diff --git "a/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1-2.ipynb" "b/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1-2.ipynb" new file mode 100644 index 0000000..5f39c2e --- /dev/null +++ "b/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPM2xZIJOvD03+pHkUE2ZJ2"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"w3ioOpjIdpAn","executionInfo":{"status":"ok","timestamp":1727457139155,"user_tz":-540,"elapsed":1213,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"outputs":[],"source":["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]"]},{"cell_type":"code","source":["import numpy as np"],"metadata":{"id":"zqOgf8zWeDSI","executionInfo":{"status":"ok","timestamp":1727457157700,"user_tz":-540,"elapsed":370,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["# column_stack() 함수는 전달받은 리스트를 세운 다음 나란히 연결. 튜플로 전달.\n","np.column_stack(([1,2,3], [4,5,6]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Uuc08mxqeG5c","executionInfo":{"status":"ok","timestamp":1727457209109,"user_tz":-540,"elapsed":383,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d10282f-1297-49f2-a19c-e42c90825cda"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1, 4],\n"," [2, 5],\n"," [3, 6]])"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["fish_data = np.column_stack((fish_length, fish_weight))"],"metadata":{"id":"eJUcHrNeeSz6","executionInfo":{"status":"ok","timestamp":1727457241542,"user_tz":-540,"elapsed":517,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["print(fish_data[:5])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pdlKJo1pea9n","executionInfo":{"status":"ok","timestamp":1727457253189,"user_tz":-540,"elapsed":371,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4c174cf5-e263-403a-8f47-4226bfad568f"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 25.4 242. ]\n"," [ 26.3 290. ]\n"," [ 26.5 340. ]\n"," [ 29. 363. ]\n"," [ 29. 430. ]]\n"]}]},{"cell_type":"code","source":["print(np.ones(5))\n","# 원하는 개수만큼 1을 채운 배열을 만들어준다. np.ones()\n","print(np.zeros(5))\n","# 원하는 개수만큼 0을 채운 배열을 만들어준다. np.zeros()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"v-fVwZlIeitO","executionInfo":{"status":"ok","timestamp":1727457353057,"user_tz":-540,"elapsed":402,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"af3832d6-390c-44aa-a95a-12f6501ba5b8"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["[1. 1. 1. 1. 1.]\n","[0. 0. 0. 0. 0.]\n"]}]},{"cell_type":"code","source":["# 0과 1을 채운 배열 = np.ones() 와 np.zeros() 배열을 np.concatenate() 함수를 사용해 합친다\n","fish_target = np.concatenate((np.ones(35), np.zeros(14)))"],"metadata":{"id":"oQPu0sjLei5L","executionInfo":{"status":"ok","timestamp":1727460704649,"user_tz":-540,"elapsed":426,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["print(fish_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ibShEcqEro7a","executionInfo":{"status":"ok","timestamp":1727460717396,"user_tz":-540,"elapsed":6,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8b321d60-9cb1-4357-a37e-011fdd7a56ed"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["[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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n"," 0.]\n"]}]},{"cell_type":"markdown","source":["사이킷런으로 훈련 세트와 테스트 세트 나누기"],"metadata":{"id":"lO3A9Pidrrpo"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","# train_test_split () 함수 : 전달되는 리스트나 배열을 비율에 맞게 휸련 세트와 테스트 세트로 나눠줌"],"metadata":{"id":"srLVOgVJrwVL","executionInfo":{"status":"ok","timestamp":1727460756097,"user_tz":-540,"elapsed":419,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["train_input, test_input, train_target, test_target = train_test_split(fish_data, fish_target, random_state=42)\n","# train_test_split() 함수에 자체적으로 랜덤 시드를 지정하는 random_state 매개변수 있음"],"metadata":{"id":"fVpiecMKr1b7","executionInfo":{"status":"ok","timestamp":1727460883702,"user_tz":-540,"elapsed":427,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["print(train_input.shape, test_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IdyvdQ6QsUOG","executionInfo":{"status":"ok","timestamp":1727460969513,"user_tz":-540,"elapsed":420,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1f43c066-95e3-4ba3-d739-0bbd536380fe"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["(36, 2) (13, 2)\n"]}]},{"cell_type":"code","source":["print(train_target.shape, test_target.shape) # 1차원 배열"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fE-5LFiLso86","executionInfo":{"status":"ok","timestamp":1727460978752,"user_tz":-540,"elapsed":397,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"057c261e-985f-4adf-a754-fe751f780dd7"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["(36,) (13,)\n"]}]},{"cell_type":"code","source":["print(test_target) # 원래 비율과 상이하므로 샘플링 편향이 있다."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"R81-9Qflsxz1","executionInfo":{"status":"ok","timestamp":1727461011722,"user_tz":-540,"elapsed":394,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3960fbcd-447c-498b-c76a-f15c506f23bd"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["[1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n"]}]},{"cell_type":"code","source":["# train_test_split () 함수에서 데이터 편향 해결 : stratify 매개변수에 타깃 데이터 전달\n","train_input, test_input, train_target, test_target = train_test_split(\n"," fish_data, fish_target, stratify=fish_target, random_state=42)"],"metadata":{"id":"BDnKDuzRs9Es","executionInfo":{"status":"ok","timestamp":1727461106747,"user_tz":-540,"elapsed":455,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":18,"outputs":[]},{"cell_type":"code","source":["print(test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AY_0G7QitQR6","executionInfo":{"status":"ok","timestamp":1727461140056,"user_tz":-540,"elapsed":745,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c78068fc-edda-41b9-dc2d-91a5d02089f8"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["[0. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1.]\n"]}]},{"cell_type":"markdown","source":["#수상한 도미 한 마리 : k-최근접 이웃 훈련, 훈련 데이터를 저장하는 것이 훈련의 전부."],"metadata":{"id":"qYPOOzWltU0S"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsClassifier\n","kn = KNeighborsClassifier()\n","kn.fit(train_input, train_target)\n","kn.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hy2Wm3Xltcq6","executionInfo":{"status":"ok","timestamp":1727461247477,"user_tz":-540,"elapsed":383,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f5bc8c9b-c29d-4f23-d59e-9985f48b59a3"},"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.0"]},"metadata":{},"execution_count":20}]},{"cell_type":"code","source":["print(kn.predict([[25,150]]))\n","# 왜 정확도가 0이 나온거지?"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AAnYfdoIts2S","executionInfo":{"status":"ok","timestamp":1727461265785,"user_tz":-540,"elapsed":403,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"eb6b1317-2f65-4601-f0e6-18e5fe0110c7"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.]\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","plt.scatter(train_input[:,0], train_input[:,1])\n","plt.scatter(25,150,marker='^') # marker 매개변수는 모양을 지정\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":618},"id":"uprsFxPhtyX-","executionInfo":{"status":"ok","timestamp":1727461366277,"user_tz":-540,"elapsed":902,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bcdbb434-7600-4396-f9e2-e96a826fca9e"},"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["
\n","
matplotlib.pyplot.show
def show(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/matplotlib/pyplot.pyDisplay all open figures.\n","\n","Parameters\n","----------\n","block : bool, optional\n","    Whether to wait for all figures to be closed before returning.\n","\n","    If `True` block and run the GUI main loop until all figure windows\n","    are closed.\n","\n","    If `False` ensure that all figure windows are displayed and return\n","    immediately.  In this case, you are responsible for ensuring\n","    that the event loop is running to have responsive figures.\n","\n","    Defaults to True in non-interactive mode and to False in interactive\n","    mode (see `.pyplot.isinteractive`).\n","\n","See Also\n","--------\n","ion : Enable interactive mode, which shows / updates the figure after\n","      every plotting command, so that calling ``show()`` is not necessary.\n","ioff : Disable interactive mode.\n","savefig : Save the figure to an image file instead of showing it on screen.\n","\n","Notes\n","-----\n","**Saving figures to file and showing a window at the same time**\n","\n","If you want an image file as well as a user interface window, use\n","`.pyplot.savefig` before `.pyplot.show`. At the end of (a blocking)\n","``show()`` the figure is closed and thus unregistered from pyplot. Calling\n","`.pyplot.savefig` afterwards would save a new and thus empty figure. This\n","limitation of command order does not apply if the show is non-blocking or\n","if you keep a reference to the figure and use `.Figure.savefig`.\n","\n","**Auto-show in jupyter notebooks**\n","\n","The jupyter backends (activated via ``%matplotlib inline``,\n","``%matplotlib notebook``, or ``%matplotlib widget``), call ``show()`` at\n","the end of every cell by default. Thus, you usually don't have to call it\n","explicitly there.
