvTCNZrVamZSGZIbDLcmYQhIvtKl+v98cLc/hVpyQurlTibrd7sYXpwFUSVI5e9gRpWuGHHDrOlO4isWigTAmzXDxJRIJnA3VGZctARDC/sZiMWO4Op2OVUGQJ0gygA5j6AJFLgwFAC2XS5tX7vP5rFH7L/7iL/T1119rtVpZQ+0my5UJAtZdx393eIVbhoakIDggieLzXNaSs0P1hgCOjVMFc6uWyMYA4G6V0fUHVD5gv0ajkV0aFQ6HbVwvMhZm0W96ViWZ9Ajmcjweq1qt6vLy0ma91+t1a1KE+YZUAayRqMFcutVd7HCxWFjy6TY/w8YhBdve3jZAx9/Dt5FQuICEyjdAkoSR3i/iSafT0dXVlWq1mn79618bC7updApte7PZtCbYTCZj1TCq9Ej28GMMXXCrOq4fg8gjfnk8HhvriZ90pwBRzV0sFpZgQ35RYXGJPQgaJLuZTEaVSkXBYFDPnj0zvwqZUigU9Pz5c7PPcrmss7Mze/ebLGTVW1tbNomLcwO+cNl46UYayTAJt3HX7R+CXPH7b+66oEn31atXOj8/N0KJOAFwc0lNzin2zcADzhoJBjGUarMrLUPus1qtlM/ntbe3p3Q6rdevX0uSnj59unFvEN8R4gssRS8cvRqRyM39SexJpVLR1dWVxRLpxm8yVYo+IggC5JlgH/YMcooLkuk5k2SkCn4U30T1WFqfdghRk81mDQeSmNOsPZvNdHp6qkQiYUD8XZua3cW48HQ6Lb//Zgro48ePrcrXbDbtjOJfUqmUXauABNKtBo3HY+uZwW7wOxD2kKpgRAhUSFB62EiSXZ8ErqOHJZvNWkWF5JAer0DgZrgGVyb85Cc/0dbWlg4ODiw+YeN/17pXjwashjtiNRAI2MsCcLlMpRtA3R4MGAZ6L3CS/ByfxcbgMGD7XEkQf052yN8hwEu3lwtyaNA9u2yOK7/CERcKBQ2Hw43H7rF3Ho9H2WxWH3/8sU5PT40lBsQATmnEJrngZcIsADJgUTBkWAAcGs/LnHz2jVFr7phOAJHLoNHgCDM1nU4tk8WokQCRMAG8kczwHLlcbuPGXAC8JLvwzC3fS+vTw3BegFQOKEklI+iQByGjAnzwvV3WyQV2dyVa2DblZfYZ2+UdU/mDGeJdsv/YPOw0TAEg477LLQtzM/jFxYUlX7PZTI1GQ9lsVru7u4pEIrq6ujJHncvlrJRKgk9pnWYzbACbAwTCjLkaekAG54H9B2yTGLGHvGeYXJfFr9Vq6vV62trasttiK5WK3rx5o2+++UadTkeFQmFjwOf2qcBEEQxyuZxN3AEMer3e35KFEFjcBJnEBDuksRSmHPsm6eRd4auQILpBETAMUCGQA7qxQTcws78uOYQUhx6KTfeOxcABEqVut2tz3wH5y+VSzWbT+qMArtgCZ4x3Id1Wh6gaUGHDH0oy0IzUh5/jnOKXsEf6/vBnVMJJxDiDNPnO53M1Gg1Vq1VVKhW9evVKL1680EcffWTfb5NFMvXixQuVSiUj7Xw+nyVcVK1ms5klGAxpwHcQ0xg8sFgszG5JWEne3YlgLgAnkchms8pkMt9bHcTf8nd4f1y69tlnn9l7IemZTqcqFosmoWRU6WAwsKrXJotnQKpLjG+32/bMfD/koFTd3Yofsd+9n4X4HAqFDFx/9913qlQqhjcA4WAibnxG2sIZQxlBzIxGby57410ACl2lBlXHXq+nZrOp3d1d/fjHP1a327UpfD/5yU82AsssN4Z1u12LGdiQSwyzb9h/PB7XwcGBJXQu0cv4cSo04AMSNMhT6TZBRhqJZMqVSbrfA9sG+1AVefTo0RqGApy79plMJrW3t2dk7SakFMRXp9NRqVQyefB0enO/BFOuIHpJkvARyFcZ5MC9T/RWMFkOP4p/wx5cP41Kw/Wv7vhZ9oOKbDB4MzUvk8nYZ9Hzh/+gdymZTOrx48fm/zKZjC4uLnR5efnhEw0eBlkEAH88HpsTgkGdTqdrABhA5VY/eBDKWHwmARZH5zbyAvb4d1d2wGdihK58Be0ewZjD7/PdNAUzeaDX6+no6MhuKj08PJTf71elUrGgs8ni74XDYe3t7Wk2u5n7T6KEExwOh7q4uNBsNjNjAhTwM5TwAcQuoAQYAQwxfAAyunn2z/18twmSRdANh8OW9brNywRCQLN7keN8PlelUjHHu2migXaYXg3YC7dU6socXMdPUknwIhlBSgbYkW6YhFqttsbGYG8wRe4e0rzH+1ssFgZeYF8oVxI83HcH24ZmHunWN998Y2wu0qdNgAvaXionNOYDWpfLmwuRsAckGzAtiUTCHBFVBno8CDb8vOv4CaokBshz+HPpdi67y8q7UjW35Iz9UBlCYhQMBnV0dGROk9tMuRRsZ2dH6XR6I5uDvaM/wr2UqdfrWZLh9jZhFyQVbp8TYAE/5TZ4wo5LMt9IIkZC2Gq1zMHzebwLd0Ha0DsEEKTR001qJGl7e1tbW1s2M59zxv0ymyx+52w2s8Z8ABX+BlkW1VP6m9xBITCQ2BtnXpI1E0tai0PEDL4HCSoVCXwX7wn9M2woZ9ntZWCvPB6P9WLBivb7fR0fH+v4+FhbW1s6OjqyhG2TRTJ+dXVl7Hqj0VA8HjegSXWSM8MZhES6K7fhOfB5/J67iT0xB3DsSpBh7In/bvKHf47H4xqNRnrz5o2Wy6U+/fTTtWlZEGZ8HyYxtdttnZ+fKxK5uRl6074qSDluBUcJABahb4yeGmInGIHEGFtBqoN81E1ia7WaGo2GDbMAu7hTjtyJZO5nDAYDNZtNG3bDeXF7XTjXs9nMLuJcLBa6urrSeDzW/v6+tra29M033+jt27fWE7Cp4oLpUY1Gw/rhsKlA4ObiV/YNLABo93q9qlar5m/AHZwRelL4bFQb4EP8Hb9PkiXO+C78LP1PdweCANgXi4Wy2exajxYkIrKjarWq2Wymzz//XNFoVKenp2s+8T4Lcq3RaKxhIHoGt7e3zUZQC+C3e72eLi4u1O12zZcNBgPrRaUfDz9F9dVVQ/AP74GzQ+8ugwg4s/gBBrMgM0NShe/j/1Npy+fza2Qx353bxN9lvXOi4fHc3igM6MX51ut1A10cGFgmNscNBgAO9F80IqHx48W4xsgGwkix+RxOXjyfzXclcOIIpBsgQZmbhhoawWDt5/O56f/r9bqVEzdZBD9ACxnrarWyBmoqKrCk7B1gpVgs2sFCCw6QhhVgr2EIuSEcTZ7bwMx7wPjYXz6HwADD47K0NBdRLcEBUTqfTqc6Pj5Wv9/XkydP1gDApvs3HA6tIuDaiHRbNicRg8ECmOLECCxUK/gst68CR88eobskWPL32DcSO5wqh55ADYvg/oMD4fcxEGA2m+ns7Ez5fF75fN7kGZvYHd/VvSQQUMmzTKdTczDoQxOJhLFEJCXsMeeRMwZbTO8MARFygXfGPwBJEkMSelg0pGPce+AmXC5IZ/IFTLmrVQ6Fbi6dOzg4WKuG3WdhJ5LMgcMw0lvAmUHKx7lCakPgcZNcElF8E/IpnPtqtbK7TmAne72eBdhwOGyBCYDM50m3lRiSGuSFnFsC2mw20+7urh4/fmwJHbaH1n1TCQs25/P5bAADCT4sL7It6bYvgj2n8oO8hwoQCQrSU/aSBJVzR0JPzCEWuf4LwgJ2D4IE0gbygeooVftarWaAE6kI+82FerzHTRbvnWbMZrNpt1Xj693LUEks+R74Y2QcVK6Jpe55RoZCvEbPDXtP7CEOEO9hpUn2eDetVkuXl5fy+Xza29uzd0FTMfETaQ7vkCEpSI7eZwHOOC/X19eq1+tKJpP2vUnmSRg5ZzDbVJPZNxLk2WxmVSN8IWQUZ3Nra0vb29vmu5bLpfUFueSr2xvEWaFixrmgH8e9qdm97PjXv/61/vIv/1Jer9eawDfFJ1RgiEWAWp6Nc0ZlgtgYCoWs8t1qtdRut7W7u2txDv+TyWRMKkVSi19gqIBb9Ud54krh+T58D/ASVSuA/XQ6NQkexArnF1k1l06TILmE430WManT6ZgfYpAEZAoVMQaucP5IEtjf6fTmqoZ4PG5JKb4ZwhLcACYDc6CgSCQSNpaYJM2dtIpUEhKN5BCJu9d7I+M/OjqyahTxnF5P/BN3aLxrBfJe0cQtO8O4Ialg8+jbcBthAb+wUzgw6Ras4IQAebAOOCwMgSCCw8fh8XdhX2DIeFGTycRAG+M5kW/hBGDtG42GpJv5xZVKxV48Tn2ThWP3+Xza399Xp9NRpVJZqwzQl+JKxZA3MdrNbS4LhUKWsVOhgdninhPeA8kIztwFmBx0F2ABDr6vosQ75bu7Y9oAqJTi6FkgObjvIlkYjUa6vLxUMBg0DS0HF9COpADbmM/nv9XI6VYTeF7sR5IlZbBRAAfAA4wC/QUkYbDUJDVUOJbLpUlSOAfu70QitbOzo6urK3O+SNg4D/ddnDW+I9NW6vW6rq6ubMILewmIQepCHwb/jfMEG8leIXGiOggJgB3Qs+DqlqnWMenKTWpJot3vxx0dLmO7Wq10fHysjz76yFhgJC/0fWxqcySs6FZ5RkgCqqCS7IxCeuDbOKucaeyRxNNt2HUHOpDIwaYjq4M95nMIbG4FkfMIoMZmIRkA1Ui/uEtgMBiYRp2kdNPl9gfAcFKmh0Url8vGAkpaSwZg4fm7fB7MKsmrK2cEYLnVQfyZK+mBdPD5fHYxmavbX61Wdikdtur1ek0KjNwFljqfz6ter6tWqymZTBoI2rTyLd2SUS7LeXl5qe3tbeXzefszYjF2xHQtACtDHLrdrlVB2CdsiURL0lqy5ibobnWDZMOVrYzHY5NcRiIRHRwcWPzlDEmy6oXrG+PxuL777js7PwD4TRYglek/9G4RA6gq4xuwM0nWvE4sJPGiR4UzBZlCIkyyAHgj7pK8uPI/gCKxG4DGqH6IEu6dAlRj68vlzSWOkUjEpmr1+3199dVXOjw8NKC46d5JUjKZtJ7XXq9nJApAttVq2bmTbvwkE7ouLy/tdnliGoQtlWrwBFUfEmtisos/XPLFJfkkmfKDiYn0CnJew+Gwtre3lUql5PF4LAFFFcH0plartXbPxCaL7/TmzRsb5d9oNPTDH/7QKkWuigT7pt8zGo2aNJ1YgSQLBQlyM4gPJH7RaFSFQkEez83wjVDo5n4WKirYe7/ft4SOpH88Hq9dqOvKeXd2dnR+fm4YKRQK2R1BknRycmK+41337Z0TDb4kwZNsJhaL6enTp3YLL1kw5XPAkiuHgkEmoPFl3ZIa4BHWDhAnyUrfODpKki7ABFwSdAE2o9HImCIOGBUAXvB8fnMb+GKxsNF3mzJ8LBeUc+09lwx2u13LUilp4+ApSwMcXcYecMbnA4Jx2ugrScxcR8RnE3xgCDA6mHCcilsJIKCig242mxoMBsZswzpTunTB1n0XAQBHDYBxy+NuIsR3hf2hnwJ7ILsHrOLgYfcBqPwe9tRtBseGSTZgYl3H4rKzrkyDgE1PE7aFo33y5IlJndzG/fsuzoJbgeA7Mz2NiyABs91uV9fX1wYOsD2SDpIfWGYChJsM8V44yyQbsEwADZhT3pt7iR8ldqa38B7cfgMu5Xv69KlqtZo6nY7pnRlG8T56bwAE78udVtZoNKxqcX19rUajYSMopZupbalUyuR7MEDYGjfmMqkqnU6bbcIGcn8J55GziB/iTMDsu1VfPgfZBX9OFYTKrt/vV7vdtoEdbtP9poukhn/nXfJ+ARzY5WJxO/3NrcxwxiAWYO6obpH4Agr5M8Ame4c/RaNNZS+dTpt/4p6bZDJp5AL+mlHMMMo7Ozvmq0OhkHZ2dkxS4MphN11UoJFNjsdjnZ6eqtls6ujoyCrgSPaY2EUljZGU9BQRi0mO8J0kYfh5PgdbIS5AjrmN0ZPJxCZcIQOKRqPWKE08BSi6I0xpnE0mk+r1emo0Gnr27Jk976ZknqtFh6D47LPPJMn8UyaTsV4VGG2ejb8POIbVJwl2Y45047O46DcYDNrobtfH0c/o+jtIDN4xRA6ThJgK6fPd9L9ls1lJN36cRJu9z+Vy+uqrr7RarewMbLJclQmDaYjzrVbLbqomzjPSPBC4GWoRCoVULBatfw6Ai5+JRCI2CY/rC0howQWuzIkeUXAbWAdfe3l5qWq1qnq9Lp/vZlwtShQk0cRUkp/ZbGbSIkaru0qMTfAJfplBNOVyWW/evLHhQgcHB0ZwQyBQ2abagwwN/AT2gHQBB3DRLmeKWI4fgtRllPx0OjXpsNvbUa1W1e/3bTBNOp3Wzs6OAoGAfb7rS2azmZLJpMrlslKplLrdrq6urrSzs7PWc/13rXdGzzjfcDhsRtPpdNbGsdLohBEhB3ElTTRHkrgAamD1eQFkzpS/cAgkLzDtbrLC793a2jIjmM1mxuogvQA8MukKEIqTfP78uY6OjvTy5UtVKhUrE23K9LF3bvCKx+MqlUqq1WqWULVaLesn4UCSHJGlAgzJ+HkWtyIBgw4gJCCzB25Zk0MGEAbUwloBBkhySE7cG2K5Pfnx48fy+/06Pz9XIpGw8j2HadO9Y/+YwAIwQwpGIHHlZyy+L6Cduz9gHrmIkL/P/vB32BsCLqVfehmk2ySN0jrMlSuZowLl3llA8+bW1pYajYYFCioeHPhNALPbcIazpfcil8utsXSdTmet2Q5Qi/4d1ockBebNvbuB4EAPjAuaYd6xSXfco3Tb5M/5REIF6CVRpiLQ7XbVbDY1Ho91cnKi0WikdrutZ8+eKZfL2c9uanMkFzh013nz3Pg1KqI4ZXf+Pt/dBUGwlNw4zTtGI87ox06nYwGL/XDlfNg8VSQSfAIF/gBg6IJ/STb+kCqv29ODf9lk8XupsDLZjcvAMpmMVdncHgP+PyTB3THAkuxZ8VPYBck6zZ9UtnhGkjyXyCKWSLeXvQHApdvRk1RNeSZINpKfTqdj5ESz2TTAs8ni7JHQkpj6/TcTisrlsiKRiPL5vFV9qH66LLl0G2dJunl2Yiw2RRM+vppEoN/v256lUimTIdOX0mg0NJlMLI5RPecZptOpJWDcwE5PErJh+k8AV/dhSP+2/SOxXS6Xevr0qaLRqP7mb/7Gqlg0yHLZbavVsjPHXqBsoBJBDydnhIvUkKKwRwxyuTv0Bn+OJMutRnHWO52OWq2Wve+dnR0Vi0XF43G1220bBIHvjUQidq8HsqRNJXvEV7672y9FnyZSHOIoiQQT4DiXxDdkfMPhcE1VQmLlEqAQxtgLJIQ7qr7ZbKpWq6lWq+n6+tqG9eRyubX7TSBiUa1Mp1ObeBoIBHR6empSf0ZUb5rcuuR5OBw2wM5nttttG56CD5Rk8jSqqGDdYrGodDptQwY4g26SArkEkYK/Ag/y76gE2u22JTqccfxGMplUOp02+a50m6gz/Wp7e9sS4Gg0atVUfOK7xth70/QAeLJoWBE0ZzhjGD9YJsqNMMB8FmVtSVa6J0Hg4flMGFLKZa5mj8DBBki3V8S77C5BBvYG50hXv8fjMa3t2dmZGQMgaJOFEfC7Gff7/PlzRaNRnZyc2I3KgD+SNJh3r/dmehKNgrAhPDtGx/MChAA8GChJiVuOg2GgzElQwSkCpF3ZAOCRz4HxkWROh1Lr+1aDWG41haklJEbtdtv0ljBGOFD2ke8vae2AAIY5qC7QwnYYOYy0xJU9wfKTpLgX0Ln2BUPrVlX4/bVaTeHwzY2ofEdA0qZsCwx2v9/X1dWVPvnkE21vb5v2l4DFz/G87uVlVHmYDgUA6nQ6lmCQpFDOjUaja3sA8KUcjG+grEui42r5sTHOBIGepIKkvFKpyOv16tNPP9Unn3yi0WikWq1mpMH7LMrG9I5NJhPt7u6qUCjo8vLSmusBYDwjWnaa5dhL7nlAluHq1Bk2gVSAJJ9+DKRP2Cpn1L1TxpVcuRUZGFXAuc/nMz0+gNAtoW86NUm6lUHxe2G7l8ularWaSUf39vbU6/XsPbk2iE1QxWi32wbmOO8QJW4PjytlwZchraUpHTDl7iM+kM9zexM420wVKhaLa5dbNRoNi2HI2DYFfBBJnDO+w97eniaTiWq1mk187PV6JrsoFArKZrMWm2OxmIFD4jIVHOlW7kHVgySNpBcgiC8gjlarVSNS5vO59vb2VCqVTKYh3U4vGo/HNoACPT/36VxdXRl5lsvl7KzxfjZdJFucjWazqcPDQxsSEQ6HrbJA8orcFkLO47lpKE+lUkYEMPobsiidTtuwBL/fb9VL2HTe42w2M1/bbDYtdiNfoepOVY1zyBAXGtjxISTm7XZbhUJBn3zyiZEq79Pf4uIh4uJoNNLu7q5JzF1yiHe6u7trPoMzzvckkeJsc+7cKhdJKWNt+RxAOGOe3c/g4kQqRYxPRyWAGgC5PQl1OBxWrVbT5eWlVWT4jLvE17suEg2XRM/lcpak0fvAlDH3PgtIOLAd1eRCoWBkND+HzVApo4qDnIkz7ypSlsubJvVGo2H3rLC39O+i4qEHw5U6unIuv9+vjz76yIgp/BGqjHdZ73yqXQdKMAQ0TSYTy+bRL7vlWtcBAHwAQq4O3WWLXaYeIwSgAXyR7xCsXCaWw+z2LvD3OZy8SElrNyteX1/rzZs3KpfLkrQWuDZZsA2Uoxj/SjMm40Kl26Y0DgOBEB2h2yxGI487qYsEYbVa2eUxbimRzJh3Kt3KLQiW0+nUDgfgmfdIuY7yPWN6r6+vdXp6qtVqZRUkSQZQNw2+yGWk22Z/NJdo9gGlyEh4Hrccy/O5YyqxT/ezkXWQILGnJBoAFCR22B6Jnqt/5j24vS0kd+w7q16vy+/325g93qfbI3OfxbslWQiFQtZYHIlETDoIGIG9DwQCxtrDpvN3YM5JZKXbG2XR4sMMY0dUTNCAFgoF9Xo9a2p2+2gI3hAL+AX2ixnt7Xbb+kwGg4E+/fRT7ezsrAEeqjGbLDfwoCdmD122utvtKplMWqMw4zrxM6enp0aIwBB1Oh3zn+iqAUD4CPaW9wHQc0EoclGkURAVgByCOKQNk4bwhbPZzeQ7kqFkMmnn7H160SRZ4yzvcWtry26uns9vptHxXLwjmmxJ2KkW8R5giPGDxBSq4jDSJDlu0+7FxYWkW2klgBxfiGQAwObz+SwBBGT5/X4dHBzo4ODARi4jG+LvwZB+iIW9BYM3l9Alk0m7obfdbiufz8vrvbnT5vLyUpVKRZKsgkTSyTOwz8QX+qC63a6y2ay2t7dVqVQsNiO/Wi6XSqVSkmRgkecMhUJrUkqqlhACVI+pQHGLNL8zn88bQw1g21TuSAzAV0wmN3cDoYOH9KFyhg3dle6wh0hGIFI4N2AbqumpVGoNBLrVaJdVZ2IY7wH7JTFGXhgI3EyXSyQSVgGiz6/T6aheryuXy+knP/mJwuGwJW348k0W38XtcSKuM/qcSgDvFeITLIVPgojDP9XrdXk8HqXTaRWLRZOyg9UgNvB9VLU4u26MJMFDtoWUPxwOW0UZMMwdFiQYHo9Hx8fHlsRhM/jUTfAJmNCVRUPm9Pt9bW9vm8oD4E5yhN/Bt6dSKRWLRUsGXCKfWMaFf8vl0mTbEDt8f2yQ+EKPD4oGt/oJHqdZHTkV/ZqQYYFAQJ9++qm+/vprwwAQIe8aY+81dUrSGvClsQdgxTQRyj1sPCVNdw4yRkVmxGe706EIqkwJQYcIa4wRuhNeeDGAO5fJc5MLNhc9p8fjMSfdarV0dnZmZSa3qWyTRaLBS3ETtEAgoOfPn2s6ner8/NxY0tlspu3tbeu54FJCSt+UwylXcnCvr6/NeXs8HgM+TGaAwZFuZ9Bz0HiXdy8rIwDQdMX9B+4ECpIlt2kMlto9CJvsnXQroaISgGNPJpPW2MQkItgMAADleQIi/061ACbATbikW0kUB8qtXLRaLXsPVHtcRw8bCiMg3d5Qz17icC8vL3V2dmaVNLcpju+36SKBp+zOyOFisWijiwmak8lE2WzWAA6BkOSSP3P7FZbLpVUzkJXQGEsywRQYmJNut6tKpaKLiwtzsj6fzyoZnBN8hgugm82mvv32W2t2/fjjj/XFF1/YLaU4yPfRybtMknQL4r3e29GojP9FNkj1KRaLWUO9W2HgTPF+SSJchgv/xpkGPBF0YbipZLiVUj7D7Uvg9yFr43NDoZCBICaV0NwOEHhfmyMBZ5oKif10OlW5XDY7cseOumwc5wmpLDILSWs2KMl8NL0WkFP4wHa7bTIP/CYTrYhjvBdiCp+NX2UgCPv8+vVrnZ+fGwhAI+1W1DddxMGDgwPrOSoUCvrhD3+oN2/e2HmTZKCp2+3aNCf2GSmfC26R6GKT3W5XjUZDv/rVrywGuhUOSaYRp5LD2ebyOUlmd0hC8XFMchyNRrq6utLXX3+tdDqtfD6vcrlspBQ6/E2YZem2R5HvSxz45S9/qUajob29PRujzBliD7EtgC1JCcw4o1RJjvmOyNMgQiH3XBJhPB6r1WqZ/TAYgfPIngHcSOCQa8bjcdVqtTWJFXdmuHc1EFc23Ts3zmG/9AiRMPr9fmuGl2TPs1gsTILmni1sEHlyvV63RAHQi2TYvbSVhQw3kUioUCjY2HN8J71kvCvupGg0Gjo/P7fPANsMh0P94Ac/sL5DQPqmZ9Yl3knC8ZtUG7744gs9fvx4bby8K9mHFGeKJ/ZERYfklmScuAQxTTXWrUSCbTl/2CeVJuyEKhAkFwqkXq9nPoY7UpBUMu5e0r3s7V51SgyRUih9DozndOUOHEbKgRgNyQVsJuPIXCeHYyTgudIqt8LBd3KlQy5TgOaSLJnP5c4MjJUXRXCh5ASj6vaIbLLcwA3DJ8nAfzAY1A9/+EMVi0UdHx9b0O92u2sTVmAp+V+MBhAOcM3lcmq328bMwdSQSLgVDSRGsF+AFxwh/5/mI8bZsc8cGiZ3wB6i672vlu9vW66uFSkUzoRKGgkXrDoJyd3ffbeHg8QU+3bZUlc+wbsg2cE+3BGi7BfflXfE7yGY+f03I/zK5bJOTk4smXNlhdJ6AN1kuYk0CWEoFDIZCOwjjZkkULxjEmyv92a8KBVH924aNM04J4AKNoltlctlO/Onp6c2KhbfwK3V9OJQgZJu7zl5+fKlfvGLXygSiehP/uRP9E/+yT/R/v6+3WIr3bI676NZ5nNgjbElKqKwUm71Y7W6ac51ZUyANWwJ3wkrTCIFAIIdI9lzy+Gwf/P53JrMXXALSPj/tHdmv21lR7dfFEmRlCjOFEdNHtpTN5wgCPKQAEGSfz0vQRAgsdsxui1ZE0eR4iBqosThPuj+Spv6kg+JRVm+F6eAIN1tm6bO2buGVatWEeBBxZmVSKVSCgQCOj09Va1WU6vVUi6XM2Sa73rfu8r34OxC8yFpIkEtlUoWZHnGoHlLS0s2zEhhwvOi5U+SQ7EViURsoBikbjqdzhTKxACSOnwhQ6EousTjcR0fH1shQRLJICqBnGfmUi+/9L66cQLKDDMt4/HYFtr5fD7rRvFuJRl/nztIAUpshIZHjIUKxJkj1rlFQzabVaFQsH1MvF/ARndXBUUYfzYSiSidTuvy8lIfPnzQ+/fvNRwO9eLFC3U6HSso8S/3AaR4p3w3OhSNRkP7+/sKhULa3NxUs9m090znjEI2Ho9bUUkXv9PpqNPpzNw3v99vYBvAgnvWyU/oypGwQ78DkSdWXV1d2Q4FfDN0OBThWq2WxuOxXrx4oaurKxMnoDvvAplfevYAxLgLFK7ZbNZ2By0uLpqYCIApCS4ACv4P/+gqdh4dHdlAOXRN9/uDmFMgRyIR5XI5Y0+waJFzy0xYr9ezrjL7sNxOhc/n09u3b7W1tWWqia562H0LXOI6iwYPDg50dHSkvb09ra+vW/eFn3E6nVqHn2dG/sVwfSAQMEEfF7hxKan4QYpePoO7DZUPgRo6sMPhUNFo1N4PYD6d4M3NTctJhsOhdSE5y+67+k/svyZEgpBJMoQb9CAcDqtUKimZTBqlgmAJ1YdqmAQHVJ+khgBJ8ODCciBcagGXw6VxkQxQ7ZJwujs8CECJRMI2OcJRA4HjMwkafJcvtbtBhPYgL7NUKum3v/2tIpGItre3bSjWpTy4OzFQW+Ln5xCSrLKPgO4STp2CgMvhFo8cdg4jB5cLhDPmkg8GAx0cHFgyW61W1e/3tbq6OvOz8+6+1LjMBCSXUtLtdpVOpy1R4XkxkMX8CEUln8PPCFpAosa75tmQaHKp+DUSaL4fZ5sL6HbnSBTcQhiHEAgE9OzZMyti3PPyr/75vzUcHAUa6DtdQM4l3SCQHmYM4I2en5/r6dOnhgqSXLgOkmfoytci4wztz6X18Xso0IbDofG2OTPMEDQaDe3u7mp/f1/tdltv3rzR06dPVSqVFIvFTAmK5+tyZ7/U+F4uVQmn7bae8QucKboXBAl3gz33DL11zjHFB3eMAEGxAG1vNLpdhkiSgR8BtePPgUgtLCwonU4rnU6r2WxKkp1VEmRAIul+99XlH7tdGFT0aP1TiDBQ61I3oEhAdeJnRKYZ5JAERZIVbgw0Q93F50FB5I6RIDK462rvM4Bbq9UsASQuoQi4srKibDZrz9PtaN6HYsufp0h1f8ZgMKhSqWS/VqvVLDFBGcj15xR3JMQUqDwL7ul4PFaxWDTf5t7rcDisra0txeNxAyoAtNxYCRDjnh26Vfv7+/rzn/+sH3/8UX/60580mUzUaDRMGpUzSEy6r/H8/f4bpSbYArFYTIVCwToak8lErVbL1Pdc/wwgwP4FABF3RpC9Q4Bg+AN3VsEVRVhZWVG5XDYQD0bB8fGx0WhWVlbscwOBgGq1mo6Pj+Xz3UiYnp+fq9frGQ0JxF768gJXumUMwArhWXQ6HSvS3rx5o0QiYfkJBbjP5zOBEe6QG2+SyaTNKvJ3gO4jH4xqH1Tf0Wg0Q4FiXxv31AW1mHGBTdPv921GYTAY6LvvvtPbt2+twKVQIo7zvb7EAIKk2+5nLBbT+vq6AXyVSsW6Z+SmAGoUGuS5dCGz2aydY2Ik74kimfOFtK/787jzeHwOuTCrKQCkAE15b0tLS3r69KmkG/CCBZXEGOmWKfFghQYPiwNDi5RWIbMaXFAUDBgUJXkA3WIhDW1ykliSfByt68xoebktV74PD5TP5KW4LTIqadqB9Xpd7XbbEhwuDIkpSeY8LrLr5FwuLFSpX//61wqHw6rVatbeJVF1ByGlm5dNmwxkFe4eSReXkp8Lyo6rSkVSjBb4dHq73Avkxe18SDfdmI8fP6rZbKpUKhmPmYUx7h6D+xYaGAmU2zUIBALmWHivzO7wXClAg8GgaUVLty1zJJI5q9ItfzMYDBo9AXSTBJmgTuBmcF+SBXguPkkD7zscDiuTySiRSGhzc1ONRsN41jhct0Ny3+dGQOIs4aC4q+wVwOnCFwYNHY1GhqKCrnD3aXu7m7FxYMwJwfvlnBAw3fNHgk0yGY1G1e/31Wg01Ov1tL29rUajoUKhoN///vd68+aNJpOJte1Jcjnf96Gw8N4o6rlLJycn2t3d1fn5uQ1sRqNRpdNp83EkyCRnPt/NnAoKVbTGCTZQrvg73OINWgUqQ66yinTbPaDTQbcNJDKdTpuyCGjf+vq6vv/+e3vOJP68i/veV84XyQjPwJ3dIDGgEKDohxsOmindqpK5PHaCHv+dYgw/RsGP/+OzeHYUGTxbOr34BJDXaDSqUqmktbU1G0Zlk7rf77fuNPfkvvfVRaa5d6jERCIRraysaDAYaHV1VZVKxWb+QqGb5WmujChJGwWHi0BDSZZkCLxL3yFmQHOh6+XOE1GIoKBGx5bOMvGiVqupVquZdGqtVrNikc+iwLlPjJU0Q71zB/yR4l1ZWdHr169NXhopWd4bMyXMcgCiQUnhXrggIJ1dVP0QMjg7OzOFMnwvMYriz+1mIAMLcvzjjz/q4ODA8iHEJDjz7vzSPGIsd4bYR0w7OztTv983haerqyvV63Xt7OzY88L3Qfnknp+fn1vxTlym2+zOQkEN4tf5O6fTqYmW0BlxqavkZ+Qs/N7T01Otrq7qzZs3+sMf/qCNjQ39/PPP2tnZsXtArJsH1RFwjhk8zhCfTczHPw2HQ+3s7Kher1t3jDyZ3IX5Y2ZPyVWkW+EkClKAe7odxHtAFDqdrtIlYAP3/p///KcGg4H5QhTlmBGClul2if5T+2KJBzieJPtwEXHeLhJ8dXVl1AZQIbf6czmn8IhdChSJCc7TdUxu+9Xl0NMm5uHzYEAcSTzr9bq2t7dN7g4esEtZmAfKIt0iLaB5oLVIBSYSCaVSKa2vr2s6ner9+/fq9/u2VI2uD8Gb+Qtah4HAjQyc276mcCMogMqHw2G7yAsLC+YwQBNIxnHUXGK0rH/66SetrKxobW1NwWBQnU5HkqwihrI0jwID47u7VJJIJGLbrglyFA0UBiQAdLXceRZ48QQ4zpHLnXVpCFBMXHoICTaFBogBz5t3i0rSYDDQ69evFYvFVCwWZwbfKFr43zzMpTQsLNxIifp8Pgv8/BpzQD6fzzT7kcbL5XLmSOlMSLeJLt/fHZA7Pz83BNRtjdNWpyBGWIAkm64oRd/u7q59j42NDRUKBeXzeUWjURssR2XHpQDN47lx9gm8fH6/31e/3zfllWw2azQkN+EHwe90OjaUyJ0iQLCgiyAP2sTPw88Xj8ctgYM/LsnmMeDOo5IDOhoMBnV4eGhIKMvbisXi/xDjuG+iR/B20Vz++/LysvL5vGKxmP7xj3/o4uJC9Xpd4/HYfkYKWe4Nd4JnOhqNZgbuAR76/b75eqgB7jB6Npu1BAqwBPSTIFwoFKwTtbKyot/97nemqkRw7vf7FnugDLt39b6gAJ9BwYy/d6mXoOgvX76090cslm5AktXVVfNXbseRGEdcxrdRmONjKTigR9MBA9iiC8eZBfEnmUSwYzKZqFqtKpVKWdGSTqcVi8VMrAX6zDzMpcFwlt2Zg3/+85+SpB9++EHBYNBofYCJPt/NHGMikbDhceKLO3Ml3cj2Xl1dKZvN2nmfTqcznY/JZDJT1MI6YDjcpd+mUik9efJE3W5Xf/3rX9VsNlUul2eoqPzdgGL3BUBd4/PJu3gufr/f5hLJ4Xw+nzqdjgEablfl4uLCaELuXeMuun4UlJ1i1V1ut7S0ZIqJ7jzL3Vju3nc6lYFAQM+fP9dvfvMbbWxsqF6v2yZw7sN9qXoYZ47Yh7oUQ+qTyWRmp9na2ppisZg6nY6q1aot/PT7b4QtUFWs1WoGInCmWDhIB4jnzLwlIgLQiFGNAzQDCCQOkyu1223t7OwY+yedTuvt27dGYXNndr8kp/viQgP6D0kFzuX8/NyGduh84DQlGZIgaQb1JqEHfXKLDB7MxcWFBVuqSNfJIxvprpTnQFNN+v2327BbrZb29vbk9/uVTqftAJP4cYjmaW5Sy3enWOh0OtYqDAaDyufzM9raJLPuoBkDWgzH85xBXKRb9RqXekSCx2Vn4RDvjD/Le+31ejo4ODBN5XQ6rVKppEQiodPTU0N9GXCal/PDXOqc2+6Eb8mcBMXFaDSyYToQAgo79/ywEId/Z06Abgb/jONgloBfw3mAYkiyrgm8ZxCvz58/W/s+n8+rXC5rYWFBzWbTNrFKmrkv87C7CAR3AAoIiW8kErFEkOEvV+VnNBqZDCv/DCJHJwmkCZQalAtnSWFDknZ9fa1UKmUqNKVSyZYBTSY36hrZbNaojYVCwZwtQ6+gNASQ+5rbSueswUMOBALa2NhQPB5XpVKxu+Cqsy0u3ujNE4g5l+4wslu4oAIERRSkqdfrWTvdBQs4q4AmLIuicHaHdwF5arWaqYKxMNANtPO+rxRo+B58+WQyUTKZ1NbWlvkyluJJMoDCpcVeXV2ZEo87f8EZxO/jQ+mGMJsBRYHnhrQvnbLJ5EZZiWTg5cuXKhQKJngBKjsYDAydPTw8tHmQ+9Iv/t3zc2PD9fW1Wq2W8a4J/BS6P/30kz59+qTBYKBMJqOlpSVlMhm75yQbzE5wDomrJISj0ciUI8PhsM0IxGIx+15QJ0lySf4AY1CHQ7ff5/MZ5YvuDMnZf0O/+G+NxJ+fi9hbqVRsyzZCLBS3JL0u/YTCHD9DMolSj8/nMwp5KBSyZJqOkUtJQx54MBjY5mpJBspMJhNtb2+rVqtpfX3daKGDwcDmJB8ixrodXN4rZ40irFarWddnOp0qn88rHA4bNaperxsVstPpWFFJF5d8B0CJzi/KmYAl+DmU8fCLgHdQKFlMTI5E19Tn8+n777/XH//4R5VKJTWbTf3888+Wd84LwMNc+hR5Me+SfRXcCaiW5XLZOlUAk6FQSNvb29rZ2dHR0ZHRqNLptP0/55YCAb8pyQpC5gld2j8zZQADfFcKGunmvhwcHCiRSOjp06eWm+TzeS0vL5to05fYFxUarmOgwh+NRlYNIfNIMgAKStsLRJ72LVUZDpVhaFpDkixx4Qd2JdFA293CRrrhl/GA2R4JV7jZbGp3d3dmoIuqkcP+UOZWhST3g8FAe3t7kmTOK5vNam1tbQbBJKFxEXiCAy1Z2sbwaHGwIKguH5aBLQINToHAWa/X1Ww2dXh4qL/97W+6vLzUq1evFI/HTVK01+uZYsJdVYN5Bl/XSMbRRafVz/OTbotXfjbOBUizdDvDQAeO34O0pquc5RYVLjeWdzoej5XJZLS6umoFiiRTIgmFQtrY2DC0iE5UvV631irvdN7mFmk4pHa7bQUOyJIko5gRfEgsCML8PpJdigw+H3DAnd2aTCa2gCoYDNrAHkXz6uqq3r59a9zQ/f19jcdj456fnZ0ZOg+62+v1zO/wd88LUXafmyRL/jkDJAlIzDIQSvJE18ZdTLe+vq7z83O7Kxg0IrfTSoIHasfeGO5nMBg0hRU3GJOMIJXIHZlMJsrn81paWlKr1bIixvVz87iv7p8nKeV9AY6Mx2Pr/qAOBYV2ZWVFmUxmhrPc6/Xs2QIakKC6+whINHju+Dm67ZzXVqulwWAwI7HMksBXr16pVCopHA5bYF1cXNTu7q5x83v/d3sz8ebuzz1PI5Gn0KRbhw/z+XxaW1tTKpUyigOUi3K5rGQyaUsHOQ88R5dLj38ifgOc+P1+Aw5duoUko4lQFN0dNCehwRcuLS3NFHzz7njfNT4fCiv3YHl52TYdr66uGnWFooxnQGGczWZNqYhloRRv5BNu5wIaJNRK6NLS7SLV8XisarVqVPBKpaJOp6MnT54ok8nou+++UyAQUKVSUbvdVjweN+qhq240z2fF/1Ns8N8oDK6vr21ZIXNLiMO0222j4YKCuz6JmIN4gKs4B7MFkIF8ku8AIANQks1m5ff7dXR0pN3dXTWbTRuM5tkzi9Nut7W/v2++9O4c5Dyfo8s4oaiCHstuqaWlJe3s7CgQCNjsniTLlc/Pz2fAXEASlhImk0mdn5/bPYeOC2WXnw+KpQvOcM4BFgCY6WST+xSLRWUyGZ2fn9uOPIq0L7V7bVK7m7yAlBIkv/vuO2UymRnaD/QWuLHw612+GLxdlAlIlOE6MpPAhRgOh/ZyqHg5lPCnS6WSQqGQDg4O1Gg01Ol0lEwmtba2ZkOvJOI88IcyF60CTb64uDClhKurG014gkE4HFY2m7WDxQAbAQFUF/qJi6RQaJAIuTw/ggyzIiCnBAIUxarVqj5//qzFxUWl02njavLrbmHm0sweKmHms0kk4HezfdNtLdKtcC8ivwY6ydlMJpMWaOiEIfnGWbvb3h2NRrZ5OxQKmYwfd4JngMLIYDBQNptVMBjU+fm5qtWqut3uv1THmqdx5igGaeu6w40UB9vb2zo8PFQ2m1UsFlM4HDb0xB34ZI4K/jaKZ9FodIZjC3c8l8uZfO5gMND79++1u7trRdzu7q7df6g2BJDLy0tVq1UrigjgLmXhoZ8d/FqSvkgkYgvboOS4OvP4vqurK0Oo8E8gWAzgI2HJIilkK6PRqM09gcSBgFH4QFV0F6hms1n7c9FoVL/4xS+MmvTvOLYP8QzxbSQM3DWQvOXlZXW7XYsbDLvf3bA9mUx0cHBgVCcoAtCEUFABXMhkMmq32zo+Pp5ZiEZiB9+9Uqmo1Wrp9evXlkDt7e1ZAZ7NZnV9fa29vT0lk0nzHdKt+tJDPkOSLHfOhbg7Ho8t7oHO5/N5HR8f6/LyUh8/frT4h4IXM1qAB5w/kmSAGxJm0GYAJGTMoe5QTEiypB7aY7fb1cHBga6vr20+goVgDx1jpdt5DRBnuhKonEHvyuVyRkmTblWXeL7uJngk0Un6eP+wC1zgg643qj0slYW2DJVnYWFB3W5XmUxG6+vrhiZ/+PDBchpJFmMeMk5gJKL8bBTvLvDh0rgoFobDoSW3xBc6161Wy3IFYifviZjkFrLhcNjATObV2ETeaDRUrVZVrVb14cMHoyd///33BhD2+30dHh6qXq/P0MSxhyjWOGfcIZ4D4FIymTS2AOwAuoewMVB7Q9KXIuTy8lLv3r2zMQIUwPr9vqn0QX++urpSJBJRNps1eeVkMqlOp6NUKmVLD8lBTk9PFYvFrIA8OztTNptVNpu1/PI+du9Cg2SK9ildC5frOplMrPL1+Xzm9KEKHR0daXFx0VSgksmktQdBISgCBoOBdUdACtAoJkiRaJIQ03ZvtVo6ODiwChiED/QGxOghkxaemyQ7+GyU7Ha75rjpNtAlgneYTqetA9HpdOxSMkgLkkQwYsgItSnplrdHJ4lih4Eml9fLs3j27Jkl7KlUSpJmNnfSav4aTtBFW3B6tLJJ3jiXdLPofEHLa7fblni4To9ECO4t8q3oWkM1AyVDRcmlEbZaLUs0i8WiUqmUyccWCgX5/X5DlFmc99DPzuUu8/eBvIxGI3W7XUNeer2ePn36pGg0qnw+rxcvXlhBKt0OHxJIw+GwIfycU+RvUZFaWVlRsVhUsVjUdDq1eQUS9Gazqffv3yufz6tYLKpUKhlgcHBwYO1dUEYSLwrphzQCCN+XrgqJMAkNaDO/RlFEQkdwyOfzFoQnk4kN30qa4cCnUilTUwJg4S67yD1o43g8NsWaQqGgQqFgqB37gdxZt4fsOLrGd8fXMFOxsLCgzc1NvXjxQuFwWPv7+1Z0kJgiWOByivGN0FqYR+AcSvofAAh+iuRoYWHBqAxIirKgjQ7K4uKijo+Ptbu7a910d4D8oc8dxQTfmc4hBdVkMjFaF4kW92w8HqvVas3sghoOhzZvwHwESSJdHT6P4WQSJLpO9Xpd1WrVONzMqtCVJE4jAV0oFNRut62Tx3v8GufOfT+AE9B+Li8v1e121Wq1tLW1ZQgwA9kk93SJWq2W/X5mDYjV7MhAEYkEHZ+Lnz86OjJACzEREuxoNKqtrS1tbm7O0Igo5kj85zUv+p8YrAGAR2aj/P6bnUfxeNxyL4bm2erN2ZlMJrYzqdvtzogzRCKRGZoxAF8oFLKZWcAd3gMD5u6sCzQtugbuTAs5JnfGjbHz7mhIt+8c8By67dnZmer1ulqtllF+8Vd0XDGeB+fQ5/NZ9x//mM1mreM4Gt0sQa3X60omkxY/i8WiOp2OPn36ZBTn4XCoYrGoYPBmf1etVrPO5JMnT2zuCN+KDyQ/+lK7V6GB8XBBOP3+mxXpbiuN4IYCCt0PlyMPGkriBl0I3jeoNZUYg4OpVMqSoFwuZ5tRqfQkqVKp6MOHD+p2u9rY2DBO7nA4nFnahHTuQ5tLyfD5fFapkyyEw2Gl02lLpkBMcEhsFKeVC6XHLf6Wl5e1srJiFSlFAhzn09NTUwLz+/22jAlFIDZRwg8kqefdUbG7qNHXNJAQujV0GxYXF41OhyINSAMyoktLS9Z2haLBcDKoEzQWkkaGunBYJHtwVPlOmUxG5XLZtve2Wi1DxuCd0qYn0H/NAEKQx+ExTOou8KNY6/f7NpuDYge88MlkYjNToE0kEqha0VUkaAUCAdNnB1Fm+zjFMJK6rvwlCKQk69iReH4Nu5uwwmNGTYXkk3tAMSfJhj15xycnJ8bpRmWJjhugCgUKynM8G5LEw8NDff78WdPp1OhZBPpcLmciA2jLw3vG336tIgMj+SSB9/l8tpdidXXVllpBYWo0GkYxZN6AbiyCEARiOmooztDd3drasnPGtnufz2fzQHSU19fX9fz5cyUSCRsI59lzV13KC0O9d3++h3puGEAG/h2+NcXneDy2Tgw0CZLhs7MzNZtNo4vh8zgL7CsIBALqdDo2d4W0NOp7p6enJg8KOlosFg0J7XQ6BjZKsi48YiMAC1/T6Lq634lu/+XlpdF+XCopyRjFrs/nM/SYZ85nuAUhM34MxrsqRHDlpdsFh4ChxOZ0Oq2LiwsrStzn9RhxwhXSYf6MwpN7CG0ZxoCrckQcHo1GNgcK4MI+DGatAKaLxaKWlpZm5hTwtxQ9iOHkcjn98MMPFmeglkE3g+YmaUZw4CGKDOzuaAEFFHSy6+tr80GLi4sG/O7t7alSqdjsJGB7PB43Pwd1ORaLWYFXKpUkyaR7yScLhYLly7FYTCcnJ0bXQjyImLCwsKC//OUvarVaSqVSyufzNt9KN+g+NtfMENTPHY4lUV5aWrIHyoIvDidtOFAaHBWIBKgAqiMcGNqILPiC+gN/++zsTIeHh+ZgT09P9fr1a0UiEdXrdUNioE3dVxLzS81N/EAQ3OE7kGaSW+nmMMNXJtElEEm3STjO1UUFCeAoc1FZox6BIyAIcYmTyaS1+njXOKKv1c24a/x8BANoATg0thKTjNGmpFNxfX2tWq2mbrdrbU2cOzSXQOBWQle6HZikuwGSh1gBrXacLMUygYmk6OTkxNDZr/nsmOuhiCJ4QJ9zB2tRx9jf31ez2bThWlrlIIUotYAigcRfXl5qb2/PpIYptpDjXF1dVbVatTPJe7q4uLAFTY1GQ0dHR5JkyhogqY9xX10aHUUVc1HM2mSzWUm3CQUDoBRc3HMKF9TaQErr9bpRHJE1JaFmuLtSqcjn85kow+rqqg1ottttoxmxkAmq1dcuMlyDVgIowTOhzU9y1u12dXp6qv39fQt4JAcEYdC8arVqzw8K1snJiYkGoNxFQOVOszzt+fPnJjIAGnl8fGydd4AYwAa3m/GQCctdg2YDe0CSzTiRtEFxRBwAMQVoFc1m0yRx6/W6dXkikYj9d+mWFnpycqLj42Pl83mjqSK32el0ZgaWSV5A5N3uEGDe1+pm3DXojiDMUJ+Yt4HGxLLed+/eKR6P276eeDxudxJ1M2ZJobxAwY7FYjaDRhx59uyZsTiWlpbMV6ZSKWWzWa2vr9vZh6Lmdh0RVXgMo7B2qenMyna73RmBlXQ6bbkDwjxra2uWVC8uLtr8Ix00jAIGJUgWJ0oyv8jZobBdXl5WsVg0Ke/pdGqFG4UhQMHdebSHNuY1oFIjY+5StgEFptOpASHEZHweYPLGxobK5bJ6vZ7G47HlMXS/U6mUgQQ//fSTfvWrX+n58+e2y4RVBMj10+UolUq6uLjQ/v6+sRg2Njbk9/vVaDTmAr7PrdBwOfoETwIoHQsSXZBcaANQfiRZ8kULE4lWAnW32zWFJdrkoKRIHNIWRnUIxSBaygcHB3aRGTCdpyzmlzw7N2AxdIVjPjs7Uz6fVyKRUC6XM3TFVXCAl3d1dWXtNba5EqBwGHcHdlHL4R2QlMTjcUsI4BSCstDGdxHYx3p27oA2zjgQCNgQMd0ttl/u7e2Z7CjDpzj1fr9v+tHFYlGJRMLas9BO3HkjAhiJjnSDLLTbbSuaQRtJ8gjonPPHCCBusREIBOxdQ5dDi5win/vIu04kEorH45JugQBUe9jSmkwmjUpWr9etwIrH4zZrhEwsHFG6lR8/flS/3zfQAHofBQzLPh8jaQHpc5XpuFNsrGcGjM4sgAvDtfDZpZvN1/hD5jvY1ULyC4BCgQsSn06nbRjYpQ+SWPb7fTWbTaPO8P0fq9CQNNP9I0GDEpXNZi1ppshgdoBOo99/I6e+vb2tXq8nScrn8xZAT05O7E6RlE+nU5sbomuM0AD+E+TOVVDiDqdSKRPOcLtoXxsgwJfz79wFurUAHSDGkuz5khBms1k1Gg3F43FlMhlDPUl8KMToaDLDAEVrc3NTy8vLyuVyRu/lu3Q6HfNvDJmDxuIDH8tgWxATFxcXVSgUTPoU1gDzJZ8+fdLf//53PX/+XC9fvlS32zX1p729PYVCIW1tbdmA+2g0Mv9EkcsuFgCYwWBg74di2e/321JTFqYCXvA/tyPzGAZAQg4BkMeZRPbZzSMo6lOplNEna7WaDdqTn9HJhSZF9xeQAKoz9K1oNKpGo6FGo6HRaGRAC3StZDJpMR+fCzDq2kN3NZg3ocjhHQaDQV1cXGh3d9cAD5/Pp1arZXNAkUhEr1690g8//KBQKKRms2ny4KFQSIeHhxY7WaaHMh4rEfb39202GSVC6G7cQ/Lfz58/K5fLKZFIqFwuKxQKGV1wHrFi7tkhiZ8kuzAENleaETSQwgA0EIQLh7i5uamVlRUrDOD7cZFpbXPgp9OpyuWyisWiKZs0Go2Z7c7wuhl2A5V8THOpGRRVDGbTeqNLw1AWvG8KMAa3G42GFhYW9Mtf/lKlUslmWViQ2G63LREESTk/PzcVLlSTQAUo7EiMKTJIth8LaXGfHXxInB0JMYk9hQTJbqVSMSfk8qBRaHjy5IkKhYIN6rnD9zx/BqVxHqAPFDE8F/jpkuxd4Hge89mBZkLzoSDC6dP1oogtl8u20ZrtzVDnut2uqtWqDZP2ej2TygV0+Pjxo969e2fPmeQDuT4SyHa7be9wMpnY/FU8Hrci2F2O+FjPTpLRpKBx8Z0oNrmz8Xh8hitPexzkl4E/SWq1WlaEUXRAoaILxBxaOByeoQeBLEKtnEwm1kVyZ64ew9whdIpc4gO+TpINtKdSKZ2enhrNk7kfaBmnp6eWyEkyKh9+gGeM+k8qldLV1ZXtEjk+PjaJ81QqpUwmY8PeAAvj8VjJZNLmYh6ruHWfoQscuYpx3W7XBmoZqOd5soQQQIAZRYpX4iidMeg/dDv39vasG5xOp4369/PPPxu1GZSZwWfiOJ2gx46xkizp5L5CKWRvhquIBfAB+4JZTzr70WjUBnYpeAEESCbh39Ptgc3BDEy329Xh4aH5XQpHzh6Fz2MBea5RaODvXIAN/4WIDMsLAQGhlUajUTsvFAOoPUKBJzEmhvL3EIcBAdg/xO/Hv0LBBOB5DLYFPgKlLXdPGecOtgA75i4vL23kgO87GAyUSqX06tUryxmm05sFlCiVMf+EkIvP51Mul9NwONSHDx8MREEsh5k0YgV0PyjLdCg7nc7cGAMPcnoJGiRw8HO5wHx5aFOSrJqHUuIuoFtbW7O9HCS8vV5Ph4eHevfunS4uLlQul5XP5w3lYzCILb7Qs3B+bovvMegX/8rcIs19dpJm9gVwcUDWSdJ8vhsJwWKxaJ9H4geNiFYxSAodDlciFvlIVyGCdt50ersYkSD0LRjfF0lKng/UMBJXCglaichqMtdB4cYiyUAgoGq1arrnPCcG83G6g8HAlsqB6rgboLkPIFU4xcc2qHSguBRMdKrG47FqtZo5cvih/F5Qebi2R0dHNqQHchWLxVQqlTSdTm3DKOADnHmQO4rXxcVFEzsIhUIm1wp6+5jJHkbC5yrBQKsKhUJG1YE7HI1GlclkFA6H1e12tb+/b06ebiotc5ReoACFw2G9fPlSL1++tMQNeVsKZrjykmzGiq33FBnfwnNzud8kUC5vH7AFKqO7e4kh2cXFRZXLZZN1JcawaRqKDiAWARSEMZPJKJvNKh6PW1KMP2S5IQPOFNyPXahh7pyQO3DMfJ00qyiI+f1+U7pxF9RCLWPGo9VqmcoS+1y4n/z9bAlmTgYxBMBCuqIoDn0Lz026nTVYWFiw2EdO4Q6+w2sfj8cm714uly0uJJNJ49dPp1Pt7e3p4uLCZla4o/1+X/V63bj2kUjEePZ8D5cv78qHu4Xet2D467tzaux/cgFbEmxJM+BuKBRSPp+3+RhiNsAguRvCK3TZlpaWFI/H7XlLs4I5iGC4g9N06/9dkfG1ig/eJzNTnA1oaFC3URlkJnQ0GmlnZ0ftdtvuEjNEACMwhTY2NtTv9026O5fL2X4zZnsBFgH3EomEtre3bXaDc1upVOYO5D1YmYwDpE0JX41BNNq6JDqguyhpgJofHBwoGAzq2bNnGo1GikQiplzTbrdVqVTk9/v15MkT5XI5bWxsmJQfqhtuIbGysmILgx5rJuN/M7fY4JlJt3KAOH0KC7fVHwgE9OTJE0umWdyUSCS0s7MzM+fC0iaQmJWVlRl+LrQXkhy+j7v46VtxgBjoictL52KTHNNmBMGfTG52WVxdXZl29NnZmWq1mrLZrKEmz549UzAYNGlhln5BH2IeQ5INXLlFIwPWDKt9S8+OpAwkGSeH3jZJA/M7DNwvLNxugR0Ohzo9PVWlUlEwGLThdxBSOkN0MpaXl62g4z5WKpWZjhByyogiuIvFvhVjngz1LeiLUGx8Pp/RdBiChrtMgX98fGx8Y6S7k8mk8WTvCkPQMkcFh+IsHA7bHBIAw9fY9fAl5qKj0HTojpHEkEAznOtuFXY32l5eXqpQKBiyzz1H7WhxcVFbW1s2L0One2FhQcvLy9Y9ajQa9t1c+VKETL615+fSRt3ZB54dKDnzjnS6uNsXFxcmgZzJZCzeLCwsWJecDk4ul7PPicfj1l1kDrDVas34QCh/X0PF8UvMnTEkAaPr4i4Z5deg8FCo9Pt9i7N015BcBT12Z9WYeaMr5FJPQ6GQDS0DVECveoy5x//N3Pky8hD+G2AyANVgMJgBYtg7wpwdZzcej5sEMOeJLiUdSdgUUG7xC7wrRG/cTtq3FGMBKqArcg+Zp2I+Q5LlV9APmbVijpZ4IElHR0dWnDSbTa2trWl/f9/AknA4rK2tLb169co6aMPhUJ8/f5Z0w7ZAeOXy8lKNRuNBura+6bfoBTzzzDPPPPPMM88888yz/6ft2yn5PPPMM88888wzzzzzzLP/b8wrNDzzzDPPPPPMM88888yzuZtXaHjmmWeeeeaZZ5555plnczev0PDMM88888wzzzzzzDPP5m5eoeGZZ5555plnnnnmmWeezd28QsMzzzzzzDPPPPPMM888m7t5hYZnnnnmmWeeeeaZZ555NnfzCg3PPPPMM88888wzzzzzbO7mFRqeeeaZZ5555plnnnnm2dzt/wCa4o26vFFXWwAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["fruits_pca = pca.transform(fruits_2d)\n","print(fruits_pca.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cFHZdB7U4qDK","executionInfo":{"status":"ok","timestamp":1730786119199,"user_tz":-540,"elapsed":421,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8a7a3f05-8f44-480a-f242-6488238ceeae"},"execution_count":40,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 50)\n"]}]},{"cell_type":"markdown","source":["> 재구성"],"metadata":{"id":"cFBqbHdb5G9O"}},{"cell_type":"code","source":["fruits_inverse = pca.inverse_transform(fruits_pca)\n","print(fruits_inverse.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"01DgFBTS4rok","executionInfo":{"status":"ok","timestamp":1730786153548,"user_tz":-540,"elapsed":394,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2828c849-7711-4f90-ac74-64e02c5aaf90"},"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 10000)\n"]}]},{"cell_type":"code","source":["fruits_reconstruct = fruits_inverse.reshape(-1, 100, 100)\n","\n","for start in [0, 100, 200]:\n"," draw_fruits(fruits_reconstruct[start:start+100])\n"," print(\"\\n\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"kLSYDnK-5NBy","executionInfo":{"status":"ok","timestamp":1730786177757,"user_tz":-540,"elapsed":12536,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c9a968cb-1ff8-4af5-8f8e-ff72bac7a12f"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]}]},{"cell_type":"markdown","source":["> 설명된 분산"],"metadata":{"id":"zyRd7luF5ZNH"}},{"cell_type":"code","source":["plt.plot(pca.explained_variance_ratio_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":448},"id":"Vy7zbOGe5OqL","executionInfo":{"status":"ok","timestamp":1730786216237,"user_tz":-540,"elapsed":430,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a7879844-e6fb-4eba-98fb-8e9c6fb25df9"},"execution_count":44,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[]"]},"metadata":{},"execution_count":44},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 분류기와 함께 사용하기"],"metadata":{"id":"PtFOfZjh5e4K"}},{"cell_type":"code","source":["from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","\n","target = np.array([0] * 100 + [1] * 100 + [2] * 100)\n","\n","from sklearn.model_selection import cross_validate\n","\n","scores = cross_validate(lr, fruits_2d, target)\n","print(np.mean(scores['test_score']))\n","print(np.mean(scores['fit_time']))\n","\n","scores = cross_validate(lr, fruits_pca, target)\n","print(np.mean(scores['test_score']))\n","print(np.mean(scores['fit_time']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"D6W4aV075cUe","executionInfo":{"status":"ok","timestamp":1730786312294,"user_tz":-540,"elapsed":12022,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"820ef963-b02a-4e12-f43e-dda153aed8c9"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9966666666666667\n","2.252634620666504\n","0.9966666666666667\n","0.04973711967468262\n"]}]},{"cell_type":"code","source":["pca = PCA(n_components=0.5)\n","pca.fit(fruits_2d)\n","print(pca.n_components_)\n","\n","fruits_pca = pca.transform(fruits_2d)\n","print(fruits_pca.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Yt6Y2rqQ5w76","executionInfo":{"status":"ok","timestamp":1730786443337,"user_tz":-540,"elapsed":8860,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e90394c1-4a83-413b-ece9-11a0b6042276"},"execution_count":47,"outputs":[{"output_type":"stream","name":"stdout","text":["2\n","(300, 2)\n"]}]},{"cell_type":"markdown","source":["> 군집과 함께 사용하기"],"metadata":{"id":"ldv8XEnk6bf9"}},{"cell_type":"code","source":["\n","from sklearn.cluster import KMeans\n","\n","km = KMeans(n_clusters=3, random_state=42)\n","km.fit(fruits_pca)\n","\n","print(np.unique(km.labels_, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hHpvEpTd6NI8","executionInfo":{"status":"ok","timestamp":1730786492105,"user_tz":-540,"elapsed":8,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"be576462-9a9c-4ff2-83e8-56d9ac2227d4"},"execution_count":48,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2], dtype=int32), array([110, 99, 91]))\n"]}]},{"cell_type":"code","source":["for label in range(0, 3):\n"," draw_fruits(fruits[km.labels_ == label])\n"," print(\"\\n\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bKnr_Gfm6fr8","executionInfo":{"status":"ok","timestamp":1730786518030,"user_tz":-540,"elapsed":15424,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7d801af6-08b2-42ea-9011-61ebdc32bf13"},"execution_count":49,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
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jk9Wpwm+eA+VQ/1L3gHeoIPZF+Utf2cCIZlMIp1OY86cOXjkkUdQXV2NLVu2oLy8HMDtByzKk1wuh2QyiTfeeAOnT5/G1atXkU6nXdKEPGSfNTGQTqddYEcdpyxyhof2MRQKIRwOu2BlxowZCAQCKCkpwfDwMMLhMDZt2oTt27cjEokgFot5xvtOyvqp3CSTSbz88ss4d+4curq6XF9LSko8MhQMBp2+aaAaCASQTCZdoiASiaBQKKCkpATz58/3ABiCRJ7X0NCALVu2OKBXWlrqSeT4ZajvBN7RJw4PD+ONN97AqVOncO3aNZfFpB/lJguAdy1VMpl0CSUAzs8GAgFMnz4dtbW1yOfzLuMej8cRDodRXV2NjRs3Ys2aNW6cmJSIxWKe9gGjGfo7xUdooMFKASZYenp6HChjMoTn0vaXlJQ42dTkFOVZE6W0ZalUyh2nvFOmI5EI6urqMH36dCxZsgS7d+92eq4bZAC3X+4sqQ4nEgk3c9bU1OQqVOhLrJ1XH8IxYQKUvpfPYHBBeWVCiyC7oqICd911F+bOnYvHHnsMM2bM8KybvN188wvOstks4vE4Dh06hI6ODvT29iKZTAKAS4xQ/8g/yhfliokrTRoXCgVnCzUJPzw87Mqhg8EgVq9ejU9/+tPYtm3bmMTUVOvqTZ3RAEazlK2trTh58iQuX77sSlOCwSBisZinUzSCOmvBJjLTrlGdCh8zDozoWFZFA7Fw4UL83M/9HB544IE7AiD7ZZfz+Tza2tqwd+9eDA4OOgEg+NDvqoAELvl83kXB5BcFUbN0dNTkpSoyp94YuGnQkUwmsXTpUlfaQaBzu4m8VKOcTqfR1taGEydO4PLly27HI/Y5Eok4J0rQTz6Ot10rvzNbQFkjn7lwOpVKIR6PI5/Po6amBr/wC7+Aj3/847fVaZBHNOoDAwO4cuUK3n77bbS3twOAA8Xki37nPSxw5XEbVCivNCABRows5UkDEs3QMHnAjNiSJUvwG7/xG1i5cuVtWXBpgTr/ptNpHDlyBD/+8Y/R39+PXC6HaDTqggbVcy0XYLZca26BscGgOl0FigA8dc72vCVLluCRRx7B2rVrUVlZ6ekHz7mdlMvl3IzPG2+8gaGhISd/BMtMQqme6noyv1I9YDTI5ZhRV2nzgNHNH/i8kpISlJeXY+vWrVi0aBGWLFniFviSbjfPgNHxy+VyOHToEF588UUMDg46mQHggG8mk3GBgGbUyR/yUcv6VP70OHWVckn7yYTEihUrsH79esRiMSxYsAAzZ870tPtOyC5rgNbU1IQjR454MsjA6KysZui1zRpIqI7yHMoTZyCZMOHzgdHkHm1gKpVyJar19fWYM2cOtm3bhkcffdSBzjtxZoMB2IEDB3Ds2DF0dnZ62kg5tBuF2JIprVjRWW6/bdKJ5/g//S95W19fj/vuuw+f+tSnMH369DvC3lmY3dbWhgsXLuD06dMYGhryBK6UL9p16hf7C3jLjm3iRbEf9ZeJu2Qy6bBcIpFAeXk5nn/+eXzsYx/DnDlzbpp83ZRAg+CdRuzYsWM4cuQI0um0Z1qwpKRkzDQ14AUtOquh++/bOjQCvuHhYafUiUTC/U9FnjZtGp566il85jOfwaxZs26r4lrg0tPT43b+6OvrQyQScWVSdBRUTjVyWtLD85Rf5BHPpTASHGvZGrP0zDhTOGkMBwcHMTQ0hNLSUnzjG9/AE0884buV5O0gdcDNzc24ePEimpqakEwmEQ6HXTsJLih/CoRtiZ51yBpk2HrIdDqNoaEhV9aRzWYxMDCAVCqF6upq/NRP/RSWLFmC7du3e4DfreQd+9nT04MDBw7g/PnzbkF8SUmJ44m2y8obSQ2fZvDU2DHAVUcBwPGH8sfvOk2uQdzAwAAGBwexZcsW/NzP/RzWrVt32xYD0gmm02l0dHTgyJEjzmHwd5acabkmMFoaoEGBBiRqA8lv6if5qusWyCPKJ//X8rO1a9di586dbr3LnaCr+XweTU1NePHFF3Ht2jXP2hUttQXgAg3yjL9r2ScwyrOSkhKPLGlSSWULgOMts306JkuWLMF//s//GQ0NDS5TfyfwrlAY2Qnu+PHj+PGPf4yBgQEH+rXkAvC+s4VBHGWFWVLyQzdeKRQKbuaM59N/0NbxvjyHuh6LxZyd27FjB8rLy53tvRP4l0qlcOTIEbz++uvo6+tza30oZ8yYK0ClbVR54iyj4hQAHp8CYIxNVP9LbKI6S94uW7YMX/jCF7Bu3Tq3BuFOonx+ZI3skSNHsH//fsTjcUSjUQ8e0BIpxVq2RMrOgvslnnRWiXKryVR+kskkgsEgdu/ejTVr1mD9+vWYM2fObQ80stks+vr6cPr0aVy6dMmV0jKQ4OwFAw2tRFGsZ2dzVP+08oJ+gZiOM3XpdBqDg4NuXW8gEMC6devwta99DcuWLRtTeXHHlU5po7LZLC5duoQjR46gr68PqVQK0WjUMRQYiXb5vyqnZo6tMaOho8NIJpOOyfw+MDDgGM7SIQYh/f39yGQyeOaZZ/CVr3wFjY2NI4y4TULIaa6enh4cP37crRuIRCLuowEGgDHBGRUQGAVB/I3Ta+QrDR35S6CsmXxmYHiOTrsNDQ1hYGAAiUQCixYtwq/92q/hwQcf9NRA30pSQFYoFDAwMIDOzk689dZbzgGzDEJnglRWCfL8glqt1WXGCYBzEslk0hPsMgOvWYShoSE3lbl48WJ86UtfwuOPPz4GhN4qfsXjcfz4xz/G+fPnne4xENOggqBEsyyazdfZRmDUwSqYVuCsa4GUx5RRGkHNUGkZZH9/P1KpFDZs2IBf/dVfxaZNm8bdlelm8E0NbzKZxOuvv44LFy7gypUrngwvz9Nd3Ww7NeDXIA0YzbRr9lVBH8+lHSQ41AwWM1aDg4Mu4Ni6dSs++9nP4u677x6zeP1WZZupe+fPn8err76Kjo4O1/98Po9YLOaRM52hsa5KgwWbtdRtvDXRwvPIO/oWO3s5PDyMRCKB+vp6bN68GY8//jgWLVrkSrIsn27VzHihUMDFixexb98+XLx4Eel02gXc7BtnGTRDb2cbdSaSfLDrCSw4toBPk1W8P3U3m80iGo3iwQcfxN13343NmzePmeG4lcQ+p9NpHDp0CK+//joGBgYQCAQ8IF75Rn2kbSR/OfOtIJq/c5YyGAw638BrNOkHwCWouOkNAw3KXiqVQm1tLXbu3Ilnn30W8+fPvyOCDcrIhQsXcOTIETQ3Nzt+qC/RgBUY5Scwuv7RLgLn/VWmbMJZS73pYzVxpVn7uro6fO5zn8PTTz+NsrKy28KrQCCAwcFBHD58GG1tbejp6XE80URyKBTylJpp8E65op3UJCjxbTKZdDOWOnOu5e/Dw8OOR4lEwv0dHh7GmjVr8NWvfhUbNmzwJEKngiaFDtVg0dkBI0LU3NyMgwcPusXLZWVlnm31NCug9Y08ruCRwkplVabrcVIkEnGMBuCZ3o3FYkin0/je976HXC6HX/iFX3B71t8sso5JecXygQMHDmBwcNBlThiU2RIR68woeATL/J+/0XBqxoAKriCTRtKWKpB/nHbneIXDYVy4cAH/83/+T5SUlOC+++4bE2zcTOerskIH0NXVhQMHDqC7uxvpdBrl5eVuVojXqFxRgdk/Kq/yW6d4dRpYjaqCFwBukaCCn3A4jGQyiVOnTuE//uM/UFNTg3Xr1rnFvjeLtA2FQsHVc585c8Y5BF2LAXgDWTWCyjvLJ30OZUu/0xlrhlUDGgCeTBgTChrs0Yi+8847iEQi+OpXv4rVq1d7MjA3i1TO8vk82tvbcebMGfT29jpZoO4qLwhA1Eko4GW/6Vx5je4cx4+2w7YHgGeGJxKJeAK7/v5+/Pu//zuuXr2KX/iFX8Ddd9/tQLOO180iDVAvXryIH//4x7h27ZqzM0wG0M74+RVbZqFyyONaYsVZOgWIqs8a3PEaOnvagtbWVly8eBEnT57E1772NaxYscJTfsm23cxAjc8KBoNobm7G3r170dLS4mbOKD8s1VHdsyW2KpvULSb7NGtK/jDhRNuvAZz2lxlY3bBhYGAA/+f//B/s378f4XAYu3btGrOhgerBzeCdykRbWxvOnz+Po0ePIplMuq25NeGjm02ofSQP6U+1ykBLzlT+NJHK/tnZTPJOZ4ZpS7LZLK5cuYJ//Md/RHd3N77yla9g0aJFHt2/WTp7PVkuFAq4fPkyXn31VfT19SEQCDjbY9c+8j7Ua/oCyxfaK/UvADylfvyd9iGdTntKToGRMaD/zeVyuHLlCv7mb/4GoVAIn/70p92atZtFVp4LhZGdB48ePYozZ84gn8+jrKzMYQfyRnEXdVF9I+/H/nImgvzgRzEvk1TEH6FQyI1TNpt163wp44cPH8Zv/dZv4b/+1/+Khx9+eMw22JOhSQUaVuBpvFpbW7F//34kEgnEYjFXr0zSSFaVUUsCADimEgADcIzRNrAeUrNTdNSezv7/gKqkpASJRAL//M//jFAohOeffx4NDQ3uflNNmj1S4eEsy9mzZ91CTi4AU+OvbxzVjDw/5A+FygIZXkvl16lKva8tyeCHgkogrYs0z507h9/7vd/D7/zO7+CBBx7wZCNvNvBT6urqwv79+92b0MvLy8esN1C+KHBTXmuAQF7Rkej0P7eY44wTr7WzJ/qscDiMdDqNl156CX19ffj85z+Pxx57bEoVWknHkmCyu7sbHR0dnrJFO91tyxzIRw1YlT8km2nR4EDr6HWWhOfZQFyzMszasC2pVAp79+5FOp3Gb/3Wb2HVqlU3fWZDZaelpcXjZPm+C5tJpuyRT5ql0sWRmj3WoEJBsWareS6dh3XC5LWOG50KM7mPPfYYnn32WQe29Bk3ky5fvozXX3/dbXVJGYlEIh4nacsx1UbpAl0CZeUX70G5UvCofPZ7yaYmDUpKSlBaWop0Oo39+/fjD//wD/HTP/3T2LlzpyepwvvdbIrH4zh+/LizcdRh1WO2XRMhatcUQHKtJHlHXSRfKWPqf+lvFAiSFxwLTTAUCgW89957+Na3voVgMIj777/fgXSlmxWg0S6k02kcO3YMhw8fdiDLLwNvbbbdkMCWpOm5GqiRd+Q9dZ780zGizvJ3Yhy2PZVK4bvf/S76+vrwe7/3e5g1a5anj7cCs6hPbGpqwksvvYT+/n7HP/aFvsQCZE2mUBa1dIq8puwp3zTQ5v04Y6aJAn0mdTeTyaCjowN/8Ad/gGvXruHZZ5/F7Nmzx/RzKvlGLJHPjyz6P3r0KC5cuODsnOI8TZbwo7whLxVX6AyjJgbUDuoYhMNht2EBicEuKwloQy5evIg/+7M/w/DwMD75yU86mzJZuqFA4/2EemBgANeuXcOxY8eQyWRc5AZ4s6QavdlsujJdn6nPLhQKbhcHYHQLQhoEEoE1I186D2YLkskk/umf/gmlpaX4+te/jtLS0hthxw2TKmwqlcKxY8fQ0tLiKSuj4VG+2XIWwLstHO/LrJICFJJmufRe1rlTuclnCiPbwvMIXAKBAM6fP49vfOMb+PM//3Ns3LjxpvKQpKCot7cX7777Lnp6ely5mSqVXwbNOmIFsvZcrX0GRjNXumCaxiMSiXh4rYaCDm54eBiHDh1CY2Mjdu/efdNeiKhywSz822+/jUQi4VmsrKBMM6EqL5odtVknyqJmpLTUyvJfAbVmufR3zmiwXlrL+wg49+3bhz/6oz/C888/j/Xr19/UF0uyzW1tbXj55ZfR3d3tbAl5zZlItpG8Y1kBA02VHfbbZtaBUcdL+VOnYkGPXqtAhokVAp1UKoUDBw6gv78f27Ztw/Llyz3PvFm8A4D29na88sor6OzsdMfYPgV6Cl7YXwWu5I3aPg1qmenXNR38jQGezh7p+HDtAq8H4HT2tddew5UrV5DL5fDggw96fNrNAnykjo4OvPzyy+jo6PDoF22LBmcaBOl5frM/1Hm1bzpuCoDt7JImE2gT1U5wV69IJILTp0/jf/7P/4lCoYAHHnjglqzZIJ7o7e1FU1MTLly4AGBkS1TyTEuT7WyE9ZcWl/Cv+lE+0y+Rp8GK+m+2g3ZO/QlnwvP5PF5++WVUV1fj61//Ompra929bybZYL+trQ0/+tGP0NfX53jEXTA16KRc8DtljnwnztCqB57Da/TZ1FPOqPEeDATVjiq+jMViyGZHthb/8z//c9TX1+Ozn/3smETGVBHtQDY7spvZhQsXcOnSJY9/oI6qD7B2RGcn1E/q7IfyTGWZyXZey+u1dJx4hPaXv0UiERw5cgRVVVXYtm0b5s2bNyV8uaFA43oD093djbffftuBPQqUjUQVgKnQaWZFlVrXDlA5NWOizonPoJMYHh527WOGgbXfbMPAwAD+8R//EXPmzMETTzxxU+pIbVYAAPr7+3Hy5EmXAWBtsmaV7cJcNfIalAHwBWoK/ki8r3UcVF4FpzZIDIVCiEajLpjhLFKhMLL//e/+7u/ij/7oj7B48WJ33c3gJfsbDAbR19eHffv2oaenx+NwxwMB7J8GCVR8v2y9gj3yE4DL9On0r/5VR0HSUrjBwUG88MILePjhh/Hwww9POZ+UVwBw7do1HDhwANeuXXNASnVReaEBpQICDXL5V4NRvVbra3nMOmpNMOgx5SNnJ3Xxqcr1a6+9hnw+j2984xtYtWrVTQN8BArcoYuyptk8Gm21L+o4FPDpGGlyRb8rmNH1GX7ZfuUbS13oTOigKY+ZTAbHjx/Ht771LfzxH/+xAww3M9hobW3FD37wA1dqxoyezdiR15olp1xSD5kc0CCavAsGg269mvJHZy8sqLalQwREdMDUl0wmg6NHj+L3f//3cc8996C6uvqm8UupUCjgzTffRFtbm8vk0jewfWp/FPhybAMBb5kYgy4AHgBD0uQL20Bi4BEKhTw7UeksHe2j2rxjx47hv/23/4ZYLIaPfexjNz1Io3169dVXcenSJddm8o/6qoE726LrMtQ3aps1oLCJPJ3NALxrElS+NZjjb6xg4EwlgWMqlcI//MM/YMWKFfhP/+k/+SZyppo47rlcDlevXsXFixcRj8ddEEkd1hJltVGKPxTL8N7kicUzNtml/NUZciaZKXvUB8oe7WAkEsHg4CD+8i//Evfddx/mzZs3Jhk7FcQxz2QyeOmll5xu6ZbIwGgCgH0dTwd5XGWQQQd5qIGrzqDbsm9dV6QBtFb6cBZm7969+Nd//Vf8yq/8ypTI15Ss4C0UCujs7EQ8HnegRadQtXPAqCCqcmmZjnV4NsCgIPHZCoTUKTGjxe/KWG4dFgwGcfXqVfzpn/4pBgYG8Iu/+Ituh5GpJO3T8PAwTp065UouNLpVYSIPLejQ86yhUyXXoE1LLlShOR6aSaBg26y2ghm2j5lBADhy5Aj++Z//Gb/+678+ZTy0wFMBRn9/P958800ndxrAqgFRueO1/KvOReviVXnVgfJ+Gsxodk+BpTprzd7w2mvXruFP/uRPMHfuXNx9991Twi/lG3k2PDyMt956C11dXS6bp+Oseqg6pNv/+smhGjSbpdJyJ8qxDYZ1rZW9pz6HYJnORRf/ZrNZ7N27F5s2bXKLdW+G481mszh+/Dg6OjoQi8Vc9kidKx2v1sWq81NwYnmhOkb54cJkBXJ6nl/5Br8z4OFMLoEA25fNZvHv//7vCIVC+C//5b/ctF1ZOJP28ssvo7e312PvmJCyAE75ZZMrCq6YCPCzTbwX780xsdlma9v4fPKODph8S6fTOHv2LP77f//v+N3f/V1UVVXdVLCXzWZx8uRJXL16FYFAwM1E2kylZnX9/CGJ8sZyCvKAumgDXwIXEn2FXUBu/RGPcZyZ/Dt37hz+5E/+BGvXrkV1dfVN4x3bfObMGbdZA/WHQaTOLJKvyrdgMOgJSq3u6Ww/eUMe6jH7v44dZdiu6SPxPJYJJRIJfOtb38LKlSuxZcuWWxJkACPlom+++abbpSsajboPMLqxj/o3AGOwGjEZeW8rCegjFa/xf20XeUi51QSqlqpxrIkJzp49i3/8x3/E888/j4qKipvCt1AohOPHj3tsHXlC26Lr44h/VY/oUzWxavsOjOq64iP9X2VZ28dzVQcsRv3Hf/xHrFu3Dvfdd9+k5WzSgUahUEBzczNOnjzpYaaCF5LWZirztRxAnSfvrxnSYDDogIZGZYAXDNnILRQKebKigHfwWltb8cYbb+Bnf/ZnPXVpU6XINMKFQgFdXV0uK6COgMZP+2VLLKyQAd5tge2zyGsFLX4ZAqvcvFYzi5p1UCGlomcyGXz729/Ghg0b8MADD0zJ2gO/wJOKePDgQfeuEcqdDWCtkWebtf80TjQCuoMG+WoDHTobHROr1HRuLNmzQCCfz+Pw4cP4j//4DyxbtsyzKHEq5I5t7OjoQCKRcHppDZ9mRBX42VIka+Q0YCD4IG81cLXyaXnGMVN50dki1pFq4kB5DwB///d/j7q6OmzduhXz5s0bY3tulG8akGYyGZw+fRpvvvkmhoeHPbvBqTPU4IOypg4XGNUjC4bV9tHmKf/srBPgfaFpPp93MqYzHspTTf6EQiEkEgn88Ic/xJ49e1BbW+tbOz8R3qnOJhIJvPvuuy7I0MCI7dDgXhfcWv1TcKx2yuon+aK2dLxEjV5DPtMOEKiwvpkyys1ENm/ejKeffnrKwZ7a8Z6eHrz99ttudykLEnTWVEGG8o78VtCnv/E7dZn81Nk5e75mSzU5pplmDYKi0ShSqRRKSkrwzjvv4M///M/xC7/wCygvL79pYHl4eBhNTU1uFogAT7cqVpxgk6MqC5ropO1R8Kv3sWR9MflkfagG2Gq/GByxmqClpQV/8Rd/gcWLF9/0nby09Ky3txeFQgGlpaVuVsiW4OrMLa8HvOsd/fyF8kn5rPLsl+SifdagmnaQzyPOCoVCSKVSePnll/GJT3wCK1eunBIeqc1LpVJobW1FT08PgFE7Qx7puirAKzd2loL90bUqqr8k2kbdWU99BOB9CTbbo395H/4eCoVw9uxZfOtb38KGDRtQUVHhSQbdqM5OCgVy4M+fP++ERhe7kFk6NRONRl1WVSNgC1ppUMkAC+QsICczlZEqcIB3ukiFuVAY2QLs8OHDbrprKjMtHECC+ba2NrdDh0a9NhugIIMRO/nHNR0WPALevdOVN+ocdBaFZPlpQYOCFFVszSr29vbi29/+Nq5evTolvONzrZO7fPky4vG4UzJba6hyovxT+VQjYLMPOg7qJDRQJR9VWRUE6zMs8T7MHFy5csXdc6p4FgiMbMN68uRJ5PN5B5BZU0s54jF9W7LKl9ZaazBn9VzlQkGG5ZFNDKgscXzJH2bfWT5ld2zhc7q6uvAXf/EX+NGPfoTh4eFJ6a51bPF4HCdOnHA7fdgsL/ur31luw6y9OjvlqfLMyovKJuVXbYbN1vklX8gjfbae09/fj7/6q79yWd/JEnWVtqupqQldXV3OHrPflAvlWSAQ8CzS9dNJPaZg2+qZ/uY3VtaWkZ9qE3VMtJQqFAohHo/jr//6r3HmzJkp4ZvlITBSXvvee++5UjANdmKxmGejFQUNKn/kmZUpPz9q+2xtndo4y38FU+QlfyfvaGuGh4fxv/7X/8KpU6fc/aaSCPgOHTqECxcujGmL6pv9ru23fpfX2rI6q4+0pWobrZ2zPFebqjxVedBz33nnHbz66queYOdmUD6fx+nTp3Hx4kUH4tV3WEyiH/UrPEflVrfw98Nz7LvlGT9qDxSwqwzrluP8/ezZs/jBD37gC9pvlBRjMYn87rvvIh6Pe+yc6qP2xw/3Wntkg3nVab2fnTW3flbvr4FIMBgcM1NKO75//368/PLLYxK2N0qTQjXZbBZXr1512SNVThvd+kW8vMYGHH7nagZLGWyBmXW2BN120bMOKK/r7e3F3//936Orq2sMuJ0sEQhcu3YN165d84Asa1hIFJ6SkhLEYjGUlpaitLR0jPP0Cw6s0PA3m1lQ0EZiW+xUrioV+W7HO5/P49ChQ3j11VenlH/ahv7+fhw+fNjVnauisG0WmChIsEGryqPNaFkDqHJleaE8Jm/IR80U8ppgcGQ2qbm5GX/6p3/qMkZTEeAyQ3vp0iUMDAw4Q6fgVB2mBhM8pkGJOlANOKwTtfqqxk51U3XSBhwWNKoOa9kGnT5lgC+AO3HixJiZ0YkQx/ncuXMYGBjwlSULRBQoWFujxt46Tss/0vvJoR+Ptf3Udxtw877ZbBaHDh3CK6+8clMAc0dHB4aHhz0Ok6BDQZ22yTpoBWB+QI3PGo9HqpN+ga3eg8+xpQx+wObdd9/F//7f/xsDAwNTyjdgxI689957Dozr7LcN1sLhsAfsKa9V5/W4n3+wsuQnmzb4UPkEvNubWnusutHa2op/+qd/cju3TSXfCoUCuru7cf78eU/Czc5OqD6oHVEd9ws8rK2yeIWk/AO874ThMSuXNkHA59nZ846ODrzwwgvo7e2dMt6Nx0++44IBBktHNWFFbKLJLE2I+iUZ3s8n2wDBD+PYwMPiQV7LcWZyr7e317MGaaK80fHiDqIqU4p9rb5Y7GuTxtbW+flWlSXAu/bD+gI+h//rOep31G7G43H8wz/8g5uhmShNKtDo6+vD3r173fsf2GDNdPgJkzLZAh7LeDKGRs4CCDsQgP/bUAGMcRyq5IHASAbu0KFDeOmll6Yk2iWx3clkEleuXPHsS24dJNuofKBz0d0d/IRP++JntPxmMfQcv6jVgg8/I8lx42/d3d34wQ9+gNbW1ikFLzS2zGzT+DNYpFwRCNO52Cy8freZKRvc2gywdYp+wTB5ozNsPEbnr+dmMhl8//vfx969e6dU7lKpFLq7uz2zGX79tQDUOlarr34zFBYk6zoNO7tmDaTySuWFsxk6G8dsDZ/FIJwO7dy5c26/8skS2zUwMOB2i9I90HV2TIMvG4j4Zem1RG28YON6gNCWD6j9UBui11jgxN+6u7vxb//2b2hvb580z/gsAOjp6XHvUQLgggzti/bT8tSCQGsneU9r6+wMBj9+wR/P9wPQ7It+VwABAD/84Q9x5MiRKc0sc1zj8bgrC6GfoB/wS+axj9avql1U8GbtmdowW6ai56u8WvvIMaG8kdQnsX0/+tGPcPDgwSm1eWz72bNnXVmt5Z36AO2D8s/yVfV6vMSolUG7gQ2P63l2nZXe0/ocnkfd3bt3L958880pTxAoDQwM4MqVK55++iWr/GY2bJCryS7ri60eq73yCzKsH7Yzb7ZMmc8OBAJui/kjR45Mijd2XPL5kfdbqDzRR6ntUf20cqVyyWdY+28DMbX/VifHC3L9eKg4mPfM5/PYv38/Xn/99Un51BsONNQoqzGy2T0F0eN9NMpVobQC5ucc/JikbVRjxwEcz2jy/3w+j2vXruGFF15wsxpTQXxOX18fOjo6PP3XDIke0080GkVZWZkng1BWVuaygjboIA+AsYaMfbIlZTZjbM9XHusYWCPJe7/77rsuYzVVFAyOvG21ubnZgTeVMwtK9GNBli2zsplTNXw6PuyjlX+/tUVUVivPbC95yBcz/cd//Ieb1ZgsBQIBtLa2or29fcwMBHmpcjNeRsUmCywI4bP0uXpvDTKoYxp8jUe8TheCq8zyObQ3paWliMViGBwcxP79+9Hb2zsp/eXzW1tbce3atXF1wfLPjrfyUAHieAGsyocmI7ReWc8F4IIxP9vsZyfVNvL7/v378c4770xJgAaMLgLv7OwEAI+tt46YHy3JsLMZfr5Ak1DW6dtEkwUydlE4j+vMowIWJXXmly9fxl/8xV+gubl50jyzQTafBWAMQLMBv8qKzrBpYm28AIp84nftu8qS8pryozrOdmsygMGGlVkAaG5uxne/+13P7pCT5R9tBssnw+HwmE1XwuHRd1WpXfdLElggqGBb7aT1F+pP1Tcof1UXtf3WZuqH/SsURsp0XnnlFXR1dU0Z/ywdO3YMqVTK6afqryak/PyoBiEqvzoWfskU62ctzgC82IP8Ir/VFlqbzbU6Fy5cAN8pNFme5fMj2xK3tLR4ts22M7U2qeInY+PhBT//Y2WXvNHfie3GI9VzvZ/ag66uLpw8eXJSM0A3HGiosOubrBWEXi/bos5Gz9GMvUbzFuCpo1VFJlP0N7/Bsdtu2siuUCjg9ddfx4kTJzy720yWcrmcu6cFeSQFzmxvJBJBWVkZysrKXEZKnbGfI1FDRyGi4Cp48wtGFNioM7YO3vbBKnV/fz9Onz6NRCIxxllNhKjQ/f39ruZblZLnaFRvnYYCQhvQkf8KTDQIVB5zbILBoMewWafg1weOi3XuqVQKb7zxxpStbWHAaA2OHS/lCQ2kHqMRtMkAPxnQa/VjHYIuYNZZCjsDpMeVdwqSbdlSMBjEoUOHJpWtYnu7urqwb98+VzaljoNjFwqN1gHbbJWd6dDf1FHqM3lPzWrxmGanyDd98ZLduYbjyb3b1TZaoNnX14cf/OAHk5Y/jlNPTw/ee+89B3zVrpFUVlRf/ZJOJA2YVUc1kaQ8oB+wwYi1vSqXdktwq/9qezKZjNvZaLJEmUilUjh16pQLXsgPPtMmNRQAa+nKeLbPD6ypvASDQU+QoXJGfgBjt5y3iRedzbRAhv149dVX8eKLLyKZTALwvhNmIvwDRl4K2d7e7uSGGwyo7KgdVp/BIETtn/KLx5UP7LPaVh5TAGwTNLyH3sdWY1gfb/n86quvoqWlxfF8MmRxUCaTce8rs8EDy6c0+NBZDbsWQwNfBd9WBu3shvKG/LE85LgAowG6n73RPmazWXz/+9/He++9NybpcKPU29uLgwcPuoBP5UcDJ4v1/AIJa/NtUsbabd5L/6qtt+do0s5Pfi12CQRGEqH/8i//gnPnznnueSM0odKpQCCAVCqF8+fPe4AEO6QNVcWzCm2jPMC784A6Ess4wF+YLFjXNqkS6w42eh4wApJfeuklDA4OToQ9vmSdlPJFBU4Xs/M3rZG3byGmMJN3yj+9pwZY1iHbv+po1PnqS8Osg9LrAXjWB3yQDPZ4pM/J5/M4f/68p+ZbeWczRHpc5YwyaBXWAr/x+mgDJ7/nW1DDcdLdH2xZVUdHx5TJ3MDAAFpaWjyG3QZJ6ky1/X4BgwI/Bh7qPGxQZoMNy2cNcvVDx8y94zXYJ78UkNqFh8HgSP1yc3PzhEsyFJDbtydrgsJmQG0gW1JS4mZa7KJwPscCaR0nu07AZphtcE/y023lNQCPE2TAfPLkSfcyvYkmBthO6r46y1DIu/ZBeWflSctE+b+WYPjpmU1KsT0K0HRdkJK1dxYYsr1+49DU1ISWlhYP/ydKhULBvWNJNwyxgT9lMBKJuF2AKGu2XIo+w+q9X6KN/QO8AYz+rgCRfKdts/qsOqg2mM9saWnBiRMn3IJ3CyxvhG/q27nDJJ/Dd1OwD2y/gjdNWqg8Kh8ZtPM+1qZaXvrxy8/vakJF22f11/7f29uLAwcOjNkk40Z550dNTU24evWqrx9QvtGf6hoOTSD7Jfz8fLQfWb6OhwNV79WX6Ay4JvgCgZG3YP/rv/6re0niRHlXWlqKbDbrZr5t8k3bbhO1mozSBKi9RnVVEwBMAoyXaCL5lU7p+Nj+28D10qVLOHTokNsQ5UZpQtzN5/M4c+aMy1ZzgEtKSjxglQyypQTs4HhlKhaUv1/HlCmqsNbY8Ry2U4MNNUrcznKyu9do+wqF0e0SeQwYXTznF1WrsHAKmOVSmkHhR5XNtlszdX5GkW3SGSIFVTbrrMqspRvK566uLnR0dHiCqhsla1hKS0t95WW8zBPlz2+NgXXgNnDRMfALXO13BTLqVHRqUoNoG8ykUil85zvfmZIFfslkEvF43GUOFdRah0/jpTxnG+2Ut3UgNvOsGUNgdM9uv4yJgmrll3XGaiQV3JSWlqK8vNzzPgYa6VdeeWVSsxp8bwbLBqy8qE7YRIoGdjYg0Tp5v8DP8mO8Z5AXGrDazCjvQxpva1PKxuXLl7F3794xGf0bpXw+j5aWFs+7GfxmexQ4KzhmQkXf/aHrXFS/bSBrbajlFftrZ2xVNlXX7daS6if47Fxu5GVmyWRyUnxjOwB45IU8VD/FTDJ5wQW5Wk5ry31U/kgW+PgFqLZtdhZXeWuTCEqKDTTwO378uMsGT4Z/BJOJRMLphNodv76oLdKgSmWVAFoBoU1S2QDDj6wNVH21gYUGH373AEaCp76+PvzZn/0Z9u3b50lY3ChZvhcKBQwNDXmeb8uAxvOR7JsmBPR/a0/99M7aP30OvwNjt6m2gbEmrxT7ACNbb7/66qs4e/bshOSOfqisrAxz584dU1kBjN36XsdegwzFJ1pqZnHNeNiNpLy4Hg9V/xQvayBmA5UXX3wRbW1tEwpoP3CgYQ0QMwYKXLSDyhBbdsHvtnbcKrsfwFPlVKb4nW+ZTIbp73YrTVJ7e/uEmWopEBhZn+H3WnjrRNRoqyLyr66hsM5RI1X9XY2W35S43lONWyAQcNkh/m6zLBpoqPIXCgUMDAzgtddem7KFkolEAvF43Fdx2Xad0dEslYIXOltbY+pnMG2gYzMGVp4sKFQ+qzPmb5avR44cwdDQ0KTljqBNjZ622+qRtsGOrxprypDuWjbe7JfOgvl9bPaT97VAl89WHrKkUMdH+7pv3z788z//86R4yNk46qotebIzNSovasNsNnm8mdjx9Ji81mfY8bCAxwJs60ht0MG6di7OHc+RvR8pmGQWmWPDwIMOmbzVsk7bTxuo0jmTPwr4NHFk9VZ5Y4+p/bdyp7xUUj5ns1n83//7f3H+/HnPbxPhXT6fR2dn55h6aE3q2LdMq3zqTAX5oIGoypX1Q8qLXC6HVCrlK9v6/3jyZfngB6L5+4kTJ6Zkx718Po++vj5cvHhxTNKNsmb7o3zR5BTbq1UDqr96jg06VJasT2c71RfYZIL6DMUoyjM+n30eGhqaMN8sFQoFDA4O4syZM443GsRYH0F+al+uF9zZa63vVX74yY22QfnLMbS+zSZPee90Oo3Lly/jhz/84YTWH1hsqjxS2bPJSB1/xShlZWVjEqJ+SVDe14+/Kov2Odp/AOP6bz9/ks1m8d5776Gtre2G+QTcQKBhO2gjLRUI6zSpoFp24bdOw55PsqBEj6kQstzCZvM0K59KpTyLz/wMQaEwUsayb9++Kdtrub29HYlEwrWHx/3Av2ZjCCaGhoYwMDCAwcFBJJNJ3xkGBR76sXXHlp+2Bl4zePyd42KFUME2ZYTXDw4O4vjx41MCXICR3XF0ka/yTI2Jkg027O5Lfms1/Mjy2AJw+786GhLHNJVKed6orn25evUqTp486eu4b5T8HCCP26CdvysPCTZ0ajaTyXjKmlKpFNLptDum77zQc618qzPVa8k7lWXVEY4RM8l6PXkcDoddZnOi5AfoFaDZGVryT+VRp6Xtb36OWp2BXdyt4+O3G5fVcbWVal/8FqfyOwONs2fPTgrwXbp0CfF43AFHHVPNmqmdV3CicqgOljprEwt+OmlBi9/46P9WBm2Cyo6Vjkc+n0dbWxu6u7t9QdgHJbb3woULnrV8nMFWGeczCEb8EkkkC+SoR34JGpUly0s/cGf5RD+cyWSuG4BwHAOBAOLxON59991J+Vq278yZM+jv7/fYCZLVB7/Ekp5n10n5ATF9tsoiP7RPOtOtvFJbyM94NpP35LXa3ng8PmHe+dmiTCaD3t5ezyyY6up4fVAbnk6nPYmpTCYz7vuQ/Hy6/V9tlvLXvmeJsqd2weoE/x8YGMCJEycmvCi8UBiZ+fF7D5a1xfSf2m+/mUdiZfUxirct/5V/4/Vbfal98a3qg97P8r6kpAS1tbUT8g03PKMBjJRlsKTAOrnxAAyZqlNllon2OsD78i6SCqUF2sowa1zVGNhgxmat4vE4Ojo6pgTw6TM0E6FGWgdZhSWTySCZTGJoaAiJRALJZNIpFkEeFcwKmPLfD7DYY/w+3n1sRsuP7NgwKJqM8+X97P/avnw+7wEleg3g3ctds84qIzb7YPnip4S2LTSqqsh6XzpiBVJqVDs7O3H8+PFxQc4HJRp5PlvbbvlE/rEN1iDR+anMqXFPpVJIJpOewEJBEe+vMufnQAmm1DFZAKlvHtZghMkPBRiT2SWDYIzPVP7RIaiz9zPq5LX23a4Ns/LHe2k7dIwUtPvZCwVrClYsALJjwbYkEolJLWwOBALo7u5GOp32bBKiPoBjxZkJbbfySz/WdrHfyhsFjH4zxjb4t/qq8uinD3rMBk3xeByvv/66bxB5ozReQseWPfLDAExnO+xsw/Vst/aH//M51uaR1zZQUyBjZzWvZ8sKhZF3Xrz44ouTfq9BPj+y0xlL2AqFggesjed39XrV9VQqNUZv/GYR1UZpnzXQ0P76yRR/o621QFHHRNtbKBSQSCTQ1NQ0Yb698cYbrq/aL51NtDI9nl2h/adfGB4e9vgIJqCsH1DZsvppbZXlYSqVwtDQkPNBNkmlbdPx12TERGUvEBgpeWag4oc31WbpdTrTrQlbDT5s1YbFIjoefuNzvXGzdkwxEGdnuKFMoVDAlStX8Pbbb08oIfCBi/pUIdvb23H16lW33kAbaEk7bJmlDtk6ABUQ62y1TRbIqABpht1uF6jG0jozYITB8Xh8UlkWbbO20xpw5ZW2Ixwe2dVkeHh4TP2lX3ZFHbDNgJDHClLUsdhMorZJlVrHyW8GwI53PB7HxYsXcffdd0+Id1ZRdFw1k+yXpVfnmMvlXBbcOkkFQbYPlEUlPxBA4pjoDJ01NqFQyHNM7xWPx9HW1jZpsLJv3z4A3hdo8RnaBw3Kbf/ZHzoGfidp9kqdq8o772dBkAWSqqvWSfGcVCrlWQem4FT/sm2tra0T4h37qqDY8snPcagOcYwZ8OlYa3LEOlg9bzxgZO9F56rjNJ7eXi/I4LmT2fKRY8l78d6aZGI7SkpKPOOv/VT+WN6qXbPgT8fQz+fYe1tQw/HibJ0fv/R6tqevrw/79u1DOp1GWVnZhHhnbYqVQw0qaHupf5zVsPfT7K61NepnLd9JFgBZX6bnK2/8go3xwCIX0l4vIPkgZJMokUjE4xtUHvWvbTfPpS3SIE9110/e9Ded1bHgV89T0GdtxXh4Rykej7vZtIlkm7/5zW+ivLwcS5Yswfr167Fq1SpUVla656tt1kQdiWPI435lY+SHxR9WXrS/lk+qq6p7AFygrby0PpztVCoUCjh69CguX76M2bNn3zDv9D78qL7Sf9hxZJuIBW1AwX5ZnDhe4HC9jz5XsbryRZMZXBYBeBM/3ElwInr6gQMNK8QWnPhFcgA8TPaLHFVgrEG0TFXls+foAPkFDgoYKHDXczi5XA5nz57FhQsXJgySSb29vZ7aNj6DhksNnwqYOgCep+1XJ2szwApgVPls3bw6CRvd8rj+rjxW3iqo1362tbXhwIEDk+Khyo8+U7NUylc/Q0inwfP8gLwaexuM8Zl6vR9g0/tYR0TS4EP5C2BMBmyiNDw8jFgs5smC2WDSBmrZbNYZPgU46iTZbj+HobJFWbN/1XFoqQpnR9QpaQmBAm27JkjHhn3KZDK4fPnyhHgXCARw6dIldHV1oVAYXcisjs0+Xx0ar1F+khhAkefjya6CMGDsjBP5YsGcyrodDwts/HRgYGBgwgEaeQeMjEMmkxmzo5YNGLSERtum461yZ5NPeo0GgWrHNNGksmyz2XwuZ+9Udi1w0Wsok93d3ZNKTKmu8b5+NkK/W13l/8pnBqDkpb0PZVFtlh8Yt/y3wYu2R8EjdVnP1+uos9rviZCuZSI/7AsPFWjZtVK0N8wmq58GvMk9P5toQbNfAKeAl9+ZWKEO2/5b/23l0GKgG6VUKoW+vj60tLTg6NGjqK6uxsc+9jEAo7t12fUr7I9NKlh/zL9Wb9WHKj8tfxXfWDum1+uz9RzyzyZflIednZ2Tfp+GJbVHFhtrmzSQV/ILSnlPq5O2XyQ+3/LDjwd6nY6n8lkx1I3ShGY0FKhoCcF4xonfrQG1mQMtu7BM0/vpYPkFFdls1imuXquDZ5VTB4vtamlpQUdHx6QDDZY+0enSMbDtzNKqkdXsi32fhwUYfrXt4wnReIpugy5bLgJ4y8u07tQCWJWVgYGBSb9xmJn+5ubmMeBNM1U6ftYIEkj78QGAm+61Ndp+jnG8jI6WROVyuTE8sryyQYwf8JsMzyyRNwpqx3Nq1vhZkKrlUVb2yD+dxtbfyWvNto63TkMBDh0+d9QqLy9HWVnZmJIY8pIvi7tRKhQK6O3tdRltYOx7LGwtroIKZoUIpBl4qEzY2V8mZMYLTvm/1Vc7TmpnaQcJ9BRw2meQf0NDQxPmGwAMDQ0hHo8jn8+7YIu2nmSTBBrwso2ULWYqgVE9UzulDni8/wGMsYmaldcEjAZxKnvknw2I1Zf19PTg0KFDuP/++yfEu0KhgGPHjrnsdElJiScosuBAbZ0tR2HfFOAzILLJJpK1eZZvOmup/NPrrQ+y12uwoXa2paUFr732Gh5//PEJ8S6fz+PQoUPo7Oz0JHJo46hzyhvAG8gywcO+2R0JdRw0IFAg5me3bLDBj/U5GihpEpf3pw2xdmGiAQbpG9/4hiu/Ki8vx+XLl/HWW29hw4YNTrb1GX5rq2jLrd6RVOcU4+gsh/oHmzjxC/DUV3G8ea3iSfVDbKduf8xy9MmQ1UnLg/GCBA1uqZ/kq+2zxdK2/34YRa/R9vB6PkuTAX6zJ5R/ne24EZrQfmg6Ba5EQWNj2TjNuHChpiq8Gj9bY6dKbJmmgmUXn3EwFDBbAwCMDaA42OFwGP39/VO2m4P2V42WZqKsYVQl9xNA60hssKDn2sCC/df2WSfmFwkrf3Xxvf1tvIzaRCgQCKCqqgoLFixAf3//GGdhiTLFa23m2868qWGy/LzeWPJZ6jgtMBgvcLFOXh2hyvFkSGXJOkWtXbfyp2OvfdY++mWZ7G/6v5U9P16ok7GOSXWGazEofywL035TPidDfkY3GAy6fdd1O0O2lwGtzvTyXjyHWUIFKyqXKnv6u+WXn4zYsaBs87sFYFYnFeRPhDo7O9Hc3OzJ1PklqdhX8kqTLdo3PyerckQbae0Px0rlWJ2w2ljVX/bdtkV/VydtbctEM368nm1RkGl/Ix+tTQfgScKozaEsqxyoP+T1BJGavFF+qo3gMWsr1efomGkCQstkgsEghoaGXMnoRPyEJi3Zd/UBqivaHuoxee5X/k2yOMTaVD/9tADPBho6FuPJlfpRP5psoLFz504AI0mCYDCIzs5O7N+/37PA3MqAJmDYBstje9zPf/glTG1AZjGJ1WnVTfXf6s95jupGLpdDJBIZ4+smStYmq29U+crlci6xlEwmPfrGdqgdt3zwwxN+PkPb4ZdQt/pvgxWer3hBx/ZGaMIbL7PDFCR1XHSg/E0DDc0sW7BnhU+F0gYeFuCpY7LCZBdMW4ZZIWOZRDwen5IXqDHA4vPYf50yHg8Ikje6sNGWrYxn3JRnVpHtteQBn6cOQZVAhZmOywYtylt+n0yQYe9hQZm2TZWRPNZSG80UkUea8VUF95NDv+coL/W+Kp9aCqQKzv5om06fPo0LFy5g1apVE+IZMLo1svKQZAGAGhEevx6gUX21wM86CWsw9TpmvG0bFTQRyFB/+GKy0tJS5HI5xONxlJaWunps7V95efmEeGfBAfnDF6ixjcoLOhItz7Rgix8Fuep8ed/xyi78nIsFPcAoONekjT7fTya07376/EHJ2ngLmLVf+g4hBZ7KLw189X8NSDXQsKVT2mcL2q0vsA6UvzNY091yFOion5tsZpTtU14RoKisqN5qu/1Av7XhfsEov+tsE/mpSS61aernyYvryakNcnjPYDCI4eFh9Pb2Xhfovx8pH1QHdYbDBhNsnyZb1B8Tt+Tzo+t3rA20vlXvq9/VpipvbB/U3tprVFdURybDN45hRUUFCoUCGhoaUFFRge9973tjZgqZ2LGgVnlMfmqimX1TefMLMnhcZcn6Kz+QrDJJW6330t9Urtm2yeqt1QOLT6zsKZ/YDuWXDY4Ug/hhPfUVFi/74RKVY7bH734k3uPMmTO4ePHiDWOTCQUaZKTNwPgZX2Wqgj/NilgF8gs4rudseR8VYm0Ln6GKCcBXYbX9fgyfKClPLOiwzoq81Cyun/DqvfnX8oT/a6mLHleltYpNvun5fg7ZtkMXO+t9JmMM7XN0XPX+fmCC/dLyF+WVAjIAYxRVDaA1an6Ze73Gjre2z8pbLjdSahOPxye1XSGJ/eZz7JbR/GvlyW+c/YyX6rXKkA3IVIZJ7K9dV0THoDtyEMAHg0FUVla6PceZjbQzAbRHM2bMmBDfFISrvNApsE1+vNAx5eyt5a11Njao4G9+Hz8AbcGAHVPyVclPJm2fJ0PUP2bYqRO8v+WXDb5t2zRR4CeHftf6+Qy/6/R+lvwSA/oMlWtNoE00saI+QJ9Dos2xa3+sv9W+aemtX194X9s/a7MpR2pXlNdqH8fzmyoHtk/JZHIiLHP3tf9bXdPj2me253oJLAC+WMTKop8P1WdZGQTGjon6ZJL1F3pc/06E7KwcAE+ZN9+GTn2mfKoM6pjS/iqu43E/v6l8sWWLfjZSZVtnhayN1IDGyiV9SyAwUva1f/9+PPnkkxPin7W5nHX300eVGwAezMLEm+2rYrfxksXqh22/9Rq1Z36219pDP2zS19d3wzz6wIGGBXJsiF82wwJqHqOwaobGKqAqskZfKpg8pjVlfmDHCq1tM/uhwqA02SlJEgfP76U32WzWk0XyKzmwimcNolVWa+z8wIwFIn7g0s/xqEHxc05+jqS9vR3d3d2oq6ubMA/9eKGkMwJqRKzSahBkjRjHw84+qIzaYEP/AvBkWi1fgFGDrPXrPMfOWE2GVqxYgcuXLyOXy7nSIjoIPxnjd6svpPGCfeWlnyPmtdofa+A4bvzONrJGmn0Ih8NuNiMYDCIWiyEajbrraRM481BfXz9h/mkdMjAWPPrZNtUjtsnqmR7XZIrVTbWB4wV4fs5TAYmS1Ru1GUqTzY6qPijYo3zYYF8DCPUd/K48tL5G++PHE+s49eNX9qd6bfk9nj4r2d1lJsI7a+e0b+QNQQf12vKcx4CxIELlU8+/XmBj72N1m37Yzvj4jYG9j/Z9MrwDxsqH30yu6iCJfWcSge1lW+3LclV3/WTGAma2zU93rR/SY1b3La/4m5beTBVVVlZi06ZNOHbsGHK53JgdJv3Gj/0kfy0e4DV2La5N1NmEs8WDJOWjypcN0vSeakto4yORCO65554J80rHls8bz19oe5RPilEUp6qs6e/Wh9j+jzdrq1ja4hn1Q+qzbbsnoqc3tBjcGj4/g2uNIomdAryLilVprFD5ARc/Y1cojK4XUEFnu/n/eArNNqkg24zRZEiNj4IB7Zeu1SDRMeuA2yDJT5D8ALAFdJaH4/1mHZTftco7PyfS1dWFgYGBSQUaarR0xkd5om3y+90qj5UH6zyUB3Yc/XhFI2qNhiqvVWo/HRoPLN4IzZ49Gy0tLZ526DS3dQw8j8esg7BBgfLNgjg/nunHzjZp/9l3ncnQBdWBQMC9BM8CUwaJNLQLFy6cFA/ZfrbPBh5qR9SmaeChwZ3y24Ji9sUmVfyyfryPtVl+wEr5bL/79XEqZjP4XF1fpjzRZ9r+aMLALxutf5X89MX6CMtHC0osGPDTQz9AwefHYjFUV1dPkGvevvC+drczzuCpPrEtdlyVD9pefjShMd6W62pP9bsF1qoLNvPuF7xqO5hUiMVik+KZ3pcAnG2z8mdlUdto/Rx12AI0LfHxu+56ZAG23sv6Ut7b2tXr6cNkKRgMIhKJeHALd5Hze/u8VrTod2275R2/++EKa/fU9/jdRz82sWX5o3JLv2LX+U2UrBxSV/3sBtuovll5xf91Uxk/vfObdfXz1fa73dXRT95IHG/dWvtG6Ia2t/Wr5SaTLDixRpqdUwW3RtKv5tEvWlMnzXOpGLorCNvj96bND0o3cu71eKcGncesAgSDQffGaIIO6xxUqRWssq0WAI8HVKxS6zMA71SoGgS/jIHN1vj1fyrIKjEDV79Mpzo2u4DNL7ukhssGvXrcjocFi8DYLZ3JY92wwAJNtpeAZSoMnxoVBboK7nTM/RyFyo4NPNT4WZnQ5+t3Xmu3D+V9yT+WRSmQLhQKSCaTqKiocMEHt69U55PJZFBdXY2nnnpqUvxje2lg/ZIn/KtO1y+5oUGvgl5r2LWMz2anLH/tsxS0aLDC0hm1mfyrcggA0WgU06ZNmxTfyDvdaSsSiXiCCP0LjJ2R9PMtfn6Df639Uhthg+Txsr9+gFj9iA3S7PPq6uqwfv36SXLOC1IsgFeQorO2yg9rD63fVVtoz7P81P8tD5S3aluVd9bHkOwYVFRUTGoGks/TTLUGZMob5Y9ttx+vFexZrGJtuY6D9cEWECtfbLv0Q522/kN9kH2B6GRpPFliP2iflfd+gFn1UO2PBcvKE+uX9Rxeb1++pzZVgxi79lL9INs/2UBD26uzt5aYSNFz1OcpH9XvKR/VL/jxyOIX5ZvfdXY2Xu2A4gCeV15ePiFe3fCMRqFQwOzZszFr1ixcu3bNLTq1isK/amAonNoZ/d06yfGE0RotGhYVPh0YFXY7pclz7c5IzJxOBeDzUz51slQKW05mDSUBtF8JlgYDmjG2gZltg/LBCqaOobZfjSPHjf20gIgOcSJRsCVtPwEYj+ssEY/58Xy82TTllV9gq0DQGjg+X+WbfWc71PCoIusxto0Z+8nySrdStS9asmBDj6sBtEBfjZYFhXZ8bGae9/Sb9bGAEBg1btyRiPzPZDKubpiBRiqVctvR8tyJLgYHvEECn897azZP5Ux5AYzuzkc++gEBdeiWV6rzNsizMmhnf21wrA7DlloozysqKjBnzpwJ883y0NoI9skCI53BUrmyfLZttkCPMqPAWuXK2n2/79ZxKz/tGFpQ6DcLciPE/tigVo/rb/R7yid7juWX8lXvrTywQMfOxNnr1N/q+cpfm8BROzgVgYYSA13tj64Xsskm1UPrR1QeeG/r5yxAttfyersTko6Pn7xbnlk9AkbedVFWVuZrXyZKgcDITo+lpaUYHh52bbGyr/zmddb/WRxocZ0mQlSXea723SbsFNfxN024+L1bTP01AA+euhFSfltdsvbLTx+szCmfNKCz611sgGF1z/qIbHZ050Ftq51Btr7cDzctWrQIixYtumFe3fB7NAKBAEpLSxGNRscYb8Bbg04hYKfYab9sva3LU6c73uIWv2yEGjkr5GpYSH5OjDRnzhzU1tZ+UBaNS7Nnz8ayZctw/vx53yw8a8p1qpfnWPDu5+QU/Cs/xwOAFlzbe6uwWkOr98nlxtbl6r3y+ZHdgu6++27Mnz9/0nxk20jMfKvM8Zl6Holy5+f41GBZPtmgwwI5HlNQZXmnY8ZzlV9U5EAggOrq6klnlTUoikaj7pl0Fn5OSQNd5RPPtQaf99KxV53luQwA+Hy7+J78tMDQZpj5+9DQkFuzQQPK53A2cyocLkE53w7Mna1SqdSYIIL8Y2CnvLTtZ58tgLO/Ky/ZHv5VoGiBsdVHBVjA2EWt2rbp06dj+fLlE+ZZLBZDZWUlent7HU/Il2w261lkqmPMMlElO4N+PQDnB/7U/lm55HMplzaDrTJp3/DMdvgBUn6fjPxZoKI6wC1O+X4R1RvttyZU9Lj6bL9Ew/V8jfoAtYtsj74QVW2qn31gn2iz582b57ZZnQwVCgWk02n3DhJgFHtQniwo1Blv8k4BmNpDYBT8+42z/m8xjM3k+wUqeq1uA6x22/q2yspKzJ8/f8qCDNKcOXNQV1eHixcveuzIeAkXy1vyxwatdstZ9ZUWX/gFaryP9c2ZTMb5gPES1iS2MxQKoaqqCmVlZTfMH/XhvL9WM6j9oh3JZke3Y+f5ignsDL/OPlv86zfL5mfzLB9JlHEbiFlZ1GqLadOmoaKi4oZ5NeHtbdlANkQdrL4Vl2QjdRU8v49lkA6mGjEbgCiTrFHV+1MYSVQKKlQwGERNTc2U1NzSuSrA5DP5PG2v8scvO6dCaQMBq8BWya3D1XbouFrHrcqqgszr/eoE2f6pmNEg36io+nw1ODyPIFGVXR2NBQ0aQNgA1zoaK48WlFsQeb0ZJraLfAwEAmhoaMDcuXMnxS/2nYG9tscuCOezVT4tCPFzCBZc6Qv49HqVN76vhHzwq3Umz7hQj+fo/ai/Gmio8587dy4qKysnzD/rzPlcbR/7zf/V8VrAZpMGVn5s4G/lSsfAz8kqL/UZ7IsF4H7yHQ6HMWPGDNx9990TBsu1tbWYM2cOent7x2TN1S4p76z9U1thx0FtjB/AUT7Yc7W/vJefjlue+tk05SUwUnJWU1MzqZlITQRYEGJLMVSfraxZu2ITb5ZfvN7vPOuX9ZjyRgMKvS/P02BN/SwBK8tXJip3bLflAXlpQR9lUbGLHWe/IEN9BMdI9dYPa1gMY9vMZ/j5cgXmPMe+T6OyshK1tbVTHmhY/tnMP32LH27Rvlm5UH+gMqV2yfLZzs7yf30xXy43kmxKJpOeQE3Hj7iUehYMBtHQ0DDhhDL5Q/m2SSa/GdlcbnR2jcG5X0n9eEGDHy62ss3vOhYakPnJ43g2lWSrIm6EJvUeDf5V4crlchgeHna7wiiQJo3HII38bXbZZlL8BJT/WwGzQNA+W6e79e+qVauwdOnSibLIwytux8lnWsehRt6CEg3oNPDwCzT0Gj9DqW0aD+woP/0+Fsxoe3md9rumpmbS/ANGdlmJxWKeYAsYdbpsw+DgIAKBkX3BKXs682Flx36Ub35AQ3lmnS/vrx8dC15vM5E0PqFQCKWlpZN2GjNnzsRdd92FQ4cOuUV82jaVc+27BRt2XO3Yq3NVuVOepNNp9Pf3O8Pux1/lK/lkdVJ1Z3h42CU0eC91yHPnzp3UrFBVVZXnPR9WBuiwbNutjlqyoF9JwZ/qo/JMs8YaFPs5JOvktR8W4LDd0Wh0UmBZ6539xhIYDdgo87SLusDfLijVtqse+fFzPGdtr1X5o7+xWWS9v8o6+8ffKioqcO+993pmum6UdPz1/jYQsM+2sqc8Jl/1/noNx98veLJ+Vftv9VyDNj8+WvuizwuHw6ioqPCdhbkR3lVXV3tmOXk/P3nmcTu2OgZ+suOnVx9E/8YLNiyW0eu53tSCTNuP8vJyTJs2bcw4TgXNnDnTbSpCGSO//HCFBiUqE7xGgwTtA3VQS8s0gUQ9JV+s/Ol1yWTS1wfrONLuhEIhLFq0CDNnzpwQfwKBkdLeiooKdHd3ewIG5Y3Vr1xu5B1QyWTSXa/2j7y0cuUnS/Y3m0y5Hh8UI1N+/OSevCorK5uQjE040GDnVGHJvP7+flRVVXle7GINnlU6GyD4BRSqaLxOGUdSo+EX1fo5ep1Gz+dHyk0mOqVmKRAIYP78+bh06RJ6e3t9nQTgXRBkDR6/a3v1eiqk8sRPMK3DV2Hz45M1uOyP3/2z2SxSqZQTymBw5L0Hk83O85mzZs1CfX09WltbfUFoNptFPB5HW1sbSkpKsHDhQlfuMt7aDP6vINcPSJP/4zkOBSu8pzWUNghTOeTYl5eXY/r06ZN2GMFgELW1tZg+fbp7mzplxm9xPNvE/6kH1ngpn1QHrQPk8Wx2ZO1RaWkpksmkcybUNz890BkAJc5y8N4q92of6Dwm+h4NAFiyZAnee+89dHR0+G7tqH/1O43yeOOsAMhPh6yjoFwpf6xN1L5bOVYnYs9XWQ0ERkpily1bNunZRz9Qr+NJHvA3Gwj5OWgrj/oca6f8dNT6Cb2PlSMLnO0Y6rPZroqKCmzZsmXC9d5K1k7xO+Cd7fHTOQUL9nfLLz9eWoChf20pih/Q8ZNDG5hYPxKLxbBixYpJzwYtXrwYJ06cwLVr1wB4F4crX22CygIstUtWj2w/rKzZskTLG78EqMqhlT8F2VZ+C4WRd/WsWLECq1atmvIgIxAY2bnvxIkTGBwcHJNEUH9CYvv8qkssplP5oV/wwyT2uAYsfr+x2sPPx9s1YPX19di9e/eEfUWhUEBVVRXmz5+P3t5ej+yQhzb4p0xcuXIFAwMDmD59utt1jbNEmgC0suInk+PxVvlr7ayfT7A+RnlaUVGBmTNn3rpAQ40OmUKnFY/H0dXV5UCmlmvotJIaQQ0ILPOsIbNMosBZBufz+TE1bNdzaADGtLWiomJKlLdQGHmjsTUsSgpQLG/UoVFJ1AFqVlj5Zvni51xskJHLjU6t+Z1rQQuPZzIZpNNpT1sZAVdVVU2KdxwDTt0RTNrIP5fLYWhoyL0tOp1Oe+pzNSjm+TpzRD74TetaxfPji5+8+im59g2Ap0/Tpk1DY2PjlCwGr6urw4wZM9Dd3e0CDRtwAf6AhXy1/Xm/QENlSo+Hw2GUlJRgaGhoDGhRZ8ox4job62A1CAoEAp7sF3lcV1eHe+65Z0K1pHxGJBJx3+mgVBfJH5Un/s92KHixfOVfDUL9HIaOg/LDz1Yy0NfAxJamadaQ92A7q6ur8fDDD08qKw+MLE4d750SOjujdfD8zY9fllQPKV/WhlleWidqQYvaTDsmfjZB2wAAs2bNmnSZbaFQwKJFi9DU1ISBgQEPX/i78s2S3/n2d+tD9To/kOsHllVvLYCk39U3M/vZD/VJ1dXVuO+++ya1cxIDFruuR2cWKes834I52h6/QMPq5Xj+Qz82cNXjNojgs6iXutZAeabjBwDTpk3D+vXrUVpael3ZmAhZsErekFcqNzYbb8Gr+kc/7Gb1SnlhZU7xBv/qYmdtu+q9/gaMVEhs3rwZu3btmrDMASP6VlJS4ma5lZgc036r/R4aGkJZWZknaFIfQp6r/lgb58dr1V0m+1RubTmj+hWVfw0ma2trMW/evBvmEzCBQIMKWl5e7lngDYwInE5dcltDMsDWMPN+toN+hpzn8q91oDZysyUvtgTE777K1JkzZ2LlypVTliVQoVfjZMGvAgw1knotgalVdiuMPKbkB5jtbl3a5kKhMGYq0zpuC7S49WgwGMS0adOmZLtMK3e5XM4tiKQ8sPSD7eaiQAWI1qla3lEB/RyHghG2SQ2hyqAqtXVOapB5HwYBs2fPxsaNGyedGbVlSrp7Gnmh8mXHnfKlx9hf5aXqq3Uoyku2SUG6LbHgfTntrqDD6qzKrzrrYDCI++67D9u3b5+U7ursidoYe47qkgIXfbO5tp9jbZ2BXyCnsmR11gYZfs7FOm8bENtxr62tRWNj46S3ely6dCnOnTuH7u5uxyd1oHwmHSD9AnngN4OkcmNBn+2f+hKrv9Z2KeBTO0ewrM9Rvef1udzIm5M3bNgw4WwfKRgMoq6uDrFYzL19V5/F/iuxbZq1V12y1yioteDHj0+2jMzKJXmlPsdPRv10KJcbSa7MmjULCxcunNRMGm1LVVWVm9HQZylwYzv0nSS8h/LHzy9bnbS2Xf2In56q3tng1oJpCwYtZgKA+vp63HvvvSgpKbkpMxqhUAizZ8/G0NCQh5fkjeIRbZvad9WV8fCaXmOTIaqH/K4lZXanKfscm4ilHEybNg3Lli2b1Fo+rYApKSlx62fUv/KZbBvtq/pG1R/VV4srbLBhZVPljPxTsufwO8n6We3n3LlzsWbNmpv7Hg19YDAYxOrVqxEMBvHee+8BGK1Z5gJONUIAPDsBWadsldSPEeow1GmTlIE2EtaMsg68vY8GQ/Pnz8eWLVumbH/qUCiE+fPnIx6PjwGaGgTpzIU6D55PQE3nYgGsNUYWWGuf1dhZg2qBoJ3lUONM/us4BwIBVFZW4p577sHq1asnxTvyPxQKYenSpWhpaUFfX5+nb4VCwe00Qhkkv3QMeD/LK5Udv8BgPP7yux6jkmvAYqe/rfxSryoqKiacibc8A0YyXuFwGJlMxvMmYQsMtC1sM+XMOkHylTJoDSDHxDoUznipE/AzkHaMNLjR9tPxKFVUVKCxsRFVVVUT1llrDxSY6u9KCu4YZNi30CvP1SFaO2V1zI6N8tfy2AJnOmHVYy03AEbB8iOPPIKGhoYJ8UyptLTUsyWxJph0NkrtnAYcCpx5jQV99qPyozo3nv+wvsbez95DQYvag2AwiPLycmzfvn3Cdd4k9nvevHno7+9HKpXylQGrs5bPer5foGsTDOwX763gw8qW8u16cq0ByXigCBixyY888siU7EoYCoWwceNGXLlyBf39/WNmghQQW/lim3SWjQkz6wNUNnRM/ORMx1Z5S37qDknUUd0ww8q0fo9EItizZ8+UJkSVyIMlS5agra3NLbLmb5qptxiCwQD77scnKzf0m4ODg4jH4272m/pPG2BtHP/qDBAwtnwLGA2egsEg1q1bh927d086sRIMBjF37lzMmTMHly5dAuBNWluspVRSUuKqXehLbULe6pvFJRbDKu5jG9XHWl2kzPm1jzyLxWKYOXMmpk2bdutKpwKBkXreefPm4cSJE54sNl/4pC+48jOCKrBqzFT4lGlWyZSJ9jcryBqx+QErEtsYDodRU1PjBHCySszr586di1OnTjmhssKnC0kVCKjxU0DD/tsonsd5XytgthTABnbWSVtjwPtrm4DR9wZQ+Wpra/Hoo49OejcRy0vKWiqVQklJiQsgstmRHanq6uqQy+XceQqaeQ8rU37O9f2C3fcDO8pnBU9WHnk8Eolg5cqVk3pDrvIpEAhg+fLlyOfzOHHihEdv2A49xnbZ0jyOfSKRQDKZdDwi75UfHGcFGbYUxRpKPpNtUIfhB5A0ANGys1AohFWrVuH++++fkhICbgvM/mpZht9skAVvTBxou22frBOyMqa28oMkX6wDV31Xm6cyGAqFEI1GXXA+GVI7T96p/lldJL/U1lkQTRkb7+Nn+2+E17ZMSHVZA0AbmFMmdu3aNSVbsxIENTY24syZMy6LrPaDfLKJKgXK1s6qXADeheLsv46VDSLseOhHKwisD1Hdsb8Bo1uLrlmzZkpmvf2qJdgnXYNps/DKV732eiCPZP2BHxD086MqR/aFwpbnFgASjMZiMWzYsAHTp0+fNO/8iHypq6tDY2Mjjh075t4MzbF/v5ltO0uk46/yx+OZTAbJZBJ9fX2Ix+Ou72VlZSgtLXXjqIGF3cVQ/bBNTlE/pk2bhqeffhrr16+fMC6xNm3JkiXo7OzE0NCQR04ikYhnpp7jz80LFMOQrmfr/I5b32Dtlp8OaxuVd3YWhGssFy5cOOGgbFL1GYFAAKlUyrPgNhgMehazqoHkgPC4FU79znOssirjeI7fudao+f2v7aAxYnnO0qVLnYBMlvisaDSK6upqdHR0eJRPz1GAlM/n3QuZbD/5u59xsgqnwqizPfae6ojHA4UqjDQMNDg6mxEKhVBfX485c+ZMuoRFqaysDGvWrMGLL76IQGB00Rez9qFQCNXV1Y5n1tjQ+Fl583MA48mWVWqew2PMEKhxsHy2xIV2UxVokKLRKJYtW4bjx4/7tgXwlhNQX+kAyb9MJoP+/n5cvXrVjUtJSYnbMEEzzuo4lLf83cqg6qaWrCh/bRmXtpeOr76+Hr/yK7+CDRs2TDrQCIVC2LRpE7q6upBIJMaMJcEKjzHr5lfqpYGtBXSAt55ZdYzOXHXVJgCsTvvpvJVzbTNtzLJly7Br165JlRGQ2G6SXxmB8oak8shzNGjxs+W2b/xd7ZXlrd91lD0bGKv8aoDCtpeWlmLBggWT2nhA+aaz2/xfy3vs8/mdfFMfa+9t/2oA4AeWbUmK5akmq3hPzTbbraxVjnO5HCKRCBYtWjQlm4WwP7FYDHV1dRgcHBxj67SKAhjre8lTkuqQ3/8WwFn9sj5UZVbbrHqu4+Hno+nrAoEAVqxYMWXvp7oehcNhNDQ04PLly+jv7/fMZGgCw1ZYqDxRbiyvtM/6nolYLObWm9kEdC43so3t9ewePwxGOPasdti+fTs2b9486Rcya7UJ1/RysxPqL9eK2kRZWVmZb0kz4F1ra+2U6qH1hbyPnx+2+m1na62/Ur82bdo095LcidANBRrKCGBkh5wFCxagtbXVOaxCoeB2m8rlcp5ITRvvZ/Bsp/2MnB0APxBsHRGZ6geALMAnU++55x6UlpZOiKmW2N+qqips3rwZb7/9Nq5evTomAwOMlkZZx8IPI3olC+gA/23NlB+8TttnhVkF02aurIPh/cjHaDSKBx54AHPmzBkjNxMh3jsQCLjFpizXU/DAIEcV1G+WSOVMP1Yx/fg4nhGwMmgBkP2u8sFM5ubNm6d0YZ86dgZZmiHWduk4+ulYOBxGOBxGIpFwpVilpaUeR0zga49pGwDvtDYdQjweHwOorYxa2WN/YrEYVq5ciS1btkw6M085mj59OhYuXIjjx497DDHJBj/6Xf+3AIX9szo3XnCv11p5UxupNs7OWqojV5lgYuiBBx7A0qVLJ73jFDASpC1evBjxeNxtNW31kX3R8lDyChi7AFp56QcobPCvvNQAQgGyPZ/n6vaZfn5JZa+xsRGPPfbYlPCN/a2qqnK7/aiNtbZJZ3+0JI1tVN5a2VVAOJ6NswCYoI3f/WSW3202VYlYoaqqCtu2bcOCBQumxEcwU93Y2Ihz586NAXdqTxWHqO0bL7AbT9b0fpZffh/eQxczUydVd22Jo8VFM2bMwI4dO7BgwYJJ8Ww8smNWV1eHmpoaDAwMeIA/4MV1AHzLvlT/6It1bY/aMQbwwKjPUF7o+g1N6PktHmcbmBhjaeKTTz6JxsZGJwNTkVCOxWJYuHAhDh06NMbOsV/kF+BdKM7z9S/Ps7NdVqb8ZFRlycqf3/lqY9lm2phoNIoHH3wQDz300IQx8Q0FGn7Z5draWjQ1NSEYDLr9+lnGQGCjjkYNox/A1YHRTL419Mo0jXpt1KZOV49poKP9KykpwYYNG7BhwwZEo9EJMfV6vKupqUFFRQWuXLkyZh9+kho+/kbesO3qZNTIWQG3gNfy2+96P8OqQmtnNdRI5/MjtaPz5s3DPffc4zKk1nDdCGl/A4GRN2c3Njbi7NmznrpGEjM+DEQsH/WvAlgdCz9+2aymAmhd1Kx8JSnfOMYMxLlrRUNDg9upbTL8UuIsY0NDA7q7u9Hf3w9gbDaUY0w+qu6xzcwWVlZWOp4Fg0Gk02nPtrO53Mhe5nYmU8ESeUAH0d/fj0Qi4d74TX5xPPwCN2ZbIpEIGhsb8eCDD05JcoC2qby8HPX19Z5Ag8/Udmk5BvtFsoETyQYRNrCw362j4f3odCl/dL66I8t4gCUYHNmGesWKFfjc5z6H+vr6SfOO/Fi7di2y2Sz27dvnjltboefb78on+7/yijJidVR/V6Di5xfoazRQ89tqU3W6UBgpE37ooYcmvEDSEvteXl6Oe+65B319fWhqahoTRNjgy/Je78XjNiBRubOAxWY6lVcaiKlP9Qty7c5TPJ/6M3/+fOzcuRN1dXVTEmTw3pWVlSgvL0cikQCAMessyUtrZ60fU+xhddX6Er1eeWBlMJ8fSaokk8kxeqtgWXlv9T8UCmHevHlYu3btpNcFXY+f+jccDmPdunW4cuUK4vG4x7az7wwg6Bes3ulH1zDq77ouSeWefsbKVj6fRyqV8gRqOnbEouxDOBzG008/jYcffnhKEnlKJSUlmDVrlpuVUXtB228DG8UB6pO59lADOt7H2nG/4EKxiJVHP59D0jbTP8RiMaxZswbr1q27NTMaluw0I8EdBY3/2zID61DYaf1ujdx4hk+Z5Qf2xgN+tv2MLisqKvDggw+6HUT8nN9ESAHJzJkzcfnyZaRSKV8nQn5e7162P9YJqpGy2WOe4weg/QIRjo0GIzzfr0QiHA5j69at2LBhgy+vb5Ss0SspKUFlZaUzzCTbR8C7eN4qPftkswLWAduZMuWrdQo2o2KfRwNM40eezZgxA2vWrHGB2VTIHHkSi8WwY8cOnDp1Cu+++64LDPwCLws8FBgAcFtIaqbIGnnVZT+HqzrK3zmuLBX0A3ZqrGkEI5EI1q9fj89//vO47777pqzsjDpZXV2NadOmuS2C2RYb6Kse83ql8fTLGn2rl/YaHSNbp6x//Xiv17O90WgUTzzxhMvuTZZURxsaGnDmzBn09va636zNteNK/ubz3gy0BSuWP9Zx6v+W1+MdU37ZQERtIMd/9uzZePrpp6dkfYGlWCyG8vLyMcEsv2uSygJjv5k2tX3ab+Wf6rFfkKD2TsfJ2kkFl9a2sv1lZWX43Oc+hx07dkxJkKbj0tDQgI0bN2Lfvn3OluiaSLv1sp35IJ+sL7EyxWdqQsTKlQ3O7G5Kymd+p05bfWf/YrEYnnjiCaxevXrK/MT7USAQcDNtR44cGfO78oK6YmcYlEc28Cd/FcPZ4F/to/XLfjO4gPdt1pWVlXjyySfxpS99yfPqhankYSwWw4wZM9DT0+NJjiqfbDCki9yV1DbpMfXXfjKnOm95RTtny5e1PeRJoTBSnbR8+XKsW7fO04cb5dmkQ7rGxkbU1tZ6Oq6lE8DYnQb8ggVVKAvWdHBsBoC/jVf3bcGPGm0ylIabsxkPP/ywW0g8FWSNfWNjo3NOKiyqdLrwVM9Th6HGn06X/CZ/LC/5sVOPFljTCKqB9DPClkdcI7Fs2bIpXWtgqaGhAVVVVR7Z0X4oGNT2Ug5skKWK6jcFqx/9TR2ryqZ1EJZPhcLoFqjcHvNnf/ZnUV1dPSVyp6CDM3ULFixwC+WVX6lUyr1Mj2PPGlj+1f7a2YnxQIvqvXUaVm4jkYhb68Xz9XrLRwYZs2fPxhNPPIEnnngCtbW1k+YbiSB31qxZmDVrlnumZu2srbKAXvsIjM2M+gW2KoP6mwISnbFQXVXeasZPgbnaiXA4jNWrV+Pxxx+fkrUZSkyo1NfXjwm6/GRH7bOfTiso035p/23Q5vfX76M8tfbPgmYC1VgshieffBLLli2b0hlI8i4YDGLx4sWoqKjw+IhczruRiMqHBWTWRqscWJ746Zr1vRZA+wVnykPLZwL6UCiElStX4hOf+ASmT58+ZbwjXyKRCFatWuVkj3Ki/fEL+Nk3LZ1TvvmBO53V0X7bQM0mCGyQYf2ytQH0Z9zw4tlnn8XatWunhG8flCKRCBYvXuxeLGf7bm08SbGL2n49n75GAzNNao4Hki0PVZZ0c58ZM2bgc5/7HH7rt34LM2fOnNLZDPVLVVVVWLp0qSfo8kv4qHwBY0tC/eRPdZvHLS/tM1S2bFvsG9bVDlNPS0tLsWHDBmzcuNG1cyL6OukZjZqaGuzcuRPf/e533XZmbJAuiuExOmoyisf9gJ8FF8ooXmcVWYMQCxQ188CAg5mhcDiMiooKPPDAA+6lJFTuyZItDSgvL8fWrVvx8ssvo7+/f8zvFDD+1WyLXair/dHr/AypzQ5YMGdBiQXQOi4cD6vYJSUluPvuu/HYY49NeqHV9fg5Y8YMzJ49G729vU7O2H7Nimumme3lTJvyit/9QI5Vcj+Q5Kfkfg5IFRkYMd7Tp0/Hnj17UF9fP2UG0GYcuPaorq4OHR0dY5wtZUOzpmxrJpNxx3W6m46Gi910L3ftL18+pTzWwFXl1y8r5ec8uK3oZz7zGXzyk5+c9EvmLGm2qaqqym02YNtsyxTtLKgeA7w7fdFRaP9scKB6TV7bBIMFMBaoqOOnLhQKBcyfPx+//Mu/jPnz57vjwNTssqfP8QO9BJ4k8sHaOjtTpDrl5yf89NLaPf3temsy7Fhp/5YtW4Ynn3zSbaM8VckB5X1tbS0ikYjjBfupOmgpm/Vuj6k+zsqUBSH2Y4M8XaNhwY8NfvX+djynTZuGz372s2hsbHT8nEoqFAqorKzEpk2b0NLS4mSNbeUMis6k2OSJlTc/X6rPs0DO+g6VNQXROouRSqU8i5z12WxPVVUVPve5z2HBggUeoHqraObMmdixYwfeeust9Pf3j/GJgHeRvfIGGLVv5IcGguSPDaJtMG2TDsorjgtLkgOBkTdab968Gb/4i7+Iuro617apIpXfYDDo3iPU2dnpwRbWhpAfFg+rDGpgrMGaypf6AL8EqWI5DUr87q3ti0ajqK+vxy/+4i+6hKXi0xuhyb0V7P8nLsA6ffq0ayQAZxRJFjj4gTwLeDUboYZVwZEFeXYw9LjeVx1rOBxGY2MjnnvuOc/C8KkmPnPOnDnYtWsXXn75ZbcIliBZB9waPetcOfDsI89T52H/twGCHrfgRQVRlUJJAX4sFsPjjz8+6d2mrkfs9/bt25HNZnH69GnPzg4cT3UGFrhaYEI+WOerSuUHCFX2rIL7jQGJ7SwrK8OiRYvwqU99yrP9rd82lRMhBUHBYBAbNmxANpt1C00pX1xTlcuNvqjPggQbwOp9lX8222SNnga52ezoW3D1mPKcfKPxC4fDWLFiBfbs2YPPfvazbpe7qXIeTDDw7z333INcLoe33nrLnZPNZt1LFVW/mHXUWVN1wCpTVsesQ7WJEb/yKHUkCvToSNTBaFBTWlqKPXv24KmnnnL94DhPBWnAoP3lb+Qh1xBpYEs+sexB+WgBnDppdaQqf6qjymfOZFhH7JfsoswyIbVnzx7cc889U8Ir5RlJd/Ahr/Qvif+Tj+QTecL+2i1cVS+1v356qgGG2kc+21YZaJCrulsoFFBaWoodO3bgk5/8pFucawOsifJO7VGhUMDMmTMxb948NDU1uXP87ITqO/tlAw3yUnmlwMuCYitnOothZ8ytvFrMwnEtLS3F1q1b8dhjj7kdgKYSMFvyGxfuUAcAr732GgYGBsbgAj/5owyqTeI5ar8oM3b9isqjBrv2Q9/PxFdFRQXuvvtufOELX3CVN5rAuBkYLxqNYvny5bh27ZrHhtiNLzR5oLpu+aXYV2XUD2soz23SbjydVzyoOsQtbWtraz2Ji4nwbEoCjZKSEixduhRNTU1IJBIekKRgxioFO0ojqGCZAkXgbZXXKr86Ebugiu0AxpaUBIMj7wCZNm0aNm3a5HasuRW1j3PmzMGsWbOcslKI7KyGRrYaWLA/NjCxYNDP2drSCnWyNnjT6ywIJXEv/nXr1mHXrl03tWyKbQiHw1i8eDEuXrzoeTlQPp/3BGwMdjWrpd9JNtC12ZLxAjL9rvJog2YNGkOhkJvS/eIXv+hZBD5Vxo/jpbJcWlqKLVu2IJ/P49SpU0in02N0U9vL9itwUD5xPJQ31qFa3lnAbANbtoH3ZnaKswtz587Fz/3cz+Hhhx/2ONyp0lnL/0gkgmXLluHYsWOIx+PuOO2TDSj0PpQj/q4zkZoIsYGv1W8/EKwAhr+pXqtz5j1YcrZu3To8//zznoWyU2nz6PDXr1+Pvr4+tLW1eeyaZvSs/Km9U7L9Ii/Uf1jbr3KremyDM8olM8qabeX19BMPP/wwvvjFL3r83FTxjmNRKBRQXl6Obdu24aWXXsLw8LBL5hAIKziwSQw/fbb9Vz2mjCiY88vOW2Bjz9Xz1L8EAiPlm3fddRf+23/7b1iwYMGU8s5P/ysrK7FixQq0trY6/6CbVvB/PzBm8Yt+V1tO26cyaT9Wzvz8rNpExSpsSyQSwYIFC/C7v/u7WLRo0ZTLnR8/xyNm7fP5PF5//XX09PS4axS42mSDYjiVQwt6VY/9EgDWJ7NNmnWPRqOoq6vDJz7xCXz+859HbW2tJzE0UcD8QfgWCASwcuVKJJNJvPvuu5728hx9ebAGD4r36AMsLrFBrPpcwJtI8POvfmW12j4tS/6Zn/kZ9wLhyfBr0oEGmTJv3jy3ACuZTHoMTCAQ8AQCHGQyVQXNgmQ/JqVSKQDeDKoyz2YELSM1+xMIjLz1cPv27fjyl7+M8vLym6a81jgEg0Fs374dQ0NDuHTpkodfKmgKTFRYbbZIsynWOfgFD5pBVsdhx0LvqQCaxJ1/FixYgC9/+cuYO3fuTQ3U1FDMmzcPDQ0NOHHihDuugFWNnRpxLenTQFYdiYIN5ZWt5/Yzmvqb8okUDofd7jLbtm2bsu0xlcYbg1gshs2bNyOXy+HYsWOe0jMGYeSLEmXSBvcqI37JAD+j51eHq89jIEhdLSkpQXl5OVauXIkvf/nLWL16tSeYvRnyZstYVq9ejXfeecejl7Rn+uFvavBtsGn1SWXMj5dq56wT9islsE6ZvAyHw5g/fz6++tWvuvUFN4uHgUAAs2bNwtatW/Gd73zHja8GEJQldfx+mefxMnK8n/ad5RcKUjQJpcDOz2fwdx0nYCTg3LJlC371V38V8+fPv6kyR2C+ZMkSZDIZ/PjHP3bvhtDZHwZvlBe9Xvmo/dCgzPoU8kFnGHVGwwZ6CqRV9qxOc3OAX//1X8eqVatueiKP91+5ciVOnjyJy5cvO92jreX/Nnjym0Hj/xafAONveuEXiNk1LOQvj1t55a5JdXV1eOqpp7BixYpbkgQd7xmUMa6zyWaz2Lt3L/r6+jz2kPzy65OVJZUZS3oPm4BR+aafCIfDLuH5yU9+Eg8++KBn4ff1+jYVpEnQefPm4b333kNXV5fTWZU3TabZwIn9VX9ik1HqX9WPKI9Vj5WP+p33Z1sikQhqamqwfft23HPPPWOwyUSSelMyo0GjuHr1auRyObzzzjtIJpOexudyOQwPDyObzaKsrMwttvaLqKzzpTNKJpMu48QO22ldMtY6GZsxYwQciUQwZ84cPPbYY1i5cuUtUWKlyspK3HXXXejq6nLZUg2Q2E+2mzwhT+3bJnmunzOwQQb/qnDaRUWa6dIgQ4FAJBJBeXk5Hn74YTz00EM3bW0GSTPY4XAYy5cvx9WrV9HZ2TnGEJGPuVzOvbGztLTUyYDNNGhwxmuVZ5RBDeC07laNphoDdfwEzXPmzMGjjz560/ZCH480W1ooFHDs2DH3xm/Au7Wt7QeAMZk3zVRpMKIypMbN1nr7GTxmfRjE1tXVYc2aNfiN3/gNzJ8/32WnbhWFw2GsXLkSly9fRktLi6e9HG9u7c3jdCoabJDGy/6qjqoc6aYMGnCw7CyVSnmuVYcEjM4wzJ49G5///OexY8eOW5IMCIVCmD17Nh555BHs27fPvfCRpIknOlmOu5UJyxe1kyprFuCRfxogk1/jzQbpcymD69evx6/92q/hrrvuumV+oqSkxAHzH/zgB2OSeOSDJjHy+bybMbUZU/7ulx1WufKTN79AzfpalWmOYTgcRn19PZ555hncd999N7Uk2R6LxWKorKxEaWkphoeHXVDJHe40iKDesH1+GWWeb+2jX7Ch/NFZDT8Z1f85HgTP1dXV+NSnPoUvfelLN7VS4IOQBb4rVqxAMBjEa6+9hmvXro3RScVvxGt+/AK8FQc2YFNdZNKkUCi4lyqzbLuurg6bN2/Gc889h/nz53vs8a0g6mWhMPIC2R07duBHP/oR+vv7nWxZXwCMyhrlY2hoCLFYzFXYWExiAzg+2/oGnemg3aPto+8FRv0DX8K7adMmfOlLX3LrlSdLU+atOegLFy7EqVOnMDAwAACe2m8FgRoA+H00o8zvNH56D/1oZksNhwoywR73VJ41axaeeuop7N69+6Zkla9HFMiGhgbs3r0br7zyCrq6ulzbrbNlkMEZHcBrBBl88Fw1dhrMjZcJVcDsl8WygWGhUHAvbVu7di1+5md+BrFYzKNstyJz1dDQgB07djhjpxlT8s7WhZI/vIdfNsDKVzKZdLszaYZUM3iayVJAAMDVjlZWVmLmzJn4xCc+gYceeuiWyx0daVlZGe69914AwOHDhz0BgWb7FIgoeFMD56dzFtBQxtRha5sUnFJHY7EYGhsb8dBDD2H37t1oaGi45ckAYERG6uvr8cADD+Af/uEfkEwmXR+Ykdd22eDVgn8/nVI5sgG+3f3NZkotYLHZv1AohPr6enziE5/As88+i+nTp990fpHKyspw9913o729HV1dXY5flBE64PEyeCpTGmioA9WEiR+AU7tn5diW+anzpjyuXr0aX//617F169Zbrq/hcBhLlixBbW0tWltbHX9UN+kv+BuJfFUZ1P5bnvglmvySU/zN7lqomWnqcEVFBbZt24bnnntuSneG+6B07733ora2Fnv37nWlonZGG/Cug1HcoIkW64+Vp5QjlUO/QE0TompXbUKHawweeeQRfOUrX5ky0DcZsrJVUlLi1mwcOXIEFy5cwMDAgEcu+QHGzlCQn4B3JtMmh/UcvqOC4xiNRjFz5kxs2LABu3fvxooVKzBjxgzPmqVb5TM0ARsIBDBv3jzU19ejr6/PoxtMsOhsRqFQ8OALVvvwfJL1DVafNaDQwNUGzDaACwRG1owuWbIEP/uzPzvu+4EmwsspTwvW1NTg/vvvx4svvujeGE7BCIfDrpN2ytdmCmxkawGLAhky2L6WXu9PonKUlJRgxowZeOKJJ/ClL30JM2fOvCXA2FIgMFJPOG/ePCxbtgwDAwPuRUMWGOdyIy9C6+7uBjD63gG+WJD8tQGazTopv5SP/D+ZTGJ4eNjxQoVVlai0tBTRaBRLly7Fr/zKr2DJkiUe430reMnnLFy4EMFgEC+++CLa2tqQTqc9620YFKn8KRBTIGiBs82k8ncqMh2H1uGqTAOjdY+xWAxVVVV4/PHH8cUvftHtgnErSY1LWVkZduzYgWAwiBMnTmBwcHBMQoD90Gwv+afBGe+pzliDDc3IqF5qloqZ2JKSEtTW1mLJkiX4zGc+496Yrs7jZmRGr8cvAKivr8eKFStcyRl5w80HVP41OaAJAJUlC2LU1pH/tqxCQZ6VO00c8L6hUAjTp0/HU089heeffx6zZ8++5bYuGAziYx/7GIaHh3HmzBk3g8Z22rFUOVIHOV5ySeVMS37UqVoQbTPy+tGM6ezZs/FLv/RL2LVr15Rue34jFI1GsXv3bvzwhz9Ec3PzGP9G/bM7TGlJJOVTgS7lUxNMCkL0PAue1UbyuAaO3Bluz549eOaZZ9w20beaamtrUSgUcOnSJZw/f96TxeU42ySA8lYTKMDYMhYrj7yeeIQ8VPDnlzAgnxncRqNR7NmzB1//+texcOHC28I7JZV7TSRGIhGsXLkSixYtwttvv439+/djaGjIrT1Vn2mDO6450ncoUZ60HEpnyXQGY8aMGdiyZQs2b96M9evXu2oZPoNgPp/P37IEgQZLJSUluPfee5HNZnHmzBlksyOzj52dnaioqHBbuuu1WtrHfigm0WDBzjzaBLL6H8qj3oNUUlKCsrIyzJ49G4899hjWrVs3pf510oGGAk8amIaGBjz00EN44YUX0NHR4TrHhuubhAHvFl+23MXPsfg5Cy1dsQPC+3IWIxqNorKyEg899BCee+65m7pD0vVIeRcOh7Fp0ybk83m8/fbbbtZCwX02O/qm66GhIcfPUCiEsrIyz3sINEvCIEJ5aoMy5fHw8DASiYRbaMu2sh3hcNi996CmpgZ79uzBhg0bPBm1mzmjYe9LZ7FgwQI89NBD+L//9/+6INeW2FiwzMwqHbU+Q2XNzlxohl4diQXVHNtoNIqysjJUVFRg+fLlePDBBzF37lz3rFtJtl61tLQU27Ztw/z58/Huu++iqakJg4ODYzLxCixsEAyMvmfCgjs/R6PtYJaKQUZlZSUaGhrw6KOPYsOGDVi8ePEYJ3GrggxtKx3H/fffj1wuh6NHj3qyoIB3ZyUN0BjEA95yK+UxnYICEOW7Brg6Le63Xojyx+2TP/7xj+P555/H/PnzbynfyAtgZGZj9+7dSKVSeO+99zyBGYN/YOxOe8ovfa+LzY6qD/DTX/7P37TkTG0hnx2JRDB37lx86lOfwr333jtmR8BbRXzm3LlzsWjRIrS1tbn2Kll/R39sA1xNymkAoaBFgy71JRqIqC3UUkoCeJbT/pf/8l+waNGiW8u0/5/oK2bOnIldu3ZhaGgIra2tyGQyDuTyPOqfBcMqU37gT5MxKm/69m9NSiWTSZeosYkFnclduHAhfvqnfxpLly593/7dCtJsPf8ncZeiHTt2YOHChejv78ebb76JlpYWDAwMeGSDf/WN3dFoFJFIxGX0KUNahs1rqqurMWvWLMybNw+7d+/GkiVLMH36dIcxLU/0WbeCFNcBI4Hu/fffj3Q6jTNnziCTGSl97+npQXV1tQc3aUDB2Tfei1hOAw0b8GoiQGc4VKc1Ycqy0LKyMsycOROPPvooPvvZz2LGjBlTKluBwk2wnOx8e3s7vvvd76Ktrc0TaGimxYIPYJSprKnUl4dpBoUMHB4edh+N2rQtCo4rKyvx8Y9/HL/4i7/o3gDO595uSqVS2L9/P06fPo3W1lZPVpx9UpDBoIH9I1/pdFniocAvmUyOcco20GBGgaRBRklJCWKxGGbOnIl7770Xjz/+OLZt23ZrGTUOFQoFnD9/Hn/7t3/rDLqCYSoYZYzHKFfMomgwpvxWx0qjmEqlHM+0Vp7ZHgYZ06ZNw549e9wMGo3onSB3wAjvOGP2ve99D83Nzc7x6nsw7PtyeC2zTSwxs2uq7FQ6ASUTAJWVlWhsbMTmzZvx2GOPoaamxgXPdwKPtB2Dg4N48cUXcfjwYZc5H8++WSCrQZcGKBZAa2ZVnY/fyxR1ATRniGKxGGpra/GpT30KP//zP4/6+noAt0/eyL99+/bhlVdecQCE/dN1Gkrad+qdZqD9Ek/qfBm46TWqv3o9MDrLvGLFCvyP//E/xmw8cKtJ/WMikcBrr72G8+fPo6Wlxf2ussJjtixDbTyDVWBU9iwY0Xca2ODNL0AhseTniSeewNe//nWXyLsT9LitrQ0vvPACzp8/70Cpyp0tsVX5Abz2TmWXvylP6Hupq7pGw+IYZrpZJbBlyxY8/fTTeOSRR5zs+fHuTuCpH+XzeSSTSZw6dQqnTp1CZ2cnmpqaPPjM7tpWVVUFAOjq6sLly5cBjMzk8X0OS5YsQWVlJZYsWeICf663vJOJOtnX14cf/vCHOHnypJMFwLvuBRhdX6uzkYpVeB2JL9xVnzA8POz0kv5JZZL2NhqNory8HLNmzcKePXvwxS9+0YOJp4qmPNAgqKNhaWtrw/Hjx7Fv3z632JkAgwaeDlqnyzUKI8PITHUqZLLWz6uhoNMg4KusrMRjjz2GL3/5y6irq/NkfW7XrIZ9bqFQwOXLl/Htb3/bBQTqQGicgsHgGMPFc3R6XJ00eaYOGYAn8FDgRGPK3S9Ycztjxgx85jOfwdNPP42amhoAtx8w53Iju3T09fXh7NmzeOedd9DS0jIma6UgRPmvga8CPgZmmr1SRVbZ02dx0Tc/u3fvxvPPP++m8m+n3F2P8vk8Ll++jCNHjuDMmTO4evWqR16soWMgH41GHT8GBweRSCScfOq9yXfOYnD72DVr1uDRRx9FTU0NYrHYHcsfytDAwABefvll7N+/3/GGASbtn84yEGxolp79swBZAQzgBYMEiXanH9rSQGBkEeysWbPwyU9+El/5yldumcxd7978LZPJ4I033sCbb76J/v5+35kzu95Fp/619lgBovoMtZc8V2cy9P0Z6syZTd6wYQN++7d/Gxs2bLjlazL8SBMlANDa2orvfe97aGpqGpPhVB+o19tAQ0vLtHTKzl7yer2H+iEboNXW1uITn/gEfuVXfsUFt7dDl8fzre3t7fi3f/s3XLp0CalUys1UKfi3cqF4BRgtUWPCigBQ5ZA+V2e8dRbJzmTEYjFUVFTgvvvuw3/9r//V7d5o6/4/DER54bj39vbi7NmzTl4GBwdx4MAB9Pb2IpVKud0jw+EwLl++jNdffx2NjY147LHHEIlEMG/ePCxdutQl58abvbhTyLaLMtTf348TJ064jTFow/V88khLyRRX2xlu1UPdHEQDXA04yLtIJIJp06Zh9uzZrrpHMfFU0k2b0VDKZDI4duwY3nrrLbS0tCAej3uyL2Sknea10+HqYGgUNdBQkBiNRt1C5XA4jNraWtx111145plnsHz5chc920Vht7okw49otDo7O/Hmm2+69x3wuM16plKpMeBZp800WFNHO16mikTB5ixGOBx2L5jbvXs3nnjiCc/U351C5EV3dzfOnj2Ll19+GZ2dnWNAL+C/DsZmAMlHjoHO/NhSDvKivLwcVVVVmDlzJlatWoWf+qmfwuLFi90i3DtR7pQoa01NTWhpacG7776LeDyOgYEBjxMGRrJOsVgMsVgM2WwW3d3d6O3txfDwsO+MpQasc+bMwc6dO7Fy5UosWLDAvQlZ66fvFEeiCRRghEcDAwPYu3cvTp8+jcuXLzvDD3i3LdQZMuqhvbdOa/MYPwqwtVRUgz/OalZWVmLdunX4pV/6JaxcuRLTpk0bsyvRrZQ3G8wDI4mNzs5O7Nu3D/v27cPg4KCnZMxerwGV7ryk9ksz8YC3DNcmXzhOWqZVUlKCefPmYdu2bfjSl76EVatW3RF6qfqjaxvb29vxve99D+fOnfPIlvLQll7YHfLUnnE2NhAIuIBY26BBM38n/1i+u3btWreF7fTp0z1+nfe53TzNZrPo6+tDU1MT9u7di8uXL7vZb/ZNg36/xAr9opay+JWs2HUa1ndzDUIsFkNNTQ02bNiAz3zmM9i5c6cHD91JVRcflKy91GApl8thYGDA6XJ3dzemT5+OwcFBNDU14cSJE3j00UfdDm/8AN5tie+EJMAHIZuAb25uxquvvopz586hr6/PU2LMWWmVE2C0vFRnuzXA5XcGF/ZlpJTn0tJSlJeXY968ediwYQOeeuopLFq0CNXV1R75mkrfe9MCDdtgKvehQ4dw8uRJXLx4EUNDQ56SAWC09poDkkgkxoBlYHTGQzPLhULBTbWVlZWhvLwclZWVWLVqFbZu3YqtW7di+vTpHuFU4b/doMZvKHp6evDKK6/gxIkTrq86FWaNvgJkW2JGAdVSAV6jfGCtPRekRSIRF2ysW7cOX/jCF9DY2Oh558jt5p2SzWYeOXIEFy9eREtLCy5cuIChoSGP4wRGa+zZD5ZPcTajUCi4kg2bAWTNJWfMysrKUFNTgzVr1mDLli245557MG3aNLeQ1Gao7iTekVQWM5kMrly5gng8joMHD6Ktrc0zVZvL5VBXV4c5c+Ygm83i/PnzOHHiBJLJJGKxmJueLSkpcTyKxWLYsmULVq1a5TJZwCgQtbsQ3W7+qKOw5XjDw8Po7OzEW2+9hePHj+Pq1atOVmywQGBs31uigE91FPDOZmjWlI6Fi+hLSkpQV1eHLVu24LnnnsPatWs95QnA7eGjZn5V3guFgqvlPn36NC5evIh4PO7Ah5KWM1ryyxarXdPEiwZ65C9nHmfNmoUnnngCP/3TP40ZM2Z4sta3i6ydUMrn82htbcXbb7+NY8eOoaOjA0NDQ84vWB4Co+984HfaNU1YUVY1oFaZtMA7Foth+vTp2Lp1K774xS9i/fr1Y15kqXpzu3UZGA1e4/E4XnvtNezduxf9/f2eWS4t8SEv2XaW2Oq5tjTKzmio/+U9aBtXr16NXbt24dFHH0VdXR1KS0tdO/ncO4V3H4RU50l+s0s8RhCtgWxpaalHjvz8pt9970Sy7c7n80gkEjh16hROnDjhXgZL+VH/osGsBp8aCFO+dP2enemMRqMu+UlcsnnzZlRWVjo+3yye3tRAg6UsPAaMGJ3Ozk40NzcjnU7j/PnzOHz4sHMwXGtBYEuG0chxu1zW2KpBLS0tRU1NDWbNmoUHH3wQM2fORCwWw8qVK1FVVTUmiLFTW8DNWWTqZyDGMxp+itTb24sLFy7g6NGj6OjoQGdnJ+LxuGeKTAMNjXZp1OhIVOhY8pTJZBCJRFBSUuJeCkVehEIhzJgxAx/72MewYMECrFixwjOlq6VvbPedQDaLmsvl0NnZiQsXLuDNN9/EtWvXnKwxs8LdvsrLy122ypZScZ0QAAfyysvLMWPGDMycORP33Xcf6uvrUVZW5mbO7E41t0ruJkvqLGjgOEvBdieTSbz22muYM2cO5s6di6GhIZw7dw7vvvsuenp60NDQgOXLl2Pbtm1u1ygGctFo1AUY1wtY7wQHawNEv99zuRzOnz+Pzs5OHDt2DBcvXsTw8LCnRIzvlaipqcEbb7zhZiurqqpc8Mq+aumoJgs0i89s6Pz58zFv3jw88sgj2LhxIxYuXDhutu92OWi/7Cz7cfXqVbS0tKClpcX5A9ou7ta2atUqXLp0CYlEAteuXUN7ezv6+/udv+DiUe5SQ/2lA1Z9LhRGykHLy8vR2NiIXbt2Yf369WhoaMDChQs9cn87Sf2mX4KM9v7s2bPo6urCsWPHcO7cOZfEA0YCAdb+M7C4ePEienp60NfX54I3vvmcz7MbrOg6BZZezJ07F42NjXjkkUewadMmtzuSZqBJGnDcTrLZ5WQyiTNnzqCzsxNHjx7FtWvXXICQz+edDQdGEn89PT0oLS3F4OAgALj3gzGTPN5MuBIX4M6ePRt33303nn76aaxbt869Qwbw+oY7wQZaer82aZCms1rXu4+9p8Vqfom6Dwv5YQAGu2fOnMGRI0ecfdOKgFQq5d7DwQBUd6uiDaWs6Wwkd+YqKytDfX09HnnkEdTU1GDFihWoqqryVA5ou7S9U8HjWzKjcb3z+vv73YvWTpw4gVOnTqGnp8dl/ViGwfrZ0tJSx/ihoSEsWrQIlZWVyGazqK6uxqpVq3D//fdj7ty5KC0tvSOcxVRQLpdDd3c3BgcHcfjwYVy6dAnt7e3o6OjwBFzkfTgcdvXQFNaBgQEXoGzevBlf+9rXUFZWhvb2dgSDQVRUVOCtt95CT08P0um0mxVavHgxHnjgAVRWVgL4cCm3pXw+7zLO2WwWzc3NePvtt9Hf3+92Wurq6nILmYPBIGKxmAtwBwcHkUwmsXTpUtTU1KC0tBRz5szBtm3bUFNTg9mzZ7vthj9qNJ5eDwwMIJ1Oo6SkBKlUCj09Pbh06RLS6TQ2bNiAuro6zw5mPwnU09Pj1h8w+8lZwlgshubmZnznO9/B+fPnce3aNSSTSfT09CCVSqG6uhrTpk1z+qs71mgSIBqNYs6cOVi5ciU+/elPo6amBnPmzPlQy9/Q0BB6eno8pQQEXzU1NYjH4+jt7cV3vvMdHD9+HJ2dne5lp8lkEmVlZZg3bx7Ky8sRj8fH1NwDcDvXNDY2YuHChXjiiSewcOFCV077YSYGD1qax/V1DFRaW1vxN3/zN+jo6MDVq1fR1dWFnp4eAMCyZcuwbNkydHZ2ur3/tQSXAfO8efOwaNEiPPvss6irq8Ps2bNv+8vkbpSsPaPt5yY0/ESjUYRCIcTjcfzbv/0bTp48ieHhYbS2trpyUQ1udQZDdZazjlVVVVi8eDHmzJmDe++9F2vXrkV9ff2HpgxoqmgiwdOdGHBNBeXzefT19Tlf+uabb6KpqcmVZw8NDaG7u9sFH9TLUCiEiooKBINBJJNJxONxLF682K1znDlzJj72sY+huroapaWlmDt37m3Bwzcl0Jgo2UWBgcDI21B/+MMfoq2tDdlsFqWlpchms7h69Sr6+vrw27/92/j0pz/tHLmCbODDDYpJNjvPz/nz53H27FlX3wyM7NhAR3DixAkXOBBYDw8PY2hoCFu3bsVf/uVfujUDfAZnR3SKGIBnb2o9/mEmLZuizOVyObzwwgs4ePAgurq6cPXqVeRyOVRUVCCdTuPatWvo7+/HN77xDTzzzDMuI3Cz34Z+JxMzhJqJ03UWwEdDDydLamq7u7vx/e9/HwDQ39+PN954A2fOnEFfXx8ikQiWL1+OmpoaN6vL2cjp06fjrrvuQnl5uauJX758OaLR6EcmqWLJZgJ7enrw/e9/3wVnBw8exLFjx9Dd3Y3q6mrcd9992LJlCwKBkQW8hw4dQjqdxt133+32rm9oaMDOnTvdeqGPkr/wI2Y9Q6EQLl++jO9973sIBoNoaWnB0aNHcerUKQwODuK+++7Db//2b6O9vd296bm5uRkDAwNYtmyZmx255557sHTpUpdZ/SjKHeD1vX19ffiXf/kX5HI59PX14Qc/+AGGhobQ3NyMuro6z0wYy9e4Axdni+666y7U19e7lwgGAoGfaN9RJC/R1mnpYqEwsuvj97//fRw9ehSJRAKDg4Po7OxEoVBwL0mOx+O4du0afv3Xfx2f+9znnE6WlJTcdrs25S/su1HSaUzNuvC37du3o7a2Ft/5zndw9uxZlJeXu9KUI0eOYGBgwO1Qoxl9rYP+KBhB9ouBVD6fx8qVK7Fy5UrPOYODg25hXjAYdLMVQ0NDSCaTCIVCyOfzaG9vx7/8y7/gU5/6FGprax2P7EvuSDqFebuFdiqITjefz4/Zq5svrLl69Sr+/d//3ZW3LFy4EOXl5a60IxKJfGT4MRmyPKCMKn1UM1EflOyUfzQaxfz58zFt2jRcuHAB9fX1uHLligteH3roIVfuoiWQFRUVaGhoGLP2AvhoBP/jkZZZXbx4EeXl5ViyZAmamprQ3d3t7NwzzzyDz3zmM1i8eLFzwBcvXkQ2m8WCBQtQWlrqa8fuoHzbTSH6V+56s3DhQtTU1KC8vBzd3d1oamrCzJkz8fnPf96tLeN1165dQyKRwLx58zxvZQbujMXdt4LYz7q6OkybNg2tra1OZ0tKSrBy5Ur88i//8ph3T3EGiDOQ8+bNczOOWodfpCIBo4kOu617OBzGrl27sHbtWkQiEbS3t+PFF190JZANDQ2YMWMG+vr63PV3kl7eUTMaRSpSkYpUpCIVqUhFKlKRPhp054Q8RSpSkYpUpCIVqUhFKlKRPjJUDDSKVKQiFalIRSpSkYpUpCJNORUDjSIVqUhFKlKRilSkIhWpSFNOxUCjSEUqUpGKVKQiFalIRSrSlFMx0ChSkYpUpCIVqUhFKlKRijTlVAw0ilSkIhWpSEUqUpGKVKQiTTkVA40iFalIRSpSkYpUpCIVqUhTTsVAo0hFKlKRilSkIhWpSEUq0pRTMdAoUpGKVKQiFalIRSpSkYo05VQMNIpUpCIVqUhFKlKRilSkIk05FQONIhWpSEUqUpGKVKQiFalIU07FQKNIRSpSkYpUpCIVqUhFKtKU020NNPL5PAqFgvsAcH/z+TyOHTuGp59+Gk8//TRaWlrcdYVCAblc7ra0+WYT++933PIKGOHTVDyH99Ux+aiQH+/8+jcVfeY9PmzyOR4/Pqgs3IjM2HP1OZTnD4v8vV87x+PLePrsd42fzNpj15Prjxrl83mcO3cOv/qrv4qnn34ap0+fdnbrJ42sTRtPlvzkZLzz/e71fvKqfz+MPuR6tu5GeHK93z+qOurHn/fjp7X548nUeM+7Hk66k+n99OL9fpso3tN73w4ehW/5E4UCgQCAkY7zeyAQQD6fRyAQwPz587FmzRocOnQI77zzDmbPno1gMIhAIOB77UeBrteXQCDgCzaAEeMeDAY9/KBQK7+ULN/f7/kfVtI+kWfkJf8WCgUEg0F3zvvxwY4Dr+X9QqHQVHfjppLt73iG356Xz+eRzWbHyJ4lvT4YDHp4zeN+8nin0/X0Sv/6XWd5qrrqB2r0WZZffud8lGnWrFlYs2YN4vE4/vqv/xrPP/88GhsbAfxk8cFPVug/+TtJkx88P5FIoLm5Gdls1iOvoVAICxcuRFlZ2RheUnf1XirD9rkfFlKdtLpr+at/7e9q3/S+yhP6a33Wh4203ZQ52w/iOfInmUyip6cHdXV1aG5uRl9fn+NjKBRCdXU1GhoaxvCPf+k/tA16zp0uf9dr1wf1n+Odd72+W590q+mOCTT0L0FLdXU1Vq5ciX379uHf/u3fsHbtWixdutRz7Z0qUBMlP0GwAEwj20KhgJ6eHs8xKn1vby8GBgYwf/58j0FQPsdiMVRVVTme6/Nup2DeLLJgTf9+EODmp8x+QPGjQBr0kzKZDOLxOICR/ra2tuLixYvIZrMeIJPP590nm80imUwiEAigvLwcq1atwvz585HP5xEOh1FVVYVIJOKe+WGSuesZd6uzfscBIJvNOh22VFZWhsrKSvdbLpdDKBS67Y7jdpDyuqKiAps2bcLZs2fR09OD8+fPY8GCBT9RgZfaawWt/J7P55FKpZDP55FOp3HixAlcvXoV6XTa8WZwcBCXL19GJpPxJKaCwSAWLlyIyspKd69gMIhZs2Zh/fr1iEQiCIVCiEQiY+xEMBj0AOkPA/klBFTe8vk8crkcBgYGkMvlMDg4iOPHjyOXyznbl8vlUFlZiS1btrjryc9IJIJoNOoCN9XdD6uMarstfiAlk0l0d3fj1KlTSCaT6O/vR19fH2pra9HW1oZ4PO54BwCVlZWYOXOmk91sNovq6mpUVVVh+vTpWLt2Laqqqlwi70YThHcyXc+ef5AA5IMmqW+Hbt7WQIM0HpgrFApYunQpZsyYgc7OTly+fBlLly4dN0uo135YBe79Il5gRFCSySQ6OjqQSCRw5MgRJJNJ5HI5FAojZWX5fB6ZTAbZbBaxWAyFQgHZbBapVAq5XA6BQADhcBhz5szB6tWrEY1GEQqFMGPGDNTW1v7EgBj2UQOwQCCAZDKJa9euueBNFbmqqgrV1dXuejWynHH7KFE2m0UikUA8HkdXVxeOHz+OdDoNYMSRJBIJAF75tJ9MJuPk7uLFiwiHw8hms6isrMTGjRtRX1+PSCSCWbNmoays7Lb1dSLkl8WzRDlKJBK4evWq40sgEEAikcDhw4cdj4BRkDJv3jwsXboUuVwO6XQakUgE06ZNw7x589DW1oZQKIS5c+d65POjONPhZ9cXLVqEpUuXYv/+/Thz5gy2bNmCqqoq9/uHvc8fhHRGg7Yom80im82it7cXr732Gjo7O5FOp9HV1YWhoSHnIxiwqiyGwyOQoFAo4OjRowBGk1P5fB5lZWV48803EQgEMGvWLOzZswe1tbWIRqNjZlI+THJnZ7fZl1QqhZ6eHmSzWfT39+PAgQOIx+MoFAoYHBx0PjedTiObzSIQCOD06dPIZDJIp9NIJBKIRqOoq6vDrFmzsHLlSsyYMQOzZs1COBz+0PDnemQDpmw26wKyY8eO4dKlS+jp6fEkogYHBz3BLTCSROnt7cW1a9eQyWQwPDyMdDrtZoiCwSDefPNNPPjgg5g1axai0ShqampQUlLykUw8qxwWCgX09/cjHo979JH9ra+vRzQaHRNw2NkgPXYrKVAYD7HfYrIZPwpgJpPB//gf/wOvvfYaHn30Ufzcz/0cpk2b9r6lGh81onNoa2tDc3Mzuru7cfbsWWSzWc/UI8+l8yBpdjmXyzklZ8Yrl8shGo2ioaEBq1atwsc+9jFEo1EnvB82er9pSMoYAdyFCxfQ1dXlFLm/vx9nzpxBJpMZU0M6Z84czJkzBwAwffp0xGIxBINBzJ07F4sWLfpIGD0GppcvX0ZXVxdaWlrQ2trqjJstFWNwqzNulKtgMOh+Z3Y1nU4jl8shmUw6WYzFYtixYwcef/xxlJeXf6gyouMRgwfqbX9/P86fP+9ACXnFIMzqKY+RZ8FgEHV1dWhsbERLSwt27dqFu+66y/FrvGDjw0x+ZSzky4ULF/Cnf/qn6Ovrwy//8i9j7dq1CIfDH6j/H2YeKU8GBgYQiUQQDAbR0dGB06dP4/DhwxgaGkIikUA2mwUw4h+ou8xqUg7JTxL1VmWU96G85nI5xGIxrFq1Cjt37kRDQwMqKys/1PaPMtbe3o62tjb09/fjvffeQyqVcnZMbR/9B/lBXaX9TCaTGB4eRi6Xw9DQEEKhEObNm4f169dj06ZNWL58OYCx5WgfJlLfeO3aNbS2tuLdd99FMpn0ZM8V7NIuUqaISViGm8lkkEwmkUqlkE6nHV95HjBSPrlt2zZs3LgRy5Ytc/L9YU4205eyD21tbbhw4QJSqRSuXLmCK1euuMQd/WYoFMKiRYswbdo091s4HHbYpKqqCnfddReCwaBLJNxquumBhhpEMqGrq8sJjXWMBHW5XA6RSAThcBj/+q//ipdffhkNDQ34zd/8TSxYsAB9fX2orq721ML7lSf4teWDHr9VdL12UcESiQTeeusttLa2ugyyrXUn3/g/vwcCAReQMPtChU0mkwBGFJ1KHQwGMXv2bMyZMwePPvooFi1ahGg0+oHafKeSygadQzwexxtvvIErV66gp6cHg4ODGB4eRiqV8kyXM0NInqohiEQibpzq6urw/PPPo6GhAaFQCLFYDOFw+LpTlbeDj+/3zP7+fhw8eBDxeNzNmoXDYdcHBSAkO4OhwYZmXGkgs9ms+55KpZwshsNhLF26FLNnz8bOnTuxZMmSMTbiTpC96+ksAAwNDSGXy+HgwYNobm52oM86QgZnBCkK6sgz1V3ybnBwEMCIs62qqnJ6yoz+ncCjGyFtr86MXY/HADA8PIw//uM/xqVLl7Bw4UI88cQTqKqq8gCScDjsdFbLinK5HMLhMKqrq1FTU3Pbs34ToVwuhwMHDiCRSCCfz+Pw4cPo7e11CRICC781Y5oVpQwq0LGzYnaRN7POBDvbt2/H3XffjTVr1iAWi3lK/IDbU7LxfmTlrr+/H++++y6uXLmCvr4+3xkaXQ+ZzWadP1X/Sv1NpVJIpVJIJpPO5jG5N2fOHMycORMbN27Ejh07xpQE3UmY5HrtoT06ceIEWlpa0Nvb63jEayhT7B8DDfKQfGNQQTkkJuFx8lDx4+zZs/Hoo4/i/vvvR0VFhRubD0syWv1ae3s79u3bh2QyiWQyib6+PnR1dTl+sRKA/ddkKQMPHmcCNBAIYO3atZg7dy527tyJ6dOnu1JlvzbcDB97UwINvSUNU1dXF86ePYvOzk4cO3YMfX19SKfTLvsEjBhDClI8HkcsFsP06dORyWTQ2dmJZDKJPXv2oLGxEU1NTbjnnntw1113IRQKebIxzNqoUbOLr3ietvN2C6Qdimw2i2PHjmH//v1OmNgvv3IzOgP+r0EHlVSzUVRkghed3aBBLC0txdq1a/Hss8961np8WMgGuu3t7bhw4YJHmWmwgsGgM2rAqHMhIKbjJH9o8JS3sVgMgUAAM2fOxIMPPogFCxZg4cKFqKmpGdO228VLmyFmWxKJBDo7O3HgwAG0tbUhEAigpKRkjC7Ze/A+FixTlhQ4qjGkQ6Yz5of3rKurwzPPPINZs2Zh9uzZnpIq3vNWARcLSGzAoNn25uZmvPrqqxgcHPTMXCjYUwcMwM1gqP7xfjo7qVlTZklZDrN48WI89thjWLt2LcrLyx2AvBNsmx+pXKhtTqfTOHXqFHp6epyMlJWVoaSkBIVCwc2CsW+HDh3C8PAwEokEKioqHC8HBwcRDAYRjUadnjKbn8lkMDQ0hLKyMleeFo1GsXLlSqxcuXLMrJ1t963kJ/XB1sHncjlcuXIFL7zwApqbmz3nMQHCttpNVHQWTY/xvvxOEMhnqn8hHwkGyc9NmzZhx44dWL9+/R1XHmR9LGVoeHgY165dw5EjR9Da2uqxezpry8ST5aPObGi2mQCRto3/a6KPJaN79uzBunXr0NDQMG77b7XcWT/BY4FAAOl0Gv39/Th9+jTa2trQ19cHACgpKfGU4OkMrQZo6geUtzo7lMvlkEgkPL/prC+xSygUQmNjIx599FHcfffdmD17tq+PuxPI+s5AIICenh60tbVh7969aG9vBzDWt1n7pTaQPNQEFde4ENcFAiNr23bt2oWNGzfirrvucmusxmvbVPnXmzajQQEbHh7GG2+8gffeew9Xr15FJpNxystOKhihIyFzFMRw+rKkpAQlJSWIxWKYOXOmB4THYjFUVFTgoYcewuzZsx2z6HBKSko80bZf0HGryYKYbDaL1tZWXL58GWfOnHEZdmaVlVdq8OzUt/KPiqlTlRpoaHDBqctsNouhoSFkMhmsWLECu3btwrZt21BdXT0m+gVuvyL7AQD2s6enBydPnsSJEyfQ1dXlAJ7NurF2GRgFfzRoauQ04OA5BEVU9mAwiNLSUqxevRpr1qxxu6hxzQxwe3hmg69cLoempia0tbWhqanJTf2z9tWWVmhwMR4IscEtAPddHQUzMTSKmq3i+qKKigo8/PDD2LlzJyoqKtyYAbeef37BBTCSoRsYGMCpU6fQ3NyM3t5e17ZQKOSpidfrbQBhyy/4vwJxOhnqKEEeA47t27fjC1/4AqZPn+6A3u3WzesRHWV/fz9+/OMfo7u7G+3t7ejr63MyU1pa6gA09TIUCiEUCrmSgEgk4gn+NeGkuktZ04wpA9y6ujrMmDEDq1evxqOPPoqqqqox5Qa3K3Cj7HDN1Ntvv43z58+jra3N9R/wlqiwnMQmBVR21Z7pMVuioder3FJvh4aGMDAwgEQigerqanz1q1/F1q1bUVpaekcGvLRBly5dQnt7Oy5duuSyxpQr+gKd2aYP5V/KLzEL76tyxjEjT9VfM7kVCoWwZMkSfOYzn8G6detcRvp2gWW/5Cwpl8vh1KlTOHHiBPr7+xEIBNwMPoM0ypTyjf2mP6H9t7wg74gh1Ydo0Ke8HxoaQiwWw5IlS/C5z30OK1euvKNL+ZgoOnXqFM6dO4eOjg43S6g2h/qrQYbORKrsqe8kr7R6gHJWWVmJHTt2oKamBh/72MdQW1vr/L1fMD5ZmvJAQ43hsWPH8NJLL2FgYMAJrWaF2YFoNOoEk0aPi5Z1NxvN6tApA3BOggEHIzetAayoqMD27dvR0NCARYsWuQWUvK9Oid4uSiQSGBgYwNGjR9HR0YGBgQGP0aOgaVaB7SdPVMHpXIHRzIvOahC06LQbBZmCmkwmMTQ0hOHhYZSWlmLnzp347Gc/i1mzZrl232kKTP6kUimcOnUKZ8+excDAANra2lwNqH7UmWjWgICF99TMgWZpyCtmqCwfk8kkSkpKMGvWLDzzzDPYsmULamtrPbN5tzpTxf6mUimcP38ehw4dcqVL5EtJSYnnfAXH+t1m3XmNAme/TJTyiVlqayS5CL26uhr33nsvtm7dig0bNtwW8GwTAuRhV1cXzpw5g/b2dvT39zs7xZlWv+0YLWBT8KJJAuoxSUGMAhaWL/T29mJoaAiLFy/GAw88gI9//ONu56A7kbgO6Pjx4zhx4oRLbAQCARegsYRWZ9aYKGJZFO0kfQAwCpY1i0qHq0kCyh75yTKX8vJyPPXUU9i6dSsaGxvviBmieDyOAwcO4OzZs+ju7nbAgbwg3xRcWfnTIEyBC+VMbR51UUtaKLsagKTTaTdDPDg4iK6uLkyfPh2bN2/Gpz/9aSxevBjTpk2b0izpRIhjR7v83nvv4eDBgwDgEpgM2lTXdQZ2PLCrSTzyQ9ejMREQCoUcZlF8Mzw8jOHhYcyYMQNbtmzBk08+iSVLlgAYzW7fLptnA9OjR49i//79KBQKLoHLDWUUo6lN11IfncGwsxuaSMnn8xgaGkI2m3WBtJZSASPBNJMtg4ODGBoaQiQSwSc/+Un8p//0n1BbW3tHlewRd504cQInTpxAa2srcrmcx9/anbQ0oawBLoAxM0LkPWVyvHLlfD7v1nds27YN9913H2bNmuVkfyrt3JQHGvl8HolEAqdOncKPf/xjxONxT9ZYp9T4sYuY2UkylEoJwN1D1xbw3qrUVH4KMLfX5P7gW7Zswf33348ZM2bcEdO7iUQC+/btQ3NzM+LxuCtboeJq+YXyCBgbaACj2WN1HnSuur0hHatm7DWAo8EkAEilUnjggQfw5JNPYtmyZXdkxpTKeOLECbz88stIJBJOxsjXfD7v1k8oGOH1NuhQBdb6Up0RCgQCGB4eBgBPAEenlk6nUVVVhbvvvhs/8zM/gzVr1jjduBWGUMe8UCjgypUrePvttzEwMOCmn5nV0MAW8K7L0ICC99XglTy0zpg81ayzBsDkkfKZDoRZnu3bt+Pnf/7nMX369JvOLz/ekSgTZ8+excGDB52Non1TgGfXUfG78owfdbw2gFMHrWUaOjPEjPLQ0BCi0SieeeYZPP3006ioqLiV7HpfYqbyxIkTeOeddzAwMOAChFwu58ALMKqz/F9LfnS2jbbRAmV+VwCjuqvZZ2YHaetyuRwWLlyI3bt349FHH8W0adNcm24FKdAbHBzE0aNHceDAAVcWpvaXwa3a4/FmnFW+VG81sOVvfllpvzIX8isej2NgYADxeNyt9/vkJz+Jp59+GtXV1bcd9CUSCXR0dODAgQPo7e112/QSYDFoBeCxYew7yxqph3YxuMoOwR1L+4CRxGoqlQIAB6ZLSkqcr6U9XrFiBX79138dS5YsQVlZ2S0PcFX2iKc6Ojpw4sQJdHR0uCCDSQDd/UllS5Mn5JvukkkdtBUCqVTK7TxFIvbhtZT/oaEhd34qlcLg4CDy+TzWrVuHL37xi9ixY8ct45slHbd8Po/Ozk40NTXh9ddfRzKZdPrAdbDEqZqQ16Q576k+Vs/RRKiW7qm/sMnkcDiMxYsX45FHHsGmTZswd+7cKdXTKQk0VCA7Ozvx2muv4eLFiy6ypKBy6huAR1hs+Q8XvADekgI+g7X0FDo1eBpkqCAz20KDWCgUsGjRIjz99NPYuXMnSktLfRV5KpT7/e4xNDSEd955B8ePH3clXgQsHGzNUtl7k3cWSCqQo9O1WRnyj0GFAiEaSP6eSCQciJk1axa+/OUvY8+ePa4tt9r5jvdbW1sbTpw4gcOHD7vZBIJoZkB5Pflg301ApSXYVp7aLI2fM1YQw2cMDQ05uayvr8dTTz2FT3ziE5g5c+Yt4Rspn8/j8uXLeOONNzA4OOipR+buNTZ7r8BZg1qVMwXMVvbUUauh43m2fIrt5ELK4eFhVx60a9cufO1rX3Og71YS+9fa2oqzZ8+iubnZlYMS6GlQC4zqsNVRBSeqx5r9432Udza7qllA8isej6O/vx+5XA7PPfccPv/5z7t1G7eb8vmR3aIOHDiAlpYWp6MEuMwoa5JFAbTKp27Rqj7CzgwxoWJ1VQM1+geW7rLcZWBgAJWVlfilX/olPPDAA2691a20d5lMBm+++SaOHTuG4eFhZ9M0cQJ4/YTqJ/8nP+1MI2VNZc+CQOoqwbX6E15LGRwYGEB/f7/zuxUVFfjmN7+Jhx56yJPUudk8tM/p6+vD3r170dzc7N5tEQqFnL8lcLVJPA04dAZI+UO7ryA6m826IEM3GdEAmXY3nU67jDxLCWtqavDFL34Rn/nMZ27ptt/W/ieTSezduxcdHR1IJpMOo5BfmqxVH6AJFLV5ulZFS6XUrzLJRJAMwAVl+j0cDrvNNrjLGrddTyaT2L59O37/938fc+bMua32r1AYWb/3yiuvoK2tDQA8L8RUrAdgzDq9bDbrbJ7lpT5DS6aIk/Vc+gvq7tDQkCdRcM899+CXfumXsHz58inj1wfe62o8EE5iJ86fP4+LFy8ik8k4AENjyPN1qlezTxpwEOAFg0EH+HT2Qx0Lr+PUOZ+j2dFQKOT2+gbg9q7v7OxEV1cXnnjiCY8jtrMGk2H4eHwLBAJuJuP06dMeMEyHyv6pIusUPvunwkqnoMaMv2ntH5VfnTYVmsc4bjSGvHdbWxv++I//GENDQ/jEJz6BaDQ6hlc3KwNzvYArm83ivffew759+9waCWZcLP+AUVkkYFEDqYt3rdPmM3VKm0EyAI+RpSwzY5FOp9Hc3IxvfetbOHPmDL7yla9g4cKF79vHGyENBKwDaG5uxv79+5FIJFwWjwBZZUuDCwV4wOj2l+wfHTH5o8+kTOm91Jjyniwl04QBwTsTFplMBj/60Y+QSqXw5JNPYsuWLWOCoJshc3rf1tZWvPXWW+jp6fHUJFse+s30kT8cH9o3lSsFzxwz8ov91Ew2bS/5GolEUFpailwuh+7ubvzlX/4lTp8+ja9+9avu7dnj6dDN4p1Sa2sr9u7di7a2NmeTCPbYfvKSMqEAUH2A2mvVX24swsCePFPS620bNXCMRCLo6urCN7/5TVy4cAHPPfecKx2dasBs9RUYKak5ePAgjh49ilwu59ar8LnkFflEsvdRf2LBisobr6F/tTtWMQAkDzXDrzPB6vvj8Tj+8A//EG1tbXj22WcRi8XG2IqpJjumfX19eP3119HW1oZoNIrS0lLPOjQto+X1mkRhW9Xu+S0W5/k6A0TSGSP6A024kq+53Eg5YFdXF/7sz/4MiUQCzz777JiZ3JsVsKledXd34+rVq+js7EQmk0F5ebnHp6r88Rqrl4rfFLtossnOZmsVAYNZ+lj1FerXmaQmVkmn03jjjTfwB3/wB/jCF76Au+++223YciuDjlwu5+zetWvXUFpaCgAeXMc+aMBBXSKPFddpH3Qmt6SkxPkDW24PwGPXKGe8bzqdxr59+3D16lV8/etfx4YNG6ZkjdoHDjT8bqxA/OrVqzh06JDbI54ZFwAuS0phoXOmsJFR7ISupk+lUs4Y6DS4zRoqUKTwUeg4rafbHFLZm5qa8Cd/8ic4d+4cnnvuOSxcuNCjGOP1fTLE+yUSCRw4cACnT5/2ROe637kNOmx7rIMgLylgNoAgX3itjgGDFBuAcMyo8AQAV69exTe/+U0UCgV8/OMfd9O7vO5mKrIVdsrHgQMHcOzYMVczSiIv/cqB9J6aAaXToGMlKFZZVGepgTP/hsNhT1kNdSMSiSCZTOI//uM/0NLSgi9/+ctoaGjAggULxixQnwhptkzv1d3djUOHDqG/v9+TFdWFtWy3/m+Nmh8pALSBGe9P3aZM64cyyrHQWTeeH41Gkclk8NJLLyGVSqGxsRGzZ8/2JAamWu70nm1tbXjrrbfQ19fn1g7ww35ogMTrNWBQO6XAwgIOBTq2vFTlmKROiptlTJs2DT09Pfjud7+LeDyO3/zN38SyZcvGtec3g3hfjiffUE0eKf9isZhLWtAeqr4qiFXbxbFXYKiZUPVVykOSX6kgEz+kzs5O/O3f/i1SqRS+8Y1vOMBiAe1EiWPPv2zLyZMncfToUeTzec/aAV2wrDqsPLcAWf2syintHc/VZIsmVMhfDVK0dEgz0jpOgcDIi+z+6q/+CqtXr3brrG4mKaDt6enB22+/jZaWFrfBhNVRXV+gPlF1UoGeTXqSt1oWqrM/nAmhf6X94Gwk28yEKOX02rVr+Ju/+RsEg0E888wznrUuNys5QJ709fXh7bffxpUrV1BSUoLy8nJPeS3gnUW7XrsUDFtMQ3uou3UxUFO54u/6xnqVcc6MEvdx84jvfOc7OHXqFL72ta9h9+7dDn/ebBnkM9rb2/HjH/8YV69edYkU8sqWhAKj9kcTJ+oTKXNqtyhXfrrP+9t1l8QkGiyyJPh3fud38JWvfAX33Xcf6urqJmXnJvX2Dj44l8u5HZIymdFtQNl4zVaRaZr51encdDrtyqs0S2WzMMCo49FpNQUlKoRaO62OLRwOo7u7G//wD/+AmpoafPrTn/YsdJ7KOjUSDdDBgwdx9uxZAKML0ZRf+u4CzTTzf46BOgZgdGaHPCDf9DrN4KgBIHE8dBqd39XQ9Pf346//+q8xMDCAXbt2YeHChWPadjPIBgi5XA5HjhzBwYMHXd8pc+ootP7Wgje/4IKKrTwDRg2BAoJIJOJx5AxO1CDTwNGZDA0N4e2330ZTUxMeeeQR/OZv/qYDMFPBIw3kc7mRF8clEokx2zdqBpc6orJvgzqSBgfKI+oi7wuM1iMr7zXQsLNK5J+WbQCjpTWvv/46qqqq8OSTT7r1LjcryCgURkry9u3bh4GBAc/CUT9e+mWb9F65XG6M/GjfFeyQz5oN1fPYBgAum8fMHwPu8vJyvPvuu3jllVfQ0NDgdgK6VcQ+Hjt2DBcuXAAAV7bCD+vktYxFkyIKlO3MkeqwJkRYkgJ4bbnOclDeA4GAZ5E9MCLPbFc+P7L+8J/+6Z/w4IMPYvv27R55n6yvsDYNAAYGBtDe3o5MJuNZFM+2a3mZyqANLDSgpS3geepDlfR+lniNX823ZvbVFtP+/N7v/R6ef/55bN68GdOnT79pckj96Ovrw7vvvov29nZUVVW59T+0QczqapacpLZfMQgBmc5gqM4S7NrFzVq2F/z/2Pvz4Liu604c/3QDDaCxAyQBEuC+iBQXkZRIkSJFSRS1emhZsiRbsRJvsTWJk4zzzeKkslVqJpUZpzKeTDJxJXFSEycZOY48smVbtqNdMkWKlMR9A0iCIABi37uB7gZ6+f2B3+fi8w5eU8RCifLgVKEA9PLeveee5XOWe18wiMLCQk9CUAPGgoICpFIpV1H75je/ieLiYnzsYx9DcXGxBzvNBKm/5lz6+vrQ1dWF/Px8FBQUTADJehKmYgULSqmfehADv2OxifJOW9G03VaDRE3GErhTX0dGRlBYWIhgMIizZ8/iL//yL1FeXo4dO3a8L4FGIBDA5cuX8eabb6Knp2dCco0PRKa9Vnxm14Lzpn5pUoI4Q/mvwbAmWRQL68mvbO3jura1teHP//zP0dDQgCeffNJziutkaVqBBhl04sQJvPnmm04pLJhXJSKzyFSN5AF4NhQpWFawa0GxFXj9Du+jQIWAj4A+FApheHgYf/Znf4be3l78wR/8wYRy8XRJQUYikcC7776Ls2fPehSWBsZWNhTgqhBpVkqdrF/2SgVYjQCvT0dA0KQGkQZVx8LSdyaTwcWLF/HNb34T8+bNw/Lly2csw3e1/OTG7/3797uN34WFhU6hWFHjjwa5/E3jqUGr7hXQNgLNBPploRWwU4b1e/zRVrTGxkY8//zzeOSRR7Bq1appBxt+mda6ujqcPn3aVc903DYhoJkVS8ov6yS4NrpG5INdP5vh4v3IG8B7qIHyLhQKIZlM4plnnsG7776LP/qjP8K2bdtm3HnQdrS1tWH//v0YGBhAbm6ueyAZ7Y5WfzQ5oEBFgz7LK5UfdSAEzbYFw2ZdCZLoXIHxKhJBwsDAAL7//e9j27ZtuOWWW2aMR+9FGmS8+eabSCaTTj/V4dq2UQ00CPCYyLK81mBOwYj6GesDVC9VPnVcBADhcNidaNjX14df//Vfxze+8Q1s2rRpRmVO1z8ajeKtt97C5cuX3dGhaoO16qJ6rMGu9Re0WTbBRNvG9zRBor5XW5P1PQWGmo3nj2b/T5w4ga985Sv48z//c9x3330zwjc/HqZSKZw4cQKtra1ob293ezI0ocf11QBO/SmvpwGs7iFgtUKDK8qC7qGy+xAymbE9ewA8beW6Fjk5Oa6jAxh7Wvnf/M3fYNWqVbj11ltnNMjw42FzczOOHTvmgh4NdNV3WLtl5cQGIRo0KO/4nu6Z0r21ujb6TDEbDPI1JqSY2BsZGUFjYyP27duHDRs2oKio6JrwTnmYTCZx/vx5dHZ2Ov2jvjKBoYEu5wF48a9NDjAJp/cCvPsANVGqWIl4T22k2kViwXQ6jf7+fvzrv/4rYrEYfuVXfgXl5eVTsneTDk1UIUZHR3Hs2DG8+eabbuGpJLm5uZ4o2AJ7ayQ5eD9jqtGrZrGsQ9KsDTMGFDY6Me0H5msFBQWu5Pb8889j3759HoMxU0RFO3v2LOrq6gB4gySCAh2vgj8ds85fs4J0oMoXBZEKeFRBSTbrr6TZab1POp1Gc3MzXnvtNXR0dLjPX+tsAcff3t6ON998E7FYzCkvMy8FBQWeHwU05LXKJzPV+pOfnz8BCOm68EezXjQammHRdVQ+0gE2NTXhqaeewr/927+5E0pmgpLJJE6dOoUTJ064TK8aCytDlDPyhfO2GXur7zaj6scn6xy4jjajp+BdMzsWTIVCITQ0NOCHP/whYrHYNZG5RCKB48ePIxKJOHtBu6K2R+eoc1XZINn/7WvKU785KR9t+4BmVXUseXl5qKurwyuvvILBwcEZ51M2SqVSOH78OPbv349MJuPRUepgYWGhkzf6jXA47HSPMmSPINWqku4JVL6RBzZ5oz+qD+oTqAeBQMDTz3/58mX82Z/9Gdra2mY8sCUIPXDgAFpbWz32hTJv/Sl5Rr7R1vFH7Zy1hdbX8Joqz37yqpVG+lxmoPUwDIJIXbNoNIpvfvObOHnypG81Zbo8BMYOWblw4QK6u7s9QafKA/mm+MLiDttGagMPDTj0xDJ9Kvjw8LA73VGrX3r0KDP3mjhQm1xQUIDLly/jr/7qr9Dd3e3G4ldBmCrfCPabm5tx9OhRDA4OTsjCU96sT7havtkkpuWVHv5BnpHH9AEa0HANFGBTNhUrMaH87LPPuqN5rxXx2h0dHaivr3d2j/uC+MOAgw8kVTygNkh/LC60eqv+W9com11UX61rCIzZwmg0imeeeQb/8A//gJ6eninxY1KBhs2k9/b24tChQxgdHXWMUvBvgYcVPj+Aw8/bzCoZo0ZQnagFcOp8/IIMjscC04aGBnz7299GX1/fjCkwKRAIIBKJuKcuK1CzrRgcrzpTVWoLWm2GS6+R7bOqhFwDjhOAp7ys1ST+rePJZDL4zne+g69//euuD/9aka5JLBbDhQsXMDo66jkJQ4MMNdTqgPPy8txr2rahlSV14vwMDYB+RuXQAkoro/xf15r3vnDhAv7+7/8ejY2NvvO9WtLsd19fnwsyLHi1wbjlgdVP/RvwZn/tnFW+/IyZyp01hrwOjS7tjs3CUvZeeuklfOc733FZwqnyzX5vdHQUjY2N6Onp8dUtG+Bb+6ZGXwMTDeSt/iqo1OtpgsC2YmkFRAMPHQezez/5yU9w4cIFj32bSVtng8je3l689dZbnoCSgQ95o/rBseoP+Uj9tbqsDlPlWwGyyiGACbJH0hY1ktpmZsJfeeUV7Nu3zx1VOhN8y2TGTkx855130NLS4rKxlifKA/LBL/Aif2zChTbMfscvmWTlHPA+l4l+QY9Cj0QinhNvdO15/yNHjuAb3/gGOjs7J1RKJksq8+TlqVOnXDacANnaqysF+37vqX5ybqxu8HhVHtMdi8UwODiIwcFBRKNRz0lx2pKr/zPbzzlx3Lx/JpPBwYMH8fWvfx3d3d2eAHk6/KPssXp79OhR9Pb2uuq3tdvWTvN1Bfs2qOPntfKoMsMgLRqNIhKJuFMG9UGIehS/bdFjcpkyqwkKxYoXL17EP/7jP6Ktrc1TbZkpstciHqJNYUJZEwPUbyZX/HRTkwWKj7MlCP0SzbqWDL5U39WOKlYYGhrC3/zN3+AnP/nJhI6iq6FJtU6pAg4ODuLMmTMYHh52gILEydIo+QmpOkkFKbw+FZnf4eS0dYpRP1/nd5mxZVWCgGVkZAS5ueObXxSAc3ESiQS+973vYd26dfjsZz+LcDjsAQVTIS1rdXV1obOz042DWQsLRPxAq81ekG8sdweD3g2iWqpUIKNATcvDvKYGFLy/bR/Kzc115XXNInz/+9/Hk08+iZUrV05Y15mmZDKJw4cP4+TJk643XUu8CkDIYwuIOTc97pJ849xYbrQGhDIGTDQmfhUxC3Ls5i+2A126dAnnzp3D6tWrHaCfLPG6Q0NDuHjxItLptGtH0j1ONpil7tjgQfWLvKD+6fXIA+ouZdI6QwsIFSio01O51HVRewKMZY7+/u//Hhs2bMDGjRsngMepUnt7O959910nXxpY0khzXGqodY4apHPdOaecnBxP1ldBrpa9VXc1sFCHb1tMrTwEAmMbTVtaWvD888/jxhtvdAcm+NnhqZAFPplMxh2RrePXjLn6C+oB5ZGkNo5OkKStOsonK58AJrynraYAXGVbjzDlnDhmzm90dBTf+ta3sG3bNnea10xQf38/urq6PIk7TQzZpAV5odljq7+0z6qP3CjL9xRw0Q6ojKlPUtvHtab9ZGY+FAp5fI0NZBKJBF588UUsWbIEv/zLv5z1iPmrIbVL6XQa7e3t6OnpmVAVUMCr625tuwb2gHf/J/2m+vXR0VF3nCorOnyAnFZ3KEN6PD/lWduDdLyBQMB9PxAIIBqN4rvf/S62bduG++67z4MJpsI7xWLRaBT79u3ztNhogKb3ULlQfwl4cZpNEvHv0dFRF0jwSN+RkRFEIhH3PAzyickm3pNtjHptBmS0AwUFBQDgAhMNMl944QWsXr0an/zkJ7FgwYIZa6PShE9vby+OHj3qWd9QKOTaRq1+03dyzWl/qIvEKJwneWtb/BSvEvfQDubm5nqeS2I3kAPjWIT3pDwmEgl861vfwrp167Bp0yaPjXgvmnRFgwM+c+YMzpw5M8GYhcNhV92gcQyHwxOyVn7ZexuQkJH87QcwOC4r2ApkNDuoEZxeWxU7Ho/jmWeewYULF2YMLNNA1NfXOyenkbdm7TTTpvPl5zVjZasW9rucm+3ds47IrjPBN8dpM612blT4trY2/MEf/AFaW1uvaWmS4+zv73fKqC1OLFFeqVqkDoj8t+VGy3/LO5Uvm3FX4Kyf9ftbQVYsFsNf/uVf4uDBg57rTZY36XQap0+fxoULF9xcFSDYip4tydrASOeu+qIAQuUkW2Bmgw2+Z9/XjCHHwDHZDDYwdoLcCy+8MO22II49Fovh8uXLGB0d9WSUrfxoJYif88swK78oq8xg+VV2AK/D1vEp+NRsoq1MKLDndxKJBN544w00NDR4At2ZIF33QCDgHspnM2haVVYAYCsYqpdWV/0qslYvAe8JSwoWld82mcTKAuCVO137TCaDI0eO4KWXXpqx9p90Oo1z5865vWbaTqbVDN1roH5B/YlmQO3crQ6rfpN/5IOVP/tZAhJtidFz+gn2tZJM+xyLxfD888/j/Pnz02pXVrkbHBzE4cOHEY1GPfqoCTyVFcB7nDH5bdtGLV/UvnMzLZ+ZwedN2WcA8QF0tOtss9IEFwAXmNs15u+Ojg4cOXIEbW1tuHz5MlpaWtDZ2Tll3vGera2tAMZbN201Q6sD1h5rsspWj6w/UZmhrAwNDbnATJ+fFIvFEI1GXfBhn+1Cu0GgTvnWhLTayUAggHA4jH379uFP/uRP8Mwzz2BgYGBKvMvGy1QqhZMnT+Ly5ctO/rUrgjxR/aT/z6ab1u5bG6j3V13X1wFv0k5PGFW/4Ye7c3JycPbsWfzTP/2Tk7Wr1dcppUtTqRQGBgY8R8eqM9MJarVDozjNQPF/3U2vzCIpQ9QoaVBBAWPmUI2kgib9m05GHWB9fT2++93vYvXq1S4ynipxDE1NTRgYGHAKQQWhEdQeYD9QakG+8sFWIHhfgjWdv2YVlDe8Dt9XkG0zEn4AnNc+ePAgfvjDH+Lzn/+8y6LPJHGcbW1trqVFFVODBTXQWoK2PKQx0OyOdSrZeGYNqAVtHId1pAqQ9O+cnBycOXMG3/jGN1BdXY1Vq1ZNiUcDAwOuLYFZDZs1U97ZioLqCcevQb2CW0s2cLDVCcqSZo1Vv/lZzf77BW52HX74wx9i586d2Llz55RBC6/f29uLlpaWCQ5X+WadrRplXkt1kHrPcdssvCYFLGi24E/13wbCqss5OTnuuUY8armxsRH//M//jF/+5V/GwoULZyzQ4Hi5hpcvX0ZXV5cvwLfJHxtcaGZPbRz1lDxSXdV7837Wgao9UxnRrLLKAtfP2thgMIj+/n786Ec/wgMPPICFCxdOm3ft7e3o7u6ekHCib9Bkj00oqZxa20XgynHbNlirx5rMU7tv9TOTGX/iOkEggTT5rYCdASOPB+d+gO9///tYtWqVe77AZEntTVdXF+Lx+IQA0VaBVBZUXvSa5IUGVcB4sKWbwjV40D0GbKXSxAnHZivWNgHItWGljVWoZDKJH/zgB2htbUVfXx+i0SgWL16Mv/zLv5wS74CxPS0XL1706JTlmw3SrL/ze53X4py5L0P3+HBO2kbFyhD5wPmzM4W2QG0oMH5iJokgn2OqqqrCsmXLEIvF0NjYiJdffhnbt29HeXn5pHnnR9SVWCzmmbsGPKqrHLMGAPq3YjPywi+Jp/dn0G91WjeUqx9VnebnSKoXyWQS+/btw8GDB/HRj350QoImG121d1HD0tnZ6Tb9Unj8MgBqBBm9+W1C8zOafsZUJ6XCZD+nRlKZ72dQ/DI9ubm5GBoawquvvuqOn50OBQJjxyY2Nzd7jk60GQJ1DnxfM6A00lbhsxlJFR51rsBEYdV7Xgk8At6WDuUvDcvg4CB+9KMfobm5edq8y0aBQADt7e0YHBx0BkeVmUbS7j3QDJce1+eXiffLBuj9FdzZAEKNbzbA6wcO+TMyMoK3334b586d812Lq+FPY2Mj+vv7PcG+VjMoVzTaGuyoY9GWIdsP7zc3rehYUMz36Tj05AwlPxnUYFbBOMeZTqddW1C2614t73iWeDwe9zhJjsNmQJVHmtmzmUArL36ypoGYvqY8UN7aBIzffAgoOQ5mfbnZc6ZI1y2ZTKKhoQFDQ0MeB2uTFJo9pY/QjeCqw9p3DXiTKda+20BG+eHHI5vl5vUJpBmYqK1Ip9N4++238dZbb02p8qiUTCbR2dmJaDTqZIjzUF7ZBIGVR7VjCsJskMf5+SUELHDh/7bCSt7zWRqaIdWNzVqN4nHLXN9kMon9+/ejrq5uSraOFAgEMDw8jPPnzzs50ADHr/VRs8b0BZpoUZ7SN/oBZOWJBh8KmPk/gw4GgJRdzVRrwMi9ScROpaWlWLNmDebPn4+hoSFEIhH3QL2pUiqVQmNjI2KxGIDx9hlb3dFx8TOKyyyYJj+tPbP2izxjoMrqD/e8kG8qh7ruulaaaGT1rLCwEPPnz8fq1auxZs0alJaWOv3laWAzQZQ7xVMaVLKaoXylTtjqt9pGlVOLjXlfHYPVZWvXaAO5Pvqa9etqfwKBADo7O/H9738f0Wj0qvky6YpGIDDWAhSNRicopwVmVknJQJ2YOkF+B4Bn4VVYFSDbyItkMy78ze/bzco2uOH/R48exfHjx3HTTTe5a2QDje9F586dQ3d3twuQNMpVEKEOgUrMrIdm1jTCJci60tiyZaP0b79ee/vQNM3aWAPJrFkymcSbb76Jt99+G4sWLZrxqoZm08krbqiivGnft2bSNMPFihznzHn7GR6VD80UWMecLThR46pAU4/4s8aiu7sb586dw4MPPjhpHhEY0bDZ+WglTzNrCpIB/+wJP2sDfc7HZlMt+VU3yH8th3OMDBr8sjYKkILBIOLxON566y0cO3YMW7dunTTfeJ/29nb09vZ67Jd1aH5tJ/yM3/ytbaNMaYZXHYi+Z+VGHYkesanO3MqiJjgCgbGHSCk4mY59U6KdaGxsxOXLl50MalJE52qDArvHT8GrtXnB4MRjHlUXrUMmOFSyASyvA3if2qzXU1/R19eHl156CTt37kR1dfWUA7euri6cO3duQmVbwYAGFVYmNZDj2MkHK5fA+MO6NLgl2cQcX9Pv06bpca+6kVlBMsEfT2xLpVKeluHTp0/jzJkzuOmmm6Ysg+l0Gg0NDYjFYp510vnbLDJ/Kz8pV6wGMimi4Fn9iAa9ekKSBhZsw+M+PO6NSqfTji/5+flOR8gjjiUvLw9lZWUoKSlxAVosFkN3d7e73nQOJQgExjb82kNeNAlgASjfU51UG66fUZxm5ZeYTHnH9imeZko5HBkZQUFBgZNxPnyRvOT1uSZso2bQHo1G0dHRgd7eXvT09CCZTGLVqlXuAYCTIdUN67uHhoY8R3HrODQY02CNtob6zn0otEvWBqlNUDn3sxuaCLZjVxzuJxfWhyUSCbz99tt49tln8cQTT1xVFXJSTwa3wJQK4AeuNDLXCFdBChVTJ68TUgNHIMxAxZYgCRrVcCpIopPSUx/0nhwrM5iarbr33ntRVVV1tayaQAMDA+jo6JiQYbI9jNlAMTCusBy7X/Sp/LfAVz9rv2MDNps903ErwNFsjspGTs7YZrfnn38et99+O2prayeMZTqkQYYaQc3maRaBhtlG/5qVtE40G1jw47eVW+0T1fc1G6Zgi7KuwR4DntOnT6O7uxvz5s2bFI96e3vR1NTkDKw++I7OXeek7WXqQFTv9W+VC87NLxuajYcqS/y+dWTKbyvb7Gm2mbJAIICLFy/ijTfewIYNG6bc9tjV1YXh4WHHK00MaBVMQYpWjjhOjkv5osEtP6eZVP6vts6PF37VDP1t+a33ysnJQV9fH1paWjz8my6pbtC+s7VW20A4f3W21GOCU4I9ghEFMOps1adYe2eTWuq0lYdq/1SubMLKz34CY0/vfvvtt/Hggw9OOdDQ+9g52MBCQYfKplZvGKQrHzQ5w/8JHmzApXPma1qN5F4Mnh6kOqlJFdrf4uJitxGWIJKyGI/HcfjwYezZs2davpanzinYVF+mfFWMocECeWTnQT762TnKqvJG+aP207Z068EHvCb9aigUQmlpqdOHRCKB/v5+tLa2urbh2267DRs2bMCCBQumzLf+/n4MDQ05OeOcaKfJA33dBnMM/jkP5Y99XoaCW/4wWGVbFV8n3rEtu7pu/Az9ZigUQmVlJfLy8jA0NITu7m50dXWhp6cHAwMD7j7BYBC33norlixZMmXeAV4sEAiMdRP09fV59qzomG1VSOVLMan6SL2HrR7y9Ww2S9fELyHl52O51nadAKCzsxM/+MEPcOedd2L58uXvyZ9Jt04NDAzg3LlzLmggeCfT9LkZupGNmQy+bltZ/E7Y0BKwRmZ+0RgBnvZ72/KaZ+KS9SGIVudDQ/PCCy9MuwXorbfeQkdHh6/gWIdBhVU+qSDSodgSuK5RtvmqMFnBUSNqTx+x19RrK4CxzvvkyZOuxW6qIEaVRsfa3d2NlpYWz/zJH3W0HL81YJQj/YwFrTa7bBXXftYGxkq2Eqdrr0Gnde6vvvoqzp49O2m+6Uk/Wp2wzpX3JcDT3mWbuVenw3lY3th1U4dtdZZ/+xlIGlIbAFvAoE6P/zPjwo2Nk6V4PO6enk6y5Wu1U9pSoKBGdVm/qzJqDb2Vc5VpK2f6OasHyi+Va+VzMpnEd77zHfT19c1IkKFj4ik8OnZgXPb92gFYIafN04wc5Ye85rV0PShH1mn66aMFzdb26SEECoxUx3Xfzfnz53Hq1KmrCrSzUTKZnPBgNOWN1T/lqSbyVG+19cy2v1jd4bXU76pc2gDE8k1BprYXpVIphMNhVFZWoqioyGNjeK9UauzEwqeffnpKvAsEAujt7UU0GnX6oAGaXzaXusgfuzcImNgqZsGa2jX17cB4VZk/muDk92mTlV+BQMBVMKqqqpCfn4++vj6cPHkShw8fRl1dHS5duoTu7m709fWhr68PN998Mz7+8Y9Pi3dso7QZd/LB2htNTKlNs/ZLsUY2YKxrxgCN/OP/WsHVKncsFnNJhvz8fJSVlaG0tBSDg4Oor6/H8ePH0dnZ6ZLI2iGSTqcRjUan1GqbzWZyrnyfrXK2JUoPYFE/aoNTtZ96feW1julKtlx9th9Z/KfXVL8LAG1tbejt7b0Ch+S+V/UpwMM0KnMgEPCUoW1LCZVIldlPuBTY6OetU9Wyd7YyrlY/dNxWyEn6vzXggcBYz+e5c+c8BmSyRONqnaoFEbr4+r9fJt5+770cnBVMVfwrKb9f8KEGlYbRVkAYDPCJ8dMha8xpXAYGBjxtaByDntxgHYY6TxtsWMBsA0GVR31N+ZqN5+SZBQx+99DvdnV1TenhfadPnwYwJjvsU/UzSjoXjkmzLRwLsyeaSdG5WQBm9eVKQa4CO78KiY7Bth3xngow0+k06uvrp9yz3NXVhUuXLk2wUbbN8UpGmw47m0O2oMTyRd9XcHMlPdR7syqgLRjKR2AMCB0+fNj1Zc8EETTW19fj9OnTHvBvkylW1vVz+roNfDXAs6e22CBeZU4DBwvslL+aTbUyoPxX/Umnx874n06gceTIEdeHrgH1e9kf5Y36Ap2/BTNq++18LSi0uugHRtS+srLB8XBfAVvorKxy/PF4HGfOnJkS79LpNDo6OhCJRLLaVMs7Tdqp7Vc58wvs7Jzt/PV9ypnN6KfTac9T1Cmb4XAY5eXlmDNnDnJyctDR0YFTp06hubkZQ0NDSKfTnr0K0WgULS0tzu9NhYjpOEeVHWvfNHGiwZz6Wksa8KkvySaD2kplP5dOpz37XOlTi4uLUVxcjPz8fESjUTQ3N6OjowOBQAAVFRWe9inVaQB488030dDQMGm+XQlLqp5p4KayqR0+/L7OSzGs1U39vMqnX8LJ2lG9X7YfUrZkaiaTQWtrK/r7+6+KV5Oq8abTYz2Q7JsLhUKeSF2dsGZLAUwwZmSQddxqYDWj6Rck8LsaAeq19beWNFVYbYBilaWnpwfPPPOM5+zhyRKPkczJyfG0cuicrWL7ZROswqkQ+H3Oz+nZQE6NqoIABd+aXVaDagXc9qsODAzg0KFD7lz1qZDtz7fKQyBtN0UqWFGnaMEa/1f+W1Lj4OeANbtF8gOD/JsZGr/yp70/e3onS729va7imJubi9LSUs9Z4X6O2A/sa0WDZOXSgkOrf8oLe29ejxkebva1MqX35PiU7xocBQIB9PX1eR56OBkKBAKerG86nc4qWyQF1AoclGc2kWDno3bAJiHUCSvPbfDsl8BQQKBrSVA4ODjoxj5d4hjPnTvnjoxUPuma2kqiggzbiqN8U/+iGehswazKnw3UAK/cW5vG69ng2QLRkZERXLhwYVp8pNPWQEHtsJ1bNjtEf6z97vSR+lA53ahsKxAW2GmrlPoD3V9G/rLFORQKuU3fPFGIJzDpviMGiiMjIzh//vyUeMcnMCvPbHJPQSbfp83RAMjqnfLFbnZXnpD3esqUbS3WZzUBcOMrLi7G/PnzUVNTg1Qq5Sr2mUwG8+bNQ3l5OUpKSjxt6Pz+smXLsGnTpinxDRjzFZcuXfLYELUTylPbkULeKGYAxnXKVr2o38oHyqryjffV76l8BQIBFBUVoaKiAnPmzEE4HMbg4KBLzJWVlWHevHlurNmCgnQ6jXfffdd1XkyGOB4dr8qZ6gE/b4MpbbMjT9R+aBBmg3ve05JNtKi9s3v5lGz7qLUz9rpXCi4tTap1KpMZ26DKQMOCZJ0khRWAZ3J+EZUFV36GVI0vmWQdvx+TdBFtVsEyVr/Lv0dHR9HV1eUL2idDNA7hcNgDAPx4ZwXYL8qkklrgbR1mtkjVjkGvoePRz2ebl75H0BcMBh3vDh8+jAsXLkyJbwcOHPB9cqyCYJsxsoCPjo1GUfeWaB+tlTcb1KkT9us3VfILBJX0Hrqx3vJ2dHQUr7zyyqT5puvLM90V3NuspM5LN+UpbzgXP9DvB+oUJGbLnJKo11wb8tWCaII75aPlK+938ODBSfMNGDtilGMC4Ak6OE47P95bg1a/cVodJNlstP2sAiQlHRPHHAgEJpTf7bX5+dHRUbz88ssuS2rnNBUKBAKee1NOmMVTe+MnVwQetM9+lSNro6w8WfCtr1v58/Mzek/1Jbo2OvZ4PO6eHTTVQEOrwSS/wFbvrXZK/R1tHgEcAwrqNvdIaKVS7af6SL+AxtpQDTyUXzbBZ9dOfxKJBI4fPz4l3qnvylZ15Gf8knh+STf7OU1waAKUPkQ3gduTqPg99SW5ubmorq5GbW0t5s2bh0Qigfr6enR0dGBkZASVlZUu0aTZfb0/AEQiEbS2tk47UaDzz1ZBU33ja34npOm6aIWC9yEPdOO3nsil39VrkAfz5s1DTU0NCgoKEI1GUVdXh5GRERQVFWHu3LkA4J5Zon6MvtbSVBKh3d3dOHnyJM6fP4/h4WFfn8YEmgXnGoQqfqF+6fz9sKBiYCVr6/ywix9e8cO/+p6fX8hkMlddDZ/0ZnAKk5Z1NCNJIGANobZNWdDB6+hvWzby+zwzjdaJKuNIdlFVaHk/v9I6MFaevHDhAjZs2HC17PIQI306c82UKH/IF/JQs1kci18GSTMq+qM8sE5EgbUF6coDjoNGgmNSQ6tjU2OTk5ODEydO4KmnnsLGjRvx7W9/e9K8+/KXv4ylS5fiF37hF7Bq1SrMmTPHGRLNoPB4OBvB+zkVyph1sDa7oE5WeeoHXvjb8t1+Rv9WebSOX43M4cOHJ803wPu08Xg87mk7tHO2GVO/HlG/QI0/NiDJpudWRi0Y0ROU9PPWTviBTxLHOtXWqZMnT7osp562YoMA3pvVXH5GAbMaaRvc6fUYEOt5/Mof6/B5H5t1VTmzT7kn0caQv6dOnUJbWxsuXLiAY8eOYfny5bjtttumvLmUNoMbIK1TVJ74BXDKN2D8hCmVAeq9zs3qssqeAgyVt2x+Rt/PloDwe226YE+/b6t0fN8GaoHAWNU5kUi4v62Ns3pnwaoFPn7zJGlmmkeQsg2I12KgGI1GMWfOHPc9TUzaCh6AKZ+cdOzYMaTT6QknHFJP7X3smjH7zOQOeeEXcKr/VLyjr2tQqnwLBMaqpXPmzMGyZctQXFyM0dFRNDU1OR9bVFSEVCqFSCSCeDzueU4J7biuyYULF3Dy5EmsWrVqSvLHvVQWUKp/BcaPvqe/AOB4pjoHeA9f4DUVHyj/NSnCtbF8Y6K2uroay5cvRzgcdidHsWUqJycH0WjUE2TrYQUMum0XQU5ODiKRyKT59ru/+7s4f/48AoEA7r//fnzkIx9BVVUVqqurPbqpMmjnxX27GgSrPFF3/fCI/ZwNLCwOp10m6Xpb/6q2jffVhGg6ncbw8DC+/vWvY+/eve/Jq6sONFTB9DVg4lncCpJsxo3fI/OU6XoPXZxskZiCHwuQ1bnZoEez3BZ02zkDwOXLl7F///4pBxqaHWGZmmOn8dXPKahnWVl5qgGRRul+DsU6Cy3R2cDDAim7DtnICqXysa+vDz09Pb7g+2ro5ptvRmNjI/70T/8U1dXVmD9/Pnbv3o1bbrnF8c4qj46XzgDwBq/8XxVZ5cG2CChvszkvyw/lI/lCB2xlXYMLpXQ6jZ6enknzjdfT3l1uEFfQyfW3CQSOG/AeW2gzS+oo/IIKfc0aQp27BYbKR7/3LN8V+ANjfcenTp2aNN+AcUBAJ0AiP3RPgK4dechjCdW+2TmTj+Sb6iPno3bNrqs6Ed7X2kF7Db9KQjqdxr//+7+jvr4enZ2diEQiWL16NV599VX81V/91aR5p0EZMH6YhNVTP+dm/QfXQpNUJAaABLXW8WrCQM/np61Xnql95XhsoGEDRQvArfxNhez+PT/gpX8zULPrzLHo61aHLGhRfvkFJLSJahdHRkY8T7pWXrH1hgGQ6oefPHL+U/UT7e3tniNKdb+Cn63QoJDrbds/dT6qo0rKc8C/8q92Ij8/H3PnzkVhYSGGhobQ1tbmgjTuN2KrsdpWrhEDDx1HJBJxR+dPhY4ePepJapInV8qW24QwAI//VL4pFlPfwR+bzCI/NRkSDocxZ84cFBcXIxKJoLm5GZFIBLm5uYhGo8jLy3MnjikoVh9jq22kRCKBffv24WMf+9ik+PYHf/AHePrpp3Hq1Ck899xz2L9/P5YtW4Y9e/ZMSOJRHu2mc+uPOX7FpBbLKX7wS4ZarKKBYyYzvoeK91LMpn5Kr6F+Su9VV1d3Vbya1HM0jh496kCjKo9tZwDGg4DR0VGPU7ZOgIZHmeaXRSLZCMwvyPELLKwxpdBZB6TGlt8fHBxES0vLZFjlIS5KYWEhMpnxcpMCDnXCNhulQFmV3QIU5aP2P1pDqaCa41BjrIaM7+Xm5rp9Kn7ZNQsWSCUlJVi0aBFuvvnmKfHuj//4j9HV1YWOjg7s378fBw4cwLe+9S0cPXoUa9asccf+WdCQTCY9vf06FysXahz9gjU/YGd/2zY+deZqdGy1hO/rGFX2QqGQq+BMluiYCgsLkU6nnWHWcVIP6GgIEgB49AaYWKVQo6SBhl/LhAa5fvy2uq5Bq80KaXaR89C14Nim2u+tMqF7Uyww4/0oewoSFfjxe2rjNMhQ3gWDQY98KHjwq9768UQDJX2ugTp1th0mk0n09PRgwYIFuPnmm7Fw4UI89NBDWLt27ZR4B8Ad0kAeZGvJUBlSoK5BL+XG2n3qDAGv3VirCRU/4GNtngIrHRNJ+euXfX2vZMzVkGb6OQ7aM80Ek8gf2yutumRBiQUuqpP2xyajrJ9WuQXGAbXal0gkgvb2dlRUVEx43gHnS3mgzE6F7MluJL82IBto8H1t2/GTGZVnO07VSZ0/31P/yIfRMaBgSzXttB7FnpMz/hwdXsfay1gsdtWbcv2IvlJbU7PxjO/zMww+NRGl/LBrrevCz6mfZqClwSc/Nzw8jMbGRufXQqEQSkpKUFRUhMLCQuTk5CA/P99jX5nY9ava6zi7u7snzbelS5fi137t19Dd3Y0zZ87g5Zdfxvnz5/F3f/d3mD9/PjZv3ozi4mIPH/1wivq3bIGF6qvqqJ+f8cPN2eyTrpPqt01G6DVUzq/2GWmTap2yAF9vzgFoVsg6Y41aNWOlP5w83+N9/IIZCjuNBpllM9r2Prqo/IxmbOx11LlMxZmkUin3ECE1cAQEFriST8pLzld//Mpp6lgVxCiw8XM6NqLVYE1/27W0a26pqKgIX/ziF6+qvOZHixYtwqJFi5BKpbB582bs2bMH+/btc3sO7LrrWlmnR1LHa7N8lp+WrAySsgXLCnZsBtsCAv2OKvNUHzzHBw8ODw/j8OHDuHTpEjZv3oza2lqPs9X11/XUeen7fobQZo5skKGyaKtEVhZ1HH42xwJlfl6BFec/FVq7di2amprcXBhkU5aYGWKihOPUbK3KA8dM/dSgyxp4m42yTkPBmR7TqEBc7acGMLpOfC8QCGDFihX4i7/4C2zZsmWCM5ksZTIZnD17Fj09PROCv1QqNQEUc5w2qNI5qXxYoJ1KpZyc+8mLny77XUc/q/qXTf517WaSLG8oVzaQUB+ivkrtoY7d2jm+r/7O+mJb3dD1UN/OcWoQyzVnRTWVSrnnZvjZZOXtVEiTTcDEPU+qNzpe5R2TjgoC1U5zjCTaIAWIarf9dCmRSLiNx6FQCOXl5Zg7dy5KSkocWOZ32C4VDI6dyKU8tqBZg+fJEpNPFjsB3gA8lfIej67+lmT9GnlNOfbbMK780cMdKH+0v52dne775FttbS0KCwudPcxkMp5DEMg7YLy1W30H5zYVXxEIBFBSUoLS0lIsXLgQmzZtwtGjR7F//340NzcjFot5/J9NSKpc8npW3/ySlDbAB7yBrg2m/D7jZx/sj+IYP/sbDAavur12Uq1Tmj3kTVkeVeCpn7fVjGyGUAGOBW2qvMy6qvDaqM+OUTM01hHpvRUY2UXj2KdCdEyNjY1IJBKYO3eu70Om1Aha4GXbXXTOyjMVQn7OrwWAa6TAVoMXDboUoFgwx+voj/IdACoqKrBw4cIp8Y68yc3Nxfz581FdXY3bb78djY2NOHDggJOBRCLhnrZKvtLR+TkKG2xZMKwOz4I4BSTKHwselUd+Mm/lzS/Iyc3Nxe7duyfNNxqx3Nxcdz56RUWF01UNNPR/5R2DXb9xKYhW4EF50qqhNVjKQyuj/JxuqrQbIf1ApY6Z454qWF62bJnb2Muxq27SQam9UwBgHYVWKezZ+tkAnspStuqPtW8WELJliNfU035UJsvKynDDDTf4gr/JktpLTQ5xbRQ4qz+hPnBPka2Aq66SVNa0cmN5ZG1ktvcsYFOd9JM3K8NqZ6ZCKmO2Y4Bk7Zi9pw2Q/PhhfYG+Zqvduj52rrQvBG7EAwDcs7Py8vJQVVWFdHqsoppOpz0bnO34pyqDmpjTrLySrqdWjYDx9UwkEh6g66dz1EfeV7+v4wHGH7oGjD3FOhAIoLi4GGVlZSgvL0c4HHYnAuqzY9hiG4vFPECU+sBKB+c1Xd21cmaDMhugqW7G43FPq5zadNVZP0xDvmpyNRgce8gj/Tc/z2exlJWVoaysDIWFhSgrK3OVMgDOhtgHScdiMSenamc5pqlU0jRIyM/PR21tLRYsWIDt27fjhRdecM+Y4Bx5ohTlQDGSrfLaJJyf3lssZ9fT4g+bPLBYR+/pl8S2uLmgoAAf+chHropXkwo0/IwaBdIabVvis1UGK5CWLCj2G4+9rx2bXsMulAVXfiBax25Pe5kM8RojIyOYO3eu57gzvQ/Hys3WCmIU6PP1bECVn9X3rWBZp+FXktPfDDyyRdUKkHQM1gBPl4f8UQPOMZJoGK0zUAepn9V5Wr7rHKyy+Smvdd5+jt/PeVmF5neneqzy6Oioe2DXnDlzsG7dOpSVlWFgYMBlt/3AHnltZYpz0IBCX9fxq6FS3l0pW6KOyw8MaTWEn9VeUx2ztTdTIc5FnR+dhYJlW40kP5RU71QneR8NQPRzfsGD8kd75q3z1z1ozIzacaqsKN+yfe5q+WblmjJmEyl+PFPw5Cczeg+bXLIVND9AbZ2vfY1kkzV2LDof0nTkjXSlAINrTN+q7+nfdtzW3lv75MdnXR/O116b4yVA5vdCoRCKi4tRWVmJgoICd8QteW6rKGojp0oKGDXot9UT8lXXkfOi7DHzbfmhfLbVCoLbZDKJvLw893Rq/R6rFQUFBSgsLHRPSU+n025fl7YwMXgOBAIOeMfj8QnVEh7RO51EqPqBbMcpA15ZUDkk//zsvmIFO0ZtecvPz3d2i6RJrHA47HjHfXKsGhQUFCAcDjv8RH4yaCGPbXWQn5nqM0iUyLu5c+di5cqVOH78uMONikfUPpHvbD/TYIPfU3742STVcdVR62P447dPxtoTxSAWW9Hf5OTkYMuWLVfFm0m1TvFGWnIkM9Q4qmCqUeJ1LKC35KfQNA6WkX6gWR2yBTQWyOln7D2t850qpVIpZwiKioo8J3TYB7YA433zFoRZIKCZJzXaeoqDgg3Lh2wG328t1LHboELvo+uggcFMUiAQQDgcdhvD1HFoOZS8VKX1U3b7ozKmhtMCRjWodpOUdeD6Gu+vwNAvwAWA6upqzybHqyU1NCUlJaisrMTIyIh7+J8tr1Kf/eSOY7bOWQGeXz+3H78sT2xg4gf87P/6XX14k12/bPblavmXSo2fCkL+6IY6YOJT3pVv9lo2aLPjtvPX69kf1UG/Vh8rg7pW+nmVhZkgBV/8X2XL9n3zt45VQYzaN6tfGnTaa2QD1bo2fg7ZOli7JtZ3+AHQqfoMXtvvgAtgHOTZAMSOzc7N8s4PCKoN0vtdCfxrkMFnahGkct9BSUmJ+5/BBu9vj9m1gGcq/FM+2blQR+09lA9W5lTe9B6q9/oMCe4TsCcpEfzyu4qZKMuUHd0rxzW1T7VWG1FcXIyCggKMjo5OCTArP6ir9KmWbHBt8ZPqjg1ELB5ggMFncnAzPNeBsqWYxyarCcR1/2g6PbaxXm2sBp+K6zKZsSpcWVnZpPl2JVK+WH2lXikeoT3XsakNtPbeJnRVv7MlPhXvWX+tflrlVu2Y2p90Ou0OJrgamtrOK3jPa+fNLaOtUmczkPyf38sWnOh3GPHb4EIXUh2BNcg6B70Hx+D3+elQIBDAypUrAUzsB1Q+2cyy5RfnpT3X1pHalh4FYCqM+n0LhK1TsgDOD3z7ATz7sLfp8E9p7ty5WLx4Mc6cOTMBJOvnte9WN5bpHCyA8QNoNnDQ+asCk/9+ANs6fb8AxALtpUuXTmkzeElJieeao6Oj7qxv5ZW2t6iDtqBD+WZ1VDPmvJ+dWzawkw00W8DkFwT66Tn/1mrNdEgDCLtG1FveR50E4E0Y+DkEK4eWr5ZffvaM39ejBwni/AI3tY+cnz7wbqZI+WDtmX1WAXlKcKIgRXVbP0eeKp9sYGDtm5+s2DFbHbfroGtjrzEdkKzfpw0hICVYUTlUubRBrY5Z5cTKkv74yR8w8blMmvjjOupzZvg/A4vCwkIPoLHJjNHRUfegNjuXyZDKvh6/TqI8EryrfOk8gfEssp+9V1up/wMTH7jJNh1gvGrICkYikXAtNGpHk8mka6Nii5RNZHA+/HvevHkIBoMYHBx0RwlPhlj95proHhX+Tz2lzqnsEXjargvFImqrrA4B4/tEuJ+H32VlQm3J6Oioewgfx8o9LEVFRa6ilJeX56q++n1dOwaKO3funDTfrkR+bWFaLbKtt+m094nvJLVZ9uAfXQc/7EUe6r5d6yesP7Y+Tj9rfWxxcfG12QyuE+EiUfB4QwqbOi2//zkZ66StQ/ADK9bpa2ZfGWYNgVZgOFaNDq0zV8MzHSdcWFjormM3SylPbfZO+c6xaHnXKjIBhwpRNsdrgxAbSOi4tCqgvLTGRPnNrExpaSnmz58/Zd5lIwYv6vDsGmUDC/YzgBfA2P/9Mn5qsGzgYRVXX9e1sVUhe/1AIIDCwsKrVmalHTt2YP/+/S7IAsbOS6cjVrBsS+RcU47TL7us/KDMqawqP9RmZOOTDVr9DJyuAzB+IovlH+WitLR00nzjOHkNzheYeDws/7cBD2VR526rlPp55ZOffKm9VFug2VRdk2x2RE8c07GFw+EZrzoqL20Q41fpVDtiZVLlSmXDD0Bn01XLO/s9+0Avm4DRYE6/x2sB4+Biqry0FVdmZTWgJVi3PLYANJvPzMYXktVzP39KoKQ/9jjZ0dFRRCIR9zTr4eFhpNNpz7NVbIKBPJgKcWzkEwNW5YlWm2ygwXHbChzXnvudbHBGOWElI5lMurYpXicWizkwz+smk0nEYjHk5ua6Zzvk5uaiuLgYOTk5LikUCoVctUJ9h4LY1atX41Of+pTDGZMllQXKoJUnvqeypnLAtdN10NZOtXNcl2Aw6AIG8od8DAaD7iF+tHPET+Qv1yoUCiE/Px/5+flIpVLuoBg9zUplnGMnJZNJVFRUTIl3VyLd2G99pwbm5JX6FNVD/q9/++Fj9aV+QbL1yfo9jktlm69ZymTGqm5r1qyZ+c3gOkE9u1sZqYyyCpvNgNjAws9oWnBowZh+n+/7RWAK6PV9GyVy/Dr26ezR2Lp1Kw4fPuwUzy6yHitn31M+EbyoM2JFSYEJP69CZQXT70e/bysh6mwtECNPrTIDQG1t7bSOysxGFHblEdfRni3P/+mk1aFwrjbQsMDXOhgLbq+k5DbA8APgvKcNjqYKXBScaQZIjZ7fBj+rDzo3G4RZWVReqD7Zz1s942cssLFg266DX7WB18zNzcX69esnzTedi/JHnbACFn2fpOus+8gsL7nuflVBXkf12fIoG9i2Oq1zst8PBAIoLy9345zJKhDHzQCH/1MP/aoatLdW5nX+uk6qj3484ueu9NtPdy2/yE9NDqhNzcvLQ2lp6QTZmAxt2rQJp06d8uiNBXf621aM/MCHztHPByjPNEBT8O8HbDRDm5ub63rmOZ5EIoHh4WEMDQ2hpKTEc0wrbZI+tZl6VVNTM2m+kew4AXhAcLaKAP/3C7Do8+weKpvU0GsrgGZLlCaLFLfYddS9kNqmafEVMPFQnqkGuJwnExZWPy2vdB7Kb9U9xTp2bZR0zKFQCIWFha4ay9f8Ej4qg5lMxrUFq13LycnxPGPMb+0AYPny5aisrJwS77KRXn9kZMQ9zFr10PovG5RY2bB+Qv2vxSt+nSxqJ1k9Uf/N6/jZEb8xlZaWXnWr3qQCDZ6SwOPCyCgKFgBX+tJAQxlsFd8P+KpwKyNtMEFmW3DO+yhz9D5W6Gj4AC9o4DiKioqwaNGiKTuQoqIij9HWOVjBVz7wfxs0KX+tE1SFZoZOr8u/Sfp5vYdmBlnC5Gv67BHlpQWdlIepZlqykcoIWwzoyDg+GxiqcmtgZ4GFtmOoolp5USCjDonXsMGLBZi6VtZAkAKBAGpra6eUbdG58XkKurHcz4D4GRc/I6XBveqn8kqvRd7o/3Yd1cnrPa2uam+q/s/v87p5eXlXvVHNj3cciwLhbA4A8B5NqNdRkKB85nesTurn/NbA6qRm4lX+eOSrrqs6XQX1S5cu9T12dqpUXl6OUCjk2T9j56pgRvmpeqoO2GZaVU6yVRHVfyjv1TcouE6lxh/kqrqpWVnrl4AxX1ZeXo5du3a5TOtUqLS01KP/foGSDayt37D2XPltfaC2KnKuvIdf0GWvoQECW2T5Pvk4PDzsAk1tM00kEu6J4pxnfn7+lI/y3rJlC06dOuXkisA7m/ypnbLvqc7qHK2MKi+0GkUMxCpFYWEhYrGYm6f6Js6f1atkMunAtVZ7yDu7Vnl5eZgzZ860AtyCggJ3Tb8nVauv9SOVDbXP5Kf6D2v/+JmcnBzHA1Y3CgoKAMDtT1EblUyOnXbFKhIw3gJGsvZO1478y8nJwfLly1FeXj5pvl2JNDji3xpYaHBnk3wWC6s+Wqys/tjaAFul5VpRphnQWd32s6E6Zs5Ffe570aROnVqxYgXq6urckz7JSA7ILyvPz6hQafbMzxnY6FeBsV0wC5o1E2MNrF5XGa6Lq4ERaeHChbjtttum7ED03n5tSH6gz+91ztFPCPTzej/y3oI5nbNeV0GcBXjqjCnI+mwI6/wscJ4pUlmyYERBjN1oz3HZljGVU/3bL9DwC8I0yLAKawMx/a7+qFxQNyoqKrBjx44ptwDpeujDqMgnv41cVg51/RXk2OyK33d0faxDzyZbpPcKMizw1u/TKe3atWtKfFPekV8WXPA+fp+xNpDzsMGJHwBU/ijg5bw1E2Xfs4GuyiSdqzodAO6UFGZPZyLYWLlyJU6cOIGuri6PT/Cbv/62r1mZUL6rLvnJgpLywCaxVJ6V3zZA9GvHUiBQXFyMnTt3TqvyrePV1huS2nILPpRHqn/6XfV/1tYxMAgEAp4kkuqbn59hkoenIul1gDEgzZOSdN8QX1d5zM3NnXJyoKyszF1bqy12rjaosK/7+T8rE346S3/DCg9PoOLcuJ6qD0ySkec6ZrtRmEFGIpHwVApqamqwa9euaSUKtm3bhhMnTiAWizmd0+Sw6oytxGgQYnnGa2kwa+2nVsUY6DBLrjhM99Zwz4XOVwOkQCDgKkLWR6u8ceylpaUuqJlJIj90Lf2q8Hl5eRMAvA3KLN7TH7+DfqzsWrxrdVsxDF9XHGdt8Zw5c7Bnz56Zb52iIlkFUPACwDNAMlk3w1BQbUmYpEDHKg6ZqBkm3kedCT+r2QALVrIZZDvnQCCAiooKLFu2zI17sqQKxvFoewBBiBUiBYqqtKqsakT95kdSMJYtkKAB0+cXKEC1PFchtsYEGOv9XrRo0YxlSpXUQOhpHrr/gFkhfl6VXp2KDUA0O61ZJAUafkDOOm8bVFiAqXyjwVAwVFVVhQULFkyJf+Xl5aiurkZHR4cbL+B9wJeCPxskKvhXebNgX+WB3/eTC75ns8+WRzZw4GtMbviBHV0fOtzKysopbYwkLygHek+/5IY1xuqMdZ72+1Z/VK7IT6uvFuyRlM9q7/g5u476XZ4OlEqlPM+hmSplMuPPUqC+2TXza5kCxnuaLSDWlg47Z+tMdf4qG2oLyQ+VMduDrzzT79hghr+Li4s9pypNJeAoKSlBTU0NmpubPWDdT/8JSLL5Tz//YQGI2v+RkRFEo9EJh0NY/VR+0z/q8xN03QG4zd7sr9csK0+c4veKioqmHGioX9ZsqwaYSnxNdZO+QfWJvMkWhChQ1qqO8o+Bo5+tVf3ke1x7Xp+vcRyqR/Pnz8ctt9wyrZbHpUuXIhaL4dixYxOAsfLUVm0V06kuWbyj+IzrEQwGXVCRSqU8rWXU30Ag4A4aIG8UM6kto5zag3YYnOlzmVQmFi5ciLvvvnvG95HSn+ujDPxwrfKNc9S5WT21umsroOozbZCsRwfbe/BH8Yj6WJXJYDCIzZs345Of/ORV+4yrDjSsk1JDp4psqxSqLBRICjKjdz9G8VpcDD+m6ALYiE+vZ0G67bdUp2FBRE5ODsrKyjwbiyZLZWVlqKqqQnd394T5qWHJxgdG6Dp37f3WuevnrBAqmFV+0Iipg7WCbp2MvqZgS/lYVlaGDRs2zEiWz48WLVqEhoYGXL582fGIvKRjs0bQAjqVU/3bOk4/OdLPaEmX/KRD1YDNBmWp1MSjh3ktHvs3FSopKcH8+fPR3t7uxsLAS8GeNWzWcCu4U95Y8KgGKpthVONoZYn8UVBt18yug34f8PZjf+QjH8G6deumxDueyT40NDShZYJkbYb9jJ0/4A3yFEjr3wqQ9LvWIRGw8Udl02ajbfCh406n06ioqJjRigbJ2ktNrii/tD2D81NbbuUzm2xd6TU7Z+Un9dQvSLHft7LOee3atctl96Zq7woLCzF37lw0NDQ4gKI+wFaELGBRu6K8JJ9VnnQ+ynOtcqps2jXhvHk92wXA71O3iRd4pK3aRsrd2rVrp3TCHjCWYV26dCnOnz/vAj31fwT6Vgd1bXXMKm82cWBtvn4/Ly/Prf/IyIgDYrS9lDd+x8q81T8NNLQdkjqzYcMGFBcX+8rEZMjiJ15H9zcqtlP9tXbMD6epz9AAhYEaH7CXTqedL2AQS7nUlmhel37fb18X52X9r/Jp3rx5qK6unnHbR1IMaxOfHIeuvx8mVXnTagivqXbPVrw12FUZp71QPbRBovpq1Yf8/HzMnz9/UofUTKqiQaZwgW3fLEmNGeA9f1cF1bZaWZBvs+TKtGwBhy6CXzDCa+ieA+vQ9NplZWW46aabPKW7yVJpaSmWLl2K7u5uF7yowKsQkF/WMagCA5gA1pQXyju/7CrfZ8CVrQrC7ymwtpkBO3ZVoLlz52LTpk0zssHUkhohaxxVnshr6wSppPaaOm8LcAFvJpWfVYXVSocGGZpx1vXyC9ICgbHnhKxevRo33njjlHm0cuVKtLS0oLOz082VDpg6rHqnvFQAS7LgN5327m3y0zk/+eJvbfWx91SDy3tqxY3X1fVU/s2bNw9FRUVT4ltVVRWWLVuGY8eOeXSVsm6fNq8ARseTLTtkAzxr2JX0JBfKFIAJMqdBBv9XedSg0erH7bff7nmS7nSI1wiHwxNsu8o6fYDeUwGg8pGyanVOeab23e9H5dTyy7YKWdmz7aEKQFOpFIqKirB9+/ZpZ0UJmjhWyx+CLII+7SJQW61jU71QP2ztPNeMR81SDv14y2voeFTHOXb6d01oWZvIMebm5uLee+/F0qVLp8S7vLw8VFdXo6mpyRO8aADrF1wQpNqAS+eutlpxjwW3NsDk6Uk2CavJPvKP17fPyQDgeKbBcCYzlsh76KGHMHfuXDfP6ZDaHsqX2idrrwBvAtrqt+o54K0acY7045R9All96B7tlIJ2/qYP8Qs06CsY3HI/DMdcVlaGO+64A2vXrp3xIIPX41rr+P2CcvItm89QvtqAw+JgxXqUGauH6iPIF7/KJfnIjfWBQACLFi3C3r17J7UfbdLpUr9Ii0ywG7BV2dVR8H/NKivosUBDDb4FHzY7rEDaOg7rZOxCWacYCAQwZ84c3HPPPdN6cmROTg6WLl2KhoYGtLa2TgAlOn8LYi0Q9RurX7Chn1NArQaD17MGREGfBhkaqFn+6roBYy0Zd911F1auXDnjgQZlTccZDAbdJjoqt62uaTaJvLB8trKlyqeKqiDaAhEqsF2HbIBQZYG6UVVVhbvuugvl5eWeIOpqKZPJOEPAEq4NKjhXXR8NAMgzNTj8jF/QoT/a3pgNWNrARh0ar6lAUO+tAYmdS1VVFRYvXjxhbpMhtvHY63MMatPUwVsHYXmnga/qoc1kkU+64Vs/Q77QiWYL+tXOcex8LycnB7W1tZ5jN2fC4ebm5uKmm25CZ2en2wTLY3g10OI8+bcFEhyv2kfVJ7+Ek33N+hR1wOpcrT7aNioFxapH3Es1U8djlpeXo7S0FNFodEI1028drXxy/BbQ6W9bvVYd1zZnG8hp4oGgUQGT2gNNTPI9P7DM61VUVKCmpmZKR3lz3IsXL8bFixfR0tLixkAejo6OTtgvZO2X8lj11+oVP8e56bMuKOOsRmvnAbPNtGWaGFO/ZAMkG6DRt+3evRsrVqyYUCWcLKXTadf6p8+tUFmyfsMGZWqL/ZIuNomnc9fr6zNZ+D4rGXy2CNdbcSFbsUg2uB0ZGXF7ghTbrVq1ylWEZsL2KT/s6awAPDJhZTGZTPrKpWJjP39jcYjKjQ0g1JdY3Gblnn9TFgKBsVa2xYsXY8WKFZPyrZMONHhDTtICNI2sFejyRw2aCqMqpAXQFDababIZB47DRmZ+TOT4FBjq+xz3smXLpp2pymQyLruh81dFJlEQVDGB8f5uzUYr31XJbTVDAZ+umwV1ygMtp6mQ2tNt7LV4n1AohAceeADz5s2bFu/8SLMcixcvRkdHh8sCElzzM9qzqc5Rldzykb8J8lQWbcBlX6NB43e1csb39Xoqc+owamtrsWvXrikfW0ge8CQPnbPOl/Kn1Uptn1B9sDLoF7SoYbPBhWZe/cCRBYpaHVLAZ/mulJubizlz5qCysnLKQUYwGMSNN96IxsZGVw2ifNtspuoQ56lO2NomBhrWFulrOietSnDOgDcIUzCia6VZNbUPXLfc3FysXLkS+fn50wrKLGUyGcybNw+LFy9GXV3dBFlT3tDWqYO1D9a0dssPFKpMqT5aR6tyo3pp9UKdsnW+pHR67Fjbm2++ecptepbmz5+P6upq9Pf3u4qttouo3dKkFEll1QYaqls2CaBrp/7b+k4NNHhN5RnlU/ffJBKJCbZB5TwYDGLnzp24+eabpwz4yKdVq1ahs7MTiUTC7e1RHeNYbbZegxA/W6/yo3zneLlPI5VKueog96Zwsy/nTxugANIvcFMfy7Yp3reoqAh33HEHqqurJ80rSwzSRkZGcOTIEQwPD3sCPq3q+m0SJx80iFAbnk1vyTfihaKiogktb8pzfl59GT9LzEJSe6jHKANwfnHTpk3u6P2Zqmho9UqvqfJDvaaOEBcob+yYbPBvcQrlw/rPbPaPeE+/p35VE1Sq84WFhViz+Et+MgABAABJREFUZs2kuwUmFWjk5ORg8+bN2Ldvn3sSozLMT/iUrJHid0hqqLI5ETWiKsA246RO24IWG/FZJ8Vx5uXlYcmSJVNuwSBRQdasWYOenh5EIhFPv7wqoJ4hrbzRXkk1Rlbw+DcFnSUvAm4FaypcfmUzC1CtU+L1bAtdMDj2EKFr8aA+5SkN5IkTJxCJRDzG2y975edQyGcLPAgySAp01dlYJU8mxx7ENDQ05PiuemCrIco3lbtNmzahrKxsyvzhtdauXYvW1lYMDw9PyEz5BQs6JgUWqVTKk6Ehr1X2VBfVWGrQzEBLM2a2mkGHYAGJzktBtzr7iooK3HnnnZg7d+6UQQswtgYECKoPCuTID81Qqp6oPtCBMlC3WS0L2NSWZpNXlSt7T97HrrWuaW5uLsrLy50uTYdfSoFAAKWlpaipqcHZs2cdj7TlzAI1rahYUOsHhv0AoJ+vsPzL5mNskKKv8zUL4IPBsYdCbt269apPX3kvvnEtADie2UCHfFIeqe5pIkgDYgsayFsbgFl7b/li5cjPbtgMtgXqCq5LS0uxefNmzJ8/f8oyyO+VlpYiPz8fsVjMo7P2syoDNrjQhIrKhR9ottUE5Qsw/uBa7ezQxI4CboL4bMkoTWisWrVqxoJbjqmmpganT59GNBp19k1lT/XTAl/O3Q93ARMP+dEKEL+rD97lvXXtbKKQ/NWWNL9uAa6dyklZWRk+85nPYN26dTMWZJDS6TRWrFiB5uZmtLe3u2ShBufWnlkMZW278lerrXoct35HA1vlgSaP+awbVjj1Pvqb65abm4uqqirs2rVr0thkUoEGFTkQCDhnqczKFqVbg08hUvILHlRQ1ZD6RWlXcj7WyFmgbaM3CkRNTQ3WrVuHcDg8KaZa4jUrKip8s6DWsZIf+r81PHodVSj9vp2zAjyN+JUn/Bzf07VVo+fHf2YbwuEwPvaxj+GGG26YFt+uxE8SM9h8Gqg6Sx43qPOwGUy/IE0/o0BYwYZey/IyHo9jcHDQPUCIxx2qkdTss8pIIBDA/Pnz8dGPftRl5XW+V0vUPT44amRkxHMCBj8DTGyP4t/aKqGGSHlDviio1R/VR61G8Dp2r5Rm7v2yyRYYqkzk5uZiw4YN+PznP4/a2tpJ80wpJycHq1evRnd3N6LRqMc+WF7R7il4UBuor+v7ynt93VZX9TPKVwWUatOsk1Ee6bjy8/PdMy9minRNtOSuGWT6DQvOOFbt/Qe8z9bg/34JEQswLDhSkKu89UuyKLC0lQ9+Ny8vD2vWrMHjjz8+5UMbLO9ycnKwfv16xGIxXL582TNO/Rx9gPIAGHvmQHd3NxKJhLN/2sZD/vG3DUZtwKvz1b+TyeSELKquu/oMva7aFOrGihUrsHHjxmkduELZKCgoQE1NDXp7e928tCqssmWDKf6ofNqASudi18MGJ3wPGE822GtyTLSFrP7Ye+k9i4uLsWfPHtxyyy0zCpJDoRDKysrQ09PjqQ4of9X22aNiSX5BnJ8Ps3ZMu1p4TbZE8X21f/Rt6nf5nq2e6zXz8/Nx5513Yt26de7YYbUv0yHKT3FxMQoKClxyxR58RDlhp4/em3JEfqs+qjwo9rCVQvKVvkQDDPUXw8PDiMfjSKVSEx66qXg9EAigqKgIO3bswPr16yftMyZlHTOZsQ00y5cvdw/HUSXgYpJxGvlah6dOxi6wMsQaN3UWNuiwv22gYRmthpSLyjEVFBTgtttuw8c+9rEZe5hLIDDeM6qOg/dUB2Adi35GealzzGYQswVb6ggsaFHgnE2g/YxIIDDW9nPjjTfOiPPNxkfOs7i4GKtXr0ZTU5PHSSjvLPCw/LVAhVUlNVqWH1Rem13Qh+JploKAS/VFfzjWwsJCPPjgg1i3bp3j33QMYDAYRFFREaLRqHMe2sJnZYn38qtsWGBjjbgFwip3fF/5pnqtMsjP0OmqzvN7yjPamIKCAnzyk590J9dMlW8EwwsWLMDcuXMRiUQmzIsgmuSno5pps0DN8tAveFOHobJobZ8mBdSpkOfWbtJ5LF68GB/5yEfcxu2ZIAVS1dXVmD9/Pjo6OnwriX6g0s+2qVxq0OYXKFi755dIUj+gcmqDtXQ67fa/WLDHZ0esW7duRv0DMHZi3LZt2/D9739/wnGdtsql8yFvEokEenp63PvhcBhz5sxBOBz2JBcoJ6rXwESbqWvCAEMPvND2Pf2+XRcLsIPBIObOnYsHHnhg2ke08r4FBQXYuHEjkskk6uvrPYDO6qiOySbugHH5UxtvfzhHOw61iQrGCZy1smv5ZfVErxEKhbB8+XI8+uijM9rqyGuvXbsW586d8wRICoQ1mOL7igH8giR+x8qTBdfKJ50/g2XKG1/TypPuU9M1sPYgNzcXtbW1ePzxx1FeXu7BqDNB2tGjFSzeX+9lq0JW51QP/XyHHsyjspotma5+Vg+o8Zu7xXQ5OTmYP38+9uzZg6qqqknzZdIVjaKiItxyyy3o7+9HY2MjgInHmiozlek6Cb7OSJXXsQrsB1xUgOwJP+pg6OT9nIg6E3VCHP+8efOwY8cOzJ8/f9pCSGHiQ51OnDiB+vp6Dy90DGoE1cgrP61AUuHIU3stCqYaThVcNQYE2zYosXzzKxcXFRXh1ltvxfz582d8E7jyU8k+rIeVA56S4KestmJj56q8oCFTfmp/o1VoYOzEEd5bTwqyDk7XMhQK4YYbbsDevXsxb948TzvJZInXLi0txZ49e9DQ0IDDhw+7lgKOR69vwaoNJLR9T0E/AF99sg5aAZ6VX31NS7z2e7oGVgZuv/12bNmyZdoPXyLfS0pKsG7dOneSDXmjOmkrtvoZdXoKcnS+lu/W3qnj8HOcynfLLx2HjoE6ctNNN2HDhg0zrqeUJ+6VaW9vnzA/5ZN1zgpY/T6j8mVtkrVTasuyBRXZKkIK9Kz9CIVCKC8vx8c//vFptThaYhBYWFiIpUuXoq6uzmOnlI/aysjXg8EgysrKXEuE8iyZTHpAD+fLNl5WFCwflWeDg4MYGBjw7Dm0eq96atuVlSoqKvDEE0/g/vvvn/aGXPVF4XAYW7duRX9/Py5duuRpz6Fs8TuWp8pPC5i1Iq08UX+oD4nTpIBWjjTo0SQsQb0NNhTIV1RU4L777pvy6VzZeEd5ysvLQygUcmBU25v4WeW1Bph8LZudUjup9o/2R1t4rI+2oFw7M9SmcC0ph7wO+Z6Xl4c777wTt9xyyzVNhHJMdn+VzsUvOLeYVwNZfc3+KB7WBKges6/2kNdktU8fGqjz4PqXlZXhkUcewbZt26bkL6bE6XA4jKKiogkOVDdfaVUDmHiahQXYKowqoNkcqGZc/YRar6cbmNVxK+jhd5lxuPnmm7F27doZeQYEeZSXl4dFixa5IM0CMQodS4AafGgmKpsxssZSgzU1jPoeAI9A8hp0PjYA8gtgOL9QKISVK1fi937v96bdujIZUt4BE08MIt8YeOjY+Z4CMwYWtrLBHw0wVJZ0vwYwngmgDFoAw7HxRI2SkhLs3bsXt956qyfrMRXS75eWlmL9+vUIBoN46623EI/H3XuUAc2M832rp5wXf6s8WDBG4vf89FaDC17Dbv5WOdfxqtHOzc3FjTfeiC9+8Ysz1ivP6y9YsABLly5FfX29bwBh18fqo33PBml2TuSROg8LJi1YtgEJQYI6a16HMllTU4Pdu3d7TjWbDtDLxkdtVcnNzXXz1gebce5+ZG0OX+NvDcD8EiLW3lk/oI7Zz2n7yS0B2V133YX169e7uUyXd8oD+iAAOHXqlOd99YXAmD7SrmUyY1n96upqT6ChhxBQFvR5BWrT1RcoX+PxOIaGhjx20yZPbLBswTswhgUKCgqwbds2PPHEE7jxxhtnRO4UBOfn57uEA30mx8nP2ANp+FnyVeXIj3QfH2XdBsU6Z95b/ZL183zN2ki2/Nx99914/PHH3SmCM6Wv6fTYIQylpaX42Mc+hsOHD+PMmTOe/UI26OC89X0dM+er/k4BsAJZGzTrtZX/NgikfVAZVn+r65Cfn4+lS5finnvuQWVlpcN7M0lck2AwiJKSEnR2dvpiNa1k6dyoa0y4qB/0s2/EHLqvUW0c91Jbf6JVb913qLzPZMZOriwsLMQdd9yBz33uc+4o5cnSpJ6jQUbm5ORgxYoVuHjxIiKRiOc96xR0AbQEp5GqFRoyVbOIFgzqaxb06XsK8DTgsEBHDdDChQvxi7/4i1OO3q7Eu0AggHXr1iGTyeCVV15xe11GRkYwNDSERCKBoaEh5OfnTzjqz4IN5Y9+Rg2QFUALTGwQwYjXRsEKtjVzT0UOBoOorKzEpz71KSxevHjKpyVdLalRLisrQ01NDVpbW50D5Zy1LUCDDjX6tj2CPNDTUvgey5XkmSq1ntWtcmYdL8ekwXdJSQk2bdqEe+65B8XFxc7wT5dHXIPc3FysWbMGp06dcocRKNAdHh5GJBLB8PAwYrEYioqK3CEIatztfKzeAphgD8gP5a81nuqAFNzpPfzAKLMtH/3oR7Fr165p8Uv5RgqHw1ixYgWSybFWDO67YY+qlXHlgwUyfsGVBljAeJXJ2jet1pI3flkqTaCoY9ExFBQUYNOmTdi9e/eEzZYzSYHAWP/95cuX0dvbi9HRUeTn5zvgp7rg913y04JV67TV5uvvbPbeL8hQHVfbqBlTAohgMIg5c+a4yuNMAT57jYKCAtTW1uLcuXOIx+MIBAITWge51rQl9CVMXhDUqN+0AYG+pz7ULxlXWFjoQK4e12p5pTJIoj2jLfr0pz+N5cuXT5tv2Xi5YcMGFBUV4fDhw26MeiCB/QG8nQIKxoBx/VUfST9IXdfgzY5HsY7aSquralP5GR4r+sgjj2DVqlWedZ0JjKKbr+fMmYPa2lo0NjZ6jqcmD6xNU3nyS47o99QXcG4Kcm1gwr0typMr3c8GcQyA2Kb3+OOP44477nD3uhZEPt5yyy0IhUI4efKkJ/hUXKC8sTjOYg/aLNU34hF7gADxiLV/fN1vndRva6Vj165d+J3f+R1n66Zi7ya9R4MDmj9/PmpqalBXV+eYl41p9khIvmYffKVKZhVfnYg6A3UYfguni2GDD114UnFxMT7/+c/jrrvu8ox7OqSOnhnYNWvW4J133kFXV5dzvIlEAoODg26MxcXF7nhSy1OSzaooKaCz2TkdmzoMCqIKt3VCHK8qcTgcxs///M/jySefnNHNpVcizresrAxLlixBZ2enJ8jQoIuyo5kt63DJDxpxgnCbJVA55GuaBcwGkG2LiBrAHTt24HOf+5zrVfZb66nyh7/z8vKwc+dOvPrqq2hvb59QYeR6hsNhNy/dcKcOkrzSagVfI1lArMGG/ua1tcVFeWcDDAKGQGDsuL2dO3fiE5/4hGeuM0G81qpVqzB//nw0NTWhu7vbHf/IQIxz4bqpPlL+9PkZfvJHmePf9qGYCuQ0WLPP0dDKlDpvtWXz58/H3r17UVZWNmNARUkd0bJlywAAzzzzjBtHKBTyJHZUR/hdzY7q+JRfyht+V4MJy28biPlVNCwf1SFzbAUFBdi1axfuvffeCZs8Z5J4EtCiRYtw9uxZNw+VL/WNBGZ8jXzU4HV0dNTzUDht6fELNFTmgPHKCJMw9Kua9PIDL8qnZcuW4Utf+hLuuuuuabc5XonY9nzhwgW0t7c7n6X8VZ3jmNWGW/1QnvMamqzyS6To2uh1bYBnExD8DpN4jz32GLZv3+5eV/5OhxSbcX7Lly/HuXPn0NTU5NaYvNLn4VgbxvmpDdAAg3ICeDsJdG+jxSiAt7XIYjerA1pxp6wXFhZix44dePTRR6d9iuiVSG0+n6B9/PhxTyVL192+Zvmptt8mL1W2FDtTHmnTVBbV/lm7xWCSssVKxm/91m9h2bJlTk6mYu8mvUcDGN+0unnzZpw5cwaA/wZmVQgAE4QnPz/fE1D4tVLYIONKzoDX4Y994qttobJAMD8/Hxs2bMDevXvdKUEz6UTUKOTl5WHbtm146aWXMDAwgExmbA8HnTAdghVMNYYK1pTvqvA6Z37PZvDUofiBGb+1AcYFMhwOY9OmTbj//vtRWVnpxnEtKxqq0IFAADfeeCMikQhOnjzpcZ4aAKdSKZcZVCOnsqtKzTmTLGC2QSwDDrseajw00M7NzUVhYSH27NmDr3zlK6ipqfF9MuxUSAMazisQCGDx4sW488478fLLL6Ozs9PNLy8vDxUVFRPkRXlkq0P2M9axKJhTebP6TF21SQWdi/5PHoVCIezZswe/8Ru/gaqqqhmVOVvBLS0txY4dO/Dqq6+iu7vbzVcNts3o8joK/rQKQVIeA/AE+9bu2YptPB73OHfNeOv591zjUCiE7du3Y8eOHb4PhJvJzDx1k6ev0PbYdgm73koKmjlGlRM/562BlvKdukkZZ3ukAmuVf10T3j8UCqGyshKf/exnUVxc7OGdfm6qpGuQyYyfnKe+ygZm1u+SbwpiKTt++yEpy9n2A9lATQGMBcfWnqr8ZzIZ1NbW4jd+4zfw8MMPX7MeeeVDVVUVdu7ciVdeeQU9PT0uIaCZc5sg4PetPli/yLlZcM3XVAZ17ayds8k89Ws5OTkoKCjAZz7zGXzhC19ASUmJGws/M13i/NU35eXluWOb2W6bTqc9AaPKmq4/eQyMr7/KgCYSNEEMjFfolKf0tTYBZZMKmpRKpVKerPyKFSvwiU98wh25r0m/mSJdf1JBQQHC4bB7Ls7o6KinU8HiZmt7lBc2KNXqms5fddUmC2yAofoJjO/ZCAQCuOuuu/Cf/tN/wooVK6bNsylXNNLpNObNm4cNGzbg2LFjALytAgRzVyJmULMBEHWafI1M1QqFgkkugO2j9+u3VSfGvuX/9t/+G9asWTMhGzwd0gVSHtbW1uK2227DyZMn0dLS4kqkzPrZPRw6R+tkWSkhaLO8IVnnazMw5K2Ntm2Wij/hcBhLly7Ffffdh02bNnnmfK1J71FYWIitW7cimUzixIkTvs5Plc4Gs5wb569VMpvlUznTErrNyANekMwsfDAYdEeLfvzjH8cDDzyAhQsXegzQTOwNUv7o34sXL8bu3bvx2muvobW1FYB3k3MoFHLyp5kslSUFvTo/ddo2mLNgUfXTrocGeerwFbzecMMN+OQnP+naLzT4nClS57tx40a0t7fj+PHjzvGq87RrrxlC1UcF1cpHypY6X30yeDZHo/yzskziA8VuuOEG/PzP/zxqamo86zFToMXvenPnzsXGjRtx5MgRl3yyoEC/q/yxQF9lhPZRgYgF1/yMXyVDv6M+RW2fjoEnuG3duhVbtmyZkFWeySCDxCRKb28vOjo63EPg/IJ7G4Ao73i8rfpW5Y2fTqpsaTutTeDpetkgm4FSTk4O1q5di09/+tPYu3evS6JdKz+h8rJ48WLs2bPHJVdswlMDD7U5mkDge3paj8qd3g/w6rWukQ1mbbJTx56bm4uSkhJs3LgRP/dzP4eKigrf4Gemgg17zZqaGsybNw+xWAz79+/36ITek3MkT8hPxQ/68FvymvgPgHvOkF+SSX2JX+VRbauOjwHT4sWL8aUvfQm7du1yD1O8FrJn1wUYs32333479u/fj56eHpec4mf8kiS2TVaxGvmtyRIbZChu5Huqy7peJA3KCgsLsX37dvx//9//5/sE8KkEG1OqaABwYHjFihU4d+4cotGoR9i0rMbvWgekRkkDDGWsblSxWT2bgbERrlVov0wXg4yqqio88cQTuOmmm66J8bPOKJ1Oo7y8HFu2bEFlZSXeeOMNtLe3Y3h42GPkyK9gMOjJJCkQU5DG//V7CjysI1VBpLO1QZEKMfmVm5uLUCiE6upq/NIv/RJuv/32aT9vZLoUDoexZMkSnDp1ygP6OQclDazUSFkwoiDRAiA1dpqRt/wDxp1ZKBRCOBxGVVUVHn74YXzuc59DRUXFNTv5x/6fyYxlupcsWYLdu3dj37596OzsdHutrO6qQdag1AIMNWDKd8qgNagKCBXkKKiz9ydw4Yk8n/zkJ7Fp0yY33pmqQGbT/1AohM2bN6OoqAgHDx7E0NCQGyv1h7ywwEXlR/VbA2INMjTgUsdkAzj93zouEqtnc+bMwRNPPIFbb711wkkyM0n2eswo1tfXu4eBkTheDT78ADPlgXNW3lldtCBZ/YYCZtt+qz5G1wgYP7Bh06ZN2Lt3LwoKCrIG8jPFN9rwqqoq3HXXXWhtbcXbb7+Nrq4uj57aw0EUCKuO6Ws2qUReayDiF5zpvjX9zfXg2tDW5eTkoKSkBKtXr8bnP/953HHHHa5d6v1IRmUyY1WhhQsXYvfu3XjhhRc8R/9StjQpoADYBq9+gE+DCxs8KN6x7/vZBPpXBrU33XQTvvCFL7hDLrLZ9ZkkvWZubi6WLFmCuro6T5Bm52btmGIM5ZOCYdVx5bMGDCrDiuX0GnpvEo+fLisrw0MPPTShgnatZU8DKJ4Q9u///u/umRXEUmrrbKBrKxE2qWJ9AeB9yK36VpU5Xl/XLzc31z2D5uabb8ZTTz2FJUuW+PJpKrybVu0yEBjb7Ld79278+7//u9s4pIaPLUAKYvQpmOosrNHnAtApaHZPgwlrEK0j0fOGNZvBDHN5eTkefvhhfOELX7imPaOWdxzD8uXLUVNTg1OnTuGFF17A4OCgp9oDeDcQUdiA8UyEZlZsgMC/bbuYzYzq9VWAqRChUMiBvfz8fMybNw+//uu/jocffvh941s2omwVFhZi0aJFaGpqQjQa9WTxbLbJZmcUjOjmKgtANIjV4I+yTQXmGvKBfTzBoba2Fk888QQee+yxCYDlWvOIxGBjwYIFOH78OPbt24f+/n4A4wcI0HjpHPk6ZUeP77NZYHU6fM0vELNOSWVdDWF+fj5KSkqwZcsWPPjgg9i1a5drX3k/HEc6nUZNTQ2qqqpQUVGBn/zkJ+jv7/dkLqkz1EvNulMuNHGgOqYBnrWB5DmBoQ2Uld8WKHDD/KOPPopHHnnkfdtDRQoGg1i6dCl2796NV155BbFYzJPk4GeAiVk+EucJeB/Y56ej5JMFzVp5tL4iW4UcGA8yamtr8alPfQqPP/74hIM6rjWVlZWhvLwc4XAYL7/8Mnp6ehxfFOyRFLRp0MV5WR7yWn7VMrV1Clb0uyTaPyai5s6di7vuugv3338/tm/fjvz8/GvOK5K1H0uXLsUDDzyAV199FZcvX55go6ydssf36nX9dJT8UiDJ69Fn0LfoXgWOgy1G1Ne1a9fiF3/xF3HHHXdc8wpQNt4FAmPttg8++CAaGxtx9OhR9Pf3e5ID/Lzywg9n6P8jIyMe/vrZMV5Hg1wFz7TJ5CF5xHaz2tpabNmyBQ899NCMdAhMh6qrq7F48WJcvnzZVTY4bhtwqh5qAo+YgvzT50xpIGGDNr2GBlvkcUFBgXsm0C/90i9h/fr1bh9LKpWaEd5ddaDhJ+R0mCtXrsShQ4fc05mt8Clpj6hGsgA8BlGDAg0uaOxsgKGKr47FL4uvY8/Pz8fNN9+MX/qlX0JNTc1VzXumSI1gcXExtm7dioKCAhw/fhwnTpxwgRspJyfHk1EBJj5BXJ2vCp7t/bsSyNPsg8208NjA8vJyfPnLX8YnPvGJa1aKnAzx3jU1NXjooYdw5MgRvPrqq+44Rj/Dp0ptHYE6aTV+NrPiR8yQUanz8vIQDodRWlqKLVu2YPny5Xj44YdRWFg4wVFfax7ZYCMvLw+33HILKioqcPLkSRw6dMgjDyor2nusOmvnoDz2yzxZmVMjy990IoHAWJtUXl4eSkpKsHXrVvzmb/6m5/jkmc4sZ5NlTQ6sXbsWAHDmzBkcPXp0QmZXgQmJds1m+XhtmyBQHbUZd82y2oCOY6QMVlRU4P7778cXvvAFdzzh+62vPII4mUzi9ddfx9DQkOckG/0NeA8XIansKNgF4LH1GmTYg0BU1/m+8tbKM3lYXFyM2267DXfffff7CpY5BvJq+fLlSKfTeOmll9zTr212mJQNJFu7Z/XStoBqYiabb6c85eXlucCsqqoKmzZtwm//9m+joqLimvPJkp+9YxvVj3/8Y5eht/O3AQgxBzAml3yIIt/jtUl+vpcnEuqD+oDx9WKAQVm76aab8LnPfQ47d+50AHqmq95XItu9snDhQlRXV6OwsBCvvfYaIpGIh2/kNWVCbRTnabsxNDGqGE19s56qpPcj8TUmQQOBsWe9LVq0CJ/5zGewc+fO9/Wo/WxUUFCABx54ABcvXsSLL76Irq4uAF77ZfnjV73WQEN5nC1ZB4w/n4XERD/9f1FRkQtqN23a5JHPmZK5SR9v60cFBQW4//778eKLL+LSpUsTIjEb3fsJCpVWGag9pH59jfq/Zl+4QLZMrkrBqHfPnj148sknsWTJkmmwcfKk/OTCBoNBrF+/HsuXL8ecOXPcqVT2KY4WkJCPNqDKZDKewMwv0rU9jzYYo9NghqqwsBA33HADnnjiCTz44IMfaHBhiWvLfvpAIID9+/ejq6vLo8i2QqGgQ+VRM9UKsnkvlWXbiqLtZfPmzcO6devw0EMPYc2aNa4srp9/P8iCy1RqfGPkqlWrsHDhQhQXF+PYsWNobW31gBSbPbKBqLazKJCzmSzNxFM37ft6yEB+fj4KCwvd8b+/9mu/htra2g9E7sgDGukNGzZgxYoVKCkpwcmTJxGNRhGJRBxv+R3AezSm6qACW7WDmq3yS7RoAMjv8n6Uxfz8fCxZsgT33nsvPvWpT2HevHmez77fRJ61tbXh7bffRjKZ9FQy+FvBhCY6VHY048nPa6VC5UuBs80q+8kh70uHHA6HsWfPHjz22GOorq7+ADg3TuwiAIDXXnsNbW1tHj1UUGKTUApCbEVSgzSb8LN8UZunwUY4HEYoFEJxcTGWLl2Kj3zkI9i0aZM7rltbNd4v0vtRdxcuXIj77rsP+/fvx+XLlxGNRj0yY+2kHzZRewiMA0VNRLF/3sqbXRcArsVs7ty52LRpEx577DFs3brVE2S838kB1TsGkTfddBNycnJQX1+Ps2fPTsAVNlOvSWCt4pAHzNJrMlRlWJ8TYdvW1D8xaVxSUoKlS5fiM5/5DPbs2fOBd1qQyMclS5bgvvvuwyuvvILm5mZPskhxrA00VL6UdxZHWr7wfR68xL1a3KS+aNEiPPLII9iwYYMLyOwpazMy/8w0vY5+vbm5GT/+8Y/R3NzsAQ16dJlmx/m/GrlsbSta8laA6Jext9ks2xpE53HPPffgD//wD7Fq1aqsSvx+Krfea2hoCF1dXThw4ADq6urQ1tbm+EJ+cq6A97QG/s/PWoW32SsVdP4mmGJAxifhbtmyBXv37sVtt93mlFhBzgfFO3s/ykd/fz8OHjyIQ4cOuWcgWKNlwYnygfPKZDIuI6UHErA9ijxlq0o4HEZlZSXWr1+PO+64AzfffDPmzJlz1c8Xuda8s0GrznFgYMDJXXNzs6dlQoNXDWiVZ2oUNSDzy9CoUaRu0mnQGC5duhS333477r77bixevPiaZ/bei/fWZA4PD6O3txdtbW14+eWXcfnyZc9eJ5sxVT7YDHEymfQ4VuWd1W/+bTPw3NBXW1uLp556Cjt27EBlZaWvc3q/SOWsubkZP/nJT9xzbyhTfO6DzZRr1k9Bteod+WZbfezGZc0sK581MCYx27dy5Ur8/u//Pu64447rIrHCOdfX1+PVV191SQHlBf/W1/QYc00y8LVEIoF4PO45xUb9h37X6gBlbuHChbj11luxd+9eLF682D3Y19qaD4JnNskyPDyMc+fO4ezZszh79qyn+m0BM+396Oiop83R7hsgzzTJqa0/Ktt63H9JSYmrxj/00EMoKyu7Kl9xLf2EtStK8XgcL730Eg4fPozh4WE3fyUb/DOwtUkn9b+2zXF0dBSxWMwlXjhflfNgMIjCwkKUl5dj5cqV+PSnP40777xzgq27XnQ3lUqhqakJL730ElpbW90Dmmnv/Y6M1mSI4hImQGn7tPqjQRjnXlBQgNLSUtx4441YuHAhNmzYgG3btnmqtNei4j3tQMNSQ0MDvv3tb6Ovr89j7Ki8qsRq5HQPBo92BOBRVhVEm5m2pSMbBauRKywsxN69e/H7v//7LjuqmVSl9xss23uPjIzg0qVLOHnyJA4fPoyuri7EYjFP4ACMlyo1Q5pKpTyfVXBnN52qg2W7QH5+PkKhEMrKynDrrbdix44d2LlzJyoqKj7wnsfJUCQSwalTp9Dd3Y2zZ896slgafNmMKdeeJ4GNjIy4B9qpMhMcExivWrUKmzdvRk1NDbZs2YKSkhLXRnU9GLv3Iupkc3Mz6uvr8c4776C7u9uVyyljlm8APLrMzwLjGVObkafe0Wjm5eW5VrP58+fjwQcfxPr167Fq1Srk5+dft/yj/bl06RLeffddnDhxAv39/c4O0TlacKLBSCqVckCPDhrwbiIlnxWAk38EexUVFbjxxhuxc+dO3HHHHZg7d+4Hw5QrUGtrK55//nlcvHgRgLdKBngrFWqfVN9UjjTI0EyoPleHPNVgw1Z0gfETusLhMO6//3585StfwcKFC695C8tkfA151dDQgEOHDuHSpUsYGBjIWrmmTttqpB4yEo/HPQ/5Uv9qE1iZzHjFJy8vD2VlZdi0aRO+8IUvYOHChSgsLHRrdT0T571v3z4cP34cPT09Tpa0okgbNzo66tlboACQPKLto7zxf/pqZpWZUKmsrMTtt9+OO+64Axs3bnRH2F7vFI1GcfnyZfz0pz/FuXPnPMk7TSAoBqN82wBEwTRlj4EZj/D2o1AohKKiItTU1GDv3r3YsWMHli9f/r7vQ5sspVIptLS0oLm5Ge3t7aivr0d/f7+bqx5vrrKlWJqtT5lMBvF4HMPDwxgeHp6QuMvPz0dxcTHKy8uxY8cOzJs3DzfffDPmzp3rksnXmmY80BgcHMTx48fx9ttveyobfoAWGAc1NgulDsavJK6RrQYzVrkpyDwlq7y8HA8++CB++7d/GwsWLHCL8UEGFO9FNFJNTU04cuQIjh49ir6+PgwMDEwQSK1IMEOlmUDbuqFZiNzcXAeIi4uLUVJSgurqaqxfvx5PPPGE28NyvfLJj6yctLa24vz583j99dcRiUTQ398/oWVKAQ+VORAYO2c+Ho+jv78f0WgUhYWFCAaDKC0tRVlZGXbs2IGNGzeiqqrKndigQFrHc72TBhCtra04deqU2wjY3d3taUcEvKVs60T8svkEIAR1NIjhcBgLFixAVVUV7rzzTnckIXB9yp1ma/l3KpVCfX09hoeH8frrr+PixYsYHh52QEMzU2w34PGOPAhCKz8anNCWMVvHACM/Px8VFRXYs2cPtmzZgtraWixatOi6tW2ZTAbt7e04duwY3n77bfT19XnsNT+jskOHyKBUs/UEy1p1tFUhvqa/ldcKnIuLi7Fr1y780R/9EWpra68rP6E6B4yBlhMnTuD8+fM4efIkhoaGPG0+fv6ScyFojsfjDqwQ1NgN4Dp36mtRURFWrFiBbdu24c477/TYPeD61FkljjMajaK9vR0HDx5EQ0MDenp6PHs+beDL/xmY2WSLyqSCZCbx8vLy3BO4N27ciI985CNYuHDhNQ1kZ5IoC6Ojozh48CAuXryItrY2tLe3e2wVA33ywFaINOGiwVg8HvfwT/0xAJfYq6iowIYNG7Blyxbce++9KC8vvy509GqI4xweHnYJqosXLyIWi2FwcHBCkooBBr/HpDmT88PDw4hEIkgmkwiHwygoKEBZWRluvPFG7N69G+FwGKtXr/5AgrAZDzSoiJcvX8YPfvAD1NXVeYKHRCIxQQgoYGr4NUDRXloFLoA3w6K9kRwHnTgzzQ8++CCefPJJzJkzx1MCvRblopkmznFkZATt7e146aWX0NXVhebmZgwMDDiesXc2Ho8jFosBgAcM2coHs/YELcXFxZg/fz4ee+wxbNu2zbWafRgyVH5knR4BycDAAF5//XV0dHSgqakJkUhkQlsADf/IyIhzEKyM3H///Vi2bBnuvfdeLFq0yGXj7X157+tdvpQUjNChjI6OoqOjA2+++Sb6+vpw5swZxGIxT+ZP9xfYa2kpmJkUtpoVFBSgoKAAt9xyCx5//HGUlJQgHA5fsdr4QZPf+qoTyGQyDvS9++67eP755xGLxVwrQDKZdDzIy8tDLBZDd3e3C/a1BUZ/mA0NBMbOul+4cCGWLFmCvXv3orq62nOS2fWss5zPmTNn8NJLL6Gtrc1zihcwHmzwgX82cFe50+BCfQ7Bsj4t1/oTHgFcUFCA4uJi3HXXXfid3/kdtyfjevQT9G/AGJ+i0SguXbqEs2fP4vTp0+ju7vYk6EiaDQ2FQojFYhgaGkI0GnUBsU1eMYDmvrOysjLU1tbi7rvvxpo1a7Bq1Sp33etZ5rIReTk6OorW1lbs378f9fX16O7udoeykAfaFaAAUGWRST1iGNq5YDCIqqoqrFu3Drt378bmzZvdc4uup2D2akkDr/b2dhw9ehSnT59Ge3v7hG4K8pcBiD2CHoCHd3ZfBzsLeKLUbbfdhvnz52PXrl0oLy93rZcfFtlTHwuMH3qUTqexf/9+XLhwwQVcjY2NHqzLOQaDQYfzcnNzMTAwgIsXL7rE8B133IFFixa51ij7fb4GXNukwIwHGsD4ZC5fvuxAybFjxzA4OOgpjamRpHAlk0n34DkNHPS8b/1te/wYQVNZ8/LyUFlZiS1btuDzn/881q9fj+Li4qzA4HpWcHV0wBgQGRoawsmTJ3H06FE0NDSgoaEBIyMjyMvLc0fI8QQaLZnzWnrywNy5c3HLLbeguLgYtbW1WLt2rUdAges/Q+VHVxJxylldXR26uro8bXgKUoaGhlBUVIR4PI4zZ85g3759ePrpp1FdXe051UH5Y4HJh80I6pitboyOjuK1117DoUOH0Nvb6/rEbfuJzh0Yb/Oh3N14440IBAJYuXIlKisrsXbtWlRWVk6Qs+tdN4GJe4T070QigWPHjqG/vx9DQ0M4fPgwWltb0d/fj4qKCuTn56O/vx+Dg4PIy8vzzSID4+ed5+fnIy8vD48++ihuvfVWt3H+w2DHSGrHIpEI3n33XZw8eRJ1dXWIRqO+wSqJsqWgT/cXaJ+ztvNpqy35xDZRHvG4a9cufOxjH8PChQuvSz9h/YClgYEBtLe3Y//+/WhtbcXw8DCi0ajjCTOh9IPDw8Po7Ox0rX7a/gKMn1JTWVmJkpISVFRU4LbbbsNNN93kHjSq+z2u18TAlUiDNtKJEyfQ09ODuro6nD592oE+fZYIv0vS1m99dhKDs3Xr1mHr1q245ZZbUFhY6GvngA+Xn1Xecf/B2bNnXdcAZUqDNNVdzplYj/8z2NXW0NLSUsyfPx9PPvkkNm/e7Krh2Wzv9U52rJpE5+9EIoFDhw55KuKsRMZiMfT09LjkckNDA1588UX84Ac/QHV19YRHS3xQ8nXNAg0t08bjcbfHgC0FVERu+qTjSCQSuHjxIgYGBtwGaO4VKCgocAzVkreWLzXAKC8vx5o1a3Dfffdh+/btWLp0qQd0fxjBjB+l02l0d3fj9OnTOHnypIuEAWDPnj3ulBKSzpNtCOx15J4Vdar8nP3uh4H8nDIz6vZ9NXBKo6Oj7oGUqVQKAwMD6O/vx8aNG10l6EqKrK8pYLIZ8euRsq1/JjPWF3rhwgU0Njbi9ddfBzDWgrBkyRKEw2HceOONWLx4se8aEOCVl5cjGAyiuLjYOQ299/UA7K5EV1pP5R0dCF87e/Ys9u/fj/b2dtcb39fXh0ceeQTz5s3D2bNn0dLSgiVLlmDVqlXuuqx+sM1xyZIlvk+7zSZz1xPpeOkrent7cfbsWRw+fBidnZ2eIIJ7d/r7+zEwMOB8ARNR3JRKYMNElW5o1vsGAgHnfxYsWIANGzbgsccew6ZNm674cK8PUh6zVUn99JTzBuAOd4jFYhgYGEA4HMYNN9yAcDiM1tZWvPnmm2hqakIoFHI8qampcSdJlZaW4qMf/SgWLFjgZI9Z+Gxj0fFc72RtPvUmk8lgcHAQfX19GBkZwcWLF3HkyBHEYjHX1tLZ2YlMZqzbYGhoCMPDw6itrcXChQvd0aErVqxwzxUpLS31+F+/sUzm9euBrK1OJBLo7e3FW2+9hUuXLiESiaC3t9cTzGpLWV5eHlKpsQ36wPg+lrKyMlRWVmLJkiW4++67UVZW5pLHtgVI/ff1aO+ykbXbfuPX4J+2i4lQ7p1Mp9OIRqPo7u7Gli1bPN0VDAazyc+1DkCuSaCRjfr6+tDf3+8pAfHpoXxGRH19PZ599ll0dnbi8uXL6O3tRSQSQSaTQWVlJZYtW+YEUkvhZHwoFMLChQuxYMECbN++HTt37sSSJUuum2POriURsGifbWVlpeco1VmapZkktqFFo1H3f35+vjvC9/1+5sD1TOpQuB9DM+6pVAoLFy5EXl4eotEoYrGYyzxf7XV/FiidTqOnpwfxeNw50GQy6SqHr7zyisvwsdpIGdTWKW3p0zbaUCjkNs4vX74cCxYswI4dO7Bp0yZUV1dPSEL8LJAeotLc3Iyenh4sWLAAwWAQQ0NDaG1txUsvvYRMJoN169ahtLTUPV+HySg+I+O96GeJb5bi8TgGBwcdfkmlUnj11VfR3t6OoaEhV9HYvXs3tmzZgpycHBQVFf0/gT/8iK14IyMjqKurQ1NTk6c9LxqNuj1sIyMj7pCWnTt3YtGiRVixYgVWr17tnqN0JbD8s0wfdp16XwMNP1IGDg4O4nvf+x7a2tpQVFSES5cu4dixYzh79iwikQhuvPFG3HXXXVi7di36+/tx/PhxxONxFBcXY9WqVe4Y1q1bt+KGG25w2eYP0wlJszRLszRLszSRCO5+9KMfobGxES0tLWhpaUFXVxeGhoaQTCZRVVXlOQmIVXMGF7W1tVizZg0KCwtRVFSEbdu2Yc6cOa7V7/8FymQynofrspvg7NmzKCgowLJly1xG+cMMbq4lafbc7yQ4PVhllsZ5o10nwBjmO3nyJPr6+jwnVO3cudO15V2p+jNLHw76wDVBS27hcBg333wzWlpaUFZWhqKiIvT29qKxsRFz5szBl770JezYsQNLly5FOp1GU1MTRkdHnQNhYKE9g9d768UszdIszdIsZSfbErF582aEw2F36ltHRwd6e3tRXl6OL37xi5g/f76rcusTcAOBACorK13VQnNsH3C+7X0n3R9A8Ldx48YJe1FmaSJpmy0wvodlll/ZKVvCt6KiArfffvsE/vHvYDDoOaVwlj6c9IFXNGZplmZplmZplmZplmZplmbpZ49mw8RZmqVZmqVZmqVZmqVZmqVZmnGaDTRmaZZmaZZmaZZmaZZmaZZmacZpNtCYpVmapVmapVmapVmapVmapRmn2UBjlmZplmZplmZplmZplmZplmacZgONWZqlWZqlWZqlWZqlWZqlWZpxmg00ZmmWZmmWZmmWZmmWZmmWZmnGaTbQmKVZmqVZmqVZmqVZmqVZmqUZp9lAY5ZmaZZmaZZmaZZmaZZmaZZmnGYDjVmapVmapVmapVmapVmapVmacZoNNGZplmZplmZplmZplmZplmZpxmk20JilWZqlWZqlWZqlWZqlWZqlGafZQGOWZmmWZmmWZmmWZmmWZmmWZpxy34+bZDIZBAKBCf9nMhn3fzAYRCaTQTqdRiAQQCAQQCqVmvBZAO5agUAAOTk5ns/wb37G3vtnhcgPzo18s0S+WP77kf1+Op1GMBh03/mw8DGbvOnffjywMqn/q8zZ69rPUA7Ju58VyiYD2eQrk8mgvr4ev/d7v4fe3l4899xzKC0t/dDI0VTJT8asXbKf18+Qssmpvv+zQtOxL/rd5uZmfPOb38S+ffuwd+9ePPnkk6ioqJhgA660Hj9LxHkmk0mPL0in0+jp6cGBAwcQDoedXtJmBYNBVFVVoaamBgA8vFKf+7NKk5kfdbSzsxN/+Id/iBUrVuArX/mKR8Z+Vn3ClcjPL1o8Qsx35MgRPP3007hw4QLuuusufOlLX0J+fj7S6bS7hq6H4p2fRTlUHg0ODuLZZ5/F/v37UVlZif/4H/8jli5dOqPzvtb6/L4EGn6Bgv4fj8cRi8WQyWTQ1NSEcDiMUCiEo0ePIp1OI5FIOEUFxgxdMBhEcXEx1q9fj3A47IKOwsJCFBYWfmgN4dWM+70+E4vFMDQ0BABOUVXp+d2KigqEQiGPMqsxYPD3YXPIdqx+4I3ONhAIIBKJIDc3F5FIxBPsWqDI9wCgrKwMpaWlvmDSbww/C5QteM/GKw1SN2zYgNzcXN/A973ow6bLfnO0iRAbQAwMDGB4eNjzmZycHFRWViIUCmUNOj5svMlGV2Pz/D6vyZDR0VGcP38eJ06cwNKlS/Hwww+jsLDQfd9PP/X72e77YeGvBXbJZBIjIyNIJBJ49913EYlEkEwmAYwFEt3d3WhpacHo6ChGRkaQk5PjvptKpTBv3jxUV1e7a65duxY33HADgsEgSkpKJiQKf5bIL3GSTQ5ssol/q/270vd/VilbUs7awOHhYZw+fRptbW244447cP/99zveZUuQ/qzyMhueKC8vx5w5c9DZ2Ylz585hyZIlWZOpU6Frzc/3JdAAJgpMJpNBZ2cn4vE4zp07h4aGBoyOjjqAHAwGMTg4iEwm4yobqVTKOQYCvnfffReZTAa5ubnIz8/H6tWrcdNNN2HBggXIz89HJpNBTk7O+zXN94VUYYExRe3s7HRO5OLFi2hoaEAqlXI8S6fTHoOXm5uLzZs3u2xfUVERFixYgIKCAl/H8WFyuH5ksygjIyNobm7G6Ogo6uvrkZ+fj8bGRoyMjGB0dNRV1AA4/tEhA8DatWuxZs0a95lwOIyVK1ciFAoBgJPRnzUHrHykDmowq4aSvEkmkygvL3efsdd5L/qwyZ1fxZY0OjqKjo4ODA8PIx6PAxibX11dHdrb25FIJBw/CwoKsG7dOhQXFzvdLi0tdUmWmpoahEKh/yeAzJVAHm1cZ2cn3n77bcTjcdTU1KC1tRXt7e3IZDJYuHAh5syZ4/ke/cbPElEHh4eH0dTUhAMHDiASiaC3t9fJlSaQUqkUgsEgCgoKkEqlMDo66q7R0tKCpqYmjI6OIp1O49ixYygpKcGcOXPwiU98AuFwGIWFhcjNzfXV5w+7z7CUTqcdFgG8MkkfAYzZu2Qy6WTLr1Ku9GHi02TAvl9ymck67Va5ePEizpw5g3g8jrlz5+LYsWMYHBxEfn4+AoEAKioqsGDBAncdJpqvVO39sJPytqioCHfccQcKCwvxf//v/8WZM2ewfft2l+j8MCSCA5n3abXIkFgshlOnTiEej+Po0aMeA0iGZWvDSCaTzqnQ+KVSKSSTSYyOjjrhLS8vx6233ory8nJs2bIFc+fOve4X4kpkwV0ymcTAwABOnjyJdDqN3t5e1NXVeYwdM/ZUbvJGQXMgEMDw8DCCwSDKysqwfv16lJaWorCwENu3b0c4HPYN0j5MhhEYA3fAuDNobm5GfX09Tp8+7WRHAwPyTSsbKnt8f3R01FXbioqKsH79eidz8+bNQ15engs8flYok8kgFos5QDIwMIATJ05gaGgIiUTCyV0qlUIgEEB/fz8OHDiABQsW4KGHHsL69euRk5PjQMqHSY6uhjRjFwgEEI/HEQwGMTo6ip6eHpw6dQpNTU0YGhpCPB5HOp12mWTKIm0bg9rR0VFX7cjPz0dOTg5KSkqwZcsWbN68GVVVVSguLp4wjp8V3to2iVQqheHhYaeThw4dwuDgIIaGhnD27Fn09/ejpKQERUVFjscMNGgH2Uq0c+dOzJkzB6FQCKWlpR/qwGNoaMgFsS+99BL6+vpcsB8KhRAMBl1VERi3h7RrlF3yBwBGRkacXFImKbOFhYXYs2cP1q1bhxUrVvzMJfQymQwSiQRisRiSySQuXLiA5uZmRKNRjIyMuCSS+otXX30Vq1atwn333Yf169djzpw5/8+1TmmiJZ1OY3h42MlZa2srGhoaEIvF3Gf7+vpw7tw5DAwMoLq62gW/DHwrKytRXV2NdDqNoqIi3HrrraisrERxcTHC4fAHPNuZJZsQVRs+ODiIP/mTP0FXVxd+5Vd+BRs3bvQEs9czTTvQ8Mva2oifBqq+vh5nzpxxmWQ3iMBYb6hf1cMaQgV7fI8/o6OjiMfjLqMQDAaxdOlSbN26FXfccQdKS0uve+BsBY3EQOrMmTM4e/YshoaG0N7eDgAOqPBHM8t0rOQlnXMymfTwj2X2dDqN3NxcLFmyBHfeeSduueUW15r2YSHlYSKRwOHDh5Gfn4/Tp09jZGQE0WgUg4ODriWFsqetUeQLX6PzVTnkTyKRcA4pJycHpaWlqK6uxp133onNmzejuLj4inJ3vchftvFQlhKJBLq6unDs2DF0dXUhFoshkUigv7/fyY4GZAzG6DjC4TCKi4uRTqexdu1abNq0CaFQCPPnz0dpaSkATJD964EvVyJr/xQU9/X14fjx4ygsLMSFCxcQj8cxODgIwH//BYMMBnG0aeRpPB7H0NAQRkZGMDIygvz8fFRWVmLz5s24++67UVNTg/z8fAD+/Psg5exKsuWX4SUf0+k0urq6kEgkAMAFb2+//Tb6+/sRDAbR1dXlEifkGzOfyWTSJQOYYKG9SyQSrtJWXV2Nu+66C6tWrUJVVZXv3rTrRU+Bcblja3F9fT0aGhpw7tw5Jx8MLHJzc52PUHCsFQxgos0DxhN85BuruvF43AUxCxYswO23347KykqUlJRg7dq1KCoqct+/Xnj2XqRJzf7+fkSjUZw/fx6nTp1Cb28vEomEaz+jjAWDQfd/Tk4OhoaGXDvy1q1bceeddyIYDGLevHmYN28eAHjagj5M/AHeW48pNwAQjUbR2tqKEydOuNZQ+kmrq/QVXANixkQiMUFOi4qKEA6HsX37dtx8882ora11vvy9xn09kto7v/eI64aGhvAXf/EXuHTpEhYuXIiPf/zjqKiocPqp/kTtP//OyclBWVkZKioqPDL4fvBlWoGGzTTZ8mA6ncbAwADa29tx6NAh9Pf3Y3R01IEuBV8qwAqMNYNsjSCNHx0HBVKdSSQSQTAYRG1tLfbs2YONGzdi8eLFHoNLg/1Bl6CUbzqO3t5evPzyy+js7HQKqZ+3a6DgWAMMfofgmP8TzCjvaAwWLFiABx98EBs2bEBVVZXnPvr39ajEfX19aGpqwv79+zE4OOjGqI6XpDzj/wTM5J06YjpgZvwSiYQLdPkTDAaxYsUKfPazn8WGDRs88n69gBdb3tYqDv/v7u5GQ0MD+vr6XBUomUx6dJHfI48AuAAMGNN1Oo5YLOZ0NS8vDxs2bMDGjRuxbNkyrFmzxhM0X49yRfJrIyAfuru78eqrr6KtrQ05OTmu3K+fo4wBcIBFbRr1lDJGUEn54jqwIrd3715s2bLFV9Y+yKDWZnP9xmLten19PQYGBjA6OooTJ04gEolgZGQEoVAIOTk5LqvOeWorBu0j2ytisZjzI9RT3nN4eBixWMwFyitXrsTtt9+OPXv2oKioyG18/qAy0X4yRn7GYjFcunQJJ0+eRH19PYaGhpCXl+fsWzAYRCgUcv/rNa3fBCYGGnydtk7lk3LJADiVSqG4uBhz587F7t278ZGPfMQFvddzC6nKIgO2/v5+nDp1Cq2trS6Apf1SUJxMJh1fyQ/6C/qGVCqFkZERrFu3DuvWrUNJSQk2bdqEZcuWeRKDtLXXK5+UbAeKBgdtbW24ePEiAoEAmpub0djY6IIwfodVNZU98k2vrUkWBs/0sawqVVRU4L777sNdd92FxYsXO33lNfz054MiOxb6wDNnzqCnpwfxeByjo6MIh8MoKChAIBBwckX+HTp0CMPDwxgeHkZZWZnjWzQaRSYz1gpKHc3JyXE6PTIygry8PCxevBgrVqxwwVpZWRk2bdqUdV/zTPmLaVc0LPOohJ2dnQCA/fv3o6OjwymlgmMyT6NgAB5jp4EGDZ7+rQKqv+mc4/G4cy7pdBqrVq3Co48+iptvvtkZYQvYrwdKpVIYGhpCXV0dmpqa0NTU5JT0SqR8I58obFRurRJZh0MjSb4RKK5duxbbt2/H7bff7rKAvB/pgwbMnPvIyAiOHTuGlpYWtLW1uTYJbRuwWWgNcHk9DTC0qsHrkV90Ugqk2dqRTCZRW1uLHTt24N5778WiRYs+UODiRxbwAXDG65133sHFixfR39/v9gOojAHjeq97ggiECOpoVBOJhOMZ5YxB2bx58/D444+jvLwc69evR25uriuNX0+6aUkzwkNDQzh9+jSamprQ1dWFgoICT6DBpIa2fKqdI2+0ukE5Ut1koGGd8bx583DLLbdg7969WLRokcv02eTAB8knK2uUiXfeeQednZ0YGRlxVQpm5SlT6kPITwAeGzYyMuKRac3wa7BBkMPKXDwex/DwMEZHR7Fq1Sr8/M//PLZt24a8vDzPHN5P/tmgjPrX09ODl156CS0tLeju7kZOTg5CoRDy8/M9bVJ8XU91tJVttXPqM9Qm0m+Qb+QpZZDymMlkMGfOHPzhH/4hamtrEQ6HrxsfYUmTjA0NDXj33Xdda5QGEXY/AAEhEwe2dVv1d2RkxCVWEomEO83r13/917F69Wrk5eU52wB4kz3XE6+U1EewvfPYsWNoaGhANBpFX18fcnJyXDUN8CZBqcMMxPgZmwTgawAmdA7wACGuVVVVFR566CE89thjyMvL8+XfB8lPAn/qTTQaxRtvvIHe3l60t7ejr6/P8YM6TNvN5DzljckW6iXlynZmUF95XWIU7g1kIuDBBx/ERz/6URQXF3sw0kzauhkLNKggqVQKAwMDeP311xGNRtHT0+MEzgYXtoTI62l7lAIX64w142w/r4pOAR4aGsLg4CDmzp2LW265BevXr8eePXtQXFzsqQp80DQyMoJTp07h3Llz6OjoADDeXgbAY5hImpG3gZr+rVkru+9AK0EqmMPDwxgYGEB+fj7uuOMOPProo+4UBI7teuBbX18fTp48ieHhYdTV1TmjBsAZPiVb/QG8G5xtBU0BopU/zV4pcKETys3NxcqVK/Hkk09i5cqVKCsrA3B9yBvgDRjZR3v27FnX4w5gQrZIq2TUYW1VIU8Y/Gm7BVsbR0ZGMDAw4LLOqVQKS5cuxfbt2zFnzhw88MADrg3jeiSCgmQyicOHD7v9Z7m5uc4hEExQT2yAoDqnAZgGt2w7UPBC+SWwVuBYWVmJ22+/HY8//jiqqqo+8MqjDTI4t9bWVvz0pz9Ff3+/0ytNCui4FfCpvVbbpT+sehAIq3+gTPKzDIqHhoYQjUYxPDyMvLw8fPrTn8Y999zjquDvd7Cm2W7KTltbG370ox+hpaXFw6vc3Fy3L0yrGVpJopwwwPXbe6ZJBE1IAeMbnflDvjHbTF6Gw2HceeeduP/++3HDDTd4Tk77oG2e2vr+/n5cunQJ+/fvd90PCog1MUAeEFxThrTVMZPJIBQKIZFIuH1r5OvQ0JBLQIXDYWzYsAHLly/Hgw8+6CocSh80n/wolUqhp6cH/f39aGhoQENDgweTkWe0eQA8yU0ALmGlvNGKOPmr36VfYSvV8PAwIpGIS7qwA+P222/HV77yFQ82+aBJA7Pjx4/jtddeQyKRQDQadQlg6rgmBpigIn9Uh3j0L4N9wFtpUh/DvymrxCuZzFhFN5VKoaioCI899hi2bdvmbB2vNxNJ0RnZDK4ZvaNHj+LMmTPo6+sDAI/BczeV6FazfH6ZPZuZt2BZwZ++T8HUqI4ZKzqTsrIyfP7zn8fHP/7xCZspPwhKp8dOTrl8+TIOHz7snB2rLjSCWoZUR2QdKa/pF7jZqgZ/66Y/CiSVeWhoCKlUCnPnzsXKlSvxmc98BjfccIMbywdFzCCdPn0a+/fv9wBj/jDI5VyztU3pj+WlAhgNbpmpp0wSCBLcaBa6vLwcO3fuxD333IO1a9d6AOgHSeTB6OgofvzjH6OtrQ0A3GZ2lSfKIYMFK0+UG274YzmXwQR5pzpJeSPfSkpKsGvXLjz11FOorKxEfn7+dVUFAsZPL+vs7MSlS5dw/PhxAGOnReXl5Tlnodkm1TM/YKxtjJp1JkCx7We5ubmeLD7ldnh4GACwdetW/If/8B/cXqsPsgVIE0qJRAIdHR3Yv38/enp6nINNJpMuSAPGTy5jVUPBiwJGyhUzzbQJmm0OBAKewJnyx8+l02nEYjHEYjFEIhEMDQ1hdHQUDz/8MH71V38VJSUlLgv4fhOrGA0NDa5ilk6nXcUMgCeo1eynXyJP/aUFgn5/24QUeUa7Rz5Sj4eGhhAIBLB06VJ88pOfxK5du9zhDx+0HlNv+/v78cYbb+Dy5ctObmygQZ3V1mxmnalnzCgrr2j/VC+VR5qFvvnmm3H33XfjzjvvdDy6HnyCpUgkglOnTqGxsRH9/f3u8I9gMOj0Qtv2/Crf5DMAB5ApT5Rjyzf6GpW3oaEht1+NCYKhoSFEIhE89NBD+JVf+RVUV1dfFwFuOp1GPB7HiRMn8Oabb7oAg+/ZhACTorYKBEysBituIT8BeAIKxXOKVZhI1r0wK1aswOc//3ls3bp1wj2nQzNS0chkMmhra0NLSwsOHDjgDJxWMSh4fiVCXkedrmaS+bcGH5ph4N/MLJC56nwIlKnskUgEAwMDKC0txSc+8Ql84QtfcFlm3vNaCqi9biYzdpzgiy++iMHBQSdsPOKNPLOVF83K64+CDvITgAcgWwdiAY+CGip5JBJxYPC2227Dr/7qr2LNmjUfiPPgHGOxGOrr63Hw4EFX8qYRp6FhkMHv8bfyUflmwbMqsoIY/q3teTScfE1bXqLRKCKRCDZt2oT//J//M2pqarIeD/l+UiqVQmNjIw4fPoyBgQHHIy2lalmWfKC+aesAnTLBMADHF+UdAwt1ynQazGqtWbMGmzdvxi/8wi9gwYIFHzifSJlMBr29vTh58iQaGxsRiURcgKGHDOi+DJUtG1jwNXUI/K3OgYEZT6Gy8sv/qatDQ0OYN28ebr/9djz66KNYvXr1B3Y6EGWqt7cXx44dQ0dHh9s8yw20DDTU8dIu2QQL+aZ2Tl/TTCjlydo42jLNAjLY4KEROTk52LVrF/bu3Yvdu3df05Pk/OQ7nU4jEongpZdewvnz513PtrZXAJiwH4Oyp5VI6h99JP9XUGMTUjYBqEGGZkwVSDPLHI/HUVVVhZ/7uZ/Do48+6ukeeL9JE6KHDx9GfX09uru7nV/VhxUC3n1UlDcmL4lnNGijf9DMMU91ZPBlbR91urS0FDfddBM++clPYuHChaitrUVBQcEHwidLmUwG0WgUly5dwttvv42hoSGHTzSZFwqFXEBP2SPvtJqrOA8Y9w2ahNGqkfpgBcaUL9rHSCSCwcFBJBIJrFu3Dp/5zGdwzz33eDDU+8kzYtwLFy7g4MGD7kS4vLw8Ny8mVWjvOE76XZVF4hqtLlJvNXHF91ix1XZHyh+TfvS9lNXBwUHMnz8fTz31FHbt2uU5ElznNVm66rP8VLkAb5QzMjKC48ePo76+3oE7Zlbsplsl64D5GoGXGj2tfJB0Ezezh+l0Gnl5eU5Q+Rr7Vym0PDd8cHAQ3/zmN9HS0oKHH34Yt912m+vx8wOkM0l6/cuXL+Pll1/G8PAw8vPzPUrsF2DoNZQH2m5ApWc2UIVVQYke6aoKwu+po+dzNtLpNN566y10d3fjK1/5CjZt2pR1A+p0eeQ3ZxqxtrY2HDx4EN3d3Q6k2EyydSA2K6DX1EobeaTyST4yk8zP0pmzx5SGWD8fCoUQDoeRSqVw/Phx/O7v/i6++MUvYtOmTSgvL5+Q9X2/Atx0Oo3Gxka888476Ovrc1U0m1VT/dNgjNVKtqkAcG0c2oZn9ZxylslknJMC4EBnIpHAkSNHcPHiRXd2f3Fx8QcWbKjO9PX14e2330ZDQ4M7aUwz8QCcXPC7futq/+ZJSQqmtTJLfbQZLAbSdFq0mTk5OWhtbcU///M/o7u7G7/7u7+L+fPnT7C9fqcszRTpNQcGBnDkyBG0trYCGDtBhtUf2maOmzxQfbb6CHirG4FAwFfWNNGg47LZQ/qKVCqFvLw8hMNhDA4O4rXXXsPixYuxbds2FBcXeypU2WzzVPhk+ZXJZDA4OIiXX34Z58+fd/5NwQn9hNVZ+1szy1bu1G+obpJn6itslZN8o9zZ67a2tuLrX/86kskkHnnkEZSXl08IwK+1Pitvu7u7cenSJfT19XmCWk0OEKBxDqOjo84u0cZpq58F0tRhlS3ax0Ag4Pb9EPz19PTg5ZdfxpEjR7Bs2TL83u/9HtatWzdhHu+HT7Dv9ff345133kFHRwcSiQQKCwsnJFM04MhkMh6foFUN2kPqp97btuv42UlNRoRCIbf3ijylf33nnXdcRf3ee+91mO5a8U1xE8fL5PEbb7zh7B3baXNyctxeDMqfyiHtlVbVNAghjzUQJn8UD1Lu+D3KrLWPXJu8vDxcvHgRf/qnf4pHHnkEn/3sZ52/mA4evupAww8AUelOnjyJpqYmT5aFzsMKDAdKBun17L3UgQDeTVl+31HDmpub68pvbrL/f6PC8h2BcywWw/e+9z0MDg5ixYoVqK2t9Ti5a0npdNr1iMZiMeTn53vaROz9/UCi7cFVhVXh19f4GQXUNAoUTrbGUDGSySRCoZArc6bTadTV1eGP/uiP8OUvfxl79uxxhuZaB2fp9NgJF6+99po7cYF808BTx6BBmw0ylEf2fQZsChr9/reOFhhfPw36CgoKMDo6iiNHjuBP//RP8cADD+BLX/qSJ4N1rYINDWYoG01NTXjnnXcwODiIvLw8T583x86x2HYCvZbOnfMlWaCn+sf30+mx1hWVuVAohN7eXvzVX/0VIpEIPvOZz6CiogLA+3+aDe3PwMAADh06hPPnzyM/P9+dEqKVKf62lVzqBo2+Bqh0Nsx4ksfMPjNgIwhihSgQCCAcDk+QP92QmUwm8cILL2DNmjX43Oc+5xIGwLiN8LPVM0HkRzQaxYEDB9DZ2ekSUbp/xYIyYDyTx8CJr/F15Sl1W22aJgSsnnPOai85Jq5JMplEQUEB+vv78Q//8A/o7e3FU089hSVLljiZ4PWmyzsb/FGn3nnnHTQ2NgKAAycK7Cg31jeoLKrtt4k8DRyUJwxkbYKPAaGCSNV3tcF8rb+/H//9v/93vPnmm/gf/+N/uMTKtfaxVh+7u7vxzjvvoLu725MM9as8+h2ZatvMlDcEigqsmfTkPr38/Hy3wZnBhrZltba2orm5GSUlJfjN3/xNLF261H1uJmTMj/zwmers22+/7R58GQ6HnQz6JQL8rqGtnYrRFM8xCCO4Vh7aBCpxIXEmbQP5y+6BY8eO4Wtf+xoKCgpw5513zngl0i8Q0ta7VCqFU6dOuZMHgXEMStvM06UYKFEndU+pYlvqGYNa8lrtkCZt+Jp+jzKv68SkKKmrqwv/9E//hJGREXzlK19xjzhQXDQZmlSgwYFx8MlkEqdOncKxY8cwMjLiHvCmG1pUQAhibUaF1/Qrt9ksqgpoNjCm1+P73IBEgeQYaQASiQReffVVVFdX41d/9VdRU1NzTbMsHH9TUxMOHjzoWghUifX+NDI2slSnarNJ5JMqt97bBiTqdJVXzCBQyZnVovA2NDTgz/7sz9DU1IQ1a9Zg+/btExzfVClbENrZ2Yn9+/cjGo16sgHq5ABvZsT2PSov7PVt9E7wQ75oixYNnWZDNRumZXbtOc/Pz0dTUxNefPFFrF27Fvfcc48zhtcqUNMAM5lMorW1FUeOHHElftvnbfWVhopBBq+p2XV1Epw/dY4GkCVw1VVmqPLz8z2ZmtzcXEQiEfz1X/81UqkUHn/8cSxcuHDGefNexJ7sffv2ob29HQUFBSguLnaBGY23DbJUnmz7HuA9rU/1XFsLGGDongPaYMofq7SUfZboea+BgQH87d/+LcrKyrB3717XxqIJh2sB+mj73333XXR1dblklDpc5YXKG3mnTpWkc9NAjoGLVhw1+aDO3FbqeS0CAlbm8vPzEYlE8K1vfQs1NTV46qmnPO1dM8U3TQAwmcL9Uqx06+ZvTQio/6R8qC3U+WmlV/mtussgTdtdLNjwAx8arGhAFI/HceDAATz99NN48sknUVZWNmM2Lpu91ERbf38/9u/f706D41hp6ygbqnsKhLmvwrYeUs50Yy6BmyZUaDOZoCVYpr3j/aPRKH7wgx/g/Pnz+PKXv4z77rvvfW2j0iDjrbfeQkdHh9t8rLKnuqpYDxg/7CNbhcL6X8qLBnesHNkAi/fRqobiTuorj479i7/4C1RVVeGmm256X/hH+3L8+HGcO3cOwWDQc+y0tsXr/iraE5Vlq8OKDzQRmC1ZSnlT3MHv2Qo5MOYzKKvDw8P4P//n/2DPnj3Yvn37tPZsTOkxqBSOs2fP4tChQ0gmky6bTCeiD47SaEwDFR209pGSlMEquDYLrw7F3lM/q0ZDy+PpdBr5+fmIxWJ4+umnkUgk8Md//McoLCyckX5mPyMYCATQ2NiIt99+GwMDA84YEeTZbFQ2h8Fr+Rl8yxNVWA0mCOp4Lb5P/mo5z2bSOK6GhgZ87Wtfw+7du3HLLbfM+L4DK0dNTU3uyFV1EjomW9WwGRfLl2zBGj+nzodypT2ptjKkJU7Km1/AXV9fj7/+679GXl4edu3aNeHc+5kiBWWZzFi7HkvM1ImioiLfzLYG+cofrXqpTNEWAOOb/sgvGlVm5RVAA3C84jF8vP7IyAj+1//6X6irq8PXvva19/U0KjreAwcOoLu72zkP22ZmgTLnTdng35QDgg49JU97mBWAsDeZGTutdIyOjjrgpg6HoDmTyTiw/Ld/+7fo7e3FF77wBVd55npeK+rs7HT6SllT5wrA81t5ZfmoQbDqH9dJAwdbqdHggiCFgY4GtwpkWLXi+vzd3/0dVq5ciXvvvdd9b6Z4RzueTCbR0dGBt956Cz09Pb4nSVn++fkAbXu1wQX5oxt4+RrfZwuyApb3mqsGMgqcQqEQYrEYvv71ryM/Px8/93M/58noTpdvQHZf29fXhzfeeAOdnZ0OtKtMaPse5YnBGg8poNzyuypnGthqtZH6TBnUXno+l0N1lnyKx+M4evQovva1r2HZsmXYsGHDtPgzFbpw4QLa2to82E5lj7ZJeQnABVDkITCO77SlUxNPwHjLLBObgPekR5IGNdQB+10GG5lMBsePH8d3vvMdrF69+pof5kDdOX78OPbv349kMomSkhLHg2Aw6GmZsok4xQ8MTG3FjfchrzUpTDlUHbbBIL9HWSdPuGeECatkMonBwUH81m/9Fv72b/8WGzZsmHJCalKfVnB27tw5t/mWC8vFLSwsdA5YAZ9mnK2Q8DcdkM1O6/9kHv9XZisI1s/xfd0cbBcxGAwikUjg2WefxX/5L/8Fx48fn2C4p0ocI6/X1taG/fv3o7e31/GPPPCbv/bvKehX/qmw+vFM10Gdkg1YeH1gXKD5Pc1G6nhDoRCGhobw7rvv4sKFC9ekzEvlOHfuHM6ePetpIdB56Fw1y6F89gua+LeVT+UVAYiVZRvAadZF14lGRN8PBAI4ceIEvvrVr+LgwYOeY2BnmujUOjo6cPToUdfHGgqFXPuPAmjyTvvCLc8UqOh7Ku+aCbPBijWguhmQTlkd9euvv46nn37acwzitaZ4PO6ye5wPnSnnTR7Zk3+uFKxzzsC4fGtAwSMd+RqPReQRyjz5hVUPBiEaAALjWXoAaGlpwQ9+8AMcOHDAU1K/VtTf3+/kmnJmbVZOTo5rGyUfbdWDc/BrHVLe+gFNP1L5JADQtlW1m/RtOTk56Orqwj/8wz+4kxVnmnejo6M4dOgQXnnlFXR0dDid5AlTGsjzf91rwDGrnyNg0yCUoJdte35tgFZe/RIgFnQosLG+PxgMYmBgAP/7f/9vHDx4cEb5xnsr0R63t7djcHDQzY2yxXVVe6f8tPylP9GuA/UHOn/1CXoil2b59ZpWFkOhEM6ePYuvfvWraGlpmTS4mw7xYbcFBQWukmbxGe2c1Vv1G8o38sb6Tg1I1c8yyPfzGSrnNoim3HItR0dH8eyzz7r2w2tJqdTYyas8/ZJ7Q7h/hLaPtoQySLuo+3OV51pdVR5bmfDTN8s3fkZxjuqAlevGxkZ89atfRWtr65STKlOS3FgshqamJrdBSvtti4uLUVhY6CmH05hp1M7Pa4laJ5AtCvPL2mTLJFpHBnjLy/wuy1g0QixdNjY2esrzUyUF3cxWvfPOO4hGo05gCgoKUFhYOGGfgZ2XGicL+nTuVpnta5y78lArPjZoCQQCWY0kf2cyGTQ3N+OrX/0qLl686DEcmpmcDFnex2Ix93RqVTY7d1VSa/BUcTVD4xcMkzcWNPqtET9rjamOR42u8hcA3n33XfzX//pf8dxzz6Grq2tK/LoSH1UG29vbXclZHYOCOGvU1DD6yZ7+rSDHGi6t7FC/bHuRzcpwXYGxFqB//Md/xPPPP++7uW0mecZx9vT0oKury9ObbQNWwGuL1KCrY7ROVjPq5ImerMITuWyQoaVv2jSCGdVVXp/3SqVSOHv2LL7xjW/gwoULHueuc58J/iWTSXR2drqqmTpL+1vfU7n0SwLYRAKzozbhRLumfLaO1q63zl31XZMOP/3pT/G1r30NAwMD0+aT3p/jmzt3rgsWNfAnANVgVhNrJI6Z8sEjewcHB93DWPVhtqxmFhYWOj+k4NHPxqk94T3JH7X3ahu4Bg0NDfjBD37gsXMzrb+kxsZGnDhxwgF46i35+l5JFE3ycT4M9BiQ2fkqMdCjz2KyCYCnkqs8oL1OJBJ4+eWX8T//5/9Ed3e3b9fCTFMymUR3d7d7mnQgEHCyYP2n+gv1I4q3/PyqHz9tgA94E3ck9Tf8vB8uVD3v6OjA7/7u76K5udnjd6ZLeo1MZuwkwoMHD3q6UNSmUd4oP/xfAxDlI4OTwsJChMNh31MNLa6zfLIJLh2vtXc6Lq5bKpXCq6++igMHDkw5uTfpQIObbC5duuTJ5Gn/aDAYdA6PQQZLiJy0BXo6eb+/swE/MoeCplkbXkOFivfXSFGjPBqCtrY2/Mu//It7IM10hFKVIJlM4vTp0+jv73eGl4LGc+45ZvKQiqbKrHyjsKgS+41B//YTUL9ARJ2Ilvr4ORtxZzIZvPbaa/jOd77jHqJj7z8V3iWTSXR1deHw4cMYHBz0lR0NYPUn21xJfgqroFl/ZyMLfKxh5RpxvYGJ7YOhUAinTp3C66+/jv7+fnftqQZpfnzMZDI4c+YMGhoaXKnUz0GogdKATTdQqg5rJlkz0MDEU+X4ml0Tba0MBAKejcJWxi9evIhvfOMb6O7unjZvLOm9gLGjYs+dOwcAEwCxyqFNDPgFmxYw6/3oAFnJ4DN/+NwfHreqwQZbzHQPh24Wt33iXMtMJoMTJ07g9ddfx9DQkMdOzlQrUCaTwYULF3DmzBlPSy1liuurAFrl0a+qoUGrZpxtUGd1WX9sgEEgqPyzbVsAPLrNLOmpU6dmtPqYTo8dDnL06FF36IYG/gwAyCPy04J/bctjUMEjewcGBtwx5fTLGowVFRWhrKwMxcXFE9bAZkl1ra2fBTBBB3Q9fvjDH+If//Ef8e6777o2opkEzvQbdXV1nqRKNvmyyTP1tZrN5/z8ZIrz1V561XPKrq0MaaXJ7j2KxWJ4/vnnceDAgQngcCb0VMeQSqXQ0NCAuro6p2/Wx1u7b/nJH+qkDeIUL5LvFvDa9lLVSeUVeaDJGuW5+vK33noLzz33nGtJmgne6drG43HU19cjkUh4WqMA78EcFp9Qp9UGKp8KCgpctcN+RgM5nY+1eX4Jacqt2j3lp65ZPB7Hv/zLv6CtrW1KOjrp1qmBgQEHvgmQi4qKnPNi6Z7Oj+V8NWSaobHMssCRv+1nrpRRtgKg/c783w/oWHCwb98+/Ou//qs7mmyqRpDjGx0dRV1dHY4cOYJYLOYcrIIpfSYBF195Zw2gBTfWgVLR6EwBLyj2A96aVfHLElgnr0rELMwzzzyDM2fOuOtMBywHAgEMDAzgpZdeQn19PQC4qF6NEBWEDvhK7Xt27dUJ0KFY0OgXbKjh14qQOnwFkhoI6+d5fZ5oNDg46L53pQBnshSNRl0JVDPKNpNseaXBg6142ADX6ifnqr24fsZRSa9l14I6fObMGXz3u9/1tKLNFGmA29LSgv7+/gkVHasDFvTyOupsqT/aKsHPqq7xhCk+N4PPX+HZ8fxN+8pqhtoOlR1mxzRQ7O7uxnPPPedkjU9pHxwc9GRZJ0uU21gshra2NgciNTlhQYqtbusPnayCPZUta/v4ut0z5GfvrX7b6rMlXeuOjg5885vfdA/Pmy5R5lpaWhCNRj3zpb5lA8qcG98LBMafC6IPqh0aGsLg4KB7phT3+TAZyECjvLwcRUVFHv+k81ddswlBfU11VnkYDAYRjUbxL//yL3jrrbecvM20Dl+6dMntDWJ23ton68c0e6+BgeIT6xNsgkb/1n0K6oN5LWvflAcE4W1tbfi7v/s7NDY2zlgiwFIwGEQ8Hkdra6vbu2MDDL9NzfbHtkWqTfRrh7RrQt5Z/JHtfz/sonrNMcRiMTzzzDNobm6eUf5xHH19fWhsbPRUHAD48kt1+r06CWxFzfoT5Z/iWz9Z5/d1TejnsiUJSEeOHMHLL788JVt31QiGQOHkyZMYHh52QldaWuo2TfOhNNFo1DlBZkw4QQ00LOCgU9ZI0E/5/LJSOkYAztnS2WimSkGfgmptiwCA4eFhPP3003jxxRevahNcNuL3+vv7UVdXh0QigZycHFemDgaDnt5srQZRkVQAyTOSCoQ1Qpavfs5ZnYFmDcgvDdQsD2wWlGvT1NSE5557zp2YYjM4kyUFDJq90NKqggDNslt++Sm9Kq2CRjsGm332ywLbTd+UMZVJyw81Ig0NDfje976Hnp4ed9+ZoExmrLUtEom4e9psvPJGgYyCQQ3ILN9o7HReFpjYoE8zeOSPrSLaxABPgPrud7+L8+fPz2gmlNdPpVK4cOECTpw44bLL2lKiDkMdqG0307W2gZNWuoLBoGejtwYQak/5myBSqxjaLqWOhbzVhAAAnDhxAg0NDejt7cXTTz+N3/iN38Cv/dqvYd++fdPiIcFRV1eX45uuOz/jB/qyZZRtcolz89NT/iaP1V9Ye6V+Q8emv+31aRtffPFFvPbaazMSaGQyGVeZCga9m0Zthlj3U/CH66oP1NMHPDLQ0FY8PocglUohEol4WlLpq23mnnxS3bV8svqufFUw1NHRgddffx1dXV0zXs0YGhpCS0uLRxc14PSrXtg2PotH+BneQwGb8odrqbKlPkP3yADjOqpYSK+fTCbx1ltv4emnn56QqJoJ4jp2dHSgt7fXyRl/ayBG+bMJAAt8ra5bP+2HYTQo9cNbajMtBrS+XrEN1+b48eN444033N7E6ZCOM51O49y5cxgYGPD4LlsFU8yRrYU0FPLu17BJEtsJofMn6Wf8EicqZ3zfVpG0/SsYDKKvrw/PP/+8S7xPhiaVKm1vb3cGIRAIoLCwECUlJa7lh0/1ZVlfgT6ACeBFI17NHPA1fd8yiIyx1QoL8DS48AOJts2KxAXo6OjA8ePHPUHJZInjuHDhgnvSbFFREYqKipCbm+s2cg4PD7ueWS0VauRro1+/Mqby0Cq2BcfKQz++WUDtV8ZU3jIgSyaTePbZZ/HCCy9Mu7UgnU67ViJmpWywSHmxJwFZHtn+b93k6Xdfv9eUd7rGDGiZJQTg4RVJlZykoCeZTOLHP/4xTp065evEp0rRaNRtKrRZUNUzDWz9sit+1Q7NMisYsTwnqNHMMedPPtrj+vTEEfItN3fs2OUTJ07gxRdf9HxmusR2o76+PtTX1zuZ1rmoU7CZZpt5UtCgjoL81goE568nnGn7KVthCBLtngy1h2oLNMOnNjgej+Pb3/42vvWtb+HAgQNob2/H2bNn8W//9m9T4h1lNRqNoqmpCcD4kYwW7Klt0rH5yZwmgVTOdF7ZMs78X8m22LKCxLXItvdHbQowtmn2yJEj7oS06VJzczNaWloczyhXDOAph7Rb3FdBXaWt0Scos8MgFotheHjYBbIMTNlemk6PPcdmcHDQVdxtcov8paxlC+BI1u/yNV5jdHQU77zzDn7yk5/MaAtaJjP2oDke3uCXOVed5t9+hxHw+7aapAGBTURS98knBh3Uf+WLAlZbGdEETDQaxcGDBzE8POw+M1O+gePSk45oszh/W/nRRJ7FH5bPvIbVST/9VPlQ/Gh10eq7X2XIBhrJZBLf/va30dvbO23eWZ8Vj8ddgsAvuaLjpXwwWaB7r2yXgSZZ/BKYKteKBZWX1ob58Q6Ap+WW49Txv/vuu3jnnXcmnVi56kCjq6sLBw4cQCQSQW5urivD08gRINGgsZKhA/arZmhJTh2OX1kIwAQm62v6Nx0FlUdfVxCoANsP+MRiMfz0pz/FT3/60ymDGQpIX1+fe+hdUVERSkpKUFBQgGAw6BwCQSrv5QfybCZVAzX9sZkkFQ6/wMEGDJanHJdWW0h8X7M/ly9fxnPPPecy81OhTGbsuMALFy64Z54wqFVnpxkYVTrtDdcTVWw5knJm101/+wVXtkpm5YhzsAGyBZ42A9HU1IRnn33WtZ1MhW8krltXVxeGhoY8DkPnTj7aao/2hpKXemiB9qNaJ6LzVh4RPPPYSHX4CiptYGdlMh6P49lnn3WgdiaIDqmhocFVMrQSYGXMgmXKInVTwT15rjKgQa51EgxcmYAggCT/rF4DcGvEcarDYiayrKwMK1euxJ49e5BMJnHmzBn3BPKcnJwpA2eueyKR8MgaMHFflLVjuodEec7Pa2Crr+n1smXwrJ3jdzRrTLnkd232VHWE/yeTSbz55ps4fvz4lPilZG2Izk39oCZIwuEwwuGwa8Wjrmv7Mm02k1nc70P5AeAeIkfwTx+v1RI7Rr/KrwVv1nbZrCkA9PT04MUXX8SlS5emXBmya93W1oZjx445v2gDW80qc021X94mQ/m+AmnVZQ1OOW+1C5rYolzRzug+Gf2tssp7HTx4EN/73veyZrWnw7uBgQFcuHDBE9Ra+bd+zAYbWtXVJFQ2n2v/5n38Esh6X46bCSvrvzVQs99va2vDxYsXZ4xvAHDp0iW0tLQ42bDtUyoP6u9o91SP1W9Ynqv/s7bK6qPKogZ7ykNgPNGl9kD9nCbH+vr68NJLL6Gzs3NSunrVgUY8HsfQ0JAnm5KXlzdh4+Ho6ChisZinx9caZzJEgZ8FJjbAsEy2k7QGzoJl/Z7f97NlBwKBsQfS/ehHP5rWCSOdnZ2IRqOOb+RhIDB+tnY8Hnfgi1lVDTJo/PX0AavENgL1c7p+PFPjbzNPNDx+GRgtsWnpmPw+cuQIvvnNb6K3t3fKvGtsbER3d7cz1NawWyXjOFROuZ9Is9Kco1UqG8hmy2wqZTP41oAqX3Vt1Lnk5ORgeHgYJ06cwNDQ0JT5RgoGg26jmvJIwZ4aI3WumiBQ52EzylfSX35HnSadCeWHmfp0Ou3pwyfZ6ihlNJ1O48yZM+jp6ZmwRtOh/v5+9PX1eYJ462xVv8hnDTI0K6rZKBuQ2iohr02Z4I9u2MsW3FLe1Z7RFhcWFmLOnDlYunQp1q9fjxtuuAGFhYW4fPkyzp07h97eXlRUVGDz5s3YuHHjlPimTl0z8RYwqc6q47W2SwEV5ZX/+wX0futvEyRcK/0er8m/tfVMP+MHlBoaGmbk6Eyutw1GeS+bOdagTLOquj/SBhvxeByRSMSz5ycSibgjblV+6YNsMMHx6N/KO5Vl6zf8bCkAnDx5EkePHp1yoKGUSo0dgc59VToHtWEMHBiA66lKfifrWd3nmvE1BcZcB7bBUQ/UZ3HNVC5JmihVPg8MDOD1119HX1/fjNo7XT+rlxZbaGKEfCTfLF6xwZqVi2y+V+2r+hTAay+5BsShOhcNBnmCG/X1O9/5zrSPR1f7xAohAwyLMclLTVBpIojPULMtaPxRP20T75aUl34YmDxT/2Exn7V3vHcmk8Hp06fxzjvvTKoCedUP7NPolUwJBAIYGhpyhpwTY1Y+nU6juLjYM3jNhJCJjKT4fb5uS2fZsiNklLZc6P/2x89JKVlDEo/H0dPTM2XBTKVSaG5uRiwWc+WynJwcV7XgAjKLyGyxGiQuNg2lzTjo9d7L+NiASwXO7/sKZvwAFufg5/h7enqwf/9+PProo6isrJw072hcU6mUy8am0+PPDFDjr2BEW6gAOBljlpz85DhV2RQU6vtX4mu2rEtOTo4LHqmYbAVRg8DP5+bmOjnjZudf/MVfnBLfVEbi8bhrN6KsaNZFnSnHrc6GTkL1ljqmTpG8JQ/89kXxnpp91XZBXlPPnVcnzXXkeiQSCXzve9/DDTfcgLKysknzylI6nUZzczOi0ajHVpGv9odEB0E+8Lv6sFELHlS2tGWK7/GeAJwMkT+UbR03MP70ccp3bm4uCgsLUV5ejlAohN7eXrS3t6O7uxuRSAS9vb1Ys2YNPvaxj2Hv3r2YO3fuhGtfLQUCY1na+vp6xONxD/9UxsgHlVNdU7W/lEEAbk+B5Z0N4hTEUYaulBW8mgSDOm79fCaTQXd3NxKJxLQeCNbd3Y26ujoH8Dkuktpd/q0HANiql7baUZfYcQCMyUl3dzeGh4exfPlyFBUVIR6Po6CgAPF4fEKgl62C4Ze4U4BjK+aWAoGxFuWf/OQn2Lp1KxYvXjxp3unaBgIBlx32CxKAcftGXirA02Cfds/abM4rEAh4wKXyPZPJuN8EwrY1mp/h2PlZJfUrAPDiiy+iqakJFRUVV8Qxk+FdKjV2uAafdaPr7Wf7FMhrcKEPK1QcpXvOeC3FFGrXbQLO4hKds+qw/YxNghIfpVIp9Pb2IhaLzcgD/Jqbm1FXV+fhFfXCJlK0g0dxCnGC8lrxiV5L56g+yI9PlCfFe4q39Tt+yQP+TR6nUinU1dXhxIkTuO+++yZ8LxtddUXjyJEjHqPPDVHDw8PubG4CgZGREfT29qKzs9OjaKqYdnOfNaI2c6SkCqmZTc3+kdTgWSdi39eoXhc6nR7b9Hf48OGrZZeHTpw4gYsXL7roldmiWCzmjBfnwyMs1QlTQdRo+lUurKDb+doAw2ZSbYBmAz2/oI284ngV8ANjAP/SpUs4efLklHhHOdIsN5/TotkhawzJGwv6sjlLlSVryCyvFHDoNSzo0fJvtgyfjhWAxxD39/fjzTffdA8GmyypLFy8eBHRaNS9RuCm2SQ7d5tltgbTL9PJa1gDB4y3QqmOWsNsv2fbFW1Gn/f66U9/6nkmxHSop6cHra2tHtukAZhm+TgHW+nNzc11wIPfU95aHdIMlYJkC+CUTwqi9Shs2pSSkhKUl5djwYIFmDNnDgYHB1FfX4+zZ8+ipaUFXV1d6O/vd+1hGzZsQE1NDYqLi6fsgDkngll1kioLKm8E1n4VP/KbyS3Vaav72ey7XxWDvNaxqOwpKPKzd7weAcxzzz037XaMxsZGxGKxCYG/TXwRtNqAlYBAnzKvBwgw4RGPx9HR0YFLly6hvr4ep06d8lQ92F41PDzs6U5Q4ONXLbd2mPy3OumXRWVr50xs0qUP9UsIcOzKT/LXtjdyHrair/OjrNgEi52vfV0rAJpsUpzkh3uAMZ947ty5Gd2XBoy1iRPjqV2ya0UeaoZeMR2/p/ZQeWr5b/Vd8ZBfAtQGJ37rote238vJycGBAwfwwx/+0O13mQpRbo8ePYqOjg4Pn9TWqB4rdqXf0KBIv+PXMs8N4lbPVMcszsjW5q54md+xY7XX49poq+XV0FUHGnxYDB2m7ojXc7qHh4fR29uLvr4+lzFT4KGb0HTSljF2j4AFwHbzlTLRficbYLaZVj8QybFHIhE899xzV8suD7E0rY4zEBirBvX19blNiKOjoxgYGEB3d7fHUXM+JD9DZisTfj/KAz+eZTIZtzb6k423CnjsZzWL2dDQgO9///tT5h2PJwTgnoRcVFTkDKKCdpUJ3QegjkCzNfa7GhTws5yzGi3lB8nPsSloUEMXCASyntnP7wQCAZw7dw4tLS1T4p0dJw0bx6KOwmYz+NuWcHUufg7DyqDyhU6Z4EVLwXoNy1M7Bsv7dDqN7u5unDlzZkYCDZ7Uw3tpiVt5pk5F5V2P/QXGW9EsoFX51NYe7dnmyVKsEvsFrZQhBkAVFRWorq7GvHnzUFRUhPb2djQ2NqKjowPJZNK1bGpllG0mTCBdTZbKjwKBgKeFwVYNSQoo+Fm1xaqX6rStPpL/lA3bB06ygF0drFaK/MCLHT/HBYy39LW2tk67zfH48eOuhYkJOZtQ4v1TqZTn6fBaxdDKIN/XB/MtXLjQPUujv7/fJXKUp+SFJrWUrM+05GcHSAq4eC0AOH36NF555ZUp8U7lqKury52cZINLzod/20Rntn0Edg4cP6sUwMRkgt/YgPEN/nodTSr6BWd6rdHRUfz4xz9Gf3//lPXUby7Z1hmY2D5t7batLJBoAxhwKFD2S8bZCrjy3k8f1eeofbVyp+8lk0m0tbXhpz/96bTa4SkbTCap/dCEMH+rTmi1VfXWL2Di9/2CYOVLtgCCr2l3gMVwal8shmTQwznG43GcP3/eJbSuhq66Pk5BYxTNganCcHI8B3zu3LmeUree683JWmYzE8P72Awo72V/tKRtiffymxMzjwpk/CoqmczYw6emQrW1te6JlJoJYMsIncDg4CC6urpc6ToYDDoBYVmeAuvXZuInRNkcAfmi8/Pjld93LY/9DKyW2kKh0LT6ITWrzKoP56yVCzXSCliCwaBrX7FGSEEK52v5ogbCj59+oEcdmhpCrl82AEXifc+dO4fOzs5J88zqgoJ964DVyPCzynN+V6s+lkf2Pc5Xea788gvy7fUAeLJrFuzpHIeGhtz579ZZTpZsuw9lmHLGMVqbwbmpLBDAqcO2AalfFZY8seDR8oAynp+fj3nz5mHJkiUIh8NIJpPuzP2RkRGUlpYikxnPRCnIz2QyuHz58ow8/DCTyaCxsdGBoEwm49uGxXmwBUwzwyo7NgtIsjznuvlVKVQO9fO0Jyp/+l1rB22AR1nj652dnVl90NWSbn63NsImf7i2iUQCkUgEkUjE+RT1o1r1CofDmDNnDkZGRtwDVWtra1FWVobCwsIJyRYGn3oohV/ArDyxew70NctTficYDKK/vx9Hjx6dEt90zbTFWMdqbX06nfa0j2YDTVp9tVU3C3atjPH76o/4vp5OaMmCZJWpTCaD8+fPO12eLlmcA4zbB4JJtdN+QZLfWFWXtQtG5YX3UnDsB7ZtojhbYKNk/YwGI1aXp6qzup48FEntl187lQL7dDrtkgv8jNUz8oh8VH68Fz7xk1P9nP2sxdP6P9c2Ho/j8uXLE8Z4JbrqQMMuOl9j9ooCWFZWhkgk4kD58uXLnUCwz5EZfAquGkbd+c73/IyUAh8/h+AXmFjwrQy137cMTCQSU26deuWVV1wWg443Ly/PHSGoWffLly+joqICNTU1HkfGTfbKB+WZvu5X9vcTTOs0gXFnbStBfvwnENO9JlQuXZdkMolDhw5NiXcEWcFg0O3PiEQizlGGw2H3PjPE9imz1kirMlvAq3NVufNTQstfBUsWKKpc6xj8AlslPlhrsqTzHxwcdMDPOi39vHUYnI+fobQtYTbQV0CusqDv22Oc9VoMoLVVSmVafwcCAUQiEbS3t2d13JOhTCbjCcYU8FqwYjNlOge7FmpndPz82wZjdv7kqfI1JycH5eXlWLVqFcLhMPr7+3Hp0iUAXuDNyinlkYCU60l9mi4FAgFnp9SWaCVBHTDnke2BbeSDJp+UH34/vIbN0qle2sSCBYbWfvplmakjwWAQvb29+MlPfoK77roLBQUFUwIuCkr0fn5gRatgIyMj7hkZ9lh5foZHz6dSY/sywuEwcnNz3cEAgUDAAUHg/8feewfXeZ1n4s+9wG3olQXsBexdpNhE9WZZlC3LcosVO4mdxI7t8WbjlE1+2c1Mkt1knF1nJ+vdmcymbHY92cTZTdaObKtanRRFiRR7B8EKgkS/BcAtvz8wz8HzvTiXIi5AteCdweCW737fd97zluct53yjW0rrmK3s2/vR9j1rI6jPxewngcyNZkh9VCiMrEXr7OwMBKq+pKEPtFK/faCUVCwgtf7Sdw0dp/oLDUQsULcAkefjw+FmzZo1IZ6RLP8tYC4UCq4KrYGHgmWVS+IzyqAGVepjrR4Ww2NWZqyd94FmzpEv+AmHw+jt7XW+1bfm7Z2oUCjg8uXLSKVSY+yZrwJJvESekTfqV9SH+uZE9dJWLvS16qUNPmxy0GJjW6nUY3y8vhEaF2d5g3yCLAD33AxVkvr6epddaWpqcg5RmcMBEBwq2FagYXcLsVGbDloNmj1GhVUVwoJDG6Do7/v6+sbFXFI2m3XRLq/BYIsBGgC0tLRg9+7dOHHiBBYuXBgwXLy/oaGhwBh8YI2f628tICa/VIB0/D4h1PngdTl/VBiVFQ1ESt2V5c0333T3zkwVr19XV4eBgYEAqFFltJljzR5rlY3BjC4WU6BrHYgNSHzBBu9R++x1/i2v+D2JgRMXNZZC1Ndr166hq6sL8Xh8jMHzZaNsdt5WQBTg6EOn1EhxDHZc5K8uIC/2nRpE3pcCAp6bx6bTadcaNBFScKKtUvodx6fzriBF/1RWrA3SbKk6GfKzWGCYy41UWWpra5FIJNDZ2el66nW3Fxvs0dYqn3n9UuXMxz/VCa0mcFycU8BffeP/fD7vAiTyUQM6Pa86Wp2TUCgU0EM7T1Y+ra77wI++zuVG2pi4RsOOZzx84/VJCkAs+KUMcYcjBfkcrya4KCuRSATz589HOp1Gc3MzBgcHcfXq1cADZDkGVoOLjUl9k/pQDSB9ST8fUFFcUSoNDAy4bCv5p+Ox+mUDqnx+tNKg8mFttC/IsOBZZZGvw+HRrdlZOVVfWigUXPJR9cCC5c7OTuzZswdbtmyZlECjvb19DL5RG8z3FpRaf6g2TTGb+spiAFeva1/zdzyvvSd7LvW5JG3VzedHNvxIpVLOx42XCoUCzp49i2QyOSYI12SKz7YxcOPOreS1Bm8cr/pf+l3VO8XK1DlNJPF+fElTkrVzvoBDfzNe+zauXaeotNls1i1YTiaTznklk0mcOHECfX19bhtFPidCGa2ZDSq2ZqwIXvW/L1KzzsBXstXvlHnWQHCiVGg5yRYMjZeqqqqcYx0aGkJ3dzfy+bx73khPT4/bZrC7uxvRaBS1tbVjhIJGzBcc2bFYp2sdgZ0DC5g5D1bQ9Nx2NyUFXuqkAASyZeOha9euoaKiwmUeEomEuz+2DFRXVwMYm132KTkVHAhmORkYhEKhwFbNNlCzAYnyw/6pceT1bIBhQRiJ1xseHsaJEyfwwAMPjItvCsAZWGj1RO/B91v7XnnAliAaMxo+8oRyY4NPNVQ24NMARQNCvqZMqT5wfLy3Y8eO4cSJE1i3bt24eGWJaz1o8HWOigFitubxfnivTChQroqBVg1udEz8nGu71EYBcBtxsPzOZwBUVlYCgAOZmnyxoB+Aa2/keCdKOi47V5rR5fcK+PS3mojSIF4BEO2MtYUcn8qvgna9lpUrIGj/LNDUMfFYguRSggwfqXwRKJC055vAgrLDe+Qi3Hg87kBNZWUlcrmRPuuenh5cvHgRhUIBCxYsCLRL8tjy8nK3xsOOTcEO+a//bYWD5AvwKBPnzp0rmV9qmyjLBJA+X2B1ji3KmiDSNVS6O5TKlSboFCRS1xUEM5DQh/OqTPG/ype+pi3q6+vD+fPnvb6jFL719vZicHAQkUgEuVwukKRQu69APpfLudZ4fR6J+lAduybfOAeK33gNa6t89sq2W1mMaMfH/6pTly5dQnt7O5YvX+4+Gw9pok4TeGqzFbgrjrSJHb1vm0hRO8nknh6jOqgVTdpOjr1YkGCDDNUVbUefCI27dSqXy7ntV/P5PBKJBCoqKpyQ9PT04Nq1a5g2bRpmz57tjqPR08hMnYdGoAr8VIAsQCyWXVego9l2DSj0eFUKknVCE6GNGzfijTfecO8zmYwTBBrGc+fO4ejRo8jlcli2bBmqq6sDxkUdMoMzGzz4/lRQbNClv9VgRDP5NNi6WMmeU0E4+aggTQ3xeInny2ZHnozK7N1zzz2Hvr4+LF26FEDQ8WqLBYGWzqGvUmF56XutsuRzsFoZ8WUPVO6s0VMjpeAmm83iJz/5Cb72ta+Nm3c2M2mdLcehwNLemy6YV/BGJ6Njts5XDaGVG15fwZHNLuZyo88U4Bzp93r/DNwHBgbGzSdLly5dcvqnvNJ7IfkcogbqdAxsG/XxRUGKggk9nwVJzIRyYX1FRQWqqqrQ0NAQeHZMoVBwNo5r40KhkNtUQSuBly5dQiqVQlVV1YT4pyBO5Udli3rKY61cWL1U+6MO2/LTZw8V7Fhe2iSLyp4GLBYQKSjQceu9jZdsq57eH8+v4+H16EMY1BLMcn1RLpdz7Vwc08yZM9Hc3Iy2tjbXRmXnzwZflo/qS1XnrV/gdzy3Bd4cJ3coLIVs0FLsGAVT5KEGvnZMxWRLE5N6LpuNtjKl8mSDV/W/yiv7x9+kUqkJyZsl1Y1iwJQ+iferrdLqXyzeoB3UCpedJ9V760ssFtPP9XUxXvmSD319fdi/fz/uvffekqq5en7bHaD4TitS5Alxic//+rCDDdbUJlje2blTedLx63n5uWJx/a8yXQqNq3WKE0YjVllZ6Ywcqxy33HKLK+WTmcySaHbBVhhI1jlYI8b7UIZr0GBbotQo2AVyaiz03HbSaLBLperqapSVlbkF3vYhNhUVFbhy5Qq2bNmCkydPora2dswzDoCxfcl01ADGjFnHzd/qeG3GxgecFTBpu4wCRgvgdS4tUCuFGhoaHCjirj/JZBLbtm3DwYMHA72RHJeCawWv6gQVGKtT0SDMxxc1BMpzG6zyXqwMkn9aDbIGXZ1QLpcraTcbX0DB19bJKVjn/VDmFdDwPnnvdpGyDc6sDmpAofOlsqROHkCgWmLnUQ0nAFchnCgpgOO17M5hWokBRhfxFrNfNri3xl4/0/tgMMD3WuIvFApIJBKora1FXV0dEokEKisr3QPIGORzMS95xSDFVmvnzp3rKiGlksqyyhrHpw6dQZDtpSf/fTvgWYenuqlzR34rONc/yo7NStokgd6rD/joOG21cLyk8qxBrQIFDWZ0LIlEwp2H1S8FebzfaDSKRCKBqqoq1NTUYPXq1UilUu7ZTpwHyjN3tuLOZwoY1Yb5koX0yWofNDDjscrHzs7OCfFO3/uALPmlNpHHW/ulAFltuC+44vkVYKpvLQaeKaPWl/pApr4OhUI4c+YMTp8+jRUrVpTEMx2779o26KCO6bpMXaOhgFrtGytiNguvOmZtebFAwufDeY/WP1se8nPeM23ReCsZyjfeazEe2uP1OJVB2inFGSqfit+sjdKxFbNbxXyoXt+HjeyfTfbdKI2rdUpvlMaNe5un02nMmDEDdXV1KBQK7uFsNFraVsDzXU9RfX88zgJmBS4USA08bCbKJ+i2yqHX5b2VGmwomKWDp8HnXslLlixBLBbDzJkzXZ+1AhrLHzo2nwGjsNhthNWAKgBXnlhB9722oFD/bNmvVCUmbdiwAa+99poDe9FoFIODg2htbcW0adPQ3d09ZhEXeeMD2/YeAXgVV/mlv/G9tjJq+aUGQvlvz+UrowOY0CJdHw8UZOnnujZDgZo6Qg2sFOBRti2o43cKELnLkF5PK50WENg/H9EGseo5EVLja9uhLNgj/xRAWVvDeSawJp+0FUHnAxh94q4+bVd5E41Gkc/nA8/v4DG5XM6BTbWJDNYLhYI7Vq/rA2fjJRuUqrxFIpEATwimc7nRFjmOXW2VD3D4bDmvX8zG837Ul6hDVb31BRY6Jn1vQVmpPMxms67FVHWA/LF/Og4m/DSpxwoH1yzZ5FU8Hnd2NR6Pu0pYZWWl22QjnU4jnU67tZjWp/r8qy8Ro2DM2lrSRHwsEARyqqd2US4/4zyFQqFAUEt9tklJHbPKFHlu1ypqpYRJAgVxPMYnWyrT1vZx/vThixMhxRJql7RLQKs1aguVnzoPPK/6PatrFvupzr0TQNb3xQILm8izuqmdIqXqrI6H57C7cJKXSrw/DTwUE+h9A6NJEOtPitkpK2e8pvLUBj36p23j9l7Iu2K+2Ec3HGiwx5MCRSdIg0THUVFRgWx25OnDzKTYFfkqfGpMfUptmcoJsUCOk0Em2UyCBh4ESlbYfQurrUGZCKmBZ+aRStrU1ITBwUHU19ejsrJyjHCq8FiF9fFDwbMqY7EARLM2wOhuT+SZXURqgbYF0u8EDG+UqqqqnFCHw2FUVFRg7dq1yGaz7iFegP85F/q5AmELJGy2mb/j2MgDlVP7vcqpyhff+zIBGtxZkM7vwuGR3bYmk6xRUUfC7xWE2nK47nZGvjJjZXlOUmeg49c50etxPQLg3zXMOh0AbqvPiRLlQJ0pr01ZzGazXoCuc6c2SO2ZggrLYwISgm3ygn+5XM4FCXpNBlis+qVSKdc+xf3XLc+UrxrkTpTUeXGc6nwVrNg2Mf1e7bPKFvliQauOTytP9hjemw1mdG60ylEM8Og5Q6GRZ5EcP34ca9euLQm4aECrYFgBpuUb551+hbzRtslCYWT7Y9oZIPgsB/bYU3YY3GazIz3fAwMDgSDDrqnUe7seoFTg7bMHoVDIrbcrlaz9VB+qn1GXQ6GQ26VQA16bDPJVNSxItqCaYyJ/7ENm1Y/6Ai4rixYQF3tux3jJBme8PolzS+J966MBVK80ATo4OBiY52IJPRvIcb50zCpfyivloQ0wfHqv/xkkauJjvGR5p7rrq3SoTmhizBc8WAyrPLGfqW5Z26i4TO/DYkjllU9HlXfjoXFVNPQmdUIpTDyO/9VR65an1rDzN7aqYAXGZjhVse3vuLbABhgWgCvYsczUCQVQsiCq8mjAEI1G3ZaEzCQAY58qaQVN50ADAWsg9fe8D50fy7NivLSBmYJnFVgqrFUWoPTyZFNTExYsWOB6d/P50c0DuNZFW8sUsPmUWvnH36jB0/Hr7iM6bzp+3bRA9YKBGv8rWLUKrE5Z5ZJjmz59ekm8I1mH5eOZOhOVeQsAVS7UmbB0bu+f51C5I3/IM1+gYe9dz2P5NhnOVmnJkiW4cOFCYK61D5ljITCxa2tUB7Rqo+OhHNtghLpWKIxugz04OOh2XCsUCoH1CgxIGPiwFalQKLh1caqf/NO5KhQKiMfjk7LrVKFQcDsX2UCKNk4Btf5OeaOO06ej2upndVRlSc+teqcJF50rn8PV9/Z+9P6TySQ6OjpKlkeOS20+yWaT9V6Ux6yEDQ8PuypFNpsNVLdCoZALJjSgZ5U9FAphYGAAAwMDrpKhwUWxxIjPd1uAapNlStFoFPPnzy+JdyRblSs2jyoT1B2Og/qlYM76NPUVus5T/Y3qm09uVF6tL7WAmGNTm1dVVTXhwIykQaPyzZf1Ji+1UqVrsZSXVm/V3qu8FMMNavP1GOq48lx5qXxW3iuf9btSbZ/yRD8DMMbeKpF/mhCwwaVNplgM4RuzlTM7dz6/7DuPtas+LDceO3fDgYYF/HxYGr+j4eKiQ94IFVYfKKcDtsJjKxpWeeloldkWsJC5Wv7UAEeNpQ02dDL1/0TaCvR3NF58WJI+VdRGtDRE9jMVOhUI2/JlFcv+2coSeaY7CZFvOme6ANhuBaggQQW91GpQLBZzJX7u9V8oFAI7ixCUkXgf2kev96U8VZnRipY1bDp+DRp1jmy2y/7X61nZp2yoYQFGnf9EyGZayKNiGSylYgBLwVooFHKARmVF+W1Bh70G/6t86roCnQceqwYvFBpdwzNRmjNnjgs08vnRZ9kQMPiqPDbQ0LGprVNwoqBLA3dgNMuczWYRiUScI6SeawKBmWfyYWhoyAHLZDLpnL/u4a5zEQqFsGrVqgmDPJ5r8eLFOH/+PHp6epDNjm7trUEayQJnrXC8E+ggL/S9nl/PyevoPPCe7Oecn2L2zMoiiVlrlc3xEDcNsPeqwYcFgBZUczwMGNRvk1/RaNQFIXy44/DwsHtqczqdRl9fH1KpFAYGBsaszVAbZhNOttpt50N5aam8vBzLli0bN98sKcAEgtusKobRe+M9qf3WapiVO8Udek29jvJeATXPYWVEbaSuD9NzKw5ZtGgR5s6dO2F+AcCMGTPQ0dHhwK/yxyZAbZJCAyCOQ2VVQb3Pl6rds2T1mnOisuULJHzvgVF7rWtkfbo0HtLqJ22s2h6dM032sSpN+6x6YZPqyjsflrOBl5K1j4r/rB/S86s/53l8/2+Ebtgrr127FidOnHBCposJ2dfJ9gk6NQXDABwwVOOug7OlRAtw1AFYoKyTZIVMJ0oz0VbQFYDq9cnU8TBWScehT8Ht6+tzQJr3owCGoN4u2rTghvNhx2ujXv5OM9L2WAu0fdUgNZrF+Ky8UxkohXecm3A4jKGhIccvbZMhP3zzZA2OyoHeuw26eH1bBVOHZM+r17Sya+W0UBgNbnSsep5wOIzbbrutJN75eMg+bfJLn29jyVY2VE4UEEcikTHZYQUiPIftYSafeG4LZKyj5z2pMdY5r6qqmvBiZhL5w6BSAbp1UByHz2aoQ+V/ladigNVWn2KxmHutax1UvtT2ZrNZt0e8ZusGBwfH6Go4HMbq1auxePHiSeEd501tDq/jq27Qyet47Nza8VpdVH6SbwTHfK8yaXVN5dvOi/3OAidgRBanTZuG5cuXlwxYFi5ciI6OjgAY5nU0ucHr2dcK/HS9BjCyzoubBLCVTtdP8veZTMY9/I+VDOsDbPXWl8BSXeB7m8zjeHj/0WgUmzdvLol3JGtfCfZ8Noe807ZCBvgch2+c+hnnxfegW1Z6lZhAURmzf7aKUIxfKiMTpZaWFpw4cQI9PT1jbJL1DTZZ5dMX/U9dtDKhD/HT73y2zXc/6mcs9rDf+fhbVVWF9evXu/WwpZJNJNs2KmvreO9qfzXIVFuoZHEGx6gY+HrHW2xpsZ7Fclan+dvy8nLU1NSMK0C74UBj6dKlOH/+vNsBh064UCi4HU4sw+x7Cz7VWWjgYIMOBbwKzPR7AAFjqIyzDp4Omfei98jzcowqMKVmlqurq9HY2IjLly+7NgxmJRlZc+vJYgqjk2nBvII85YF1Cla4FKBo8KC897VVsdWGc6qCqsT5J49LIVu+ViPOz7Q9hIrrkzkbePmyKaqwVoasgyVou16QoSDK8tYX2Oq4+X727Nkl8Y7X5m5Eur2p/ud1VM70XnTMKjdWBvUz/s46LfJNearXsPPlc8R6X+RVKBTC7NmzMXPmzJJ4paR7wfMauqEF5QYIVuoUVClI5HnUfvl4pHqk65LYN8+kAxeC673y2vq7fD7vqszkpw8QRiIR1NXVTfhBhyTKlgaMKlcMfPidnVefj7DyZ4E/v9PPNJnks39AsIJrkwa+edJj7JjLy8tRX19fMt9WrlyJa9euuUqe1RsfcY4VCHBONSgdHBwMrNdhIMKKJAD38NNUKuVaem37rGZAVY40O6qBhk3sWXvLMYRCIcTjcaxfv74k3lHmaNM0qWLnSn/DYzXrbLGI2j/1DwrGbNVWEyoWDFobrKR2396nEpMdk0HWR/G8WsFVHtK+ABjDC/2Mr7PZrGtztjyx+mwTmrwPHquypfNik9R6TpU5DQQqKirQ3Nw8oSDD4jOVQ8tTDSzIA+t/9XsblKic2dc6Zv2NxY0WG2ryr5h/0rECQEVFBRYuXDiuLpUbDjSampqwcOFC7N+/390wMPqgp2JROm/Q9nArM1ThbXlRHaMyU79TR+TLVOsk6XWLAU29f547Go1i9erVN8xYJb12Pj8a3cdiMa+z1SxBMSXQAEoDDMsvKoJe3wZgFlxbwdd5VGOsmQULrvWc5eXlE2rLmD59Os6cORNomVNnbLN9msnT+7Eg3wbB1knyWH6vjsUHNHhfdh7s73gv6nx9C9XD4TBmzJiBmpqakvhGpzVt2jQ0Nzejvb09YIDYqqHXU4drDbrVwesZOiUdK8mCO999+xysb4zAyJzPnz9/UloJmpqaMGvWLLS1tY2RAwJovbav/caOwzpD1TsLpCm/BBN8iBbb0whq2Sam+mZtqg1g1dGQamtrMX/+/EnLjgJw860ylc/nXVJAwYvqoPJVx2OBqo6L/OV7nS9LuVzOPWmcAaA9t/JT5015rPdLu0hQXyrpc6bU1vK6lAOttNnAl2T9IwCXuWWQQVmmHqZSKdf6TB4x2NA/8kw3g/AtliY/tfptASspFApNyNbxfFb++TltngJB/Y2tTvowCI+3730VNR2f2jJr2+w8+6p45I+ej3ZhMokJiWw2G7Atei/EKtZ36piVDzrntvrBqgblg/JofYjqnpU11VmbQOH92IQVdWzGjBmoqKgomV+cB51DnTO1f/qd+g3ll2I05T3nxJeE9/FKx6xkE/AWAyru03NZOY1Go2hpaRmXv7jhQIPlezJEy9+6xZqPWRygjYKVSRYo2+hLjT1fWwNmMyw6MRo9857UgfkMhN5fPB4veb/q+vp63H///Xjuuedw+fLlQNaFu3loiZWGkEZdy25qbHzG0AdyVYA4XgJ1n8DZLJTOUT6f9+6Jrc7eOvpIJIJNmzaVxLtQKIQ5c+bg5MmTOHfuXCBgVUUl5fP5AHi2YMXHGx9YVmNqgzkFahooaNXNOl6eT42rVXILrEOhEObPn4/m5uZx8806VA027YMzeTz5aDNYHGcxA6U8tcZfeak81utZZ8vPfLJUbJyqJxOlaDSK2bNn4/Lly2Nawjg/uj4NGOtELc/UyCtP1E7xPKwY2tYWBoY6JwqwyQ9+zp3/qBPAaICnNqexsXFCLT+WQqGRhard3d1ON2xGzz7/xoIyTb74Eid6rI5f+a3BFPW/t7cX3d3dGBoacq1EtoXD+gUbGPLaOl+RSAQzZ84seS0aMBLgrlixIvBwV857OBx2raIWgAKj1UjKDu0QP6M8sIqhOke7lU6nkclk3G8ZcNBmqc9U3SePFDSqjeU967zxP++hvLwcixYtmlCgAWCMXdLPSWyXovxZP6kgzpcg8Nkxm7jyPajSBrO2rUo7AHyVDQWoNTU1E87G63mps3zgqQJijstWb0m8Z45Zg2DVHbXpg4OD6OnpQXd3N7LZLCorK92Dn9UPW0xDe6f+2f7pOZRv1BHK3fLly1FXVzch3i1fvhynT5/G1atXAwu71fdav0QsrPaPY9XjVB5tAt0GVdY22UCVv6Mu6yY1Ku8W+1g9Bkbs1MaNG13F8EZoXE8Gb21tRVtbGy5duoRCIVgCZ3Tnix6pQFqmJQMVdNtgwgYLvkCB5+V9+ICeMvF6hsKCKTKXu7/U1tbeKLsCxK0H2TKlJV7ysViEyvuwoJpCbQMLG2wpv3zZJuWHZpn1cwXL1sEUE3KlWCyGW265pSTeASP8X7p0Ka5cuYJcLodMJhNwrOQTr6+8Kma0NOuhyqVKrK+LZQA0eKAs6vF2LZDKGXmlxlPnmOCllKyL6hmBBjdp0Cc/2yyfZpUUCFiDpLywOq9gzWZLLKC0c6TtllaOgNFNEzRLBIwkAqqqqibF8RYKBcyaNQsHDx507Wb2AYaqw6qzCqhsYGadoeU7ARB5pgvCgRF5iMfjAcBJfuk8qZ0kabaS8sZgacuWLViyZMmktWKUlZWhtbUVnZ2dSKfTXt0EgmuA+L3qhPLT50QtoLCf6bko/z09Pejq6kI2m0VNTc2YxfHWZlrZ5rzaAK+2thZbtmyZ0GYEugi3UCgEFpb39fW51ifKla99RQM5fqZjA+DW+6j/0yQJ7ZlWM3QXR2v7rX1U3mmng02WqUxUVVVh2bJlEwJ+PJeCNmtD1P7oWiIf6FP7zrFYf2DHovNgbZTvtYJhDTQ0U26rGaFQCC0tLVizZs2EAlu9j7KyMixevBidnZ0YHBx0IFKvrVhEAxHfnPK/TT5RF5PJJLq6unDt2jXk8/lAhUZ9TDFcVsx/qN2zr8lnYCSZtGLFCjQ2NpbMNwZ8mgzS7zinyhOStVFWdorx0GIZ9cWKV9QmWP/DObBJNL0na/tyuZyrsN92223j3rRhXIFGRUWF6welsFFIAASyUGrELHhTJbRMt4DYAmML5HwAzoJtzdBbcK5Owwf0Oa61a9fiiSeeGBdzSTRqy5YtQ0dHB9LpNPL5fGA3FnXGVmH0OyVfpsX+9/GV17BBiq1o2IDPruHQnamsMKvctLa24s477yyJd6REIoF8Pu+MoMoRr03QwGqNggg7XpvJtyCaPOcxNngr9qfypdfleSzvfUaU9758+XL88i//MmbMmFEy33i+srIypFIpDA4Ouudy+BaoAQjwVM+jcw0Eq2HWqKtcFrMJasTsWiK9F703K1scR21t7bj7RouRnnd4eDjwvBsCgKGhoTG7s5BvKkdaqbFgzDdO/Q0Dj3w+7xy/7mri+y1BI4EqM7dWb/m6pqYGP/MzP4Oqqio3xokQ74ltPjoeJloUQOtY9RzqYzRw4/fqV9SmWcer57TzYmXQV7WwgMDOGV/X1NTglltuGdNKMR6yvFBwRpkjKFR+8LWCQGsf9bwEGLoRhPpIVjO0+qXfqS1Ue6Z/KoeWb+Qt7ycSiWD+/PnYvn27e9BvKRQKjTyHY+bMmThx4kSgqqB2RAGzgigfTrH4RfEEz+cbG+XXypgF7zxegw6de36vPCsvL0djYyNWrlw5KckBygyfDq9+S8EyEGynURCt92uxi/pAjlED4Wg0GpBb/a9BreK0YhhRfbHPN/HeY7GYSzRMlIhN9PzWF2rLmZVHJZ8vtT6l2J92+Oi8KCbUarby1wYkGmjn86PrwBKJBLZu3Yrp06ePy8aNK/0SCoWwcOFCdHZ2YmBgIGBM+L1VIAu0eON6rA6Ouwn5ADKPVaOoDoL3UiwQsRPLY/naRuhkcFVVFebPn1+yEaSyNjQ0IBKJuF7Y62X0fMpq+auCp9ljH5C1wmRbd2wwoQ5c59KCajXYdgyh0Mi2p2vWrMG0adNK4h3Pw8oYna1m83TLO8t3ypAPyFrwbMeshs0Gb2pY9Vp6bxa4kO82kFMwxXOGw2HMmjULq1evLskY6r2VlZVh0aJFOHbsGHp6ehwvNGDz8c1+pwGYBczKU35vHaSeU3lfLGCz1y92r6FQCPX19Zg1a9akOA4Abn3M1atXXesPr8fx8Z4IINiyoqSGnOQLOqzO88neqvfcfIDb3bKlRnf406CH71WG9drl5eVYsGABpk+fPukLS8vKylBVVYVUKhUYA8dpgwzOm35WrNJnx1MMXHAeyYdMJoNUKoVcLodEIuEW1dvqtya29L0NYNTO8ZklE62oLViwAFeuXMHJkycdH3TXMd4LkyjKR5L1aeSH8ln1U3lmW0A5bi7m1c99fsbHJ5+M6HzH43HMmTMHjY2NAT88XuK5qqurkclkAg86tX6KPFSeqX/kZ1aeeK5iOkxfrLwBxm5cY4MKyz+f/SOVl5ejsrJy0nW2pqYGixYtwv79+919kihnFgT7eGjtGcekAXIqlXLBLB9ezO8s2LU+QYNcH//ttS2gDoVCWLRoERYuXDhh3pWVlWHNmjW4cuWKSyCrfvK/DbS0iu0LMJWHvuSmHb/VZ5tUtQn36+mwxSg8Lze7aGhoGLeOjivQKCsrw9KlS5HL5fD88887B8tB0zHSqAFje8BV2ZTxFCDNoKiht0xmQMJzqGCpoSRZxfUFRPpewcOiRYvwyCOPlFxmo4GLxWKYP38+3nrrrQCPCoXCmJYQ65x10m2WVFueLJjQgE0jWRVkfRCT8l2V3PLJOludS44ZGNkx6d577y15NyDyoL6+HmvXrsXzzz8/BviRV+okFBD6ttHTseTzY59gahWQfLbntoDbKjJll3NARSbv1LHws1AohLq6Otx9992T8lwIAG5ffbZPZbPZQFbJZliKBQY6Tn1NftnF8Gq4rFzaYFWvyXtRmdL703koLy/H6tWrsXbt2kkJNOggFixYgPb2dly9etXZOVYWVEdo4yiDCv6KOQy1T8pPHZPaSd0aVjc7ABBoWeVveb8+AE57XVlZidbWVkSj0QnzzFJjYyMWL16Mjo6OwNjILw2QtO2Ax+i8W1nRRckW1Fgbpb/N50ey+IlEAhUVFc7mKjj0AU4f2OHn5PeCBQtKbq0lFQojDzu89dZb0dXVhStXrgAIPviL/LC2jnxT3wAEbZS2pljZUF+g36v91K1u6XM0OOMCch8A9+ktae7cufjc5z6H1tbWCfGO52WLWTabdW0t1neSR8pT/SOf7Ge8Fv/b1zYwsDzw4RArTz47q/pRUVGBnTt3oqamZsyYSuUdEHy6vNplIPjwSwXI5AttiuWvDQLUB4TDYSQSCbdrqQJk/b0N/jk3tpJhbYESz18ojFRQNm3ahJUrV06Yb6HQyLbWc+fOxdGjR73yovLEe/H5W+WXPV556AtG1LYrdlHfrPiP11ZMwu/sffB48q2UTZFuGMXwotFoFI2NjWMiXgsW1HgBwTYfVSg9To29NXbKSPaP8tzKIBpCm1ksFArXbfWxSk6HXlFRgS1btuD2228veY9+nrOiogIbN25EX18fTp486e5X93FWUAIEt6RUw6hj1mMs73S8utOKPbdmCbgIlT26FlRZ0GQdMCmRSGDdunXYvn17SXwjUa74xGHeD42Hbn+nzld5Y/mq9+vLeqiiKv+1HK884z2p8bMVEes0LDBiwBQOh7Fq1SrcddddJQca1vkwY1VbW4tsNut6/3U85IXy3Odk7Zz7DKTyRPVJz+Fz0gpI7Xc26CBVVlbi0UcfRUNDw6Q4Xv6+uroaixcvxtWrV938s3XB2gkL2JRvOm4LNNQO8dzWcfgCDt26VPXO8pgyqEkMXmf27NlYt26d2+Rjonzj9fV+qDMMwHhvJAvqLZ8oJwomlM/qDO0c2GptLBZDQ0MDBgYGAtlVOxfKM7WhFsAov2bMmBHIoJdCPJ8+WNFXJbPyRRmk7fbpJXljK0vqR9RucR2c+loGEXpe+mMeZ+0w58s3TmDER2zYsAHbtm1zLSilyKH+Zt68eThx4gQ6Ojrcc0N4z9ou6mvXUd4oP6y/4zV9oMzyXc+lx/l8ps9G6P9IJILa2lqsWbNmwg9ytbzz4Te7sYoer58pPtFkgeJC5Wc0GkVDQwMSiUSgQktZtkGJr0NDkwJqQ3y6qsQK4USTUuRDVVUV5syZ4wKNXC4XSBTZzVVUxotVGJV8+M6Hwaxf1i4OzpfPtlq7qXzlPbE9+dZbb0VLS8u4eTWuNRpkEhnb1tbmvqMRsj3BvgyVKpsyg1lgILgVlxp+GjYynMfqeWxErOVeBZF2xymdYBr7hQsXYufOnaisrCzZGatisqrR1taGTCbjeiKZLfVNtM2Q2ky7vtZMuvLd7hNvswGqvPytBm3q7HWtiwquKk1ZWRlmzZqFBx54AHV1dSXzTsHcjBkzcN999+HVV19Ff3+/u5ZmU3wBBmVBeeIDxepEbABnHWsxWdLMgZ0POm4fWFc5qa6uxmc+8xksWrRozHelUKEwkr3euHEjOjo6Ak7XBz7sNa1xUnmzDlU/19eqwzYQUfnS67FthN/rePiez4CYPXv2hB+8pOcnmG9paUFjYyM6OjoCGXA6VK0K+fhnx6u6p+P3yZvej/IZgLu/aDQaWJOkttfaN14bGNkLfceOHfjEJz7hdvqZrGCDwUVVVRWqqqqQTCbdfRC42KDbVtCUp/reJwvknfJaP7M2irvbsCJugzO1wWozdJ5IoVAIDQ0NWLBgwYSBnwI+Bcc+/tAm2sSJJov0XvmdtXHqA2zbrPJT7Zat2LK6Ye/BN38KZiORCGbMmIHPf/7zri15IuCP56+oqMDcuXPdw+dsV4Wt+vgqqZpgszbNgkbrR32JJWsXOHcqS75z63tgxN6V0iN/PdLEzrx583D27Fm0tbUFALK9F18iytpw/VxlSW0X/ZA9LzD2uWiUNw14le82Oajzyf/hcBhz5szBbbfdNuFuAbVD6lPV/mhAod/zGLt7ob7WCrAP6/mCCztXPj+t7zlnvqBNbSbXjD766KMl8W3cv2Bkc//99+Of//mf0d7eDgCuLGsHa4GfBghW4YHgnvsqPGSCr2SuhsQGKPobvb46LFUOjUIrKytx5513Ys2aNYGMbCmkRra1tRWDg4N48cUX3VjpgK3iWhBnI2D9zhdk2EDrnQwinYqNmm11Sa9v/9PYP/7447j//vsnBAD1d5WVlViwYAHOnz+Pt956y31vgTLnTwGbDc6UrFwAY7dzVWdrwaO2rimvOLfabmCBjBorYKRi2NrainXr1iEejwecwHjJOvZoNOpd26IOxXctdbgWvOif8tuOjcDO5zx8Mm9/q6SALBaL4YEHHnAPNZwMsKw8r66uRktLCzo6OgKtc3qM3o+1fzbZYvWN98zvqKfaIqXBiOqg79oW1OjcAHDVynXr1uErX/kKpk+fPml8I7FK1tLSgltvvRWvvvqqCzaUx7QVvnu3WWc7Fus0rTypn+FvrZ3X69nPrLP2gRY64c2bN+Pxxx+f8FaZPG8kEsGWLVvQ0dGBy5cvIxqNumcu6XF67xbkK1+Vz9bWqz5aH0K+Wh/MlildLK684v2pj7U6zLWPmzZtwtq1aycM+lR2y8rKsHDhQpw6dQr9/f0BXbGvfTJGPltdI38ABHRVM/U++VM7oXywsq/VUZ8NLCsrQ01NDW677TY0NzePsT+lkup+JBLBwoULcfnyZZcI9W16oYDa2g4dP2VOdYvXpP5o8KcBDPlsdVLfWxtqOwwsLgiFRtbzcT3QRMgm4hTvMojQe7GVDeqI4mDes35msYi+twkrm3CxvsXuLqfn1wSY2r9QaGTt07Jly1x76Hj9xbi1m8LBhzy1tbUhmUy6rBidozWAyjTLQMss29OtGXStXlgBthkZ30TYNQrW4QOjCzEXL16MT37yk2hoaJhwmU1/H41GsXLlSrz++uvo7e1FPB53hsTyCRiN7PnaCgLXq9gSr3Um5JEFhjagsDzWhUPq2Mkznd9CYaRqM23aNDz00EMlLwInWYGORqPYuHEj9u3bF5g/DWiZLdIeeJtF1vvWCN7K03gUnLzW39igQ8GnDXrC4TAWL16Mr3/96xN6wKGPb2yXSSQSruc6m82OqWrwtTV+PiNv/9TxUG70c1/SwM6FNcSWFICGw2HU1dVhw4YNqK6unlBQZq9BikQiWLlyJdLpNA4cOOC+t06DZLOAKlOqhzpG5T2PZUBgnXAxvvA36qj0XujwAaClpQVf//rXA0+cn6wgQ8FPWVkZpk2bhmg06vbnV1kDRp9srr9XMKKJFWu3re3S9xagqA3jXPAY+hu1ib5g2lIoFEJlZSVWrFiBWbNmTQoPybeGhgZs2bIF3/ve95BMJtHY2Oj8qsqByg63762urnY7GgKjSQWVO/JF11+Qz7r+QrftBhDwq2yXsusqOQ6dU/2MFZtly5bhy1/+8oSfnaHEa0UiEVRUVKCnpyegC8o7H1D1gVj7PWXGBlg2eCXZxJYF7PreXkvtXTwex6JFi9Da2jopGw9YvtHuz5gxA01NTWhra0M+n/cmCi1+srjO+lQbOGgg5kvEWGxXLEC2QFx9sNXjUCjksNdk6SupsrISiUTCbdjBa5IntL/Whttku+qQz9YpFlHMRp3UxIDFa+rH+VmxKqbKbFlZGerq6vDYY4+5ZMp4eTfuQENLQevXr0dfXx/27NmDwcHBwKI17aW3IIKKqlngZDLpdlGxIE4ZYCsWPuFUgfOBPb0XAmbeVzgcRiQSwezZs7Fp06ZJ3ZFFeRiLxXDPPffgmWeeQVdXl7sndcKcbFUWKxzcpz4UCgWExILid1rTodeyOxJY46EZH/6nM2OL086dOyccZJBXliorK3Hbbbdh165dSKfTY5Q3m8263WUKhQL6+/uRy+UQj8cDBom/8e1IpXyxYNlWhyivuluD8lznT3lnHVIikcB9992HnTt3jnnWRSlkg426ujps374dr776qjOI6uTU4PMzdRLW6Kks2eye8leBip4HGH0uhs6fjps6qZkqfheLxbBkyZLAzlx2zJNBbDvLZDI4duxY4B4sgLEBl5Uly09tsdPWUZ5L11SR5wC8AJxkQQDtZyQSQSKRwP3334+1a9dOOp/IE70XPkVWH2jFe/TJm75XXvicreWz8kh1k6CZx9usvfUrei47bwrWQ6EQZs2aha1bt07apg2kcDiMlpYWrF27FgcPHsTQ0JCrevPaqlP5fB7pdBp9fX2u5922DOlv1Q5a26/JPp9+Dw8PuzUcCvgsGFQ+8T6ot83Nzbj//vuxbNmyAJieKPEcFRUVWLVqFdrb28fsjKRVA5JiFZ+/U+Cv8mez2pw72ixrO/la50VlWO0H55XnrKysxKZNm9wzqSabZ3zNhxOfPXs2YEP0aeE2SLO6qDpswa0ds+qX6ptNDNq5UN2131n/w7FNmzYN27Ztm5RKrv529uzZmD9/vvMPek2VP70/y3dfUKak/CmGfS1208qjT7/1OItJ+D8SieDuu+/G6tWrXUvnTQs0fIajoqICd955J8LhMHbv3u0YAAR3SVFwxUHxyZDc25+AuaamxmVjrEPQLLsyqRgI1ujWBjw+g8gsYlNTE+666y48+OCDaGpqGhdDx0PcZeMnP/mJ6ydlRouBAz/L50d2RuIWjeQZHQv3hLY7dlleKZ+scFkD4Cubq+FQZWGJtbKyEg899BD+3b/7d4jFYjeFb+Xl5Vi/fj0KhQJefvllpFKpQBaeFZ6uri7Hr3A4jPr6elc90kDTGjIb/esc+ICjBhl2bYaeT42InpfB7Z133olvfvObJT2gz0fWGJSVlWH+/Pk4cOAAUqnUmGO0bG2TBD5n4gPOVqcsj1XO1LjaYNgHVjQoCYVCqK2txZ133oklS5aMyfpPJjFzvWjRIpw9e9Zt7a0gw+4kosGlOhAFqnqstpmoneR4af+sTdDqIzCaEbNrgcrLyxGPx7Fy5Up89KMfndCDqm6EXxxbLBbD0qVLceTIEZdIUp/A9gLeo5URHavqjq3MKn+t/toqkg1EVN71uta3WHAajUaxbds2bNq0adLlLhQa3Xkul8vh9OnTgXslf3lsoTDSGllfX+/2vFd99N2/Ddy0JUrX59HX5PP5wMJvDTR8us+KHOe6vLwc5eXlaGhowNq1a7Fjx46b5l/D4TCmTZuGBQsW4MyZMygUCoFnZfh0UXlibb3y3MqXtYMayPkCY2vjfLKnvpW7M02fPh2PP/6420HQB1gnSrRlzc3NDjiTcrlc4DkbmlQgX0g2yGXFjJ/lcsFniqi/Ib/sfPgSBLpjJu/BZ3+BEX19+OGH8dGPftSt05oI73T8sVgMK1asQGdnJ65du+b8FTf70ZZlq7fkg8WwVn9tYG8DN+IOlTnVYw081OcqPzl3ik0aGxuxc+dO165XSnfPuBeDqyEpFAqIx+O47bbb0NfXh0OHDrl2DGWqzUxRURllASNRE4XYAj8L1jghtqVHna01yko26uauKJFIBI2Njbjvvvvw27/922hsbJzwTiLvxM/58+dj3rx56O3tdQ8B4yTrhCv4HxgYcIaeznlwcDCw17oGCqrIzPDp+MkzH9i2/PO95+Iu9tz+4i/+4k3ZMlMpEolg3bp1yGazeOmllxw/6Ey41zjbhbLZrFNmNUhUNOD6bULkkTphBYgqj5o9UCeiROMSjUYRjUaxfPlyfOMb38D06dPHtEiUQtf7LYEoDaDuFKJ8UMdBsrxROVL5UVBoeW2No2aieO96L3pt2pbKykrMmTMHn/jEJ25qNUNp/vz52LhxI3bv3o3+/v6AE+M98Pocl29XEeWVAmP+XvVPM6j6Wxv4KT8tL8vLyxGJRDB37lx88YtfxIYNG24aj5QIuBobG7Flyxa89tprGBoaCiQFNABVPeR/2hcdq7X5vsSAfq9BmeqrTRYoqFHQYx0xMLqn/BNPPIH6+vpJ4ZeV31BopJ98xowZuHDhglu8Tt9gf1tWVuZ2RuR4bFZY+cvXdltaghUGFclk0lWFh4aGkMlkMDQ05Gy8zo2tXtA35PMjD6jlGoP/7//7/wKtezeDEokEGhoacOLEiUA1jXNsM802uODnNlDT91qJVNlRP2uTMVZX+bkNIBWE1tXV4bbbbsPy5cvdPd+spIryjpUzDV6B0cqQ4jsdj08fScXsFn2Egt/rrTtVH2z1WPlOOWxoaMDWrVtRW1t7UwK0efPmYceOHfj+978PAC6ByHsARn2ryqOvKqbvi8mLyhr1Vf2JDShsm6Pqu37G87O6tWPHDtx7771jdhQcD5XcOqWvE4kEFi1ahLa2NnR3dweCDY1etWee27Rx4ASK/N4aeF+Z2zpgZbJ1PjaDACDQEhWPx1FTU4OHHnoIv/Zrv4aWlpaSmXqjREC8detWpFIpHDp0yCtMuiC0vLwcNTU1gcyTjt3njLU1SDOBdFh6nP738c0GaDSEFRUV2LZtG/7Vv/pXE9oP/Ub5BsC1zrS3t6OtrQ0DAwNu7Nwvn08opmO2QJekfPIZRjpiKrMCOqvUfE/Sa6kDDofDiMfjmDt3Lp544gls2LDhpgJlEhf7ZbNZ12Kh2SXyyefwfGDMF6BpgsDqJd9rK6M1skAw+FVAzyfjfuITnwhkRG8m75ihWrt2LXK5HHbv3o3e3l73vdo53fHHJlssiNUtpGkjVUYsPxWU6zUUUObzwS1lo9EoEokEnnjiCTz00EOTVjG7EaKcr169GidPnsS5c+fGPDOIpDwiT/XPJlCo0wpEFFTra5U5XxBhwUsx3wGMtkM89NBDgWraREnPQ7tfVlaGjRs3Ynh4GG+99ZZrFVXQbO2VDeDt/Wsgx2CCuqg80uqF+oRQKOSeJ8Pz6PU5Fs3YxmIxt130Rz/6UcyZM8dVvHnOyeCjBZAzZ85ERUUF0um0kzkbGNmKmR2X6pUCP23Js8BXea6JV96jzo8G2NYOspoxa9YsPP7440536eMmk1S+Q6EQWlpaUFNTg56eHgCjCVmVHwAB3fO1yPLPPu9H9U79Bc+hemvxjMWAFvtYwM4NFm655ZZJ01cbrIZCISQSCWe3KW9c46KBmfo0vR+9d4u51K6pHCr247kVy2klQ/2vxUIqe/SzDQ0N+OIXvxho5S4lSBtX65Tv5GTg6tWrUVVVhePHj2Pv3r1IJpOO4Ra0qaEHRh9ORUdbLGBQoVLwyAlUZuuk6KTye2AkKx4OhxGLxVBfX497770X3/jGN9xC3JsN+nj+pqYm3H333chmszh27BiGh4fHCJ8NrBTkq0Ox2WIL9Cxo4/nZx6fCr4ZVFZm/YxWquroaa9euxde//nVs3Lgx0EZyM/lG3j3yyCN4++238dxzzyGZTDpZUNAFwJVv6WysvKiSk8/qhDh21QWbQbBBhZV95V00GsWiRYvwmc98Bp/+9KdRXV3tNT6TRbzvFStWYNq0aXjrrbdw6tQpAKNbo1oDrRkY3eRB9U8Nnv5pq491rnoNtQX6mS5UJ9CnvO3cuROf/exnb1rFUflF4j2sX78e4XAYL730kpM3tSuaodJqBXlls0nqpJnxt3ZPdZZ2Unf94T3QHgNwz9qYNm0a7rjjDjzwwAMBh/FuUigUwubNm9HR0eEeGmllnPevWTXOgQZTqo/2NW2Y1XGeT4G0zoGex2ZTeW8k7mr0sY99bNKqGUpqZwqFAqqrq7Fjxw4UCgXs378fqVQqEHzxNwqeFcQqMORrypRtrdCMMs9PH8ksfSgUcrZU54Ck65YikQji8TgSiQQWLlyIxx9/HB/5yEcCFe+JbrTC+/AFK7Nnz8aDDz6Ip59+Gr29vQHZIA/4PBqbHFC5If9spV/HTnuldo62UwEiMDaLbW0jx8KNVR5//HGsX7/e/Y6V+8n0E9b+t7S04L777gvwjmPWe7Q6qOeyvLL89QUNwNiH4foSV7ZCrsfz/ATMc+fOxb/5N/8GCxYsGDPOifALCPqJpqYmrF69Gvv27QvIo9VLDTqsLKiMqlyqTCkGVt21eEQToDaRop8rjzm2qqoqbN68GRs3bgzIbSm8G3frlO8zZs2WLl2K2bNnIxQK4eWXXx5j9FWpbITG9QUqILZFxUb/nBwyWZ2x3X9flZwtI7FYDPF4HHV1dbjrrrvw1a9+FYsXL35XssqWh83NzXjggQdQKBRw+vRp50xIvgwVScEdj1XnqSBII20CGgsuLUAmWOe8EPDFYjFUVlZi7dq1+OpXv4qtW7dOepblnSgcDruWrXA4jB/+8IduzYbPeXA8HKfdslaDYwtsyDMN8GyQojznedUQsU+5qqoKLS0t+OIXv4jHHnsM1dXVAG5+Vr5QGMksTZ8+HXPmzMG5c+dc/7U6fOscVCYIOFQHVUeVHz7jr/9VL333y/8E0PF4HAsWLMC99947qbvVXO/69rNIJII1a9YgGo3i+PHjOHz48BgHobyx7y2QVsCrWVebbVKZIr/1ujwng5F4PI6Ghgb80i/9Ej7zmc/ctDVT1yOdW+5YwvFrosPu1uVLUFn/oTrqq1TwvXWudMB24aTKouU59b+srAy1tbX44he/iNtuu21S2hwtWbnP5/NIJBLuwad79uwZs4sWEMwsq68kjzVZxPOq3Gnwyt9r8qmYn1CgTYpGo85HVFdXo6mpCWvWrMHtt9/ubN1kUjFdLRRGtlnesGEDnnvuuUAlgPduE27KH5Ura8N4DrV7tK9KNvlH/qmtsFV2AuTa2lps3boVn/nMZ8Y8MPhm+AqbWJk5c6bjHYNO6w9VDlRWNHBS3dQx8zPFevzOF0ToZ9bf8rok2sG6ujo88sgjAWw3GbzznSsajWLx4sU4ceIEUqmUq+Lw3sg36/98fsKOz9p/myTQwEEDElYmfQGI9c3AaIJq/fr1eOihhxCLxQIyXQrvJnerDIz0Tt9xxx2orKzEoUOHcPLkyYCAUtCYiQNGQTQwtrVAwaIve6MOl7/Xc/B4/mcloLq6GvF4HM3NzZg7dy6+9rWvYeHChe9qkKEUCoXQ3NyMT37yk2hra8OuXbtw5swZ9Pf3BwRTgyoFKT6Dp8JnS8b8r61XWhnSgI4BCXsOy8vLUVFRgaqqKqxYsQL/+l//a6xevfpdDzKUIpEIbrnlFixatAgvvvgi9uzZg0wmMwbIabbYggpbBlVjaWVPF13xt3peC6ALhYLbcrGqqgpr1qzBzp078cgjj5T8xPlSiWNbsGAB3nrrLXR3d2N4eBjxeDywlaFmpzQrT0NF2VBZo/6xHVKNoQV1ykeSdRgaHMViMSxYsAA///M/j1tvvfVd1VUFBsBIwLhq1SpUV1fj2rVruHbtWsCxUl58sqbZZLt4j6CbY1PZVcdB3irvuCED99ufOXMmPve5z+HRRx+9qZWf65EGQJFIBKtWrcJbb73l7v96AYYGZXpMsUycypg6Um0jyGQyyGQybjtwXoe81PnQe6Fe8EnWn//8510by7tR+S4UCqiqqsL27duRzWbx+uuvjwH6yjO1++o/OC5dGK0Am98TnCi/FXTrmCl3vFc+jC0Wi6GqqgqzZs3C+vXr8eCDD2LevHk3lVc+3gHAnDlzMGfOHJw+fTrg6wAEfJ3FDTZws/bMAkL1n7ZaaUG4TR6Sl5yzRCKBBQsW4LHHHrupmzdcj0KhkY0wotEokslkAMv5Eshq56hL2kqk2E71c2hoCOl0GkNDQ64tT2XRBsQEzspz9S2894qKCuzcuRNf+tKX3hUbGAqFMG/ePNx11114/vnnkUqlAk8J1+MU3CvgB975+SGKczWIUD0ln2xyhdhbcR4wupQgkUhg5syZ+PSnP41PfepTk7LedtIDDWDkkex33nknampqcOHCBdcfaQGxgg1lrP1vszM2GuRnNkLjd4wqy8vL3YK5mpoaNDU14Z577sG9996LWbNmTUoJdyJUKBSQSCSwfPlyLFq0CLt378aTTz7p2jN0fArofI7RV6mwGQfNotjjbT8leRePx1FdXY3p06fj0Ucfxe23347ly5e/p0EGKRKJoLm5Gffeey9qa2tx4MABnDp1KtC+ohkjdRT8zuc4FBACY7ODlpd6Tlb7WMWoqKjAli1b8K1vfQszZ85ELBYb47hvJul1ysvLMXPmTKTTaffEcII/YOyiPTt2m33RpICCHc0oK798DptkF8vFYjHU1dXhM5/5DB5++GG38cF7obPKw5aWFnzyk5/Ea6+9hn379jkAa+2WBRnqBGw52mbwMplMgF8EgTyG4I73VldXhwULFuBTn/oUPvKRj7id1t6rJAopGo1i06ZNKBQKeP3115HJZAIteQpcgGBbjk0s2QSLTaxo2xOdKndPUr7r77Wibu0CkywLFizAl770JdTV1bn71f+TTbwHyjl9azQaRVtbG86cOePGY3UIgAOGGgSrLtt1eZogsLqsuqs2ARhtoWYlI5FIoK6uDps3b8a2bdtw1113oaamxj3Y92bw6XpVjYaGBtx+++3IZDI4f/68+43qnyYz+b0veLDtPuQpz0F9tQkYTR4o8LaJLlZu582bh3vuuQfr1693m768290WuVwOLS0tWLFiBd58883AmFUWOC6VEX2v8kddI791BzNdl8Ygoxh2VBvAOeB9AyP25pZbbsHXv/71dy3AZUJlxYoVyOVyePHFF93OoGrnrc/Uz/W/D2soLzT4KhQKgZ3jyDcbWKg+K9EWV1VV4YEHHsB99903afoaKtirTQLxlJlMBn19fejp6cH/+T//B+fOnQssNFMDb4MNzapom4bNVtnSmk4cFYJlyGg0iurqatTU1GDdunX4whe+gGXLlqGmpuY9d8JAsOwXCoWQyWSwb98+/PSnP8WVK1dcNk5BjCqhZkqpvNZZ2D9bbldDwnuik00kEqivr3frCu69917EYrH3Be+AUWdD/nR2duLYsWP46U9/ivb29oC8cKy6QEodtUb+Nluqv9fPbPsFATJbzFpaWrBx40b87M/+LObPn49CYWyZ/d3m1+DgIA4fPoxnn33WjUMDDctT1T8AARmjgeM2zNxrX4GeZuOp23otEueDD89sbGzEtm3b8Cu/8is3fbOBYqS80LJ5LjfyPJtDhw7h8OHDOHHiBAYHB8fYI02scPxKmr2jsyZosYv77KJx8qmhoQEPPPAAtm3bhg0bNkzKNo6TQTq3yWQS3//+93Hy5Ekkk0lEo1FUVlYGsqTWF6hzJA/Jo76+PgwPDzunaNtd6Gu0wkZ/oiDHFyBromXOnDn4nd/5HTz88MPuWu8GX30uOpvNoqurC88++ywOHz6MgYEBV8HQrLHN1tusM3U1nU47XilP9Dy+c1C22G4Ri8VQUVGBpqYm3H777fj85z+PWbNmuU05bvb6PR/vVGfb2trwwx/+MLCRA49TO6ZAkGNnJczqof5RZ2nbVIZJmmRQWWRbJv3s5z73ucADDVnpeDeJ8zw4OIhXX30Ve/bsCax1VKylPgIAuru7kc/nXeuN2jv1p5p1Z4u2AmWf7VN/Ynd5BEaSjnPmzMFXv/pVfP7zn3frcd8tnlEPn376aezZswcA3NisT7W+T30FZRIItnOqTdOKhU1CDQ8PI51Ou2R/MX4BcDt17ty5E9/85jexcOFCAJNj425KRYM3lkgkEIvF0NTUhE9+8pPYs2cPDh48iMuXL7tJV2Pui/Lsnxo564xIzJAxQuOuK3V1dZg5cybuuOMO3HPPPVi+fPm7bvhulAqFkT3o169fj4ULF+L111/HoUOH0NbW5nrqeRx5oNlTXUegjkUBcTEgpOCX28NWVFRg2rRpuOWWW3DPPfdg69at71k7RjGi8nLep0+fjmnTpqGxsRHPP/88zpw5g66urjEBlW3rU8eksmGzeL5MBJ0Fqz+JRAI1NTVYsmQJPv3pT2P16tVoamoKZG7eC/njdWOxmGsZfO2119we4NwDn2PyBfUqSwrONABWB0wQo85CyWb2mRyoq6vDrbfeil/4hV/AokWL3lU+kXSe7baYrJJu3rzZ7aZz+vRpJ2u+jLwvu2wTMKrXymvKmAYYbLPYvn07Pv7xj7snSQPvDhh+J9KsfyKRwLp169Df34+LFy8ilUphaGjIbUetYwYQkBfyRVt9+vv70dPTg7q6ujHbcPK31mFbHlunrzY0Eomgvr4e9913Hx544IHAjktAUPcnm3z2gVnT6dOn48EHH8SqVavwox/9CJcuXfJmd23WVNsdbYuU/l55wuvyNX0EZTAajSIej6OiogIzZ8506wrmzJnj7vu9SKrYqtOMGTNwzz33YNeuXTh37pzz/zbIJClgs4k8XyuVXaCscgcE1y4obikvL0csFkMikUBVVRW2bt2Khx9+2D0f6ybkg8dF8XgcW7ZsAQC89NJLABCoBtk1UrSLly9fRnV1tavcA8FKpU0ccAtn/Vz5aRMBmpQBRjsIuPX0Jz7xifdsbVpZWRlWrlyJ9vZ2XLx40QXa3FCBPATGPshP8YjKr1YymAjVIEOTULlcLpBcset21R5Eo1H3XDwGGTapNhG6KRUNHzF7curUKRw9ehR79uxBf38/+vr6MDg46BRXgwl+xuwgFZnnI+MUANK5cu94BhizZs3CbbfdhnXr1mHdunUODH4QiGPv7OzE3r17ceDAAZw7dw7JZDKw9aCW/hn1MqtiDQF5rRllYNRZxuNxZ/hqa2uxefNmbN68GVu2bEFtbe0HhneaAXjrrbdw7tw5nDp1CidPnnRZQOUbjYHPkagxoJPWjB4rZ9xppaamBi0tLdi8eTNuv/12LFmyxPXgvp+Ic3/u3Dn83//7f92T6jXQCoVCzphx/GoktfLDzB+zKGoYdWEaddlmR/lXWVmJ+vp6bNy4EV/72tfcjiHvZ6KutbW14c0338Thw4fR19fn5EUzecBo9t1m0TW4oG5TPrmZRTQadc/H2LRpEx566CHMnDkT0Wg0sDbi/cizXC6HZDKJ3bt3Y9euXRgYGHBBk/KEx2r2Dhit/hQKBVc5195uTUJpwKvAUYNlm/2nrnMx80MPPYSvfe1rmD9//vuOn4VCAZcuXcLf/d3fob29fUy2XMEfbV1ZWZl7mCkz8CqDyh8AAV8LjD6fhRXbeDyO2tparFy5El/5ylcwc+bMd33t2Y0QebFr165AD72COE3O0UYpsGMVyAYZWtHVNUCanOLxmt1nkMaW7g0bNuCb3/wmFi1a9L6SNWKy3bt34/jx42hvbw/oKGWEviKfzyOZTLpqo+omEKzgqpyq/mo1V4MNrhextqK8vBzTp0/HL/zCL+Dnf/7n3S577yUfL168iH/+53/G2bNnAwEE78viXg32ab81Mak+VP8TJ2t1lrKoXS5qF7Tr4iMf+Qh+67d+yz3fxibVJkI3NdBQJ6eMTaVSuHDhAnp6evDTn/4Up0+fRk9PTyBTT0Umcyh0CvRUIJmZ4G5SbFeZO3cuVq5ciXvuuQcLFy5EbW3tzRrupFAxYMDPc7kcLl68iGPHjuEnP/kJ+vr60N/f79pU1KFom4AGIhpskAiWNbNSX1+PpqYmLF++HJ/97Gcxffp0d+wHiayId3R04OjRo3jqqadw6dIlB4w1E0Al1ewnMHYtEDC6SwMz8FVVVWhqasK2bduwefNmLF26NNDr+H7jn2Ytzp49ix/+8Ie4ePGiqw5pRoWOEkAAmAwODrrv0+m0c8bkp/Z+0zCqA7YZ5KqqKsybNw+PPvootm7dioULF77na6hulFRXDx06hFQqhZdffhnt7e1IJpOBrJLNzJEH5KHaPVbqmCRpbGzErFmz8Nhjj2Hjxo3e1or3a6ABwDnNF198ES+//HIA3GpSxFZ7qHu6dorAztcepLbQ6ri9FjCaqY1Go2hoaMA999yDr3zlK+/6joTjoXw+j7Nnz2L//v3o6enB22+/7cCYVnfU5g8PD6O/vx/pdDrAe+qmVsltZp7gmBn4uro6rFu3Do899hhaW1vfc129nh8FRrY6f/XVV/HCCy+4tjGt/Khu8rVuIsC2HfJJgw4eZytBKnPUVfra6upq1NfX47HHHsOdd96J1tbW94WsWQzHMbW3t+N//s//iVQqFci864MfVWf1M2I1TeTZoF/1UnXYBnQWMNfX1+NLX/oSvvCFL6Cqqsrx+b22g5cuXcK+ffuwZ88edHd3AxgN3nUnL63O2CSmTQQw8NXKBnmpyTz9nnzVxGh1dTVmz56NP/3TP8Xy5cudr5lMnr1rFQ29jAKXwcFBHDx4ED/4wQ/c009DoRCSyaTbDceWHtUhc6II5JgZmDlzJlasWIH7778fc+fO/UBVMJQ4Xmu4s9ks9u3bh0gkgtdffx179uxx2ZlUKoWBgQHnQICxbSnkKYMzLkBjJn7ZsmW47bbb3LaxiUTC8fr9TipfJGtscrkcBgYGMDw8jJ6eHvzzP/8zTp8+jcuXL6O/vz/glAl+taeRlQntTV64cCHq6+vx4IMPYvbs2a5kbAH7+41sefT8+fN4/vnncfXqVVy5cmXMwmPNutN52B5lXRRNg8c/dVgkOp/q6mpUVlaitbUVn/nMZ7B9+3a3z/0HQfYsMZjq7+/H6dOn8corr2BgYAA9PT24cuVKIMtOO5bL5ZBKpRw/WSHj1qoLFy5ES0sLtm/f7kAeefR+lK93onQ6jd27d+Ptt9/G+fPnA8GAL2OsYMT2I9uKkb7neelwgWAbh2ZFKyoq0NDQgF//9V/H1q1bMW3aNGdD3q9yqGBu//79OH36NPbv34++vr7ANrV8JkZvby96e3sDCRWt9qiPUCI4aWhoQEtLC+644w40Nzdj3rx5mD9/vmubeT/Ko9qebDaLK1eu4KWXXsKZM2fQ2dkZqNxo9ZZ2jQk9mx3m79TWaaChrWwMYmOxmGt7nD9/Pj772c/ivvvue1+te/QRcdvVq1fx0ksv4cCBA4GAgyDXtpRpIMHzaCLPJrFsixnnwFaduA3w6tWr8cgjj2Dnzp2Batr7IdDgGA4fPoynn34aly9fdmvLtFOC1UYNRhX4a1VNq2OUVeqyBhrazUJ+UO7q6+uxfft2fOUrX3Ftv7bd8APVOmVvmIykQzlx4gTa29vR3t7uor+LFy+6rAl/y0lh9p0Z+JqaGtx9993u+ObmZqxbt85d7/0M9G6U7P1TYa9du4ZDhw7hzJkzuHbtGo4cOYK2tjZks1lUVFS4vmctw/E/DR73Oa+trUV9fT02bdqERCKB8vKRZTwKRj9oPNTgFBjbt1soFHDu3Dm8+OKLePbZZ3HlyhWkUimsWLECa9as8T7Blvzjg/cqKysdz2KxWKA/ntfS37+fyAZkBLrpdBr79+/HwYMH0dbW5rJR2g+qGSw6XM36aZZQg17dEjOfz7sgt6GhAZs2bcLmzZtx6623IhqNvq/BXTFSkEFihi+fz+Py5cs4cOAAenp60NXV5R522tvbi3Q6jf7+frS2tmL58uVujVQoFMKsWbPcLm/xeDwgTx9E+8Z7zmQy6O7uxpNPPomDBw8GNrOwPcaa2fS1+2h1QiuPtqXKtkMCI5n66dOn45577sHMmTPx6KOPYvr06YFj3o86TFJ56+/vR3t7O1577TWcOnUK6XQa0WgU4XAYmUwG165dQ1dXl8voK3+Uh9RX+taGhgY0NDTg1ltvxaZNmzBv3jy3Xk+rlO9XPtnEz8DAAC5cuICDBw/i2rVrOHr0KHp7ewMVMAV4/FMAqG2PCp414cWkFNuIuA31pk2bcOedd2Lbtm1IJBLvaz22dq2rqwu7du3CgQMHXKJYKxm2Skngq2sO6Bdt249m+W17ODEgEwK33347fu7nfg6zZs1yu+yR3g+85JyyivjGG2/g8OHDOHr0qGvhBkbxgu5ApslR+lzdaEWrubbaY6u10WjUrcdYtGgRli1bFlj7aBP5H8hAY8zFTeCRyWRw+fJlnD171mUZ7rvvPqxevXrMeXQiqMBz584dswBSr6FKcj3g8n5TdDv5lihQnZ2d6OjowNNPP42DBw9i9uzZeOSRR1w1QrMqANyD9wCgoqICLS0trjJkF8krWOb317vf9wv/rlfdUDkYGhpyWWb2Ls+cORNz5sxxe+i/U5SvQYjv+u+HzIqP9J5s1SqXy+Hq1asu0ABGAMzevXtx5coV9PT0oL+/38mgtmbQ4dDYMWjIZDKuwsiEQX19PdatW4dt27ZhxYoVqK2tdTL4QamkkZSfxeafTpbVx+rqapw6dSrQBrl48WLMnTsXAAJ2TZ89cSN8ea9l7kadfqFQwNWrV/Hss8/i2LFj6OrqQk9PTwBkaIZTAxFgtOWJgYu2r8yYMQP19fVIJpPo6elxzjqbzaK8vBw1NTWora3FjBkzcPfdd+Ohhx5CIpFwAfH7NUmgpCBfgXQ6ncaVK1fwwgsvoLy8HF1dXbhy5QrOnj2LEydOuHGSqOfUzWg0itbWVlRXV6O5uRn3338/GhsbUVFRMWZhPO/j3dbXG5VxDRb1d5SnVCqFkydPoqenB6+99houXryIwcFBt5ZUA4rh4WG3HorPgWBHBkk7BohVwuEwGhoasGLFCtx5553YsGED6uvr3RzYe3y3yNqtd7oHHp/NZvHSSy9hz549GBgYQGdnJwYGBsasu9W1B+Q322nZIUAfUiiMbHjA4zT44PPPmpqacOedd2LhwoVYtmzZmNbu99ruKVm7XygUcO3aNRw/ftz5Utq4TCbjWuq6urrQ29vr5IgtyawgqUyyhdRWbIERnjBRMGPGDKxduxaf+MQn0NTUhJaWFvesDMuvD1ygcSOkmQEudK6vr3cPRvqXSjcKUqmkfX19SKfTiMViaG5u/kCBtJtF75XReT8Zu8mi4eFhdHZ2oqurC/v27UNbW5tbjHbmzBmkUilEIhFkMhkkk0kMDAwgmUxiyZIlLtvCZ3hUVVVh2rRpuPfee7FkyRK3I9cHmT6Mc/5uUaFQcC09J0+exBtvvIHe3l5cunQJ6XQ6EEzoIkj6DGb2tHVveHgYX/3qV/Hoo4/izJkzePnll90i6OHhYdTX12Pbtm1YtmwZEokEmpqaUFlZ+YGcx2L3nMvlcOrUKQwMDGDatGloa2vDk08+ieeffx533XUXZs6cCWB0C04NMmpqarBjxw63TWk8Hv/A6+g7EauO6XQaXV1d2L17Nzo7O12gUCgU3EMTaePS6TSSySTq6uowffr0QLDLLHJLSwtqa2uxc+dOB44/iC3dlnSt6JtvvomzZ8/i4sWL6OrqwtDQEKqqqhCPxzEwMICuri6kUimEQiH09fUFtuwvLy/H4OAgwuEwNm7ciIaGBmQyGQCjFaHp06fj/vvvR01NjatgfNBIA9yrV68GWkCz2axLwj311FPYtWuXs3tsg9TF8Fp50w1W2PHDAGPRokWYMWMGtm3bhnXr1mHatGnvmuy9rwKNKZqiKXp/k60Q6UK+np4e/OVf/iWeffZZNDQ0IBQK4erVq+jq6kJXVxf+6I/+yG3LGo1GsXr1atf7zozKhx3ATNH1SVs06XR7e3uxe/dupNNpl+2jvBw8eNDt7V9TU4OrV6+iu7vbBRpDQ0Po7+/H7/zO7+Cb3/xmwBkDo9ViPmjuw0aqr2zRqK6uRk9PD9rb23H16lW35ba2SwDByi/XAPHzf0mkbTzkyaFDh/Bnf/ZnOHv2LGpra12l7MqVK9i8eTM+//nPY3Bw0G3+AADTp0/Hpk2bUF1dPaYS9EHmqa2Iswpx5swZnDx5EtlsFmvWrMHMmTNx5swZ/N3f/R3efvttxONxzJkzB2+99ZZ75ob6kl/91V/FL/7iL45pe+ciZtIHmXfXo0KhgB/+8Idoa2vDpUuX3Da5DMyam5tdFYSBSCKRcA8uXrFiBRKJBCorK92DghsbG93Dl99NuinP0ZiiKZqiDyfZdS5q8GfOnIkNGzbgjTfeQENDA2bOnIkrV67gzJkzSKfTeOCBB9DQ0FC0nQ2Yqgb8SycFu8weNzc34+GHH3bfa5C7bt063HnnnQCAmpoavPHGG/jhD3+IwcFB9PT0oK2tzR1PoGjbBD7MMqeVcO7CUygU0NjYiMbGxsBx16N/iUEG+caWJ7aEZTIZHDp0CABQW1uL9evXI5VK4fz584hEIliyZImTVwBubZuv952tex900rERyC5ZsgTLli0LtNItXboUn/3sZ/Hggw+ioqLCrfnr7OxEOBzG3r173fGhUGjM4mS9lt3E5MNCOtZ4PI4ZM2aguroaZWVluHLlCrq7u1FXV4df/MVfxIwZM1xwxgCMraCzZ88OVOD0/O82TVU0pmiKpmiKpmiKpmiKpmiKpmjSaapPYYqmaIqmaIqmaIqmaIqmaIomnaYCjSmaoimaoimaoimaoimaoimadJoKNKZoiqZoiqZoiqZoiqZoiqZo0mkq0JiiKZqiKZqiKZqiKZqiKZqiSaepQGOKpmiKpmiKpmiKpmiKpmiKJp2mAo0pmqIpmqIpmqIpmqIpmqIpmnSaCjSmaIqmaIqmaIqmaIqmaIqmaNJpKtCYoimaoimaoimaoimaoimaokmnqUBjiqZoiqZoiqZoiqZoiqZoiiadpgKNKZqiKZqiKZqiKZqiKZqiKZp0mgo0pmiKpmiKpmiKpmiKpmiKpmjSaSrQmKIpmqIpmqIpmqIpmqIpmqJJp/L3+gYsFQoFhEIh935wcBC/+7u/izfffBPf+MY38NGPfhThcBiFQgEAEAqFAq//JVKhUEChUEA4HA58NjQ0hP/23/4bfvKTn2D58uX4jd/4DTQ3N7tjyDvf/w8L6XisnORyucC4AWB4eBjHjh3D4OAghoeHkc/nEQ6HHW9jsRhWrFiBSCQSOH9ZWdl1+cbzfFiIMhcKhZDP593YxztGK28fBvmzcsb31FG+12OUstmsO17lyurnvwS7dyNjvBHd+pfAK5LKm5UdEvWW8qjfFwoF5PN5lJWVBc5pZZe//zD6DSBo4+zYbmS8egxtpLV1wIdfJsmHvr4+PP3003j22WfR0dGBT33qU/jkJz95QzL0YZQvICgXqlvACD4JhULI5XI4evSowyO5XA4AAvpYU1ODBQsWBPwFbaLV8fdCX983gYZVaL4Ph8OYMWMGstksksmkV+GBD7+yKlmwoa9VkN566y0cOXIEDQ0NePzxx1FXVwdgrNPhZ/rfnvuDTMqXoaEh5PN55PN5HD16FBcuXEA6ncbw8DCAkUDjxIkTyGazSKfTzsFSNqPRKJYvX45YLOaUftasWdiwYQNisRhisRjKysoC8sxzfBiCDdU3jo2AhHwm3Yhhs999GORNwQXfK1AbHBxEKpVy75Vn2WwWBw8exLVr1xAKhbBy5Uo0NjYCgHMi0WgUFRUVY4Dfh0VflW5kPD5bqOQLzvS31/vdjd7D+42on7lcDkNDQ4jFYs72ZDIZDAwMBBIESslkEm1tbViyZIk7T3l5OWpra1FePgIZPuxBBkntdS6XQzqdRi6XQz6fRzab9SYV+FlZWZnjEXX2esHLh5U4zng8js2bNyObzeKHP/wh3njjDdx2221oaWl5Rzv2YeSV6h+xBIOJ3t5evP322+jv78fQ0BBOnDgBAE72GGwAIz6jpqYGs2fPRigUQjabRUVFBZYuXYrW1laUl5ejsrLSYZzy8vKSAueJ0HsaaFjQYj+nc160aBFqampw7tw59Pb2OsD8L5WKZTaZicrn8ygUCjh//jx6e3uxcuVKrFixAgCcgNosFomZLI2KPwxKns1mMTAwgF27duHcuXMYGBhAT08P+vv7XWWDwLCsrAzl5eWBsdNBpNNp7NmzJ3DeWCyGV155BWVlZfj4xz+OefPmIRKJIBqNAhgLND+o/LRVRHWqhUIBV65cQSqVcjLI4+LxOGbMmOGqQDyH7/WHhTS4JJ+6urqQSqVw+vRpnDhxAkNDQ85xkF/5fB5dXV0YGhpCNpvFoUOHEIlEkMvlEI1GEYlEMG/ePKxdu9bxtays7EMRxL4TUUcpV+l0GhcvXkQul3NVIACO5/wNMJodjMVimDt3LioqKpzfKcY3n338IFGhUMDAwAD279+PWbNmOXvW1tYWyJCWlZUFAEw2m0VfXx+ef/55FAoFRCIRVFdXY+vWraipqUFZWRni8TimT5+OSCTyodRfUj6fx/DwMLq6utDf34+DBw+iu7sbyWQSvb29Tq6o4zw+FAqhuroalZWVKCsrw/Tp07FmzRpUVVVhxowZ/yI6MSxGiUQimDVrFu6++27s2rULp0+fxqFDh9Dc3ByQo4nw44PK04GBAbS3t+P111/HwMAAhoaG0NXVhVwu5+yTrY4VCgVks1kMDQ3h2rVr6OjoQDabdbZw7969qK6uRnNzMx577DG0t7ejsbERixYtetcDuVDhPbKkhUIhAPJsZo9GMR6P49y5c/iDP/gDdHR04Nvf/jZWrlw5BrB90ASrVFLHOTAwAGA0u9TX14fDhw8jm80il8vhxIkTOHz4MObMmYPZs2ejvLwcsVjM/YaGsVAoYHh4GIODgwiHw2hubsbChQsRi8WwbNkyl8X6IFImk8GlS5dw5MgR7N69Gz09PQBQFGDYLL2VK8orv6NjGRoawuDgIMrKyhCNRrFq1SrceeedmDt3Lqqrqz8UjoVgBAC6u7tx5MgR9Pf3u++PHj2Ka9euYWhoCMPDw8hms8jn86irq8OyZcsQi8UwODiIbDaLxsZG1NXVoba2FitXrkQ0Gv3A8sVHnOvBwUEcP34cAwMDOHz4MC5evOh46DseQCBjxdcMSvgaAGpra3H33Xdj+fLlWLhwoQtuPmykCZSuri4cPHgQ2WwW165dw759+1yWmSCZx9K2hcNh1wpZXV2N9evXo66uDvl8Hi0tLdi+fbsL4j7I/KMf4NgvXryIEydO4MCBA0ilUg4UA2NBoLbr8fcELfl8HkNDQ+64UCiE+vp6rF69GtOnT8fatWsxbdq092zcN4suXryIc+fOoaenB3v27HFVIFash4eHAwGGZqXD4TCGh4eRyWTcX1VVFWbPno0tW7ZgxowZWLNmDWpraz9Uds+Sr40vl8vhqaeewj/8wz9g+vTp+OpXv4pZs2Z96KtjNlGXSqXQ0dGBZDKJp556CteuXXNBRFlZmftj67baNeolz0t5VH/BP2AET1dVVeHOO+/E+vXrsXDhwkBr5M2mmx5o2D7FoaEhl/ncvXs3uru7MTAw4MqQ+Xwe5eXlSCQSiMViWL58OaqqqvC///f/xvHjx/Gbv/mb2L59ewAo+gT0eu8ZJb4fBNpXerX3ReHq7u52rT9dXV148803MTg4GHCmPT09rmSez+fd98yykG90zMBIuxD/6Kyi0Sjq6urw0EMPoaWlBS0tLaiqqnp3mVMi5fN5dHR04Pz58+ju7sYbb7yB/v5+ZDKZQKWCf9riAoxt4+NnPLc9lrzLZDIYGhpCKpUCACQSCWzfvh2tra2YPXs2Fi1aNKZK8n6QQaVibSa9vb144YUX0NfXh2QyiYGBAVy9etXJFzAavFIfBwcH3ffZbDbAI7b+RCIRbNy4ER/72McwY8YMxOPxQOVD7wt4b9dkvdN80eATbBw/fhwnT55EW1ubAx8qVzyfLYXzvf5nQEswzWAul8th9uzZaGlpwfz583HXXXchHo+P6a+3bWzA+zPgtfPMys6RI0ewf/9+9Pb24vLly87x8nu1eb7fK+84P4VCARUVFZg7dy4aGxvxyCOPYP78+YjH464a6buvYvd9s/hpq1Wql9a3Dg0N4e2330ZHRwe6urpcC56uM9MkE89nE348hgFuNpsdo89MTC1atAibN2/Gjh07UF1d7ZW99xP57kmrEW+99RauXbuGixcvor29PRDAlZeXuwoQfTH5p8kBTTSk02knh7lcDoODg6ioqMCyZcswd+5cbN68GUuXLkUikfBilg9CtdJWEKl/vb29qKqqGuNPU6kUvve97+GNN97Aww8/7Nbe+s5xPVwHXH9d4PtJ/lQmjh07hjNnzuDIkSNONoDRbgptu1OcosE/sQfJViVp92gXmAidNWsWduzYgTVr1mD+/PlefzvZdFMCDXVofN3Z2YmjR4/i6tWreOutt5DJZFzJ32ZU2CqQTqedkKTTaWQyGcyePRvLly9HXV0dWltbsWTJkgB443/tk7cOFhhtEdL7fbepmONXAzM4OIgjR46gr68PJ0+eRF9fn3MKHCPHT2OnvGcAp/zVNgMALtvHLPTw8LDjdyaTQWVlJe6++2488cQTqK6udveqTu69MIS+ec1ms7h48SJ+9KMfOSeh7WAs0VowrfNvHTE/0/92/DQWg4ODSCaTSKVSSKVSGBoaQjweR2trK37u534Oq1atCsidPdd7QT4+hkIhDA8P49KlS+jt7cWbb76Jw4cPuywLgZtdZ6DyR1migdTMPGWNmdJIJIKmpibcfvvtuPXWW7F06dIxlTRfK8u7xTeVcSsz2mt7+fJl7N69G1evXkU6nUY6nXY8s+QLNGx2SoGM6jJ5mclknPwBwJw5c3DXXXdhyZIlqKurQ319vfeaev/vB9J5LRRG2qLa29uxZ88enD171skSgIC9U4CjcmZ1eHBwMFD14HGURWCkh7y8vBx333031qxZg9mzZ2P27NmB9VW5XO5dzQSqbBULFnO5HNra2vDqq68imUwinU6776xtobzZoEIzpJqdp7xRVzOZTMBPkH8EMA8++CDuuusuxGKxMdlsu8D8vSTlH8d/+PBh7N27F5cuXQr4UvoOW4nUlj1b1VB7SJ5RTwcHBzE0NIR0Oo1wOIzq6mqsWrUKDz74IJYsWYLGxsYxIFsXDb+XpG07KocnT57E2bNnAzziesfZs2e7oDUcDiMWiyEUCuHgwYM4ffo0pk2bhu3btzvZCIfDzpfymgTftHOxWAxVVVXYsGEDqqurvW3OuoYIeHftnS9Ayufz6O/vx1tvvYWXX34Z/f39KCsrQywWcwnQsrIyRCKRgM9QW8bAQf2F+ghb8aDeUneJU/L5PFpbW7Fhwwbcc889aGhocPNyM/DwTQk0NAMwPDyMa9eu4Qc/+AFOnz49ppJgnQYNOZmhJaNMJoN0Oo3+/n7EYjHXesH2jKamJkQiESxevBhr1qxBNBoN9MnzfzFGvpsBx/Ui9UKhgEwmg+PHj+PIkSO4cuWKc3KMPskbBT8UIgqtBXo8jgJJ3mazWSeE+sdsTCaTQaFQwPLly/HQQw/h/vvvf897c63xGB4eRn9/P55//nmcP38eHR0dLjtAowMgwDMfqSxqsEae+UCaAkEGZ6lUCn19fchms27hb0tLC37lV34FW7ZscRkLGub3MmNlM2f5fB7nz5/H6dOn8fbbb6Ovrw+Dg4MIhUYWhWp7APml98/PCER4jVQq5T6js1Wwx6rbzJkzsXnzZmzfvh3Lli1DPB4PyLkG0u8m33xBDg19Op1GW1sbDh06hHPnzjmnoc5TnbAFEfoHIJC5AoLZKs3ME8Ro4BGPx1FXV4e1a9fiYx/7GJqamsbsivZ+yvQBo+Oj7Xv11Vexf/9+JJNJl1QJhUYW1ar9op1jdhlAwNlSTrT1R4MN/YxOvFAoIBqNYtGiRfjMZz6D9evXB1r73otKGkmBUy6XQ09PD9ra2twGAvQPvnZX1W9NDlhe8dz8zCYGqLfUYQAOGCYSCTz88MPYsGEDWltbEYlE3HXfTzKnQVBHRwfOnDmDvXv34urVq64CpLymrFH2mOSjX9WARf0HdVT1lwmoTCbj+BYKhVBbW4utW7fi05/+NObMmeOuqff6XvsJlZlMJoMXX3wRZ8+edZ0pNpBnMjmVSqFQKDgwC4wuStbz0m5qUJbNZp0d1aplWVkZGhoa0NDQgDlz5uAjH/kImpqaAPg3Inmvksn0fW1tbXj55Zdx8eJFF3RFIhEXaDARWl5ePoY32hZKnKFJKj2OPkn9BPnIxBTxXllZGebOnYt77rkH9913H2pqasbc/2TwbdIDDZ4um83i7NmzOHDgAA4dOuSyHnQaugMGACdIdJq2ZKhAmqBkcHDQCSQzD2R0fX09li5dirVr12LmzJlobW0ds1Ukz/teGT+rCIXCyLqV9vZ27Nu3z60nqKiocABPj2ekz35QtlOoA7alNm1v0UBEgwvlazKZDJR/M5kMvvKVr2D9+vVYtGgRGhoa3hM+6vX6+/vx+uuv48CBA+jq6nIZcgCu75qyB4zOvbYSKF94fg006Gj5O+usFVgPDg66nV24sItOubm5GV/+8pexefPm91VfqjqQtrY2PPPMM249AXWLuks9U52zFR8CYnWwGlioASTvaAQpa7NmzcKaNWvcAnvunvFeAj7rGLPZLI4ePYqTJ0/i5MmTCIfDrv1L5U1tE8+l51P91IBC+aXORIMzzXJR1jKZDMLhMFasWIE777wTt912m1srpGN5PxAd8auvvoru7m4MDg667Ch1lBlN5RcQbFNR/tqsHvmnu8uxfUpbDPR/Npt1i3gfe+wxzJs3D5WVle8JfwAEgEV/fz8OHz6MS5cu4eLFiw60ECQTlDLQ52fWbpFXqqtWzviafNE2NGad+Tn9xZw5c/DFL34Rq1evRjQaRTwef19V0qhnHR0dePbZZ3H+/Hk3/mg06nhHgKpVDQVzqke0ZxrcEt8oPzUwVn1Np9MYHBzE2rVrcccdd+CjH/0oGhoaAt0Z7yVRVzo7O3H8+HG8/PLLrm1R9ZJ6BYz1tXxPfmrrD8+jyVICYvKU+kx/kUwmHR+XLVuGRx55BBs2bEBNTc2YAObd5BODUXZY/PjHP3YbV3Ds9KWUN61m2DZH2nv1pZqcsj5E9VbXWam80cal02lUV1fjvvvuw9133+26CSYTm9yUisbQ0BD27duHXbt2uawuBUcVWftraSDVuKkQFgoFZ9QABBytzTZz0RYdVVNTE5YuXYqWlhbcddddqKqqCkzwe028966uLuzduxft7e0oFAoustWsvFWe8vLyQAaBwqjOV50tHS7LkLZ3mW1UhUIByWTSGUBmo6n0M2bMwFe+8hXcd999gRaud5MKhZFdVd58803s2rULqVTKKWk0Gg3wkPwCxrbgELRocKGgzwI//Uy3OORnagQHBgYCis0Fqdu3b8cXvvAFLF682Lvd3LtJlL98Po/29nY8/fTTuHDhAnK5nONfJBLB8PCwa4kgbwEESrkqS0Awc8jsJw0l5ZEyR3lk8MGsTWNjI+644w7Mnj0bH/3oR50TAd677DLB8ZEjR/DKK69gcHAQ8Xjctd9oQKLZNF/Az8/JG6vH2kalusxjFbQoTxnkJhIJPProo3j88cdRW1v7nvDNRxx/LpfDmTNn8NRTT6GzszOgw/Y+NZusQS75bR2szfCpsyYoZGJF+altBsPDw2hubsbHPvYxbN68GY2NjW7noHeTV8CIfLz99ts4fPiwa6PVZAp5o/xR26xJAZVlrV5YQGdBsvJLK+a68JmLn1etWoW77roL9913n7vWey179G2vvfYazp8/j66uLjd+rWYwuFXgRh/MYEGJIJs8Vv/K6/IYBiBMQJF/DDbKy8uxbNkyfPGLX8SOHTve8w4CYGR81NPLly8jn88jEom4pJ5WfCgz1GOVRcqmBrRqz/kZfRJxoCZNc7kckskkhoeHHTZJp9MoLy/HLbfcgh07dmDz5s1IJBJj2qXfDSoUCrh27RpOnTqFw4cP48yZM65ioT6Um1AAo9shMxBRH6JraDV4UJ5avKJ2T5MElDn+5+t8Po/58+fj53/+57Ft2zZXfZoMXDfpgQYXo73yyiuuZYQCR8Ul42gkqbgaQRVzFPze9n5bA0nmaUASiUQwY8YMzJgxA4sWLcKnPvUpt1DpvTKAhcJIq0BnZycOHjyIS5cuBRwH/wOj607oKDQ4o+CpoOl/m5XXTJ51vrrtZjKZdFkqOl+2Bq1YsQJf//rXsWPHjndsSZpsnvH+X3jhBRw4cMAtTARGqxh2AaSVQQ3IFPBZmbPBhcoeZUxbuMhH8o6lcs3EFAoFrFixAp/97Gdx7733jumlv1l8u56Mnzp1yoG9UCjkdijTNi8NdMlHBp86fs1GUzZZvmUFjscx0FCdp5zp37x58/ClL30Jjz76qHczh5sdfNiA7JlnnnG7bjHIsC16Cub431bQ6FhVXzXQUPumrT8a/GrfPO0fnW8ymcTQ0BDuv/9+fPKTn8SKFSve853k1O2cPHkSzz77LK5eveoy8zq/upbPBnHW2fLc5KECaGAUrPBz8skGcdrXTAAYCoUwe/Zs7Ny5Ez/7sz/r9OPdouHhYRw6dAgvvviiS9gxEaCVf/JOE1O2cqb8suBQwYzqqdo/rQhZ35FKpZyPGBoawt13341f+ZVfwaxZs95VfvmIstLW1obnnnvO9cmzA4B80rZH5QtlkHywgZuPZ5RDfa8dGaq72sKczWbR0NCAn/mZn8EXv/jFMRsUvFtEWTlx4gSef/55XLp0CcCIXiYSCWcXmRC1CRZrq8mv8vJy175DGeJvLG8BuGQUX1PGqK/c8CWdTiMej2P9+vXYsmULPv7xjwd09WZjvUJhpDPlqaeectuYM8jQbe8Vo6jO+vyarm20lUcbrNmkqP5O2/Xod/maeKW1tRVPPPEEHnzwwUnbAOiGvU2xyeHn+Xwely5dcu1S/f39iEajgehNf89eNGaeCUIAuElhFEyGaVCihpK/YbZL13UAcOWqTCaDI0eO4OjRozhw4ABisRjuuOMOtx/4zSbeswLywcFB7Nu3D6dOnUIul3P9egCcsbM9o9aB6KIhCiANpwWFWunRsqYGM+SzXXypWbNQKIQDBw7gT//0T5FOp7F161bU19cHnNpkKbMvFs5kMnjjjTdw6NAhlxnQMZCHvBcbvFmwwmvQaGrwoPNG3pG3Guwy6NMslvJXx8F5v3z5Mjo7O/EzP/MzY3bnmGxjWOx8BM4vvPACuru7nUGk4+A90cFaR8LNG6hntp2KVTfKFT/nXHBthgYK2rIQiURcK+Yf//Ef47XXXsMv//IvB7bom8x8icqw5Vs2m0VbW5vjFdtCNDNFMKJZO35O+VG5o93iMWoj7PFqC2w7Fh0WeUYwSpn8wQ9+gCNHjuBLX/oS7rjjDud836sECwC0tbXhxRdfRE9PT8ABa5XP2ic9h/KHRPDGc1CXtdebx3GOqL/Kf9oR+qhMJoMTJ07g9ddfx0MPPTRm//+bRQQGR48exd69exEKhZy8cYxarVWfoGQDDRLtmdpB/Q15qHJWXl7ufImCc83YUu6ef/55dHZ24rd+67cwf/78QLaW93wzSM+vNuv8+fN44403kEwmnS7Rvmli1AeWeRzxhiYKVL60bY0tNPzjPdF3qE/X7UxDoRA6Ojrw3e9+F/39/bjvvvuwfPnyd6UCrjaLgdkLL7yAjo6OQAKK9l+Tesp36o76Bm1BJv/UtwBj7R7fW13XuVFb19vbi2effRadnZ1obW3FypUrA1iUv50oj6wcFwojO20999xzOHnypMN0upuUtjhaPVV5AxCotNlj+Bl5y9dqC8hr8pB85n/aQPW1x48fx3e+8x2XnGpoaAhcrxRsN+GKBn9+7tw5vPrqq7h06ZLLdNBIK2ijMup6CQVs1gBqBpnH8onNjPSYidBzMNLl8VRyRrzcDea2227DAw88gAceeOCmBRt2YvieYPPIkSMoFAqu7UKNlQoBgACAVYOomT0AYxagqaHTKodu0UeHxuwKF4Lz82Qy6aJitgUBwNKlS/Hbv/3bbtthG0xNJu+AkSfX7t27F2+//bbLpmtwoRk+dQ62hUplSqsYyg8GDZpR1nKjLuqjYmsbm2ZdOGf8jryurq7GV7/6VTzxxBMObN3srItSe3s7nnvuOXR0dLiA3jozthnadkbqnf6pbtrPtd2R5+CT2bWyYUu8lGdm/3bs2IFf/uVfxi233BJwWMDkAxcNSE+fPo0XXngBPT09SCQSbsMJbXEERqtqmpErxifVX81YaZJF9VYrHpotVT3XVjRm5fv7+5FMJjFnzhx8+ctfxkc+8hFUVFQE5vJmZ/r0/GfOnHFggPKlwatNHFDWeC4NeskrgmKt+Fi7x99rdUhb+JR/PAez9GyBXLlyJX7pl34Jd911lzcLOVmUz+dx9epVvPbaa7hy5YrbotICFvoIW1lWkM1xW5nUDKhNoCgfqbuUN1uF5Ge2mtbb24tMJoNNmzbhW9/6FlasWBEINt4NmeOYLly4gF27duHy5cuBJBx55ktcUKaAUXBMWVGijdcOAeWL7SCgfdO1QplMxq2JVPtXKBSwY8cOfPOb38SaNWsCtmYyE3q+ygOrPxcuXHC+QYMMyqCuDeJ5mPAgGNagVe2eXlM7V4DRdlxdj6bttrq2lNgulUq557Rt3LgRDz/8MD7xiU8gHo/fFL4xEOrp6cELL7yAU6dOuRY4th5TbzU5QD0oFuRbH6HdJirX1g4qb7WKRn7RL6isEe/RH1dXV+OWW27Bt7/9bdTV1U1IXyelfp7JZPDaa6855dVMKIDAWgh1KAqMyXCbOaHg0mmz9UKBBa/FwIT3AIwovc1gMyOTyWTwzDPPuKh3yZIlN93ocawELceOHUOhMLIbA8dJ5VVHqxkPAAFnofzT/lJ+rgIcjUYDPfU8r5bjFJhrgMOMNIF8NBp1DyT7y7/8S6xZsybwcLrJVGT+T6VS2LdvHw4ePOjKrhwz+cb70zYWzTDzXNYhc5yUM84B5YYOluRz0nbNkBoAzWrwmkNDQ+jp6cH3v/99rFq1Chs3brypwMXyNZ/PY9++fa5dSjO05C0TBkNDQwHekpe2tYJ/rGTwWsBo8KwGUbOwFkgyI8QgBRhpz3zllVeQTCbx9a9/HVu3bp1Unmk2Tefw7NmzeOWVV9Df3++CDN0lxJcd1bFrMKBOQmVK9V7BtJ0zvi6WJ9KMGUEp5/H06dP4j//xPyKXy2HHjh2YPn36uypz/f39OHLkCI4dO4auri7XTqD3bO0PSfWRfkYTTWrDbOYPgPuNViDtmg/9D8BVhjQ42bt3L/7kT/4E8XgcmzdvvilZZl7v3Llz6OjoCNg7bS/TBaTWN/I8JJUdILhIXHVQ+cjPfC0eCoJs+y4w2p2Qy+Wwe/du/Mmf/Al+/dd/HUuXLp1QhnS8xIDt1VdfdTLH+6a8cXyUJ2IO9WcadNBWWiDNeeP4+ZrvKW+sCjHQ0ISZZpxzuZG2tBdffBGxWAxf+9rXsHr1ajd/k0U2GZpMJnHlyhU8/fTTuHr1qkuqEKuwipDNZgOJAN8W8tqqqXZR5Ybf2e/1nlQONYhhG5YGPayE79q1CwMDA9i0aRNaW1vHjHUyiLLS1taGs2fPOkxXVlYWwHYqa5ZoW2z1QvmhfFWbTd5QprR6plhHf2/tBD8vLy/H8PAwenp68Oqrr+IHP/gBdu7ciZqampLlbUKBBm/yzJkz6O3tHVMKo5OzQkTmxWIxlynhIPVYKq5GvaqoPJd+H4vFAhkFkgY9nEwydO/evfjjP/5j/Nt/+28xd+7cibDES3ZiBwcHcfr0aZw/f94pBB2gVjB8mXkSFY6vGYDRMFK42dOoYEeDB3UatpTH9zonPE73fR4eHsYzzzyD//pf/ys+9alPYf78+ZNqAKlER48eRUdHB06dOoVsNhvYrUHXs9jXvHfyh4ZJwZ7lpTpRlU1flkGzUQziyCfN9tEwq35wbo8ePYr/8B/+A/7wD/8Qy5YtmzTeXY+n2ezIg9DOnz/v9EGDIdUZvWdroDS4UEdBHugaDhvQqV6rc+e5GOCwXM/PuQXq8PAwfu3Xfg1btmxx9zNRJ6L3z3k7d+4cXnzxRQwMDCCRSASqj+SJBhz6lGnNElM2NbuuoEyrICqzqtvqaHT9go7dAu1QKOT6qQcHB3H+/Hl8+9vfxrFjx/Ctb33LfTeZekuyIO3ixYt45ZVXnJ7F43EAI0GELqa3Qa3NyitPeN8MzNT2Wx7rf+oBbRrvVQM8lWsCq1Bo5DkAv//7v4/f+73fw8aNG73tShOlY8eOYd++fcjlck4P2SbK+Weg4QusrL3ygTjVPeWx/c4mBGxvvQYoPDeDW1aCX3jhBcTjcfzGb/wG5s+f7651swINteOvvfaaWwfEe9PEmrZm874Us2gChu9tBt7yQRN/BILAqB8mb1ix1YBDfRmTNk8//TQikQi+/e1vI5FI3DTeFQoFHD582O0sRdCs1VvKo3YTFAoFF2jYQMHyB4DDfj7ZZRCm88iAjnxjS67qMKsWxJZDQ0PYvXs3/vN//s/4T//pP01qNUj9ILEJk7KaNNaKhvpQxRD6n3ZNExhW3oihmYRT36K8VB/Le9aAjMT3tCvZbBb9/f347ne/i2vXruGjH/0olixZUhKfSvIqytxTp07hjTfeCBhjTnYsFgv0e2sEZsGKZp0V5KgTsQ6Yv9ff8TgVUCqCOn9+x/O/+uqr+M53vuMednQzaWBgAMePH0dXVxdisZhzHATO9k+zkppB1ayflujUMGoUzQCNPLG8UGCjGRn7PYVcr5fP5/EXf/EX+Iu/+Atcu3ataKZ1vKQKk0gk0N7e7jIoOu80fPF4HIlEAolEAhUVFU4OmY3hd9yCVP84Hn1tA5dQKDRmcR/lkpmndDqNgYEBt4hed+siD3l/VVVV7j4PHTqEv/iLv8CZM2cmjX/XoytXrmDXrl0YGhoKLGSmrGlbUCQSCQBslUudCwU/drGqGnWVV7UPNnujwZhmXHjc3r178e1vfxsnTpyYVJ6pI2Jb6MDAACKRyJgggwC0oqIC1dXVqK2tRU1NDaqqqlBZWYnKykrEYjFnD5VXxf4oa5Zv1jFq4E/y6bbqPPvoOzo68NOf/hR79uwBcPO2gFQH19/fjwMHDjgnygCSusl7q6ioCOhtLBZzC+75mdXZWCyGRCLhfqdyyfc2GaFBpfKOv1X/o7LK87355pv4X//rf6Gvr2/S+EXZGxoaCuz+Boz6Oo6XfOC41Aer/VJ/oBUQG5gqGNJEH5N3fE9e6Rolghxm6FWWeb9lZWX46U9/iu9+97tuV7mbJXek4eFhnDp1yq0DUh4pbiBorqqqcn6D/oKyqb5YX+tD11R/la8qUzrX6qPtby3gHBoawnPPPYc/+qM/ct0QN4O6u7tx6NAhV1FW/dOEEzP21FFtJ1Xcpfbe+m7rhynT1DEfJrTBr8Unqs+87lNPPYW//du/dZWPyQgyeJ50Oo0XX3zRtZcVG4fyTvVN71V9oG1X1OScBvO0e2rnrR4DwfVuPNbaBvVDoVAIZ8+exd///d/j3LlzJcvbuCoathybTqdx7ty5QHsSo3YKkDLETq5WFpj1Y8mQLQa8ls2waMaJkaC2TcVisTE94mokCQ5I6XQaP/7xj3Hbbbdh8eLFWLRo0aTumU6hLBQKOHnypFsjog5CAZk6QM3Ka4mbfFDea++7NXT8rbZN6fkU3CkwpgLoDksqiIza+/v78dOf/hRPPPEEmpubJyXbwjlOJpM4ffq0y4Aov6gg1jBZQ8TPNJOsbReUO15Xs51lZWWBLKntX9b1Gnw4Ee+Fu4vwujYjCYzsWtTX14cf/ehHSCQS+J3f+Z2bssuIzQozaOP9UOdonFX+KCN8T30jD60j0HYxXQDIKgXPaResUaa0BUvlmbaFfH/11Vfxh3/4h/jd3/1dV02biNxpZj+bHdkHvbu7O+C0OM5wOBwAv1VVVYGWHvLZ6id/r1lwtU/FKmc8To/RhIJmryyQ5LxyHENDQzhy5Aj+9m//FitXrkRjY6M770T11keXLl3CyZMnXSKCIIW6S9kgEAFGgb8mm3RHLn7HtX/0AzyeCSdmWq+3uJJkAz6ej/zn/VK+f/CDH2DDhg341Kc+5da8lEI6n+l0Grt378bly5e9CSJfgO87n/5Ws8scN+WF46Qv16QTgIAOMzsPIPB7H4jWMVEmBwYG8NRTT+GBBx7A3XfffVNkTe+ho6MDb775pnsSN/WC46E9VvCsNkf5ACAgc7bqrVUj/k4TOHyvwM9umKPZeP5GfXF3dzf+x//4H+jr68Nv/uZvYvr06ZOWoQdGAtxz585hYGDAVRuJ09QnKVD2dV/QRlv8RlmzbfBWDzXhqX5YZZP+Q+2d4iXyN5/Po7u7G//lv/wXbNy4MdC6NxGinb98+TL6+voCQb/qpiYtNJDQCgVJ140pRgbguiY4FxUVFY7PtI0MSqjfxWydrfza49SPnTp1Ck8++STWrl3rHoo4Hj8xrkBDT5rJZPD222/j3LlzAEYNlUatmhGxTk9LuRqh8Viez9cyZcvgvvIcGQEgIKDqcEkMjvr7+/HHf/zHuOuuu/C1r31tUgONUCiEvr4+HDt2DJ2dnYGMihomBR4UJlVEa/S0nUJbe9QxaymN57dtEtZRKWhRAxKNRgN9klbQTp06hWeffRazZs2alK3RQqGRCsLRo0fR3t4+psLAIMNWN9Rp2LlXsE2nqQEGjbv2POqYbcDN3+uCtHx+dFE1F3ASSNlAg5mLTCaDvr4+PPXUU24bUn4/GVk/jqFQGNnje9++fQFZYuaqvLwcFRUVgXlXeVKHqEGF5Ydel8aQv9PytWY9fWVklTEmItSYDw0N4emnn8bSpUvxzW9+ExUVFRNyvLzHoaEhnDhxAocPH3bXY1YWgAssKioqAk6EC4vpQFTnOF7KlS4otY7WBhg+sgGI2gfKsdpNdXrUjWeeeQaLFy/Gl7/8Zaezkx1sEOh3dHQglUq5rF88Hndzry0ZdpGpyh/BheolgaPqNkGRBgr0Nxr4kxSUa8LHJis0sIvFYkgmk/ibv/kbbNy4EStXriyZb+oXr169ira2NnfP2iKm2V/NXFqQZv2inQ/VbwI69dkatNFfalLB2kE9jr5becZrhcNhdHR04A/+4A9QVVWFDRs2TMpGLGqXeK1kMolLly4hlUoBGF2zyTYpTZapHy4WqFN+7LxwnGofLd7h78kna0d5LP+oD+q/+ftUKoVdu3ahq6sL06ZN887xeHnHv2PHjuH1118P3I/6Wx0HeWe/A4Jt2pZU1m3CRBPIHL9+b3WSmJPt1LS5miwgJjh27BiefPJJzJo1C9XV1SXzS/nW3t6O3bt3u/Fyfn3Va+qCBqnEWhoo6MNDteWOfoUBoAZ/4fBIm7JulqRyS9+kiVYNAnW+VaYp1z/84Q8xe/Zs3H777Vi1apXj9Y3IXcnoJZvNoqOjI3BzmqHylXjp4FSpbJnHfq4ZBhV6GyVz0vWPDKYD0QyY3oOC1PPnz+PYsWPo6OgYswtWqcRzpNNpnDlzBslkMpCN9ykPS5G+9h6bEdH3Kjy+bKgVLL1HKr8FN9YQ2AWwOsZsNovvf//77qGDk8E7GnfOkcqYtp7pHxWQoEWNoZZx7a5B1mH75ofH6Jjtw29SqRSSySTS6bRzFNQFlqErKipcOxI/C4fDuHjxIr7zne/g6NGjkxZkAKN6ks1mceDAAZw/fx4AAplIbcXQthSf0bbv1Tnr3KuBBfCO4FmJ8mirljwvr5lOp/G3f/u3ePHFF11LxkSJW4ryfNoLH4lEUFtbi4aGBlRWVqJQGHl4ZFdXF65evYpr166hq6sL/f396O/vRyqVGpP9tQBReWJ5ZJ2CD4BbgKPH295evX5/fz/+5m/+BmfPngUwNuCZTNJklNo3BTK2xcLqnrYFqVzSL2hlzAYLSio/HLf+V+I8Wd/Fv1OnTuF73/seOjs7J8yjrq6ugO7bwIZ80+vrcepP1a7Zdir9rU3G+ZJ0xfhkeW4DC+Wnvj5y5Ai++93v4syZM2PW1JRKCnyy2SwOHTqEI0eOBBJrCgh1vMQr6nutf6CvsfJox6kBhfUpygvdFEOTqMprG0CSTp8+jX/4h39AV1fXhPnG66RSKZw+fRqpVMoFnDpGykVZWVnAv6ovsK1RymuO653kj/dk8Y2PJ8RweqzqvGb4AeD//b//N2ntyfn8yNbwxHSK0ShPvj9N9pBXTDhyx7ZUKuVwBF+nUqnAg6vZecKW3draWiQSiTEVFOWHL7goRmoHenp68Od//ud47bXXxrTWvxOVvEbj2rVrXsdFUsNme1s122yVvVjUqgMGRts2VIBsds+X1VShtOCZ5z5y5Aiee+459PX1TYrD1aDAgl5+73MSGiCpEvoMmnWq5IdmwvRzXYyqZCNvy1d7f2p0+Xf69Gk8+eSTgd02JsK7y5cvo6OjwwUWtjdb70XlTQNXdQwqQwr+LIi2ZBWUpV19GJ9uWahbtvLeCBYqKircnwYb0WgUw8PD2LNnDw4cOBBwPpNB1BsFvtRfNXzqWBXcWGCoIEgBjQ1CNdBVeaKMajsM50zvWXmg5+KxodDI/vh//dd/jQsXLhQNqMfDJz59WR0I7QeDDM5XMplET08POjs7cfXqVfT09KCvrw/9/f1u+0DNzPGcvqeJc058em112Tph5ZEGaKrzvAfV8YsXL+LP//zPXbAx2RQKhdDe3u4W41p90D5vlS9+5ltjYf2Hjl3/26DAB3x99oHnsPZN/wC4avju3bvR1dVVstxxnt5++21cuHDBZb15Dwp8LWCxmUX1NVZvKX/XkxsN6m3yjsfZ5JTiAeWhtaV8PzQ0hB//+Mf4/ve/P+E1LvbeCJKZMOR9MnlI20cbR/tLWYvH46iqqnKgTYGwL1CzgYdNvligbYM0kvLeBiF2jMPDw/i7v/s7PPXUUxP2ETz3+fPncfHiRQCjwUQoFBqzzoA8sYGFyqUm/BTz+JJUtvUKQCCppHKpvOPnej77mnzlmI4dO4a//uu/xuXLlyfEMwCBh9Ba7GGTyXYdmQYl9IH6kNCBgQH09fVhYGAAAwMDgW3gyQe2UukaN5uU1uDLl3wGRnefI/8tPqXudHZ24tChQ67ScqM07kCDAn7u3Dn35G+rUMUMog8oq8Oz2RN1vGQOS0tlZaPtLUrWCWgEbrM8ymRgNLPb1dWFvXv3TupiK96/ZqMULOifBbw+UK3KrtkTG/CRJ/b/9RzH9bIDvqyWPV9vby8OHz6MTCYzKbxjZcBmgjVqt8EcecDv1Cn4AIr+LxZoAMH1RlQ+9lSymqHOjI5XF2ux5YYgk0BTjWRnZyfefPNNJJPJSeEhqayszO2MpY6PfCsvLw8sqFWgx9fW4RSrBKlOa9CnvFRnyu/1z1bo7FzxNe3B66+/jueeey7Qpz9e4jlp39R+lZeXo6qqCtXV1YhEIm4bQHUIAwMD7tkpXLOjdkt5aeXUgmZfwAHA6yR0xyV9losFMtp2xGtls1n8+Mc/xo9+9KNJSRAoWeemFUWOTddYaYBbbFMHtY++YEHlzfJQjy12v3qMBTa+yhIwsrnC6dOnJ8wvAmMg2G7nAw/q39RPWP6qz7OBv/5ZAKKy5APEGmTwPtUf2N3oLM/Zgs1nMpVKbW1t6ITm47YAAQAASURBVO7udu99ATsTQtpObJNTlC9r62w7nw1sbaDK/75gX/mk59DkgC+xotfmZx0dHdi1a9eEdZa2lokxrX5R5uziZr0nlT8rozb4sslJn82jb1Ub5dM7/a3aQABevxMKhTAwMIAXX3wR7e3tE+ZZe3s7Ll68OAZfanu0DTKYYCQeoE1mcpLBAwMOPt+CSUzd1YqYOJVKue2vfZuw+Hyo9cU6Lp9t5H3y2W8qh+9EJXnic+fOOeZagGZbpbQcqS0YepwNMoDgFlwKftUY6ntbGqVh5KIaq6wkn+ACI2sNJpoVVcrlcjh+/HhgQZ2vwmMDCG0NAkZ3BPIZMgVnOjaSggtfxlmzzLyWBUA2U2q3UiO98MIL+Kd/+idX5iuVj4zs1UAR8Kn8+SoRGhQRzBBE6y4h6pSLKaIFw2ocCCj5MC91stwasKqqyjkv7kZUXV3t7kONQygUcvum79+/vyggeifS+dTs44kTJ3DhwgWEQqFA2xYXNZOXrLYon9TZ2OM1a6IOU2WT/OP9qe77MnckDWh956LMXrlyBc8+++yEWjH6+/tx8OBB9PT0BIAIs0ZVVVWIRCIYHBxEX1+f+9OHuvEhoZocAYI79ShwsQGbb4zF5lcrFWrrdC2CzoUmFdSRX716FU8//TTa2tpK5p2PQqGQW3/ks3kKznTnOLYSKoCxCRdfoKE2S3llfQq/18SMbTO1NsF3PmDE1pw7dw4vvfTShHYuPHXqlGuFUd9E+bM6QPkkbwhmuPbFBlg2uaB2Xf2HbeHh+G2QookX5R/fM9Cw1Ur1P8eOHQs8QK8U+v3f/308//zz6Orqcte+cOECkslk4EFlmvzR3nYdA3WIi23tLma+BJzliY7Z17psE1a+TD3vzRfoUl+Gh4exf/9+vPXWWxOyefl8HteuXXPr0dSOa5ClxwNjn7XE5ImtKPAYlT+VOeUj/WaxBBNfU/bD4dF1M1bOFCtwTAwQuL64VLmj/y8UCgEbovdKWWf1mj6V1YdQaKR9TgMLBhWFQsGtuejv7w9snx8OhwPBJTfJ0WQM70l9vw9nK1l8p8kCXufo0aP4x3/8x3G1KJfc/O0LBDQLoOBOwYxuyacOg6RK6gN6FgBah2zBpZJ+psxXped42tvb8YMf/MDtjjMRyufzuHjxInp7e8eMi/dCsobfl7nn56q0eh4GIMUyVzZLwP8UMM0y24wzP/MBSL1OZ2cnnnvuOVy9ejVgRMdL3d3dOHXqVOD3NujQjIr+t99rdoPySufN82q7gs0yaRmb2WJ9QjgzZlrhyOVygexGdXU16uvrUVVVFdiOTu+Vc9re3u4e/jNessZFnSEzJ1pB4fj4nsCGjtby0Qb1wFhQouBDnaDqnHUknCP7cMTxyM+JEyfclq2lUCgUQnd3N/r7+wMOjfyIx+Nuj/H+/v5AWVszUHRC9tyadFEnq/PvM/jKP/7XY4qRyrEGIerM+dmhQ4fw9ttvT1qChde/fPkyzp496zKhaqdt9tPaOCCYnVSZtplNC8xI6hvUdvkCCdvap+eg7dDP9Lu33nqr5ExpOp3GlStXAs8+UmDgCywYlPnWRmrFUXnks9f63sc763NJtrKkfovnsYGuji0UGml5/N73vhd43s546Uc/+hG+973v4cCBA0gmk+5BhwMDA8jlck4feQ8a3Op96n1FIhFUVlYGAl7fNtWUWQ0yrP2yPFWco/7FJgN8FV29X2Ck1ft73/serly5UhLvNOnANl+OxxcwWLyliWNNGGiCwNeFoO176p/43sqpAl5bJfLxm+fh8fwfCo3s6rZv3z50d3eXjE16e3vR1tYWsCEWF6nPtAEYk5XcRIZ/utaTVaaBgQH09PQE1mtwFzUGLJFIJCDDWnVSDOYLXJWXynNbxczn88hkMnjjjTdw5MiRG9bXcQUa+fzIFmGnT58OKJaCEJsxobDZhUM6UBpGjWp1AFq2tdkHvvY5EZ1QyzwrGDbTMDw8jNdeew1HjhwZD4uK0pUrV9yOF3pdX0aIhloF05dR4LGahbKf8zsbLGjAYQM6rVZYR8HsLL/n+TgGnYu2tjb09vaOMSLjob179wbGZFt0lHcWeGjViEZNg1qtZOj9c0yaYVGZsVtkaj+t8lFbDgYHBxGPx9Hc3Izq6mqUlZV5y7yqQ4ODg3j++efdou3xkt35CRgptR8/ftyNUf+TJwyM8vm8c666V76OmxVDa+RVr2yQBvifAKsy58u08HeUaR5n5eLYsWP47//9v+PSpUsl8a23txeXL18OZOG05alQKCCTyaC3txf9/f2ub5YtfmyX6unpweDgYEA+lRfKg3dydgqKLJ/1tcqdAhnOkQUrGmSHQiFcuXIFBw8eDCw4HA9Z+6pj0/kCRvVPwZpPptT2+yoY6tCL2Qa+tkEF70vvz37O41UerK2g7B49ehQXLlwoiXfd3d04d+6cs1U2KaU6QJ5Z38rKoPo/DcBU5qzvsQDJx0NLVqfVflkArr/RuUin09i7d++E2s5SqRRef/11fOMb38Cf/dmfYdeuXe7haYXCSLu3yhZ1RP2YznE+n0cymcTAwIDz2zoeSza4tbLOz/QeeE/A2N0jLX9916SeDQ8P4+TJk+jp6SmJd6HQyILpt99+G8lk0m28Qhul41O51ySAtoMrHzUYtskViz+sfFoeWLm08mt10ga2vGeO90c/+tGE1qRx0xe9LnmggF/5DAQrIXzNdZ024KC89Pf34/Lly7hw4QIuXLiAkydPYmBgAPl83v2W7bpqJzXRUIyKJRFU7myS5c0338Tbb799w7y64UCDF+zo6EBfX98YwGDL2HYgCvx8JW8LsmyGgC06Kqi+61pgYxmmGXpbZtNj8/k8Tp8+jVOnTt0wM4sRJ0gnS52nBhm29EyylSNbxtXfa7ZYQbAqpg8I8hjNqCrfFACQ/zbrqvfObQV947lRYkldgTjHoIZJDZEPzGoGxWbjbZnQxz/ywwI2dR78LQ2HOnsuLgyFQq48qqVPC5Q4jldffRVHjx4tiW/kE6lQKLgyrC7m0syVDVi19dDKlk93+N+XXbJOk3rvcy4+0KjneafvLl68WPICU8qFrSTSaeZyuUDfLNukWNHo7+/H1atXcebMGVy4cMHtPEY54Za2ujBQW0OVLwo8LNjQe+Nc2cWjNpOsc2idPDCi5y+99BKefPLJknjnA0W0F4VCIZBpL5Z11/u0wYZNjGiwofzQMfH3lGN7DdV9K8PWTmpiwBf09Pb2BrYsHg8NDg4GMpQ8r1Zprf/TYzTBokBOdUnnxxcU+nTLjl8TGCpzvBcCKJUpKxMWcB45cgTPPPOM127cCH3uc5/DkiVL0N/fj7/6q7/Cd77zHZw/f97dn46DFV3Or3ZLaBWNLbHUXd1y1D6wVX2A6p+Pxz7e2iDPF+Tqewuqz5w5g6tXr5bEO16rr68vEEzbpCiPtT6Ffs5X/fAFnoovlBSI22qPjtvyjWR1VefGhyPZjlRsbm6Ub4rrVE9V73h9yg4/43gZdBI/MOigj0mlUujq6kJ7eztOnTqF8+fPBx7mp4kurhPlHPhso+W5JeW5lWdgZCOHs2fPor+//4Z4Ne6KxpkzZ4o+Nt4OSEu49j0Fmq0rVqCAYJuOgh5+Z8GeCpZ9cIkebxmu36kxz2QyePPNNye8fRyNEPljWxaUFNxaYKflNptBt0CDv7HAUQMGH++scbEKw898GWn+jjzPZDLYu3fvhHpHrdP1OSILuBTUqXPUzEE6nXZ99bp3NfsgdXGWZsH4XtcAaTCnLVP5fD6wPolOTuWT96/BuM5BT09PSaDv937v9/DXf/3XOHv2rNvxSPuUyRtmQFjF0O/IJxo75YMGncWyR9YQ+6iYEbRVJAuUfcYPGNXtCxcu4Nq1a+PmG++JpIE2MPqAwWKy0d/fj0uXLrltbo8fP47+/v6ALlIGdb6tk/QlH9RpWl32tTfqNW2ygWOhXdbxHjhwAE899VRJvGMQa4FSPp8fkySwgbsdn+qW5bfPrulv1a7ZKpm1IVaGfe0DqvsKCmyiIhqNlrww98UXX3T2tbKyMiAXWsXQZIRWKni/hUIh0MrpC1B9waj1v3xtddN+poCSQYYGdspjAC6zzafCE/Q9//zzrm9+vPTv//2/x7e+9S1861vfwrp163D48GE8+eSTbjt5KxPqr5QP5KH+t2DV2h1fsGblXwMZGxj7gjBfVl/Pbe87nU6XXNEAgDNnzrhnjfDammixNtcmxMg7xSW2omV5rrjPJmJs9ckXuHE+rZ24XiWX9wOMBPYHDhwoObg9fPhwYM2t4l5t3+Y9E1+k02nXGqV4g39a0eAzuKZNm4ZcLof+/n50dnaiq6sroG/AqN3nvNjrW10vFqiprqj/sz73+eefv+GK0Lge2AdgjKJwgNbQ2VYQPU4rFpqRtgNX4aCw8z2/t0aSn6tA2fNZEAOMRpU8DwHFvn37cPXqVTQ0NIyXVY6uXbuGixcvFgURavj5nkqj2RULHCwIIfF81glaRbVAzhpaCqveh/KX17K8JPX19eGFF17AE088cd0M9fXIZ/T0O988W1lgdtoHPlSpCAAVvKmC6bG6FoNAXPlNuabD12vopgjUIwVhOifZbLakbfh+/OMf49VXX8UzzzyDnTt3YtGiRbhy5YoLHNQo0Sjy+jqfNjvrc6LhcHgMX/VYBrA2MPXpO88BjF2Ar87Fp9vkZS6XQ0dHxw1nW3xUXj7yJGTNwgGja0ds4MpjKysrcezYMWevtEqoGV5WP8hfC2JsFla/U2esMlqMtzbTSvKB5VAo5BxcKfRbv/Vb2LBhA26//Xa0tLS4ag11MJfLBZIClDufHeR4SCofqoMMnu3nNrCyPov/Kb/qY0gW1OjOcpotJ3+z2Sz27t2Lhx9+eNy8U7vLyhl3PrNVDB0T+cJEgfow9Rc6Vh2nb8y8D75XexWJjD6JWHmq82ptBMdng/jy8nIna9SlUqimpga33XYb1q9fj0QigWg0iv379+OVV17BnDlz3JOgOc/UWd4/544795BP6nfVFunvSOQR58Ju2a24RDGT4gE9l/LJYh8r14ODg3j22Wexc+fOcfMuFBppmezt7XV+Uv2u4jPyz5cYok6oTOp4FfT7sIjaMptIsXzkfwuUNdCxPNLXodDI7lOvvfYannjiCW+2/52ora0tsDW5r+LCYIfHUJ64JTp3i6I+ES9QF6h7zc3NOH/+vKvSVVdXu00fbNWECX2uw7SFgGK8t37G8ld5msvlcPbs2RsObm840LBZFJ8h0QhdhYyvbe+tCpZ1xBawKahUg8lJVXDtAyI2S6ACrxlqFdJCoYBLly5NeOs9AgMFc3ofNhAjr5jxtADO52z1Mxu1qtPWc5CsM1ehIz9s9sUGd1aA8/mRdQmdnZ0lZwz0ur7Mmj3OZkqAEVnS9zouBYMKGmkcNFNA4vFDQ0OBB+jYzCzljWVPAlFePxKJuPu2pVbVtWw269ZUjIf+6I/+CC+//DLeeOMN/Nt/+2+xePFiLF26FHPmzBkT6FM+2X9ZKBQCTyTVe1K5Uv7ZwFcNmP3MyrHyW7/X+dZz+8hmbNTAjpdslUUBeE9Pj5NtzUbxmrFYzB1XU1ODadOmoaKiwvFVDblW0jSrZTP36uQtQLROwdpAq9v2v3XAwAhALfXBc4cOHcLu3bvxV3/1V7j11luxadMmrFu3Dnv37nXAUrN9mnVToKZjtHaM8sLg3gb+Vh6LAUNfEKPX4HU5R7aa4gsCc7lcyYvBmZjL5XLu6b7qT60eaQuG8k39ofoCHmvtu37vAyDW/2hSRo/l9wwoNYmiPs76P2BE9rj5RWtr67h5VygUUFFRgVwuh5qaGmzduhWtra148803sX//fnR3d2PDhg1uPsvKRp/fYrGATYgwQLFBh/WFdn6U+L1m59VHKQ6xiQEb0Pls4ODgIN54441x8035x/Nzo55im1n4/AEwmoSxMgsgEARbv6D3wN/ZzgH750uiFtNJXkOTYoXCyLOkzp4962R1vGT5wHvQFm/VO27ywOSk3ThE7Qt1k2tABgYGEAqFUFdXh+rqaqxbt86tndQEm8qkYmX1ZRrEkddMXFkMR15yfvT/eJ6lMe6KhjUq+rmdLFUsDTQKhYLLtviCAr2OvrdBgBpH/rfO1XffPsFUYdTPdPJVsMZDNLa8phpiBcd6XV6HGRYSQTFfq9LZAMSCM59x4HnsPGjQp1kGKqsGjDoHPvItYr1R0qyPL8tjM3x0FMpvjkNJZUjbMqyi2XYpBYPcaUj5y99wB7ZwOOz69pV/Vu7UGCj4yuVyOHPmzLj59thjj2Hnzp1444038Mwzz+DFF1/EP/7jP2LNmjWYNWsW5s+f74wQ+WnvgfLE+7PgRIMECwitTpLP6iDsuazs2/kqRnoOZtR4z6WQ6onOqYIAbmXL9RcamJaVlaGvrw8zZszA+vXrUVdXh1Ao5CqDylfVVQuYachV//RYvVcfICxmp1XufN9nMhkcPHiwJN796q/+Kk6fPo1kMomXXnoJr732GpYsWYLa2lqsWbMGFRUVgcQU79NWJxXg6Wc6TgJdypEPvNg5tTyw9lP5r+dSm2l5TsrlcqisrMSqVatK4h31rqysbEwl1M4vecPrAqOVSY7NBx60Gmb5ZMGF9Sf8r/ZQ5YjzYbO6yjP9jPfN8V64cAF///d/j3vvvbdk/oXDI2tc+Jyi6upqVFdX4+DBg9i3bx8aGhrQ2Ng45jkH6t/VhmngYeXMJk71PnwBvPKVf9rirfyxvptk7aOe++TJkyXxjefURBevb3VV/YP6Dp17VrwUM/AcGgQoKX6xAYbyQ+dA7aT133o9H+bjGLkMoBSyASmAMbvqqf0ARoP0TCbjtl62OJY8LBQKbiv1+vp6NDc3IxqNorGxEel0Gh0dHaipqUFVVZXjq28dq61kWBm2AZomayxPrV9va2vDHXfc8Y68uuFAQ6Mjkh2AZboOiO91YCooWj4iqeHn5FlnopOj2UebNbEZQnstfkbnzvP09PTgmWeewbp161wWerxkDRiVTyeXCswARAGJZlI4HgWr6ix1LMUCETs/ep9qANQQEkQpURa00qFOmA6kq6sLLS0tJfHOttb5yIInVRzfezWkKhuaWVJZ0eBCf6fGVI01t3Bm61Qul0NfXx+6u7tdpj2RSAQyfr5sK6/N3tnxUFlZGRKJBLZt24ZbbrkFO3fuxD/90z/h6aefRkdHBy5fvowdO3Y4nbb6Ysfl0x1fgGH5ozLrG58l8oStS8UchQIfa8x57L59+yYEWvS6Kv96XWbqgBEnc+HCBcRiMcyePdvNgQbaCq4BjOGr7TG2QZQ1/lbOraOw+u+zB2pL2VbCpwOPlx5++GEUCgUkk0ncd999OH78OJ599llcvnwZq1atGgP49frqFHkfHJcFwSp7Niiw88hr+fyU5T31nH5AQbnlKY8lsV1m2bJlJfGOMsF2DFtp5FjV3ur/XC4X2NBBgxKORf2b+g5fsOYDdZR1a0uL2WZ7rNUrfk5/V2olzVe1CoVCqKmpwYYNGzBr1izs27cPhw8fxrRp07Bu3TqXYAJGt4Tn75iw4Jg5TuWH7hplbZTyWJMD6sctINbz6NyxjdvaOaV8Po/e3t6SeKc85LWVpzq3+p0mB+jnbKuOrrHUDgGL86yOK3/42vJeuxAUsGsHhCU9N/0M53a8iSlbzaCdL3b/ijW0IqvdNvQZiUTC8ZrPbqqoqMDw8DAuX76MVCrlElgMrsvKytz266yY8NrWf1pMzPd2bbOOT8fDBOrLL7+ML3zhC+/Iq3FVNNhGRKUk8FcQbctJur3j9QCxBcz2vzJJFdECHTLhnUCpBVa8DoWOn2ezWbe+olTS8ys4VweWz+cDbVK8tg2efA7SAgcLHqwSazCgFSflMe9Rz0HB19ckG3ByDjo6OvDmm29i1qxZJfHOlvx8VSVrHFU+7Lz5FE75phkSfmfnkTzTrU+Z4dGMBh92VygUEIvFnCIruLdOl2MoNctiiesG1q9fj/Pnz6OsrAwnTpxAX1+fF8hqEKrrasgfK4PXA7cW4Oq4rBHWudHX+pnVFzuHlhYuXFgSz2wmCIBrt+B8ct/4WCwW0IUrV66gqqoKyWQSlZWV7qFgwOiD1xRIWhCnOq388QV1lCWdMz3OgnA7Pz47qmCrFKLNqK6uxq233opVq1Zh27ZteP311x0YAUaz77w3VkltBtXaJMsL/c4HVIrJoy8IU99C3tnElq81S7/nMxZKoUJhZFc4fdgWxwWMgjy1y7oImwBMbZzKryZUeN9andAKkX2KtvpEnRNrN1QONPOtCSPrO9Rn3H///SXxzvov4o5wOOyywtXV1fjpT3+Kvr6+QFeAPqyV59CqPStLrBZZPvqCMl/wpjJlddyOxeqfDZh9gHwinQMcl7b8qN21a6n4GflG0G7Bus65tdOKK3y2SXXSh2cUKNvkoI9Hin8Ug/I+SyWtiOm17HuLp/Q9fSvXF9nEVjKZxOzZs9HQ0IBLly65LYN1riyuszprkwbktU3oKHZSvbKUz+dveMOVcQUanZ2dyGQyAZA8PDzs+hz1YS+8Qbu4y5ZcfQ7WOl8bCVPptUeU57CZCf3OToBmY3wAHhjZ4/vcuXMBwRkvaTlS+xcVuKvwA0Fnohlna6it0VOFU2OmRtEqsc4Hr8H70t5Kn+PV3/jAytDQEC5fvozBwUG3y8h4SAVe+UkeWWBs25J8Ts2OX8GyyqMqmM3uMMDgzmnKw3B4ZDFnbW2te/4ES5wA3GJsm6lUOef5aMBLJcu3pqYmVFVVobe3143B8oW6TNCkhohORmXVAhwbOBWTM5J1KCprtpXFOnefLHKsNTU1JfHMltPJE7Y85nI5F2Tw+FxupJ1q2rRpWLBgAa5du4ZwOOycBhfoMdBglpJjs6V/G3CRz5YvPMbndHX3Fh/g1r3c1b6pXJRK1JXKykosXLgQ4XAYr7zyirsWM53qB3ht3ovN3BcLlvQ8xZypz6/YwNXKr5Vbew+UVa1CLV68GNOnTy+JZwQb3d3dbgOIpqYm952SAiX1c/Qx1FMeY224+gWfD7Z8s35U9VSrvZqksfKg82jnlVjh0KFDJfGuGC91l8tIJIIdO3bgypUrqK2tDRxfDEzZQNQXJNhgUwGfLwBT/OQD0fqZynkx4vUm0nGhpED5er6ItoPjYuLAJpsV0NrEgOWD+nublNLfWbuv82ePp4zr7y2usBjjRskGTiTlGUkTJHz4K4NxYGT+2N3DRBQ/J5ZobGwEACSTSfeYAw32yGeu/bDrP+yDhVW2OJ9W720VWn3FpC8Gt0wkkxUg83M6CWYCVABsYKCGzWfclaxzocLy3PZ4C871WH7vU2Cen9fj7jWlCqOOHRjNjup3HB8QBNDWeGmAohlxdQwKGK3x8vHW8oMORAVQf6PzXcwA8lzpdBr79+/H5cuXMW/evJJ4x/NZ3lse2Xu0BoevlYfqVG3GRXlonQEw+qCiaDTqAAdbpuLxOCorKzFt2jRUVlYiFAq5siaNMg2gPpxHHTWDp1ICDZ/z4Bii0SimTZsWqEyqTll9ptOmIbOyUSgEA3z93DpnO2e+IMO3hXCxOVV74DPqpdDu3bsDGU8tbUejUTeHBEfkSSKRwLx58xAOhzFjxgz3WzpoXbyn64J01yQf4FU9tkEYgx8Nkuls1B5oIKt21AeGJlJR8yUEbGab11NQwnFpAKIyYqsYClCAoJP0VXFskOED0spjex0F48UC41AohObmZpdQGC8VCqMJtJMnT6KlpSVg91VfNQHC31ofAATBLnWLr21AZgNRG9hrQkaP00CZn9kd/HwJHCvX+Xx+QhuvaBVS7atuvFFbW+sywVppUR5q27IN1nScJCsz1t/wt7wH1TsboKh/UVtpg2vf2EtNrCipXPO8/NziDYv/fDvI+fys9bk+eSsmH8of3hc/1wCO98HXdn2nfV2KvaN9V7yoiWTeE8/P72iH7YOYNZmZz48keVndpA/h2k/aUyYDE4kEKioqUCgU3AY1fKaG3eraYhq2uFubqfOrc8l7zeVGNq24ERrXrlNkEiNXVVAyVUEHj9EykDoGLf2rAvucnzJIr6lZOCAYYSpwtOBJBViF02ZeAATuvxTiNUKhkW3oCEaLjU/79TjRNiiyINgCEmvIfE5Uz6dCpAZWX6siWMfmIw02igUk70Q6D77PeA1rpO1r5ZnKgGaRbQSv41Iwq+AxGo060BiPx1EojO6sU15ejsrKSlRWVjrgxyBE5X54OPhwHt3WLhQKuSzGePmmxjMcHtki78KFC0739Bk2dvEa35M/NOJ0tj6eWfCiWfViAE0NmwWGPIcPbPsAuVJVVVVJFTQAuHr1KhKJhJtL8oftcLr+hmsJFPzRQeiYysrKXLm7UCgEngBrqxM+ftoEAvmi263q51Y/LYDktSyQop2aSBWNpDKo+qjVaH2OCK9vqyk+W2bv2wIRlR8bgAHBjRssn5SPQNBuKPAu5qdKJZ4rEong1ltvRXV1tat+qj/V+1Le6b36bHyxyoW2idqKmc8X+PwLr+2TJw1mNFmhtoHVh1IX0pMYZDAA1+xtoTC67T59ugVS/B0DFfUz1g8qbrEL91VOrT1T3toA2vJZ/3TurNzE43GsWLGiZL5Zm6GtvSpzvLbFeuSPbsKi+q8yoxUwi02sfusY+d9n35RPtm3I93udR34+3vapeDzurmm3hyePVL4UF6vM62+1XZm8pM1iRVwxBNeDavfB0NCQ2zqXFQ39s/7SBrHKS1vV0t+FQiFUV1ffEK/G5U0UcFjgoMy1RlgdJ2+wmANUQbAg1kZ8PLeSbTNSReZn1iEpE/Uak0XKI1VIAGOEkoJls4o2ELAKZB2uOkSdJ/KRr5WXxQITHqsG2jp2zWbpuEOhEJYsWYKZM2eWxDsGtso/nSt7LeWHjlmVxYIDX8DkC3gZZAAIPN2YVQ0SnRWfKsuefLv/PnmoD/KxO1mVl5eXtNbAZmjKysqwdu1anDhxAlevXh3jFGzLmc0+k0+ca27VR97aoMEaVL0v6yCsI7a2wefArxdslJWVYd68eSUFaACwePFiXLx4cYzTLC8vDyzOpVNgxpQOgQsMeTx1mXzL5/OBbJMuwPM5XB9Iob3Qioqv3Yzgmudk9cQ6HJ9eTJRs0oZyBQR3WaMMMGCzz9xRObJyZQMLX9Cgx/B8PoBcLGAp9p21qfn8yJrEUn3H0NAQ4vE4ampq0NTUhFQq5ZI01tYxILS+GBgNKDg2DUbshhZqu+kvffqnAYn1M9YfK0CnP1OZtDKhf6VuQqBk8Qgwih2of2yl0mqb2hUguOOiT6Y0eKU9JA+VlzaBauVDgxbLU63OFSMCz1I3vvCRAkwNOHzYyCacVQYot76qmZVbnsP+Lyb/ahPVL1h/xNeUPfUjE8F5GzZswL59+wK6ZnmiNsPqhZU9fk5syGSWVkCi0Sii0aj7PBKJoLKyEmVlZchkMhgYGMDAwIDbel3lzwbdKmOa8FL7avmrc1FeXo5FixbdEK/GVdGYPn062tvbkUqlXPSvpMZLFVediToMm+20AlDM8fkE1gqND0BbR2SF3GYtAATGWWo7QXV1Nerr63Ht2rUAWPZl49VA2hYqLb+pk6QSqZJZHllHacGaj5++KJZkDa6S8p4Z+VKzy2rsFJzYeeOxFjzx3vRzXxZQnbMFLRZUUB4ikQgGBwdRXl6OeDzuAGc4HHaViYGBAbedIhWaRnt4eNhVMfinvfr5fB6VlZV4/PHHS+KdJS5kZsaPC3KVHzSQVha0VUjXXVkZsMad7307CFlAo1l539acvnPr3Kq9mDNnDurr60vi07Jly9DR0RGwDwrEGPwy0ARGEywMMHyLeRlcaLCmc26BoNVb24JCG6qARnvlbfDB72zyRV+TJuKALdmsoZUX6gKPVXtiF0xqpcH6EQuSNQC53mcWOHPetfXHAgYrh7ynqqqqQNJhPKSBF4MW5ZsmwdR2WQBg59bqmNp+Oz7LI+W7yqfyTH2QL+GkrRk24NG5zufzJbedkaxdYCLA8oABLe2f+mC1JTouOzbln72+8kW/0/ugzOvxNrCx+urTy0JhZHOKjRs3Toh3JF3j48Mqes/8nMkVO/cqZzaYtRhG+a96oPKl66F8AYr1L/b8ehzxBG3QeKmurs75Tssj8gYYbbFSmQKCre/hcNj5E843k/r6zKFoNIqqqirnO+hrhoeH0dvbG6hk6BPGrS1TmdbP7Fh8Ppfjq6mpwcc//vEb4tW41mjMmDEDFRUVSKVSAQCoAQSV2AYX+lofXOYzWPxcJ8UCXhvhWsHS75Rh/L6Y0lqKRqNobm4uOcgAgNraWjQ1Nbmt++yYLJjRDIKOR5XPjts6Up/B43sb1fIa+nvrBNRAkDRKVlL+x2KxCTmPoaEh52BV+JWP9tr6vc8g+ZRH5cO27KhcWqOkZXoFl3SkyWQSAwMDqK6uRiQScXtnM7umLVM0CKoniUQCa9asKZl/lugUKGfqODgeBQLkKY/Tti7KUjHnZ52nT15tRl7L3gpydB7sHFs9CofDWLJkCaZNm1YSj7gOI5lMBpwCHQYzz/l83m1nTDnl9QlimO1Um+Yz8qqbyidfwKF80/+sUqjN9YFJa28sONC+9ckiPtOAuxZywaM6e6vXtnfe6qm24fgCBZtcAYJ2zjpXXdeioMiCF3sd8q6iogK33npryXK3Zs0atLW1IZ/PI5PJIJvNBvwoK8q6iYTOs34GjLY96ng0mWLBrMqOjltlUnXSypqCENVrgiS7I5beK+1JPB4viXdKlCnaY/qpXC6HwcFBB+qYFFAMk8vlAk/H1oQpEKzYaABm/Qr5Y7swrD7q/PBzW3Uq5sf0f0VFxYR3ndJA1SZKbMue3jsBMX+vfprHalXV2ngrC/qZ5ZHluR2DtvjqbzXRxWMjkQgaGhrGBFHjoWIBmd6bta/8nY6Vssi1fNR5ttpTh3hePYYJrIGBAfda1wAyqeWr+Fr8rfILjNoQS7TNN6qv46poKDChMpKRdg9huyOUdQ4WzHBydGDFAgbtC7TCoczT39p70c9stKaMTSQSWLhw4YQCDb0H8kB3ttHgTJWN/XtqxJQHVqHU0Ok4WQ2wwm7PqfeoRlHni8BJwbgaalWyUCiEeDzuFimVwsPa2lpkMhnHGzoua9Q4HiUNiooZNsognaC2o/ici+Uz7yEWi7l7YiYyEokgn88jlUo5p0X+8dqZTMZlIDKZTCDAKxQKE8qQWqKx8ukH+aUGU4MJOh8FE6pT1nDauVBDpplBa9w0a6VAWgHl9cAeADQ2NrotZuvq6sbNp+bmZixevBj79u0LOFl1qmyVqKysdIv82R7H3feo05x3BXFa1rY2Uh2zBb+ql3oOC7Y1WLE2Tu2sTw7Ky8uxZMmScfPtejR9+nTMmTMHhw8fBjBaAWLAQX+ioNkCDyszCmqtDbPgTWVP3/N464R9LQMW6KhtBEbkbvHixSXr67x589DW1uZayOgjVD+Bsf3mep/KP59++HyEnk/9BklbZq2PsLqr51QZVjzA32swGwqNPPV48eLFJfHOgnqen/fE1hD1TfxTHef6U6sv6m+p+7Tp+p3KBa9jdVHnziYH7LFWf21SDxhJjGzZsqXk7bzVh6sdZ+LY7malLaXkF3/DAE/1yo6Znytwtv7WBhs2GLF2S3298o7PquBveA5WuubMmTOmVXM8fONcaVJEF31TviyfKZvW9+qDEFOplMOA4XB4zNrAQmFk/WsqlXLrMnRNBmVRgwzFdNbe8V6sLbR2mH6trKwMR44cmdwH9gGjD7JRpbYKSVLApMZPv+fNW/BnAwrfua0zsiV5awStIpNhCur0vvhZNBpFbW3thAINyzcKms2kaD8pBdU6O96/GoRiUak6GiWeQzMnlse+rIAeo47X3p8a++bm5pIfYAUAt9xyC3bv3h0wELZEqXOo81Qs0LByQkXkPCn4o/zoOXyLGHkvOs+UyUwm4wJx9k7m8/lAyxTXZujah1AohNmzZ9/wgqvrEUEdZYcgRmUJgDNivL6S6gv5q3pjDZTvNfltDZnOC+9VH+Kpsq/H6fh4z8uXL8fDDz88oRYWnUs6VHXEdMCZTAbRaNQ9VMlWiHRcauBtC0AxUKxAjZ/ZdinLY+WTtQtqK1Rf9HVVVRU+//nPl8S7YqQOlYCOvAaCQbDVbbWTCmo1e+iretmx27Uw+lutOl2vvcA3ByTd+aVU4EJbo36CfKNNsWO3eqGBhvV5NpNugxS1pVaeyEOrd3aHM4JxHm9l1xf8ACPPvWltbR033/Re1D8qPgmFQq59Vasd9vf8rQW21scRn/iuzfmziRGfH+eca6DCubO20fpp3kM4HMaGDRtK3laZ96v+m/gICFY09HPFMco7HYOVSbVD+t6Oz+qynsM3HySVU18CQo+PxWKuolEKWdymn9njNODQeaVe5/N5F9Cp71FsobaaOIKBhbZJ8T/1zeqg/pFXau/Uzql/1zksLy/HmjVrbnjzhnEvBqdisOSoQq+Cpszi9yRr3Mh8q9gqWJrF1p5yBZ92MsgUe04ykfeiY7NOOBwOT7h1ChhZp1FeXu5aLHK50d47W1ottujKB+avZ8gs4NDjrENWo6CGTw2F8peAkT3nCvT4PxwOo7a2FrNnzy6Zb9w6lvwqtoBZyToyfqb3qQo1PDyM/v7+wJzzN5YHakR4rmJtJpRJgncCfAYUrGLwT4OUQmEkyN2+fXtJDzu0YKdQKODkyZPOqGgWR40gENymWvlr5Uf5o9+rISPvrH6r0bOZeQVDVm5tUG1Lu7FYDHPmzMGcOXNKbsMoFAquFYG80OyUzpEGDtyhChgNSrVCo5ldHY8aezs2HS+P1UV9Ch4ZwPn0V/+rrqoDKRRGd+VZvXp1SbwrRsov1VvdWaXYWiHysxgYVj3m5xo0KEjRKgjnhtluuz7K2kJdV6DX4nm5A0ypvkJ9geqArUZbvbagTD+zeuIDzyqLajfU35M/+pkNcHkN6/et/GrAp2NqaWkpqQLJ39MnVFdXo6urK1CVpZxxu1ALorUqwdY0yqXeu9UdlS0Fj8p3lS2ffVMboUlRq98WS3GuGhoa0NDQMOHWKSsXdpG3VoH4uQYe6g8VvyiffLjC8kuDLv2zPlz9jw/3+Oyn3mM0Gp1QcMb1El1dXYE1euqvtPuGnzHYVfkHRh/Mp+8BuKoRcQrXcWSz2cBaDMoYgxD1rdYvKw7RpIkNEsln3ivnOhqN4iMf+Qi2bt16Q7wa1xoNZRY/43/rgNUh+Ayv/Y2SfW/BpO8e7GtrXNXAFTOCel5ghKmzZs3C2rVrA33tpdDcuXNx5swZXLlyBcDYjIUNFDSo0jHbe1TlLZYFsdmDYhUe/R3JZqJUwFmyY9Bpy7rhcBiVlZUASl9I39jYiNbWVhw9ejQwDt/1VNF9MqPKw+N5Dm1V4HfKE/tbYLSErMGHDxxwATjveWhoCOl02gUbmo1QcFBdXY2lS5dOeIEkMML/1tZW7N+/P7AzDgM4XtOWdFUWlf+aEdGxK8/s9XluHqvgWp2pDR4UGNpgz97jjBkzcO+997q2tVLWGoRCIcyfPx/9/f04cOBAoK2OcsAgRPfrt+0/GljacZKfviDMBiIcv21b5Oe0bQr2NHCzDlmDIWuDCVwmQ+YsTZs2DTU1NW7LVt6DJi84Xlu59PkIn+3S4EkDEguI1eHyM620+UCKyqGVQYLVifiJ5uZmLFiwAKdOnXJrGoDgg9iULxybL4jQcZAsMLbBgcoFZd4H/FQerazZIEwDE5+88bhQKISlS5eWvDshMDIHiUQCra2taG9vDwQYTPJFo9FAsGCDJbUZCgRVd2kvVacsn/R4+2dxkdpTK28q28o72h5gZJe8lStXlsw3ksV4lLXrBTA6x1r1sHhCcYr+To/VsduEEv9sS771G5pA0P+cV9qWQqGAefPmYcOGDSXrbGNjIxYuXIiuri7kcrkA77LZLJLJpNspSu0VMHbXTpU5TTYAwd0uC4WCCzQ0UOA4taphKxeWX1Ym1Xfo/Fo9KCsrQ1NTE2bOnHnDwe241mgAcL3oKogW/PKG9DNtOeCNKyCxANDneIGxW5PpsRpM+MpDtl1BGahgkp+XlZXhoYcewtKlS2+UTUWJuy6pY2Uvt1U+bRljdsUCBeWnCo0l63g0GLHgWz/zGU6SRsSqOPa68XgcM2bMmJDzjcfjaG5uxqlTpwKAXTNY5JcqL++Jx6gC2QxMKDTS/lQoFFyGk8psDSB/Y3drsoZDDXQ+n3ctUWwJojGwQQZ/X1ZWhhUrVmDRokUlAWYfMNMdkljRyOVGe445LgJp8kPBijpnvtf7tnaAxO+p/5QvmzFWJ63GUXXZgkh1iOvXr8eWLVsmtJi5UBjZn3zx4sU4evSoWyOkwYPKFe/H7qWu41BnoOBE3ysfi2VCNQjj8ZoE8GWvFMT4wIzysaysDEuXLkVDQ0PJ/CvG05aWFlRXV6O3t9c9dEp3TuGYgODzjvi5ypcNHnx2zdpMlSEFJhZsWh5Z2QQQsNvASIZv+fLlE2r90eesDA0NuX3xCWJU3jguDSYsbzhOyqOOXeWT/FbZsmBZg2UCHAVV6gd0Pmy21AJQ+rtZs2Zh3bp1Jbc7qh1gJZM804XM7CjQB6Ep+KI+aeBqA2EFjToHxTCM4hw9n8qVHudLPlj7QKqtrcXmzZsnhFHUV/gCQIs7crlcgK/kCTC228TiNNL1xmZtv32tn1m+2QBDfbbqb3l5OVatWuW6BUrBJmVlZZg1axba29tx+fLlwNhoGygX2halx9GPaBKL95rNZh3OoEzq+NQ3apeErdDaapnVUWtP7H2oHIRCI4vWt2/fjltuueWGscm4KhrhcBhLly7F1atXXfZXQZ8NICzAU+YqsNff6PFWQG2kZTMR6kCsE7HOXK9jIzveUzQaxcKFCyfcI6/Agu9VgW2wpgJonYUadOWB8lV5Sr7ZDJ3vetYRWzCi98BWH+0h1PsqKytDdXU1lixZ4hSpVN61tLRg5syZOH369Jh+SI5Pr5/NZgPOoBhA0fcaGFigYQ2bj5SHnC+en61TudzookQNNGygAozI3i233ILFixeXzDtL4XAYTU1Ngb3kNTumgFmds/LbygPJ6ri+tsGDLdcqcLEZGOuE9I/3QAdYWVmJT33qU5gxY8ak8IwyNDw87ByFdbq6a42Wz1W+fCBPgwafLmtwousH9E912rZ4+GTKOn7KhAbgFRUVaG5unrQNCEiUtZqamoDMcecp2kdrF+09q80CRncUsmPnd7bCwzmgLmovs8qe/ldHrbKt1NTUhDvvvHNCAVqhMLKz4+nTp9HX1xcApAp2eazKjI8/qjMWlKmtUvkExm4XrueyQZmVLctjyrH1O9aO1NTUTEqLspUZ2+LNCjyDEZ++agVTs+BawbZ8tYGnzon1jda3FtNpey29X2BEp1pbW/Gxj31szILt8ZCeU3mo36sM8jvlG1/bxfTFbJvllc9uFfO/NiixiSgbaPjGW1lZic2bN6OpqWlC2KS2ttZtN8vgi34hFou5+wJGba3lNZNXlt+qX1wETluv9og2kH6Vemgr4BZjW5zsw/BK1IHq6mqsWLEC06dPv+GE3rgrGolEwj0cRDMGoVAosKiWv/FFcDYj4FNGZbgdtEaMalgVxKjhs5lSn7Dq+Xn/GzZswLp1626URdclNfoK4uwEa5lMgzlVYP5Oz2uDpmJBmPJWgV4+nw+07ljj4HMczETq/KnRmjlzJm6//fYAABsvcewqS9rjrdcmr1ShrWyRd/b3GjDzWOWRygvvQTP9FkyqUVbjQPm05U29bnl5OZYuXYqPfOQjkwr4IpEI1qxZg+7u7oCOFOuHp6yo7GkQpg5Hq3AklU1WTXThO2VJAxDrkHyveU01wuXl5Zg3bx7mzZs3IadLYgVo+vTpuHbtmltDoNfV7CTBhuoBeanlfsqYOlblE2XOBqMA3HvlhVZqLQjU6/iCRrXNnMNVq1bh85//PFpaWibMQ70WMJJFXL58Odra2lwvsq0Kqa3QgIPnUedKUGidKDD2WTjkJ2V4ePj/Z++9g+O6rjTxr7vRjW7kxAQCJAhGMYmZYhApUtHKVrBkywrrMNaMPB57wnpnqma9nq2d3a3dCVs73jA1NcEz45l12R6ncZBkS1YOlMScQYIASYAEkUMjdv/+QH0X3zu4TYlAM0g/nKouoLtfv3fvuSd859xz7x3b8U0Pq+Lv7QyazcqrHwOA+fPnY+vWrQ7YTpRPs2bNQn5+Pjo6OgIlSCo/JDu2avPs99ova9N9s2Q+W+gLNHRcdKML8syW+lk5TKVGz87YsGEDFixYMGE/oTykXuh6Gcp3IpFwPGK/eZ22j7xUm8f7MFC2ZTxsu/pw9TH0sQoUGezq/RSjWGLbWZa8atWqSZWb8Z6zZ8/GwYMH0dPTEwhq1ZcqD5TXmqygXOg9VAdVd8lnG1jovZV/6o99mXoFzva3dgzXr1+PTZs2jTsLbiJksR2fkU6PzWSo3ug1+t7iLN5Xt7NW/dX3unmK8kFnNbTMyid/agMtHmYbc3JyMG/ePKxduzYwy/F+dEkzGnyoBbX6MBsN8zodEL2HdsoHVvV3GjyoYGZ6WYOqIFs/t88mQxcsWICampoPyqKL8i4SiWDZsmV4/fXX3QJqLrxUQKwGikGbgnkLAvVzyxPrPO3vLR/4V6dz9Rlal6vbG9sxVf4VFhY6UD5RpQ6FRtcXNDc3u8MitW38yzbYmRkFLhpUqOHSvrNPPh7rZ2oMqPQafAD+BdJUeDW6vA/PZbjhhhuwfPnySc0GWRoaGsKhQ4cwPDy2GG1oaAh5eXkAMC4bpZm9UCi4c5ryhfzyyaDKIYGydTIayOm15JsedGfHkvqSl5eH2bNnZ2WHLvYvEomguLjYnfBN2WFyBUBgvHXGT8fU2iQNqCxYU6essxl2DYaVOb2/vudn5DfbqcEhALdxw5YtW7BixYpJlZ5l4ifHSx0nQQlnN9geBb/kpQ+UKID1OWAbyHEcacs6OzvR2dnpnstDsdLpdGCmxOqqgqvCwkI8+uijqKqqmhRQ5j2Liopw5syZwBhwnNV2UTZUJ8hv1SXykDz38YnPV5m0/tOCOuqD1WE7Vj6AqYC5tLQUy5YtQ0VFxYT4xvvxb35+PmpqanDu3DnXL7ZTZU8TVhrgsrRU+2LliGTxi/JL+646qUkni1MskLQvti8ej2PevHnYtm1bVtZTzZkzB9OmTXNnpHF8RkZGAgkUYKxs0AakSmpzfLhD+ZUJk/hsqM/m2dlia/cscGbCo6amZlL6ShmqrKxEQ0MDuru7A7yw1Rc+O8z7+IIiG6ypjNDvUJ76+/udTGlQQb+peIPf201FlIfki67BCIVGN7zYvHkz1qxZc0mbD1zyYvDc3FyUlJQEFjUrALM7AVmAZiNfK6S8Xp9rv1eBsoyyDtgn4L5ARRU5nR7NLG3fvj0rES+Nw/Tp01FWVoazZ8+6dqiyWkOmwmez+CoQmYCN8s53b+s8fc5EeaP3JGCwSsN7R6NR7Ny50+04NVE+kj8VFRWYPn066urqxsmXll7QAbe1tbmtR3niptbQ87cWqOhzL+ZQfCcvq2wTNPAarZtUIGmdSCQSwfz58/HMM8+4hfSTMYZK0WgUtbW1OH/+vFuTwvvbWQ1+ToOm0/UMQCyIpnz4prB1UR6DLdVbnXW0Gw9wFmR4eNjtJa6yHYvFsHjxYtx9991Zcboq47Nnz0ZPTw/27dsXkA+1FXxvg0wrWxY883rVLc1E8bc206lAj9droKzjwrFT+VZQzu+j0SiWLFmCu+++260TyFaAq8FqUVER1q5di+eff949mzzQzJ6+SCovGrirg7QzEVa2UqmUy7zr7zjjlpubG7CxdpZXbSEwqlMzZ87E0qVLx61fnAhFo1EsW7YMp06dQmdn5zh7T1Lwyu8UbNOnaEkGgHEJGBtk8MVZNLVj1lfqrKj+r3xS0Or7PxwOY+nSpVi1alVghnAyVFBQgE2bNuH111/HhQsXACDwPPaBANrqhmIaxRP2WuWZ1VO7WF51dmQkWLanemh9u/6GJZw5OTkoLy/Ho48+ih07dmTlkMNIJIK1a9fiwoUL6O3tHZeY0+vUF+p3dtbD6rH1F+Q3EJTnTPhM7Sufo/yxOEVtrdKMGTOwdOnSSSfxKK9z5szBoUOH3Cwkd8pUXKeyp/3QQyVJNnnAxCD7pDhCbZ7OZPj0XOVQAw2LH31840xtVVUVHnnkERQVFQVs9vvRJaO/oqIi1NTUoKmpCUCwHls7xM/twNsAhKS1kLyXr1RBn+WLcu3iM5slVMVWhqoBiUQiqK2txfr167MWaACjma8NGzbg1Vdfxfnz512WmG1Q5bZBhn7H/tjpbctrn7MGxp+RYQ2AGktfjZ+2z44rMCqUs2bNwpw5c8Yd7jNR/uXk5GDVqlVobGxEMpl0fNH+K3Dr6+tDS0uLO8W5oqICRUVFDmBbg8ffkT/WOKozYemPKr3KmfLYBhm+ABgYy7oVFBRg6dKlWVtnYPlIoK5bONqXzk7ZNmggoE6ZfVXARx5o/ajKHMuAbJbZ6rM6LxJnAnNycjB9+nQ8/fTTuOeee9zsTDYoGo2iqqoKg4ODqKurQ1dXV0AHKNtqu7S0Qu2gAj6bCNDgQfmpv+f1ep2WDfl+nwmgWscbjUaRSCRw2223Yf78+VkDfCQLRuLx+Lhs3/DwsMuUasDOPtnkgA3wNdBS3mn5AN9rUiASiSAvLw+JRML7XAWSPn4WFBTg1ltvxdy5c7PGM7vIVsdL7S+fx3ZqkMPf8zcKUlQGVD6t7PmADQ8b1UNHeb2WQ/J3agdsgMtZtH/zb/4N1q9fn5WTrXnvgoICJBIJDA0NjdukwXdAmwJjzhzZ9upzVN5sYKDlKdZH2FObNWDTRITVU9qPcDiMgoIC3HXXXfj0pz/tklGTJSYb9NkEx9a/Kw/4nvfge74Ug1msYTP2Ft+ov/St4bNJAN9Mh7WFxBFr166dlLwBY3rKCoT6+nq30UV+fv440O4LfthHnXXz2RoNai3eIK9U/1QvVSbVx9qgUPtksQkAlJSUYPv27Vi2bNkllyd/YBStjiGRSCAnJwf9/f0Bo6gCaF8+hVWy4F8NgYJJFVbN6lEYFaD4BkGNrwVIfG4ikcCWLVtQWlp6SczMRDpg5eXlqK6uxoULFwJBhvLYKrbyVJ2Brw7UBhg+wGwdinXWVlmt81aHnCnQ2LhxI1auXOk+m0yQwb/xeNy1SR2DXsf+FxYWuswMAGfgyWcde5KCR3WM6qA7Ojpw/vx5FBYWIhqNjjOI2gb9LlOQoeCAJzLfe++9yM3NndTaFh+l02lMnz4dW7duxb59+9Da2upmKNRgK2Bm30dGggvGlW8axPNzDTBslt6nk3omiw1iWE42PDx2fo8GZqtWrcI999yTtS1ZbXKjtrYW8+bNw969e12burq6kEgkXPaK1+rMkJ3hYN9sSY7yi/bMHrxkAwlbn+xzTiq3fL4P7MViMWzfvh2f/OQn3TkG2ZQ7Eu9ZVlaGmpoa1NXVuRJMyoPKIwM2a8O0n9ZxapCgwa1eo8F/OBx2esxxUF1VAKh2OpVKITc3F0uWLMFdd92F8vLySfNN7cDMmTMxPDyMjo6OcdewFJVyamct9FoN/K2NtOBfAwKbJbW+R+2ABiHKa/WrwPjqhlBo9HDNFStWuF0ZJ0rqJ9jHiooKnDx50tku8tfuGOhLkNi1Nuy/4gffjJpPfphQ0eSdDWLVN1igTxsYiUSQSCRQVVWF2267LatbUKfTo2tV8vLy3LkQNvnLtinusLMYilMs9lMZU5ukdkmDW+Wv6q2WBlnfo5iQ91d5Ky4uxqpVq7KWGKCfLCkpwdy5c3H+/HmcO3cOlZWVbot16iwwftOUrq4utLe3o6Kiws2mKh/IZ36WyZ5p8Goxm/XF9vwz5Y+Ot8pgPB7HTTfdhKeffnpCwe0lp+tTqRSqqqowe/Zs1NXVBQwWv7fOzkbD9n7sJMkXValR8AFjXzSnn1vh12wE20Ujv3HjRjz88MMoKCjwBj6XSqqA4XAYtbW1OH78OC5cuBAwJFQOO5Nj/9qgzgYBKkA+Y6rKZ42jKoIFNhYg2eAmnR5dizJ9+nTs3LkTxcXFk+adpUQi4ZSGPLFtYLA4a9YsByiYwVcD5Jvd0qwd3/O+AwMDLqvNe9lgSx2WBsHKNwv+OMNQUlKChx9+GDt37hxX5pUNIl8qKytx+PBh95nKF+VJecv3CjhUdzQwzZTZ5NZ76sw1QaA6qzxSvdRtktPp0e2Tq6qq8OSTT7pyn2zxzGbhr7vuOpw9exYtLS0OOPT19Y2bZQGCC5zVhvkyu2qj1GHo4j4bpOpv1TH7gLjqug0ygNHZjOrqajz55JOBBeDZDjKUL4lEAoWFheMAMHlEsvKnyQ8NNChX7JfKFe2E6iLX/Kisqv20umydcSQSQUFBAebMmYPPfe5z2LBhQ9b0NZ0ePSzyxhtvxDvvvIN33313XNacgMPOaKvftZtVWABneav8VL+qAbP1J6r3tJkKKPX3yj/yaObMmbjttttckJYN0oCjtrYWR48exYULFwLPJZjy+Uv2k/zlewuQVRYpY9RflTV9+XY4s0kEa3/pG6LRKGKxGObPn4+nn34aW7duzaqOptNpt1bm3LlzGBkZq5ig3dU1fLTBGnTYgAvAuES02i/rO31yY/llk1J6jc9O6piGw2HcfPPN2LZtGxKJRFZ4BoytXdiyZQsGBgbw5ptvBrZEJ1ncxf7yTC0NhlV3NalKHba+0voP6zcUv9nfW5+gAQb7tmDBAjz00ENYsmTJhHh1ySeDU/AXLVqEpqYmt3uIzTArM5VUifieQqyA3AJAXmsVVDMEGlTYSNmCYyqSBkmcyn3ggQcwb968QLZ5MmTvQaNBHqlxsXzS3XyUN7oY9WIZJ/JFwUkm4VRDaTOJ+rKzVkrhcBjz58/Htm3bJj01afkXi8Wwc+dOHD9+HG+//fY4hdRgBxhbF6LtoBPh/wqudSy0Xxpw5efnu5pYq9Ba5qMKbjMQamzoAIuKirBp0ybceOONKCwsvCxAT4nZIV/mTvWW/aZ+E4jYUgPybGgoeNIygMChhBrY2m1uLVDx2Q/KfTwex+LFi/H0009j/fr1gXUbl4N3VVVVuOGGG/Dcc89hYGAA+fn5gYBUdVhng6w8abDZ39/v1p6MjIzWbff09CCdTruF0SpjqtPKH+tYrV6qzdAkRjQaRVFREW677TZs2bLlsssceQMA1dXVSKVSOHDgQOBMBm2zgmPyTrPKKhsKxlW+NJAhPxmAWKCioF1BpQJOrvmqqqrCE088gYceesiVY2YzQ8rZkuLiYrz88svo7e0N2Cf2jYBG2wgEF49bGbWA1vZZgy8dA76/GECmL7I+ySYxCgsLcccdd+Czn/1s1s9sIUWjUVx//fV499130dnZ6eTf9p+2TBNA5KH21xdEqS5qSYvqOL/ji1l5BY4+8M22cavUkpISfO5zn8P999/vst+8ZrJEGaqurkZVVRUaGhowPDzsDo60M7cahAD+NbcqB3xv/Yv2W/GK6qfqtK/8R8dB5REI4qiqqio89NBD2L59e1awneoWMHrg5uLFi3Hq1CknC8ob8kfLyXNzc1FeXh5INNukAcnKmvbbHtynPpe8s7tc2sQEMTH5wiqSGTNm4GMf+xg2btw44aUEl/QrDko4HA4sziUTeI0FuwpKLFgFxgwgP/NFWGpk+b1Gb6qgFFBlvAqE/p5MZXnG1q1bce+992YNJJMnfE46PbqH84YNG/CLX/wC3d3dAYFXw8PPrAG0ffU5EBUkjoMF1XYK0peh8WW07NiQcnJykEgksHz58qwtKNV7hEIhTJs2Df39/Th27BguXLjg+qlBx9BQ8CBEBpSh0Nh+1VQkq3TqgJRnbAtrE1WBlYcKdhRUWvnnZ5FIBKWlpdiyZQs+//nPY9GiRZcd8EUiESxfvhx9fX1ob28PgBMbYGhfgGBm2AI7/Wudr/LQZvHVOTBYUXnmePHMhWg0ilmzZuG+++5zTjdbSYGLERcRnjhxAs3NzQ5gWqOthlp1T+0gM/GdnZ1ux5CBgQEHHJlxU17ZF3ml46SkwMBXp15SUoKNGzfigQceQGFh4bikweWiUGh0UWFJSQkOHz48Tt/4vw2m1BHbazR419kMBTQa2GYCdqqb6qMYkOfm5qKyshKPP/44Hn/8cXeOULYonR7bAamiogKFhYXYv3+/29EmlRpd29TR0YHOzk4kk0kkEgmUl5cHxk91Vvuvesjgk++tXvJ5WgtP+6nlUgpe9LcW9AGjticajWL58uX4/d//fUybNs09P9u6S+Dc09OD1157zdkQTTDacc8kfwqabRmo2kGbgef1/JxgT3lp/aqdJY1GoyguLsa2bduwZcsWZxtsqctESWWipKQE+fn5TnaGhobc4bWZyqmUh/Y7tY0+fVVMov5Deas+VvVXgz2bLFXcAoxWQtx0003YuXPnuD5kg3ivRYsW4dy5c3jvvfe8uIn90YNxCwoKxuFb1V/1HeSr6p72n5UDvb296Ovrc58Rr+haEBvIKL7n7nslJSX42Mc+hi984QuT2vL8knedIuXn52PlypU4duyYF8Qrs6xxI+jj9Ax/ZwVW76lZZQUnNppVQfQ5Zg2CLIAsLCzEpz/9aVfyk03jp06Lu9ksWbIEr732WmAnB58Sq8CpwNpMluW98tMaQzujoUYA8Ac3mjGwAJ1GaM6cOZg5c6Z3wd1E+Wb/nz17NjZt2oSXX37Z7X5GPlkj4ss6sd5V+ab80bKsdDrtdmDhMzRbqk5HnZGVUwWhJNZif+ITn8D999+PNWvWOCeYzW1tLUUiEVRXV6O/vx/PPvus463KmfLb6gszJkAw8PAFXPo9+a+gxaeflG21Ddz+lJm9Bx98EA8//HAgs5fNLVkthUIhlJaWYseOHaitrcWPf/xjt6ONAl9LFmypDAFwgSuzzxogK4/UoShfFTCpbGngo4F6Oj06W1JUVISNGzfiC1/4AtasWXPFggylnJwclJWVobu7231GPuhMl/JD+6UBhQWMar/S6bS7zs6iKcC0QSEw5nSZ3ZszZw4efvhhPPbYYy44u1xBbjo9utD05ptvxi9+8QscP34cqVQK0WgU0WgU8XjcBbvMPhPIUM7YNh+AAYK73jDTnmmGkTzWGctM/LM+ij4iEomgpqYGjz766GXZ8EKJNqSyshIVFRU4f/78OP9JYl8UhNlki+IKBnzcrlsDEPUPqpvWFuhMCq/h+hHa/3B49LyMrVu34otf/CLmzZvnZAPIjs2zWWyeMr5v375Akk7bbtdpaLCgCWMbSGgwYj+3s2SKT2w5KV+q08pzxVu5ubmoqanBk08+6XQ2W77CVgNwfW86ncbu3buRTCYdX20SnryxvLDfq+8lT+yuUbr+QgMz2kYNbGwArVicvjYWi6GwsBCrVq3CV77yFcyaNWtSunrJpVNs1MjICMrLy3Hddddh//79AWb5fmff2ygt0zXAWKbLgmMLVOhgyHAbGdsMFu8fjUbd7iGbN2++FJZcMmlgcN1116G5uRknT550A6xRq/JIeaEzHbwX+6gRPr+zWRlrOG12gO810FFnr4YRgDOM5eXlePLJJ/HAAw9kbTcMnwMPh8OYN28eIpEIXnjhBbS2tgZqsVOplAPC5BcNS25urldmfIDNZko0yLB8UD5nAoMsO2TGetq0afi1X/s1PProoygrK3OZTBqFy0HU03A4jJkzZ6K6uhoNDQ1OJshzkgIyAphMQb5PhpilV+Npf28TEWynTtPG43HE43Fcd911eOCBB7Bz507MmjVrnNO4HIDP3nvu3Lm4//778YMf/ADNzc3j+KYyZAGvZqLS6bTbdllnV8k3mzXVTJ7qNPmlz1A7TJudTo+W/hQXF2P58uX4tV/7NWzevPmyrAe6GP9Iubm5WLp0Kc6cOYNkMumu0YBCZVF1DhjbscXaN/KSv7GgxR4qp7prQSi3E+XZDA8//DDuuecet2g+m0GGL6kCjJZk7NixAyMjI6irq8Pg4CDy8vIQjUadD6RPVn1Sm6b91ECevpL6rTZNfQk/twGvyqjOOOlzqKPRaBRlZWX41Kc+hQceeCArB2uSLjYGpaWl2LlzJ1588UWcPn06oDPkCQNc9aUqFxYEqyzZhJ31KcpDtQcsV2FbuA4tFou5ZFh+fj5uuOEGfOlLX/KWc2dT9jhOCxYsQEFBgTuhnvaVazXYL7s9MPumOyQpblCQzWeqb9Hg1Sb0MvHbN0NJG0q7NnfuXHz1q1/FDTfcEAhAssU7xcXA6I5n27ZtQygUwu7du9Hb2ztua1vyRWddNBmnOmj9sZZAKY/Up3ImLJ1Ou/Uf5IvqP/nFwDYajSI3NxcFBQVYsmQJVq9ejdLS0kmXJl/yyeAkRt7z5s1DfX09urq6AsJvgRKFy/7vIws8VFn7+/u95Sq+IMNGbjbooHBEo1Fcd911+NSnPoWCgoJABjCbpPfjNnVbt2519ZA2C6DZFX6nZ0aoUmu/7PSjOltVSDWcNpDT+1jDqwKnPNyyZUtgRijbPFOKRCKYM2cONm/ejFdeeQUtLS0BWQEQMGrAWPBGXitvFOjxt5pJ0dIgaxDVOPgANNtLPuXk5GDatGl45JFH8Mgjj6C8vHyczF3uTB8AFBcXY/v27XjhhRdcsEtDbAEc+ah9t87DBq52Rsc6ar2vBq1sB8tSotEo8vPzsWLFCjzzzDPYuHGj64fl0+UGy+RPZWUlbrvtNjz77LNobGwMJAi0H1ZvFIgwGaDyos6Z97tYUKttAoJOj7ygrWZCZcWKFXjqqaewadMmt9vP5QpsLe/s/8ycpdNpdxin9sPabn5nZ9AUFOtY2AypzRaS+J7gRGfQioqKsG7dOjz11FNYunQp8vPzMwYFl4u4wcbw8DCOHz/u5CUUCrkd2QhaFFCo/Gi/2U87e6GkcuvjIZ+pvFT5VN5wnO+44w586lOfQllZ2aSAi6VM91Bbt3nzZnz/+99HX1+f+46zZwqcdc2QBgf8zJ6hZH2rAsp0eqz0R4Mv8g8YW0tI38AdB2fMmIGbb74Zd955pwsybF+zKXuK3yoqKrB8+XK89tprzh4rKFUQrDLm+06DXeWj6nUmHtqZTSt7+rLBBreufvjhh3Hfffc5Pmfbx9rxSKdHN3Rg0vrNN98M4AfyGAgmorTfmihRzGX7qzMZfK/rQ7RN6jOAsQQxg9xwOOw26qisrMQnPvEJbNiwIVCqN1Ga9CERNTU12LJlC55//vnANKICEGuIfJkjRtPKFAtQ7PS3Cp1eY42AAkBtC7eLW7NmDZ5++mksW7bsijgN7W9RURFWrlyJPXv2jNs9RYOKdDrtFIV95330GnW0NtusYMfyUUuBqBAKwK2AA2NZmFAohFmzZuHJJ59EUVHRFeEfDcmCBQsQjUbxs5/9zG0FGQqFMDg4OK7+2AIN8kjBDOVPs1N2VkNnhfSevqAMgMtOcQ1LZWUlHnnkETz22GNZPffhUikUGt1qdNu2bTh79ix6e3sDBur9HIECOw3uNOui2+gp6NMxUHlSo0d+zZw5E5s3b8aDDz6IpUuXZj2bdyn84l9uenDrrbfihRdewNmzZwMlQAoEbUCqjpKkzlplzAdoNOBge+z/WnoXi8WQSCRQVFSEhQsX4gtf+AI2bdoUOOjrSvJRn1ldXY2HH34YbW1t+P73v4+2trZxvkNtl+WL8kY/AzBOV9V2qb4DY06X2/3m5uYiFoth4cKF2LRpEx599FHMmjXL/fZK+gm2b9q0abj77rvxox/9yCUG1PYzmWHLn9hvzdgPDQ259/oMn85rfymn6n81IcZrOL45OTmIx+NIJBJ44IEHcN9992HGjBlORq9EgMuEXElJCdatW4eGhgacPHkyAPoU4KlPtUk7m4G3QZzywfodfR55ynIylquEw2Hk5uaitrYWn/zkJ3HTTTdlrTrgg5ImX48ePYrz588H2sxtW3XmQl/kuQ04fHbf6q3iGIv5bOZeS9U4VqrXeXl5uOmmm3Dvvfdm5VDDD0rkU1FREbZs2YLh4WG89dZbLhCjr1SZURnkPSzPdNZSsRg/U/6oXbC+gqQ2j7NnxKN33HEH7r777qzJ3qQCDSrKvHnzUFZWhjNnzgAYU1yrdPq5TuGQkVQ4XzZBhUpf6nR0Wk2fwcFQo8bF33PnzsUXvvAF3HLLLZe1xtvHu3R6tHRiw4YNSKfT2LVrVyALTz709fW58gqdwdAadh+IUx7qVDeFkp9xv34F1hb06OfWOVdUVOCWW27Bpk2bAmAsGw450z04rjk5OaitrcWtt96K5557DhcuXMDIyMi4WndrCPVz5Z29vw9k+7IxPkOqu18RNNfW1uKhhx7CQw895LLJVwPkaT+LioqwYcMGHD16FI2NjeOCB/JGDTmzJzb7ZOWG/OGzgCAI5+nylBcGZLFYDPF4HHPnzsXjjz+O22+/3e3UdjWJ7WZfFixYgPz8fNTX1+NnP/uZy8pbJ8JMKPlokzJazqOO1AYWNjizMgmM1U8zQ1pUVITS0lLU1tZi+fLl2LBhwzXDS+pGOBzGhg0bcODAAdTX1ztQpmUEmuFUgKf+Qe9twR9fGtCqA9ZFkHl5eVixYgU+97nPYfXq1YEt1690cKsJi/Lyctx77704fvw4XnzxRTQ3NwfkxgZQ2j++NAnCayyYtnJnbZ1+rjxWv8aMcmFhIT7+8Y/jK1/5CgoLC117NPl4uXiq+srD2mbPno3BwUHU19cHbI9vFzkL5FTWtEZeeUNSbKKfA3CJFG5dSx0oLCxEbW0tPvWpT2HTpk1Z32zgUng2c+ZMzJ07F21tba7vtC2UJYutrD3ygWr1s8pLBduaNLalyxZUaxDHBGQsFsO6devw9NNPY+nSpV4ZuxxyxwCa/xcUFOCmm24CMDqzofxQvln7zs+UnwAC/LDrRG3woRiYfdVEFPnEZEBpaSm2b9+O3/zN33TnemSLQulJpBT0p01NTXjxxRcDZUBqlNR42Wwe76XT/RaoDA4Ooq+vz5VO+abOFGgrqLY1u6HQ6MK+mTNn4rHHHsNjjz3m6tCuFKmQp9Np9Pf344033sCuXbvcDgHkA0+4LigocEBMp77ViWomnny3h35ROJkl6OnpcRku3sMaWh0zCmtubi7i8Thuu+02/O7v/i4WLlw4TqAvZ6DBtgCj43rq1Ck0NDTg7bffRltbm+OfzxHYrIDPWVOZWS+vQaytTbYZK7aNNY8VFRW47bbbcPPNN2PJkiVuC9srDVwsqXG7cOECXnzxRbflqOqtBcAaWFgZs4ZO5cnuBgSMLbhlNi8vLw81NTXYvn07Nm/ejLlz5wZ2lgKufHCWyVGRUqkU9u3bh5/85CduH3p+rrpHntk1ZKqXmjThOPjGAoDXkQCja1ry8/ORSCRQXV2NVatW4ZZbbsHKlSuRl5fnLTu7mkQ/0dXVhcbGRrzwwgs4ffp0gC/0HRbA2cQSkzE2KeU7EJI6yoxeVVUVysvLceedd2LZsmWYPXu2C0h47yups5nccyqVwokTJ/Dcc8/h1KlTgVPr1fbbMgqbfVdwp0GGgiALbMhbvZcGHrFYzM0KlZWV4eMf/zi+8IUveDdZudw20CYG+LejowO/+tWv0NjY6A4uVT4oX3yz/KrL6itsYMtZXRuEaICRk5ODgoICzJs3Dzt27MDtt9+O/Pz8wA5BV1Lu+JyRkdGzgp5//nns37/fYQTOnPEa/qXsAZkDCwXNyke1Z+SZ+l76DXsWk4JtUiwWw/Lly/G1r30NmzdvdgnRK0U6XsAoP5PJJPbv34/Dhw/j0KFDbiMByp1NnCjv9P/h4dGNWOyib5uAUflVnnNs6WtjsRjy8/NRUVGBW2+9FY888giqq6udDQWys+HAhHedAoLOvrKyEtu2bQvsxkLBU8W1imgNqU7vKoDjotL+/v6AcPJlHY+CRX1GJBJBPB7HtGnTcP/997uFuJkU+HIpt63ri8fj2LhxI1KplKvpo/HOy8vD4OCg2+IQgDuZmqSOwkb6LGOx31NQGWjwfpkyZBQ4neq9/vrr8cwzz2DhwoVXFbiEQiHU1NSgsrISsVgMzz//PLq7uwNTkfyrfOD46mE5vB8QzDz4ZjX03jQuDASj0SgSiQQqKipw55134pFHHkFFRUXg/tcC2GMbKioqsG3bNsTjcZw4cQJNTU3jgvdM+qZOlOCNRlRPZafcqMFj8ByPx1FbW4vVq1fj1ltvxezZs8edfqug4UqSjpM12gSgK1euRCgUwoEDB7B371539gGv9Rl/CwytjbSZLpv10tlF6iWDtYqKCqxfvx5bt27F5s2bXXB7LQQZGjBqkFRaWorCwkLEYjG89dZbOHHihEsaWEdsExoMCJgt5po+8pZnAaRSY/v/s3x27ty5uP7663HbbbehuLgY5eXlgWyynSG4UpTpuaFQCPPmzcNjjz2GAwcOYP/+/di3b58718r6VyszVpcz6TcQrAvXTTc0wAVGAR4TK9FoFJWVlbjrrrsCJ85rVtz28XIR26gzPSUlJbj77rtx+vRp/PSnP8XZs2cDeEKBnQJbTXJqsEb588kn/ar6z0Qi4WZt58+fj82bN+Omm27CtGnTxp1VcKWDW31ufn4+brnlFqRSKezZsyeQtFUwqjwBxhY7awIOCGbpNQHD7/R8GAXRDDp8sspncX1LVVUVHn30UWzcuDFru19eCumsDzAq8zzSYO7cuQCAvXv3jjvfS8n6AH5mkya+RCmvtUk54hxWDCQSCeTl5aGqqgqbN2/GJz7xCVRWVgZ8WrZoUjMaSmTCL37xC7feQA2WTsVaoOcLOPQaRrLJZDKwjsF30qHeT7N9wNgC7NLSUjzyyCN44oknAgtxM/XrSmavBgYG8Oqrr+L1119HX1+fy2pYpSOQ1QVsWo7BLAp/p7MkjLCp1KzN1zI2DQz1RaAYiUSwZs0a/OEf/iFWrlx5RTMG70dDQ0N47733sHv3btTX1yOZTI6b5WHfmI0BEAB55B0DXDs1qUZADWwoFApkClatWoU1a9bgnnvuyeoi+ctJQ0NDOH36NOrr63HmzBkcOHAAPT09gYBVS/HIC2BMXyifANDX1+dkTJ0OF9rm5eVh06ZNmDlzJpYtW4ZFixZdE6U9E6F0Oo2enh7U19dj9+7dOHToEDo6OlyCxCZJNOup5aA2i0oi/5hJpEPglqeFhYUoKipCdXU11qxZgwcffBDTp0/P6rlAl5OoR6lUyp2Xc+zYMezbtw9dXV3o7e11mWMf2GOQwdLJ/v5+tyudlkzl5eWhrKwM69atQ1VVFZYsWYL58+cjFou9r72/GqDvYsTM8y9/+Uu8+eabuHDhwrhdy2ySxNo8XdvI95ootLKoiQVdOJ+bm4sZM2bg+uuvx6233oo1a9agtLT0muIXibxoamrCyZMnsWvXLpw/f975Rh9eUT+gPNUt03XtIzAGwoGxmYxp06ahsrISt956KxYtWoTq6uqrUiZ1MdJESk9PD372s59h7969bmZDgbSuZVG+8TtgbIcl3lPLfDSZpzMZNsjQe2ngy3LHBQsW4D/+x/+I66+//n1Lf66GHqfTaXR2duLHP/4xGhoa0NLS4oIGLU22QVg4HHazPMTBKofWJip+GxkZGRdgcK3o8uXL8eSTT2LmzJlIJBKXjR9ZCzSAUYHr7u7G4cOH8e6776KxsXEcOLNgT6fF7b2UiQMDA+jr6wtMQ9qZCz7Dgkc6l/z8fMyYMQP33HMPnnrqKbfzxcVA8pUONEKhEJLJJF599VW8/PLLTrGokOFwOFB2wZdOndHBqnPQcpWRkRF3IjGDOD6D3/uyqQww4vE4li5dij/8wz/EqlWrAFwbmXkSedLf34+XXnoJr7zyigMolCkAgXUc/MvsEUv1OMVJXtlZMpUPTkfm5+dj/vz52Lp1K2688UZUVlY60H2tgZRMRFno6+tDXV0d3nzzTdTV1aG7uxt9fX1OBnmtAl+WQfHQxu7ubvT29jqZKysrQ0FBAaqrq3HbbbehoqLCbamomcAPE+m4knednZ2BktKWlpbAdDevHRgYQDKZDDhrypiWnSmPdYaRMxjFxcWYNWsWlixZgp07d7q1cx8mXiq44f99fX04e/Ys2tra8Morr6C1tdUF/zwBl3Zcy6ZYbtfW1oZTp06hpqYG06ZNQ3FxMWbPno0dO3Zg/vz5AbnL1J4PA/X29qKxsRGvvfYaTp06hZaWFnR0dAQCDhtkAGPnkWgtPGXPBh4cG2bvWf7D7brnzp2LRx55BAsXLsSsWbPceFxLiSiSYo6hoSGcO3cOe/bswcGDB3HmzBk3G0Ywa9dREXsAcJsIEHswQaWzZzzskQHuqlWrUFlZ6dZnXKtEXezq6sLzzz/vyrvVFumsl87YWvwCBHcLVDmjjfOVTNHf8HraSSa0CgoKcN111+Hf/bt/h7Vr116TiRXVn2QyiaamJuzatQtHjhxBc3NzIGmns2nUIcUktoTMBiZafqXJFa6ZmjdvHj71qU9h9erVbqfVy2nnJh1o6HQkMCaUZ8+exc9+9jMcO3YsICi25EnrZn3TxDqN1tvbG8hM8/kaPQNjBpQDG4/HUVxcjAULFuCZZ57BihUrAmUE14oz0az4wMAA3njjDezevRvNzc3jlJcvjV6ZGVVB5XsaTUa9vuyptoHt0BdPsVy9ejVuv/12fPzjH3dZmGuNh/zb19eHN998E2+++aYDdB0dHY4PKgPc9SOVSqGvrw89PT0OVNvMC8eCU7OJRALFxcWorKzEzTffjOuuuw4LFiwIHAz4YQTQwNhM2/DwMA4ePIhdu3ahp6fHGboTJ044/bNbCCaTSXR2dgIAurq60NLSgj/8wz/Exz72MSQSCQcG+ZtrSZYmSqpD5N2xY8ewd+9evPfee252iNTV1eUAodox8tfeVxeR8gDD66+/HnPmzMHSpUuxdOlSt0Xmh42PHHv1Bxp40J4Bo/w5cOCAK+kgyAmHw8jLy0NJSQmGh4dx5MgRvPrqq/irv/orTJ8+PbAQ0vqcDxu/gGAwpLONhw8fxssvv4wjR46go6MDfX194yoI6Hv7+vrGzRDpmjP10QzocnNz3WYDs2fPxkMPPYStW7eOy4xeizptEwO0PcPDw+js7MSbb76Jc+fOoaGhAWfOnHHBrAJm3bgmFAo5eerv70d3dze6urowNDTkSlNmzJiBbdu2oby83M26fRh8ggb93d3dOHv2LJ577jkcOnQogBt0xkcTy6q/QPCwP4tH+L/OaOj6SN5by7fLy8uxbNky3HTTTXjiiSeu6aANCGKUwcFBnDhxAqdOncKbb77pZm2pw5SroaEh9PT0oLOz0yWRdaYRQEB/yQPO8BYXF6OiogJlZWWYPn06Pv7xj2P58uWujBm4zFvqTybQ0Aba2zDYeOONN3D48GGcO3cOvb29gZIqLb0AgrVt7DSjN2ajgeB5CFR8nXpi5p+7OMyZMwfbtm3DwoULceuttyKRSFyxQ74sTz7ItDwwFmw0Nzfj29/+Npqbm8ettSDo1XIW/lXQ4ju80NbhKhHEcBw49TZ79my3r3d1dTXi8fg1p9Q2UEqn0+jt7UVraytGRkbQ1taGF198ER0dHW7dy/DwMKLRKEpKShCJRNDX14fW1la0tra6GTSd3WH2lEFsRUUF1qxZgx07diAvLw9z5871lv5ca872/UgzMCSbmeImBpqNIX86OzvdAVnDw8M4ffo0jh49im9961vusD2la6WEcbKkbVWnMjQ0hIMHDyKZTOLtt9/GiRMnkE6nceHCBbS0tATsm5amENzRsXKhbSKRwMKFC7F161YsX74cFRUVzjn5EgYfJrLt52faD/UDGqQmk0m0tbUhNzcXfX19aG5uRkNDA+677z4HgvVeDGyuNVv2QcnHF/aFi1DffPNNHD58GMlkEslkMqCr9Mv2nlqyx/HQBcyFhYXIz8/HjTfeiFWrVmHZsmVuu/NMY3YtkU9PVXdGRkZQX1+Ps2fPYmhoCHv37kVDQ4PDMFr/T3/Q29vrEgldXV3o7+/H9u3b8Xu/93vjZhevdd6Q7AxjOp1GY2MjXn/9dezZswfnzp0LVKZouZRu58r3QHA7b31piZQtU9MEM+3f/PnzsXPnTtxyyy2YN2+eW9N3LfHVN86Wv4ODg2hsbER3d7erHtAt+oeGhtDa2urKIjXBTp5raRrXPJaUlKCkpATLli3Dzp07kZ+fj3g8jurq6sCsOH93uWjSMxoKvPgeCNbh1dXVoa2tza26TyaTjkla2pRIJBCPx9HZ2YlTp04hnR7d2rW9vR1DQ0PIy8tDfn6+m7a123spAIrH45gzZ46rF/3kJz+JgoKCQAkLr71SZA1bpmerQg8ODqKurg579+7F8ePHceHCBXR0dLh6PSA4q6NKaT/XkgxOdeupwOl02i045+cFBQUoKirCxo0bsWbNGqxevfoD15JeLUPqM5IkncHp7+/HCy+8gMOHD2N4eBjLly9HSUkJGhsb8eabb+LIkSNOlpiBoiMtLi7GnDlzMG3aNNx3330oLS11GS195od9JsOXRLB90Qwpv0+nR3dS6+zsdEEunfCqVasCC8I/yqTZUtrKVCqFkydPorm5GfX19fj5z3+OI0eOYMaMGZgzZw4AoLu7263pYVYrGo2iqqoKW7duRWFhoZthLCkpcQuhdbyuxUxyJsqks76gyc4YAeN3RlH982VSVSc/zEHGB6F0Oo329nZ0dXXh9OnTePnll3H+/HkcOnTIzeAWFRW5TLsNMEKhsc0d4vF4IKiIRqOYOXOm28nMZzOutVkj33hriYoNQIGx2nrdvtoGVOFwGAcPHkR9fT2Gh4fR19eHFStWYOXKlZg5c+a4DUfej64mvzLZEv1/ZGTEbXxBzKaYJB6PY8OGDSgpKcGuXbvw9ttvu3UTDHa5flJnL1jKZxeYA3A7XVZXV2POnDm499573QYm16oOqy0C/Ls4aWKJgWxdXZ3DfCdPnsSZM2dQV1fnNlvw+V1uMDBv3jx37MDChQvd2gxfwMPxvJz8y+oaDVImZWpvb0dnZ+e4RdpUWBqzV155Bf/0T/8UmKrr6elBTU0N5s2b50qoksmkyzgzmmMd5PTp0/HpT38aFRUVbgeWa7Fu72KkQtDV1YWuri4cO3bMbd/a2NjoSqJ0WptrD5LJpAvUOCvETMz111+Pr33ta+7AuFAohJaWFvz85z93B4+VlZVh586dmDlzJmbNmnXFDw7KNvlm3QYHB3H+/HnU19dj7ty5yMnJQXd3N06ePInvfe97qKqqQlVVFXJzcwOHKnEBqZ7k+mEBdVN0dUgdDtdkNDc346WXXkJ9fT3WrVuHTZs2YWhoCEeOHMF1112HaDQamEHjCcsf1uD1atMHTfZ8WOli2VPOnu3btw/l5eV45ZVX0N3djc7OTqxZswZr165FXl7euHJoYMxHc0MV+o2PIg8tXUofdc1QKjW62xDB9UeRVwyohoeH0dXV5RLHXL8zc+ZMRKNR/L//9//w3HPPoaenB62trejr63NJX5ag6QYG/GsPlKuursaSJUtw7733oqysDDNnzszqeQ+Xmz6IDFBfT506hZ6eHkybNg0nTpzAj370Izz//PPYuXMnqqqq3HVcE8lyxuLiYmzZssXtbHYtbKxyWQKNiRAHYGRkBK+88gq++93vYtq0aWhqanIzIbfddhu+/OUvu5KW9vZ2p9R0wvn5+VixYgUGBgawePFiBww/zKSGn7MSbW1tbmcqBg8A3I5H77zzDvbv34+Wlha3fe3Q0BD6+voQCoWwadMm/PVf/7XLRPHedvu6a20njGwRZYaZBF20FgqNLkA9fPgwamtr3c5kyiedNv8o8meKsk+ZSqq03MyWKwJT8jVFkyNNWFHeWNLCz1jzPiVrU5QtUh/7r//6r2hsbMTAwADefPNNNDU1ob6+Hjk5OVi4cKELcNPptDtfIj8/H2vXrkVRUZE7F4i7EjJI+SjLK9dBFhQUoKOjA/X19bhw4QJWrlzptsn3USqVuiaCC6VJnQyeTaLANDY24r333sOOHTuQm5vrVuRzO9Xly5cHDu+6WI3lNRJDTZq09IK7W8yYMQP33XffuJI1YLS2dPHixWhra0NDQwO+/e1vo6OjA8lkEgUFBXjwwQdx9OhRb0mMZl/42UeZ2D8qJg1jbm4uNm3aFJgpIn0YF9lO0dUnlRkNUjNNpVPOPoqZ0Cm6sqRrd7hhg6/cbErWpihbpDZuw4YNqKysRH19PZqbm9HV1YVIJIK5c+fiN37jN9z5DfS/xDm1tbWIx+OB+9rD8D5q8so+5efnO36UlpaipKTkkpKb11JJ6DUzozFFUzRFUzRFUzRFUzRFUzRFHx26NsKdKZqiKZqiKZqiKZqiKZqiKfpI0VSgMUVTNEVTNEVTNEVTNEVTNEVZp6lAY4qmaIqmaIqmaIqmaIqmaIqyTlOBxhRN0RRN0RRN0RRN0RRN0RRlnaYCjSmaoimaoimaoimaoimaoinKOk0FGlM0RVM0RVM0RVM0RVM0RVOUdZoKNKZoiqZoiqZoiqZoiqZoiqYo6zQVaEzRFE3RFE3RFE3RFE3RFE1R1mkq0JiiKZqiKZqiKZqiKZqiKZqirNNUoDFFUzRFUzRFUzRFUzRFUzRFWaepQGOKpmiKpmiKpmiKpmiKpmiKsk5TgcYUTdEUTdEUTdEUTdEUTdEUZZ1yrnYDLkbpdBqhUMj9DwCpVAo//OEP8V/+y3/B7/3e7+Hee+9FTs5oN3gt/36UifywfSXPMn3/fve7lN98GEllyvfed/25c+fw9a9/HfPnz8dv//ZvIxQKfaR59EHpYjIzPDyMSCSCxsZG/Pmf/zkOHTqEz3/+87j77rsRjUbH3Uv1/KPK21QqhXA4HNBN9jeVSmFkZAT/5//8H/z0pz/FTTfdhF//9V9HYWGh93qStZEfZT5qn1KpFEKhEHp7e/FHf/RHOHz4ML7+9a9j+fLlTr4+ijzIBvn40tnZiR/+8If4p3/6J6xatQpf//rXnV9V8vkb3+cfNkqn016+pNNpjIyMIBwOY2hoCPX19bhw4QJGRkbG+QFeq/fKyclBWVkZFixYgEgkgnA4jEgkktF2Uq7t5x92Ulzis1+0fy+++CL+7M/+DFu3bsWXv/xlJBKJwH0+SjzxkY8/6XQaL7zwAr773e8iEongK1/5Cmpqapwv8fH1WqOrGmhkUjYfs0ktLS14++230dvbi7Vr1yInJ8ddfy0zOtuUKcDI9H0mUt6Rzx8V5wH4+0JjrjJzMSezb98+dHR0IBwOB76jgfz/m+yRbBJAKRKJYHBwEC0tLWhsbMRTTz2F7du3B5ysdajXurGcKCnw0L82KdDR0YGmpiYUFxdj586dKCgo8PJW+ZeJdx8lnvp0mP/H43HcdtttaGpqwt///d/j/vvvx+bNmxGJRNxvJ9r/DwvvLqWdvuRdOp1GY2Mj3nvvPRQXF2PVqlVe+fH56Exy9mHhnRLteyqVQjKZxODgIA4fPozTp09jYGAAANDQ0IDW1lYXfEQiEceHVCqF4eFhDA0NuYAjJycHBQUFmDNnDqLRKKZNm4YtW7YgHo8jNzcX0Wg0oOPqY65FmqisZcIrahPb2trw9ttvo6enB48++ihyc3O9yZMPo2x9EFI5sDZv5cqVeO+993Do0CHs27cPc+fOdd9fKj+uBr676oGGD6Sl02kMDQ0Fsn8AMDQ0hOPHj+PMmTOora1Ffn4+hoeHkU6nvVnS/79QKpUCMCZA/f39OHfuHIaHh5FKpZBOp9014XDYCSe/A4Dc3FyUlpaiuLjYjQuv/TCTzxFaY06noNkk/mZkZATd3d0ONPf29iKRSLh7fJQA3QchH1AJhUJOD1W26uvr8atf/cr99tSpUzh9+jTmzp2LRCIRuA8dtuXrR4FsYDE8PIxwOIxwOOx0sKenB8899xzq6+sxb948LFy4EMPDwwBG5fPIkSMYGhpCfn6+Ay16fyZc0ul0QL4/Cnz06RZ5GolEUF1djcLCQpw4cQKHDh3C8uXLUVZW5tXnS+HHh4V37zcjS5nIxMehoSG89dZbOH36NG677TbccsstTn87OjqcnldUVGD27NkBv22rCT7MSb+hoSH09/ejs7MTv/jFL3DhwgW0t7ejr68PqVQKsVgMoVAI0WgU0WjU6bAGKPyOAcfQ0BDOnz+P5uZmN8v72muvoby8HDfffDMWLFiAoqKiANa5ln3JB2kXZU6vV98wMjISuI4yeOzYMZw8eRLLly9HRUWFu07vGw6HvTNtHxXKlFgqKipCZWUlDhw4gLq6OrS3t6OiomJccPJBxudqyNZVHTHt8ODgIJLJJFKpFJqamnD8+HEMDw9jYGAAQ0NDDjTX1dVhaGgI5eXl+Md//Efk5uaioqIClZWVuO6661BSUuKyWR9lUiVl1r2npwdDQ0Po6urC3r170dnZ6QCgAsFIJIJUKoXe3l4MDQ0BAAoLC7F06VJUV1djZGQEpaWlWLNmDUpLSwF8eJxuJvJlz7u6ujA8PIxjx46hoaEBXV1dLiAjIEwkEmhpaUE6nUYymURzczPa2tqwYsUK5OXljQMzH3VS/vX39zv9PHbsGE6fPo3h4WHnUJqbm9HU1IQZM2Zgz5492LVrF8LhMGpqahCPx5FKpTAwMICRkRGUl5ejqqoKS5YsQXl5eUCHr2XH+36kDndgYACtra04fPgwqqurMX36dKfHp06dwr59+1xW9Dvf+Q5yc3MBjJahHTp0CAMDA8jLy0NVVRXC4bALRGbOnIkNGzYgkUggHo8jLy/vI2UDfVletX+VlZVYv349XnjhBbz33nu44YYbUFZW5pWZS8nmfRTkjn9HRkbQ19fnkipKJ06cQH19PeLxOC5cuICf//znGB4exqlTp9Db24vBwUGMjIygoqICs2bNwvDwMPr7+1FeXo6bbroJsVgM8Xgc+fn5H0q5Gx4exunTp7F7927s378fPT09GBgYQDqddn3T2QvKY05OTkAPFUTTBmogQjxz6tQp1NXV4a233sKiRYtw3333YcGCBSgvL3e//bAT+9Db2+uCqIGBATQ1NaG+vh7JZBLJZNIFbwMDAzh58iRyc3ORn5+PH/7whwBGgz/OMCWTSUyfPh0bN25EeXk5CgsLEY/Hr2Y3s0o6O0FcoTZo/fr1OHr0KPbs2YNf/OIXuPvuu5GXl+fFNva+V5tCaV8IlQViPTKQuRSKmbyOjg6cO3cOu3fvdgC4vb3dGUUaOtZJ9vf3Y2RkBMPDwxgeHkZOTg5yc3NRVVWFW2+9FUVFRSguLkZxcTHC4TAKCgrGte9adyIXmzLkjE9LSwveffdddHZ2or6+Hr29vQ7oMTDT6cmRkRFXC0m+0mHzM2Zi8vPzMXfuXBQVFWH9+vVYt24dQqEQYrEYcnJyPlTT5BqQdXV1uYDipZdewpkzZ9DT04Pu7m4MDw9jZGTEBWKpVMo5zq6uLgBASUkJioqKsHXrVtTU1CCRSGD69OnIz8/POO39YZvy9bWTAVhvby+6urowODiIo0ePoq6uDqlUCj09Pejr6wtk1Cl/lDkGFXTGqVQKfX19riwhJycHCxcuxM6dO7F48WJUVFQAGF/2lik7e7nJp4e+NlB22traHGAJhUI4efIk9u7di+bmZhQVFSEvL8/dt7+/H62trUgmk05nNSlA3WXShXwcHBxETk4OCgsLUVhYiNraWtx6662uhlfbbftxLZG2SWdoU6kUWlpaMDg4CGA06CgtLUV+fn4gc3rhwgX86Z/+KS5cuIDPfe5z2Lhxo7t3poBDHbTKbaZZu2uNb76giTNkyWQSnZ2dTl/a29uxe/duZ/s0QUL7R9vH+wCjAYqWAlEGe3t7EY1GUVpainA4jNraWtx4442u0uBandWwmXUGWbt373b6Gg6HAzMW0WjUra8gRSIRF3iofjJRMDg46GY06K+Vl4ODg8425ObmYt26dXjwwQdRVVU1rjrjWpI7xXUXo5GREfT29uLFF19EPB7H4OAg6uvrMTg46GaIdMaCfFG8MjQ0hIGBASSTSYf7wuEwCgsLUVRUhG3btmH16tWYNWvWuJk1S1eahx/UbvC6np4ehEIhtyYlE/577bXX8M///M+IxWJ48skn3awGdZO+wVfBEYlEUFhYiLKyMsfb4uLiK8KXyxZoAPBGZarg58+fx6lTp9DQ0OCmHZVhBMu8F8Hx0NCQm25LJpPo7+93NeEUyOrqaixYsADbtm3D+vXrvQtnrsWyFxscAMHp6GQyiaamJrz77rs4deoUenp6AiUZAFxflX+8DxVYfzM4OOg1lsw4FxQUoKCgAIWFhVixYgXuuOMOlJWVBUqrfDy80ny18qZlPD09Pdi3bx/27duHxsZGZzB18R4dAQMpOgoaQfKDAdrw8DBmzZqFJUuWYOPGjdi4cWNgWvf9AM61QtYo2u+od3v27HGli+qQWbZjHYc6JQIUfkddHR4eRjKZRF9fn5vVTKfTWL58OXbu3IkdO3Y4QK6ZnqsRZPjAqNXR/v5+HD58GJ2dnTh8+DDa2tpcFlRlk+VT7BMAF+TzOZQxAE5WeQ31ltnlZDKJgYEBDAwMYOnSpdi+fTtuvfVWFBQUjAMG1xpo1qw7A7ITJ044p7l7924MDg46Z3zddddh5syZSCaTjj+RSASvv/46zp8/j5UrV2LhwoUYGRlxgJElL7QHpEgk4nQ4JycHIyMjaGxsxOzZs1221Of0rybvtAxW9bW1tRXHjx9HKpXCmTNncPLkSQDj1/RogEa75vM1AAJBLW2h2kHOig8NDSEajWL9+vVYvXo1lixZEqgjJ10NvfV9Rj395S9/ibNnzzqbzwCCMkPd1UBD37M/msSjjmowoWs3fNcMDQ1hyZIlWLVqFT72sY+hrKzMBRxqZ662zupMItujWXjii71796Kurg6nTp1yyWBdNwWMlXFTxpR/mlihrNE/cGaor68PNTU12L59O3bs2IHq6uqM7b7SQYbqmU28kdjXAwcOYN++fRgaGnLjnpubi5ycHCcnABCLxdw6lmQyiZKSEsRiMedDqZfEzpZycnIwc+ZMLFq0yAW7d911F2bMmIFIJOLsr28t6mTpsgQaarRoDNkxMqqpqck5Dl6nGS3OXpDJdBCaGR0eHkZPT884oezv73fMrqysxI4dO3DvvfeioqLimgLGFyNV6FQqhebmZpw/fx7nzp3DwYMH0dfX564l7+goVcjIewU2dBYaAWuWWQ0ilZy8z8nJwfbt2zF//nwsXLgQCxcuzLiW42plEfR9f38/9u7di3379uHs2bNOnuxiUQI8vqdhA8aMFBcIki/qLEpLS1FTU4NPfvKTWLBgAfLy8jA0NOSmhq9mJv6DkBpF8i2ZTOKdd97BuXPnkE6P7r6VSqVcyQAdM8sHWIMMwDlQZgXpgDRTytIr6mtPTw+Gh4fR29uLvr4+RKNR7NixA8888wzi8XhgXcfVDDiA8Qtjm5qa8Prrr2NgYAAtLS2B7JwCwmg06kAbgIB9JA/VMVEPuZ6DgQUDNQa9/f39jn8MQJYuXYqHH34YN954I6LR6LhA8mrLYTqddrYcAF599VU0NDSgubnZJVDIL/oPnXFMJpMYGRlBbm6um32kLOraNOogNyLQZBUAFBUVobS0FOl02l2zZMkS3HnnnQiHwy7LeC0BPpWJgYEBvPXWW2hsbERra6uzNcy4A+NBDktpVY/IZ/KB19EWagmzZpuB0XWBfMXjcdx77734xCc+4RY9c8yu9GJnm0RJpVJobW3Fj3/8YydnduaCsgLAyaa1dzrryOsYUKiPGBgYGAegaQf5nraSSZbFixfjoYcewrp161BQUBB4ztWWO5us5Wdcw/j222+ju7sbzc3NAIBEIhEIXtl/DdaIV9TvKs7j++HhYTcbQlmjnZg9ezbuuece3HfffcjNzb1qumr9u7W39HuvvfYazp496xLH7e3tDlPk5uYiFos5/tCWxWIxp5sqp/SjDJY1KUW/qwFbf3+/m0mbPn06tmzZgttvvx0FBQVO7rPNs6wHGgqOFWC888472Lt3b6CUIBaLjZuxoNMlswj2CIzpnGj0qMicyVAAODIy4mr7NmzYgE9+8pNYs2aNc0zXIvBT/lEwz549i1/96lc4c+YMBgcHXRaZgmWjZs3y6UyFzliQl5ph0WBOjaAqOsENANTW1uKTn/wkrr/+ehQWFl5VPqpRoTM5ffo03n77bbdWhSCFsw4EGwR4/C1lVLP0DEZ6enrQ398PYNT5EBST59FoFMuWLcO2bdswPDyMO+64wwHka0nOLFHeWltbcebMGezatQs9PT0YHBxEJBJBLBZDLBZz1zJLxeBWZ8lIFhhSbhQMk9+c1aB89fX1uRdr8L/0pS9dsaleH1nHlU6n0dnZiYaGBrz33ntoa2tDIpFwxlp1kkBGbRWTAwACAEWDj3A47ByuAhm+dNEpZ4XIRz7jM5/5DG655RbMmzdv3MzK1aTh4WEcPHgQb7zxBjo7O9He3o5IJBLI5GrGUxeRAnAzFDYLr/aNAYj+z9IfvZYBHH1KJBLB7NmzsXjxYjzxxBMoKioKPPtq2zqWlDU0NGDfvn1OtwhOFJDQVxLcKci196W/tok9Xk9bSZ1nua76ZALmsrIy3HHHHXjyySfdeqMrSdQ72rbOzk40Njbi5ZdfxunTpwPBBfnGl+ol70P+kVdAcKMH6qdmlamjmlxQXjLoIAAkGCwsLMSyZcvwB3/wB26d5LWgszaJ3NjYiJ6eHhw9ehSNjY0u2UTfQDki/zTbrsEc+UfekZfUSSZUGLwxQaW+IhQK4WMf+xjuv/9+LFmyZNyGGVeSR2pjVTb27t2LX/3qV4FSbcWilD0m80iUY9Vv2j/KEW0lib5VKzNs0oDyV1hYiPvvvx8bNmxAdXV1IEF4Tc9osNMNDQ2oq6vD8ePH3eIfZpiswyOTFPTypdkUzbZzygiAM3xaC9nX14fOzk4MDQ2htLQUDzzwAJ588klEo1HEYrFreju5VCqF06dP44UXXkBzc7PjmZYDAEElYvBBxeR9qMzkndbcUvmtk1Flp0Iwk0Bhzc/Px6ZNm/DJT34SNTU1V90Bp9NptLW14fnnn0dTU5MDysAYcMnJyQnI0eDgYMAQ6myRyh4zT3TqmnXhNeQjAMyYMQNbt27FLbfc4nZauhaJ2eH9+/fj1KlTOH/+vOsDjR5ljoCFzptTrszgU374eX9/fyCJQL4rSFYnSz4nk0m37qOnpwcFBQX47Gc/iwcffNAFGxpgXwlSxwGMlqrs2rULJ06ccA5Ay220bVqOR2ChM7mUM7VzmmzQtRmaUdaacJaRcjYqnR7d8CCdTmPt2rX44he/iJUrV14TO3ulUik0NDRgz549OHDggNM5lg2wbZQ1gjQtG2LtNz/XUgxNYJG/lF1NpOhMm/JuYGAAPT09mDZtGj7+8Y/jrrvucrsDAVefd6dPn3YBGm2XBq4E0cw2q42jTOnstZaT+fij12myj6BPy4Sou0NDQygpKcEnPvEJPPDAAygpKbnifGO/Wltb8cYbb+Dw4cPo6elxAS2DDPJMgwnAv7CWflQxjIJJ2jTykHqq9o82QLEKecmEQSQSwaOPPootW7Zg2bJlLtFzNUlt34EDB3Dy5Ek3q0W/SjmMxWJu/R0wxl9dj6H3VRun61x0Fk2Bcn9/v9usgH5iYGAAtbW1+NKXvoQbb7zRbZELXHmdpewNDg6iqakJ+/fvx7Fjx9xaRuoXAMcv8kITLpQdTSAwMcrrtfwWQCCBzIoU9bXkI/WYydPFixfj8ccfx6pVqxCPx7OWIM1KoGGjezpUZg+6u7sBwC0ktouJgbGoVp0uGUylVeXli8LGZxLs8f++vj4kk0l0d3ejr68P4XAYN9xwg5sumj179jWVbSYPmCl99dVX0d3d7bIEatw0C6PGj+9p+DTAsOBFr9OyK+Wx8l6Fk9mrZDKJZcuW4atf/SoWL158RTIvmbIGLS0teOWVV3D69GmXEdapbgABHnDWSwM3lvzQERAYp9Npp6Q0mCzfoNwx8CBwDoVCmDt3LrZt24ZPfvKTmDFjxjUja8CoYWppacHhw4dx6NAhpFIpVx/qc7ypVMqV4Wg2WO9ns+/WyfI6zfoR5PGz3t5e53jb2trQ3d2NWCyG22+/HV/5yldQVVU1blr6ShCBVHt7O/bs2YMzZ864IIx1yNRB9ptgxgb8mWYW1bmqflIGCVIUqKRSowvruVCfMsvtOkdGRrB582Z89rOfxbJly1BaWnpVZ4ZOnDiBl156CQ0NDQDgeKaZUABuNoLypgGcrpfhCxgrdwHgAhR9r58x68exob8g4Ovr60MkEsGKFStw9913Y/369VcFMJO6u7tx7tw5HDhwAC0tLc6nqo1TkGJnq9X2KdglULHJAPLIBhu0cQTFaiN7e3sd6EsmkygqKsK//bf/FnfeeWegnIt0ufwFZaKrqwu/+MUvcPz4cQwMDLgEo2IRyp9mjEkaXKj+6kyazhLpLKPO5HI8VOd1tsPO6NIGrlmzBr/2a7+GjRs3XtFt/HVclB8tLS149dVXcfr0abcRj8UmOiupdp/JKuqgzehrWZlWp6jMaTVLX18furu7naxxY4NFixbhy1/+Mnbs2OGCjSuVlFJMMjAwgJdffhlHjhxx6/XoPxWf2A0HFLfwPasDFLtogkD9Bt+r3hKv6QwaE8lailZaWop77rkHTz/9tHdXr4no66S2t80Uo7D8Yv/+/Ugmk66xNIA6RUnDpuVCwNi0uNbzaeaB32n5BttERqjhYKasp6cHzz//PJqbm5GXl4cHHnjgqmyRZpWY/Qfg1rEcOnQI6XTaRbpqEJk10FIInX5TXtCwWf4Q/BAM+RyAZq7T6bTLWvB7Lkbat28f/uRP/gRf/OIXsXjx4kCbLxfvbJBx/vx5vPHGG2hqahona+oseA/ySZ0y+6tORIMuDfi0xA+AyyayXpIO5ODBg25h3AMPPIDVq1e72turSdw5av/+/Q7Ih8PhceDF8o+yQgBDmVAZJB/Jf763MxF0MtRjZmp4z1QqhUQigaGhIXR3d+MnP/kJampq8JnPfMbtPARkt6TFZ0gpY4ODg9i9ezdOnDiBkZERV0vrK7+gnigfrNwy2Od1FjTz2eS72jYt79CZJJ3ppGMbGRnBq6++itbWVnz2s5/FPffcE2gPabL8u5gTIj8aGhrcjm8AXGme8oo2R3nC/uq2ovo86iH7a5MuGrxQXulDeC8dS8pkX18fXnrpJbz33nu4//778dRTT7mtSNlntRfZJLXhdXV1aGhocGuA4vG4C25ZDqw85O/JNw02OONIXbSlj6qXBCu6Gx/5ZdcraFkMbXBrayu+8Y1vYGBgANu3b8e0adMuq+1Tee7q6sKvfvUrnDhxAkNDQw4U0zfoeAPw6gTvqX3ULLLaRp1x098pULQlKfT9ubm57rvc3FyXdHnrrbfQ29uL3/md38ENN9ww7t6Xk9hmYHTHwcbGRtTV1eHChQtu3RyAgM5QdtRmaQUF5Yo6zplG9kl9AHVa+Up51rJe3puyevjwYXzjG99AT08P1q9f7zYmyCa9H/9TqRTOnj2LY8eOoa2tDQBcn9W+aIWPtYPqNxV3aTmoyp7aOvocjg8wel4aZ6B0dlZnoc6cOYPvfve7WL58OW688UbXPvZpIjI3qUBDFVKN/enTp/HWW285J6dGUAEgf6MZUV5DIVPQwvvzeho8NZoWeGhmlowcHBzEvn378J3vfAe1tbVYt26dF2hfblLjxf/7+/uxa9cuHD9+PBAQUFA0C5OpzTazp0qqmUHyTflLA0FHTeeiWUZb20ug8/bbb+M//If/gCeffBL33HPPZeOn8ottv3DhgttkQDMECjYYGNB5hkIht1uKZpDJF5vd0iCF11PhSZo1IR9zc3PR3d2Nb3/723j33Xfx9NNP45577rlqwQbHq66uDu+99x4GBgbcNCmDDTphGxiorlK3yFfygXxUY6ngkXqq9bycKWH2hbwnKMjNzXVZv//5P/8n4vE4nnjiCWdLgPE7omSTGGTs2bMHhw4dChzaRSOt8qa20Rp9vtfyHjpX8lIX42q/1MaprPFeXPemCQLycnBwEPv378cPf/hDLF++HJWVlYEky+WSRfURzc3NeOGFF1yQwTUt7K8uclSARsCsNlFlC0Agc0zboAEr3yvPVWaZZbWOlzOY586dw9///d+jpqYG999/f8CHXS7+8Z7d3d144403AIzZcU0I2FlbJk8sICGooxypjvv8hQ16SdY3qU/QMWQi6sSJE/j3//7f44knnsBv//ZvO/ByOfSV9+3o6MArr7zituDmQataNq36qv9rH8k3ErPr6jsthtG2KF9IWnqlz+Z3IyMjztcPDAxg7969+M//+T/ja1/7GlatWhW41+UkXdPE0h8ALsDgetFMyRTqqPpWIBiAaSBMnlJvKV8awKbTafdcjifts+LLd955B+fPn8fv/u7voqam5orwCxizPQ0NDXjxxRfR0dHh2slEHvmUm5uL3NxcJw/8H0DAdqkeK/Fa+g2WL1J+1K/aBBRJ/U0sFkNubi5Onz6NP/qjP8LDDz+Mz33uc66cdaLJlEnPaKhDHR4expkzZ3DixAm3FkPBnQWAAJxQ0aFoQELh0kyTLpjUiIzPUOPJqSEOIDC6OwaV9/XXX8df/MVf4I/+6I+u+PoCC0QoROfPn8fZs2edoJAXzHYQ0GhWRA2jlmRYI0pwrEbNtsc6IGaydLaEU28cOzrk4eFh1NXV4bvf/S6WLVuGmpqay3aKJ5U5HA6jtbUVr7/+OlpaWtyCW+UTiUETfw8gAOz4G96XZVE+AxmJRBCPx93Uo89I0pn29/e7TMXx48fx3/7bf8Pw8DAefPDBK75QnFnc559/Hr29vUilUojH485w26y88pu8Uv4rH/m58pAyZMEyMGbg1KFw/NSoElDxkL+uri785V/+JSoqKnD33XcHgnUr1xMhC4AISnfv3o2DBw86e6Uyo8kMex8GVBZUEQzSRmnGnYGB7tSlY6jPoF1VndBsLdvF8pYXXngBtbW1rhxIxzQbvPMR+1BfX4/29nY3luFw2Fuqp4kO/k/ZyJTls+Uaumsc7Zb6Kj5LAyEGtvxexzQSiaC9vR1//Md/jBkzZmDLli2T5tcHoXQ6jb179wZkjm218sfrrV+wga0GogDGbVHN3zPwBxCQI93FTHmpQTN9Bv1XX18fvvnNb2Lnzp1Yv3690/ts8kn92KlTp3Dq1CknG8QBmkXW5yvgVV3V9QQatGmwqoEDf0MZJA84RvqeSR+W7+l46v/9/f3Yt28f/vt//+947LHHsGrVKlRXV1/WWQ32sbm52c2qaCZe5VFJ/SyAgCz4gnP2YXh4OFAxQVljwKo85rW0CcBo8MOxYelyQ0MDfvnLX2Lnzp3uXKZskY/vlJ3m5mb88pe/REtLC0KhkJt9tDhY7Z6OubVZ6tcUNxLTaZBqZ5RIXC+jZVr6O96XOtLQ0IBvfOMbWLt2LTZu3BhIJl4qTcorq5Bwmui9994LnAap9cvc6o7ZQJYdUGDsbkoUZBtQKHjmb1XYmZni/QEEFD43N9dl8l566SV861vfCiyevlKkYC0UCuHcuXN47bXX3GK1WCyGRCKBvLw8N01J0BWLxRzPuB2aFSCN7lWogeBUJ4WbbeLv+B2/10yVKo1miUZGRrBr1y78xV/8Bdrb2y8r/yhj+/fvd0EGecNAgAGvbhnn44tmqNkfvqdC6yI/HT/W2TKwVeOvgQnbd/bsWfzJn/wJvvvd7wayqtkme1++b2hocPuR5+bmIpFIBMbbB/z4ueqvGk2dXlUATt6S9+qMKYu0D3zZGU/yjuMYj8fR0NCAP/7jP8abb77p+pdNh6uAJRQKob29HYcPHw5kQ60OUf94jeonr+Xnyjs7+2azqzojolklDfT1N6qrPkA6NDSEP/uzP8PPfvYzB8Qup+1ju/bu3YvXX3/dAVFru/ie/EskEk7meA3fq1ypbKjNZ+bZ6rnaAPLE+h/ej9/TluTk5KCpqQlf+tKX8M4772SVb5lmDs6dO+d25PLJkcqf2mp9WTtuEwk6s8H3qv+qqzZrrc+gzKmekLfRaBQ9PT342te+hqNHj04KuPhI/WlLSwvq6uoCs6Z5eXlOfny6a/2dz54oIOP3GixwfY9u3OCTQ/uyiR4dF02yvvTSS/hf/+t/4eTJk1dEb1OpFE6dOuXWMVIvVPc08CVvLU/1dz78AGCcvFleaSCtJViKSyibbFs6ncaPf/xj/O///b8DM56Xm2evv/462tvbEY1GUVBQ4LCvlicTz0WjUSQSCfee/1s/TD4qjia+UdlRfKP6ynuoXFN++HsmtHnoZmdnJ373d38XBw8eDMz+XipNOv1HxnKLR92BAAiCCJ8h9BlMy1y+VME1G2EzMRREzdxHIhGXnVHl7O3txV/91V/hL//yLwM7JFwJIoAYGRlBc3Mznn/+ebS2tjpBSSQSyM/PdwJKAWMGmp/ri98nEgl3nYJqdaAUVOuAlL9WaAEEBJZOhfdghuHZZ5/FgQMHxpVZZZN3qVQKJ06cQEtLS2DGxzoVbb/2yRpL5ZNmVFVRNYDQoAMYk3kNxnScVbbPnj2LP//zP8dPf/rTjNPuk+WPdZQjIyM4cOAA9u7di3Q67eTHgmQFpxrU+gIyC4xt5l4BpU6/2rbacdVZCvKWvyMPjx8/jv/7f/8venp63LOyyT9SR0cHDh065PTJzmQACPDDF6hTP32zIGoPCb7UfqnztUGILv5jOyxYUSejoP61117DkSNHss47Hy8HBgbcZgPkhQYIVs+UV2rzrEPV7KDlkcqr1XXLc9VZ/QyA+63a06amJvzX//pfcfr06azxyacX586dcwd02Sy3BvOqx2r3fLqbKeCwwM9n82yNtuozwTU/58yH5e/+/fvxve99D21tbVkHy9Sf9vZ2dHR0ON4oqKPskE9M5KlcajKAfdfybC3H4649PT096OrqckkcPbtA7RjHxsocn6fyy7/8fnh4GHv27MHevXsD5TCXg5LJJN588000NjaOs2E2mLABnIJgGwgQ2+hZEcSRlhTDcXxtkGt5pjY3HA6jr68P3/rWt3D06FG3u9LlIFYLHDhwAE1NTYEkk9oQypv1Db5EniZUMgWnmpAjf/nex1eVGV3X5sMAAFBXV4cf/OAHDttPhCYdaKRSKdTX1+Ott94KRL0qTD5DR6XyRa/qBFxDw2M14/q/MgSAi2bD4fEHN/E+XGTF7zo7O/E3f/M3+N73vhdY/3ElZjhSqRSamprw0ksvud25GBDwrx56pEGEnSGiYGv0rMJrx0DBIP/arKk6I32xnerE+bycnNHStH/8x390B/dkO/PH6dF3330XyWQy0DfNnFhApyBZ++0D0SQfHzSgJbimjNnD/hhoaAlgTk4OTp48if/xP/6HW/SvTjcb/LJOvL29Hfv373czjRpgqMHzGTUL7jQQVYCo8sP+h8PBshWrWzbjorKpyQVrJ0KhEF555RX89Kc/zbq+8vkjIyM4fvw4zp07FwgKGNiqLVIZYXutTCnPrYwpL3z802v1uZQrTchomYJey2fk5OSgsbER//qv/4rOzs7LBljS6TT6+vrwyiuv4MKFCygoKBiX9VRQlynAVSdqk1P6v4JwHzDSv9bOkbcKMNVO2MDw5Zdfxi9/+Uu3u1y2+EVb0tjYiF27drndEjm2NhGkumNBiQYkGqRa2bW2x8ozwYcGwAQ0vN76dRL9GL8bGRnB3/7t3+Jv/uZv0N3dnTW9ZTBQX1/vZs7UN1lfZQM1K1N8DyCAGThDwc90hzfuxMWtuTm7EQqFxvlxBjfKH+Wfgmwdr6GhIfzgBz/AoUOHAsmYyfDN+p10Oo3jx4+joaEhEDxoQKS6pzbNvtRP2GBekysqo9Zvk9TOW3lVm6m/AYDm5mZ86Utfwq5duyaUkf8gPATGtlHWclm1deHwWKmoLxFC/KaJW2I4yo/O6qqNB8aqBNSeWV6r3VD9V3uoY5tKpfDXf/3XeP755yc8KzSpQIPM5WIrBZ5krgJiMi8TkFEhzPQiU7RulL/jIiplOBlIYdbvVYhPnjyJv/zLv3RnCNiM6uUirmtoa2tz/GLEqwKlpQR6jTWgKpR2tkPBiIIcAAEhU/5kAtxqPIAxZ6IlXO+++y5eeeWVyzKrMTg4iEOHDrldY1SZlScqHwzarJOxGTcNuBRIq/zQOGu2wmZDLdBnCRYBAwAcPnwY3/nOd1ymxZc1nAjZILK/vx8nT54MJAJsCYENOnyBv/JNjZHqppUd9kkdgw08tN3USV+SgMRnt7e345//+Z9x+vTprINlJgGam5vHgWBNhDC5YYOKixl41TOVGf1M5VNr6lW2bNKF7SF/bPKA/eC1P/7xj7F///7LNvM4MDCAd9991wW41CHVFQABGcyUiVcwYzOmll8qo5mCFssXC8StzKtsUof/+Z//GQ0NDVnzExpgNzQ0oKenZ1wwZbPcaueUR+pr1b5ZIGgBo/oCX8APZJ7ByxTckvh9R0cH3nzzTbS3t2dFb9m+ZDKJPXv2uE0+bJZYZcvaM/oH9b1MWtr+cP0FAwtuR8sXP6NdV/tK/01/rrM+ag+sXKh+HzhwAH/3d3/nypMnA54t/9Pp0S2Bz549O87eW71UebLJIptwUf5Z+bJtsfqk/LC2SvXWBjR8LgAcOnQI+/btc6eLZxvb8eBCJj6VD3ypn7CBb6Zg12I71Wkrl8pTtYtqzzQI4xjptvT8rT6nvb0df/u3f4umpqYJ4eJJr9HgQUtklM1sWsfsc8LW+Kvj5eDoYGlHfQzmAsoPqrTMUhw+fBjf/OY30dXVddkyfEoEnjzBlwJlwZ9d12IjWxvMWaPlc8LqWC0PFfTYvyTlqwU4HKe2tjb8/Oc/R0dHR9b5durUKRw9etTxzTo+DRSUhz7HaIMp61gsf7gug23RBbgKtFUZCRQ1+AiHR08W/853voPjx48HsoXZMIJqtEdGRlzNKHnGvz5Q5suuqPxcrAzD6momndXx1N2V1JHobJAFyrzPyy+/jHfeecctqMwWdXZ2Ys+ePS6jbIGTJk4oX3YGUXXJ9llJeaW/0WDG8k+DMH1vM1PWbupWrp2dnfjmN7/ptl/M9sxjW1sbTpw4EeiLgnVtn29mwwa1anPUaVq5s8EESe2i7zMN6mzwrXaUv9mzZw/+4R/+AV1dXVnjGQB3VpHyRPukumdBDftkE0o2gLD23ga85KsNLrStass0AOLzgODZEVxXFAqFsHv3brz88stZC3LT6TTq6urQ2dnpTWTqe5uJ5ysWiyE/P9/ZPU0esC/ctlzXZWjpVHd3N5LJpNvMQeUtGo2iqKgIJSUlKCwsDNTik2eakMjUz/7+fnz3u9/Fj370I3doY7Z0N5VKobW1FV1dXV4+2SRGpqoG9sGH83x9U3nke/bXF5RYfvF39CHWRvT29uIHP/gBXn31Vbc7UzaIenDw4EEcOHAg0HfVXb6s7vqCjEzfWftn/Sz/t2dsZMJGOhYMNCzmiURGZ2beffddPPfcc4HDAj8oTSrQ4NqM7u5u58RsmQA7qcxTpbaMVAOo4EINnL5X56ogHQguaPMJr71XX18fvv3tb+Ptt992wnM5A45wOIyGhgacPn3am2mxka86W1VeXxZBQYkKuYJn+2Kb1AmrMtprbUaVpFPOu3btwksvvZRVAJNMJt32mGoAbZCQCRTbDKUvwLOOGBjbfUgV0jeVrkEFeao8tFO/TU1N+LM/+zM0NTWNK6GaKNmZlAsXLrjAgk7CrhlQfijfbDZZeaM65pNB6yB0NsOW91gDpzJun6fXDgwM4O/+7u9w/vz5AH8nQ6nU6OnLDDIsWFW9YwkJDbvNKvsyvtYxqq1hHyhX5JOStYsEGrpmIxPw4/X87Ztvvol33nknsLvOZInO/ujRo+jq6grwINPMBWfYdOytTFo7Zj+zL+03+eqb9dbZNbvzknXiKmMDAwP46U9/it27d2eFb8Cofdu3b59bY0DieGZad6Y6aPmlcuLrE4Bx4ITkk3/yii/VZz6LY6TfqQ50dHTgJz/5iSuvnQzxGR0dHW4XLBtEqU5a+aKd4UJcuxhXwZsGG1yLwWCDB9jyYNfh4WHk5eUhLy/P8aSgoAAFBQXIz88PlJT57ILym/8zGO7s7MSf/umf4qWXXprUOj+Lc3p7e1FXV+fWJAHBtbbh8NhZS2rffBhGZ+Gs/Vb5sP214NknV0BwBzWVZ6v77OO7777rdoKyNnWiFAqF0Nraivr6+gA2YDJH+6xYOBwOj9vswvpb1WVfgKaz/Va3tX1q+3Q2R22c1WVWKfF+7e3tePbZZ9HU1HTJPJoUp7u7u9HY2OgYq4OrQqmKbct5bGmPAhcriJZp9nObXSXj+D0QrIFV4j3PnDmDQ4cOTShqu1RKp9OB7Xo1irXCpjMZPqVWxdYARF+ZAg3LH2D8QiINRIAxBSe4zmQsLly4gPr6+qwpNTA6RXn27FknM/o8VWQA4/hpM5P2M/5Oja8CE1VYe66GneVQnupWjpp1BuC2HGWAq3yeLKXTowvUmpqaMDg4OA6IWB5cLPPBNtlslbZVHaUGYRpgaN915pHPspkb3pfEMVZbsGfPHrz66qtZKTsDRsecJTG6aNFmkJQXaoNUf7VfVv4YIGhShbwi76wOkgc+R6yfc/ytblsAU19fj+9///tZXyg5MjKCZDLpeOgL0NhmTU6obdN6ZpVNks3q2ZcNDhQo2tkg8pWypTzS8bXJnFOnTrkDHCdL6XTa2TcdJ+tPKR8qR5S1TFlS1RkbZGiCwxdYWPlSgKPyb/vCv7omkvfkDoXZCNIo73YGSPWTbVEwBYyViXDjFU0+2ZkiYHzZFE/wpg9IJpPuxPRwOIyCggIn73l5eSgsLHRBhgaITADRv/gCDRswtra24uDBg+Ouu1RSm8NdCS1PVdZs0KCBhA18VWZUJqyO6uf6DMqtyqYF02pDfRiRz+/v78cLL7yAnp6erM5oXLhwAa2trQAQ2DTC6qbiMK0a0AoVWzKquss++Q7oUxxOWWLfLV4mHxUrRSKRwGyd3i8nZ7RUdNeuXXjnnXcuuXLgktCMdmx4eBitra3o7e0dt9jKl02xmSxblqEGUhVbhUlBDf/amnmNzDTTTDDPgdOAQweir68P//Iv/5LVulsfpdOjZQUnT54MgD0rYApQmGlhqZTdhcoXcGQyPpkCA/6fCfD6PreGUTNbkUgEr7/+Ourq6ibMJ/ucnp6ewG4W2h6bkSc/ffKpQQj7rX8pP2pAdZZOjaC2kcGjdeIX20K5ubkZb7zxRlbBHp91+vTpwGyJUiYjaDNY/F/1U3lhga2CZu72ZgMsH9DT+2nQx7+aJNBnNjc34yc/+UnWSlhCobG9z3WsMwXudByqh6rTGgCQvz7Dr32zoFb1zCZZVC+t8+c1PsDNZMFLL72Et956a9xYXCrpbzlbm5Mztjc+A0vLK/KDNto6W5sVBIIHw1lHzLb4XpmCDQ0edXzUDqjcc7wGBgbw/e9/HydPnpx06V4oFEJ3d/e4JJ1+7wswM/ldn51Su0QeqCxb3ln+6Hurw5b3+huVXV7X2tqKY8eOuRLsydCFCxdw4cIFAAj4eitfJLVbBH2RSGScvLCfXPTNnaS4+DuZTLpybW5zzpkN6hfL4AoLCx2gVH+rcmV1WQNr/T6dHp3BaWhomNTWrRa49/X1OTymyRLFJ8pXTQapn9QEM/uiWXM9b8XaQ9XVTCBZP9dqA2vzrE4fPHgQfX19Wcd3NrCNRqOBsz8sriUu0V1FmXzRKgsbXClfyCvKnsqUtfcW61lZtyXLej1fFy5cwLPPPovz589fkq37wIGGKmk6PVojeOTIkYCxtwNnDaIKLBlqnbJmlfU+rsEi2OqILeBU50Cn4jOa1nCOjIzg0KFDaG1tDTjwyVCmewwMDKC3tzcQVQII8MOCGztrYUsy9K8v2LDZLJtR+KBt92U09HoV7r1797pSp0sl6/iSyaSTu3Q6PS7Tp1O6vgDD8k7lTwNPygLliNPk3MmEjltnzWg8bQkV++Grm1TQ/dOf/hQnT570ZiAmyjf+b8eX48dnp9Nju2Ooc1AZs4YPQMCZkJ+2f2poLaDRsdXEADMqKqu+Pup3+/btw4EDBybMM21PU1MT+vr6nJyFw+MPFFXbYe2W2iNr0K2+2HGmHKmTskBZgzcFjDrTqPJrnQavo+M6efKkO1NjsnaPv+U46nOVVzYYIr84pjqLy3tokKsgm21WuVZ+8/fW3ivv9Df83AbICoh0bI4cOZKVdS4jIyM4cuQIBgYGxs2A2WBL9cvOVGo7rI22PNeZRt/vNCi15RW8nrzSmd2LJalUDr/73e/i+PHjgSTCpVI6PbqlLReXq36qnbDf6fe2BFYP46NOMcjQc5X4GXnQ29uLzs5OdHZ2oqurC21tba6EikktG8zYtmhbrXzY37355pvYtWtXVrBKe3u7K4X3JSnsSwM6tluTexaj6e/YN2vbLW98awdskEHyjbnylmsVs3UGDp9NkK4JD3vYKnnCvmvJlM5qaMBheaY40AZcis/JCxtksM0+G2dtIO+h4xQKhXDo0CHs2rVrHKa+GE2oPiOdTuPYsWPo7+8PMFozo+4BBhwD4w8DspGyj7FqCNThKqOVofyfsxc0DKydtMKstbl9fX340Y9+lPVFzErqGMlTfq5/+b9mZHwzFb7gIlM2zAdCreOw9/U9j8/Q5/gMJzM+kyG2kXIHjJXTaBZAgYCVL5/jtpk+GkoFY8xkEdxp0EFno8CYWU4uTrbZBi0lIhHs/fjHP0ZTU1PWSoA6OjpQV1cXCF5tkMm++5xxTk5OoI7Uzn74QKk6SOscVIc1yNJMlPLFghstI7KOuL6+Ho2NjZPmGTC6bkb3DSco10SG9gHAON2knFAuyCstNdQxsDZA9TGTnmoJn53FpaPLBGqYQSUPn3/++UAp7GSIBxxyvDTDqfwjWbmiP+DZK+SvzQpqFtgCW5tIskEX4Le3+r3qrTpjvY4g94c//OGkS24Z8NOO2HNS9Do+h+OtbbJy6dNZK5fW/qu+qlwpSGEbBwcHx/HG7mTDtlj+tbS0BHZ7nAixZIl+wEeacdb/OePGQIKnSrNfmnnX4JQbudjtbdvb29HS0oKOjg5XVkW/lEwm0dHRgc7OzoBs2TG6WDWCBdt1dXU4cuTIpGbTONZsmz5LXxwj216+12oBmwz1zfDaPmlbrJ5aOVUeWB+ksqT2NRwOo6mpCd/85jdRX18/YX4pnT592m1Rr9hWx9JXNaC4V89WUV7o7333ssGID8NZ3hDDWL9h+ahjxDFJpVI4cuQI9u/ff0k8+sCBhhX6/v5+N3Bq8DPNUNCZqWDal+9z64gtU6zSWWOnU/a67zUNoBpy3mNoaAhvvfUWent7Jz0Vrve1LwIRAibNxtvfsg+6UFEdnwqwT4mVh5op9YEaVXTf/7ZdFmzafubk5Ewq0NB7Ue4obyQL8qwcaR8zBWoKdH0BVqYyAT5Pjah+x5pHH6jUtg4PD+O1117LWnaKGRwFzHasCKBttlSBvBrCaDTq+KNZFwucfXKVabEpyfbZ52x8//O9ZlMnQ93d3W5bUe0L+aQ2iDyyDjknJ8dtpaz8tMGW1W27Q49PD31rhmySxRfQKU8poyqTe/fudaUnEyUNsnp7ewMziSoTPgCaSY4seLQJFavnahM1kFC7b/VXQbttgwJrnSliX4DR5NSLL7446YXNoVDIrWfRRI7abesXAYzTX+WFXdyuwQPJJ2+2Vlv7q6SgxT73g/jPjo4O/PjHP56U7ra1teHYsWMBnVSyAM6XANED9gjGmJTUIEtxBJNKWtsej8fdrEYymXTjx1IqvRcBJ3ln7ZqVxUwBSGNjozu49FKJ/eczYrGY+9wGrjqeKoPWHiou1F35bPDvCxK033yOBdEqr/Z6H2Zh/1KplAuKbWLiUomYcvfu3WhpaQk83+Ira4uUMuEC/c5iZG2D756WN/peg2X1G4qpfbxR+0Ec9kFxyoQ4zV0drEGzDtk9JDw2xZ2p7kwzq/oXCO6GoRlOHxAhOGB2grWfvql6ZayNqM+cOYP33ntvIuwZRzbqDIVCGBwcxJ49e5yx0ZOt9XqrMMxUqqHT73QaTB2jFSpSpoBC+aP/axZLDbCOh3Vsw8PDePbZZyfNx5aWFrS2tro2aTZTx1BlSjMHNoBV+SMvmJnigTs6hry35R2DRB0vAA6UKu8suLJjcfLkSbc3ejaIOmFl3/bDyr9eo3rCoEP1mPfw6ajNalrjZGcr9Frem/JrZzN1JoTP2rVrV8DoT4Ta29tx7tw5ZzN8wbW2QZ0s5clOSWtf7O+0XMNmjXX2Q/lkx5C2QwMPfm6z2LyXtSHJZBKdnZ2B30+ERkZGcOzYMbcQnPzQoEzLyXxg2AZQyncGvz7nrEGEtYO0m9p3zSrb32nbCLhVN/T/UCjktjSdDHEXR7Vt+nwla/dsjbVtO4Bx/sAGtfpMtWV8hiazNKGiOmtBvj7D9oNyd+DAgUsqxbDE9rJNPn+fKVDUmQxWPHCdBf9n8MHDWDnjobPcHPuysrJxszx5eXmIxWLuGsq/JmyUXwrslS/Wh1OWf/7zn+PQoUMT4h3bo5sQaHtscOBLPFo7w7HQcj4bIKtPtQGLL1hQsv7EyrBN5vDF5+zbt29S/GL7Q6EQBgYG3DP5V32BlhcrDlD7ZE+Q94F9xTU6k83vbOBsE04+rKY89gW5NmlDuT5x4sQ43HBRXl0qc0OhkDvEig/mA7WxlmE6dab30mv0dwrOtE6WhkEjVK0JVaYp6FXmWWNmA42RkRGcP3/e1aFNlvbv3z+uphoYO++DffCBUssHrQlVp8FsCj9XI6ggDRgzclbYrGEmb7Qd5A/L0Dh1rGDJAohUKjXhxX46njwMiUFDKpUKGDC99mIKYEG/Lxtgx8CSBdLaf8oj+cT72ZIZC+7T6TRaW1sd2Jss6XjrZxbE8XMdL+ULeREKhZCbm4uioiIkEolxsmGNp/bTBi2W1+/XD+t0bLaGbXnttddw8ODBSQFlYMyW6PSyBUi+YN7qoH7He1kZtf3LxFPLO31vg2eST8ZsG8irrq4u/OpXv5r0rFA6ncb58+edA+az7Iw1MDaDoDZebbcCYpVbHQ91qirDam/Vvur3+nu1b9Yp+2ZDVJfS6dGNRI4ePTop3rW3twc2k1B+se8+sMBsfKbEkg+EkC82OWX7Rx757KXvf+srrP+w+ptOj86edHR0TDjLPDg4mFHW+V5LoZRHWgJL3qqftesyeMaJJgYUMEajo2dlEFxyNp8znOQLECyNoezbUmTllf1LeT5+/Dh+8pOfTIh35NvAwAA6OjrGJUUvRpQRDSaAMdBtg04NNlS+rJy9n/+28vRB/AoxQygUQmdn54RngGw72FaW4GkgoYF5Jr1S/GaBvSZMlZdWV63/0Db6fsP39jP1CZnwT39/P06fPv2+46SU8/6XjCeCTNaU2akwBYD6ua9hNtqymRaf8OjnVEyfc+FzNatjHZQdJGBUObq7u3H48GFcuHABlZWVE2GToz/90z/FzJkzUVZWhhUrVmDlypWuBCUcDgfqkNlmto/KoU7R8tXnXNhnBY7KDys86jCVL9Z5q9O1gmgdjPKVCyUnQuSNnfGx31t+aVaB2SULOrSPNpOq/ST/LZ/JTx/oVhCohoZttRmJdDqN3t5et0NUNojPVOCs+kIDZoG8Aj9+p4aavKBx1OssIPGB/kxyaPVdf5sJ1KgjPn36NF5//XVs2rQpsMXfpRBnwRSMv18/VN/S6XQgmGeAqSDRN7Ohr0yOg/ZOF8wrD+zssLV52g/L+66uLrzzzjsYHBx0gOhSKZ0e3QGMiQU+i2MxMjISqEW2fQPG5IpjocG68pC/UT6yDcoT/c7qtE/XlTc+R2vby36cP38e+/btw5133jkh3gHjN4jQxI32RW2X8mBkZGyGRkuaFFRbOdZ7sT86Ppnslp0hVl3w8cyXMeV1Z8+exWuvvYYHH3xwQnz71a9+NW5dmA18OEtt9cLqncqRru3klrXKy3R6tIyXfI/H4ygqKsKyZcvQ3d2N0tJShEKjZ4aUlpYGbK+u3/IF4dp2G3T7dPrcuXMT4p0SbbzPLqs9tLzld9Rbi7GsHbV65Utw2fv7sJq2m21X/aC9pM3k8xlMXgpY9lFzczN6e3sDOmD1Un2uji+3P7YlcRZbqIzoZxaT2Q1ArMxYUhtpAx+LB/QeFrt8EJpQoKHRlV0TYIWKn/kaaDtigxafIbAZL80S8zdAMDKzswW+SE7bRADW3NyMpqamSQca6fToLjZHjhzBu+++ixkzZmD+/PmIxWLuIB8qhP6vjphttoZIhckCYlU6HR/LW5/zsgLsCzbYVnXWqiAa9Jw+fXrSPNSxssGGXmPHmIu1reFR5VNlt4qm97TZRMqZrkGxBpEZHy0bsECI142MjLha3slSKpVCXV0d+vv7EYvFAs/mX+qcjr9m23TXIJVBHWP7TN94WeDmc1zaBnut3oNttjKtz/og2bhMxPvTQSjgUnCp9+e1bJdvsZ3qEgPfTODBBgiZAAav1Z3OAH9w6+OX9mt4eBg9PT3jso2XSidPnkRHR0fAT1BeSLSxtmzJOmxmmq1v0N/4Ei3W0au82oSWnZHib1gyY8GND+ikUikkk8lJJVSAzJuB2PFQm+RLrqi9YvusXdTPbJ8sWNJ2+HwLgZQdR95Lf29tayo1ugi5vr5+wnI3ffp0tLe3B+TN8tNWVLB/qt/0F4ovbBJBKRKJIJFIIBKJuDMyuEYjEomgq6sLfX19KCwsdGs+Q6EQ8vLyEI/HnW+y9kR5p77d+mqSXds5EbJ22JdE9hHLwRhwkS/Wv/nsDv9XQK39sv21dtHey2cj2C/FLENDQzhw4ADa2tpQXl4+IX6l02nU19e79Xz6fDsTadut8sWZEJtU1hIpfqebfJA/Onuus2ycJeHnqqc+3lmcrONi+X2pM48TCjQogDQm1pBcLNDQ3TGswFgDyHtqwGDBrBoDYGxw1DHbhch0TuqQbPsBeA3LROgb3/gGTp8+jXfffRfHjh1DS0sLXnrpJaxcuRK1tbXjMpD8X/8q+NKsm4J5C0x8UadPwS3IVGG1wNq+VKgzXRsKhSa87kB5olOQNrNCRWW/ALjaW+7+pEGYbkdoM9Iqp2qkLN91pykA45yGOifrHKwzpdwODw/j3Llz6OrqQjwenxDPtI1tbW0YGhpy61SUPwo8FZBp0GsDD5URnSXMFKjyOVZ3bYCiYNBn4HyORXWV318so3qpvBsZGQmcAUFSh67yoTvUqD2yOsr3GsDbDLtv1k11m3Kn16ujod7YUkbbF72nBYITAXyZ7H46PZb5VSepgQXX/pHH/IyZaJVb3isTOLbZRZ+M2rHm577SVGtvrNxp2ybKOyW9rwWgGujbdmhgbJM9KicKYFU+VE8vFpiqf7A+wV5rfb3ykv3h+qCJ0qpVq/D6669jYGDA4QUFrXb81KbRPimm8PFCfREAN+uXSqXcGj1g1O9UVFQgFouhr6/PVSyk02m3ZbOuUfKBaPWhKr/WnyhN9gwmJtsUo9lxVfxBP0E+a/mayo/lpbV5vkDUF2BZu2/5Z/VY8WE6nXZ9o404ffo0ent7JxxoqF6qLdONjxQnA8EdJ3Xzn0z2iX9pGxk8WF/CF79ngkbxnNouO4OiPM6UzJ6MT51QoJEJDOv31uDY7J4CfH6u0ZrPyfoArQqVCrMyxgqnT5n1eraLzmayFI/HsXDhQixYsACDg4Oor6/Hyy+/jDlz5qC7u3tc29gfzQrYtpF82SUFclbpeL3yywqSGly9LpMi6301irbGfKIUCo0eYsWFatbg8xrLQwI+O84aSGkfbdZKwZx17D7wx9/45N8aUwtQFCAdOHAAhw4dwvTp0yfFM7Zf28VnaeaPbVMdJW8sUFYjZ4Nb33Os0dTvLSDSQNDaAOUrx0tlXvuQjcOYtA8so9Ix8vVXjTT7YN+ro7EAmPdQ8Kf91XbpuClZh+sbI9tHHQvK+2RIxyOdHttinEBEy0ZVL2z2TwMUe1/tr68vGuxZu6XXK5/Vv1iwZfvnA8/k32RsHe+rpXcKUsgD8ou6qsCOfNS1YppYU9nOlKDygRgrexeTNZVP1XG2x/I0HA67IH0iZJN0lncqE+QPnwnAPdv6CraZuycNDg4iNzfXjQXBn65NKCoqQkVFBebPn490Oo2BgQGUlZW5MeUaD2C0vI3bv6sP5doQXXdj7aoSgf5EyKcLdt0j9ZWkuqVBkyYD+b31u77AQa9XvGFlybaZ//tkTe/N7znm6fRomTL7MVHSJDH5ogk5Bm+8RnmlvNQAzfZB+W3xlfLF6qXez8cz2wbFfYqz7Bj58Nf70YQCDV9DfcKqQsbvVCGtQ9VFlMowWxagz7HAlwqrsyDKNCX9zPe3u7s7Kyc1qwOIx+NYvHgx5syZg46ODrz++utOOFXZbLaZfcgUaGi7FeRrIKBOVBXeF9TZZ/vGW4MNn8PhdezfZGhwcBCtra3uvcqC3TpT26nOlu8zTS+qoqlMWX6oIloHq2Nk5ZOfaXvYXt4rlUqhu7s7sCXtREnBlnUYdibIlrHodrw288FMidbEZgIYVs/53k7T2nZax2Rl0cqpBpVdXV2TzixnsjW8L/nFZ2p2Vm0cv1MHqrpoP7cgTPuoPFL+cqz1Oss3lUsrj2pvmpqasHv3bmzdunVCfCPPyQO2WW0tn6eAhp8T8OnMpe7Qo+21TtAGplZG+FfrufW+1tmq37EyzLbaYCMbZP2U7bsGbCTVDQXM6j/VHln5sHbPB9TYLtqLi2VXfQG58tECvHQ67Q5mnCjxmbRpPltnZY6fc9ZM9UlnjthnLUFVm8mD13Jzc5GTk4PCwkJUVlYGyqgKCgqQl5fnyleSyST6+vrcuR264NxXzqe88tmIyQRpvI+1w3p/tTfKG2bbNYBTmweMBbvaN5/eWjnytcX6Vb63FQR6vdpZft7d3T3pXeKAMXtmZ7r5nR0f2x8NftkPXeuitsmWfVqd1vFSsnzLFOz5nqFjb2Xvg9KkAg2NclXA9DvbOCuEFnxYgKGfWcNnhYnPUEZxYSezCJmck+1bKDS6XeFkdyYAxhuAUCiERCKBrq4uLwj1KRhJgYsvCLBCxOvsDlQ+AbKKbgGejocVPL23/d7H44mQOjDNhmpfbDZT+abgQQGEBh8Kyizw08/4Xr/zOVaVM2As8KGjtmPOa7JhANlv8uVi1wDBk0TZRuoxDZAFMxakkBcqSyRrfC8mu1YOfQZW287/U6nRHc7080slC2JJVi+VN7R/1mnY36uxtzpnddoGsNo+/T3HikDFZ8+sLKt8an/7+voCAf1EeOfjpcqY8oLPVz6yveqYqXu23QpgLgYufPbNx3efM7U2TPujYzHZQENtiY4Lv7O7x6n8qX2xiQEFWJl0THXVN+uaiS+83l7n0z/1+Zn0a6J8VPvrq9OnXQfGDmG0fkP1xLaXQJKBhtofbrcci8Ucb/UMMX4eDo/fvp6+h7tZMeDQA2LtOCmg5H2i0Siuu+66S+abJT5LZ4JUzjTZojNE+nuVG22/TRxpf6yt1HHT32sS2gYsOn6a7FFSOenv75/0QcIkfSZ9gcUD1q8waUdZoY8lLvCNPfll9Uf5af0I26ff6/U+W0e7ob/18fCD0qQDDTJVG0JBJbOAsbpmDTTIWDLURvI2Cub9+J7Psg7UMtCCIg2IbE0i/1pQeblIB1YzMiq4/FzBiw1OyAsroBrB2tkM33VWmC0o5Dhlyn5ZxaYsJBKJSfNJn2FBqzqZdDodAOoa2Kphs1lLHwDWQJcGl/e0a5TIewYK1kCo4uuY2nHUjMZkKBwOIy8vD8lkMhAcsR+qtypb1lGrrKh88jvlkX35AEomMGJ55wtaL2ZQ7a4zEyXrBBUY8HvVGT2/gv3Q69TJ+OTMPtcCNt81FiTb8gqbPdNxVb7b+wNws1mToZycnEDQYwGJEvugu6rYRaiqv9auq+NVXc1k30gX66NPxvS+/L3qzWRnbfncoaGhcZuBaJuAMX/K9xok+GZ7rD27WGJI76eyrrbCllZaW2f5rjJIO2KD58norY4D72fJF0gpoFY7x/twHBgkjIyMuNK/kZER5OXlIZ1Ou+1dud07P4tGo+6+LIki5mAwMTAwgGQyGZjZYOmU2hI7Btr3RCKBLVu2TIh3JJ2JVB4NDw+7vmtSgDzVa1XH2Gb1tRYr8HMrpyo/5F2moMsXyNiAxvIvk4xcKr/4bA0y1I9aO8a/bK/ymtjKxyP93wZqllfKF1/Zncq4Dw9aP8U2+/zZB6UJr9HQhqvC+pyYOj27+M9nlHygmPfj5xqsaHtscGCFlNexblgjdNtHu3dxNskKuQosBU5LWmx0rL/T/zMFGfZlv7cOwgq5NSKZnIsVSBKVajLE+2pZhXVgrMEcGRnbMYgG3pa0WOWzwa3KIu9tZ1N8Tl3lmvenrNkxVAdLo52tADccDqO2ttZty2jBsjpbtlFL+KyO8zNbmqd6aYGFjpvKkw10VX+tQdU2Z3JawNiCOTr/iToSK/+6RoN8JR8oD7Z+2a43UD74HITVJ/2rMmXHzjp29lvbqM5aHYzKIH+nYGMyZAG9TaKQj2w3SftlZz98/VdfkU6nAyVpFlTY95ky8fZ/6zu0zbYtkyGbELPjogGN+lsFKvobHQcLOnz6eTGZ8tlLy0fre+z26lbe9H7ZCtL0f9tPvUaxCduvCUf1x7ZSg2PBzTroa/idjgvXczCgYPaahwmz0kJPJdfTya1/tzaPFAqFJrVGQ/undkSfrRUq9vf6O87sWlyh9/LZcYsj9B52TC+Gcfhb+zu2i31LJBKB8sOJkrUF+pn6Bp/NIdYjqW9V/mui3cq25Z3FGyrz1pfr79U+UB58B5XyXpfiXyccaCjgo4O3DsU6PZ+zUHByMdCi96PjV0BnHY6PoSTr3H3E6cjJ1o2+Hx9VIHVwU6mxRajA+AXVPgNq+2X5Y4XROhQrpHoNMzA2A6Z8V2OjYGJ4eHjSe3zbvltB9ymTlTF1iL4gywcolNfkA+9JR+orV7GOnkZaZZzX0QCSshXgptNpFBQUjOOfdfQkBSoEyyRfqZryUAEen02yM0bWRlgwo7KosyM2iFFZBOB28SgvLw8EnhMhCxrV0Nr6fto/1VXyxYIdC2S1dMLnnH0A12f3yHeVJ22ryi7v4wPjPPF9MsQ2qj+wYI7X+faPt4DZzhqqffJlOm1W35LPNiofbRaQvwHGHzCogIxbnE6Gb9OmTcOpU6cCvkwDXfVXHFu7Rk2vsXZO9cZ+lsknqOzyc5L2XWexrOzqc6xO2IqIifLOl8ixusO/lk9qny1g9M3CcLYCGJVpBg+6yUZvby9yc3MRDofdDlS9vb0IhULeWQye12HLp2y5kAV9oVAI/f39eO+993DrrbdeMu9sIof9tz7MAlc7A6X+wfpcxQtWZ/kbn61TGbVYUd/b36idUV3WticSicB2xxMlTWAysNCSxothA90+Xm219sf6W4tXlBfWTvj8qtoAi7etLVB8Y7HdpdCEuMzGcUs3PjwUGlsQQ+erMwfqQLTTFtDa2QzrRAlebZCghsK3gxBfurNVJkEIhUIoLi5Gfn7+RFj0gUiVmW3VbD35aE+EtO1W0JYJPKsj9TkaFUbLe1teZB1XJoetTn+i29sqr/hXwbs6Bc1akidaF2v5ogqq/6tx1L+8RqN8HzDkb1QpfQZZ76u8SiQSky41U75xDKPRaMBxplKpwAyGto3jp0ZUjY7OSvpKz3wy6NM1H/Cx9/Ldn7/VrQFTqRQKCgqwefPmSe10Zp9h9VTHmWPGcgr+RnnJDCh/r7Nl2i9fH31jae2lvda3SDdT0KP6FAqFMGPGDKxfvz7Q50sl1T2dqbP9sN+xrfo5wauOhbbfBp8+sGJBpX5m7aH6DF+waTOl+l00GkVhYeGEeEaqrKxEfn4+2traxgV81qZoP8hDuwjfypjtpwUmJMqsT68VxNm9+tPptEtIXazN/N/a8skQn6MVAFaXbD+1fQq0SBZksa26QQHHiduIM1E0NDTkFoLryeO8dnBw0J3VojMbVn99umtpxowZ2LRp04T5pjMaVl8t3+wMLrGe+ljKiX6uSRWrOz7cYn0JENzcxuqvT4Z5f95H8UFhYeGkZzRssEX8oPzkc3X3PJuAJ199Ps4XTOl9Lc7Ta+04+nC3DdhSqVRAp62N1fPfPihdUqBBAUwkEigoKHDlKFRuMppMUyPoUxArVCqMtpPqQC7mOIAx5qrCatmA/ob/28/C4TAqKysntcXo+1E0GkU8HkdPT48rlVIlVsWwikz+0UhQONgPX1Rq36vQKWgkv9R5aJCi15LH9h5KzOZMlld0wAr62F+CTs0CKoDRoMkXeCkgJw9siZCd5gUQuAdl3QfQVP4V6PuMY2FhoZuJmAzZKX+CP/KE2XgFKXZtiIIdHWv+XoFHOj0+iLcZbHUM6jxt0Ge3udYg72LG1Hei96US7Vt3d7frA3mlz0ung4kB6qENQqyNswGD8kNL/6x9BBDgm8qi8lH3UfcFaRaw8LkAkJeXh7KysgnxjfcCxmScWV62U09RpjxqUGPb5gvU1fGRVKdHRsZ2ubNOUq8FghuHKKhUG6u/UdtoZbC0tBRz5syZMO8UoJAXPuCh5TzsA3muv2G7dXGpz46pHc0UmKg+Wz/C7Lv1K3oPy1ftC23JZGbSiouLUVVVhfr6+oCdIw/4PH3PdjFZoTOTNulhAyzdcYrfh8NhB1wp+3p2DPnEYIzBhQYberis+hXaPfZD+xKNRrFo0SLMmjVrwvzTfqgfs7thcgwZbGlQpkllvacCVw1irN9VHbOYTfXAZztVd9lu32GbfH4sFsPcuXMnlUjWNlCONcHFYAIYm+XluUxarUJ+arCg9ssGHZrcsz7R4glrOyzG8flrWy6lfCf+X7Ro0SXp6yUFGlTCmTNnYvr06WhoaAhMkVuH6yM1pNbJ2sXgVvCsgJEJShRqdRBq/LQdmdo3MjJal71gwQJUVVVdCos+MKXTaZSVlWHOnDk4ePCg61c0Gh0366OAUPuhRkEBhBoMNZo+AG3Bh/KavLUOWDOyOmY2k8V25ufnT9gIsg1FRUWYM2cOLly4MG6PeQVhQDCDbDPR1lDpyxdwWeBo+QvgovJIso7XGlDtR1FRUdZmNDhe/J+k+sp2q3HRvtoZHuUJnSYBBwAX8Gm23fJa9do3W+YDPfpMbSeJ8njkyBHcfPPNEw42KioqUFlZicOHD7vnE9hpUoVtsX2w/LU6Zh2r5acaeHsoou8adRDWcagMWEfC39s1T5Mh8sgnM/a9tWcKXJTH6k+sPbNOUhMDNsiwvPY5Z9t/9We6KYnaAf4mFotlJUHAtmbypdbe8LpMQZXVOY65tWG2NEV1n8/ygTttF68hqFawxz4pYNexn0wZSyKRQEVFBU6cODEu6alttDzlrj8W9GYCZ3o/a8+BYLDHwwPZlpGREbfAW3eZYhmVHhKpiT7eWwNEbUdubi62bt06Kaxi5cWXCOBf6y/V/1KH2XYGJFZXVBbVF/jwB6+3NtaOkS8JRbJ2ORqNYtmyZZNKqgAIYBHfrBx1yK5Hs/3jezvGKsMaVGgCWAM7Ta7awI730d9R1nw21fotUjweR1VV1SX5igmfDM5GAaPK1d/fH6hbtKcd8nd2ekgFzoK+TJk9NfS+l13Iy2co+YQRGB1Ygn07RZhN4v1jsRiGhoZc6YVvCpy88AEMCxYV4OnvlI+M+NVhUIiVXxYM+sAhDaYCGR3fUGh0QdwNN9yQFZ6pk1Cwwu/JB3XUyi814ipX7J/lr092+GyfU/eVstj2+8AMeRWLxVBaWjrpEgzeLycnB/n5+Whvbw/oXqZFjmoYyUc1pjZo7+/vR2trq9vZqqCgwG3nqHptHYsNNiw/LeBhn/id/k8ehsNhzJo1C+vWrZuU3obDYeTn57uSB2AURCqIsKSAiu1R3VRZU2Csv/HxyYJaBXOZgmfeT2cV9HAqC1S035wJnOhsUDqdRklJSaDkSb+jPFkQ46tr1nV/pExA2ga21ubZZAuDOJVR/s7y0ndPbScpFotNSm95L7aR+stn6a5cvF51Gci81azlBQMTq4u2X/o3kzxbQNjX14fOzk43xspn5a/ePx6PT7p6IC8vD3l5eejt7R0HjtSeaVu6urqQTqeRl5cXmKHwyYO+1zFTgEje6fblCr6ZjGPZVH9/P5LJJAYGBtzMht15yIJnjvnw8Gg57OzZs7Fo0SK3OH0iRFlLJBLo6ekJ+AOVAT1wLlNCubu7G11dXRgaGkJhYSHy8/OdrPA+qofqB5TfmXTYhxuVVzYBQX5pEiMSibgT2yfDs2XLlqGurg7t7e3jkit6ndoxtssmrBRTq67wN4rBLJ+s7befKZ9UFjX57LsfgHHyV1xcjLVr17pS7A/Cww8caOgNbZZucHAQbW1tKCoqQn5+vvue00gKCH2dtoDECpWP8TpgqdRYBkVBdiZFzdQ/YOzwNy4svdyk9Zxa562GkbzzAV7bfgqNZrgsYNOshEa1LLdQobbXaWBiy5CsM+L7RCKBhx56aEL8sXI3PDy2ZkWNIb8nuNLrLJBTYOIDaCpnFiwp0XjobhY+OWMfVCHtb/W6efPmobq6ekL80vsDo0ahuroara2tXl3S3VJszajyjcDMZth7enrQ2tqKrq4uxONxd2CV8tU6BMtvAAHZsvpPx6TZPWtAgVFd2rhxIxYuXDhpsDxv3jwcP34cbW1t7vnklfJIM/gXs1VAMCPpA4L6uS/oVZtGHigv7TT68PAwBgYG0N3d7c4D4nabtr/8bsaMGRPimVJtbS0OHDiAgYEB1062W0sGMhHlEQievGt9gwYZF3OQ9qV+x85eKvjmPWz2z5ZNAaNAedWqVZM+yyAUCmH69Ono6OgYB5ZVJmxSJZPttXKmPLJAz+q+XuuTUcuv4eFh9Pf3o6OjA93d3e407Uw2VvtSUlKCadOmTYp3s2bNwowZM3D8+PFxfCAR4HEM4/G4K1lioM22KtC2MuvTTfs9cYnOHlFHbZChazTs/dSWWNCfm5uLOXPmTDozn0qlUFJSgnnz5mH37t1ef6WyprzVaouRkRFcuHABFy5ccP4lFosBCJZ92oSLz0fwM8UWmfyCb5ztcyirOTk5KCkpmXQyDxit1mD/NHjQWQzllbXftr1W5rTfvr74KoAy+VfFahpoqP+wwYhNToXDYcybNw+zZ892/fwgdMlImgJFQE7j0tTU5DL0dj/7TEKgHefnFhRbo6ZM5Hd2Sts+zzpqJX2vYKG8vBwLFy68bDMapJqaGjQ1NaG+vt4BFgI+31kKuvsP26w8UUfrcxC+bLIvs6Wgz3fYHwWVBplAABjjaSg0tnPXRLNVmvWkMdZ+a0aeJTtWdtRQqxxZsOFTcN7H9p+fs20q59bJ+Zyez5lEIhGUlpZi3rx5WdntjPckX3RP+EwO34JYvcY6GgVjAwMDDlQogPHx33eNHRcLIDOBbm13LBbDunXrUFFRMalMFQDnPNhGzUZpW1QfbUZUdUJ/qzJknU0mAJcJ3PF36qzVURDU0MGy7XbKHRgt2VuyZMm4dROXQqHQaA0vxyRTOYHP6VrZtGBeZcMHgklWh1VulVeZbKCWySg41IBEdTuVSiGRSOD6669HPB4PAI5L5V0kEsG8efNw6tQp9Pf3jwOyqks+eVMe+Hht+WGTROpLLLjRZ1lecAxsuZQdHwsK6SOqqqqwcuXKScmdL7HJ52tySmdyCdYtYLX20fJabR/7xf/5LN1uVgNazmYwyOAshm+nKbaB42Vn8MvKyrB9+3bU1NRMWO54r3A47HbJsliCtkP5wt9ZMAwAPT09gdPj9bwyH17xyZwGwIpHLGBWHlkforzjeIfDYaxbtw7Lly+fEK9IHI/c3NyA/qm+asmU9Ql2ptb3e9tf23ebBLF+19o0DTJ0DXMme2ErGOLxOG666SbMnj37kmRtQin7SCSC+fPno7m52U09cls2MpWNtFlALd+wAqcdUsNnM88WhKhQ8rdqIHUArXG0YI/9q6ysxNatWy/7rIYCFV9ZDTA+q64Gx/LJLqBSZVUhVf77HK9OqZFnjIB9DhcYb0BCoRDi8TjmzZs3qewB+5qbm+tK8/gM5R/H3zoFa9Asv5VPNlup2S+9lvywMsR7Wkfhy7r4QHN1dTVuu+22SQe46rA508BZM5Uf5Qf7S2Ctn2vfmWTQ7RgBuODIJgT4v25WoI7BBnvW2PmCO3sd+xmPxycdZNjyE3u2iI6h8sg6NiUL2Hx6YzPrek+fg80ElDXwTSaTLuOoYEHtIuWhrKwMW7ZscaWjEyUr46qjCs6Hh8e2Rdfr7ewQ/ypgUH5RtzLJ3fvNztr/+XsFfb6EhLZvxowZ2Lhxo9uJcbK8IwDQUhV9poJpC3Ct/uhnFrxaHbeypvJoZ7I1Ecb78cwezg7w2fqXY8zxDIfDmDlzJmbOnDlhvgGjtuu6665zuET1TbPuKiPkm/pTlU3lr7Zdx0qDfE38WVkjEKTNVOCoFRnWV2m7yMdIJOJm0R555JFJzQapvM6ePRsNDQ0uccw+KraywY7yR2ce6Q+on7YsyMqa1WE+116j9o/38/HMpwfhcBjxeBzV1dWTngWiTb3++uvR0tKCvr4+5zv5V6sx+FdlyFdFQH7ZyhMrT9pXyyfrIzRZwqA2U9LGnjtHnAUAhYWFWLRo0SUvov/AKNo6JS5WZSNCodC4Q2Z8mVMFGCSfQmUCiBa46G4MNBDW4VuB8wE8VZ5sTq19EL4mEgnHMz2KXttGHqqDsQqqGRSbDbC84zN0/27f7iE26LDOxgJEthMYLcXIy8vD5s2bMXfu3AnxR0HLvHnz0NzcjLq6uoCRV2XVIMPKkwVy1gHyeVZO7fd2TGzUb0GmBaM+J8JsUl5eHoqLi8fd41JJ2zd37lyMjIzgnXfeQX9/vwNDGkyovnA8tW5eearOm8mERCIRKJtSR2Adhw3crDxZh28/Y3sVVAOjW4Nmo/SH41FdXe1KWPgsfb5m/uhYdD2L3s/aMstP/Z988wE9my22cqr30Iyf3YrcOrdIJIJp06Zh2rRpkwbKzMq3t7cHTjcm/3xrfuhD+L3yjbzSdtts5vvxVj+z/2sGmY7Ybi+q11jfEolEcOedd2Lp0qWT5l0oFEJ+fj4qKyvdLLeSjiF1j78lmNb++V72O2uTLOjQ69Q36L3IO/qgeDyOnJyccfJK0v/z8/NRVVU16QQBMLpOg5UWOsNBGfMlLewugOpbdGz4V3VUZ/sp+7zO+kzKlc5icJZeN9SwayU1kAHgKkeKi4tx9913T9rmUe7S6bQrxWptbQ0AefbN8oEywpkCtjU3N9cdiMd+k5T/diZWZSmTfVTZ4f1stt/nPzXxVlhYmLVqlWnTpmH27Nk4evSoa4PPDwDBYwy4fknb6uujyqQvwex7Wb+hmwtYnuv1Pp7z2ZFIBJs2bcLq1asvmUcTKp1KpUZrG5ctW4ZXXnkFkUgEFRUVLtPJgdd9gy1AsEZfGWQzUPbZOjC+TJUCT72WoITThL7MLQ9deuKJJ1BaWuqU8HIQ27F06VJ0d3fjzJkz3hkUghz+r0BY+66GX3+bCYDwu8HBQXR2drptdqkobIvNyqgR1PYoLwkciouLMXfu3AnvoqTBQyg0ejDR0NBQACjrGKly+5ytlTErI+yvVX7+Vd5bsKazdfpbH7ixbeMULMsvskU0TDNmzEAsFnOZNMqezUixbfZ/NTaaneNCv8HBQTeb4DOKCtisvlojp2PjM7I6Pvx9LBbDihUrJj0dTgqHw6iqqsKhQ4fQ19c3brtkjpnOYOl2f+yTLZvzOQRfBsnKioIZC35txpWAZWRkdPaJ5Tw++8D/c3JysHjxYhQVFU2ad6FQCDU1Ndi/fz+SyWSAL6qfdlG48su2L5M+2nsCGCdT5KEGNnYsrBPW2WHLf+tTCgoKcP311086Q8q+5OXlobKyEnV1dQAQWFivO/jw+ewz31u90776glefb7aJKt9sI/mqawsSiYTzwTZIyQQUZ8yYgVtvvdUlKSa6zS0zzDU1NWhra3N2jkBeZ/Q4M+4Dpradyk/VN18yj/JMHjJwSKfTgRIpXZOhlQJWHvUZbEskEkF+fj5WrlyJO++8c9L+QnWOs0vRaHTcSePso24kEgqNrmdVfSkoKHD3ZOmuDzzbgMLqJJ9n+aLlPsoblUv1LfpdOj26WUU2dxMtLCxEdXU1jh8/7vhDDEUeaeChsmT9iM/+k1/aJ1+QwHtavGcxo/7eZwvs84kRysvLsWLFClRWVl4yjya0GJyCxox/Oj26VSuZRWCoxtEOuM8JUJBsJtler6DXAl69Xh2Ffs5nkokErJzuLSwsRE1NjXPQlyvQYHuLioqwdu1aNDY2YnBw0BlM3XnKAj5r6FVoLKDWPtuIlnxMJpPo6OhwQDQWiyE/P98tUB8ZGXGZGCucPgHnFOWSJUuwfPnyCfNQfxcKhVBeXo7Tp0+7mQzlpSqt1kbqS/lplY5t901f28y6BsO2ptXKmz7PAhX+z9mf+++/HyUlJVk5GVz5lpOTg7KyMrS1tQUCSNVpCyKUJ8CYHlOv+VtmrtRg6v82wLBgRvltwY0NjO14s125ubmYN29eVg7Y1MxXaWkpuru73fM0QaGO2IInH1Dx9V2NujXw1iH5wLGuT7N2kP/T4dFO2HECRp3l9u3bJ50d1cxoWVmZK2EBxpIP2jfrYPkdSdtoAy/lmzpRa/OUz6rLyjtgfIBi+a3tIoXDYdTW1rrFkZPlHfuZn5+PRCKBZDIZSKhof4GxkiALDKzNU99qZcUnn3Y8rB7b2W0Fdb5kmQbJfE+QWllZidmzZwdmJy+V1I5ed911OHDgALq7uwEAvb29aGtrc9sPM2nAPln++frPWRL1tfxOy5WZBOP/OjtG36pBhvKQum6rBSz2ys3NxaxZs/CpT30K5eXlk8Yn1iZEo1GUl5ejs7MzMNPoS3bq73gN13nYagP+1gYYim8UU1h7ybaqf7Dg3b63AXhubi5KSkomXeLIe7JN7K+vzFb9gOW77zqrm7xGddjiCp99Uozmw8iKR1TmfHglGo269aMToUsunVIqKirCrFmzcObMGbcQVB0yBU+Nuc9Y+gycdQ72d5rFswyyJUC8hz2IRPvG4Ckej+NjH/sYqqurXT8uF6nyqqKoctro0wfiFLjQKAwMDAQEl4bPZrQIlhKJBPLz85GTkxOY5uS13BnDGgoFVOwTMOpsFi5ciM985jOoqamZNJ+AsRrcVCqFffv2eWc02B7NrFtwp/xUWdOsjP6v2WOVY22f8sCnK9aZ2/GORqO4/fbbsXDhwsCpsxMlK+O5ublYsGABjh496hyAgmYFJ/y98kj1mIZJF1UC4w9QzARerAFUkOjLwPA61V+1BdwJ45Zbbsnamqp0Oo3i4mKsX78e/f39OH/+vCsRYMY2Uz/tWJOsHcsEaPl8n420TlaBSqaFpDom2j/qT05ODqqqqlBZWZkVexcKhVBUVIRFixahsbExYE80EaC8sbzXvxo0WJlQvtltQdWXqIz5AljrYPl8X0JLgVFhYSG2bduGhQsXTlpnU6mxWugZM2agsrISR48eDYybL4Pr25aV3+s6A+WV2k3tvy/QsoklLQPS65XUVuiL7SKf8vLysHPnTsyaNSuAGS6V1I/G43GsXbsWr7zyCoaGRg/C7enpwcDAACoqKlBeXh4IDHwJK5U5BgdM0jBjb2d5lA/0rVoPrzXy9nPLXwXRWonBU5nXrl2LjRs3Tvpka+UdKTc3F/Pnz8exY8dc0tGXuFNgzRfvxSy+z57ZpKTy3iejKoeWR6rLPh+jxBLfxx57DGvXrs1qMk+frTMamoRkH5Xf1Al+5gsuLV/UV9pZL99nPtlSXfclVu345ObmYvXq1Vi1atWE+DZhr5xOj25bOn36dNTX17sMvAUg2lidPlKDyc76GOr7axlhDbE1mD7jrKQGLpFIYNWqVZe9bIr8YJui0ShmzpyJrq4ut0tMJj5pyUsm0GYzBtagkXc0fqHQ6O4fPLyI99N9v1XIdczYPr6PxWJIJBK48cYbsXz58kmBF81yUeaqqqrwzjvvuEw9ldsHQpV3mZyeAjb7W999KM8K0Hkvfq7t1+dYA8h7FBUVYcOGDa78IlvZFj6bTiqRSKCvry+QgdF++UAegxE1gNboqSHNJCM+Q8bfWIekBhAYky0LbBgwLVy4EIsWLcqavnJcKyoqUFxcjObmZgDBYCoTULYGHgjqeiY51c+sLNokiQ2KbWLFJllsAMexDYVC7gyDvLy8rPAOGB2X6dOno6SkBOfOnRu3+xSDDeWjghnllYI35YnyycoF7RfvY8tTrH3Tkha9zvJNAXo6ncZ1112Hxx9/PCs7nWlFQDQaxZIlS3D27Fl0dXUFeKZyp0Et+UBeKli2ckYekD++4EL5qmV6mdYQEFjrM9V/aXvp8+bOnYv169e76oiJ+gp9RjgcxrRp01BWVoampiZEo1FUVFS4mUndLZF90Nk25QV5NDg4iI6ODhQUFLh1ID6cYvVT5UvBnvpVHy95P8VULOtetWoVnnrqqUkn8Hyks9RaamvHxQZj9MHW35Gsv1C/q/ez9l7lVWeAdHxsAML3tl+RSATFxcXYunWrSwxkg9Lp0XLHRCLhdopTHtiXTeqxfT5szPtkSsj5MJlNklqMo8GuJlEs/9iGSCSCwsJCPPXUU1i2bNmEdHTCgQYBUkVFBfLz89Hb2+sGkwyzU5JAcCpbB0O/swGFvtcI1ncdmaiDlEmg7NRXLBbD0qVLsWbNmsB3lzPY4DMKCwtx880344033sCJEyccuAPGb0VpAwhgLIOijlH5ok6Ayg0gUC9qwZMGLWr8aDj5XI51NBpFOBxGIpHA/Pnzce+996KkpCRrfNIxoRFWMGfbb79TJaVc+DIAdpGWdfAqEyq7vNY6fR8Q4GfcPWTBggUTWmR1KXwrLS3FwoULsXv3brczjCUbiOnvtZ82iLAzbBooZAJtvI9NJNhMlRpuNYDqFG+55Zasb95AGzd9+nScPHnSrTdQsKl849hfDAyqvipwtkDPF4hYkJJJtm15o+U39ZVyPWfOHNx3332TPjBN+UBeaP+BIJAkr6x/AMaSUlZXlV++rLnqmfZZeWSdrG4rqvZAnbDaR96XpY7z5s3L2kyQynZZWRnmzJmD/fv3O15ZAOUDJLq4Wfln5Ym/8flQTUzxL3mpPtqCP2D8rnN2nNi/aDSKLVu2YNWqVVnhHftDXFJbW4uzZ89iZGQEhYWFSCQSbgafPpAg2sqZDeBCoZA7iJJjwH5lKgvVgIzVABrw6k5T5Pvg4GDAj42MjK6zop+YPXs27rzzTqxdu/ayVlsUFxdj4cKFeO+99xCNRr3l7yTlkwYLKofK20x2LlMg4sN8NpFq/7e4Exgtq9u6dStmzJjhbOBkSGW5uroaNTU1OHz4sNNBHUdrE3220QYh1t5Y/VR+qb2yJXm+2R/9vU1I2edGo1HcfPPNWLFixYSrLSZdZ1BdXY1p06aht7fXZcbtlI81aiTbMQ1A9HvLBBt98fcqfArq+GxfwEGmESBv3boVS5cudd9fziBDnw2M1oRHo1FnBBXYan08DaMGINY5KE9owPS5FE7dAUOFjgaPym75ymyQBpfRaNQdT//UU09hwYIFl8UYlpSUoKamBidOnHCBQX9/f2DRODCWffY5AfKBMmEDAAVyWl6gQYkNipVfKqsKiuzYcyp+06ZNWLFiRVYDXHuPnJwcNyXe1dXlxlCvtQGRXeBug1sCIF+Gj0DEBwbV6GmWhbJqjaF1ZgpcFy9ejO3bt2dlfYalUCiE2tpaHDt2DGfOnHEOyucUfHLHz30BLq+xwZbKlTrR4eFht4uTlq3YLL2VNws2dbzD4TBWr16Ne++9Nys7dqm8TZs2DZWVlWhpaRln+wG4vfV1JkMBAPuh32l/9HO1hVZefBk8XyZUZzXVWdvsIPV22bJluOuuu1BQUJAVfVX+pdOj61zWrVuH3t5e1NXVIZVKBRaGK5Ajv8g//ZzfZQJkNmgDEADJ9AeZZI3X6nNskMg+kcLhMMrLy3HddddlffMLYFS2amtr0djYiOPHjwd8lb3e+gdL5HtRUVGAj7RtKjf6OWWLOuubPUsmkwHeEkNxXRXXvnHN0y233II77rhjwpurfFDi2qP6+np3yrud8eEstyZE+b2CautbbXBrQbX6DusLbCCn9s5iIpU9jt/WrVsnfTAkidgjlUohGo1i8eLFaGhoQG9vr2u/llEp76y9UDnUwML6CrVZis341xdkaPChdtDOpnG8OI6Uw+nTp7vdzSZq5yaNAkOhEDZs2OCcljJChcOCNBthWaHzCZbPCdsgRZ2LOie9txIFIBqNYsGCBXjyyScDdYaXkzSaJS1fvhzFxcUBwSCPgLHFZwokrOBa/mq2hIGFAjsbZPgiXB1PC6wikQii0agra3riiSfw8Y9/PKulGEo8myMWizklYr8V0PEzK0PaL+WfKqoaM1/ttwaxKqdq/Ph862h5L9aMTps2DatXrw6UYmUTtCiVlpa6U8e1HE4NvfbRGilrlLTfVm4sjxW4Zcq8+DIqviwMKZFI4BOf+ARqamq8iYSJEu8VCo1uN7phwwYUFhYGgIiVJeWZL1jQPvuchh0Lm+nUIIN81AypBd/W5llZZJb2qaeeQkVFRYCv2eBdJBLB9ddfj/Ly8nHgk33VbLgFxrR5mXip/LMA2gb9ajPJN5U/nQVS4Ef+Kh9DoRBmzZqFZ555BjU1NYHkWrZIZ+vmzZvn1h6RJ+SR2jc7BlbebLBp5cPnn1W37TlKVu6tzOl4a78IzK6//nrcfPPNWauVt/69tLQUO3bswNy5c13bmGkeGhpyZS6+zLuCMtULDRSsDbMyNTQ0tpWtlkppeR63leduigDcDAZfDDJuuOEGPPPMM5g3b17WfMTFqKKiArNmzRoXiFndtUGptW1q+9XX+uyk2jsF09RJawNsckWfSWJiYP78+Vi6dGmgxGsyRFkm9p01axZmz54d6Ku2W7GpD9NmsnMX86nUT8s//tVNBzTA0Fk464NJXLO8efNm3HbbbZOyc5Oe0UinRxdf0ahomYnP+FFBlPHqHIAg8LMOQ52qBSbWaVhBJDFS4+fcQ/7BBx/EjBkzAjsHXE5SY8H/uYd6Z2dnoJZUwYjyTv+qAyBlEtb3c/IAAsLpey7HOhaLIR6Pu0OrHnzwwcuacQmFQli0aBEGBwfx6quvuv7yr10caflkv1MZUyBs5U4NQaZyIstv3oPf07EBo8FtYWEhHnvsMdxzzz2XdSocGJOxtWvX4tChQwHDYnc402CKvyP/CAxGRoLlayqjKlu8VmfJNIixgbENCnkPO4PALW1vvfVWxGIx93m2yliUqqqqcN111+G1117LuEOXlrZYedMxUD4rWLMATQHvxTJV+kzVZ+oun6f359qW+fPno6qqKmvOl0QdKSoqwqpVq3Do0CGcOnUqANZ5jX5m26BJI97XB3osL5UXvjpkBYYM4HxBsNpLYGxB6S233IKHHnoosIV7ton3XLRoEfbv34/m5uaATKmd46yZtc1WNpQ/Pt9peaSBhtoGjp/eg37X+ikdN/IwPz8f9913H2bNmpUV0Oy7Ryg0ur36LbfcgnQ6jWPHjgXazN9Zm+fzq8pDCwr1c7VdBHUK7GgDORZczK2HBlIXuTV1Xl4etm7dit/8zd90541kW94y8W/9+vU4duxYoGJA8ZTiF72XJp3V5qk8Wj+pflbHxQJxayutLbB9iEQiKCgowLZt27B+/fqsJpLV13BnR60U0FkfLZ/yYT/ts353scBM5U+TCqqzimt8JaIqv8q3WCyGiooKPPXUUygsLPQmxj8oTWoxuDKvpKTEgWNVTG24BhOq1Oy0FWRlgBUoFU51Egru9FlsgxIBE43eU089hVgsFrj2cmUO7IDxGTk5OVi3bh1ycnKwZ8+ewPaG5KsCYxu4kecWzGUKSDQr6lNqvZ+OHxcs0hjOmTMHDz30ENasWYNEInHZMy6hUAgLFy7Eu+++i46OjnHgz5dV84EVzYD4fq9knZDlD9ulRtYaTRK3s1W5yySn2eZbIpHADTfcgLfeestl9YaHhwMBBPmk46hO2gIN1WPluV37ozKmMse/GuTpd/ytBjqlpaX4+Mc/jiVLlgAIHhCaLVInsHTpUpw9exYNDQ2uj+o8rG1SeVOeWcdhecAxsDKq2UH9TgNCq98+B8w2V1VV4TOf+UzWDkuz9wfgzobp7e3FqVOnXN+AMXClTtnubsN+62yt7a8FLPo75UemDF+mII7XsG3AqH1evnw5vvSlLwW2SdVrLgdt2rQJP/zhD9Hf3+8+0wCD73W9QSgUCqxX9Okr+Wgzz6qfqqcKSJT3yndrU0nkTywWw4YNG7B161a3hfxk6WK8LykpwerVq3HmzBm33TIDbQCBYFzX5vkCCAuAFdRpAlSDVr501kzl2m6CkJOTg9zcXLcd75YtW/D5z3/eu7FKtmTOF2Sk06Ple3fffTfeffddHD9+3H1P3VPMpn3xJQIUw1k8p37CF3zo5zbYs8lB9TdMDKxatQqPP/74uPLqbPGMQeOiRYvQ3d2Nffv2ubZxXQ99F3mlfFKsSr22PlZtuk9HNYjVa3QtkCaNrb9lexiclZSU4JZbbsHGjRsDwdlEfOykFoPzbzwex913343jx4/j9ddfx8DAQGBBJBmrJ3WqEaLS2To2zQTwPjbqzRSM+ICiLUsJhUJu//2bb77Zu3D5cjmPi903Ho9j5cqVGB4exp49e8bVuavCKYCxmSerpPodr9cFf5mEGQhG7jQoubm57uDGW2+9FXfccYc71TqbJUAX49Pq1avxy1/+MhCEDQ0NuYAxlRrdmpd9sADPBhcWwKnRUv7otZY02NXr+fycnBzk5eWhpqYGt99+O8rLyx1fLyfx/pFIBMuWLUNzczMOHjwY0EmSL1jTfljjZINfK3vWCah8WuNnEw1qPClXBQUFuPnmm/Hoo48GFqhlW+bUVhQVFWH79u34x3/8R7e40xpeBXAkBX6qU5oEUEAHBOudtezHOglfJlrvreOkyaFEIoGbbroJDz30UFZr5DPxcMaMGSgsLHRJAQ3Y7RoN208dWwUgKm+qc+oXNOAgT+wsmg3MlLdsFzAKAKurq/Fbv/VbWLx4cVYzo+/Hv4qKCsyYMQMNDQ2uP7oxAYDA2j0NyK2fVT1kH5WsTqr+ZZI7BX76W/KPPAqHw5g7dy4+//nPu7NHLhf/FLBVVlZi6dKl2LdvH3p6egLBt+qMtpft9wX7bLOVJV6v9t/aO/7ls9QvsAw5Pz8fBQUFWLJkCZ5++ulJ7944EaKfnzlzJubMmYPGxkb09fW579Tua9Br8ZfKmZU5G4So/FoeapCnZ3opXuGYse2xWAyzZ8/G5z//edTW1l5WPMfKmIULF+LEiRPo7u4O2PZQKOSCAeWV+l211wACcqI6pryxa1XUxmk5nwa+dpZXbQhnM9auXYvf+I3fQH5+foBvE+FhVkqnQqEQCgsLsXjxYhw7dgz19fVuWzZ2MC8vLyAE6kTYQVViRmgqPD7grBkpawxsRK1ZDDJ09uzZePrpp7F9+/bJsiIrxEHMy8vDDTfcAAB47733XNZFDaTuka68toGEXuMLyGyGSo2EgjcecsMdMMrKyrB+/Xp89rOfdSdPs11Xik81NTWYM2cOTpw44b5jsKHATg269l15ZWc2rAFUY6YgmLxT2dMgWTO80WjUGb8vfOELuPHGGy87r3zE7TPPnz+Pc+fOBcAcecg+s38qK2oA1Skwe9LT0+OCUSBYOqXyag0f+ad10DYLm5ubiyVLluCpp57C9OnTJ20EL4WKi4uxcuVKN9uojoI2jO1Q+dMg1wYWNnggvxQYk1869a3OJJ1OuxIgfY7NyDO5Ul1djbVr1162dVQkPnfevHnYuXMnfvSjHwWSR8AogGcJkk/3yA+1TwqYySvlG2VJ1yHpQWn8//2y0NSHSCSCGTNm4NFHH8WNN9542eXM8jAWi2H79u145ZVX3OJmIDjzo4erWp7Zzy3fAAT4Qt7TB6svttlRvudZSzbJR3/PjS/uvfde3HTTTYhGo5c1GaW+i+d1rF69Gr/4xS9w+vRpdHV1uYSBttcGAtZn2ASmyhvf24Xfau8sb4DRWZ6cnBy3oUpJSQlWrFiBDRs2YMGCBVdU3kjqE2pra3Ho0CH09vZiZGRsMxhm6FWO9Hu+5zqUwcFBt+mN+hibaPIlTSmbqruKA9Vf8QyL0tJS3Hfffdi8efMV4SEX0d9000345S9/ib6+Phf0a/CqPLa2Tq9R3miwZv1mpnVDep2e66J+he0gRopGo1i+fDm+8pWvYNmyZVnh26QDDS0xys3NxYoVK3D27Fn09PQAgDczolvgAkEQw//tFo28l2WerTuzmVgVPFVwZg02bdqEHTt2IJFIuGDkapE1ujk5Odi4cSMGBwfdlqRWKW0QkSnrZEmFW4M0DTAYjPEvHV5+fj7mz5+PBx98EOvWrXOnk2r7s+VAMt2HzysuLsa2bduQSqVw4sSJAKBT4KdOgn1UBVRAoteSL75T0TVjp3z3BXPkYTweR0FBATZv3oxbbrkFeXl5l9XZZuJnOp1GdXU1Nm3ahJdffhktLS2u3XQS6hT1PQG0/k/AwYWOwFiG1WZObGCs12jQZ8EUQfLMmTPx0EMPjdsO+HLzMZ1OO51MpVJ45513MDAwEMhucvbM2jgb1NpAl7xQneXnCvYUtFyMd76sNhMF06dPx2/8xm/gvvvuC5SbXU7eRSIR1NTUYNq0aThz5kzAsdmsuto4ILgVqQb26jMsYNEgVRdLkm/qlO1OXppRZduLi4tx++2344knnnBn3VxJCoVGt7vdsmULhoaGcOLECbeTICsI1GZRx+lzgeAspS8ppzKo61c0GLM80jUIOvNufU5OTg5isRhuuOEGPP74424W7XLOfNsZp1gshunTp+P+++9HU1MTnn32WZw8eTKAC2yyzSYOtOSFf21wbEvxVLZUrpm0i0QirlwqHo+jtrYWO3fuxG233Ybq6mq389SV9BNK9FurV69GX1+fWytk9c8mq9Q26XkcoVBoXKkUea16qi9dTK9Br02esr3hcBhFRUW4+eab8eSTT6KioiLrfPGNRzo9usnLkiVL0N3djRdeeAHDw8PunLlM+NQGF3pvxXd8huqu+kudvVDe2Y0KNIGvPIvFYm53s3Xr1mUND2dtRoNOY+bMmVi5ciUOHDiA1tZWhEIhd9o0GW3BrwqKCpxmV1VpdSZDGagKrUrNNrItXBy0adMmfP7zn0dVVdVVU2IlVVIF9lu3bsWSJUvw2muvYf/+/eNKTWjcFCTb4ENJFVyfpbWEodDYuRipVMoZwZkzZ+JTn/oU1q1bh2nTpgUWkV6OzPLF7kN+TZs2DRs3bsT58+cDNbh0kBbUaWCgAJqGSxVUFVUNm08+KY+8N5UXgFvPwtOmP/OZz2DWrFlZ5dUHJZWx+fPnIxKJ4Nlnn8WFCxfG8YuyNDAwgPb2dnd6vIJ/y0ceLsXxUb1VQGPr5TUg0bEDRoOWnJwcTJs2DU8++SQef/xxd0LvleAh+wWM7gS0efNmAMC7776L3t5ex4/W1lYMDQ05PjFLqbM57JfqrCZOCOBUHoeGhtDX14eenh7HV2vnFFBTh9lmricoKirCnXfeibvvvhszZ84MjOPlIrYlHo/j9ttvx7PPPhvYmpolQLRDNoOsgYZPl/W9Jg8UQJM/dtc9vlcekufA2MLlu+66C7/1W7/lyn2uJKm+lpeXY926dWhubnYy1dvbi2Qy6er6mR3nbJaCQhuUajBGP6IzZTwskFsRc8ZC+cr/OZ707SpTsVgMmzZtwh/8wR+gtrb2ivKN/oBynkgkXNnqc88952aINDNvT7VWPvJ/9QOWF2rT+FxdH6AJPG6mUlxcjCVLluCxxx7Dhg0bkJubG5iFvxqlUyRuHBEOh/HCCy/g3LlzgWRTR0cHUqkU8vPznS4DwcP8uHW/znTYZKlNCKjvUMCs/Ld4kTtg3nXXXfjyl7/sdiS8En5WZ+9qa2tx5MgRtwmGPt/aLpUtG3QozgMQ0FOLgzXot8kTTcjbgJpBRl5eHu666y48+eSTWd3QJ2szGlTkkpISbN++HdOnT8d3v/vdQIChpUsXy/Zp0KCCZ+vN1ClY56KZZM3IcxHu9ddfjy996UtYuXLlVZ3FsGQzJszizp49Gzt27EBeXh5OnDiBxsbGjNk8FVS70IxbwlJRCeB4jRpDZloKCgqwfPlyzJkzBytXrsS6detcSczVDM6ovKlUCtOnT8dtt92Gt956C/X19eOUSZXKZ+BUhmxGQMGfOiMF4lqGoaUhDDByc3ORSCSwaNEifPGLX3zfw2+uhGHk/aurq1FVVYULFy44gKV9YB8HBwfR29uL0tLSQHJBnYcGcD6nwvuqA1H9tsGx8rGgoAAbN27Eww8/7NYCXSmyQTSDjXQ6jddee80Z8Pz8fLS3t6O7uxvDw6PlLEVFRW5mwTerYzNR6gyUP/39/ejo6EBubq4rWfAFHCo7mkTgJgBPP/00Zs+eHUjAZIt8cqsgr7KyEjt37kRHRwdaWloAjI6xbnFKPaW9p6zZJIqVT+tY+R15q1uN6kuBt/ql3Nxc5OXlYcmSJfjEJz6BefPmjZOFK0E6OwEAM2bMwLJly/Dqq68ilUohLy8PyWQSfX196O7uRiwWQ3FxsbPlFsBpQGZtnAasg4ODaG9vRzQadaUuGoRpQOwLMOh3I5EIZs6ciQceeOCKzkKqjbI6wRm222+/HYODg4Eklc7K869NejDBokGW2j71yxooUs4ZYOfm5qKgoADTp0/HggUL8Nhjj+H6668PVGBcbJOLKwWg+Zyamhrs2LEDP/vZz3D+/Hk3q5ZOp9Hd3Y2hoSG3GYyS+mI90wsYWxNkeagJPMWFihdtMoJged68eXjooYcwf/78AK65EsTxmj59Om6++Wb85Cc/cbNA5AXlzPYFCJZTWZxMfmngpckVTZz4AjRfopRBYH5+Pnbs2IFf//Vfd1vgZ4tC6cvgrVOpFPr7+/Hcc8+hrq7OZUp1KkgBMBmu0Vk6nXY7bND4KVP7+/vR19eH/v5+9Pf3u+lvCp0qN/8SNK9duxZf/epXs1Z/diVIQfLZs2fx7LPPorm5GV1dXejv73dCpaCaTprEDOvw8DC6urqQTCYDZRzAGJ/y8vJQXFyMefPmYcOGDVi5ciWmTZvmah+vFt8uZlhTqRTa2trwD//wDzh//rzL6tEpaBZEQS5rRzm9S55oZs86ZrZFM2G8bnh4OJCpYpBRU1ODr3/964GD+a4FGhkZQXd3N1566SWcOnUK586dCwQL5B/rbIFgQKwzGypPdopWEwkKGKnLenqugsqcnByUlJRg7dq1+O3f/m2sWbMmq7uHWLoU593f34+XXnoJr732GgYGBhCJRAIzYUNDQw5QsGSAoBdAAOjp4ZlshwbAyWQSPT09gbIs6rlmVZWYSIjH49iyZQv+4A/+AEuXLs16gHEpNDg4iF/84hc4cuRIYH2QAmqd+dJglf0FMK7PNsMJjMkc1w9owKFrWjQjzeROYWEh7rjjDnz5y1/GrFmzXEIGuLoJFmBU7t5++23s27cP586dczatv7/flWpwzZytx6aO2bJjXqsBcGdnpxsT9a0atPiyygACi3EfeeQRfPazn0VhYeGVZ9ZFKJ1Oo6+vD3V1dXjllVfQ0NCAjo4Ol8CirGkf6UOJPXgGhs7YKljWzUg4k8HkU1lZGZYtW4bbb78dN9xwAwoKCsZtvHItEcf3zJkz+Jd/+Rc0NTUF7NTIyMi4slFg7IwWfa/A287+0H4qvqOftglp/k7t3Mc//nF87GMfuyI7YL4fnT17Fv/6r/+KkydPus80MQQEk+06U6T6RJmkL7YzGha/8Dp9KbahHHLN7R133IHf//3fx+zZs7NeKXBZAg3Nvpw+fRr/8i//gjNnzgQMHR1LJBJxyqxT3MowPVlTjWRPT48zrGoc+Wxm5JkxKy4uxubNm/GlL30psGvIh4FU8NLpNM6fP4/e3l4cPXoUe/bsQU9PD9ra2sYFGwCcg2SQkEql0Nvbi9bWVgwMDLjyDmYDeB7G8uXLUVJSEjhb5GrWiiofMn03ODiIgwcPYvfu3Thy5IhTOF0vYOuMach0ulEzybbeUTMp6nT5nkAlkUi4hW9LlizB7/zO72D58uVZO6AqG6T8TKfTOHXqFH7wgx+40gxgbHaD/GIigHpLmVJnqxk98p2GkuUXFmD71mVxTcuqVavwzDPP4IYbbnClW8DVDzQAoKOjA9/61rfQ1NQUAP0AAgAPCB6m6Uug8AUEQTLl1AZhtnyDxNrvcDiMRCKBDRs24Ktf/Squv/56d83VKtmjc21qasL3vvc91NfXe6+z5XWaKKAPIa+A4P7+fE+/Qf3WrJ/el44+HA4jLy8PZWVlmDt3Lv7Tf/pPWLx4MYArs8mF5cPFkirhcBgnT57EP/zDP4wLJCiH7Je1ebyeQbGdFdKA2PKJuk8dVZ3XJFQ8Hsf06dPx6U9/Go899pibCb0WaXh4GL29vdi9ezeOHTuGgwcPOr9gIVIsFnOBf2dnZwCD/H/svWl0ndd5HvqcGQczARAgQFIE51GkBkokRUmkTFKyBsuypcay7CiNFTd24t7aSdvcNm57b9Mhy1md0jSrubfJreukda7tOJMtWRM1T5Q4iDMJAgRJEPOMMwA4w/2B+2w834sPFAmAg+TzroUF4JzvfGfvd7/D8w57fxYsqjwS77Croq6uDvfffz8eeeQRlJeXe1qVr2ci4FLE+QQCAZw7dw5/8zd/g7a2NqdnygO10fQlmkCwejddJYPBBnVXq27kFTPy9fX1+I//8T9i/fr1Thavpq+4HMrn87h48SJ+/OMf4/z58042NGlpOy4sMQFsdVMTUVoNtwks65tzuYk9e0yo3H333fjt3/5tV+m2VcDZ0lULNJR6e3tx6tQpvPXWW7h48SJSqZS7jgJGp6HZZj+mKfMUICrIY4BBx1BZWYm1a9fi0UcfxebNmz3M/DgQ56VlXRJ509fXh7fffhuJRMKBkQsXLqC/vx/AhCCzjaOsrAzDw8M4duwYSkpKsHHjRlRUVKC4uBiVlZXYunUrKisrpwV0N3KgQcMyNDSE5557Ds3Nzeju7vYECOpwFXjYk1XodKn8utEZmPpQtlAohGg06uSvqKgINTU17gzv1atX35AyZ4PYCxcu4OWXX0ZLSwv6+/unBPKqn2ocLRC01TIFKbwfnbRWhvL5iQ11ZWVl2LBhA+6//37s2bMHixYt8pxOdCM4Y65/Z2cnTpw4gTfffBNDQ0OeFhW7P0ODXRvEajBLEK3XqHyqE+VvyhdlcMGCBbj33nvxy7/8y1i5cuV1y5Zqq4COm5tyz5w54xIlJJ2ryp+SnrxnAw3N9ilvCR7VDmiPcm1tLe655x788i//MhYuXIhoNOrh2/XOkHIMwMRG8N7eXuzduxcnT56c8vBBPfLWyptmRq0OWhm18ku512ox9/gxW3/HHXfgG9/4BlavXo3y8vIb0vaRFPQmk0kcO3YMg4ODOHz4MC5cuIB0Ou0q/YFAwPG9v7/fnT5nW/ZUTkKhkAtgKyoqsGHDBtx6663YtGmTZ6/ZjSBblyLFA7lcDr29vWhqasJLL72Erq6uKe05GnTx81q90KS0TZpogsAvWw9MHuqzdOlS3HPPPfjsZz+LxsZGxGKx6x5gKGWzWQwMDODs2bPYu3cv2tvbPVhNqxv2gA76Q2JkBl+qnxpoaDCnXRYa1DHYnTdvHnbv3o1f//VfR11dnec75zKpfNUDDQ5ybGwMfX192L9/P44dO4bm5mak0+kppX6WGpWBGv1plosKznJkNBp1PfH8WbNmDbZv3457770XtbW11/QI1qtB1oAB/g9RyeVyOH36tGuDaWpqQnFxMZYvXw4AaG1txXvvvYdt27bh8ccf99zrUoJGQb1RScedTCZx4cIFHDlyBL29vTh27Jjrw9UTW9hCpoEEe+Bt+4+CYVVaZo8ZnIXDYSxatAhPPPEEdu3ahYqKCmcsbjSygQYAl93bu3cvOjo6PFkRBS2aPQ0Gg55eW70f4K1YMkNPh6JBQzQaRXV1NXbu3IlnnnkGCxYsQElJiRurjvl681PnODY2hnfffRfHjh3DqVOnpmQ6tVqjvLQVNNsSoI6ZwQfXi1lQYPKUL2BCflesWIFf+ZVfwV133eWyyVa/ryWPbHsUs7fDw8M4efIkDh8+jA8++MA950ATA5QR9RecPwBPgKYtLJoBpD+xa0H9rampwcaNG7FlyxasWrUKO3bsmNKvf73lTUl1q7e3Fy+88IKrbtvAXas7msRTPVZAohlj21NP2whMyiGThcFgEPX19fjUpz6Fxx57DGvXrr3kXrQbhWwAzNc6OjrQ2tqKV199FcFgEA0NDRgaGsLp06fR0dGBzs5OAJhSpeZci4uLUVxcjLKyMtTV1WHPnj2YP38+ampqPKc18jMfBz4B3tNGM5kMDh48iEOHDuHYsWMYGBiYEqjyWtVpDTSo25lMxv2tbVMKlLXyuGTJEmzfvh27du3CmjVrUF5e7jvO602cYyaTweDgIN588028/vrr6O3t9VSpOUeVJybP1T8kk0lPQkFbIG2AQcpmJ46G537HtWvX4r777sPDDz+MhoYGx1eb0L5hAw1gamTO/7PZLLq7u9Ha2orR0VG0tLTg5MmTGB4extjYmOvV1hKZUjabRSqVcgYTgOuDByZOhKmqqkJlZSVWrFiBxx57DIsXL/ZsrrpRhO9yaTrQfynQRWGhYx4cHAQAF2ilUikMDQ2hoqLCHf1mA0T9PpvJuJHaCPg+yQZK2WwWiUQCTU1N6O/vxxtvvIGuri4MDAy4/S1UzEAggHQ67Xo7x8fHkUgkkEgkXCBLQ8mSLbPsdLR1dXW49957sW3bNqxbtw5FRUVXpRw5VzSdrlI/P/zwQxw5cgRDQ0Po7e1FMpn0GP3x8XEnF5rdY2DFH80g2xJ7OBxGeXk5qqursWLFCuzYsQO33XYb6urqrkqG5Ur54ve9fvqXzWbR29uLF198ESdOnEBPTw8GBgamtFbYyi35qUGtBiglJSWorq52eheLxZDNZtHX1+e+NxCYeJ5RWVkZtm/fji1btuDWW291Tkurote6mjHdMboKMpLJJI4fP46DBw+iubnZyRk/G4/HXc//iRMncPToURQXFyMWi7mHY9kKuFZD+KPj4DMLli9fjgceeAB33nmnOxXJLzFwNX3Ilcq2DeT7+/vR1NSEffv24cyZM+jv73dBglY1tPqjrY30pwREBH2VlZWOzwxme3t7nX1kxpWtK08++SR27tw5hX8WyN9IdtDqusodMceFCxdcpfD8+fN455138P3vfx/btm1DWVmZa9WJxWKIxWLueFWezsiqhraXTWd7P2qM14M+Sn/b2trwN3/zNxgcHHQ+s7e317U9BYNBpFIpJBIJjI+PuzYyrfrQh7JjRQMVHllbUVGB8vJybN26FXfccYfzsfYRBnas15sUwKdSKZw+fRp9fX04ePAgurq6nC8dHx93z1MZGBjAwMCAuwdlkc8zYRDm9wNMrg8T8ZWVle4QhM2bN2P16tXuoAdgKr9u6IrGldDQ0BD6+/sxPj6OoaEhHDp0CC0tLRgcHERxcTG6urrQ3d2NfD6PoqIi1yY0PDzsSrRlZWVYsGABIpEIVq9ejQcffND1dqtzLtDl0fU2aFeTcrmca99766230NXV5ZwuS/9vvvkmMpmMC2gTiQSGh4dRU1ODBQsWIJFIIJ1OOz5xH0ZtbS02bNiABx98EI2NjS678nGnkZER9Pf3o6OjA6+88gqSySQGBgZcNq+yshLRaBTNzc0uG03e0WETvESjUaxevdptemS7WVlZGZYvX45bb70V1dXVqK2tvaH2slwJ5fMTrXsDAwM4deoU9u3bh56eHly4cMElULR/mHI3NDSEwcFBDA8Pu8ouweDmzZvxf/wf/weKiooc3zo6OvDjH//YBXrz5s3Dnj17sGDBAixYsAClpaUfS10eGBjA4OCgy3oCk5vaCf6+//3vY9++fW6DfF9fn2tbZGDvt+EbgPMbixYtwuLFi7Fp0ybcc889WLJkiUtYfVzIAmS2sxw7dgzvv/8+ent70dbW5tqVtRJBkDc8PIy+vj7XZgvAHfoQDAbxzDPP4LHHHnNHJHd2duInP/mJexhZNBrF8uXLsXjxYlRXV+POO+/0bJz/OMogMDW51tPT4wKJZDKJo0eP4v3338eXv/xlzyZ3AjtgIvF5KfzxceWNH7Frhbo2NjbmDhhhdZedKG1tbS6AYGKZvqCoqMjdY8WKFc6/xmIx3HbbbdiwYYPztzfa4QJXSpQrtfVMGoXDYbz88st4++23MTQ05EmoDA0NeSqUmpTSqjYDlng8jhUrVuDOO+/E1q1bsXz58jk9vvaj6LoHGiTt91QH8/zzz+P73/8+hoaGUFxcjPHxcXR0dKC3txfLli3DL/3SL2HhwoXYsGGDyxawjYX0SVHkAs0dseTLv/l7dHQUf/zHf4wXXngBJSUlGBgYwMjICLq6urBo0SJ8/etfRzwedxW4QGDiqbMlJSVobGzE6tWrPUcYfpJIwVpHRweOHj2KsrIybNq0CZlMBv/n//l/or29HdXV1QAmnmifyWRcxoTVjj/6oz/CrbfeOkUvCSY/7vqqJpVZqr6+Prz55pue/WnMAgPACy+84J68m0ql3P6VVCqFYDCIrVu34rvf/a7HseZyOfewNpbbdW/aJ4mUpwMDA/jxj38MAOjr68Nbb72F1tZWXLx4EfF4HGvWrEE8HkcsFnMgJhgMuuCipKQEDQ0NuPvuu7Fq1SrHsxuhFW82ZOUuk8lgYGAA7733HhKJhAN/3d3dWLp0KYqKitDb2+uOKiUYTKfTGBkZQSaTwcjICP7ZP/tn+Na3vuVpe2OlhK/R7wKTbUSfBBBtgw3qLYM6tt593Oc516TtpPoafex//I//Ee3t7QgEAujv70dPT4/T11gshoGBAeTzefzn//yfcfPNN7v7qa4Cnzxsp90imUwGH374IQ4fPoympiZcuHABLS0tLihhuxODDQbBDMrq6+uxevVqlJSUoLS0FFu3bsW8efNcV8u15N2sn6MxW9K2A2YCeFJUIBDAtm3bEA6H8cd//McoKytDfX29c7bl5eV4+OGHUV5e7ukvStuwAAEAAElEQVSB06Mvb5A4qkA3IGnJkCXy999/H93d3SgqKsLGjRuRSqXQ3t6OcDiM22+/HY8++iiKi4sBTN2QfD3ae64lMfseDAZx0003YfHixc4B53I5PP3008jlcqiqqnJZrHQ6jc7OTrS3t2P+/Pno6upyVSDd/JbNZj8xAFnlgQC3vr4ejz/+uK98ZDIZLFmyBMPDw/jrv/5rHD16FKlUyoHkxx9/HE1NTVP4Q8fC12/0/VOzJfIsHA6joaEB5eXlaG9vx/nz59Hb2+uydr/4i7+IVatWufYyylY4HEZ1dTXC4TDKysrck9Lt/T8JxGRbbW0tHn74YQATejY2NoaBgQG3P2B4eBhr1qxBJpPB8ePH8dd//dcYGRlBRUWFO5VQ+95p72zlx2+Pw8edrJ4yoOd71/OY9xudKAcKajVYePLJJ11QcfjwYbz00ksYGxtzyava2lqcP3/eVd607Zj3sXsZPgmk9jsUCmHt2rUYGxtzwWx7ezu6urpQWVmJr371q1iwYIFrByWvyK/KykosWLDA+WgGyJTda0k3TEWjQAUqUIEKVKACFahABSrQJ4c+uemvAhWoQAUqUIEKVKACFahA140KgUaBClSgAhWoQAUqUIEKVKA5p0KgUaACFahABSpQgQpUoAIVaM6pEGgUqEAFKlCBClSgAhWoQAWacyoEGgUqUIEKVKACFahABSpQgeacCoFGgQpUoAIVqEAFKlCBClSgOadCoFGgAhWoQAUqUIEKVKACFWjOqRBoFKhABSpQgQpUoAIVqEAFmnMqBBoFKlCBClSgAhWoQAUqUIHmnAqBRoEKVKACFahABSpQgQpUoDmnQqBRoAIVqEAFKlCBClSgAhVozqkQaBSoQAUqUIEKVKACFahABZpzKgQaBSpQgQpUoAIVqEAFKlCB5pzC13sAl6J8Po9AIHDJ9/P5PILBn+94KZ/Pu7+z2SzOnz+Pd999F9///vfx2c9+Fr/wC7+AkpISx8+P4uvPC+VyOV9+BAIBjI6O4o/+6I/w/PPPY8OGDfjWt76F2traS8qb5e8njc+UMzuny9HT6T5H0vc+jnzTMev6k/S96T6XSqXwr/7Vv0JTUxO++c1vYuvWre49P3my36n0ceMnx++nX7TzytNcLod8Po9cLofTp08jmUwin89jfHzcfT4SiaCkpAQrVqwAMMET8iEYDHp4q9/1cdbhS42X7+VyOeRyObS0tOBP/uRPcPToUTz88MP44he/iLKyMgD+8vZJJr+5qkzq36lUCmfPnkU6nUYul5tyj2AwiNraWjQ0NHhkjO/9vNJ0NpK87evrw/e+9z38xV/8BX7wgx+grq7OY9d+XnjnZ9etbOZyOWQyGfzkJz/BX/7lXyKZTOJ3f/d3sWzZsim+h5+/nvp8XQMNP6NOUoYQEPoxiYZzuvf1ez6ppEIZDAbR2NiIwcFBxGIxvPDCC9i+fTtWrFjh61hJlwsWp/v8jUCXOwfyKRgMus+o/GWzWRw4cADHjh1DeXk5Pve5z6GysvIjv//jBu5mQzq/S+mu3/+XMoIfV77ZQNUvKLDv69/5fB7vv/8+2traEAgEUFZW5stHy/fpxnA5r99IZO29X7AxMjKCbDaLkydPor29HSMjIwiHw7hw4QKSyaQD0JlMBgAQCoUQiURQXV2NsbExBAIBVFZWoqKiAuvXr8eCBQtQVlZ2yQDu48A7pUuN1wZZS5cuxQMPPIDW1lbs3bsXO3fudIHGR91rOvo4+AmSBXSqk9lsFqOjowCAoaEhHDp0CCMjIwgEAhgfH0dLSwvS6TTGx8d971ldXY3a2lr32tq1a7F69WoEAgGUlpZ6rv+kAWgLjqfDZ/a6oaEhfPDBB6itrUVJSYl775PIo0vRpey66ldrayuOHDmC4eFh3HzzzYhEIp7PKbbhfaYLXK42XfeKhmaoGDSQxsfH0dXVhfHxcZe9AiYcSDAYREVFhXPIFMTpgpFPKqngKBBpaGjAqlWrcOjQIbz77rtYtmwZwuHwJQXtUlnRjwMPP2qM0wHafD6PbDYLYDJT2tbWhvHxcXzqU5/C2rVrnYOhE7JE3mmmVP/+JJAaqnw+j0wmg97eXiQSCYyNjSGTyfg6E5Ur/h0KhVBaWooFCxYgEol8bIHddGQzd0q0ZbR52WwWp06dwtGjRzEyMoJVq1Y5/vrdQ4MTvh4KhTzvfRL4mM/nMTo6isHBQaRSKezbtw/Dw8MYHBzE2NiY8wcKRNSPjI2NIZlMoru7G8lkEuPj4wiFQggEAvjZz36G2267DXfddRdKS0uxcOFChMMT7pCf10TEJ404v7Vr12L58uU4cOAA3nrrLSxfvhyhUOiSgTEwfUDxceLVdONOpVJobW3Fe++9h+HhYeTzefT19SGbzXr0LBAIIBKJOH3OZDJOJtva2tDa2upeO3z4MEpLS1FdXY3HH38c8XgcxcXFU8DhJ4Gs7bP/Z7PZKVWi8fFxnD9/HgBw00034fz581i2bJknwFA/8fNAanuy2azHto2OjqKpqQnt7e0AgGXLliEWizmMovcAJteENu5aUyBv0eU1pmw2i2w2i0AggHPnzuHMmTPOwSYSCTQ1NWF4eBjj4+MOyJBp9fX1rrxWV1eHTZs2Yd68eQgGgwiHwz83QmmBHIXx2WefxZ/92Z+hoaEB3/jGN7BkyZJpAd0n1aH60fj4uGu1AICzZ8+is7PTKTPbMVpaWrB+/XpEo1EEAgFEo1EAEwGEXpvNZp1szp8/H42NjYjH41i5cqUDNh9HsjJBZ5pOp3Hs2DFcvHgRzc3N6Ovrw+joKMbGxjxBGJ2JtrnwPuFwGDU1NY6/5eXl2LZtG+LxOAKBwCdCfzn/sbExBINBJBIJB16bm5vR2dmJTCaDZDKJ48ePI5lMYmhoCFVVVWhoaEBZWZmTsVwu5xIswORaZLNZlJSU4FOf+hSi0SjC4TCKi4tRVFR0nWc/c6JeNjU1obW1FadOnfLomAWI5IUGH+Pj4xgfH3eyNzo66n4YFPNzZWVl2LNnD+bPn4/bb78d1dXVH/uA7aMSSto2+rOf/Qz/z//z/2DTpk345je/6Wmz5T00sP248uRSlEgk0NXVhUQigb1792JgYACZTAbBYBCRSMTpHnlh7T+DXb7ORAFtIuUxm80iHA6jpKQEO3fudIEeA5hPCmlQkUqlXOUnl8vh+PHjaGtr83QWpNNpNDc3o729HeFwGPPnz8f8+fMBTOhyPB53FbdoNOo6DD6JlQ7q7vj4OFKpFDKZDDo7O3H27FmMj49jdHQU6XQaZ8+eRU9PDyKRCJYuXYra2lrnf4mrM5kMMpkMYrEYqqurcdttt6G6uhqxWOya6vF1CzRo7E+fPo19+/ZhfHwcQ0ND6Ovrcw4CmBAkZqeoqFRc9khmMhmUlJSgtrYWkUgEixYtwiOPPIL6+noUFRUhEol4yvGXKpVfb/JrI1PB6+npcRUeNWrZbBbBYBA1NTWoqqpCPp/H+fPn8Z3vfAf9/f342te+hnvuuWeKA7rSbJRfn+WNTHQGg4ODSKfTyOfz6O3txf79+5FOpxEOhzE8POzpt9XslJbQGTSQ3yqLXJNgMIhoNIqKigp8+tOfxsKFC1FfX+8plytdr1KmHQMBmwIJ6gwdZmdnJ1588UXnlBmsqV7ZliAbZNDw6fW5XA6RSAR1dXUoKipCY2Mj7r//flRXV/tm/Pxaa64V2flZvmmWbmxsDF1dXWhubkZpaSmOHj2KTCaDUCiE/v5+pFIpBINBj70jQKHcKmAhr2gT0+m00/t58+a51qD169dj9+7dKCkp8QUwN4LMKVEOGISdP38ep06dcu0pWmmwwWsoFEIul/PYRMoYQR5foy6n02lkMhmXSR0bG8Po6CgikQjWrl2LrVu34r777kNFRcUNxyuSX3IJmAAYvb29LqDyq0Jms1kUFRWhrq4OJSUl6O3txb/8l/8S/f39+MY3voE777zT44dsZeejklS6njca6by4/qdOncLZs2dx+vRpjI6Oun0+kUjEZdHZNaG2X4NatX2aHKBsZrNZjI2NOVkjIKytrcXdd9+Nm2++GY2NjVPs3fW0dX5kcRTg39ozOjqKnp4eDA0N4cMPP0R/fz/Gx8cRi8UwMDCARCLhbKEGaPSl1F+uBwBUVlYinU5jxYoV2L17N+rq6pzPmA6L3CgYxXZS+CXxcrkcent7nf3q6urCkSNHMDIygtHRUYyMjLjADIDTZcqldlwo7+hvA4GJltx7770Xa9euxfz581FTUzMtf+aSd1cl0PArO/Nrkskkzp07h0OHDuHcuXNIJBJOUbVkTUUk0MlkMh5G8jUCvXw+j3Q6jdHRUZd5qKysxI4dO3DnnXdizZo1zmjY7MyNpMw6NjrUnp4enDx5Et3d3Th69CiGhoZcdo/zTiaTrhS+bt06ZDIZnDx5EkePHkUymcS2bduwdu1aAEAsFnMCu2nTJt9+cMB/A9uN5ET85AuAhy8nTpzA0NAQmpubMTQ05IIHzo3zY3ChTlkdM1/THnC+Njo66jL9NJDJZBLpdBolJSXYsWMHvvzlL6OsrMwD/KYzOtearMPgeDKZDM6fP4+jR486OSI4tvpts3l6b2b86Ej4ugJqXkMdj8fj2LZtG+68806sXr3aORO977XOrvoF2co7zr2vrw9NTU0YGhrC8ePHkclkUFRU5FpSOF/eR+9BOVLeKWChraOsapWJ9i+fz+POO+/Ezp07sXXrVk+A7BdQXg/yk7nBwUF0dXVh//796OnpcRUaW8mx2WEFdTYhpZUOOuBUKuUBNiqbo6OjCIfDuOuuu/DII49g2bJlKC4unrJO14t3NtDVzHFPTw8+/PBDHDx4EH19fUgkEp6scSaTQSKRQDqdRnl5ObZs2YLq6mqkUim89NJL6OzsxD333IO1a9c63tfU1KCoqAjz58/37N/gGFidtCCKY9X1vZ7JAesnstksTp8+jcOHD6O1tRXDw8OIRCKIRqPI5/OIRqOukmGBtAaumkDRRJX+TXmkfGUyGZe8SiaTACbahTZt2oRdu3ahpqYGsVhsymElN5rf1XUGJuSho6MDra2t6Ovrw4cffujkgxiLiRXKDvlkM/D8oT1jFwITBWNjY2hoaMDnPvc5PPDAA25PB8fht+bXU2f9ggzanZGREZw6dQqDg4M4cuQIstksEomEa8sLh8NOf2kPtaJNv8NklGJkBhoMOhKJBFKpFPL5PDZs2IBdu3bhrrvuQnFx8RQcPJc+9qpVNHShyZSmpiacOnUKp06dQjqddsxmBsFm8glmFJAAk9UQMpG/eR0VmoCypqYGW7duxYIFC7B161bU1ta6xdPxAtc/c0XnwfG/8sorOH78OLq7u5HNZhGLxdx1HCuv1fYCAE4haTQzmQyi0ahbD2aRI5GIA4r8/lAohOLiYixatAh33303ysrKEI/Hp/SC8+/rxScAUzIs6XQap0+fxokTJ9DZ2emCCb/sLj/LzCYVW1uiGFhoBkvHwexBKpVyWSu2xKRSKQDAypUr8dBDD+H+++93LVg65usN+jQjms1m0d7ejlOnTuHEiRPo7+/3VCbY2sQAjeNXAK1AiHKlQRsNpK0IEQxqi8Fdd92FO+64A2vWrHFtbDcC34BJOWTp/8SJExgeHsbAwIADYJFIxIFVyg7nT9li1p6OlLaL1ypgVl5yTRjcJhIJ55Dj8ThuueUWfOUrX3H9zjahcyMQM3lvv/02urq6kM1mHeijY+V1lBedv8oUgRwA52C1rU/1HIADMgogWfmMRqP4/Oc/j82bN2PFihVO9oBrL3c2wFDZSKVSePnll3Hy5El0dXUhl8t5bD71lHJCXhC4skUjFAq51kXaQc6Z1TG1obFYDJFIBFu2bHFJLF4Tj8fduC2vrpe/4G/uwXjxxRfR3d2NYDCIWCzm5I06S79IUp+gAYRNsvglpmxlgzaP8kj7N3/+fOzZs8dV1DSIu96Bhl9ygL8TiQTeffddnD17Fv39/QAm99KycsG5cK+L8kR9rdpI2kLyigkV+tZoNIqbb74ZX/ziF3HbbbdN2at7I9g5C7E5x46ODuzfvx9DQ0OukhEOh12ASx7p5wC4hBW7MJSXDGCZtGJCiv5hdHTUBRuJRALxeBwPP/wwnnnmGZeAtjj8hg40gElFa21txf79+10Fg4tP50pga7OhwKRD1gwBnYlm/DSTpWAvk8kglUohl8shFoth9erV2LZtG7Zv3476+npX5bhRsnyZTAYXLlzA888/j+7ubpcl59ho+NXgE4RoljMUCrnePHXKJM0gc+5UcCo0AJeFqKmpwYMPPoj169fjpptu8s3sXo/sss5peHgY586dw8GDBzEyMoJ8Po9IJOKy4ZoB5G8GFSozNIgawJKvFpTQSDJLyvWiQUylUg7ojI6O4qtf/Sp27tyJFStWOOB3oziQVCqFvr4+HDx40DkMril1VQ25glbeRw2jyhx1k+RXkaQcayKBn5k/fz42b96Mhx9+GDU1NVP6yK8F+clcPp/HuXPn8NZbb2FwcNA5Vwa2NNxs3+R8CD7IM8qc7iWgHmuLngId8oxgRR1wMpnE2NgYRkZGsGLFCjz99NPYvn07qqqqrhm/PopyuRySySSOHDnisqCxWMwFsbFYzFONUXkhT/i6Jpq0eqFAjoFHKpVyNlTvRX7TYQ8PDyOVSqGhoQEPP/wwHnroIdeeey3JL8jI5XLo6OhAU1MTXnvtNZcZ5/XhcNjx0Sb8VI5ITMYoYCYoVBDIMTAQTqVSDpDn83mUlZXhpptuwtNPP418Pu+SejqHa+1jNRi4ePGi861McLLdlQAvEok43qldVnuvcgd4q4/2b/5oYjSXy3kSU5RrdiY0Njbi8ccfx7333uupqlzvxIp2qwATdv3cuXP48MMPcfbsWc8+xnA4jLGxMQDwBBpa0dCkAHWV/pb6qiCavpU2juC5qKgIv/7rv457770X9fX1N0SnAIlz6e3txeDgIJqbm3HmzBkA3hO56DM0wNWqK5MG2uWjyRYNLvhZJqfoH4iHNdgYHx/HPffcg6eeegrr1q27Kpj4qgQaaqTOnTuHvXv34ty5c8jn824TSjabdeUanYy2VigItgpLovBRaK3iWkfDPsHVq1fjoYcewsaNG7F48eIJZtwAStzc3IyXX34ZFy5ccBUIHRcFUbPLgDdDSsGjgSK/bdsQlZjfrXwlQLY9zjfddBO2bduGPXv2oLq6+rpt2tVMeiaTwdDQEPbv348LFy64wJVAz1Zh+EOF0oCC/OOPOmfKGZVQZS+Xy7kKEmVPgR/BIwCsWrUKDzzwAB588EHMmzfvuhtEBkj79+/H8ePH0d/f73hIvmlmjeCXARJNiAJp/q/fob3MullXHQsNIYMz5X84HMbatWvx8MMPY+fOndftVC/KQF9fn+vvHhwc9GThNSCjE1F9Jdjj2tN5aAZP2zI0ENMeb4I9HrXJAJdtVIlEAiMjI4jH4/it3/otPPbYYzfEAQXZbBZHjx7FkSNH0NfXh6KiIhdkqN3ShIa2SKlDVYBCO0aZ0bYV8kn3XJGPXJtYLOY2rw4MDCCXm9jflc1msWfPHuzcuROf/vSnr3mwwXFy38XFixfx4osv4uLFi65qrYkLJga0tcz2dquvpcxqNplVb1aAVCbV39C2McsKACtWrMBNN92EL37xiy7YuF7gL5fLoa+vz1UcL1y44EkG0L4xwOBYrX2xLVPWp2qFUUE0/TE/T/2lvuqeBN0AfNNNN+GJJ57AfffdN+0ev2tJWsEYGxvDhQsX3AE+DNqoU9p5QTlSfdbkCXmqOq0+l5VKgmVm8lOplDsoaHh4GKFQCFu2bME3v/lNLF++3GNDrqePzeVyOH/+PN5++20MDw+79kwmOzSJp/5CA1q+R9tFfjExMj4+7pL1lB/1xWwZJT5moMa9H6Ojo1i8eDH+7t/9u9izZw/i8ficdg1c1bOuzp07hxdffBHt7e0OIKtBZNZd2wa0j9kquwIZGlRez+uy2Syi0ahrveA9tCSUSCTwzjvv4ODBg9i4cSP+4T/8h+5BJ9eDON8zZ87g1VdfRXt7u9uMxhK0nbP2PKoS8X9m5xTgaCSc//9bAyjQNBQ0knSkdDDBYBCpVApHjhzB4cOH8dJLL+ELX/gCdu7c6U64sfy72spNxWM2hefqc16quJw/HSn/B+CRoXA47Mlw6vvAZJae15JfBCnq6CnvY2NjTv5TqRT279+P8+fPY968edizZ891PXGEcnfmzBkcP37cgRYGaroRV4nBlgZ85BtJMy506ASDlC8FLuQps2KUU16XSqXw1ltvYWRkBMuXL0djY+NV5Y0ljmV0dBS9vb04cuSIS6BEo1FEo1EUFRVNKd9bBwvAzV/lTKu8tFV0IMwmU444HjohVkzYGqmZ1dHRUQwMDOC//bf/hrKyMuzateu6HXPIOXMvQSqVQnl5uacC5NcXb4N/fQ+Y1GcNTAmMtVKu2Wb6G3ucazQada29/D+ZTOKFF15w+9oWL158TfwFxxUMBtHT04N9+/ahr68P/f396OnpcSA5FAp5klIEv7Rn5Ku2PjJhRaKc0nfwelbFlb/0JdRl3VeZTCZx4MABHDx4EMePH8eXvvQlbN++fUor0rUAf9lsFiMjI3j99dfR3NzsbDGDWvKWQQb5oIEI52WTB/ybOIM6q8EH/1bMQ78BwBOwWvB48uRJ/Jf/8l/Q2dmJL3zhCygtLb3mGEXXKBAIuOOijx07hp6eHiSTSef7tCUYgKtkaQJTfTL1XSsfJPKMVSbqPoMW2kXKZiwWw/DwMF566SV0d3fjn/yTf4JNmzZNscXXmkZGRtDW1obDhw+jr68PoVDIc0gHZYeyp4l3zlN5Rb0j8ToS36MMMyjkdZRP4pJcLoeSkhJks1k0NTXhP/yH/4CRkRHs2LHDVYbmgmbtbaYzFi0tLXj55ZfR3d3tnK/229rMCwBPewEZq46FzhaYPOkB8AqRRoJqaKngNJIU0Lfeegu/8zu/g9/4jd/A+vXrPe1c9t5zTQwWcrmJp7Tu3bsXHR0dHiFUB0yHSQWkIeO12vuoWSpGwWoQKbDWAeumI+3BJ5gqKSnB4OAgDhw4gK6uLnR1deFzn/scSktLp8jCXPLOzyGOjY3h0KFDOHHihFMeOjP9UUOpzpWva++oLZfzOjpfDYLVGbMyYp0TAPcanUggEMCFCxfwh3/4h8hkMti+fburbOh+k7mWPTtvOoETJ07gzJkzLkhnoOYXaFBvOS8NNBTsWd6R6HzIH/JcM6l0xEVFRS57FQwGXWb1nXfewXe+8x38xm/8BpYvX+4Z39Uglb18Po/29nZ88MEHSCaTzqYxI68BrF8mTfmhwRcwCXjIB7ZUadVDAaOW0vV9azcikQhisRjOnDmDf/fv/h0ikQjuvfdez705t6vBR61wX7x4ERcvXnQ6W15e7sAESdullP8W9NA/WJsNeI//ZRuVtpxpSy6DN2b7eH8GHAShqVQKP/vZzxCLxfD3/t7fw6JFi66qvnIcqrdDQ0M4d+6cW3vaIPJDM/QkteW2IqF+WJMplDEezcxxaAXItn5qYAIAg4ODeP/99zE8PIxkMon77rvPYQFNHipwnynp2ivfRkZG8Oqrr6K5udkBUlYtVE+m27+nNk1lTl/X3/xuvZ7j43eoHgOTuEYTq/zd3d2NP/7jP0Yul8MTTzyByspKD7/0e+earP6NjIzg8OHDaGpqcnLBPT22e0ATRMQqlB31AbyOPpO8U3lU+6g+V5Nh4+PjiEaj7nk7//pf/2t8+9vfxoYNG65bq+PAwAD279+Pzs5O10lD/0ofZ9fd+hryxibflc+aZOf1Khfcq6W+hVUn2sloNIpMJoOOjg78wR/8AZqbm/EP/sE/mILrZmrnZh1o+H0p26V6eno8GUqN1Mg4AltlprYYaGuFOm4KJEGxdUKANyq2mWa9z4EDB/Dtb38b3/jGN7B7925PRu1qKLKOle1lL7/8sot4KYzki90QqYZR+/E4HwodBVVPz1CgSPALTBpVOjCuGVsPVKmLioqQyWTQ3NyMf//v/z2amprwla98xWWYFTDPFa9U0DnvDz/8ECdPnkQ+n3cbE20VS6s++nnNcvrJjQarGmTQqNlrLADnfSjvlEUaZQA4evQo/sN/+A8oLS3Fjh07POO7GmSNRTKZxL59+9DS0uLmpqcjUVfIL+tErAHSlgGtuJHX5KUGr3xNQYxmuph8II8pr6+//jqi0Sh+8zd/E4sWLboq/FL54FgTiQTOnDnjsuHcNMrgTDPGVm5V9gguNEhVmQTgcSCq2/qjY9WgT/eHUG+z2Ymnav/O7/wO/sk/+SfYvn37NdnroiC1paUFR48edRvkuQFRqwrqC/Qe2lLFhJTaOTsHVjYoN37tVOS/7uNSPzU2NoZwOOwehjU8PIwf/OAHiMVi+Lt/9+9i0aJFVz0ZRWpra0NbW5sDYsFg0FWTOW71DZwHQZy28gCTAYhmSBUM6//MslO2yXt+H/lJUJPL5RCPx1316vd+7/dw8uRJPPLII1i5cqVnfHNBqqNcx4GBAbzxxhtoaWlBIDBxkp1myXXfgPorrTBqUGHfV15r0EXealCmfKdt0+QeX1ee8HcikcAf/uEf4p133sG3vvUtrFu3zunI1ZQ9pVQqhQMHDqClpQXZbNbxsKioyDMGW7GySWNgEndo8KWVRfseMBmcsGpHu8iAmbJJHr711lv4t//23+Kpp57Cww8/fM2CDc5xeHgY+/btQ1dXl6u80Lfqnia/BB2T5fShaqvIX+tH+Rp5ogl3tQfAZJKefkh9WSwWQ0dHB376059i06ZN+PSnP+14Pxt5m9P6OQXr8OHD6OnpAQDP4lMwAXgyMmQ8Ha3+9ut/5MQto9XY8hrN8gFwWUcuVDgcxujoKI4dO4bf/d3fRUdHBx566CH3sBg1YHNN+XwenZ2deOmll9DT0+MyBByvOg4qimY8GMVzPmqoOD/++LX8kP/sheT7FE5+hhkqbTtiQDQ8PIw/+7M/Q3V1NZ588knU1dXNKc9sRg+Y6Dc8ePAgTp06BQBOgbVq5pcdUmXROfPeep0N5FS29HPklwJFXTfKmGYatcJx/vx5fPe738Xtt9+OsrKyq+o8bMaX53QziLAnr+hRegr2KWM2eNBMkxoybR/QqqQGx+QTg2utAGmmVg952Lt3L2pra/GVr3zFyd1c8skmO3p6etxJZtpepokJmxjQjKZNBli7phU1XSu/oIIypraS7+n+DY6F44pGozh9+jR+8zd/E7/yK7+Cp59+GvPmzfOd91wRQd+FCxfchtGSkhKXGNAAVrPvyhslfY9OWHvgtT+ZMqPPMOCpUnS4PBmO66HgU3WAgXg6ncb3vvc9BAIB/KN/9I+u6hOLqWft7e3Yt2+fO5rSZuWZcLNVSNo0tk/4JUUobzp3G2STF3Zfkco+14oBGu8fDodx/vx5/I//8T/Q1taGv//3/z6WLFnimeNsSYMMYCLJc/bsWfe0aeorsYbVXU0yUU9p+23SQAEweUPZ4fWURZVV/m/J4h5dOyZaRkdH8fbbb6O0tBT/7J/9M9TU1EyZ+9UgfvfBgwdx7tw5AHAYhRiA9lvHQxnV8fF/m3Gnv9VgQGWVPoVBC8elgS3lnvoQDofxzjvvoKamBrt3776me0mHhoZckMEuC8UVNtGtFTGVQ7WLNhCzAalWFPkZ/dsGetaGMKkXi8UQi8Vw4cIF/F//1/+FxYsXY9OmTe4eWgS4EpqzQIMMOHbsGM6dO+cBVLZEychUeySBqSdMkaEW7AGTER0NpDoWYDJqVmPB7+CC6LWRSMRl6IuLi3H//fe7BzbNdUWD33vx4kU899xz7nQfzbAwS6oGhwpMgdRNpzpOKj4zeJptUWBH3mnmwRpVOlgqO8EKeyQjkQiGhobwne98B4ODg/j2t7/tyU7ONc9GR0dx5MgRnDp1yhkmNWDkl7aO6Of1b+WLZkd5X7bqKDj2u5fej/fk+mmLC6tEWilIp9N4/fXX8f3vfx/PPPOM73jnmvL5PHp6etyZ3UVFRc4gAvD0UqsRA7zZPsqhOkiVJwJnOlutTJLIHwVImillpoqvA5OnrKXTafyv//W/AAC/+Zu/OeXghNmQBVt9fX148cUX3Tqq/QImqzA2kFD9VGej97eZTQWClCXaK81yaSaLa2IDbNVZTe709PTgu9/9LtatW4ddu3a59bwaND4+jtdeew39/f2uZE/ndrl84zytvlJ+GIDaliC+TnnhQQPahsC+fQa62udskwXUkZGREfz1X/81HnroIdx6661XFey1tbXh2WefdUcmMymggZDaFgUVlDP7DCnNqKpuWl/BNeC9NNussszraPP4AMRYLOYypt3d3Xj22WexbNkyfO1rX3P3mAsfq4mPfD6Prq4unD171gU+FofQxilYU+wBwGO/bAVBK5da9VU7yGSgJmRUrzWAs731tH8MENm698orr2D9+vX48pe/jOLi4qsOnjOZDPbt24fW1lZn+7QiZKsxJOqMlTk/f6K20Oq4Td7Z5KDaC02oZLMTB5zs3bsXL7/8Mh599NGryidSIpHA22+/jZ6eHs/zylRXOXblCV/XPXxMIGhymPyy/hiYbL3V6gjgrezqOvG+/KEfjsViri39v/23/4bvfOc7bq/wTOVtTj1LV1cX3nvvPWdk6OD0bxrF4uJi9z8ZRAeuhoHGSrNfmuXX13mdln0VjFMoFZDqxuFoNIqBgQH8zu/8Dv7n//yfrg/xatD4+DjOnDmD/v5+hEIT546Xl5cjHo+juLjYYxTj8bh7wjlf10BDjadmgNWRK980E6WCS34rn1URyCsKJjPgbDv427/9W/z+7/8+urq6PMZjLimRSKCtrc3JihoXu9bKG71GHYTyWcGjX8CiARnJGjlgan84MBlMK785jkwmg//yX/4LXnjhhSmZubkkyv/AwADee+89XLhwwe0toN7F43EPX/UkpWg06nSMesn15+v6Pj+vmVYrh+SFfd+uJzAZUOopJV1dXfjbv/1bNDc3e7L5syXlfzKZxPHjx53MK0jWOWpGSJ0KAI8cWVBtgY/qsk0Q2IDAOg7+1ms0oaI/XV1d+OCDD9werqtB+Xwezc3N7qQdtclqd/Q1jlmdmh27ghwNZHkMpp5cxueLjIyMeE6G09aCXG7yKEh9jzKXy+U8gWwkEkF3dzf+4A/+AGfOnLlqgI8tqn19fQgGJ/YWlpSUeHwCZYf6yWOBNXGkgEdBj5Upte/aimrBHe2lfbCdyjlfV53o6+vDq6++ioGBAU9lZC4pnU7jjTfeQEdHxxTsYXVX9VflkXPVZJwGv9qKRhupxzED8MipJmbI5+nkXd9TvobDYYyMjOB73/seXn75ZU/L22zoUr7mgw8+wMWLF936aZuoyorKAu0gr2ciS7P7mpSzttHy3sov31e+6Z5VldWenh78+3//73Hw4ME54dVHUTKZRH9/v/ON6g8tXtWATZNX1hdOJyvWDwDeJBXXRf2oBnLqe61PZuLipz/9Kb73ve95gpyZ0Kw1nINOp9NoaWlx5Sxd8HA4jHg87gwODSQDDg0kKJwWHCvzeU/9jAq5Am41LFbArbPnNd3d3fjud7+LAwcOeBZuNjxSXo2NjeH48eM4cuSIJxNDgVMgzGwJs1IK/jQ4sI7Ez8hZPqpjUJ5bQ6KBmxpufT8QCKC5uRn/7//7/2JoaOiqAOVsNoszZ84gnU678XMcCpYtiNVMCjCZqVQnrMDFZvQ0MNPgzN4PmATDzChocMNr1RHxs/39/fjxj3/sWg6vFuXzebS0tKCtrW2KE9DNatRTAhq+x0CYAYkaMpUpdTYqc6qzWj3TNVGDaw0bea7Vz5aWFvzRH/2RSwzMhexplpbnn9sHyNHB+R1CoLpnAY7OiWO1gSjfs+1WygdrO7TErterPVG7kM1m8Sd/8id45ZVX3PGksyW9B8F7R0eHe3aFdX426FInqnLBedggirrKyqNWLnic7cjICIaHhzEyMuKOdGTlwh7jzR+2Y3EM1Addz2w2ixdeeAHPPffcnARrlv9jY2M4ceIEDh8+7IIhtcXq46ydU1nTINbPF9LmqwzrfWhj+b36farfvE6/k781mHzjjTfwe7/3exgcHJw1z5QCgYnqTHt7uzuB0NocBXo6V5U11a1MZuLBq0NDQ052ksmkO4YaAIqLi92PBoGaCNTvUdBo112rKjYJQT1oa2vDn/zJn+C1117zHHDg15Z1uaQYhdTf34++vj6PTdeEirajWdvCH5t4ssGUVoU5Z/1b7bm26CofrT1QWQeAkydP4m//9m89D+qcC1xn+cfDcWzCm/zScWsCXnVSfYzaGvJWxz2d3OoPEye6tupfPsruplIp/Pmf//mUZ/VcKc060OCgR0dHce7cOU+/dzg80dPKYELBjM0saFSsINsaCxVQNZa6OPpZq+zA5AZvNaYKfEKhEM6dO4f/9J/+E1pbW2fLIk9GCJgoux89etS1H1HwbPZSs3/KJ52fVXK/zCDnxrnzdb1GjaEGbjYQ02u0dYn3b2pqwnPPPTcrofTj39DQEA4cOIDOzs4pwaeVBV1XDT5twGCjei3TKs9JVuntugKThs6CTZVTW5kiPfvss/jRj36ERCIxZ7zTcdEYtrS0OGOoWVD+X1RU5PRW/7cVDKu/FtCqXqnhtO9ZA8k1Vx3gOtj2hUxm4tkTf/M3f4M/+7M/w+joqFuXmToSlY3x8XFcuHDB9a9rAOuXbSJZXmogbGWI8+J3k/RZG/odlFOVJ5VFG8xOl3SgXn3ve99DZ2fnjHjlRxzH+Pg4PvzwQ3R3dzvwaauuqq826NcgTueoAIT2jD3bBILDw8MYHBz0BBg8d5+VDQ0w7POWtAWGAIBrqUmJ8fFx/OAHP8DZs2fR09ODY8eOYWBgYFa848/IyAiOHDni/IRuJiVxnTV48+Mh9Zx22mZMSapvKk/TrY8CeOtzNIhRnclkMviLv/gLHD9+3JOQnAtKp9M4duyYm4uCYk2kqA0m30kE75QlVsSGhoYwNDSEkZERTwse+R+Px1FWVuaSqpoEBKZu9rbfq+tpX+MP1+/DDz/0+IrZtp/ZMQ0NDeG9995zJ+sp6FUZuFQSyWI8BbM28PJL9lkArHbLjplypkk98iSdTuN//I//geeff97XRs6GNAg6deoUTp486bFbWgHX7gDOxS9ZzkS8BniaZFb8p37B2kYm40i22sO/1Q6oPJJHx48fx+///u+jt7d3xnyak4oGiUEGMKFUVDgFHgq4/DILCkb8FFQZciUGyvb+kfwAN0Hna6+9hhdffHHWoFnbYXK5HE6fPo2BgQHHB2Y/1IDzPQWBNjNqs6PKI79IVUEzMGmINQjz4wUw2Tuo32mzGZHIxLnPP/zhD9Hc3Dwrnln+pVIpnD17FqOjo1OMDiN3jolKzWy9KrrKlcoTv0dl6lKtOBb46WtWWXkvXTeblSGo/Yu/+Au0tLTMCc/8Xmtvb0cqlXJyp+0+6oStQ2YFwy87qIbSAhgb9NrxqBOxZAGpBfQKCPv6+vDf//t/x6lTpzzByGx4l89PHNbQ1dU1xTFagKbz0/YB2kACN62G+emuyovN5FlQZvuXVQ94TysHlp/5fB4HDhzASy+9NCdtZ7oBcWhoyJ1SYx2m/fmogNzaO+sjyFt9eB+rGQSF9kGGfIAVqxv2BD5SKDT5dHb9XvqJQ4cO4U//9E/xh3/4h/jd3/1d/Omf/umM+ac2hX5CAcd0voC+wto7Zp05L9U1vwScjmO6QEPtp/U5+p7+bcFRZ2cn/u//+/+eE1sHTK5/S0sLBgYGpgBha680I6+JTuoEg9Z0Oo1EIuECDT7cbHR01AWlrG5Eo1FUVFSgsrJySiJGea1YYDrwp/xVW0BAncvlcPDgQfT29s66kmvXOpfLobe31+0J0kSdJh+pp9MFHlZm/Gy59Q0Wt+j6ApOtfZRprQBZsEz5y2az6OzsxJ//+Z+7lr25IOtnVBf9KveUMU3q6WesbbH6yTleqiqna2pf8/PFmnjWz/Ja+q0DBw6gqanJ43OvhOakOTKXy3nO9tbshWY1VLn9AIrNkFowqaSZHwJC3TzEcSnZDZR+2RQylsDvu9/9Ll5//fVZO2Hes7+/3/GKC6o9rH4VCv3fOl+twlhe2UhX72nXQD9DnvqdhKBGkq0aNit9/Phx/M3f/M2Uh/DMhhjEanCkoE15QZkiQOBrWvnwA/oWzPplP2wPt/LZD1iz/K7ZVz+gSWpqasLPfvazWfff6hyY+T927BiOHDnieBgKeU+aspUy/qZ8EjSTtxqoWVm1/LPORp2o1VN1EPqaX0BCWQ0Ggzh9+jR++MMforOzc9al8Xx+oh20o6PDEyTarLwCLf1RoKfZXvJDnaGfgwCm7jGzfNKslW198AN8ykt1Ur29vfjZz36Gtra2WTthOvpUKoXjx4+7tbG9ylbeLBi0DlIdK+BtneMRjQwaAHiOs+WeDQYaPH2Kn9HP6WZMXWvykiA1EomgtLQUZWVl2LhxI5qbm/HOO+/g7NmzePfdd2fEO7UbfX19zk8oCLYtrpqUsn6Cn1Gbz/tPB1CU535ZaJV7bdnRY0x1PhrUaFIrFArhhRdewPPPPz8nAW4+n8fo6Ci6urrc8au6B1T10q96Gw6HXasf5YWVDN3fo3t/+L2seuh8FZxz/jpWv4SBygD/tj5crz9//jy++tWv4pVXXnF+bqa80+9JJBI4derUFPniuvtVLSx2s9l762f9fK7KtQ1cNUkDYMr7duM4iWPPZrN455138MYbb8yIR36kOjAwMOB5rpLVSdVbJkFtEtmPL/pd/G15yNdtEl5xmvUVNjlKHlu/wfeHh4fxox/9yCU+rpTmJNDIZrNoa2tzR+9xwlRkjeQsYLFlTBU6P+M4XRZfmUuy1wLeUpddPC4GvweYAH5//dd/jWQyOaseSH73+fPn0dnZ6QHE0wkN+aNCq06YxlsjXOWjfq/NHluAo5+hwFmB9ANvHLeWiZPJJF588UWcOXNmVvwiZbNZtLa2Or74ATsL+sgnv8DNBkb6Ocs3zlF5A3iP2PS73o7JAr7pnHwikcDJkyeRTqdnzTctP7e1teHIkSOek4f8QIE6RlsZUrBoTx+xgMzKi/LBjtFuNLOg2e9v1UWV77/8y7/Es88+6znF6UqJtmBgYAAdHR0eoKJ8Uz7azGhJSQlKSkqcDsfjcde7PV2G05INyGywqkBbK452Lhaw8HXeP5/PY9++ffjhD3846755fk9fXx+GhoY8ttwvuaR2SB2xDbasrtqgVfWJzpTVDQYVDDSSyaTb+G35qnaM/+vaFxUVoaysDHV1dVixYgV27NiBtWvXOr6n0+kZ81BloLOz0/kJ8kHHRV7T9urJcbZbgLzV+ygfNThVnbUBqb5vAbDaQ72nlQ1dz+HhYRw8eBBDQ0Oz9q0AcOHCBffAWxtgWT8Vj8dRUlLi0Udto1PZYYBBueF79L/ZbBajo6MYGRnB0NAQADh8Y3XP2kS+bpOefmBOK5vU+/Pnz+P06dOz4psGMLlcDq2trZ4jnxXPaULTdgqojFrZUR217/vZVgBT5G46UMyxMyHEMen8AoEAurq6cPz48TlLgFL2BwcHcfDgQQwODro52Oqg4lm/SofFbtYfWxtn5UqDrEAgMCXxboMNq296f10XpcOHD6O/v39GvLpsT+wH5HWQwCTw1Q3fgLdPWFsKNEuoQMYKnBusWQBrJDXTMh3pWO2iaQafP+l0Gm+99RZ+8pOfOOW7UuJ39vb24vjx457x2uwQr9cyuW6iZxsGlUlBt52LH2BT3qrAWcWgQGofKu9tA0MVcP5/6NAhvP7663Om1GxfUwOlQIVjsUGF9iYr4FGDQLnW16wyUknJQ1VCDTj4WwMNv2CZ11oeAsDevXuxd+9ez3fPhNRZcb+FGmK7jvwhfwiQdX+B9sz7ORpbNbLjIbBVWVWwp5vX+J6fYeS62T7U7u5u/PSnP0VPT8+ssvO5XA5Hjhxxx0syELKZNdVhvlZUVITy8nKUlZX5tqHxOtUZ3psgR3WJJ9xo5ne6hIpfK4GOT9dZ5zoyMuL2odj7Xwmxgnf27Fl3aIPVUZUPdbIafGhiRXlFnpNfmhji+xYs6t/qcCk7qqfxeNzX/7CCMX/+fCxduhTLly/HvHnzMDAwgOPHj+PgwYPI5XL48pe/jF/4hV+YEe/IP4JWDXJ0/iozugdBk3n8X0GhBeDqe/x0zCak9Bkamrii3OopewCm+CSVwVBoou3sxRdfxB/8wR+4PUIzDTg4Bj8fzrlozzxP79JqBitjrGhQ58bHxz3VDVbAKOscM/WWCQXd08O5Kd90PTkHvc4GIDbQYDLk9ddfn5MWNK7lyMiIA+1+CTPAi+l0Tf0SAFbm+F3qnywPeI0CbbX5avfVd/oBcdL4+Dh+9KMf4ezZs7Pmlb0v25G51jZg0gQGbZp99o29xmJE5Qf5ZJM15AFxDOWUWEPtpN8YLd9UZ8+cOYMf//jH7nlqV0KXHWhYUKAOlyAtHo9PyZYoeCGDOWEFOvZ7lJn8W08F8VPA6bKn1mnayJhzsQ6YAnz+/Hn84Ac/QEdHx+VzVojfn81m3ZNmrfGxEa9WKTQrz+yVtltZQdb7qaO28+brdpwK7jQo0bWnY7aVIX5HMpl0Rwz6rcGVUHt7uzuL3WbTdO3tupNXyms1iprRVVIQo3PWwFbnzHHQ6fjJppJ1yDqfbDaLvr4+7N+/33ME5EyJYz9//jyGh4c9gZZfq5QGDCpDCsY0ULGOxmZA1VFxrvZ9DbyUD1bXlY8WHOm4T5w44QnUZkIqS5y/Zr0pCyoPfF03AOqJevZEEb95+NklPxmyfLBZK302gpUFP3s4NjaGn/70p+7ZA7Ph28WLFz198rrOqnO6dpZfNpjXcfNvPXFHryNfyANu+rY8srzQSopNwFRUVKChoQGVlZUYGhpCc3MzDh06hEOHDuHEiRO4cOECxsbGcN999+FLX/rSjPmXy+XQ19eHEydOeHwC36Oc+QVk6lM1WWCPziTotr7C+m6VUwJPK/fqJ8hzG/xb36/Z6Pb2djQ3N3sq5zOhwcFBd3CLTVbYOWkQpoCM1Qv9rU+R1zYq3SSuCSNWMchjlSk/wE7e8reCZ/u+H+XzeRw8eBCHDh2alY8l9ff3I5FIuHHbJJRf9YEyqbJn+a44z+JIAE5XbVLTLxlFsj7H8kVtKf8+deoU9u3bNyen7On8mFSnLtDeU8/Ul9AG2pMyVX/V/tm52WBTZVt5qvzWIMMPTygmme6akZERj65eCV22Vvs5QkaZLS0t6Orq8kScBCW6iUg3RqrD0eMEVShsxv1SwmiJjkiFyS+CVqBpM9h8L5PJuE2FM6VsNosjR444wExBtMfU+pUPNTPPSpA6B6vglg+WR9NlTPwUzxpEP37a16ggR48edaW22YDlzs5OT1uejsOWHPmaRug2m6JAQ2WNm/sAbzZPDRzlkAbFT17ZG84MG3/YL273Xyj/OL9XXnkFFy5cmPL+5ZJfQsBuDtWgUYNElRe+bkmdkF/2xd6P33eprKmVEV0v5f90ZV+u8+DgIF599VV0dXVdMd+UCHzJP5tVsq/RkfA1VoQI8kjqrBVMKw/UJvI95YXywzptdcx+iRkNQtSW9vb2uhOiZqOvPP7T8sbvtw1GKUvqIzhvwHsMMMlmNxU8A5P7NVQ/NZDlsbhMBLEthm1StbW1iEQiaG1txb59+3Do0CF0dXUhlUp5Apbm5mYcPnx4xnwjT3gUsMq0VsXU5quess1Rj5LXYE8DEK6xTdKorVHZsfy119Ieql/3s3MKjPidPI5W1/lKKZ1OY3h4GAA8bZzkjfpVvqcVCwYVXP9cLud5ovzY2BiGhobQ2dmJ9vZ2XLhwAadPn3a4R/cDcQ+HrYDbbLQfb5S4PirfNrAOBCZadxjozoby+TyGh4cdH3XcfsEFMFkp0sSVttf6gW1rRy1GsYHXdEGXX3sQZdXaL/JvbGwMb7zxBoaHh2dl4ziWbDaL48ePO3vH1+387Lh1jkxOKbYjP/WkOMokH75nf/z2jaqO22DNVsj8xqo8D4VC+OCDD7Bv374r5tUVVTT8QCsw8cj1VCo1JUPl50Q1uLAT85ukH1kHqYbLMzmfKBfwBk3WSdux8qepqWnG/Wn5fB7d3d0uu28NvGbK/aoqzMJYQE0DatsTAK/ztQpu+aRgRh2LX1ZUq1hUEnUgSr29ve7UmdmQBmDhcNhjgDgvOgwCCr85E8hoBsFmWFUpOV994jDXzlYuCGaUDzZrSmcETDo7m83mZ/v7+90+jZkYROUNT9/xC8z9ZF+DBl5jr1WAaI2Y5Y+ulwXA2hKkQNgCSbvmqjMcj+pNc3Mzuru7r5hvHMfAwMCUoFODVT+An8/nPUCO86QuXS6I4ufIGz9n4sdzvkc5m65SQpm2rw8ODuLZZ591jmwmlEgk0NfX5+5J/mnQoHJoK9t2v4nqm+qk2iH7RHD+rffSk6U00KDz5rhCoRDmzZuHmpoaVFRUIBQK4fz58zh79iyGhoZQVVWF+vp613JDYiXi4sWLswIwmUwGJ06ccG1efmto/Sztm7UjFiT6bTrl/S51mgx1Tm2rrq8GcSTr761/4P9MVPLZSzPlndp3G8xowsgG2apXerwx/9ZnroyNjWFgYABtbW04e/YsmpqaMDQ05GnNS6VSSCQS7tABBmCalPLDHRqQkz8q8/oZCwxzuRz27t07q5YgXXutPlkcxDHYJ3TbZzH5VcjV36otsOtIskGWDW45botPrN9l5wVfP3jwIM6ePTtjG6eUy3nby5ko1PEqDuF7TGL5dQCQB1olYuVNv4evqVxYjG2fs8LxcA39Ale/JALH1Nzc7I49vhK67EDjhz/8IZqampBOpz1frI6XWZVYLOYx+MzmplIpl6Wj4mq/owV7nDh/26wpMBkR2vFwTLyndfQ2q6XvqXDwvjyHfaZ09uxZlylQYEDyEzS/8fBvW/2wYFCDMT9wxP8V5NkAQ/tureApWLTfy2sHBwfx05/+1POgnJmQrrsFoXYOwGSmQ4EaAOcsCcIsSFQDpbyw4E6/S42hGjZ1ILqeGgwq33QN8vmJk0z27ds3Zb6XSwo8BgYGcO7cOccbuxYWAOqYyS91wlZ3qMMELH4ZFHu9PijNGktdQ36n9t2r7E0HuvlQwplSW1ubO6PeVlZs9keDUPJsbGzMPSiOfd1+smUDMpUrK2tW5ij3NuOpQNwmAtSJ8H9+NpFI4MiRIy67PBMaHBxEV1fXtJtClW/6HoEIx23bL3TN1UbZ//VBfAR71rb7VcZLS0tRXl6OhQsXIh6PY3R0FC0tLejr60M0GkVlZSXKy8s9uquJBQJ7vj4TyufzOHv2LLq7u6fYMh2rXxKA7ynIBrwHhmhgYX0t/ycYtPLnB26V59PZSpVLXXuVweHhYezfv/+KgnE/Iv8V1NqqGO0PW6N4xDFtC3mtR9hShqqqqpDP59HX14eBgQF3up0fTzkeDZYtL/0CCZVnP7+jMsDXMpkMjh49ihdeeGFGfON9RkZGcPHiRc/3+M1N56i+WSvmfm18tutC18XaJMsraxuVn2p/1XcpoNZgr7u7GydOnJh1ApTfZ1thdS39fDvgTRLoPDUxoN+jCSy/RIGfbtIW+PHS6qP+rf+rLeHnTp48ecXPCrrsQOP3fu/38C/+xb/AD3/4Q09mngCAjNXjHPP5vMdwaabML1OjjttGpeosrZG12RR9bTqQ5sdcXQw6EQoC5zUTIkCmcGlgxe+wrT3ki4IXKoZmSSy442+bjeA4dP7WyVgHYkGiNar6YwEmMBGcNTU1eeZ0pUSnYIMzq1j6vZRJAmA6FD+grIBPeeP3YwGiZtq5XnoPm62wAYfNbClAHBgYwN69e90xyFdKamT4PXazml+mSsei7QA2GaCgjjqrmT3yWPmtOsnrpwMg+Xzes14aNKrBJlkjmk6n8c4771wx3/jdmg31c7J+Nos2jlnN4eFhd1JNNpudcqSqDbL8gnrLG33PTz8tb1Rn/LKH6iCz2Sw6Ojpw6tSpGfENAIaHh6dkb+136nvW/lhbaPXG2hxeQ/5Zmb1UQoGyV1lZicbGRtTW1iKZTKK9vR1tbW0oLi52vox9+0w42SCZYzx27NiMW/YCgQA6OztdG4afj2SSie/r2lrgYf2f2jzlo/URGjSpTtmATwM25b1+p9VLm2WlzPzkJz+Z1QPB1F9roKrjUJvE52OwVSiRSLhAwx4gQJ5VVlaiqKjIvR4Oh1FaWoqKigoP5uGPrTj52VtdG1uZU15ra7nKLtdfH1R4pcQxjY6OOgDpt29uOrukNpyfpQzZI361uuSX4LLfqd9lEyd83fpiDcRtUJfLTVQwZ9qd4jd/yp3Okd9NUvnjZ4iHVfe04kiyGMICf8snu060FX4+09oEv7kBk3KWz08Eamxlv1wKf/QlE1RTU4Pm5mb8m3/zb/Dcc8/ha1/7Gmpra5FIJHDs2DGMj49P6WdWZnCwfmBahUFL/taRqjDZSFev8ysJ+fXL+THKL/MQDE5slpxNaVIBizXqOtZMJuMMlI6BJ1pwbFx4G2So0HAu/K0VAX7fdALG1/3Aor6v66jlVP7u7+/H+fPnsXLlyhnxraenxx0xSuPNAFfnpcqpfGD5enx83AVm1nj7VTL8/ua8/ACA8s+W5jXA0/XzMwj6ucHBQY+8XAm1trYikUi47Dp5plkRa8B0Ta2e0giqDPsFDroHRfVWAw1gsuqj/LRtVKp/+j4NtJ/xpIMLBoMzBi4KDHS8uVzOk6G0DkVL2eSBOhLaNj87xvkpj6wjsE7BAkl1xjaLquuo1+tvAEilUp5jVa+U3n33XXesr5Kf4+R3M5gmT/UUIJt1VAeoeqT200+GLMALBAKoqKhAY2MjGhoaMDw8jPPnzyOVSrlTg9LptLN9NoDmkae6jyafn3gg5tDQEBoaGq6Yd5Qv5ZmfbeN7FuDZ/5VfahP5WWuv9Z76ed7bD8SQ/7aiZH2z6qrqLsd1+PBhHDx4EPfff/8V8w0A3n77bc9Y+TR1lfdsdvI5UExAcT8R11oBP3/zGRqU6YqKCkSjUdx6662ora31gEPqvVbogOmTfBp8+fFH5Vt1weqBXfeZEOXN6pyVP9tu7Lchm7JkkwQ2yLXv2YSUfd9WLaxcaouR2lHl0fDwMNrb26fI+kyJ2EQPU9A106CdvCGP6QcVXxGzKD+Ur7wv5TkcDrv7Ka6wyTArK8oz3lf5rWMmZTIZtLS0uCO81Q9eii470Pjv//2/47333sPPfvYztLS04Otf/zpWrlyJRYsWobGx0Q12bGzM8/wHNUKclF951e83J6LOVYMJ/d8GH/yuUCg0BeRYZirj9RrN1oyOjuJP//RP8cu//MuXyzLPvW1AwWBChQGYuuM/n8+7DeQ2WOLYqFy6AZmkgEmDMOsQeF/loQ0ytBKghtEvsOPfAwMDOHXq1IwDDR0XAcilWo9IzExpFoA8UtmxDlHnqspueUTe2nFYHpBfvF7lX9fHz0moQb9S4PeDH/wAx44dw9jYGNasWYOlS5f68kxfY4k5m836Hixggy4Fv1rdyOe9x136Vcf0HlwvG/Txs7Y1S9upOHbLy3w+P+PNkQrIgKlJAv3heG2LRj7vffiRPoHaL3jwc7r6vq1Y6P2t3bqUM7cg3zrzkZGRWbWckRjw2aBWAYoGkvwMbS3/1uddqF7yep2XkvaC+wX1RUVFKC0tRSKRwNGjRzE4OIh8Po9YLOZO3SGwpDzbtj3La2DC3rHl7kqJ38Mx+2VJ+Z0KtlR3SR9ViZsuIafyMJ2f5ndaoKy/bfWY97Y+muDcAtkrJVYYeG/6fo6VoEzHwZOktMde15LdB2VlZe64alayKioqEA6H0d7e7t7X5Ilf1cLaU/KLsqV4w/odXR/7WiAw8XDh8+fPXzHf7H0sD8hLC+xVjzkXvwSz+lnFYOrzLO5QHtrkof0cyY5ZbbjKPDDZJTFbslVFq4MkOw6/IJ/zVZ+mfFNMa+XC8tzy0U9nFVNY3O3nO4ijg8GgR18uly470KitrcWDDz6IzZs349SpU9i7dy9ee+019PX14eTJk7jnnntQWVnpcSpK4+PjCIfDnnKRGirLWAtsVUj5eX2fZEGHH3BXBZjOIFLBaNT9ApXLJR2HGj1bCgO8+ykooBRMBX/KJxoabU2zgmgzYHZ9VMhsQGHfU56xzKxOjN+Zy020sPT39884Q6r3Gx8fRyQS8Rg3m71VJ+xXrVDjqIDWL1OsRkRBHz9rjQDHSaUkv+icLL9JKvt6r3Q6jd7eXixcuHBGPOMhAnomv8qcNZS6RqysWXDIsWowofqqP5RHypBftdIGstr6okdL6nfpWqjsFxUVeeY/U8DX0dGBpqYmB1boQDh3re7QFnEuFvzaoMEGSgqc+TnrkBV8+N3Pvm6BSCgU8gQ6el9LQ0NDszqtyz77gnQ59lizzYB3L5jfHP2y/VYXWSGxrTXj4+Muq5nL5dypiGyH4fM0eC3bbWwgwO8mP2dzOuGFCxfQ1NTkxmlthvJMgQL/Vzvs57NscOsXnGpVTpNjCjz4mk3GTKfb1E891U/9IfWEVYiZkq69Bq/6niZTpvNdoVAIxcXF7gSvYDDoHsJJngwODmJsbAwVFRWO35R9Pj9Dfbgdh/oe5SHHwwqa5T/5aoO+0dFR94yu2fKP32OxiR+w57pZvwp4N2arbNhkg/W/fnwi8TrbTkt5pHyR/GwQxzxbyufzOHr0KHp7exGLxTwdI+of6Bco51w/2mUAU1rMlDeKyfx00a9l0W+sKkv2ddVhaxuUf9Sf6ZKj09FlBxoUvLq6OlRVVWHt2rW49dZbcejQIbz33ntTMiyqQNbYq8HX6E6VSAGLrWh81AStI+NvP0W1ANQynK/HYjFUVVVdNmOV1DFYR2iDLYIYZkE1q22FhA5PeajlWq6bDSzIR+WV/Q7rpKxhZOZRWwd4H/3hk3LVMV4p0fCynSwSiXjAiPZtUqk5Jr9+RoIE5b3NuqhRtJ/X//1kxQbGHKefg1e+WWpra8O7776Lxx577Iod8NNPP+1OgmNVSfeMqCxZHdHTpNQJ2/lqKxBlUDPw+tp0vLCBoJ76YtfD6q0SnQf3Uc3Gmei9KV/kg9VD+786CW3V47htwDTdGkznaJV/ak/1Nb9MtL5nwYtfpnWmZPWFyRHOQb/L6i6vY7aRQZ7KifKEa6LVJDs/Oni1i2w1SKVSiMViqKysREVFBaqqqlBWVoaioiKP/DMDGgwGPQ8O1WoNg97R0dEZZ5a5Tmq//LKVnKMm9BRE0d5T3mxSQX0Fv8tmqC0YsX8r0LGfoY3VDL1NhNlEVzabnXFiwBLnqodyWLtPHoXDYc9BDQDc5nn1k5lMBslkEiUlJVi7di1aW1uRzWZdQKrzt22nyifFNtz/YfeqWTtn9V/tsc5XN3JfKVFX/PyQjk1ljGPUfSz2OmvD1e5bH6DX2bHp3+rrbaJF72XHrjbhcnDkR5HyQmWOdkl5ySA6EAi4yptNWqpsqpyoX7Q2XOdo18xitkv5A032W5nT7wIm2mtPnz6NTZs2eU7euxRddqBBJgATilhTU4MHH3wQa9asQWlpqSdDppk9Xs9MNJnrl+HVCN46Yl6jr9GQ6IIDXqNss6x+Qm2BpjWmFI577733ctk1hXQeNniw/NXr9DUdu0aVmmnnvZRneo1+p1Y61HDYuVve21KvCqjOl9cODAzMqqJBp6Bz0t/Mvito0jnxHn5VDhpJm5H3y6JantqghO+p0eV4VPb8qhfKc/6dSqXw5ptvYsuWLVi0aNEV8WzBggXufhcvXsSpU6c8661ARddcKzJ+WTjVFdUZ2xbkF7z5OR41fBqcKJ+t/Gogqyd0+MnvTEiDfev89KhE1R1gauJAq5N27f344eeAtSVN76Oy7sdzdawElUz2+NlWdZTctB6Lxa6Yd7yPVs3IU2uzVGesnVO7og7Xgm1rtygXFoTzJEQGBaFQCBUVFSgvL0d1dTWi0SiKi4tRUlLieRBlNpv1OFPyKJvNukSQBqLBYHBWzzPQioICVsqb8tXaNNsjT/urwZBW7lWP+L06TysrH2UP/GyvlWGbhOH3s41ppsT7Kc+0PUV1VfUpGo26NSUfNBlATBKLxVBcXIxYLIbq6mqsWLECqVTKVTv4HXpMsz3VirwfGxtzVW5NFpB0nfzetzZutoCZY+dvv+9T3MHr/Nrz1ObZgIR/a2BiE01+PsFiQJtMsX5GcZLaQK5LMBjEyZMncfr0aWzYsGFOeJfJZDwnu1lsB3g3VPN/fUaGzpG/KQOKU3Se6gcV6+gY9MfvHn688qsE0m4mk0mcPHnyiuTusgMNMlSJpcJ4PO7ZrKwZFE5CHzJiszRkuk6WjNa//ZyMFTZlso0CFUCqEdXv0vtxfIHAxEkfN99885WwawrxXraUqkrsJxjWCPmV2Kyz9gMxfobWKrbyxBoKyyNew3HpZ3TOtpx5JaRgivfT1/U1GhMrp+p8+GPbXCwAtopoAY3Krp03P2e/087Jb4x6v9HRUXR0dMyon9TPUXAdtH9dEwQcmwIR2xNqAZ5mLf2CC/LDyqEfqPYbt76u19G4alDAOTL4sBuSr4R31EfNBPutoZ+x1UqjX3XVGnfllX6/fqfVOauPCuD1HtaJ+41LKZfL4dy5c+jo6MCSJUuumHcWlF5OllTnrXLF+fslNayM8ndRUZE71Yt/0/9Eo1F3P2DyLHu1GYlEAvF4HPF43BM4Eqyzqkq5s/Zm/vz5M96PZjPhVnb8KpHqU9TO+l1nZUKDC+trrN/VdbuUfCrP/Gym3/hsADQb0kBXv5/JCBsMcU25vgy02WrI6pbaGn1wYj6fR1FREUKhkNv3EwqFXIDBU8q0dfFS/kTXxw/TKH6xeGou+Kfrzcy7ViQVrxHcqlwy4adJIQ0yLb6x2IR/a7Cn362fUUxp8Z3eX+dGfeWJgHPFKw3QdG01CaFz4GcsbrbXcJ5+vNP56fvA1I4Lfc0Pt1j8Ql9qsQvpSjHdFQUaH0WchJYSVQmUwZyICg/JL6vnl63zU1SbkVanxeusw7eO2DKWzmm2rRgUPMsrW7YmjxQIKuDRTKs13ry3FTSryNMBagsWp3NY032v5SkN+UxJjakGB7YCpApns6nKW6tsOierzDawsvwkfRQgVLlXQGiNqPISmNxkb4OQyyUFe5Qh8kX1UsGKjll7Ti0PqL9+GRErW8onzVKpk7C8sq8rjwBvNZNZRdodykBFRcWM+GZ1UV+nHZluTXRDqgZx2rPLuUwnV36OxNoG5SfH5ndvP3tmg0f9bDAYdO2xMyG9l/Yi+7UU+IEYlS3luZ9D1HsRBJIIDJmxzmYnjl5nP7NftYAZRmYPCSbZf0+nTz9gK1rAxFG5b7/9Nu66664Z8U5lgfPRqgTJ+j6VL117Bdh+AMzaQwtCFKiojOqziNQG+Mnv5dhGbX+bDSnm4P/6m0RcEQqFXKLUVsH4wLR8Pu82wNJ+avaaD9Pl9QSQPDZXH/rH/Wd+49QKhvJZx3wpvz9TP+HHQ8Uafv7err0do86P99JKtcUZturF6xS/8T0re3ovSxoI6PjtXqSZEO0P9YyYhHzTpJ3lHeXLBip8T7Gvzlfxml6jdkN9rB9GtnxSX6734G97LXDlsjbrQENLtNpHrwNSZwJMChCfj8AJKLOViVbQ7X3UsPIzdBa2j8+CHRvx8bcuUCAQQE1NDUpKSmbEo+k2VOn7FvgpTyz/KMj2fgpsLIi1jsAKJa+zpDywr6lATje3SCSCsrKySzPoEmSNngYSqqTkMY0ZNz9zTNlsdkqQx/tbw+lnCHV+frJs76MGgZ+3FSs/5VZie8dMW1hUpzjW6YygDUBsMGsBn9+8Ld8sXy8VkCnI5HqpnHNMOl4ad81I8h7hcHjGFUidqwb85BnX0eogg2GbKVa99OODH4DwA9h+wZvycrofXQvlox0LX58/fz5KS0tnxDvukyGI8+MtZU2znzaQ0jYvTUzZ/nW18eQ1A4pUKuVkhM8/IHAjgGRbCzdmcl8IwaSuoT4Xga/regSDQcTjcaxatWpGvNPvsjLG+6sN0+vJJ/JPdVllwIIqXXuVGQUwVu5Ud+341KbY7/eTQ14Ti8WmHOZwJaT23doYq4/KPxLb5XK5yX1FnBPBHjDhV1jR4H2j0ag7SIBH5Q4PD7uHAupmeD2NT/mhCVXNYLNNz66H9fuBQADz58+fMf9I1kZQZjTBomBY+ayyoPy23SN+fs/6Wz+fa/0zMJnxn87e2dcpI+Xl5a7lfzZk5V1tgb6mGEX9P/GK6jXlkEGWyqr1tRrAWv3SMU6H//R6XQfroyxd6Z7ROQk0tKzMKI3M1cloP6tuDNNsvZ+Q2IhNiYuhQsq/uQC2pGYFW+8PTG3/CQaD2LNnDzZu3DhjPqnD1AiY79keWTpqdRq2x5lkQZsVKuWT9kf6bRzlevAz/G2BpOWhH0ACJo6RrK6unjHfSktLMW/ePPT29k5ZF36f5Ynf+NUQTmcELYDR+drgQq+j/No2IjWYaoR0nRQ4WSoqKsItt9yC+vr6GfMPAKqqqrB48WK0t7e7zJw+VIlzmq41Q8frB4z9+GXXyAYpCmas7hL8WRDJzLjqg62YKdhasWLFjPilssTvUCDHa2wWSj+rQRLHa/nD9fcL4JQffnzzs4P28zYjxvlYEKprPtusqI5NZV55x2BMP2OBigUIfnNR/pDY2sJWKcoO/QADEf3udDrt9nAw2GAFg09Jj8VinufIWDvH8ZSUlOCWW26ZFQ8tGKZ86/pqsKiZUfJa+8JtEGH9gtpHP7209kwTU9Zu6Wv6eT1WXG0K7U40Gp1xBdKPDxr0+AFgO2bOPRQKobS01OlmIBBAIpFwOhOJRNx+DWDiqFS+NjY2hpGRESSTSfd8Drbx6b5GBdq6L9C+rjqhftYCwHx+4ljmW2+9dcb887MDfjhD+Wl9rl+Sys9P+MnTpQIv5ZPKPt+njbZBhh+WpP1bsWLFjP3DpfgHTAYf9jAClTMdIzApg2rTVNdtAKHrZb/X6rrO3y/5MJ1P97sul8u5YPtKgrRZBxocPDM9HCz/p5FRp6MTU+OmTsnuP1CBVGCn4E6V1Y+RmimwTJ1uYcjwhoaGGWfm/QRBI3Jg6hNw6Sg0clTBJN+t4dfv88teqYNRJ2FBijVm1mEon/3mS6UuLy+fVaalrKwMVVVV6Onp8czLL1umfPEbD7Mwlnd+Bo+kim+jfD9l1Gv9rrc9uhY46PWhUGhW1SBSUVERKioq3Gk42tNOZ6qVDwUd+jf5oXyz+sQfzcRYJ+nHdz36VvWU91Hg4xd483s4/lQqNSXguVxitUSNu10jfd0acSuP2jqkPLY6xNcuFXxYEOoX6H+UHluZU/ILDK6EKisrXT+6zb5re4EmoezYaPsVaNC+2yBD52irWgSAlC8GIXyApc6TgIUZ5KGhITfmQCDgqu8chw2KgIlgZMOGDairq5sR70g28FJ/wWy7yj3JPnfHD4xYPbTv673tGPQ6fY2kNtT+WJ+kc6Iuz6ai4aeDOi7KO9fZyh7Hwn2n1FdNVgYCARdwMhglr7gfgw/348Mc+Xm750D/n24fKU/DUnuq9pbEcd13330z5p/iML2/yjl11j6Ajr5eE1XWVvN69bE24NDPqZ/ws4n8Tj4ywfpPaxs4/kwm41oiZ1vNCAQCWLlyJXp6epBOp6foAm2ZVkn9fK39jCYHeI0+I836TQ1KLca2NlN5a/GurRhbn275fiU0JxUNBXA6UXUACrKUlCFkls1QW4drmWajX3VSqqh+mRrLeDWI/JsOa7aCaTOjzJ6pUto2q2w264mMNTvKa8gP/la+8bflnfJXv8/+bfmngqfXWUUnLViwANu2bZsVz3R+BMd2DlaBmX0C4GSLc+C1H6VUfoDMT0H9/ua16qyY3aITUcCiRpTjKyoqQnl5+YyyzOp0qZ9sbaRMcYx27WggVQbUQau+6jwtILTyoj26qo/kCx22Zj4tfwncLTi3AKukpGTGe4Pq6+uxbNkynDlzxiNj5JXuPdBxktcWqPll+tT22ISBX1DAH9uzzes4TitPXHtdC60MTKfHM6U77rgDb731lpM3bT/yA0k6fgUkenSyrX4r7ywfSUx+WVCoa8Rx5XI5JJNJVwkhmGflwwY/ADxZaI7t5ptvxu7du92cr5Ti8TiKi4tdIMT2Mf7P77fAjteqjbSZaF3n6XyerocFamoLuQbkJe+r9lT9sfUr6r/s+GZKN998s3sGCUkzwX5YQufr52cYbEQiERQXF7uDb9geToDLIIMBRiKR8FRktZqhiSzrU63dAzDFnvrhE2AiyN28efOM+Wd9oNox5Q3n67cXTQE1r1VZ02Qvf2zLj/UZ9j2/hBP5xDFa7GJtg63qzoa4+Z82iiBc+aKYTfmq8qljp2xxDuSTPo+Lr+v/+twqrf4QM1ld4HdqsKJyYOWNaxwKhVBTU3NFfJqTzeAcoAYWqsjqSPP5vOeBTuqAgKlHGyrz7aJYBlkBVmeg36/3tO/5AYC6ujosXrx4Llg1ZROSzkkFkMbPHnFreW4NtPJK5zOdAut9/ECdX/uZ/U4/sKz3YD/0TBTbD6D48Y68JWWzk08YVpnhewr67I8CMz/e+xk96yCsvPmBOj/nQh4Fg0HU1tZizZo1V8wzwP+YQnUiDBw4HgWqFrRa42NlQNdc9VENvl7De9Dp8FkrDH5U5iyY49xsxkcTFcFgEKtXr55xyx578fP5yR5p5aGukw3S/ECUBmZWH1V+bAZ/Oier/b8AfD+j663fPV1yxS+Ynom+BgIBt7GW32Gz/wpe9PsAeAC9H580w6nz4Gd1U24uN3Esqd6fQYQeB0meqtPWPRv8zXExMFYgHQgEcNNNN834xCkAqKmpwU033YSBgYEpWXfr++j0OX7Au6Fa5dHyXv/28xd6nfpZ/Zwdi5/v9bOf1i5RFmxwdKW0bNkytLW1YWRkxHM8t/pT5Qv/tjqgSVHOneCK/ph85yZv7ssYHx/3HGfLpIlNwCi/bDVDAxTVAz+/yzkEAgHMmzfPtXPNhBSjEXtQd3W91HfaBBjlT22x9Q1+eER9oA0uLPjl2vj5Xj98p+vst1dntkR7R94A/sk7rb77YQS9nuuv/9tEnyYeNFFnO4GUN37JJn3ND//p+9SrWCyGdevWXVECdE5ap6zjVQMOTLb/qPFUQ3UpIOLnnHlvvscsMV9TgKJGzzKa/+uiWkcdCoWwYMECrFixwle5Loc0U8fv0d8WmFAoKbB+lQ4LslVI9Bq/tVKe8vttIGKDOPLT3o9rwftoxjUWi2HBggVT2sKulFS5MpmMJ2OgMuWXZfObu/JfZcsaO+XldG0cqph+a6FKrtfQQVme6udLSkqwaNGiGYE+ldV8Po8NGzagra3NtYTomtmNaCpbfskAWxHS35yP5admX5S4rsyGqROxiQYdE0nXmvIQDAZx7733Yu3atVfEM6Vly5bhwoULGB4enhKs8rtstcICfSuHfnbIBuc2E2z1mjzTzKCuj5Uzq+NWR9SJ5fN5RKNRVFZWzjjQ4MbY0dFRN2fNjKo8kTfWVlnnqDZLgZiVSd1kzgoGgYBWGZTv5IFuANbKJ6+3jl3tIzDRMrZ69eoZH6kMTD0URMmCAJU/1QsNoFSv/fjt53ctULN8zue9T4K2Qa7aRmtr9bfqSXFxMbZv337FWVKl6upqrF69GgcOHPAEGTYgZUCjoM/6WpU5tSvAhGyMjIy4lh0GE7ofg8/J0NYpG1hY/GErIKrLdv3seCORCFavXo158+bNiHe8ZyQSQUlJCQYGBtz3azuUJj3Jy+HhYffgSz45XcmCVoszrI1Tv8qx6eetbPm95mdTdMyxWAzxeHxGvPKjsrIy9wwY8sweGGHxis7N6rTFoNYOZjIZdwxzT08PRkZGkMvlUFpaimg06tFJ4mMbvPJvfof9Uf6pHwuHwygrK7v2ezT0yzKZjGcAVGo1yLbkp0GFGnYrhKr0fkKmYFOzoRbc20ypdWS8lgtSWVmJ2267DUuXLp3xRkk/x6/ZE71ODYgaRwUavNYPOCtf7QkXKnz2O/2AsTWIVqmnWyOOtby8HGvWrJlVkBEITJymce7cOaRSKTc35Z/9Xr6uG3ktYLMGTgMv+74NUP2cqB9Y5HtWTvkgJ/Z12oftcG48FWMm/NOsdyAw0QayevVq7Nu3D4B3HwGv4/fzt75v/1ZeKPCzANpmTFQ/9TpmjpmZ0SwfP8uMNYMZa0sAOJ2tra2dcetUPj95Nr7aBc5dnbDaIz9b5ZdRtnKlNkjXwO9v1VMFKHb8+n0ct+o/AaNW/UKhECorK1FfXz9jW1dVVYXGxkYcP34co6Oj7nhZwGvzrF1W+6zrr3bQL9BUp873NWhgm0c0GvXYA31SrwI6yhvvwfcUuLKFQQHCkiVL8NBDD13xaSzTkQJK27qi41HitRqsWPn0+1H9tX9bvVcZV1vnp/82sFZ7wN+BQAC1tbX4xV/8RWzYsMEz3yshypa27nCMqVTKnSqlLSn6G7j0QQmBQMAluKj7Ghgw4NDnZfB/2jwL5PwSVjpuax90vKoDsVgM69evn3EFl/eqrKzETTfdhKGhIY+s8XutDo6NjaG9vR2Dg4OorKxEQ0ODa6ma7mARlQWdm+WL9c82kPDji77u18XCcZeVlaGhoWHWB18AE0n0FStWoLu7G+l0esqRtSTlCTCpm5rcUD3X62ivdI58wGV/fz8GBwfdqW16YpUfn1Snre7zWr6n6wZMYooVK1agoqLCVxano1kFGvaLGD1R6bWUy0moIVTQb0EjSRdNs2EWPPNvKjbvo4bQVjk00PADj6FQCMuXL8cjjzyCeDzuDM5MeaXKS+A0XfZdP6N80wyqBTek6fjjZ8z8AgwLrO1mNgq68lnbq7LZiT0AsVgMtbW105ZaL5cWLlyIo0ePugfscF3V8PN1dTJ6dr/Om/9bI6cKqetieaPg1waq1qn6ZWA0CLTGnGtcVFSEuro6z/MiZkJ6z8bGRpw4cQKDg4MAMAWI+wW+Om6+b42V8kl1Tl9XUOJ39LR+p2YC+Tm7Jvpbg8lwOIxNmzZhz549swpwCSRUJuwYKOeqo348Ud5ah+ung356qvezzsGCPKv3KncAPLzPZrOeVtaGhgbccccdM+ZbOBzG4sWLceHCBQwNDTngp33CmoUHplYYrF3TeXCcqvu2usQ2FyavYrEYwuGwq7LwM7pWrNDZAMKOUTPXlMtgMIilS5di/vz5nmzzTIgbom2lQu2EBcIavKme2sDDBhjWruncbUBhZdHKIW2atgvp/Tl2XWu+VlxcjHnz5s3oGG8Sqzl+8+T3aQDK6wB4eKZ+2i+AV3nmnPk6A3c90lZxh9o01Wm/Kq7aT7U/5CHlIRKJYNGiRdi8efOsnhsETLYeMgjnfj5NqHDsDDSy2YmT2eLxOMbGxqaMj2ujemyDKD/7ZeVU/7YJUItlLCay9ruqqgqLFi2aEa/8eFdUVIRIJIJUKuWZG/mmftMmkHkPi2OUX/rbtpxyDaz8Km9pyxSTqM6rLeB9LRbi36FQCJs3b0ZdXd21bZ0CJiMdKp8ykMqtjpvvc2K6wVdJja0VPBU2Ki8Nnc0U2L5HK4h+xo9Kt2XLFqxZs2ZOot/pQJy+Z0trFryo0/FTRAI1a7SmA7wW6GgmwBoGVW7lm5+TCgaD2Lx5M3bs2OH2aMyUgsEgSkpK0N/fPyUonc4gqzKrIqlzsSB4OoOlAcZ0fFdHYp2sAuVAIODk1FZleE0+n0dxcTFWr14967YzBRmRSARr1qzBvn373Pi0+mif6kq90sCMDpgyYK9lFo9z4vWWh1bWdBM472udznSkdqO4uBhr166d1ZHA1qmqTlqZ4mt2nBbscE76npUzv5Yxkr6mGyj9Mv7KT614KHDl96kzDIVCqK6uRl1d3RSgfbmUy+Uwb948VFRUoL+/3wVjDAwymYw7OjaXm9qqpzbZBlg2iLIOksR7cBMvqxAq2xpY2M8qUOBeD7bnUr4p48BERvmpp55yGeWZ+opAIIBVq1bh5MmT6Ovrm9KTrevNsXIeXEPyTvnAv3Vu6iv8WqGsP7AAUZN0tnKhJ+Sor7F6D0wAl1tvvdUFabOhRYsWoaGhAa2trZ42OraTcO/QdEQ7rTwj74lRAO8+Bb5GGdFqrWIS62v8AjW/BJaOhTLC36xUL168eFYnO6qPiMfjiEQirvJDebNteHo8P8fG5J/FbNZG+eGG6RIjaiPtfXidHhzhh6m4fpSHhoYG3HzzzbOuPpIvlZWVWLp0KQ4ePOjRRT991dem8xU2WFAbx3mMj48jmUxidHQUwWDQPcHe4g7+DWCKHvr5WOvblXK5iXbu+vr6K94PNONAQx0RlZmMUAXV19RBq/Lxfn4tQvrAGjVk6XTao5x0ADawUGCjWRdluh/oDwaDqK6uxmOPPTbrB+Hw+5Uf1slZ5+H3Oj/rl6HS8+V1bjZAUGCs97CgxxoDG137BST8m8Disccecw9Nm01GPhQKYf369ejp6cHw8LB7TxXIVnpUOVlZswGZn+Ozc7eBhwVC6kxUif0UV++ta2mNaCgUQl1dHe65555ZVzRIdEx8XgC/h+MA4JwL50TS+XNNrIyl02kkEgmk02n3XfrcHHXS+Xze45T12S7KP5uNsfy0QVo0GsWqVatw//33z4pv1NVFixZhaGho2iDHAmHlJRMrKktcB+sUrTz6ORp9j3xUXqjT9Qv81enq+nFzazabRUlJyaxbClht2LRpE3p7ezE4OOgBw5QtP0BFubGAQ+2Y1UWuMb+Xx9fqWii/uBeIoFN1k2PgAwd1/XhP61NCoRBWrlyJxsbGGbfqKRHoUQY5R6026phV3qw/1SqP8ksBtbaoUU/9+Gz9g19AYv2M3/9WZ3gs68KFC+eEd3V1dbh48eKUI4wJnpVHmrTT18hbyh5b7ixAs3PU6j8xjoI+ba3idfxhFUSDOF1rEtecv+fNm4fdu3dj9erVM+ab6t+iRYtQX1+Ps2fPIp/PO1kkHzgfyno2m0UkEnEtksp3GyhZYKvYwga0ttvEz54pjyxOsX6YFI1GMX/+fJSVlXnmPRsKBoNYsGABKisrXXKF+qdt0eSD6pQm3WlXNACy49fOkXw+705DjcfjrjVQ7atiHD9caDt7/LAwPx+JRHDTTTfNSFdnbBlpmGpra7F06VKcPHnSEzVasEUmatChBlONqJ8BU2bRmWrG1QIRbZnibx5Dx3vy+6wgcMPQunXr5uRpm4FAABs2bMC5c+fQ29uLbNb7dGF1mNaZAJOgxVYzOF5VLq6LBSzWYVAo1aDyt2ZCrTGwZWArnAT1CxcunPV58uSdBffKFwIHa5A5D205U0Om1+nfyk8FiH68tFkDNZga+AGTe2bYzqFH7+rcONYFCxaguLjYgbS5ADEAUFdXh5tuugnNzc0OePnN0QJn8kSPY1a5SSaT6OzsdIEgsywlJSXOGJIvzDBb52EBjK6JnzFUBxEOh1FZWYlnnnkGW7Zs8YCsKyVmpBYuXIhjx44hk5l8yjXXl/fX7+G4NdNneWkdrZ8z1CBD9c4vqLfO2a6L/q9jBLzPXaAD/sxnPuM5bGEmvONcGeyRfxpUq83X1zg+BStaSbRgV/mm/ONnVVbUFtBPadXcZh/Vj9g14WfKysqwZs0alJSUXDGvLmfctr1C+aU8Is/U5tjkisqIfm6695TvHJ/OnTbNVjfU507X5gJMyN+yZcvQ2Ng4a96RF8uXL8eZM2fQ09PjdFHlWPWPY/CTIQW5Vj7IKwvYstmsO4mKNk4xjLZN8X9uHLfJFrs+Ok/KBffd3XbbbbM62VF5EwwGsXLlSvT29nqwEu+vdjCbzaKiosId/08fpfpr9VXXwPoav4DBHn9r8YaVOyvHysdoNIri4mI8+eSTqK6u9ujXbCifz6OqqgqVlZXo6+vzBBpWhwFvp46tJmqCyuqKVssAuD2cPJKbpP5I5dgm3ck3P722cs+E1G233YYNGzZcMY9mhV4CgYlecgIigmEyVxmuGSXN5PI+6nwtg8gI7d3me8w0+UXGGt1RqZPJpFNqZt7tWAKBAEpLS/HQQw9h6dKls2GRo/LycjQ0NLj2H5KNIK3zIDjRIIPvc94280uyQZsGYTYA9HOsVuntfRTMWOO9Y8cObN++fdZ84z2j0ShKSkqQSCQ8cqW84pz1swpcdIw6fitnOncLgjVgUV7pOGxATPnjPf2CcRKDkIaGBpSUlHiM+1wQ9ZUn8bByQZ3UuZNP6iRUz1QHeWIJj3lkP3xxcbGbM3nCaqTVdwUtvP/Y2Jh7WBpfsxQMBlFcXIwtW7Zg27Ztc3KiCKs/VVVVaGtr88gN3wcmQZ/KgfKL19Cok/ycrQW1GmDZ1y3wVjnWNdJkgoIeypXalvnz57uKhh+fL5dyuRyKi4uxatUqvPnmm76gTsv8Vj/9eKzjsQGV/WFwbnWbc2YiySarOHatjquMKr+Z5V6xYgU+85nPoKqqasb8IqkO5nKTbWV2/nZtLM+sXVQeWBki2SBWQYcFI1Zv7fv8W1uB1C9znKFQCBs3bsTy5ctnzTvOMRwOIxaLeSqyFkySP+r7yHcLkFXPNMmnemTbZXX/og20/KoZKsfWjviNm0FzZWUlduzYgXXr1s0qsaJ8yufzLtvPqp8mSOxT6hlg2Cw8x+8nf9ZPWhlXbDOdHFlbp3zTeyi/+ABcblqfLb+Ub2pbNbjVtfQLBHXeNmmqn9E5Klbkg7E1QLGBNXlo+ak+XOXcj3/ABHZYuHAhSktLr5hHsw40gMn9DDSOfoBXM0h8zRpwC2L0OgVvepwtgY6COc3Ia8BhF0pLoqRgMIh4PI5Nmza5/QVzQeFwGGvXrsWFCxdc1Ku80b/VMKog6rVq8HROFihbEKN89AMqeo1mYhSwWGVXYw0A8+bNw8033zyrox4tlZeXY+vWrXj99dfR1dXlcQ7khzoC5RsNgfLM8tSPZzYosZUzP56rs7GbmrnmdnzWgVRXV3s29/kZqJkQv6+hoQGpVAqtra1Od6i76hA4d5VVAFOMIcdOB2UDWpbTtXXAGjrrkDTIYDKBpE41HA6jqKgIS5YswaOPPoqGhgYHBGdKvHdFRQXuuOMOjI+Po6ury8ND/u0HjFUWrOyRFJD5BbfAVLnyc8jko3Xk9rOUR8tD2uSSkhLce++9WLBgwaxljQ6wvr4eNTU1GBoaQjKZdA6YSR4bLGgmTnlMftnqoQW1/JwGftaPMNjIZqc+j0S/w4IZ/k27SXnftWsX9uzZM6uNzEqhUAirV6/GwMAA0um0hw82+LCZUs5B7YkFfX4B8aXAmw38p9NXzdDr/VSe7VhXrlyJz3zmM3PiJ2g7Y7EY7rjjDpw9exYDAwOIx+OIRqNuzbQqYQEdK8ccNzC1rZRz8Ktk+yVLNAizwYXqqA1q/AA450nZu+WWW/DEE0/M6onqvKdSUVERli1bhv3793ve45i1G0Uf/KqtrH7z8LOD9jr7mk3a2XuT334ypmPhfqvGxsYZAeWP4lsoFMLixYvR1tbm9FaxMMdsbY4NwpTXOi+LX7kWvJf6cL6u+M2v2q2+i9/pl2ygTVmyZAl27Ngxo8TnrOtG+XweS5cuxbx58zx9ewpQFNBbZbOBgwYKfI+/WWZkWVKZaHu+tedRFygajSIWi3lKfRpRxuNxB1qWLVs2J6U1UnV1NVauXOkBx36RrgWgeq1to9DX9ZQLC1rUiWqQoZkZNZx6soqupwqvAkq+HwwGcdttt+H++++fkyCNhpX9qJWVlW4+1lFaB6jGR3mgSq2gxDpj61Q1EOPndQ3s+lhHow7KDzByritWrMC2bdtcO8ZcyiAw8bT2TZs2oaSkxLP29qncKgPaDqC6ySw95xSLxVyZNR6Pu7Hzs3rcI6sb/LFyS72wBps8YXvWkiVL8I//8T/Gfffdh0gkMmf8CgQmTigpKytDJpPxGHR1djZosPJjg8rpnAtJdfFSgZj9HgBT5FdlTm2yUigUQmlpqWuD4DhnwzdgIuHw2GOPYdGiRR5QwP08qVTKF2TZQEnlL5v1ntxi5Za2gtdocO8XkCgAnQ4IWMfMSv7atWtx//33z1lChWNZsmSJeybCpdp+rJ2zgYKthqm99kuCqK1ScKdror7bZudV/vX+GqSQuO9ux44ds3p+hvIOmLAL5eXlqK2tRX9/vzuqVfmhY2Hw2NXVhd7eXg+gtfO1AYOVS7s3VPEK9XC6ZKjqpq65Jh75eiwWw7Jly/D3//7fdxXI2SYH1D6xF18fdqmYxfpcjlt1xMqdrdZav6q2zW+tuE56T2s77DhVX5lAvvPOO2d8DPClKBCYOLGvpqbGIx8WL1icoTyxOILz0PYx3sPOUe/J7+a1ah/0c9YvTMdTYPI0wRUrVszIv876eFu2GVEobYsKS0mcNBmg5SD2ravQqkG0AssspwXZBEG6uNbgMdtGhdHSYDQaRX19Pf73//1/x65du+asL55GIBqNYtGiRaiqqkJvb6/jnyoE5w54H7hk+c7PqoD5KbkFHnrddAqufFewyWCOgYpmrggIy8vL8dnPfhaLFi2as9Kk0vz589Ha2uoypOSbBmuqUNlsdso66mc0c2ABmuWfH8gkjy4V8KjjV3BpQWgwGERZWRm2b9+Om266ySM7c0GcczA48YyOzZs347XXXsPAwIDn9B8NNAjsOF4bwPKelA1r+KwDsA7ZghnqM79D9VPXmW2PCxcuxIMPPoiamhoXhM411dTUoKWlxbUS+DlIS1a3lVcWVPN6zt1PRsg7tYWW17ZqqbZU76GOKhCYOLlm06ZN2LVr15zsNeBc+TsSibjnn3CsuvfHj3d+oETHrd9BflAu2Cah9wDgaRVTx6o8UtlWf0SHT9DS0NCAr3zlK9i4ceOc8EvnU1VVha1bt+KVV15BT0+PJ3jidTYJpdUL1ZNLBaoqR9YvWH9i/Qr9rSajbNCiexL4GY6rpqYG69evRzwe98jDbHjH+RcVFWHnzp0IBALueS66gZp+k3JA+6V2R3lr10d5pD7TBiaKb/gdfHYSgxDuVVM58yPyJxqNoqKiAp/61KfcM6rmwkdYH1peXo7ly5fjyJEjnjGovbIVUh2/n8yR/IIVlZFL+YPpAhg/OaY9yOcnTj+dP3++O26fNng2cqc6xuTDunXrcPbsWc887Rr54Tn1KZyf7aCwWEKDAk1q+vFMfc50/PWzr/w7Ho/jgQceQHl5+YzkbU5ap1g26unpQSaTcb1mHKRGZBpQ+L1G4SXQ0WwVs6LMEqhw6sYqXThbOtJF5jjpbEtLS7Fz505s2bIFpaWl0yr9TIhGrr6+HnV1dejp6fGUvsk3FV4GQn6Ohe/5AWEVLD8h0yDBBiQK/tRgqjHl5zkvUiwWw2233Ybdu3fPGWDROTPbd+rUKWew9X0/cMcTviygo9HUYMnvt2ZAlX/8X2VLgzA/J61ZCjXEgHcz41y2YvgRDfDChQuxfPlyfPDBB1MCK+WdOkEbQJDftjJGPVZDa6s9Vq7IQ3U4GoipYygqKsK8efPw8MMP45lnnkFdXZ0v4J8J6dwCgQCWLl2KU6dOobu729kLJlBUzqwztfZDM7sqD3qijQ0eyBd1qNbZqnxp0GvBnwXrlIOKigps374dq1atmvPqGQBs2rQJVVVVePPNN5FMJpHP593mUgU3OjYdM3WKpPLh11Kh2URer8DC+iX7neordD0oD+Xl5di5cyfuuuuuOWut5RiACf1cvHgx6urq0Nvb6wEzaveVd/yc9RUKIBSo6HyVR9MBGsqgvme7EtR/6JqpzcznJ7oKPv/5z+Oxxx5zD1KcK97x7/nz52PHjh3IZDI4d+7cFB9JflEuSktLp9hkjl3vb4Mx1TG794JJUW4K12So+lKVT5K2sXKskUgE8+bNw6ZNm/CpT30KNTU1c56IIrEllXKvOqC6xs/pPg4bkClP/XyslTPlh7WD5LcmRP2qH4rtwuEw4vE41q9fj8cff9yB5dniO4vJWGEnjmNiSqtSygP9rK1A+CU8bDACeE83VN30CyhUZv30WwMTtYvhcBirVq3CvffeO2NcN+uUfT4/0fO6atUq5PN5vPPOOwDgq0QKRniNlpVsNUJ/8301FhYc6xGj1jgCU8+gBuDOHy4pKcG2bdvwa7/2a1iwYIHHsMxFWVKzyWVlZYhEIm7DrDXIVpnJY7/I2CqsVVIFfgqI/QC1tpwpELQBh/JfK1RLlizBr//6r2PRokUexzxXFAhM9JJv2bIFL7/8Mvr7+13Gm/xQftJAauaF7+uPn0xZgEf5nS5zR8Niy+TWCFrjpvwpKirC/fffjxUrVlyVapASg61169ahtbUVXV1dzjDbLIw1eDY404BBDT2JfFDZYkXSDxRbO8Dv58Y3PqTq4Ycfxpe+9CV3utlctkwpuKNteOmll9Df3z/l2Q/KG7UbajsoE9bhAt5nZEwH8vxsmv6vGWQLwjXA0fXkyTXr16+f06daW+JTZOvr63Hq1Ck3ZtpD3Xeg9kvnrCCan2M2mDwmH/zk067PdM7YAm2uMWWruLgYt912G7785S+7/SyzBSwkDaQB754oBXIWKOvngcnecH3N8taCCT/Q5wf+yBf7nBbKm03qERDpei9btgyf+9znsG7dujnhG3mhPMzn86iurkZ9fT06Ojqcr9Vkj81Gq87auSufSFrlVz/Ln0QigZGREU9HQCqVcntadQ38SH1bOBxGWVkZtm3bht/+7d/G4sWL54x3fhQIBLBmzRqcOXMGXV1djick8omVQxtQkB+a+PMLHvzkzSZT7LVq8/xsrg2CwuEwqqqq8Mgjj6Curs6Dr+aqGsTvr66uxtatW/Hee+9N4YHyjb+nA/g2QWCTpcCkLPslExSfWb9hfbZf0Etiy9nnPvc53HTTTTPm2WUHGn5foEyLRqPuSM7+/n4nmLrxTvdp6E59VVSbHVZD5VedUAG0WVUFeCQ6U22/KCoqwtKlS/Hwww9jyZIlnvnNBXhRvgWDQWzcuBGnT59GV1eXR0D8juJTxdT3FbBMBwD9+GODNT+w4uc4LJCxSlRZWYnf/M3fxMMPP+wBBLMllTv+bmhowM6dO/Hiiy9iZGRkSoDBNdfMn/KKwIXX+gVsfk5Agw0FcjYA43tq8Hg/DVJUNoPBIBYtWoR169Zd9WqGOuOysjI0NjYil8uhvb3dY9DsOvqtq9U9Dez9AhE6ZvLbJhV0vxaJjplBxpo1a/DII4/goYceQkNDw5Q1muvgNp/Po6GhAffddx9eeuklz7M1NFs1XeZPnYgNNPwSA37Br/6ofVNZtNUna/usPDMD98gjj6C+vn7OeUfK5/OoqKjAXXfdhUQigXPnzjkfoONikEvSIENfs85R9VwzfVwP5ScAX/8xnW7yHtxovGrVKvzWb/0WNm3a5OZm205mSrY6sWTJEjQ3NyOVSnnaf0iRSMRT/Sav/HyFzXRqBtX6AFtltP5COw3IN62m6f1UBgOBACoqKvCtb30L99xzj2fz8FzJnfqKUCiEO+64A5lMBvv370cqlfIE09YG87cGJaqvvIbyxOQmW+o02WkrG+Qn27ZVrtUuWF/HSkZpaSkWLVqEPXv2YPHixYhGo1c1GZXLTbSSr1y5Ej09PVMO5KDe0f5Zf0nZsElTa8PUP9qgQ8Gy6qpfMEJfYsEy9wquXLkSDz/8sOfku7nmH4OaDRs2oLm5GefOnQPgTYCpvbA2y08v+RmLYfh9Kl+KT2xV1vJMsZ5ep7zJ5Saf6bVu3TonczPR18sONPxubJWiuroa27dvx2uvvYbBwUHP4isTGGzwt2Y3eZ3NkGrGXRdADaR9TY0jMBlkMIsWDodRXV2NnTt3Yvfu3bjjjjtcP/9cC6EuTmlpKbZv347nnnsOyWTSBWIcJwXWLqo1ysojbQNQZ6IKbR2HBSnqaKcLNjSYYaBRWlqKe+65B5///Oc97WBzmS3Q3wR+5eXlGBwc9Dgsfrcqo5UN/k1+K7iwvLMVHP4oXzTw0gAXmJA1206lVSD+rqiowN/5O38Ht99++5xXgkgKOnV9Nm/ejGXLluHVV1/FmTNnHE8U+FknYXVbnYTOV52ybS3zy8DbtdPe5OLiYqxfvx5f+9rXcPvtt6OoqGiKjlyNIIPyxWfDDAwMOJ4A3t5lXXvqB/mo+jldUKE2j/zi635ZP1s5s9krtZX6m0HGxo0bcd9997kjyq8G8b5VVVV44IEH8LOf/QwtLS1Tgi8NYjVgU75ZBwnAM3eSlT/lgwYW5Dd9kK1AErAWFRVh8eLF+M53voNbb73Vs29I5zhb4ncyoxyJRPD88897Aii1QerTFNTxNZ2TBW78Plshs6BE9Vt5rWvB32xrtp+jn3jggQfw+OOPT9ngfLUoHo9j27ZtyGazOHz4MFKplEfnbJAPeJN3+r6+l8/nHRbRpCir5wTmTBqpHbB+mWRlKRwOu6fbNzY24rOf/Sw+85nPuIeuXk2i7GzYsAGjo6N4//33MTo6OiXoV/3ka358Ay6d1LPBsN5L8Z+VQ/UfCsLJv6KiItTW1uIXf/EX3WlTNlk71xQIBHD77bejs7PTHc2u8+ffWhm3fFN+kl/aKq8yq+2jqovqO5RniuP8AhLatVAohMrKSnzpS1/C5s2bZ5VQmZvdzv8/hUIh9/C+RCLh6dNWIQOmP1lFjZgaRitovIcCZL+IlgyjYWNWtLi4GA0NDdixYwd+6Zd+yffhcnMNWnQ8K1aswMaNG/H22297MhzWuWoW2UbDtoXHltdVSbWNgk5LKxVqLPkaM1dqHPUnEJh41sDGjRvxzW9+E+Xl5VeFd9Pxs6GhAW1tbc6RKZjQ7LIqLgMP5bl1sKq41knboFmBuCqvDdSUbxwjxxONRrFmzRo88MADqK+vn7MMqR/P/F4LBoOora1FY2MjLly4gFQq5eGbOlDVLzXyClYsyLNBqgUi0+ks/w+Hw1iwYAE2btyIX/qlX8Ktt976kfOaa57x95133okzZ864vWAkP/DC1/3mCHgDXLV7lC91DOpQ/BICulb2+3RcnEcsFsNNN92EX/3VX8VNN9101fUVgDs57v7778cLL7zgNtiTX3pUpg3M/AIyBSRqnzTpovcJBoPOnmllTe9vxxsKhRCNRrFw4UI88sgj7pkFfP9q8ioYnHhOx8WLF/Huu+96AinAmyxR3aHtIxBUwKa/AXj4aQGJ+g/yWE935H38WqasvYtEIrj99tvxjW98wz1o7FpQIBBAcXExtm/fjkAggP3797vn+Cg/LcBVrKLJNatnOmdb/Vc5JE0HwC0+YCa+qKgICxYswOc//3k8/vjjKCsrc9fNFU3na6iTixcvxqlTp9DZ2enZVK9yRLI2TeWS71t9trKk99FN89ZH67Nu7BzC4TCi0ag7XGXLli1TWkOvlgzm83nU1taitrYW58+fd2NW7KYYT3Ulm53cg6VYDYBnv7IN5JUv6pe160Kvt1jGBjjAhI9YvXo1nnrqKVRWVnqCnSu1fXMaaJDuvfdeLFq0CC+99JJ7UrB9orA1djaaBbynE+gTN3VR9F6qwFZx+Zu9jrfccgueeeYZbNiwAfF4fIpCXG0KhUJYs2YNTp486Z5iqg5CN4Zrryb55Sc0GuHzOluN0GtsRkoDDOtMNJDj2kSjUaxduxb//J//c/c05mtB/J5bb70VY2NjOHz4sNscziBUKyuUM1aN1AAq3zR4U2CnwNjyzvLXb5+BGgHykIAgHA6jrq4O3/rWt7B27VpPFv1aEfm5fv16pFIpnD592j2kzgJW8ljBic1QqQ7rvG1SQZ20joMOIRKJIBKJoLq6Gl/84hfx+OOPO5BytTN60xE3Ajc1NeHMmTMe+VF7Bkx9KJ2O2VYcLE+0DcU6Yiuv6nT1Wv1e5VkkEkE8HseuXbtw//33z9npepdDgcDEkcG7du3Ca6+9hpMnT7rsL+fk11Lil5SyIJmkyRd1qGrH7IEiJK4H25LKysqwcOFCPPTQQ3jiiSdcNvlq2Dq/ezIpdeLECXcCFTD1RBtWN9Tu8bfVNZULlStt+1H+qX3TAE0TURZ0K1+ZkX/yySdx2223XTM/Qcrn826fVTabdf3zAKbIh9p4/Tz9ATD54ElNCKgs6glWfllkvSd9AH0+20SLi4tRUlKCuro6PProo3jiiSdckDHXNF2QQVmqq6vD9u3b8eKLL2JgYMA3qaKJvVwuh3Q6jWQyiXg87qo6qs/kt21XBCYToAww/I4Ithl5vk+sFAwGUVFRgdWrV2P37t1YuHDhVeGdH98CgYl2t/Xr17v9Qbo5HfBWvskb7YyweprP56c8RNTastHRUaRSKdcNY/01ddzyUNcDmEzGr1mzBr/8y7+M+fPnA5iUk2t+vO10xCi8oaEBp0+fRjabdX2PZLCewa8A2M+4KfhTIdfXyTAuKB0FMMm4aDSKhoYGPPDAA9i1axdWrVrlxnytjR8wocCVlZVur4ZGvBRCdRx+wM8GAQowFLAoQLHZdlvx0GqGvq4UDoexaNEiPProo7jjjjuu2kbS6YjVlDvvvBP5fB4HDhxwgMUGXXTCWqrUKpE6Wwte/ByGOmZbabOORQ2qDYIikQgqKipw33334e677/acxz+TrMFsKJ/PIx6P4+6778aiRYvw53/+50ilUh7dtDqqIMZmlbWdiOtlM3maHcnn854nzPIUuE9/+tNYs2YN1q1b5ypmfhmsa8EfgoJ169ahrq4O2WwWzc3NU4AV503HwXYNbYmzwYcNMmwCQfVV9VQTMFbH1alT9ghiNm7ciKefftrzMLOrzVNN5syfPx/33nsvstksTp06NaXKxb85JmvXrH5lMlOfyGuDM/KLx6P7JbZ4Dz7pfu3atfjqV7+KW265BTU1Nddc7gBgcHAQJSUlUx70qsBAAzTyyyYHyEO+R/7Z5IkFz9PJn8qhzZxyHOFwGCtWrMBv/dZvYceOHdfcppE/ANxDKSORCM6ePYtz58757glTvQGmto0q/tD52+PfVYbtPfQ7yCe2SsXjcZSWlroq2iOPPHLVgozpSO0BuwcWL16MTCaDgYEBpztq01TfWPENBAJT9ncA8MiQ+mn1nbyPyqtfApRrx7GwTW/p0qX4+te/jrvvvvuaJVNUB7nnklU0PV5bA1cbPFB/Le5VfVXd02dQMciwCU/7o5hR5ZGyWFNTgy9+8Yt4+OGH5+Qp6leF+8FgEDU1Ndi9ezfWrFmDN998E21tbZ4gA5jMUqljJQMsgwhIbCsRF0I3FrJ327ZJ7dy5E9u3b8eKFSs8m6mUydeK+J0rV65EKBTCyZMnnXIyUwV4z37n/Cw4ViVUkKH8U0djo1sVXJ6NrpkrBT10wrW1tfjCF76Ap59+2lWErgfwi8fj2LJlCwDggw8+cMCL4DWVSmFoaMhlinjKGLNIlk9q7GgMLG8zmYwrv6fTaYyMjDj502vVUefz3pPDwuEwYrEY7r77bnz9619HcXGxJ7i4lrzUbHcwOHEE85NPPol9+/ahtbUVfX19Hhkg/23wz3vRaSr4tuVZDUSop5StyspKLF26FHfffTc+/elPo6ysbAo/rjXYU1sRDE4+vb23t9cBQA00VE8HBweRTqfdyTahUAiRSMQFVTZAUAdBvbWn/NjsFJ2NX6YWmOQxn/r7D/7BP3AnBXItrnaQoXKWz+edj8jn8zhx4oTHN3Dzs46L+sg2Cg1ktd1gOt3VDKkNMqiX5FFlZSVWr16Nf/gP/yHWrl075ejxayl/paWl2LVrF/bt24fjx48jmUxOCVIBuIwpx6hBiVYe1Cfwc5pA0eBCkyT2x++UQvWl3Ej6xBNPYMeOHVflQWmXIsUJ/L+kpAQ7d+5EX18fXn31VRw7dgwjIyNTEnnkG1+jT9bkirYc2+q2BcI2uFB5YvssW6UqKyuxfft23Hvvvbj99ttRUlLiwTjXmn/AROLnU5/6FA4fPoxnn33WyVQymURJScmUgwp4bLFfAtUmPKmr1v+qz9FKkf5YHWagVl9fjwcffBB33XWXe/jltSC1ScXFxS4Rum/fPldtAKY+i0XljnwYGRlBNpt1z5pR+26DBcC7f0t1WQM31XX1z8Bkpa6hoQFf/vKX8eSTT6KkpGRObN5VCTQ4qMrKSpSWlqKoqAj79u1Dc3Mz+vv7nQHUTIsCWhv9E7yw9WlsbMyjBDyRBoDnWp4mtWnTJtx///1YuHAhysvLPcJwPTJUHGcgEMBtt92GlStXIhAI4MMPP/QAskBgciOzOlvN4tHp+mWatU9UeawCqMBGAw0tt1EYCVaqq6vx+OOP4ytf+YrbU3C9KJ/Pu2Ajn584XlkzuLFYDMFg0LVWMTtYUlLinIcqrM0CqCP1y2Qlk0mMjIw4cK334X0Bb7YlFAohFoth06ZN+N/+t/8Nq1ev9mSGeP21JP0+6k11dTUuXryIQ4cOob+/Hy0tLUgmkx5HqrLKkrXyYnx83POetncQ1PG9hQsXYtmyZWhsbMSOHTuwYMECxOPxKYDhevEIgMfO8Kz+d955B62trVOSH7Rz0WgUQ0NDDkRre4S2lCoY1J5kOlnN+tksfSqVAgB3qo0FfJS52tpaPPbYY66FRXl4tWyhrpt1WlVVVdizZw/mz5+P4eFhHD16FL29vQC8D+Lzc8ocv/LJAmTyyT6QLZ/PO6dPEBcITBxzWlVVhdtvvx1PP/001q5dO+XUmOnmeLXaqRobG5HP57Fr1y5ks1kcOnRoSsBPPiiPFRTrJm0AHpCmrbLT2UFNyjDR4lfJUGBaXV2NX/iFX8CXv/xlVFdXX5eEHkm/MxQKoba2Frt27cLatWvx/PPPu1ZR5Yttc7GJBCtjCtps9UNJE6bcS8AK7oIFC7BlyxY88cQTniNsr3WQ4UeRSASNjY1Yvny5O6YaAEZGRlyyUeWScqH2nz7BJmNUtrRLQJMqqsc2Gx8MBt2ejJqaGtx///146qmn5uSp81dCat8Um4yOjuKNN95wY7WVSQ0YKIOjo6MYHBxERUWFSzgrbzVYs/hZq+O8v00MKi7kmEtKSvDkk0/iV37lV1BRUTHtvK5UhwP56SznHBKN1vHjx3Hy5EkcP34ciUQCiUTCA5SVaVoSA+CygMBEtouf1SwKT1IpLS1FdXU17r77btxyyy1YvXr1VT8ObiakCzc0NIQ///M/d6ex8H3A/0mSWq61ARqAKQ6WwkljqkCI17CtQBVe+csTHJ566il85StfmfMHBs2W0uk03n77bbz99ttIpVLOmGu2ifLG/n/Auynegjtm7cgL3o8BSDqddkEMnT2VWY0HABcAR6NR3HLLLfjt3/5t92ThG4mPSjRa6XQahw4dwqlTp9DU1IRkMunABjBpiBjgx+NxpFIp9Pf3u4oIMOmkyf/i4mJs2rQJK1euxOLFi7F+/XrEYjFPG9mNSlzjd955B2+++aZrkWJFTTNUCszYRsqqlmbf9UnB2j6gVUYAHoecyWTc+fyakKD8x2IxFBUVoa6uDo899hi+8pWvoLS09IYALyTO98iRI3jjjTfQ2dmJRCLh8Qea+KAu2gqtJhlsP7JtA2WgwURVdXU11qxZg/vvvx/r1q3DkiVLrnlLqB+pbUkkEnj22Wdx8OBBT1Cg19nsvLbYMfAngAO8+6j8wAowaQc0GaWVIfIUmEjurF27Fo8//jiefPJJV8m4EW1cLpdDZ2cnfvSjH+H8+fPOP6jv08QKidl88kIDXcqZJgUtTiEwZiWjvLwc69atw6/+6q+6xwTciPwCJlr5Xn31VZw+fdr36FsCaa2w6TWaRM7lcu5kRj7ckL6VNk/1mOujOIVt8aWlpZg3bx4effRRh09uFBuXTqfx1ltv4d133/VsG1Asx4QBO1symQwSiQQAb7XCypXqLDGfTTKoPSDOY8DH4GfevHnYuXMnvv71r2PDhg0ApiaGZkrXJNAg5fN5jIyM4OLFixgcHMTzzz+Pvr4+JJNJpFKpKe0HGiFHIhG3qWh4eBipVMqVlkpLS1FVVYVoNIrVq1dj165dKCkpwfLlyz17Na4XfdRCUdiOHj2Ko0eP4tChQ1PKr/bMeWY91eBrpoXX6gOF6GD4nVr1UFBty5rBYBDFxcVYt24d/t7f+3vYuXMnqqqq3Hs3CuXzE60Xb731Fl5//XVP5csvU8fPKAjRLJWCP5VFDcjINw0GNYjLZDKejHIoFMKGDRvw7W9/GzfffLOnp/NGJAUvANDb24uuri5cvHgR7733ntPBXC6HVCqF8fFxzJ8/HwsWLEAmk0FTUxOOHj2KaDSKyspKFBUVobi42Ons9u3bsWbNGtTW1l7nmc6MKE9vv/023njjDSc3JAXCKj/6P/Vfs+62Z55yptko3Z9BXVU5ikQiCIfDKCkpQU1NDW699Vb82q/9GpYuXQrgxsiSkjj2sbExdHV14cMPP8Rbb72FkZERZ9+ow3TSCgT9TpGiPtOuafZfK2+lpaVYsWIFtm7dinvuuQcNDQ03XGJKZWVwcBAvvPAC3n//fScTADy+QvlAG6Y977yXBhAEzHzPyiflUcGfBoLMiG7YsAG/8zu/g02bNrkKm62e3UiUzWZx/vx5HD58GAMDAzh69ChGRkamVG61As7WFu2P14QV78ssvgYprOQWFxejuLgYS5YswZYtW7Bt2zbX3QDc2D4hl8vhjTfewN69ezE8POzBH9wna6tg6keAqc8AUzunyTyVN2sHmVyurKxEdXU1du/ejV/5lV9BTU2NG8vVqjZeCeXzE8chv/3223jzzTfdsbca1KueaaJJq0D8IS+1wqMBMn/I53Q6DQAefEPMQh/x1a9+Fc8884xrVZ5LfHdNAw3AW3pmcPHSSy+hpaUF3d3d6O3tnZI9IIVCIaTTaQwPDyMUCmF4eBhnz57Fb//2b+Phhx9GUVGRJ0tIo2CzUjeC4NlxUICGhoawd+9eHD16FBcuXPBErIB3U202m3UbdvUaVW6tEmmWVVujpiudZ7NZRKNRzJs3Dxs3bsSePXvwS7/0S1P2ytwIvAQm+Tk6Oor33nsPhw4dcmdZA5PlbCq5zlMdrVV0zZZSmXUzqRoBJZbGgckzve+66y587Wtfcy0ZNwrv/MhPPml4COA0w/Lqq6+is7MTS5cuxcKFC9Hf349jx47hvffeQ2VlJe677z7cddddDugBcPupgLnLnlxL4niTyST6+vrw1ltv4dixY55T0BSQAfBUyNTZajuUDXz99rFpxYxAD5jgYzwed9nSW265BV/5ylewYMEC1NTUoKioyF13o9L4+Djeffdd9PT04OzZs2hpafE9nIB84GcI7uhctRICwAX9oVDIZUC3bt2Kxx9/HJWVlTdsJU3tSyAQQH9/P1566SW88847SCaTnlPHgMk9UJrlpFzpvSxItq0UGqzoPdTfAHBPX964cSM+/elP40tf+tJ12W82U9LKzOHDh9HS0uKeu8E9MazE5vN5DA8PY3BwcMqJSNqiQlnk/VnRLisrQ2VlJerq6rBjxw6sWbMGK1asQCwW84DxG5FvCnKHh4fR2dmJF154AU1NTS5LzoQB5UeTo/q/JuSszeO9GGxodwZ5GY1GUV5ejsWLF2Pjxo147LHHsHTpUlRVVQHwHql7vZMq1Lnx8XF0d3dj7969OH78+BQbpZhN/YFNPGugoQkXxXuKV8hrPeGPyU/uyXzqqafcfhsd91zI4XUJNBS8AJN9aq2trTh37pxbEJtdSSaT6OjocFmCs2fP4o033sDf/u3for6+fnJSN7iyWrJLkEwm0dXVhTfeeAOHDx9GZ2ena8uw51dTCO08FSSr4KmD0ZK6Om5gwnHE43EsW7YMu3btwgMPPIDly5e7zUE3ItGgUH76+vrw4osv4sSJEy5DxUqQlh/V2TJTrP+rE1aQo/JJ8MyeeO5HACacPp8s/eCDD2LZsmW+bS43El2J/mhGdXR0FMlkEsXFxRgeHkZPTw/a29sRiUSwdOlSLFmyZMp8FbDcyJlPP1KAn8/n0dfXhw8++AAnTpxAW1ubp+KlJ8CpDOnfNrusgQU/p3aTckQQEwwGXZARiUSwceNGPPPMM1i1apUnOQDc2LZRbeLFixdx6tQpvPbaa+jr63PtigweNIOsNoCJLN0fFA6HUVFR4R4eOG/ePKxatQqVlZW++1VuBJBCGbMZ4YGBAbz55ps4evQozpw5g1Qq5Sqt1sdS7qzu0f5TRhUU0kZqkGGrStxrtHz5cuzevRu7d+/GsmXLppySdCPaOCVbuSWITiaT+MlPfoKBgQFnz8fGxtDb24v+/n63N0p9LH0FD/8IBieeKh+Px1FdXY3Kykps3rwZt99+OxobG6dUz25k/bRjy+fzaGlpwdGjR9HR0YFjx45hcHDQyQt1iHJjM/Ka+NS2Nd0bqX6YOsxAbfPmzdi6dStuvfVWVFZW3hCtjtORzru7uxtvv/02jh07hvb29iknfNp9tLZyrffUQIXyZ6u6+rpuMeChPo8++ihKS0un3PtjV9FQJlsjaLOm1qDyvbGxMQwNDbkFYBbx9ttvv+QxjX7/6/debZrOyOocdeMZS4/5fN7taTl06BAGBgZcUFFUVOR5MnIuN9Fr2tra6p7KHovFXPQfiUQ8Qms3l3I8FMKlS5di586duPfee3HzzTe7Tbk69uvtgC1ZfuZyOfT396OpqQn79u1DS0sL+vv7nTPW0qUqpSq0zUoDEz3I8+fP9xg1trFp0MGN8zSEt9xyi+fJ8ze68/Ujq7+aNbIlf1vl0XKsBeh+x+F+HMiOmXLT0tKCV155Be3t7ejt7cXw8LBr4bEtUBr0aguCboiMx+OYN2+eS7iUlZUhFot5+paDwSAqKytRVlaGO++8E0uWLMHq1auxcOHCKc/huVHbM6z95//ZbBbd3d3IZDIYHh7Ge++956qVDDQGBgaQTCZdRnRoaAhFRUXYtGmT2wh/xx13oLy83J2cp/oIeLOfN4J+auBkbS5l5p133sHBgwdRWVmJY8eOOT+hAFf9S2dnJ86dO4eBgQHkchOnNPJ72Gpi2/e01YJ8icfjaGxsxM6dO7Fz506sX78eRUVFnodtAjeujClpltjaInZO8KCCnp4enDt3Ds3Nza6LQqtA/M2T5Xjq5apVq7Br1y7MmzcPxcXFnrZuDWxv5GSL37rSXiUSCZw8eRKHDh3CmTNnMDg46Owebd/Q0JCzZ+SPVjaITRQsAxPtZlVVVSgtLUVDQwP27NmDyspKrF27FuXl5dP6lGtNl4P1+H8+n8fLL7+MAwcOoLu7GwMDA562MV6nFQnqoO7Xs9eVlJQAgMM5Ws0tKSlBdXU1li1bhnvvvRd1dXW4+eabPZ0FOt65ksNrXtG4GjRdgPFxoMsZczKZRG9vr6fszQwmPzs0NIS//Mu/xIcffuj2wIyMjCCRSKCyshL19fUIh8MYGRlxWXsGb2wl4BNw161bh7/zd/4Oli1bhvLy8o8dT5VorHp7e3H8+HHs378f3d3dbuMflZPGnaXxdDqNVCqFgYEBDA8Pu2AjHA5jw4YN+Of//J8jHo8DmAgyPvjgA5w9e9YdpcuS7pYtW9DY2Dhnx8QV6ONB2WwWfX19GB4exoEDB9Dc3IyOjg60t7e7vm5WMpilCwaDSCaTCIfDGB8fx9DQEAYGBjA6Ooo77rgDv/Vbv4XR0VEcPnwYK1euxMKFC3HixAns378fqVQKNTU1uPvuuzF//nzU19c7h/NJo3x+Yq+fbd07ffo0PvzwQ3f4wNjYmDu8gqCGenijJUmuhKwN4Z7F4uJi9Pf3O75opYvXt7W14bnnnsPx48fR3t6OgYEBDA0NYWRkBKWlpWhsbEQ4HEYikXB+QjP03DS6ZMkSLFmyBI899hiWL1/uOaHGb4wfdzp37hz6+vpQU1OD8+fP46/+6q/wxhtv4L777nMPg9MkE9tSeOrhsmXLsHr1ardP7+NKH7Wu+XweAwMDrq1s3759OH/+PAYHB10bWiAwcZomH2Y3Pj7u9gkwSZBKpbB8+XLU1NSgrKwM8+bNw91334158+a542s/znwEJng1NDSE4eFhNDc349ChQ0gmk+jp6XHPVsvn855KRTKZBAC3R5nvaafLPffcg0WLFiGRSLh9k7FYDCUlJVi1ahU2b97sKkLXioefiECjQBPZvL/6q79COp1GZ2cnDh06hAMHDqC/vx8VFRXYsGGDcwh8UFEmk0FFRQXWrFnjTr645ZZbsHLlSpdt+bg7C1umzWQy6Ovrw759+9ypNhcvXkRlZSUqKytRXFyM3t5evPDCC2hra3MtV9qucdddd+GP//iPXXuAbhjUTADbqJSHH3d+FuijyVZ6KB8tLS3Yv38/jhw54iqzkUgEy5cvR319Pc6dO4c33ngDHR0dTtZSqRRGR0exbds2/Nf/+l9RWVnpATTadsWT+X5eZMwmmLQ9g8TkAa/naz9PpFWh48eP4+WXX0ZxcTE6Ojqwf/9+7N+/H6OjoygqKsKtt96KxsZGFBcXo7293VXLNmzYgLKyMkQiESxatAi7d+92G+o/CX7iUpTP55FIJDA2NoaysjIMDw/jzJkzGBgYwM033zzl9EU/SMX2vZ8n0j0FwGQWf2xsDM8//zxee+01DA4OoqenB7lcDiUlJcjlchgYGEBnZyf+0T/6R3jyyScdGP6k2TY/bBIIBNDc3IympiYXgEUiEYyPj+PAgQP44IMPXAKJrX2skGezWQwODuI3fuM38Ku/+qu+QaE9Yv5a0bV5XGKBrjqFQiHU19ejqKgIkUgEvb29OHPmDEKhEJ544gl8/vOfR1VVFSorK9HT0+MMQElJCRYuXOicMelG2kg1V0QFW7BgAT7zmc+4rN/AwACKi4vdqWb9/f1YvXo1Wltb8aMf/ci1W3HvjAWS6kRsiwO/Q1sgPknGskD+pFUyVitWrlyJxsZGbNu2zfUvA3DVh4sXL2L58uX4X//rf6Gjo8O1PebzebS2tuLHP/4xPvvZz2L+/Pke0MyjgrV14OeBtP0rn89PCeqnu/7nidR+h0IhLF26FOvWrXOVncbGRpw/fx6PPvooKioqcNddd6Gqqgrl5eXo7+93wVtjY6Or4JLfN2L77FwT9bikpMT1sM+bNw933HHHZdvyj3PHxUyJ9ondEur7otEobr75ZmzcuBFtbW148cUXcfLkSed3Kysr0d/fj3w+j2g0+rGvXExHGmSQR4FAAGvWrMGaNWs87aO5XA6rV6/G7t27EY/HMTw8jL/8y790VaHz58+7fbz0Cbqvy7ajXvO5FioaBSpQgQpUoAIVqEAFKlCB5po+2emIAhWoQAUqUIEKVKACFahA14UKgUaBClSgAhWoQAUqUIEKVKA5p0KgUaACFahABSpQgQpUoAIVaM6pEGgUqEAFKlCBClSgAhWoQAWacyoEGgUqUIEKVKACFahABSpQgeacCoFGgQpUoAIVqEAFKlCBClSgOadCoFGgAhWoQAUqUIEKVKACFWjOqRBoFKhABSpQgQpUoAIVqEAFmnMqBBoFKlCBClSgAhWoQAUqUIHmnAqBRoEKVKACFahABSpQgQpUoDmnQqBRoAIVqEAFKlCBClSgAhVozqkQaBSoQAUqUIEKVKACFahABZpzuuqBRj6fd7/5t/7P17LZLDKZDLLZLLLZLJLJJPbv34+33noLr776Kl555RXs3bsXe/fuxauvvoo33ngD7733Hs6ePYtMJuN+stmsu28ul/OMwf79cadL8ZO/c7kcWlpa8E//6T/Frl278Oyzz3res5/Te32SyG8+Vk6m+5wfb6d7/eeRlIfpdBq///u/j89//vP48Y9/jEwm4675eeXPdGR1bnR0FP/4H/9j3Hffffirv/orp5/2M346+/NIfrYul8s5P/Dqq6/iqaeewkMPPYR9+/Yhm816bJ7fPT5J5Gev7OunTp3CN7/5TXzhC1/AuXPnpnx2Nt/7SSc/P5DJZPAXf/EX2LNnj5O5y/EznzSytu3w4cP4t//23+JXf/VX8d3vfheZTMbXvl3qPgWapFOnTuHLX/4yHnzwQRw+fNjZNovpbhT+ha/mza1hCwQCntdGR0eRy+UwNjaGDz/8EG1tbchmswgEAshkMjh58iTS6TRGR0c99wwEAohEIgiFQqitrcXChQuRyWQQj8exZMkS3HzzzQgGg4hEIshms4hEIu7zgUDgak75mpEVIM5LX8/lchgfH8fp06dx4sQJbNq0CXfeeae7jj/BYNDzWV2njztRXvg34J3f+Pg4hoeHnYL6yYef0uZyOYTDYZSUlKC4uBi5XM7z2enu9XEl5R3/1/kFg0HkcjkcOHAAhw8fxpIlS3D33Xe71yljfp8l2es+6voblT5qvHyfcsi/g8EgFixYgFwuh2QyiWAweFl67nd/v8983MnKoP1NWQuFQhgdHUVPTw/Onz+PX/u1X8PKlSunyC51+pPCH0sqX5YIgLu6ujAwMIBVq1YhHo9P4THpUrbRfs8nhZ/Wd9i//XSxt7cXR48eRXd3N6qrqy+5Bp9ksvNes2YNxsfH8d3vfhfvvvsudu/ejfr6+su6j5LKm9/7Pw+UzWZRVFSE2tpaNDU1obu72+NPbkS6JoGGKuX4+DgymQwGBgbwwgsvoL+/H9lsFp2dnRgZGZkcWDjsPheLxdx9gEkjmcvl0NnZiXPnzrmKSHFxMebNm4fa2lps374diUQCd9999xRl/6Qov58BZGYln8/j4MGDeOONNzA2NoZ58+bhzJkzaG5uRj6fx8KFCzF//nwX3Ol6hcPhjx2P/Mar82IwkEwm0dnZiVwuh76+Phw9ehSjo6NTACD5yEwBf8bHx5HNZlFaWoply5ahsbER0WgUNTU1qKqqcqDxk0TWiKnMZbNZABP87ejowMjICNatW4eSkhJX0bjUuvA+oVAI2WwWwWDQc/3HSQYB//FeDhALBAJYsWIFysrK0NraisHBQVRUVPg61cvhyceNbyQ/PZ7Ofqv88fXx8XEcOXIEH3zwAYqKilBVVYXTp0+jvLwcixYtcomnYDDogrmPK68+imxyj1n1TCaD8+fP47333sPQ0BCqqqoQDAYdL62u26CMr9FPkPwCj08KWf+qxCRJIpFAe3s74vE4SktLnW8NhUKfOH5ciqyshMNhVFdXo6SkBGfOnMHevXvxhS98AeHw5UNQ9eO878eFLlcfLhVA8R60WyUlJQgGgzh27Bh27Ngx7ecu5/tm8tkroasaaAQCAQwODiKVSqGsrAw9PT04efIk3n33XaTTaSSTSc/kioqKEAqFPJlNZaxmla3xY2UkkUigt7cXJ06cwFtvvYV169ahvLwcxcXFWLx4MSKRiCfw+TiTOpFMJoNUKuUCuffeew8jIyM4fvw4enp6sHjxYgwNDeFHP/oRAoEAxsbGsGjRItTU1Lhs/tjYGPL5PKqrq7F161YUFxejoqLiiozB9aTp1jSTyWBwcBDNzc0YGxvDwMAATp065cAtwQrljg5ZAw2+Nj4+7q7v7+9394xGo1iyZAnWrVuHu+++G8XFxR8bvn0UUc8SicSUFoCRkREcOXIEY2NjyGazaGpqQllZGVKpFP70T/8UgUAA0WgUoVDIARkGbNlsFuPj4wgEAqiurkZjYyPi8TjWrFkzhXcfZ+CSz+cxMjLiWnqU1M4VFRVh7dq1qK6uxksvvYSHHnoIGzZs8Fz/SQ4wAG8V3GaMk8mkS6BQBsfHx52tY3V2fHwc586dQzKZxLp16/Diiy+6LGBDQwPGx8cRDodRU1ODW2+9FQsXLkRpaenHmm+WyKNkMulkrqenB2fOnHF8ZHKvtrYWiUQCzz//vEvwaTKPup3L5RCJRBAOhxEOh1FUVITNmzcjGo0iFouhrKzsE1nVyOVySKVSLri4ePEizpw5g/HxccdfVtP6+vqQTCaxePFifO9730NVVRUWLlyI9evXo6ioCJWVlQiFQtd5VteOFLOFw2FUVlZi4cKFeP3117F+/XosWrRoSmLJdsKQeF1paSkikcjHqiJ5OWPM5XJIJBKe5Cb9g227O3z4sOvEaG1tRSqVQklJyRSb+VH8uVa8C+SvYq0lm81i3759OHz4MKqrq9HU1ISenh4HLsLhsKdtRzPB2opiXwfgMgQEg6xojI+PI5FIIJVKIZ1OOwdeXV2Ne+65Bxs3bsTKlSs9wn29hNVmf/x+2+vz+TwGBwc9oC8QCCCVSuH9999HT08PwuEw+vv7XWsaMLkfg0aOvFK+6R6X4uJiLFiwALt27cLChQtRW1uLsrKya86jKyENOjX4fP/999Hc3IzBwUEA07eGqczRsZJH7P0m0GGwwZ/x8XGkUink83nU19djx44dLuAAcENVOD6q7Mz3s9ksBgYGkE6nMTY2hnfffdcFs/wsAzfySKsb6XTaGUtNDChvKXeRSATBYBCVlZV46KGHsHDhQtTX1zuZ+zg4FB0jZaKrqwupVArvvPMO+vv7MTIygrGxMRfQxmIxB9RWr16N4uJi/M//+T/R1NSEb3/727jrrruQz+cxPDyMyspKAFNbhi6V7b/ReQZcui0HmKxgv/zyy+jo6HB7+ChXPT09nv19DDh4j7GxMYyNjWF0dBSZTAbpdNrJaSwWw5133om7774bK1euRHFx8UdWpG4U8hsT9aqvr8/5BILhsbExjIyMOJ/ApJv6AbVrwATvR0dHnS4DE7aMtq6iogLBYBDLly/HXXfdhYqKCpSWlqKurm7KOG8kHvp1Auh7wIRt6+vrw+DgIA4ePIiRkRFks1kMDw9jcHDQYY+xsTGEQiGMj4+7oIx2LRgMIhaLoaSkBFVVVfjUpz6F8vJyVFRUoL6+3lPpuBH5ZMlvjH54xQJjJvqee+45DA0Nobe3F3V1dSguLkYwGHQJP/oQ+m/qMjFgNBrF1q1bUVtb6zBkaWkp5s+f7zvO6f6/XuQ3LmK69vZ2vPvuu+jv70cymfTgkbGxMQBwWwHGx8fR2dmJ5uZmxONx/NN/+k+xZcsWdHZ2Oh0k+WHKa23jZh1o2AoDX8vlcmhra8Nzzz3nNmxns1mEw2GEQiGX4fTLgFiB9fsOGyjQSI6OjiKVSiGVSiGZTGJ0dNQ5mnw+jw0bNuCpp57CLbfcgqKiIk9UfC0Fkd9rAy2dv/KhtbUVHR0dSKfTaG1tRVdXF0ZHR51D0Aww/1ZHzd8EfgR54+PjACYEmX+n02n3k8/nUVJSgnvuuQdPPfWUy1rZEvq15h3JVrZooLq7u3Hu3DkcOnTIOVLKzHTtBAA8WXc6XWYY+Lf+z2vy+TzS6TTGx8cdkKmqqsJjjz2GDRs2OMd7vY2dn8Gxf6dSKZw4cQKJRAKnTp3yZFnU8PMzfI/314qFVofIV9LY2JgDftRRVjpLSkqwY8cOPP300ygvL3ffpb9vBFLZp2Po7u7GyZMn0dnZiUOHDjlQzGsymYz7TCgUcjygA2GSpL6+HrfccgvKy8sRDAbx6U9/2lORpazTSZOUP9Pte7lRyCaUrO3j/r2xsTEcPHgQ/f39zofwc5wffQATJwpcaN9yuRxGR0ddEub/Y++9o+O8zjPxZwbADDoIAmDvVSIlkuoSJUpWMy3JKpZtSZHlsnF37LMpJ/2XZE82yW68u8ebs47jnKyd7HqzcRyvu+UiS1EhJXZSFDtAEJUAQXTMYGYw7fcHznPxfC8uKBKFpBW858wBZuab77v3/d7yvOXeb3h4GLFYDJFIBHfddRfuvPNO3H777YHzWxB1JZNS+r/+zefz6OnpwcmTJzE4OIjTp087AAzA+VwNFqLRqOOHtoWSTyQGdvQ3BNLkaTKZdLyvqqrCzTffjC984QvuOjoH+9mVoIkCC/6fzWZx5swZNDQ04OjRo0in04EqBP2JAmJ+Tt6xCpJKpVxSgbIGACtWrMAdd9yBu+66C8uWLRvHpyvNo4loIrioWKOxsRE9PT1O77ghTWtrK1KplMMnGkDQLlKWWXXUCjiDNwZ3TFSvXbsWzz33HBYtWuTOa8d1pbtYfPiOfDlz5gwaGxtx5MgRF3RRrtSXkhjUMtjP5XLYsGEDFi9ejP379+PJJ5/EnXfe6XirPtt3/y4H/p32QCOTySAej+PVV1/FmTNn0NnZ6QycOggKg3WSlhig2L486wQ040yQHI/H3f80AtlsFlVVVXj3u9+NJ598EosXL37bSG8myV6XNz2TySCVSmH37t3o7u5GV1cX4vE4QqFQwHlo9l6BNI/RrDGNI4WPC+15HgI9CjaDNma0Vq5ciWeffRbbtm1z62auJN+s4gLA+fPn0dTUhDNnzmBoaCgwX2A0CLMLvwmIFbyRB/zLlwYZKpfMnBLEMNjIZrNYsWIFPvnJT2LZsmUOKPK+Xc5A7UIOlqC/vr4ep06dwrlz51zGnb9THVTjxSoHHYjllco0ec3jUqkUhoeHXaBB4DI0NARgdBHhe97zngDI9s3lShLHkkql0NPTgx/+8Ic4c+aMNwjgBhXkAwMN6i+/i8VijjelpaUuC5rJZDB37lxs374dq1atAjBqB9ivC4zyVa97tfBJyYI71b2RkRF0d3dj37596O/vR3d3d8C2aTKgoKDA6TTnzUBDM/Va9SYwJmBhYioWi6G6uhqrV6/GnXfeife+971O5iy4vxL2zl6bQUJ9fT1OnjyJeDyO3t5eFBQUIBKJuEQaZctuLsD35I1NPmkQODw8HKhm+nSXPqu0tBTPPvssHnjgAZSUlCAajV5RH2tJ7ZnygJWgPXv24OzZs4jH4268mrzjSzepAeBkikEuk50MXsjbVCrlfPKCBQvw4IMP4pFHHkFNTU3AL1yNpLwLhULo6+tDU1MThoeHcebMGaRSKXR1dbmqLW0b2+1o/xhEqD+wyT1eT/EdAzkmpJgMXbhwIebOnYuHHnoIN9xwg2sjsgndK0Wqv+l0Gv39/Xj55Zdx6tQp12lBTEUdU33XrhMGZvTHlK1YLIZkMolly5YhGo2itLQUjz/+uPMTRUVFAT/hw1C/FBWNwcFB7NmzBydOnEBPT48DHzYDBSAQcGjVwg0sFAoIHR2LGgiN8jTypeGLx+MBA0kgyHHdfffd+OhHP4prr732imbm1XHk83mXjd+zZ08A3DGA0OMtX1WgmVFQwKyL2Gj0qMTAWPaKfCS/2K4VDofxq7/6q7j//vuxfPlyAME+88tFKi8sZzMw6+zsDPCLgM4XmGigqn9tBp6gxLYV6LFcJ6Pl83g8jr6+PixZsgT3338/tm/fjtraWnfty02+bGh/fz927NiBzs5Op2vRaBQlJSUAglVFzpcVSYILghOSOgXlLb+jA2LF0f5NJBKIx+NOlz/96U/j3nvvxapVqwIZ/StNzL61tLTg0KFDOHHiRGABPEEKgRkzy5QPYCwwIPE7/mWihDIWCoXcQvtcLofq6mq8973vRUlJCebOnYt169YFepiv1p5wBXrAaLDb1taGo0ePoqWlxWUtI5GI+01RUZGTG76nraNeUr6AsUQLA38FleSrylwsFsPQ0BCKi4vx9NNP42Mf+xiqqqrGjf1y2zqbjRwcHERraysOHTqEwcHBwPoJAE4/AbgdGAEEwInqtE0u2aBGuwO0cqS+lfyk/ygvL8djjz2Gj3zkI4F7eKUzy/zLcaTTaRw4cMBVziiXhYWFAWBHfeLvrX0jTwh++Zc8I1+0bXlgYAAjIyO444478PTTT2PLli2IRCJXhW3zEfk2PDyMpqYm7N69G+3t7YGWJw0ubSZeEyCacCIvbbeABhranULQrYnQkZERhEIh3HDDDXj00UexZcsWVFdXXxUBLseQTCbx4osv4siRI4jFYuO6LLTKQ9+az+ddMoUyRd4qpiF/mFynX6H/Wbx4MR566CGUlpZi3rx5WLNmzTj8eNUGGsDYYseDBw9i9+7dGBwcdMEFF5exzKWlHCCYyVdF5mcaQOhCQJbS9FjNRNtAQ7MuNAaFhYXYvHkzPvvZz2LTpk2XfWcI60BSqRTOnTuHXbt2ob+/H+l0GtFo1AVV7GPXrLtm+Rgta0mXoDeTyTglpzHV7AvL4gUFBS4To6XKRCKBoaEhxONxpNNp3HLLLfi1X/s1XHfdde6+Xk6+AaOyMzIygoaGBhw6dMg5SsqbBmK+jBodCBDMpqihI2DRtgKOgUZUeUj+K2iOx+MYGBhAQUEBHn74YTz88MNYtWqV040rQZSdnp4e7N27F21tbQDgEgO66xv5RLnSiqTKlwaxKl98UUb1cw1oGfTSccRiMZelKSoqwurVq/H5z38et956qwPPV9ohp1IpHDp0CG+88QYGBwcDwJ5l8HA47PSLn2lZXCsamhCg3qvNAsZaK0ZGRlzGlPJdU1ODDRs2oK6uDvfffz/Ky8sDWayriTSb3t7ejtOnT7sAg/PhRgLkB3mr9k9JA1yt5moihXrKF1vVCLKHhoYcr7dt24YPfOADuPXWW539BS6v3GmyiRtb7Nu3Dy0tLcjn825cKlfFxcUuuODnmhRRAGd9Kv2k/karQPyOx3HtB3mfSqUQj8cxODiIefPm4Xd/93dx9913XzU6S7nJZrNobW1FY2Mj6uvrkUwmEY1GHSC2v6H9U0yigatWutnZwbarXC7n1seQR5lMBkNDQ27tR21tLR599FF84hOfQHFx8RXizoUplUrh5MmTaGhowKlTp1z2nTJIfWUl3CamNOHEYM0miWknqbv029RXJgUol8lk0i3Wpx8pKyvDr/3ar+Hxxx+/4jt+cc7Hjx9HQ0MD3nrrrYC9V3/B9xp8kR/kCTD23Dnafuoh5ZP6qmurFBMuXLgQmzZtwn333YeVK1eisLDQYc2ZoCkFGioAO3bswIEDB1zExeyKRlQqkPp7YCwrrkJIJ6y93spgzVKp0eRNGh4eduU1gmstqVNAV65cif/4H/8jbrrpplGmXIHMfF9fHw4ePIiuri4MDQ2hqKjI8dCWH0nkj/bfKXBRR64VIRpGXbuiBpJGUjMvzM4PDw9jYGAAqVQKd955Jz73uc/hxhtvvOwZZo756NGjTu4KCgoczxQMqxPmbzWTSrki+dZh8H/yQytH6oDVGNIgMsswODiIeDyOxYsX43d+53dw++23X5FKGjCaWenu7sahQ4fQ2dnpZIuZR9uqokGXBm4qb6qf6nQ1C6rHMbDI5/MuM6XtBbFYzO2Qw/aWFStW4HOf+xy2bt2KuXPnXlaeWUqn02776EQi4Yy8BmrkG2XOVm/5nov9gPHZZk0MaFWDwS35xiCNcr5kyRJUVVXhsccew8aNG1FbW3vFQR6J+nvo0CG0tLRgYGAAyWTSyR/ljtld6hmAQECm4JmJFNVf1UUFM6qv8XjctQGRn9wtMR6PY82aNfjd3/1dvOtd70IkErns+kq7nUgk8NZbb6GpqQkDAwMIhUJuMwHyjGMjYFYbpxl8YKwLQCu0BHeaQKBc2xZcWxGKx+MBX8FEwbJly/Abv/EbuO+++wLPtLqSlMlk0NzcjJ07d7pxR6PRQDKPRLtFoEa5U39JmSJPySu2X6mP4PEMbLl2gz7sQx/6EN7//vejpqbGbZd+NVA6ncZbb72FV199FbFYzIFTBhGsYrCTwG4Coq2hahsVg7BSqf6DfGcCioltAnJu/sM2PiYLFi1ahN/+7d/GAw88cEV3gBwZGcG5c+ewe/du1NfXu8CBukAMp2tSKCcMehkwaJWItgwYS6AQ82jrNnmn/KY9rKurQ01NDZYsWeLacaurq6c94Lhk7tu4JJlMYv/+/e7phCxlEygDwUU/fNCeBhs+AEinYHehsmU3VXxgzFjqcfxfHRdvVigUwunTp/Gnf/qnePzxx/Hcc89dljKvOqv+/n4cOHAA7e3tyOdHd3yKRqNOObhXuV0oxDlolUMrRrbqoc6Wc9MWNK0uMYLmtZmloHCn02m8/vrryGaz+O3f/m1s2LBhXHVquoIP69gpHydOnMChQ4eQTqddJkVfKne2okEZ0LkCcEaAAZ5mAO18NDixwQyJgUlhYSFKSkqQy+XQ2NiIL37xi/iDP/gD3HTTTeOUejqAjI9nnHsqlcLhw4dx6tQptzUvsxkaXEzUbqZ6yu+VF/Y9ZYigheMg3zXTr725/F7Hc/LkSfzn//yf8alPfQrPPPOMszHTGbD5zqOfMRN3+PBh7Nu3D/F4HCUlJW78GpypbBUWFgaydPl8PlA5UptH+cxkMq4Nyt5P/obXYWsWg5P6+nqMjIzgzTffxF133YUHH3wQmzdvvuK7x+Vyo9s4tra2orm5GefPn0dBQYHjIRNUlDnVZ+t/2GLA4+x1qL+2PYB85/3iNSKRCLLZLCKRiMtGHz9+HP/9v/93hMNh3HPPPZcdLDOTefjwYZw4cQLpdNolVCKRyLhWG/pfzb7zPCprPFZto2ZPVc+pfzawI2/p2ynb5GU0GkVzczO+9KUvuQX3FvTNJJD26XJ3dzfOnj2LI0eOYHh4GJFIBLlcLuBD1Db5qrmKPzSRyq4C3gPKkfUjTIpxZ8xoNIpsNotEIoGvf/3rOHDgAB5//HF84AMfuGLVDcUO7e3taGxsdM+cKi4udu215Bd5px0DFt/p54oTlC/2WLWNxDC8DnnMjQ84jkgkgpaWFvyX//JfUFRUhLvuusvhl5lOiqqNymQyOHLkCN5880309/c7HeJ6FeqW/o72CYCrDGnCWbGG4je2OmcymcCCe9udQf6PjIygtbUVDQ0N2L9/P44dO4Z3v/vd+MAHPhDYKnc6aFJhnpZn9u3bh7feesu1RlDYmBngjY1EIoESr61gaJlWQTQdAa9ps4SaZebx+h2AAJBWI0yGl5WVob6+Hv/3//5fbNiwAevXr0d1dfXUOHsRPGQ5ddeuXejq6gpk5HXhqzo2bT+hMeQ8tEWKx9jsuzoGvqzyaQZHHQzHFY1GUVxcjIGBAfzrv/4rli9fjt///d93gq7zm47+cBsk5HI5HD16FIcOHXItcLqbmbbs+bYP5P8AAg6Cn9sKkTpjX1CgPFMZ1iyi3tvS0lLU19fjW9/6lnvoHxeCabA4FUW3v9Ws0OHDh3Hs2DHk83kUFxc7/qlMcMzKF7ajaTCl97mgoMBlQjWIVXnTVjTKqALKwsJCdw4FfgoAWltb8U//9E/I5/N45plnHO9mkpQPrKTt3bvXOQ+OX+8b50ijrwBXAwQNbDVAo13TTD3lnOBFnbvKqwLsrq4ufPe738WhQ4fw27/927jppptQXFx82TKl1r4kk0kcOHAADQ0NCIVCTgY1SaVghGT7u6mn9nPVbdpDBruahKHM0+GXlJQgkUi4hdRajdu7dy++/OUvY/Xq1YGH/s00cS6xWAwnTpxwbVEExbbVUfkNIKCz1nZRn5hBBRBILtn2SPUllGlWR2wCgWMjuKuvr8df/MVf4I/+6I9w5513TouNu1iyGfWOjg7s2bMHAALr0AoKCpxe2ESIzpHnVOwCYFwiRdtFtbques+EbC43usaGGfk9e/Ygm81i9erVuOWWW65I+w+vl06ncfz4cbz55puBRKh2XVBu+Dvb4qg6yUQNg9ri4uJAdwZ/Q76Qv3wOB7tUVG7Vd5DPBQUFOH36NP7kT/4EzzzzDD7xiU8EfIVPJ2aCb3v37sXQ0FAgICd/dJMBm6zTCrgmyBVT0OfagIxJdU108vqUSyYqWOHYt28fOjo60NfXh8cffxyLFi2atiD3krhsqwltbW04duxYYJEjjTQFMBqNOmBKA0lnSdCqbVY2I6099ry2GlQ6YC7u40u3frXjpyKw3MexnTt3Dr/3e7+Hb3zjG+ju7p7xqDefz+PAgQMuo8cyOBVYFdmn1BrQ2eBBMwKWn5qxsS/+RisqJAXL5Fs+n8c///M/4x/+4R9c2VMN9XSQApVcLodTp07h8OHDrndfM3vkoYJnHY/eewVpdqw8jnzW3/I3/EsnrCV15ZcGttSHSCSCF154Ad/4xjfQ29sbuF+8/lTJViEAoLGxEadOnXIGPhKJBICB7g6iMqZyqbwib5VfE23+oO1EPj3WygaNsfKfch8Oh3HixAl85zvfQWtrayDAsxnvydBEvCe4OH78uKtkkFeUD/I0EomgtLQUZWVl7n7TPvJldVdBmo9vKre6za3KON/TaQNwQcypU6fwx3/8x/j5z38+ZR5dCqntZpBx5syZQNab9kazyipLPt21ckd+6ou/J79VxlXW6ZjZCqLX5XG7d+/GH/3RH+HkyZOXjXf5/GibyJ49e1zCjv6KPNMEEPWDfCewIV9Vtn1gX22B+goAAZ7rsaqf9jccR2FhIU6fPo2/+Iu/QENDgzeTOxO80wRRNptFW1sbGhoanP+iLpGnauusXaSP5nF88XP1JdYfq02jfrPyoW2r9BH5fB579+7Fl770Jezbt2/GeHQhymaz6OnpwZEjR9DY2IhIJIKysjKUl5ejtLTULfomzyib5JH6Onuc8sLqOQNZ1VlNUFMniQcAOB1QOef9aW5uxle+8hX3kF6VjZkg+rKTJ09i3759SCaTTiY0oaL6ZJO4yie1YZpQuBDOot5ra5v+1to28vfMmTP46le/ii9+8Yt44403po0nl1zRoOIODQ25vbrVKCkTfQYfCGajNPvGaEwjTc3MWSChx3MhkFY3CALZrmD794uLi100SGppacHf/u3fYvXq1XjkkUfceWaCuru70d/fH8isKciz5UPLDxpPvifPdXtCjXSpxLbCQ4HnYiIFhBRAgjnNMhcXFyOVSmFoaAhf/OIXsWjRIjzyyCPT2g9pS6uJRAINDQ1IJBIBgKFGnzzTvzwXP2NW2OfsNJOgJXLyTPkDILBGARhrFVL+sa2A7yORCAYHB/H666/j2muvxRNPPDHtLS02OI/H4+jo6HCOUe+9DzBYg2azeFrF4eeaXWbgoHwtKCgIZK703vJazLJQZm3wwpaDvXv34s/+7M/wH/7Df8Dy5ctnRE9V/gDg+PHjbk2Glqd1G1QNRvVFOeH/mtm0PNWKIufsu7f8ncorN5FgWwZ/n06n0dTUhK9//eu45pprsH79+mnnl49ofzKZDHbt2oW2trZAYiqfz49biEg9ZkVHP9OqhJVLXk+BHrP6lD/aQA1sI5FIIFHC37GlhWsR9u/fj46OjnFPbJ8pSiQS2LFjB7q7u53e0uYpsFWQpu2E/KuBOHULCCZxaOcBjEs8MbvMc9BfRyIRl+hTe0Oi/vBcJ0+exFe/+lX81//6XwOJv5kg9WG5XA5tbW3Yv3+/WzehcmUBF32rVh7tvPQ92+zUV1scRDyilX5iE16HAQ7Xqr3++usoKSnBxo0bL2vLI+/ba6+9hpaWFoRCo7tJEQDTHmsl3AYLWmG17VOaTLHdAJQ3YGz9gnZn8Lca9Npxs0rJKlFvby++/OUv46//+q/ddzNFoVDI+afh4WEAwcqFBliKx9QP0A+yu4f6RR1VH60+g7/VpAsrs3osK73Ev+pvhoaG8JOf/ARz5szBtddeiwULFkyZJxedclYwkMlksHv3brS2tgYqEDR+jGCLi4tRUlISqGRoRk8z+PZYm32yQYm+tLKhW2NycZ8uatYqC9tYtNpSXFyMWCyG73znOzh69OiUGTwRLzs7O7Fr1y6Xldd5W/Dny8JRsTUzYMGitiBY0KjgybbDULC1nKxAQDNcJSUlKCwsRCKRwH/5L/9l3Ja8UyUdbyKRwJtvvuke2mXlRPlls3LMdqhhtFG9Zk94nzgGDS5sFtl3f6nQdh0H/1IOOzo68K1vfQuvvPKKe9r7dBhBe56+vj7s378fPT097l4qv3Rs+p3yUQGY8twCH/JMM3vUUQu+7b2wPLMZVCvvr732Gl588cUA0JlO0nOePn0ae/fudRk3/qUDtraKpODDAjkLru19UOegzoXfK+izWSwFUmoTDh8+jD//8z/HuXPnpp1fE1EoFEIsFnPVW/oAJnxUjzVTb79TmdSMqjpWm+RSedPxWJ6TbCZb5ba3txd/8Rd/gdbW1hnnWS6XQ09PD3p6egLZYs5ZgS3noz5WARltoPJHgxT9jDKlbVHUS20H1MDE8tjnKwoKRtd0PP/88/jf//t/j9sSeyaI4L65udltGqLJRtULrYZP5HvVNysPeS3LXwWBOibyUFvM6XNJ/Oy1117DH/3RH+H06dMzwiPbqcL/6+vrnezRxhUXF6O0tDSQFCV204qarT7wvZVZTchYftK+qc1Uf6R+hfyy7VBqe3/+85/jf//v/x1IKMwEcd0yW101OUAcQh1WLKo8Im94L2iD1Mdoco/z1yS+JocVB9qAJhwOBzoWGIB897vfxUsvvRSQycnSJfe25PN59PX1obOzM7AojQZOW6XUYSjALysrc31+vrYqNaIW6ABw1QsFc7qLQzwedw/rs7uykKlqtBngaIvDjh078I1vfMPtcqACPVUaHh7Gm2++6XaqIW94s/Wmc4z8XsE1EFxUSx5ZoSWpAeVvgYkX66vj0KwYf6OALxQK4eTJk/inf/on10433dTT04PTp0875VFe2aBCeWCBAz+nvFoQYx2MntfyhceS2BcOBINzCzSVx01NTXj++efR0dEx7Tyj7J46dcpVM9RgaTnbOk8LhNWRatDlC8L0eJ2/ZhhtRt9nQBVY2wAvHB5dAP1//s//wZkzZ6add8rDRCKBlpYWF9BQV9T2qRPRhAoBlp2HZrm0rx7AOMBh7wOze7adUlvb1EHbIHrHjh342te+FpDVmeLd8PAwGhoasGvXrkAVwdp4dXTUN61C6/HqnG1goYCGY1D5UztmK5a0jeSZBT5clP03f/M3gfVFM8G3trY2HDp0KOAXeZ/JDxvw24STAg6STVYpGJzIXmk/PIBxST5rF1Vm7b0ZHBzE17/+dTQ2NgYSXtPNP553ZGQEBw8edC3eFlhNlLCywa8Fy/q/Deqs3yQfeO90ZzTyivzSzWyA0fU5zz//PF544YXA9up6f6aLVzxnMplES0uLS85qW49tn9bg1wb2viToRIk69S0aeFnwHAqFArsjWn+k5+M9CIVCGBgYwF//9V9jx44d0xbk+qpcDQ0NaGxsHJfsCYVCAbtlE3XqO9hxwPEXFBQEEk7AGNbwdatoAkptnnZdkC/qG7TCOTAwgL/8y7/Ezp07pyxnlxRo5HI5dHV1YdeuXRgZGXFOQQMFzewxc6VgXjP3Cq5VYankCgJ9AI+kpW0+dIlbYzLYoGApQFUlsf2ZQ0ND+MEPfoCDBw+OWzA8WeKNbm1txdDQ0Diwoll1CqDtw7URsc0ma8beAkaN7nmsZvn5Oe+18lb3u+ZxFnBls1n86Ec/wve+9z0kEokp8Up5ls+P9imfPHkykFFTfvj6OW1G3joPG0zYgEQzXDZTp/eTn9uMqRpAOmbyVsF+LBbD6dOn8eqrr7oS51QVW+W1p6fHZZI5R/KOx6qjmyiI82WINXOnFSB1tjZLY7PIlm+azdHf275pHnv8+HH85Cc/cU8Tn07ifejt7UVra2sgmNJMOg02bZ6VR03EWHnU4EDvh+U5EMxu6ec+kG31QJ3ayMgIfvCDH+CVV16Z0cwyZaOpqQlDQ0MBp6q6aJMlCkpUb32JEOWNBgb63oJu+xvlkbbBKQgH4ILG559/Hjt37gzsIDZdxORZe3s7hoeHA/eTVSCbhFO+anCuAYTaHOt3yQu9Z/yNBVMAAh0FmqAi6b2z/icUCqG+vh7f//730d/fP2W/OhGFQqM77J06dSqwhahNsKgv9SWdOIcLfaf2U3ee40vtv5Vbn+7zXpH6+vrwj//4jzh37lwgyNDfTpas7wdG27rb2tqcrJSUlKCsrMzdZ03S2sqiDV6trVM59CUJSNan6Oe5XM6NTRNVBOS+xB4wukbxxz/+MYaGhqZFZ63vGhwcxJkzZwK6o7bO2j7+9fkL2h/F1arH1HVb8eZYbLuatYU2eWNlLxQKobOzE3/3d3/n+DVZnl1yoFFfX4+uri4UFhaOW7Sixk1BrI+JFApfkGEZoaBGjayWePXppNxzXx/WxzYHDXz48i2uKywsRH9/P7761a8iHo9PS+YgFBp9oubZs2cD2Vx1rsoXCpKvwmOBsM2i+MCbKp9mWXwAUs+nTofvVeB0Hv39/dizZw86Ozunzfnm86NPS+/t7Q04XA0qrGFTGbQ9pRPJHHml92Ei/tgMgf3eviyv1OkUFRXhzJkzePPNN6et7UyNC/do9xl0dXbkl1YX+VIApzJCw+YzQgqKVXb0e9VrbTGwjljvnwXfAPCDH/wATU1NU+KZj8LhMBKJBE6dOuXWCyiv6Dw1eaELmq3hnigI45zt73y8ZTVDv7PgmefzBXm0KVwkeezYsRnNzvPBgr4AXytpfNkEyMW8LqRvvoDXkj0XfQurRlb2z5w5g7/927/FuXPnpg0o633jsyms3bc+wBe02ky9VtY0iKAtJCjRtQJaydDECOfKbKpu/2plkWO31ToC6J/85Cc4c+bMjMgd59TU1OQ2v9BqmWbpLejV9zYJpfJjv6e+Wd+q95d84nVU3izGUF+RyWRQX1+Pr33taxgYGHBznE5+cYyJRALHjx93vkmDMQXGxE/atqgJQMsvG/zal28+5I19NpPtMlEbQDm1vpngfd++faivr3frJ6aDOEauu+V9V+xBPmmQYfVU74X6XJ2Hna/1G77EFRBskVdbY6+ndjKXy+GVV17BN77xDQwPD09a5i55jQYn4st46l8VpokYpLvzqKGcCDRTuGgU+TwHPsiFT3jl/7pGg72EVJLS0lJUVFQ4ZbFrRpi5OnDgAF544YXAzZkM8bddXV0OMNu2ABpg249twa8vE6+8stkW3zgsWaHmuCYCkPZ/vUeHDx/GL37xi0CpfSqUz+dx5swZ145ls8LW0KsTudA6Dqs0GrQAwYCM30+UQbJKrGsNNFNgz8vrpdNpnDhxwq3TmC5KJBLo7e0NyA/HaMGagmfVPytnOif7Xh0necbraXBmW1f0/qncK18tGCSxXP3DH/4w8OC7qRLH2tXVhb6+vnGJDpU1TWLYTL0CE85J9XQix6L8sQGb8l35rQ7WZqstKAeAPXv24Hvf+55bIDudvANG5a+trc0tlrWA2b6otwpqgGCrpgV3/N46XysrGuSpTvI+67l881FbmM1msW/fPteSM93U2dmJ7u7uAEjSgMyCDAUvxcXFKCsr87Yk+/yr2kW1+ZQ59bsk1QPVafLOPjOC1yIQD4VCaGhowNe+9jV0dnZOO/9IrKz7KmcqUzaAoxza9TA2cNdEjMqc6q2CTOWD1UXlsw1mwuHRNtFvf/vb2LFjx7QHZ2o/0uk0YrFYwJ/a5DB9sMUnasd1jlq5tffC3hP+hjhPg1i1Z8o3vSbnAQTtAunUqVP4m7/5m2lb88KxNTU14dChQ04nNJi0cqb2TRPFik1URxmkck4W9ylm0fnrekfKlq38Kiku4viGh4fx93//9zh9+vSklxBcUqDB/bRtNlmzFxM5AutMfb+xAqhGzzJeMy+5XM7tBcwdNXhjWMYsKSlBaWmpMyLcno3GWAG/Xru9vR0vvfQSBgcHL5m5lnQ86lhVQa1A+oIwVVYguKhHDbl1qMB4h8x7qyDQZlao8NpT6gtAqGB9fX04evTotIE+yh2zi5pB0SyGZqqUdzbAsIaHPFAnaVssSArsdP4WBFL+LpR94XH829jYiF/84hfjtmWeLOVyOQwODuL8+fPjAn81yjbYUGdrs4AXqm6oE1Cwq/KlfLMBq+reRKCPoIXX5n2LxWJ4+eWXp33BZCaTQUtLS2A9lc1+WqdhnazqoE0a6PyUN9Q51UvdQ135p9/7bLLKa0FBQSCZkk6n8eabb06LfbOUzWZx6tQpnDx50mXrrE76wJ9tkbObZFif4gs89T3vkcqsHuOzd/p7ta+kUCiEtrY2vPrqqy7DPFXiuPr6+tDW1ubkzVZ9dGx6DBfqVlRUoKqqCuXl5S7QsNuMKqBQX6EvC1po++0uOfqdPV7nZe1OKpXCa6+9NmObrgwNDaGjo8MbCKjcWSCt1TbKnvXH+nvlIUmDV70G7ZcGFJooUN9qfXE+P7pu5/jx49O++YUGlGfOnEE8HnfjVv2zwHiiCjTl0bbLW6xj7b3yRnci9YFblVPaNusfgGDQGw6PrhE6ceLEtLZ353I51+pIHnAs1tYxGWA7Uqw/9OFen/1TmdEOH02KcEzqm3XdleomW6r1Gmw5i8Vik+LRRQcaoVAIZ8+eRWdnp9eJqrNQB6qOju9ViQsLx1qwgLH+cHUqqgQcC0tVughc26QIjFnNqKiocJF4eXk5KisrUVZW5nZN0uyZziufz+MXv/gFdu7cOWXFHhgYQGNjo+MBEHxAG6+tgIUKawGfKpTluwr5RNl7VVJVROW33jtfdcIGjRxLOp3GK6+8gp/97GfuwTqTpXw+j1OnTuHcuXPjKhd6nzSjrI7DZhRsAMZr+ObmC245R3UyNgtFhdfKmyo0j7Hnj8fj+O53vxt48NNUKJfL4eTJk27dB6+vvLAZZc5LQYnN9Kmz1K2VAQSCKw16lXc6fxuE2aDFAjwbhKlNOHz4MF599VWXYZ5q1i8UGn0ibnt7O4Dx22H6NhPQzxQs28yozRrbOWtwoLZP26ZCoZBbO0Ud1YeEWcfL3+j/uVwOb731Fn76059OW4BLyufzGBwcdPdQdztT4G+DSQ06VV7tPHSOPsCi57Nz9wESBXaWFwr49f689NJLeO2116atepvJZHDgwAF0d3ePC2Bt0Mp50EeUl5ejqqoKVVVVrqJBuaNfUV+r9n2iBJIFvtpJQN4zgaZ8VjlVHlt97uzsxPHjx92mK9NB1IXz58+7NS6aGPBtfMFjdN2GVoJ0QxY9n669sOezQYKP39zIBoAD48ozzoX+JZfL4Zvf/CYaGxunhVeW4vE42tvb3ZoW3cFO/UA4HA7MQTEEeWYDW5/vtvf8Qsk7YOzBioWFo21QulOX+hIF3jwXj2EC+eTJk9PmKxKJBFKpVOD+a9JHW2v1+S0MOrSzBhhLjqi/9WE2608pd5QZ+wBrxbWq12pPFdcolvz+978/6fbkiw40hoeH0dHR4QatAYZlqn1RsGzGwGb0OCGbqdMn5vK9PqCP/awEdxQ+LgLnOPnshwULFqCuri7wmPV8fuzJ13bc586dw+uvv47e3t5JMdkqgs5RgbICM950X4ZZHbR1fDyn/tVra8BHI6cL++zxahT0nivf7PXC4TBaWlrwox/9CL29vV6DcimkY+bctXphMwb2O83mk19qFG2m0ie/PvBrdUCrTBYQch7qNOx9C4fDaG9vx7Fjx6YUnJE6OjowODgYOL/lq7bxKHhRWbPG2zoAW6XwvZTn6my14mP7vLVq6cvwcdz8XTKZxBtvvOEWTE5XsKbgyDpSDToJYnSbbu2P10yg8l/HSoegsmODAz2W90udhwIan6Plex7X3d2NI0eOTHugASAAzKxdVd3SirKtTk6kw9Ym6fz0r90hyfLRV720gbfaOD2ut7cXg4OD43RrskSQzjn6bI6OT0GxL9iyuzwqaFZ5VPts+Wn1n6Q6a3WXv1UeW0AaCo3uvvT888+jqalp3PknQzx3IpHAiRMnvFUy5afy2dpxfW+ranq/FKAp//Wvr7pIrKK2Te2Nz8bmcjm0tLRg165d05aR5/mB0Ycwc3dCxR3q73i8L7ms8wTGt/lMJNfKT72GyoQvWLWVD7tFsM5N701PTw9efvlldHd3Tws2aW9vd9Uz9Qk2wNUgQwMxHkv/4as68no6Z/1Oq436ub638guMYRXrmyzPm5qa8P3vf3/crmgXQxdtHYeGhnD27FkAY+0Q1tBb46zCqe1WnDA/02ynNZS2LESm8CbwcwoZ/08mk+59Npt1T/Gtra11D77RoEkVw7aZAKML1ybblkFQf/LkSfegFA0u7LEkjVJ9AFhBj+WdD8CpQLLNjPfTCpgFdz6F13GqcnMO/f39bgHRZEHf+fPn0dTUNC5bxHH4Khf61wcAfMDHBlQTzU3lbSIwa3lpieOzTjmXy+H06dN48cUXpxxo5POjz2pJpVKB+VmgSYBqtx21AE/5roFLKDTWS6vztQBPHazlk8oaf2Pb9JhJtXMkKOP5Tpw4gb6+vikFt+R9X18f6uvrx43ZglserwGIr92Huqx2xfLM2kL+bwEvj+e98iUcfDKkgIZgAQB27tyJvXv3TopfSjofZr5t1k1BBt/brKflJatCmmW2iSqe047FFyRYmdWAWHnlO5/OMRaL4fjx49OyxiWfz7uWFU2cWL2hLKiM8f5b0BeJRFBZWYmqqirXOkwe+oIHztvXEmNto1bTrK+wwMjOkz4xl8vhxIkT07ZfPzD2kMfi4mLHr1wu5+ZMUn+i+qwyqYks5asF1DpPK2cWDDOzXFJSAgCBZOlELcoqy6lUCi+88MK0tjtyzPQD6g99QRL56kvuWfs2UTAyUUDL9z68ozzlGHgO8lgDSJ2bBe2xWMxV+yeLT6wNszaax1jMouvQtFqkflbnaoM4q2/0j9Ym+rAaeayJUeszFEfy+3g8joaGBlelvhS6pIqGMlFLuTopnaQFb2oQrVFSwOJTTN3lQhmiu16oE00mk8hms46ZpaWlKCsrAzDaGxqPxwPZBAX0vpvd398/6UVrvLnDw8PjdvawYEuFkjy0gEadMXfQosDo4im9tuWzvnSevsDC3heNpi2pwWpoaJhy/3IqlXJ9j76qgs1KkS8W0Nk5+vhMfvkyBL5gy4KQibIpmlXWUjzvhQLETCaDrq6uKWerCEQ0IFXQYjP1mpVUh6JORzPMavAoc762JquvPFZ5Zxf8WQdrg2V17pwT3zPB4ANQF0s8fyaTcbt1KV99mW7rnLXdRT+3DskGezYpYOds5ZbAREn5xvfKLztPAGhpaZmWXbsoE6HQaCVYFzRbsrqpzlN56Nt4xIIU8sUG7xPprOUJbZb6FQug1UbzODrfvr6+aeHdmTNnMDQ0FAAVvkSIBbi5XC6wiUkqlRoXMGgwQqDvC+pVDq0s2XtlEwm2ejRRpVx91PDwMPbs2RPYunUqPAyFRh+syPYuAjUNdH1Bhn1vZU3vhb0nOjfll85VbautsNnPaFf1Pfmcy42uo2hpaZkyv0j5/OhuU9wxSduzLzRnkgYb2p5mdc/KswXMOk8b9Otc1YczkLR40s5Pk68A3GMGfPJ9KZRMJjE4ODguuNHASn2wrSbyeNo5TUBbnvkSoj4/S1I7Sj6Rz9pKRR755Env4Z49e3Dw4MFL5tFFBxqvvvqq229dldY3IGuobL/68PAwYrGYe6ie3Zo2mUy69ihG+WrsueBFz8nsCluqOMZ0Ou0YzQBkeHjY/V4DIKtgwJiADw4O4tvf/vYlM5ikD5+xGREFmha8cgy6lSDPQeeowmFbc6xCUrDU8KmBVWWcKBixC5ytcFPoBwYGptySocbegjpfRkQzlfrZ25HyUP9X/vgqdnp9/tX/OV4NtoFg0EjidwcOHEBzc/MkuDVG1EG2Amp7nDpGyycCV5/hoo7pnGxwoDxUIKKJAJ9zJa/5ucqkHYc1iPr7wcFB7Nixw/UYT4bIr6amJidL9n4r0W5oRspmQul4OX79rd4fn85ZvqqdtQ8j5TE+26zO1jr1TCaD3bt3T9vTwtU5cVwWFCgYS6fT42wX+eMDg7baZu2nBSlW9mwSywIdHmNbz3RuPH5oaGjadu3SjDLPr8k5vXf0d5oFp/9jz7j6VGbNuZaRL57Dp8c2AOF31k6QHzZ4sf5Ez019SKVS2LdvH44fPz5pnVXK5/Po6OhwwZaCNhs8qG23sqb22wYbGmwqn+xCXI6H5yHvkskk4vG4A5hWvvTcig+oH62trXj99denZW0Qxzc4OIimpianX+SF6ozOy+KwXC7nbJ8du+UzeWFtngW61k6o/Os6XLUflD/fPdAMfW9vLwYGBiYdrHEc8Xgcra2t3kBAcYv6f9535bV2+SjG1sBDEzEcg+Iw5aG1gfa+6f27UIChOtnR0YHm5uZLxnQXrdV8ErevjccOTgEIP+PN57oKBhHWGKoB1EUsarwoVNzali/NAHDhIZ8iToPDYEMj34kidf1/ZGQEb7zxxiUxV8/T1NTktozzCYIPtFnhUSFTwKoGX5WYwmWjfHvdCwUMPpBuHdFEID2ZTOLEiRNT7v22TsFG8zoWHbsFzATZNvtGUv74DIUFxnZ8em8tPzTA41g0oNXrnz59Gt3d3YjFYujq6prUE8N7enpw9uxZN1bfuG0igMdR/6ibDPzVoNuMHM9nAZw6Bj3OVsasHbGZR/3ctk3qtfv7+/Hqq69O2QHn86PPbuHCfOv4gWCwyEqFzYDa4FjHaufA43iMOkefQ6YM2XtobYityqmd1Lns3LkTJ06cmLTjtfyx985HOk+1xfzO2i2bGLJ8VnmywcdE87L2jHLrc8R6LY795MmTaGhouHRGecbBbCcw/qnHaqfVp2YymcCDauPxuHtYLRN4qsv8TuXA8k711gY3lhdWzhQIKi8nAjOcUzKZnBLvJvrM2r2JAKCvS8M3z4n8n+qmHq/3UL+zPPH5YE0S8phMJoOhoSE0NzdPWVft/BQ7TOTX1c7TJ+hcfNl3WyHynUttmLV1yi97vMVJXHdqK0I6xlxudEfGgwcPTikpxTloAGGx8US2SauBFhdaLKEBFK9pfboGhYoPeRxtma1CKk+sPdZxk8/79u1DV1fXJcle4dsfMkp24aPP8XIwOkCbPVfnrIBEQYxmS3zZc2Zt+EA+BhJ6A9ijGQqFnKHV8dpMm60wABjnoKeSZWbblIJNCz6VZwTFmmlSXjNzQr7ZcyjP9N7wHHRinCf5bDPV+lufYvsMI8c4PDyMxsZGb7ByqXShsq3lJeek/LLjVyeoc7IZeI3+dQcHn3FUHrCFgTKv9+hCgKegoACDg4P4xS9+gf/3//4fXnvtNSxatAjPP//8JfGL8kEgakGfyoutjhUVFbneVcoY+awZLMqeOh3bBsVr8fdWZnwZ/YkcLokOROfCv/n8aIviVIJbn7FW0OpLSPA+869Wj9TJWRvKY8kLn33wBYjKS6sP1mmq7OvLBjjnz5/H3r17cfvtt4+r7F4K7ywo0zFOFFTQ7qksqD7r8aysTwR+rOzZ/3VcStYuqt8iWb7n86OZ0f7+/kvmlaWBgQH3vBaVG/VXtF3AaLWX9olJN8qYTz6YROBfq0PUYSsrNmFgAduF9N7HZ36nxOf9TJWsPadv1++0wuHTYw3s7PwswPVdV+VGr8FzaEXE2lBfMoDnz2azrjODGGg6fKvOX8m2KnNcbEfjHK3/YIKX45zoGspfvWfawaLHKp/td1aWbaVPZZZ/k8mk24RgsvzScen4JuKnbhbjC6ZYYSQfVac0OLa6xqoH+e3DSDpO/q+2RVu5+L3OhzJ44MABdHV1YcGCBePs40R00YGG7TfTSStxMJysdYTqPDXIsMCPL82g8pVOp13512csOXkutkqn0xgYGHB977yBerMsw7VsyOOnkiVVfmkApoKjIEUjWg0ItPzKzLOCNBuYUOmtA7HA3IJRNZh8rzy2ANunrCMjI+jo6Ji0IpNoxHThkvKSc9aNBezYVZm1tOoLGpRf+tcH+HRuvqwIx6lGg7+1wZCC2S9/+cvI5XJYuHAh3v3ud0+KZ5QnW+rnOH3jVUOvTsYuUlQnaINPm4FXftkx+uSMDs0CYXVmyjdL/f39qK+vxw033HDJfPPxwwZkuVwuUN5WcMCxaWum2jsrMxoETKQnPpCux1rAZAG12gO9VxY8Mikzlewex8GMq8qctSU6FwXu5FVRUdGEDlL1VO+RAsWJ+KD2Xs9lZVF9l70HtKvZbNZtSTlV6uvrQ2dnp/Nbajt8CamJfJ8GJGrv1cbZ5JKe31YtLVkeqe+2LSuUK+Wd7/7H43GcP39+SvzjfT137hy6uroCwaliEfUf6kf4vX6m91sDY/2NL7i11XKfn/BVfe357H1V+W1paUFLSwvWrVs3Jb4pqe7Yan4+n3cJNCXFRxbT6bpFm1yxMmyTMvq53hObmLb+SO2jJrqtfU2n0+jp6Zk0r3jO+vr6QDVOg0nLW/pSJY5d/SYAx2utGOncrE18O1uox/Kv+gP9zNoK/gWA7u5u9xiJiwkygEsMNCxQ5mSA4A40qrAqqDZjYCfC/9k2pQJrlZnZVlU8u5q/sLDQRYjJZNL10nJbMc128PcKttWoA3AO4FJJjbLPUNmWCr2+zl0VnA5Bt/VVI0+jqA7A8lGV2hpcazQnEm4dtxVon5BfKsXjcXd9DbQ4XrvgzHd9G/jaoNZmPvRljb/yRK9h5Z1jYwbIZnbIayvTNOYf+MAHsH37dsybNw+1tbWXzDeVOZIGqZaPDOQIoNT46HitvvqO8WVrfCBHeaj3UxMKvj5wHx/1+4GBAbS0tEw60LAgBBh9SirlQdca2EwfgyHrNHK5nLNFNoNp+abzUqfkk+2CggJn9JnR4ksDZAuEeE+4k1c+n3dP8WYgNRXKZDKBhzvlcrnAYm2ffPE48jCZTAbGocGaOmC1T5pE8tlNHy/1M/tbzoX3Qe0krxcKhaYl2FA90L/kh16PsmGTefl8PlB1VABhQYQGE7pjo+ro2wUc1k76gg0b3Opvlcfc9GMypCCMz9RS2bF2Wn+nIJ7jtSBNeWHvldUzktoBxRWq/9aP2DlZG6v3s729HZ2dndMWaFgfZgN/DUbVf3BM1FkmgLWtSu81MZ76RJ98WKxhcUY2O7ZGTc9pAxX9nR0HF4NfCmhWyuVG23XT6bRr19f7bfWO9la7M1S+bFKY4/fZJZ0bifdFMTTvk1ai+BnnAMDrK3Se/MvuJl7/Yvh20d5ET0xS42ZBs724z0mqgFKYbcmLk9ObQKfOhTORSCRgiEdGRhAOh1FaWorKykokk0nnCFgFoFBomdrORZ2i8uBSSRXYtgvQgVEorVGayGBrAKGLdH2GzgYWFghZQ2adgd4fXwbB8koV1y50u1Q6cOCAW9Cv8yZf7ZgnIp2/nsfnVH2BhjVW+h3JB5ht9mqiDB/PxXv/6KOPYvv27YG9tC+V7L21Qa7Ntttsizpf6/QsL21VkvzQ31qQyWupXFlwbs9rg23fnGOx2LS0skyUKNH7qrqswNjXgqJOcKKAzAcufODMFzz4gj51BLQXdo0GeZpKpQJViMnQhRwPAZ3OhT5DZYbgReepGXlrvywfVFZUZyeyE9bOk0++QNn+hmP2JRIulXSrcjs+6qsGYuSV7eEHxsCcjtPHi3w+H2jDnQhsWL+iNlT1Uq9/IeA4kQ2cLFmZs2sByDefnyc49AExm623cmkBtfWBtgqsAaBPP3W8FjDrfQmHw+jp6Zm2p9IrHxUkc1wT8Y1+zs7D+lubzLMBrdo8rdxYf2tfVkc1yLV20sojgAlbjS6FdHcuO/d8Pu/kii1RlEP6CgZmPIbdKtY3kHwBiM7b2m97L6yeaaVJf2P/528TiQSOHTuGzZs3XzQmvuhAQwXDl+2ygMbn+Ozg+d6W3FQYaEg1y8qdDbgdGL9jRq+goADRaBTV1dWYM2cOQqEQotEoampqUFJS4kCBzWJr/6o6MyC4Y8Clkm/eevPUiTCjrDdwotK2CpoPqKhjtMGNdSgqaD6lU0W1DsbeL1UE/f1klDmRSASyeBpQkm86L5spUF5bkKfz0lKvHqNA2iq2NZKaQdDfWjnQTIwCUHU8paWlgd07LpV8AFkNuF7Ltw2hzxFacKG6Yx2xlRG9VxyXfkdS8KlVVOtsNGC3jjCdTk9Lv7cCE81oK0/pSJgkUeerumETJ8o3K1s6Jx2DBYAazPp4q/dUP7fyr/eNwGUqjncie2f55tNLnbPaMcquypn+9QVtEwVweqwP3Fmbpi9ftj6dTmPPnj148MEHsWDBgknzjdejnOgaIeqEzkd11bbmahWGQYned8sLC8qUVH7IG5sA8AE5PZ+VSZUTldPJ+gmdO+eqzwrhdVS29H9WhyxAVD3VTL1mz+28rXxZudJAWudvZZPf8RyaLc/n84Gt36dKel9s1Ye+wyZeVO58MmSDCa1uAGMJpgvZC+UT/yf/LVYkWXug17E21frJSyH1q0yE2rmr37X+lPdT19oQgzAAUqyn81Sfq9dUP2OrJTp/PZfVU5vMswEcF9E//fTTF135vqRAQzPtStbw2s99RttO1Bp4AIEJ8zgFGXx8uzKbixgjkQhKS0tRU1OD8vJy5PN59/AiXZCjC+n40i3qFBzYwOlSyKdAtkSpBs4aReWB7U22CmlLntYIWkein0/kEKzT9jkMCxrz+dGFuW1tbVi7du2k+LZ582YcPXo0ADY0c6CBoAY5/Mw6aR2j8uhCjtMaTAsGFYQo+LGtP7ZiYhVY+TYVoKf8UPlRJwWM70HX99YgqSFT3vEe2GCX55/oZeXIrmGx19DKo5U/C1zZUjgV8tkxlScgCAStnOh7H8C1x1i7eCF7Y52kgix1NhZgXYisDE6VdN6qe7pJgl7bBrc2EOL3NkFCPbP81fPYe6E6qH5Hbau1AzpWe1/y+dEdyqayaxLPwzFTH2xbrfWJJD1W7cpEPszaTx/Ys+/tvH2tuBZo8RrWh+m5KQtdXV0YGhpCZWXlpHhnAVQ2mw08pM/aCR6jAIzVIrVr1l7r+gBfpUOPV1Jfk8vlxm33rMdZ/fARxzFdZO2EHYMNgnSs1jYqT7RipjJsZdH6Exsw+PjAe6I+XDfJ8bUhcXysIE4F1yl/VEesz+D/tGWhUMjb9m79mK5xsf5BZZfntzowkd3Xbh7ygzzU39mgjNe+1G2BLzrQUEGg47egTo+zA1Nj53OqVlltxpjnY7DDYCKbHatA8Bh+zv/Ly8uRy42VrqLRaCAbwXYq9nYyWtb9sEOh0JS331Ol1M810ACCFSF7M9XZapWHL55Lx28Bsl5fo10FKuSNloQVIFhnbLOSpN7eXjQ1NU060KitrQ3IGvlngwptUdKMAXnmcwYWmPnAykTGzgeI1VCS/1oC5Vh03L5A0M5tKhQKhVyVDxgDx2pAADgZsMkEGzj4wIQepzJg//rkQ89t2w9stlDHavmmdCFAdrHU2tqKgYGBgNwpqV2wgSf/J48Z9NDWqE4qj+wcLCiybQq2XcY6Xb03vgDEkr3eVEjtnAYbCqI0Q682T8fO31vd1DHrb2zAawML1W39zgIp2lAfmNRxcQy+h3VOhhiM6XvaBF87LTBWbSNwsMHTREBFXxaYWHtmQY0CNrVtvmBPySfvPG9zczPOnz8/qUBDgZGtWvj8gQWGCgI5Z191W2XCAlnb8qIyo0DY4iNdU2V1UN+rnbFzmirlcjmcPHkSw8PDge3D9X7be0m91SQAz2X9q1ZurWwolplI33hOn12zST29t7Zli/NiQrqysjKQ2L1Usok7vuzCfeUfr2d3swTGdNnaI+qgr4qm98fnZ9kZQNm0CUTrz/W81o/6gvWLoYsONDKZjHvSsM8x+i5sJ2IZQAZag6jgV8/NKMw+sEmfRBkOh107Fcub0WjUnSeVSo3rm+dicT7QSMuiSlNZo3Ghm6Pg2PLWOlblh/JYHRLfK7+tcOrCTL2uKrOOxQJOCzonMpA1NTW47rrrJsU3yw91FFRm5ROP1ftrHSXb8CzAIH8s6LC/1+uQV/Z7rWLQeOrxlDMN/iz/plrRIHCnM1CeKZ/UULJ9QHdcs06R/LD3x4I3nzNX+fMZOH6u+q/X8gFEC8hDobEnrE6F+FweC1j0/vNzDXoUqNkKjK14Waeoem4dmO9e2ISFyqd1HCrXM00qJ5Q/3zE6PgsQrV2ycqY66EsGKA8mCugmujdWxnis/g4YXVPBdk3f2orJ8M2OjXKklSA9TvXYzk3ly2fnfYGBTw71WtZ/Wx9t7x/JJgbs96FQCGVlZVNqF7V8UV4pL/k9r+vzyz4ZU9tug958fizYZDWK59dzqjwRZyjQ5r2299/64VBo7OGD00G5XA5dXV2BpJS91xyLrt+w8mdtmyZFNWuv1/X9TnnLcWhbka1iaJDB61l7wHPRZhcWFqK6unrcfbpUoq7ZbZR9x+i8OV/FurqO4+38qp5Hr+vzVST163p/fYkEq9u81+Hw6NPNfX5oIrqkxeBUJt1G1Feu4cV1ktapKikTAQSExzKEC2u0qsGF3aqAvIHJZBLZbNbtQpVOpzE8POx2AmK7FB9mxPfMPDpGFRZiyZIlF8uucaTzoDJrCxd5TLI8tE7IGkLrhFXh1GGStDLAc6pA2ftpr6Nz0t9b0FVcXIzKykp3zyZDygtdNK9KpaDO8kKNvvZ2+kCrGitfoOIDPT7HTWdhy+w2iKM82/n6nN+lUHl5OebOnYve3t6Ag+X5lVS+tJSqx9JwWUfwdnywDv1C/ON11fAqf6ys2tYNUiQSQVlZ2ZT4t3r1ajQ1NeH8+fPeagavr7JJsrqWy409f8TnMCy4U73z8cU6A6uHfG8rn0DQxkw1mL0QKcCl7pNnthpuH3alvFH+6vlsQsDy1YIN1T9fC6P+XoMOC6J0bpp9LCsrm/JOXVVVVZg7dy6GhobceUkWqJNfmkDR71TXfMBEX8ovzZgyCWf1z6frNvD3yYLPj6nuXHPNNVi6dOmkeKeyUllZiaqqKsRiMRec2U1qOJaJAJmPVzbIsLKjQYLatona8Xg9m/CxQTPHQrLrN6eTtJ3GB0htS43VaWvj+b1m7en3rP6pvloZ0/uhsqr2wPpW+1uVN67znTNnjhv7ZJ8bpNcBRvGrtsXZAIN6y/FbPlv99PFFj1W7xCDX6qMvcW/tg72u1WfKRkFBAcrLyy+JTxdtGW+55RYcP37cKYwKnC7aVIXXyehv7CRVqJQpdvK8njKL2SR+Z53Y8PAwBgcHUVFRAWBscQ0DDQYY+tJWLFJJSQluueWWS2BtkFQYyAt1EnbcapAtr/RzFQj9XJXPnssGccDYcznoXO14FbTYrIYKq3VsPHYqQcZE11He+DJTHLvP0aqS2gqET5kn+l7vjc1QWN5b8KQ8USCh45ksVVVVobq6Gt3d3QH+EcxpoGa/s20aOi4aZDtfa/B8fLWAQ22Ez+HouC0/7L3W7Aof1jlZosHm+DKZTGBhqb02EFzQzBftoi3fW0c80bx815kIaHMMNrDwBSBqh+3/05EhDYVCqKqqwsqVK3Hq1KlxOqx2xxek2aCUiS0rH8oTK3M2+WL1We2aypv6Kd2ERG2vAkRgNAm1efNm1NXVTYlvlZWVqKmpQV9fX+CZLZyj6u1EVQyt5qq8TVTlpTxQ523yyWfjfAH+RPKs95rvfeMmv9UuXCrRJ82dOxdz585FLBYLJKaowxyn+iUbyFkgp+9tMMY5MSmi68NUXzkvYhBfgkwz9dbfq59jEm+6nuGi47AVlWw2GwiG7H1WQO3zn9b/kt+KX2zQy2P0EQb2eGsTbHLL2gprZ6qrq7F169YpJwh8ck+izOhmFvoYBW2b40v1zwYkPj9qx8L7yb++apO9N8ojxYaKqXn/i4qKUFFREbAVb0cXzeG5c+c6AVdnpYLvc5IW5FiB5MRHRkbcwhxfZoT/6/EcAxf18PzJZDKgLMPDw06BMpkMEomEu4n6hPFEIoFkMhnIPnKO5eXl+MhHPnKx7BpHc+bMcXvx02HYMha/1zn7HByAgDCoklplt8BGAxAFxGoYeIwqgHU2em8sKFSaKnBRuaLD1BYqYMxoWcOtv9OxW0NkAwJe1y5Q1t9ZUEN+UXb4tHp9doIF5vaekffT6UCscU2lUgHDo8GFAhINNlVnfXxTp2HBCcegv1eH4HMw1vGOjIwglUo5vbf98Bb8FxcXu8TCZEnlzrcejePjLnHUa13Xxb8WzFoeTQSa+V7vk5ImX6zz0aSNzwb4+BaJRFxGebKAj7+JRqMu66XA3M6X3xOc0emrj+GCV5scUfmxwYIN+n0yrDKou7tw7rYqz9/Ze1RQUIC6ujrXojtZUv/I83IstEU6dzsXBYk6P9+x1r/az61s5XLjq3I2yWDtowVDVjaBoH1Kp9OTDjIUh/iSYBpwWH7rb22QpbbJPqPGJvh07jyHlUsru1rtUH7YsZF0nPPmzcOcOXMmxS8f/2pqahCLxVzXil7bNwZgrN3W8pd/fTZO+WoDDtpPJj0t9uDvyTP7/BfLTysLOoeamhrMnz9/0jJn7Sf5ooELcZ4eozzSBJQPw/l8o5W5C41L/bz+3sqk1Q2rP/q+uroaDz744CVhu4sONEpKSlyGNJvNBnoprdHylbr1OAVWBA/AWKSvRs+WHHXSvKkabWufOa+ZSCQCisGtbfl/MplEIpFwfdkaRQOjwlpbW4u5c+deNGOV8vk8VqxYgfr6evT29roqjAV81lD7+KuGXwVU3/scjX1pNpljJJhLpVLjjKSOSw2AZmAsYCK/304xLkR1dXVYtWoVGhoaHI+0ZYH8UCWxY+AcLHBQ5bZ8VcCihs4aADWQ1jnbTAV5q3KuPOa8Vq5ciZqamknzTOfOuREU61wtDy2g8Bl5Pb8PNNiMk/KfPLeGVZ2BnscCFRuQ8TOdLzCaFNm4ceOkeWersRqI2feabeKcLFkQp+/1e17b2lPl90QLgn3JAF/Cxh6r166ursb27dtRVFQUABOTJb1Xmhyw4MnaQNuGwYqvtSUT+Qq1h1ZGLQD26bXljc/36L3Q6tdU+aVzVF7pTntWV/R7DZBUFvWcvuDAJkws0LB8sHyyySfl9YUSCcCYvmlnxGRIwZSOS9v2gIkDXpuosp0VvtYcywefreSYrGxaUGzHz/91zKTCwkKsWbMGa9asmTS/lMLhMNatW4ezZ88G5mHtnm1B8+mQyp4vkefTLYtPgPHVWP7VViyVRYt97OdKRUVFqKysnHJyoKCgAEuXLsXg4CBGRkYuuJBe5craGOsvddw+/up8rM5Yfqld8B2ncmjP77N5xcXFKC0tvaQulYsONObMmYOlS5fi3LlzAMZK3OqU1QH7oiMrTJxEKpVyT/JUg2ozvwo4SHYMChxZOWCgQaEk2ONajGQyiXg8jkQiETCySmvWrEFVVdVFM9ZSYWEhysvL0d/f726uOlwaWV+FyCq9BWtWyawiW7CmBpQ8GR4eRl9fH+LxOAC41hMr7Bpg2CytZjE4Jz5FUsHGpVBJSQlKS0vdPHyOSOdnZY2kztgCExtk8MVMqpVH8oXn0N0cyAf9X7MWPkekRiYcDmP9+vWTDmonOi+J/NNqjdUnnyPg+ZTndm4WqJF3eqytAqnM6DV5PZVXDeBYlVTd4PeVlZVYvnz5lPnH8diHJqrx9gVUOlYL6HTMyh+SOnSVd18AM9EuQySffqrs2cWrxcXF2Lhx45QBH4nj8i1u9VWMNMAYGhpyleg5c+YEnpdk7SB10wZ9PmduXxbs+Ozdhe5bOBxGRUUFSktLp8wvYNTeaTbb7kCoemJ31dPAx46TcqGJOx/QU/vps/vURz2HyrjaVjtuSwpWi4uLp2TzOG6tgmkLE4NVxSg6JrtOwgf2VIasHbMdBj7/42vTs7yz91jnZmnBggVTTkgp+YII/s3lJl5PqDSRPvE7fZFvtkKkvtXySoNhH+98fsj6t0wmg5KSElxzzTWT2uFMzxUKhbBw4UKcPHnSJWqt7bTJIzsXq6NWznyYzvJebZOt6vG8NtGq98naAb2X+ttQKISKiopL3rThkprTCL50VxreRPveAioyj4O2EyHD7UOKfIbQGhU1xj6gw8oFMGpoNdBgkDM8PDxOeEkVFRW45557sHjx4kthV4AKCgqwdu1adHd3OweqgJTz0RfH7+OHBTGWR3YOljd8z1Iwn6Y8NDSE4uJiJ0hqVCcyiD7AFwqN9pCuXr16Su1TPodvH+RmjZ/ef/3MtlH4gK7P0Voj5pM1BcRaFbNOSflmK0a87urVq6fc7w0ANTU1iEQirkKl1/E5W2D8hgQ+Y2R5qJ9bfbUvexyvYwGK8o3EoG54eNhlj3yyV1JSMmXe6fwJ+nyASeXiQhlJa9z195Z8IMXaAT1Wq4oKZuz59B4wu8vvqa+6qHgqwUY+PxrwlZaWIpFIBO692jetNPN9LpdDd3c3uru7UVxc7LKO6j98ANA6SF9CxgI4a0Ot7NrPbMDHajd3r5kKhUIhrFq1Cm1tbeju7naVJY7VXt/KiM5feWD1S3/rs20+/bV8VhDpA4Kqy5ZswiWfz6OiomJK/lWzyKFQCHV1dejs7EQmk0EsFkMul8PcuXMDT3HWKpBP37RKTZ2xssb5+Oy4Amn7XC7ffbO8suPSz3Xs00XUKz2nb3w+oKvHWpnyySX5qckn9fOKEfkb+/R68lb9q02uqDyTCgoKUFZWhttvv33KflbtsoJx/V6DLZVTjtmXxFKyHQf6uV7Hyp/FwXqM6qhel+8nwkXA6FqyGQ00+LRi3mCS9jD7DJZvq0xOnk/TLSkpcVvLknyghkrG9RwK2NSoqjJms6NVDADuGuz71mdn+B6QUlRUhGuuuQabN2+e9NZ7nC/HrMBN58Fj1Qlb4dXfqyH3gTYfgFNnpUrChfGh0NiiNn6uSqzX0P+toAOjLSzbt293gelkecexaJVKAYpVPnU4nC9/x/n6jKA1APqdBdVAUNYZtDE7zIyaBh96Xg1EVGaj0WjAIU6WQqEQli1bhuPHj2N4eHhcIsDnXBXAcd4kNaTqFBR0+IJj3h+7/7cFKtaBWKDDz9jeqDKuwXo0GsW8efOm7Ih1jHaBbT4fXCzOY/We6TyVVOYmui55q9Vd/tZmUfVZLfq5bSuw+mr5X1hYiA0bNkxbhjSfz2PevHmoqalBa2trQD5omzV40++pG6xEp9NpV9HQ39iqEWVbbYKVUTtvlWeVRV2z4Wsr4FgLCgowf/78aQk06A/U2WuW2ScX5CXJd58tn3zf+yroNkli9e5C4MXKmF7T57PKyspQW1s7ZR6SV0uWLEFDQwN6enrcwxS5fa7u+KjjUP75xq9+VP2S8tbKlNp85ZPlmZJvYxh7THl5OSorK6c10GBbTCKRQDabDezwqf7CF2goVlPZ0pfO1doqny/m/1Z3beKA7/W5FOpXrU0FRqtBS5YsmXISVMdLG2YDB/VT1kfqcZaHltT3qIzZ8/nOZTGH8klbufVcqt/8LhwOY9myZTO361QoFMKiRYuwZMkSnD59OuBoaaz4v7acUFAtEFWwy2N0MTgNvBo8nh/AuDKeBYNqPDUoYruU/vX1/HGshYWFuP3227Fp06ZJCyXPVVRUhJKSEgwPDztgYjNzKqQ26NCxWWNvAZxVQv0um826PbgZhA0NDSGdTrunrZOn9hoWXFueq7AWFxdj6dKlUwbNVVVViEajbiGzgg012FaJNfunymKNoQJHdST8neUnyRpLfmb3+dZgzefM9VoLFizA6tWrp2XbQm3toby9ncNQB6PfZzKZwIJUvf9qcJXIY9t3bvlg1/n4wB2P1V3j7GL9fD6P8vJybNiwYco7iXCsarfUjikPGZzbzy0I8VWR7HcT8dOCFsszG5z5gjp7L3S8hYWFrmo7HeBF/UEmM7bTilYitSJNvaKt4DjJFwX9mkxQHqpO+wCMDwCqbVR7YO+h9V8cd1FREdasWYNly5ZNC89CodGNR/r6+gJJAfWTOja7cx1J56hBBGkikGxtnQ0uVAYt74GxINHnl3j/eH2OMxwOY+XKlVNaV8Xrq+zy3lZUVLh1mbqDmcq/TRqoPirPVFZsIGZ9is/PWD88kV/VOVkqLCxEbW0tbrzxxml7jkYoFMLcuXOxdu1avPnmmwHZ4feWx5yX5Z3lkdU5q28+P2L1V5PJ+r+vymFtr8UwJSUl2LRpE1atWjUtvON26kNDQ+Paz9TeKSkvfXIwkV2yCWe1DRf6zLanKd7V++CzdXzPboFbbrnlkitBl/Rk8KKiIqxcuRIdHR2uQmDBCjMsqsDM9CrYsE7cl1GxoN86Df5VAaSh0xYs3S1DH86nZU1lNnenovKtXr0akUhknGG/WKLRqq6uxrp167Bz587A+HW7UOvkdecRVVibpVKFpVCrkCrvdDs6npNVJT4IUYMvzRBYhbfOWMddW1s7pW1GyZ+VK1eivr4era2t7r4AGAeaOA/OXcdj33NOviy9JcqNHqcAyJZ+fbuTWP6ovKuu1NXVTfop6pZvClR5HeuIeV0FgbyvbC+YyBBZEGaditVVPZ7H2ien6/ls65QGGdo2pTytrq7G3XffPS0LS5cvX46BgYEAqLPVDctf5b3ljwUbei1+xoDOp6NWnrkNt5U763T1GB0Hx8qs/PLly6ccoFE3GHwtWrQIHR0d7r7pdbVCyfmxXYj8pv1QAEvbzt9Z3VSHan2KD6wo730209pPdbxz5szBkiVLpqVdjzp37bXX4ty5c85HqU2zi8LVdviAoJU1325y2rZm9ZjjUsCnNo/3wQeu9fe+JAvfl5aW4vrrr0dZWdmUfKzykeOiDNGGM8FG2fPpsII1fmbvkyZCFNSSN2r/yTcfD3y+c6LPSdTXW265ZVoCDV6jsLAQxcXFTldtMkCPtVU05Zkv6eGzQfo7W92cKOC1MqXBhi/IUT4Tm86ZMwf5fB7d3d3T0q7HAK2rq2tcspPzs7vG8buJfB8QXMuh5MM2Vrb0fLarQIMzu2GNBjv2vOFwGEuXLsWKFSsu2U9cUkUDGC05zZkzBx0dHQGDqxEcnaAVQGW0Ogt+pspL8jlHy1wL+CZiNtsMFAhyG1J1ZDxHcXExbrnlFtxzzz1TBi5UTC549wUNdv2Ljl//t4pqhcMae2vUALi2HgJ3LnTXMqker4pseaU849wKCgqwZs2aKS224pyV7+SRD4iSGNzS0XA+ykcGv/xejZWCSQ1eNeDQ6gf/Kj/0M3X2Nqug9ygajeKaa66ZlqxyPj/WDrNr167AAyg5b+7ko4aeY1deWqDF81ujrsGnz7lYudXSLY/TfmZeJ5cb2y7YtjxoxqiwsBDz5893C3MnC1rIu6VLl+LEiRMYHh5217DyqNfw6arPkSjRAep3KitqE/W9fqZgkdd5u/npMQUFBbjttttw0003XTKvJjo/ZWrhwoWBDL06UX2ysbbk5vN5VFVVIRwOu8SH1WGewwZiVh4VIKt824ye5Y1Ppi1/mUxZs2bNtLWwMHhZt24dDh8+7MavwYO10dqGRj+l9mgicKN+w8dTDcaUN5ZH9jz2e1t1U8pms1i4cCHuvfdeV22YajVXk0CUM+77z/FpAKdj9oE6+1I51mv6QLDeA8VCPuxkZUzfq1/lpg3FxcXj7NFk+cXzKD5R/2gDDb3Xahd9Ns7aQZ2f+j89p4/vvuSn2gSf3Op4OJfVq1fjM5/5DFavXj0lvun99gUY1vZzDKrTtjvDypiVNdUr5SPJ6plPB30BsvXT9n4wcbRlyxZs3rz5knl1yemroqIi3HzzzfjZz36GoaGhwFNdgbHAIZFIuAcPFRUVuTKzfbw9HaQ1+MoIK5A2E6o3VAMddSxcAK4AmxlBu50tFW7BggXYvn37tJTF/p+lHgABAABJREFUee6lS5diyZIlOHPmTCCjYlt1dCz2xiv/1KhZ4bGgjoLGdTDW4DF7aNuH7DlU0PU8nE9BQQFKSkqwYsWKKT+h2bZb8K/P6fG7CwVyOmZVRjVmNotvAzkL7vQYlVUeY+XMBhjAKGipqqrC/fff77L10xHYsk++vb3dZY9tMGWrQNZY2jmRlG/2GOWtD8xZx6NBnTppBYmcl3XW/Jy2qa6uDvl8fkqAJZ/PIxKJYM6cOUgmk+N4YVtHlR+cDz9Tw28zysprHbP9zhdYaIueOiDVVV+Qonxj1fb++++ftgXNHDMAlJWVYfPmzXjxxRfd/JXHDCx0rVoul0M0Gg3YR8s/9RsW2GpiQGVaXzZgUwBl9d3eC1I0GsXy5ctx8803T1sLC+WupKTE2SIFI6rDE+mpzSzrcTYZZ196bstXlT37v4/PPuCo+pPNju50tnbtWixdujSgU5Phm/62qKgItbW1GBwcdJVOxR7AWJuo3nsL3PQ7a+etDbI4xdov/pZrRJUfmnzS69tKFX3rBz7wAcyZM2daA1wAWL58OZqamtDS0uKSOtbX67jsvVY8o77bxxeL7yyPLUDWZLEvWeCTZ703bP1ZtWoV1q5dOy3YhHPToFa/0/n5dFllxPLD4kCS9aUq+3xv12NY/GGvp9e1OsDrz5kzB9ddd92knlF1Sa1TFJyqqirU1dW5RUPKCDqAXC7ndjEqKipCeXk56urqAv3/ZICv1EujyGsDYw8cSyQS7nPNgvoAH3/DQEOPV8CsCh0Oh1FVVYX3vOc9eOKJJxCJRKYta1BYWOjaz7hWg9/TiaiSWieg94L/W2XVl1VY8mAipVcnznuiAYZ18GoYVUBvueUWPP3001PaEljnunjxYpw7d85ta+oDBwQmNgtgHZ7ea18LABWRv7H8U7mjUito0Uy9lemJFLmwsBArVqzAXXfdFXB+U+EbMLpDxM0334xUKhUo7frGoZkpBXbkk+W7T+4UrOh9Uf5aYOJzMnTG5KveR50fPyewuOOOO1BdXR3YMvVSifOvqqrCqlWr0NnZGdA9HYfyQ4NbnsfeR/2tvaaS6qc6VeWV6qsGHhbYWJuqslhQUICVK1e6drPpIGufampqsGjRIjQ3NyMSiQRkjGNR3VVesOrGc5GHFtzofC3/1HapnvqAs8+G2vNxXCUlJXjiiSdQW1s77YDP6ozy1o7F2kL7OwuWyWOri1YHae/419ozW7X1gZWJ7BgTHCUlJbjzzjuxYMGCaeMhMNaNMDIygtbW1sCaLt1ZTX2FHbOVUR9/fPJhear2QXGKbfmx11b/z6oC8UNdXd20rOPj2HlNVsTU7vI7H2AGMI5Hel7VSf3MZ/vJO58fpT/wtWXZ9nd7XxRjVVVV4bHHHgtUuKbKu3A4jHnz5qG2thbd3d0B/6nzVb3zyZT1DWobVTZUpywO1P99tk2vpd/p5/p7lb21a9di27ZtgXb+i6VLap3iRIqKinDdddfh7Nmzbq0Gs7DAWKagqqrKKRaBvpbh6BS1LGezhGrU0uk0urq6MDAw4J60PRGwo1MlaFEnbEtvevNYzVi7di0++tGPTttuIjx3QUEB5s2bh0gk4rbdA4ILTWlQrPNQo6WKbwXX91IAQt77jJ0q8ETZKjsvfR8OhxGNRrFx40asXLlyysaQfFm5ciWamprcDiK8nt5nks1SEexaRVIjZJ2nAjTrNOzuFupA9Pf2fL7vSaWlpdiyZQvKysouWYl9xPmGw2HMnTsXc+bMwblz5xwv9HsaQJ8hIw/VKNqSr87Tgh4NaskDC6JVv8kj/V91nORzjnfccQduvfVWJ3NTkT3K3fLly9HY2IjW1tZxrRfWAai+WTtmyQcofLzWAEFtnF2PoTyyrQMqw7w2eRmJRLBt27YpJwSUVHaZRaytrUVzc7OTOR2LAloF8so/5afyxdonGywoP9QO6nE246e/s3aCY+EDvzZt2jRt2ymrfC1evBiLFi1CS0uL01XbZsNxahsyyWfbLMizIJt/faBE+aTHqU6rblveKf8oA2yv3bp167Rll5XKy8tRU1ODpqYmxx/lIcdCv2XHaoMxna+tJPp8pZ5f5c/6ZmsLbFWQ/3Nb1ocffnjaNm2wvAuFQigrK0MoFArgBWBsAx7VYfWrdq6cv0+OrHxa7MH/1c4pj7WyYYGy8p3nD4VGd3Rcs2YNrrvuuimvHVV+5XI51NTUoLKyEufOnXP2XPmqCRStcKv++PyGvcfWn9iktA0k1CdoUGaTqlZuSZxHWVkZ7r//flxzzTWT8quX1DqlCjBnzhysXbsWb731ViC7q4rLBy1xYlxgZA0XPyepEqvyciG3jbqtIKvgMsiwoEXBkc6voKAA1dXVeN/73odVq1Y5pZoK2cxmJBLBokWL0N3d7b63QM8CFh9wscqtvLBBh82Q2SypBolqTC2vLGi2YDIcDmPBggUuMz9VoqBXVlbigQcewP79+3Ho0KEAWLKBA+fjA4JarbGAV+emhoDH0Lhx7nqveH4FhZppVr7qGgRgNEjfvHkznnrqKffMgOkINnQHjNraWpw5cybQBlRYWOjmSh30LTwlqW7zvU8GLVDz6TwTAD5DZwEyee4DzPxbWVmJ9evXTztgjkaj7oGROjZbbbRkZZL/+0CEb162Aqlg3PJQZc3qgdV1vXZRURGWLFmCRx99dNoyfBPR3LlzAw/do01Se6Y23+7eov5BbY4NXH1z9wFBC5A1gNNtqX3gMRwOIxKJ4O677572TDznXFJSgsWLF6O7uzuwmw0wPvNuecNjLMDn5z5fY+XYF6io7PmqGVaG9TO9Bu1KcXExbrvtNqxfv35a+UceZrNZzJ8/H+Xl5e5hvEVFRY5fPEZ5p+NlEkZlVo+xsmHBnR6rmMY3VvLMkgYhBQUFWL9+Pe6+++5pW5/Ba/A8BQUFuP7665FOp3Hy5MkAn/T+Un+pwzZBB2AcD3y+QPXU6qQv4FW/od+rvDKZrbJfUFCAmpoa3HvvvaipqQnwdarEa9XV1aGlpcV13GgL9kT+wOJPq6/ktZIvMWVxmfpVBmp2N0yfnJI0GOImUI888ggqKiomxbuLRtCWISUlJdiyZQuWL1/uDLWCKhqUaDTqnLU6Dd0xhb9NpVJIJpPjgIUyorKyEnPmzHEldV3Yre9t64WCYp/T5njnz5+PT3ziE3jmmWdQUVExbeVJvSnRaBTr1q0LbG9Lg6cgzYJUK1C+IEujV70vvH88pxpGBco2W+NTDHu8OmCC5ttuu21aS7uMqleuXImKigoHQHt7e9HV1eUWC/vmTnlTubJZTv5VflOOEokE4vE4ksnkuOwAdzCz8meBol5D5SEcHn2y8Hvf+17ceOON44DAdFAoNLqD0pw5cwDABRbMytPxq2EEME4WNLDzyZ++t87ZAkKfztpqo5VtjkkDSWDUiaxatcqtb5kqKe8LCgqwYsUKlJaWOudKHvocpd4/DaBsBZVk+WYBjU+mNSulzhvAuMqaOjMFAgUFBYhGo3j00UedLZpJWrZsGerq6gI65mt31dbEiYIIn2+wAZhPLm2iyecX9FgLDHlvmYy67777pu3ZD5YKCgpw7bXXYvPmzQ6AqG1S2fIBOh0z/6p86dzU9uk5ST6fYm2nHZvVfQtmCPyqqqowMDAwIzwMhUJYunQp7rjjDjdPGyiQNyqLHLP6Tp+8aZCqAI7rLywY1pf6XSvXes/YplRQUICKigrccccd2LJli5ufD5hOhk+kfH50i/C1a9eOG7u1TxbU+oKNiTCFnttm3ZX/1i/Y553ZYA8IbrgCjCbyIpEIbrzxRnzkIx9xfnA6EwThcBgbNmzAjTfe6D6zvov8tbZMP7e23QYNOld7b/Q3lp8T+Vb1FzpuBpHhcBjV1dV48sknsWbNGiePl8q7S/LKGsmEQqOLh5csWYLm5mYMDQ25ARLIkDG2zzaTGWuXovDoNXzMJCgqKSlx2QkCSHsjuOhXhVMNoAJFzqm4uBhVVVV44IEH8OlPfxpz584FMNYGNt3EfvLdu3e79jPbb6c80FYV5ZMvQFGDaZ2HNZQ+MOwTYBVkBQGqRKHQ6B7wd911lyu/TpVobOnkFy1ahEWLFrnnoCSTSbdug4Eh7z9/o/NRUn6rwyA/VRaBoMNVpeVxdDAqmxYwKjEQv/322/HAAw+4MSmgnQ7+8b7ceuuteOmll9Df3x8AxNa5kdRh8DhdjGtlxDoan+O2vNOA2oIZG9T6iNtX3nvvvdO2+4+WvkOhEObPn4/58+e7haUci/LPBmMAnM1SJ2htm36u/Ked8vFMnYcNQKyN0ISCzikSiWDDhg149NFHXduK2vfpJJ7v1ltvxdmzZ8clN5Q0gKTjVR6qHpNHFtRY56rAxOqsyq1NWlkbp7y744478NBDDwUeajbdVFhYiEWLFqG8vNz5VzsefkYe2R3QbICh8kd+2rn6/IzqswIg668n0n9NnhA73H333dPydGYllR/aqgULFrjvKTt63+wYrY9UnbRA2QI+y0f7vY/XCsCVdB6RSATLly/Hxz/+cbcLG4/ROU+V9JrUPeWtb0dMn29TP6ov8l/54QswFBhPtEbDJ4N2LPl83u0O98gjj0zLxj4TUVFREebPnx/gjU1WqFzZ4MEnb1aO7DmsbqtP8PlVtaHWvllMST2966678JnPfMZVMyYjaxdtHa1AM8q+7rrrsHXrVrdeQkGWda5qyC2YUkbp07vVgdrAQm+U/l4diAqrgmY1etFoFDU1Nbjxxhvx9NNPB9ZlzIQDUd7V1NS4G6tjV+OjSmXnyd/Zees5gDGQzIjUd34rfDYiphHQ+6x8LCgowAMPPICnnnoK5eXl4wznZEjXrgCjznfbtm148MEHUVdXhzlz5qCmpiawyQAQXMRtexKtUdMnxVtAx+9ZadOMg2ZIKZcqnwquySv2JhcUFCASiWDhwoV4+OGHsXDhQsfHmQJ6ixcvxrXXXhswLjajawGJytREwaw1nhbIqUO1POLxvGe8X7yX+qIdUCDKVr0bbrhh2nrllWf5fB6lpaXYtGlTIKDQ8Vmds46Vtk77wNXg01laXVfHYDOHCpx1DRqvy7H7nAm3+/yN3/gN3HLLLYHdfmayfaqqqgrLly8PyJh1epb/5LPN0llbZUHcREkV66ytfPtApjregoICVFZWYs2aNYGn406HrbMUCoVQU1OD++67z3UEWIDBa9t5Wj5xfhYs28qY9SVqO3ktC8atTdW/Cvo0Szpv3jx89rOfxf333z9t/fITUVFREVasWBHwX9b+2KBrIj9o9cveA5Iv0FDdVT7xOO23B8awB9vQH3nkEQdklWZCZ0tLS7F48WJnV3TnRGtrdN7KiwslLn26rPfFF/Rb0Gx9luoqecpE1IYNG/D+97/ffad/J0u+wLC8vBzz5s1zY9L7qbpnAyzVX52rVhD0O18FTl+2M0Oxis9e6pz4Kioqwpw5c/DBD34QlZWVU+LXJe06NRHo5lqN8+fPIxaLOSBLRqmhYmuDgodcLhcITMggHkdm2MjW9r5rZsoKrhoH3Z+9uLgYc+bMwa233ooPf/jDuP322wNR+0w63nA47LKJNMjkGYVUQY06vGx2bBvXCwEcfT8yMuL68u1v2AZEnimYVqOrxpXjIdXW1uKhhx5CXV3dtLb/2OxNeXk5Vq1ahXPnzqG7u3sccFEnTL5yPsCo4yFPbSBAskbP8tMH+HzARRVXs44ELL/yK7+CBx980I1J5zsVUsel4HzdunU4e/YsGhsbA2OiPHEOCmr0ZZ2sBXvW+PkyUBZMWyOojmCiawOj+lNeXo5nnnkGN91007S0TSnvgOBiv40bN+LIkSOBDLuOJZcby5DyPNlscAtNyqDtuedvLMhTe2ediQWFCuwUVGmAVlBQgPLyctx///247777Lout47ULCwtx1113IZPJoKGhIQAMdEtq/V02O7qIUmVDgwWVQ1+AS15YMGwdvWb/rNyT2L6yefNmfPjDHx63tftMkFbUhoaGvEGGDX45ZxtYAWP20Aa6/I3+ziZc+J3NLOu9sEDe+gC2ij7zzDNYtWrVjCVV9H1RURHWrl2LlpYWDA8PBwJRCwTV9pEn6fTYM5cuJD+qj+SFD1Cq3Ou94/nV/nBnro0bN2L79u0uKJtOnbXJm1BodE3k/fffj+effx7d3d2uwqF2jr+x+IDnscHFRPjEBg1WFy24tnz26Sr9bDgcxrp16/CZz3wG5eXlM5LIUyovL8e6devQ2dkZuJcWo/Bza9OUn8R5nI/KCT9T/qXTadfpYdfuWcyi+qv+NZ8fexbP3Llz8eCDD+KBBx6Y0i6OwCQe2Gc/Y0XgwQcfxKlTp/Dyyy8HhM2CfGYrtb1FDZ4GJvqdZoxtD6R1JBrAWKdPkBeJRFwl4+abb8av/Mqv4Pbbb3eAbyaFUXm3detWxONxtLS0BIA7hU0z+hZEA/7MCX9r+ZLP55FIJMYJpwUlDPpsdseXSQCCPZDXX3/9tAYZyi/+JV+uueYadHR0oKWlBYODg4FjKR+qQFSWkZERdz46FgVcGrTq760DzmQyXmOrxpWki1tpyJ988kk8++yzrk1vJvhl/6+qqsJdd92F1tZWJJNJN28N7m1wq8aF8+SLIMUGqMD4TR3412fotMVP+WwNswLTSCSCtWvXYvv27Vi0aNG0tRHY3/NaK1asQENDA4aHh8c5Af7VQE15pmQdC+WV81Q7d6GWAc342evbNirKeCQSwZo1a/Dcc8+5jPzlsHW8L8XFxVi6dCmam5sdH+1951z4l7zWoMOCC7VJNkliZck6Zq126+84dvKupKQEy5Ytwyc+8YkZAckTUTgcxtatW5FIJNDS0uLkK5VKBQCf2iobfCngUb/MuQPjK3QK8mxwq3xVnuo4OHYF9NFoFGvXrsW73/1ut+5pJroGSJzz4sWLceONN2LXrl1IJBIBe5/L5QLtSGq7LQ8pe8QkPM7qpvXB1n9a+VV7osRntTz77LPYsGFDYF7TySP7fz4/2oq8bNkyl8yj7mkg5gP76gdtguBCQYYveaxVDMqrTQ5am0FiJeiJJ57A9u3bp70F3ncPiEuOHTuGc+fOOZul+I1j1YDTBknWR1jeEifzO01KJZPJQBIUGMM0NmmlwTWJz2q55ZZb8LnPfc75iano6ZRTgBzkvHnzkEgkUF1djd7e3nGM5bHaFqHKDCDwGxuAZLNZF62pEvOcNnImAzWrwqdespJRV1eH5557Ds8++yzKysoCWeXLQfn86OL2DRs2OAeSywXXt5A/1hmogis/dV2AGj1VWs3yK2gZGRlBPB4PXMsGFvriFrx8Uunv/M7vYMOGDZcNuNTU1OC9730vOjo68KMf/QidnZ3jFEdlgmSdMYGEj788l3Uamn2xzkVlm79nVruoqAhlZWV4//vfj1//9V+ftrUsl0LclvPw4cMu8FTDxk0KdA7AmNO1GRoNSslX3YhB9VwzKj7jp7zUgJfAmcCqqKgI8+bNw2/+5m/i+uuvd+OcKdASDoexcuVKLFq0CA0NDa5/2QbiJOtIgGBPPeehoI+2TPWRL56Pn/Ovdc4Kqi3gi0ajuPbaa/Hrv/7r2LRp02WVOwUwa9euRTwed+vTeN+sjQGCusrAIJlMIhqNBiqT6jNs0EYeaBsIfYnNklo5BuAeNFtTU4Pt27fj1ltvvew6W1FRgeuuu86BF8oQ9VF5bP2j+hJ+r+3I9nMrSzbIsAkXPZfyXMfHdtHKyko88sgjTv6oEzMdbBQWFmL9+vU4ffo0zpw548Y7ODiI4uJilJSUBEC/DXxVpmyyBMA43ljZ0mDWBySZ0CEviFO4U9K73/3uaavYXizPwuEwbrrpJmQyGRw7diwAXPP5fACnaCBrcYPaIuWhlSlNsFgfoX7cBipqI9TelZeXY+vWrXjsscfcbo6XgyKRCLZs2YJXX30VAwMDAQwBjF8kbhMmPhkhf6knyj+1Z+o7lV+alLJJKI6J97SkpAQbNmzAv//3/94ljqdKU5JcGjsyaenSpXjwwQdx+vRpvPXWW4HdJBScqbO1AkcQTCFWgOeLCDUTqoGH3kgFJ8xMLV++HO973/vwoQ99yEVsvJmXiyh8paWlWLBgATo6OlzrGcdNQ835KDhRYdSsiXWaqsQq5ApakslkoMqkhlbPr3yl86irq8MnPvEJ1+/Nc3CO00H2fORJcXExVqxYgUcffRRHjx7Fvn37MDQ0FOCxZvL0twqSda5qEHlt/ZzkC+ZsVo/8oOwVFxfjhhtuwK/92q9N2zqWS6XCwkLcfPPNyOVyOHTokHtwpLb9UCZYRtVKo7ZY6bytI/DJoBpEdSjqlH2BHADngLmf/LZt2/Cud70LRUVFAVs0UzpcUFCA2267DQMDA+jo6Bjn4HzJAE106E5fyke1b3QKtpqhzpjf6+/0e5VdYGwdGreyffe73z3jffETEasqq1evxsmTJ3H27Flnx5V3ei85f27NzOMUtOh9sPz08ZbrsXguq8dqK8LhMGpqavDwww/jV3/1V7198jPNMwBYsmQJrr32Whw+fBipVCoQzGqgZkGMTZ6wisPfq0+xVUT1JzYhoIGJ7Sjg9cm/wsJC17L31FNPuQc38piZIsoSq2lbtmzB4OAgurq6kMmMbUpDfpDfavt5HvLE9sjboEyDEbuuz4eDeE3yiq+Kigrcdttt+OAHPxhYD3Q5iHJRXFyMW2+9FbFYDMeOHQsAZuvrSNaPajDg45F2U+h7/b0NavV66tt1l64bb7wRX/jCF9y6xMuF7UKhENavX49MJoMdO3a4zVfIG1/y1sqR5Wc2m3V4CxgLbKnLfKnf0CDDBn18T5nj/5FIBIsXL8YjjzyCm266adoSAFMKNGyrQjg8+vTA5cuXo6amBq+++ir6+vrelrnaQ0xAY7Ny6gB8kawvS0CFBcbae6qrq7F69Wo8+uijePDBB6ftAWlT4eHSpUvx6KOPYu/evdixYwfOnz+PSCSCsrKycSVeC3qtADH7mU6nMTg4iEwm44RTlVSzMpqdURCp94DX1yCDi4Ueeugh1+9t5zZV4r3Rc6lR4ZiXL1+OxYsXo66uDrt27UJnZ2egTYzz0PMowOC8bACnRtBn9DRDYMEdnWlhYaHj1aOPPoonnngCFRUV4+Z4OYjjLCkpwc0334zW1lakUik3L/IllUq5ymRxcbED+Nz0weqjBRzqRJRvahjj8XggsLAtBvycGUnqc3FxMbZu3YrPfe5zAf3lsTNJ8+fPxwMPPICXXnoJ7e3tAV1UPVTgwXHZ5IcG/DYY47bJqp/qhG1wawEeMJYljUajmD9/Pj74wQ/iV37lVxCNRi+7zNl2yrlz52LDhg0uYGMAxgxgaWnpuHMw+cT3GsRR3qztUl3VKpAmpezaDLUVhYWFrgL4sY99DMuWLbvs/oJzLCkpwW233QYAOHLkCBKJhAN7qi/KI5UNzjEWi6G/v9+tUwTGP3BXq90qe/qZLhDWa/A6TO5xXdC2bdvw67/+61i8eHFAJmaSl1pJY1UyFArh5z//Obq6ulBYWOjGDYzttsTfKA/Vd+p3lsc2K+9r9fYFtLwPBQUFKC0txc0334zPfvazuP7662d8+2kf39RXrFq1Ci0tLejv73eVXK3KUg5te576U5UVIOh/bUu8JlLUPirW0wShVlO4yconP/lJ9yTry827UCiEDRs2IBwO48UXX3Q7FgLjtzP24Vz+T1I/AyBg11TetFKrx9gAQ3nGMUejUSxevBhPP/00nn32WRQXF0+bbk65FmdLn5o5yOfz+MUvfoGBgYFxGWIbeGh7iYJZm52zUS5JDS1/C4wpbnFxMebOnYsHHngAjz/+OJYtWxZ4tseVDDZY5rv99tuRy+XwyiuvIBaLobe3FxUVFQ6w+jID2kqmfE2n00gkEujp6UFVVZV7cCIQbLOyCsytdjXYI08p5Jqhuu222/DZz34WixYtumz8UgXRnTlYsly+fDkOHTqE48ePo7m5GYB/uzk19r6XXczHgILZRBu82IwUgQqzye9973vx+OOPB/ben0jmZkoetcJTUlKCu+++GydPnsT+/ftdkEp9jkajGBwcDDiHqqoqV0Egj2zmhP+zSsbvFbCkUikMDQ0hm82686ls8/zUY/I0Go1i8+bN+K3f+i1cd9113rlNlSbiPfm2aNEi3HvvvfjpT3+Kjo4OLyCxWXYg+LRank+DWf7PLZupn3Qc5I1tb7GyzReTK7W1tXj88cfx3HPPYf78+Q50XS5S/dDEwZo1a1BYWIgdO3a4liAALtjgQ8nIO10wbgGaOlbluwZqvpc6YvIUGLMnFRUVWLFiBd7//vdj9erVV8xHcK58yN2iRYuwe/duNDc3j8ssW0ChGWR+xo0/GGgwWxqNRgMgSCtqlEP7uS/pBSDwDK0tW7bgN37jN9zD+Wxi5nLwjrK3YsUK3HffffjRj37kqt/UCQ3YbYDsSzJp0GCrjFo5UxlUO2BtVlFRkcNPv/mbv4kbbrjhsgNlJY5t3bp1GBkZwUsvveR4xvZRYPz6CNUltXEjIyPjKrm+NlBtD9VEgfXRNrkUjUZRW1uL973vfdi6davDlJczqQKMVVbWrFmDI0eOYGhoyPFLEwK+RJsmBXhOvph4Vp1MpVJIJBLjdsbUQE5tgMXUDDLmz5+PRx99FM8995zbBXO6eBfKz6C2p9NpHDp0CG+99RaampocsNCeTo3abCTH7AIzfGSk3hCbISCFw+FANoXb8L73ve9FdXX1FQ0sJiKC2J07d+KNN95w6yVoaKiYKow0ZApmVGn1qbIWEKkB1GdA2MyWzSLQAd9yyy147LHH8OSTTyISiVwZpnmI4+zt7cXhw4dx+PBhtLW1YXh4OACaKS+qlJqhsVveKhi0AE9bF5gJKC0tRV1dHebOnYtHHnkEDzzwwIw/gflSiTL3+uuv4/XXX0cymQQwtjhRZSSVSjkwQt1U2dEAVvtGld+pVMpVUGKxGLLZsTUfNhCkE2F1iBsO/OEf/qFbl3EleXn27Fn89Kc/RVNTk5MPWzW02St+pg5aQR0rPrFYLFCdVEBHntrgDIDjJys/dXV1ePLJJ/Hxj38ctbW1lyWLfLHE+9ze3o7vfve7rrpBcKHrplQvFcxq9tm+J6DOZDJIJBKOtwyAyUsFOOl02sk4d7f7yEc+gscee8w9If5q4F0mk8Ebb7yBHTt2YHh4eNymIZqMAoKtP9RBtqNRngoKCtyiaModbaZWNuw24KFQKJCkoO2LRCKuT/7zn/881q1bd8V5p8nOtrY2fPe738W5c+fGBd6ULwJG2j/VQeqcVskUrwwPD7v/NbtvbZwmpSoqKrBp0yb8wR/8Aa699torzi+lbDaLY8eO4Sc/+Qn6+/sdj4BgAkt1VUGxBln8nDrJv9lsNpBosV0XykPFPUxUz5s3D88++yw+85nPOHt3pamzsxM/+9nP0NjYGLBfanuA4IYCivXUj9jWKeJirYJTd23lzCYhKHelpaWYN28ePvCBD+ATn/jEjPiJGQ00VJgOHTqEEydO4NixYwEB4nFAcHcWbaFKJBIuYrtQFoXRK7NR0WgUq1atwl133YX77rsPy5Ytc9lT4MqClImIjuC1117Dzp07AwZco146B1uWJdhRx6n9ocBY9cc+80GrI0DwoTv8jEHGmjVr8IUvfAH333//Fc24+Mhmotra2nDy5Ens2rULAwMD6O/vD4A4AC7TAoxm9+golK82S6rENoRQaPShklVVVVi3bh0efvhh1NXVYcmSJYF2qauFyCsGuK+99tq4YIx81AXe5IXtV9Z+UaurBH7au6yORzOJHFdRUZF7bdy4EX/0R38UWMh8JXU4n8+jvb0dP/jBD9DS0hIIWMkzBlUK/FQ+NeHCoC2ZTLq2Ms2a8hzkp7aLkb8AXLWxrq4O733ve/Grv/qrqK2tveyVjAuR1dGWlhb88Ic/xNmzZ12AymBWHZ6CDQXSCgj1c8osnbC27vHeKP9ZAa+trcW73vUuPPbYY7j99ttRUlJyVfkL+ok33ngDO3fudAkCDTw18FX9siBZfQyPtVlmgmzyTDcoAMZaTiORiGv9qaysxO23347PfOYzWLdu3RXjlZLaFmBU7n7wgx+go6PDVfPz+bEtPoHgVsHqV5VPCojJUwZpag810NEuEAa2d9xxBz73uc/hmmuuuWp0lcT5Hj9+HD/84Q9day0wtq6F2+dTnoAxndXKLW0Y9VF5yCBDA1obqCgvAbi1BU8++SQ+85nPoKamZsbt3aUA8fb2djz//PNobm52dt5WVoGxlihN4KnPUL8xMjLiEij8O1ESXsfMIIPrlRcuXIhHH30Un/rUpwJ8+6UINFSh+Le/v99VNnbv3o2zZ886MKcTYi94Pp9HLBbD0NCQexo4AZ5mDhlksIpRXV2NqqoqVFdX45ZbbsGv/MqvOEd0NbRKXYgUoNCJ9PX1OWChgmnLuFRmzYJS0LT0yOto9lAF1GZLKZilpaVYtmwZ3vWud+GJJ57A6tWr3a5JM8XPyZzX/kYrFPF4HD/72c9w/vx5tLa2or+/323zynYNAOjv70cikQgots1U6zWYca+trcX69euxbds2bNmyxWX/gas3sCWlUins2bMHhw8fRmdnZ0DfCGxs1ctuv6pyqDJHGVMZHRkZcdem3Gnrme4Qd9ttt+Hzn/88rrnmmgAIuNKUy+XQ0dGBn/3sZ2hpaUFvb28AjCg4IZ/UDlGvtf2CGT1fy4tWfLWKSd5xLdANN9yAT37yk9iwYQMqKysB4KqzfTbg6unpQWNjI1544QWcP39+nG3SzJ8GaPyMf232nnaOiSrb/00qKipCZWUlVq9ejW3btuHZZ591zwQCri79Je8SiQS6u7uxY8cOHDt2DMlk0skX+aCVR63ehMPhAMDTAEVBtK12U491HOweoB1csWIFbr/9drz//e/H0qVLL3sLy4VIfWAoFEJ3dzcaGhqwa9cudHR0BNa+kChfDLAYcGniifwi4LM7AQFjz/XgPWJSYOPGjXjsscdwww03YPHixe7Yq42od52dnThy5Aj27dvn2h514xBt/9EMu+ous/AaiGklXGVXbSH/AnCJvU2bNuH3f//3cf3116OiosLhPY75Siek8vk8ent70draih//+MfOT2hAT5nh/HTuuh5Gq7nxeDxwHotVLJ4Dxlrfq6qqcNNNN+HTn/40NmzYgKqqqnGtcL80gQYwfrAU1Pr6erz00ktIpVKuL5flw0gkgmQyiXPnzmFgYACJRCJQSuJ5mdErLCzEokWLUFNTg61bt2Lz5s1uIV9dXV1gLFdK8C7munpMMpnE7t27cfToUdTX1ztHCYz1JPsCClVs33bA5JsCZ9uOoO0KdMDr16/Hxz72Mdx6662YM2fOOEW+Wg2jL+jI5/M4evQoOjs7ceLECRw+fBj9/f2orKxEQUEB4vE4RkZGAusRtLIDjGWOt2zZgrq6OpSVlWHu3LnYsmULiouLXf+zjuFKGz0f6ZxGRkbQ19eHl156CceOHXMbCihwVieiAYSuJVBDaUGygkMNwtgnzkW/kUgECxYswH333YeHH34YK1eudM5sug3hVCiXy2FoaAj19fV46623cOjQIQwODgae0aAZPc6VxEDDVnsoK5qZsg48k8m4hfrcTe++++7D9u3bsXHjxquu2qjE+0+eAKPy99Zbb+Ho0aM4duwY+vr6Am0VtsqqwSoQ7P3XClsmk3EZZp7H2rdly5bhjjvuwH333YfVq1ejqqoqIGdXk+5yLORDX18ffv7zn+PIkSOuumEDfO3hJihRmVLbqMBHAaK9Ltc/FhcXo7S0FHPmzMFtt92GrVu34rrrrkNVVdW4MV8NPNQglxXd/v5+HDx4EMeOHcOZM2cwPDzsdorjelEN1LTCS3tHPdYAQ3fLi0ajgXUxmzZtwm233Ya7774b8+bNc+uSrgYeTUTUiWQyid7eXrzxxhvo6+tDfX09YrGYO0aTBDZY0LYfG/j7trfV4FB5WlVVhdtvvx2f+tSncNttt7lM/NVYDQJGse+RI0dw6NAhHD16FAMDA64iYbtT1AcQ4zJg528SiUSAN6rTeg5iu3w+757Nsn37dmzfvh3XXXfdjCfvZrx1ikbJbnsKjK0BiMfjeOWVV3Dq1CmMjIxg48aNqKqqQkNDAw4ePIj6+noAcNlhtkYtX74ckUgE4XAY8+fPx1NPPYU5c+a4Vgt7vbcDKDOt4BZwXmgc/MtI+MUXX8Tx48fR19eHgYGBcdk+/u8Dc8BoFJvJZBCLxZyTmD9/PmpqapBIJNDf3x/o3Q2FQqiqqkJVVRVqa2uxbds23Hzzzdi4caM3Q6/3+GolAhqOm3zo6enBG2+8gYMHDyKTyWBgYAC1tbV45JFHAq12JP6eGeTFixcHNhbwybr97dVEFkwBQG9vL06dOoWDBw/izJkz6O3tdcE+wZ6WyLXCptkUrYpEo1HU1dU5R1tUVIRsdnQve8oPn75cVlaGW2+9Fddddx1uu+0295urCfBZ25LL5TA8PIzXXnsNe/fudSDZtkxFo1EUFxcjEolgYGAAra2tTjd7e3uRzWZRWlqKsrIy14qggZy2wwBjCyBXr16NTZs24bnnnkNlZeW48vfVwDNLFvABo3oZj8dx+vRp9Pb24vXXX8e5c+cwMjKCgYEBt5A5lUphcHDQBQvavqjnUrvGChJ39auursaGDRtw2223YcmSJVi3bh2i0ehVk4G/0BhU/nK5HAYGBtDQ0IADBw6go6PDgRhtf7KtKjbxZLPG6XQahYWFKC0tDWSKCarLy8tRUVHhnl596623YsOGDSgpKQkEuRdKPF5u8iV+NDjt6uoKtELu378fra2tDgjSV2pSjzZfW38IeLlmj4FZTU0NqqursX79ejzxxBNYunTpVWnffOTDcqxOnDp1CkNDQzhx4gTOnj3rqm3aoqiV7+HhYbczpK+Fm3IIBPnC57GsXbsWjz76KG677TasXr36l8be5fOjD04+deoUent7sXfvXtdSpQklYKwlu6ioCL29vTh37pwLNLjAvLS01G06w98y0KWe8/tFixZh+fLleOKJJ3DPPfcEcAvHNxN8m9FA42KIjE+n0zh37hyam5uxbNkyFBYWoru7G6dOncJ3vvMdrFy5EmvWrHEZT+6jX1JSAgABhX6nkBrBwcFBDAwMuB2C+vv7ce7cucAD15h1oaGjMjPDpYtzM5kMPv3pT+ODH/wgWlpa8NprryEWi7nAr6qqCtu2bcO1116LkpISzJs3b9yWk+8UyufzSCaTGBoackoajUYxb968aZGnq9lxWFKZy+Vy6OnpwbFjx3DgwAF0d3e77XDpGHQhIzCakY7FYojH406eUqkUQqEQNm3ahD/5kz9xchQOh9Hd3Y2f//zn6O/vRzgcRl1dHe655x7MmzcPCxYsuOz7x08HJRIJ9Pb2OocJBIEWS9fhcBg7duzAP//zPyOXy2FwcBDt7e1IJBKoq6vDli1bHLDhwlJd28a+7jVr1uD222/Hrbfe6hIDFuT9ssifJVa/E4kEBgYG8Oqrr7qgI5PJIB6P4+zZsw6UqGMtKSlBUVGR21RjzZo1KC0tRUlJCUpLS7Fp0yZs3LgR1dXVqK2tveoTJRdD2WwWPT09GBwcdDvvcd2LtlpofzjbeYqKipy/YBb/+uuvR01NDVauXImbb77ZtZY2NDSgvr4eS5cuxfXXX4+ioiIHoN9pdO7cOSdDvb29ePXVV9Hb2wtgtMW2ra0NAFBcXOwqwoODg67iXVZWhnnz5iESiaC0tBT33HMPNm7ciDlz5mDu3LlXTZVnOoj2iht9vPDCCzh48CDi8bhrYySgHhwcdEkDfsbkFBDcwYlrbhcuXIjFixfjhhtuwLZt27By5UpEIpFfWv5ls1l0dXW5Z1lpAglAILD/1re+hVdeeQXA6M58PT09CIVCWL58Oerq6lyVaHh4OFBRq6qqwtKlS7FkyRK8//3vR01NDRYuXHhZH2J4VQQa2gKlC7KYwWpsbMTatWsDwI+9gL+sAnYppK0FVMq+vj7s27fPOQ4GWuFwGEeOHMHhw4cxMDCAsrIy9Pf3Y2BgwAlgOj26G9Wf/Mmf4Atf+MK4tiD+5UPm/i3weJaCZAMOytyePXtw/vx5dHR0YNmyZRgeHkZLS4vbIeXHP/6xW3ulW++l02nceeed+NrXvubWDOhiQa28sYf5nUpq81599VV8//vfR01NDc6ePYtDhw6hoaEBd9xxB/7yL/8SoVAIx48fd1lUWxUpLy/HLbfc4oDyO5VvNtvO/5PJJL7yla+44KO7uxuDg4MoKSlxVbW+vj4UFhbir/7qr7Bx40Yn1wz2rvYs6MWSzf5mMqM77x04cADDw8M4f/484vE4zp8/76ptDDAYzFJ3h4eHUVRUhD//8z/HTTfdhKVLlwbkS1ttWUX6t0C2Xe/EiRP48pe/jPb2dsyZMwfJZBJdXV3o7e3F8uXL8e/+3b/DwoULsXHjRpSUlATWngHjHw/wTiHK4sDAAA4dOoSDBw/i5MmT6OnpQVFRkWu7ymQyDmcUFBQgnU67iqMmCzZs2IAlS5Zgy5YtWL9+vfMRV3Nr6HRSPB7H//k//weHDh1CJBJBZ2cnjh49CgD4/Oc/j7vuussFvWz7ZvJ56dKl7jlntuJ7uejyPdP+AqSGXqOsaDSKiooKLF261H2mQcm/FePGuVJw2Cr28MMPe9sObrjhBrS2tiKfz6OiogL79+/H97//faTTafT396O9vd2dW8+p1/m3wttZenuifHAXo1QqhVgshrlz5yKdTqO9vR3z5s1DJpPB6tWr0dLSgn/+5392C+pLS0tx/vx5tLW1obGxEZs3bw7ImAYW/xZkj/NrbW3Fm2++iXvuuQfFxcU4duwYOjo6cObMGdxzzz0uW8dKrm35UGCp7R/vNLK9/bqVayQSwVNPPYVUKoXCwkIcOXIEe/fuxapVq/C9730PixYtQllZGdra2lyAxt9yZ0OuCXongD2VgaKiIsybNw/vfve7UVBQgKGhIae7XPDMNQj/43/8D7S2tro2qWx2dPvpr3zlK/jzP/9zLF++3J2X9+Jq2pThchGrP8QhGzZswLp169De3o7KykqsWLHCtX3X1tbi4YcfRllZGYCxnaYof7bV9p1EnGNlZSW2bdvmnr1x/vx5dHZ2orW1FYODgwCAD37wg7jvvvvcwxN1vR5b4JcuXYrKykq3Zu2dyLML0e7duxGLxXD//fdjeHgYx44dQ3t7O86fP4+bbropkECxbfnWt2ri+nLRFa9ozNIszdIszdIszdIszdIszdI7j/5thYWzNEuzNEuzNEuzNEuzNEuzdFloNtCYpVmapVmapVmapVmapVmapWmn2UBjlmZplmZplmZplmZplmZplqadZgONWZqlWZqlWZqlWZqlWZqlWZp2mg00ZmmWZmmWZmmWZmmWZmmWZmnaaTbQmKVZmqVZmqVZmqVZmqVZmqVpp9lAY5ZmaZZmaZZmaZZmaZZmaZamnWYDjVmapVmapVmapVmapVmapVmadpoNNGZplmZplmZplmZplmZplmZp2mk20JilWZqlWZqlWZqlWZqlWZqlaafZQGOWZmmWZmmWZmmWZmmWZmmWpp1mA41ZmqVZmqVZmqVZmqVZmqVZmna6rIFGPp9/2+/5AoBcLoeXX34Zn//85/HMM8/g1VdfRS6XG3fcxZ7/nUI6z3w+j1wud8Fjc7kc+vr68MUvfhGbN2/GL37xC/e58vPfAl3sPFXG8vk8BgcH8Xd/93fYvn07/uzP/gzxeNx955PJdzJPdY4AAvJ3KfP2/f5ijv9lo0u1U+Th+fPn8Z/+03/C5s2b8e1vfxsjIyOOVxPZwHci2Xnq/9Q9+/k7nSYz17fzmfQHLS0t+N3f/V1s3boV3/rWtzAyMhKQt2w2+2+K16TpmLPvHO9EXvrsk3528uRJfP7zn8dTTz2F5ubmcb5zqtf+ZSUfD4gxstksTpw4gd/8zd/Ehz/8YTQ3N3t/e7HXuJx0WQONUCg07rOJnCWNXiwWQ09PD5YuXYpNmzYhFAq543k++/6dRpY/ygMACIfDXgeSz+cRCoXc97lczoEV/f6dRhdSJDvfieQvFAoFQEw4HEYmk0FfXx9uvPFGRCKRCe/LO1UeffOiDFG+LjRn63z4u3A47P3e0tXIz4sx2mqnJtI5y5dUKoWDBw/i5MmTqKqqws0334zCwsJx57kaeTJVmoinPtkIh8Pj7OGFzutLBPwyBirW1kxE+r2VQ/sZz9nb24vGxkZce+21iEajAMaSAfQnF8vzdwJNJCeXGuj7klHA1WnXpkrWxjM4VRwyNDSE9evXo6ysLMAD61985/V99svOzwvpJQCk02m8/vrr6O/vx8aNG1FRURGY+9v5XtJE/mcmqXBGz/42pMCEjGKAkclkUF9fj7a2NmQyGSxevBgjIyNIp9PjhHIi4SssLHTH/rIKHzDx2K1wZbNZx1N1DKFQCOl0Gslk0jmOcDjsgPQ7CbBcTPBkldnHQ6VQKITz58/j2LFjqKqqwqZNmwJBSEFBgQPLDOreKfxUUl2zznZgYAA9PT0u+2llS51MLpdDOBxGZWUllixZgqKiosCx5OUvA13sffY5EFudoN6GQiFkMhmEQiGMjIzgxhtvxJw5c5ztC4fDKCgo8F7jnSB3vjlYvuXzebS1tWFkZASpVMrrmFVHSeFwGEVFRSgsLERVVRWqq6udvP2y8e5ixjvRMZQxDTDy+TxOnz6N1157Del0GlVVVUin007ustmsOzYUCqGgoGBC0PLLxksfqU2irtI/9PT0IJlMIp1OOxnLZrMAMM7m8fOSkhJUV1ejqqrKJVg00fJOI2v3ycdsNovm5mbEYjHU1tYiHA5jZGQkkDC9UFAMwCVd9HOVzV9G8o1bk8LpdBrd3d0YGBjA3XffjfLycucnbGAH+PWQOmvt5UzzbEYDjQtlQAG4igUpFAphYGAAR48eRV9fH06dOoVkMonq6mp0dnbiW9/6FubMmYORkRFks1kUFhY6h0sDkMvlkEqlUFpairVr12Lt2rWoqalBUVHRTE51RsknMBSooaEhZLNZDA8P48SJE+js7EQymXROgRSLxdDe3o7y8nIcPXoU1113HSKRCKqqqhzQ43l/melSxp/NZpFIJJzDzeVyOHnyJDo6Ohw/aBj7+vqQyWSwatUq/PCHP0Q4HMbw8DAAYOvWrVixYgVCoRCqq6sDRvCdROosenp6cPLkSQwMDAAA2tvbcfLkSSQSCWSzWfdSp5tKpdzfgoICzJ8/H5s3b3bB79y5c7Fu3TosX74cBQUFgQz+O0UuqavDw8Oor6/H4OAgRkZGkMlkXIIlnU4jlUqhqakJBQUFSKVS+Pu//3uEw2HU1NRgzZo1WLVqFQoLC1FaWur4904h3/2mPPX19eHw4cPo7+/HW2+9hWQy6WSOOlxQUBAIagE4/hYWFqKkpASRSARLly7FkiVLsHr1aqxfv94FIO804Ed+ptNpJBIJZ9OOHz+O9vZ2pNNpAKMg5Pz58zh79iyWLVuGoqIinDhxAsPDw4HAhHbvXe96F+bNm4eKigqUlJS46/2y66olBguHDh1CPB5HLBbDqVOncO7cOaRSKWQyGYc/eCyrPiMjIxgeHkY4HMacOXNw7bXXYtGiRc5XbNmyBXPnzgXwzuEbdW9oaAj5/GgL6OnTp5FKpZBMJhEOh3HixAnMnz8fg4OD+PnPf+6SJ9RTAmvytbCw0L2i0ShuueUWRKNRRCIRVFRUOD/zy8pDBhPxeDyQpGtsbER7e7vzC8lkEjU1NTh+/Di6urqcjaN9VB9COWTCvaKiAnfccQcikQii0SjKy8svm60L5aehZjIRSCUwYTYkn8+jr6/PZaD6+vqwb9++cZn4np4epFIpdw51GMCo0+D3vD6ZzbJcKpVCRUUFampq8OCDD2LRokVYsGABysvLx2UDryYg4xsLhZARfyaTQXd3N1KpFPbv34+2tjYMDw9jaGgIw8PDrj2KfAfgjGE6nUZxcTEqKytRWlqKhx56CNXV1SgrK8PChQsRiUTetgp0NfHLko5tIl6OjIzg/PnzGBwcxOHDhzE4OOgMXH9/v8sSUKYUCLKqxoA2kUigtrYWkUgEkUgEDz30ENatW4eFCxc6Bb9Q2fJq5qVSPp93Aeyrr76KY8eOobu724EOyiUw1l5B48fPCVQok/yOxxUXF6Ompga1tbW44YYb8MADD6CoqAjFxcXjDOLVxDcrc8D4SuvIyAi6u7sxODiIN998E319fRgcHHTypX3wTKQAcM6FmdPCwkJEIhGUl5ejrq4OGzZswJYtW7Bo0aIJs1VXE68uhdRhHj9+HPv27UMsFkNHRwdGRkbGZTVV/jhv6jD5qvJHvzJnzhzU1dVh/vz5ePzxx1FZWYmSkhLHT602XU0VSzsOWxWj/A0NDWFoaAhnz551gUM+n0d/fz8SiYSrTti1ZrR1mUwGBQUFTl/j8ThSqRTmzp2LwsJC3HnnnbjpppuwdOnSgP/wjfVq4Z2Sb0yZTMb52f3792NwcBBnzpxBIpFw2MNm62nzyDPyk+cCRmWO/qOiogIrVqxwAPCGG25w+n21+Im3SxbrMSMjIy4h19PTgwMHDjj7Fo/Hnf1ngpg8Is/IK/I0nU4730vi+zlz5qCwsBDLly/Htm3bsHr1alRWVo7L7l+NZCF3KpVCX18fkskk9u7d6xInBQUFSCQSSCQSAMbsVSqVch0pTOZls1mkUqlAa7xiF/K9oqIChYWFWLVqFe68806sWLEC5eXlM86rKQcaakCA8esmyJj6+nr09/ejvr4eAwMDgYylLkrmewILVVo9lpEbjR+FlJmbVCrlGJ9MJlFQUIBbbrkF73rXu3DrrbciHA4HnMbVZAB9wIX/nz17FidPnsSBAwcQi8UwMjLijlVwB4waSwpeYWGhAzQsh1MQs9ks6urqcNttt2HevHmYO3cu5s+fj3Xr1rn7wEyh3purjWwbADC+5aKxsREnT57EiRMnnMGnLNCgaQ8y5ZdyRlnUgJYGMRaLIZPJYMWKFbj99tuxdu1a3HzzzS7jbEGgju9KkpV9zagAQF9fH1pbW/Haa69hYGDAGS/qnVYVKXt6LnUUNIiq87wPmUwGyWQS+XweRUVFKCkpwZIlS/DII49gw4YNWLBgwTgjDVxZHlr7x8+A0XF1dnbizJkz6O3txfHjxx1IKSgocJl3zdxpEEZny4xzOp3G8PCwqwyRX/PmzcNdd92Fe+65BytXrnT342qzaxdD1N1EIoHXX38dR48exeDgoAu2tE2RRKerckbdVTBIPlNuyUNd3FxUVIRoNIr3vve9uO6667BixYrA9WgvrjRPVcZsAERenDlzBufPn0dLSwva29tdJZFAL51Ou7mQN8BoWwrtHgM46rwCx2Qy6fxsVVUV3vWud+Hee+/FunXrArZOA5+rwXdcqM0kFAohHo9jz549OHHiBGKxmNv4Awi2R/E99dNuTKCJFfUdmn2mXJaUlKC8vBzr1q3D/fffj5UrV6K6utrJ6dsl/2aKTxcC7pxvT08PTp06hcHBQdTX12NkZATRaNRhtsLCwsC5WJnQoIwv5QuB9vDwcCBpxWCPfrmwsBA333wztm7dirvvvtvbVnql9HUiWWtoaMDAwABSqRTi8ThOnz7t9FHHG4lEXMcJdVT9hQa59A/KR2IT8op4L51OIxqN4qabbsK2bdtw8803B3CP2pXpoCkFGhNlVIBRIUwmk6ivr8exY8fQ1dU1esFQCNFo1GUpNctE5STwC4VCrjQOjAkshZNRsC0fAXC/o1Amk0nE43FUVVXh2WefxcMPP4yKiorAQlSO72ogG2wNDg5i9+7daG5uRl9fn5u7lgw1G8WqD/mRz+cdwKNAM/Agf5T3Dz/8MD74wQ+6Hkqe42rK6FmyCkJDF4vFsHfvXvT09KCrqwuxWMwBPcqUgj4NZhX8UWltxoWZflaVgFH5KykpwQ033IBnnnkG11133bjAFrjy8uYLtDm/48ePo7e3F83NzWhubnZBLTOghYWFzujxHHS6LNsCCIA5zejxPYNhzcqonpeWlmLLli249dZbcffdd6OysvKqAi2aRQZG5xuLxXDo0CGcPn0a/f39zhnob6iryj/NltL5MtjI5/MuuZDNZpFMJp3+ZjIZzJ8/H3fddReefPJJ1NXVXfXtolb2CCSOHz+O5uZmHDt2DMPDw4FWKPoFgmE9h11zoMCPfLR6rUBH+V9QUIAlS5bgjjvuwNatW127y9USvKnbVrkbGhrCwYMH0dnZiZ6eHtf2RLASiUQC1Qkm+5icIxDkZ5RN2jr1GQw+YrGYq+4uWLAAW7duxYc//GFUVlaO67u/GvTWjoeywuCsqakJhw4dcraMPpH+RPnH5JvaOJVHbWfRhCjtIDDG+5GRERQUFKC0tBRbt27F+vXrsXLlSqxdu3bCQGOmZHGiqgWps7MTb7zxhgs6aeMikQiKi4tdxYK8A8Y2FKAOayJFs+8AXEafFTRiwHx+tLLOF3+TSCRQXl6O66+/Hh/+8Iexdu1a75qPy0UT+dVEIoGGhgbs2LHDBf7klybtaGs0qUG7rz6UNs7yShMIDMosnxmYlJeX45lnnsGDDz6IioqKwPini3fTWtHg36GhIbS0tODw4cOIxWLOuDAbxYyKOlktcVM4yRQySa+pkZ1Gd7wJzPYNDw8jHo+783BNyDXXXIOnn34at912G6qrq6fGxWkkawTb2tpQX1+Pt956y5W5tZ+R72kw6Sxo3AjYkslkoKTG8ycSCcTjccTjcQBjQU04HMbq1avxzDPP4IEHHghk5a8GR+sjm/1Jp9Noa2vDW2+9hcbGRgBj2ToNNDQwseVuXyZKM/DM/DHjytY1Knw2m8X8+fPx0Y9+FHfffTfq6uq8Buhq4KcGqQMDA/jRj36EpqYm5HI5FBUVIRKJOAOmCYWRkREAY4kA1UcNMDS7p5l7GlA6Eeo13xNIl5SU4J577sHTTz+NxYsXo7i4+Iryzto+ysT+/ftx5MgRDA4OAgBKS0uRz+cRjUYD2XTlk/JSZU1t3cjICBKJhAs6aN/4G4LAuXPn4tlnn8UTTzyBaDR6VYA7Hyn/stksmpqacODAAbS2tiKRSKCwsBCZTAZFRUVegEXSoFW/J/8U9AEI2EXVcYIeVn2ZLV23bh0+8YlPoLa21q1pu9L6qraut7cXPT09aG9vd61R9LFcc0IeMYjQ1mM9py4u9VVv8/m8+394eNh9Rx8bi8UQi8WwYMEC/MZv/Abuuecet0Of2o0rSTbZk81m0dbWhmPHjuHUqVOBjgvea4txNAGluq86q3+1osbPmfij7Gm2OZVKIRKJYN26dXjuuedcW9WV4hP/DgwMoK2tDfv27XPBRTQaRVFRkfOjbDnUpADnDCDAO8UqXENE2WbVg2vaNHCjLdSglzI5f/58/Pqv/zq2bds2Lkl6uYkyNjg4iNbWVrfOB4DjFWVM8YhiA/JfgwsmhklM+g0PDzu7pj6WCXdb1eCao5GREWzZsgUf//jHsWnTJofPgask0CCROb29vdi3bx+ampqcc6XCAmODpjDyd9pbxoCEjlN7+PjSMpLNkGq2hSCQjNbAo7S0FB/84AfxsY99DHPnzr0qAB/HkMlk0NTUhJ07dwbWDdgMAfml4ER7vmkA4vF4QNHpTAlWyF8rrDU1Nbjrrrvwnve8Bxs2bPD2y18tRFnKZrNoaWlBY2MjmpqaXJBKhR4ZGXEtEupYbbCq4NiWLAl+GdDy++HhYbfgMhaLOdkLhUJ46KGH8OlPfxoLFixwfbiU56uBp7nc6PqoM2fOYP/+/RgYGHDtKjSCmuVQ4KJGj7wDgi1A6qC1rYDHEMTQ6aoua0amtrYWTz31FO666y4sWbLkii6+12w8Ze7MmTMuk6z6QsBnwYr+JR90vuQd+ZBIJFyigdlk6msqlcLAwAAqKirwxBNP4HOf+1xgoe7VRJT9oaEhNDc3Y/fu3eju7naZUbomgmXqibZE8RgNanluDeBU5rQaqXaT/NMMIB02F40/99xzWLVq1RX3E7lcDolEAkePHkVzczPOnTvnvisqKkJRUVGggsrqBUEzkwPMOjNLb6vgyjttn6KPIChWH8u1gvPnz8e/+3f/Do899hjKysquCv9KopzEYjF0dXXhX//1X3H+/HkH+PgXwLgdBfUzmzhQH+uraFjbR51XzKK4JZ/Po6KiAr/927+NDRs2YO7cuZedh7RZPT092LdvH5qbm13yibu4AWNVCPo28lD1UPmkgZ62RZE/TDYrb2wwlkgkXGUjm826Vrf58+fjt37rt3DnnXeiuLgYwOVvOwOA4eFhnD59Gi0tLejs7EQ+P1pVJDHQoI/V3yomISn+UD9LH8TPLX4hJmTijhiQ+I/rVNevX4/Pf/7zrpWK554qTUtFAxhtFenu7saRI0fQ2trqnAV7zEiMcu3e+bpgim0XCvhUYSmY2vuoWWcrmASDdCCxWMzt9lJdXY3f+73fw8MPPzzhdn2Xk5g1OHfuHHbs2OFKhrakpgBHt9gjH3TnKeUjMwfaWkWjFgqFnLOgsNLY1dbW4sEHH8RHP/pRLFy48Irxx5KtAA0MDOD8+fPYuXMnYrGYM3rhcNj9T74w28LzaJBB2dIWC82QMvOuGXhmGWKxmAMy7KlnRmbr1q143/veh/e85z2XvbXlQo6e4PZHP/oRTp065fRUna2+gOBmD3zv01WeP51OB+SRrViq/zSAGsRpIEeexuNx3H333fjgBz+IG2+8EbW1tZeNf5aPzMbv2LHDtfoAcLsYUf7oFGy2nbwh/zh3zayr3hLkAXDyp7wh0Mvn8/jYxz6GJ598EjU1NVcEpFyI8vnRzUFefPFFnD592mVHyS/qprauMLHCwEtlkD7Bl5HXRBTlL5lMAghWkpgpZbaU94GJm2eeeQYf/ehHMWfOnCvGt3R6dJvL48ePo76+Hul02vlZ2jTtt9Y2CoI3AG6dhuqtXUxKmVWgzMyzZuHj8bh7z8XnsVgMFRUV+OQnP4n3vOc9WLx48VWRUNFK0CuvvIITJ044vKKZeB5HQM3falKF8qd6a4NcC/q060BxjPbTaxDHz7du3YovfOELWLVq1WXjEf/29PTgjTfeQFtbmwsuotFoYK0rE0+UQ86ROmsr3ZpgshVFDdpsQlnXmlJXKY/pdNrJ36JFi/Ce97wHH/nIR7BgwYIZ55nlWyqVwuHDh/HWW28hl8u5FinVgWg06sWdtkqrfLL+gHwCEPhe/azylrhPW9CSyaRLWl1zzTX41Kc+hZtuuglVVVXT4jMmlQrUcg4nd/bsWezfvx/xeNztnFBSUhIAJ2SaLtaxzkOBo5bVqcx6fTWiygzt32VmjDdY/4ZCIXR3d+Ov/uqvUFZWhm3bto0ri89kFkYjVwpfd3c3du/eja6ursDiPVVoVWwlGjnOUcuSSuQ/I1s6p1wuh0gk4hYBciu5RCKBM2fO4H/9r/+FlpYWPPbYY1i1ahVWr149zihfSUqn0zhy5AgaGxuRTCZRWlrq7qcCZFV0yoKCEFum1DVDANye37rGAwhm+ZXndFapVAo7d+5EYWEh1q9fj7Vr1waOmQnS++K7T3zf1dWF119/Ha2trePWrvC3bJ3i73iMBh6sECmY0ayMBsjM7Gh2i60yPJatPwxSeEwymcTLL7+MWCyG6upq1NTUXBb5s5n03t5etLa24sSJE0gkEq6Cq5km3UWGcqY8yuVygcoQM4PkHe8beRCJRAIARmWULW7s1/+7v/s77N+/H+9///vxvve9z/H8SutqLpfD4OAgXn75ZTQ3NweqZrTNWslQWSSRD0o2IKFv0Ay0bUtIp9MoKipygS+rwCpvTC78y7/8C/L5PD7+8Y+7fuaZJgUvmUwGx44dw/HjxzE4OOgyyJq11d3ucrlgmyhlRhMJ6mutbWTSr7Cw0AVm9Ks8D/0GdSISiTjA2dPTg7/+67/Gm2++ic9//vO45pprxs2NNBWZ9CUB9DOen/8TODc2Ngb4w3nzr/JTz8n/NStPPdbkCjD2nCUeQ/lSXKPBtdoYync6ncaOHTuQzWbxqU99CuvWrZuxFj7FJUwG7Nu3Dx0dHc6+EOPZFpuJElGKMWzLGe2d2jL+pUyqnyb/GDjz3pGf0WgU6XQara2t+Kd/+ifU1dXhIx/5SGCspOnmnybS3nzzTZw8eRLhcNhtxav+lNUM8oqkeETlQG0S9ZrnIt7gb3kcZYq+WdfH8LuioiJks6O7PmYyGZw4cQL/7b/9Nzz22GN4+umn3aYEU+HVRQcaVmkpBCMjIzhy5Ag6OjrcftEaZNDgK1NsC4GWb7XcyONt9tkCZ45HwYz+lt+rUtMZZ7NZNDY24v/7//4/fOhDH8KHPvQhx1ieYyZIlTkUCjkn19bWhqamJkSjUQdaVNmUFMzpeTVwI1GwCVYKCgrcugs6dLb8EIwwU8bzDAwM4Dvf+Q527dqFZ555Bp/61KcwZ86cccp7OUidJdsIOjo60N7ejnw+j/Ly8kCGTxVX+5bpBNTwk4eadQbG7pkaOF23oDttMGulQW1RURGGhobws5/9DFVVVfjN3/xNLFy4cEb5d6EKBvUjnU67RZAMosgz3W7RZmNU54CxSqRWjICx9gwavHQ67YwaMy/qpNSIavsHwTk3k8hmR/e2/5u/+Rv84R/+IVatWhWQi+kkKwPMiO7Zswdnz551z2ew7RbM/PG3ml3Xc+sOfCovBQUFLptOudXMIK9FHmsZPhqNYnh4GDt37gQAbNy4Eddff/24RNHlplwuh76+Przyyitoampy96ukpCQA6hh0UA9V363OkD/Mfqr/0HNoEkCfH0SbqTu8KHjhvevp6cE3v/lNVFZW4qmnnhr3VOOZINWjkydP4vDhwxgZGXFtecy4U/aop+SVJviUH3p+yoOCPB4LBBfnKgDXBdMK1Nm+FY1G0dfXh5/85CdYvnw5Vq5cGdAHxRPTwSN7L2xgAIwmB15//XWcPn3a3Xfqll1HynPaQEOBn6/CQf9BvtM2Ksbh8QTZFrTrdSORCOLxOF555RV0dXXhueeew8MPPzwuOJwOUpwXj8exa9cunD17NtChQvukFVsNjBR3+YI/zeJTx+gfCL7VP/j0lNu8aiJQg5JoNIqBgQF84xvfwLJly/Cud70r0Mo1Vb75gltgFB+89dZbOHbsGMLhMEpKSgLtjLw2x0t5It+UlxpoqB0kzqb+WT7xXLRnKns2carJ5mg0ing8joaGBvzgBz/Axo0bceeddwZwEc99KXbvogMNFT4OTqM2AM7R8qVCpZkTFSoynYoZDocDLRV2cjwXhZO/B8ZKwQoQtXSuGbNIJOKcEgA0NzfjS1/6EkpLS/HRj37UG/1OlnxO3WZamBFtampyCq0gGBgLCCiY6kApZDR8On4CYCoxS2c6PwJK8pPH81wFBQUueDx79iz+8R//EXPnzsX27dvdHv6Xk9SAcUeu/v5+B2I1q8f5aNCmWVPNxJOXVGQNTimjmnHQrDO37bMZKmZMma0fGRnBT37yE9x888148sknr8juQDqfY8eOYd++fYEgg05EDaQGFZosUDCjxt4mETSDp1l8/s5WgUhaoSQ/ub5maGgIb7zxBr785S/js5/9bGCHlunml/7PIOP8+fMO8FmbB8B9R/7QxjFoouPU7F5RUVEA6Gq1gkGHyiDHpL9nxpll8507d+L555/HsmXLvM8SmklS+8cgY8eOHS7ICIfDKC4udplSYKzSCGCcLbYVcZKCDsqeOmebmFGZ5D3TQI+yHIlEXBImk8ng3Llz+MY3voFIJIKnnnpqxheH8z43NDTg6NGjyOfzbgEus6Vq6xTEUad8QJxyRB5oVtkCXdo9lU3qsO00YEaZOsvq1Y9+9CNs3LgR27dvD/B3phIt6mMVRxw9ehQNDQ1u/MQFfGnwZhOOGkAAY/KnMklAByDgD9RH8z6pb9Hzaeae/GRy9MiRI3j++eexceNGLF++fEZ4B8DZ1s7OTudTqaPUM/IMwLjg1YJoxWFquzhfyi/BMXVYz6dA3SZ1LD8p0w0NDfizP/szzJ8/Hxs2bBiHZSdLNsjgfBobG3Hs2DHnP9liRv5psohjV7xCUlysfFIeKU95D6zMqi7ri7jOBlzk7enTp/EP//APWLp0qZMzX2B1MTSpigb/7+vrw4kTJ5wxtrvSaGaFg1QjqIBZAwPtm9frEgxqu4oFORbAk3GahWGQwRtGA8Aede5Hb6PxydKFfs9rDA8P48iRIwiFQi5g43cEosxWct4EcaxSUJjZlmKVnOfSRc22508rGAAC2RfyMBKJoK2tDV/84hexf/9+/Nqv/Ro2btw4o85WSZ1Hf38/du7cid7eXheccTciILilIvmp2TqVUS1/67X4OfmgAQuvwyBXy7v8HT/T63V0dOA//If/gMrKSjz00EOXhW/kB+eVTqdx7Ngx7Nq1C6lUyvWL0jhS3tTAW/ChQZo6FiYMyB/NxgNjiQrNsnJcmt3XNqJsNuuAgbY7xGIx/PjHP8aGDRuwfPnyaX1Stk//8/k86uvr0dPTE1jUb404bY1miLXio/wgb3XuvJYCF/KSmXkF1XpOlVUGKF/5yleQTqfxW7/1WyguLr5s+krK5XLo7e3Frl270NTU5PjDYIz2S2UNCGYeOU/KjSZZyBN1vlZGSeqDLBhlVdfeewbD2WwWJ06cwDe+8Q3ce++9WLhw4YzxkmOrr6/H4cOH3dgoA5QZzb7zr1YIyX/yTvu4VffIb/JC21x0jrQLtBcKpkOhkPMz0WgUIyMjiEQiOH78OP7yL/8Sd9xxh6uETxa4XCzvLHg7e/YsWlpaEAqFXFtmcXFxILGiVVUbbKhccW0kbb3yT3Vcx2ABMmVWMY/15/l83mWvI5EIYrEYXn31Vdxyyy348Ic/PO0VDWA0yNi5cyfOnTvnggzLI8V4JNtdYWWJuqqBqAYePjBsz2cTe+SX8ruwsNBteBAKhVBfX4+vfOUr+Ku/+isvuJ4s2Xsbj8fR1tYW4JX6OE26q9yrrtoEuQazauv5O/oavievlL+Wrzp28pOf8fiRkRG8+OKLmD9/Pv70T/90nI25FLokbqvCJRIJnDhxwoES7a1VIVDQYqM2G1Gp0eRxatBUOKzh0wyzCp3vt8BYeVej81AohL179+Lb3/52YKHhTFI+n0dnZydaW1td6UpBHv/XHj8quvJYHbVmVrW0qZl95a8GetzFgcEIeU1e0fAVFRWhu7sbL7/8Mg4ePDijPLKk9+TcuXOuZY/jBMaALatX5BNLv5qpVxlRvmqGVDOFGkyrggIIHEtnDgR3dwFGZb+zsxP/43/8Dxw5cuSy8U4ze11dXXjjjTdcCToajaK0tBTl5eUoKSlBSUmJkzvKpb6Ki4tRUlKCsrIylJaWuqy0tk3QSVHflO9qeBW02ADQ3hPKIsfFYOMHP/gBmpubp5Vf1sakUim8+OKLrl/ZOlzrkKmD6hCUDxbMWPulWT/lCR0QHY8NdOgoNAkTi8Xwta99Df/wD//gnPDlIPIwk8ng8OHDaGlpcQ9kLCkpcTKj8kNeUdZUBq188XvKhPJf3/vkTe+LAnitUmiyRyslp06dwj/+4z+6qvhMUDabxdGjR/HWW285WVLZsT5MM6f6vQbmeqz1b7SX1CvK5tu1m9jzKMBSOWf/dzwe9waS00ka+OTzeZw7dw4vvPACenp6HDArKytzdkzlzGf7+D/lqrS0FKWlpU7GKD9MxvEeWP7zf72H9jvrT6y/Z+Jg165dgWTFdBCrjj09PW7eygeOU+0z50FeKODVYxRrAOMxIAMSrUTq/eRveCx5xPcaVKq853I5/PSnP8XXv/71adNXTYQDQH9/P/bu3Yvu7m6ng2qXNJgkv6x+WjmyGNiXYCFvVN45d5tIIb/IM7UDGgzRvubzebz00kvYsWPHlBICl7QYnIPO50efBjkwMBBwojQqGhVpll2ZrMGFlq81aqWw+ZhlQZ4ygO1BZKQyUJ+kbcEis7Df/OY3sWXLFtx7773TVhaf6CZls6N7eHPLSquoOkbN9mmWShVPW8r4e83YKw/t2LRKpE7Ilu/0N52dnfjJT36Ce++9F0uWLAmc3xqK6aRcLof29nbU19cDQKB9RZXMZqcYKCmYI3gAxgKCiRwxEHSqGlRogKeVEx5nM/8AcPjwYfzoRz/C2rVrnWLba0wX6diSySROnz4dCDKsobPBAMeldoD3gkEVs++aeS4oKAj0m1r5s6SGj05VA0FdTKm7ox09ehQ7d+7EokWLUFZWNq18pL7xQWiaKfJl9xQU6JytzaHM8P7wGJ6H/NRgRCt0bMfTHUjIa+uAWQH8X//rf2HBggV49NFHx1XvZiqxks/n0dXVhbNnz44LOm3ChKR2jWPTxexq0+y4Q6HxvfM+36FtQ5p5pS5wNz7lDe3FwMAA/t//+3+44447cOedd86Irevr68PRo0ed7bKJD81m2gSbVnbUX/A79c3Wd/j0VX0Er6MdAST9jSaAyM9vf/vbWLZsGT70oQ85PZ0JUh1IJBLYtWsXhoaGxgVgCgQVs2g2njwBEOCZdhaonqo8alKApH5Bs/r8jPdMs9LsxGArVU9PD77+9a9j5cqVWLBgQSD7P1nK5XJoa2vDoUOHAgGiBhbqC8grix+UCIABBOyhyihl1q7vA8Yq5zyX2jkex9ZkPZcmEbgb5Fe/+lXceeeduO6666bMK46Hcz558iS6urpcgGl5p2MCEKheazuxrmm0VSFgTKdI+p3KGH2ydqQortRgT7ext4FIZ2cnvve972HTpk2T3rnwoi2jDiyTyaC1tdX1A+sNtYaPxEmwVM5MlC+Kt32iZJotT1qBtAGE78boXztuKlFHRwe++c1vBvYmnyr5bk4+n8fx48fR0NCAcDgcWGilhty+gLG90jUw4Vy0lK5VC5uV9zlyjlUzgQosLR8B4NVXX8WXv/xltxWvBVPTTdlsFs3NzTh48KDbTtRmM1WmOFfNtttsjL40G6cv62RVZjRg0YwFP1cF17+xWAzf/OY30dnZGfj87cD4ZIlj3Ldvn+sjVX1kho56WlJS4jJ3XNSmGT6VS2a9tN/e6vZEyQENShQsqSPT89jqQCg0mrF/+eWX0d/fPy2g2QKD1tZWHDx40OmlVi84HvKM/NBxqm76MpXWOepxtnXPOikNni1/OQ86rtOnT+PrX/+6e3CUznGmKJsdfc4It5yeKEusckdZouzxWJUt5akmE5TnmjRQHvNYlSsN4mzFwAbZ+fxoC92XvvQlV0m7mED6YimZTOLMmTNeGdKFub6gzSdbFkjYl9o4zkX/983NJ2f2PDYg7+jowP/9v//X2byZsnWkkZERNDY2oru72/FEqxbcnVCrZCUlJYG/ynMf7221Te2/zxfahJKCPpu4UNnV+x8KjXZgvPDCC+MCmUslDbJbWloQj8cD/k2r/wwcORZbZbN2245dfS39o2bilTQ5yvnp2loNCpXUDuqY2tra8D//5//Enj17xgVEl0p677q7u9HV1RXwYz5ds4lQi0FCobH2fqvXKksaDFj+0CcQM+tie62qWH6rD1F9zefz+MlPfoLvfe9743zGxdIlpWAYTZ4+fRrnz593n6nB5mcasZNxVFztawaC5TMLMpSh2r+mhs8CAr2+T5gUJJLZWmILhULYtWsXXnnllSkL40SUz4+uy2hra0M+n3eOVnlggyHrQDXzrAI+kXHTgMsaJe1tVr5ZPun4eV8GBwfxne98B2+++SYGBgbGBSXTwSv+ZVZ2//79SKVSgSBL52kDCAVuPkOgcudTZH5m+akgRfmmvFaQqPcmFBrNyLa3t+Ov//qv0dvbOy7Ank4iH/v7+9HR0eHW8qiz1ICBTte+9NiJALKPx8pLlW3lu+Wv5ZkNAPlb2pQjR47g9OnTgflOhVdK/f39GBkZ8YJbtYFWX30BiS9TqDbTJ5vKPx2nVn71N8ojHhsOj1ZtT5w44RbEzjTQA0ZbHJubmwNtJgrQ9MGuGrhq8KG/9VXdfG1ENvCyvFPy6Z36BnscfdEbb7yBF198cdJO2Ec8d29vrwtsrbypnCk/7WfkjQWDPqCjySfOVf2tks3UW1myY1W/dvLkSZw6dSrQYTDdxLG3t7fjwIEDbo0DZUmTSjZxwuP4ua7j0ODNBq9qG3S+1l7p/xY7ARh3Tj2H2piBgQG8+OKLGBwcnDKvQqGQ2yiG41G90hYvn32zCSf9TAMKa/eAMXknDiHZ4JX2TtcY8bda9dBOFL0PAPDjH/8YBw8enDZsNzIygq6uLiSTycC9sXzzBf6Wd/Z7/a1iX+WNxcOWpxp46HsfTrOySjmOx+P4/ve/j+bm5kn5i0teozE4OIj6+nonjDZTwsHaCIzKrFUMOzFrcPQzC77JRH6nY3w7ss4XQMDQEsz+9Kc/ddulTjfF43Hs3bsXQ0NDznFao08eMgPDm66O2gI7zs9m9Ozcdf525ypg7OnOuujNCiB/n8/n0dHRgT/+4z92CxY1kJwq2aBRd95R8OkDG/qZBYJ6rAXG6pwnCnit7FoAolkaNZjaXgiMZi6///3v45VXXnE8nQni+Jubm9HT0+NtXVG5s7qtwa3yxjpXDd4vFEhwTL7A2BfYWSOqx/I6bW1t+P73vx947sZkSO9lPp9HPB7HwMCAqyhOpKs+MGB5bNvTyAcbaFA+fK2MbInRqiP1XhMWyivOJxwOo7u7G1/5ylfcsxGmu89bKZFI4PTp0wGgZ8GvzeJZXmmlzGf3yGsCSDtvG3wob2zyyn4HICDL6uCz2dEHX33961/HSy+9NG3r+vL5vEvm8X7aKppPb1UmyAcfwFGgY/VMeWd9rPphTbLYpAtlTW2B+m/yjLtozRSFQqOVzkQigaKiIhc8UGZsMGaBobVvvuQSr2N13wa64XBwIfNECUG1PST1P8rHUCiEffv24ec///mU5I6yztZQxR42eOcYNcBnkMsKOHVV/YUvKWoTLsD4gJXjs9fV+ZKvqp8Wk/L43t5e7Ny501XUpkL5/OhDgrmDni/BZoNL6kM0GkV5eTnKy8vdOsfS0tJAsmCiwEPvmfJH56o4kHzRnfcUQ1v/o+cif0+dOoUXXnhhUuv7LrmpVB9qpMbNp2SqvJolZTmSWQI1iDYA4P9WwTWCtTRRBsZmQwOMMMrL9pJvf/vb6Ovru1Q2BcinNPF4HO3t7QEQwb8+w6bBhTprC/KsAVUjAYwvRfJ6ANzOUwo67LMkrLEhr7jQs6Ghwcv76eAfHRR3rFEHpplOmz2eKPPiA4NqKBSg6L3wjU/lkfO3jkp5VlAw1jedzWbR0dGBo0ePupLwTDlfPuxOjZCVLRpB6qm2rFyoJcjyzxdgWCesxk55pg5DdZ6taZY/PF8ikUBjY+OUs1V67UQigUOHDuHcuXPuflp58cmYlUuffKps+UDwRGPTwFpl8kJ2UXU/k8lg9+7dbpGf8ns6+Kbjqa+vx5kzZ5zfUIeszk2dsAYX9BManCnoskBFwd2FkljkiSZa7Fz0pffIftfY2Ihvf/vbGBoamjLveH86Ozvd1tjKN5+uWZ1THVOdsnzS+ZAXE/lPq4/kvwXFeg3yzd6DTCaDPXv24MCBA9Me5Frw5buHtHFWl7VdylbPNAjxAUkfqPTJIhDEKKqzyjebsdbNH3jOcDiM/v5+7N69G93d3ZPmF5PIbW1tzrZo0K5j1/lpK3xZWRkqKipcq6NuYKOJglAo+NwIvle7ZoN+fq876jFws1v1K48s8Td79uzB4cOHJ8UvvU4ul0NjY2PgMQAq78ozDRgikQgqKysxd+5cVFVVuWCDAYdv10erR/pXgw9b3bH3WWmi7XB9Mt7f3++efXSpdEmBBnfA0IhGDY0NBqg0RUVF4yI1VeDAgESIFVio4vJzJQqXBdU26tMMoC8Lo4J9/vx5nDp1CsPDw1N2wvr7XC7nepU1G0lh5A22Bk7bDLScaw27nk8/47W1hMbf8jz8LTO3quC6JZ1WQngPBwYG8C//8i9ob293/JwOUsOUzWYxMDAQmLMPdKi8WAet61rsa6JMFP+3c9IypII1bZdS8mVP8/nR7f7+5V/+BadPn542vuk1SZ2dne4avMcT8Ud3PPPt8GMBj/LeZvh0Tiqf1iHb1j0gaAzJV999AEZBTjKZRH9//5R4pmA/l8thaGjIm1ThX58cacXH12+r31mQrCVuOl6dq7W7yhvaTPLDBseUvfb2drz88ssYHh4OXHuqZFtqqqqqAq12DCIsv1RXdd2Q9r/rbj628mGz+Jaf1tGqDbH8ISkI1/MAwSpQPp/HgQMH8K//+q+T5psC9ra2NnR0dHjBnY7ZJvhsAGIz0raqoQC3sLBwnF2yyZW3Azr6Oc/r20gEGG1FPHbs2LS0sNh7xr+9vb1obGwclwCYqK2MazY0Gao7L9lqr8qcHYsvGWKPVd9mj/X5E+q+UkFBAV588UV89atfnRTvyK/e3l7EYjFvApNjIl5h8MBdCisrK1FVVRXYxYsP4NQMvsqeL7jVwEFBcy6Xcxt/cM4aaFA3+BsF3sonUldXl3t22VSwHX2DxW6+QEMTLMXFxaioqEB5eTlKS0sDfOVndocv2yJlfSR5wWcn8d5qQk8DEJ7Hnl/HqzYpn8/jyJEj7rl5lr8XoosONNRI2wyaD4CRFEAT0KqSW6Bvr8VrqPOy0ZqN/lURdeW9fWkkZ7NUPMeZM2cQi8Uulk0T8kDHmUwmcerUqXHgzLb4aGbBVpB8TkUF3II4dSjaFjUyMoJUKhV42jWBjbZAsWphMwfKw3x+dHF7T0+P4/10ERXh/PnzgQDJV6XSPlArX+pwfbLHefGalp82cLX32PKex/F7lUd7TFNTEwYHB6el/UKNkJ6Lfa0a4JMfds2PBTC+AMO2cyifLC9sAKdBsR2n7z5oUK32wDqZxsZGvP7665Pmnc2Ecj0Lx6HtJnbMKnfKF+WdDwT6AjEbxOh73mPVe00gaFKA57JtMul0Gj/4wQ9chsqX8ZoMqfzk83mcOHEisJMK50H+2Oor50S+KQ/0NzofX6LA/rUBooJFq5++bDivY/0Nz8Xtvv9/9t47Os7rPBN/ZjDADHphL2Cn2JtIFZKiJVnViixbdmS525HXceL4OOVsNsmWc9a/JJvsPynebHY3e1J2N93xSZGbZNmSqEIVShR7bwBI9DqYAkz7/YF9Lp7vxR2IGIAU5cV7zhwMvvnKve99y/O+9733m84MuE8H7DhauVdf4JvJJbj2JV3Yd6trylM95gOAmlSxNk/BI4DAmOVyOZw7dw7t7e0l88vyylI6ncbw8HAgIFA5UDCnST+bSNANCKys2eDPkvKEzy9GNujw+TF733w+j66uLrc2rRTK5/M4efKkq1jRvvuSSSxD4+Yh1l5FIhE3w8F1ubZSQ9uvflYDCIvXaIeJSTS5oqTBrwXQPPZP//RP0+IZALS3t2NkZMSLw9gOtWWK8agf5eXlgbXLKm9MyqiNsn5TddJ3nNiNds0nq+pTNfCzyZh4PI4jR46gr69vQrAzGU1pRoOLXVT4KYgAAgDJp1xVVVWorq52NZIcACuAOkAKdHXajPdWIaKz1QVF2g7LRGUs1yHoffL5PK5evYr29vZpOWG9LpVK4dixY26HJoJ6BX6qcDrToMKq57GfaowsIKaC8jkEIgw0dMYil8thZGTEBSAKXrR0xeeMu7u78eMf/xhDQ0OTGt+p8i+fz2NkZARXrlxxb7D2OUIN2PiblqxYR0H5tQ5DM3vFAmBfgG0DFp3t4DGOgVXUfD6Pv/3bv3W7Jk2HfLzP5/NIpVJOFgAEsumqS2yfDYYUWKnxY9992RwbjOq97NS3BYe8jt9tQK1ZMZ7b29uLS5culfyuCG1nPj+2IFfXfFinaNtss8h2LOhICKIn668tZWG7NIOl40YZ1ySC1VnlfU9PD9rb2912xNMNcAF/fT/7TH2z/VEQ7MukWX1Q/tvspZVDABPshAV9ej/9vVhii/fkcfZx//79gYxfKUT7a5NOxQIn7YOCQM54EzBYoG2DFZ8t07er8+Mrt1BSX6u84vM5xrlcDkeOHMHhw4enxS9tr+UjAShtsNoz8kE3U2Bb6WNtUsnnM4qNhdpVH1nswjGwga3Pz2l2ulAYexv7xo0bp8U/lmP7ZIHjDiBg33ieLQVl1r6mpsYFG5w1YrCswFeDUl/yWnVTS7ztDCP/J56zSQPymljl6tWrgd+mSt3d3RPeY8Rn8K8mQ/ksyhjlhDMc1dXV3gSMTYxa22ntnPLJygqxnOqz6oAN4nSM8vk8/uVf/gVPP/20S05fC01pe9vLly9jaGhogqO1ToHna6dt4OADFrzeKq0ySB2ljXjtjAcwXtetAmdr+mwAA4yv5xgaGsIrr7ziLdeYKoVCIbS1tbkact6PAqfKRsCiwZeNjO00rBo26xzZT2b7VUDUeGnAASAQ1eoY6P1VqXK5HA4cOIBEIjFtsKztC4fH3qbd1dUVMGgWdFrHpmtaim3LakGjGlA+32cA1fha4KS/W6erDkWzk9lsFocPH8bw8PC0eecDZ5lMBsePH3f80VJGX5vseKtcWFBs+aV998mKthMI1iFbfdayFR1rew9SLpfDG2+84Ur4SuGd9sUXTJCHKmfKRy3V0H3V7Syafqw9tTaVPOBfDTTYb11voNk+dR6q2+l0Gt/61rcwMDBwzdmpdyPt0+DgYOBdFNoftTuW1yp/PMeCMgvMrNPks2ygZmXb8lb5pzNnTLQo/9WO5nI5DA0NuVK0UmloaAgtLS0AEMh82v7brDDPt6U+6k989s0GGpZf1p/6ZNP6GQUu1mbquT09PRgcHJwWv3hfawey2SxOnz6NVCoVmN3REirtn9oi9ZM+f2f9p+2jD+PobypbPK52T/ulfy0mAsaTldPZeaq3tzeQwPP1yT6f2CoUCrmAluVNGpzaWRHlsW/nKJ8dUv77MB0wcTZSy4f4OzeSKRTG3uvzt3/7t9Pa+cyW05J8QYcSZxCsTaKMajBOu+PTS59ds0GuJt5VzhSbKL4tZiv5W29v75QDtCmlnDXrpYZdoyZf9o1Ojju3xONxJxDspM5Y2E4qU1QQ1dHqxwYVGpVxkJXISHXyvCaZTOL48eMTgpNSyEaImuVRA6bfKTh2as5n6NgX33EqGbO8qgTkM++pGTSdFtXzfVE8n3316lUMDw9POzBTUlnQ/33fFbyTx3S8GmjYKWH2TY2sVWg7owaMG0FrFCzRSKbT6Qn3o+z29/fj2LFj05a1dDrtrY1OpVJuXH2zONbJqY6xX8yU6Evi9Jhmm7Tvek+fkbREOctkMk527XNHR0cn9DOfz+PIkSMl7yqi49/T04Pe3l4vCAPGg387U6YOw+q21XELlpU/fKZ1yHw2nTzPS6VSgZcvKS+VOOYsX2ECabpkx/Ty5csYGBhAWVlZQB5sAkrJBrcjIyMYHR114MI6SHtM7azKrMpoKpVyM7b8zV6fzWadfPFcn8zq91wuh+eee25a/FPdtQCCZANuC4h5rKKiwpVl2ISR8lv9qJV1toPPtdepbFm7p+Nk7SXvd+LEiWlvuOJLYgBwusuAzZeYIuhjfyknNqvLtutL0CxAtln2YgFIMZ+tyRVf0sVHlNU333yzJN4VCgW0tra6hIBNelhSHzA6Our6PjIygnQ6jXQ6jUwmg2Qy6XSXs6v6vwW7xYC0Ppf99SUTFDvq/4oZOZsKwG0cMp11GuSRz87bttHOsC/JZBKJRAKJRALpdNrZJPIxlUq5D/lsMbLlm8XCGqDp2BXD1DZJoLzXhAvlZcYDjUKh4K1NVqNFIGU7Q0CQTCaRSqWcAU+n086A22ycVTAreD5Dr47FOmueR/JlFu13YCy4isfj0wJ+NGrqUBUI+ErGFCTYzKflv+9/neoiXxX8WQVUUE3ATGGzvPSBelI+P1aOMZP7VJN8U/wqG+pQLC90Spdka2yLGdfJgIU95ptZ0/HUTIzPiLe3t+Pw4cPT5t23v/1tvP322+jv7w+MO4GGlYViAb46CAX3BIDqPOh4fP2bTBctj8k7BZB8+7euPbBvfqbuZzIZdHR0zEimNB6Pu9k55Ze1F/q/LSHwAWnbZ9VF3zhYcGMBpu8+ltc+sJjNZtHV1TVj+kr5ULIJHg3o7ayEBg8KUBSQUM404NTr9GOzd9Y3Wd9ikwoMTCz4s9exP+l0Gn/+538+Lf4xCw8E9cTn79gePUftYTQaRXV1dWAHIQuELflmH6wf8AUNSuqP1f/oJxQam8U9ceKEW9dXKr3wwgtob2+f4Keof+SHxQc2iKD8EjCr3dOSHQ1QLXDz8UHH0SayfLzTxGA6nXbf1SYq/7PZrJutLoV07ZQNNJSfmnSijg4PD2NwcNDhu3Q67YIM2m0eZyJEfY722+qh8lB/UxlVGbNBMxCsYFGZDofD6O3txVtvvVVSkoU2yOIIi1tV5iwepn9hkJFMJjE0NIR4PO4CDE3ka9+sHQCCM0UWl/mSABa36PpR8ou84j1SqRQOHTqEY8eOXXPpVOTdTxlvFB9MBeaWXr7pfho1MlUzV2rwJmOcBbgWfFjlJVkhLpZN9UWf2kf2eWBgABcvXsSGDRuulV0TiM9gppPPYL2+NTyWDxZYaV91bCwPKDQ6PpqZU+Xl+TSm1jDzmCo6EFz0HQqF0NHRgaNHj+KjH/3ohPKu6ZDNftoZCMsXHxjwATofKV+KATdth14D+HdPs0GdHa9wOIxEIoGrV68GZLQU+rM/+zNks1msX78eTzzxBObNm4eamhrkcrkJJTyWhxxnHs/nx0tEVBZozNi/yaZ4fZk+3s+XjfYFtiwR8AFCZsh4Lnc4mS5ZPtlST7bXBqrWIbLPFlBbXtmxUB6oHCr/NCmgY6TnWxvB30OhsTUtp06dQj6fn7a+vv766+jo6MCaNWtQX18/wZ5p+7WP6tysfqqdVntoEyjFsqRWl+m/9FkAAgGyOmu9zgYdCsTZ3unseFYoFAIv/uOY0P5zBo0yZ3nGdhPw6H2YHADGd4OyMsg2kBTAWRm0dlB/1/ElVrB6xPadOXMGx44dw6pVq4rOTLwbnTx5Ek8//TSWLFmChx56CE1NTW6tEhNQqr8kjpv6SQWi+rsGFXamzAYAvkSs8sn6I00kqOzaNTK+QJfn8L0rUyXqg2I5+glrs/gb+6h6R7LAnnqjSSr1b5RNm2G3dpH9VdlVG2DlVp+vpOPf09ODkydP4oMf/OCU5a63txdXrlwJYDggmMxTPrFdxFh2Xa7yQxMqOsY2qPXppNVne529xucvfLqsdpjB5LXy7JoDDdZlqeKpI2CHKASq1DTYnBHRTlPAJgMqVslshsoKdTEDaAfHgh4rrLz26tWrePvtt6cVaADjQLRYCRdJBdPHb/aFGQ4FfhZQWOOp/FNSg8bMhho/yyOWQljnVCgUMDIygq6urqIgfiaIfVLgoIbIGno1PMDE3WOAidP8k8mSDXRJHFMbFPJekUgkkPXXNrGNluel0JNPPonLly/j0KFD+M3f/E00NDRg5cqVWLt2LRoaGgAEZ3R0gbo6FvKF/PaBLwVlbLcFyj4QrB/yXB23OmHeR7OKanu07fx+4sQJPPjggyXzkFRs9kJ5U0yXfWDC2hmfvE4WWOgxa4PJQ1snbbN8tEP5fN7tzDMT+vrMM8/g4sWLAIClS5dix44dAPwvzyJPNLihzGlgofaQ1+h3CwDtX5+8WX9i/Y7NkNqEi8/vUJcqKipK5h9nISxQskko9l+BH4G1BozZbNat09ByZR/YtfqjPPf5S21fsY+Ot00SkQYGBnDmzBnXn1KC3dOnT2N0dBRvvfUWjh8/jurqaqxZswbhcBh1dXXetQe2TeonlM/kmU+WFIsU443lk5Uhva/VVzv2bIcCUvJtwYIFU+abUjgcDizwVeBbjBSf8H/KGftFGfWV7Fh/Y3mq5/h4b2fM7Nj5xpJ9pe0rdTaNAaxNamtiV7/rmh8Gcmrv1bdQX/mbzwZNxkurxzYBo3zxYR1tF9vOsWW7p7LZyjUHGiMjI24veQVpzJ6ocAJBhWBkTAehQqh/1TmSfNGWL/qyQNwaTgULbJ8aCJ2BoQHitYlEAp2dnSUDP96nu7sbhw8f9mZV7L3ZD3VabFcul3NTkywrsDXM1kiqUeO9NfNKYvCnBoJZCAUzVpGVr6xRnw5QLkbqeLXe2Boi/U0Nkio++61lGjolbhXPtoOkwFiNgs4MKXBSg2H7ZGWvVHrqqafQ19eHF198Edns2MsnL126hObm5gBQYfvUANugTZ2I8lkDEf61OqiBsHUkFhRq0qFYIKN2h2UN9hlAcOF7qaQ8KVYyao+z/QR96gRVRkg+Z+oLEPibLRdi24o5Gjsu2i+V/+nuJ0+qq6tDbW0tEokEzp8/j3A4jC1btjjZtjtE2aBa+WudtgKrYnLDvzbLXMw/2DGyJb32o8EN+acLroGx2bRSqaysDFu3bnWlbNaGamCrvFO+ss8282sDMpuYssGT9bOUNaufxZIzaiesbNHu5PN51NbWBmSkFPrt3/5tAGMzaocOHUIikcDLL7+MlStXYvPmzYG1kJasPvC76pW1RZOBO71vMUxiA1gLHMkjy2P1cXweg/i9e/eWxLuRkRGkUikXoNKHWz+pQS3bbAM1tXU+HKKySH3y7YBkfYYCd22TJgT0WYp17Bjb6xV4T4WUH/wfGA/u2R8gmFSmLHJhug3krIxYfhWzg7776HjZIK1YkKJ90WvVx8Xj8SnNoF1zoGHBkjoCn1PjINgshgUpVsEsuLPOl8/QZ+l5doAs87WdPoNpn83IjS/tK8UQaubR5zx856jjsNlx6zis8BUzYspfRuL8KAj2GUYdU+WrjpfNqs4EcLH3JqlS2JIVBc8240eZVQOlC5jtVHWxj7aB97AOQJ26OinbJ5v955bKK1euLJlfkUgE8+fPx0/91E9haGgIdXV1GBgYCJRl2Jkukuqwb0s97acafqt7tp5Z12Ipj/WZk/3VemnKIANs7jDCe03HgViy40Re8FlaoqG2ROVEZwfZdjt7o+T7XeXKp9vWueuCbx0/7Rfbptt7T4c+//nPY2RkBMPDwzh9+jQSiYR3Jsj6D82ccrZU2+9zvD6Qpg5Yx8LaMt89dFZdnbf6Cm0Lic+dDMxeCylwVD+gzt8GYhb82gSW8sU+y/oNkgIS3zUW8Pr4rlQs4GAfhoeHcfz4cdx///0ll+5VV1cjFArh3nvvxb333ou+vj4cPnwYZ8+eDWRi+VzqKzGKzcyz3con23feyxdQWN6o3Bb73W7ZqmOr1/NcuzkBZ6qnSj09Pbhy5cqEF7gWS35SzuxaUpUPLY8iLwFM0CsN4K3/tM/WMSkG0O1GJPYcrbihjSnV7vF6tVWUId6XgTmrBrTdPj2zGMMmN9SnTCaH6jstXlPf67OTyiuLC6knqVRqShs4TDnQUBBHRqojU4aRwXTEtq65WBChHbeO1Jdptowl+YwiGWkzkAp+fGTB/lRInepkJRbaf+WV8ikUCgUWhvmcpjVgOh76DI127boNdawWCPuCEKv4586dw7lz57B58+aS+eYjBSd2TKyy63nsi84mKd/UCdhMu8/4W8djQYyVORpA5aMNWMjbtrY2dHR0TCvQYB/5ltuHHnoIo6Oj+Pa3v+1mGsvLy52Osh3qSHzgUMde+av66nOMyhOVFe27GkEL1Pndjpk6NP07U8AZGHcomlRRMG8BnvJCr7MOVYMvBbs+4FzMsdjtJNleKwfWLlqHduHCBVy6dAnr16+fFq8WLFjg7rl27VocPXoUZ86ccb+znQxiyTsbePjaaUGtT7Ys6FWnanXWF8BYZ6t807Uwut5QyyGmsy7I8kGfb22tJcqo2jcLajXRV8yWKy/4XJ+9t8T+++5pwY36Hl5Lm1Qq/5R3ADB37lzs27cP2WzWveTVvu/L2gyOo9VztemWLxao2YSKPcfnM6zc+myiymsuN74mjXoQiUTc+ptSSG2Lr6zY2mTKqFYuWB3U8S+WwOS9bEDga5/Px1jcp74fwARZJumxM2fO4MqVK1i6dOmUeKYzXtlsFhUVFSgUxjGx9okBmV3P7NNH/WvlUAM1PsvaK58t1Hv4qJieqk7puOVyuSm9yPqaAw3bKAvqSQqQ9XyfA7H3s4zxKaf+Zo/7Bs9+92VVSJr9tiBrOtO6k03X2u/aN22PRuK6nzuNDjO6apisEHOKn9cpUFe+awbXAigVVp8M0GgkEolp7yfvIws8fL/5Si10AbRmrwhKizkE/VjHrRnQYiDGyqTyt5jS63hOlzTApSxlMhn3/hDlG79bsKL8VHnQwNWCNg3aNCNvdVidh5Urvd4aWOqB1W8rCzPBO71fLpebkHXVZ6sDKxQKTuaKJU1sUOYDI8pja+f0+Ty3rKwsMEPHc9TBWf4kEokpOY534xvbwWyyvveH+qj90PI0tcH83zpQ1UM97iu7UxDo8yM+YKR8tfKp5YV2hkHbPRM8ZP8tQCmW+NJxVv2cDDDbvvqAm5UxK8/2Y3Ven6GUz+cRjUaxYMGCafPNXh+JRLB+/XoMDAwgnU4HXnTLZ9Nf6cyR1RHli7bb+gMrmzbgtby119sxsoDRAkD1d3xPSKnkk30Abs0G2+W7jrzT/lof6wPU2g+Oiw9z8DeVPfLfZxPt+GnbOYYa0HZ3dwdm+qfCM5Its9NzbFWFzqJYHvgwjbU/yhP932e7bEDG++txK196L7UnJLVD10rXLJlW0CxDdZqFpMBEBcuXJfX9b4XsWgTKCrB1OPY6O7A2ECER/NFYlUqFQiGQMVCltBl4KjAXZqvgkKfcWlTBip3p8CmjLQUgMdPIhWEqeJrRs7y246VCPVOkz7TOwif46hxyuZx7J4gFuspXu22hOs5iRo1ts/zmc3m+zmpY4ODr40xTOBxGY2Mjent7newwC0NQYjOD76aP5KN1quSfrSu1Hx0DX+bOyrLqjcqidbq+F1qWQmwbn2N3GGH/AbjyDOvg6IQUDPtKdrT/Nluvfbd6YIGQzUBpX/S7jjPfBTIT/PIBBeWFfWmXghXLWz3PAhafLBWTI/3NOlTraJWnFmCyfZyN0XemEFBMZ/ab9y9mA5SP1h/7eMZ2Ks/Untlg18qM5anVe022FNNvn/1UO1xZWYlNmzbN6A6F5GM0GnWJFvZfgTHP0/+LYQf9zVZB8LstD7V20QYOPlxix0fvr23R9lImSyFr41V+LfC3NobtpI1jm9Xmqb5ZfvnwmLbF8otkK1ssb3y4xPrafD7vTYyXQpPpq7ZRj/lsC39XjKeyAkxcK6mY0QYkqrs+LKx4RHnkwyH6PRwOo6enB/39/WhsbHxX/kw50FDBU2NBB6zKS2NoF65pXZsy2zLPCoset7/5ghEyf7J7FxNM/QBAS0sLOjs7pzy9NhnREdhnKbhR/lsQyz3m1fBrf60BoSG0xp/jZ4XeAkkfXxQcaK36dEoIfGSNvw8MqyOlnOqiNhose08Fx/zrk0ErP/Z/BqN6vvLeZ0B1zOyuPDNNkUgEmzZtwiuvvBLgH52jvuXULnLW/ijveFwdq6+kRa8p5ngtP33OKJ8fn4GySQw+wx6bCfLZBgJLDXbUQdA+2mDAgmBfdknljkBO+6tjon31gUcda5L933fOTPLOgrzJ2mMDcF7rc5K+v8V01n7scV+wrECBeqGzhHZb0Hw+P60SFltWwWM+f2D7yeMql1be1PbbbKc+y8qjPY/PLAae1V/Ye1gdAsbLdWZaBtWXUof4yeXGqgH0/WC+UhSfb7Zy5PMfPpxisYnPvqkvU55ZWQaCu0BOh8gjKz+2NJ6/sx3FEszWLmr7VR6Up9ZH8rgtu7L23sp4MbKZeZKO/1TJygefY/sOTNxlVIG+/q4yoTzx+RBth57HdvjaqTJp22P7Yjd50j42NDSgsrLymvg0pUCDGTvN6vGFJdoA7TAVXMEUO0MHSoFVJ8vr7ccKlv3uU2p7vT6DiqKlSQo0eS++VGUmyBp1JV8mWcGKGhiW13DBkW+NhnWg9jm8v80W22hbBc0KI++hjmL+/PlYtGjR9Bhl+KK8sc5KHQoQnKLkZ2RkZML52mctg9JZDZUHHwDRcVGQzuO8hx7T8/U+kUjEvcF8pkkDL5KOtzpbnq8OKJ8fX6ug+maBiU8/beCg17IdPkCkINPKsp01sUBlOoDPAgvli7UdPMYyA/JHXxbm45ECWhucaRsABLZR1Ou565x11vYeFpBauZipxIANGFasWIGrV69iYGAgAIrsegILrrWtqquTyZPPP1jn6gOIlm/F3gptF45qUK7AYiZ46Rsn+zttotonPl8BoeWNL8iwwE6fr2PEZyv4s/y0Hx1fyi/va0GR1eGZIsobx8om7TR4JFl54TErg3Y2x8qVD+Cp3VVeWn9jcYD6aT0nFAph2bJlJfGG19MHWL+vvou8ZP91dlL9rfoNiys0INN7aTUG7brKnA+fWOznsxPKP/7VPsZisZIDNfU7/KvBOnkIjJfm+zCqbR/7pLNLKm88V3Ge9s36UOWdr7zUjrk+32I9XhOLxa4Zp0xpMbidslFB4gtIdLDtNbyPfREMB0YBA4VNBdPHOOsMFJjoANmB0fb4jID2mzRdB+IDLWp47WI0DQxsu+iwGexZoVFhJG/VmFvhtM6V91OQbBVD+afKFA6H0dzcPKOBhj5fnax+gOD2xDbipxN+t6lHH/hQvqoiqi6UlZWhvLzcC/TIGxuoWCUOhcYWaU9nL/7JqKqqCtXV1RgcHAzIDOWRxp+lRzT2KksKblSvLABU56l8tXLK47pWxgbO1nlbQ6iGkomQ6WaW2V86YJUxPU8Dr4qKikCbbf2yD4zZ49ZBUqZsEKI2i2PH8bG2RO2k2m6eu2zZMixfvrxkfhWj+vp6J8sKYtg+C5asjdMEiwUaGnhpHxW06Bj6wIomGHwg2QJmlQ0lnhOJRFBfXz8tnqm8kFd8hm7DrmtFeI0CRl/brR76eKfnan+tLbSBr36Ux9bGaT/fbaZtOqTypO3S2Xv9Tn9q+2GxhOWfxRTsm8qgtV3KN8t/2kIFqrbUUq9lAHX77beXxKcFCxZgyZIl6OrqcraBfdX+6PP4u00sq13ndRwLvY9eA4wnbehzlP88TwMR65PsGKls++yftm3NmjVYsmTJlPlmsZvaVT5PsYm2S+2ftl9L0LT9tNM2OaO81mM+X6LybMfWlxRQ4vN5D2Idnw776JoDjSVLlmDt2rU4d+6cm4Kk0Om0vjLPZvx4vi7K5X1UgKyy2/uqcvKeOij6PBV8VXr+5tvOkM9jO1jnOh0qFAqIRqNoaGhwb47lvW0wpqT9sNk/ABMAmQXKKmz69mQFaOoMNKPA630ZT5vlst+vB6lDBRDgndYiRyKRgIxqe4GJmwzoLIZ1HMo/G4yociq4U1n2TaOrjFlDAoztmFJbW3tdeDh37lwsX74chw8fdn3T9wBQFphBZ19slgYYByLFwLMGDFa3VH8J9nQMLK+Z4eL7DXg99yLXTzabRSwWQ1VVVUk8UpmxtkxnK/gstWPUF2uj9K8P1GqtO59JmbUBjto4/lUnYjPWPr1UB1FWVoampiZUV1eXxK9iRD7w7bbknfKR52l20+qtBlDKP+27tXk+EGeDEPJc17jZXbzsPainDCh1HMhLvqSwFLKBkPJSg0PtuwI/+lftG68HggkBC8J4bjGwotfrd6uvem/VbQVT2jefjZ4pKi8vR2VlJeLxeMAe+8pYLJ/Upqj8+TZeUT1WObMAV+VPr7NbgOv9+Zu+d0HPAxCoNJkq0VZyRtbiMyC4JoI4SnWYPFX/pgBYdVflz8qlXkMeqA2z/tNXfeL7q/dSKisrQ11d3TWXACmVl5cjFou5dxBZTGufr332BUB6juqRtl/10fpUPc/iX30WgEAiQq8DxmXfJhP1HGLZa02+X7NkajRjp9e0EZaxajxUSfi/L+LX/y3YswGHTlWpUPoGSsGAGnNfhkGpoqICq1atwpw5c66VXV6qq6vDqlWr8Pbbb7syNEapyk+foNoAjPz1TbPqdwW9hUJwO0wfELGgzQdSis0CEbSGQqHrUvrDMdLAT/tJAzkyMuJqp9UAULloIK0D0P99GQE7JsUCE44NdUXHg1RsvMPhMFasWIHm5uYZ55+Om+ql7ozE8zgDZgMLvdbqpzWcFvDxGpuds6BYj1NeeQ2DDTpeawjz+bHgvaamBg899NC0eJXP5zF37lw0NTW50h/lheoG5V7HX0ntiw0+7Yytz+5Zu2TlXwGJryxmMiorK0NVVdV1AXoE5blcLjAz4ys/1NIkC0J8s6rWF1hgZ32B8lrtZjqdRjKZDAQ1FjzzXhoMads14bFixYqS+RUKhVBdXY1FixahtbXVPVfBiQ/M2OCWx60c5vPjG4hQV8hjy1srf+pLrK3U8/gcbY/6Etum6urqaW+yUowaGxuxfPlyHDt2LMAjgnLtrwYhykPKgpb5KJi2PqRYsKvjpSCRv1l/Ymd71SZa31xbW1syDwuFggu2+b9vVzXVOV8Sz+fndMx9flYxYbEXNgOYIGM+v1usvcp3awt99uZaqampCfPnz8eFCxecLqnPt76SvFL+Wd3W/vI6baPOvupvNvHi2/JcAwsNIi0W0napHuv9Kisr0dTUdM28mtIajZqaGq+yAcG35xYzKPY4lUuZ7AsqLMP0mC/zOVngoAPjA9p6Pamqqgpbt26d1pQ4gW5lZaXLFrMdViEoAHYnABu9Ky9sv20Aovexx4sZChVem2mwAST7FwqFEIvFUFdXN2PAhe0sLy9HNBrF6OjohClbtoFvS6+oqHAZWg3mrANRXlj5szKiCuczlr5gQxXfZrtUxjS7zJ1SZprUeGSzWQeOFXCwf8pXEv/XUg6boVLj7wOTmrljwKDZuWK8YmChb7H1ARker6+vnxbgI6/4puu+vr5AJj2XyyEajQaAGuDf3tv234IM38fKlgIa21ebIdUSA+2Pz9EyKXC9ZtDC4TDuvPNOfOc73wnonu5gRz4w8UI+W8BnbVmxcpLJgja9ly6y5//2XspntlN5p30IhcZ2PHvggQemxbPKykrMmzcPly9fnlCuYAEKQYvyyiYU1D4ODw+jt7cXo6OjCIfHdqFjYkEBr1YA+DLw9piV22K+ylJ5eTmWLVs247NpJG5woYk9AM6OMbgkqU0jWb/B/ilw88kdSWVIZ2VV1ux99GWnlFNu/KI+hv2oqamZVnKP2I56p6T4w5L6fqD4DqFqq/SeKjfKKxtEqJ3zBbnWn1u/ZO0eKRKJlJxksVvVajDK9mtSQHnls2s6popBrQ5Z3+DjtcUrvoS08tcmyHy4Uce3srISNTU118yrKa3RWLZsGS5evIi+vj53XBVKnYMFrZORZQ47X4yRFnirUPJ+OoD8n8aUbaUi8165XA7pdBpA8AUrNTU1mDdv3rWyykscqHnz5qGhoQEdHR0BobPKoI7F8oSZU+tIKVAWqPmCmXdTQKv4fK4tmdL/qXQLFizAzp07Z2y7Qj5j0aJFmD9/Ptra2pwTVSefyWTQ3d2NwcFBzJkzBxUVFY6/vqnyYqDNBzKUb8o/NSLWaOiYWGOqf7VtsVgM1dXVM7Y41/KxUBjP5qnzpaHRmSHLY96Dbbc6rnqozpC/qXPVzDL/Wp0uZgzZTp9TB8ZmIFesWDGtGUjN2PH57HsqlUI8HkdjYyNisVjAyZIs0LAOVPnts28qZxwH3z2sbBXry2S/1dTUYP78+SVyanIKhUKoqKhwYE9tF4AJNsLneIGJGT7VVZ8vsP6A8mUDCQIf6gAzuxZs66YhCui13aFQCKtWrZqx2UgCFwUzvu8WEPA4+0EwncvlMDg4iJ6eHqTTaVRXV6O6urroFri+pKK1c9bXKkiyOurzOZFIBFu3bp12tUAxsjYaGM8qW19qE6XARDtv7ZK191Z/dRzsDK0mWXxy60sgFAvYqqurS17XFwqFsHLlSrS0tKCvry9g+9gHGyD4kpN23an+Zu1cMR9reWz7bfnuGxNNXrN/xexjbW3ttNam8bm68Qcwbq80AaXtoT/x6ZfOrGnAYvXNYt9i/PEFFpQ9OwZ2XO13tpMz1ddKUyrqi0ajrkG23EcjYasMKoSW8aqkyhDrTPR+FvBakKiZR9seHSwbNeq2mZqtikaj7h0MpRDvk8+PZe0GBweRSCS8Tpb9s21je+0iIis81mjZqV3tPzD+insLqH3tsk5CASrbFQ6HsWjRItx6660zCpYLheDLzxQMk1ejo6NIpVIYGhpCbW2tc9QcTztdaGVC+Wf5VYxH+XxwIb01eL7MnlVaEkHf0qVLpz2joc7AUnNzMy5cuOAWhFMuLThmm6i/6mx9TsAaOvJZ5ZD3tiCZfFTjyRpzOmfdhlfrlXU8KioqUFlZiZ07d5YM+FT3deaMzra/vx+9vb2IxWJua0SVTwUa7C+v1f75nCTP0WPWcahs+ZIIfOZkOs1+lpWVYenSpdi+ffuM6yt5UV5ejltuuQXHjh0L2Fddw6dt5nefzqh8aQZwsiCD52sQoUEF26TyZDOnxUjbX11djQ996ENYuXLljPCQOmmBLhAELhZU8JgNaPmblt8wEFE7qvwrZgvJ22K2Tnln28W/odDYxhcbN25EQ0PDjPDMEm1qZWUlRkZGAmBYgZ5P9imjVvd8/tT3UVn0BRM6DrR/tHsaYNiyJjvWZWVlLulRKkWj0Qk4izywz1MZLJadt36uGAbT/1VWVH4sDrTXklR27f2sr+Hf+fPn44477pjUX05Gzc3NuHr1KoaHhwN66uOJTVRom3kd+2ntkc+eWRtlS+J9fkOvU5+rbbUybDFzLBbDsmXLsHbt2mvm05RKpywD2XEKnGad1HhbQeK56nT0ntZxWAOnzPMBFguwlbmaXeD9dOpc28eFUQ0NDVOqR7Nkp9i13XyeZpBJFDheo9Ny1shbg67XWQCtfLLgBUBA+PReeo0FOTwvFAphzpw503pLqZK9tw0iNfAiHxWosjzInq8KPpkzUHlSeeT4WB5aB2RlmG0gsd35/Nj6loaGBixevHjagUax60OhEOrr6xGLxdDb2+t2jiCvLSiwwMHqmJVFK2M2kGUJgF38qIvBdVaOJVOqz5qx0jGkvi5ZsgS33XbblKZ2JyPOMFnQWsxIkyyYUf7YAED5bvlpZcnKl3Wgeh/9y+fo31AohLlz52LRokUz+sI0nWkkELLOXO0v22R10fJGzwEQkEMFaD5ZVcBigYtvlx87Bkq2L+FwGAsXLsSmTZtKLgPiPUOhEJYsWYKWlhZcvXp1wns62G+bRaX/UJ+ns5bUJepMLBYLgDALKlS+AEzwoZbPVsZ9tkRBVCgUQlNT03ULMkiLFi3C3Llz0dLSMmE7VuU9MHGTEwvU1N/a2W+1UT7fYGVVeWZne3WTArZDM9wKXqurq9HU1DStdS6FQgFVVVXo7+93OmYXd1u+2CSBznqwjSqz5Lvab+IuX+LFBg0+W6fPVh5arGo/wJjONjc3l/xW+kKhgDlz5gTwrG/7eBLlTUusgCDOU/3wJUxsAGB1Vu2bz45afKzHFZda2bXytnHjxinNgk8JDYbDYSxduhRDQ0MTHCUbrMEGmaelBVSkQqEQUHoLfK2C6jFVVAu2lak8z+egVeDYBs2A8299fT3uuusubNu2bSqsmkAUnnA4jI0bNyKZTLpskgZkVHAVPCWf4lmAzHtpMKVjpAaBf62htUGEvUex79XV1XjwwQdRU1MzwZiXyjdSOBzGkiVL0NHREdi6lH3k9sq2HIgKohlC8pC/+wIM61js+QoY7XUWhPKvD2Syb5wN2rZt24y/JVfbEQ6PbWfa2dnpeKyZFB6zbbd13GoItX+UL5/By+VySCaTSCaTE3aQYsDA5+gshjoSH4jR7Pn27dtx3333TXCGU+GT2q5bbrkFra2tGBwcdFlYO5Oja1z0LxBcAM//rVPlNVaOLMCxIK+Y3Pocq0+fKyoqsGjRouu2GJfU2NiIpqYm9Pb2ThgTCxx0savKlDpqYDzbnslkkEwmMTw87OyWOnzeR2fBdKaMgSzP9ZWoWDuqs13hcBgNDQ248847sXHjxpLlTtsbjUaxdOlSdHd3Y3R01C2ot4GayoAmd/ib3pOBGNctsKbf7mCkY6K8UFnUgENlz2crrb1TX7Np0yasX79+yryyVIznlIWqqirXZuoq205AbUusFH9ov9UO2d91PCyfUqmUW4hPmbMAz7d2wz6H40t9qK2txc6dO0sufywUCq6Erbe3170vzPLBVlMQJ2lQoQkZ8lZlUfGFD4ewbxaT+MbCyp76Bjt+JNXjWCyGNWvWTCupp8+2b5y3gZrtF19wbPVDS72sv7N20eqX4kjVQ5Uz6xd8GMbnK3i8vr4e8+fPd9dcC1aZcqCxZMkSnDhxwhk9No5CrwaenbIZXDZYy6lsJ31K7DNuALzG0BeQaJBDUtCkLyLk38bGRtxzzz1uAfd0ASAzX+l02m3DqqRCy/Zpm2wE64v6LX9UUXWsLB/0fko+sGLP4XMaGhpw++23z+jiPjVSixYtQk1NjQOpek4+n3dZbM5kKIi14E8VzfLNJ48WSPsAL8+xtbe2REGJQLWiogJr1669bu/Q0ICLzv3VV191O3TZrIrNhKiM+DIlyj/lN/WO30dGRtDT0xN4l0dFRYVb70D+KRi048Ln6t9wOIy6ujqsXLly2nrqc3LkH7f2A/yzBfzO820SxNo2X5BA0gy1Ah07Ta6zndZJW9nXIKqmpgaPPfbYtN/98G5UV1eHxYsXo6urK/Duh2LOs5ijI28t4BgeHkZHR4dbY8fMW01NjZu1o1xRttSnKG/5G5+p/Fci3ysqKrBt2zb8zM/8TMkvTbNEP1FRUeHGmrJk/SkQXB9JIp81Y1xXV4dIJOJ25lNfpzJmE3OW31q65/PbPltrgU8kEkFzczMWLlw4bX75wCJ9XSgUwvr163H58mUkk0l3vp0l8gFeq6fKD2sjrD7rtsm53FgJ1NDQEAYHB53vou3lGKpea9Bh/RDHurKyEitXrsT27dtL2qJVeVdfX4+VK1fi+PHjE4Ao7YgNXLX/TOSpXbJ4xafnvJ/ySq+z8uMbE2t7eY1NWmjgs2TJEjz00EMoLy8vCduFQmObP2zcuBFvvvmmS2RoBQj/0sfrtVbHlDe+4MFnk3zX8K8mpnSWQvlrsbYm/hRjAuPJ0ObmZtx+++2BzRXejaa0GLxQKCAWi6GpqQlXr14NRGzKFAtS2DF1eIVCwe18oYpuwYy9h29ah+eoIFrGW+Oo99IZFg5QJBJBeXk5Fi9e7EpZSgUvVgnKyspQWVmJZDLphFxrbgE4YKqCa5XfBmAKZKxSWeVVwKI8tduiqaBNFoAw07tr1y7MnTvXHZsJUrmprq7G9u3b8cwzzzg+6XqNyspKVFRUOL75FN/KzWTO0iqjzf6pvOq0tzW4Pn4pEbBs3boVVVVVgYBwpkhlrKKiAvX19Q686IwPgIDBsVlUW3pY7JgtZWGQoc6VdkCdrWb37Iwkn6U2h0Y8Go1iy5YtePzxx6dduqcyE4lE0NTUhL6+PreweeHChW58dG2a/iVZGfDJ2bs5Hd5DwZ0mTXzX+sCx9i8ajTr7NlOljpPRunXr0Nraiu7ubidrGvQoH9gntVkk1SvKQkVFBaLRqHtTei43tiuYlmkwiNBSPAUsOgZ8DndGK8bPSCSCRYsW4Wtf+xq2bt3qeFsqqd0qLy9HU1MTBgcHA76HvpQ84jN123ggmDHlOeFw2O2WRt9j+a8+0QZixYIMyiN11mIC9dn0TQ0NDVizZs11mb1ln+hbq6ursXr1ahw+fNjxqby8PKC7Prtu8YgPBCuW0GSNxRmUp8HBQReEcHdEu4DfVwKj+ID9q6urw/bt27F58+aAryuFysvLsWTJEly4cAHDw8MB3lC+fEGkfrf+lOTDKPzQd/vkyrcTnN5L/YG2zZb2WRtcXl6OlStXuvWQpfha8nvu3LloaGhAV1dXQGY0iNWEkcVU1obb4MmH32z/FNfp9b5kQLF72vtZnASM4a/bbrsNt9xyy5R4NmXvUltbi127duHVV19FT0/PhAbpXwXIlqEk61QJcNToW4UvJjwcAF9GBkBAebXO0g4qDV9FRQXuvfdeLFmyZFrAzwLecHhsm1suIGLb9Fx+J48mi2Bt+3mNGjrtu9aHWoGdjHRa1PYPGNuWce/evZg/f763H9MhlSXuJqWGR/f91pkynb1R3lmeFQN/1tHqOXpMlVr5qM8txutwOIxIJIKlS5fijjvuuG7vNFDjx7LARYsW4cqVK66PrOW2pXscT9+UPkGc6hIDWe2vzmywlCGfz7syONV9zmZolsUaUZ7HbY8bGxvx2GOPYfny5TPKv8rKSqxbtw7nz593vGEwq06FfbR6pDJj/7dAxZdpKiazavPsAlJ16kAwK8nxrKysxH333YfFixdPG6RMRmxzNBrFypUrEY/HkUqlJtgIlSUS+aL9sDKQy+Xc+ibOZNryPQCBIMP6BwuwGRRzK2071sAYMGtoaMCHPvQhbN68ecLi9lL4pNeztOPMmTPumI6h8pbfyROdSbP2hvew4N/np9Xm+eTYBhs8poGKlV8mBpqbm3HbbbddN7kDxmd1ysvLsWbNGpw4cQKZTMa7Q5LiBGA8+FLfqXJjsQTvp8Eu7RfPYZJRt2nnddRlbmPLdtlx4vmVlZVobm7GI488MiOb1QBju2LOnz8fQ0NDE56pOkqyWKAYYLX6Zm2bxWzW7+oY6XHbHmtD2T9+p27EYjHcc889WLx4ccm4rlAYC5hra2uxatUq92Z15aniATvW+rvOivGvnmv1S3nnKyvW863cWv22ONk+gxQOh9HU1ITbbrvNJSnfDTOSprQYnIyaM2cOamtr0dHR4cAnjZeNgEjKOGW6MlOFRH/zOd1iEZoVXnXkDGTsVJJVFgBuNxZdVDodZ6zXVVVVYfPmzfjxj38cyIKQVAg1cLPG2vJF+20zyRbI6L3VGADBlzNq2xSkWAqHx140t2XLlkDN60wTy7NWrVqF06dPO4dKOfC9gIpkHaPKrE+2bKChHyo3x8YaPx0TPWYVmAuYI5EItm/fjrlz504ITGeSd/q3oaEBd911F370ox+hs7MzsJheDbMapslkSvuogQflinLJwIKlg5WVlYFSKZutstksBX6ceYzFYvjYxz6Gxx9/3L0TgmNcKp+A8dmKOXPm4JZbbsHx48fdlLk6Xs3+2eeq3GiJipUJy0t1uFau7FhYR1OM2M5IJIKFCxfiAx/4wIy+88ZHWlqxbt065PN5HDhwICCPVl999pnyoM5ZwWA4HHZlUpzl1FIorYtXP1AoFCaUuVj7Z4F6JBJBdXU17r33Xnz5y1/GvHnzps1D3/XRaBSVlZVIp9Peclpr46hjvqSQyhrvo4GYLyCwQYiVTz7Tt37K/q9jVl5ejrvvvhvr1q2bFs+uhWjn6+vrsWXLFhw+fBiFQiEwA0SeqN+1szwajKp9Up1UedPjtG2RSASVlZUoFMaqQzTwZZtsFlptMNsTi8VQX1+PD3/4w1i/fv20ZE9lnHKjMqSz3Wp7bDUKSY9ZebJ4Bhj3MTa40GSBD9f5ggm23dpATT6Ew2GsXLkSd9xxx7Q2DNEZ7aVLl2L+/PlobW11/LQlor7KFLbVJpWVfxYT8zfll/JeAxb1M3Zs9KP3VZ7qvaPRKFavXo2VK1cG1l1fC01pRoMMCYVCmD9/Pi5fvuxAA3+znS52H5Iay2JGUcGdz0mrwVQDZwVXDaO91hrvaDSKPXv2YMeOHYF+T5eotAsXLsSCBQvQ09PjsqTqHOzUOGkyIGIDNXWoKuS5XM7V29m22fGZTAjVcVRVVWH37t247bbbZrzkx1J5eTmqq6sdb6jQwFjWkn3hGOtOU9b4Af5AwRc4+ECfOlktO1NHY8nKETMF9957L+bMmTMpUJwJ0uc3NTVh4cKFgZd4kSdA0CBRloAxOdTtQdURZLPju9uoXmezWaTT6UAG3pYGUD59ZVM6Xiw1KysrQywWw7Zt2/D4448HdoebSTksLy9HTU1NYKanUCg4YKv9ZDBkS0st+PJl5lSuNJBT+fIFriQLkvmb2hYCvdtuuw27d+8O6P1MBhzWgQJjs8QLFy5EdXU1hoaGArMACto0UNXf1QewX5lMxmWReR6fqbwmP4stuNUtX9XmU+7Y1rKyMtTW1mLPnj34d//u32HJkiUzxjMS+9zY2Ig1a9bgnXfecb/5dktSe2Z9qsqlJrZsqSN5Y0GM9blWNxWAW1ugfpnHw+Ew5syZg4985COoq6u7bqVTljiLcvnyZXR3dwdkXXlDPmoJrNpAtXuq10yi2CoJnR1T2VQdpd0sFmRo8okvS7v33nvx0Y9+dMbWV9FGzJ07F21tbUgmk8jlcm59qvX/xBUWsFpwy/NJPvsEBNe6aHLK53ctBrQ+nddarAmMJXrXr1+PZcuWTdvesR+xWAxLly5168SYRPPNhrLNeg9fIKF/fXy2vsX6FbWnxXANgKIyp8/hzM2ePXtKehHulD0xH75ixQrU1dVNUCifkClTSBaQsKOaZS7miFWxLUOVefxY5feBTnW2nIZfv379jL2l2QpSfX099u3bh+rq6oChZrs0S2mBlwW+xQQkn8+7BUq8pwWQyj8NVHzGg8qhwg/ArWX55Cc/iVgsNsFBXw+i/JE32n62UeXIBmUWzNnAwTpNey55p+tcyEu7das+2wasXAS+fft2fPCDH3RO93pmmJUKhQJ27NjhavR9MlDMCaqTJd+YuVP9I+/oaAkMybuRkREXgPgchzWMDJKZVW5ubsYv/dIv4c4777yuoKW5udkFuAxo1d6p/VGe2X4obxTsFvtug1wbkCmv1JbZqXo6jPLycsydOxef/exnUVtbe91n0IDxMSsUCpg/fz5WrVrl+KT9sr6DAa3dpUfBmW4aoPI2MjIywfbboE2vVTnjNZq1DIVC7j0t9913H77xjW9g6dKlM55YUbsZDoexZs0a1NTUBGyS2hcbuNvd2mwJlQIIa/t43MczK+fW9rFdVn95D8pYeXk5fuqnfgrr16+fsDbxetP8+fPdjjkqK8Qetr9Wvvibfb/P6Ogo0un0hOQLr7cySrs3MjIS4JG1J0rcPaumpgZ33HEHfuVXfmVGwLJSOBzGhg0bArtsWjulNs76AmDiC/LU9llQrXZQ+aA7zOk4qX20M916f4uReJxbbTc0NGBwcHBavFI9CoVCWLFiBRobG127rR4VG1flkS94AjChz5QhvcbiOL0P9dXaOE2yqN2zbYxEIliwYAHWrFlT0mY1U1oMDoyXI1RXV2P37t348Y9/jIGBAa+w+6IvDSS0Fped1NpJ62B9mRNftOsTRF5Dh6XTxdpeOuKNGzfi4YcfnrFtHy1/QqGx901UVlZiYGDAOWJrzC2ot2DGGngKvZ6njtUKoHUMygufcbBZCC6027t3L7Zu3RpwHNcLLLN8avHixRgYGHAAXtukzlUzeJwaZx9tIOUL4JQPKkt6Lh2H7n1O3ltjxz7Q6TY0NOChhx7CokWLbrjj1XbolLMFx7o43G4yYHlWLChWQER+kPcKnJmdtnxX+8GXaM6fPx9333039u3bd12DjFBobM//pUuX4tixY67dJDsTRBnQczRg5W/WUas+28DO/m/1W+2C6r/OlnIx8K233hqYrWX7rqfO8m+hUMCWLVswb948vPDCC24nIMsvlRE9Zm2Y9Q18Dss9bHCrvqAYgLE85IsZq6qqsHbtWjz++OMzDvIsr/i9sbERy5Ytw5EjR1xb1B+TRz6QYPXMghf9rn7AfvcFNMWSD/Y69f3A+HaszMTfqKQKadOmTWhra0NPT4/ji/VrCuIA/4yRBXgK/jTRpUkVPUfPVf9MUr4xscJtj5988slpb83qo0JhbJZ26dKlqKqqQjwed22yuEL7qMlFC6pVHhSf+DYO0DHQ660fKRZI8Br1ZTrGFRUV2LNnDx599FGsWbNmWryydrO6uhq7du3CCy+84HDJu9lUH7+Ux2y71U+VTeIdDZ5twsr6c/UVvFZ1lf8DcAm9D3/4w9izZ09JfnbKi8GVaYsXL8Y999yD5557DvF43DFVS1XIEAVQ2tliglnMCfsAoAogna5+V2W2YNoCwEgkglgsho9+9KNYvHjxlBk6VV6uWbMGV65ccULiq+OzQYZVYP34QAozKpNFzRQqLrLWNqhQK3gBxmYzli9fjk9/+tOoqqpy111P51EojM067dmzB9lsFidPnkQ2mw28l8VuHUy+aG2h9ludq/6vvNXnKyixWWUru2oYSQRC0WgUq1atwic+8YkJmegbRdFoFHv37sWBAwfQ3d3t+OaTGSBY4qKGHphYR6/6qM7YZlx5Hy6EtIYPGAd7FRUVqKqqwqpVq/DAAw/gQx/6kFtAf71kj/e97bbbcOrUqUCJnuqizwnzOw26AhS9v3UyNsDw6W+xD+9lA/CysjI0NTXhnnvuce9RIF1vudP21NXVuUCxpaXF1bUXG0PljyaJNFjgb7QFCo71Y3XTZgdV1/nOCQa3+/btw4c+9CHs3r070LbrSaFQCDt37sSJEycCSTK+N4j/a5AF+Lff1kSLzxfwu+q2Pc9XwqfXKdDT4A8YszU7duzAvn37rqu+TkbV1dVYvHgx+vv7XV909tsmA1T2LNC1WWHLOytjFgD7ZFh1l76OYG/37t348Ic/jIceeui68I/3mjNnDtavX+/WUlk5Ill9UR2yQZOe45vF0GvsbJNNLviu8wFrktq+X/zFX8T27dtnjGdKS5Yswbp16/D6669P6LsGs1pWq2Bfj5Ns4sMGBD7MbBMyeo76XRu0WfkDxuzMihUr8Nhjj5X8rpYpLwa3wr148WIsWrQo8BI/OythwSowLmw6EMDEhT/WgfCY/rWARX9X4bNtsIrDMpYdO3bgAx/4wLR2crhWfm7evBmpVAqvv/76BIelRpsgS/tNPipItoGX7a8FcXpMx8DySNvDMoJwOIz6+no88MAD2LFjh+PV9c7Ka5CzevVqXLp0yWVedMaMbdAAQhXaOmIbeNnMcy6Xm1AaxGvUgWiAa3kLjC9Y52zG2rVrA1stXi8q5pQikQhWrlyJUCiEl156CZ2dnROMGK/3BRxqyKzzUIOnpVKqz1oXroZOt6eksy0vL0dtbS22bt2KJ598Evfcc09gl67rmZEn/7g412bwKH8ke0ztHflkyzWs7PiSAgQtavd8/LO84HqWjRs3YuvWrYHFxTcC7NlnxGIxbNmyBT09PYFSNE0IWOBi9YxEObI+wWbibZZd9Z/Pog3hLHNFRQUaGxuxe/dufPWrX8WyZcsmzHRfT/6Fw2HEYjHs2bMHr732miu30e3hlUea7KOuWgANBN9vY0FdsVlb61P1PAu2NcjmnvtLlizBN77xDaxevXpCGemNIq5PKhQKOHToUMCXankJ/YgFtnZGljpp/Uc+n59QMmVtpgWDJJ25jcViqKysdOVSq1evvu4ltqFQCBs3bsTcuXPxzDPPuASQkrVjGqwBE2fTNAHgK7nz4T1rF+36KpU95a22EYCbjfzsZz/ryjanSxYTU+fWrVuH9vZ2tLW1eWdW+NcGCWrXmHRW28/frJzp2jLLKw1ufckAO6PEsVcsN3fuXHz605/G8uXLS+bVlEun7PdwOIzdu3cjlUrhwoULAeOig67HrGNWR2yz0ApglJG8Xks69B7KQGtEVUBVQCoqKrB8+XJ85StfcfsrzwT5HDl5UVZWhmXLluHUqVPo7Ox0+5srYLCGyAds1WHqtSR1MgoGJwOKbKfN2nLca2trsXnzZvcmcNu/602hUAhLly5Fc3MzTpw4MUGJFQj6QKzyywIQyxe7XkaNnf2uwYcFMxokVVZWYufOnXjwwQev+5uZ9dmWCoWx2lUu8nr++efR1dXlflO+kjTgsjxQObNGzhpKn8FUuWWZSHl5uQvMHn30UXz0ox/F2rVrJ2TlrzfFYjHcfffdeOmll9Db2+tkRHdlUQekgYTqL/9nhpm80hdRUoYsr9W52mCQZGWcJaG33HILfvZnfxa7du26YYtwLakcLlmyBPfccw/eeecdt32wdb5q47XPFvTabKfatGLlfDYws2syKisr3cz9Zz7zGSxZsmSCPb8Rtq6srAwbNmxAe3s7jh075oJwzmpQxoDxLLn6B00W8K/yQGXL+lh7zAbGdobTZqEpi7W1tXjggQewYcOG9yTAUGIJ0unTpzE0NBTgCTBxYbLKn+IU/V95yuMa6PqCXLULFlfx3TBVVVXYunUrHnnkEaxateqG6S1fdrlw4UJcunQpwB9+t9vH28DJgmk7A0Qe2qBWbaLqrx7zPUt9PwNcYGwTijVr1uChhx5yuxJOl4rZgJqaGuzduxff+ta3AuMNjJfY2jYrVtaZDw1IySvrM1ROVebsTIgPA6uNUMrn8666Z+/evXjiiScQjUa9WPZaaEbe0lRfX49Nmzahp6fH7b+sBp0N1zeV8hxmjTRbpUGDZgVsFoXKS4G1hk9BoQ6mjeAKhYJT6Icffhgf/OAHnQG/3jMahUIBCxYswL59+/D9738ffX19bvs7fbYaKa4z0QVTNvOkC2+VB5lMJlAj6XMQamRt8MFFw7FYzLX71ltvfc8cRyQSwfr169HZ2Ymurq5AJkopk8kglUoBGHsvgpYXAMGslB5XpSVf6cTVidjFmGpg1Ogxs1dVVYXm5mY8+uijeOyxx25IoFGMVNa4dd13v/td9PT0BAydBSeqb5Qnyp8aNj6D/LRARmWLWS8SZzJisRg2b96M+++/Hx/72MemtS1hqcRxbG5uxt13341Lly7hnXfecTM0uVzOvZmaZYS8TsGeL8iibupuXeo4aL9UBn3Ols/QjGcoNLYd6+rVq/GVr3wFH/jAB95TeSMVCmPvAli9erVbr3bp0iX09fVNmE20iREL8FTWyG+VRQuw1QnzGgYX/F5bW4tt27bhqaeewqZNm1BdXe3ucaP5xDFct24dOjs70dnZiVAoFHjPh/W3wDiAULum8kffGo/H3YwhENyJRhMBkyUXeC8dK9q9yspKbNy4EU8++WTJb7CeCdKgsrm5GXv27MErr7yCwcFBZ3u0nMpeqxteUA7sTIUCZyu/2gYNMgAEfAQ3HWhsbMTevXvxhS98AfPmzbshL9ZUqqiowKZNm9DR0YFEIjHBltm+qF9QOaNPthl23kNlEQjugqazTBoYKzax9o9BEPVGKy90HGa6ikBLQzdu3Ijjx48jmUw6mVN8pX1im4mTLV7V6yzG4DH6Dssv8lZ1WjGdL9hlyeiCBQvwmc98xu24WCrOm7bU8sHNzc24//778eMf/xh9fX1uKlyJnSPg04arMirjdW99/d23KE2NAJ2/BjXqvDSjSCCzY8cOfPazn0U0GnWCOhPBxmSZZBqXpUuXurpRBcnaZl6jAsRjVsnJI/LBXs/sqQV+1hjaaDwUGt/K7UMf+hAeffRRxGKxafGnFNJxWbp0Kfbu3Yv9+/ejvb3dOQktj9I3sQLjL4fTvdJt9K+ZE/KLU8ianVF+2yly8lPLpRikfeQjH8H999//noM+8oAGbtmyZfjwhz+Mo0eP4p133sHQ0NCEYF1BBh2wrd22pPwg/4DxGZVcLudKBDl+sVgMDQ0N2LdvH5566ik0NzcH9ne/kaT62tzcjFAoFHjTcC43VloXiUQCIIN9s45QP6Ojo4GARXlEnquNU7n0AV9d/F1RUYGamhp85jOfweOPP46qqqobDpZ9pNPzTU1NeOSRR3D58mV85zvfQVdXl0uKaImF5YmCDussbXDhA3Z8vm5dyzemP/zww/jABz6AtWvXBnzBeyV3BMe7d+/GSy+9hO7u7oCdpiwoWLaBPs+lneL29KRiiQBfdp48V5lUP04+RaNRzJkzBw8//DC2bNlyQ3lnSUt8ysvLsWHDBhQKBTz//PPOztlggf1XPGF9rdpC649tYkH9Kf8ygOCW3TU1NVi/fj0+/vGPY+fOnTdk2/NivGpubsbGjRtx+PBhjIyMBDCb9sl+V3/B8xOJhPufySXFc7zezuBaG6B6r0lS8oi85Vb4+/btw44dO1BeXh6Ybb4eVCgUXHkefUQ6nZ6QBLA2iX8pY9xcxvo7X8CgyXf1IcQ+FstY/KLE9SwNDQ249957sXPnzoD9KwUTz1h4zKnIdevW4Y033nCd1L/s1PDwMOLxOKLRqMui6H7qCmYskLNTaRqtaT1kKpUKMFsjONf5/5stjUajuOOOO/Abv/EbWL16tft9JoKMYqSCToX7wAc+gFAohJMnT04Aamq8eL3NNvuy6ypQ/D2bHXufgdZJ+gykBmesF41Go2hqasLHPvYxfOUrX0F9ff2MBWRTJTUqzMQ/++yzaG1txcjICGKxmFvISRBhjZIt1dAMIPnmW0hqQZ/+b40AMC5rFRUVbg/5z3/+826rxfe6lIDPJ8BfunQpFi5ciHnz5uHAgQPo6upy62A0WLVZK2vE9aVFeiyXywVmLljaw3GqqalBc3MzVqxYgQcffBAbNmxwb5zXZ91oHmk/6urqsHTpUrz99tsBkErjrlkstUWqs2rf1F7abDHtm8qbOl8FMGxfRUVFYP/zD37wg26m5b2WN5I6r3B47KWfP/3TP43z58/j5ZdfRm9vb8AhW1Btk0acMWSAomAPCO6ypg62vLwcVVVVWLJkCRYvXozm5uYJ72UBSn8J5HTIlmisWrUKg4OD+OEPfxiQG5sA6e/vdy+IIy/Yf8tPzuBrQKyJA2vffP/bMSGfFy1ahI9+9KP44Ac/6GaF3mvSIHPjxo1YtGgR3nnnHbcGRn2q5Qf1TXVUZckCcctrPheAk1dgrEqAQe7nPvc57Nq1C3PmzAnY5htJbGtlZSVuv/12VFVVoaWlBRcuXHBt0SDCJitt8nh0dBQDAwMYHR11CT+taOE1mgT1YRcmUG3Slb/T10YiEVRVVeEDH/gAfuVXfgW33HJLYKOi68FPTV5WVla6tUCc2dBdKTWR68NeQ0NDiMfjbq0w9YlEXijvc7mcK79lsOIrOSNPdVMTYHwmo7a2Fg8++CB+9md/FrFYzPWrVJqRQIODFolEsHPnTmSzWRw4cGDCtDWNfUVFBfL5POLxuAM23EmGIISCyYFgdEdmWqergUgmk0E6nZ4AZmg4CGrKy8tRUVGBuXPn4pFHHsH27dsDxvhGZBA0cJgzZw727duHkZERnDt3LuAc1WGyr1aRrVLqDI86A+73bbMP2ibem7zg+NTW1mL37t149NFHXZDBNr4XpGO0fPly3H///finf/onnDlzxsmkEgNTIPgWcZ/yq/HyKSn5y5kOHRPNWnERbiwWQ01NDR566CF88YtfdLua3ehMlSWVQQ0GwuEwduzYgWXLluHgwYN4+eWXkUwmAy9H076SqNPU61Ao5PSR11VUVLjvBIZ8C/Itt9yCbdu24cEHH0RVVRUaGhoCBvZ6L5r3kc3mhEIh1NXVYd++fRgcHMTx48cRi8UCM2RajqNyoXW61nbp//a4JlLUFtpMPZ0FZ8927NiBr33ta1i/fn2gLzcDqZ0liF+wYAGampoQjUZx+PBhXLhwwTlpXxaQssbMcFlZmfMXfIZd+K6OlWvztmzZgvvuuw+NjY2oqKgIJFEsQLyRpDxi21esWIGVK1eitbUVyWTS2SogWJrX1dWFOXPmuKwoA38LmPV/BiLqMzRYs8d1xpzPLysrQyQSQWNjIz772c/iqaeecu8YeK/J6nJZWRnmzp2LO++8E7FYDGfPnsXZs2edzVI9U1AHBP2e7nrI/2n/9Zm5XC4gs1zsvW3bNqxYsQKbNm3Crl27ZuwdXqWSyl1VVRVuu+02rFq1CqlUCpcvX56QQFH5YD+Bie/hSCaTrqqFQS6rIgqFwgTbpy87tAk/K8eFQsElsGtra7Fjxw788i//MjZv3uzt1/Xgmf6NxWK4/fbbsWjRIrz++utoaWlx/VSsYatteA7fMUVczHU7LDNmIEzb6FvLQn+hzyKmzmQyLtFfXl6OaDSK6upq3HrrrfjKV77i1m3aWeIp86VwHTieTqdx4MABvP76626PdGuImFHP5XJIpVLI5/OOgWVlZU6wODOhkRsFT50JGcfBSaVSE4IGdRbMzi9atMi7ZeF7RYVCAYODg3jxxRcDC9U4HU5hoWCFw+FAOQ/5kk6nnSCpgyZgsS8XslkxHmN9bWVlJRoaGrB9+3a388XNAlaA4GYD58+fx1/91V852VMl0RkaAhvNkgLj+1KTRzpjpoGu/k5+8xydyWCQwfdl/NzP/RwWLFhQ8jTkjaZCoYDh4WEcPXoU8Xgchw8fdjW7nBKmHCmQZka9vLwcqVQKfX19GBgYcPelYauqqnK1yAsWLMD27duxYMGCkl4MdKOJ+vr9738fx48fLzoTqf8DY/LHzBxtm84wkq/U6WQyiUQiEbB7dtYMCIKb+vp6bN26Fb/xG7+B9evX3/RyBgRBIEstjhw5gkQigaNHj+Lq1avI5/NIpVIOWPM6brBQVlaGZDKJrq4uJBKJgPNmAFZZWYmqqirs3r0bixYtwvr167Fq1arrutPgTBLBRXt7O/7lX/4F3d3dzk8C44AlmUwGMuz8SxtHn0A5tWssNBjm/7R1HAPfG68jkQjmzZuHL3/5y/jiF7+ImpqagOzfbMS25XI5DAwM4MKFCzh06BDa29sRj8ddoEtswnM16GXGmbNpw8PDrlRIbSMTEDU1NVi4cCHuvfdezJkzB5s2bcLcuXPdOo2bjQjmDxw44JJONtGkgacGvLRVxH3EKLyWuA9AAMNo8lh9sN3sgM/hLl21tbXYu3cvvv71r2PdunXXbfbiWu+bzWbx2muv4ZVXXkEqlSr6Lir+LSsrQzqddsGulsEzQR4OhwPVFvoeL+okj9mgRm0FA9rKykrU19dj9+7d+Lmf+zmsXbt2xvhWcqAxGZNpBA8cOICXXnopsMARCG4jFwqFnLNVB0Nm6XSlMpJCp0KtU0Y8hwMKjE/T0dHMnz8fP/3TP40nn3wSTU1N77kB1KHI5XK4dOkS/uEf/gF9fX0AxsEJgIAT0GlEVWJVUvLfBiGaZVWADMAFGY2NjZgzZw6efPJJ7NmzZ0YFcCaJbR8aGsKpU6fw+uuvo7W1NZAh0GyLBhpUWpKWDZCXusg5lUo5Hmrgy3vS6RDQVFZW4pFHHsFXvvIVzJ07NzDFejPy0kfUo7a2NgwODuLEiRM4evSokynyCRh/H0soNPZyxXA47HbM4dt56+vrsXr1atxzzz1uJoOO+v1CHL+BgQEcO3YMhw4dwpUrVwLggucBCNgjW3aipaC64DSTybigTm2gBsfl5eWBHVbmzJmDz33uc7j33ntdycD7lahTbW1tGBgYwMjICF577TW0tra6/jOpMH/+fMybNw/Dw8M4cuQIWltbMXfuXFRWViIWi6GqqgoLFy7EXXfdhcbGRqxatcqV87wX5XilkA1eW1pa8PTTT6O9vT2QydTSRsoWSQGHzpJrCQufpT5YEyv2hYdsUywWQ319PZ566in8zM/8jNvl52ZPrOgsGQAXqJ48edIFHcQlWn4GwM2cUwfD4TAGBwddAMiySi7yXrp0KW677TZs374dK1ascHbvZuOPbQ+x3auvvhrAdjpbo4lhBdNaqkO/au0k+UtQrYEFn6XJUfKf9i8Wi7kXCH/1q1+9bkGGjzeTnQfAYeKXX37Z+UniL8Wt7JsG8IrjlN+6NpKVBjrzTWxI/mo5KRNSxHlNTU24/fbb8a/+1b+a8ZdBTmtGw8dovd3o6Chef/11HDt2DJ2dnRMWMTIQUGbReRYKhUC21AYWBNjKOCuErpP/F/RxJoMlXl/60pewYcMG1NXVlcqCGSfb7n/+53/GpUuX0NnZieHh4UDwpEKkZWTFZjOUj7asDRjPdDELH41GXa38Zz/7Wdx33303fcZPsxx9fX04d+4cXn31VVy9ehWJRCKQAdbpSzVatmxAAzbldSqVCgQYuVzOZWZYJjVv3jysWLECW7duxRNPPIGmpqZAkMF23MxAULPMStRBGrH9+/fj6tWrSKfTuHLlCvL5PDZv3owlS5YgmUzi+PHjeOmll/ClL30J9/zfF8ZxVgOAM343s3wVI8pPT08Pzpw5gx/96Edu1y5g4pbLmsHSkgDaN7WJnNEguOPzmBll+U8oFEJNTQ02bNiAxx9/HPfff7/LfL0fyedfbJBWKBQwNDTkMqxr1qzB3Llz0d7ejjfffBOnT5/Gk08+id27dzs9I+izax/eT6RZ9Hw+j7a2Njz//PO4ePFi4EV0GqxqtpnyastbCGwoo5xJ52/Wr+gahkgkgoaGBmzevBnLli3Dz//8z1+3t6dfD1J5s/4gkUhg//79GB4eRiqVcnxsbW11G7hQH2OxGBobGxGPx3Hq1CkMDw/j7rvvxsKFC10p6O7du9HQ0BAo7dVZ+Zs16CVPRkZG0NPTg/379+PYsWPeMnn1n+pDgfF3TWnyjtdmMhkkk0mn31aW9Tnl5eVunW1FRYXbLOGJJ57A8uXLA2Vr7yVpsNHT04Pnn38eZ8+edUGrYjRb+hQKhQKBls4Sqa/gTLgmDay+A+MJFeLhqqoqLFu2DLt27cITTzyBpUuXzjjfrkvplDrUTCaDgYEBPP/88zh+/LgDZ3ZmggzU6Vt1tHYKV+vMVLgLhYKL0jiVFo1GnYOZO3cu9u3bh4cffhi33HKLWyx8M03ravkJwfGJEydw+fJltLW1oa2tzR0n0NPyC10zQJ7qzI9m7nUhFuvkY7GYy7zccccd2LdvH/bu3eu2JbwZFHcyUgCfzWbR19eHV155Ba+99hri8bgr1bOZEXW8nP5WWdVsjGb1OF6VlZWoqalBdXU1mpqasHnzZuzcuRO33367+433Vnm72fmpRD5Z8KrGL5PJ4PTp00gkEmhubkZ1dTVSqRTa2trQ0tKCRx55xK3Hsvd4v/BByZrQ0dFRt7bgypUrOH/+vCvlJIgg6TS3TQxoKSRLSAnoGFxUVVU5R7t27VrcfvvtuPvuuzF//ny3MP39GmgoWRBoj2WzWSQSCWf/BwcH0d7ejr6+PmzYsMG9bMrqHe/xfpM7668Ihk+dOoUjR47g+PHjbhcl3fZSZzfKysoCtfMqn8zYK2Ckv1FbyHOrq6udb/385z+PxsZG1NbWuvfg3OykPleP+dqu8nf69Gl0dnYik8ng/PnzqK6uxvLlyxEKhdDS0oI33ngD2WwW//bf/lssWbIkcG+COZI+y9eem4EsT3p7e/Hss8/i6NGjbt2FlkrZdRY6O6b4REv4NHmngYXiSm4BzIReQ0MDbr/9duzduxdbtmxBfX09gJvHv2r7AaCnpwfPPfccTpw4MaG0XcukNGBQjKwJKWDcj9h1bNY3cY1HRUUFIpEI5s6di9tvvx233XYbtmzZgoaGhglJxZng3TUHGlOdJgKCtfF9fX148cUX3Vuce3t7EY/HXdmFgj0tD9Jot1AoBLZr5bZ5jPoqKipQXl7uHE6hMFYrWldXh5qaGuzatQubN2/Gbbfd5jIJdlrwRgnkZIGNGnsta8rlcuju7kZrayu6urpw6NAh9Pf3I5lMBupINfDg9nGMdLmoNpFIAIDbThQYr1+eM2cO6uvr0dzcjC984QtYvny525VE60xvZlIeFgoFxONxXLp0CQMDA3jttdfQ2dnpFqUNDQ0FsihVVVWIRqOBDDOVWw1gNju273pTUxPq6+tx2223Ydu2bQ74bdiwAbW1tY5fPtCnZX3vFZUq95PNaFr5VqNXTH58OjHZM24WGSyWec/nxxbjtrS0oLu7G4cPH0Z3dzfi8TiAsbVsxUpdCEJSqZQLjKnPsVgMkUgE1dXVWLBgAe69914sWrQIt9xyC+bPn+9s2/sVRCtZ96TAwf6159usvy6Its94v/LIzjZyhufFF1/EoUOHkEwm0d/f79b6MailLeJsGXkEBHdC0hIr+hY+h4uYV6xYgXvvvRfLli1zu8MBQd2/2flbDFjZTDD/6vn0NVx/xu3x6Vvy+TyWL18eKAudjB83ml/FbKzvmLUpxHbnzp3D22+/jcuXL2N4eDhQysPNeUZHRwMJE96PMqV4j+VBXBtKnWXyr66uDvX19aisrMSmTZtw++23Y+PGjaiqqgr4l5kGzO9Gk/kr9pG61dfXhwsXLuDtt9/GlStXMDg46PRT138q5uD9fLMawPjmM/X19YF3KaXTaZegqq2tRWVlJTZv3uwwMde22X7Y/pTqe6/LjAYbZBszODiIeDyO0dFRvPXWWzh16hQuXrzo6t0plHSU/Mts4OjoKOLxuBuQW2+9Fb/2a7+Gjo4OtyVmVVUVXn75ZXR3dyOfz7udnObOnYtFixa9Jy/6uh6UTqfR09PjAq9Dhw7h5MmTbheBgYEBnDx5EpFIBIlEwoHp0dFRLF68GOFw2PGVZVKVlZVYuXIlHnvsMSxduhRVVVVoamp6T1+wNNOUz+fR2dnppr/b2trw5ptvoq+vD4lEAplMBt3d3W46Ehifns3lcojH48hkMlizZo2bvbj33nuxcuVKzJ8/P7CzyvvBwd5s9JPKM+org4tUKuV2IRkeHnY6yxexxWIx5PN59Pf3Y3BwENXV1aiqqkJ9fb1LnKxbtw733Xcfli5disrKypu65GKWbiwlEgn34sMjR47g7bffdqUVWu7U1taG/v5+hEIhV20AwCWkuE34+vXrUVlZ6YBMdXU1YrEYVq1ahTvuuAPLli1zJZA/iTSTyZj3MxXrTz6fR29vL06ePInDhw+jv78fV65cceXvBM5M5rFMluU76XTayV+hUMC8efOwfPlybN26Fbt373b27ezZszh37hyWLVuGrVu3IhqNorGx8abZ0awY2WSIzkT29va6mciBgQF0dHS4UlnqK2d/aN+5KYGuYYnFYti9ezcWLlyI2267DQ0NDQDGcPeBAwdcYnTbtm1Yvnw5mpqaJmzffb3ougUalmzmhTX0b731Frq6ulxZFWch1qxZg7q6Orz22ms4d+4choaGkEwmHVhOpVK488478Rd/8RcTFvMxMwiMvwznJ0nZfaTT34VCAe+88w7+43/8j06RCVg6Ojrw1a9+FVu3bnUzICzBmDNnDnbt2hVYh/GTzDedmeD/+XweP/jBD/Dmm2+iq6vLvW28srLSzSjF43H86q/+Kp544gm3/udm3CVklm4uog3UhY+6UcEPf/hD/M3f/I0LLHK5HNrb2zEwMICNGzfii1/8Inbt2uUW1+s7I4CfbF2dpdKIZSmUMx4DxhbQ/9Zv/RY6OjoQi8WQSCTcgnJuQc8M9H/7b/8N27Ztc/fQbc191QGz9P8OKbbjjMTAwADeeustl9ArFMbWrx0/fhyJRMKtZeQb2bu7uzEwMOBeefCpT30Kn//857F69WoXkAAIbOLyfsd1yjdW8gwODuKNN97AkSNHMDQ0NOElrnPmzEFdXR3efPNNXL16FfF4HOFwGOl0GhUVFfiXf/kXLFiwwK1Bs6VWuivhjaQb+j57jWnKysowb948PPzww0in027bQk7pLly4EMD4GoLW1lZUVVW5WQ064XPnzmHHjh2BIIZ7eLPO9P0sjO9GFFad7s5mszh16pRbeLZy5Up0d3ejvb0dIyMj2L17N+6///6iU6H23j+JRDkrFAouE8e+8w22nZ2d+O53v4sTJ04gm81i7dq1qK6uxqFDhzA4OOiU+SeVR7M0c6RORXfk4suQAGD37t2oqKjAn/zJn6CyshJLlixBQ0MDTp48ifLyctxzzz2ora1159Ph8p43a133LL23xLJi/Z8y87nPfQ6FwtjLxU6ePIkf/OAHSCaTuHr1KlKpFOrq6tDT0wMAbs2PlqTyfrP0/y4pdiAOmT9/Ph5++OHAb8lkEleuXEEmk3H26r/8l/+C48ePu5LlTCaDoaEhHDlyBNlsNvAiSZb+/CTN3Go5sb7Tbdu2ba6kUcv3uIPbxYsX0dXVhfr6ejfjEY/H8du//dv45V/+5cBuW0yG+jDejaIbNqMxS7M0S7M0S7M0S7M0S7M0S//v0Gz6a5ZmaZZmaZZmaZZmaZZmaZZmnGYDjVmapVmapVmapVmapVmapVmacZoNNGZplmZplmZplmZplmZplmZpxmk20JilWZqlWZqlWZqlWZqlWZqlGafZQGOWZmmWZmmWZmmWZmmWZmmWZpxmA41ZmqVZmqVZmqVZmqVZmqVZmnGaDTRmaZZmaZZmaZZmaZZmaZZmacZpNtCYpVmapVmapVmapVmapVmapRmn2UBjlmZplmZplmZplmZplmZplmacZgONWZqlWZqlWZqlWZqlWZqlWZpxmg00ZmmWZmmWZmmWZmmWZmmWZmnGaTbQmKVZmqVZmqVZmqVZmqVZmqUZp5sy0CgUCu91E256ejceFQoF5PN5d14ul0Mul8MPf/hDPPHEE3jqqacQj8eRz+fd5/8FKhQKgQ+P+X5/t/vwL/l8LdfcjLJt+3+t5/j6w2OvvfYaPv3pT+OTn/wkRkZGJvC92P1+ksn2s1AoIJPJ4Omnn8anPvUpfOlLX8Lly5e98vj/ChWTrWvVy3e7r+94MXl8P1KxfrybTE3GW5/c2nv+JNBkPPH11cqq+gH723Tl92ama+ljqbpcjP/kN3HLe8HXmXjmZPKl+G067SGvfPd/t2tniiLX9e4lUD6fRzgcRqFQQCgUmvL1ZFgp176fyPbP12/ykd/z+TxGRkYwMDCA++67DxUVFQiFQiXz+v1Ayhdr7KycTSY7lkehUAi5XA7hcNgdf7f73Kw8tv2ajKxhVL7y2ng8jtOnTyOVSuGBBx5AWVlZ0Wfm8/nAM6n/P+lEnkUiEezduxff//730d7ejsHBwQlGfzpy837UbcqE2iZ+9znNYk7S6iOP8VOMfDJ9M5O1a9pm2ijylLpFPQuFQgGfa6+3vNNnvB94c61UzO6onVJb1dfXhytXriCXywX4Vl5ejvXr1yMSiQR4SV5bu/eT4H8pQ1YmKDsaDIRCIaTTaZw7dw7ZbBbZbBaZTAbhcBjhcBhlZWWOV01NTViyZIm7Z1lZ2QRfq2240XyciWeprWH7bRKT333PLBbU8bxIJOK9juOlduB60k0XaEwnyAAwQdB/EhTZUrH++MC0GsHu7m68/vrriMfjePDBB1FeXu6um+qz3i+kAEX5Q6diwUgymUQikQCACYBG+RCJRNDU1OTOKysrC/DqJ03ufMGU9pFGMRQK4fLly3jnnXdQX1+P+++/f4JO6z3Uuf+kgRcf+TJzlZWVWLt2Lfr6+vDss8+iubkZjY2NgXNmwh6+34i8GhkZQSaTQTwex/HjxzE8PIxkMun0k5k/G5jwHgSD5eXlqKysxNatW7FgwQKEQiHEYjFnB/WZNzvfigUAFizz/3A4jJGREaTTaQwNDaG9vR2rV68u2k8FieRnLBZDdXV1AKC8n6mYTQLGArTR0VHkcjnE43EcOXIE8XgcuVwOoVAI/f39uHr1qpNBlbFVq1YhEokgk8mgrKwM0WgUq1evxi233IJIJIKqqirHu58UH8FgtlAYm6UlP06fPo22tjak02lks1kAY/p85swZ5PN5x2Peo6yszCWmNNBYvHgxtm/fjmg0img06gITxTjTxY43mtRWUa4SiQRGR0eRyWRw+vRpdHZ2OhlTmeEnm80GEjAM3srLy1FfX4/bb78dFRUVqKioQH19fYBHN9Lf3nSBBhCciiRZUKPn2oysgr73k+ABE4FIsYBismNUclI+n0cul8OZM2fQ1taGVatWoaGhwSk+KRKJeDOJ72eymXfNFmQyGXR0dCCTyTiHeuHCBZw9e9YpsSqyZlaqq6tx++23IxKJoLq6GkuWLEF5eflPTJZqMrKzGhq8ZTIZvP7662hpacEjjzyCJUuWIJPJ4NKlS85RV1dXY+XKlRMCXc0C/iTy0NouYIx3FRUVePTRR9HX14djx47h0KFD2LZtmwtk9dyp8uP9xEPLm2QyiUwmg2PHjuHgwYNIpVIYGBgIgBNep5l7q6/8nQDmrbfeQlVVFUKhEO666y5s3boV5eXlqKqqcr6D193svLO+DwjyMR6PO71raWnBmTNn3LFXX30VkUgkYOPU97LcNp/PIxaLYeXKldixYwei0SgWLVoUeObNzicfFZu5icfjaGlpwcGDBxGPx5FOp9Hf3+8CB2AcFBPc8R6jo6N48803Hf+YhDpw4ADq6+uxePFifOQjH0FdXZ2TwZ8Eor8cGhrCm2++iZaWFiQSCfT39yORSCCTyUyYlSwrK3OYAxifNcpkMshmsxgcHMSlS5eQz+dRXV2NV155BaFQCB/72MewfPlylJeXOx8SDoedDXg/6C0w7g+y2Sx6enowOjqKI0eOoLe3F/l8HolEAul0OjCrYbGvYhTqayaTceccOXIEoVAI8+bNw5133olly5Zh7ty5E2zk9eZXqFBs3vkGE7NWhUIBQ0NDOH36tFPydDrtptSowCRGz6FQCA0NDbjllluwfPlyAEBlZSWi0ej7QuiUpppVY6aKCsyAQhVvZGQEFy5cQHt7O2KxGNatW4dwOIzR0VGk02ksWLAAe/fuRW1trctc+Upe3o9Epcrlcjh79qxT5Hg8jnPnzmF4eNhbD6nZUP5Ox0JZzeVyqK+vx6ZNm1BVVYW6ujrccccdEzKl73dS3uRyOSQSCbS2tqK2thY1NTVOVi9evIh//Md/xIULF7Bx40asWLHCgZyBgQFks1nEYjGsWrUKoVDIgcY5c+bg7rvvRkVFBSorK3+i5O/diPL5rW99C08//TRqa2vxla98Bdu2bXPn/CQGXpay2Sza29sxMjKC4eFh7N+/H93d3Uin087Ga4adpRSqp5qRBsZLHJVyuRxGRkYAwPmHBQsW4JFHHsGKFSucI34/Z+xPnTqF4eFhnDt3DhcvXsTo6KizYVpSS55avuVyOWfnCP4IYGpqanD//fejtrYWdXV12LBhA6qqqt6bjpZAxfSot7cXbW1teOGFF9De3u7AcCg0VnLGRJKWnwFw4E79DJMu2WzWZajJy7KyMuzZswe7du1CQ0MDli9f7kpc3m+Uy+XQ3d3tymUPHjyIoaGhQBaeCSQt08lms46XmgQg2XWP5N/o6CjKy8sRiUSwZcsW7Nu3D8uXL3c+6P0yIwmMyWFbWxsuXLiA06dPI5FIOP30VeZowDE6OupkzSYKGHDwPGI8AFi7di02btyIZcuWYdOmTaioqAg843rRdQk03q3RdmZiYGAAb7zxBjo6OpBIJDA4OIi+vj4nWDR+ZWVlzvgB48LIjEJZWRlqa2tRXV0NALj77ruxZcsWAMCcOXNQU1PjbQvpZhBOOxOjvLS1tPF4HENDQ7h69SqOHz/uhK+/vx/JZNJNL1LwRkZGXJaFU5m5XM6d29jYiIqKCqxcuRJ33303Vq5cOWG6jW0Ebg5++UgzkgymcrkcTpw4gZdeesmVXZA/Wl6gQQUVmMEtlRiAyySQr3TkFRUVWLRoEe655x7ccccdiEajXsD8XoHGYvLlWxtFPg4PD2NgYMD9PzQ0hEOHDqG9vR0AXBIAABKJhNtkgE5aM6MsSaBcMkiORCKoq6tzZQb79u3DihUrUFtb64Al2/helm3YGTKfQwDggHGhUMDg4KALZgGguroa9fX1GB4eRl1dneP7m2++ib/4i7/A6OgovvzlL+O2224LzO7wucVmde1s0M0KlC3fstksWltbceXKFRw6dAiDg4POLgH+dRXqjKmXNlmgmT6VIeuM6azLysqwYcMG7Ny5Ezt37kRNTc1NGezaIIHyk81mcfXqVRw9ehQXL15EPB53fNLZHpKWngEI8FBtH0Ee+TQ6Oup8bmVlJR544AH81E/9lLN1Ok5WV2+WYJl8GB0dxZkzZzAwMIDz58/jwoULyGazgTIegmWVQf4lb5RfykN+12CDfjoUCmHRokXYt28ftmzZgmXLlgUy/L42v5e8UzuTz+fR2dmJCxcu4OjRo+jo6HB+EIBLsmmC2LZf5Y9+2Moi9Y/+ls+gD6+ursbdd9+NrVu3YtOmTYjFYu85n0jF2pHNZhGPx3Hw4EFcvXoVQ0NDbnasGNkkO7GHlktpcKab/GQyGYyMjCCbzWJ4eBjpdBpz5szBT//0T2Pfvn2orKx0z7lefLvhMxrMSBUKBVy4cAE9PT04efIkTpw4McEQqkPVTAvvo1lmdRpUZmDcIe3duxfr1q3DqlWrEIvFsGDBAm80dzMJqA9MZLNZXLx4EZ2dnWhtbcXly5cDCgqMl05ReMkXAm4aRhpHgr1sNotUKoVEIoFoNIq9e/firrvuwp133oloNOrAy828kE3lK5lMoqurCwcPHkRvb69TOGZDfUBMd7Kg8gIIKDXPI095HjP9o6OjKCsrw/z58/Hoo49iw4YNWLhwYdGMy43iIY2QrQ+206iFQgF9fX04f/48RkZG0NXVhbNnzzo+kJiF8wE9vacCITpcredNpVJIp9Mu+5LJZBCJRLBnzx584AMfwO7duwMLV9+rkj7LIxuw0RYBYzM7ly9fdgsfe3p6XGA1f/58rFy5Eu3t7Zg7dy6AMcecy+Xw+uuvo7u7G1u2bMGaNWsCiyQJmBmkkUKhECKRCCKRCObMmYN169ahs7MTixcvRnV19U2RGCiWOMnn8zh16hReeukl9PT0IJFIIBQKuTpsttvKrtUf1VWd5eAz+Lt+VFaZ9RsZGUFFRQU2bNiAvXv34s4773Q8fK8ypr6kADBesx2Px9Hb24tDhw7hypUrSKVSABAo8yEpUFTfqskABSo2SUAd5iebzSISiWDRokW4++67sW7dOjQ1NaGpqaloAPxeyiHtB0uJT5w4gZMnT7qgLBKJoKKiwvEsEom4DLry0fKDvhSAs2/Wj6j/ZaVGOp1GNBrFqlWrsHPnTtx///2YO3duIOlD2QfwniQP1JYXCgUMDAzg0KFDOHPmDFpaWgAE9YEBmtp+8t3e01aosJ86+0aZZ7BLvJJMJjE8PIxMJoO5c+fiYx/7GB599FGUl5cHZjtt+643+ZJ1wFhQ293djTNnzuDKlStuLahNdPI6m9RS/6I6az96LflGfMfvtBErVqzAY489hnXr1mHOnDkBfMdnzwTdsBkNDQIGBgbwyiuv4OLFixgcHEQ+n3fTa2oE6UDpKOhgVZE1KtZsPYWXoJo7GyxduhRNTU348pe/jIULF7pg42YAy1YpNFuVTqfR29uLN954A1evXkUymXSAmR9OQRLAkW90xBoNp1KpwJhQADOZjKsN5KKij3/843jiiSdQWVmJysrK99TpTkZsF8vELl++7DJUFpxqplINnQ1g1ekqWNFsHx0O5YwZFwYca9aswb59+7Bnzx7U1dUFMjXvhfMtJme5XA7pdBqvvfYaLl++jN7eXsc33TVF5Yz30/U+qouaqRodHXWzarrl7ejoaGCr5VQq5ZxJXV0dPv3pT+PRRx9FTU1NIEjSPrwXpG3I5XJIpVJ45ZVX0Nraio6ODjeLEYlEAoE+9Yo6F4lEXFKA5RkELxpoKNAcGRkJBNVsQ3l5ubNrmzdvxsMPP4xwODwha/VeyJwFTclkEpcuXcLzzz/vyhlp08gHBak2M8+PLiZV2eNzyEcFhQoMNeil3CUSCVRXV+NTn/oUPvzhDyMWiwX68V7wTQNtYMy3Xb58GZcvX8aZM2eQSqUcj+zMgk/nlX++RIraPfUVml1W31FVVYXKykps27YNH//4x7FgwYKAndWxvNGktiqZTKK1tRU/+MEP0NHR4Wwb/agGGww+NNBQnmnwoMlO6yPU1invmGAhjrnnnnvwuc99ziWmgOCC/PeSuCHDD37wA5w+fdqViGnSjm1Uf2EBMzC+o5L+tXqpiQUN2jRQi8fjLrlXXV2NDRs24IknnsDWrVtvSKb+3Yg61N7ejitXruDcuXOujAmAkzGr22oneR9r8+xsBoBAsKEzGjqbRrkdHBxEIpFAZWUl7rnnHjz55JNukwySjsF06LrPaPD2o6OjePvtt3HkyBG3awgwvnhbF/ORbAbPTuvaqJhgRpWeTpnAhoO8YMEC3HHHHfjEJz6BOXPmvOdKTCI4o9BlMhm0trbi2LFjaG1tdXxSwBeNRgEEyzXoMChU7D8wrqwMPjQYI8hLpVJIpVJIJpMoFAqoqqrCww8/jF/91V+d0OabIVMFjC/wPnLkCN5++20H4thG3/Z4aux4D5v59GX3NMAl7/i7nR1KJpOIxWLYt28fHn30UfT29mLnzp3vSV1zMcDR1dWFlpYWHD58ODDrA4xPf4dCIZcJqaioCOgeZY/35OwbQSCdrOonjSAdL6d3U6lUwJkUCgWsW7cOTz31FHbv3h2YSbmRGT4bYPP/bDaLQ4cO4Uc/+pGbBtesHgAXGJBnvpIcW5tLHtFh28QD1xkwkCYPWV5QVlaGxYsXY8OGDXj88ccxMjKCxYsXo6qq6j0DzOzXlStX8MILL6ClpQWFQiGwMFSDCpICGL2nBv60iSxNsb+TV0yoFAPXtH0MFD/+8Y+79RuaILjRpEBkdHQUhw8fxiuvvILR0VFEo9EAGGY7VS+VyA/rV3V2VkGN+goFOATOOsuRy+Wwbt06fPCDH8Tdd9+N2tra92yXJdU3lpY988wz6OzsxMjIiFt7obrHGQzqr90kBQjOaGuiSf2Dyp4mqSh79MsMNnj9xo0b8cQTT2Djxo1obGx8T5N6fC5LfY4fP+6SAjpzoCVf2kYNkJQf+lHMQjvJZ/sy+ZQ34pShoSEkk0nnK6qrq/HBD34QX/jCF7B06dJAW64Xj+wMBv/29fXh0KFD6O7udrO1+rHbzyoGtv2nLtr/qZPkD6+hPFmMR/8wMjIS2Cziwx/+MD75yU+6nb5mUuauW6ChhqylpQUXLlzAO++8g1Qq5RSZYEYdga2Tt0BQMywKqFWhCYYKhYLLHNAQEARSoB966CFs3LgRW7duxfLly9/TumYdipGREVy9ehUXLlzApUuXXF27AsBcLhcwiBb4qZPQrJQaRfKCfCGPEolEoB4ymUyioaEBH/vYx/D4449j4cKFLutIeq+zyywnO3LkCFKpFKLRaADU2UDDN3thMwbW4SpvgfGpSc0yqyEkWCYAnTdvHhYsWICf+7mfw9q1a2/4LhkWLI+MjKCjowMHDhzAwMCAM3yaZWcZC4Moyp2VOQ0syBs9rkZPDSV1lAEG+ciZDvJx7ty5+Df/5t/grrvuCsys3WiiLSI4OH78OF544QUMDAwAgAN9ClCs7ITDYReskWdMHJDXxWQUGK8NB8bXIlCXqa+ZTAbDw8OYN2+eAy2f+MQn0NzcfMN5RmIt/JkzZ1zihBlkYBwgc2x1TQ7/V8eqMkg91Qyy1i5b26eZPvUrDHiTySSGhoaQzWaxfft2fOlLX3K7Lt1IUltDYHv8+HEcOHAAuVwOFRUVrk3khw1aeb0m8mzSToMMXQepOksZtskq2gYGusPDw6ipqcF9992Hz372s6itrX3PdlnK5/OuFPTEiRNobW11wS2DDK2Rr6iocLqrcqf302BLPxYQqn2kXHIcdXZXA45CoYC6ujrs3bsXn/jEJ5DL5bBixYr3JKkCjK3JO3jwIN58803XBzvLo/yywFtnMn0JAF9AqwEwjwPjgTH1lsnQoaEhpFIpl8iKxWJ4+OGH8bnPfQ6rVq3y6sP1IiYEent7ceDAAbS1tTl7T/xGHdU1opTJYrzS2THFw5pY1zYoL+lTOfPOpMDIyAgSiYTz/ffccw9+9md/FgsXLpxRnlzXQKNQKOD8+fN48cUX0dXVBWC85tFmEIDgy4WA4HsMaGAptLoAi9dq5llLWghklOF0xslkEtFoFHfddRe+/vWvByLgG0U229fb24u33noLXV1diMfjKCsrCzhigkHyS4XWZt/VkQIIOAdm7xickT/ZbBaJRCKQWSaAyefz2L59Oz7+8Y/jsccem3Tx2o2iQqGAlpYWPP/88xgYGEBlZaXjkWYgrcMgj3gPflcDqLNlNpDT3+xU5vDwsJNZOl5O8WazWdx222346le/io0bN97QaXFV997eXhw+fBidnZ1IJBJON4HgnuYsX7Q7q/A8zTKxRJHgmjxRveS5GuywbpQAhueRb5lMBslkEnPnzsVjjz2Gr33ta4Gp8RtJBKMvv/wy2tra0NXVFdh8gQBGZ2Sts/Vtwa32Tmc2yVMguL8/MMZ/6i7PJS/pRIaHhzEyMoLm5mb8zM/8DO666y7MmTMn0J8bIX+jo6O4cOECfvzjHyOVSjmgopk9dbSa+VO5tTM9NutnM3yqowqa7QJdBXo8b3h4GIODgxgZGcHWrVvxC7/wC9izZ88N21FO+53JZPD9738fra2tGB0dRSgUclvyKmDRGTAFfBqo2mTKZMDOgj+W+qjeK6DR8rNEIoGVK1di165d+MVf/MXAepfrzTfKxtDQEJ577jmcOXMG2Ww2sMBbF3yT7HoMLW+xgYMGqbpNus3CKz7R2QvOrulsJJNTmUwGu3btwp49e/DEE0+4TW5uFFGX9u/fj6NHj7pkp9o5LdNj/zhLpMd4Pw2a7YwP5cmHYaiXKpfk/9DQUGCHUib9QqGx7at/6Zd+CRs2bLihMxp9fX146aWX0N7e7oIy4l4tK1Pfr2Viqqfsr/1Y3ik/eY1iEvKXayLJV/oJ+tkHH3wQX/va19z6wZmgae+pZo0G/+dMxosvvoje3t4Ak/U7iYBGgYwaWV6jzljrdQH/2z3tFBAVvaKiwi06HR4exg9/+EPccsst+MxnPuMAjF53vUj5l8/n3TqMjo4OFAoFxGIxVFRUBBybBhe8jvyjcKlh5DH2hcaV5RX5fN4FDAQrvF8mk3HKUFZWhkwmgwMHDrgX1u3YsQP19fXXnU8+nhUKY4uW33nnHbS1tWF4eBiVlZWBKV2SDTQUqCnYU9BnlZ1OxDcLQf7yflpaVFZWhlgsFgBHb7/9Nv6//+//w6/+6q9ix44dE9p7vWlwcBCHDh1CW1sbgGAWnnqoM2gW8LFcRwGhJggoTzxPdx/J58em3ZlVUd7pOJB3vL6iogJXr17Ft771LSxYsAAbNmwI8G6m9HUyIET7dPXqVZw7dw6dnZ1uvNl+AhVr4/Se1GfqF99nwPOYRFEnznZVVFQEAt/y8vJA3/XZnC3IZrO4cOECfvd3fxdf/vKX8elPfzqwGcZMZ/xs/mpkZAT79+/H5cuXnX0p5njZD5291cyenqM6akGNJg70nurYaf9U5hRY87zR0VEcPHgQf/RHf4RYLIZdu3YFdGImss3qv6xeZTJj76K5cuWKW7DOj/KQZGvb+d1mkYHx8irlDc8jj9gmtkvbSfmj7PP76OgoIpEIzp8/j8HBQaxduxYPP/xw4IV16qtmglTuCoWxhcsvvvii28yCO2PZj/bdAmeSHtOx4jm8lwYZFoCGQqFAJQB5pzNF+nyWFy5evBj33nvvhJdLzoTsWbvJMU6n03j99ddx7NgxN7Y6c0E7p4lO6y8sH9VuqQ/RBAzJyi4BMxAMgPW5xEBcA/fSSy8hFArha1/7GjZt2jRBzmbCV+j3QqGA3t5evPnmm+jp6XGzY7R3WobM59uEivJI7b7qnNo5S8pr2jDf84BxG0gfkU6n8eyzz6KsrAy/+Iu/iLq6Om+fp8q3aQcaCjb4fz6fR2trK370ox+hv78/oFzslIIDNWYqgMykKsBjEMN1HYxs1Slp25TRVvDpsPP5sXcq/MEf/AEGBgbw5JNPYsmSJe6660k2w3zw4EG0t7c7HhEMaKkKDZNmXsgbztyow+A9tDSDYIa8j8ViLmtQUVGBXC6HWCzmMgN8Bh3zc889h1Qqhc985jN45JFHbujMBp/DdT/nzp1DOBx2QYYqkvJG+aeBB2XCyrI6YGs81VFThmkAyCeCR8ozs9wMds+ePYvf/M3fxC/8wi/gvvvuC6w9mGnQp30bGhrCq6++is7OzgkzFzSKaty0VE/HQI2hJhCojwr21IBaY0cHU15e7jJadBjA+O5WBM1dXV34D//hP+D+++/HH/7hH07YFeh6ZUw53l1dXXjxxRfR3d3tHC75ZjN+7CcdIkn1UM/VPmtQpnaR8kpnS93TRYbARCcyMjKCnp4e/MVf/AXi8Tg+97nPuZcC+hzWdPhkdaq7u9slA1hGwFICDY6AYF23+gl1sPosBX86E2RBO4M3/k4fovems9UZIoLpkZERvP322/id3/kd/If/8B/ci/5mSubIM5WTQmFse+Q33ngDFy9eRDqddnZOEyrUH22LBhI+QESivpMf2hbLb55PwKcAk/JGP1NRUYFYLIZsNou2tjb83u/9Ho4cOYLPf/7zWLt2rbvXTJGOQaEwts37Sy+9hHPnzgV45APMNsi1vLKlj+QfeaGypnyhDtDGMsgmUeZo79RmkJ9nz57F7/3e7yGdTuORRx4JJMdmIsD13SeRSODgwYM4evRooD86k2HXFwATZ4Ns4KVZdsoY+Ucfqh/lO6steFxL1gAEcCP5ODo66ra0//rXv47Vq1ejsbFxRvTVp2v9/f14/fXXXQUPfaIGHD6ZV3vPe1NubCKgGPZQ/6yyqoEL/ZBiEU1GVVZWoq+vD9/61rdwxx134N577w2846VUns3IW2JUuZnJuHDhAnp7exEOhxGNRicwWhmuoFgdhc2+aJbZZl94TJ2cllrpwFBRmFUtLy9HRUUF4vE4/vAP/xDnzp3Df/pP/wkNDQ0zwZ6ipELKOsje3l5Eo1GUl5e7LWVpdGxka6cvKVjq5BXo8RrN1DEDBcDNYDDQoDOmotDx8ryDBw+iubkZDzzwwHUrJShmEHK5HNrb29Hd3Y2ysrJApkodhjpUq7jWsaps6cyHzqRp0FXsPtoOBhu8H4/TsJ47dw6///u/j66uLjzwwAOBbXCnYwitAWTbcrkcDh06hJ6eHlfXrdkWBcvURZU91XXVVRo8PsNmkWkIKZfkiyYYGKCQv/Y7g2BgbHHiSy+9hNOnT2PHjh0zwjPlUzHK5XK4fPkyuru7A+WMsVgsMObUQfKTAIOOlzzkPYCgky4UguvPVFftWKi+cyzVsbPMhsHkxYsX8c1vfhOFQgFf+9rXZvRlYb6kU3t7O1577TUkk0lnawn2AEzQDU0A8D7Fgg0FKvQZmmixtl/lVO/L68gvlsFoGRbH5OjRo/jDP/xD/PzP/zx27tzpZi9ngmyAAACdnZ24ePEiUqkUYrGYexmo8oulGeS59pl8CofDDqhp8s6CQdsXvV8xssGdyiKrBzo7O/H3f//3WLFihdt6+XpQoTD2jqk33ngDly5dcnpm8Ye11Uq2FEU/AAIzYep71VaxLeQvx1NLrMh/6rren3wsFAo4c+YM/viP/xjRaBR33323wwYzQTp2hcLYrlyHDh1yrxzQ2VEbaCjf7CyHBcM2eaAzOJoAsH5L9VqDC7tewdpGtm90dBRvvfUWvvGNb+CLX/wiPvKRjwRmgadD2v98Po+TJ0+is7MTAFwlCpPGGqxpMGb1Rvviw7xq+3VWjcGK+g4fplHd1OBEk87xeBzf/OY3EQqFsH37dldGVaqPnTEPQ2ZxN4yjR486JjOzYRVcjTwQ3Pdbs0kcGAUwVFwykEJIJjMzSuK96XTpjGl8otEoMpkMBgcH8eqrr6K/v99l+6ZLdnBUAUOhEAYGBvD666+jp6cHoVDIlbEoKFGnS6Elr2xGRhXWlriw/wRBFE4CapvZYLRLgWTWeWRkBENDQ/jud7+LBx98EA899NCM8MqST6gLhQJaW1tx8OBBJJNJJ1++a9RoWdCsDp18tU5VZUjvw9/UsPnAjSo0P2VlZW72KBwO4+zZs/j93/99tLe34+tf/3pgH/eZ4Bu/x+NxnDlzxiUAALhnabZP+2f7peDMZoj5rEgk4mbCmKnjeRqUqRxrEM0EQCgUCmS98/mx2lu2dWhoCP/+3/97fPOb38SaNWtmNNggWVk5evQo9u/fH5gppI7QruibcGlnNIijvikIYZs1Y6qzO9oe3ludiQJGznbyOdTzaDSKbDaLiooKJBIJ/Pmf/zl27tyJu+66K9DXmeIZMAaS33jjDXR2drpxU/uvQYUCFT0HGNc5LWnS2W71BdoO2kYubuZ1Crh9xLUHusCXMsCSjHw+j1//9V/H5s2bZ0zmNKAKhUJoa2vDa6+9hkwmg+rq6gnvdaBc6a5TWueugQbvq4EYn6nlOgp8bDaVH/pTq9c6nkw+MZlXVlaGVCqFP/qjP0J5eTk+9alPebPi0+EdqaOjAy0tLU4XiEUUKLOdtlpAAzHyQANYBc3kLddRMYC2JcwMYMkzyp0vg61BBtuWy41tAPCnf/qn2LRpE5YsWTLBdkyHiKEKhQLeeustnDp1Crlcztk1HVNNqOhsLO9jg132z4JeYhPfDKS9TjGTvhdCZyYZwLGNiluy2SzOnTuH733ve9ixYwdWrVo1bZ6R2N+rV6+ivb3dyZbOnum4Kg5RnhF/AMHd4tT/Kl8Vy6jM2MDL8t7+T9kGxsv/ysrKcP78efzxH/8xfu3Xfs0FGqXK2rTn3VQx4/E4Dh8+jHfeeccB5qqqKlRVVQVqSpmV4UwHp4FpDPhXf6ej5DHNwtoBVQPM31VRGPQowOL3SCSC7u5u/Omf/il6e3unyx4A/jpNKtjo6Chee+01DAwMuFkMVV5dSET+EdiQN7bP6rjp2G0kXcxx2Iw7nTRBDbPOfF5XVxe++c1v4vjx4zPCK0uqFPy/vb0dr776KgYGBtyY2YV91pH6eEq+6oybAh29TgNjHVP7HAW7NlOmQJRrb/h7f38/nnvuOVy4cGFG+aey19vbixMnTiCdTrtZKqsr5An5orzRbR81U2MDFOW1T54IdjSbojzTMdfpZB1nfj948CB+67d+Cx0dHRPGY6bp5MmTeOWVVwAgwBPVQ832kT+Wj8pj6qh+J/jiGEym7yqr5IuWppIf+ky2qb29Hb/zO7+DkydPzmhGnmOcSqVw4MABV6vMTDxlxfaLn8rKSucj1A9Y/6E2kedZH6DyYrOKwMTMoYJxLs7V+nnKaT6fxyuvvILnnnsO3d3dRQOWqZLK/YULF7B//34MDw+7/toS5KqqKtTX16OhoQE1NTXOr/JcLSNRm+YD3Pa7/lVZsrqsmX19Bkl1oqysDN3d3fif//N/4sUXX7wu+ppMJt325qp/lDc7q6b9sX1VvQiFQoEdBTWxqaV7ABxesYGz9VFqH/lctkvLpxlsvPrqq/i93/s99PT0zJjOAuMBz/DwsAvQrK6o76qurnbvTYlGo05XqYd851ZlZeUEu6e2SPVTZRKYuIiegZBufc5dp6inmvBidp5tDIVCeO211/Dnf/7n7kWD0yGV3f7+fjdrS5mz/bOzZ+pvrf/VNZN2bYdPlvTedraJOmpngtkGnsP/dU3wpUuXcPny5QnJianStGY0VND7+vrw+uuvu/2ptY7UMsxm4JUBuhCPoEOjf63n09INMhsIMs9Op6mD0+lyHcRsNounn34aGzduxOOPP37dpnh7e3vR29uLVCoVMMQqKOwLScEv+8bIltG9CpiCbs0K2EytdQ6aadJInNkDBd6HDh3Cd77zHdxyyy2ujIDOeLqZeRLb3NbWhv379yORSAQAMTPHNlOkQMvOEBFQEGTYch+bvbJ/y8rKnLwqP3SmxDoDOhJmi1hXn8/ncfr0afzJn/wJ/vN//s+BLTRL4aPNWHDbX44rsyeqk9Z4WTDGttgyMfKd31XfqFtqyOgsNLOjz1MHpzMizO7rzjH5fB779+/HW2+9hYceemhGS/hUR5LJJC5cuIBMJhPYLIKOl7MYatvYfjselmd6XMsabaZQdY8zYhYsKmC097XJiEgkgrfffhv/5//8H/zrf/2vAztRTZfy+Tw6OzvdmgxfQkTtNcdNA1Z1bDym5WOUDa371nHjMQVw1HltC+VU76XBhrVnah/+7M/+DK2trfjGN76B6urqQKJhqqT2eGhoyCWg6D/5TNo7grq6ujpXzsoZP2bZVVdVD9W2acZebZdea9tpgxKdAdBARjP9nA3PZDI4d+4c/v7v/x7btm2bdlmGXpvNZtHV1eV20eO4K+izesU+8XolZvp1NzyCrmg0ilxu/L1JDIK5Exgwjmesj6YdKxbM2QQVdWh0dBTf/va3MX/+fPz8z/+824jFJsBK4d3g4CDeeustl4jSYIjP12DeJjVJyl/FWCpj6n81wNCyT2B8dykGcyxr5Ds0VCd17Oz6JerE8PAw/umf/gnRaBS/9mu/FtgQo1TZy2QyaG9vdy/M1MQJZV9LyqxNt1hMcZ3aL9VXTXyQT7yW99ZSKvUrvB9thJKVw8HBQXznO99Bc3Mzbr/99gnJ02ulaQUaCmBTqRS6u7uRTqedAbRZT5v18wFgVWrNNilT1WiqkOsA2WlOnRJWEGOzXTQQvb29+Pa3v41bb70VGzdunA6bXNt0gLLZLFpaWnD+/PkJdZCaGdKgSR2mRv3kiQorBZiKrGNGgGx5qUKkU2kcN11roOOfSCTwd3/3d/jUpz6FZcuWASgNHPtIDVYikUBLSwsSiYRrF7MVlBPNaigIo7LzXupUVfFtYEAnqvynPCk/tcQACJYC8RzWhep3ZoEo99/73vewfv16fOELX3CAtlTQwr4y0EgkEgF+aPsVzKiOEkBocEpSHtJJhMPji8HJI72P8kjbSlmhvBMMamKBfFX+RiIRDAwM4K/+6q+wdetWNDc3l+wwivFwZGQEb731Fs6ePRsYb9VVDZI0mNMAlPckLxQ0a58oS3QUvC8/6rR1DG2/Ve6ZeVVZj0ajSCaTeO2119DT04OmpqZp8459SafTOHnyJAAEymZt0KEBmfJRdcfqqU0++ZJNCqB91yk/1QZqQE0/xMW65Dl9GQCkUikcOnQIfX19blOCUkELnz06OoorV664d+8wIwyMzaRVV1e72UiOr763R0GczVwq4CWfdBZHSzPUFtrvWrZG8gFl5S8/LCX9wQ9+gCVLluCXf/mXUVtb6+5dqgzm83lcunQJb7zxhhszDWw12antpMzZ9xFY/KHb5Gtgy80D2Fdmzzlm3DpZ+a191IQon6eyqHyMRCJIp9P47ne/i7vuugt79uzxBidTIYJ0vttGZxj4TPURlDsNKFWX7JgwqNKgg36QAQCTBpqAUqJ86rtvuB019UPtG2eUSHr/RCKBF154AR//+Mexbt06b7unQkNDQ64SgUlsO/tezLZZHKxlT/xLmSGfdectxSfKK4tZ1AfTr1pfTB4Tl3AJwrFjx/Dcc8/h1ltvdTI9VZqRdDMzFPl83k2j6dQ2p684vWZLVrQ8SjM1aihUsG1WTI+TYUBwileBuw64loIoaEin0+jr60M8Hp8JFk0AaG1tbQHh1JIJnq991CxCMSW3zluFzAIR5YkVfOWhnq+OS9tYKBRw+fJl/Nf/+l/dS8tmIsjQdgwPD7ttCgmSOGbA+PtBdG9zdcS+INcCX5UbKyfqqHwZKF7vm82gc2XZA8/V7BafNTg4iP/9v/83zp49G3A8pfItFAo5R6ilhgQcvqlbPQdAwFhqn6w8WdmzsuQLmjURwPuqPFtAoO/P0etff/11fPe7350xfWU7C4WxkrPz58+79hHgW3lQZ6ylD3rcnm+dKmXFZg2tzPGYAlsb1PjKhXh/YHzW79SpU/hf/+t/YWhoaEb4ls/ncfHiRQwNDQX6o7OPyg/+7ysLJWDQciBfn9R2k0c2sOCY0gnbQIPnKCCyW93SZ2h7r169iv/+3/87ent73X1LpUKhEAjSyKNQKIRYLIaGhgbMmTMH1dXVLvnS29uLnp4e9PX1YXh4GPF4HIlEIrD2zH40wOBzbTt8/sL2zXdMgbJdj6VZ3tHRUfzVX/0VLl++HHjGdHjX1tYWeCcQZcgmUBjA2RIeyyMGcBrIJRIJJJNJxONxV7bDxChtWUVFBWpqatDY2Ija2lpUVlYGfIqVP+2DJSvToVAI586dw//4H/8D3d3djne+a6+Vb/TvtFW2dF0z9OonlM/6sTpqy0utH7aJPGv/qbf67ge+3yudTrtxABAoVdUyfZZyAcCFCxfwl3/5l0gmkyXxjJRIJHD69GmXxLMztxarkbe2fM9iO8WrNkC2ftbO0lEeyDf9n6TPUDmwCdRIJIKhoSFcvHhxAv6bCk0LDdKYDA4Oor29HcD4lJWvvpjCq8GIL8iwJVfFQIxmFH3E47Y+TX9T4ebzyeSOjg6cPn3aLeKaLq9IqVQKR48edVkXFRRbDqSOzRct+4IQGgQr4DpToo7YKrm2mbyzETZBFCmdTuPpp5/GK6+8MiEbMxO8ozHhrlixWMwZdTu9CgSzuTrdawNONWyq5DZ4LaaYmgXwlV7o/zYIsdlPBkfnz5/Ht7/9bbd7hfJ5qpTP59HR0eF259K++dYXWIdLefMFs/zo777gQ42dBYPKG/1eLBgEEBgnjkNvby/+5m/+Bj/60Y8wPDxcMr98/Dt79iyGh4edblL+LJjhb0BwUR1ly+ql2jB1Tu+WRFFnoBmtYkBN76NjxWuYIX3rrbdmTG+HhoaQyWQm1Mb7bJU9piDG+gMLQmwQxpkbnbEtJkccXxJ/I7DkO154Tw0w2S6+H+d73/se/vEf/9G9MKxUyufzOHHihHtRq/oFBhlVVVXI5XJIJpMYGBhAd3c3+vr6MDQ0hEQi4TK9uiBZ/a/qNHmmskheWFn18Vo/an/pN3xlqWpDenp68Ad/8AfTXpsWCoVcnb4NYi2oUyBdWVmJ6upqB0YpYwS1uiYjnU4jHo9jcHDQBRvJZNK9aZnXstyupqYG1dXVgXUK1o+oPKqf1XN8tjWbzWL//v3467/+aySTyWnpbSgUQkdHBzo7OyfwS3GYTZhoIOJLiPCYDfgVxGpwr/2335lAZMkUS6h01rFQKATsCWf/ampq3FphJrzJv3feeWdaAdqFCxdw/vx5FAqFCWvELLbwrTu2PsQmOG2gVWz8NNCcDMvpjBKP26SdTRzkcjmcOnUKFy9eLDmgnXKgYadoCoUCjhw5gnQ6HWCeBcMqfApwVGg1+LCZViBY++lTVGUYM+227ZbRdocqAqdcLof+/n78zd/8DS5dujRVNnl5ZsGlbsmqSu1bMGX5ob8pAFSHYQ2UNfIqmCqItt2aAbKOSM9tb2/HyZMnAztdTZdCoRBSqRROnTrl3uJeW1vrsrI0Pvq2VU4zMsjQrQ1tpkH5YoGdKqtOaarzVMeqMqWGk+dq+Z+draDc8bdvfetbeOaZZ0oGLeR/IpFAa2trQP80QAiFQo5nNtCyGXpfnbM1hgrKNNOufFa+K/mCOd53sv/Zh8uXL+ONN96Y0VkNvkmV7dPZHcsfHteEgdVdH1C2oNnqrAZrtGGUJZ/D0PFgu3kvOyY8p6WlBc899xz6+/unxa9QKOQyvcoX6zwt4CAPLBhUvtkEht5LgyglBmJ2vZTVT/JMF5+qfvM8jjGDjIqKClRWViIej+Of//mfcebMmWnxb2hoyC0uV7/ARd9VVVUYGRlxIDeRSLgZjGQy6bK8tIfAWKBZbMMLy0fyrFhgZoNb34Jd/avgxtaJc0x+/OMf4zvf+c6EevGpUKEwNqt+5cqVgI3R4N0ei0QiqKysdDMOlDXtF4Esy5+4AJn8Jq+B8ZcBEhjr+oNifLcJFv34iNfkcjkMDQ3h6aefxqFDh1wlQSmUyWTQ29vrFs8rzrAAVL+rbqpttwkUlSEde/anGNkgTCsWuBhf5ausrCwQ1HHRemVlpduQSMv5W1pa8OyzzyKRSJSEVejr2C9ts9p2DdxsQslWWlg+8TkWO/r003fMBqjkl+6oZ3Ghnsv7Xr16FX/7t387oVzyWumaAw3fFEwoFHKZH99Mhl08ZKM6O7XlAzIW+Nggw2b7OBBWWXkfm523jl2vz2QyOH78OP7hH/4B8Xh82lkDBX+qoHaAJ8skabClwYgqOe/hm4azvFXe0fBbYKL8I9k1DqHQWCbnr//6r3Hu3LmA854O5fN5nDlzBmfPnkUulwvsYgZgQpDB9mgmWRXaZmsod9ZAkmxgbWcnNOjQgJXn6GyHghuWNWjWkYAyl8uhp6cHL774YiA4KYW6urrcglwdb5LVKwIoW85ijST5rHLBvtnMKGVKgzPNTtv2WD5bnbV85nX9/f2oq6tDbW3tpM56KnT58mW0tLS4IJD9DIVCjjfWwFOOGOjqTnnFssNazmZrbvW5ygMFMyTKPje70AQCwat1VLzfyy+/7GbRSg1wC4UCOjo60NvbG+CN/u4DI8VmMmxCqphDLpZYIdngTHVT5YzHdFtb8k53AdJyYNqQK1euoLW1dYJMXytx3V5/f38gGx+NRlFTU4Py8rG1DYlEAoODg4jH4xgdHXU773CDADv7wt0fCYR5XO2eTQxZwGH5ZINcBX3KXw3YaO/s2pmBgQE888wzOH369ITF2NdKg4ODaGtrC6yVYNtoX20wH4vFXJChgRjbaXc30h3IWDrFheDkmZaK8d05BL+a4FKMYhMO1ncqn+24nDp1Ct/97ncD6xOmSr29va4k2Qafiresfqk/Ud5qBQv115ck9lWZqFyRl7R19LHcDc7ONlZVVaG6utrpDLGCzlZpHxKJBF5++WWcOHGiJN51d3ejpaUl4BdVvhRrKC7zlepZnGZ9isqIjo/y1SYKlK/qC1SeSEy422QVrx8dHcWlS5eQSCSmzCdgCoFGsYFobW1Fd3d3IDulTlWZSSOtzLfRPoAJ16mA2uxLoDOGwXpcDQ1JHbA1nOFw2M1q/N3f/d20ygqscbh8+TJSqdSEzLDtp7bb8tGCFZ8T0D75+FKspEyf53PqPjDE8y5fvjyjGeVQaPyNvvoiQwI/7vphF5lRoRU8a6mezTZzcaXy0gYZdvx9fPBlpuy0sJ7rMwqFQgEjIyM4fvw4Dh06VDLvstksTp486WTNB/CsobKgT8fbXmONoTpNyx/NPNmMscognYmeS/Lptz47k8nge9/7Hi5dulRy5kXbTR5qJpakMxjaDv6mSReWWZH3uv2sZvT5bOvQbT/5vzpsBXlqA+xuJNQHm2nMZrO4ePEi3nnnnaKBzrUQx0xlSNuvWT7+ViyxoryySQIFDZpUoY/R2UElq6vKM/KQY64yQHmivbCz76FQCL29vWhraysZLPf397vyBE2EEAhns1kMDAwgkUhgeHjYlUgReClQUFJdVttuSzXIE5s55e82meJL6PE8tXka0KpMqvy+/fbb+Mu//Eu35mCqNDw8jI6ODjfuVodU/i0wo88AgjPk5C+DDZajEeym02kMDQ1heHgYqVTKnWNLjkj6XItlbNJP7Z7+b4OOoaEhxONxtxFBKXTu3Dm3CJs80rbZJIDqrsV5dmaXOmxtnp1RpZ+3MkY/kMlkXMmUJgy0TFJnB5wHfnoAAHrkSURBVKqrq90MIH27DfQA4Pz5826N0FRpZGTEJfF0HIvNYGuAMZltVP74ZEbHiGRtti+pZXXAl1ywOq3XHD58GC+88EJJSagpz2hY0u3ebLQG+F9qxo/W3ZI5jH6VGfa7GihrFK2S6GCooGm/bIaLESCFvqOjA2+//fa0M6T5fB5XrlxxBtFncGy2QBVYF0X6gKKd8Sk2jj5B4fPJBwvydOqbfVE+kXeZTAZ///d/P+0SDFJPTw9aWloC+0pTzsrKxqapmVVSkMa+MsOioEA/PkdLfqiTsuUAtqzCXs972PvzuH63zpB05swZPPPMM27HklJInYK22fdMW95lsyn63Wan9B4qJ3zGZMGXllak02lvCQWdCklBk9qPq1evoqOjY4IRnSqFQiH09/fj1KlTE2yYGmnVX1+2iU6HbbHOyNojdQh6jPe18qXn60wc/+d4TBaU8F7xeBzPPvusy8SWQn19fW4jA+2r9l3769MFW2pgAw39WP2yPoLP9TlrK/vaHuu4eby8vNzV3hPA6P2fffZZt3HAVEmBiwZafBlpMplEb28v4vG4q0tnpj2dTmNwcBDJZDIwq8C+UAZsEuFaPkrqKycrkypWDlQsiZNMJnHmzBlXpjhVotwAE3e6sn3gcQW1usslS0tYpqPrNJLJpPu/v78fHR0daGtrw+XLl9HW1ubaz+t4vsqc2i09ruNlfYzqviZCQ6GxjTBee+21kvgGAKdPn55gn5RvFn+p/GggokGGnsPEntox1Ue1NT7/YP2wvmxTE1kcr9raWsybNw81NTWuPbyPBgGRSASpVAqvvPKKm8mdCjGpYf28JlJ8CRTrO9RWquwqj338AYIVFSo/ep7OIKruqq/X2WM+R58HAFevXsWFCxeub6DxbkSG2NkBG4HxN+s8JzNwPgdhHabN5FkF9rXJAkCer20uFAoYGhrCG2+84Ra8l0rhcNiVmvkCBAXIqhjqZPXlOBrU2eCjGD8paJMBTuWF8lYzDXqt8n10dBRHjx6d9m4OJC4CLysrc1P/XHBJkJbPj+2PzUV4Ooa+LKmVSX73OSXfbESxoMM6UOUNMB6s2WwBgAnjRmD9/PPPlwxcQqGQKzHT/mlATfJls6weWmek/OG1Vr74vzpyvZfPiehuObyn5a8GKTSiuVwOfX19eOaZZwLguhS+AWPbUnKtgQ3krT3xgTIblKlDtUDIOivyT22qBmTFZslIWiqlSRQNBG3WdGRkBKdOncKVK1dKDtJaW1sdsFKg4AvqLRhV3lvAQcdod4HSe/F3Ag4+W/WV97Y1+Op4LYBhu8rKypzttcRxPHnyZEmghc9gUKY84/bXzJrrgm+W9/T396OrqwtXr151u4eRJ1zUrr5Ds84+YEk+Wdum+mtBjv6m42OTVj7K5/OuOqJU3pFnPgCs9tWOfyqVmpBEs/JBPvJvJpNBPB5HV1cXLl++jNbWVrfLGuWQ62dYckXe2IDb+mDrh6z/pkyzL+fOnZvWOlLLI5vwLMZrX398WIYyZOXKzib6Aged/VJ7r+cA4y9QraqqQm1trRsHXUOjvNXPq6++imPHjpXEO5skUjlTPtqx5f+aBGQ/9fxiOmf7Y3lvg357vdpbnQ3W9ukx3pslbFPm07WeaB0PQWVnZ6fLtrNBCmSsguj0GBVWZw9oQLVkQcnnYNUh8H/rmAnw+SGQU8fly8Sw/YcPH56RReHkkW2vOlIgKHA6JcmPrjNgiZAva8d7FQNqNurlM7V8gHxQxVElt8Hc8PBwybV8lrhtss5mjI6OYmhoyG1nl8vlMDg4iKGhIdcHXW/C/rPdNkglFQPMdqx8ANyCP+uILcjRMedxYOJbd0+ePFmy3LGMjWCTfFH9scCWbbEZErurl+qP7i1v+6617qpP+t3OjFgZtvewAZsC/3Q67XZ0mw7lcjmcO3cOqVTKyRGfpe2z2Vw9h/1U+8L+aZ+tA7bjoLZB9/rXZ7LNVv41EeNrK5/DTFZPTw/OnDlTcpB29OhR9x4VvX+xQN72WTOTGjQo8FM7bncF4laj2k+rh/YZylerHxrwUY+4ONjWNIdCIWQymZLLHfmiND6HgaJufKGlPZlMBslkEu3t7ejq6nLbMOtbo9WW6+ySDRyKjYfyQbP/k214oWOlANsXvFIeqG8/+MEPSuLdiRMnAuNmy1YUMAHjNemcpdCynMlkTsuj5syZg5GREcTjcfT29mJkZATl5eMvJbQ6qr7a+iHFTGr/rQ5b7MP2nTp1Cn19fSXxTuVNqZgNsPaH46x8YjlfOp12eCCVSgXeg0E90sXdqpfss00G2AQBMB4skf/Ekr6kiiaxMpkM2tra8N3vfnfKfNPgVmczFCP5Phos2rU1qrdqVzQwDYfDE2aJ2B4b5PiC2mKJrWI+U3X3O9/5Tkl45JoDjYMHDwYW4ABjO2ScO3fOMSoSiUwQVpJGcRpkqJPw7ZihDsIaKxv1WQXkNSrQ6oB94EUXxegzOjs7p732wGaPbFSv2Vk1NAoKdfZChdA3Fe7jvwXTvgBNQaTywDoqXmunPtvb27F///5pgz1gbFo3nx9/Jwb7zm3uEokE+vv7Xa2sBce6Y4h1gvpRcGJlyWawecw3TuoQlDQ7oNkfrTUH/Nm/l19+uSTe9ff3B7boVAemwb0FVqqD1iEC/llCdYI2uLI84/lAEBD4zpksG0PSgIPlV9Yhl0IdHR2ubI38syUP1onYrKn9LRyeWBql/VQZtLy3wMROf/NeNjtrkwY8T/nG/oyOjqKnp2dafOP99a9NhGj71P7Z5BADBwIXfa+B/k49Vj5b56680HYqeNEMttpne40FgKq/Bw4cKIlnBw8edADVN+OvPGKfCKw6OjoQj8cxNDTkync0W2p36rG6bX2i6tpkuqf6yb/2Wp8eUg+sTT179mxJvOM+/7Y0xWeT2H8u8uasUDweRzweDwQdlAfdTrVQGFsvOGfOHITDYYyMjCAUCrn3NMRisUCigf2164rYZ57n0/l34z8whqfeeeedaVdc+DaVsWRtDdtJHmqAwRk4DRIsLzkW1i7xuJ5Lfbe6CYyXquVyOfd88tdiJN8sRKmJUb23r/KGH/UJFqPQtmi/rN2yvlb5SexicYcNOjQgsvzTsbWBjz73zJkzOHjwIFpaWvDtb38bf/Inf3JNfLrm1/z9wR/8AcLhMNatW4fNmzdj1apVbv9gdjCTyUzImBA4WxBnnY06TnWINjtiFdLOSvgiSCD4pmw7wOrcfE4/HA4HFiBPlXQAbbkEj5MnFohpgOYzmur0LLBTASFffVkKO53nAwnFssskjnEoNLY3OjNM0yXyjOPAmkjutEKHderUKSxduhRr1qxxbaNx0kCYx3S8+VfBigW41in7eF6Mf1aByWsFgMUonU7j2Wefxe/+7u9OmXfWmdvnqHxbJ82xJO9pzDgbp7MYei/N3Fu+qBHl8Vwu+EZ18kf12gZ0CvJ9hnJoaAhnz57F9u3bp8wz3kfBHjC+Sw8w/kZWtlWv4TG2W+2O9pl80GluC9os76zNU1nl9aqfai99do1jzPYCYzsAtbS0TLDR10q2FFRLFUnWGSo/yV9rj9UfaGDAvvtmggk6NFuseqfAmvfQtz/zY8v+VDc4znz2yMhIyVvcDg0NOZCqACqZTLqxZbKPz41Go2hsbMQ777yD2tpaNDY2oqqqKsBH9pHXasCm2WXNIquNU99rfZBN2Cn5gg3r9yj/odDYzjbHjx8viXfWPrDvoVAoUOpm7brKEoMODWJ9uIPboXI3sLq6OqxduxYLFixAJpNxa2r4PNt3ywO2x8qcz9fYAIT9PnXqVMnrIm25j/LJllIp7zSIsrZZ22wDEp0xsjMXNtCgzNPfU8/VfnFMWDLFhDdtuM3saxBYKIwlojs6OkrincVrel+1DcoTqysacGlwrLbNfizetffXY8pTq498Ls+1iSv2kb4qHo/jd3/3dzFv3jx0d3fjYx/72DXx6ZqR86VLl9w006FDhxCNRrFs2TI0NzejqqoqENUpsVNaJ2c7wg5bx2hBnjJZj/F/dbY2QNHn2AFRB61tJpMV6JRCxYCRr8yJSpvPj5ULWV7obI/2iwZbhdwKnW9c9LvN3CtAsr9Zg2Id+XT2RFfyZb74LG73GI1G3azG9u3bXVmZGiwAAaeiYz9ZMGuNqnWw1vFqO1UuNVNKgzvZjA/lYnR01L0luFRSQ8H/SWyfGl8aPH7YT+5Mon2yQMMHLnwghMGE6j2dAGWObVad0HtqX/SZly9fxv79+0sONIDxLRUViGuJgU5j+wIlvY6BrTpAtlntkXUe1ga+W8bZJmtsCYgdg3A4HHDuwNiMxsDAQElBhr23XejONtNOcFxDoVAgk6/ZP9tuDXAVrFhd9pX3FPtd7QJLY9R2MMHEcdRxtotAC4Wxt1OXQraEJRQKubKeQqGAeDyO4eFhjI6OIpFIoL29HXV1dQDGZGloaAi7du3CmjVrnH7p7nwKwNVHkh/6v56n612svBWTTbbJAiENdhXYUhZPnz5dEu/UfrHvAAJBhtoREuWM67ESiUTAd2lQx7Gura1FTU0NYrEYlixZgtraWixYsAD9/f2oqqpCQ0MDotGos6u6PksDDLsGTTGOtQvF8BH7MDIygrNnz2Lfvn1T5p0vy18MM/CvlvzomNrzlMcKmhXo+vAdz9EthjX4ov7qCwaTySSGh4excOHCgNz77J4uEs9msyXPBmmwY7GlJlE06FCdIN8VfxZLIPnwr8/H6tj5EsiUR7Vltk88n22mfpaXl2N4eBj19fVYs2YNmpubr4lP1xxo/Pqv/zoymYzb7eP8+fM4ceIEstlsYCsuVSybHeUiaDpqy2wyhgOngqkgTRmuDsFOB1tjaAMQdcTqhCh8KqTZbBavvvoqHnzwwWtl2QTiAjIKXaEwvhWrBaga2WqGNBwOO8MPBI25daK+jLkVTHUOynMSgxsNOCxQtffzGalSiXwi79ToXL161dWl1tTUYOHChc6x+PpsQclkQayCYOtQLchWQ+vL/FGeFNjYmTsFFwpIKQel8s4GynyeZnd03GgodVc0lQntv9apW54o8NDMJZ/N7yztUl2zgYnyWA2n9kmvTyaTJWeoSIcOHUJ3d/eE2T4te6RdI0BUPvBcghgF1hZQa0ZJ9dUCEBt8kGygouUJOnOrgJj80+fwe7GyiWshG6Aor/i/zSjymZQlm5hRPqi9Vl0CMEG/1F9wHKxeW8CtIEjlLBQKuW1la2pqXNtsm0Oh0LRKbFXO2BdgbEeqRCLh+h4Oh9HQ0IBCoYDjx49j7ty5qKurQ2Nj44TyVuvf7EwQAZzvd+tntI3WhtpZEbVvAAIBjW9WaiZsHUnLZFRXyVsFWcoLzvpoO7i7GN80HQ6HUVNTg0Kh4F4g29XVhUwmgyVLlrhruWEL16/a4Er54tNz9UW+IIPHyLeDBw/iqaeemjLvFKuRH9b3qO3S2UO1faqnym/tg9VLn9/VRBPHhs/jfbmTH2WdY9ff34/BwUHXZu1XsfLyfD5f0iYELS0tAfxrA2nOgCs/7Mwb26Cl28WwieqW6pDafxuEKvF51vdYHEL7wj6Rl8DYzP4v/dIv4ZOf/CRqamqueXfCaw40Hn30UdfYQqGA22+/Hb29vejt7XWLQ7Rz1jBp0AHAZQjZOb1GFd+CZ1/WxQYUPqXUYEUdkk6R6ocAm0zOZDJoaWm5VnYFiP2Px+O4ePFi4Dcfjyh82WzWCYUqt56jzsROS9qAyQI5n8PwZal53K5jsEEMBXS62VBLvJ/dyzwWi2FwcBBnzpxBeXk55s2b5wINlS1mX1RZbV99jlf7WCzAUMXXe6qs6eYGajS5i4OOJ9usulQqP7WN/F+Pa4CrfKLckIcqD6pzgL+0TEGHj0e2f3yGLRdQe6FT+hb8qAwyMFJnWSrvyAMaZ/JH26LG2zoaZkaLAXffLKkFTLZNtv8+8KGAzjogJRvk8PnTCTS0v+SPBe7az8nGUo9bO++zUzaRYO2X6i/vbQGPtkvHlv0qFAoBneXHBzZK4ZvNenJ2Np/PO8AKjOnL3LlzMTQ05ICuBjhaMqL3oH2zNqmYD/bpvQYR9jw95rOzeq1PJkuVPQ30LIgjP1UurR/jNfb53MnI2qdMJoNoNIrm5ma3KU5dXZ3jswJzfYZ9rh63AZ8CQZVrJQWtpfLOyp3Ph1ubze8aFFhbZHltcZtiOuub1A8rOC4vL0c+nw9smR2NRt2xSCQSeKcMKxu0r5bUVk+Fjh07FiiTU7/JGQOfjQcmzsT7fKPlkS+YU1myiXQdE32mHVs7Xvyf2Ji/ZbNjM6S33nor5s+fPyVeXXOgYWcdGhsb0djYOEGByCB7jVU8H9nAgcI2mXNRZvsADDCxTo331oWy1pFZhzNdss5WFZv9ttuLKdDRWQ01omrMbabcKrh1wMob8t9nFHwAxo65BbMzVTrFtnDhdFlZmXuBVaFQcGUCnZ2dWLhwIQBMAAaajdeMpRo1K2OUYRo7q8RWTsl3Oya6m4beQ3mq15KmK3M+XVNZVpnRDDezRjZTpbqjDtECDZLNWluZ5Lnl5eWBTSb0fnof7YMdN/s7ZWU6PCwUxmcdcrlcoBTPN6OnxLVq7BP1WttqZcUXEPiAnM/GqTzbc/U+GmRbMKiZtmL2+VrJzlpoO9Vu8a9tq0/utG8+J2uPWx/CYz6Z0OervVU5isViqK+vRywWc++s0PUUOnYKPqZKKu86/uFwGNXV1e4c+q90Oo3t27djaGgI6XQa1dXVri+sPuC7lwgaCKwUOPue6Zv9oX1QntKOcD2MXfyrgMnaDSsj0yGfrBE4K5i0s7hsF9+RojMfBIxc68cgMxaLoaamBg0NDWhsbHR95Q6cbAMBG0uzdMcw9Qu6+Fz1cjLdUHmZLEHxbqTBBe872awnSWcrfXbY2nLVTcURdibKJjQ5815RUTFhc5Py8nI0NTW5N4E3NjaioqICqVQKoVDI4YTJkoQMYKZDhcJY8MmdoJQvWjlAvmni3RecWayhttAmCFQH9ToAXtvo8zPUX93Rz/orziJpyStl592otNXNQlorxwZp5GSnL/W4ZbIKBDtPxVZhtc5Jj1snY4Gkj9kK3nUAuPB1Jgyhzd5ZBw+MLzLN58fXZxBks71slw8s2/4prxQQW2BoBdHetxjgBMadnh2Lnp4e9Pb2YtGiRdPim7adO27xbZ/z5s1DXV0dFixYgK6uLtTX1wfK91QerGGx8sK+0shZHvgW5/EcX3CsvFQ+W2DJMfEZXs3AlUJ2mlbvpUG0z9DRoJC0zTbA8Mmd6pcPGOsx5Yud0tbfVE+sM7L9nm6gZu9BPbTHlJdq+/S78pX/q+4rsFD+FctO6X0svy1/LfjS8/S4ysm1TocXI5V9YLxUhVlI7buvLcoj+/HpNMfC8k7boDpg+WOBm26FSpBeV1fnXtLHLUrV8bM9oVDIrZsohW9MJukYsA6d7VUgMWfOHFRUVDg/rO/H0Bcf6v0tr6xt179qo2gT+JsGF9bHEqhY/tjnWts23dk0a1cU4FkbpzpOXWZwyWAhFAq5IICBm33pW2VlJcrKytz7nvjWeL73Sbdw5U5MLP/VJJX12eprVDas7hTTpWsln5+wdkPHyQJl1UMrS2oLVPbUdvoSVXodt/MfGRkJ7GzKQKK2thbz588PvF9Mt35VIK7bYvO5ZWVlqK2tLYl3DDC0PI4f679tglj5pXbZ6orFYarHikV8sycWq2hpIK+3s7wqC7xen6F/r1Vfpx1osHE2KiWYAxAoydBpMMtsMpMd05pPC86UWTbiU8G1g+EDJ1pmwHPU8QCYlgO2GVCCFi3vUQDMgIPXZTIZF2zYmSFVaDVIvvUnPgG2PON4WH4UAzJqyKloZWVluHTpElpbW6cdaMydOzdQElBRUeEMe21tbWBvcuWPDXxUMazDtaDfAghfFiSfD051U37pUNTZ2iyVDfis87VgcDq7nVlQ63O0alB0/YSeYwGKfnz9ezdg7ANp2uZiz/IFMKU62Hcjq7fWdqnTIAhQ+dNzfXqmsmizx9r/Ys7b9t8HFjVxo/zn+RoYFQrjsy+l0saNG3H58mVnB3hv/at80vbzu5UXKzdWjn2JJJVBHUsbgOhY02+xBAMY82V8CZi+NJXAnxlWLb2qr68viXejo6NuxyiOBUFtVVWVA1mDg4OBzGkul3N2ke1gSQkzunYLeZ9cWb+pckZfkMvlAlsKK4+VD2ofrT0uBkSnSzobq8+yQM8H5Bm4EbzaNWyxWAyh0NgOVrT1ANwsuwYn+r4rbliSyWRckEG/oLt/2Zn2YkGHTRjZ/pdC1p8D44uo7T3tc3222GenfTpJshhO+0OcRP5yg45oNOp+r6iocPrJYCQWiwUStLlcLrD9LgNk6vuSJUtK4ht5xj5qqZYNoNhetdE8rrbf+jv1rWpLtexV+VbMTvI+arMUu1CvFYsDwcXpig+mQtMONLS8IBQa3+lCa+h8gYiSdSY2EwL4QYovK2MHxWc81dkoMLdCrkCivLwc27ZtmxavVMAUjPjOo7OwmVULynz99WWYfM+2wEb/113CfM5E/9fvVCRbG1kq7dixA/v37w/s783pVWaFgDGZoqPXIFYzcZRDnUWwU45AsKzN96G88C8wXpbF5+m97fN8Bsjn9NmeUoCfGi9d7KelHuSnJgWAiVkNBTTFAgRep2SNI22E1UsFAuS71Ved8fH11T53OrKn9yMPVA9p4JV3dr2L2jgtMbgWHVTe2iBisnb6gmY7hU6ydoH3IEAslZYsWYLW1lZ3LztDRb7pM60eUO55jQ+Y2uDX2v9i99Zklh3bcHh8Nxqd2eDvBJIE9uq3uO4hFAph8eLFJfFu9erVaG9vd+3kjDplhG0h8CJPtMSL13AWiW1kAoQBhy2j4zPUHtqZ2XA4PKHsR2VWE1z0p2oHfeu29Pt0ZiErKioCeuibvVKsojJG4nWquzqTQSDJQIH2k1vf67gxWOH7OVg2pRs10M/6ggpfMgoI+l+21+rZVIl2mcT7kSfAxFkP/as2ZDK8YasuqDtWJqz+MZhgcEbSF2jmcrlAkD46Oupm+tQmMthWbFleXl5SQrSmpsbLO/KLY6O8srhTeat88AUZatuKJaKsX/X5WMqw3keDDsUd1Aceoz+ZKk0r0CgUCmhubkZbWxsGBgYCBpwDwMxPMSXwATkfgFZwYo+xLQoufQy3DpjGV8uzVHBotCjst9xyy3TYNYF31jGqcrPNug0b+aV9tcJkgbONku1xH3jL58d3TLA7XNngT8EQeU/F5ZqJ6ZC+wZM1mqlUyr2Uir9x3OgALAhWcOjjgZUZygevVT6SJ9Yp2HIefrcBhx0jlW3NUti2T5UsMKMsA+PAk6VvPMY6TLZB5dS21cqXtlllwwJBCw45jjot6zOovlkZnqM8m06Qoe1XMAEEM1dsP20D221tkm+q2epjsZlHG2zYvvnGwDoeH+i2z1L+EyRNh9gO32yw6qT9X8ty3s1x2v767qn2SoGO8tsGG76Ag9k+lmZyzGzSolAY24XozjvvLIlv69evR1dXlwtYmGziM2gLOUYqW2wr+0+7ODg46IACAw21deSJ9RnWp/C43WTABhgKHDlzYm2eL5DmePkCgGuhvXv34sCBA45P1kbw/ppU0WdrokDPZZDBe3H8NfHFWa5wOIxkMunOHRkZwfDwMIaHh11STIM0nRmyOqx4xequ5ZGu2SmVqBeWFz5bSrnQBILiCOWvtc1qezRI4DkabOjsIndB1PeZhcNhN1MUj8dRV1fn1lDpeiRdd6DvjmE7o9Eo7r777inz7K677sKrr77qeKH9trPbdva72DENzJRP1mdqosBn2324l/5KfRrvpbhX/ZaOh9qLqdK0Ao1QKITq6mpEo1G3dS0bR5CsjCTpQlOfc7RgzTpinyHUv9aYWcOoWS3r0K1i2ch+umRBAO9LwKLZT1tiBowLkm6L6wukfE5Cz1HB1f/VYQHBGQsbZLDdChB4bPHixdMum+LzuciOf4eGhlxtLN8CrW1SYE6Dpccs4PXJlpUTH5Ar5iCKAUeOXzGAbg2ttrUU0h2TFKSroVOnzECNbdXMszV4Pr3R/lp98em6OicLXPR/6oJ9pl7P+/tmAUsh6/B4f30WeQaMz2IoGNHgiL/p9T6eKe/sjIW9xgZwdocS3sNm3IrJMwDEYjE0NTWVzDfKP/us8qVjbfsGIACqfPLCtvM5yivlI/tvZYXAV2dOdNaH/NKNJ9gugpfKykoUCgX35mHN7JN/99xzT0m808oA5RmfweCH263SZ2gQorJK4KjrKGyWXPljP3y29lEDCw0crB7aYELHRMdL+66/T5X4IleOidV/tcHWPvn+pz4T7KodZOChgWg0GnWJMC2ZHR4eRjKZdCVTnM3Q88gLy1MbDPr0lX/r6+uxfv36knhnFzHb8mybeFV9VLxi/ZgNPiwes/7R+k8l6mV5eXkg+Ur+8B0oNTU1CIfDSKVSTq85i5FKpQILntm2SCSC1atXl8Q7tek2sND+85xiSWOVTWvDdLytbbDn6Fj4kpoMsiiH9nzVP98YadnoVGjaMxo67aOLJW1WUhmjzkIBkIIg/qXyWcYWywD4dsPQ33R3BwvKizl5O/VfKkWjUdTV1aGvr8+1T0Egechn2elvdSR6XAGZGicLaLWPyiOfI+C4Ka913IsBFZs5ny7ZBVWZzNhL4yorK72ZFw0CSFY52W59h4NvJsjKRTH+Kj80a6WgXdtmDYPyT/tCw19ZWVkS77Zs2YLOzk4MDQ05HnK9j3UkbIdmtXwgT52ezgSSJzbIsny3v6kccRcdm/lk+/TeqqvUE7aZxlCd5FRI+cKxZKCgyRM9V8stCFK032yvnbW0ttHqoNpLfaYFiSqjbIPel8dUdoGJs0H19fVYunTplHmmfbe6x+doyYWSluZpu7Wv2kflKZ9pfYf6AcqW+iNf4MLvnNHQZ/AleWwr78fZDm27viRuKmTbRPtGm8fAorq6GlVVVYjFYojH40ilUoEAW/WZ/bVBqAWzCmh5Dn2llkP5knkK+PT+fLbVWW2bjnUoVPpCepVx330J/DQoUvyhsqTyYXew44JvLvSmXUin0+4aykMul0MikQgEGcpPa1uVjyrrOl5so+pRKBTCli1b8NBDD5XEu5qaGleSZH2n8pFjakumtD2+sdWkkbXpFnTzN72e5+hYcDYDGJ/Z4GwSADfTAQQDDQXYvHbhwoUlLwZX/lh8aAMN5Z3yk995PfXV3l99so/PPl1UfdWyR46JlvFp0kVtqOrzypUrS+LVtGc0KBjZ7PjaDFVaTmGpslOBrXNkB/VTLMiwAmwdj4IeDS6484MaXwsKFSgT8OsuBqVSXV0dVq5cid7e3glCqcJEp8GpUIIm2y4L1HwgWR0Kj1tQw7/W+FnjYYMUNYI8l3+nu10caf78+Vi1ahXOnTvn2sJ9szmGxRTWlq1oH3xypt+1n8pbNZbW2Oq5vt98TkXl3zrkXG7sreelvuFaX2aksq38su0FJk6dqzNWQKhOwddHdYzWcarcKDi1Y6W15T4jqwCUFA6HXb1uqWSDAv5lcoDP0f7bmT1d+Gdne63NIj98u575QJrVf+vQeL0eJz/1+Xy22ujpOF3yJJvNurp2YOLMisqbL3hQnigPgImLR1XONHBgMKDlQvQLqsN8FttPMMN78Di3KAXGF4GrDwGAhoaGkhMDmkSif2Q/Kf/M6OrL4HTNgPJTk0i+mW17XI/ZGQz1lz67qEkbq+u2zIN9tRSLxbBz586SeMeALJ8PLsi1QYRiFmB89tsmlnz3Z/sZYJDfvIfOVvCvbmer/1u+azmPHQuVa7ZFAWt5eTn27NmDZcuWlcS7HTt24I033nBjp6U1BPU+v6p23Mcz7QttjvKbcmZlyWILJinC4bDbOpqzVsRmuVzOBRYcC/KO65I4s6SBVDgcxs6dO6f8XgiSBhPknQb7Pr4o7/R/nk/ZsFivGH7Q44pRrK5y7Hx21TfDwf7x3FAohI0bN2Lu3LlT5tOM7Do1b948XLlyxTFAX0RGRgHBUgzNdFGJijkW3kOdhK/EwjpxTmuqA1em+oC5tlnrMO+8886SpyZJNrvH51gHEQqNvdwvk8mgqqoq4Lhsht+23xoq/Y1UDCBbAKOZTxuA0IHY8eQU50zNaMRiMVRVVblx1X3NddzV+LF+WpXeAlxVat1pwQZpBBPWQdvfVS7ViOiY6N7UFpDbUgMdr1Knda3zZXuU7Bhz/PQeJBvUqqxYGbRGUJ2lBb/Kd+XNyMgIBgYGMDIy4oIf1XOea+1MdXU16urqplU+1dDQgEgkMsGR+IJXBek6fQ4E305rAzaVR7Vnaht8jtrKqIIQ5asFfNYm2ACTvOP7GkqhBQsWYNOmTXj77bedvvJZdjz4XJtMssGrLzC3QZbKET+Dg4OBGTyVQXutkvopjrXaFc2Oa4YQALZv344FCxaUzLs1a9bg+PHj7rn0Q6obQ0NDyOfHEi5qb6zu0e/5Eh96TG2QtW3kq76/QO2mPkOvUbnTsbbjwGMc81LLbbnNaX9/vyvjVtuvQZcGcmpH1P/zmNUTlVVgLHM+PDzswG4uN767EcGuztTawMMCvMnep6FtU2IJcSKRKEl3mcjM5cbX6NHWKQ8ATEiYWJxm7ZvaG8qu2ktg4kyrte1qW4nplC9s58jISCCA1MBuZGQksCAfgEuI7tq1q2SdVTui6x+1XXqutW8k1Tny2tonxTv8XXlhAw2LrS3msFjb6qjVB2DMvpUSlE070AiFQli5ciWOHj3qFrFZRwsE3/3ACBmYuGuRBVtqGBWMWQdsQbOCQDKVxlKjOp0e0j5pRB+NRrF79+6SMwZKBEHJZNJrhAuFAoaHh3H16lWkUiksXbrUgUQFMhRYn2FXJ8z7+py2VWgbPADB8ilrAHmtZnLD4bEXS82bN29aQE9p8eLFOHv2LAYHB50DSaVSE+relT90JsWy0laOfEpsAaBPqe2uKiqDvt1FVC51PHygj6UEpWb5wuEwFixYgKGhIQf01DgDcGCQv7HvtgTDBmtspwWuNqhQ3tNJWF21uk4nkUgkMDg4iFxufEcRlT8rx3zGokWLcOutt5bEM2CM76tXr8aJEyfQ2dkZ6Dv7Y/mgZIOKQqEQeIGfDRQ0QOX1asM4JlbPrW3kfe0MpiZbNHNqHVk0GsWOHTuwadOmknkXDocxb948NDU1YXBw0AFlC1ws0CgUCs5HaNbTBrTKI1+AxesAuC1JafeB4Oye3pu2S4MMPssGiPxwloH8Ly8vx6233lryrlPl5eVYsmQJLl68iGQy6WyY2nS1Qyx30XIUtWfqM+09bKBlgY7aNC2R1Gypypxeq9fo860PIlEWGhoasHHjxpJ419jYiJUrV6Kvry8wdvrsRCKBfD7vtqi18qMypjMfKqca2NEvszQKQGBGQz+Trc9QHbcBng/sKYAtKyvDzp078ZGPfARz5swpiXfAuM5wLRDbo7xU3dC2qp5oskRlhrzlzKACcw0yrFzw+UyAqd+x7WOQx+8M8DgjTl/NdoVCIcyZM6dkrKK2gO21tkqDXQvm1fZaW6z/W3tvdVn9BalQGF9oz3bp0gHVcb2v6q/eW/ns83nvRtccaCg4sVRWVobGxkYkk0nk88EtWy3Y1fvZgEGdjGYwLThWY2kdtg6AZhX0PrZ+WqM7KguFury8HEuXLsXKlSunzFzLP2Asa9XU1OQWNCufWItLxRgcHMS8efNcuQbbR7BtwYgafRuYFQN1ygflZTFAZIXMGoZ8Pu+M/kwEGqHQ2HaRCxYswODgoDPo+fz4zlgqVzZIUrm1C4qt0lkAq9PWNFzss17jy0D5lFkzgNaAqPFQJ3LrrbfiwQcfLJl3K1euxIULFzA6Ojphy2F1tlrKSBmzBobfbeBhdVKNpX2OGjTlkXWyqr92XC3flMrKyrB06dKSAQvvz/I8kvZFdUgBCfuoQMAXFPgCJR8QU3n4/9s70+coryv/f3vv1r6CJCQEEgjEDhaLhcEGzGLj4NiO4zh2xnEcVxInsZ3JVM3UvJ2q+RdS8ypTlaqZqllSnsSVxFviLfFuvGAMiFUsYpOE9lavvxf6ncv3OXrkgNSAHc6nSiWp++lnOX3vuWe79+poM5dA6QiWHnTkeL/viPtoUVERVqxY4SY8T7f/zpo1C1VVVejt7XWyk/kFWiY6e8D9k0stAEzSP/weP7d8lvcqkswG93s2gvxWY+G2zmUyfm0XmNg8r66ubkZ6b+7cuaioqHBBFTEYuK3xsp58v1M5/FO1Mfmc1olyPT3XjNsv6zWt6/zapp/hxITDYSxbtgx79uyZltw42q3HSv4uRY+zoet3P4DXweTyIa3P5Jr5fN45ECI7Kf0cGxubJNepHDaWl9YXuk0WFRWho6MDS5YsmXYVQW1tLZYsWYKPPvrIM/eB27GeR6VtBrGr+F5FtkI2e3kivThbch39/Dx2yzK1fmMlj+kcvOOMhjgZeoXRcDiMbdu2TXuVuKKiIpSUlKCvr8+T/eb71AuxsFPE8mHbwa89+tm7frac33ckpazaAWZdKZ/l8khNaWnptCsFrtjR8Du5CCMSiWDBggU4d+7cJC+dI8ycxgQwqVFpz4qVGHB5hQ/uxHrw5OidrqNlj007OH7GETARFWtpaZnRSixafmw8cJ23XJMdEHleGVzYsNEy00Yud0h+Xr+Gqo0UP0U3Fdwow+EwGhoasHr16hnvMCwyCQaDWLJkCc6cOYPh4WE3wHIGTe6D2x6vhOanzLgNaWeKOzQ7BlpeejAWJc33oY0A/q4Br9LhbF8ikcDGjRunlUmTthKLxVBSUoILFy74rgDE9yf3zE4H9w0+XstjqjYpsvAbRLm9cmYFgKupBeBW2dHtk+9LZBYOh1FWVubpL9NFdJcuc+TnkuP4t17JC4Ana8Hy42fhZ+N2PVV/ZKNPG4Ds3Ooo61SR0rq6OnR2droNMKeDnJMj8RwV5vFAno1LSrUe1tHAqRw4naVkpJRT93MZh6ZqJ7rd62uxHIPBIDZt2oTOzs5pyU2elQ2rRCLhuQcZL6QdTVUOyXqJ+53Wk3qMyGQybj4Lz9Hw05E8zmp96DeOiJy5bfPvUCiEWbNmzWhulYylci9i+Mr3L7t6y33yXiTyeT+dJbLncnCuihCDl8cBkaUYuKzn/OrhWTeyXLndy7V5TKutrUVzc7PHjrhawuEwqqurUVJSgqGhoUkLXnCkXvc5Po7HAe7HWmfL6lG6z+qxlZ9VzqUdZ7aJ2OHVdqKO0MvYWF9fj+Li4mnJrqqqCs3NzZ45t6yr5J5Fhvo9eZ+P1UEgac9+dqoea7nts43L7YuzGjqI4Of08HewdOlSbNy48do6Gn7wYCg1ivn85UiLfKECD6hynB54tfHCSlJeGxkZwdDQkEuTccRJjmFFKatA8C6cWtlyZE06bSgUwrx58/Dd734XS5YscYbG1cIDWSAQQH19Pc6ePesp5eIvl9fllw4p59A14NzgtBHtp/C1geanzMQJ0j/8vejBTeQWDAZRVlaGkpKSq5bTF8muuroa8+fPx8cff+wUHK8GwjLgqIzIQUdTucPJs7AxyJ+Vc2lHjiNT2rHg3/Jd+jnT/B0Blw2vYDCI9vZ27NixY9oT6/P5PCorK9HW1oaLFy96vjMeKKVdc40pw3JlB4wdUP1s/IzauNWDKSs4VoiZzMSE4ng87uTObdSvHdbW1uKOO+5wztJ0nF3thMlvbeiy7hCmckS0jtPfv1+/5Pf8DG4+Rht/ou/83td9PpebKCe5++670d7ePiPnTAbHZcuW4ezZsxgYGJgy+yX/c9SP9ZpfgIRloQ1Z/l50P9W6S8uU5c6y4e9Pj0VsiBUVFaGpqQnl5eUzkl8oFMKGDRuQzWbdAhjyXBKZZMNP3mPjZKoMIQc0RD48xkoGUQdiuAyK+ybrLNaB3DfknnTfkc+Jrlu+fDm++93vzmjvpQULFuDMmTM4cOCAuw4HbjggwLqbHRTenEzOIc/O/V2XBrF+EnlwqZR+ja/v10/ZNmEZssMej8excOFCtLW1TXr/apCqgbq6OjeHQmeCRBbSv7kkiIMpgP/EepEptwX+W/dx7nvcbmXs5vPJbw6usFy10ybXXbRoEbZv3z4poHSlcEaM25FfRkBKZ9mWk36sbTMObLGu0TYGtzc95ur+rrNnHJzStt9U12xubp72fNGCzNHI5ydKDRoaGnDu3DlPJJlTmSJgVm4iCPntNyBrpyOZTGJgYMBtEghMRH/j8TgikYg7npfz0krQb9AXpMEkEgl0dnZi3bp1qK6u9gxoVysjPnd9fT3279/vSs2i0eikcq7KykonK22osMz04KE7rY4S6sGbjSI/A0Sfy++74ueMxWJYtGiRWx1ipkiHlMzSZ5995lKuet8Rfk55Dk4LakOHFRO/J8fzwCqyls7Ng60emPwGC3ZiWMY8eHFpViwWw7Jly2a0AAErrFQq5b4TicBxaUYwGPTMI9BlBfwsuh3Jc7BDJtfRhi3LlY8VGYnzJ5kJ3rzMr/0FAgF33VAohJqaGqxbt86THZmO3MLhMFatWoVLly655UMZcWLk2dgY5cFCnllHBbkNyvn0D8tIRzz5O+Dj2YDhQZbPw/cFTOikRCKB1atXo7Kycloy0/JLJBJobW3F+++/7wnicJthA4XbKvdBWSlG2qiUYHFwRht9IhMpz2C9yO1Iy4XlyG1NYJ3JfV7W4d+yZcuMs7iBwMRchRUrVqCrq8sZ4/l83mMEa4OYZabbF5cysTEtstblFOykcoZCdKWsJKnHCG57Ilf5rQOOHBwsKSnBrbfeijVr1kxbftJnGxsb0dPTg+HhYXct6Z/yW+tsdkS0HKeyF6ZqMzqTyJO/eZ4AOyByPM/j4HGbkXYQCAQwa9Ys/N3f/R1Wr149bWNZZCfn1bqaHR3uZyJDHjs5ACD3ynqRHTYOGmndIOdiecqxOmDCAWZ2kHkpYb6eUFJSgo0bN6K9vd0933SoqKhAPB7HyMiIO7/IhMcAvn/tZOkfySjx83M1kF/b87MN+ZzyPx/HOoDPw2O9vCf7xEzXob1qR0MLUKipqcEdd9yBl19+GT09PQAu79rMmQ+uqeNGxt4eG788MEkDCofDiMfjiMVinoYtHVYGmWQyOcmwZgUs5+VJM/Js0WgUTU1NuPfee90s+5lEqlh+4XAYlZWV6O/vd9fnTglMTBqXZQx1R9ZGtfzmDj1VI/MzWPwcEe106B/dsDntX1JS4in/KoTMgMulHW+++ab7nnkna92mWKbcGXmg0Z1NG8R8LA/auk3J9VjZ8aDN/3Pkh2UvfSMUCqG1tRW33367U7gzkWdZWRmKi4uRTCY9/U+nuPl+5Jm0weznbHD/1sfywOFXo8zGjHbQgsGJnWDZGdNZEBkgpV/V1tYWxMmVgMDs2bNx4sQJ9wysaHmgY+NDZ1jlfMJUkSx22LQeFN3I8tEDBMuEB1c/g5G/L5lQOpN5LYLcdzAYdBPqeY8BNuD1QAxMXgVtbGwMPT09SCaTLoOZSCRQWlrq6r11lE7rJ5Yhvy6vceRe6xCdPdF9JxwOo6SkBDt37sSqVaumXScvzyvXTCQSSCQSGBoa8rynx0bJvHN7EPycKuCy3uHMF+s1XZLM7YzHaO3EsC6Ue9VjOuAtSQyFQmhra8P9998/434bCAQwd+5cHDhwwJXY6v6n2x+XPE3VZ7WzwW2DjT1dbuaXwdDtlNufjBN+7Vcbd6WlpViyZAm2bdvmVpqabtsTHbpo0SKcOnUKQ0NDk9oby0rucWxsDBcuXAAAt69IMBh0pZd6HBDZsk0n1+Axl+0Mv/ao+7CWo5azzjCEQiHMnz8fTz75JIqKiqYtt0Ag4JbeP3LkiK8OFvzajn4WeV3PR9HjAzB5jzMeM2QOEo/pfnLRNoy+Z7mvcDiM0tLSGTllMy6dArw1otFo1EWo2FD1M2Z155VVNIDJUTwWfDAYdJ2Lj2Nh8io/bMSw8uFGzM8UCEys9tPR0eEm98lzTEfI+nOS8jx69Khr5BKx4/uQcjQdDeJOqmXDgyF3Vm1ksGzZk2UDmyMH8hx8fZaJ1MAuWLAA69evdyu+zBQ2YkOhEBYvXoyjR4/i6NGj7n71BnRacWljmR0uPwNFt1EeFNiZ5Y7MnZ0HcZ0a5++ElY58lxJdXr9+vauXZ0U0HdnV19ejsbERn3/+uSfSz21GD7Lyul8pgTbmRBaAdwlcv+fVylFHnvj8cj+SsZD/+XpyTdEJO3bscKv+SGZkOuRyOZSWlqKpqQnHjx9315D2rr8TrR+0XPxkpxU9/2bjjAdpHlR1BkPLUT6jjVDuIwBc5na6aXGGSxni8ThWrlyJd99912W2ud2wjNig5zYTCoUQj8cxPDyMsbExd3w8Hve0Weln2ngR+bFxzAPv2NiY57zct+XcrCPl3MDEAByLxbB27Vo89thj094/g2Un566srERnZyfeeust9Pf3u3sBvKV4XCHgZ9DpMUDu32+OgJ/BzH2V9Robgbq/i8x5XJF74u9FMuBbt27FwoULZ+SkyXPF43Fs2LABv/71rzEwMIBMJuMJfInMWG4C2y1ynDwL9yn+vrgtSfaMbRCWJRvS2WzWZTh0CS7LiPuqVFrEYjHMmjULTzzxxIxL9eQ5gImAVFNTEz7//HMnFx151/prbGzMrQwYiURQW1uL0tJSz5K5uu+wbuKxmOWbTqfdymvcv9km0f1axhPdH1gnh0IhVFRUYPv27WhoaJix7GT+6ODgIC5cuODrHDB+YzmPEfK/dlLYjuW+r78TzkyyPtPBFP7Rtp6+70AggMbGRtx5552eYPzVUJCwsyiIaDSKlStXoqenB0NDQ84DDofDLooLeGv5eNKadkZ0RBmAW0VAOp42JKUD8znE0GPnQz4PXC7ByefzbvB4+OGH8eMf/9itrzxdActn9d+1tbVobW1FV1eXu3dWMhK9k2fSTp1WSPwa/9YRUK3MdHRZd3zd+PwGC5FhOBzGXXfdhU2bNrlMzEw7Mhu8omRXr16NI0eOIJVKuU3BuDyPB0G+Bx0t1YqLO7geXLkja+eN26koPa7L1QO+Nqj4OxfFdf/99zsnd7oyZIOovb0dp0+fdjXzGpGhn4HM52IZa2OR/9aGmjwvtzdt0PhF3Vm2ftdm2c2dOxcdHR0oKSlxg8p0EJn39fXh4MGDk9LdukyBFT9H8rRBrw1+dix0v2NZcjubysHggVbXfOvBhfUpMJEpbGlpmfaO1gzLJRCYmKxaXl7uIp9yjDZCZIzQxoMYBiIvOa+0JXmdxxFtpHF74u8mmUyit7fXGaj8Of68HpsksBKLxbBw4UI8/fTTqK+vn7GhzM8WCoVQX1+PsrIyZ8gNDAwgEomgqKjItTUpJ5vKodTBEhlLtN6S+YvcB3ms0IEU7bjwGM4GNesC/m4l8t3a2opvfetbbmlWNvCvFpF/ZWUlGhoacPHiRZw7dw7JZBI1NTWeeaP6OxbZZ7NZnD9/HplMBlVVVVPqRJG/LoXicVf3TV3GLe1fZ9P8jFFxMiKRCEpKSrB169aCLbgihMNhdHR0IJ/PY//+/R7HS49D8h2Wl5djeHjYEzDV+oUNfgnYyDn4+5ZnT6VSGBgYwMWLF1FUVOTGeO673M5lvNV7a7E8ua8sXboUDz74IGKxWEEcjblz5yKVSuGFF17wVAn4BRNZJtxvBT1u+Nld7Ahze+MxVAdPefzkduk39vDngsEgSktLsWnTJjQ1Nbl7vFpdd9WOxl/7YsrLy9He3o7333/f4wwA/hFxNnL5GC0oNoy5Zp47Onti3Im1ouVr8JKfEoVbsWIFHn/8cTcxrRAGsyYcDqO4uNgNptxwpLMBk1dp0YOewM+tG5Zfo+VGxrLjBqiNII7qsDIUp6impgaLFi1CLBYrqKxYmQYCAcyZMweNjY04duwYMpmMmzAv98WDmTyrDAKBQMCzsorITEffdNqVZaIzQPKaX8aDFYk2pPhHFGF9fT2+973v4dZbb53R7uq6vLGkpMQ5f/K6XymQwN+vNl64PXE7022PX9d9VOsCPTCz/PyMdr5HcUBvu+02t4t6IRzcSCSCpqYmpNNpN5meJ4LygAl4Bwn5PrWj4OdEyDlYllpPch9keXJphh5s2YmW/3X/LSkpwYMPPogVK1YUTMfx91JZWYnm5macO3fOc209gHLZiBwnuk8WmJCMNwddWC/p/3nw9dNzuZx3iWzu49ze+H9gQh9Fo1F0dHS4hUIK4WQwYlQuXboUY2NjOHPmjGffDJGPnpjM/dRPPtw+WCY6ss66Sjsc7Ezo87P8+DvW8gkEAqiqqsItt9ziHEl5puki/S4ajWLjxo3u2rK0rDizbDTr/ifPJMFKznDIs/M9aluF2xs7EZz1kGP8Smp1O+P7jUQiKC4uxvr16/Gd73xnRhPnGX6mfD7vNkhlY5jbFX+muLgYjY2NzjaTzBHrGq4iYTtH2hnbPdIWJZsh98F9UxxeuR89ZrCNxO1CVsT8xje+gXnz5nn01EwIBoOYNWuWJ/ut9b0cx/9zH+V75efidievs5Mv8tJ2CbdHHpe5jbKNo4OqoncDgQDmzZuH3bt3O7tuOn20cIX0/59oNIqlS5cimUxi3759nganhaCNBm4o2tGQz/FKQVxXKspXR/f4fT6eG7wYsolEAqtWrcKPf/xj570V2sFgmpub0dXV5VLjPIDmcrlJZS46q8Ey1J1MGpiWEQ+oejBhpchy5vPKD2cygMubfU13+bOp8DtXJBLBzp078dJLL6Grq8vNA+JBV5DBdWRkBKOjo8hkMm4jsdLSUsTj8UlZDW3UcfvxMzwA71LNLG/u6H5KhZVQUVER7r33Xnzzm9+ccb2ydiQSiQSWLFmCvr4+Jy85jmWlBwStpPi+9Xt+joduS9K++ByiI2Qg5ntgZcm6hJ8zFAqhqqoKS5YsKegiBOXl5di8eTMaGxvx8ssvY2BgwGNASZvjgUzuW4IH2nngAVWuo9uONujkb79skPxwnb0eQDjSxfcejUaxePFiPPLII2hrayuY3OT8wOWI3+nTp3Hy5EkA8LQNGdBY5wMT/SkSibj2EghM1PNziakecHU7ZOeFB235kTJFieaznLh9ynMBE+NbJBJBTU0NduzYgd27d7tgVSGcWz5HeXk5li1bhuLiYrz22mvIZrNu3qEYwLo/sBGnx85MJoOhoSEXdMlkMhgeHnbnAzCpfbEhp8cQ/g7lPrRzLG2A27tEwtetW4dHHnkENTU1M5IbP7tQU1ODlpYWdHd3e1atY5mxE8TPIFF0dqK0UcgBQJaPtCORDTsZsmS3vM/7OrBuE10i7UHsAFnZbMeOHVixYoVngvtMYCcjFAph2bJlqKysxPvvv4+xsTEnA9FVrPsks6cdOJG3nNdvfND6neWdSCScPvVz1OS8fuOrPr/ca0VFBe69917s2bPHld7PpM+y7EtLS7F582aMjY2hu7sbQ0NDGBwcdHNteaEBuSf53r/o/JxlkD7EctLtTxw+DqqwMyLBKD8nQ/cNaXN33333jBalAa6BowFMzEFYu3Ytenp6cOrUKdfQRKhaQbLg5H12JFix6R2WWaGxg6GdDG6MfG1Zo7+srAzt7e344Q9/iE2bNs2oNl4z1SBUWVmJ2bNno6+vb5IHLga8rODF7/sNNH4OAUcxeRAWWemB2a/Ds3Ek96YNCZkstGrVqoJFWb6IfD6PiooKbN26FblcDocOHUI2e3m9dOnQvLqKOBusEPXAycaOdjp0iZ+OMLAy1Q6tNsx1JEXSkytXrsSqVasKkg7Xae5wOOyWaH777bdd/xCHwq80jw1pv2eW47jt6YGDlZ4MFCJzXbom5+a2ywp1KoNdAgTbt28v2N4tIkMp/4nH426VOzGOJRvJ//O8Ad03+fn4WbSTofuadh70IMEOrXYstPMmukOe66mnnnKbkRYyQMCObnl5OTo7O/GHP/wBvb29ru/pgI92xLk0itsbG8Fi7GijWgcHZAD2G5B1RFB/BwDcalfAREBq+/btWLBggQtuFBJ9vubmZtx+++146aWXcPbsWU8fkDan+7t8z/zs4+PjGB4edpN9ZSM5yeRLZliPG+xU6Lam4XvjZ+F+UlJSgltuuQU/+clPsH79+hllbvW1WZe1tbXh7Nmz+OSTTzxGL+BdgpXH01wu5xwT1uHa5tBtNpO5vDywfC8ctBsdHcXQ0JDLlEgJuLQr1gn8XcrE6qKiIsyaNQudnZ1uPkshnFtGzlVZWYnS0lL09vbi008/dfqbnxnwbuInsk2nJ/b8ktUC5RidzdbZXZ1NlNVDk8mkp01qXcn6gG1IabuyeNDs2bNx//3345577nEZtJnKjsdMcWQaGxtx9uxZ932OjIygsrJy0hjK1Rbs8HKwVGdkBZbTVIEn1g+sC3UWjW0dAJ4Kn1Ao5ObclpeXz6i9XRNHQwybFStWoLe3FyMjI5PSZ3ys/GYlwEqfBa5n1EsHF8NFGpcedNgYBC4byJL++9rXvoZvfvObWLp0acEiVMJU5wmFQrjtttuQyWRw4MABZyyLjMRo4fQiNwqWm+7EHCHxcxxYzrrh6UwGv8aGgDxbIpFAY2MjampqrmkGSJBOWl1djS1btiCfz+PAgQOe71zkJgpSJmrm85fLNNhAkQ7HHVNHTHjw5AFcR7LY0RP4exMFLBQXF2PDhg14+umnsWLFioLW3Yq8xHldtmwZurq6cPr0aScbNoL9HA5uY/wa/9ZRJmlXerlGOY4NGO1ISKBAruv3I8dKOcH999+P+vr6gvRbzorl8xNLDS9fvhzRaBRHjx4FAM/KKnLvsjywjjCKLMTY8guUcJuT6/K5/ZwMXqefBxAuz2BDmvVGUVER7rrrLjz88MOeOWqFisrLcwATeq64uBhz5sxBX1+fuxe/slBgciDKr+1pfcgOLQ+s3B91uYDu62yocl/nsWLWrFnYs2cPnnzySVRUVBS0ZEp/B1yiN3/+fOzatQvPPfccLl686JGFHg+088+6KBqNup3fpQRMskQsOzbg9NwMPQbp70junfWYXK+oqAjLly/Hj3/8Y3R2dhZkY02+JpNIJLBhwwacPHkSZ8+endTueBwUWN9xoJP7j5atyEiWYQYwKfvIZY5sWPJYIs/AzhIwEbidNWsWdu/ejZ/+9Keoqqqa0fLdX4R8F9FoFHPnzsXRo0ddgIX7pZ+ekv/lOaXPsJ7U+p9lqG0Qbn8ceedzaJvFb3yYPXs2HnvsMfzsZz9zc7EKJTv5HqVtrF27FslkEh999JHLyLJek99s22r5sz2mA8Js47HDz9+D2MO6ffJGffye1tlSpldTU4NHH30UHR0d7nU+5mq4Jo6GdJQFCxYgn8/j1VdfdVF7v4bJDQbwrlfu531pb44jeOxk8MAt9yXKTwaP8vJytLa24t5778XKlSvdcdyRCt2h+ZzhcBgLFizAsWPHMDw87HGEAG/5CMuPn4tlx5/hAVY3UJGjrun2a+Q8uHCjlLRpSUkJli9fjp07d04aqK8V0rlra2vR0dGBkydPuowFy5kHRYkcySQwUYp+DjBw2UBkebLi1BsC6Wtqw5jlEg6HnQE2b948bN68GYsXL0ZZWVlB5aSNp2AwiM7OTrzwwgvo6+vzHMMy0MafRKHlPX42HoR12+H+yu/J+wKfQ+TFipGNJ1bu8Xgct956KzZt2lSwsil5Xm7jq1atwtjYmHM00um0i7qxfFhXsB7iZxVdJcdqY1c7HxJMYcOFZei30ysb1bp9x2IxtLe34yc/+YlnVa5CGnt8rkAg4FZnyuVy2Ldv36Q+o7Nq8h4PtNwX2Ulhvcb6n/UfOyM6yqfbOrf5cDjs5tOtXLkS9913Hzo7O1FbW3tNxgZx/EX/8/nr6+vR1NSEVCrllkaXe9DOvzwH90VgQgfyjuN6Eq8uv+O+qx0yvQAHvy/3LvoyEAigtLQUixcvxjPPPIM77rjDszHttSCfnyjBWblyJYaGhjx7HQDeeQTc3liHs+7hdsIyYaef+6eue5fFFiTKztflfiM/4phVVFRgz549+N73vucWCLkWstL3MXfuXNTV1bmSLy0DmUcqz8H3LfqTs4Wc1WDjmXUY630dgWe7UbdV1gvAxPiaSCRQW1uL733ve/j2t7/ttkPQmYiZwFUJwIRTuH79egQCAXz44YcYGRlx9yty03qe+4zYKLynVjab9QRFuX9y39b2MtvAun/L82s7TXReLBbDHXfcgbvvvtuNqzPRd9fM0QDg1sjOZDJ49dVXcenSJSco9uTZWNFC1B1W0MYLd2j2IvleMpmJicPB4MSumpWVldizZw82bdqElStXThoc+fe1kI/cY2NjI5qbm7F//35ngHAUSkdO5W9R1Npg404sClDgjq0NOb8IAZ9b7kV35nXr1mH79u0eJXitMxvs8DQ0NODrX/863nrrLRw6dGhSB2J5yL1JvTfLRTql3yArf8vn+X+/68h3x21dOrHUhkvJz3e+8x20trZOUoSFwK9N19fXY/Xq1Xj99dfdHgd+15Xn8HNCdJRFG8rcr3UwQStJP0eX/2djgO8zFAph3rx5+OEPf+iWKhR5F1J2MoDOnj0bpaWlbm8D6Y+8caRf5lEHVfQAw/2ao6esC9nY0VFS7bxx8EVHUMPhMJqamvAP//APbl30a418Z4lEAmvXrkUmk8Hnn3+OZDLpZKYHU92OdMAJmDyHhx1bP6eWjUJtNLOeYydTMgBLly7Fs88+6yltvFY6jo0fvkY0GsWuXbtw4sQJvPzyyzh58qQbB7Se1oacjKGcKWQHhXUZO2ksU27T2smQ6+t5ciJDcTKeeOIJ3H777QVfMGQqwuEwVq5ciYqKCnz++ef4+OOPJ9kRrOO0bmMjl5+VjxHHQo7n/pnNZt0qmRzIknGU5cQ/km2qrq7Gpk2b8Pjjj6O5ufmatTl93nx+oirl1ltvRXNzM9577z2cO3fO3as8LzA5wyPPJGOg1vWsz1lPcf/0GwN4jqQebzhQEY1GEYvFUFdXhwceeADf+ta3UFVVNekZC+VkaLmVlpZi3bp1yOfzOHz4MM6ePes5RgdChGQyOamaQWwVDh74/S2y4TksOuDnF/xkpPQ8Foth5cqV+O53v+vZwHUmbe+aOBqaRYsWoaqqCh999BHefvttj5ClAbES1IMle238sNw4WWjhcNhNIJQOA8DVoZaVlWH9+vV48MEH0dbWhuLi4oJNrLpaxPhctGgRzp49i/Pnz08yaoHLRk0qlcLY2BgSiYRrGNzg9MAATHQo9mjHx8c9tY/yOkdltAMi9yJGlWxU1d7ejqeffhodHR0FWR7zamUnWYG2tjbU1tbi5ZdfxrFjx5xSFFhJAZiU+WIDhg1nzgbI+6JAubOyccmKQBxcYKJdRiIRt+HYypUr8cwzz2D58uUeY6HQzoaWGQDMnz8fx48fd8u3At6dcXl+CwcF/AxhwJuFlNfFoNPLS3PggPs4ZyVl8BF5sCEk30l5eTn27NmDLVu2uDlV16r/BoNBzJs3D01NTdi/f/8kI0scSO3gsl7SSl/rQXbaOLrn52Dw4KznZfDf3EZDoRBqa2vxzW9+E5s2bbrmwQCBDc9EIoHbb78dK1aswHPPPYfe3l4AkzeMZLSBx8+ljWIdzdPZC79Mmx68xdCLxWJul+5//Md/xNy5cwu6Eel0KC4uxqJFixAOh/Hiiy/izJkzGBkZ8fRX6ccsB+5/gLct6r/1XAw/QxvwzwDpkh+JKre2tuLRRx/F1q1bC5p5/CLkXmQZXVmC+P3333cZQp4IzX2Q9ZOg+y6PKdxX+TUpY+H2ycaxfG8yrkajUbchcUVFBTZv3oynn37a7Q10vZA+W1FRgfLycsRiMfzxj390q++xsyCITFiGIjduj6yn2VHjwAlnS+Q4bSzzfbD8ZNL8Qw89hAceeADFxcXXdEzViLOxefNmrFy5Er///e9x9OhRj03BzyP9Rgd2uX9xG9LX0g6cdoC1vuNAjSDbE0QiESxfvhw///nPsXTp0oKNp9dMa7KnHggEUF9fj9HRUVy6dAldXV2eMhceGAF4lJz2WrkejhUcDxZiCMv1JZJXW1uLVatWYe7cudi9ezfmzJnjMSSvV0PUMgoEAmhqasLGjRvxxhtv4PTp0wC8qT0dmZLn5YlagUDANWa/KJ9fGYZ25rQRyZ1Zvksxluvr67Fz506sWbOmYBP6rhS/76yyshIPPvggurq68Jvf/AZnzpzxNThETtpY5giNNqzlWtro0QOI3BvgnTgfi8UQj8dRXFyMWbNm4Rvf+AY2b97sWRqzkBNL/1p7Li8vx6ZNm5DJZHD48GEno5GREbeKiMhC5MXPxIMGBwY4K8SOKy+96hdpFgeYj9WRFy4nSSQS2Lx5Mx577DEXHb3W/TgcDmPDhg3o6+tDT0+PJ5gBXJ7wyhkvdrxEniIzbdiwXLnkQGco2BHTzhkbjuxAimO2a9cuPPbYY6iqqromMvpriP6oqKhAS0sL+vv7PX2SAyZaj/k5IiIrwDsg89wgkYUOmohjyDo2FAq5TQIrKyuxefNmPPzww5g3b941mYB7NXCGTcp9jx8/jt///veuLEiPm35OvTZctCOrDUU/Z4x1GyNtLRaLuQnM9913H7Zt2+bmP15vmck4WlxcjM2bNwMA3n33XaeP2Mjz65Pyw32Y+6tfBJ51H3B5vqC+N2DCERJDLx6Puw35tmzZgieeeMKzafC1YKo2zU5Ya2srcrkcDh8+jAMHDnh2D5djdLuR11mviRx4MjTbNhzw00Et1ps81or+j8fjiMfjaGlpwUMPPYR7773XBT+vZ1BFiEajmDVrFu655x787ne/cwEqcXC1PtN2LNvEfk6G39ghfZ7bItuEIksmGJzY0yYSiaCtrQ3PPvss1q5dCwAFa3MF7/U6MsQ3On/+fDQ0NOCzzz7DwYMH0dXVhcHBwUmTWVgRsucv9bIyoOvBG/CuvS4ebnV1NWbPno2dO3diy5YtiMVins1abtTgoa/f0tKCS5cu4fz58xgdHcXY2Bii0agnUiQdSxodG7i6k3KEgVO63Nh0qpcNGVa+wOU0eCKRQGVlJb7+9a/j4Ycfvm5pcIa/Mxko5B5bWlrwyCOP4PDhw3jxxRfR39/vG33XSkve084cG4s8KMt9sNMir8m9sJNRUVGBBQsW4KGHHsL27dudEhTFy21wpm3yiz4r8qqursbatWtx5swZDAwMuI2SstksEokE4vG4p5aYZaUjJdpxEGNP2pYsq8k1qCJ/v+iqyE8PKhJE6OzsxD/90z9h/vz5Tn7Xsh/Luevq6nDXXXfhhRdewIkTJ9ykR5GRDgzoPumXAdLRP52p1VE/CRZwxog3KeVrii6Mx+PYvXs3nn32Wbfu/fWM8HE5Uj4/MUmzs7MTALB//35PWa123jnyB8AjF3amxFFgg0VHoYHJkXcORnE/3bZtG9auXYumpiaP0TVVycS1lCf3AXnWxsZGNDQ0oLi4GL/97W9ddgjwOmq6lp0NHB1Q4c+x/tP9UP6WNizZdTHoE4kE5syZgz179uDb3/62W7XmesPtJhCYmCdy++23o6amBgcPHsT+/ftdn9JGm3yGjTxtXHN/1U4/6zL+nB7POdNdUlKC1atX46677kJHRwfq6upc27reNgoHMIPBINra2tDY2IgLFy648lHdZ7ld6L4s5/NbeEDrQhkX+DX5rDiHYguGw2Fn1N9555248847sXDhQmc7iZyvJ/x9V1VVYc+ePbjlllvwxhtv4NSpU85R0+1CytI4eAdM3mxY5MPzWAB4skLS57Xzx4FNseni8TjWrFmD73//+1izZk3B+2rBHQ0dVWRjWmrTb7nlFixcuBDHjh3DO++8gxMnTrg16uVYETrgFUg0GnXrT8u1RMnxsUVFRaiqqkJbWxt27NiByspKNDY2utWH+Do3OkLF8mptbUUwGMRrr73mJmHpHSy5AwOXDTJpbIDXAeEyC26EOmXJjdbP0YvFYkgkEigrK8P27dvx6KOPor6+/nqJy8GGi8DRgHA4jPr6elRWViIcDuPjjz/GoUOHMDAw4MnS6MFFdy42Uvz+1h1YkNILMfBKSkpQU1ODjo4O3HHHHdi4caNnPoZfJP5at0k5/+zZs7F06VK89dZbACZKM4aHhzEyMoLBwUGUlJQgkUhMWo6PM2BsAMvrElmR9jYyMoJLly6hrKzMvScy5hIE1gEaGVRk06XVq1e7Y7lNzFR2fufgyOicOXOwfft2/Pa3v8WZM2c8/Y7bpTgEMkjyM+o2xIEDzmbIs4ks+YezP9rJkHYpfbatrQ0PPfQQWlparru+47GAZVtUVITOzk40Nzfjww8/xOHDhzEyMjLJydBZDW4bPNlYOxa6Del+Lv1UAlIlJSWYM2cOdu7cibVr16K1tdUTgZcx7Iue8VrhlzmQ+1m1ahWCwSD27duHjz/+2O2NwX1Jtw15Tfdj3Q9lHOZMiN/4LlnG0tJSVFRUYMOGDbj11ltx++23F3yBi6tB61dxNtavX+82bfvss8+cPSGGnnYo2HCW8/mVLXKQSq6vo9YiM5l0K06GLLH/1FNPob29vaArck0Hv0CPrOSVzWbR09OD4eFhj7y048pOG1ejyLGAN0Okf/yyQFKmKjZhUVER5s2bhzvuuAP33Xef25flWme4p4IDKnIPZWVlKCkpQWNjI/bv34/PP/8c+/fvx/Dw8CRdpbOSLEM5v7Q1vRu6DmBJaZ7O3kpmORqNYvbs2di+fTu2b9+OxYsXe44plMMRyF/HMAN/6SKI8fFxJ/gLFy6gu7sbo6OjnglbgqTcM5kMent7ceLECWSzWZduLCoqwpw5c9DU1ISqqiqsWrUKCxcuRCKRuGGddTrk83l0dXXhV7/6lVs2Fbg8qLJhw41UOxvAZSdjbGzMUyPPkVA5JplMeiKlcl3xeEUZ3n333fjBD36A2bNnu+t8WeWbyUxsSrV//36cP38e+/btw8mTJzE0NOQb+RQZ+pX58ODMKVCRuQwiMnAkEglUVVWhuroa27dvx913343y8vKCL197JXyRwk0mk3jjjTfw5z//2fO84nzGYjG3dCsbzwA8x0npkxh98n82m8XY2BhGR0fdnBV2NjiTwU4KEwqFEIlE0NzcjIcffhhPPPEESktLr63Q/gqnTp3C888/jxMnTgC4nNHggVaMEcDbP7VRpzOM2gnJZCY2/NI7gctEUz3nSDJpZWVlWLlyJf71X/8Vzc3NBV+6uxDk83kkk0n09fXh//7v/3D8+HFP5lXkwcElNnjlJ5lMuh+eoCuf5e+B55pJmdTOnTtxzz33oKam5rrPN5spuVwOo6OjOHz4MPbu3YtDhw7h/PnzkzJhHCjI5XIe/a/LH1n2OhPCk5Zlvl5ZWRnmzJmDxsZG3HfffVi3bt0N0XVXSj6fx6VLl1wfvnDhgu+EY50BBy5HjsVWEf3H/VVnMzkyL06GZH8aGxuxevVqfOtb38KcOXOu+1zRK0XstmQyiU8//RSvvPIK+vv7PQ4Wtxm2TziryGOJzBnVQRZ2iNlMlfLGWCyG0tJS3HrrrXjssccwZ86c61oqNV09KuPhZ599hn379uHgwYMYHBx081L4uXWGWjI6ouckgybn1cEYXWUhAdCysjJUVVWhrq4ObW1t+MEPfoB4PH7N2t11dTQYNo5lcO7v7/fUi4+OjuLdd99Ff38/xsfH0djY6CJyJ06cwJtvvomGhgbcc889LnI3d+5cNDU1+UZdvgqIsTIwMID9+/fjvffecw4VHyMNSGrZuTRBlGUgEJhUaiENM5fLucbKNfLs2ORyObdPQXFxMUpLS7Fjxw786Ec/QnV19STP/csIyyabzeL06dM4dOgQXnnlFQwODuLSpUtu9RsxSNjYFuOEI/WiEOWZxQGUFHhJSQmKi4sxf/583HfffaiurkZrayuKiopumJy+6DsSh//NN9/E66+/7p4duFymIlERnheQy3mXoOWaZJER73HDzhsbjXJOHtQ5GiXGTF1dHW677TY8++yzaGlpAXBj+3Y+n8fJkyedcaz7KHA5qyHthyPvXH4nv3mQ4OPEcRPDkH+z4Z1OTyy7G4/HUVVVhaamJjzxxBPYtWvXdZuEO11yuRyOHz+OTz/9FAcPHsTZs2c9K0T5BZ/E4MjlJjbHGhoaco4GRwVZ3lJyEYvF0NraiiVLlqChoQFbt25FeXm5O/eXVacB/v1Z2sDAwADOnDmD119/HcePH8eFCxc8i39wNJ6NFc4GcX9kOQLeJTCLiopQXFyMpqYmLF68GNu2bUNdXR2qqqpQUlJyQ+VxJcfn83mMjY3hzJkz+OCDD3Do0CH09PT4RohFB4qDNjIy4px/NvK4RBm4PKZL6ag4t2VlZZg9ezY2bNiAzs5OLFu2zI0RX/a2B0zop08++QRdXV34+OOPMTIy4lnQB/CuFCj6T+QuG0ay3SG2ibQ/vp6UN8qS+gsWLEBDQwN27dqFFStWfOXsvXw+j4sXL+LkyZN47bXX0N/fj4sXL07qq9Ku5PkzmYyTm+6fMlawrpSVVmUeRl1dHZYsWYKdO3eioqICRUVFqKuru6ZBgRvqaHB2g18XAzabzWJwcNAJtK+vD1VVVRgeHsbx48exf/9+7NixA0uWLPGkhb4KBvAXwR3s4sWLOHjwIF566SVcvHjRY/xydE+X8vD/eo1vTruJA8IRLzHuioqKUFZWhrq6OrS3t+P+++/HokWLUFFR4ZGx3OuNjsL4fd/cntjokPkIL774Ig4cOOAm4CeTSTeASAfm9LdklOR16fwir8rKSrS2tmL27NnYtm0bWltbPQPHjWqTU12X+14qlcJf/vIXfPrppzh9+vSkCaQAPIMBZzfkdZ0J4qwRT0wFvG1UBiZOF4sDV1JSgo6ODvz0pz9FY2MjZs2a5ZkAfiOREoIXXngBR44cQW9v76RSKe5fbLTo+2fDBrgc9WPHgjNH/N3IQCQlQAsXLkR7ezs2bdqEbdu2uU3abrS8/hrSbo4ePYre3l709PTg008/RV9fn2ezVommFxUVuZ2ce3t70dvbi7GxsUmZIumn0WgUZWVlqK2txaZNm9De3u6CV1ImdaNKLgoB6+NUKoUDBw5g3759uHTpEj788ENPLffQ0BBGR0c986V0RJT7o0RDZflQkeMtt9yCNWvWOEMZmPnSodcTedbx8XEcPnwY3d3deOedd5zTKkuAS5Ywk8m40tLR0VGPvuMsEDtm8ptL9DZu3IglS5ZgzZo1rjyVHaAve/uTdjE6Ooq3334bb7/9NtLpNIaHh11JkDgXwOXSVynnkd3Sx8bGJlUXAN5qDZkbWlVVhW3btqGlpcXNT5Iy+a+S7IDJfTWbzeKdd97BkSNHcPr0aXR3d7uxlrOH4+Pjbg8skaV2NmT8lMxtPB7HnDlz0N7ejh07dqC5uXnS5oXX0oa74RkN8XRlkijgVVIsCClV4fkFPGGV6/T1eb5q8NeSTqexd+9eHD16FN3d3W5zP05P6vSiII6GjhhwlJm9Z0nnlpaWoqqqCqtXr8batWuxdu1atxOudhC/7J1by4XvO5PJ4MiRI/jzn/+MCxcu4KOPPnJGTVFR0aQ9EuRH0reRSARVVVVYs2YNysvLUVlZibVr1yIej7vPamPyyyYndqbS6TT6+/vx3nvv4eOPP8bp06cxPj4OYPIGdHpOD2c2uByNIyycVpfyC4ajN4HAxGps27dvxwMPPIBFixb91cH4Rsg3l8thcHAQhw4dwieffIIPP/zQ1S5zpkFHhoHLSzTLezzfQqJ+IlMumeK5C7lczrMc65o1a/D444+jvb0dRUVFHifjyz4Ya+NscHAQp06dwvvvv+8GXtZbs2bNQmNjI9LpNI4cOYKPP/4YqVQKsVjMGXUSQU4kEli9ejVWrVqF4uJiNDc3T9oVXV//q4YO2slzDA0N4Xe/+x0+/PBDt/laT0+Pm7cmx3O9vZSB6qVD4/E4FixYgI0bN6KqqgrLly93E2+/DAGnL4L1uMDfvfSrkydPYnBwEO+++y6OHz/uZBSJRDA2Nob+/n6cP3/ejau6VEh+ix6T8rzKykosW7YMW7Zswfz5890k+S9zn2T4XtnOGh4eRm9vrwsIv/LKK25eXjKZBADn5IfDYSSTSVy8eBG9vb2eYBUb36IbE4kEZs+ejdWrV2Pz5s2YO3eum+vH9/JlbnfAlQX75P9Tp07h6NGj6OnpwV/+8hecPXsWFRUViEQiGBwcxPDwsHMUeDwVJ02CKi0tLSgpKcGsWbOwevVqrFixAoB3zqFfnyg0NzyjIQ8rrwGTlTwfoz/rly7TA/lXCXG6tCykMZ07dw5dXV2u8aVSKQwPD7s5ByMjI8jlcm6AZWMPgKechSOhEo2vrq7Gli1b0NDQgKKiIixatAilpaWeTap0h/FzEL9saKXEzpLI9eTJk/jNb36D7u5uFBcX484770Rra6vn89zeZACWFVZkiV9OD7OcdHuf6h6vxXN/EaxoeJB86aWX8MEHH+DcuXNuVSo2bnnyt7QvdjTkOcUoDAaDKC8vR2lpKaLRqCsluHTpkicyX1paikgkgvr6ejz66KPYtGkTIpGIR6ZTKcfrOVjrdpTPT5Rh7N+/Hx988AFOnDjh+qMEUoqLixEOh9HY2IjPP/8cBw8edOu8S8qcI6Q8J4NLMrgdx2IxVFZWoqWlBbt27cL69euxcOHCSW2P71u/9mWE9bjOUoyNjeG5557DsmXLMGfOHIyOjuLQoUN4//330dvb60p5Ojs73QIgsgnal2HFwWuBdpYAr74eHBzE0aNHcf78eZw+fRrPP/88zpw5g/nz56OqqsrpcT6XlOEVFRWhtbUV69ev99R4+y3J/WWWqTZ3/BwOzl5LGd6RI0fQ1dWF4eFhdHV14ezZszh48KCbv8YZc5FJJBJBY2MjSktLUVNTgzvuuMPtgSIZDGCy/v0yyO6L7kPfLyOvSTnyO++8gwMHDmBgYADpdBrt7e2orKzE6dOn8c4776Crqwu5XM5NipeASVNTk1sOvrq6Grt370Z1dbXbL2mqe/syyI75onv166fyNzBhC54/fx4vvfQSLly44FZovXjxIjo6OrB27VoXRNLXy+cnFsUpLS1FPB53GSE9JlwvJ/eGORrXki9LZ71WiGEsRsyxY8fw1ltvYWBgwKV5paRDjLyioiJn3A0PDyOZTLpN7mRvhw0bNqC6uhoNDQ03ZMna64Vf+5Cou0RgwuEwqqqqXClAIa/1VSCfn6j1HhoaQldXF9577z309fXh5MmTGB0dBTB5+UNgInLa19eHoaEhZxiK4xEKhfDkk0/i/vvvRygUwoEDBxCJRPDKK6+4yGBZWRnuueceJJNJt8Pqjd4kbTr09/djaGjIEyGW8h2R2X/+53+67IfITSbkSTmQlDZyJgnwTo5vaGjA6tWrsWnTJjQ3N3tW1vtbZXx8HHv37kVzczOKi4uRTCbR39+Po0ePIpVKYc2aNaitrZ20Yt/NTD6fd6UqqVQKL7zwAs6ePYsHHnjA7QDs54BxVP56zru4VnxRZHmq10+cOIH+/n5UVVXhzJkzePnll/H8889jzpw5LhACeMuDysrK0NHRgcrKSgSDQZdluxmQgJro9YsXL+L48eOYN28ewuEwLly4gMOHD+OVV15BQ0MD6uvrXQVBIpFAZ2cn4vG4G1tu1n4sZXpcepzJZFBWVoaysrKvjEz+Jh2NmwmedCoRlXw+j8OHD+OXv/wl+vv7ce7cOeRyOSQSCeRyOZw/fx6XLl3CP//zP+PBBx90nVmMIMNgtSAlVZcuXcJbb73lHFxxLiSi98EHH+DAgQPo7e11mbOxsTG3Oefg4CD+5V/+BX//938PAK5+N5VKeUqiJGoFeJfx/FtAnmtgYAD/+7//6xy6N954AydOnMDFixcRDofR3t7uyu+k5DEUCqGqqgrLli1Db28vGhsb0dnZicWLF7u++2Ve5afQSPvh9D9nV/+W2k2h4NIUMVpuViPuahgeHsb4+DgSiQTS6TS6u7tx4sQJ1NbWYsWKFZ5sNstYVuvjJUNvFnT2OZlMun6ZTCYxNDSE06dPY968eaiurgbg3ePhZpLV3zpfvVCh4eCOzJGSfD6P5uZm/OhHP0JPTw/+8Ic/4LPPPkMymUR7ezuKi4uxd+9eDAwMuP0cbEA2pkImgc6ePRv33nuvb9o8m81i2bJl6OvrQzabxWeffYbf/va3GBkZwfj4OC5cuIDx8XGUlpa6UiKeqOZXSqmNx78FuI5dJjOeO3cODQ0N6O/vxz333IMDBw7gnnvuwbJlyzxzhACgtLQUTU1NGBwcdCVoct6bDX5maTPsaH2ZSlG+LHAprvRBk9HUiI4rLi522Zx8Po9ly5Zh2bJlk0pqGc4+3sxI3+QyH1lMoLGx0bec2Nrj3xaW0TAMwzAMwzAMo+BYGNswDMMwDMMwjIJjjoZhGIZhGIZhGAXHHA3DMAzDMAzDMAqOORqGYRiGYRiGYRQcczQMwzAMwzAMwyg45mgYhmEYhmEYhlFwzNEwDMMwDMMwDKPgmKNhGIZhGIZhGEbBMUfDMAzDMAzDMIyCY46GYRiGYRiGYRgFxxwNwzAMwzAMwzAKjjkahmEYhmEYhmEUnC+1o5HP57/w/1wuh2w2i1wuh3w+j1wudz1vzzAMwzAMwzCMKQjf6BvQ5PN5BAIB39f49Xw+j2AwOOVnDMMwDMMwDMO4cdwwR4OzE+Io5HI59xsA0uk0zp8/j0wm417L5/OIxWKora3F2NgYYrEY4vH4JEfEMAzDMAzDMIwbxw1zNMQpyGazOHLkCOrq6tDb24vDhw9jfHwcwWAQY2Nj6OrqwuDgIDKZDDKZDACgpKQE8+fPR19fH2KxGCoqKrBq1SosWLAAgUAAwWAQ4XDYHA/DMAzDMAzDuEEE8nriwzVCshb8O5lM4uDBg3jjjTcQCASQTCZx8eJFpFIpTzlUMplEJpNBNpsFAGQyGaRSKeRyOaTTaWSzWTQ0NKCyshLj4+NoamrC3Xffjbq6OiQSCUQiEQATczqk3Erwe80wDMMwDMMwjJlx3RwN4HK5VG9vL06dOoU33ngDFy5ccJkKv2Pz+TxSqRQymQzy+byb9J1Op91ruVwOqVQKqVQK6XQa+Xwe0WgU8XgcW7ZswapVq1BXV4empqZJ5wfgcYAMwzAMwzAMw5g5183RyGazGBkZweeff46DBw+ip6cH6XQaqVTKM79CfgeDQeTzeWSzWbeylJwnlUohm826cirOcOTzeYyPj7tMBwDE43G0traio6MDt912G2pqahCNRic5GOZsGIZhGIZhGEZhuCaOhjbeU6kU9u3bh08//RRnzpxBKpVCOBxGKBRCNptFKBRCMBh0f8uk8Hw+78laAHBZC3Eistms+9/vdzKZRDKZBACEQiEsWLAAnZ2d2Lx5M+rq6hCLxXzv2zAMwzAMwzCM6VNwR4ON9Vwuh/Pnz+P48eN47bXXMDY2hnA47FaOkuPC4TCCwaCbBC6lUHJr4nTkcjmXtQDgMhvyI5mMXC6HTCaDdDrtsiby+tjYGCKRCNra2rB7925s377d3Ys5GoZhGIZhGIZRGAq+6hQb7CdOnMCrr76K7u5uAEAikUA0GkU+n0coFHJ7YQQCAWQyGYRCIQDePTLknNls1jkhkt0Qp0U7LNlsFuHw5UeTY9LpNEKhENLpNPbu3Yv9+/fj8OHD2L17NxYuXFhoURiGYRiGYRjGTcuMMxp+WYBcLoeTJ0/iT3/6E3p6epwDEY1GnXPAl2UHgnf3lv0zxHmQuRrZbNZlOOR1yWBIZoMnicv/UkYlWZFUKoVkMokFCxbg5z//OZYvX47i4uJJO5BblsMwDMMwDMMwro6Clk6J0zEyMoJf//rX6OnpAQC3vGwwGPRMwgbgsg+yUZ9kLiTLwc6FHC8OiDgc4jSIoyGrVPGEcSmhEkdD5nAMDw8jk8mgqKgIX/va1/D9738fdXV1nrItwzAMwzAMwzCujhmVTvllM06fPo0jR46gr68PuVwOsVgMoVAIgUAA0WgUkUjEZRSkPErKqAB4MhuRSMSVTWnDP51Oe+6DzxMIBNw1c7mcK6PKZrOIx+POGUmn04jFYsjlcujv78f//M//YO7cuXjggQdQVFQ05TMahmEYhmEYhvHFzMjR0BvwZTIZdHV1Ye/evcjlcojH426X7lAo5LIZ8pogq08B8JREpdNpN+9CyqcEcVYk4yHL4QITczUymQzGx8fd/+xwyHV4Kd1QKIShoSH8+7//O/r6+vDoo4+iurranAzDMAzDMAzDmAYzngzOzsbZs2dx6NAhN9lb5mRIhkFKqCRTwY6Bnnch55Y5GIKcW86h98DIZDLOMeH35TU5VpwduV4sFkM+n8exY8fwb//2b0gmk3j88ccxa9YsczYMwzAMwzAM4yqZsaPBO3hLhiEajbrSJnEKwuGwy2zI5HBxNmQlKDmPOBeSJZHsBgDPZHE5B2dEYrGY27wvHo+7z4dCIY9jIWVW4piIUxIIBDA8PIxf/OIXaGhowCOPPOLu1zAMwzAMwzCMK6Mgy9vm83mMjo5i//79bjJ3JBJBJBJBLBZDNBp1DoZkFiS7IEa/ZA3k81IqxQ6AvC9I+ZS8l8lkXHmUvCeOifydyWQ89y5lU/JbNgwcHx/Hf/3Xf2H9+vVYtGiRTQ43DMMwDMMwjKsg+NcPmRox8oPBINLpNPr6+lxZUjweRzQadeVT8hOJRDwOhxj3kUjE44RwloEdAS5/YgcEwKQyKr5P3uyPfxh5lkAggHA4jE8++QR//OMfMTQ05Dm/YRiGYRiGYRhfzIwcDSl9ymaz6O7uxvj4uCsz4gxGOBxGLBZzzoRkO7TjIeVN8p4Y/cBkx4KdBLkHnXXQzgYAz0aAfmVY/Jnx8XH88pe/xJ/+9KdJxxqGYRiGYRiGMTUzcjSAy0b+6dOnnaMhTkMsFvNkMqLRKGKxmCunYqeCMxp6PodkGtjxAOCWr+VMBTsccgxPPJd75uwFl3IBcNcOBoPo7u7Gc889h+Hh4ZmKyjAMwzAMwzBuGq7Y0RBjnuHyI85IiDOhy6XC4TDi8bjbWyMWiyGRSCAej7tj2ZnQy8+yk8HL2cq9yOvaGeH35H3tjEjGQv+dSqXw9ttv4/XXX79SURmGYRiGYRjGTc8VOxp+BjoAT6mUZCckGyDZAnEyeJlbOZadCTle5lRwNkJ2+dYb+wm67EngCeH6WJ4ozvcgr0nm48KFCzhw4MCkZzcMwzAMwzAMw58rdjTY+BfECTh27BjOnTvnWemJJ4BL9iIajfquOpVOpz37X+glc2VJWtmcT66tsxeaqd7Tczd43w49GV1Wv/rTn/6Erq6uKxWXYRiGYRiGYdzUXNUcDZ7HwAwNDSGZTHrmPsixnNWQ8ic5jp0GhrMKOmvBE779fvQ55Pp8Pj2vw+85uVwrn8/j008/RXd399WIyzAMwzAMwzBuWq7Y0RgcHMTw8LBnHwsmn897yqbEQZBMRDKZRDqdRi6XQzqdRiqVcpkM3uOC54KIs6BLnPhvv2Vu5XXOlvDren8NQTInej6K7Dj+2WefXam4DMMwDMMwDOOm5oo37PvZz36G5uZmPPDAA5g3bx6Ki4t9l4+Nx+OelZ+kFEo20+M9LLSxHwgEPCVSet8LvYKU35K3PHeD53kw+h64PMtvqVz5e9++fVcpXsMwDMMwDMO4ObliR+PChQvYu3cvnn/+edx55524//77UV9fj/r6euRyOc/8Cj3PAYCnZInhZWnZwZD/dYaBnQl5j49hpwHwlmEJXLKlJ7jLeWTyuRybTCZx+vTpqxawYRiGYRiGYdyMXLGj8Ytf/AL/8R//gb179+LVV1/FO++8g4ULF+K2225DLBZDJpNBJBJBNptFNBp1czCkbEmyGel02p1TjmGj3s/p8HM89Oucpchms26FK3Y4vmiJXs5kSAZGzi0cPXp0RsI2DMMwDMMwjJuFK3Y05syZgyeffBJ9fX04d+4c3nvvPbz55pv41a9+hXg8jnXr1qGpqWlSqZIY7cFgEOl02pNF4OwEG/pczsSOAE/e1mVSgjgYwOXSKTmeryHOTSaTcXNHAEza8E+XbRmGYRiGYRiG8de5YkcDACoqKlBZWYmWlha0t7djx44d+O///m+8/fbbGBkZcas7iWMhE8SDwSAymYxnJSieo8EZCskkiBMg/2unQ5dT6cnbcl55XWc95H15nTMqOvMhjkZ9ff20hGwYhmEYhmEYNxtX7GjopWUrKytRUVGBn/zkJ5g/fz4uXLjgyUyI05DP5xGLxXwzD8DljIeUWE1VDsVOgXxeTwLnrAU7LHw/XH7F78t9APC8L9dKJBLYtWvXTGRtGIZhGIZhGDcNV5XR8NvvoqqqCgsXLsTIyIibBxGJRCZlKwRe+lbw289COxnsaPgdq1epYoclnU5PcjD03Ay/fTX4/3A4jI6OjqsRl2EYhmEYhmHctFyVo+GHNvL1BnkAXKaAJ2frJWzleM5wcAmVdgSmckQkc8Hn8JtEzg6QzogA3rKrXC6HVCrl2Y/DMAzDMAzDMIypmbGjISVMOnMhy9yGQiH3tzgismkfT8Jm2MHQ2Qe/jIV2UOTc2lHxc0b0JHA+jiktLUU8Hp+puAzDMAzDMAzjpmDGjgYw4WzIpG8x5AG45WxzuZzbNTwQCCCVSmF8fNx93i9LwWVafk7FVEve8t/ibLADocuwdMmVOBh8L8FgEAsXLsTs2bMLIS7DMAzDMAzD+JunII6GnteQy+VcJkPKjSQ7EQgE3GtSYiVOB5dcTTW5Wz7PjgZP9NZlUTqjoZfR5fkZ/HmeaB4IBFBRUYFoNFoIcRmGYRiGYRjG3zwFy2hwmRM7GjL5O51OI5/Puz0uALhVqfz2yNC7gvN8Cc5WAPAcp7Mach12TOQ8enK4wMfI89XV1aGysrIQ4jIMwzAMwzCMv3kK4mgAl7MQkUjElUzxErRi0Ev5FOB1UHieB2cddKkUn0tnO/gnk8kglUp55mrw5HQ+jh0b3ndDqKmpwYYNG1BaWloocRmGYRiGYRjG3zQFK53i3bPFcQAmyqFkJSrepE9vmieZD234c9ZBL2+bSqUm7Y8hDsb4+Pikz+iNAPW8DZ6zIfcYCATQ2NiItrY2TzbGMAzDMAzDMIypKYijIXMrgMuZgFAoNGm+g95Dw2+Z2an2yZDP63IqLtdih0OXQvESteJwyER1v00B5fWioiIsXboUbW1thRCVYRiGYRiGYdwUFKx0SjIZMg9DMhniZPBeGvK/zNuQXcfZyeDyKv23ngTOjgbP+2CnQ/6Wcip2MnSWhTM08+bNw9e//nXE43HkcjmPU2UYhmEYhmEYhj8zcjTEGJd5F+woSDlUOBz27J/BE7T1sXoDPXFOeN4GZySkdIpf513AxZnR8zF0qZSeeA7AOUstLS1YuHChORiGYRiGYRiGcRVM29HgvS54voVM8JYyJ567IfM0UqmU7zwOPpdegYqdBJmDwStdSZZCl0bJ59PptLsun4vngPAqU/l8HuXl5di1axdqamqmKybDMAzDMAzDuCmZcemUOAThcNhtzMflT2LEi6MhWQNZ/layCZzx0Bvr8Y/Ms/Cbt+FXRsVOx+joqHNG5N45iwFcdpai0ShaWlpwyy23oKioaKZiMgzDMAzDMIybimk7GjxvQvbLkIwF7+rNmQNxNkKhkCeDoFd84nkV/J5kMdiBkE0BuTxK/hanQrIZqVQKIyMjrlQrEol47lPuPRgMoqSkBPfeey8WLlw4XREZhmEYhmEYxk1LQTIa4XDYGegAPPM1dNkUOx5SYsXlUdrpkM35xsfH3XwLOUYcCf3DWQ92PnjFK3aGuGQKAGKxGGbPno3W1lbbDdwwDMMwDMMwpkFBVp1qamrCiRMn0N/fP6kcSVaZ0rt1c6mTdj7kGJ2h0HtgZLNZjI+Pez6rV5Xic4ZCIcRiMY/DoVe6isViqK6uxtatWzFr1qxJS+0ahmEYhmEYhvHXmfGqUwBQUVGB2tpaDAwMTNrBm0upOKsgJU96ZSlxQPRyteIwjI+PuxIqnuidzWaRTCYnORiS3ZDryMRzdobk/iKRCEpLS7Fjxw4888wzqKiosNWmDMMwDMMwDGMazMjRkBKpcDiMjo4ORCIRfPLJJwiFQs6wT6fT7jg27sUZEaQUip0NWSVKHBQpoeJlbb/odZmfwU4J79chc0tked54PI7W1lY8+uijqK2t9ayExaVWhmEYhmEYhmF8MQWZoyElR3V1dfjoo48mbYTHpU68hwXP05DXuVSKJ4bLZG6eMC5OhpRLpVIpjyPDE8e5REv2/hAnKRgMIh6P47bbbsNTTz2FxYsXO+eINww0DMMwDMMwDOPKmLGjwatOxWIxFBUV4dKlS648SZaflZWm5EecC842sHPAe2CwUyKlUbz0rZRH8Wv5fB7j4+OeORYyX8Q9fDiMSCSCYDCILVu24JlnnsGiRYtcuZRMVDcMwzAMwzAM4+oI5GdoSfM8h2w2i5MnT+LNN99EX1+fJ6sBYFKGgR0HdiB4dSl2JsbGxjyTxWXSdzKZdNkOXvqWj+V7kXKpSCSC8vJyrF27Fj/72c/Q2to6aWleXsbXMAzDMAzDMIwroyAZDSEUCmHevHnI5XJ44YUXMDY25llpShyMYDDoyp24PIodC56vIWVRvEwt77PB/7OTwffHe30EAgEkEgk0Nzdj/fr1ePzxx9HY2DipTMqcC8MwDMMwDMOYHgVZ3lZTV1eHqqoqnDp1CqlUyhn4ADy7egPwZCHYKQEuTxCXH57kzStLcRZDzsFOgmzOl8vlEIvFUFxcjPb2djz11FNYvnw5iouLrUTKMAzDMAzDMArIjEun/Mjn8+jr68P+/fuxb98+XLx40bPSE0/q5r0x2Fng5Ww5y6GXvdWb+QETzoxkJ2SzwHA4jHA4jLq6OuzatQtbt27F0qVLJ4RgmQvDMAzDMAzDKCjXzNGQsqfu7m68/PLLOHnyJAC4kij+redU8I7fen8NXpVK5m7wBn2SOcnlcohEIohGo4hEIqioqEBLSwvuu+8+rF+/HsXFxZ6yKsAcDsMwDMMwDMMoFNfE0RDEQTh+/DhefPFF9PT0YGxszDPRW+/irUuieL8LAO4zsm+GOCV6oncwGEQ0GkVLSwtaWlqwaNEibNq0CTU1NYhEIpcF8P9Xx7JlbA3DMAzDMAyjcFxTR0PI5XI4efIkuru70dPTg4MHD6K/v9+TjdCrTPEkb9n3IhwOIxQKYXR0FGNjY85pkUcIhUKIxWIoKSlBRUUFNm3ahDVr1qCtrc2VThmGYRiGYRiGce25Lo4GcLk8aWxsDMePH8d7772HY8eOYXR0FAMDA24uRiAQcJkMnW2Ix+PI5/MYGxtDMpnEwMAAstksioqKUFpaitLSUrS1teHOO+9EcXExWltbEY1Gr8fjGYZhGIZhGIZBXFdHgx0HyWTk83m8/vrrOHz4sHutu7sbyWTSlUzl83mEQiGEQiGMjIxgZGQEsVgMAwMDOHbsGB555BFs3boVy5cvRyQSQSwW81xPb9TH+2MYhmEYhmEYhlF4rpujoeHLSqlUIBDA+Pg43n33XaRSKbc3hhwzPj6Oc+fOIRwOI5vN4ujRo3jllVfwm9/8Bo2NjW4eh+xWbs6EYRiGYRiGYdwYbpijIbBDwFkIvi3ZdTydTmN4eNjNyxgZGcHZs2exbt06VyLFToY5G4ZhGIZhGIZxY7jhjsbVYI6DYRiGYRiGYXw1CN7oG7gazMkwDMMwDMMwjK8GXylHwzAMwzAMwzCMrwbmaBiGYRiGYRiGUXDM0TAMwzAMwzAMo+CYo2EYhmEYhmEYRsExR8MwDMMwDMMwjIJjjoZhGIZhGIZhGAXHHA3DMAzDMAzDMAqOORqGYRiGYRiGYRQcczQMwzAMwzAMwyg45mgYhmEYhmEYhlFwzNEwDMMwDMMwDKPg/D9Lgsj426rt2AAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]}]},{"cell_type":"markdown","source":["> 시각화"],"metadata":{"id":"lKPL12566kCT"}},{"cell_type":"code","source":["for label in range(0, 3):\n"," data = fruits_pca[km.labels_ == label]\n"," plt.scatter(data[:,0], data[:,1])\n","plt.legend(['pineapple', 'banana', 'apple'])\n","plt.show()\n"],"metadata":{"id":"l7OJ404d6iVm","executionInfo":{"status":"ok","timestamp":1730786518838,"user_tz":-540,"elapsed":12,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a0e1ea3a-fbc9-413c-bc5d-87175c6c8c5e","colab":{"base_uri":"https://localhost:8080/","height":430}},"execution_count":50,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"Rhs7JGeU6l85"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 1bbeb742814c1eb3031863d145adb9e2d02df56f Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 12 Nov 2024 16:13:48 +0000 Subject: [PATCH 07/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week6=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" diff --git "a/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" "b/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" new file mode 100644 index 0000000..3c5ef89 --- /dev/null +++ "b/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN5J9uIxKEwTchka+6tBJT1"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 인공 신경망"],"metadata":{"id":"buUAHSZiBorb"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"CkHEmHFbBA0k","executionInfo":{"status":"ok","timestamp":1731425954943,"user_tz":-540,"elapsed":9744,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)\n","tf.config.experimental.enable_op_determinism()"]},{"cell_type":"markdown","source":["> 패선 MNIST"],"metadata":{"id":"5Eug2rsZBzCo"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yyOIy5AwBw-2","executionInfo":{"status":"ok","timestamp":1731425959092,"user_tz":-540,"elapsed":1245,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d2c8ebbd-4504-4386-e74d-5015600faaf1"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n","\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n","\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n","\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n","\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]}]},{"cell_type":"code","source":["print(train_input.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wWrLnedFB3Xw","executionInfo":{"status":"ok","timestamp":1731425966489,"user_tz":-540,"elapsed":344,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c8669674-9db7-4a99-aa5a-db9431d89c33"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 28, 28) (60000,)\n"]}]},{"cell_type":"code","source":["print(test_input.shape, test_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2dgMyGLbB5ZP","executionInfo":{"status":"ok","timestamp":1731425970905,"user_tz":-540,"elapsed":372,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"71fdb1b9-533c-41e3-aef1-1e9f4e6ad64a"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["(10000, 28, 28) (10000,)\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","fig, axs = plt.subplots(1, 10, figsize=(10,10))\n","for i in range(10):\n"," axs[i].imshow(train_input[i], cmap='gray_r')\n"," axs[i].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":86},"id":"WHFST1SWB6cp","executionInfo":{"status":"ok","timestamp":1731425977195,"user_tz":-540,"elapsed":904,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b108dd3c-ef5c-42ee-8084-5c1392abb1e7"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["print([train_target[i] for i in range(10)])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0-rXPftB73p","executionInfo":{"status":"ok","timestamp":1731425981140,"user_tz":-540,"elapsed":361,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7d32d7b8-fcaf-4027-8fe4-4f5d5bb761f5"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[9, 0, 0, 3, 0, 2, 7, 2, 5, 5]\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","print(np.unique(train_target, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SEx_KtEVB8-N","executionInfo":{"status":"ok","timestamp":1731425988811,"user_tz":-540,"elapsed":345,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c9cdd37d-433c-41ff-ebcd-250d2ef612b9"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8), array([6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000]))\n"]}]},{"cell_type":"markdown","source":["> 로지스틱 회귀로 패션 아이템 분류"],"metadata":{"id":"bXOBF--lCAOe"}},{"cell_type":"code","source":["train_scaled = train_input / 255.0\n","train_scaled = train_scaled.reshape(-1, 28*28)"],"metadata":{"id":"7es32kjzB-2D","executionInfo":{"status":"ok","timestamp":1731426008663,"user_tz":-540,"elapsed":333,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8A1Y_gXECDsh","executionInfo":{"status":"ok","timestamp":1731426013902,"user_tz":-540,"elapsed":354,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a4a08429-28e8-4caa-91bb-0820776e68ce"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 784)\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss='log_loss', max_iter=5, random_state=42)\n","\n","scores = cross_validate(sc, train_scaled, train_target, n_jobs=-1)\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ddA5pGsRCE-b","executionInfo":{"status":"ok","timestamp":1731426067765,"user_tz":-540,"elapsed":49057,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"027e8ea9-7a2e-40e9-e912-eecdf9aa823e"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8196000000000001\n"]}]},{"cell_type":"markdown","source":["> 인공신경망으로 모델 만들기"],"metadata":{"id":"XU5soNjuCJUe"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"Zxu14APBCGOK","executionInfo":{"status":"ok","timestamp":1731426067765,"user_tz":-540,"elapsed":20,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4K9Wd7T6CNBQ","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":19,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2879ad47-6267-4d1c-f638-da24026f0e01"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["(48000, 784) (48000,)\n"]}]},{"cell_type":"code","source":["print(val_scaled.shape, val_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"659bvvSwCOUx","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":17,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ffc3aa4-577d-48b6-d677-a8eacc4cf768"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["(12000, 784) (12000,)\n"]}]},{"cell_type":"code","source":["dense = keras.layers.Dense(10, activation='softmax', input_shape=(784,))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xa7CcCFECPbt","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":12,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6b4f64f7-46fa-47f1-82b5-34d618189e04"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]}]},{"cell_type":"code","source":["model = keras.Sequential([dense])"],"metadata":{"id":"mnyyD3v-CQth","executionInfo":{"status":"ok","timestamp":1731426082150,"user_tz":-540,"elapsed":324,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":15,"outputs":[]},{"cell_type":"markdown","source":["> 인공신경망으로 패션 아이템 분류"],"metadata":{"id":"EpN6K1BVCXZQ"}},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"4RGa7lVeCVo_","executionInfo":{"status":"ok","timestamp":1731426100506,"user_tz":-540,"elapsed":343,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["print(train_target[:10])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4IV9nr8SCaHv","executionInfo":{"status":"ok","timestamp":1731426103443,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1b433ccc-1b20-478a-9615-1607d5f778c9"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["[7 3 5 8 6 9 3 3 9 9]\n"]}]},{"cell_type":"code","source":["model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IhT-gTdGCa0r","executionInfo":{"status":"ok","timestamp":1731426135249,"user_tz":-540,"elapsed":25014,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f16b46c8-6d03-4812-d19b-de3db34b6fba"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.7370 - loss: 0.7853\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 1ms/step - accuracy: 0.8346 - loss: 0.4845\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8452 - loss: 0.4564\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 1ms/step - accuracy: 0.8504 - loss: 0.4425\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 1ms/step - accuracy: 0.8537 - loss: 0.4337\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CSpZnFW4Cckc","executionInfo":{"status":"ok","timestamp":1731426139604,"user_tz":-540,"elapsed":1658,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5143142a-4566-4e1a-ec9f-b213f27a8ff5"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8462 - loss: 0.4364\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.4444445073604584, 0.8458333611488342]"]},"metadata":{},"execution_count":19}]},{"cell_type":"markdown","source":["# 심층 신경망\n","\n","> 2개의 층"],"metadata":{"id":"2meWYQShCkgI"}},{"cell_type":"code","source":["# from sklearn.model_selection import train_test_split\n","\n","# train_scaled = train_input / 255.0\n","# train_scaled = train_scaled.reshape(-1, 28*28)\n","\n","# train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"_miUHdLXCjR_","executionInfo":{"status":"ok","timestamp":1731426543098,"user_tz":-540,"elapsed":372,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":35,"outputs":[]},{"cell_type":"code","source":["dense1 = keras.layers.Dense(100, activation='sigmoid', input_shape=(784,))\n","dense2 = keras.layers.Dense(10, activation='softmax')"],"metadata":{"id":"jXiqdRS8Cy2M","executionInfo":{"status":"ok","timestamp":1731426547839,"user_tz":-540,"elapsed":541,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":36,"outputs":[]},{"cell_type":"markdown","source":["> 심층 신경망 만들기"],"metadata":{"id":"SuztfSA1DSwI"}},{"cell_type":"code","source":["model = keras.Sequential([dense1, dense2])"],"metadata":{"id":"wZXESwzHDQ9R","executionInfo":{"status":"ok","timestamp":1731426550744,"user_tz":-540,"elapsed":437,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":37,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"RAfSeUyODUfu","executionInfo":{"status":"ok","timestamp":1731426551148,"user_tz":-540,"elapsed":27,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ae0d0364-73cf-4980-f5a8-9efd143430e4"},"execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_3\"\u001b[0m\n"],"text/html":["
Model: \"sequential_3\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> 층을 추가하는 다른 방법"],"metadata":{"id":"VjIFBcepDY_8"}},{"cell_type":"code","source":["model = keras.Sequential([\n"," keras.layers.Dense(100, activation='sigmoid', input_shape=(784,), name='hidden'),\n"," keras.layers.Dense(10, activation='softmax', name='output')\n","], name='패션 MNIST 모델')"],"metadata":{"id":"-KzuhB6sDWUJ","executionInfo":{"status":"ok","timestamp":1731426368857,"user_tz":-540,"elapsed":364,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"MrkKNpkIDbnB","executionInfo":{"status":"ok","timestamp":1731426378301,"user_tz":-540,"elapsed":346,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1f5f0d09-2093-4e66-f778-6955de2308e5"},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"패션 MNIST 모델\"\u001b[0m\n"],"text/html":["
Model: \"패션 MNIST 모델\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (Dense)                       │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (Dense)                       │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Dense(100, activation='sigmoid', input_shape=(784,)))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"WGO0kNCYDd7M","executionInfo":{"status":"ok","timestamp":1731426564111,"user_tz":-540,"elapsed":476,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":39,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"743DwLdKDhDA","executionInfo":{"status":"ok","timestamp":1731426565600,"user_tz":-540,"elapsed":24,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9af92120-323a-4c58-beac-a29132274a27"},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_4\"\u001b[0m\n"],"text/html":["
Model: \"sequential_4\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"collapsed":true,"id":"aOqtF6A6DiQZ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> 렐루 활성화 함수"],"metadata":{"id":"IjEVbRHrEVvQ"}},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QKwzgs7pDnRI","executionInfo":{"status":"ok","timestamp":1731426613284,"user_tz":-540,"elapsed":407,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e822e4a2-2c52-4121-89d9-ca1323ceb6eb"},"execution_count":42,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(**kwargs)\n"]}]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"EWHQlRJ7EXSF","executionInfo":{"status":"ok","timestamp":1731426619205,"user_tz":-540,"elapsed":473,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2ab0d094-c4e8-43d7-b07c-7104da21b2e8"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_5\"\u001b[0m\n"],"text/html":["
Model: \"sequential_5\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (Flatten)                    │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"8qAtIYTUEYsn","executionInfo":{"status":"ok","timestamp":1731426626239,"user_tz":-540,"elapsed":1451,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":44,"outputs":[]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9KE_3Qr-EaND","executionInfo":{"status":"ok","timestamp":1731426663361,"user_tz":-540,"elapsed":29200,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ac652be1-efa1-4f88-c58a-5a74f62bc755"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.7646 - loss: 0.6831\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8512 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8696 - loss: 0.3627\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8787 - loss: 0.3369\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 5ms/step - accuracy: 0.8871 - loss: 0.3188\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":45}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O8xIeuoMEcfJ","executionInfo":{"status":"ok","timestamp":1731426669601,"user_tz":-540,"elapsed":960,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ba8a12af-ec47-48b8-e9a5-e01c1b35611d"},"execution_count":46,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8594 - loss: 0.4130\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.41107743978500366, 0.8601666688919067]"]},"metadata":{},"execution_count":46}]},{"cell_type":"markdown","source":["> 옵티마이저"],"metadata":{"id":"oWx-3pElEfB-"}},{"cell_type":"code","source":["model.compile(optimizer='sgd', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"lt3HitTCEgSg","executionInfo":{"status":"ok","timestamp":1731426674549,"user_tz":-540,"elapsed":338,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":47,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD()\n","model.compile(optimizer=sgd, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"oXJYGVPfEjj9","executionInfo":{"status":"ok","timestamp":1731426675004,"user_tz":-540,"elapsed":9,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":48,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD(learning_rate=0.1)\n","\n","sgd = keras.optimizers.SGD(momentum=0.9, nesterov=True)\n","\n","adagrad = keras.optimizers.Adagrad()\n","model.compile(optimizer=adagrad, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","rmsprop = keras.optimizers.RMSprop()\n","model.compile(optimizer=rmsprop, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"JJMbcMRtEnHo","executionInfo":{"status":"ok","timestamp":1731426727618,"user_tz":-540,"elapsed":321,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":52,"outputs":[]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r0zThSP3Etfx","executionInfo":{"status":"ok","timestamp":1731426771626,"user_tz":-540,"elapsed":29402,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"19965bbf-8b55-439a-9e5d-f56b290f95c8"},"execution_count":53,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 4ms/step - accuracy: 0.7710 - loss: 0.6668\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8533 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8686 - loss: 0.3625\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8788 - loss: 0.3322\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8857 - loss: 0.3108\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":53}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XJK36P9RE22B","executionInfo":{"status":"ok","timestamp":1731426793714,"user_tz":-540,"elapsed":1065,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5a3c223f-d8e6-430e-d023-db553cdb81a8"},"execution_count":54,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8748 - loss: 0.3486\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.34933608770370483, 0.8729166388511658]"]},"metadata":{},"execution_count":54}]},{"cell_type":"markdown","source":["# 신경망 모델 훈련\n","\n","> 손실 곡선"],"metadata":{"id":"Q6jGOebCE6zW"}},{"cell_type":"code","source":["from tensorflow import keras\n","from sklearn.model_selection import train_test_split\n","\n","(train_input, train_target), (test_input, test_target) = \\\n"," keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"l2CAD8-EE9cY","executionInfo":{"status":"ok","timestamp":1731426796936,"user_tz":-540,"elapsed":1473,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":55,"outputs":[]},{"cell_type":"code","source":["def model_fn(a_layer=None):\n"," model = keras.Sequential()\n"," model.add(keras.layers.Flatten(input_shape=(28, 28)))\n"," model.add(keras.layers.Dense(100, activation='relu'))\n"," if a_layer:\n"," model.add(a_layer)\n"," model.add(keras.layers.Dense(10, activation='softmax'))\n"," return model"],"metadata":{"id":"hKN52VMMFD3l","executionInfo":{"status":"ok","timestamp":1731426813350,"user_tz":-540,"elapsed":458,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":56,"outputs":[]},{"cell_type":"code","source":["model = model_fn()\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"vnpLaAQ2FIH9","executionInfo":{"status":"ok","timestamp":1731426818725,"user_tz":-540,"elapsed":469,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"283cc234-7002-4cd0-a776-aa965e086f00"},"execution_count":57,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_8\"\u001b[0m\n"],"text/html":["
Model: \"sequential_8\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=5, verbose=0)"],"metadata":{"id":"WsykuzQiFJbn","executionInfo":{"status":"ok","timestamp":1731426868413,"user_tz":-540,"elapsed":41347,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":58,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YuXTI1aKFLls","executionInfo":{"status":"ok","timestamp":1731426878807,"user_tz":-540,"elapsed":391,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"dd62f1a0-dab3-4606-b362-82ccb2a59422"},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss'])\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"IKdWojZXFOZ4","executionInfo":{"status":"ok","timestamp":1731426880284,"user_tz":-540,"elapsed":21,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"26bfa2f1-6091-4ad1-8631-1d1d0e67742c"},"execution_count":60,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.plot(history.history['accuracy'])\n","plt.xlabel('epoch')\n","plt.ylabel('accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"SWRYRo2VFQW6","executionInfo":{"status":"ok","timestamp":1731426881993,"user_tz":-540,"elapsed":403,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9c15d319-df15-4230-cefa-5b252ec0f005"},"execution_count":61,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0)"],"metadata":{"id":"13C8ehvJFSBW","executionInfo":{"status":"ok","timestamp":1731427004963,"user_tz":-540,"elapsed":121803,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":62,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":454},"id":"mbRtAt76FTTN","executionInfo":{"status":"ok","timestamp":1731427042093,"user_tz":-540,"elapsed":423,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c472c50f-44a4-4387-961d-790d166406fc"},"execution_count":63,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 검증 손실"],"metadata":{"id":"vMvUt-g8FVEj"}},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"-sKUiMCIFWcC","executionInfo":{"status":"ok","timestamp":1731427173070,"user_tz":-540,"elapsed":127333,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":64,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jEb46hRZFdIz","executionInfo":{"status":"ok","timestamp":1731427182298,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"76afa1cd-88fb-4348-87ab-49030a07c097"},"execution_count":65,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss', 'val_accuracy', 'val_loss'])\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"26vmlq34Feeb","executionInfo":{"status":"ok","timestamp":1731427183959,"user_tz":-540,"elapsed":471,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"fa2c6f9f-e3c3-492b-f5ae-e0071cb8b727"},"execution_count":66,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"zYYqaAqFFghs","executionInfo":{"status":"ok","timestamp":1731427323522,"user_tz":-540,"elapsed":138269,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":67,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"6-K7uGNcFhn5","executionInfo":{"status":"ok","timestamp":1731427346429,"user_tz":-540,"elapsed":592,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"096997ee-b6a1-43d6-8681-12590b77c456"},"execution_count":68,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 드롭아웃"],"metadata":{"id":"PW12EK7yFj5R"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":274},"id":"BFmAFSItFjbH","executionInfo":{"status":"ok","timestamp":1731427351819,"user_tz":-540,"elapsed":362,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cafcb4e7-e8bb-4ad1-a674-f86f81fa5aae"},"execution_count":69,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_12\"\u001b[0m\n"],"text/html":["