\n"," \n","
"]},"metadata":{},"execution_count":23},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["distances, indexes = kn.kneighbors([[25, 150]])"],"metadata":{"id":"9CtgZO2EuWyL","executionInfo":{"status":"ok","timestamp":1727461423020,"user_tz":-540,"elapsed":396,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":24,"outputs":[]},{"cell_type":"code","source":["# indexes 배열을 사용해 훈련 데이터 중에서 이웃 샘플 따로 구분\n","plt.scatter(train_input[:,0], train_input[:,1])\n","plt.scatter(25,150,marker='^')\n","plt.scatter(train_input[indexes,0], train_input[indexes,1], marker='D')\n","# D 로 지정하면, 마름모로 표시한다. 삼각형 샘플에 가장 가까운 5개 심플이 다이아몬드로.\n","plt.xlabel('length')\n","plt.ylabel('weight')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"aSbWZcgUuUJe","executionInfo":{"status":"ok","timestamp":1727461514092,"user_tz":-540,"elapsed":498,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f4205d71-866c-43ba-e182-bef27b744990"},"execution_count":25,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'weight')"]},"metadata":{},"execution_count":25},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(train_input[indexes])\n","print(train_target[indexes])\n","print(distances)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sWDrsYJIu6NC","executionInfo":{"status":"ok","timestamp":1727461681769,"user_tz":-540,"elapsed":438,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d9c6f41-bea9-49b0-c0d7-e48e217221e6"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["[[[ 25.4 242. ]\n"," [ 15. 19.9]\n"," [ 14.3 19.7]\n"," [ 13. 12.2]\n"," [ 12.2 12.2]]]\n","[[1. 0. 0. 0. 0.]]\n","[[ 92.00086956 130.48375378 130.73859415 138.32150953 138.39320793]]\n"]}]},{"cell_type":"markdown","source":["# 거리의 비율이 맞지 않는 이유는, X축과 Y축의 범위가 다르기 때문이다."],"metadata":{"id":"hvCKK97mvrl_"}},{"cell_type":"code","source":["# X축의 범위 지정 : xlim() 함수 사용 , y축 : ylim() 함수 사용\n","plt.scatter(train_input[:,0], train_input[:,1])\n","plt.scatter(25, 150, marker='^')\n","plt.scatter(train_input[indexes,0], train_input[indexes,1], marker='D')\n","plt.xlim((0,1000))\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"LCw3hhLsvRux","executionInfo":{"status":"ok","timestamp":1727461881198,"user_tz":-540,"elapsed":564,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f5d1f377-ce3f-4e5c-b634-12813e82a861"},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# 표준 점수 (z점수 ): 각 값이 평균에서 표준편차의 몇 배만큼 떨어졌는지를 계산.\n","mean = np.mean(train_input, axis=0) #평균 계산\n","std= np.std(train_input, axis=0) # 표준 편차 계산"],"metadata":{"id":"6nfLYvy5wSVG","executionInfo":{"status":"ok","timestamp":1727461974771,"user_tz":-540,"elapsed":427,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":29,"outputs":[]},{"cell_type":"code","source":["print(mean, std)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Q228zR7GwnOu","executionInfo":{"status":"ok","timestamp":1727462020206,"user_tz":-540,"elapsed":433,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3ac573be-33c3-45c3-e0b5-be867dc432c1"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 27.29722222 454.09722222] [ 9.98244253 323.29893931]\n"]}]},{"cell_type":"code","source":["train_scaled= (train_input-mean)/std\n","# 표준 점수 = (데이터-평균)/ 표준편차"],"metadata":{"id":"5VjbqRUHwqHn","executionInfo":{"status":"ok","timestamp":1727462188089,"user_tz":-540,"elapsed":419,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":35,"outputs":[]},{"cell_type":"code","source":["# 새로운 데이터도 똑같이 변환.\n","new = ([25,150]-mean)/std\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":"6xWXi_a4xFWg","executionInfo":{"status":"ok","timestamp":1727462189934,"user_tz":-540,"elapsed":976,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6d5ef3df-80d7-4ca2-854c-dbbb9b7ac79e"},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["kn.fit(train_scaled, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"N7Hown7-xZw2","executionInfo":{"status":"ok","timestamp":1727462225184,"user_tz":-540,"elapsed":411,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3aaad5d5-3bd6-4c24-920c-d49053787ec8"},"execution_count":37,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KNeighborsClassifier()"],"text/html":["
KNeighborsClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":37}]},{"cell_type":"code","source":["test_scaled = (test_input - mean) / std"],"metadata":{"id":"ojHXItWuxbvJ","executionInfo":{"status":"ok","timestamp":1727462231971,"user_tz":-540,"elapsed":414,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":38,"outputs":[]},{"cell_type":"code","source":["kn.score(test_scaled, test_target)\n","print(kn.predict([new]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UgCuRpc8xc9q","executionInfo":{"status":"ok","timestamp":1727462266560,"user_tz":-540,"elapsed":420,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4d889dd1-1038-4909-eb91-136010b5d575"},"execution_count":39,"outputs":[{"output_type":"stream","name":"stdout","text":["[1.]\n"]}]},{"cell_type":"code","source":["distances, indexes = kn.kneighbors([new])\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":449},"id":"j4ddiTYJxs_6","executionInfo":{"status":"ok","timestamp":1727462320659,"user_tz":-540,"elapsed":911,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0e56754b-b272-46d2-c642-4a16ff79cd23"},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]}]} \ No newline at end of file diff --git "a/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1.ipynb" "b/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1.ipynb" new file mode 100644 index 0000000..6bb6727 --- /dev/null +++ "b/week1/[MLNovice]\354\241\260\354\230\210\354\235\270_week1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyP+q+mC4EKh17lf8LpCQaIG"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"N1oAXHg2Y6DJ"},"outputs":[],"source":["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]"]},{"cell_type":"code","source":["# 각 생선의 길이와 무게를 하나의 리스트로 담은 2차원 리스트 생성\n","fish_data = [[l,w] for l,w in zip(fish_length, fish_weight)]\n","fish_target = [1]*35+[0]*14"],"metadata":{"id":"ctz4ekfXja8F"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["하나의 생선 데이터를 '샘플' 이라고 부른다. 각각 35, 14마리가 있으므로 전체 데이터는 49개이며, 사용하는 특성은 길이와 무게 2개."],"metadata":{"id":"NOTSMqgajxdY"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsClassifier\n","kn = KNeighborsClassifier()"],"metadata":{"id":"pTGHMYxVj6fH"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(fish_data[4])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"39KoyX37kTEn","executionInfo":{"status":"ok","timestamp":1727425482720,"user_tz":-540,"elapsed":448,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8891795b-5a58-4ef3-e8d1-c4f5c63af04d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[29.0, 430.0]\n"]}]},{"cell_type":"code","source":["print(fish_data[0:5]) # 0~4까지 원소\n","print(fish_data[:5])\n","print(fish_data[44:])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rw495ZPkkWbu","executionInfo":{"status":"ok","timestamp":1727425483867,"user_tz":-540,"elapsed":307,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5ed0006c-3140-487a-bb7e-6bd741376bb0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[25.4, 242.0], [26.3, 290.0], [26.5, 340.0], [29.0, 363.0], [29.0, 430.0]]\n","[[25.4, 242.0], [26.3, 290.0], [26.5, 340.0], [29.0, 363.0], [29.0, 430.0]]\n","[[12.2, 12.2], [12.4, 13.4], [13.0, 12.2], [14.3, 19.7], [15.0, 19.9]]\n"]}]},{"cell_type":"code","source":["# 훈련 세트로 입력값 중 0부터 34번째 인덱스 값\n","train_input = fish_data[:35]\n","# 훈련 세트로 타깃값 중 0부터 34번째 인덱스까지 사용\n","train_target = fish_target[:35]\n","# 테스트 세트로 입력값 중 35번째부터 마지막 인덱스까지 사용\n","test_input = fish_data [35:]\n","# 테스트 세트로 타깃값 중 35번째부터 마지막 인덱스까지 사용\n","test_target = fish_target [35:]"],"metadata":{"id":"G9yg8NF8kb8-"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["kn.fit(train_input, train_target)\n","kn.score(test_input, test_target)\n","\n","# 정확도가 0인 이유는, 샘플링 편향 때문이다."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U-4JVESqm2fK","executionInfo":{"status":"ok","timestamp":1727426063724,"user_tz":-540,"elapsed":307,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bccc2922-5ee8-45a2-c0e5-dab95fdc3cca"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.0"]},"metadata":{},"execution_count":21}]},{"cell_type":"markdown","source":["#넘파이 : NUMPY"],"metadata":{"id":"rkePjfFqn_kH"}},{"cell_type":"code","source":["import numpy as np"],"metadata":{"id":"PzdWWUe8oDoQ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# 퍼이썬 리스트를 넘파이 배열로 바꾸기\n","input_arr = np.array(fish_data)\n","target_arr = np.array(fish_target)"],"metadata":{"id":"p9L93fQhoHo6"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(input_arr)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VZPt6OSEo1rN","executionInfo":{"status":"ok","timestamp":1727426424269,"user_tz":-540,"elapsed":11,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e79c8949-18c5-4ec4-b063-2c0ef8718904"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 25.4 242. ]\n"," [ 26.3 290. ]\n"," [ 26.5 340. ]\n"," [ 29. 363. ]\n"," [ 29. 430. ]\n"," [ 29.7 450. ]\n"," [ 29.7 500. ]\n"," [ 30. 390. ]\n"," [ 30. 450. ]\n"," [ 30.7 500. ]\n"," [ 31. 475. ]\n"," [ 31. 500. ]\n"," [ 31.5 500. ]\n"," [ 32. 340. ]\n"," [ 32. 600. ]\n"," [ 32. 600. ]\n"," [ 33. 700. ]\n"," [ 33. 700. ]\n"," [ 33.5 610. ]\n"," [ 33.5 650. ]\n"," [ 34. 575. ]\n"," [ 34. 685. ]\n"," [ 34.5 620. ]\n"," [ 35. 680. ]\n"," [ 35. 700. ]\n"," [ 35. 725. ]\n"," [ 35. 720. ]\n"," [ 36. 714. ]\n"," [ 36. 850. ]\n"," [ 37. 1000. ]\n"," [ 38.5 920. ]\n"," [ 38.5 955. ]\n"," [ 39.5 925. ]\n"," [ 41. 975. ]\n"," [ 41. 950. ]\n"," [ 9.8 6.7]\n"," [ 10.5 7.5]\n"," [ 10.6 7. ]\n"," [ 11. 9.7]\n"," [ 11.2 9.8]\n"," [ 11.3 8.7]\n"," [ 11.8 10. ]\n"," [ 11.8 9.9]\n"," [ 12. 9.8]\n"," [ 12.2 12.2]\n"," [ 12.4 13.4]\n"," [ 13. 12.2]\n"," [ 14.3 19.7]\n"," [ 15. 19.9]]\n"]}]},{"cell_type":"code","source":["print(input_arr.shape) # (샘플 수, 특성 수) (행 , 열) 출력"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"P2_Em00ao2nW","executionInfo":{"status":"ok","timestamp":1727426518284,"user_tz":-540,"elapsed":411,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9317fbe9-7583-44b1-c8f5-beff462dacf2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(49, 2)\n"]}]},{"cell_type":"code","source":["np.random.seed(42) #랜덤시드 설정\n","index = np.arange(49) # arange() 함수에 정수 N을 전달하면 배열 만들어줌.\n","np.random.shuffle(index)"],"metadata":{"id":"dXQ-Ymr3pNnO"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(index)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ca5FU6s5pkdb","executionInfo":{"status":"ok","timestamp":1727426713960,"user_tz":-540,"elapsed":526,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9db603c0-6626-4fe3-df37-7a80dbe1e297"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[13 45 47 44 17 27 26 25 31 19 12 4 34 8 3 6 40 41 46 15 9 16 24 33\n"," 30 0 43 32 5 29 11 36 1 21 2 37 35 23 39 10 22 18 48 20 7 42 14 28\n"," 38]\n"]}]},{"cell_type":"code","source":["# 배열 인덱싱\n","print(input_arr[[1,3]])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OEAMiR1Qqmy0","executionInfo":{"status":"ok","timestamp":1727426904773,"user_tz":-540,"elapsed":298,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"03aaae4b-f51b-41af-980c-41d3c5168d6f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 26.3 290. ]\n"," [ 29. 363. ]]\n"]}]},{"cell_type":"code","source":["train_input = input_arr[index[:35]]\n","train_target = target_arr[index[:35]]"],"metadata":{"id":"WfSz2ueIqsjd"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(input_arr[13], train_input[0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"thqQbmwtrIhW","executionInfo":{"status":"ok","timestamp":1727427060471,"user_tz":-540,"elapsed":299,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a8aebaef-edd4-4400-edad-9eb4efe6ba4e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 32. 340.] [ 32. 340.]\n"]}]},{"cell_type":"code","source":["test_input = input_arr[index[35:]]\n","test_target = target_arr[index[35:]]"],"metadata":{"id":"ZZYbHEINrR-d"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\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":618},"id":"yn16VDKUre6q","executionInfo":{"status":"ok","timestamp":1727427181094,"user_tz":-540,"elapsed":1029,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"21688595-f0f3-4b15-b3be-f05ba087690c"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["
\n","
matplotlib.pyplot.show
def show(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/matplotlib/pyplot.pyDisplay all open figures.\n","\n","Parameters\n","----------\n","block : bool, optional\n","    Whether to wait for all figures to be closed before returning.\n","\n","    If `True` block and run the GUI main loop until all figure windows\n","    are closed.\n","\n","    If `False` ensure that all figure windows are displayed and return\n","    immediately.  In this case, you are responsible for ensuring\n","    that the event loop is running to have responsive figures.\n","\n","    Defaults to True in non-interactive mode and to False in interactive\n","    mode (see `.pyplot.isinteractive`).\n","\n","See Also\n","--------\n","ion : Enable interactive mode, which shows / updates the figure after\n","      every plotting command, so that calling ``show()`` is not necessary.\n","ioff : Disable interactive mode.\n","savefig : Save the figure to an image file instead of showing it on screen.\n","\n","Notes\n","-----\n","**Saving figures to file and showing a window at the same time**\n","\n","If you want an image file as well as a user interface window, use\n","`.pyplot.savefig` before `.pyplot.show`. At the end of (a blocking)\n","``show()`` the figure is closed and thus unregistered from pyplot. Calling\n","`.pyplot.savefig` afterwards would save a new and thus empty figure. This\n","limitation of command order does not apply if the show is non-blocking or\n","if you keep a reference to the figure and use `.Figure.savefig`.\n","\n","**Auto-show in jupyter notebooks**\n","\n","The jupyter backends (activated via ``%matplotlib inline``,\n","``%matplotlib notebook``, or ``%matplotlib widget``), call ``show()`` at\n","the end of every cell by default. Thus, you usually don't have to call it\n","explicitly there.
\n"," \n","
"]},"metadata":{},"execution_count":35},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["kn.fit(train_input, train_target)\n","kn.score(test_input, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EXJfkSxQrvR8","executionInfo":{"status":"ok","timestamp":1727427226204,"user_tz":-540,"elapsed":396,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"feefbc3c-0c18-4ae2-be32-e5f5c74dcf97"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.0"]},"metadata":{},"execution_count":36}]},{"cell_type":"code","source":["kn.predict(test_input)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-XQ9U5r2r6Mb","executionInfo":{"status":"ok","timestamp":1727427238384,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"61c8c4cb-dd52-4084-94df-2b98b9e40179"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0])"]},"metadata":{},"execution_count":37}]},{"cell_type":"code","source":["test_target"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DgTXZY-Pr9PI","executionInfo":{"status":"ok","timestamp":1727427243419,"user_tz":-540,"elapsed":617,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"fbb5b3a6-7678-49d9-bcfe-fc04a59dd99f"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0])"]},"metadata":{},"execution_count":38}]},{"cell_type":"code","source":[],"metadata":{"id":"Pyt6AEeAr-mL"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-1.ipynb" "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-1.ipynb" new file mode 100644 index 0000000..6e57f3c --- /dev/null +++ "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"1OJd-uRJ-vJVOujMl3cLjQPLb5xG1P84F","timestamp":1727969318770}],"authorship_tag":"ABX9TyMaVzM7fe8nQGsR8lCXsLjD"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# k-최근접 이웃 회귀"],"metadata":{"id":"ihvIqTanAPUl"}},{"cell_type":"code","source":["import numpy as np\n","perch_length = np.array([8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0, 21.0,\n"," 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5, 22.5, 22.7,\n"," 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5, 27.3, 27.5, 27.5,\n"," 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0, 36.5, 36.0, 37.0, 37.0,\n"," 39.0, 39.0, 39.0, 40.0, 40.0, 40.0, 40.0, 42.0, 43.0, 43.0, 43.5,\n"," 44.0])\n","perch_weight = np.array([5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0, 110.0,\n"," 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0, 130.0,\n"," 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0, 197.0,\n"," 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0, 514.0,\n"," 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0, 820.0,\n"," 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0, 1000.0,\n"," 1000.0])"],"metadata":{"id":"c-mv0s5EAWGT","executionInfo":{"status":"ok","timestamp":1727969504225,"user_tz":-540,"elapsed":475,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","plt.scatter(perch_length, perch_weight)\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":618},"id":"4QEv_AvBAbtf","executionInfo":{"status":"ok","timestamp":1727972967407,"user_tz":-540,"elapsed":1188,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d67b8937-6151-44af-b662-60ecb42aaf95"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["
\n","
matplotlib.pyplot.show
def show(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/matplotlib/pyplot.pyDisplay all open figures.\n","\n","Parameters\n","----------\n","block : bool, optional\n","    Whether to wait for all figures to be closed before returning.\n","\n","    If `True` block and run the GUI main loop until all figure windows\n","    are closed.\n","\n","    If `False` ensure that all figure windows are displayed and return\n","    immediately.  In this case, you are responsible for ensuring\n","    that the event loop is running to have responsive figures.\n","\n","    Defaults to True in non-interactive mode and to False in interactive\n","    mode (see `.pyplot.isinteractive`).\n","\n","See Also\n","--------\n","ion : Enable interactive mode, which shows / updates the figure after\n","      every plotting command, so that calling ``show()`` is not necessary.\n","ioff : Disable interactive mode.\n","savefig : Save the figure to an image file instead of showing it on screen.\n","\n","Notes\n","-----\n","**Saving figures to file and showing a window at the same time**\n","\n","If you want an image file as well as a user interface window, use\n","`.pyplot.savefig` before `.pyplot.show`. At the end of (a blocking)\n","``show()`` the figure is closed and thus unregistered from pyplot. Calling\n","`.pyplot.savefig` afterwards would save a new and thus empty figure. This\n","limitation of command order does not apply if the show is non-blocking or\n","if you keep a reference to the figure and use `.Figure.savefig`.\n","\n","**Auto-show in jupyter notebooks**\n","\n","The jupyter backends (activated via ``%matplotlib inline``,\n","``%matplotlib notebook``, or ``%matplotlib widget``), call ``show()`` at\n","the end of every cell by default. Thus, you usually don't have to call it\n","explicitly there.
\n"," \n","
"]},"metadata":{},"execution_count":4},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","train_input, test_input, train_target, test_target = train_test_split(\n"," perch_length, perch_weight, random_state=42\n",")"],"metadata":{"id":"jJVk6G_yNvor","executionInfo":{"status":"ok","timestamp":1727973059346,"user_tz":-540,"elapsed":511,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["test_array = np.array([1,2,3,4])\n","print(test_array.shape) # (4,) 배열을 (2,2) 크기로 바꾸기"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dRixaXodOBvb","executionInfo":{"status":"ok","timestamp":1727973126729,"user_tz":-540,"elapsed":492,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"585faaba-5ccb-46f5-f055-0d5a1a544027"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["(4,)\n"]}]},{"cell_type":"code","source":["test_array = test_array.reshape(2,2)\n","print(test_array.shape)\n","\n","# 지정한 크기와 원본 배열의 원소 개수가 다르면 에러 발생."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1bvQvie2OW3l","executionInfo":{"status":"ok","timestamp":1727973188238,"user_tz":-540,"elapsed":598,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1045b8e9-811f-4860-d703-fcd434a40fbb"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["(2, 2)\n"]}]},{"cell_type":"code","source":["# train_input 의 크기는 (42, ), 2차원 배열인 (42,1) 로 바꾸기 위해 train_input.reshpe(42,1) 과 같이 사용.\n","# 크기에 -1을 지정하면, 나머지 원소 개수로 모두 채우라는 의미.\n","# 예시로, 첫 번째를 나머지 원소 개수로 채우고, 두 번째 크기를 1로 하려면 train_input.reshape(-1,1) 처럼 사용.