Model: \"sequential_12\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (Dropout)                    │ (None, 100)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"L9H61ljYFp6e","executionInfo":{"status":"ok","timestamp":1731427486341,"user_tz":-540,"elapsed":133268,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"911b98f9-8d4d-4cff-abb0-08159214db21"},"execution_count":70,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 모델 저장과 복원"],"metadata":{"id":"LOkEPN1hFs29"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=10, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","model.save('model-whole.keras')\n","\n","model.save_weights('model.weights.h5')"],"metadata":{"id":"FUWrm-N2Fsjh","executionInfo":{"status":"ok","timestamp":1731427625548,"user_tz":-540,"elapsed":57902,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":71,"outputs":[]},{"cell_type":"code","source":["!ls -al model*"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IFlmH-AuF1Bt","executionInfo":{"status":"ok","timestamp":1731427641473,"user_tz":-540,"elapsed":338,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f941f37f-82ef-4db6-f554-e48a426a2a13"},"execution_count":72,"outputs":[{"output_type":"stream","name":"stdout","text":["-rw-r--r-- 1 root root 971928 Nov 12 16:07 model.weights.h5\n","-rw-r--r-- 1 root root 975723 Nov 12 16:07 model-whole.keras\n"]}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.load_weights('model.weights.h5')\n","\n","import numpy as np\n","\n","val_labels = np.argmax(model.predict(val_scaled), axis=-1)\n","print(np.mean(val_labels == val_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yfVst1xXF5Dy","executionInfo":{"status":"ok","timestamp":1731427644264,"user_tz":-540,"elapsed":1080,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ed41d3b-c8a2-4562-9d21-c5960ed6acba"},"execution_count":73,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\n","0.8799166666666667\n"]}]},{"cell_type":"code","source":["model = keras.models.load_model('model-whole.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"74inYyK5F7NS","executionInfo":{"status":"ok","timestamp":1731427647624,"user_tz":-540,"elapsed":1511,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a5034d0a-3be9-42e2-8cc5-09d12ecadd47"},"execution_count":74,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8822 - loss: 0.3304\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3325974643230438, 0.8799166679382324]"]},"metadata":{},"execution_count":74}]},{"cell_type":"markdown","source":["> 콜백"],"metadata":{"id":"Sbf6G89UF81J"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","\n","model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I6eL3CanF8fY","executionInfo":{"status":"ok","timestamp":1731427764917,"user_tz":-540,"elapsed":114717,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cfc9590d-96f3-4d2b-96ef-ad6c011dd6e5"},"execution_count":75,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":75}]},{"cell_type":"code","source":["model = keras.models.load_model('best-model.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QaQ3vhThGFmV","executionInfo":{"status":"ok","timestamp":1731427776602,"user_tz":-540,"elapsed":1512,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d08ce07-da16-467e-bf0c-2ce3520af11c"},"execution_count":76,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8891 - loss: 0.3095\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3131541609764099, 0.8870833516120911]"]},"metadata":{},"execution_count":76}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n"," restore_best_weights=True)\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"id":"l6fCqeWvGGpZ","executionInfo":{"status":"ok","timestamp":1731427871904,"user_tz":-540,"elapsed":94090,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":77,"outputs":[]},{"cell_type":"code","source":["print(early_stopping_cb.stopped_epoch)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ty2bG95RGIfW","executionInfo":{"status":"ok","timestamp":1731427893491,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4201739f-26b0-45f4-8648-d39fe50f243c"},"execution_count":78,"outputs":[{"output_type":"stream","name":"stdout","text":["14\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"8q4jZTjbGJp8","executionInfo":{"status":"ok","timestamp":1731427895055,"user_tz":-540,"elapsed":430,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a53be4ee-86a1-4519-c52a-981af8bbc687"},"execution_count":79,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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lJTE888/z6xZswCYNGmS5/P+/fszYMAAevbsyeLFizn77LOPuOa9997LjBkzPO+LiopMDUHJhw2FNwyj3j5OIiIicuJMbQGKjIzEZrORlZVVZ39WVhYxMTGNuoavry+nnHIKW7dubfCYHj16EBkZ2eAxdrudkJCQOpuZ+sQEY7VAXmklOcUVptYiIiLSHpkagPz8/BgyZAhpaWmefS6Xi7S0tDqtPEfjdDpZu3YtsbGxDR6zZ88e8vLyjnpMW+LwtdE9MhBQPyAREZGWYPoosBkzZvDiiy/yyiuvsHHjRq6//npKS0uZPn06AFOmTOHee+/1HP/www/z5Zdfsn37dlavXs0VV1zBzp07ueaaawB3B+k777yTH374gR07dpCWlsb48ePp1asXY8aMMeUeT0RyXCgAG/cXm1yJiIhI+2N6H6CJEyeSk5PDzJkzyczMZNCgQSxcuNDTMXrXrl1YrYdyWn5+Ptdeey2ZmZmEh4czZMgQvv/+e5KTkwGw2Wz8+uuvvPLKKxQUFBAXF8e5557LrFmzvGYuIICk2GA++UUtQCIiIi3BYhiGYXYRbU1RURGhoaEUFhaa1h/om/Rspv/3R3pFBfHVjDNMqUFERMSbHM/fb9MfgUn9Tq4ZCbY9p4TyqvqH74uIiMiJUQBqozoH2+kU6IfLgPRM9QMSERFpTgpAbZTFYiE5ThMiioiItAQFoDZMM0KLiIi0DAWgNqx2UVSNBBMREWleCkBtWHKsey6gTfuL0WA9ERGR5qMA1Ib16ByIn81KcUU1e/IPml2OiIhIu6EA1Ib52qz0jg4CYP0+PQYTERFpLgpAbVyyOkKLiIg0OwWgNq52JJg6QouIiDQfBaA2TkPhRUREmp8CUBtX+whsT/5BCg9WmVyNiIhI+6AA1MaFBvgSH+YPwCa1AomIiDQLBSAvUDshoh6DiYiINA8FIC9waCSYFkUVERFpDgpAXkAjwURERJqXApAXqA1A6VnFVDtdJlcjIiLi/RSAvEDXiAAC/WxUVrvIyC01uxwRERGvpwDkBaxWC331GExERKTZKAB5iWQFIBERkWajAOQlkjQSTEREpNkoAHmJ2rmANmhVeBERkSZTAPISfWNCsFogt6SCnOIKs8sRERHxagpAXsLfz0ZiZCCgGaFFRESaSgHIi2hCRBERkeahAORFDi2JoQAkIiLSFApAXsQzFF4doUVERJpEAciL1D4C255bSnmV0+RqREREvJcCkBeJDrETEeiH02WwJavE7HJERES8lgKQF7FYLIfmA9pfaHI1IiIi3ksByMskxWhGaBERkaZSAPIyyXEaCi8iItJUCkBeJumwofCGYZhcjYiIiHdSAPIyPTsH4WezUlxezZ78g2aXIyIi4pUUgLyMn4+VXlFBgCZEFBEROVEKQF5IS2KIiIg0jQKQF6rtCK0WIBERkROjAOSFaucC0lB4ERGRE6MA5IVq1wTbdaCM4vIqk6sRERHxPgpAXigswI+4UAcAmzLVCiQiInK8FIC8VJJWhhcRETlhCkBe6vAJEUVEROT4KAB5KY0EExEROXEKQF6qtgVoU2Yx1U6XydWIiIh4lzYRgObOnUtiYiIOh4OUlBRWrlzZ4LEvv/wyFoulzuZwOOocYxgGM2fOJDY2Fn9/f1JTU9myZUtL30ar6hYRQICfjYpqFzvySs0uR0RExKuYHoDefvttZsyYwYMPPsjq1asZOHAgY8aMITs7u8FzQkJC2L9/v2fbuXNnnc8ff/xxnn76aebNm8eKFSsIDAxkzJgxlJeXt/TttBqr1ULfGPd8QBs0H5CIiMhxMT0APfnkk1x77bVMnz6d5ORk5s2bR0BAAC+99FKD51gsFmJiYjxbdHS05zPDMJgzZw7/7//9P8aPH8+AAQN49dVX2bdvH/Pnz6/3ehUVFRQVFdXZvIFGgomIiJwYUwNQZWUlq1atIjU11bPParWSmprK8uXLGzyvpKSEbt26kZCQwPjx41m/fr3ns4yMDDIzM+tcMzQ0lJSUlAavOXv2bEJDQz1bQkJCM9xdy9NIMBERkRNjagDKzc3F6XTWacEBiI6OJjMzs95z+vTpw0svvcRHH33E66+/jsvlYuTIkezZswfAc97xXPPee++lsLDQs+3evbupt9YqNBJMRETkxPiYXcDxGjFiBCNGjPC8HzlyJElJSTz//PPMmjXrhK5pt9ux2+3NVWKr6RsTjMUC2cUV5JZUEBnkffcgIiJiBlNbgCIjI7HZbGRlZdXZn5WVRUxMTKOu4evryymnnMLWrVsBPOc15ZreIsDPh+6dAgG1AomIiBwPUwOQn58fQ4YMIS0tzbPP5XKRlpZWp5XnaJxOJ2vXriU2NhaA7t27ExMTU+eaRUVFrFixotHX9CbqByQiInL8TB8FNmPGDF588UVeeeUVNm7cyPXXX09paSnTp08HYMqUKdx7772e4x9++GG+/PJLtm/fzurVq7niiivYuXMn11xzDeAeIXbrrbfyyCOP8PHHH7N27VqmTJlCXFwcEyZMMOMWW1RSbM1QeI0EExERaTTT+wBNnDiRnJwcZs6cSWZmJoMGDWLhwoWeTsy7du3Caj2U0/Lz87n22mvJzMwkPDycIUOG8P3335OcnOw55q677qK0tJTrrruOgoICTj31VBYuXHjEhIntwaGO0JoLSEREpLEshmEYZhfR1hQVFREaGkphYSEhISFml3NU+wsPMmL21/hYLax7aAwOX5vZJYmIiJjieP5+m/4ITJomJsRBWIAv1S6DrdklZpcjIiLiFRSAvJzFYiG5dkZodYQWERFpFAWgdkBLYoiIiBwfBaB2QEPhRUREjo8CUDuQfFgAUp92ERGRY1MAagd6RQXha7NQVF7N3oKDZpcjIiLS5ikAtQN+PlZ6dg4CNB+QiIhIYygAtRNaGV5ERKTxFIDaiWSNBBMREWk0BaB2wtMROlMBSERE5FgUgNqJ2qHwO/PKKKmoNrkaERGRtk0BqJ0ID/QjJsS92Osm9QMSERE5KgWgdkQdoUVERBpHAagdSYoNBmCDhsKLiIgclQJQO5KkRVFFREQaRQGoHakdCZaeWYTTpSUxREREGqIA1I506xSIv6+N8ioXO/JKzS5HRESkzVIAakdsVgt9Ymr6AWlCRBERkQYpALUzGgkmIiJybApA7Yw6QouIiBybAlA7k1wzFF4tQCIiIg1TAGpn+sSEYLFAVlEFeSUVZpcjIiLSJikAtTNBdh+6RQQAsFETIoqIiNRLAagdUkdoERGRo1MAaoeSYhSAREREjkYBqB3SSDAREZGjUwBqh2ofgW3NLqGi2mlyNSIiIm2PAlA7FBvqINTfl2qXwdbsErPLERERaXMUgNohi8VCUqyWxBAREWmIAlA7lRwbCmgovIiISH0UgNqpJM0ILSIi0iAFoHbq8JFghmGYXI2IiEjbogDUTvWODsLHaqHwYBX7C8vNLkdERKRNUQBqp+w+NnpFBQHqCC0iIvJbCkDtWO1jMPUDEhERqUsBqB1Lrg1AmQpAIiIih1MAasc8HaH1CExERKQOBaB2rHYo/M4DZZRWVJtcjYiISNuhANSOdQqyEx1ixzBgU6YmRBQREamlANTOaWV4ERGRIykAtXPJGgkmIiJyBAWgdk5D4UVERI6kANTO1QagTfuLcbq0JIaIiAicYAB65ZVXWLBggef9XXfdRVhYGCNHjmTnzp3NVpw0XffIQBy+Vg5WOdmZV2p2OSIiIm3CCQWgRx99FH9/fwCWL1/O3Llzefzxx4mMjOS222477uvNnTuXxMREHA4HKSkprFy5slHnvfXWW1gsFiZMmFBn/7Rp07BYLHW2884777jrag9sVgt9Ymofg2kkmIiICJxgANq9eze9evUCYP78+VxyySVcd911zJ49m6VLlx7Xtd5++21mzJjBgw8+yOrVqxk4cCBjxowhOzv7qOft2LGDO+64g9NOO63ez8877zz279/v2d58883jqqs9Sa6ZD2jD/kKTKxEREWkbTigABQUFkZeXB8CXX37JOeecA4DD4eDgwYPHda0nn3ySa6+9lunTp5OcnMy8efMICAjgpZdeavAcp9PJ5MmTeeihh+jRo0e9x9jtdmJiYjxbeHh4g9erqKigqKioztaeHBoJphYgEREROMEAdM4553DNNddwzTXXsHnzZi644AIA1q9fT2JiYqOvU1lZyapVq0hNTT1UkNVKamoqy5cvb/C8hx9+mKioKK6++uoGj1m8eDFRUVH06dOH66+/3hPY6jN79mxCQ0M9W0JCQqPvwRtoJJiIiEhdJxSA5s6dy4gRI8jJyeH999+nU6dOAKxatYrLL7+80dfJzc3F6XQSHR1dZ390dDSZmZn1nrNs2TL+85//8OKLLzZ43fPOO49XX32VtLQ0HnvsMZYsWcL555+P0+ms9/h7772XwsJCz7Z79+5G34M36FsTgPYXlpNfWmlyNSIiIubzOZGTwsLCeOaZZ47Y/9BDDzW5oKMpLi7myiuv5MUXXyQyMrLB4yZNmuR53b9/fwYMGEDPnj1ZvHgxZ5999hHH2+127HZ7i9TcFgTZfejWKYCdeWVs3F/EyF4N/+xEREQ6ghNqAVq4cCHLli3zvJ87dy6DBg3iD3/4A/n5+Y2+TmRkJDabjaysrDr7s7KyiImJOeL4bdu2sWPHDsaOHYuPjw8+Pj68+uqrfPzxx/j4+LBt27Z6v0+PHj2IjIxk69atja6tvUmK0ZIYIiIitU4oAN15552ejsJr167l9ttv54ILLiAjI4MZM2Y0+jp+fn4MGTKEtLQ0zz6Xy0VaWhojRow44vi+ffuydu1a1qxZ49nGjRvH6NGjWbNmTYN9d/bs2UNeXh6xsbHHeafth9YEExEROeSEHoFlZGSQnJwMwPvvv89FF13Eo48+yurVqz0dohtrxowZTJ06laFDhzJ8+HDmzJlDaWkp06dPB2DKlCnEx8cze/ZsHA4H/fr1q3N+WFgYgGd/SUkJDz30EJdccgkxMTFs27aNu+66i169ejFmzJgTud12ITlOI8FERERqnVAA8vPzo6ysDICvvvqKKVOmABAREXHcQ8gnTpxITk4OM2fOJDMzk0GDBrFw4UJPx+hdu3ZhtTa+ocpms/Hrr7/yyiuvUFBQQFxcHOeeey6zZs1q1/18jiWpZi6grdnFVFa78PPRKigiItJxWQzDOO4FosaNG0dlZSWjRo1i1qxZZGRkEB8fz5dffsmNN97I5s2bW6LWVlNUVERoaCiFhYWEhISYXU6zMAyDgQ99SVF5NZ/dfJqnRUhERKS9OJ6/3yfUDPDMM8/g4+PDe++9x3PPPUd8fDwAn3/+eYddcqKts1gsmg9IRESkxgk9AuvatSuffvrpEfv/+c9/NrkgaTlJsSGsyDjAhv1FXGJ2MSIiIiY6oQAE7uUo5s+fz8aNGwE4+eSTGTduHDabrdmKk+ZV+9jrp535GIaBxWIxuSIRERFznFAA2rp1KxdccAF79+6lT58+gHs5iYSEBBYsWEDPnj2btUhpHiN6dMLPZuWX3QU8/+12/nSG/ncSEZGO6YT6AN1888307NmT3bt3s3r1alavXs2uXbvo3r07N998c3PXKM0kISKAB8e5py94fOEmvt+aa3JFIiIi5jihUWCBgYH88MMP9O/fv87+X375hVGjRlFSUtJsBZqhPY4Cq2UYBne+9yvvrdpDRKAfn950KnFh/maXJSIi0mQtPgrMbrdTXHzkhHolJSX4+fmdyCWllVgsFh6Z0I+T40I4UFrJ9W+spqK6/kViRURE2qsTCkAXXXQR1113HStWrMAwDAzD4IcffuBPf/oT48aNa+4apZk5fG3Mu2IIof6+/LK7gIc+2WB2SSIiIq3qhALQ008/Tc+ePRkxYgQOhwOHw8HIkSPp1asXc+bMaeYSpSUkRATw1KRBWCzwvxW7eOen3WaXJCIi0mpOqA9Qra1bt3qGwSclJdGrV69mK8xM7bkP0G89nbaFJxdtxs/HygfXj6RffKjZJYmIiJyQ4/n73egAdDyrvD/55JONPrYt6kgByOUyuPbVn0jblE2XcH8+ufFUwgPVj0tERLzP8fz9bvQ8QD///HOjjtPket7FarXw5MRBjHtmGTvzyrjl7TX8d9owbFb97ygiIu1Xkx6BtVcdqQWo1sb9RVz87HeUV7m4+axezDi3j9kliYiIHJcWHwYv7U9SbAh/+90AAJ7+eitfbcgyuSIREZGWowAkHhNOiWfayEQAbntnDTtyS80tSEREpIUoAEkd912QxJBu4RSXV/On11dRVlltdkkiIiLNTgFI6vDzsfLs5MFEBtnZlFnMvR+sRd3ERESkvVEAkiNEhziY+4dTsFktfLRmH698v8PskkRERJqVApDUK6VHJ+49vy8AjyzYyE87DphckYiISPNRAGpt1RVmV9BoV5/anYsGxFLtMvjzG6vJLi43uyQREZFmoQDUmrI3wlODYPMXZlfSKBaLhccuGcBJ0UFkF1dw4xs/U+V0mV2WiIhIkykAtabvnoLiffC/ibDk7+Bq+2Ei0O7DvCuGEGT3YeWOA8z+bJPZJYmIiDSZAlBrGvs0DL0aMOCbR+CdK6Gi2OyqjqlH5yCeuGwgAC99l8HHv+wzuSIREZGmUQBqTT5+cNGTMO5fYPODTZ/Cv1Mhb5vZlR3TmJNj+POZPQG4+71fSc9s+8FNRESkIQpAZhg8BaZ9BsGxkLMJXhgNm780u6pjuv3cPpzaK5KDVU7+9PoqisqrzC5JRETkhCgAmSVhGFy3BBJSoKIQ/ncZfPsPaMOTDtqsFp6+/BTiw/zJyC3l9nd+weVqu/WKiIg0RAHITMHRMPVTGHoVYMDXs9p8v6CIQD+enTwYP5uVRRuyeG5J2398JyIi8lsKQGbz8YOL/unuIG3zg42ftPl+QQMTwnh4/MkAPPFlOku35JhckYiIyPFRAGorhkx19wsKinH3C3pxNGxZZHZVDZo0vCsThybgMuDmN39mT36Z2SWJiIg0mgJQW5IwDP5Y0y+ovBDe+D0sfaLN9gt6aPzJ9I8PJb+sij+/sZryKqfZJYmIiDSKAlBbExzj7hc0ZDpgQNrD8O5UqCgxu7IjOHxtPHfFYMIDfPl1TyF/+Xi92SWJiIg0igJQW+TjB2PnwEVzwOoLGz6C/5wDB7abXdkRuoQH8PTlp2CxwFs/7uatlbvMLklEROSYFIDasqHTYdoCCIqG7A3wwpmw5SuzqzrCab07c8e5fQCY+fF6ft1TYG5BIiIix6AA1NZ1TXHPF9RlWE2/oEth6ZNtrl/Q9Wf0JDUpmspqF9e/vpoDpZVmlyQiItIgBSBvEBLrbgkaPBV3v6CH4N1pbapfkNVq4cmJA0nsFMDegoPc/ObPODVJooiItFEKQN7Cxw7jnnbPGWT1hQ3z4T/ntql+QSEOX56/cij+vjaWbc3lyUXpZpckIiJSLwUgbzP0Kpj2aU2/oPXudcS2tp1+QX1igvnbJf0BmPvNNr5cn2lyRSIiIkdSAPJGXf8PrlsM8UOhvMA9X9CyOW2mX9D4QfFMH5UIwO3v/ML2nLbzqE5ERAQUgLxXSBxM/8y9srzhgq8ehPemQ2Wp2ZUBcN8FSQxLDKe4opo/vb6K0opqs0sSERHxUADyZj529xpiFz4JVh9Y/yH8+xw4kGF2ZfjarMz9w2A6B9vZnFXC3e//itFGWqhEREQUgLydxQLDrnbPHh0YVdMv6EzY9rXZlREV4uDZyYPxsVr49Nf9vPTdDrNLEhERARSA2o9uI9zriMUPcfcLev0S+O4p0/sFDUuM4P4LkwB49LONrMw4YGo9IiIioADUvoTEuVeUP+UKd7+gRTPh/atN7xc0bWQi4wfF4XQZ/PmN1WQVlZtaj4iIiAJQe+PrgHHPwAX/cPcLWve+e76g/B2mlWSxWJj9u/70jQkmt6SC6179iWyFIBERMVGbCEBz584lMTERh8NBSkoKK1eubNR5b731FhaLhQkTJtTZbxgGM2fOJDY2Fn9/f1JTU9myZUsLVN5GWSww/FqY+gkEdoasdTX9gr4xraQAPx/mXTGEEIcPv+wp5PynlrJkc45p9YiISMdmegB6++23mTFjBg8++CCrV69m4MCBjBkzhuzs7KOet2PHDu644w5OO+20Iz57/PHHefrpp5k3bx4rVqwgMDCQMWPGUF7ewVoduo10ryMWNxgO5sPrv4PvnjatX1BiZCAf3jCKpNgQ8kormfrSSmZ/vpEqp8uUekREpOOyGCaPTU5JSWHYsGE888wzALhcLhISErjpppu455576j3H6XRy+umnc9VVV7F06VIKCgqYP38+4G79iYuL4/bbb+eOO+4AoLCwkOjoaF5++WUmTZp0xPUqKiqoqKjwvC8qKiIhIYHCwkJCQkKa+Y5NUFUOC2bAmjfc70+5Asb+C6zm5N/yKid/XbCR137Y6S6naxhPTzqFhIgAU+oREZH2oaioiNDQ0Eb9/Ta1BaiyspJVq1aRmprq2We1WklNTWX58uUNnvfwww8TFRXF1VdffcRnGRkZZGZm1rlmaGgoKSkpDV5z9uzZhIaGeraEhIQm3FUb5OuA8XPd/YIsNvj5dfjiXtNaghy+NmZN6MdzkwcT7PDh510FXPj0Uhau229KPSIi0vGYGoByc3NxOp1ER0fX2R8dHU1mZv1rSC1btoz//Oc/vPjii/V+Xnve8Vzz3nvvpbCw0LPt3r37eG+l7avtFzThOff7FfNgyeOmlnR+/1g+u/k0TukaRlF5NX96fTUPzF9HeZXT1LpERKT9M70P0PEoLi7myiuv5MUXXyQyMrLZrmu32wkJCamztVsDJ8L5NcFn8aOw4nlTy0mICOCdP47gT2f0BOC1H3Zy8bPfs03rh4mISAvyMfObR0ZGYrPZyMrKqrM/KyuLmJiYI47ftm0bO3bsYOzYsZ59Lpe7A62Pjw/p6eme87KysoiNja1zzUGDBrXAXXihlD/CwQJ3APr8LnCEuYORSXxtVu45vy8jenZixttr2Li/iLH/Wsas8f24ZEgX0+oSEZH2y9QWID8/P4YMGUJaWppnn8vlIi0tjREjRhxxfN++fVm7di1r1qzxbOPGjWP06NGsWbOGhIQEunfvTkxMTJ1rFhUVsWLFinqv2WGdcRekXO9+Pf96SP/c3HqAM07qzOe3nMbInp0oq3Ry+7u/MOOdNVpIVUREmp2pLUAAM2bMYOrUqQwdOpThw4czZ84cSktLmT59OgBTpkwhPj6e2bNn43A46NevX53zw8LCAOrsv/XWW3nkkUfo3bs33bt354EHHiAuLu6I+YI6NIsFxjzqXjbjlzfhnalwxfvQ/chpBVpTVIiD165O4dlvtvLPrzbzweq9rNldwDOXDyY5rh0/mhQRkVZlegCaOHEiOTk5zJw5k8zMTAYNGsTChQs9nZh37dqF9TiHa991112UlpZy3XXXUVBQwKmnnsrChQtxOBwtcQvey2p1zxpdXgjpn8Gbl8O0TyDuFFPLslkt3HR2b1J6dOLmN39me04pE579jgcuTOKK/+uGxWIxtT4REfF+ps8D1BYdzzwC7UJVObxxKexYCgGdYPpC6HyS2VUBkF9ayR3v/kLaJvfEmOf3i+Fvlwwg1N/X5MpERKSt8Zp5gKSN8HXApP9B7CAoy4PXLoaCtjEVQHigH/+eOpQHLkrG12bh83WZXPDUUlbvyje7NBER8WIKQOLmCHH3AYo8CYr2wGsToKRtrNVlsVi4+tTuvH/9SLp1CmBvwUEum7eceUu24XKpAVNERI6fApAcEhgJV34IoQmQt9W9dlh5odlVeQzoEsanN53K2IFxVLsM/vb5Jqa9/CO5JRXHPllEROQwCkBSV2gXuHI+BERC5q/ujtFVB82uyiPY4cvTkwbxt9/1x+Fr5dvNOZz/1FK+35prdmkiIuJFFIDkSJG94MoPwB4CO7+Dd6eBs8rsqjwsFguThnfl4xtPpXdUEDnFFUz+zwqe/DKdaq0sLyIijaAAJPWLHQiXvwU+Dti8EOb/GVxtK1ycFB3MxzeeyqRhCRgGPP31Vv7w4gr2F7adFisREWmbFICkYYmj4LJXweoDa9+BhfeYtoJ8Q/z9bPztkgE8ffkpBNl9WLnjABc8tZS0jVnHPllERDosBSA5upPGwIR5gAVWPg+L/2Z2RfUaNzCOT286lf7xoeSXVXH1Kz/x8CcbqKxuW61WIiLSNigAybEN+D1c8Hf36yV/gx+eM7eeBiRGBvLe9SO4alR3AF76LoNL533PzrxSkysTEZG2RgFIGmf4tTD6/7lfL7wH1rxpbj0NsPvYmDk2mX9PGUpYgC+/7inkwqeX8ckv+8wuTURE2hAFIGm80++A/7vB/fqjG2DTAnPrOYrU5Gg+u/k0hiWGU1JRzU1v/sy9H/zKwUqn2aWJiEgboAAkjWexwLmPwMA/gOGEd6dDxlKzq2pQXJg/b177f9x0Vi8sFnhz5W7Gz13G5qxis0sTERGTKQDJ8bFaYdy/oM+F4KxwT5S4d7XZVTXIx2bl9nP78MbVKXQOtrM5q4SL/rWMRz/bSEFZpdnliYiISRSA5PjZfODSlyDxNKgshtcvgZx0s6s6qpG9Ivn8ltM4s09nKqtdvPDtdk57/BvmfrOVsspqs8sTEZFWZjGMNjaxSxtQVFREaGgohYWFhISEmF1O21VRDK+Mg32rISQerloIYV3NruqoDMNg8eYcHl+Yzsb9RQB0DrZz89m9mTQsAV+b/j+BiIi3Op6/3wpA9VAAOg6lefDf8yE3HSJ6wlVfQFBns6s6JpfL4JNf9/HEl5vZdaAMgG6dAphxzkmMHRCH1WoxuUIRETleCkBNpAB0nAr3wkvnQeEuiOkP0xaAI9TsqhqlstrF2z/u4qm0rZ5V5ZNjQ7jrvD6ccVJnLBYFIRERb6EA1EQKQCcgbxu8NAZKc6DrSLjiffALMLuqRiurrOalZRk8v2Q7xRXuPkEp3SO467y+DOkWbnJ1IiLSGApATaQAdIL2/wovXwgVRdB7DEx6A2y+Zld1XPJLK3luyTZe/n6HZxmNc5KjuXNMH06KDja5OhERORoFoCZSAGqCncvhtYuh+iD0/z1c/IJ76LyX2VdwkKe+2sK7q3bjMsBqgd8N7sKtqb3pEu49LVsiIh2JAlATKQA10eYv4a3LwVUNw651ryPmpX1ptmaX8I8v0lm4PhMAP5uVK/6vGzeM7kmnILvJ1YmIyOEUgJpIAagZrH0P3r8GMOD0u+Cs+82uqEnW7C7gsc83sXx7HgBBdh+uPa0HV5/WnSC7j8nViYgIKAA1mQJQM/nx37DgdvfrMY/CiBvMraeJDMNg2dZcHlu4iXV73XMIdQr048azevGHlK7YfWwmVygi0rEpADWRAlAz+vYf8PUs9+vxz8Ipk82tpxm4XAafrdvPE19uJiO3FIAu4f7MOOckxg+Kx6Y5hERETKEA1EQKQM3IMODL/wfLnwGLFS57DZIuMruqZlHldPHuT3uY89Vmsovdcwj1iQ7mzjF9ODspSnMIiYi0MgWgJlIAamaGAR/dCGteB5sfXP4W9Drb7KqazcFKJy9/v4PnFm+lqNw9h9DQbuHcfX5fhiVGmFydiEjHoQDURApALcBZDe9OhU2fut/H9Id+l0K/37X59cMaq7CsinnfbuO/32VQXuWeQ+isvlHcOaYPSbH6dyQi0tIUgJpIAaiFVJXDJzfDuvfdQ+RrJaRAv0sgeQIER5tWXnPJKirnqbQtvP3jbpwuA4sFJgyKZ8Y5J5EQoTmERERaigJQEykAtbDSPNj4Eaz7AHYsA2r+CVqskHhaTRgaB/7evQRFRm4p//gynQW/7gfA12Zhcko3bhjdi87BmkNIRKS5KQA1kQJQKyraB+vnu1uF9v50aL/V191PqN+l0Od8sAeZVmJTrd1TyONfbGLpllwAAvxsTBrWlatP6058mL/J1YmItB8KQE2kAGSSAxmw/gN3y1DWukP7ffyhz3nulqFe54Cvw7wam+D7mjmEftlTCIDNauGiAbFcd3oPTo4LNbk6ERHvpwDURApAbUD2Jner0Lr34MD2Q/vtIdD3IncY6nGG1y22ahgG327J5YVvt/Hd1jzP/lN7RXLd6T04rXekhs+LiJwgBaAmUgBqQwwD9q9xL62x/kMo2nvos4BOkDze/Zis6wivW3R13d5CXvh2OwvW7sfpcv9nmBQbwnWnd+eiAXH42rzrfkREzKYA1EQKQG2UywW7f3C3DK2fD2W5hz4LjnMPqe/3O4gb7FWLr+4+UMZL32Xw9o+7Kat0AhAX6uCqU7szaXhXrTUmItJICkBNpADkBZzVkLHE3V9o4ydQUXjos/Du7kdk/S+FqCTzajxOBWWVvP7DTl7+fie5Je6ZpYMdPkxO6cb0UYlEh3hn3ycRkdaiANRECkBeproCtn7lfkyW/jlUHzz0WVSyOwz1+x1E9DCvxuNQXuVk/s97eWHpdrbnuNca87VZmDAonutO70Hv6GCTKxQRaZsUgJpIAciLVZTA5oXux2RbFoGr6tBn8UPcYejkiyEkzrwaG8nlMkjblM0L327jxx35nv1n9Y3iutN7kNI9Qh2mRUQOowDURApA7cTBfNj4qTsMZSwBw708BVYfGP5HOONOr5lscfWufF5Ysp0vNmRS+1/swC6hXHd6T87rF6MV6EVEUABqMgWgdqgkGzZ8BGvfhd0r3Pv8I2D0fTBkOti8o6NxRm4p/166nfdW7aGi2h3oukYEcM1p3fn9kAT8/WwmVygiYh4FoCZSAGrntn4FX9wPOZvc7zv3hTF/hV6p5tZ1HHJLKnh1+U5eW76D/DL3Y77wAF+uHJHI1BHd6BSkpTZEpONRAGoiBaAOwFkNq/4L3zwKBw+49/U+F879K3Q+ydzajsPBSifvrtrNv5dmsOtAGQB2HyuXDunCNaf1oHtkoMkVioi0HgWgJlIA6kAO5sO3/4AV89wr1Ft9YNg1cMbdEBBhdnWN5nQZLFyXyQvfbvMstWGxwJjkGK47oweDu3pHXycRkaZQAGoiBaAOKHcrLHoA0j9zv3eEufsHDb3Kq5bbMAyDFRkHeOHb7Xy9Kduzf1hiONed3pOz+0ZhVYdpEWmnFICaSAGoA9v2DXxxH2RvcL+PPAnGPAq9zzG3rhOwJauYF77dzvw1e6lyuv8z79k5kGtP68H4QfHqMC0i7c7x/P1uE4sNzZ07l8TERBwOBykpKaxcubLBYz/44AOGDh1KWFgYgYGBDBo0iNdee63OMdOmTcNisdTZzjvvvJa+DWkPeo6GPy6Fi/7pXmssdzO8cSm8fol7gVYv0js6mL//fiDL7j6LP53Rk2CHD9tySrnng7UMfWQRt771M19vyqLK6TK7VBGRVmd6C9Dbb7/NlClTmDdvHikpKcyZM4d3332X9PR0oqKijjh+8eLF5Ofn07dvX/z8/Pj000+5/fbbWbBgAWPGjAHcASgrK4v//ve/nvPsdjvh4Y3rB6EWIAHgYAEs/Qf8MM89oaLFBsOuhjPv9ar+QbVKKqp5a+UuXlm+g90HDs2WHRbgywX9Yxk3MI7hiRF6RCYiXsurHoGlpKQwbNgwnnnmGQBcLhcJCQncdNNN3HPPPY26xuDBg7nwwguZNWsW4A5ABQUFzJ8/v1HnV1RUUFFR4XlfVFREQkKCApC45W2DRTNh06fu945QOOMed2dpHz9zazsBhmHw8+4CPl6zj09/3e9ZdwwgJsTBRQNiGT8onn7xIZppWkS8itc8AqusrGTVqlWkph6af8VqtZKamsry5cuPeb5hGKSlpZGens7pp59e57PFixcTFRVFnz59uP7668nLy2vwOrNnzyY0NNSzJSQknPhNSfvTqSdMegOmfAzR/aC8EL64F54bAekLwcu60VksFgZ3Decv405mxX1n88Y1KVw2tAvBDh8yi8r597IMxj6zjLOeWMKTizazNbvE7JJFRJqdqS1A+/btIz4+nu+//54RI0Z49t91110sWbKEFStW1HteYWEh8fHxVFRUYLPZePbZZ7nqqqs8n7/11lsEBATQvXt3tm3bxn333UdQUBDLly/HZjuy46dagKTRXE74+XX4ehaU5rj39Rjt7igdnWxubU1UUe1kSXoOH/+yj682ZlFedahvUHJsCOMGxTF2YBzxYf4mViki0rDjaQHyjvn/fyM4OJg1a9ZQUlJCWloaM2bMoEePHpx55pkATJo0yXNs//79GTBgAD179mTx4sWcffbZR1zPbrdjt2vmXGkEqw2GTHUvqLr0CfjhWdj+Dcwb5V5SY/R9EBhpdpUnxO5j49yTYzj35BhKK6pZtCGLj3/Zx7ebc9iwv4gN+4v42+ebGJYYzriBcVzQP1YzTouI1zK1BaiyspKAgADee+89JkyY4Nk/depUCgoK+Oijjxp1nWuuuYbdu3fzxRdfNHhM586deeSRR/jjH/94zOupE7Q02oEMd/+gjR+739tD4Yy7YPh1Xtk/qD75pZV8vi6Tj3/Zy4qMA54nfjarhVN7RTJuYBznnhxNsMN75ksSkfbJa/oA+fn5MWTIENLS0jz7XC4XaWlpdR6JHYvL5arzCOu39uzZQ15eHrGxsU2qV+QIEd1h4mswbQHE9IeKQvjyfng2BTYt8Lr+QfUJD/TjDyldeeu6ESy/52z+34VJDOgSitNlsGRzDre/+wtDH/mK619fxedr91Ne5TS7ZBGRYzJ9FNjbb7/N1KlTef755xk+fDhz5szhnXfeYdOmTURHRzNlyhTi4+OZPXs24O6wPHToUHr27ElFRQWfffYZ99xzD8899xzXXHMNJSUlPPTQQ1xyySXExMSwbds27rrrLoqLi1m7dm2jHnWpBUhOiMsJa/4HaQ9Dac0szN1PhzGzIaafubW1gIzcUj75ZR8frdnLtpxSz/4guw9jTo5h3KA4RvXshI+tTUw3JiIdgFf1AZo4cSI5OTnMnDmTzMxMBg0axMKFC4mOjgZg165dWK2HfoGWlpby5z//mT179uDv70/fvn15/fXXmThxIgA2m41ff/2VV155hYKCAuLi4jj33HOZNWuW+vlIy7LaYPCVcPIEWPokLJ8LGd/C86fB4Ckw+v9BUOfm+37OaigvcM9XVF7gXtesMa8rSyF+iLsfU9LYE57TqHtkIDef3ZubzurFhv1FfPzLPj79ZT97Cw7y/uo9vL96D50C/bigfyzjB8UxuGu45hgSkTbD9BagtkgtQNIs8nfAogdhw3z3e3sInH4HpPwJfGrCuMvlfmx2XCGmZqssbnqNFhv0ONMd2vpe1OQJHl0ug9W78vlozT4+W7ufvNJKz2fxYf5cNNA94WJyrOYYEpHm51UTIbZFCkDSrHZ+Dwvvhf1r3O+DosHXvybQFAJN/E/QLxj8w8E/1L2Iq384+Nd8dYQd+dpig62LYP2HkLn20HWsPjVh6GLoe6H7nCaodrr4blseH6/ZxxfrMympqPZ81isqiPED4xg/KJ6unQKa9H1ERGopADWRApA0O5cLfn0LvnoISjKP/NzH/1BwOTzEHOu1IxRsTXiSnbsVNnwI6z+CrN+GodE1YeiCJoeh8ion32zK5uNf9pG2KZvK6kNzDA3uGsaEU+K5UMPqRaSJFICaSAFIWkxFCez50d0CdHig8WkDf/hzt8D6+e5HdlnrDu23+roXiT35YuhzgbveJigur2Lhukw+WrOP77fl4jpsWP1pvSOZMCiec5KjCbSb3kVRRLyMAlATKQBJh5ez2R2E1n8I2RsO7bf6Qs+zasLQ+U0OQ9lF5Xzy634+WrOXX/cUevb7+9o4JzmaCafEcVrvzvhqJJmINIICUBMpAIkcJifd3TK0/kPI2Xhov82vbhhyhDbp22zPKeGjNe5h9Tvyyjz7wwN8uXBALBMGxTOkW7g6T4tIgxSAmkgBSKQB2ZvcLUPrPoDc9EP7bX7Q8+zDwtCJ/3djGAa/7Clk/s97+fTXfeSWHBpJ1iXcn/GD3J2nT4oObsKNiEh7pADURApAIo2QvdHdKrT+Q8jdfGi/zQ69Ut1D6086r0lhqNrp4vttecxfs5cv1mVSWnlolumk2BAmDIpj3KA4YkO1QKuIKAA1mQKQyHEwjLphKG/Loc9sduh9jrtl6KQxYD/xVpuDlU7SNmUx/+d9LNmcTZXT/avLYoHhiRFMOCWeC/rFEhqgNclEOioFoCZSABI5QYbh7jTtCUNbD33m46hpGbrY3XeoCZMuFpRV8tnaTOav2cvKjAOe/b42C2f2iWLCoHjOTorC4Wtryt2IiJdRAGoiBSCRZmAYkLX+UBg6sK3u58Fx7jXSovvVfO0PnXq6lxQ5DnsLDvJxTefpTZmHZscOsvtwXr8Yxg+KY2TPSGxahkOk3VMAaiIFIJFmZhjuWac3zIeNn9TtM3Q4H3+ITq4JRf3dX6NPbnQ/ovTMYuav2cvHa/axt+CgZ3/nYDtjB8QxflAcA7qEaiSZSDulANRECkAiLay8yP2oLHOte9LFzHXu1qLqg/UfH9bNHYhqQ1FMP/e+BoKMy2Wwalc+83/ey4K1+ykoq/J81iMykNF9o0iMDKRbRADdOgUQF+avuYZE2gEFoCZSABIxgcsJB7b/JhStg6K99R9vD3G3Dh3+CC0qCfzqri1WWe1i6ZYc5q/Zx6INmZRXuY64lM1qIT7Mn26dAuhaE4q6RgR63mtWahHvoADURApAIm1I2YGaQLS2JhStdU/O6Kw88liLFTr1qhuKYvpBcCxYLJRUVPPVhix+3VPIrgOl7MwrY9eBMiqqjwxFh4sMstOtUwDdIgLo2qluQOoU6KdHaiJthAJQEykAibRxzip3P6LaQFQbjspy6z/eP+KwQNTfHZKCOkNgZ1w+AWQXV7Azr5SdB8rYlVdW89X9/vDHZ/UJ9LPRtdOhx2ldOwXQrSYcxYY68NGjNZFWowDURApAIl7IMKAk67BQVPMILXczGEdp4fENgMBICOxcs0VCYJTnfYlvOPsrg9hR4c+WEjs7D1Sy80Apu/LK2F9UztF+g/pYLXQJ9/cEpK41LUi9o4LoHhmoliORZqYA1EQKQCLtSNVB90SNh/crKtgNpdlQXX781/OP8IQjZ0Anim3hHCCUTGcwuyoC2V7mz6ZiO+sK7RyotgP1h5z4MH9G9+3M6D5RjOwZib+f5iwSaSoFoCZSABLpAAwDKkuhNAdKc2u+1rfVfFaWd/SWpPq+hc2PSnsnSn3CKLCEkW0Es68yiE2lgaQ749jqimMfnfD18WFEj06M7tOZ0X2j6NYpsIVuWsQEta2z+TvgQIb7a34GJI2DpIua9Vsdz99vDW0QkY7JYgF7kHuL6H7s411OOJhffzgqzYGS3+yvLMbirMReth87+4kAetRey1azAWU42OqKZUtGPFu3deGRBXGUh/emT99+nNk3jmHdw7H7qHVI2rjqCijYVTfgHB546pviIiiq2QPQ8VAAEhFpDKutpn9QJJB07OOrDh4WkH7TwlS4G3I2Q95WAlzlDLBmMIAMTyiiFCp+8mH7j7F8belCVcRJRCT2p0+/IXTudjL42FvyTkWOZBju/wOQn1E35BzY4X5dtBc4ygMlixVCukBEIoQnQnh36DayNSpvuCQ9AjuSHoGJSKtwVrn/eORscg/tz0nHmb0Jcjdjc9bfP8mJlUJHFyxRfQlN6Ic1qi907gORJx0xB5LIcXFWQ9GeBlpxdkJF4dHP9w10t6aGJx7aIrq7w05oAvj4tfgtqA9QEykAiYipXC4o3IUrO52s7b9wYMdafPI2E1u1ixBLWcPnhXWFzn3dYajzYcHIP6zVShcvkL8T9v9y5GOqwt3gqj76ucGx7kBTJ+AkuvcFRjY4O3trUQBqIgUgEWmLDpRUsPLXDWzb+BPFezbQpWonvaz76GXZS6SlqOETg2MPC0UnuedB8vEHmw9Yj7XZwOZ76L3FavofOTkOhgEFO2HHMtjxnftr4a6Gj7fZ6w834YkQ3g18/Vun7hOkANRECkAi0tY5XQZrdufzzaYcvknPZt++PfSy7KO3dS+9LHtJ9t1PX9s+wqpzmv+bW33A6nsoINWGI5tv3fcNBio/d2tVVJI7lEUl1fStkiYzDHfLzuGBp2hP3WOsPocmBD084ER0h6AYsHrv5J0KQE2kACQi3iarqJzF6dl8symHZVtzKalwP8oIooyTbPs5OzKfUSG59LLuI7B0NxZnpXtkm6vK/djDVV3zvtrdN8l19Bmwm11A5GGBqG9Na1USBHZq3Tq8jWG419DbsfRQ4CneV/cYqw/ED4HEU6HbKEhIcY9+bIcUgJpIAUhEvFlltYufdhzgm/RsvknPYWt2SZ3P40IdDO8ewZDECIZ0DadPTDA2az2PtVyuw8JR1aGAVLs569l3xOasOe6w99UHIW9bTcfvje4+KQ2NIArsfKiV6PCvARHN/4PzBoYBeVtrWniWwc7voHh/3WOsvtBl6GGBZzj4dYy5pRSAmkgBSETak90HytxhaFM232/LO2Lx1yC7D6d0DWNIt3CGdotgUNcwguytOEtKZal7yZLsTe5AVPu14Ch9VYKiDwtEfdytRVF9wT+89epuDYYBuVtqWnhqAk9JVt1jbH7QZZg77CSe6n7dQUcEKgA1kQKQiLRX5VVOftqRz087D7BqZz4/7yrwPC6rZbVA35gQhiaGM6Sbe4sP82/9tcsqSiA3/TfBKP3onXiDYmoeoSUd+tq5j/eMhDMM9z3uWOoOOzu+cy/bcjib3d2q4wk8Q9t85+TWogDURApAItJROF0G6ZnFrKoJRD/tzGdP/pGz9saEODxhaEi3cJLjQvA1a6X7imL3RJI5G93rvOVscoej33b2PVxwnDsI1T5CC45xTyjp4zjsq+PI9y3dIdjlcte/87tD/XjKcuse4+OoCTynugNP/BDwdbRsXV5KAaiJFIBEpCPLKip3h6Ed+azaeYD1+4qodtX9U+Hva2NgQqjnsdngruGEBviaVHGN8qJD/YpqW41y0mtmKT5BVl9368oRYamh0FTz1beB/bVb4e6aVp7v3evMHc7H3x14Ek+DxFHuwKPZvxtFAaiJFIBERA45WOnklz0FrNqZ79kKDx45Sqx3VBBDE8MZ3DWcoYkRJHYKaP3HZvUpL3QHodrWopxN7mUdqiugutz9tepgzfuDx73obZP5BrhHZiXWtPDEDW6VWZPbIwWgJlIAEhFpmMtlsD23pKaFyL1tzy094rhOgX4M7hbO0JrHZv3iQ3H4esHCrs7qQ8Gouvw3W8WRXz3hqb7PGzjPEXqoD0/cKe45lKTJFICaSAFIROT45JVUsHpXgbtz9Y58ft1bSOVvRpv52az07+J+bJbYKZCYUDsxIf7EhDoID/BtG61F4tUUgJpIAUhEpGkqqp2s21vk6Vy9amc+uSWVDR7v52MlOsROTIiD6BAHMSEOYkLdr2NrvkaHOPDz8d5ZiqXlHc/f71ac6EFERDoKu4/NM2IMwDAMdh0o46cd+azZXcDegoNkFpaTVVROXmklldUudh84yO4DR45AO1ynQD93QAo9PCjZPftiQ/wJ8fdRa5Ick1qA6qEWIBGR1lNR7SS7qIKsonL214SizMJyMotqXheVk1VYQaWzcZ2THb7WQy1JoY46rw8FJQfW+ma/Fq+mFiAREfEadh8bCREBJEQ0PHuxYRjkl1V5Wo0ya8PSb4JSQVkV5VUuduSVsSOvrMHrRQT6ccZJnTmrbxSnn9SZUH91Qu5o1AJUD7UAiYh4p/Iq55EtSIW1rUsHyappaTp8XiOb1cKQbuGc1TeKs/pG0TsqSI/QvJQ6QTeRApCISPtV5XSxamc+32zK5utN2Wz5zWKx8WH+njA0omcn7xi6L4ACUJMpAImIdBy7D5TxdU0YWr49r87wfYevlZE9IzmrbxSj+0YRH6Y1t9oyBaAmUgASEemYyiqr+X5rHl+nZ/PNpmz2F5bX+bxvTDCja1qHTkkIw8es9dCkXgpATaQAJCIihmGwKbOYrze5w9DqXfkcviRaqL+vpyP1GSd1JjxQy1eYTQGoiRSARETkt/JLK/l2Sw5fb8pmyeYcCsoOrYdmtcApXQ91pO4bE6yO1CY4nr/fbaLtbu7cuSQmJuJwOEhJSWHlypUNHvvBBx8wdOhQwsLCCAwMZNCgQbz22mt1jjEMg5kzZxIbG4u/vz+pqals2bKlpW9DRETasfBAP8YPiuepSafw0/2pvPenEVx/Zk/6xgTjMmDVznz+/kU65z+1lJF/+5r7PlzLVxuyKKusNrt0qYfpLUBvv/02U6ZMYd68eaSkpDBnzhzeffdd0tPTiYqKOuL4xYsXk5+fT9++ffHz8+PTTz/l9ttvZ8GCBYwZMwaAxx57jNmzZ/PKK6/QvXt3HnjgAdauXcuGDRtwOBzHrEktQCIicjz2Fhzkm5pHZd9ty6W86lBHaj8fKyN6dPK0Dh1tviNpGq96BJaSksKwYcN45plnAHC5XCQkJHDTTTdxzz33NOoagwcP5sILL2TWrFkYhkFcXBy33347d9xxBwCFhYVER0fz8ssvM2nSpGNeTwFIREROVHmVk+Xb8zzD7Pfk113eo1dUEKN6duKkmGB6dQ6id3QwEeo/1Cy8ZiboyspKVq1axb333uvZZ7VaSU1NZfny5cc83zAMvv76a9LT03nssccAyMjIIDMzk9TUVM9xoaGhpKSksHz58noDUEVFBRUVFZ73RUVFTbktERHpwBy+Nkb3iWJ0nygeGmewNbvEM8z+p535bM0uYetv5h7qFOhHz6ggetdsvaKC6R0dRFSwXX2JWoipASg3Nxen00l0dHSd/dHR0WzatKnB8woLC4mPj6eiogKbzcazzz7LOeecA0BmZqbnGr+9Zu1nvzV79mweeuihptyKiIjIESwWC72jg+kdHcwfz+hJ4cEqlm7J4ZfdBWzNLmFLdgl78g+SV1pJXsYBVmYcqHN+sMOnJhAF0TsqmF7RQfTqHER8mL/WMmsir1wLLDg4mDVr1lBSUkJaWhozZsygR48enHnmmSd0vXvvvZcZM2Z43hcVFZGQkNBM1YqIiLiF+vty0YA4LhoQ59lXVlnNtuxStuYUsyXLHYq2ZZewI6+U4vJqVu8qYPWugjrX8fe10asmGPWqbTmKDiYh3F9zEzWSqQEoMjISm81GVlZWnf1ZWVnExMQ0eJ7VaqVXr14ADBo0iI0bNzJ79mzOPPNMz3lZWVnExsbWueagQYPqvZ7dbsdutzfxbkRERI5fgJ8P/buE0r9LaJ39FdVOMnJL3S1FWSU1LUbFZOSWcrDKydq9hazdW1jnHD+blR6dAw8LRu5HaYmdAvHzUTA6nKkByM/PjyFDhpCWlsaECRMAdyfotLQ0brzxxkZfx+VyefrwdO/enZiYGNLS0jyBp6ioiBUrVnD99dc39y2IiIi0CLuPjb4xIfSNqduZt9rpYueBMrZklbAtp4QtWcXuVqOcEsqrXGzKLGZTZnGdc2xWC906BXgep/WIDCI21EFUiIOoEDvBdp8O19fI9EdgM2bMYOrUqQwdOpThw4czZ84cSktLmT59OgBTpkwhPj6e2bNnA+7+OkOHDqVnz55UVFTw2Wef8dprr/Hcc88B7uett956K4888gi9e/f2DIOPi4vzhCwRERFv5WOz0rNzED07B9XZ73IZ7C04yJbsYk+rUe3jtOKKarbnlLI9p5Qv1mcdcU1/XxvRIXaiQhxEhziIDrYTXROOomv2RQXbCbSbHhuajel3MnHiRHJycpg5cyaZmZkMGjSIhQsXejox79q1C6v1ULNdaWkpf/7zn9mzZw/+/v707duX119/nYkTJ3qOueuuuygtLeW6666joKCAU089lYULFzZqDiARERFvZLVaSIgIICEigLP6HhoIZBgGWUUVh4JRdgk7ckvJLq4gq6ic4vJqDlY52ZFXxo68sqN+jyC7jzsUBTuIDqkNSYe9rglODl9bS99uk5k+D1BbpHmARESkoyirrCa7qMITiLKKyuu+LnK/Lq10NvqaIQ6fQy1Hta1Ih7UqRQW7v9p9mjcoec08QCIiImKuAD8fEiN9SIwMPOpxJRXVZBeVk1VUQXZxeU1AqvCEpOzicjKLyimvclFUXk1Rubu1qSHTRibyl3EnN/ftNJoCkIiIiBxTkN2HoM5B9PhN36PDGYZB8WFBKeuwwFTbkpRV7N4XFWLu6GsFIBEREWkWFouFEIcvIQ5fekUFN3icYRhUu8ztgaMAJCIiIq3KYrHgazN32L1mRRIREZEORwFIREREOhwFIBEREelwFIBERESkw1EAEhERkQ5HAUhEREQ6HAUgERER6XAUgERERKTDUQASERGRDkcBSERERDocBSARERHpcBSAREREpMNRABIREZEOR6vB18MwDACKiopMrkREREQaq/bvdu3f8aNRAKpHcXExAAkJCSZXIiIiIseruLiY0NDQox5jMRoTkzoYl8vFvn37CA4OxmKxNOu1i4qKSEhIYPfu3YSEhDTrtb2B7r9j3z/oZ9DR7x/0M9D9t9z9G4ZBcXExcXFxWK1H7+WjFqB6WK1WunTp0qLfIyQkpEP+w6+l++/Y9w/6GXT0+wf9DHT/LXP/x2r5qaVO0CIiItLhKACJiIhIh6MA1MrsdjsPPvggdrvd7FJMofvv2PcP+hl09PsH/Qx0/23j/tUJWkRERDoctQCJiIhIh6MAJCIiIh2OApCIiIh0OApAIiIi0uEoALWiuXPnkpiYiMPhICUlhZUrV5pdUquZPXs2w4YNIzg4mKioKCZMmEB6errZZZnmb3/7GxaLhVtvvdXsUlrN3r17ueKKK+jUqRP+/v7079+fn376yeyyWo3T6eSBBx6ge/fu+Pv707NnT2bNmtWoNYu80bfffsvYsWOJi4vDYrEwf/78Op8bhsHMmTOJjY3F39+f1NRUtmzZYk6xLeRoP4Oqqiruvvtu+vfvT2BgIHFxcUyZMoV9+/aZV3AzO9a/gcP96U9/wmKxMGfOnFarTwGolbz99tvMmDGDBx98kNWrVzNw4EDGjBlDdna22aW1iiVLlnDDDTfwww8/sGjRIqqqqjj33HMpLS01u7RW9+OPP/L8888zYMAAs0tpNfn5+YwaNQpfX18+//xzNmzYwBNPPEF4eLjZpbWaxx57jOeee45nnnmGjRs38thjj/H444/zr3/9y+zSWkRpaSkDBw5k7ty59X7++OOP8/TTTzNv3jxWrFhBYGAgY8aMoby8vJUrbTlH+xmUlZWxevVqHnjgAVavXs0HH3xAeno648aNM6HSlnGsfwO1PvzwQ3744Qfi4uJaqbIahrSK4cOHGzfccIPnvdPpNOLi4ozZs2ebWJV5srOzDcBYsmSJ2aW0quLiYqN3797GokWLjDPOOMO45ZZbzC6pVdx9993GqaeeanYZprrwwguNq666qs6+3/3ud8bkyZNNqqj1AMaHH37oee9yuYyYmBjj73//u2dfQUGBYbfbjTfffNOEClveb38G9Vm5cqUBGDt37mydolpRQ/e/Z88eIz4+3li3bp3RrVs345///Ger1aQWoFZQWVnJqlWrSE1N9eyzWq2kpqayfPlyEyszT2FhIQAREREmV9K6brjhBi688MI6/xY6go8//pihQ4fy+9//nqioKE455RRefPFFs8tqVSNHjiQtLY3NmzcD8Msvv7Bs2TLOP/98kytrfRkZGWRmZtb57yA0NJSUlJQO+zsR3L8XLRYLYWFhZpfSKlwuF1deeSV33nknJ598cqt/fy2G2gpyc3NxOp1ER0fX2R8dHc2mTZtMqso8LpeLW2+9lVGjRtGvXz+zy2k1b731FqtXr+bHH380u5RWt337dp577jlmzJjBfffdx48//sjNN9+Mn58fU6dONbu8VnHPPfdQVFRE3759sdlsOJ1O/vrXvzJ58mSzS2t1mZmZAPX+Tqz9rKMpLy/n7rvv5vLLL+8wC6Q+9thj+Pj4cPPNN5vy/RWApNXdcMMNrFu3jmXLlpldSqvZvXs3t9xyC4sWLcLhcJhdTqtzuVwMHTqURx99FIBTTjmFdevWMW/evA4TgN555x3eeOMN/ve//3HyySezZs0abr31VuLi4jrMz0DqV1VVxWWXXYZhGDz33HNml9MqVq1axVNPPcXq1auxWCym1KBHYK0gMjISm81GVlZWnf1ZWVnExMSYVJU5brzxRj799FO++eYbunTpYnY5rWbVqlVkZ2czePBgfHx88PHxYcmSJTz99NP4+PjgdDrNLrFFxcbGkpycXGdfUlISu3btMqmi1nfnnXdyzz33MGnSJPr378+VV17JbbfdxuzZs80urdXV/t7T78RD4Wfnzp0sWrSow7T+LF26lOzsbLp27er5nbhz505uv/12EhMTW6UGBaBW4Ofnx5AhQ0hLS/Psc7lcpKWlMWLECBMraz2GYXDjjTfy4Ycf8vXXX9O9e3ezS2pVZ599NmvXrmXNmjWebejQoUyePJk1a9Zgs9nMLrFFjRo16ohpDzZv3ky3bt1Mqqj1lZWVYbXW/ZVrs9lwuVwmVWSe7t27ExMTU+d3YlFREStWrOgwvxPhUPjZsmULX331FZ06dTK7pFZz5ZVX8uuvv9b5nRgXF8edd97JF1980So16BFYK5kxYwZTp05l6NChDB8+nDlz5lBaWsr06dPNLq1V3HDDDfzvf//jo48+Ijg42POcPzQ0FH9/f5Ora3nBwcFH9HcKDAykU6dOHaIf1G233cbIkSN59NFHueyyy1i5ciUvvPACL7zwgtmltZqxY8fy17/+la5du3LyySfz888/8+STT3LVVVeZXVqLKCkpYevWrZ73GRkZrFmzhoiICLp27cqtt97KI488Qu/evenevTsPPPAAcXFxTJgwwbyim9nRfgaxsbFceumlrF69mk8//RSn0+n5vRgREYGfn59ZZTebY/0b+G3g8/X1JSYmhj59+rROga023kyMf/3rX0bXrl0NPz8/Y/jw4cYPP/xgdkmtBqh3++9//2t2aabpSMPgDcMwPvnkE6Nfv36G3W43+vbta7zwwgtml9SqioqKjFtuucXo2rWr4XA4jB49ehj333+/UVFRYXZpLeKbb76p97/5qVOnGobhHgr/wAMPGNHR0YbdbjfOPvtsIz093dyim9nRfgYZGRkN/l785ptvzC69WRzr38BvtfYweIthtNNpSEVEREQaoD5AIiIi0uEoAImIiEiHowAkIiIiHY4CkIiIiHQ4CkAiIiLS4SgAiYiISIejACQiIiIdjgKQiIiIdDgKQCIijbB48WIsFgsFBQVmlyIizUABSERERDocBSARERHpcBSARMQruFwuZs+eTffu3fH392fgwIG89957wKHHUwsWLGDAgAE4HA7+7//+j3Xr1tW5xvvvv8/JJ5+M3W4nMTGRJ554os7nFRUV3H333SQkJGC32+nVqxf/+c9/6hyzatUqhg4dSkBAACNHjiQ9Pb1lb1xEWoQCkIh4hdmzZ/Pqq68yb9481q9fz2233cYVV1zBkiVLPMfceeedPPHEE/z444907tyZsWPHUlVVBbiDy2WXXcakSZNYu3Ytf/nLX3jggQd4+eWXPedPmTKFN998k6effpqNGzfy/PPPExQUVKeO+++/nyeeeIKffvoJHx8frrrqqla5fxFpXloNXkTavIqKCiIiIvjqq68YMWKEZ/8111xDWVkZ1113HaNHj+att95i4sSJABw4cIAuXbrw8ssvc9lllzF58mRycnL48ssvPeffddddLFiwgPXr17N582b69OnDokWLSE1NPaKGxYsXM3r0aL766ivOPvtsAD777DMuvPBCDh48iMPhaOGfgog0J7UAiUibt3XrVsrKyjjnnHMICgrybK+++irbtm3zHHd4OIqIiKBPnz5s3LgRgI0bNzJq1Kg61x01ahRbtmzB6XSyZs0abDYbZ5xxxlFrGTBggOd1bGwsANnZ2U2+RxFpXT5mFyAiciwlJSUALFiwgPj4+Dqf2e32OiHoRPn7+zfqOF9fX89ri8UCuPsniYh3UQuQiLR5ycnJ2O12du3aRa9evepsCQkJnuN++OEHz+v8/Hw2b95MUlISAElJSXz33Xd1rvvdd99x0kknYbPZ6N+/Py6Xq06fIhFpv9QCJCJtXnBwMHfccQe33XYbLpeLU089lcLCQr777jtCQkLo1q0bAA8//DCdOnUiOjqa+++/n8jISCZMmADA7bffzrBhw5g1axYTJ05k+fLlPPPMMzz77LMAJCYmMnXqVK666iqefvppBg4cyM6dO8nOzuayyy4z69ZFpIUoAImIV5g1axadO3dm9uzZbN++nbCwMAYPHsx9993neQT1t7/9jVtuuYUtW7YwaNAgPvnkE/z8/AAYPHgw77zzDjNnzmTWrFnExsby8MMPM23aNM/3eO6557jvvvv485//TF5eHl27duW+++4z43ZFpIVpFJiIeL3aEVr5+fmEhYWZXY6IeAH1ARIREZEORwFIREREOhw9AhMREZEORy1AIiIi0uEoAImIiEiHowAkIiIiHY4CkIiIiHQ4CkAiIiLS4SgAiYiISIejACQiIiIdjgKQiIiIdDj/H3V2hz7qOFJ0AAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0lUymahTGLpp","executionInfo":{"status":"ok","timestamp":1731427900955,"user_tz":-540,"elapsed":1906,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"779347b8-bf98-4dfc-980a-ad31b4ff0fb0"},"execution_count":80,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8897 - loss: 0.3122\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.31489840149879456, 0.8870000243186951]"]},"metadata":{},"execution_count":80}]},{"cell_type":"code","source":[],"metadata":{"id":"2qXZkL7IJRRX"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 62ad0a25876d9ea5b0728191a90b2321553a36c8 Mon Sep 17 00:00:00 2001 From: moon0727 Date: Sat, 16 Nov 2024 11:34:47 +0000 Subject: [PATCH 08/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week7=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" | 2 +- ...341\205\256\341\206\253\341\204\222\341\205\264_week7.ipynb" | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) create mode 100644 "week7/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week7.ipynb" diff --git "a/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" "b/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" index 3c5ef89..6982d3e 100644 --- "a/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" +++ "b/week6/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week6.ipynb" @@ -1 +1 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN5J9uIxKEwTchka+6tBJT1"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 인공 신경망"],"metadata":{"id":"buUAHSZiBorb"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"CkHEmHFbBA0k","executionInfo":{"status":"ok","timestamp":1731425954943,"user_tz":-540,"elapsed":9744,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)\n","tf.config.experimental.enable_op_determinism()"]},{"cell_type":"markdown","source":["> 패선 MNIST"],"metadata":{"id":"5Eug2rsZBzCo"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yyOIy5AwBw-2","executionInfo":{"status":"ok","timestamp":1731425959092,"user_tz":-540,"elapsed":1245,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d2c8ebbd-4504-4386-e74d-5015600faaf1"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n","\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n","\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n","\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n","\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]}]},{"cell_type":"code","source":["print(train_input.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wWrLnedFB3Xw","executionInfo":{"status":"ok","timestamp":1731425966489,"user_tz":-540,"elapsed":344,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c8669674-9db7-4a99-aa5a-db9431d89c33"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 28, 28) (60000,)\n"]}]},{"cell_type":"code","source":["print(test_input.shape, test_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2dgMyGLbB5ZP","executionInfo":{"status":"ok","timestamp":1731425970905,"user_tz":-540,"elapsed":372,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"71fdb1b9-533c-41e3-aef1-1e9f4e6ad64a"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["(10000, 28, 28) (10000,)\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","fig, axs = plt.subplots(1, 10, figsize=(10,10))\n","for i in range(10):\n"," axs[i].imshow(train_input[i], cmap='gray_r')\n"," axs[i].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":86},"id":"WHFST1SWB6cp","executionInfo":{"status":"ok","timestamp":1731425977195,"user_tz":-540,"elapsed":904,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b108dd3c-ef5c-42ee-8084-5c1392abb1e7"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["print([train_target[i] for i in range(10)])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0-rXPftB73p","executionInfo":{"status":"ok","timestamp":1731425981140,"user_tz":-540,"elapsed":361,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7d32d7b8-fcaf-4027-8fe4-4f5d5bb761f5"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[9, 0, 0, 3, 0, 2, 7, 2, 5, 5]\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","print(np.unique(train_target, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SEx_KtEVB8-N","executionInfo":{"status":"ok","timestamp":1731425988811,"user_tz":-540,"elapsed":345,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c9cdd37d-433c-41ff-ebcd-250d2ef612b9"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8), array([6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000]))\n"]}]},{"cell_type":"markdown","source":["> 로지스틱 회귀로 패션 아이템 분류"],"metadata":{"id":"bXOBF--lCAOe"}},{"cell_type":"code","source":["train_scaled = train_input / 255.0\n","train_scaled = train_scaled.reshape(-1, 28*28)"],"metadata":{"id":"7es32kjzB-2D","executionInfo":{"status":"ok","timestamp":1731426008663,"user_tz":-540,"elapsed":333,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8A1Y_gXECDsh","executionInfo":{"status":"ok","timestamp":1731426013902,"user_tz":-540,"elapsed":354,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a4a08429-28e8-4caa-91bb-0820776e68ce"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 784)\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss='log_loss', max_iter=5, random_state=42)\n","\n","scores = cross_validate(sc, train_scaled, train_target, n_jobs=-1)\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ddA5pGsRCE-b","executionInfo":{"status":"ok","timestamp":1731426067765,"user_tz":-540,"elapsed":49057,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"027e8ea9-7a2e-40e9-e912-eecdf9aa823e"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8196000000000001\n"]}]},{"cell_type":"markdown","source":["> 인공신경망으로 모델 만들기"],"metadata":{"id":"XU5soNjuCJUe"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"Zxu14APBCGOK","executionInfo":{"status":"ok","timestamp":1731426067765,"user_tz":-540,"elapsed":20,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4K9Wd7T6CNBQ","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":19,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2879ad47-6267-4d1c-f638-da24026f0e01"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["(48000, 784) (48000,)\n"]}]},{"cell_type":"code","source":["print(val_scaled.shape, val_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"659bvvSwCOUx","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":17,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ffc3aa4-577d-48b6-d677-a8eacc4cf768"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["(12000, 784) (12000,)\n"]}]},{"cell_type":"code","source":["dense = keras.layers.Dense(10, activation='softmax', input_shape=(784,))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xa7CcCFECPbt","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":12,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6b4f64f7-46fa-47f1-82b5-34d618189e04"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]}]},{"cell_type":"code","source":["model = keras.Sequential([dense])"],"metadata":{"id":"mnyyD3v-CQth","executionInfo":{"status":"ok","timestamp":1731426082150,"user_tz":-540,"elapsed":324,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":15,"outputs":[]},{"cell_type":"markdown","source":["> 인공신경망으로 패션 아이템 분류"],"metadata":{"id":"EpN6K1BVCXZQ"}},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"4RGa7lVeCVo_","executionInfo":{"status":"ok","timestamp":1731426100506,"user_tz":-540,"elapsed":343,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["print(train_target[:10])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4IV9nr8SCaHv","executionInfo":{"status":"ok","timestamp":1731426103443,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1b433ccc-1b20-478a-9615-1607d5f778c9"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["[7 3 5 8 6 9 3 3 9 9]\n"]}]},{"cell_type":"code","source":["model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IhT-gTdGCa0r","executionInfo":{"status":"ok","timestamp":1731426135249,"user_tz":-540,"elapsed":25014,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f16b46c8-6d03-4812-d19b-de3db34b6fba"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.7370 - loss: 0.7853\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 1ms/step - accuracy: 0.8346 - loss: 0.4845\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8452 - loss: 0.4564\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 1ms/step - accuracy: 0.8504 - loss: 0.4425\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 1ms/step - accuracy: 0.8537 - loss: 0.4337\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CSpZnFW4Cckc","executionInfo":{"status":"ok","timestamp":1731426139604,"user_tz":-540,"elapsed":1658,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5143142a-4566-4e1a-ec9f-b213f27a8ff5"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8462 - loss: 0.4364\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.4444445073604584, 0.8458333611488342]"]},"metadata":{},"execution_count":19}]},{"cell_type":"markdown","source":["# 심층 신경망\n","\n","> 2개의 층"],"metadata":{"id":"2meWYQShCkgI"}},{"cell_type":"code","source":["# from sklearn.model_selection import train_test_split\n","\n","# train_scaled = train_input / 255.0\n","# train_scaled = train_scaled.reshape(-1, 28*28)\n","\n","# train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"_miUHdLXCjR_","executionInfo":{"status":"ok","timestamp":1731426543098,"user_tz":-540,"elapsed":372,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":35,"outputs":[]},{"cell_type":"code","source":["dense1 = keras.layers.Dense(100, activation='sigmoid', input_shape=(784,))\n","dense2 = keras.layers.Dense(10, activation='softmax')"],"metadata":{"id":"jXiqdRS8Cy2M","executionInfo":{"status":"ok","timestamp":1731426547839,"user_tz":-540,"elapsed":541,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":36,"outputs":[]},{"cell_type":"markdown","source":["> 심층 신경망 만들기"],"metadata":{"id":"SuztfSA1DSwI"}},{"cell_type":"code","source":["model = keras.Sequential([dense1, dense2])"],"metadata":{"id":"wZXESwzHDQ9R","executionInfo":{"status":"ok","timestamp":1731426550744,"user_tz":-540,"elapsed":437,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":37,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"RAfSeUyODUfu","executionInfo":{"status":"ok","timestamp":1731426551148,"user_tz":-540,"elapsed":27,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ae0d0364-73cf-4980-f5a8-9efd143430e4"},"execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_3\"\u001b[0m\n"],"text/html":["
Model: \"sequential_3\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> 층을 추가하는 다른 방법"],"metadata":{"id":"VjIFBcepDY_8"}},{"cell_type":"code","source":["model = keras.Sequential([\n"," keras.layers.Dense(100, activation='sigmoid', input_shape=(784,), name='hidden'),\n"," keras.layers.Dense(10, activation='softmax', name='output')\n","], name='패션 MNIST 모델')"],"metadata":{"id":"-KzuhB6sDWUJ","executionInfo":{"status":"ok","timestamp":1731426368857,"user_tz":-540,"elapsed":364,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"MrkKNpkIDbnB","executionInfo":{"status":"ok","timestamp":1731426378301,"user_tz":-540,"elapsed":346,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1f5f0d09-2093-4e66-f778-6955de2308e5"},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"패션 MNIST 모델\"\u001b[0m\n"],"text/html":["
Model: \"패션 MNIST 모델\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (Dense)                       │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (Dense)                       │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Dense(100, activation='sigmoid', input_shape=(784,)))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"WGO0kNCYDd7M","executionInfo":{"status":"ok","timestamp":1731426564111,"user_tz":-540,"elapsed":476,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":39,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"743DwLdKDhDA","executionInfo":{"status":"ok","timestamp":1731426565600,"user_tz":-540,"elapsed":24,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9af92120-323a-4c58-beac-a29132274a27"},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_4\"\u001b[0m\n"],"text/html":["
Model: \"sequential_4\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"collapsed":true,"id":"aOqtF6A6DiQZ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> 렐루 활성화 함수"],"metadata":{"id":"IjEVbRHrEVvQ"}},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QKwzgs7pDnRI","executionInfo":{"status":"ok","timestamp":1731426613284,"user_tz":-540,"elapsed":407,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e822e4a2-2c52-4121-89d9-ca1323ceb6eb"},"execution_count":42,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(**kwargs)\n"]}]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"EWHQlRJ7EXSF","executionInfo":{"status":"ok","timestamp":1731426619205,"user_tz":-540,"elapsed":473,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2ab0d094-c4e8-43d7-b07c-7104da21b2e8"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_5\"\u001b[0m\n"],"text/html":["
Model: \"sequential_5\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (Flatten)                    │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"8qAtIYTUEYsn","executionInfo":{"status":"ok","timestamp":1731426626239,"user_tz":-540,"elapsed":1451,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":44,"outputs":[]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9KE_3Qr-EaND","executionInfo":{"status":"ok","timestamp":1731426663361,"user_tz":-540,"elapsed":29200,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ac652be1-efa1-4f88-c58a-5a74f62bc755"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.7646 - loss: 0.6831\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8512 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8696 - loss: 0.3627\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8787 - loss: 0.3369\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 5ms/step - accuracy: 0.8871 - loss: 0.3188\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":45}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O8xIeuoMEcfJ","executionInfo":{"status":"ok","timestamp":1731426669601,"user_tz":-540,"elapsed":960,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ba8a12af-ec47-48b8-e9a5-e01c1b35611d"},"execution_count":46,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8594 - loss: 0.4130\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.41107743978500366, 0.8601666688919067]"]},"metadata":{},"execution_count":46}]},{"cell_type":"markdown","source":["> 옵티마이저"],"metadata":{"id":"oWx-3pElEfB-"}},{"cell_type":"code","source":["model.compile(optimizer='sgd', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"lt3HitTCEgSg","executionInfo":{"status":"ok","timestamp":1731426674549,"user_tz":-540,"elapsed":338,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":47,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD()\n","model.compile(optimizer=sgd, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"oXJYGVPfEjj9","executionInfo":{"status":"ok","timestamp":1731426675004,"user_tz":-540,"elapsed":9,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":48,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD(learning_rate=0.1)\n","\n","sgd = keras.optimizers.SGD(momentum=0.9, nesterov=True)\n","\n","adagrad = keras.optimizers.Adagrad()\n","model.compile(optimizer=adagrad, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","rmsprop = keras.optimizers.RMSprop()\n","model.compile(optimizer=rmsprop, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"JJMbcMRtEnHo","executionInfo":{"status":"ok","timestamp":1731426727618,"user_tz":-540,"elapsed":321,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":52,"outputs":[]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r0zThSP3Etfx","executionInfo":{"status":"ok","timestamp":1731426771626,"user_tz":-540,"elapsed":29402,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"19965bbf-8b55-439a-9e5d-f56b290f95c8"},"execution_count":53,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 4ms/step - accuracy: 0.7710 - loss: 0.6668\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8533 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8686 - loss: 0.3625\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8788 - loss: 0.3322\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8857 - loss: 0.3108\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":53}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XJK36P9RE22B","executionInfo":{"status":"ok","timestamp":1731426793714,"user_tz":-540,"elapsed":1065,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5a3c223f-d8e6-430e-d023-db553cdb81a8"},"execution_count":54,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8748 - loss: 0.3486\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.34933608770370483, 0.8729166388511658]"]},"metadata":{},"execution_count":54}]},{"cell_type":"markdown","source":["# 신경망 모델 훈련\n","\n","> 손실 곡선"],"metadata":{"id":"Q6jGOebCE6zW"}},{"cell_type":"code","source":["from tensorflow import keras\n","from sklearn.model_selection import train_test_split\n","\n","(train_input, train_target), (test_input, test_target) = \\\n"," keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"l2CAD8-EE9cY","executionInfo":{"status":"ok","timestamp":1731426796936,"user_tz":-540,"elapsed":1473,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":55,"outputs":[]},{"cell_type":"code","source":["def model_fn(a_layer=None):\n"," model = keras.Sequential()\n"," model.add(keras.layers.Flatten(input_shape=(28, 28)))\n"," model.add(keras.layers.Dense(100, activation='relu'))\n"," if a_layer:\n"," model.add(a_layer)\n"," model.add(keras.layers.Dense(10, activation='softmax'))\n"," return model"],"metadata":{"id":"hKN52VMMFD3l","executionInfo":{"status":"ok","timestamp":1731426813350,"user_tz":-540,"elapsed":458,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":56,"outputs":[]},{"cell_type":"code","source":["model = model_fn()\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"vnpLaAQ2FIH9","executionInfo":{"status":"ok","timestamp":1731426818725,"user_tz":-540,"elapsed":469,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"283cc234-7002-4cd0-a776-aa965e086f00"},"execution_count":57,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_8\"\u001b[0m\n"],"text/html":["
Model: \"sequential_8\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=5, verbose=0)"],"metadata":{"id":"WsykuzQiFJbn","executionInfo":{"status":"ok","timestamp":1731426868413,"user_tz":-540,"elapsed":41347,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":58,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YuXTI1aKFLls","executionInfo":{"status":"ok","timestamp":1731426878807,"user_tz":-540,"elapsed":391,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"dd62f1a0-dab3-4606-b362-82ccb2a59422"},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss'])\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"IKdWojZXFOZ4","executionInfo":{"status":"ok","timestamp":1731426880284,"user_tz":-540,"elapsed":21,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"26bfa2f1-6091-4ad1-8631-1d1d0e67742c"},"execution_count":60,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.plot(history.history['accuracy'])\n","plt.xlabel('epoch')\n","plt.ylabel('accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"SWRYRo2VFQW6","executionInfo":{"status":"ok","timestamp":1731426881993,"user_tz":-540,"elapsed":403,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9c15d319-df15-4230-cefa-5b252ec0f005"},"execution_count":61,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0)"],"metadata":{"id":"13C8ehvJFSBW","executionInfo":{"status":"ok","timestamp":1731427004963,"user_tz":-540,"elapsed":121803,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":62,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":454},"id":"mbRtAt76FTTN","executionInfo":{"status":"ok","timestamp":1731427042093,"user_tz":-540,"elapsed":423,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c472c50f-44a4-4387-961d-790d166406fc"},"execution_count":63,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 검증 손실"],"metadata":{"id":"vMvUt-g8FVEj"}},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"-sKUiMCIFWcC","executionInfo":{"status":"ok","timestamp":1731427173070,"user_tz":-540,"elapsed":127333,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":64,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jEb46hRZFdIz","executionInfo":{"status":"ok","timestamp":1731427182298,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"76afa1cd-88fb-4348-87ab-49030a07c097"},"execution_count":65,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss', 'val_accuracy', 'val_loss'])\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"26vmlq34Feeb","executionInfo":{"status":"ok","timestamp":1731427183959,"user_tz":-540,"elapsed":471,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"fa2c6f9f-e3c3-492b-f5ae-e0071cb8b727"},"execution_count":66,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"zYYqaAqFFghs","executionInfo":{"status":"ok","timestamp":1731427323522,"user_tz":-540,"elapsed":138269,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":67,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"6-K7uGNcFhn5","executionInfo":{"status":"ok","timestamp":1731427346429,"user_tz":-540,"elapsed":592,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"096997ee-b6a1-43d6-8681-12590b77c456"},"execution_count":68,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 드롭아웃"],"metadata":{"id":"PW12EK7yFj5R"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":274},"id":"BFmAFSItFjbH","executionInfo":{"status":"ok","timestamp":1731427351819,"user_tz":-540,"elapsed":362,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cafcb4e7-e8bb-4ad1-a674-f86f81fa5aae"},"execution_count":69,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_12\"\u001b[0m\n"],"text/html":["
Model: \"sequential_12\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (Dropout)                    │ (None, 100)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"L9H61ljYFp6e","executionInfo":{"status":"ok","timestamp":1731427486341,"user_tz":-540,"elapsed":133268,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"911b98f9-8d4d-4cff-abb0-08159214db21"},"execution_count":70,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 모델 저장과 복원"],"metadata":{"id":"LOkEPN1hFs29"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=10, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","model.save('model-whole.keras')\n","\n","model.save_weights('model.weights.h5')"],"metadata":{"id":"FUWrm-N2Fsjh","executionInfo":{"status":"ok","timestamp":1731427625548,"user_tz":-540,"elapsed":57902,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":71,"outputs":[]},{"cell_type":"code","source":["!ls -al model*"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IFlmH-AuF1Bt","executionInfo":{"status":"ok","timestamp":1731427641473,"user_tz":-540,"elapsed":338,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f941f37f-82ef-4db6-f554-e48a426a2a13"},"execution_count":72,"outputs":[{"output_type":"stream","name":"stdout","text":["-rw-r--r-- 1 root root 971928 Nov 12 16:07 model.weights.h5\n","-rw-r--r-- 1 root root 975723 Nov 12 16:07 model-whole.keras\n"]}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.load_weights('model.weights.h5')\n","\n","import numpy as np\n","\n","val_labels = np.argmax(model.predict(val_scaled), axis=-1)\n","print(np.mean(val_labels == val_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yfVst1xXF5Dy","executionInfo":{"status":"ok","timestamp":1731427644264,"user_tz":-540,"elapsed":1080,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ed41d3b-c8a2-4562-9d21-c5960ed6acba"},"execution_count":73,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\n","0.8799166666666667\n"]}]},{"cell_type":"code","source":["model = keras.models.load_model('model-whole.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"74inYyK5F7NS","executionInfo":{"status":"ok","timestamp":1731427647624,"user_tz":-540,"elapsed":1511,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a5034d0a-3be9-42e2-8cc5-09d12ecadd47"},"execution_count":74,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8822 - loss: 0.3304\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3325974643230438, 0.8799166679382324]"]},"metadata":{},"execution_count":74}]},{"cell_type":"markdown","source":["> 콜백"],"metadata":{"id":"Sbf6G89UF81J"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","\n","model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I6eL3CanF8fY","executionInfo":{"status":"ok","timestamp":1731427764917,"user_tz":-540,"elapsed":114717,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cfc9590d-96f3-4d2b-96ef-ad6c011dd6e5"},"execution_count":75,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":75}]},{"cell_type":"code","source":["model = keras.models.load_model('best-model.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QaQ3vhThGFmV","executionInfo":{"status":"ok","timestamp":1731427776602,"user_tz":-540,"elapsed":1512,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d08ce07-da16-467e-bf0c-2ce3520af11c"},"execution_count":76,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8891 - loss: 0.3095\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3131541609764099, 0.8870833516120911]"]},"metadata":{},"execution_count":76}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n"," restore_best_weights=True)\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"id":"l6fCqeWvGGpZ","executionInfo":{"status":"ok","timestamp":1731427871904,"user_tz":-540,"elapsed":94090,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":77,"outputs":[]},{"cell_type":"code","source":["print(early_stopping_cb.stopped_epoch)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ty2bG95RGIfW","executionInfo":{"status":"ok","timestamp":1731427893491,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4201739f-26b0-45f4-8648-d39fe50f243c"},"execution_count":78,"outputs":[{"output_type":"stream","name":"stdout","text":["14\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"8q4jZTjbGJp8","executionInfo":{"status":"ok","timestamp":1731427895055,"user_tz":-540,"elapsed":430,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a53be4ee-86a1-4519-c52a-981af8bbc687"},"execution_count":79,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0lUymahTGLpp","executionInfo":{"status":"ok","timestamp":1731427900955,"user_tz":-540,"elapsed":1906,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"779347b8-bf98-4dfc-980a-ad31b4ff0fb0"},"execution_count":80,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8897 - loss: 0.3122\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.31489840149879456, 0.8870000243186951]"]},"metadata":{},"execution_count":80}]},{"cell_type":"code","source":[],"metadata":{"id":"2qXZkL7IJRRX"},"execution_count":null,"outputs":[]}]} \ No newline at end of file +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN5J9uIxKEwTchka+6tBJT1"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 인공 신경망"],"metadata":{"id":"buUAHSZiBorb"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"CkHEmHFbBA0k"},"outputs":[],"source":["import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)\n","tf.config.experimental.enable_op_determinism()"]},{"cell_type":"markdown","source":["> 패선 MNIST"],"metadata":{"id":"5Eug2rsZBzCo"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yyOIy5AwBw-2","executionInfo":{"status":"ok","timestamp":1731425959092,"user_tz":-540,"elapsed":1245,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"d2c8ebbd-4504-4386-e74d-5015600faaf1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n","\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n","\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n","\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n","\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]}]},{"cell_type":"code","source":["print(train_input.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wWrLnedFB3Xw","executionInfo":{"status":"ok","timestamp":1731425966489,"user_tz":-540,"elapsed":344,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c8669674-9db7-4a99-aa5a-db9431d89c33"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 28, 28) (60000,)\n"]}]},{"cell_type":"code","source":["print(test_input.shape, test_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2dgMyGLbB5ZP","executionInfo":{"status":"ok","timestamp":1731425970905,"user_tz":-540,"elapsed":372,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"71fdb1b9-533c-41e3-aef1-1e9f4e6ad64a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(10000, 28, 28) (10000,)\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","fig, axs = plt.subplots(1, 10, figsize=(10,10))\n","for i in range(10):\n"," axs[i].imshow(train_input[i], cmap='gray_r')\n"," axs[i].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":86},"id":"WHFST1SWB6cp","executionInfo":{"status":"ok","timestamp":1731425977195,"user_tz":-540,"elapsed":904,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"b108dd3c-ef5c-42ee-8084-5c1392abb1e7"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print([train_target[i] for i in range(10)])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0-rXPftB73p","executionInfo":{"status":"ok","timestamp":1731425981140,"user_tz":-540,"elapsed":361,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7d32d7b8-fcaf-4027-8fe4-4f5d5bb761f5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[9, 0, 0, 3, 0, 2, 7, 2, 5, 5]\n"]}]},{"cell_type":"code","source":["import numpy as np\n","\n","print(np.unique(train_target, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SEx_KtEVB8-N","executionInfo":{"status":"ok","timestamp":1731425988811,"user_tz":-540,"elapsed":345,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c9cdd37d-433c-41ff-ebcd-250d2ef612b9"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8), array([6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000]))\n"]}]},{"cell_type":"markdown","source":["> 로지스틱 회귀로 패션 아이템 분류"],"metadata":{"id":"bXOBF--lCAOe"}},{"cell_type":"code","source":["train_scaled = train_input / 255.0\n","train_scaled = train_scaled.reshape(-1, 28*28)"],"metadata":{"id":"7es32kjzB-2D"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8A1Y_gXECDsh","executionInfo":{"status":"ok","timestamp":1731426013902,"user_tz":-540,"elapsed":354,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a4a08429-28e8-4caa-91bb-0820776e68ce"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 784)\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss='log_loss', max_iter=5, random_state=42)\n","\n","scores = cross_validate(sc, train_scaled, train_target, n_jobs=-1)\n","print(np.mean(scores['test_score']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ddA5pGsRCE-b","executionInfo":{"status":"ok","timestamp":1731426067765,"user_tz":-540,"elapsed":49057,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"027e8ea9-7a2e-40e9-e912-eecdf9aa823e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8196000000000001\n"]}]},{"cell_type":"markdown","source":["> 인공신경망으로 모델 만들기"],"metadata":{"id":"XU5soNjuCJUe"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"Zxu14APBCGOK"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape, train_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4K9Wd7T6CNBQ","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":19,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2879ad47-6267-4d1c-f638-da24026f0e01"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(48000, 784) (48000,)\n"]}]},{"cell_type":"code","source":["print(val_scaled.shape, val_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"659bvvSwCOUx","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":17,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ffc3aa4-577d-48b6-d677-a8eacc4cf768"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(12000, 784) (12000,)\n"]}]},{"cell_type":"code","source":["dense = keras.layers.Dense(10, activation='softmax', input_shape=(784,))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xa7CcCFECPbt","executionInfo":{"status":"ok","timestamp":1731426067766,"user_tz":-540,"elapsed":12,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6b4f64f7-46fa-47f1-82b5-34d618189e04"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]}]},{"cell_type":"code","source":["model = keras.Sequential([dense])"],"metadata":{"id":"mnyyD3v-CQth"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> 인공신경망으로 패션 아이템 분류"],"metadata":{"id":"EpN6K1BVCXZQ"}},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"4RGa7lVeCVo_"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(train_target[:10])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4IV9nr8SCaHv","executionInfo":{"status":"ok","timestamp":1731426103443,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1b433ccc-1b20-478a-9615-1607d5f778c9"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[7 3 5 8 6 9 3 3 9 9]\n"]}]},{"cell_type":"code","source":["model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IhT-gTdGCa0r","executionInfo":{"status":"ok","timestamp":1731426135249,"user_tz":-540,"elapsed":25014,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f16b46c8-6d03-4812-d19b-de3db34b6fba"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.7370 - loss: 0.7853\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 1ms/step - accuracy: 0.8346 - loss: 0.4845\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8452 - loss: 0.4564\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 1ms/step - accuracy: 0.8504 - loss: 0.4425\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 1ms/step - accuracy: 0.8537 - loss: 0.4337\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CSpZnFW4Cckc","executionInfo":{"status":"ok","timestamp":1731426139604,"user_tz":-540,"elapsed":1658,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5143142a-4566-4e1a-ec9f-b213f27a8ff5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8462 - loss: 0.4364\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.4444445073604584, 0.8458333611488342]"]},"metadata":{},"execution_count":19}]},{"cell_type":"markdown","source":["# 심층 신경망\n","\n","> 2개의 층"],"metadata":{"id":"2meWYQShCkgI"}},{"cell_type":"code","source":["# from sklearn.model_selection import train_test_split\n","\n","# train_scaled = train_input / 255.0\n","# train_scaled = train_scaled.reshape(-1, 28*28)\n","\n","# train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"_miUHdLXCjR_"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["dense1 = keras.layers.Dense(100, activation='sigmoid', input_shape=(784,))\n","dense2 = keras.layers.Dense(10, activation='softmax')"],"metadata":{"id":"jXiqdRS8Cy2M"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> 심층 신경망 만들기"],"metadata":{"id":"SuztfSA1DSwI"}},{"cell_type":"code","source":["model = keras.Sequential([dense1, dense2])"],"metadata":{"id":"wZXESwzHDQ9R"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"RAfSeUyODUfu","executionInfo":{"status":"ok","timestamp":1731426551148,"user_tz":-540,"elapsed":27,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ae0d0364-73cf-4980-f5a8-9efd143430e4"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_3\"\u001b[0m\n"],"text/html":["
Model: \"sequential_3\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_5 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_6 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> 층을 추가하는 다른 방법"],"metadata":{"id":"VjIFBcepDY_8"}},{"cell_type":"code","source":["model = keras.Sequential([\n"," keras.layers.Dense(100, activation='sigmoid', input_shape=(784,), name='hidden'),\n"," keras.layers.Dense(10, activation='softmax', name='output')\n","], name='패션 MNIST 모델')"],"metadata":{"id":"-KzuhB6sDWUJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"MrkKNpkIDbnB","executionInfo":{"status":"ok","timestamp":1731426378301,"user_tz":-540,"elapsed":346,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1f5f0d09-2093-4e66-f778-6955de2308e5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"패션 MNIST 모델\"\u001b[0m\n"],"text/html":["
Model: \"패션 MNIST 모델\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ hidden (Dense)                       │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ output (Dense)                       │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Dense(100, activation='sigmoid', input_shape=(784,)))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"WGO0kNCYDd7M"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"743DwLdKDhDA","executionInfo":{"status":"ok","timestamp":1731426565600,"user_tz":-540,"elapsed":24,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9af92120-323a-4c58-beac-a29132274a27"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_4\"\u001b[0m\n"],"text/html":["
Model: \"sequential_4\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ dense_7 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_8 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"collapsed":true,"id":"aOqtF6A6DiQZ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["> 렐루 활성화 함수"],"metadata":{"id":"IjEVbRHrEVvQ"}},{"cell_type":"code","source":["model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QKwzgs7pDnRI","executionInfo":{"status":"ok","timestamp":1731426613284,"user_tz":-540,"elapsed":407,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e822e4a2-2c52-4121-89d9-ca1323ceb6eb"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(**kwargs)\n"]}]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"EWHQlRJ7EXSF","executionInfo":{"status":"ok","timestamp":1731426619205,"user_tz":-540,"elapsed":473,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"2ab0d094-c4e8-43d7-b07c-7104da21b2e8"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_5\"\u001b[0m\n"],"text/html":["
Model: \"sequential_5\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten (Flatten)                    │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_9 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_10 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"8qAtIYTUEYsn"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9KE_3Qr-EaND","executionInfo":{"status":"ok","timestamp":1731426663361,"user_tz":-540,"elapsed":29200,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ac652be1-efa1-4f88-c58a-5a74f62bc755"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.7646 - loss: 0.6831\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8512 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8696 - loss: 0.3627\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8787 - loss: 0.3369\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 5ms/step - accuracy: 0.8871 - loss: 0.3188\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":45}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O8xIeuoMEcfJ","executionInfo":{"status":"ok","timestamp":1731426669601,"user_tz":-540,"elapsed":960,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"ba8a12af-ec47-48b8-e9a5-e01c1b35611d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8594 - loss: 0.4130\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.41107743978500366, 0.8601666688919067]"]},"metadata":{},"execution_count":46}]},{"cell_type":"markdown","source":["> 옵티마이저"],"metadata":{"id":"oWx-3pElEfB-"}},{"cell_type":"code","source":["model.compile(optimizer='sgd', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"lt3HitTCEgSg"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD()\n","model.compile(optimizer=sgd, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"oXJYGVPfEjj9"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD(learning_rate=0.1)\n","\n","sgd = keras.optimizers.SGD(momentum=0.9, nesterov=True)\n","\n","adagrad = keras.optimizers.Adagrad()\n","model.compile(optimizer=adagrad, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","rmsprop = keras.optimizers.RMSprop()\n","model.compile(optimizer=rmsprop, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model = keras.Sequential()\n","model.add(keras.layers.Flatten(input_shape=(28, 28)))\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"JJMbcMRtEnHo"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","model.fit(train_scaled, train_target, epochs=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r0zThSP3Etfx","executionInfo":{"status":"ok","timestamp":1731426771626,"user_tz":-540,"elapsed":29402,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"19965bbf-8b55-439a-9e5d-f56b290f95c8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 4ms/step - accuracy: 0.7710 - loss: 0.6668\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8533 - loss: 0.4091\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 4ms/step - accuracy: 0.8686 - loss: 0.3625\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8788 - loss: 0.3322\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8857 - loss: 0.3108\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":53}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XJK36P9RE22B","executionInfo":{"status":"ok","timestamp":1731426793714,"user_tz":-540,"elapsed":1065,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5a3c223f-d8e6-430e-d023-db553cdb81a8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8748 - loss: 0.3486\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.34933608770370483, 0.8729166388511658]"]},"metadata":{},"execution_count":54}]},{"cell_type":"markdown","source":["# 신경망 모델 훈련\n","\n","> 손실 곡선"],"metadata":{"id":"Q6jGOebCE6zW"}},{"cell_type":"code","source":["from tensorflow import keras\n","from sklearn.model_selection import train_test_split\n","\n","(train_input, train_target), (test_input, test_target) = \\\n"," keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"l2CAD8-EE9cY"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["def model_fn(a_layer=None):\n"," model = keras.Sequential()\n"," model.add(keras.layers.Flatten(input_shape=(28, 28)))\n"," model.add(keras.layers.Dense(100, activation='relu'))\n"," if a_layer:\n"," model.add(a_layer)\n"," model.add(keras.layers.Dense(10, activation='softmax'))\n"," return model"],"metadata":{"id":"hKN52VMMFD3l"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model = model_fn()\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"vnpLaAQ2FIH9","executionInfo":{"status":"ok","timestamp":1731426818725,"user_tz":-540,"elapsed":469,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"283cc234-7002-4cd0-a776-aa965e086f00"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_8\"\u001b[0m\n"],"text/html":["
Model: \"sequential_8\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_3 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_15 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_16 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=5, verbose=0)"],"metadata":{"id":"WsykuzQiFJbn"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YuXTI1aKFLls","executionInfo":{"status":"ok","timestamp":1731426878807,"user_tz":-540,"elapsed":391,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"dd62f1a0-dab3-4606-b362-82ccb2a59422"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss'])\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"IKdWojZXFOZ4","executionInfo":{"status":"ok","timestamp":1731426880284,"user_tz":-540,"elapsed":21,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"26bfa2f1-6091-4ad1-8631-1d1d0e67742c"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.plot(history.history['accuracy'])\n","plt.xlabel('epoch')\n","plt.ylabel('accuracy')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"SWRYRo2VFQW6","executionInfo":{"status":"ok","timestamp":1731426881993,"user_tz":-540,"elapsed":403,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"9c15d319-df15-4230-cefa-5b252ec0f005"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0)"],"metadata":{"id":"13C8ehvJFSBW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":454},"id":"mbRtAt76FTTN","executionInfo":{"status":"ok","timestamp":1731427042093,"user_tz":-540,"elapsed":423,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c472c50f-44a4-4387-961d-790d166406fc"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 검증 손실"],"metadata":{"id":"vMvUt-g8FVEj"}},{"cell_type":"code","source":["model = model_fn()\n","model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"-sKUiMCIFWcC"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jEb46hRZFdIz","executionInfo":{"status":"ok","timestamp":1731427182298,"user_tz":-540,"elapsed":390,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"76afa1cd-88fb-4348-87ab-49030a07c097"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_keys(['accuracy', 'loss', 'val_accuracy', 'val_loss'])\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"26vmlq34Feeb","executionInfo":{"status":"ok","timestamp":1731427183959,"user_tz":-540,"elapsed":471,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"fa2c6f9f-e3c3-492b-f5ae-e0071cb8b727"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["model = model_fn()\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))"],"metadata":{"id":"zYYqaAqFFghs"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"6-K7uGNcFhn5","executionInfo":{"status":"ok","timestamp":1731427346429,"user_tz":-540,"elapsed":592,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"096997ee-b6a1-43d6-8681-12590b77c456"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 드롭아웃"],"metadata":{"id":"PW12EK7yFj5R"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":274},"id":"BFmAFSItFjbH","executionInfo":{"status":"ok","timestamp":1731427351819,"user_tz":-540,"elapsed":362,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cafcb4e7-e8bb-4ad1-a674-f86f81fa5aae"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_12\"\u001b[0m\n"],"text/html":["
Model: \"sequential_12\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ flatten_7 (Flatten)                  │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_23 (Dense)                     │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (Dropout)                    │ (None, 100)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_24 (Dense)                     │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Total params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n"],"text/html":["
 Trainable params: 79,510 (310.59 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"L9H61ljYFp6e","executionInfo":{"status":"ok","timestamp":1731427486341,"user_tz":-540,"elapsed":133268,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"911b98f9-8d4d-4cff-abb0-08159214db21"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkAAAAGwCAYAAABB4NqyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABfBElEQVR4nO3deXhU5d3G8e9M9oQsJCErgSTsyKYsEdw1CIqI1lZQFMGtL9JWxRXbQhUrdS1VqViqAtqqrSIuKCpRUBTBsggihC3sJCSB7HvmvH8cMhAJkHXOTHJ/rmuuzJw5y+9kiHP7PM85j80wDAMRERGRNsRudQEiIiIirqYAJCIiIm2OApCIiIi0OQpAIiIi0uYoAImIiEibowAkIiIibY4CkIiIiLQ53lYX4I4cDgcHDx4kODgYm81mdTkiIiJSD4ZhUFhYSFxcHHb76dt4FIDqcPDgQRISEqwuQ0RERBph3759dOzY8bTrKADVITg4GDB/gSEhIRZXIyIiIvVRUFBAQkKC83v8dBSA6lDT7RUSEqIAJCIi4mHqM3zF8kHQc+bMITExEX9/f1JSUlizZs1p18/Ly2PKlCnExsbi5+dH9+7d+fjjj5u0TxEREWlbLA1Ab7/9NlOnTmXGjBmsW7eO/v37M2LECA4fPlzn+hUVFQwfPpzdu3fzzjvvkJ6ezrx584iPj2/0PkVERKTtsVk5G3xKSgqDBw/mxRdfBMyrrxISEvjtb3/Lww8/fNL6c+fO5emnn2br1q34+Pg0yz7rUlBQQGhoKPn5+eoCExER8RAN+f62bAxQRUUFa9euZdq0ac5ldrud1NRUVq1aVec2H3zwAUOHDmXKlCm8//77dOjQgRtvvJGHHnoILy+vRu0ToLy8nPLycufrgoKCZjhDERGRkzkcDioqKqwuwyP5+Pjg5eXVLPuyLADl5ORQXV1NdHR0reXR0dFs3bq1zm127drFF198wfjx4/n444/ZsWMHd911F5WVlcyYMaNR+wSYNWsWjz76aNNPSkRE5DQqKirIyMjA4XBYXYrHCgsLIyYmpsn36fOoq8AcDgdRUVH84x//wMvLi4EDB3LgwAGefvppZsyY0ej9Tps2jalTpzpf11xGJyIi0lwMw+DQoUN4eXmRkJBwxhv1SW2GYVBSUuIc0xsbG9uk/VkWgCIjI/Hy8iIrK6vW8qysLGJiYurcJjY29qTmr169epGZmUlFRUWj9gng5+eHn59fE85GRETk9KqqqigpKSEuLo7AwECry/FIAQEBABw+fJioqKgmdYdZFj99fX0ZOHAgaWlpzmUOh4O0tDSGDh1a5zbnnXceO3bsqNV0uG3bNmJjY/H19W3UPkVERFyhuroaML//pPFqwmNlZWWT9mNp+9vUqVOZN28eCxYsYMuWLUyePJni4mImTZoEwIQJE2oNaJ48eTJHjhzh7rvvZtu2bSxZsoQnnniCKVOm1HufIiIiVtIck03TXL8/S8cAjR07luzsbKZPn05mZiYDBgxg6dKlzkHMe/furdVHmpCQwKeffsq9995Lv379iI+P5+677+ahhx6q9z5FRERELL0PkLvSfYBERKS5lZWVkZGRQVJSEv7+/laX47FO93tsyPe3hqCLiIiISyQmJjJ79myrywA87DJ4T+dwGBzML8XLbiM2NMDqckRERM7o4osvZsCAAc0SXL7//nuCgoKaXlQzUAuQCz25dCvnP/kl//hql9WliIiINAvDMKiqqqrXuh06dHCbWwAoALlQ5wgz9WbkFFtciYiIWM0wDEoqqix51Hf478SJE1mxYgV/+9vfsNls2Gw25s+fj81m45NPPmHgwIH4+fmxcuVKdu7cyZgxY4iOjqZdu3YMHjyYZcuW1drfz7vAbDYb//znP7n22msJDAykW7dufPDBB835az4ldYG5UGKkmXp3KwCJiLR5pZXV9J7+qSXH/umxEQT6njkC/O1vf2Pbtm306dOHxx57DIDNmzcD8PDDD/PMM8+QnJxM+/bt2bdvH1deeSV//vOf8fPzY+HChYwePZr09HQ6dep0ymM8+uijPPXUUzz99NO88MILjB8/nj179hAeHt48J3sKagFyoeTIdgDsO1pKZbXmgREREfcWGhqKr68vgYGBxMTEEBMT47z78mOPPcbw4cPp0qUL4eHh9O/fn1//+tf06dOHbt26MXPmTLp06XLGFp2JEydyww030LVrV5544gmKiopYs2ZNi5+bWoBcKDrEjwAfL0orq9l3pITkDu2sLklERCwS4OPFT4+NsOzYTTVo0KBar4uKivjTn/7EkiVLOHToEFVVVZSWlrJ3797T7qdfv37O50FBQYSEhDjn+2pJCkAuZLPZSIwMYsuhAjJyihWARETaMJvNVq9uKHf186u57r//fj7//HOeeeYZunbtSkBAAL/85S+pqKg47X58fHxqvbbZbLWmvGopnvub91DJJwQgERERd+fr6+ucx+x0vvnmGyZOnMi1114LmC1Cu3fvbuHqGk9jgFysZiC0ApCIiHiCxMREVq9eze7du8nJyTll60y3bt1YtGgRGzZs4IcffuDGG290SUtOYykAuVjSsYHQu3MVgERExP3df//9eHl50bt3bzp06HDKMT3PPfcc7du3Z9iwYYwePZoRI0ZwzjnnuLja+lMXmIsl1bQAZSsAiYiI++vevTurVq2qtWzixIknrZeYmMgXX3xRa9mUKVNqvf55l1hd9yPKy8trVJ0NpRYgF6tpATqYX0ZZ5Zn7VEVERKT5KQC5WPtAH0L8zYY3dYOJiIhYQwHIxWw2G0nHLn/XHaFFRESsoQBkgaQIcxzQLgUgERERSygAWaBmHJAGQouIiFhDAcgCzklRNQZIRETEEgpAFqiZFFU3QxQREbGGApAFalqAcooqKCirtLgaERGRtkcByALB/j5EtvMDdCWYiIi0bomJicyePdvqMk6iAGSRJM0JJiIiYhkFIIskRQYBCkAiIiJWUACyiHNSVAUgERFxU//4xz+Ii4s7aVb3MWPGcOutt7Jz507GjBlDdHQ07dq1Y/DgwSxbtsyiahtGAcgi6gITEWnjDAMqiq151DEJaV1+9atfkZuby5dffulcduTIEZYuXcr48eMpKiriyiuvJC0tjfXr1zNy5EhGjx59yhnj3Ylmg7dI0gmXwhuGgc1ms7giERFxqcoSeCLOmmM/chB8g864Wvv27bniiiv497//zWWXXQbAO++8Q2RkJJdccgl2u53+/fs71585cybvvfceH3zwAb/5zW9arPzmoBYgi3Q+Nh1GQVkVR4orLK5GRESkbuPHj+fdd9+lvLwcgH/961+MGzcOu91OUVER999/P7169SIsLIx27dqxZcsWtQDJqfn7eBEfFsCBvFJ25xYTceyyeBERaSN8As2WGKuOXU+jR4/GMAyWLFnC4MGD+frrr/nrX/8KwP3338/nn3/OM888Q9euXQkICOCXv/wlFRXu/z/2CkAWSowM5EBeKbuyixnYOdzqckRExJVstnp1Q1nN39+fX/ziF/zrX/9ix44d9OjRg3POOQeAb775hokTJ3LttdcCUFRUxO7duy2stv7UBWahmkvhNSeYiIi4s/Hjx7NkyRJeffVVxo8f71zerVs3Fi1axIYNG/jhhx+48cYbT7pizF0pAFkoMUL3AhIREfd36aWXEh4eTnp6OjfeeKNz+XPPPUf79u0ZNmwYo0ePZsSIEc7WIXenLjALJXeoCUAlFlciIiJyana7nYMHTx6vlJiYyBdffFFr2ZQpU2q9dtcuMbUAWaimBWh3TjEOR/3uySAiIiJNpwBkoYTwQLzsNkorq8kqLLO6HBERkTZDAchCPl52EtoHABoHJCIi4koKQBbTpKgiIiKupwBkscTI4+OARESk9TPqOQ+X1K25fn8KQBZLVguQiEib4OXlBeARd0l2ZyUl5pXTPj4+TdqPLoO3WKICkIhIm+Dt7U1gYCDZ2dn4+Phgt6sNoiEMw6CkpITDhw8TFhbmDJSNpQBksZoxQHuPlFBV7cDbS38QIiKtkc1mIzY2loyMDPbs2WN1OR4rLCyMmJiYJu9HAchicaEB+HrbqahycDCvjE4R9Z+gTkREPIuvry/dunVTN1gj+fj4NLnlp4YCkMXsdhuJEYFsyypiV06RApCISCtnt9vx9/e3uow2zy36W+bMmUNiYiL+/v6kpKSwZs2aU647f/58bDZbrcfP/yFNnDjxpHVGjhzZ0qfRaEm6EkxERMSlLG8Bevvtt5k6dSpz584lJSWF2bNnM2LECNLT04mKiqpzm5CQENLT052vbTbbSeuMHDmS1157zfnaz8+v+YtvJhoILSIi4lqWtwA999xz3HHHHUyaNInevXszd+5cAgMDefXVV0+5jc1mIyYmxvmIjo4+aR0/P79a67Rv374lT6NJnJfC52pSVBEREVewNABVVFSwdu1aUlNTncvsdjupqamsWrXqlNsVFRXRuXNnEhISGDNmDJs3bz5pneXLlxMVFUWPHj2YPHkyubm5p9xfeXk5BQUFtR6uVDMpakZOkUuPKyIi0lZZGoBycnKorq4+qQUnOjqazMzMOrfp0aMHr776Ku+//z5vvPEGDoeDYcOGsX//fuc6I0eOZOHChaSlpfHkk0+yYsUKrrjiCqqrq+vc56xZswgNDXU+EhISmu8k6yGpgxmADhwtpbyq7hpFRESk+Vg+Bqihhg4dytChQ52vhw0bRq9evXj55ZeZOXMmAOPGjXO+37dvX/r160eXLl1Yvnw5l1122Un7nDZtGlOnTnW+LigocGkI6tDOjyBfL4orqtl3pISuUcEuO7aIiEhbZGkLUGRkJF5eXmRlZdVanpWVVe+bHPn4+HD22WezY8eOU66TnJxMZGTkKdfx8/MjJCSk1sOVbDabsxUoI0fjgERERFqapQHI19eXgQMHkpaW5lzmcDhIS0ur1cpzOtXV1WzatInY2NhTrrN//35yc3NPu47VNA5IRETEdSy/Cmzq1KnMmzePBQsWsGXLFiZPnkxxcTGTJk0CYMKECUybNs25/mOPPcZnn33Grl27WLduHTfddBN79uzh9ttvB8wB0g888ADfffcdu3fvJi0tjTFjxtC1a1dGjBhhyTnWx/FJUdUCJCIi0tIsHwM0duxYsrOzmT59OpmZmQwYMIClS5c6B0bv3bu31oRxR48e5Y477iAzM5P27dszcOBAvv32W3r37g2Ys+1u3LiRBQsWkJeXR1xcHJdffjkzZ870kHsBqQVIRESkpdkMwzCsLsLdFBQUEBoaSn5+vsvGA63fe5Rr//4t0SF+rH4k9cwbiIiISC0N+f62vAtMTDXTYWQVlFNcXmVxNSIiIq2bApCbCAv0pX2gDwC7czUlhoiISEtSAHIjic5JUTUQWkREpCUpALmRJA2EFhERcQkFIDeSFKFL4UVERFxBAciNHL8btFqAREREWpICkBup6QLbnasWIBERkZakAORGaqbDOFJcQX5JpcXViIiItF4KQG4kyM+b6BDzbtUZuhReRESkxSgAuRlNiioiItLyFIDcTHIHXQkmIiLS0hSA3MzxFiB1gYmIiLQUBSA347wSTAFIRESkxSgAuZnjd4MuxjAMi6sRERFpnRSA3EyniEBsNigqryKnqMLqckRERFolBSA34+ftRXxYAKBxQCIiIi1FAcgNaRyQiIhIy1IAckM1AWiXApCIiEiLUAByQ8cHQutmiCIiIi1BAcgNJTq7wHQzRBERkZagAOSGkp2zwhfjcOhSeBERkeamAOSG4sMC8LbbKK9ycKigzOpyREREWh0FIDfk7WWnU0QgABnZGggtIiLS3BSA3FRSzZxguQpAIiIizU0ByE05rwRTC5CIiEizUwByU0kdjg+EFhERkealAOSmnF1guhmiiIhIs1MAclM1LUD7jpRQWe2wuBoREZHWRQHITUUH++PvY6fKYbD/aKnV5YiIiLQqCkBuym63kRihSVFFRERaggKQG9OkqCIiIi1DAciNJUWqBUhERKQlKAC5scRIXQkmIiLSEhSA3FiyApCIiEiLUAByYzUtQAfzSymrrLa4GhERkdZDAciNRQT5EuzvjWHA3iMlVpcjIiLSaigAuTGbzXb8SjDNCSYiItJsFIDcXJLGAYmIiDQ7BSA3p5shioiIND8FIDeX3EEtQCIiIs1NAcjN1bQAZeQqAImIiDQXBSA3V3MpfHZhOYVllRZXIyIi0jq4RQCaM2cOiYmJ+Pv7k5KSwpo1a0657vz587HZbLUe/v7+tdYxDIPp06cTGxtLQEAAqampbN++vaVPo0WEBvgQ2c4XgD25uhReRESkOVgegN5++22mTp3KjBkzWLduHf3792fEiBEcPnz4lNuEhIRw6NAh52PPnj213n/qqad4/vnnmTt3LqtXryYoKIgRI0ZQVlbW0qfTImq6wTQpqoiISPOwPAA999xz3HHHHUyaNInevXszd+5cAgMDefXVV0+5jc1mIyYmxvmIjo52vmcYBrNnz+YPf/gDY8aMoV+/fixcuJCDBw+yePHiOvdXXl5OQUFBrYc70aSoIiIizcvSAFRRUcHatWtJTU11LrPb7aSmprJq1apTbldUVETnzp1JSEhgzJgxbN682fleRkYGmZmZtfYZGhpKSkrKKfc5a9YsQkNDnY+EhIRmOLvmo0lRRUREmpelASgnJ4fq6upaLTgA0dHRZGZm1rlNjx49ePXVV3n//fd54403cDgcDBs2jP379wM4t2vIPqdNm0Z+fr7zsW/fvqaeWrPSpKgiIiLNy9vqAhpq6NChDB061Pl62LBh9OrVi5dffpmZM2c2ap9+fn74+fk1V4nNTi1AIiIizcvSFqDIyEi8vLzIysqqtTwrK4uYmJh67cPHx4ezzz6bHTt2ADi3a8o+3U3NIOj80kqOFldYXI2IiIjnszQA+fr6MnDgQNLS0pzLHA4HaWlptVp5Tqe6uppNmzYRGxsLQFJSEjExMbX2WVBQwOrVq+u9T3cT4OtFbKh5qb+uBBMREWk6y68Cmzp1KvPmzWPBggVs2bKFyZMnU1xczKRJkwCYMGEC06ZNc67/2GOP8dlnn7Fr1y7WrVvHTTfdxJ49e7j99tsB8wqxe+65h8cff5wPPviATZs2MWHCBOLi4rjmmmusOMVmoSvBREREmo/lY4DGjh1LdnY206dPJzMzkwEDBrB06VLnIOa9e/ditx/PaUePHuWOO+4gMzOT9u3bM3DgQL799lt69+7tXOfBBx+kuLiYO++8k7y8PM4//3yWLl160g0TPUliZBDf7szVOCAREZFmYDMMw7C6CHdTUFBAaGgo+fn5hISEWF0OAP/8ehePL9nCqH6xzLnxHKvLERERcTsN+f62vAtM6sc5KWq2WoBERESaSgHIQyR1ODYGKLcYNdqJiIg0jQKQh0hoH4jdBiUV1RwuLLe6HBEREY+mAOQhfL3tJIQHArBL3WAiIiJNogDkQWrGAe3OVQASERFpCgUgD5KkKTFERESahQKQB0nuoAAkIiLSHBSAPIjzUngFIBERkSZRAPIgNV1ge3NLqHboUngREZHGUgDyIHFhAfh62amodnAwr9TqckRERDyWApAH8bLb6BxhXgqvbjAREZHGUwDyMIm6EkxERKTJFIA8TLICkIiISJMpAHkYtQCJiIg0nQKQh6m5Ekx3gxYREWk8BSAPUxOA9h0poaLKYXE1IiIinkkByMNEBfsR6OuFw4B9R0usLkdERMQjKQB5GJvNdvyO0JoVXkREpFEUgDxQUgeNAxIREWkKBSAPlHSsBWiXrgQTERFpFAUgD1QzEFpdYCIiIo2jAOSBEnUpvIiISJMoAHmgmrtBH8ovo7Si2uJqREREPI8CkAdqH+RLaIAPoFYgERGRxlAA8lBJmhJDRESk0RSAPJQmRRUREWk8BSAPpUlRRUREGk8ByEM5J0VVABIREWkwBSAPpTFAIiIijacA5KFqusByiyvIL620uBoRERHPogDkodr5edMh2A9QN5iIiEhDKQB5sCTdEVpERKRRFIA8mHNSVM0JJiIi0iAKQB4sqYNagERERBpDAciDJUboSjAREZHGUADyYMkdjgcgwzAsrkZERMRzKAB5sE7hgdhsUFhWRW5xhdXliIiIeAwFIA/m7+NFXGgAoEvhRUREGkIByMPVXAq/SwFIRESk3hSAPJymxBAREWk4BSAPl6hJUUVERBpMAcjDJasFSEREpMHcIgDNmTOHxMRE/P39SUlJYc2aNfXa7q233sJms3HNNdfUWj5x4kRsNlutx8iRI1ugcuudOB2Gw6FL4UVEROrD8gD09ttvM3XqVGbMmMG6devo378/I0aM4PDhw6fdbvfu3dx///1ccMEFdb4/cuRIDh065Hy8+eabLVG+5Tq2D8DbbqOs0kFmQZnV5YiIiHgEywPQc889xx133MGkSZPo3bs3c+fOJTAwkFdfffWU21RXVzN+/HgeffRRkpOT61zHz8+PmJgY56N9+/an3F95eTkFBQW1Hp7C28tOp/BAQOOARERE6svSAFRRUcHatWtJTU11LrPb7aSmprJq1apTbvfYY48RFRXFbbfddsp1li9fTlRUFD169GDy5Mnk5uaect1Zs2YRGhrqfCQkJDTuhCySqEvhRUREGsTSAJSTk0N1dTXR0dG1lkdHR5OZmVnnNitXruSVV15h3rx5p9zvyJEjWbhwIWlpaTz55JOsWLGCK664gurq6jrXnzZtGvn5+c7Hvn37Gn9SFkjSlWAiIiIN4m11AQ1RWFjIzTffzLx584iMjDzleuPGjXM+79u3L/369aNLly4sX76cyy677KT1/fz88PPza5GaXSFRV4KJiIg0iKUBKDIyEi8vL7Kysmotz8rKIiYm5qT1d+7cye7duxk9erRzmcPhAMDb25v09HS6dOly0nbJyclERkayY8eOOgOQp3NeCp+rACQiIlIflnaB+fr6MnDgQNLS0pzLHA4HaWlpDB069KT1e/bsyaZNm9iwYYPzcfXVV3PJJZewYcOGU47d2b9/P7m5ucTGxrbYuVippgVob24JVdUOi6sRERFxf5Z3gU2dOpVbbrmFQYMGMWTIEGbPnk1xcTGTJk0CYMKECcTHxzNr1iz8/f3p06dPre3DwsIAnMuLiop49NFHue6664iJiWHnzp08+OCDdO3alREjRrj03FwlNsQfP2875VUODuSV0jkiyOqSRERE3JrlAWjs2LFkZ2czffp0MjMzGTBgAEuXLnUOjN67dy92e/0bqry8vNi4cSMLFiwgLy+PuLg4Lr/8cmbOnOnR43xOx263kRgRRHpWIbtyihWAREREzsBmGIZuH/wzBQUFhIaGkp+fT0hIiNXl1Mv/vb6WpZszmTG6N5POS7K6HBEREZdryPe35TdClOahK8FERETqTwGoldCkqCIiIvWnANRKqAVIRESk/hoVgBYsWMCSJUucrx988EHCwsIYNmwYe/bsabbipP5q7gZ9IK+U8qq673gtIiIipkYFoCeeeIKAgAAAVq1axZw5c3jqqaeIjIzk3nvvbdYCpX4i2/nSzs8bwzDvByQiIiKn1qjL4Pft20fXrl0BWLx4Mddddx133nkn5513HhdffHFz1if1ZLPZSIoMYtOBfNbsPkK36GCrSxIREXFbjWoBateunXN29c8++4zhw4cD4O/vT2lpafNVJw1yRV9z+pCnlqaTVVBmcTUiIiLuq1EBaPjw4dx+++3cfvvtbNu2jSuvvBKAzZs3k5iY2Jz1SQPccUEyfeNDyS+tZNqiTegWTyIiInVrVACaM2cOQ4cOJTs7m3fffZeIiAgA1q5dyw033NCsBUr9+XjZefb6/vh62fli62H++7/9VpckIiLilnQn6Dp44p2gT/Tyip3M+mQr7fy8+fTeC4kPC7C6JBERkRbX4neCXrp0KStXrnS+njNnDgMGDODGG2/k6NGjjdmlNKPbL0hmYOf2FJVX8dA7G3E4lHFFRERO1KgA9MADD1BQUADApk2buO+++7jyyivJyMhg6tSpzVqgNJyX3cYzv+qPv4+dlTty+Ndq3ZtJRETkRI0KQBkZGfTu3RuAd999l6uuuoonnniCOXPm8MknnzRrgdI4SZFBPDyyJwBPfLyVPbm6Q7SIiEiNRgUgX19fSkrMm+0tW7aMyy+/HIDw8HBny5BYb8LQRIYmR1BaWc0D/91ItbrCREREgEYGoPPPP5+pU6cyc+ZM1qxZw6hRowDYtm0bHTt2bNYCpfHsdhtP/bIfQb5erNl9hNe+ybC6JBEREbfQqAD04osv4u3tzTvvvMNLL71EfHw8AJ988gkjR45s1gJblaO74d/j4MBalx0yITyQP1xldlc+9Wk6Ow4XuuzYIiIi7kqXwdehxS6DXzwFNrwBsf3hji/B7tV8+z4NwzCY+Nr3rNiWTf+Oobw7eRjeXo3KviIiIm6rxS+DB6iurubdd9/l8ccf5/HHH+e9996julqzkJ9W6gzwD4VDP8D3/3TZYW02G3+5ri/B/t78sD+fl7/a5bJji4iIuKNGBaAdO3bQq1cvJkyYwKJFi1i0aBE33XQTZ511Fjt37mzuGluPdlFw2QzzedpMKDjkskPHhgbw6NVnATB72Ta2HNJgdRERabsaFYB+97vf0aVLF/bt28e6detYt24de/fuJSkpid/97nfNXWPrMnASxA+CikL4dJpLD33t2fEM7x1NZbXB1P/8QEWVw6XHFxERcReNCkArVqzgqaeeIjw83LksIiKCv/zlL6xYsaLZimuV7Ha46q9gs8Pm92DHMpcd2maz8cS1fWkf6MOWQwW8+MV2lx1bRETEnTQqAPn5+VFYePLVREVFRfj6+ja5qFYvth+k/J/5fMn9UFnqskN3CPbj8Wv6AjBn+U427s9z2bFFRETcRaMC0FVXXcWdd97J6tWrMQwDwzD47rvv+L//+z+uvvrq5q6xdbrkEQiOg6MZ8PVzLj30qH6xXNUvlmqH2RVWVqnB6yIi0rY0KgA9//zzdOnShaFDh+Lv74+/vz/Dhg2ja9euzJ49u5lLbKX8guGKv5jPV/4VclzbHTVzTB8i2/mx43ARf/18m0uPLSIiYrUm3Qdox44dbNmyBYBevXrRtWvXZivMSi12H6CfMwz49/Ww/TNIuhAmfAA2W8sd72c+/ymLOxb+D5sN3vm/oQzsHH7mjURERNxUQ76/6x2AGjLL+3PPubZLp7m5LAABHMmAv58LVWXwi3nQ7/qWPd7P3PefH3h33X4SIwL5+O4LCPT1dunxRUREmktDvr/r/W23fv36eq1nc2ELRqsQngQXPgBfzIRPH4FuwyGgvcsOP310b77ZkcPu3BKeWprOn47dK0hERKQ101QYdXBpCxBAVQXMPR9y0mHQreZl8i701bZsJry6BoB/35HCsC6RLj2+iIhIc3DJVBjSjLx94apj3Yb/ew32/8+lh7+wewduTOkEwAP/3UhhWaVLjy8iIuJqCkDuIvF86H8DYMBH90B1lUsP/8iVvejYPoADeaU88fEWlx5bRETE1RSA3MnwmeAfBpmbYM0/XHrodn7ePPOr/gC8uWYfy9MPu/T4IiIirqQA5E7adYDhj5rPv/wz5B9w6eHPTY5g0nmJADz07kbyS9QVJiIirZMCkLs5ewJ0HAIVRS6fLBXgwRE9SY4MIqugnEc/3Ozy44uIiLiCApC7cU6W6gU/vQ/bPnPp4QN8vXjm+v7YbbBo/QE+3Zzp0uOLiIi4ggKQO4rpA+dONp9/fD9UlLj08Od0as+dF3YB4PfvbeJIcYVLjy8iItLSFIDc1cXTICQe8vbA18+4/PD3Du9G9+h25BRV8IfFm9DtokREpDVRAHJXfu3giqfM5988D9nprj28txfPXT8Ab7uNjzdl8uHGQy49voiISEtSAHJnPUdB95HgqISPppqTp7pQn/hQplxiTnA7/f0fOVxY5tLji4iItBQFIHdms5mtQN4BsGcl/PCWy0v4zaVdOSsuhLySSqa9q64wERFpHRSA3F37znDxQ+bzz34PJUdcengfLzvPXT8AXy87aVsP887a/S49voiISEtQAPIEQ38DHXpBSS6kPeryw/eICeae4d0AePTDn9h8MN/lNYiIiDQntwhAc+bMITExEX9/f1JSUlizZk29tnvrrbew2Wxcc801tZYbhsH06dOJjY0lICCA1NRUtm/f3gKVu4iXz/HJUtfOh72rXV7CnRckk5IUTlF5Fbe8uoaMnGKX1yAiItJcLA9Ab7/9NlOnTmXGjBmsW7eO/v37M2LECA4fPv1cVLt37+b+++/nggsuOOm9p556iueff565c+eyevVqgoKCGDFiBGVlHjyIt/MwGHCT+fyje6HatdNUeHvZ+ceEQfSKDSGnqIKb/rmazHwP/n2KiEibZnkAeu6557jjjjuYNGkSvXv3Zu7cuQQGBvLqq6+ecpvq6mrGjx/Po48+SnJycq33DMNg9uzZ/OEPf2DMmDH069ePhQsXcvDgQRYvXtzCZ9PChj8GAe3h8GZYPdflhw8N8GHhrUNIjAjkQF4pN7+ymqO6SaKIiHggSwNQRUUFa9euJTU11bnMbreTmprKqlWrTrndY489RlRUFLfddttJ72VkZJCZmVlrn6GhoaSkpJxyn+Xl5RQUFNR6uKWgCHPGeIAvZ0G+6wckdwj24/XbUogJ8Wf74SImzf+e4vIql9chIiLSFJYGoJycHKqrq4mOjq61PDo6mszMuuegWrlyJa+88grz5s2r8/2a7Rqyz1mzZhEaGup8JCQkNPRUXGfAeEg4FyqL4ZOHLCkhITyQ128bQligDxv25fHr19dSXlVtSS0iIiKNYXkXWEMUFhZy8803M2/ePCIjI5ttv9OmTSM/P9/52LdvX7Ptu9nZ7eaAaLs3bP0I0j+xpIxu0cHMnzSEQF8vVu7I4d63N1Dt0D2CRETEM1gagCIjI/Hy8iIrK6vW8qysLGJiYk5af+fOnezevZvRo0fj7e2Nt7c3Cxcu5IMPPsDb25udO3c6t6vvPgH8/PwICQmp9XBr0WfB0Cnm848fhAprrsgakBDGP24ehK+XnY83ZfL793SjRBER8QyWBiBfX18GDhxIWlqac5nD4SAtLY2hQ4eetH7Pnj3ZtGkTGzZscD6uvvpqLrnkEjZs2EBCQgJJSUnExMTU2mdBQQGrV6+uc58e66KHIDQB8vfCV09bVsb53SL527gB2G3w1vf7eHKpa+csExERaQzLu8CmTp3KvHnzWLBgAVu2bGHy5MkUFxczadIkACZMmMC0adMA8Pf3p0+fPrUeYWFhBAcH06dPH3x9fbHZbNxzzz08/vjjfPDBB2zatIkJEyYQFxd30v2CPJpv0PHJUr99AQ5vsayUK/rG8sS1fQGYu2Inc1fstKwWERGR+vC2uoCxY8eSnZ3N9OnTyczMZMCAASxdutQ5iHnv3r3Y7Q3LaQ8++CDFxcXceeed5OXlcf7557N06VL8/f1b4hSs0/NK6DEK0peYk6VO+ticP8wC44Z0Iq+0kr98spW/fLKVsAAfxg3pZEktIiIiZ2IzNGjjJAUFBYSGhpKfn+/+44Hy9sGcIVBZAmP+DmePt7ScWZ9s4eUVu7DbYM6N53BF31hL6xERkbajId/flneBSROFJcDFZhchn/3B5ZOl/tzDI3sybnACDgPufmsDK7fnWFqPiIhIXRSAWoNzJ0NUbyg9Ap9Pt7QUm83Gn6/ty5V9Y6iodnDn6/9j/d6jltYkIiLycwpArYGXD1z1V/P5+tdhR9rp12/pcuw2/jp2ABd0i6SkoppJ879nW1ahpTWJiIicSAGoteh0Lgy61Xz+ziTI2WFpOX7eXsy9aSADEsLIK6nk5ldWs+9IiaU1iYiI1FAAak1G/gU6DoGyfHhzLJRa2/UU5OfNaxMH0y2qHVkF5dz8ymqyC8strUlERAQUgFoXbz8Y9y8I6Qi5O+CdW6Ha2olK2wf58vptKXRsH8Du3BJueXUNBWWVltYkIiKiANTatIuCG94En0DY+QV89nurKyIm1J/Xb0shsp0vPx0q4Pb5/6O0QpOnioiIdRSAWqPYfnDty+bz1XPhf69ZWw+QFBnEgluHEOznzZrdR5jy73VUVjusLktERNooBaDWqvfVcOkfzOcf3w+7V1pbD3BWXCivTByMn7edL7Ye5v7//oBDM8iLiIgFFIBaswvuhz7XgaMK3r4ZjmRYXRFDksJ56aZz8LbbeH/DQR79cLNmkBcREZdTAGrNbDYYMwfizjZvkvjmDVBWYHVVXNozmmev74/NBgtW7WH2su1WlyQiIm2MAlBr5xMA496E4FjI3gKL7gCH9QOQxwyI59GrzwLgb2nbee0b61unRESk7VAAagtCYs3L4739YdtSSHvU6ooAmDA0kXtTuwPw6Ic/8d76/RZXJCIibYUCUFsRP9DsDgP45m+w4d/W1nPM7y7rysRhiQDc/9+NLNl4yNqCRESkTVAAakv6/hIufMB8/uHdsHe1tfVgTp46/areXHt2PNUOgyn/Xsdv/r2Ow4VlVpcmIiKtmAJQW3PxI9DzKqiugLfHQ94+qyvCbrfx1C/7ceeFydht8NHGQ6Q+u4K31uzVZfIiItIiFIDaGrvdvElidF8ozjavDCsvsroqfLzsPHJlLz74zfn0jQ+loKyKhxdtYtw/vmPHYevrExGR1kUBqC3yawc3/BuCOkDWJlj8f+Bwj7sy94kP5b27hvHHq3oT6OvFmt1HuPJvXzN72TbKq6y/ek1ERFoHBaC2KqwTjP0XePnClg9h+SyrK3Ly9rJz2/lJfHbvhVzaM4qKagezl23nyr99zZqMI1aXJyIirYACUFvWKQVG/818/tVT8OO71tbzMx3bB/LKLYN48caziWznx87sYq5/eRXTFm0kv0QzyouISOMpALV1A26EYb8zny++Cw6ss7aen7HZbFzVL460qRdxw5BOALy5Zh+XPbeCD384qGk0RESkURSABFL/BN1GQFUZvHUjFBy0uqKThAb6MOsXffnPr4fSpUMQOUXl/PbN9dw6/3v2Hy2xujwREfEwCkACdi+47p/QoScUHjJDUGWp1VXVaUhSOB/ffQH3pHbD18vOl+nZDH/uK/759S6qqt1jILeIiLg/BSAx+YfADW9BQDgcXA/vTwE37V7y8/bintTufHz3BQxJDKe0sprHl2zh2r9/y48H8q0uT0REPIACkBwXngTXLwS7tzkg+utnrK7otLpGteOtO8/lL7/oS4i/N5sO5DNmzjf8eclPlFRUWV2eiIi4MQUgqS3pArjyWPD54nHzEnk3ZrfbGDekE8vuu4ir+sVS7TCY93UGw5/7ii/TD1tdnoiIuCkFIDnZoEkw5Nfm80V3wqGN1tZTD1HB/rx44zm8NnEw8WEBHMgrZdJr3/PbN9eTXVhudXkiIuJmFICkbiOegOSLobLEnC6jyDNaUy7pGcVn917I7ecnYbfBhz8c5LJnl/P293t1ybyIiDgpAEndvLzhV/MhvAsU7Ie3b4Iqz2hJCfLz5g9X9eb9KefTJz6EgrIqHnrXnFfsu125CkIiIoLN0LfBSQoKCggNDSU/P5+QkBCry7FWznaYdxmU50P/G+Gav4PNZnVV9VZV7WD+t7t59rNtlFaac4kldwjihsGduG5gR8KDfC2uUEREmktDvr8VgOqgAPQzO9LgX78EwwEXPQzn3Q2+gVZX1SD7jpTw9+U7+WDDAYorzCDk62VnRJ8YbhiSwNDkCGweFOxERORkCkBNpABUh+/mwtKHzOfeAdD1Mug1GrqPgID21tbWAEXlVXz4w0HeXLOXjfuP3zMoKTKIcYMT+OXAjkS087OwQhERaSwFoCZSAKqDYcCqF2HNPyBv7/Hldm9IuhB6XmU+gqOtq7GBfjyQz5tr9vL+hoMUlZv3DfLxsjHirBhuHNKJc5MjsNvVKiQi4ikUgJpIAeg0DAMyN8KWj8x7BGVvOeFNGySkQK9jYSg8ybIyG6K4vIqPNh7k36v38sMJrUKJEYGMG9KJXw7sSKRahURE3J4CUBMpADVAzg7Y+qEZhg6srf1edF+zm6zXaIjq5RGDp388kM9b3+9l8frarUKX947hhiGdGNZFrUIiIu5KAaiJFIAaKf8AbF0CWz6APd+CUX38vfBkMwj1HA3xA8Hu3ndgKKmo4qMfDvHvNXvZsC/PubxTeCDjhphjhaKC/a0rUERETqIA1EQKQM2gOBe2fWK2DO38EqpPuIdQcKzZRdbrKuh8Hnj5WFdnPfx0sIC3vt/Le+sOUHisVcjbbmN472huGNKJ87tGqlVIRMQNKAA1kQJQMysvhO2fw9aPYNunUFF0/L2A9tDjSjMQdbkEfAKsq/MMSiqqWLLRbBVavzfPuTwhPIBxgzvxq4EdiQpRq5CIiFUUgJpIAagFVZZBxgqzZSj9YyjJPf6eT5A5D9mlf3DrIASw5VABb63Zy6L1BygsM1uFfL3s3H5BElMu6UqQn7fFFYqItD0KQE2kAOQi1VWw7zszDG35yJxyA6BDL7huHsT0tba+eiitqGbJpkP8a/UeZ6tQTIg/067sydX943RzRRERF1IAaiIFIAsYBmxbCh/8DooPg5cvXPpHGPobtx8wDWAYBp//lMXMJT+x70gpAEOSwvnT6LPoHad/QyIirqAA1EQKQBYqzoEPfmt2jwEkXgDXzoXQjtbWVU9lldXM+2oXc5bvoKzSgd0GN53bmanDuxMWqHnHRERaUkO+v93if63nzJlDYmIi/v7+pKSksGbNmlOuu2jRIgYNGkRYWBhBQUEMGDCA119/vdY6EydOxGaz1XqMHDmypU9DmkNQJIz7N4z+G/gEwu6v4aVh8OO7VldWL/4+Xvz2sm6k3Xcxo/rG4jBg4ao9XPLMcv61eg/VDv3/hoiIO7C8Bejtt99mwoQJzJ07l5SUFGbPns1///tf0tPTiYqKOmn95cuXc/ToUXr27Imvry8fffQR9913H0uWLGHEiBGAGYCysrJ47bXXnNv5+fnRvn395qxSC5CbyNkBi+6Ag+vM1/3GwZVPgX+otXU1wLc7cvjTh5vZlmVe+dYnPoRHrz6LgZ3DLa5MRKT18agusJSUFAYPHsyLL74IgMPhICEhgd/+9rc8/PDD9drHOeecw6hRo5g5cyZgBqC8vDwWL17cqJoUgNxIdSWseAq+fsacjT60E/ziZeg8zOrK6q2q2sHr3+3huc+3Oa8Y+8XZ8Tx8RU9dNi8i0ow8pgusoqKCtWvXkpqa6lxmt9tJTU1l1apVZ9zeMAzS0tJIT0/nwgsvrPXe8uXLiYqKokePHkyePJnc3NxT7AXKy8spKCio9RA34eUDl/4eJn0CYZ0hfy/MHwVpj0FVhdXV1Yu3l51J5yXx5f0XM3ZQAjYbLFp/gEueWc7LK3ZSUeWwukQRkTbH0gCUk5NDdXU10dG1ZxCPjo4mMzPzlNvl5+fTrl07fH19GTVqFC+88ALDhw93vj9y5EgWLlxIWloaTz75JCtWrOCKK66gurq6zv3NmjWL0NBQ5yMhIaF5TlCaT6dz4f9WwoDxZkvQ18/CK8MhZ7vVldVbZDs/nvxlPxbfdR4DEsIorqhm1idbGfm3r1ixLdvq8kRE2hRLu8AOHjxIfHw83377LUOHDnUuf/DBB1mxYgWrV6+uczuHw8GuXbsoKioiLS2NmTNnsnjxYi6++OI619+1axddunRh2bJlXHbZZSe9X15eTnn58akaCgoKSEhIUBeYu9q8GD68G8rywDsARvwZBt3qEZOt1nA4DN5dt58nl24lp8hsyRreO5o/jupNp4hAi6sTEfFMHtMFFhkZiZeXF1lZWbWWZ2VlERMTc8rt7HY7Xbt2ZcCAAdx333388pe/ZNasWadcPzk5mcjISHbs2FHn+35+foSEhNR6iBs76xq4axUkXQRVpbBkKrw5Doo8pxXFbrfxq0EJfHH/xdx2fhLedhuf/5RF6l9X8Oxn6ZRW1N1aKSIizcPSAOTr68vAgQNJS0tzLnM4HKSlpdVqEToTh8NRqwXn5/bv309ubi6xsbFNqlfcSEgc3LwYRjxh3jRx21J4aSikL7W6sgYJ8ffhj1f15pO7L+D8rpFUVDl44YsdXPbscpZsPIRu0yUi0jIsvw/Q1KlTmTdvHgsWLGDLli1MnjyZ4uJiJk2aBMCECROYNm2ac/1Zs2bx+eefs2vXLrZs2cKzzz7L66+/zk033QRAUVERDzzwAN999x27d+8mLS2NMWPG0LVrV+dl8tJK2O0wdArcuRyiekNxNrw5Fj6aChUlVlfXIN2ig3n9tiHMvekc4sMCOJhfxpR/r+PGeatJzyy0ujwRkVbH8hkbx44dS3Z2NtOnTyczM5MBAwawdOlS58DovXv3Yj9hKoTi4mLuuusu9u/fT0BAAD179uSNN95g7NixAHh5ebFx40YWLFhAXl4ecXFxXH755cycORM/Pz9LzlFaWPRZcMeX5pVh382B/70CGV+Z84nFnW11dfVms9kY2SeWi7pHMXfFTuau2MmqXblc+fzX3HxuZ+4d3p3QAB+ryxQRaRUsvw+QO9J9gDzYzi9h8WQoPAR2b7jkETjvHrB7WV1Zg+07UsKfl2xh6WbzishAXy9GnBXDNWfHc16XCLy9LG/AFRFxKx51I0R3pADk4UqOmFeJbfnAfN1pKFz7MrTvbG1djbRyew4zP/qJ9KzjXWGR7fy4un8c154dT5/4EM06LyKCAlCTKQC1AoYBP7wJHz8AFUXgG2xOo9H5vJY9rt3LbHmyeR177nXC85rlDW+5MQyDDfvyWLz+AB9uPMSR4uM3gezSIYhrz45nzIB4EsJ1Cb2ItF0KQE2kANSKHMmA934N++q+p5RlaoUkb7DZzxyeonrBefdQGdWHr7dn8976g3y2OZPyE+4kPahze645O55RfWNpH6TZ50WkbVEAaiIFoFamugpW/hVWvwSVpS13HMMAoxoc1ebPltLjSrjoQYg7m8KySj7dnMXi9Qf4ZmcONX/NPl42Lu4RxbVnx3Npzyj8fTxvDJSISEMpADWRApA0mWGYU3Y4qsFRdTwY1YSjei13HPtZBZVlZpfej+8Cx/5ku42Aix6CjgMByMwv48MfDvLe+gP8dOj4fHbB/t5c2SeWa86OJyUpHLtd44VEpHVSAGoiBSBxW9nbzHnQNv3HDFgAXS4zg1CnFOdq6ZmFLN5wgPfXH+BgfplzeVyoP1cPiOfas+PpERPs6upFRFqUAlATKQCJ28vdaQahH9463t2WdBFc/DB0HuZczeEwWLP7CIvXH2DJpkMUllU53+sVG8K1Z8dxdf94YkL9XX0GIqdXcBC+fALaJ5o3PPUJsLoi8QAKQE2kACQe40gGrHwONvzb7CoDSLzAHCOUeEGtCWLLKqv5cuth3lt/gC/TD1NZbf7p22wwrEsEYwd34oo+Mfjo/kJitRMnPAYI6wwj/wI9rvCoSY/F9RSAmkgBSDxO3l5zoPe618FRaS7rNMwMQskXn/SlkVdSwZJNh1i8/gDf7z7qXB4X6s8twxIZN6ST7jotrldWAEsfhg3/Ml/H9DXv61VwwHzddThc8SREdLGuRndiGAqEP6MA1EQKQOKx8vfDytmwbgFUH7tXUMch5hihrpfV+R/LfUdK+O/a/fzruz3kHru/UKCvF9cPSmDSeYl0jghy4QlIm7V3NSy6A/L2ADa4YCpc9LD57/jrZ+DbF81w7+ULw34LF9wHvm3w32bODjMgbvyPOf9haEcIS4DQBAjrdPxnWAIEx4GX5TNeuZQCUBMpAInHKzgI3zwPa1+DqmODoOPOMYNQ9xF1BqGyymre33CAV1ZmsC2rCDBXG94rmtsvSGZwYnvdcVqaX3UlrHjKDDmGA0I7wS9erjWWDTC/+D95EHamma9DOsKIP0PvMa2/FaSsADa/ZwafhtzTzOYFIXHHQlHCz352MsNTKxtbpQDURApA0moUZsG3z8P3r0DVsXsgxfY3g1CPK+v84jAMg5U7cvjn1xms2JbtXN43PpTbzk9iVL/Y1j1OqKrc7FI8ssscY3V0tznQ3D8MAsLMn/6hx5/X/PQNav1fxM0td6fZ6nNgrfm631i48mnz91sXw4CtS2DpNMjfay5LvhiueAo69HBJyS7jcMDur8zxfT99cPzv12aHrqkwYDzE9oP8A5C/D/L2mb+TvH3m6/z9x1uBTyeoQx3B6NjPyO7g7Vk3VFUAaiIFIGl1irJh1Quw5p9QWWwui+4LFz0APUefcnqO7VmFvPrNbhat2++843RMiD8ThnXmxiGdCAv0rP84OpUXmuHmyC44mnEs6Bz7mb8f572WGsLubX5xnxiKAsLOvCyg/am/8Fsrw4B1C80gU1lsnv+o56DvL+u3fUUJfDPb7O6tLjd/9+feZY558/Pw2zscyTDv+bXhzeMhD8wwMmA89B8HwTFn3o/DAcWHTw5Gzp97zWmCTsc3GLpeCt1HmuOv2nVo2rm5gAJQEykASatVnAvfzYHV/4CKY5OrduhlBqH4geYXE8axGzkef55XXMaSjQf54IeD5JWUY8fA39vO8F5RXD0glo6hfsfW5dj9iU7c3gHYwMcfvAPMJnefwGM/A8ypPpqbYUBxzrFQs6t2wDmyC0pyTr+9TxCEJ5mP9kng5QNl+VCaZ16Z9POfjqrT7e3M2ieZLRnJF0HihRAU0bT9ubPiXPjwd7D1I/N14gVw7VyzO6ahjuyCpY/Atk/M18GxcPnj0Oc6z2qNKy+Cn943W3v2rDy+3C8U+l5nBp/4gc17ToYBpUd/FopOCEtHM8x/80426DjIDEPdR0L0WW75O1YAaiIFIGn1So7A6rnw3Vwozz/z+i3Jy9cMQnWFo5rHSe/5H3/uHWCOc3IGnGNh50z/dxsYYQaP8OTjQafmeVCH+v/H3TCgsuTkUHTKwJRfe1lV2c92aDOvfkq+yAxFnYa2nsG+25fB+3dBURbYfeCyP8LQ3zZqguBatn0Knzxkfu4Anc83u9Kieze95pZiGLDnW3Ncz+bFx1tmsUGXS8zQ03OUdWN0HA44tN783W5bCod+qP1+SEdzPGH3kZB0gduMJVIAaiIFIGkzSvNgzT/MMUJl+eb4ApsNsJk/az23O58bNjuV1QbFFdWUVRk4sGFgw8fLTjt/XwJ9vc0B0zX7MwxzbE1liTkfW1ULzsnmZIOQ+NotOSf+dJdup9I82LsKdq2AXcshe0vt9+0+kDDEDENJF0H8OWaLlCepLIXPZ8Cal83XkT3gunnmeLRmO0YZfPuCeYPQqlJzAPCQO+GSae7zWYPZ9fTDW2bwObr7+PLwLjDgRuh/A4TGW1beKRUchO2fmYFo55e1/4a9A8x/n91HmI+QOOvKVABqGgUgkfrbmV3Ea99k8M7a/ZRVmuOEooL9mDC0MzemdCa8rlnpDcNs+agsPRaKyo6Ho8qSY+/VvD7xcUKAOnGZ3du8Y3B48vGAE9bZbCnyNIWZkPHV8UBUsL/2+77BkHieGYaSL4aoXm7ZFeF0aKM50Dl7q/l6yJ2Q+ij4BrbM8fL2wqePwJYPzddBHWD4Y9BvXNNbmhqrosSsZ8O/zM+2ZoyZbzD0udZs7UlIce/P8USVpZDxtdkytO3Tk/+NxvY/1lU2AmLPdunvXQGoiRSARBruaHEF/16zl4WrdpNVUA6An7ed6wZ25Nbzkuga1c7iCj2QYZjjXHYth4wV5pdn6dHa6wRFmd1lSReZP8M6WVLqSRwOWPUifDHTvBopKAqu+Tt0G+6a4+9IM7vFcrebrxNSzG6x5mx1Oh1HNez/H2x4A3587/iYO4CkC83Q02u053dvGgZkbT4ehvZ/T62LCIKioPvlZiBKvrjFB6krADWRApBI41VUOfh40yH+uXIXPx44Pit9v46hjOwTw8izYkjuoDDUKA4HZG40w9Cu5bBn1cndieHJx1uHki6EwHDX15m/H977P9j9tfm6x5Vw9QsQFOnaOqoqzEH/K542x9jY7DDoVrjk943/vRgGlBeYLXUFB6Hw0LGfmSc8P2SOc6qZsBjMFsmaq7jad26e83NHRdmw43MzEO34onbw8/KFxPOPtw61T2z2wysANZECkEjTGYbBmowjvLIyg2VbsnCc8F+aHtHBjOwTwxV9Y+gRHawbLDZWVbn5f9y7lptdZgfWHp8cFwAbRPcxBwNHdjfvldOh57Er21roDsE/LoKP7jHHlPkEwshZcM4t1nbv5B+Az/4AmxeZrwMj4LIZcPbNtbtnqiuPB5nCQ1BwCAoPHvt5wjLngOUz8Akyb9R49nhzahqruuCsUlUBe781W4bSPzk+SL3GoFvhqr826yEVgJpIAUikeWUXlvP5T1l88uMhVu3MpeqENJQYEcjIPrFc0SeGfh1DFYaaoqwA9nxz6gHVNew+5nxaNaEossexn90afzVPWQF8/ABsfMt8HXcO/GIeRHZt3P5aQsZXZo0145Fi+pkDdmtacIqzqfc9oPxCISTWvPQ+OPb485A48z49wXHQLqplbvPgiQwDcneYQWjbp+bA/yufhsG3NethFICaSAFIpOXkl1SybEsWn/yYyVfbs6moOt5NEBfqz4hj3WSDEsPxsisMNUlhFuxfA9npkLPt2M/tp2nBsJljiDr0+Fk46m7esPFU9qyC9+40ByDb7OY8XRc95J5Xq1VXmlc+fjmrdvdMDbvPsQBTE2qOBZqQuNoBx9PH7lit9Kh58UIzjwlSAGoiBSAR1ygqr2J5+mE++TGTL7cepqTiePdNZDs/Lj8rmpFnxTC0S0Trnn7DlRwOc3b17HTISa8djkqPnHq7dtEnh6KIrvC/12Dlc+Z4l7BOZqtPp3Nddz6NVZhpdtf5+JshpybsBEa0va6qVkQBqIkUgERcr6yymq+35/DJj4dY9lMWBWXH764cGuBDaq9oRvaJ4YJukfj7qFuhRRTnmN1DtVqMtpmB6Uz632DOyeWv/2aKdRSAmkgBSMRaFVUOVu3KZemPmXy2OZPc4uOTOgb5enFJzyhG9onhkh5RBPm10GBeOa6swOw6+3mL0dEMc06zUc9Cn19YXaWIAlBTKQCJuI9qh8H3u4+w9MdMlv6YSWbB8akj/LztXNi9A5f1jKJ3XAjdooIJ8FXrkMtUHZuIVAN9xU0oADWRApCIe3I4DH7Yn8fSHzP55MdM9h4pqfW+zQadwwPpHh1Mz5hguseYPxMjgvDWGCKRVk8BqIkUgETcn2EYbDlUyNIfD/H97qOkZxVy5ISushP5etnpEtWOHtHt6BETQo8Y82dcqL8uuxdpRRSAmkgBSMQzZReWsy2rkK2ZhWzLLGRrViHbswprXV12omA/b7rHBB9vMTr2s31d85eJiNtTAGoiBSCR1sPhMDiQV2qGohPC0c7solo3ZDxRh2A/ZyDqERPMgIQwukW1U2uRiJtTAGoiBSCR1q+iykFGTjFbMwvYllVIemYh6VmF7DtSWuf60SF+XNCtAxd0i+T8rpFEtPNzccUiciYKQE2kACTSdhWXV7Et63hr0dZDhazbe5TyE+5YDdAnPoQLu3Xggm4dGNi5Pb7eGmQtYjUFoCZSABKRE5VVVvO/3Uf5ens2X23PYcuhglrvB/p6cW5yBBd0i+SCbh3o0iFI3WUiFlAAaiIFIBE5ncOFZazcnsPX23P4ens2OUW1rz6LC/U3u8u6m91lYYEaVC3iCgpATaQAJCL15XAYbM0s5Ovt2Xy9PYc1u4/UmuDVZoN+HcO48Fjr0NmdwjSvmUgLUQBqIgUgEWms0opq1uw+wtfbzECUnlV7xvF2ft6cmxzBhd3NQJQYEajuMpFmogDURApAItJcMvPLnK1DK3fknHSzxo7tAxjWJYIhSRGkJIXTsX2AApFIIykANZECkIi0BIfD4KdDBXy1PZuvt+Xwvz1HqKyu/Z/guFB/UpIjGJIUTkpSOEmRGlAtUl8KQE2kACQirlBcXsWa3UdYvesIqzNy2bQ//6SbM3YI9nOGoZSkCLpFtcNuVyASqYsCUBMpAImIFUoqqli3J481Gbl8l3GEDfvyag2oBmgf6MPgxHCGJIVzbnIEvWJD8FIgEgEUgJpMAUhE3EFZZTU/7MtjTcYRVmccYe2eo5RW1p7XLNjPm0GJ7c0xRMnh9I0P1VVm0mYpADWRApCIuKPKagebDuSbgWhXLv/bfZTC8qpa6wT4eDGwc3tnt1n/hDD8fbwsqljEtTwuAM2ZM4enn36azMxM+vfvzwsvvMCQIUPqXHfRokU88cQT7Nixg8rKSrp168Z9993HzTff7FzHMAxmzJjBvHnzyMvL47zzzuOll16iW7du9apHAUhEPEG1w2DLoQJWHwtEa3YfIa+kstY6vl52esUG069jGP0TwujfMZTkDu3UbSatkkcFoLfffpsJEyYwd+5cUlJSmD17Nv/9739JT08nKirqpPWXL1/O0aNH6dmzJ76+vnz00Ufcd999LFmyhBEjRgDw5JNPMmvWLBYsWEBSUhJ//OMf2bRpEz/99BP+/v5nrEkBSEQ8kcNhsP1wEaszco+FoiPkFJWftF6Qrxd9O4bSv2PYsWAUSnyYLr8Xz+dRASglJYXBgwfz4osvAuBwOEhISOC3v/0tDz/8cL32cc455zBq1ChmzpyJYRjExcVx3333cf/99wOQn59PdHQ08+fPZ9y4cWfcnwKQiLQGhmGw90gJP+zPZ+O+PH7Yn8ePBwpOGkcEEBHkS7+OocdaicLo1zFUM96Lx2nI97e3i2qqU0VFBWvXrmXatGnOZXa7ndTUVFatWnXG7Q3D4IsvviA9PZ0nn3wSgIyMDDIzM0lNTXWuFxoaSkpKCqtWraozAJWXl1Nefvz/kgoKCk5aR0TE09hsNjpHBNE5Ioir+8cBUFXtYEd2ET/syzOD0f48th4qJLe4gi/Ts/kyPdu5fcf2AfQ/1kLUr2MYfeJDaedn6deGSLOx9F9yTk4O1dXVREdH11oeHR3N1q1bT7ldfn4+8fHxlJeX4+Xlxd///neGDx8OQGZmpnMfP99nzXs/N2vWLB599NGmnIqIiEfw9rLTMyaEnjEhjB1sLiurrOanQwXHWony+WF/Hruyi9l/tJT9R0tZsukQYM5r1i2qndlt1tEMRb1iQ/D11lVn4nk8MsoHBwezYcMGioqKSEtLY+rUqSQnJ3PxxRc3an/Tpk1j6tSpztcFBQUkJCQ0U7UiIu7N38eLczq155xO7Z3L8ksr+fGAGYY27jN/HsovY1tWEduyinhn7X7AnNvs8t7RjO4fx3ldIxWGxGNYGoAiIyPx8vIiKyur1vKsrCxiYmJOuZ3dbqdr164ADBgwgC1btjBr1iwuvvhi53ZZWVnExsbW2ueAAQPq3J+fnx9+furrFhGpERrgw3ldIzmva6Rz2eHCMmcYquk+yyupZNH6Ayxaf4DQAB+u6BPD6P5xnJscoSvNxK1ZGoB8fX0ZOHAgaWlpXHPNNYA5CDotLY3f/OY39d6Pw+FwjuFJSkoiJiaGtLQ0Z+ApKChg9erVTJ48ublPQUSkzYgK9ie1tz+pvc0hBg6Hwfp9R/nwh0N8tPEQOUXlvPX9Pt76fh+R7fwY1dcMQ+d0aq/pO8TtWN4FNnXqVG655RYGDRrEkCFDmD17NsXFxUyaNAmACRMmEB8fz6xZswBzvM6gQYPo0qUL5eXlfPzxx7z++uu89NJLgDno75577uHxxx+nW7duzsvg4+LinCFLRESazm63MbBzOAM7h/PHq3qzelcuH248yCc/ZpJTVM6CVXtYsGoPcaH+jOoXy+j+cfSND9Xl9uIWLA9AY8eOJTs7m+nTp5OZmcmAAQNYunSpcxDz3r17sduP9ykXFxdz1113sX//fgICAujZsydvvPEGY8eOda7z4IMPUlxczJ133kleXh7nn38+S5curdc9gEREpOG87DaGdY1kWNdIHhvTh5U7cvjwh4N8tjmLg/llzPs6g3lfZ9A5IpDR/eIY3T+OHjHBVpctbZjl9wFyR7oPkIhI8yirrGZ5ejYfbjxI2pYsyiqPT+7aPbodo/vFcVX/OJIigyysUloLj7oRojtSABIRaX7F5VWkbT3Mhz8cZEV6NhXVx8NQn/gQRveLY1S/WDq2D7SwSvFkCkBNpAAkItKy8ksr+WxzJh9uPMQ3O3Kodhz/KhrYuT2j+8VyZb9YooI1dEHqTwGoiRSARERcJ7eonE9+zOTDHw6yZvcRar6VbDZIjAgiKtiPmFB/okP8iQr2IzrE/9jDfK7Z7qWGAlATKQCJiFgjq6CMJRsP8eHGg6zfm1evbUIDfJxhKCr4eDCKDvEjKsSfmBB/OgT74eOlmzS2dgpATaQAJCJivcz8MnbnFpNVUMbhgnKyCsrIKiwnK7+MrMIysgrKag2qPpPIdr61AlJMqD+DOoczOKk9ft5qRWoNPGYyVBERkVOJCTVDyqkYhkFBWRWHC8rIcgakE8LSseWHC8uorDbIKaogp6iCnw7V3k+AjxfDukRwcY8OXNwjioRwDcJuC9QCVAe1AImItB4Oh8HRkgozJBWWOQPT7txiVm7P4XBhea31kyODuKhHBy7q3oFzkyM0xsiDqAusiRSARETaBsMw2HKokOXbDrM8PZt1e45SdcIVaX7eds5NNluHLuregaTIIN3J2o0pADWRApCISNtUUFbJtztyWLEtm+Xp2RzKL6v1fqfwQGcYGtolgkBfjSRxJwpATaQAJCIihmGw/XARy9PN1qHvdx+hsvr4V6avl50hSeHOQNQ1qp1ahyymANRECkAiIvJzxeVVfLszlxXHusv2Hy2t9X58WIBz7NB5XSNp56fWIVdTAGoiBSARETkdwzDYlVPM8vRsVmzL5rtduVRUHb8k39tu46y4EHy9zXsP2TjWMlT7h/ncucxW+/UpltcICfAhOTKIpGOP5Mh2hAb6NNs5eiIFoCZSABIRkYYorajmu4xcVqRnszz9MLtzSyypIzzI1xmIzFAURFKHIBIjgtrE1WwKQE2kACQiIk2xO6eYrZkFGAac+CVb841rHFt64jew4Vzn5K/lurY7UlzBrpxiMrKLycgpJrOg7KTtThQfFlArHCV1CCIpIoiO7QPwbiV3ydaNEEVERCyUGBlEYmSQS49ZXF7F7lwzDGVkF5Nx7Pmu7GLySys5kFfKgbxSVu7IqbWdj5eNhPDAE7rT2pEUGcRZ8SGE+LfeLjUFIBERkVYgyM+bs+JCOSsu9KT3jta0FuUUk5FT5AxGu3OLKat0sCvbfH0iuw36xocytEskw7pEMCixfau67F9dYHVQF5iIiLQFDodBZkGZGYic3WlFbD9cdNJVbj5eNgYkhDE0OYKhXSI5u1OY240r0higJlIAEhGRtu5Qfimrduby7c5cVu3M5UBe7UDk521nYOf2DOsSwdAuEfTrGIaPxWOJFICaSAFIRETkOMMw2HeklG935rBqlxmKsn82h1qgrxeDE8MZ1iWCYV0i6R0XgpfdtTeGVABqIgUgERGRUzMMg53ZxazamcO3O3P5blcuR0sqa60T4u9NSnIEQ5MjGNY1gu5RwdhbOBApADWRApCIiEj9ORwGWzMLWbUrl1U7c1i96wiF5VW11okI8uXcZLO7bGiXCJJbYGJZBaAmUgASERFpvKpqB5sPFvDtzly+3ZnD/3YfpbSyutY64wYn8Jfr+jXrcXUfIBEREbGMt5ed/glh9E8IY/LFXaiocvDD/jy+3ZHLql05rNuTx1nxJ1+u79IaLT26iIiItHq+3nYGJ4YzODGcu+lGWWU1Dos7oBSARERExKXc4f5BrWPyDxEREZEGUAASERGRNkcBSERERNocBSARERFpcxSAREREpM1RABIREZE2RwFIRERE2hwFIBEREWlzFIBERESkzVEAEhERkTZHAUhERETaHAUgERERaXMUgERERKTN0WzwdTAMA4CCggKLKxEREZH6qvnervkePx0FoDoUFhYCkJCQYHElIiIi0lCFhYWEhoaedh2bUZ+Y1MY4HA4OHjxIcHAwNputWfddUFBAQkIC+/btIyQkpFn37W50rq1XWzpfnWvr1ZbOt62cq2EYFBYWEhcXh91++lE+agGqg91up2PHji16jJCQkFb9j/BEOtfWqy2dr8619WpL59sWzvVMLT81NAhaRERE2hwFIBEREWlzFIBczM/PjxkzZuDn52d1KS1O59p6taXz1bm2Xm3pfNvSudaXBkGLiIhIm6MWIBEREWlzFIBERESkzVEAEhERkTZHAUhERETaHAWgFjBnzhwSExPx9/cnJSWFNWvWnHb9//73v/Ts2RN/f3/69u3Lxx9/7KJKG2/WrFkMHjyY4OBgoqKiuOaaa0hPTz/tNvPnz8dms9V6+Pv7u6jixvvTn/50Ut09e/Y87Tae+JnWSExMPOl8bTYbU6ZMqXN9T/pcv/rqK0aPHk1cXBw2m43FixfXet8wDKZPn05sbCwBAQGkpqayffv2M+63oX/zrnC6c62srOShhx6ib9++BAUFERcXx4QJEzh48OBp99mYvwVXOdNnO3HixJNqHzly5Bn362mfLVDn36/NZuPpp58+5T7d+bNtKQpAzeztt99m6tSpzJgxg3Xr1tG/f39GjBjB4cOH61z/22+/5YYbbuC2225j/fr1XHPNNVxzzTX8+OOPLq68YVasWMGUKVP47rvv+Pzzz6msrOTyyy+nuLj4tNuFhIRw6NAh52PPnj0uqrhpzjrrrFp1r1y58pTreupnWuP777+vda6ff/45AL/61a9OuY2nfK7FxcX079+fOXPm1Pn+U089xfPPP8/cuXNZvXo1QUFBjBgxgrKyslPus6F/865yunMtKSlh3bp1/PGPf2TdunUsWrSI9PR0rr766jPutyF/C650ps8WYOTIkbVqf/PNN0+7T0/8bIFa53jo0CFeffVVbDYb11133Wn3666fbYsxpFkNGTLEmDJlivN1dXW1ERcXZ8yaNavO9a+//npj1KhRtZalpKQYv/71r1u0zuZ2+PBhAzBWrFhxynVee+01IzQ01HVFNZMZM2YY/fv3r/f6reUzrXH33XcbXbp0MRwOR53ve+rnChjvvfee87XD4TBiYmKMp59+2rksLy/P8PPzM958881T7qehf/NW+Pm51mXNmjUGYOzZs+eU6zT0b8EqdZ3vLbfcYowZM6ZB+2ktn+2YMWOMSy+99LTreMpn25zUAtSMKioqWLt2Lampqc5ldrud1NRUVq1aVec2q1atqrU+wIgRI065vrvKz88HIDw8/LTrFRUV0blzZxISEhgzZgybN292RXlNtn37duLi4khOTmb8+PHs3bv3lOu2ls8UzH/Tb7zxBrfeeutpJwb21M/1RBkZGWRmZtb67EJDQ0lJSTnlZ9eYv3l3lZ+fj81mIyws7LTrNeRvwd0sX76cqKgoevToweTJk8nNzT3luq3ls83KymLJkiXcdtttZ1zXkz/bxlAAakY5OTlUV1cTHR1da3l0dDSZmZl1bpOZmdmg9d2Rw+Hgnnvu4bzzzqNPnz6nXK9Hjx68+uqrvP/++7zxxhs4HA6GDRvG/v37XVhtw6WkpDB//nyWLl3KSy+9REZGBhdccAGFhYV1rt8aPtMaixcvJi8vj4kTJ55yHU/9XH+u5vNpyGfXmL95d1RWVsZDDz3EDTfccNqJMhv6t+BORo4cycKFC0lLS+PJJ59kxYoVXHHFFVRXV9e5fmv5bBcsWEBwcDC/+MUvTrueJ3+2jaXZ4KXJpkyZwo8//njG/uKhQ4cydOhQ5+thw4bRq1cvXn75ZWbOnNnSZTbaFVdc4Xzer18/UlJS6Ny5M//5z3/q9X9VnuyVV17hiiuuIC4u7pTreOrnKqbKykquv/56DMPgpZdeOu26nvy3MG7cOOfzvn370q9fP7p06cLy5cu57LLLLKysZb366quMHz/+jBcmePJn21hqAWpGkZGReHl5kZWVVWt5VlYWMTExdW4TExPToPXdzW9+8xs++ugjvvzySzp27NigbX18fDj77LPZsWNHC1XXMsLCwujevfsp6/b0z7TGnj17WLZsGbfffnuDtvPUz7Xm82nIZ9eYv3l3UhN+9uzZw+eff37a1p+6nOlvwZ0lJycTGRl5yto9/bMF+Prrr0lPT2/w3zB49mdbXwpAzcjX15eBAweSlpbmXOZwOEhLS6v1f8gnGjp0aK31AT7//PNTru8uDMPgN7/5De+99x5ffPEFSUlJDd5HdXU1mzZtIjY2tgUqbDlFRUXs3LnzlHV76mf6c6+99hpRUVGMGjWqQdt56uealJRETExMrc+uoKCA1atXn/Kza8zfvLuoCT/bt29n2bJlRERENHgfZ/pbcGf79+8nNzf3lLV78mdb45VXXmHgwIH079+/wdt68mdbb1aPwm5t3nrrLcPPz8+YP3++8dNPPxl33nmnERYWZmRmZhqGYRg333yz8fDDDzvX/+abbwxvb2/jmWeeMbZs2WLMmDHD8PHxMTZt2mTVKdTL5MmTjdDQUGP58uXGoUOHnI+SkhLnOj8/10cffdT49NNPjZ07dxpr1641xo0bZ/j7+xubN2+24hTq7b777jOWL19uZGRkGN98842RmppqREZGGocPHzYMo/V8pieqrq42OnXqZDz00EMnvefJn2thYaGxfv16Y/369QZgPPfcc8b69eudVz795S9/McLCwoz333/f2LhxozFmzBgjKSnJKC0tde7j0ksvNV544QXn6zP9zVvldOdaUVFhXH311UbHjh2NDRs21PobLi8vd+7j5+d6pr8FK53ufAsLC43777/fWLVqlZGRkWEsW7bMOOecc4xu3boZZWVlzn20hs+2Rn5+vhEYGGi89NJLde7Dkz7blqIA1AJeeOEFo1OnToavr68xZMgQ47vvvnO+d9FFFxm33HJLrfX/85//GN27dzd8fX2Ns846y1iyZImLK244oM7Ha6+95lzn5+d6zz33OH8v0dHRxpVXXmmsW7fO9cU30NixY43Y2FjD19fXiI+PN8aOHWvs2LHD+X5r+UxP9OmnnxqAkZ6eftJ7nvy5fvnll3X+u605H4fDYfzxj380oqOjDT8/P+Oyyy476XfQuXNnY8aMGbWWne5v3iqnO9eMjIxT/g1/+eWXzn38/FzP9LdgpdOdb0lJiXH55ZcbHTp0MHx8fIzOnTsbd9xxx0lBpjV8tjVefvllIyAgwMjLy6tzH5702bYUm2EYRos2MYmIiIi4GY0BEhERkTZHAUhERETaHAUgERERaXMUgERERKTNUQASERGRNkcBSERERNocBSARERFpcxSAREREpM1RABIRqYfly5djs9nIy8uzuhQRaQYKQCIiItLmKACJiIhIm6MAJCIeweFwMGvWLJKSkggICKB///688847wPHuqSVLltCvXz/8/f0599xz+fHHH2vt49133+Wss87Cz8+PxMREnn322Vrvl5eX89BDD5GQkICfnx9du3bllVdeqbXO2rVrGTRoEIGBgQwbNoz09PSWPXERaREKQCLiEWbNmsXChQuZO3cumzdv5t577+Wmm25ixYoVznUeeOABnn32Wb7//ns6dOjA6NGjqaysBMzgcv311zNu3Dg2bdrEn/70J/74xz8yf/585/YTJkzgzTff5Pnnn2fLli28/PLLtGvXrlYdv//973n22Wf53//+h7e3N7feeqtLzl9EmpdmgxcRt1deXk54eDjLli1j6NChzuW33347JSUl3HnnnVxyySW89dZbjB07FoAjR47QsWNH5s+fz/XXX8/48ePJzs7ms88+c27/4IMPsmTJEjZv3sy2bdvo0aMHn3/+OampqSfVsHz5ci655BKWLVvGZZddBsDHH3/MqFGjKC0txd/fv4V/CyLSnNQCJCJub8eOHZSUlDB8+HDatWvnfCxcuJCdO3c61zsxHIWHh9OjRw+2bNkCwJYtWzjvvPNq7fe8885j+/btVFdXs2HDBry8vLjoootOW0u/fv2cz2NjYwE4fPhwk89RRFzL2+oCRETOpKioCIAlS5YQHx9f6z0/P79aIaixAgIC6rWej4+P87nNZgPM8Uki4lnUAiQibq937974+fmxd+9eunbtWuuRkJDgXO+7775zPj969Cjbtm2jV69eAPTq1Ytvvvmm1n6/+eYbunfvjpeXF3379sXhcNQaUyQirZdagETE7QUHB3P//fdz77334nA4OP/888nPz+ebb74hJCSEzp07A/DYY48RERFBdHQ0v//974mMjOSaa64B4L777mPw4MHMnDmTsWPHsmrVKl588UX+/ve/A5CYmMgtt9zCrbfeyvPPP0///v3Zs2cPhw8f5vrrr7fq1EWkhSgAiYhHmDlzJh06dGDWrFns2rWLsLAwzjnnHB555BFnF9Rf/vIX7r77brZv386AAQP48MMP8fX1BeCcc87hP//5D9OnT2fmzJnExsby2GOPMXHiROcxXnrpJR555BHuuusucnNz6dSpE4888ogVpysiLUxXgYmIx6u5Quvo0aOEhYVZXY6IeACNARIREZE2RwFIRERE2hx1gYmIiEiboxYgERERaXMUgERERKTNUQASERGRNkcBSERERNocBSARERFpcxSAREREpM1RABIREZE2RwFIRERE2pz/B0nEj0Lwc+VOAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 모델 저장과 복원"],"metadata":{"id":"LOkEPN1hFs29"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=10, verbose=0,\n"," validation_data=(val_scaled, val_target))\n","\n","model.save('model-whole.keras')\n","\n","model.save_weights('model.weights.h5')"],"metadata":{"id":"FUWrm-N2Fsjh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!ls -al model*"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IFlmH-AuF1Bt","executionInfo":{"status":"ok","timestamp":1731427641473,"user_tz":-540,"elapsed":338,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f941f37f-82ef-4db6-f554-e48a426a2a13"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["-rw-r--r-- 1 root root 971928 Nov 12 16:07 model.weights.h5\n","-rw-r--r-- 1 root root 975723 Nov 12 16:07 model-whole.keras\n"]}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.load_weights('model.weights.h5')\n","\n","import numpy as np\n","\n","val_labels = np.argmax(model.predict(val_scaled), axis=-1)\n","print(np.mean(val_labels == val_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yfVst1xXF5Dy","executionInfo":{"status":"ok","timestamp":1731427644264,"user_tz":-540,"elapsed":1080,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"3ed41d3b-c8a2-4562-9d21-c5960ed6acba"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\n","0.8799166666666667\n"]}]},{"cell_type":"code","source":["model = keras.models.load_model('model-whole.