\n","train_input= train_input.reshape(-1,1)\n","test_input = test_input.reshape(-1,1)\n","print(train_input.shape, test_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LMLShSDDOlr7","executionInfo":{"status":"ok","timestamp":1727973468922,"user_tz":-540,"elapsed":470,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"34c9fa0d-eac4-4257-fe9d-07256c06aaaa"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 1) (14, 1)\n"]}]},{"cell_type":"markdown","source":["# 결정계수 (R^2)"],"metadata":{"id":"PHEEibqbPv5R"}},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsRegressor\n","knr = KNeighborsRegressor()\n","\n","# k-최근접 이웃 회귀 모델 훈련 : 회귀에서는 정확한 숫자를 맞히는 것이 거의 불가능함.\n","# 이를 '결정계수' 라고 부름, 간단히 R^2 라고 함.\n","knr.fit(train_input, train_target)\n","print(knr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pMheO4w5P1wo","executionInfo":{"status":"ok","timestamp":1727973677702,"user_tz":-540,"elapsed":494,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"7f53b625-d733-41df-b12f-d891e1963d47"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.992809406101064\n"]}]},{"cell_type":"code","source":["# score() 메서드의 출력값의 의미 : 출력값이 높을수록 좋은 것. 정확도, 결정계수 등 ...\n","# 만약, score() 메서드가 에러율을 반환한다면 실제로는 낮은 에러가 높은 값이 되도록 바뀌는 것.\n","\n","# 사이킷런 패키지 : sklearn.metrics 패키지 아래 여러 측정 도구\n","# mean_absolute_error : 타깃과 예측의 절댓값 오차를 평균하여 반환\n","from sklearn.metrics import mean_absolute_error\n","\n","# 테스트 세트에 대한 예측을 만든다.\n","test_prediction= knr.predict(test_input)\n","\n","# 테스트 세트에 대한 평균 절댓값 오차를 계산한다\n","mae = mean_absolute_error(test_target, test_prediction)\n","print(mae)\n","\n","# 19 = 예측이 평균적으로 19g 정도 타깃값과 다르다는 것을 의미."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Bi-vn8l0QdYi","executionInfo":{"status":"ok","timestamp":1727974568520,"user_tz":-540,"elapsed":587,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c956a910-8bc3-472c-9fac-e80a04cd96bc"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["19.157142857142862\n"]}]},{"cell_type":"markdown","source":["# 과대적합 vs 과소적합"],"metadata":{"id":"1AP_CQtKVhZ6"}},{"cell_type":"code","source":["print(knr.score(train_input, train_target))\n","# 훈련 세트에서 더 좋은 점수가 나와야 하는데 왜 점수가 더 낮을까 ..?\n","# 과소 적합 : 너무 단순한 모델 때문.\n","# 과대 적합 : 훈련 세트에만 잘 맞는 모델."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"D46xKYa3T216","executionInfo":{"status":"ok","timestamp":1727975037301,"user_tz":-540,"elapsed":586,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"fbed7134-06cc-4077-a5da-a4fb99d6997c"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9698823289099254\n"]}]},{"cell_type":"code","source":["# n_neighbors 속성값을 바꾸기\n","\n","# 이웃의 개수를 3으로 설정.\n","knr.n_neighbors=3\n","\n","# 모델을 다시 훈련\n","knr.fit(train_input, train_target)\n","print(knr.score(train_input, train_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ypow2lMgVpS-","executionInfo":{"status":"ok","timestamp":1727975632180,"user_tz":-540,"elapsed":463,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"465660b0-9e79-46d7-ca00-f5f0753d5ffc"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9804899950518966\n"]}]},{"cell_type":"code","source":["print(knr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qRJm4uUBX6kB","executionInfo":{"status":"ok","timestamp":1727975653504,"user_tz":-540,"elapsed":458,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"83c84cdf-5980-4c13-d3f3-3aa35cf41cec"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9746459963987609\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"QqUvztdPX_ib"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-2.ipynb" "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-2.ipynb" new file mode 100644 index 0000000..e6a738a --- /dev/null +++ "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPiEOMy/pyUZswL09vL5qn5"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 선형 회귀 : k- 최근접 이웃의 한계"],"metadata":{"id":"6OgfIHNWaCOk"}},{"cell_type":"code","source":["import numpy as np\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"," )"],"metadata":{"id":"kg1h9wXAaEzr","executionInfo":{"status":"ok","timestamp":1728034254549,"user_tz":-540,"elapsed":993,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","# 훈련 세트와 테스트 세트로 나눈다.\n","train_input, test_input, train_target, test_target = train_test_split(\n"," perch_length, perch_weight, random_state=42\n",")\n","\n","# 훈련 세트와 테스트 세트를 2차원 배열로 바꿈\n","train_input = train_input.reshape(-1,1)\n","test_input = test_input.reshape(-1,1)"],"metadata":{"id":"OkOBmuzkaNCH","executionInfo":{"status":"ok","timestamp":1728034255594,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from sklearn.neighbors import KNeighborsRegressor\n","\n","knr = KNeighborsRegressor(n_neighbors=3)\n","\n","# k- 최근접 이웃 회귀 모델을 훈련\n","knr.fit(train_input, train_target)"],"metadata":{"id":"PxDVicu8bIwM","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1728034267797,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0c74dadb-5421-465b-b8fb-6b65e7092939"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KNeighborsRegressor(n_neighbors=3)"],"text/html":["
KNeighborsRegressor(n_neighbors=3)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","source":["print(knr.predict([[50]]))\n","# 농어의 무게를 1.033g 정도로 예측하였으나, 실제 농어의 무게는 훨씬 더 많이 나감."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"91W9v-4E3dPk","executionInfo":{"status":"ok","timestamp":1728034270917,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"73be6337-4a50-4481-f90e-3d63b9a4759d"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[1033.33333333]\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# 50cm 농어의 이웃 구하기\n","distances, indexes = knr.kneighbors([[50]])\n","\n","# 훈련 세트의 산점도를 그림\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\n","plt.scatter(50, 1033, marker='^')\n","plt.xlabel('lenght')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"bYHOvBnM3mmc","executionInfo":{"status":"ok","timestamp":1728034688183,"user_tz":-540,"elapsed":1530,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f4c0959c-76d2-43d7-a942-3a5a4cbdc48a"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkQAAAGwCAYAAABIC3rIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA7sElEQVR4nO3de3hU9YH/8c8k5MItExJJJpGIEUQI4SJEMF7QliixmBVh21JB2MoPKiUoIlbwhmg1yrZaUQu1ulCLrtZdb8HHrBQLrBoJBoKEWETMFtRMokQmAZoAM+f3R5wxQxKYJJOZyZz363nmgTnnm5nv11OefPq9WgzDMAQAAGBiEcGuAAAAQLARiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOn1CHYFugOXy6WvvvpKffv2lcViCXZ1AACADwzDUH19vVJTUxURcfo+IAKRD7766iulpaUFuxoAAKADDh48qAEDBpy2DIHIB3379pXU9B80Li4uyLUBAAC+qKurU1pamuf3+OkQiHzgHiaLi4sjEAEA0M34Mt2FSdUAAMD0CEQAAMD0CEQAAMD0CEQAAMD0CEQAAMD0CEQAAMD0CEQAAMD0CEQAAPjKeSLYNUAXIRABAOCLHX+WHk5t+hNhh52qAQCm4nQZKqmsVU19g5L6xmpceoIiI06/k7Gr9HlZCm+RZEhvLpRhGIoYOyswFUZAEIgAAKZRVF6lFYUVqnI0eK6lWGO1PC9DuZkprf7M7sKnlFl6t2RIFkvTCeqWwoXa/VWdRuTlB6rq6GIMmQEATKGovErz1+/wCkOSZHc0aP76HSoqr2rxM7sLn9Lwj74PQ9J3fxrS8I/u1u7CpwJQcwQCgQgAEPacLkMrCitktHLPfW1FYYWcru9LuEqfV2bp3bLo+zDkZrFIFkmZpXfLVfp8F9UagUQgAgCEvZLK2hY9Q80ZkqocDSqprG26sOPPTXOGjJZhyM3dU2QpvIWJ1mGAQAQACHs19W2HoRblnCektxZLMtoMQ25N942m8izJ79YIRACAsJfUN9b3cpFR0uTHJFlktDbG1kzTfUtT+ciozlYTQUQgAgCEvXHpCUqxxqqtDh+LmlabjUtPaLow5kYZeaski9oMRYbR9ING3ippzI1dUGsEEoEIABD2IiMsWp6XIUktQpH7/fK8DK/9iCLGzlL52IdkqGUoMoymeUflYx9iP6IwQSACAJhCbmaKVs8cI5vVe/jMZo3V6pljWt2HaERevvZkPeTVU+TuGdqT9RD7EIURi2GcaYQUdXV1slqtcjgciouLC3Z1AACd0OmdqmWRkbeKnqFuoD2/v9mpGgBgKpERFmUPSmzXz0SMndW0pOytxdLkx2RhzlDYIRABAOCLMTdKo6azmixMMYcIAABfEYbCFoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAAAElWEYKv+mXME8TYxABAAAgmrD5xv0s7d+pg2fbwhaHQhEAAAgaE66TurpsqclSb8v+71Ouk4GpR4EIgAAEDRvV76tL498KUn64sgXervy7aDUg0AEAACCwt07ZJFFkmSRJWi9RAQiAAAQFO7eIUNNk6kNGUHrJSIQAQBCitNlqHj/Ib1R9qWK9x+S0xW8lUfoOqf2DrkFq5eoR0C/DQCA0ygqr9KKwgpVORo811KssVqel6HczJQg1gz+1nzuUHPNe4nyBuUFrD70EAEAQkJReZXmr9/hFYYkye5o0Pz1O1RUXhWkmjXjPNG15U2ird4ht2D0EhGIAABB53QZWlFYodYGx9zXVhRWBHf4bMefpYdTm/7sivImsrNmp9fcoVO5e4l21uwMWJ0YMgMABF1JZW2LnqHmDElVjgaVVNYqe1Bi4Cr2HVfp87IU3tJUkzcXyjAMRYyd5bfyZjOq/yj95orf6LjzeJtloiOjNar/qIDViUAEAAi6mvq2w1BHyvnT7sKnlFl6t2RIFkvTMROWwoXa/VWdRuTld7q8GUVHRmvSuZOCXQ0vQR0y27p1q/Ly8pSamiqLxaLXX3/d675hGLrvvvuUkpKinj17KicnR/v27fMqU1tbqxkzZiguLk7x8fGaM2eOjhw54lXm448/1uWXX67Y2FilpaVp5cqVXd00AEA7JPWN9Ws5f9ld+JSGf/R9uJG++9OQhn90t3YXPtWp8ggdQQ1ER48e1ahRo/T000+3en/lypVatWqV1qxZo23btql3796aNGmSGhq+/38IM2bM0J49e7Rx40Zt2LBBW7du1bx58zz36+rqdPXVV2vgwIEqLS3Vv//7v+v+++/XM8880+XtAwD4Zlx6glKssW1MsZUsalptNi49IWB1cpU+r8zSu2XR9+HGUx9LU50yS++Wq/T5DpVHaLEYwTxathmLxaLXXntNU6ZMkdTUO5Samqrbb79dS5YskSQ5HA4lJydr3bp1mj59uj755BNlZGRo+/btysrKkiQVFRXpRz/6kb744gulpqZq9erVuvvuu2W32xUdHS1JWrp0qV5//XX9/e9/b7UujY2Namxs9Lyvq6tTWlqaHA6H4uLiuvC/AgCYl3uVmSSvqbbubLF65pjALb3f8WcZby6UDKNFuGnOMCRZLLKMvkFG2Yu+l/+XJ6UxN/q71jhFXV2drFarT7+/Q3aVWWVlpex2u3JycjzXrFarxo8fr+LiYklScXGx4uPjPWFIknJychQREaFt27Z5ykyYMMEThiRp0qRJ2rt3r7799ttWv7ugoEBWq9XzSktL64omAgCayc1M0eqZY2Szeg+L2ayxgQ1DzhPSW4slnT7cSO6eIEMqe6F95d9azJL8EBOyk6rtdrskKTk52et6cnKy557dbldSUpLX/R49eighIcGrTHp6eovPcN/r169fi+9etmyZFi9e7Hnv7iECAHSt3MwUXZVhU0llrWrqG5TUt2mYLDLiDEnDnyKjpMmPeVaH+dLjo9E3SGUv+l5+8mNN34OQEbKBKJhiYmIUExMT7GoAgClFRliCsrTey5gbPavDDKPlnCDJHW4kI2+VLGNnyUi72PfyDJeFnJAdMrPZbJKk6upqr+vV1dWeezabTTU1NV73T548qdraWq8yrX1G8+8AAOBUEWNnqXzsQzL0XZhpxjCa5jmVj33Is79Qe8sjtIRsIEpPT5fNZtOmTZs81+rq6rRt2zZlZ2dLkrKzs3X48GGVlpZ6yrz77rtyuVwaP368p8zWrVt14sT3Y7UbN27UBRdc0OpwGQAAbiPy8rUn66Gmnp3vQo67p2dP1kMt9hVqb3mEjqAGoiNHjqisrExlZWWSmiZSl5WV6cCBA7JYLFq0aJF+/etf680339Tu3bs1a9YspaamelaiDRs2TLm5uZo7d65KSkr0/vvvKz8/X9OnT1dqaqok6YYbblB0dLTmzJmjPXv26OWXX9YTTzzhNUcIAIC2jMjLl5H3pGSxNK1+s1hk5D3ZZrhpb3mECCOI/va3vxlq6kX0es2ePdswDMNwuVzGvffeayQnJxsxMTHGxIkTjb1793p9xqFDh4yf/exnRp8+fYy4uDjj5z//uVFfX+9VZteuXcZll11mxMTEGGeffbbxyCOPtKueDofDkGQ4HI5OtRcA0I2VPm8YD5zV9GdXlIfftef3d8jsQxTK2rOPAQAgjDlPtG91WHvLw6/CYh8iAABCTnvDDWGo2yAQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0+sR7AoAANCc02WopLJWNfUNSuobq3HpCYqMsAS7WghzBCIAQMgoKq/SisIKVTkaPNdSrLFanpeh3MyUINYM4Y4hMwBASCgqr9L89Tu8wpAk2R0Nmr9+h4rKq4JUM5gBgQgAEHROl6EVhRUyWrnnvraisEJOV2slgM4jEAEAgq6ksrZFz1BzhqQqR4NKKmsDVymYCoEIABB0NfVth6GOlAPai0AEAAi6pL6xfi0HtBeBCAAQdOPSE5RijVVbi+stalptNi49IZDVgokQiAAAQRcZYdHyvAxJahGK3O+X52WwHxG6DIEIABAScjNTtHrmGNms3sNiNmusVs8cwz5E6FJszAgACBm5mSm6KsPGTtUIOAIRACCkREZYlD0oMdjVgMkwZAYAAEyPQAQAAEyPQAQAAEyPQAQAAEyPSdUAgJDidBmsMkPAEYgAACGjqLxKKworvA56TbHGanleBvsQoUsxZAYACAlF5VWav35Hi1Pv7Y4GzV+/Q0XlVUGqGcyAQAQAIcrpMlS8/5DeKPtSxfsPyekygl2lLuN0GVpRWKHWWui+tqKwIqz/GyC4GDIDgBBktqGjksraFj1DzRmSqhwNKqmsZdNGdAl6iAAgxJhx6Kimvu0w1JFyQHsRiAAghJh16Cipb+yZC7WjHNBeBCIACCHtGToKJ+PSE5RijVVbi+stahoyHJeeEMhqwUQIRAAQQsw6dBQZYdHyvAxJahGK3O+X52WwHxG6DIEIAEJIuA0dtWelXG5milbPHCOb1bttNmusVs8cE5aTyRE6WGUGACHEPXRkdzS0Oo/IoqaA0B2GjjqyUi43M0VXZdjYqRoBRw8RAISQcBk66sxKucgIi7IHJeq60Wcre1BiyLcV4YFABAAhprsPHZl1pRy6N4bMACAEdeehIzZZRHdEIAKAEOUeOupuzLpSDt0bQ2YAAL8Kt5VyMAcCEQDAr9hkEd1RSAcip9Ope++9V+np6erZs6cGDRqkBx98UIbx/UQ8wzB03333KSUlRT179lROTo727dvn9Tm1tbWaMWOG4uLiFB8frzlz5ujIkSOBbg4AmEK4rJSDuYR0IHr00Ue1evVqPfXUU/rkk0/06KOPauXKlXryySc9ZVauXKlVq1ZpzZo12rZtm3r37q1JkyapoeH7sekZM2Zoz5492rhxozZs2KCtW7dq3rx5wWgSAJhCd18pB/OxGM27W0LMtddeq+TkZD333HOea9OmTVPPnj21fv16GYah1NRU3X777VqyZIkkyeFwKDk5WevWrdP06dP1ySefKCMjQ9u3b1dWVpYkqaioSD/60Y/0xRdfKDU1tcX3NjY2qrGx0fO+rq5OaWlpcjgciouL6+JWA0D4cLqMbrlSDuGhrq5OVqvVp9/fId1DdMkll2jTpk369NNPJUm7du3Se++9p2uuuUaSVFlZKbvdrpycHM/PWK1WjR8/XsXFxZKk4uJixcfHe8KQJOXk5CgiIkLbtm1r9XsLCgpktVo9r7S0tK5qIgCENTZZRHcR0svuly5dqrq6Og0dOlSRkZFyOp166KGHNGPGDEmS3W6XJCUnJ3v9XHJysuee3W5XUlKS1/0ePXooISHBU+ZUy5Yt0+LFiz3v3T1EAAAgPIV0IPrLX/6iF154QS+++KKGDx+usrIyLVq0SKmpqZo9e3aXfW9MTIxiYmK67PMBAEBoCelAdMcdd2jp0qWaPn26JGnEiBH6xz/+oYKCAs2ePVs2m02SVF1drZSU7yfoVVdXa/To0ZIkm82mmpoar889efKkamtrPT8PAADMLaTnEB07dkwREd5VjIyMlMvlkiSlp6fLZrNp06ZNnvt1dXXatm2bsrOzJUnZ2dk6fPiwSktLPWXeffdduVwujR8/PgCtAAAAoS6ke4jy8vL00EMP6ZxzztHw4cO1c+dOPfbYY7rpppskSRaLRYsWLdKvf/1rnX/++UpPT9e9996r1NRUTZkyRZI0bNgw5ebmau7cuVqzZo1OnDih/Px8TZ8+vdUVZgAAwHxCOhA9+eSTuvfee/XLX/5SNTU1Sk1N1S9+8Qvdd999njK/+tWvdPToUc2bN0+HDx/WZZddpqKiIsXGfr/3xQsvvKD8/HxNnDhRERERmjZtmlatWhWMJgEAgBAU0vsQhYr27GMAAABCQ9jsQwQAABAIBCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6PYJdAQCAfzhdhkoqa1VT36CkvrEal56gyAiL38oD4YxABABhoKi8SisKK1TlaPBcS7HGanlehnIzUzpdHgh3DJkBQDdXVF6l+et3eIUbSbI7GjR//Q4VlVd1qjxgBgQiAOjGnC5DKworZLRyz31tRWGFnC6jQ+UBs2DIDAC6sZLK2hY9Pc0ZkqocDVr3fqXO6hujb+obfSpfUlmr7EGJ/q8wEKIIRADQjdXUtx1umnvwrU+65HOBcMGQGQB0Y0l9Y7vkc8/qE9MlnwuEKgIRAHRj49ITlGKNld8XyzOFCCZDIAKAbiwywqLleRmS5NdQ9M3RRj9+GhD6CEQA0M3lZqZo9cwxsln9N3zWVUNxQKhiUjUAhIHczBRdlWHz7Dz9TX1juydSS029TDZr067VgJkQiAAgTERGWDxL5Z0uQ8++Vym7o8Hn6UDuIbfleRkc4QHTYcgMAMLQ6eYWud/H94ryum6zxmr1zDEc3QFToocIAMKUe27RqWeW2b47s6z5EBuHu8LsLIZhsLjyDOrq6mS1WuVwOBQXFxfs6gBAu3CqPcyqPb+/6SECgDDXfG5RoBHG0F0QiAAAXaKovKrFcF3Kd8N1zFNCqGFSNQDA74rKqzR//Y4WB8naHQ2av36HisqrglQzoHUEIgCAXzldhlYUVrS63N99bUVhhZwuprAidBCIAAB+VVJZ26JnqDlDUpWjQSWVtYGrFHAGBCIAgF/V1LcdhjpSDggEAhEAwK98PQeN89IQSghEAAC/GpeeoBRrbIsdst0salptxnlpCCUEIgCAX/lybAjnpSHUEIgAAH7nPjbEZvUeFuO8NIQqNmYEAHSJ3MwUzktDt9GhHqIHHnhAx44da3H9n//8px544IFOVwoAEB7cx4ZcN/psZQ9KJAwhZHXocNfIyEhVVVUpKSnJ6/qhQ4eUlJQkp9PptwqGAg53BQCg+2nP7+8O9RAZhiGLpWXK37VrlxISWDUAAAC6l3bNIerXr58sFossFouGDBniFYqcTqeOHDmim2++2e+VBAAA6ErtCkS/+93vZBiGbrrpJq1YsUJWq9VzLzo6Wueee66ys7P9XkkAAICu1K5ANHv2bElSenq6LrnkEkVFRXVJpQAAAAKpQ8vur7jiCrlcLn366aeqqamRy+Xyuj9hwgS/VA4AACAQOjSp+sMPP9TgwYM1bNgwTZgwQVdeeaXn9YMf/MCvFfzyyy81c+ZMJSYmqmfPnhoxYoQ++ugjz33DMHTfffcpJSVFPXv2VE5Ojvbt2+f1GbW1tZoxY4bi4uIUHx+vOXPm6MiRI36tJwAA6L46FIhuvvlmZWVlqby8XLW1tfr22289r9raWr9V7ttvv9Wll16qqKgovf3226qoqNBvf/tb9evXz1Nm5cqVWrVqldasWaNt27apd+/emjRpkhoavj9FecaMGdqzZ482btyoDRs2aOvWrZo3b57f6gkAALq3Du1D1Lt3b+3atUuDBw/uijp5LF26VO+//77+93//t9X7hmEoNTVVt99+u5YsWSJJcjgcSk5O1rp16zR9+nR98sknysjI0Pbt25WVlSVJKioq0o9+9CN98cUXSk1NbfG5jY2Namxs9Lyvq6tTWloa+xABANCNdPk+ROPHj9dnn33Wocq1x5tvvqmsrCz9+Mc/VlJSki688EL98Y9/9NyvrKyU3W5XTk6O55rVatX48eNVXFwsSSouLlZ8fLwnDElSTk6OIiIitG3btla/t6CgQFar1fNKS0vrohYCAIBQ4POk6o8//tjz94ULF+r222+X3W7XiBEjWqw2GzlypF8q9/nnn2v16tVavHix7rrrLm3fvl233HKLoqOjNXv2bNntdklScnKy188lJyd77tnt9hY7avfo0UMJCQmeMqdatmyZFi9e7Hnv7iECAADhyedANHr0aFksFjUfYbvppps8f3ffs1gsfju6w+VyKSsrSw8//LAk6cILL1R5ebnWrFnj2QKgK8TExCgmJqbLPh8AAIQWnwNRZWVlV9ajVSkpKcrIyPC6NmzYMP33f/+3JMlms0mSqqurlZKS4ilTXV2t0aNHe8rU1NR4fcbJkydVW1vr+XkAAGBuPgeigQMHdmU9WnXppZdq7969Xtc+/fRTT13S09Nls9m0adMmTwCqq6vTtm3bNH/+fElSdna2Dh8+rNLSUo0dO1aS9O6778rlcmn8+PGBawwAAAhZHdqY8c0332z1usViUWxsrAYPHqz09PROVUySbrvtNl1yySV6+OGH9ZOf/EQlJSV65pln9Mwzz3i+b9GiRfr1r3+t888/X+np6br33nuVmpqqKVOmSGrqUcrNzdXcuXO1Zs0anThxQvn5+Zo+fXqrK8wAAID5dGjZfURERIv5RJL3PKLLLrtMr7/+uteeQR2xYcMGLVu2TPv27VN6eroWL16suXPneu4bhqHly5frmWee0eHDh3XZZZfp97//vYYMGeIpU1tbq/z8fBUWFioiIkLTpk3TqlWr1KdPH5/q0J5lewAAIDS05/d3hwLRpk2bdPfdd+uhhx7SuHHjJEklJSW69957dc8998hqteoXv/iFxo8fr+eee65jrQghBCIAALqf9vz+7tCQ2a233qpnnnlGl1xyiefaxIkTFRsbq3nz5mnPnj363e9+57UKDQAAIFR1KBDt37+/1aQVFxenzz//XJJ0/vnn65tvvulc7QAgzDldhkoqa1VT36CkvrEal56gyAhLsKsFmE6HAtHYsWN1xx136Pnnn1f//v0lSV9//bV+9atf6aKLLpIk7du3j80MAeA0isqrtKKwQlWO789eTLHGanlehnIzU07zkwD8rUNHdzz33HOqrKzUgAEDNHjwYA0ePFgDBgzQ//3f/+nZZ5+VJB05ckT33HOPXysLAOGiqLxK89fv8ApDkmR3NGj++h0qKq8KUs0Ac+rQpGqpaRfpd955R59++qkk6YILLtBVV12liIgOZayQxqRqAP7kdBm67NF3W4QhN4skmzVW7935Q4bPgE7o8knVUtPS+9zcXOXm5nb0IwDAlEoqa9sMQ5JkSKpyNKikslbZgxIDVzHAxHwORKtWrdK8efMUGxurVatWnbbsLbfc0umKAUC4qqlvOwx1pByAzvM5ED3++OOaMWOGYmNj9fjjj7dZzmKxEIgA4DSS+sb6tRyAzuvQ4a7BOOgVAMLFuPQEpVhjZXc0qLVJnO45ROPSEwJdNcC0OjUD+vjx49q7d69Onjzpr/oAQNiLjLBoeV6GpKbw05z7/fK8DCZUAwHUoUB07NgxzZkzR7169dLw4cN14MABSdLChQv1yCOP+LWCABCOcjNTtHrmGNms3sNiNmusVs8cwz5EQIB1aJXZsmXLtGvXLm3evNlrlVlOTo7uv/9+LV261G8VBIBwlZuZoqsybOxUDYSADgWi119/XS+//LIuvvhiWSzf/8MdPny49u/f77fKAUC4i4ywsLQeCAEdGjL7+uuvlZSU1OL60aNHvQISAABAd9ChQJSVlaW33nrL894dgp599lllZ2f7p2YAEGKcLkPF+w/pjbIvVbz/kJyuDm30DyAEdWjI7OGHH9Y111yjiooKnTx5Uk888YQqKir0wQcfaMuWLf6uIwAEHQexAuGtQz1El112mXbt2qWTJ09qxIgReuedd5SUlKTi4mKNHTvW33UEgKDiIFYg/HWoh2jWrFn6wQ9+oKVLl2rQoEH+rhMAhAyny9CKwopWN1A01LRv0IrCCl2VYWN1GNCNdaiHKDo6WgUFBRoyZIjS0tI0c+ZMPfvss9q3b5+/6wcAQdWeg1gBdF8dCkTPPvusPv30Ux04cEArV65Unz599Nvf/lZDhw7VgAED/F1HAAgaDmIFzKFTR3f069dPiYmJ6tevn+Lj49WjRw/179/fX3UDgKDjIFbAHDoUiO666y5dcsklSkxM1NKlS9XQ0KClS5fKbrdr586d/q4jAASN+yDWtmYHWdS02oyDWIHuzWIYRrs30oiIiFD//v112223aerUqRoyZEhX1C1k1NXVyWq1yuFwKC4uLtjVARBg7lVmkrwmV7tDEmePAaGpPb+/O9RDtHPnTt19990qKSnRpZdeqrPPPls33HCDnnnmGX366acdqjQAhCoOYgXCX4d6iE61a9cuPf7443rhhRfkcrnkdDr9UbeQQQ8RAKlpCT4HsQLdR3t+f3doHyLDMLRz505t3rxZmzdv1nvvvae6ujqNHDlSV1xxRYcqDQChjoNYgfDVoUCUkJCgI0eOaNSoUbriiis0d+5cXX755YqPj/dz9QAAALpehwLR+vXrdfnllzN8BAAAwkKHAtHkyZP9XQ8AAICg6dTGjAAAAOGAQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyvWwWiRx55RBaLRYsWLfJca2ho0IIFC5SYmKg+ffpo2rRpqq6u9vq5AwcOaPLkyerVq5eSkpJ0xx136OTJkwGuPQAACFXdJhBt375df/jDHzRy5Eiv67fddpsKCwv1yiuvaMuWLfrqq680depUz32n06nJkyfr+PHj+uCDD/SnP/1J69at03333RfoJgAAgBDVLQLRkSNHNGPGDP3xj39Uv379PNcdDoeee+45PfbYY/rhD3+osWPHau3atfrggw/04YcfSpLeeecdVVRUaP369Ro9erSuueYaPfjgg3r66ad1/PjxVr+vsbFRdXV1Xi8AABC+ukUgWrBggSZPnqycnByv66WlpTpx4oTX9aFDh+qcc85RcXGxJKm4uFgjRoxQcnKyp8ykSZNUV1enPXv2tPp9BQUFslqtnldaWloXtAoAAISKkA9EL730knbs2KGCgoIW9+x2u6KjoxUfH+91PTk5WXa73VOmeRhy33ffa82yZcvkcDg8r4MHD/qhJQAAIFT1CHYFTufgwYO69dZbtXHjRsXGxgbse2NiYhQTExOw7wMAAMEV0j1EpaWlqqmp0ZgxY9SjRw/16NFDW7Zs0apVq9SjRw8lJyfr+PHjOnz4sNfPVVdXy2azSZJsNluLVWfu9+4yAADA3EI6EE2cOFG7d+9WWVmZ55WVlaUZM2Z4/h4VFaVNmzZ5fmbv3r06cOCAsrOzJUnZ2dnavXu3ampqPGU2btyouLg4ZWRkBLxNAAAg9IT0kFnfvn2VmZnpda13795KTEz0XJ8zZ44WL16shIQExcXFaeHChcrOztbFF18sSbr66quVkZGhG2+8UStXrpTdbtc999yjBQsWMCwGAAAkhXgg8sXjjz+uiIgITZs2TY2NjZo0aZJ+//vfe+5HRkZqw4YNmj9/vrKzs9W7d2/Nnj1bDzzwQBBrDQAAQonFMAwj2JUIdXV1dbJarXI4HIqLiwt2dQAAgA/a8/s7pOcQAQAABAKBCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmF6PYFcAQHhzugyVVNaqpr5BSX1jNS49QZERlmBXCwC8EIgAdJmi8iqtKKxQlaPBcy3FGqvleRnKzUwJYs0AwBtDZgC6RFF5leav3+EVhiTJ7mjQ/PU7VFReFaSaAUBLBCIAfud0GVpRWCGjlXvuaysKK+R0tVYCAAKPQATA70oqa1v0DDVnSKpyNKiksjZwlQKA0yAQAfC7mvq2w1BHygFAVyMQAfC7pL6xfi0HAF2NQATA78alJyjFGqu2Ftdb1LTabFx6QiCrBQBtIhAB8LvICIuW52VIUotQ5H6/PC+D/YgAhAwCEYAukZuZotUzx8hm9R4Ws1ljtXrmGPYhAhBS2JgRQJfJzUzRVRk2dqoGEPIIRADOqDPHb0RGWJQ9KLGLawgAnUMgAnBaReVVuv/NCtnrvl8ib4uL1f3/wvEbAMIHc4gAtKmovEo3r9/hFYYkyV7XoJs5fgNAGCEQAWiV02Vo6au7T1tm2au7OX4DQFggEAFo1YefH9LhYydOW+bbYyf04eeHAlQjAOg6BCIArSre71vQ8bUcAIQyAhGANvg6FMaQGYDuj0AEoFXZ553l13IAEMoIRABadfGgRMX3ijptmfheUbqYPYYAhAECEYBWRUZY9MjUEact88jUEew6DSAsEIgAtCk3M0VrZo6RLS7G67otLkZrOI8MQBhhp2oAp8V5ZADMgEAEBElnzgcLNM4jAxDuCERAEBSVV2lFYYWqHN8fiZFijdXyPM4HA4BgYA4REGBF5VWav36HVxiSJLujQfMDdD6Y02WoeP8hvVH2pYr3H+L4DQCmRw8REEBOl6EVhRWtbmVoSLJIWlFYoasybF02fEbvFAC0RA8REEAllbUteoaaMyRVORpUUlnbJd8fCr1TABCKCERAANXUtx2GOlKuPc7UOyU19U4xfAbAjAhEQAAl9Y31a7n2CHbvFACEMgIREEDj0hOUYo1VW7ODLGqazzMuPcHv3x3M3ikACHUEIiCAIiMsWp6XIUktQpH7/fK8jC6ZUB3M3ikACHUhHYgKCgp00UUXqW/fvkpKStKUKVO0d+9erzINDQ1asGCBEhMT1adPH02bNk3V1dVeZQ4cOKDJkyerV69eSkpK0h133KGTJ08GsimAR25milbPHCOb1Tt42KyxWt2J4zDOtJQ+mL1TABDqQnrZ/ZYtW7RgwQJddNFFOnnypO666y5dffXVqqioUO/evSVJt912m9566y298sorslqtys/P19SpU/X+++9LkpxOpyZPniybzaYPPvhAVVVVmjVrlqKiovTwww8Hs3kwMX8fh+HLUnp379T89TtkkbwmV3d17xQAhDqLYRjdZknJ119/raSkJG3ZskUTJkyQw+FQ//799eKLL+pf//VfJUl///vfNWzYMBUXF+viiy/W22+/rWuvvVZfffWVkpOTJUlr1qzRnXfeqa+//lrR0dFn/N66ujpZrVY5HA7FxcV1aRuB9nIvpT/1H7I71pza68Q+RADMoj2/v0O6h+hUDodDkpSQ0NSlX1paqhMnTignJ8dTZujQoTrnnHM8gai4uFgjRozwhCFJmjRpkubPn689e/bowgsvbPE9jY2Namxs9Lyvq6vrqiYBndKRjR45rBUAWuo2gcjlcmnRokW69NJLlZmZKUmy2+2Kjo5WfHy8V9nk5GTZ7XZPmeZhyH3ffa81BQUFWrFihZ9bAPhfe5bSNz+clcNaAcBbSE+qbm7BggUqLy/XSy+91OXftWzZMjkcDs/r4MGDXf6dwJm0NmmapfQA4B/doocoPz9fGzZs0NatWzVgwADPdZvNpuPHj+vw4cNevUTV1dWy2WyeMiUlJV6f516F5i5zqpiYGMXExPi5FUDHtTXvZ/pFaT79PEvpAeD0QrqHyDAM5efn67XXXtO7776r9PR0r/tjx45VVFSUNm3a5Lm2d+9eHThwQNnZ2ZKk7Oxs7d69WzU1NZ4yGzduVFxcnDIyMgLTEKATTnf+2ON/3af4XlEspQeATgrpHqIFCxboxRdf1BtvvKG+fft65vxYrVb17NlTVqtVc+bM0eLFi5WQkKC4uDgtXLhQ2dnZuvjiiyVJV199tTIyMnTjjTdq5cqVstvtuueee7RgwQJ6gRDyfJk07cZSegDouJDuIVq9erUcDoeuvPJKpaSkeF4vv/yyp8zjjz+ua6+9VtOmTdOECRNks9n06quveu5HRkZqw4YNioyMVHZ2tmbOnKlZs2bpgQceCEaTYEJn2jDxdHyZNH342Aktyhni940eAcBMutU+RMHCPkToqM7u+fNG2Ze69aWyM5Z7YvpoXTsylaX0ANBM2O5DBHQnbW2YaHc0aP76HT713rTn/DGW0gNAx4X0kBnQXZ1p7o/UtGHimYbPOH8MAAKDQAR0gfZsmHg67vPHJLUIRUyaBgD/IRABXcCfGybmZqZo9cwxTJoGgC7EHCKgHZwuo9WJy6deP6u3b1s6+DpHiPPHAKBrEYgAH7W2Yiyhd7RGp1lVdtCh2qPHPddtcbGK7xUlx7ETrc4jsqiph8flMvRG2Zc+BRwmTQNA12HZvQ9Ydo+2Voy1pfkmia1tmGhIiu8VpcPHTniut2c5PgDgzNrz+5s5RMAZnG7FWFvcu0j36xWl5Djv4bP4XlGS5BWGpO+X4xeVV3WuwgCAdmPIDDiDM60Ya4sh6dtjJ/TC/xuvCItFNfUNOqtPjG7/S1mb5S1qWo5/VYaN+UEAEEAEIqAVzSdJ76s+0qnP+uZIo64bfbYkqXj/IdnrGtss23w5PvOFACBwCETAKYrKq3T/m3tOG1zao/lKMn8uxwcA+A+BCGimqLxKN6/f4ZfPcq8ka76LdHuO4gAABA6TqoHvOF2Glr662y+f1dYu0hzFAQChiUAEfOfD/YdarPzqqLZ2keYoDgAITQyZAd8p/vwbn8pNGZ2qxN7Req3sS9Ue/T5AJfSO0vWjz1ZOhu20myy6j+I4dZNHG/sQAUDQEIhgCm0dueHNt16ZAf16acmkC3TX5IwOH6XBURwAEFoIRAh7ra0as8XF6P5/Ge7VG3PRwH4+fZ67XGeP0uAoDgAIHcwhQlhzrxo7dQm9va5RN5+yK/SnNb7tN+RrOQBA90EgQtjyZdXY0ld3y+lqOpTj4LfHfPpcX8sBALoPAhHCli+rxg4fO6EP9x+SJKX16+XT5/paDgDQfRCIELZ8XTXmLjfU1ten8r6WAwB0HwQihDFfV2w1las9dtyn0r6WAwB0HwQihC1fV3C5y3GsBgCYF4EIYevi8xIV3yvqtGX69YrSxec1BSKO1QAA8yIQIaQ5XYaK9x/SG2Vfqnj/ITldRqvXWhMZYdEjU0ec9vMLpo7wbIbIsRoAYF4WwzBa/20Cj7q6OlmtVjkcDsXFxQW7OqZRVF7V4ngLd49P89VjKWc48qJpY8YK2esafPqZ1r73TN8BAAg97fn9TSDyAYHIv049RmPswH4q/ce3XkdYbKywa/76HfLlf5zu/prWDlNt6zvPdExGe8sDAEJPe35/c3QHAqq13pcIi9R81MsWF6uGk06fwpAkGWoKRSsKK3RVhq3V4NLeYzI4VgMAzIU5RAiYovIqzV+/wysMSd5hSJLsdQ1n3FDxVIakKkeDSiprO1lLAIAZ0UOEduvIcJLTZWhFYYXPvT4dVVPfcOZCAACcgkCEdunohOOSytoWPUNdgT2CAAAdwZAZfNbWkJfd0aD5p5wcf6qu7rlhjyAAQGcQiOCT0w15ua+tKKxoc0+gruy5YY8gAEBnEYjgkzMNeZ1pUvOZdoE+lUVNu0jb4mK8rsf3imqx+7TNGnvaJfcAAJwJc4jgE1+HvNoq594Fev76HbJIp51c7Q5NBVNH6KoMW4sJ3JLYIwgA4FcEIvjEHwef5mamaPXMMWfeh+iUSdqt7QfEHkEAAH8iEMEn7iEvu6Oh1d4di5qCzJkmNedmprTo9Wltp2p6fAAAgUQggk9ON+TV3knNre0CTY8PACCYmFTdjfl66ru/uIe8bFbvYTEmNQMAujt6iLqpYJ3I3tqQF0NcAIDujtPufRBqp927N0g89cH5cuo7AABm0Z7f3wyZBVFHhrw6u0EiAABoiSGzIOmqM8Gab5DIRGUAAHxDD1EQBOJMME59BwDAdwSiAAvUmWCc+g4AgO8IRAHW1WeCceo7AADtRyAKMH+dCSapRSji1HcAADqGQBRg/jwTjA0SAQDwD1aZBVhXngnGBokAAHQMgSjAuvpMMAAA0H4MmQUBQ14AAIQWeoiChCEvAABCh6l6iJ5++mmde+65io2N1fjx41VSUhLU+riHvK4bfbayByUShgAACBLTBKKXX35Zixcv1vLly7Vjxw6NGjVKkyZNUk1NTbCrBgAAgsw0geixxx7T3Llz9fOf/1wZGRlas2aNevXqpf/4j/8IdtUAAECQmSIQHT9+XKWlpcrJyfFci4iIUE5OjoqLi1uUb2xsVF1dndcLAACEL1MEom+++UZOp1PJycle15OTk2W321uULygokNVq9bzS0tICVVUAABAEpghE7bVs2TI5HA7P6+DBg8GuEgAA6EKmWHZ/1llnKTIyUtXV1V7Xq6urZbPZWpSPiYlRTExMoKoHAACCzBQ9RNHR0Ro7dqw2bdrkueZyubRp0yZlZ2cHsWYAACAUmKKHSJIWL16s2bNnKysrS+PGjdPvfvc7HT16VD//+c+DXTUAABBkpglEP/3pT/X111/rvvvuk91u1+jRo1VUVNRiojUAADAfi2EYrR26jmYcDofi4+N18OBBxcXFBbs6AADAB3V1dUpLS9Phw4dltVpPW9Y0PUSdUV9fL0ksvwcAoBuqr68/YyCih8gHLpdLX331lfr27SuLJbTOG3OnX7P1XtFu2m0WZm077abd/mAYhurr65WamqqIiNOvI6OHyAcREREaMGBAsKtxWnFxcab6x+NGu83FrO2WzNt22m0uXdHuM/UMuZli2T0AAMDpEIgAAIDpEYi6uZiYGC1fvtx0O2vTbtptFmZtO+2m3YHGpGoAAGB69BABAADTIxABAADTIxABAADTIxABAADTIxB1E1u3blVeXp5SU1NlsVj0+uuve93/t3/7N1ksFq9Xbm5ucCrrJwUFBbrooovUt29fJSUlacqUKdq7d69XmYaGBi1YsECJiYnq06ePpk2bpurq6iDV2H98afuVV17Z4pnffPPNQaqxf6xevVojR470bM6WnZ2tt99+23M/XJ/3mdodjs+6NY888ogsFosWLVrkuRauz7y51todjs/8/vvvb9GmoUOHeu4H+1kTiLqJo0ePatSoUXr66afbLJObm6uqqirP6z//8z8DWEP/27JlixYsWKAPP/xQGzdu1IkTJ3T11Vfr6NGjnjK33XabCgsL9corr2jLli366quvNHXq1CDW2j98abskzZ071+uZr1y5Mkg19o8BAwbokUceUWlpqT766CP98Ic/1HXXXac9e/ZICt/nfaZ2S+H3rE+1fft2/eEPf9DIkSO9rofrM3drq91SeD7z4cOHe7Xpvffe89wL+rM20O1IMl577TWva7Nnzzauu+66oNQnUGpqagxJxpYtWwzDMIzDhw8bUVFRxiuvvOIp88knnxiSjOLi4mBVs0uc2nbDMIwrrrjCuPXWW4NXqQDp16+f8eyzz5rqeRvG9+02jPB/1vX19cb5559vbNy40aut4f7M22q3YYTnM1++fLkxatSoVu+FwrOmhyiMbN68WUlJSbrgggs0f/58HTp0KNhV8iuHwyFJSkhIkCSVlpbqxIkTysnJ8ZQZOnSozjnnHBUXFweljl3l1La7vfDCCzrrrLOUmZmpZcuW6dixY8GoXpdwOp166aWXdPToUWVnZ5vmeZ/abrdwftYLFizQ5MmTvZ6tFP7/xttqt1s4PvN9+/YpNTVV5513nmbMmKEDBw5ICo1nzeGuYSI3N1dTp05Venq69u/fr7vuukvXXHONiouLFRkZGezqdZrL5dKiRYt06aWXKjMzU5Jkt9sVHR2t+Ph4r7LJycmy2+1BqGXXaK3tknTDDTdo4MCBSk1N1ccff6w777xTe/fu1auvvhrE2nbe7t27lZ2drYaGBvXp00evvfaaMjIyVFZWFtbPu612S+H7rCXppZde0o4dO7R9+/YW98L53/jp2i2F5zMfP3681q1bpwsuuEBVVVVasWKFLr/8cpWXl4fEsyYQhYnp06d7/j5ixAiNHDlSgwYN0ubNmzVx4sQg1sw/FixYoPLycq/xZrNoq+3z5s3z/H3EiBFKSUnRxIkTtX//fg0aNCjQ1fSbCy64QGVlZXI4HPqv//ovzZ49W1u2bAl2tbpcW+3OyMgI22d98OBB3Xrrrdq4caNiY2ODXZ2A8aXd4fjMr7nmGs/fR44cqfHjx2vgwIH6y1/+op49ewaxZk0YMgtT5513ns466yx99tlnwa5Kp+Xn52vDhg3629/+pgEDBniu22w2HT9+XIcPH/YqX11dLZvNFuBado222t6a8ePHS1K3f+bR0dEaPHiwxo4dq4KCAo0aNUpPPPFE2D/vttrdmnB51qWlpaqpqdGYMWPUo0cP9ejRQ1u2bNGqVavUo0cPJScnh+UzP1O7nU5ni58Jl2feXHx8vIYMGaLPPvssJP59E4jC1BdffKFDhw4pJSUl2FXpMMMwlJ+fr9dee03vvvuu0tPTve6PHTtWUVFR2rRpk+fa3r17deDAAa+5F93RmdremrKyMknq1s+8NS6XS42NjWH9vFvjbndrwuVZT5w4Ubt371ZZWZnnlZWVpRkzZnj+Ho7P/Eztbm2aQ7g88+aOHDmi/fv3KyUlJTT+fQdk6jY6rb6+3ti5c6exc+dOQ5Lx2GOPGTt37jT+8Y9/GPX19caSJUuM4uJio7Ky0vjrX/9qjBkzxjj//PONhoaGYFe9w+bPn29YrVZj8+bNRlVVled17NgxT5mbb77ZOOecc4x3333X+Oijj4zs7GwjOzs7iLX2jzO1/bPPPjMeeOAB46OPPjIqKyuNN954wzjvvPOMCRMmBLnmnbN06VJjy5YtRmVlpfHxxx8bS5cuNSwWi/HOO+8YhhG+z/t07Q7XZ92WU1dXheszP1XzdofrM7/99tuNzZs3G5WVlcb7779v5OTkGGeddZZRU1NjGEbwnzWBqJv429/+Zkhq8Zo9e7Zx7Ngx4+qrrzb69+9vREVFGQMHDjTmzp1r2O32YFe7U1prryRj7dq1njL//Oc/jV/+8pdGv379jF69ehnXX3+9UVVVFbxK+8mZ2n7gwAFjwoQJRkJCghETE2MMHjzYuOOOOwyHwxHcinfSTTfdZAwcONCIjo42+vfvb0ycONEThgwjfJ/36dodrs+6LacGonB95qdq3u5wfeY//elPjZSUFCM6Oto4++yzjZ/+9KfGZ5995rkf7GdtMQzDCExfFAAAQGhiDhEAADA9AhEAADA9AhEAADA9AhEAADA9AhEAADA9AhEAADA9AhEAADA9AhEAADA9AhGAbufKK6/UokWLwv47AQQOgQgA/MRisej1118PdjUAdACBCAAAmB6BCEC31tjYqCVLlujss89W7969NX78eG3evNlzf926dYqPj9f//M//aNiwYerTp49yc3NVVVXlKXPy5Endcsstio+PV2Jiou68807Nnj1bU6ZM8foul8ulX/3qV0pISJDNZtP999/vuXfuuedKkq6//npZLBbPewDdA4EIQLeWn5+v4uJivfTSS/r444/14x//WLm5udq3b5+nzLFjx/Sb3/xGf/7zn7V161YdOHBAS5Ys8dx/9NFH9cILL2jt2rV6//33VVdX1+rQ15/+9Cf17t1b27Zt08qVK/XAAw9o48aNkqTt27dLktauXauqqirPewDdA4EIQLd14MABrV27Vq+88oouv/xyDRo0SEuWLNFll12mtWvXesqdOHFCa9asUVZWlsaMGaP8/Hxt2rTJc//JJ5/UsmXLdP3112vo0KF66qmnFB8f3+L7Ro4cqeXLl+v888/XrFmzlJWV5fmc/v37S5Li4+Nls9k87wF0Dz2CXQEA6Kjdu3fL6XRqyJAhXtcbGxuVmJjoed+rVy8NGjTI8z4lJUU1NTWSJIfDoerqao0bN85zPzIyUmPHjpXL5fL63JEjR3q9b/45ALo3AhGAbuvIkSOKjIxUaWmpIiMjve716dPH8/eoqCivexaLRYZhtPv7WvucU0MTgO6JITMA3daFF14op9OpmpoaDR482Otls9l8+gyr1ark5GSvOT9Op1M7duxod32ioqLkdDrb/XMAgo9ABKDbGjJkiGbMmKFZs2bp1VdfVWVlpUpKSlRQUKC33nrL589ZuHChCgoK9MYbb2jv3r269dZb9e2338pisbSrPueee642bdoku92ub7/9tr3NARBEBCIA3dratWs1a9Ys3X777brgggs0ZcoUbd++Xeecc47Pn3HnnXfqZz/7mWbNmqXs7Gz16dNHkyZNUmxsbLvq8tvf/lYbN25UWlqaLrzwwvY2BUAQWYyODKQDQBhzuVwaNmyYfvKTn+jBBx8MdnUABACTqgGY3j/+8Q+98847uuKKK9TY2KinnnpKlZWVuuGGG4JdNQABwpAZANOLiIjQunXrdNFFF+nSSy/V7t279de//lXDhg0LdtUABAhDZgAAwPToIQIAAKZHIAIAAKZHIAIAAKZHIAIAAKZHIAIAAKZHIAIAAKZHIAIAAKZHIAIAAKb3/wFlcQhAod9aOgAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["print(np.mean(train_target[indexes]))\n","print(knr.predict([[100]]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fn8jbIZp4aaa","executionInfo":{"status":"ok","timestamp":1728034883794,"user_tz":-540,"elapsed":405,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e6b5993c-0109-4c90-8b3a-33ec43deaa84"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["1033.3333333333333\n","[1033.33333333]\n"]}]},{"cell_type":"code","source":["# 100cm 농어의 이웃을 구함.\n","distances, indexes = knr.kneighbors([[100]])\n","\n","# 훈련 세트의 산점도를 그림\n","plt.scatter(train_input, train_target)\n","\n","# 훈련 세트 중에서 이웃 샘플만 다시 그림\n","plt.scatter(train_input[indexes], train_target[indexes], marker='D')\n","\n","# 100cm 농어 데이터\n","plt.scatter(100, 1033, marker='^')\n","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"WFdZz0bK516h","executionInfo":{"status":"ok","timestamp":1728035067175,"user_tz":-540,"elapsed":865,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9852129e-da2d-4e57-c57a-0308d6e38f5f"},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 선형 회귀"],"metadata":{"id":"WHQXzqi_68AO"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\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","print(lr.coef_, lr.intercept_) # 머신러닝에서는 기울기를 계수 또는 가중치라고 함"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7o3mIkLn6BPt","executionInfo":{"status":"ok","timestamp":1728035234001,"user_tz":-540,"elapsed":400,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"24452a27-409b-4f15-d414-a5c75c10ee48"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["[1241.83860323]\n","[39.01714496] -709.0186449535477\n"]}]},{"cell_type":"code","source":["# 훈련 세트의 산점도를 그림\n","plt.scatter(train_input, train_target)\n","\n","# 15에서 50까지 1차 방정식 그래프를 그림\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","plt.