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"74inYyK5F7NS","executionInfo":{"status":"ok","timestamp":1731427647624,"user_tz":-540,"elapsed":1511,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a5034d0a-3be9-42e2-8cc5-09d12ecadd47"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8822 - loss: 0.3304\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3325974643230438, 0.8799166679382324]"]},"metadata":{},"execution_count":74}]},{"cell_type":"markdown","source":["> 콜백"],"metadata":{"id":"Sbf6G89UF81J"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","\n","model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I6eL3CanF8fY","executionInfo":{"status":"ok","timestamp":1731427764917,"user_tz":-540,"elapsed":114717,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cfc9590d-96f3-4d2b-96ef-ad6c011dd6e5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":75}]},{"cell_type":"code","source":["model = keras.models.load_model('best-model.keras')\n","\n","model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QaQ3vhThGFmV","executionInfo":{"status":"ok","timestamp":1731427776602,"user_tz":-540,"elapsed":1512,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"8d08ce07-da16-467e-bf0c-2ce3520af11c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8891 - loss: 0.3095\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3131541609764099, 0.8870833516120911]"]},"metadata":{},"execution_count":76}]},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n"," restore_best_weights=True)\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"id":"l6fCqeWvGGpZ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(early_stopping_cb.stopped_epoch)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ty2bG95RGIfW","executionInfo":{"status":"ok","timestamp":1731427893491,"user_tz":-540,"elapsed":330,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4201739f-26b0-45f4-8648-d39fe50f243c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["14\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"8q4jZTjbGJp8","executionInfo":{"status":"ok","timestamp":1731427895055,"user_tz":-540,"elapsed":430,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a53be4ee-86a1-4519-c52a-981af8bbc687"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0lUymahTGLpp","executionInfo":{"status":"ok","timestamp":1731427900955,"user_tz":-540,"elapsed":1906,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"779347b8-bf98-4dfc-980a-ad31b4ff0fb0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.8897 - loss: 0.3122\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.31489840149879456, 0.8870000243186951]"]},"metadata":{},"execution_count":80}]},{"cell_type":"code","source":[],"metadata":{"id":"2qXZkL7IJRRX"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week7/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week7.ipynb" "b/week7/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week7.ipynb" new file mode 100644 index 0000000..003c268 --- /dev/null +++ "b/week7/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week7.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNTEGIyLj4onYsuK3gkuIrm"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 합성곱 신경망을 사용한 이미지 분류"],"metadata":{"id":"0P7k3MwfYUq7"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"nRnanMqyYGye","executionInfo":{"status":"ok","timestamp":1731754027865,"user_tz":-540,"elapsed":12758,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)"]},{"cell_type":"code","source":["#데이터 가져오기\n","from tensorflow import keras\n","from sklearn.model_selection import train_test_split\n","\n","(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n","\n","train_scaled = train_input.reshape(-1, 28, 28, 1) / 255.0\n","\n","train_scaled, val_scaled, train_target, val_target = train_test_split(train_scaled, train_target, test_size = 0.2, random_state = 42)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lBtKCiq5qiSC","executionInfo":{"status":"ok","timestamp":1731754034632,"user_tz":-540,"elapsed":4365,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"562b9582-83b6-4c61-ddd9-ed2eb99fd865"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n","\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n","\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n","\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n","Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n","\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]}]},{"cell_type":"markdown","source":["> 첫 번째 합성곱 층"],"metadata":{"id":"3GVMGwjUrQmt"}},{"cell_type":"code","source":["model = keras.Sequential()\n","\n","model.add(keras.layers.Conv2D(32, kernel_size = 3, activation = 'relu', padding = 'same', input_shape = (28, 28, 1)))\n","\n","model.add(keras.layers.MaxPooling2D(2))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mLeVRLTjq1yo","executionInfo":{"status":"ok","timestamp":1731754038134,"user_tz":-540,"elapsed":303,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f80a21ca-f7af-4f69-e070-e8b9c2d9bc81"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]}]},{"cell_type":"markdown","source":["> 두 번째 합성곱 층 + 완전 연결 층"],"metadata":{"id":"CnEnW0Yilpqs"}},{"cell_type":"code","source":["model.add(keras.layers.Conv2D(64, kernel_size = (3,3), activation = 'relu', padding = 'same'))\n","#kernel_size(3)으로 해도 됨\n","\n","model.add(keras.layers.MaxPooling2D(2))\n","\n","#완전 연결 층\n","model.add(keras.layers.Flatten())\n","model.add(keras.layers.Dense(100, activation='relu'))\n","model.add(keras.layers.Dropout(0.4))\n","model.add(keras.layers.Dense(10, activation='softmax'))"],"metadata":{"id":"FZW2fUIUrtPj","executionInfo":{"status":"ok","timestamp":1731754225037,"user_tz":-540,"elapsed":332,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":402},"id":"Pg06gK2nmGes","executionInfo":{"status":"ok","timestamp":1731754236467,"user_tz":-540,"elapsed":680,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"04c4d889-c447-4cb8-8e9e-a6b710693bee"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"],"text/html":["
Model: \"sequential\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m320\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3136\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m313,700\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ conv2d (Conv2D)                      │ (None, 28, 28, 32)          │             320 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 32)          │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ conv2d_1 (Conv2D)                    │ (None, 14, 14, 64)          │          18,496 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 64)            │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ flatten (Flatten)                    │ (None, 3136)                │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (Dense)                        │ (None, 100)                 │         313,700 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (Dropout)                    │ (None, 100)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_1 (Dense)                      │ (None, 10)                  │           1,010 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m333,526\u001b[0m (1.27 MB)\n"],"text/html":["
 Total params: 333,526 (1.27 MB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m333,526\u001b[0m (1.27 MB)\n"],"text/html":["
 Trainable params: 333,526 (1.27 MB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> 컴파일과 훈련"],"metadata":{"id":"GWs-eKfBm12p"}},{"cell_type":"code","source":["model.compile(optimizer = 'adam', loss = 'sparse_categorical_crossentropy', metrics = ['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-cnn-model.keras', save_best_only = True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=2, restore_best_weights = True)\n","\n","history = model.fit(train_scaled, train_target, epochs = 20, validation_data = (val_scaled, val_target), callbacks = [checkpoint_cb, early_stopping_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pBCjf_xvmJPQ","executionInfo":{"status":"ok","timestamp":1731755073988,"user_tz":-540,"elapsed":565213,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"c950d67e-54bf-43ed-ba74-88c67dc78b54"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 48ms/step - accuracy: 0.7402 - loss: 0.7244 - val_accuracy: 0.8758 - val_loss: 0.3355\n","Epoch 2/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 47ms/step - accuracy: 0.8686 - loss: 0.3654 - val_accuracy: 0.8973 - val_loss: 0.2804\n","Epoch 3/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m72s\u001b[0m 48ms/step - accuracy: 0.8869 - loss: 0.3074 - val_accuracy: 0.9013 - val_loss: 0.2652\n","Epoch 4/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m80s\u001b[0m 47ms/step - accuracy: 0.8976 - loss: 0.2735 - val_accuracy: 0.9121 - val_loss: 0.2423\n","Epoch 5/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 47ms/step - accuracy: 0.9076 - loss: 0.2520 - val_accuracy: 0.9141 - val_loss: 0.2350\n","Epoch 6/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m85s\u001b[0m 49ms/step - accuracy: 0.9147 - loss: 0.2282 - val_accuracy: 0.9177 - val_loss: 0.2350\n","Epoch 7/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 50ms/step - accuracy: 0.9208 - loss: 0.2094 - val_accuracy: 0.9147 - val_loss: 0.2510\n"]}]},{"cell_type":"markdown","source":["> 평가와 예측"],"metadata":{"id":"WSTrthXlngm3"}},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qlhJOeWanMAc","executionInfo":{"status":"ok","timestamp":1731755078447,"user_tz":-540,"elapsed":4470,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"eca4b630-364c-4482-f774-101d97892eb7"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 12ms/step - accuracy: 0.9171 - loss: 0.2259\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.23498238623142242, 0.9140833616256714]"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.imshow(val_scaled[0].reshape(28, 28), cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"rnY65dEXoCcX","executionInfo":{"status":"ok","timestamp":1731755112231,"user_tz":-540,"elapsed":593,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"22940fab-f70b-42a6-de29-11895af760f1"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["preds = model.predict(val_scaled[0:1])\n","print(preds)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RNWR5iQ4o6su","executionInfo":{"status":"ok","timestamp":1731755114036,"user_tz":-540,"elapsed":608,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"79be831b-ce13-492b-bcd7-2230fad43e16"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 249ms/step\n","[[1.1236859e-17 1.5176964e-24 3.1556142e-19 4.9576511e-17 1.5392977e-18\n"," 8.0073763e-17 6.5355515e-18 1.2350365e-17 1.0000000e+00 2.6106941e-18]]\n"]}]},{"cell_type":"markdown","source":["> 테스트 세트 점수"],"metadata":{"id":"Hj3IypGKpp7e"}},{"cell_type":"code","source":["test_scaled = test_input.reshape(-1, 28, 28, 1) / 255.0\n","\n","model.evaluate(test_scaled, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5JEMbUzopfoL","executionInfo":{"status":"ok","timestamp":1731755178803,"user_tz":-540,"elapsed":6071,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e16895d4-0b03-4f3b-862f-9e7639c858c3"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 17ms/step - accuracy: 0.9075 - loss: 0.2648\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.2544611990451813, 0.9067000150680542]"]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","source":["# 합성곱 신경망의 시각화"],"metadata":{"id":"Ufevgi5NqTDC"}},{"cell_type":"code","source":["#데이터 준비\n","!wget https://github.com/rickiepark/hg-mldl/raw/master/best-cnn-model.keras"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PfWLGGxBpuHB","executionInfo":{"status":"ok","timestamp":1731755426966,"user_tz":-540,"elapsed":2251,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"4f0d6270-e6ec-4899-e458-baabb00f1fff"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-16 11:10:26-- https://github.com/rickiepark/hg-mldl/raw/master/best-cnn-model.keras\n","Resolving github.com (github.com)... 140.82.112.3\n","Connecting to github.com (github.com)|140.82.112.3|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/rickiepark/hg-mldl/master/best-cnn-model.keras [following]\n","--2024-11-16 11:10:26-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/best-cnn-model.keras\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 4038273 (3.9M) [application/octet-stream]\n","Saving to: ‘best-cnn-model.keras.1’\n","\n","best-cnn-model.kera 100%[===================>] 3.85M --.-KB/s in 0.1s \n","\n","2024-11-16 11:10:27 (32.8 MB/s) - ‘best-cnn-model.keras.1’ saved [4038273/4038273]\n","\n"]}]},{"cell_type":"code","source":["model = keras.models.load_model('best-cnn-model.keras')"],"metadata":{"id":"a3dF8UBLqroL","executionInfo":{"status":"ok","timestamp":1731755436424,"user_tz":-540,"elapsed":616,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":12,"outputs":[]},{"cell_type":"markdown","source":["> 층의 가중치 분포"],"metadata":{"id":"OF1K2POIqzbI"}},{"cell_type":"code","source":["model.layers"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fL1KTHmzquVq","executionInfo":{"status":"ok","timestamp":1731755446258,"user_tz":-540,"elapsed":302,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"cd876158-04f5-483a-a3a2-8a7790f6fd1b"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[,\n"," ,\n"," ,\n"," ,\n"," ,\n"," ,\n"," ,\n"," ]"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":["conv = model.layers[0]\n","\n","print(conv.weights[0].shape, conv.weights[1].shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BGii_37Jqw0D","executionInfo":{"status":"ok","timestamp":1731755489853,"user_tz":-540,"elapsed":307,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"6cbac39d-d872-46f1-894e-15fe08168d2a"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["(3, 3, 1, 32) (32,)\n"]}]},{"cell_type":"code","source":["conv_weights = conv.weights[0].numpy()\n","\n","plt.hist(conv_weights.reshape(-1, 1))\n","plt.xlabel('weight')\n","plt.ylabel('count')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"NfWoo9j0q7cM","executionInfo":{"status":"ok","timestamp":1731755517005,"user_tz":-540,"elapsed":597,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"102962bb-c80f-48f6-ca90-c54a8716764e"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 층의 가중치 시각화"],"metadata":{"id":"a1FPs1pQrVvK"}},{"cell_type":"code","source":["fig, axs = plt.subplots(2, 16, figsize = (15,2))\n","\n","for i in range(2):\n"," for j in range(16):\n"," axs[i, j].imshow(conv_weights[:,:,0,i*16 + j], vmin = -0.5, vmax = 0.5)\n"," axs[i, j].axis('off')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":107},"id":"iSvvMXTQrCAy","executionInfo":{"status":"ok","timestamp":1731755633516,"user_tz":-540,"elapsed":1893,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"eaaf7171-c4d7-41c9-f344-0d1be8659550"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 함수형 API, 첫 번째 특성 맵 시각화"],"metadata":{"id":"UKcD5buarsQx"}},{"cell_type":"code","source":["conv_acti = keras.Model(model.inputs, model.layers[0].output)\n","\n","(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n","\n","inputs = train_input[0:1].reshape(-1, 28, 28, 1)/255.0\n","\n","feature_maps = conv_acti.predict(inputs)\n","\n","print(feature_maps.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZdJHNBcureJG","executionInfo":{"status":"ok","timestamp":1731755833403,"user_tz":-540,"elapsed":1350,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"0df82a47-7089-49ac-d47a-9f4daf359af5"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n","(1, 28, 28, 32)\n"]}]},{"cell_type":"code","source":["fig, axs = plt.subplots(4, 8, figsize=(15,8))\n","\n","for i in range(4):\n"," for j in range(8):\n"," axs[i, j].imshow(feature_maps[0,:,:,i*8 + j])\n"," axs[i, j].axis('off')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":358},"id":"8mxvMg9jsPEv","executionInfo":{"status":"ok","timestamp":1731755872838,"user_tz":-540,"elapsed":1482,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"494acfa6-7313-40af-9b27-f01a383bc366"},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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= keras.Model(model.inputs, model.layers[2].output)\n","\n","feature_maps = conv2_acti.predict(train_input[0:1].reshape(-1, 28, 28, 1)/255.0)\n","\n","print(feature_maps.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jdIPmz9QsYq5","executionInfo":{"status":"ok","timestamp":1731755934917,"user_tz":-540,"elapsed":328,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1e07d015-56d3-4c3a-8436-e1d6ba9e493b"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 178ms/step\n","(1, 14, 14, 64)\n"]}]},{"cell_type":"code","source":["fig, axs = plt.subplots(8, 8, figsize=(12,12))\n","\n","for i in range(8):\n"," for j in range(8):\n"," axs[i, j].imshow(feature_maps[0,:,:,i*8 + j])\n"," axs[i, j].axis('off')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":658},"id":"C6Ps36BDsoGu","executionInfo":{"status":"ok","timestamp":1731755951758,"user_tz":-540,"elapsed":2718,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"a7dc756c-a85f-44dc-f9fd-fb93c340670a"},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"g4iVwq5ssrol"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 4a387ed06819eebe683f8f448176795ed04610bb Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 26 Nov 2024 11:53:20 +0000 Subject: [PATCH 09/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week8=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week8.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week8/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week8.ipynb" diff --git "a/week8/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week8.ipynb" "b/week8/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week8.ipynb" new file mode 100644 index 0000000..9a2b911 --- /dev/null +++ "b/week8/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week8.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNLZXtjnhajLqFxrS5cWFht"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 순환 신경망으로 IMDB 리뷰 분류하기"],"metadata":{"id":"uLPFpOOuyaUh"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"c0tr3aE-yYM7","executionInfo":{"status":"ok","timestamp":1732619938660,"user_tz":-540,"elapsed":11485,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"outputs":[],"source":["import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)"]},{"cell_type":"code","source":["#케라스로 IMDB 데이터 불러오기\n","from tensorflow.keras.datasets import imdb\n","\n","(train_input, train_target), (test_input, test_target) = imdb.load_data(num_words=200)\n","\n","print(train_input.shape, test_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HmYYewNoMcwm","executionInfo":{"status":"ok","timestamp":1732620001512,"user_tz":-540,"elapsed":5353,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5e008e86-441a-47c5-c5d0-dd148cfe29dc"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/imdb.npz\n","\u001b[1m17464789/17464789\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","(25000,) (25000,)\n"]}]},{"cell_type":"markdown","source":["> 훈련 세트 준비"],"metadata":{"id":"KnvzFtC6NQjT"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","import numpy as np\n","\n","train_input, val_input, train_target, val_target = train_test_split(train_input, train_target, test_size=0.2, random_state=42)\n","\n","lengths = np.array([len(x) for x in train_input])\n","print(np.mean(lengths), np.median(lengths))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UD8tQln3Mwgw","executionInfo":{"status":"ok","timestamp":1732620188091,"user_tz":-540,"elapsed":3129,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"5500ee36-70e7-46b5-fbde-adf5e396b981"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["239.00925 178.0\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.hist(lengths)\n","plt.xlabel('length')\n","plt.ylabel('frequency')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"dny3Bz6ONevA","executionInfo":{"status":"ok","timestamp":1732620195267,"user_tz":-540,"elapsed":1350,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"090a7c31-af08-4867-a33f-caa25181766a"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 시퀀스 패딩"],"metadata":{"id":"pgcetY30NwpN"}},{"cell_type":"code","source":["from tensorflow.keras.preprocessing.sequence import pad_sequences\n","\n","train_seq = pad_sequences(train_input, maxlen=100)\n","\n","print(train_seq.shape)\n","\n","val_seq = pad_sequences(val_input, maxlen=100)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"m4kmmXcBNg7C","executionInfo":{"status":"ok","timestamp":1732620434912,"user_tz":-540,"elapsed":663,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7345cd61-1f0c-4a20-ac67-73fa4c99c6e4"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["(20000, 100)\n"]}]},{"cell_type":"markdown","source":["> 순환 신경망 모델 만들기"],"metadata":{"id":"p-9s3dvqN92I"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","model = keras.Sequential()\n","\n","model.add(keras.layers.SimpleRNN(8, input_shape=(100, 200)))\n","model.add(keras.layers.Dense(1, activation='sigmoid'))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ISX-KKL6NyTj","executionInfo":{"status":"ok","timestamp":1732620334319,"user_tz":-540,"elapsed":328,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"fa3db0a0-7b40-4674-ca9d-e1fd33ae4a9f"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/rnn/rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(**kwargs)\n"]}]},{"cell_type":"markdown","source":["> 원-핫 인코딩"],"metadata":{"id":"6E7vxvItOKDf"}},{"cell_type":"code","source":["train_oh = keras.utils.to_categorical(train_seq)\n","\n","val_oh = keras.utils.to_categorical(val_seq)\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"id":"eppP9t67ODH5","executionInfo":{"status":"ok","timestamp":1732620441525,"user_tz":-540,"elapsed":3258,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"1805d444-b106-4f30-c238-313356b4311b"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"],"text/html":["
Model: \"sequential\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ simple_rnn (\u001b[38;5;33mSimpleRNN\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,672\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ simple_rnn (SimpleRNN)               │ (None, 8)                   │           1,672 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (Dense)                        │ (None, 1)                   │               9 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,681\u001b[0m (6.57 KB)\n"],"text/html":["
 Total params: 1,681 (6.57 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,681\u001b[0m (6.57 KB)\n"],"text/html":["
 Trainable params: 1,681 (6.57 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
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accuracy: 0.4945 - loss: 0.7135 - val_accuracy: 0.4924 - val_loss: 0.7053\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 28ms/step - accuracy: 0.5020 - loss: 0.7038 - val_accuracy: 0.4960 - val_loss: 0.7010\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.5059 - loss: 0.6993 - val_accuracy: 0.4962 - val_loss: 0.6984\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 32ms/step - accuracy: 0.5124 - loss: 0.6964 - val_accuracy: 0.5038 - val_loss: 0.6962\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 30ms/step - accuracy: 0.5154 - loss: 0.6943 - val_accuracy: 0.5110 - val_loss: 0.6939\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 26ms/step - accuracy: 0.5195 - loss: 0.6925 - val_accuracy: 0.5120 - val_loss: 0.6925\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 23ms/step - accuracy: 0.5228 - loss: 0.6915 - val_accuracy: 0.5162 - val_loss: 0.6917\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.5255 - loss: 0.6905 - val_accuracy: 0.5200 - val_loss: 0.6910\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.5305 - loss: 0.6897 - val_accuracy: 0.5232 - val_loss: 0.6904\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 23ms/step - accuracy: 0.5355 - loss: 0.6888 - val_accuracy: 0.5256 - val_loss: 0.6899\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 25ms/step - accuracy: 0.5392 - loss: 0.6881 - val_accuracy: 0.5256 - val_loss: 0.6893\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 28ms/step - accuracy: 0.5413 - loss: 0.6873 - val_accuracy: 0.5270 - val_loss: 0.6888\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.5443 - loss: 0.6866 - val_accuracy: 0.5328 - val_loss: 0.6883\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 28ms/step - accuracy: 0.5470 - loss: 0.6859 - val_accuracy: 0.5344 - val_loss: 0.6878\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 31ms/step - accuracy: 0.5507 - loss: 0.6851 - val_accuracy: 0.5370 - val_loss: 0.6873\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 29ms/step - accuracy: 0.5537 - loss: 0.6844 - val_accuracy: 0.5428 - val_loss: 0.6867\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 24ms/step - accuracy: 0.5545 - loss: 0.6837 - val_accuracy: 0.5464 - val_loss: 0.6861\n","Epoch 18/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.5558 - loss: 0.6829 - val_accuracy: 0.5478 - val_loss: 0.6856\n","Epoch 19/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.5579 - loss: 0.6821 - val_accuracy: 0.5490 - val_loss: 0.6850\n","Epoch 20/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 23ms/step - accuracy: 0.5599 - loss: 0.6813 - val_accuracy: 0.5524 - val_loss: 0.6845\n","Epoch 21/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 23ms/step - accuracy: 0.5630 - loss: 0.6805 - val_accuracy: 0.5526 - val_loss: 0.6839\n","Epoch 22/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 25ms/step - accuracy: 0.5656 - loss: 0.6797 - val_accuracy: 0.5528 - val_loss: 0.6832\n","Epoch 23/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.5678 - loss: 0.6789 - val_accuracy: 0.5534 - val_loss: 0.6825\n","Epoch 24/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 24ms/step - accuracy: 0.5693 - loss: 0.6780 - val_accuracy: 0.5570 - val_loss: 0.6819\n","Epoch 25/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.5707 - loss: 0.6771 - val_accuracy: 0.5594 - val_loss: 0.6812\n","Epoch 26/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.5735 - loss: 0.6761 - val_accuracy: 0.5620 - val_loss: 0.6804\n","Epoch 27/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.5743 - loss: 0.6750 - val_accuracy: 0.5634 - val_loss: 0.6797\n","Epoch 28/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 29ms/step - accuracy: 0.5748 - loss: 0.6740 - val_accuracy: 0.5632 - val_loss: 0.6787\n","Epoch 29/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 28ms/step - accuracy: 0.5769 - loss: 0.6728 - val_accuracy: 0.5656 - val_loss: 0.6774\n","Epoch 30/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 23ms/step - accuracy: 0.5798 - loss: 0.6713 - val_accuracy: 0.5724 - val_loss: 0.6759\n","Epoch 31/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.5805 - loss: 0.6695 - val_accuracy: 0.5792 - val_loss: 0.6737\n","Epoch 32/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 29ms/step - accuracy: 0.5873 - loss: 0.6670 - val_accuracy: 0.5846 - val_loss: 0.6705\n","Epoch 33/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 29ms/step - accuracy: 0.5968 - loss: 0.6633 - val_accuracy: 0.5974 - val_loss: 0.6646\n","Epoch 34/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 23ms/step - accuracy: 0.6077 - loss: 0.6564 - val_accuracy: 0.6162 - val_loss: 0.6516\n","Epoch 35/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 23ms/step - accuracy: 0.6362 - loss: 0.6396 - val_accuracy: 0.6626 - val_loss: 0.6190\n","Epoch 36/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 28ms/step - accuracy: 0.6699 - loss: 0.6102 - val_accuracy: 0.6700 - val_loss: 0.6119\n","Epoch 37/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 29ms/step - accuracy: 0.6754 - loss: 0.6025 - val_accuracy: 0.6776 - val_loss: 0.6058\n","Epoch 38/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 23ms/step - accuracy: 0.6812 - loss: 0.5965 - val_accuracy: 0.6812 - val_loss: 0.6010\n","Epoch 39/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.6862 - loss: 0.5913 - val_accuracy: 0.6856 - val_loss: 0.5971\n","Epoch 40/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 29ms/step - accuracy: 0.6911 - loss: 0.5863 - val_accuracy: 0.6880 - val_loss: 0.5927\n","Epoch 41/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 23ms/step - accuracy: 0.6946 - loss: 0.5816 - val_accuracy: 0.6890 - val_loss: 0.5888\n","Epoch 42/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 23ms/step - accuracy: 0.6983 - loss: 0.5776 - val_accuracy: 0.6924 - val_loss: 0.5855\n","Epoch 43/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 27ms/step - accuracy: 0.7033 - loss: 0.5728 - val_accuracy: 0.6966 - val_loss: 0.5823\n","Epoch 44/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.7084 - loss: 0.5690 - val_accuracy: 0.6994 - val_loss: 0.5794\n","Epoch 45/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 23ms/step - accuracy: 0.7103 - loss: 0.5656 - val_accuracy: 0.6992 - val_loss: 0.5767\n","Epoch 46/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7138 - loss: 0.5628 - val_accuracy: 0.7028 - val_loss: 0.5738\n","Epoch 47/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7153 - loss: 0.5605 - val_accuracy: 0.7036 - val_loss: 0.5711\n","Epoch 48/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 23ms/step - accuracy: 0.7155 - loss: 0.5587 - val_accuracy: 0.7036 - val_loss: 0.5696\n","Epoch 49/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 24ms/step - accuracy: 0.7168 - loss: 0.5566 - val_accuracy: 0.7086 - val_loss: 0.5679\n","Epoch 50/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7186 - loss: 0.5548 - val_accuracy: 0.7086 - val_loss: 0.5666\n","Epoch 51/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 32ms/step - accuracy: 0.7198 - loss: 0.5534 - val_accuracy: 0.7090 - val_loss: 0.5650\n","Epoch 52/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.7212 - loss: 0.5516 - val_accuracy: 0.7110 - val_loss: 0.5638\n","Epoch 53/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.7232 - loss: 0.5500 - val_accuracy: 0.7130 - val_loss: 0.5627\n","Epoch 54/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 24ms/step - accuracy: 0.7241 - loss: 0.5486 - val_accuracy: 0.7134 - val_loss: 0.5620\n","Epoch 55/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7248 - loss: 0.5475 - val_accuracy: 0.7152 - val_loss: 0.5608\n","Epoch 56/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 29ms/step - accuracy: 0.7250 - loss: 0.5460 - val_accuracy: 0.7172 - val_loss: 0.5601\n","Epoch 57/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 23ms/step - accuracy: 0.7274 - loss: 0.5452 - val_accuracy: 0.7196 - val_loss: 0.5581\n","Epoch 58/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 23ms/step - accuracy: 0.7267 - loss: 0.5441 - val_accuracy: 0.7180 - val_loss: 0.5583\n","Epoch 59/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 27ms/step - accuracy: 0.7274 - loss: 0.5436 - val_accuracy: 0.7208 - val_loss: 0.5563\n","Epoch 60/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.7308 - loss: 0.5420 - val_accuracy: 0.7202 - val_loss: 0.5566\n","Epoch 61/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 24ms/step - accuracy: 0.7294 - loss: 0.5415 - val_accuracy: 0.7206 - val_loss: 0.5553\n","Epoch 62/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.7307 - loss: 0.5401 - val_accuracy: 0.7180 - val_loss: 0.5548\n","Epoch 63/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 30ms/step - accuracy: 0.7302 - loss: 0.5387 - val_accuracy: 0.7218 - val_loss: 0.5543\n","Epoch 64/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7313 - loss: 0.5381 - val_accuracy: 0.7236 - val_loss: 0.5539\n","Epoch 65/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.7318 - loss: 0.5371 - val_accuracy: 0.7234 - val_loss: 0.5537\n","Epoch 66/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 32ms/step - accuracy: 0.7331 - loss: 0.5364 - val_accuracy: 0.7244 - val_loss: 0.5522\n","Epoch 67/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 31ms/step - accuracy: 0.7340 - loss: 0.5354 - val_accuracy: 0.7246 - val_loss: 0.5535\n","Epoch 68/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 24ms/step - accuracy: 0.7332 - loss: 0.5351 - val_accuracy: 0.7250 - val_loss: 0.5520\n","Epoch 69/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 30ms/step - accuracy: 0.7341 - loss: 0.5341 - val_accuracy: 0.7260 - val_loss: 0.5529\n","Epoch 70/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.7347 - loss: 0.5338 - val_accuracy: 0.7250 - val_loss: 0.5517\n","Epoch 71/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.7340 - loss: 0.5330 - val_accuracy: 0.7256 - val_loss: 0.5524\n","Epoch 72/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 31ms/step - accuracy: 0.7357 - loss: 0.5326 - val_accuracy: 0.7248 - val_loss: 0.5518\n","Epoch 73/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.7356 - loss: 0.5317 - val_accuracy: 0.7258 - val_loss: 0.5526\n"]}]},{"cell_type":"code","source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel('epoch')\n","plt.ylabel('loss')\n","plt.legend(['train', 'val'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"iJn_zDR4O3n4","executionInfo":{"status":"ok","timestamp":1732621251434,"user_tz":-540,"elapsed":463,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"70785ab4-f1e9-41d5-88c4-cc4396c3c0bd"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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57egtMjRZYqIiDhcvZjmL5dWZLcB0G0Av21ey8HvX6Nv0Q8El+yHJY9Tsux5jDZJeLS5DFr2g8D21lW7RUTkktAY0YtXF99DBaQmrFO3XnTq9hGrt+9j64J/c2Xh18SQBTu/sm6AxSMAc1QitOwLUYkQ2hWcXR1at4hIY+Ti4gLAsWPH8PDwcHA1DduxY8eAU9/T2tA0/1pqCNP8L4RhGCzbkcWyRfPxyVpNb/MO4s278TSVVm3o5AphsdCiF0TEWz/6RVlXexURkYuSkZFBfn4+wcHBeHp6YtLv1gtiGAbHjh0jOzsbPz+/Kg+tP6mmf78VkGqpsQWk3zuYf5xvNx1iwcY0zJmb6W3eToJ5B93NuwkwnWGMkmcghHWD0G7WHqawWAhoBWY94kRE5EIYhkFmZib5+fmOLqVB8/PzIzQ09IwBUwHJzhpzQPq9lOwi5m86xLebDrH3cBEtTVl0N6UQZ06hl/MeOrAfJyqrv9DFE0I6Q2A7a1hq3sa6BbQC15o/AFFEpCmqrKykvLzc0WU0SC4uLjid4xmkCkh21lQC0u+lHinmp92H+WlXDiv3HKGotAI3yuhgSqOzOZVe7gfo4ZpOROlenC0lZz+RTwQEtrUOAA9qB0EdrJ83C9StOhERsSsFJDtrigHp98orLWxIy+enXTms2HOYzQcKqLBY/1MyYyHGlEFfrywS/fLo5JpNaMUh3Ar2YCrJP/tJPfytYSmofdWP3mEKTiIiUicUkOysqQek0xWXVpCcmseqvUdYtfdIlcB0UoiPGwOinLmieQFxHtmElKZiOrwLDu+EvFTgLP8puvlYb9UFtbd+PPm5X0tw0kRMERGpOQUkO1NAOrdjZdbAtHpvLqv3HWFTegFllZYqbXzcnenR0p+eLf3pFeFJrGcO7vkpkLPjxLYTjuwB4wxjnMA6o+7kuKaAGOtH/xMffVtokLiIiFSjgGRnCkgXpqS8kvVp1sC0Zl8uG9PzOV5eNfg4m010DPMhLtKPuEg/ukf5EePnjCl3rzUwHd5t7W3K2QVHdkPFOcY5mV2soenk4PDmbazjnpq31VgnEZEmTAHJzhSQLk55pYXtGYWs259HcloeyfvzyCysHnh8PVyIPRGYYlv40q2FH0HebmCphIJ0a2jK3Qu5+6wf8/ZB3n6oLDv7m3v4Q0gXCO5knWkX0gWCO4BrM/tdsIiI1AsKSHamgFS3DMPgYP5xNqTlszHdum09WEBphaVa23Bfd2Ij/ejWwhqaurbwxdv9d6ulWiqh8CAcSbHeoju8+8TnuyE/nTOPdTJZb82FdKoanvyjdatORKQRUUCyMwUk+yuvtLAj4ygb0vPYmJ7P5gMF7Mkp4vT/Yk0maBPkRWykH7GRfnSP9KN9qDcuTmd4hlx5CRzeBVnbIGvriY/boDj7zEW4eFpn0gV3rDq7zjdKz6gTEWmAFJDsTAHJMY6WlLP1YCGbD1gD08b0fA7mH6/Wzs3ZTKdwH2Jb+NHtxK25VoHNMJvPMvaoKNsalLJ/OxWacnacfZyTs4d1TFNQB+vtuaATAUo9TiIi9ZoCkp0pINUfOUdL2Xzg1K25Ten5FJZUVGvn7eZMlwhfukX6EtfC2tsU5ut+9mcdWSqt45qytlln1B3eeeLjrrOPcXJ2P7EMQYcTi2GeGBjevDW46OGTIiKOpoBkZwpI9ZdhGOw7XMzmAwVsOtHTtO1QASXl1cczBXq5ERfpS+yJwBTbwg9fz/M8/bmyAvJTIXu7NTRl74Cc7daxTmedWWcCv0jriuEnn1cXFmvtcdKMOhGRS0YByc4UkBqWikoLu7KK2Hwgn00HCtiUns/OrKNUWqr/5x8T2Mw2ay4uyp+OYd64Odfgtpml0jqDLmeHtZfp8O5TSxOUFJz5NW6+px70G9HDuvnHKDSJiNiJApKdKSA1fMfLKvkto4CN6QW2W3SpR45Va+fqZB3PdHJtph5R/rTw9zj7rbnTGQYUH7aGppztkLEZMjZZxzud6Vadhz+EnwhLEfEQ3h28Qy/yakVEBBSQ7E4BqXHKKy5j4wHrOKZNJ8Y05R2r/kTtQC9X4iL96dHSj/gof2Ij/XB3ucDB2RVl1t6ljE3W7eB6yNx85tDkFQrhcSduzZ346BOuniYRkQukgGRnCkhNg2EYpOUeY2N6PhvS8tmQlse2Q4XVnjPnbDbROcKXnicenRLf0p9gH/cLf8OKMuvyA4fWWwPTwWRrz5NRffwUzYKsvUthcdaP4d3BJ6x2Fyoi0kQoINmZAlLTVVJeybZDBWxIy2d9Wh7r9ueRfbS0WrvIAA96tgywPW+uXYg3TmdbZuBcyoohcytkbIRDG629TTk7zvyMOq8Qa1CKiLfeogvvAZ4BF/6eIiKNlAKSnSkgyUmGYXAg7zjJqXkkp+axLjWPnZmFnD7+29vNmbgoP3q2DKBntD9xkX40c3Ou3ZuWH/9daNpgDU4528/c0xTQCiJ6WkNTi57WWXTObrV7XxGRBk4Byc4UkORcjpaUszE93/qsudQ8NqTlUVxWtcfHyWyiY5g38VH+xEcH0CvanzDfi1grqeyY9fbcyVtzB5Mhd0/1dk6u1jFMLXpZA1OLXuAbqfFMItIkKCDZmQKSXIiKSgs7Mo/aepmSU/POuAJ4ZIAHvaOb0zvGn17RAcQENqv5bLkzOZZr7WE6uB4OrIWD6+DYkertvEIgsje06G39GBYHLrUYQyUiUs8pINmZApJcrIwC6225dfvzWJeay2+Hqt+WC/RyI6FVAImtmpPYujmtLjYwGQbk7YMD66yB6cA668w5y2krj5tdrL1MUX2g7SCI6gvOrrV/XxGRekIByc4UkKSuHS0pZ31aPmv2HWHtPusDessqq44pCvFxs4Wlvq0DiQzwvPg3Lj9uHcN0YA2kn9hOf3ivqxe0GgDtBkObQZotJyINlgKSnSkgib2VlFeyKT2fVXtzWbn3MOtTqwemqABP+rcNpH+bQPq2bo6fZx308hiGdUXw9DWwbzns/gGKc6q2CYuFbrdB7G2aJSciDYoCkp0pIMmlVlJeyfrUPFbuPcLKPUfYmJ5fZT0mkwm6RfjSr00gl7UNIr6lP67O5ot/Y4vFOltu9w/W7eB64MT7OrlCh2uhxyiIuRzMdfB+IiJ2pIBkZwpI4mhFpRWs2XeEn3cf5teUw+zKKqpy3NPVicRWzflDuyAuaxt48QO+bW+cA799BRv+Y12T6SS/KOg+yhqWvEMu/n1EROxAAcnOFJCkvskqLOHXlMP8vPswP+/O4XBR1UeWtPD34MoOwVzVKZSEVgG4ONVBb8+hjdagtPkzKD3xQF4nV+h6K/R9EII7Xvx7iIjUIQUkO1NAkvrMYjHYnlnIT7sO89OuHNal5lJeeep/dW93Z65oH8ygTiEMaB+Et7vLxb1h2THYPh/Wvmcd7H1SmyTo+5D19pvWWRKReqCmf78dPmBgxowZREdH4+7uTkJCAmvWrDln+/z8fMaNG0dYWBhubm60a9eO7777znY8Ojoak8lUbRs3bpytzYABA6odv//+++12jSKXmtlsonO4Lw8MaM1/7+3Dpmev4t1RPbmtVySBXq4cLalg/qZDPPTfDfSYsog731/DZ+vSKTjDg3lrxNXTOmD7nkVw9yLoeD1ggpTF8OFQeOsy2PaVdQC4iEgD4NAepLlz5zJq1ChmzpxJQkIC06dP57PPPmPnzp0EBwdXa19WVka/fv0IDg7mqaeeIiIigtTUVPz8/IiNjQUgJyeHyspTKxZv3bqVQYMGsXTpUgYMGABYA1K7du14/vnnbe08PT0vqCdIPUjSUFVaDDam5/HDb1ks+i2LvTnFtmMuTiYuaxvENV3DGNQ5BJ+L6VnK3Qur3oQNH0H5Meu+jtfBNa+CV9BFXoWISO00iFtsCQkJ9OrVizfeeAMAi8VCZGQkDz30EE8++WS19jNnzuSll15ix44duLjU7Bf3I488wrfffsvu3bttA1QHDBhAXFwc06dPr3GtpaWllJaeeiBpYWEhkZGRCkjS4KVkH+W7LZks2JzBzqyjtv2uTmb+0C6I6+PCSeoYjKdrLZ8bdywXVs6AX6dbF6T0bA7XvAydb6ybCxARuQD1PiCVlZXh6enJvHnzuOGGG2z7R48eTX5+Pl9//XW11wwZMoSAgAA8PT35+uuvCQoKYsSIETzxxBM4OTmd8T3Cw8OZOHEiTz31lG3/gAED2LZtG4ZhEBoaynXXXcfkyZPx9Dz7onvPPfccf/3rX6vtV0CSxmR31lEWbMng280ZpGSfmhXn6erEVZ1CGBoXQf+2gbUb4J2xGb56wPq8OLAGpCEvQ7PmdVS9iMj51fuAdOjQISIiIlixYgWJiYm2/Y8//jjLly9n9erV1V7ToUMH9u/fz8iRI/nzn/9MSkoKf/7zn3n44Yd59tlnq7X/9NNPGTFiBGlpaYSHh9v2v/3227Rs2ZLw8HA2b97ME088Qe/evfniiy/OWq96kKQpMQyDnVlH+XZTBl9vOkh67qnnxvl7ujCkaxjDe0XSNcL3wpYOqCiDn16Cn18GoxKaBcG1r1pvvYmIXAKNMiC1a9eOkpIS9u3bZ+sxeuWVV3jppZfIyMio1n7w4MG4urryzTffnLOWH3/8kYEDB5KSkkLr1q1rVL/GIElTYRgGG9Lzmb/xEN9uPlRl+YDO4T7c3juKoXHhFzYT7tAG+PIByNlu/XrQFOj3cB1XLiJSXb2fxRYYGIiTkxNZWVlV9mdlZREaGnrG14SFhdGuXbsqt9M6duxIZmYmZWVV13xJTU1l8eLF3HPPPeetJSEhAYCUlJQLvQyRRs9kMtEjyp/nru/MqkkD+fCu3lwfG46rk5lthwr5y1db6f33JTwxbzOb0vOp0b+5wrvDfcuhz4nZpYsmW3uWRETqCYcFJFdXV+Lj41myZIltn8ViYcmSJVV6lH6vX79+pKSkYLGceh7Vrl27CAsLw9W16jOo3n//fYKDg7nmmmvOW8vGjRsBawATkbNzPjFw+/Xbu7PqqYH85ZqOtA5qxvHySuauS2fojF8Z9uYKlu7MPn9QcnaDP06FK562fv3j32DpVC0FICL1gsOn+Y8ePZq33nqL3r17M336dD799FN27NhBSEgIo0aNIiIigmnTpgGQnp5O586dGT16NA899BC7d+/mrrvu4uGHH+bpp5+2nddisRATE8Ptt9/OCy+8UOU99+zZwyeffMKQIUNo3rw5mzdvZsKECbRo0YLly5fXuHbdYhOxMgyDtfvz+O+aNBZsyaCswvoPmG4tfHnwijYM6hRy/nFKv0yHxSfGEfafAAOf1cKSImIXNf37Xct5u3Vj+PDh5OTk8Mwzz5CZmUlcXBwLFy4kJMT6HKe0tDTMv3v4ZWRkJN9//z0TJkygW7duREREMH78eJ544okq5128eDFpaWncdddd1d7T1dWVxYsXM336dIqLi4mMjGTYsGH85S9/se/FijRSJpOJ3jEB9I4JYNKQDrzz014+WpXG5gMF3PufZDqG+fDQlW34Y+dQzOazhJ7+j1gfUfL9JPjlVetg7sF/V0gSEYfRo0ZqST1IImd3pKiU937Zx4crUykqrQCgQ6g3U27oQq/ogLO/cM078N1j1s97jYWrXwSzwxf8F5FGpN7PYmvoFJBEzi//WBnv/7qf93/dR2GJNSgN69GCSUM6EOjlduYXJX8A34wHDBj0PPQbf+kKFpFGTwHJzhSQRGour7iMF7/fwX/XpAPg4+7M//2xAyN6R+F0pttuJ3uSXL3h4fXgVf3RQyIitVHvp/mLSNPh38yVaTd144s/96VzuA+FJRVM/morN/77Vzal51d/Qc+7rUsBlB2FpX+/5PWKiCggicgl0yPKn/kP9uev13fG292ZzQcKuPHfv/LW8j1VlwUwm2GwdfYq6z+ErG2OKVhEmiwFJBG5pJzMJkb3jebHRwdwfWw4FgOm/W8HD8/ZyLGyilMNWyZCp6FgWOD7p7Q+kohcUgpIIuIQQd5uvHZbHFOGdsbZbOKbTYcY9uZK0nOPnWqU9Ffr9P+9y2DX9w6rVUSaHgUkEXEYk8nEnxKj+WRsHwK9XNmeUch1b/zCL7sPWxsExECfB6yf//AXqCx3XLEi0qQoIImIw/WOCeCbh/oT28KX/GPljJq1mrd/OjEu6bJHwTMQjuyGdbMcXaqINBEKSCJSL4T5ejD3vkRuiW+BxYCp3+3g1UW7wN0XrnjK2mjZNDie59hCRaRJUEASkXrD3cWJF2/uxuRrOwHw+o8pLNyaCT1GQ1BHazha/qKDqxSRpkABSUTqFZPJxN39Y7irXwwAj366kZQjx63PZgNY8zYcTnFghSLSFCggiUi99NSQDvRpFUBxWSX3fphMYYs/QJtBYKmAZVMdXZ6INHIKSCJSLzk7mZkxogfhvu7sPVzMhDkbsfzhcevB3YugsuLcJxARuQgKSCJSbzX3cuOtP/XE1dnMkh3ZvLbDC9x8oLQQMjc5ujwRacQUkESkXuvawpdpN3YF4LUf95ETEG89sP8XB1YlIo2dApKI1HvD4ltwZ99oAN4/FGndue9nxxUkIo2eApKINAhPX9OR3jEBLC/rYN2RtlIra4uI3SggiUiD4OJk5vXburPL1JJ8oxmUFcGhjY4uS0QaKQUkEWkwQn3dGdQ5jNWWjtYd+39ybEEi0mgpIIlIg3JHQktWWqwrbVfsUUASEftQQBKRBiWxdXPSfU7MZEtfBRVlji1IRBolBSQRaVBMJhOJif05YnjjXFmCcXCdo0sSkUZIAUlEGpybe0ax1rDeZsvYtMjB1YhIY6SAJCINjp+nK8XhfQEo3rHUwdWISGOkgCQiDVLHvtcAEFW8lfzCQgdXIyKNjQKSiDRIHbvEk2vyx81Uzq/LFjq6HBFpZBSQRKRBMpnNFIb2AeDwlsVYLIaDKxKRxkQBSUQarLDYQQB0KN3Eyr1HHFyNiDQmCkgi0mC5tR0AQHfTbuau2OnYYkSkUVFAEpGGK6AV5c1CcTVVkrfzF7IKSxxdkYg0EgpIItJwmUy4tL4cgATTNuauTXdwQSLSWCggiUjDFn0ZAInm3/jvmjQN1haROqGAJCINW4w1IHUz7aWgIJ/so6UOLkhEGgMFJBFp2PyjwTcKF1Mlvcw72X+k2NEViUgjoIAkIg1fzKnbbPsPKyCJyMVTQBKRhu/EOKQ+5m3sP3LMwcWISGPg8IA0Y8YMoqOjcXd3JyEhgTVr1pyzfX5+PuPGjSMsLAw3NzfatWvHd999Zzv+3HPPYTKZqmwdOnSoco6SkhLGjRtH8+bN8fLyYtiwYWRlZdnl+kTkEojuD0BX0z4O5uQ5uBgRaQwcGpDmzp3LxIkTefbZZ1m/fj2xsbEMHjyY7OzsM7YvKytj0KBB7N+/n3nz5rFz507eeecdIiIiqrTr3LkzGRkZtu2XX36pcnzChAl88803fPbZZyxfvpxDhw5x00032e06RcTOfFtQaXbFyWRw9PABR1cjIo2AsyPf/JVXXmHs2LGMGTMGgJkzZ7JgwQJmzZrFk08+Wa39rFmzyM3NZcWKFbi4uAAQHR1drZ2zszOhoaFnfM+CggLee+89PvnkE6688koA3n//fTp27MiqVavo06dPHV2diFwyJhMWrzCcClMpzz+IYRiYTCZHVyUiDZjDepDKyspITk4mKSnpVDFmM0lJSaxcufKMr5k/fz6JiYmMGzeOkJAQunTpwtSpU6msrKzSbvfu3YSHh9OqVStGjhxJWlqa7VhycjLl5eVV3rdDhw5ERUWd9X0BSktLKSwsrLKJSP3h5BsGgG/FEXI01V9ELpLDAtLhw4eprKwkJCSkyv6QkBAyMzPP+Jq9e/cyb948Kisr+e6775g8eTIvv/wyf/vb32xtEhISmD17NgsXLuTNN99k3759XHbZZRw9ehSAzMxMXF1d8fPzq/H7AkybNg1fX1/bFhkZWcsrFxF7MPtYA1KIKU8DtUXkojl8kPaFsFgsBAcH8/bbbxMfH8/w4cN5+umnmTlzpq3N1VdfzS233EK3bt0YPHgw3333Hfn5+Xz66acX9d6TJk2ioKDAtqWn65EGIvWK98mAlK+1kETkojlsDFJgYCBOTk7VZo9lZWWddfxQWFgYLi4uODk52fZ17NiRzMxMysrKcHV1rfYaPz8/2rVrR0pKCgChoaGUlZWRn59fpRfpXO8L4Obmhpub24VcoohcSt7W/3+DTXmkaC0kEblIDutBcnV1JT4+niVLltj2WSwWlixZQmJi4hlf069fP1JSUrBYLLZ9u3btIiws7IzhCKCoqIg9e/YQFmb912V8fDwuLi5V3nfnzp2kpaWd9X1FpAE42YNEHqm6xSYiF8mht9gmTpzIO++8wwcffMD27dt54IEHKC4uts1qGzVqFJMmTbK1f+CBB8jNzWX8+PHs2rWLBQsWMHXqVMaNG2dr89hjj7F8+XL279/PihUruPHGG3FycuL2228HwNfXl7vvvpuJEyeydOlSkpOTGTNmDImJiZrBJtKQnehBso5BUg+SiFwch07zHz58ODk5OTzzzDNkZmYSFxfHwoULbQO309LSMJtPZbjIyEi+//57JkyYQLdu3YiIiGD8+PE88cQTtjYHDhzg9ttv58iRIwQFBdG/f39WrVpFUFCQrc2rr76K2Wxm2LBhlJaWMnjwYP79739fugsXkbp3ogcp2GTtQdJUfxG5GCbDMAxHF9EQFRYW4uvrS0FBAT4+Po4uR0RKj8K0FgB0KpnF8qevJchb4wZFpKqa/v1uULPYRETOys0bXL2Ak71Ius0mIrWngCQijcfJcUjkay0kEbkoCkgi0nh4n1osUj1IInIxFJBEpPH43VpI+7QWkohcBAUkEWk8fjfVX2shicjFUEASkcbD+/fPYytGk3RFpLYUkESk8fhdD9LRkgryjpU7uCARaagUkESk8TjRgxTuVACgcUgiUmsKSCLSeJzoQQoiFzA0k01Eak0BSUQaDy9rQHI3SvHmuNZCEpFaU0ASkcbD1RPcfQGtpi0iF0cBSUQal9/PZNMYJBGpJQUkEWlcbI8bydMtNhGpNQUkEWlcfteDVHC8nPxjZQ4uSEQaIgUkEWlcTvQgxbgdBVAvkojUigKSiDQuJ3qQWrpa10LSOCQRqQ0FJBFpXE70IIWa8wHYr5lsIlILCkgi0ric6EEKsOQC6KG1IlIrCkgi0ric6EHyKssBDD1uRERqxdnRBYiI1CmvEADMlnL8KCL1iKuDCxKRhkg9SCLSuDi7gWdzwDrVP+9YOQXHyh1clIg0NApIItL4nBiH1N6zCIDUXN1mE5ELo4AkIo3PiXFIHZpZB2hrHJKIXCgFJBFpfE4uFuleCGgmm4hcOAUkEWl8Ttxia+F8YrFIrYUkIhdIAUlEGp8TPUhBhtZCEpHaUUASkcbnRA+ST8VhQI8bEZELp4AkIo3PiR4k95JsAI4Ul1FYoqn+IlJzCkgi0vic6EEyF2UT3My6Hm6abrOJyAVQQBKRxqdZMGACo5LYAGvP0Z6cIsfWJCINigKSiDQ+Ts7gFQxAF5/jAOzN0TgkEak5BSQRaZxOjENq38zac6QeJBG5EApIItI4nRiH1NLVuljkHvUgicgFUEASkcbpRA9SmCkfgL05RVgshgMLEpGGRAFJRBon21pIR3B1MlNaYeFg/nEHFyUiDYUCkog0Tid6kMxFmUQHegKwVwtGikgNOTwgzZgxg+joaNzd3UlISGDNmjXnbJ+fn8+4ceMICwvDzc2Ndu3a8d1339mOT5s2jV69euHt7U1wcDA33HADO3furHKOAQMGYDKZqmz333+/Xa5PRBzkRA8SRzNoHeQFwJ5sDdQWkZqpVUD64IMPWLBgge3rxx9/HD8/P/r27UtqamqNzzN37lwmTpzIs88+y/r164mNjWXw4MFkZ2efsX1ZWRmDBg1i//79zJs3j507d/LOO+8QERFha7N8+XLGjRvHqlWrWLRoEeXl5Vx11VUUF1f9l+PYsWPJyMiwbS+++OIFfhdEpF470YPE0cxTAUkz2USkhpxr86KpU6fy5ptvArBy5UpmzJjBq6++yrfffsuECRP44osvanSeV155hbFjxzJmzBgAZs6cyYIFC5g1axZPPvlktfazZs0iNzeXFStW4OLiAkB0dHSVNgsXLqzy9ezZswkODiY5OZk//OEPtv2enp6EhobW+JpFpIHxDrd+LM6hTaAroIAkIjVXqx6k9PR02rRpA8BXX33FsGHDuPfee5k2bRo///xzjc5RVlZGcnIySUlJp4oxm0lKSmLlypVnfM38+fNJTExk3LhxhISE0KVLF6ZOnUplZeVZ36egoACAgICAKvs//vhjAgMD6dKlC5MmTeLYsXM/hqC0tJTCwsIqm4jUY57NwewMGLT3KgE01V9Eaq5WAcnLy4sjR44A8MMPPzBo0CAA3N3dOX68ZrNEDh8+TGVlJSEhIVX2h4SEkJmZecbX7N27l3nz5lFZWcl3333H5MmTefnll/nb3/52xvYWi4VHHnmEfv360aVLF9v+ESNG8NFHH7F06VImTZrEf/7zH+64445z1jtt2jR8fX1tW2RkZI2uU0QcxGwGL2sv8cm1kHKOllJwXA+tFZHzq9UttkGDBnHPPffQvXt3du3axZAhQwDYtm1btVtedclisRAcHMzbb7+Nk5MT8fHxHDx4kJdeeolnn322Wvtx48axdetWfvnllyr77733XtvnXbt2JSwsjIEDB7Jnzx5at259xveeNGkSEydOtH1dWFiokCRS33mHQuEBPEtyCPXxILOwhL05RXSP8nd0ZSJSz9WqB2nGjBkkJiaSk5PD559/TvPmzQFITk7m9ttvr9E5AgMDcXJyIisrq8r+rKyss44NCgsLo127djg5Odn2dezYkczMTMrKyqq0ffDBB/n2229ZunQpLVq0OGctCQkJAKSkpJy1jZubGz4+PlU2EannbAO1M2gd3AzQbTYRqZla9SD5+fnxxhtvVNv/17/+tcbncHV1JT4+niVLlnDDDTcA1h6iJUuW8OCDD57xNf369eOTTz7BYrFgNluz3a5duwgLC8PV1ToI0zAMHnroIb788kuWLVtGTEzMeWvZuHEjYA1gItKI2Kb6Z9IqMJFfU45ooLaI1EitepAWLlxY5bbVjBkziIuLY8SIEeTl5dX4PBMnTuSdd97hgw8+YPv27TzwwAMUFxfbZrWNGjWKSZMm2do/8MAD5ObmMn78eHbt2sWCBQuYOnUq48aNs7UZN24cH330EZ988gne3t5kZmaSmZlpGxu1Z88epkyZQnJyMvv372f+/PmMGjWKP/zhD3Tr1q023w4Rqa+qTPU/0YOktZBEpAZqFZD+7//+zzaLa8uWLTz66KMMGTKEffv2VRmncz7Dhw/nn//8J8888wxxcXFs3LiRhQsX2gZup6WlkZGRYWsfGRnJ999/z9q1a+nWrRsPP/ww48ePr7IkwJtvvklBQQEDBgwgLCzMts2dOxew9lwtXryYq666ig4dOvDoo48ybNgwvvnmm9p8K0SkPvv9YpHBWgtJRGrOZBjGBT+90cvLi61btxIdHc1zzz3H1q1bmTdvHuvXr2fIkCFnnYXWmBQWFuLr60tBQYHGI4nUVylL4KObILgzh0Ysoe8LP+JsNrF9yh9xcXL4gwRExAFq+ve7Vr8hXF1dbesGneyNAetaQ1ofSETqjd/1IIX6uOPp6kSFxSAt99zrnomI1GqQdv/+/Zk4cSL9+vVjzZo1tttXu3btOu+MMRGRS+bkGKTjuZgtZbQKasbWg4XsyS6yPX5ERORMatWD9MYbb+Ds7My8efN48803bc9C+9///scf//jHOi1QRKTWPPzByc36eZVnsmmqv4icW616kKKiovj222+r7X/11VcvuiARkTpjMll7kfJTrQO1g6xrtmmgtoicT60CEkBlZSVfffUV27dvB6Bz585cf/31VRZxFBFxuMB21oC0/Rtah1nXWFNAEpHzqdUttpSUFDp27MioUaP44osv+OKLL7jjjjvo3Lkze/bsqesaRURqr/eJRwute5+2PtYV9/dkF1GLCbwi0oTUKiA9/PDDtG7dmvT0dNavX8/69etJS0sjJiaGhx9+uK5rFBGpvbaDIKQrlBcTs/e/mExQWFLB4aKy879WRJqsWgWk5cuX8+KLLxIQEGDb17x5c1544QWWL19eZ8WJiFw0kwn6PwKAy9q3aOtn/bWn22wici61Ckhubm4cPXq02v6ioiLbM9FEROqNTjeAfzQcz+VOd+s/4hSQRORcahWQrr32Wu69915Wr16NYRgYhsGqVau4//77uf766+u6RhGRi+PkDP3GA3Bt0ee4UMGebE31F5Gzq1VAev3112ndujWJiYm4u7vj7u5O3759adOmDdOnT6/jEkVE6kDsCPAKwac8m6FOv7L3sHqQROTsajXN38/Pj6+//pqUlBTbNP+OHTvSpk2bOi1ORKTOuLhD4jhY9Az3O33DXdlXOboiEanHahyQJk6ceM7jS5cutX3+yiuv1L4iERF7iR+D5aeXaVN6iE6FP1NSfgXuLlq7TUSqq3FA2rBhQ43amUymWhcjImJX7j6Yeo+Fn//J/U7z2ZczkY7hvo6uSkTqoRoHpN/3EImINFSmPg9Q+vO/iDPvZeVviyF8mKNLEpF6qFaDtEVEGqxmgawNuAaAiC0zHVyMiNRXCkgi0uTsb38X5YYTUQVr4GCyo8sRkXpIAUlEmpyQyHbMt/S1frF0qmOLEZF6SQFJRJqc1kHNeL3iRsoNJ0hZDHv1iCQRqUoBSUSanMgATw6Zw/i4cqB1x6JnwGJxbFEiUq8oIIlIk+PiZKZl82b8q+JGKpybQcZG2PaFo8sSkXpEAUlEmqTWQc04gi+bW95p3bHkeagodWhNIlJ/KCCJSJPUPsQbgLfKBoNXKOSnwrpZDq5KROoLBSQRaZJu7NECkwm+311EdvwE687lL0JJgWMLE5F6QQFJRJqkmMBmDOwQAsDreQkQ2A6O58Kvrzm4MhGpDxSQRKTJuueyGADmbcjkaP+/WHeu/DcUHnJgVSJSHyggiUiTlRATQJcIH0rKLXxwpCNE9oGK41o8UkQUkESk6TKZTNzd39qL9MGqNMqufNZ6YOPHkL3DgZWJiKMpIIlIk3ZN13BCfNzIOVrKN7lR0OFaMCzw/VNgGI4uT0QcRAFJRJo0V2czo/tGA/DuL/swkp4DJ1fYswQ2/MehtYmI4yggiUiTN6J3FB4uTmzPKGRlvj9ceWLA9sJJkJfq2OJExCEUkESkyfPzdOXm+BYAvPfLPkh80Dpgu6wIvh6n57SJNEEKSCIiwJh+0ZhMsGRHNnuOHIcb/g0unrD/Z1jztqPLE5FLTAFJRARoFeRlWzhy1i/7oHlruGqK9eDiZ+HwbgdWJyKXmgKSiMgJJ6f8f77+AHnFZdDzbmh1BVSUwJf3Q2WFgysUkUtFAUlE5IQ+rQLoHG5dOPKTNWlgMsHQN8DNFw6ug1+nO7pEEblEHB6QZsyYQXR0NO7u7iQkJLBmzZpzts/Pz2fcuHGEhYXh5uZGu3bt+O677y7onCUlJYwbN47mzZvj5eXFsGHDyMrKqvNrE5GGxWQy2R4/8u7Peyk4Xg6+LeDqf1gbLHsBMrc4sEIRuVQcGpDmzp3LxIkTefbZZ1m/fj2xsbEMHjyY7OzsM7YvKytj0KBB7N+/n3nz5rFz507eeecdIiIiLuicEyZM4JtvvuGzzz5j+fLlHDp0iJtuusnu1ysi9d913cJpG+xF3rFy/rXkxLij2NusC0hayuGL+6Cs2LFFiojdmQzDcUvFJiQk0KtXL9544w0ALBYLkZGRPPTQQzz55JPV2s+cOZOXXnqJHTt24OLiUqtzFhQUEBQUxCeffMLNN98MwI4dO+jYsSMrV66kT58+Naq9sLAQX19fCgoK8PHxqc3li0g9tXxXDqNnrcHZbOKHCX+gVZAXFOXAv/vAscPQ/hoY/h8wOzm6VBG5QDX9++2wHqSysjKSk5NJSko6VYzZTFJSEitXrjzja+bPn09iYiLjxo0jJCSELl26MHXqVCorK2t8zuTkZMrLy6u06dChA1FRUWd9X4DS0lIKCwurbCLSOF3eLogr2gdRYTGY+t2JZ7J5BcFtH1tX2d65ABY949giRcSuHBaQDh8+TGVlJSEhIVX2h4SEkJmZecbX7N27l3nz5lFZWcl3333H5MmTefnll/nb3/5W43NmZmbi6uqKn59fjd8XYNq0afj6+tq2yMjIC71kEWlAnr6mE05mE4u3Z/HL7sPWnVF94IY3rZ+vfAPWvOO4AkXErhw+SPtCWCwWgoODefvtt4mPj2f48OE8/fTTzJw50+7vPWnSJAoKCmxbenq63d9TRBynTbAXf+rTEoAp3/5GReWJ1bS73gxXTrZ+/r/HYdcPDqpQROzJYQEpMDAQJyenarPHsrKyCA0NPeNrwsLCaNeuHU5Op+77d+zYkczMTMrKymp0ztDQUMrKysjPz6/x+wK4ubnh4+NTZRORxu2RpLb4eriwM+soc9f97h9Flz0KcXeAYYF5YzSzTaQRclhAcnV1JT4+niVLltj2WSwWlixZQmJi4hlf069fP1JSUrD87rlIu3btIiwsDFdX1xqdMz4+HhcXlyptdu7cSVpa2lnfV0SaJj9PVyYktQXg5R92UVhSbj1gMsG1r0LMH6zPa/v4Vig85MBKRaSuOfQW28SJE3nnnXf44IMP2L59Ow888ADFxcWMGTMGgFGjRjFp0iRb+wceeIDc3FzGjx/Prl27WLBgAVOnTmXcuHE1Pqevry933303EydOZOnSpSQnJzNmzBgSExNrPINNRJqOkX1a0jqoGbnFZbzxY8qpA86ucOt/ILA9HD0EnwyH0iLHFSoidcrZkW8+fPhwcnJyeOaZZ8jMzCQuLo6FCxfaBlmnpaVhNp/KcJGRkXz//fdMmDCBbt26ERERwfjx43niiSdqfE6AV199FbPZzLBhwygtLWXw4MH8+9//vnQXLiINhouTmb9c24kx76/l/V/3MaJ3FNGBzawHPfxg5KfwbhJkboZvJ8BNb1t7mESkQXPoOkgNmdZBEmlaRs9aw/JdOQzqFMI7o3pWPZi6EmZfA0YlXPcaxN/pkBpF5Pzq/TpIIiINyV+u6YiT2cSi37JY9NtpjyZqmQgDT8xs++5xyNh86QsUkTqlgCQiUgNtQ7xtz2l7+sst1ue0/V7f8dB2MFSWwmejoUSLyYo0ZApIIiI1NCGpHa0Cm5F9tJS/L/it6kGzGW6cCT4tIHcvzH8INIJBpMFSQBIRqSF3FydevLkbJhN8uu4AP+/OqdrAMwBumQ1mZ/jtK1j7riPKFJE6oIAkInIBekYHMDoxGoAnP99CcWlF1QaRvWDQ89bPv38KDm24tAWKSJ1QQBIRuUD/N7g9Lfw9OJh/nBcX7qjeoM+focO1UFkGn46G4/mXvEYRuTgKSCIiF6iZmzMv3NQNgA9WprJmX27VBiYTDH0D/KIgPxW+GAuWSgdUKiK1pYAkIlIL/dsGcluvSACe+HwzJeWnBSAPf7j1Q3B2h90/wA+THVCliNSWApKISC09dU1HQnzc2He4mFcX7areILw73PCm9fNVMyB59iWtT0RqTwFJRKSWfNxdmHpjVwDe+XkvG9LyqjfqchMMeMr6+YJHYd9Pl7BCEaktBSQRkYswsGMIN8SFYzHg0U83cbzsDGONLn8cugwDSwXM/RMc2XPpCxWRC6KAJCJykf56fRdCfNzYe7iYf5xpVpvJBENnQERPKMmHT4ZrZptIPaeAJCJykXw9XfjHMOusttkr9rMi5XD1Ri4ecNsn1pW2j+yGz+6Eyorq7USkXlBAEhGpAwPaBzMiIQqA/5u3mcKS8uqNvEPg9v+CSzPYuxQWTASL5RJXKiI1oYAkIlJHnh7SkagATw7mH2fKN7+duVFYNxj2DmCC9R/AggkKSSL1kAKSiEgdaebmzD9vicVkgs+SD7Dot6wzN+xwDdzwb8Bknfo//0EtJClSzyggiYjUod4xAdx7WSsAJn2xmSNFpWduGDcCbnoHTGbY+DF8eb/GJInUIwpIIiJ1bMKgdrQL8eJwURl/+WorhmGcuWG3W+DmWWB2hi2fwhf3QOUZxi6JyCWngCQiUsfcXZx45dY4nM0m/rc1k682Hjx74843wi0fgNkFtn1pnd1WUXbJahWRM1NAEhGxgy4Rvowf2BaAyV9tIz332Nkbd7wWbvsYnNxgx7fw6Z+g4iy35kTkklBAEhGxkwcGtKZnS3+KSisYP2cDFZXnmK3WbrB1CQBnd9i1EOaMhPKSS1esiFShgCQiYifOTmZeHR6Ht5sz69Py+dePKed+QZuBMOJTcPaAlEUw53YoP35pihWRKhSQRETsKDLAk7/d2AWAf/24m7X7c8/9glaXwx3zrItJ7vkRPrkVys5xe05E7EIBSUTEzobGRXBTjwgsBjwyZyMFx88zUy26P9zxObh6wb6frCGptOjSFCsigAKSiMgl8fzQLrZVts859f+klonwpy/B1Rv2/wwf3wKlRy9NsSKigCQicil4uTnz2m1xOJlNfLPpEF+sP8fU/5Mie8Oor8DNF9JWwEfDoKTA7rWKiAKSiMgl0z3KnwlJ1qn/z3y9ldQjxed/UYue1pDk7gvpq2HWH6HggH0LFREFJBGRS+mBAW3oHRNAcVklD36ygeNlNXgGW0QPGP0teIVC9m/w7iDI3Gr/YkWaMAUkEZFLyMls4tXhcfh7urDlYAGPzN1ApeU845EAwrrBPYsgsD0cPQTvXw17l9m9XpGmSgFJROQSi/Dz4J1RPXF1MvP9tixe+N/2mr3QLwru/h5a9oPSQuuYpE1z7FusSBOlgCQi4gA9owN46ZZuALzz8z7+syq1Zi/08LfObut8E1gq4Mv74Kd/wvlmxYnIBVFAEhFxkKFxETx2VTsAnpu/jWU7s2v2Qmc3GPYe9H3Y+vWPU+DrcVp1W6QOKSCJiDjQuCvacHN8CyotBg9+soHtGYU1e6HZDFdNgatfBJMZNn4MswZDfpp9CxZpIhSQREQcyGQyMfXGriS2ak5RaQV3zV5LVuEFPKQ24T644wvwCICMTfDW5bBnqf0KFmkiFJBERBzM1dnMzDviaR3UjIyCEu7+YC0l5TWY/n9S6yvgvuUQFgvHc+Gjm+CXVzUuSeQiKCCJiNQDvp4uvH9nb5o3c2XrwUKmfPvbhZ3ALwru+h7iRoJhgcXPwaej9HgSkVpSQBIRqSeimnsy/bY4TCb4eHUaCzZnXNgJXDxg6Ay45hUwu8D2+fBuEuSn26dgkUasXgSkGTNmEB0djbu7OwkJCaxZs+asbWfPno3JZKqyubu7V2lz+vGT20svvWRrEx0dXe34Cy+8YLdrFBGpicvaBvHA5a0BePLzzaTnHruwE5hM0OtuGPM/68rbOTusISljsx2qFWm8HB6Q5s6dy8SJE3n22WdZv349sbGxDB48mOzss0939fHxISMjw7alplZdP+T3xzIyMpg1axYmk4lhw4ZVaff8889XaffQQw/Z5RpFRC7ExEHtiG/pz9HSCh787wbKKiwXfpLIXnDPYgjqCEWZ1pW3UxbXfbEijZTDA9Irr7zC2LFjGTNmDJ06dWLmzJl4enoya9ass77GZDIRGhpq20JCQqoc//2x0NBQvv76a6644gpatWpVpZ23t3eVds2aNTvre5aWllJYWFhlExGxB2cnM6/f3h1fDxc2pefzzx921u5EfpFw10KIvgzKiuDjW2HDR3VbrEgj5dCAVFZWRnJyMklJSbZ9ZrOZpKQkVq5cedbXFRUV0bJlSyIjIxk6dCjbtm07a9usrCwWLFjA3XffXe3YCy+8QPPmzenevTsvvfQSFRUVZz3PtGnT8PX1tW2RkZE1vEoRkQsX4efBizdbV9p++6e9LK3pIpKn8/CDOz6HrreCUWldUHLpNM1wEzkPhwakw4cPU1lZWa0HKCQkhMzMzDO+pn379syaNYuvv/6ajz76CIvFQt++fTlw4MAZ23/wwQd4e3tz0003Vdn/8MMPM2fOHJYuXcp9993H1KlTefzxx89a66RJkygoKLBt6eka9Cgi9jW4cyh39o0G4NFPN13Y+ki/5+wGN70N/Sdav17+Anz9IFSU1U2hIo2Qs6MLuFCJiYkkJibavu7bty8dO3bkrbfeYsqUKdXaz5o1i5EjR1YbyD1x4kTb5926dcPV1ZX77ruPadOm4ebmVu08bm5uZ9wvImJPT17dgTX7cvkto5BH5mzko3sScDKbLvxEJhMkPWu97bbgUdj4ERxJgeH/Aa/gui9cpIFzaA9SYGAgTk5OZGVlVdmflZVFaGhojc7h4uJC9+7dSUlJqXbs559/ZufOndxzzz3nPU9CQgIVFRXs37+/Ru8rInIpuLs48caI7ni6OrFy7xFe+N/2izthz7tgxKfg5gvpq+DtAXBwfZ3UKtKYODQgubq6Eh8fz5IlS2z7LBYLS5YsqdJLdC6VlZVs2bKFsLCwasfee+894uPjiY2NPe95Nm7ciNlsJjhY/5ISkfqlVZAX/xhmHY/0zs/7+GT1RT5vre0gGLsEmreFwoPWGW6b5tZBpSKNh8NnsU2cOJF33nmHDz74gO3bt/PAAw9QXFzMmDFjABg1ahSTJk2ytX/++ef54Ycf2Lt3L+vXr+eOO+4gNTW1Wi9RYWEhn3322Rl7j1auXMn06dPZtGkTe/fu5eOPP2bChAnccccd+Pv72/eCRURq4brYcCYOagfA5K+38tOunIs7YWBba0hqOxgqSuDLe+GHv4DlAh5xItKIOXwM0vDhw8nJyeGZZ54hMzOTuLg4Fi5caBu4nZaWhtl8Ksfl5eUxduxYMjMz8ff3Jz4+nhUrVtCpU6cq550zZw6GYXD77bdXe083NzfmzJnDc889R2lpKTExMUyYMKHKuCQRkfrmoSvbsP9wMV9sOMi4j9cz74G+tA/1rv0J3X3h9v/C0r/Dzy/Din9B1jbrStwBMXVXuEgDZDIMzfWsjcLCQnx9fSkoKMDHx8fR5YhIE1FaUcmf3lvDmn25RPh58NW4fgR518EEkq1fWJcAKD8GJjN0vB76PQwR8Rd/bpF6pKZ/vx1+i01ERGrOzdmJt+6IJ7q5JwfzjzP2w3WUlNfBbbEuN8Hdi6D1QOvDbn/7Ct65Et6/BnYuBEstVvMWacAUkEREGhj/Zq7MurMXfp4ubEzPZ+KnG7FY6uBmQGgX+NMXcP+vEHs7mJ0h9Rf473D4dx/YNEdjlKTJUEASEWmAWgV5MfOOeFycTHy3JZMpC36jzkZMhHaBG2fC+M3Q92Fw84HDO+HL+6xBaevn6lGSRk9jkGpJY5BEpD74PPkAj362CYDRiS157vrOmEy1WEjyXEoKYO17sOJ1OJ5n3RfcGa6YBB2utS5CKdJA1PTvtwJSLSkgiUh98d81aTz15RYMA0YkRPG3oV0w12a17fMpKYRVb8LKN6D0xAO7w2LhD49Duz+Ck8MnRouclwKSnSkgiUh98tm6dB7/fDOGAbfEt+CFYd1q90iSmjieByvegNUzoazIus87HHqMsm6+EfZ5X5E6oIBkZwpIIlLffLXhoHXAtgE3do/gpZu74exkx6GmxUdg5b9g/Ydw7Ih1n8ls7U3qeRe0vhLMTvZ7f5FaUECyMwUkEamPvt18iPFzNlJpMbguNpxXbo3FxZ4hCaCiFLZ/A+vet856O8mvJfSfAHEjwdnVvjWI1JACkp0pIIlIfbVwayYP/Xc95ZUGgzqF8Ppt3fFwvUQ9OTk7IXk2bPzYOrgbwDfSGpS63wHOdbCopchFUECyMwUkEanPlmzP4oGP1lNWaaFrhC/vju5JiI/7pSug7Bis/wB+mQ5FmdZ9PhEngtKfwOUS1iLyOwpIdqaAJCL13dr9udz3n2Ryi8sI9XHn3dE96RLhe2mLKD9uHaP0y6twNMO6zzsM4kZA11sguOOlrUeaPAUkO1NAEpGGIO3IMcbMXsOenGI8XJx47bY4ruoceukLKS+BDf+xBqXCg6f2h3SBrjdDl2HgF3Xp65ImRwHJzhSQRKShKDhezoOfrOfn3YcxmWDS1R0Ye1mrul9QsiYqSmHHt7BlHuxeBJbyU8eiEqHzTdDpevB2QIiTJkEByc4UkESkISmvtPDc/G18vDoNgOE9I/nr0M64uzhwGv6xXNg+3xqW9v8CnPxzZIKoPtDpBmtY8gl3XI3S6Cgg2ZkCkog0NIZhMHvFfqZ8+xsWAzqH+zBjRA+iA5s5ujQoPARbv4DfvoIDa6sei0ywrq0U2RvCu4NrPahXGiwFJDtTQBKRhmr5rhwmzN1IbnEZXm7OTLupK9fF1qNemoID8Nt8a1hKX131mMkJQjpbw1KLXtaeJv9oR1QpDZQCkp0pIIlIQ5ZZUMLD/93Amv25AIxMiGLytZ0ce8vtTAoPWReh3P+LtWfp5Ey43wvvDl1vtQ709g659DVKg6KAZGcKSCLS0FVUWnh18S5mLN0DQMcwH2aM6E6rIC8HV3YOBQfhwBo4sA7S18DBZDAqrcdMZoi5HLrdCh2uBXf9bpbqFJDsTAFJRBqL5btymDh3I0eKy2jm6sSkIR0Z0TsKs70edluXinJg25ew5dOqY5ec3Kw9SxHxENHDuvnHgCNm7km9ooBkZwpIItKYZBVab7mt3me95dYr2p9pN3WlTbC3gyu7ALl7rTPiNn8KR3ZXP+7hD+E9rAtUdhsOZjs/o07qJQUkO1NAEpHGptJi8MGK/fzzh50cK6vExcnEnwe04c9XtMbNuZ6NTToXw4AjKdbbbweT4eB6yNwMlWWn2rToBUNesvYySZOigGRnCkgi0lgdyDvG5K+2snRnDgBtgr2YdlNXekUHOLiyi1BRBtnbYPdi+HU6lBUBJoi/EwY+A54N+Nrkgigg2ZkCkog0ZoZh8O3mDP76zTYOF1l7Xm6Ob8FjV7Un1LeBP2i2MAMWTYYtn1m/9vCHKydbw5JhQNlRKCmE0qNQWgguHhAWp/FLjYQCkp0pIIlIU5B/rIxp3+1g7rp0ANxdzNx7WSvuvbw1Xm7ODq7uIu3/Fb77P2vPElgHdleWnrltmyQY8k8IiLl09YldKCDZmQKSiDQl69Py+PuC7SSn5gEQ6OXGxEHtuLVnC5ydGvBg58oKWPce/Ph3KC04td/ZHdy8wc0HCtKt45ec3eHyxyHxIXB2dVzNclEUkOxMAUlEmhrDMFi4NZMXFu4g9cgxANoGezFpSAeuaB/smIff1pWyYijKAjdfazD6fQA6vBu+nQD7f7Z+HdQRrn0VWiae+VzlJeDsplty9ZQCkp0pIIlIU1VWYeHj1am8tmQ3+cfKAejfJpCnhnSkU3gj/X1oGLB5Lnz/FBw7Yt0XNxL8oqDwoHXF78IM6+cl+eAbBd3vgLgR4Bfp0NKlKgUkO1NAEpGmruB4OTOWpjD71/2UVVowmeCW+BY8elV7Qnwa+EDuszmWC4uegQ3/qeELTND6SujxJ2g/xNqzJA6lgGRnCkgiIlbpucd4YeEOFmy2PifNw8WJ+y9vzdg/xODp2sAHcp9N6gpY9751hptPBPiEn9giwLM57F0K6z88dVsOwCMAOl4HoV0hpAsEdwQPP4ddQlOlgGRnCkgiIlUlp+bytwXb2ZCWD0Cwtxt39Y9hREIUPu4uji3OUXL3woaPYOMnZ37Qrk8LCOlkDUv+0dZbdn7R4NsCXBppL5yDKSDZmQKSiEh1J9dP+sfCHRzIOw6Al5szt/WK5K7+MYT7eTi4QgeprIA9P0Lqr5D9G2T9BoUHzv0ar1Dwbwm+kdZxTL4trGOb/CKt+9zq8UOF6zEFJDtTQBIRObvSikq+3niId37ay+7sIgCczSauiw1n7GWtGu9g7gtxPA+yt0PWNji8C/LTrFteKpQXn//1Lp7g7gvuftaPHic+BrS2LnrpHVKzOkqPgkuzJvNsOgUkO1NAEhE5P4vFYPmuHN76aQ+r9uba9id1DGHCoLZ0Dvd1YHX1lGFYB4Pnp1q3ggOQn25djyk/HQrSoKTg3OdwcrPOouv3sPXW3enKj8NvX0PybEhbaQ1ViX+G2BHg6nnuc1dWgKWiwd4CVECyMwUkEZELs/lAPm//tJfvtmRgOfGX5+ouoTyS1I72od6OLa6hKSm0LjdQUnBiy7d+PJ4H27+BA2ut7UxO0GUY9H8EQjpD9g5rKNr0X+trTucRAL3HQq+x4BV0av/RTEhZDLsXwZ6l1h6uNknQ7VZod/X5Q5XFUrMeKsOwBsG0VdZt4GTro2DqkAKSnSkgiYjUzp6cIl5bvJtvNh/CMKzrKV7bLZzxA9vSJljjai6aYVjHOv38CuxZcmp/YDvrrbyTfKMgfhR0vglSlsDKN6w9VmDtgYq7HTwDYfcPkLn57O/n6m2dndftVoj5AxzPh6wtkHly2wqHd1pvBQa2g8C2Jz6e+LykwBqG0ldB2mo4eujUuUd8Bu2uqsvvjgKSvSkgiYhcnJ2ZR3ltyS6+25IJgNkEQ7qGMfayVsRG+jm2uMbi0Eb45VXr7TQMa49S+6shfgy0vgLMTqfaWiqtvU8rXoeDydXPFd4D2g6CtleBq5f1Yb9bPrWOmzrJxRPKj11czWZnCO0GUX2stwlDOl/c+U7ToALSjBkzeOmll8jMzCQ2NpZ//etf9O7d+4xtZ8+ezZgxY6rsc3Nzo6SkxPb1nXfeyQcffFClzeDBg1m4cKHt69zcXB566CG++eYbzGYzw4YN47XXXsPLq2b/elFAEhGpG9sOFTB98W4W/ZZl29c7JoCxl7ViYIdgzGY9suOiHU6BQ+sh+jLwCTt3W8Ow9uismwWGxRqKWg+sesvt923TV1tXGd/2pfUWH4B/jHW9p5NbcEdrz9Lh3dZerMO7rJ8fSbE+4y6yN0QlQGQfiIg//y27i9BgAtLcuXMZNWoUM2fOJCEhgenTp/PZZ5+xc+dOgoODq7WfPXs248ePZ+fOnbZ9JpOJkJBTo/XvvPNOsrKyeP/992373Nzc8Pc/dR/z6quvJiMjg7feeovy8nLGjBlDr169+OSTT2pUtwKSiEjd2naogPd+3sf8TYeoODFIqVVgM+7qH8OwHi3wcHU6zxnEoSrK4Mhu6xIE7jX8u2ixWO+xXsLn1jWYgJSQkECvXr144403ALBYLERGRvLQQw/x5JNPVms/e/ZsHnnkEfLz8896zjvvvJP8/Hy++uqrMx7fvn07nTp1Yu3atfTs2ROAhQsXMmTIEA4cOEB4eHi115SWllJaWmr7urCwkMjISAUkEZE6lllQwuwV+/lkdSqFJRUA+Hm6MLxXJH/q05IW/vbrXZDGr6YByaGLHpSVlZGcnExSUpJtn9lsJikpiZUrV571dUVFRbRs2ZLIyEiGDh3Ktm3bqrVZtmwZwcHBtG/fngceeIAjR47Yjq1cuRI/Pz9bOAJISkrCbDazevXqM77ntGnT8PX1tW2RkXr4oIiIPYT6uvPk1R1YOWkgz17XicgAD/KPlfPW8r384cWl3PvhOlakHKYejBCRRsyhAenw4cNUVlZWuT0GEBISQmZm5hlf0759e2bNmsXXX3/NRx99hMVioW/fvhw4cGpF0j/+8Y98+OGHLFmyhH/84x8sX76cq6++msrKSgAyMzOr3b5zdnYmICDgrO87adIkCgoKbFt6evrFXLqIiJxHMzdnxvSLYdljV/DOqJ70bxOIxYAffstixLuruerVn/jPqlSKSyscXao0Qg3uKYKJiYkkJibavu7bty8dO3bkrbfeYsqUKQDcdttttuNdu3alW7dutG7dmmXLljFw4MBava+bmxtubnoKs4jIpeZkNjGoUwiDOoWQkn2UD1ak8vn6A+zOLmLyV1v5x/92MKxHBH9KbEmbYK2nJHXDoT1IgYGBODk5kZWVVWV/VlYWoaGhNTqHi4sL3bt3JyUl5axtWrVqRWBgoK1NaGgo2dnZVdpUVFSQm5tb4/cVEZFLr02wN1Nu6MKqpwbyzLWdiAlsRlFpBR+sTCXplZ8Y8c4qFm7NoKLS4uhSpYFzaEBydXUlPj6eJUtOLWRlsVhYsmRJlV6ic6msrGTLli2EhZ192uKBAwc4cuSIrU1iYiL5+fkkJ59a5+HHH3/EYrGQkJBQy6sREZFLxcfdhbv6x7Bk4uX85+7eDOoUgtkEK/Yc4f6P1tP/H0t548fdHC4qPf/JRM7A4bPY5s6dy+jRo3nrrbfo3bs306dP59NPP2XHjh2EhIQwatQoIiIimDZtGgDPP/88ffr0oU2bNuTn5/PSSy/x1VdfkZycTKdOnSgqKuKvf/0rw4YNIzQ0lD179vD4449z9OhRtmzZYrtNdvXVV5OVlcXMmTNt0/x79uypaf4iIg3UgbxjfLI6jblr0zlSXAaAq5OZa2PDuLNvNN1a+Dm2QKkXavr32+FjkIYPH05OTg7PPPMMmZmZxMXFsXDhQtvA7bS0NMy/e35LXl4eY8eOJTMzE39/f+Lj41mxYgWdOnUCwMnJic2bN/PBBx+Qn59PeHg4V111FVOmTKkyhujjjz/mwQcfZODAgbaFIl9//fVLe/EiIlJnWvh78vgfOzA+qS0LNmfwwcpUNqXn88X6g3yx/iDdo/y4s280gzuH4u6iNZXk3Bzeg9RQqQdJRKT+25CWxwcr9rNgSwblldY/dy5OJjqG+dA90o/uUf50j/IjKsAT0yVcrFAcp8EsFNlQKSCJiDQc2UdLmLMmnTlr0jhUUFLteEAzVxJiArg+NpwrOgSrh6kRU0CyMwUkEZGGxzAMDuYfZ0NavnVLz2PbwULKfjfrzcvNmcGdQxkaF07f1s1xdnLofCapYwpIdqaAJCLSOJRWVLL1YCGLfsti/saDVXqYAr1cGdI1jCs7BNOnVXP1LDUCCkh2poAkItL4WCwGyWl5fL3xIAs2Z5B3rNx2zN3FTJ9WzRnQLogB7YOJDmzmwEqlthSQ7EwBSUSkcSuvtPDz7hx+2JbFsp05ZBZWHbsU3dyTwV1Cua5bOJ3DfTTIu4FQQLIzBSQRkabDMAx2Zh1l2c4clu3MZt3+PCosp/58Rjf35JpuYVzbLZwOod4KS/WYApKdKSCJiDRdR0vKWb4rhwWbM/hxRzalFacGebcOasYV7YOJb+lPj5b+hPi4O7BSOZ0Ckp0pIImICEBxaQWLt2exYHMGy3blUFZR9TlwEX4e9GjpT48oP3q2DKBTuA9OZvUwOYoCkp0pIImIyOmOlpTz445s1u7PZX1qPjsyC7Gc9lfW18OFPq0C6Ns6kL6tm9Mm2Eu35C4hBSQ7U0ASEZHzKSqtYHN6PuvT8khOzWPd/jyOllZUaRPo5Ub/Ns25tls4l7cPwkXrLtmVApKdKSCJiMiFqqi0sOVgASv2HGHlniOs3Z9bZfxSQDNXrusWxg3dI4iL9FPPkh0oINmZApKIiFyskvJKNqTlWxep3HSIw0WltmMxgc24IS6CAe2D6BzuoxW964gCkp0pIImISF2qqLTwS8phvtpwkO+3ZXG8vNJ2zNPVie4nBnn3ig6ge5QfzdycHVhtw6WAZGcKSCIiYi9FpRX8sC2T77ZksHZ/HgXHy6scdzKb6BLuQ59WzenTujk9W/rj7e7ioGobFgUkO1NAEhGRS8FiMUjJKWLNvlzW7c9l7f48DuYfr9LGyWyiS4QvfVoF0CemOT2jFZjORgHJzhSQRETEUQ7lH2f1viOs2pPLyr1HSMs9VuW42QSdw31JiAkgoVVzekcH4OupwAQKSHangCQiIvXFwfzjrN5rnRm3el9utcBkMkGHUB96RfvTMzqAXtH+hPl6OKhax1JAsjMFJBERqa8yCo6zZl8uq/bmsmbfEfbkFFdrE+HnQa9of+KjA+gW4Uu7EG88XJ0cUO2lpYBkZwpIIiLSUOQcLWXt/lzW7c9jXWou2w4VUnnaEt8mE8Q0b0aHMG86hPrQIdSbzhG+hPu6N6r1mBSQ7EwBSUREGqri0go2puezdn8uyal5bM84WmUNpt8L8nYjtoUf3aP8iIv0o2sLX3wa8ABwBSQ7U0ASEZHGJOdoKTszj7Ijs5DtGUfZnlHIrqyjVJylp6ltiBdtgq1b22BvWgU1w9O1/q/NpIBkZwpIIiLS2JWUV7LtUAEb0vLZmG7dDuQdP2v7CD8PogI8iQzwINLfk8jffR7k7VYvbtUpINmZApKIiDRFh4tK2Z5RSEp2Ebuzi0g5seUWl53zdZ6uTsQENqNVkBcxgc1oHdSMVoFetApqdklXBVdAsjMFJBERkVNyi8vYk1NEeu4xDuQdJz33GOl5x0jPPU5GwXEs50gbYb7utAn2onWQF62DvWgTZL11F+jlWue9TgpIdqaAJCIiUjPllRbSco+xN6eYvTlF7DtcbP38cBGHi87e8/T67d25Pja8Tmup6d/v+j+aSkRERBo0FyeztXcoyAsIqXIs/5i152lPdjEpOUXsyS4i5URPVKvAZo4pGAUkERERcSA/T1fiWwYQ3zKgyv6S8kpcnMwOqkoBSUREROohdxfHrurtuGgmIiIiUk8pIImIiIicRgFJRERE5DQKSCIiIiKnUUASEREROY0CkoiIiMhpFJBERERETqOAJCIiInKaehGQZsyYQXR0NO7u7iQkJLBmzZqztp09ezYmk6nK5u7ubjteXl7OE088QdeuXWnWrBnh4eGMGjWKQ4cOVTlPdHR0tfO88MILdrtGERERaTgcHpDmzp3LxIkTefbZZ1m/fj2xsbEMHjyY7Ozss77Gx8eHjIwM25aammo7duzYMdavX8/kyZNZv349X3zxBTt37uT666+vdp7nn3++ynkeeughu1yjiIiINCwOf9TIK6+8wtixYxkzZgwAM2fOZMGCBcyaNYsnn3zyjK8xmUyEhoae8Zivry+LFi2qsu+NN96gd+/epKWlERUVZdvv7e191vOIiIhI0+XQHqSysjKSk5NJSkqy7TObzSQlJbFy5cqzvq6oqIiWLVsSGRnJ0KFD2bZt2znfp6CgAJPJhJ+fX5X9L7zwAs2bN6d79+689NJLVFRUnPUcpaWlFBYWVtlERESkcXJoQDp8+DCVlZWEhIRU2R8SEkJmZuYZX9O+fXtmzZrF119/zUcffYTFYqFv374cOHDgjO1LSkp44oknuP322/Hx8bHtf/jhh5kzZw5Lly7lvvvuY+rUqTz++ONnrXXatGn4+vratsjIyFpcsYiIiDQEJsMwDEe9+aFDh4iIiGDFihUkJiba9j/++OMsX76c1atXn/cc5eXldOzYkdtvv50pU6ZUOzZs2DAOHDjAsmXLqgSk082aNYv77ruPoqIi3Nzcqh0vLS2ltLTU9nVBQQFRUVGkp6ef87wiIiJSfxQWFhIZGUl+fj6+vr5nbefQMUiBgYE4OTmRlZVVZX9WVlaNxwa5uLjQvXt3UlJSquwvLy/n1ltvJTU1lR9//PG8ISYhIYGKigr2799P+/btqx13c3OrEpxO3mJTT5KIiEjDc/To0fobkFxdXYmPj2fJkiXccMMNAFgsFpYsWcKDDz5Yo3NUVlayZcsWhgwZYtt3Mhzt3r2bpUuX0rx58/OeZ+PGjZjNZoKDg2v0vuHh4aSnp+Pt7Y3JZKrRa2riZLJtij1Tuvamd+1N9bqh6V57U71u0LXXl2s3DIOjR48SHh5+znYOn8U2ceJERo8eTc+ePenduzfTp0+nuLjYNqtt1KhRREREMG3aNMA6Nb9Pnz60adOG/Px8XnrpJVJTU7nnnnsAazi6+eabWb9+Pd9++y2VlZW28UwBAQG4urqycuVKVq9ezRVXXIG3tzcrV65kwoQJ3HHHHfj7+9eobrPZTIsWLezwHbHy8fFx+H9EjqJrb3rX3lSvG5rutTfV6wZde3249nP1HJ3k8IA0fPhwcnJyeOaZZ8jMzCQuLo6FCxfaBm6npaVhNp8aS56Xl8fYsWPJzMzE39+f+Ph4VqxYQadOnQA4ePAg8+fPByAuLq7Key1dupQBAwbg5ubGnDlzeO655ygtLSUmJoYJEyYwceLES3PRIiIiUq85dJC2VFdYWIivry8FBQX1ImVfSrr2pnftTfW6oelee1O9btC1N7Rrd/hK2lKVm5sbzz777Bln0jV2uvamd+1N9bqh6V57U71u0LU3tGtXD5KIiIjIadSDJCIiInIaBSQRERGR0yggiYiIiJxGAUlERETkNApI9cyMGTOIjo7G3d2dhIQE1qxZ4+iS6txPP/3EddddR3h4OCaTia+++qrKccMweOaZZwgLC8PDw4OkpCR2797tmGLr0LRp0+jVqxfe3t4EBwdzww03sHPnziptSkpKGDduHM2bN8fLy4thw4ZVexRPQ/Tmm2/SrVs32yJxiYmJ/O9//7Mdb6zXfboXXngBk8nEI488YtvXWK/9ueeew2QyVdk6dOhgO95Yrxus6/HdcccdNG/eHA8PD7p27cq6detsxxvr77jo6OhqP3OTycS4ceOAhvczV0CqR+bOncvEiRN59tlnWb9+PbGxsQwePJjs7GxHl1aniouLiY2NZcaMGWc8/uKLL/L6668zc+ZMVq9eTbNmzRg8eDAlJSWXuNK6tXz5csaNG8eqVatYtGgR5eXlXHXVVRQXF9vaTJgwgW+++YbPPvuM5cuXc+jQIW666SYHVl03WrRowQsvvEBycjLr1q3jyiuvZOjQoWzbtg1ovNf9e2vXruWtt96iW7duVfY35mvv3LkzGRkZtu2XX36xHWus152Xl0e/fv1wcXHhf//7H7/99hsvv/xylac0NNbfcWvXrq3y8160aBEAt9xyC9AAf+aG1Bu9e/c2xo0bZ/u6srLSCA8PN6ZNm+bAquwLML788kvb1xaLxQgNDTVeeukl2778/HzDzc3N+O9//+uACu0nOzvbAIzly5cbhmG9ThcXF+Ozzz6ztdm+fbsBGCtXrnRUmXbj7+9vvPvuu03iuo8ePWq0bdvWWLRokXH55Zcb48ePNwyjcf/Mn332WSM2NvaMxxrzdT/xxBNG//79z3q8Kf2OGz9+vNG6dWvDYrE0yJ+5epDqibKyMpKTk0lKSrLtM5vNJCUlsXLlSgdWdmnt27ePzMzMKt8HX19fEhISGt33oaCgALA+IxAgOTmZ8vLyKtfeoUMHoqKiGtW1V1ZWMmfOHIqLi0lMTGwS1z1u3DiuueaaKtcIjf9nvnv3bsLDw2nVqhUjR44kLS0NaNzXPX/+fHr27Mktt9xCcHAw3bt355133rEdbyq/48rKyvjoo4+46667MJlMDfJnroBUTxw+fJjKykrbM+hOCgkJsT1styk4ea2N/ftgsVh45JFH6NevH126dAGs1+7q6oqfn1+Vto3l2rds2YKXlxdubm7cf//9fPnll3Tq1KnRX/ecOXNYv3697YHbv9eYrz0hIYHZs2ezcOFC3nzzTfbt28dll13G0aNHG/V17927lzfffJO2bdvy/fff88ADD/Dwww/zwQcfAE3nd9xXX31Ffn4+d955J9Aw/1t3+MNqRZqicePGsXXr1ipjMhq79u3bs3HjRgoKCpg3bx6jR49m+fLlji7LrtLT0xk/fjyLFi3C3d3d0eVcUldffbXt827dupGQkEDLli359NNP8fDwcGBl9mWxWOjZsydTp04FoHv37mzdupWZM2cyevRoB1d36bz33ntcffXVhIeHO7qUWlMPUj0RGBiIk5NTtRH9WVlZhIaGOqiqS+/ktTbm78ODDz7It99+y9KlS2nRooVtf2hoKGVlZeTn51dp31iu3dXVlTZt2hAfH8+0adOIjY3ltddea9TXnZycTHZ2Nj169MDZ2RlnZ2eWL1/O66+/jrOzMyEhIY322k/n5+dHu3btSElJadQ/87CwMDp16lRlX8eOHW23F5vC77jU1FQWL17MPffcY9vXEH/mCkj1hKurK/Hx8SxZssS2z2KxsGTJEhITEx1Y2aUVExNDaGhole9DYWEhq1evbvDfB8MwePDBB/nyyy/58ccfiYmJqXI8Pj4eFxeXKte+c+dO0tLSGvy1n4nFYqG0tLRRX/fAgQPZsmULGzdutG09e/Zk5MiRts8b67WfrqioiD179hAWFtaof+b9+vWrtnzHrl27aNmyJdC4f8ed9P777xMcHMw111xj29cgf+aOHiUup8yZM8dwc3MzZs+ebfz222/Gvffea/j5+RmZmZmOLq1OHT161NiwYYOxYcMGAzBeeeUVY8OGDUZqaqphGIbxwgsvGH5+fsbXX39tbN682Rg6dKgRExNjHD9+3MGVX5wHHnjA8PX1NZYtW2ZkZGTYtmPHjtna3H///UZUVJTx448/GuvWrTMSExONxMREB1ZdN5588klj+fLlxr59+4zNmzcbTz75pGEymYwffvjBMIzGe91n8vtZbIbReK/90UcfNZYtW2bs27fP+PXXX42kpCQjMDDQyM7ONgyj8V73mjVrDGdnZ+Pvf/+7sXv3buPjjz82PD09jY8++sjWprH+jjMM6+zrqKgo44knnqh2rKH9zBWQ6pl//etfRlRUlOHq6mr07t3bWLVqlaNLqnNLly41gGrb6NGjDcOwToOdPHmyERISYri5uRkDBw40du7c6dii68CZrhkw3n//fVub48ePG3/+858Nf39/w9PT07jxxhuNjIwMxxVdR+666y6jZcuWhqurqxEUFGQMHDjQFo4Mo/Fe95mcHpAa67UPHz7cCAsLM1xdXY2IiAhj+PDhRkpKiu14Y71uwzCMb775xujSpYvh5uZmdOjQwXj77berHG+sv+MMwzC+//57Azjj9TS0n7nJMAzDIV1XIiIiIvWUxiCJiIiInEYBSUREROQ0CkgiIiIip1FAEhERETmNApKIiIjIaRSQRERERE6jgCQiIiJyGgUkERERkdMoIImI1IFly5ZhMpmqPYxTRBomBSQRERGR0yggiYiIiJxGAUlEGgWLxcK0adOIiYnBw8OD2NhY5s2bB5y6/bVgwQK6deuGu7s7ffr0YevWrVXO8fnnn9O5c2fc3NyIjo7m5ZdfrnK8tLSUJ554gsjISNzc3GjTpg3vvfdelTbJycn07NkTT09P+vbty86dO+174SJiFwpIItIoTJs2jQ8//JCZM2eybds2JkyYwB133MHy5cttbf7v//6Pl19+mbVr1xIUFMR1111HeXk5YA02t956K7fddhtbtmzhueeeY/LkycyePdv2+lGjRvHf//6X119/ne3bt/PWW2/h5eVVpY6nn36al19+mXXr1uHs7Mxdd911Sa5fROqWyTAMw9FFiIhcjNLSUgICAli8eDGJiYm2/ffccw/Hjh3j3nvv5YorrmDOnDkMHz4cgNzcXFq0aMHs2bO59dZbGTlyJDk5Ofzwww+21z/++OMsWLCAbdu2sWvXLtq3b8+iRYtISkqqVsOyZcu44oorWLx4MQMHDgTgu+++45prruH48eO4u7vb+bsgInVJPUgi0uClpKRw7NgxBg0ahJeXl2378MMP2bNnj63d78NTQEAA7du3Z/v27QBs376dfv36VTlvv3792L17N5WVlWzcuBEnJycuv/zyc9bSrVs32+dhYWEAZGdnX/Q1isil5ezoAkRELlZRUREACxYsICIiosoxNze3KiGptjw8PGrUzsXFxfa5yWQCrOOjRKRhUQ+SiDR4nTp1ws3NjbS0NNq0aVNli4yMtLVbtWqV7fO8vDx27dpFx44dAejYsSO//vprlfP++uuvtGvXDicnJ7p27YrFYqkypklEGi/1IIlIg+ft7c1jjz3GhAkTsFgs9O/fn4KCAn799Vd8fHxo2bIlAM8//zzNmzcnJCSEp59+msDAQG644QYAHn30UXr16sWUKVMYPnw4K1eu5I033uDf//43ANHR0YwePZq77rqL119/ndjYWFJTU8nOzubWW2911KWLiJ0oIIlIozBlyhSCgoKYNm0ae/fuxc/Pjx49evDUU0/ZbnG98MILjB8/nt27dxMXF8c333yDq6srAD169ODTTz/lmWeeYcqUKYSFhfH8889z55132t7jzTff5KmnnuLPf/4zR44cISoqiqeeesoRlysidqZZbCLS6J2cYZaXl4efn5+jyxGRBkBjkEREREROo4AkIiIichrdYhMRERE5jXqQRERERE6jgCQiIiJyGgUkERERkdMoIImIiIicRgFJRERE5DQKSCIiIiKnUUASEREROY0CkoiIiMhp/h+Ps/U3iZUIMwAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 임베딩"],"metadata":{"id":"TvRsu54aPAPG"}},{"cell_type":"code","source":["model2 = keras.Sequential()\n","\n","model2.add(keras.layers.Embedding(200, 16, input_shape=(100,)))\n","model2.add(keras.layers.SimpleRNN(8))\n","model2.add(keras.layers.Dense(1, activation='sigmoid'))\n","\n","model2.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"roUiDdHAPBup","executionInfo":{"status":"ok","timestamp":1732621271011,"user_tz":-540,"elapsed":293,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"04949cd5-7e8a-4de9-9f63-4185e250aa4b"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/embedding.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(**kwargs)\n"]},{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_1\"\u001b[0m\n"],"text/html":["
Model: \"sequential_1\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m3,200\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ simple_rnn_1 (\u001b[38;5;33mSimpleRNN\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m200\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding (Embedding)                │ (None, 100, 16)             │           3,200 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ simple_rnn_1 (SimpleRNN)             │ (None, 8)                   │             200 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_1 (Dense)                      │ (None, 1)                   │               9 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,409\u001b[0m (13.32 KB)\n"],"text/html":["
 Total params: 3,409 (13.32 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,409\u001b[0m (13.32 KB)\n"],"text/html":["
 Trainable params: 3,409 (13.32 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["# LSTM과 GRU 셀"],"metadata":{"id":"kgOlIHjRRxc3"}},{"cell_type":"code","source":["from tensorflow.keras.datasets import imdb\n","from sklearn.model_selection import train_test_split\n","\n","(train_input, train_target), (test_input, test_target) = imdb.load_data(num_words=500)\n","\n","train_input, val_input, train_target, val_target = train_test_split(train_input, train_target, test_size=0.2, random_state=42)\n","\n","from tensorflow.keras.preprocessing.sequence import pad_sequences\n","\n","train_seq = pad_sequences(train_input, maxlen=100)\n","val_seq = pad_sequences(val_input, maxlen=100)"],"metadata":{"id":"6_Lk74v-Rnzy","executionInfo":{"status":"ok","timestamp":1732621526551,"user_tz":-540,"elapsed":4762,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":16,"outputs":[]},{"cell_type":"markdown","source":["> LSTM 신경망"],"metadata":{"id":"HkGBg8NPShRt"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","model = keras.Sequential()\n","\n","model.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n","model.add(keras.layers.LSTM(8))\n","model.add(keras.layers.Dense(1, activation='sigmoid'))\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"VxDbnlf-SgxL","executionInfo":{"status":"ok","timestamp":1732621530175,"user_tz":-540,"elapsed":334,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"f8aded70-1f43-4872-f5fc-af7574a3223e"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_2\"\u001b[0m\n"],"text/html":["
Model: \"sequential_2\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_1 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m800\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_1 (Embedding)              │ (None, 100, 16)             │           8,000 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm (LSTM)                          │ (None, 8)                   │             800 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_2 (Dense)                      │ (None, 1)                   │               9 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n"],"text/html":["
 Total params: 8,809 (34.41 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n"],"text/html":["
 Trainable params: 8,809 (34.41 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> 드롭아웃 적용하기"],"metadata":{"id":"HosFEwoSS1Ut"}},{"cell_type":"code","source":["model2 = keras.Sequential()\n","\n","model2.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n","model2.add(keras.layers.LSTM(8, dropout=0.3))\n","model2.add(keras.layers.Dense(1, activation='sigmoid'))"],"metadata":{"id":"Oa9ZydVaSnDq","executionInfo":{"status":"ok","timestamp":1732621612084,"user_tz":-540,"elapsed":307,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":18,"outputs":[]},{"cell_type":"markdown","source":["> 2개의 층을 연결하기"],"metadata":{"id":"PL3ht_uyTCGe"}},{"cell_type":"code","source":["model3 = keras.Sequential()\n","\n","model3.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n","model3.add(keras.layers.LSTM(8, dropout=0.3, return_sequences=True))\n","model3.add(keras.layers.LSTM(8, dropout=0.3))\n","model3.add(keras.layers.Dense(1, activation='sigmoid'))\n","\n","model3.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":274},"id":"SUZ80w7TS7Eq","executionInfo":{"status":"ok","timestamp":1732621656259,"user_tz":-540,"elapsed":321,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"44859886-99b3-4b26-864a-f4c46a1007e1"},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_4\"\u001b[0m\n"],"text/html":["
Model: \"sequential_4\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_3 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_2 (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m800\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_3 (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m544\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_4 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_3 (Embedding)              │ (None, 100, 16)             │           8,000 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_2 (LSTM)                        │ (None, 100, 8)              │             800 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_3 (LSTM)                        │ (None, 8)                   │             544 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_4 (Dense)                      │ (None, 1)                   │               9 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n"],"text/html":["
 Total params: 9,353 (36.54 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n"],"text/html":["
 Trainable params: 9,353 (36.54 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["> GRU 신경망"],"metadata":{"id":"ohTbHCIRTWI8"}},{"cell_type":"code","source":["model4 = keras.Sequential()\n","\n","model4.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n","model4.add(keras.layers.GRU(8))\n","model4.add(keras.layers.Dense(1, activation='sigmoid'))\n","\n","model4.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"r8Kz44vzTF20","executionInfo":{"status":"ok","timestamp":1732621756171,"user_tz":-540,"elapsed":356,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"abcba1d3-1e49-47e7-b33d-75ecd65e9baa"},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential_5\"\u001b[0m\n"],"text/html":["
Model: \"sequential_5\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_4 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ gru (\u001b[38;5;33mGRU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m624\u001b[0m │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃ Layer (type)                          Output Shape                         Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_4 (Embedding)              │ (None, 100, 16)             │           8,000 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ gru (GRU)                            │ (None, 8)                   │             624 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_5 (Dense)                      │ (None, 1)                   │               9 │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n"],"text/html":["
 Total params: 8,633 (33.72 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n"],"text/html":["
 Trainable params: 8,633 (33.72 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"q2MPmql3TePp"},"execution_count":null,"outputs":[]}]} \ No newline at end of file From 92c93eb4b5793f8a9af5faee554c0e31418e1a92 Mon Sep 17 00:00:00 2001 From: moon0727 Date: Tue, 3 Dec 2024 07:58:00 +0000 Subject: [PATCH 10/10] =?UTF-8?q?[=EA=B9=80=EB=AC=B8=ED=9D=AC]=20week9=5F2?= =?UTF-8?q?024=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\341\205\256\341\206\253\341\204\222\341\205\264_week9.ipynb" | 1 + 1 file changed, 1 insertion(+) create mode 100644 "week9/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week9.ipynb" diff --git "a/week9/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week9.ipynb" "b/week9/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week9.ipynb" new file mode 100644 index 0000000..28e4b5b --- /dev/null +++ "b/week9/[MLNovice]\341\204\200\341\205\265\341\206\267\341\204\206\341\205\256\341\206\253\341\204\222\341\205\264_week9.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyM7wYoX7EGWftCHtjZhK9Lg"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"WQVpe78Yfxwc"},"outputs":[],"source":["from google.colab import files\n","\n","# 파일 업로드\n","uploaded = files.upload() # train.csv, test.csv 파일 선택"]},{"cell_type":"code","source":["import pandas as pd\n","\n","train_data = pd.read_csv('train.csv')\n","test_data = pd.read_csv('test.csv')\n","\n","print(train_data.head())\n","print(test_data.head())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hnwQSEcbgMQz","executionInfo":{"status":"ok","timestamp":1733212366970,"user_tz":-540,"elapsed":1206,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"7cbfd6b7-5175-47ee-bbe1-9255d079e840"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":[" id keyword location text \\\n","0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n","1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n","2 5 NaN NaN All residents asked to 'shelter in place' are ... \n","3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n","4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n","\n"," target \n","0 1 \n","1 1 \n","2 1 \n","3 1 \n","4 1 \n"," id keyword location text\n","0 0 NaN NaN Just happened a terrible car crash\n","1 2 NaN NaN Heard about #earthquake is different cities, s...\n","2 3 NaN NaN there is a forest fire at spot pond, geese are...\n","3 9 NaN NaN Apocalypse lighting. #Spokane #wildfires\n","4 11 NaN NaN Typhoon Soudelor kills 28 in China and Taiwan\n"]}]},{"cell_type":"code","source":["import re\n","\n","# 텍스트 전처리 함수\n","def clean_text(text):\n"," text = re.sub(r\"http\\S+\", \"\", text) # URL 제거\n"," text = re.sub(r\"@\\w+\", \"\", text) # 멘션 제거\n"," text = re.sub(r\"[^a-zA-Z\\s]\", \"\", text) # 특수문자 제거\n"," text = text.lower().strip() # 소문자 변환 및 공백 제거\n"," return text\n","\n","# train 데이터와 test 데이터의 텍스트 전처리\n","train_data['cleaned_text'] = train_data['text'].apply(clean_text)\n","test_data['cleaned_text'] = test_data['text'].apply(clean_text)"],"metadata":{"id":"0rWffUKugeGc","executionInfo":{"status":"ok","timestamp":1733212483396,"user_tz":-540,"elapsed":1169,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.model_selection import train_test_split\n","\n","# TfidfVectorizer를 사용하여 텍스트를 수치화\n","vectorizer = TfidfVectorizer(max_features=5000)\n","\n","X = vectorizer.fit_transform(train_data['cleaned_text'])\n","y = train_data['target']\n","\n","# 훈련 데이터와 검증 데이터로 분리\n","X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n"],"metadata":{"id":"-YkexoY_g6fw","executionInfo":{"status":"ok","timestamp":1733212509679,"user_tz":-540,"elapsed":7763,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["from sklearn.linear_model import LogisticRegression\n","from sklearn.metrics import accuracy_score, classification_report\n","\n","# 모델 훈련\n","model = LogisticRegression()\n","model.fit(X_train, y_train)\n","\n","# 검증 데이터 예측\n","val_predictions = model.predict(X_val)\n","\n","# 정확도 확인\n","print(\"Validation Accuracy:\", accuracy_score(y_val, val_predictions))\n","print(classification_report(y_val, val_predictions))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"duTVJs2ag_Ub","executionInfo":{"status":"ok","timestamp":1733212516588,"user_tz":-540,"elapsed":1150,"user":{"displayName":"김문희","userId":"05132702975260878746"}},"outputId":"e1356f71-213c-40dd-8c3d-070d700c3510"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Validation Accuracy: 0.8063033486539725\n"," precision recall f1-score support\n","\n"," 0 0.79 0.89 0.84 874\n"," 1 0.83 0.69 0.75 649\n","\n"," accuracy 0.81 1523\n"," macro avg 0.81 0.79 0.80 1523\n","weighted avg 0.81 0.81 0.80 1523\n","\n"]}]},{"cell_type":"code","source":["# 테스트 데이터 변환 및 예측\n","X_test = vectorizer.transform(test_data['cleaned_text'])\n","test_predictions = model.predict(X_test)\n"],"metadata":{"id":"WFBgUjzwhCns","executionInfo":{"status":"ok","timestamp":1733212531762,"user_tz":-540,"elapsed":700,"user":{"displayName":"김문희","userId":"05132702975260878746"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"_a46qFCFhGcA"},"execution_count":null,"outputs":[]}]} \ No newline at end of file