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"BTsfi3I87G5H","executionInfo":{"status":"ok","timestamp":1728035407036,"user_tz":-540,"elapsed":888,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2d5ac909-de43-42fd-e026-89b28f96227e"},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkQAAAGwCAYAAABIC3rIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABZJklEQVR4nO3deVxU9f7H8dcMqwoMorIpKu7ijqahlS2Wllmmt7LwZrd+lYaWWV21zaxblve2Waa3brf6XW29laWVZZpaRmog7rsYLiwqMmyyzZzfH/6YRFEBgRlm3s/Hg8eVc74z8zn3VPP2ux2TYRgGIiIiIh7M7OwCRERERJxNgUhEREQ8ngKRiIiIeDwFIhEREfF4CkQiIiLi8RSIRERExOMpEImIiIjH83Z2AQ2B3W7n8OHDBAYGYjKZnF2OiIiIVIFhGOTl5REZGYnZfO4+IAWiKjh8+DBRUVHOLkNERERq4MCBA7Rq1eqcbRSIqiAwMBA4+X9oUFCQk6sRERGRqsjNzSUqKsrxPX4uCkRVUD5MFhQUpEAkIiLSwFRluosmVYuIiIjHUyASERERj6dAJCIiIh5PgUhEREQ8ngKRiIiIeDwFIhEREfF4CkQiIiLi8RSIRERExOMpEImIiIjHUyASERER5zIMOJR08n+dRIFIREREnGvTx/D2lbDpE6eVoEAkIiIizmMrgx+fP/nnlc+f/N0JFIhERETEebb8l13ZZfxuD4Xj+2HLZ04pQ4FIREREnMNWxpfffM2NJc8yvnQyJwx/p/USKRCJiIhIvSsus/HUe4t50DqGE/gTYsqnGC+n9RIpEImIiEi9Opxzglv/mcj/7vYFYJLXF/yvzyyCTQWA2Sm9RN71+mkiIiLi0X7afYQHPtzA8cJSgijgVZ+5XOmVckoL+x+9RL1urbe61EMkIiIidc5uN3h9+W7u+Pc6jheW0s37EF/7Pn5aGCpX/71ECkQiIiJSp3IKS7j7/fW8tGwXhgFjuvjwmddjRJmzzvKK/+8lSkustxo1ZCYiIiJ1ZvNBK+MXJHEo5wR+3maeHdmdW3qHws63oazk7C/09oWo/vVWpwKRiIiI1DrDMPho/QFmfLmVEpud1iGNmTc2lm6RlpMNut3k3AJP49Qhs9WrVzNixAgiIyMxmUwsWrTIca60tJSpU6fSo0cPmjRpQmRkJHfccQeHDx+u8B7Z2dnEx8cTFBREcHAwd999N/n5+RXabNq0iUsvvRR/f3+ioqKYPXt2fVyeiIiIRzpRYuPR/25i+uebKbHZGdI1lMWTLvkjDLkgpwaigoICevXqxdy5c884V1hYSHJyMk8++STJycl8/vnn7Ny5kxtuuKFCu/j4eLZu3cqyZctYsmQJq1ev5t5773Wcz83N5ZprrqFNmzYkJSXx97//naeffpq33nqrzq9PRETE0+w/WsCoeb/w36SDmE3w12GdeevP/bA08nF2aedkMgwnPlr2FCaTiS+++IKRI0eetc369evp378/v//+O61bt2b79u3ExMSwfv16+vXrB8DSpUu57rrrOHjwIJGRkcybN4/HH3+cjIwMfH1P7ncwbdo0Fi1axI4dOyr9nOLiYoqLix2/5+bmEhUVhdVqJSgoqPYuWkRExI18vzWDhz/ZSF5xGc2a+PL6bX0Y2KG50+rJzc3FYrFU6fu7Qa0ys1qtmEwmgoODAUhMTCQ4ONgRhgCGDBmC2Wxm7dq1jjaXXXaZIwwBDB06lJ07d3L8+PFKP2fWrFlYLBbHT1RUVN1dlIiISANXZrPzwrc7uPc/SeQVl9G3TVO+fuBSp4ah6mowgaioqIipU6dy2223OVJeRkYGoaGhFdp5e3sTEhJCRkaGo01YWFiFNuW/l7c53fTp07FarY6fAwcO1PbliIiIuIUjecWMfWct81ftBeCuQdF8dO/FhFv8nVxZ9TSIVWalpaXccsstGIbBvHnz6vzz/Pz88PPzq/PPERERach+25/N/QuTycorprGvF7P/1JPre0Y6u6wacflAVB6Gfv/9d1asWFFhDDA8PJysrIqbOpWVlZGdnU14eLijTWZmZoU25b+XtxEREZGqMwyDd35O5YVvd1BmN+gQGsD8sbF0CA10dmk15tJDZuVhaPfu3fzwww80a9aswvm4uDhycnJISkpyHFuxYgV2u50BAwY42qxevZrS0lJHm2XLltG5c2eaNm1aPxciIiLiJvKLy0j4IJm/fb2dMrvBiF6RfJkwqEGHIXByIMrPzyclJYWUlBQAUlNTSUlJIS0tjdLSUv70pz/x22+/sXDhQmw2GxkZGWRkZFBScnJny65duzJs2DDuuece1q1bx5o1a5g4cSJjxowhMvJkl93tt9+Or68vd999N1u3buXjjz/mtddeY8qUKc66bBERkQZpV2YeN7zxM99szsDbbOLpETHMGdObJn4uP+B0Xk5ddr9y5UquuOKKM46PGzeOp59+mujo6Epf9+OPP3L55ZcDJzdmnDhxIosXL8ZsNjN69GjmzJlDQECAo/2mTZtISEhg/fr1NG/enEmTJjF16tQq11mdZXsiIiLu6MuUQ0z7bDMnSm2EB/kzNz6Wvm1ce6SlOt/fLrMPkStTIBIREU9VUmbnua+38X7i7wAM6tCM18b0oXmA6y8+qs73d8Pv4xIREZE6cTjnBPcvTCblQA4AE6/owENXd8LLbHJuYXVAgUhERETO8PPuozzw0QayC0oI8vfmlVt7c1XXsPO/sIFSIBIREREHu93gzZV7eGnZLgwDukUGMS++L62bNXZ2aXVKgUhEREQAyCksYconG1mx4+Qef7f2i2Lmjd3w9/FycmV1T4FIRERE2HzQyoSFSRw8fgI/bzPP3tidWy7ynGd5KhCJiIh4MMMw+Hj9AZ76aislZXZahzTmzfhYure0OLu0eqVAJCIi4qGKSm08uWgLnyYdBGBI11Beurk3lsY+Tq6s/ikQiYiIeKD9RwuYsDCZ7em5mE3w8DWdmTC4PWY3XFJfFQpEIiIiHub7rRk8/OlG8orKaNbEl9dv68PADs2dXZZTKRCJiIh4iDKbnZeW7WLeyr0AxLYO5s34voRb/J1cmfMpEImIiHiAI3nFPPDhBhL3HQPgL4PaMv3arvh6O/U57y5DgUhERMTN/bY/m4QPksnMLaaxrxcvju7JiF6Rzi7LpSgQiYiIR7HZDdalZpOVV0RooD/9o0PO+2yumrzGFRiGwb/X7GfWN9spsxt0CA1g/thYOoQGOrs0l6NAJCIiHmPplnRmLt5GurXIcSzC4s+METEM6x5Ra69xBfnFZUz97ya+3pwOwPU9I3hxdE+a+OmrvzImwzAMZxfh6nJzc7FYLFitVoKCgpxdjoiI1MDSLelMWJDM6V965f0888bGnhFwavIaV7A7M4/7FiSx70gB3mYTTwzvyriBbTGZXL9XqzZV5/tbM6lERMTt2ewGMxdvOyPYAI5jMxdvw2Y3Lug1ruDLlEPcOHcN+44UEB7kz8f3Xcydg6I9LgxVlwKRiIi4vXWp2RWGvE5nAOnWItalZl/Qa5yppMzOjC+38OBHKRSW2BjYvhlLHriEvm1CnF1ag6CBRBERcXtZeWcPNmdrV5PXOMvhnBMkfJDMhrQcABKuaM+Uqzs3iInfrkKBSERE3F5oYNU2Hjy1XU1e4ww/7z7KAx9tILughEB/b165pTdDYsKcWlNDpEAkIiJur390CBEWfzKsRZXOCTIB4ZaTy+kv5DX1yW43eHPlHl5atgvDgG6RQcyL70vrZo2dUk9DpzlEIiLi9rzMJmaMiAH+WCFWrvz3GSNiKgwx1eQ19cVaWMr//O9v/OP7k2Ho1n5RfDZhoMLQBVAgEhERjzCsewTzxsae8dyucIv/WZfP1+Q1dW3LISvDX/+JFTuy8PU28+LoHrz4p574+3jVey3uRPsQVYH2IRIRcR8Neafqj9en8eSXWykpsxMV0oh58X3p3tJS73U0FNX5/tYcIhER8SheZhNx7ZvV+WtqU1GpjScXbeHTpIMADOkayks398bS2MdpNbkbBSIREREX9vuxAsYvSGZ7ei5mEzx8TWcmDG6PWUvqa5UCkYiIiItati2TKZ+kkFdURrMmvsy5rQ+DOjR3dlluSYFIRETExZTZ7Ly8bBdvrtwLQGzrYObGxxJhaeTkytyXApGIiIgLOZJXzAMfbiBx3zEA7hzYlseu64qvtxaG1yUFIhERERfx2/5sEj5IJjO3mMa+Xrw4uicjekU6uyyPoEAkIiLiZIZh8O6a/Tz/zXbK7AbtWzThn3/uS4fQQGeX5jEUiERERJwov7iMqZ9t4utN6QBc3zOCF0b3JMBPX9H1Sf9vi4iIOMnuzDzGL0hi75ECvM0mHh/elTsHtsVk0pL6+qZAJCIi4gRfphxi+uebKSyxER7kz9z4PvRt45wHxYoCkYiIuBhXeUxGXSkps/P8N9t575f9AAxs34w5t/WheYCfcwvzcApEIiLiMpZuSWfm4m2kW4scxyIs/swYEeOUB6nWtnTrCe5fmMyGtBwAEq5oz5SrO7tV4GuotKmBiIi4hKVb0pmwILlCGALIsBYxYUEyS7ekO6my2vHz7qMMn/MzG9JyCPT35l939OPRoV0UhlyEeohERMTpbHaDmYu3YVRyzgBMwMzF27g6JtwpAaK6w3intm8e4EfS78d55YddGAbERAQxf2xfWjdrXI9XIOejQCQiIk63LjX7jJ6hUxlAurWIdanZ9f7U+eoO41XWvtwt/VrxzI3d8ffxqtOapfqcOmS2evVqRowYQWRkJCaTiUWLFlU4bxgGTz31FBERETRq1IghQ4awe/fuCm2ys7OJj48nKCiI4OBg7r77bvLz8yu02bRpE5deein+/v5ERUUxe/bsur40ERGphqy8s4ehmrSrLdUdxjtb+3JXdglVGHJRTg1EBQUF9OrVi7lz51Z6fvbs2cyZM4f58+ezdu1amjRpwtChQykq+uMftPj4eLZu3cqyZctYsmQJq1ev5t5773Wcz83N5ZprrqFNmzYkJSXx97//naeffpq33nqrzq9PRESqJjTQv1bb1YbzDePByWE8m904b3v4Y9ivvL24FqcOmV177bVce+21lZ4zDINXX32VJ554ghtvvBGA//3f/yUsLIxFixYxZswYtm/fztKlS1m/fj39+vUD4PXXX+e6667jH//4B5GRkSxcuJCSkhL+/e9/4+vrS7du3UhJSeHll1+uEJxOVVxcTHFxseP33NzcWr5yERE5Vf/oECIs/mRYiyoNFCYg3HJy7k59qe4wnisP+8n5uewqs9TUVDIyMhgyZIjjmMViYcCAASQmJgKQmJhIcHCwIwwBDBkyBLPZzNq1ax1tLrvsMnx9fR1thg4dys6dOzl+/Hilnz1r1iwsFovjJyoqqi4uUURE/p+X2cSMETHAyfBzqvLfZ4yIqdcJ1dUdxtt22Fqr7yv1y2UDUUZGBgBhYWEVjoeFhTnOZWRkEBoaWuG8t7c3ISEhFdpU9h6nfsbppk+fjtVqdfwcOHDgwi9IRETOaVj3COaNjSXcUnFYLNziz7yxsfW+D1F1hvF+2JbJS8t21er7Sv3SKrNK+Pn54eenHUNFROrbsO4RXB0T7hI7VVdlGC8syI/Vu44wb9VeAHy8TJTaKp8j5IxhP6k6l+0hCg8PByAzM7PC8czMTMe58PBwsrKyKpwvKysjOzu7QpvK3uPUzxAREdfhZTYR174ZN/ZuSVz7Zk7buPB8w3gGYGns6whDdw5syyu39MJ0lvZQ/8N+UnUuG4iio6MJDw9n+fLljmO5ubmsXbuWuLg4AOLi4sjJySEpKcnRZsWKFdjtdgYMGOBos3r1akpLSx1tli1bRufOnWnatGk9XY2IiDREZxvGC2nii6WRDzsz8mjs68Wc2/rw9A3duL5XS5ca9pOqMxmG4bT1f/n5+ezZsweAPn368PLLL3PFFVcQEhJC69atefHFF3nhhRd4//33iY6O5sknn2TTpk1s27YNf/+T/7Bde+21ZGZmMn/+fEpLS/nLX/5Cv379+OCDDwCwWq107tyZa665hqlTp7JlyxbuuusuXnnllbOuMjtdbm4uFosFq9VKUFBQ3fyfISIiLqt85+nM3BNsSMth4do0yuwG7Vs0Yf7YvnQMC6y0vbOH/Txddb6/nRqIVq5cyRVXXHHG8XHjxvHee+9hGAYzZszgrbfeIicnh0suuYQ333yTTp06OdpmZ2czceJEFi9ejNlsZvTo0cyZM4eAgABHm02bNpGQkMD69etp3rw5kyZNYurUqVWuU4FIREQKisuY+tkmlmw6uRnj8J4RvDi6JwF+mo7rqhpMIGooFIhERDzb7sw8xi9IYu+RArzNJh4f3pU7B7bFZFKvjyurzve3Yq2IiMg5fLXxMNM+20RhiY2wID/ejI+lbxutFHM3CkQiIiKVKCmz8/w323nvl/0AxLVrxuu396F5gLZlcUcKRCIiIqdJt54gYWEyyWk5ANx/eXumXN0Jby+XXZwtF0iBSERE5BRr9hzlgQ83cKyghEB/b165pTdDYsLO/0Jp0BSIREREALvdYN6qvbz0/U7sBsREBDFvbCxtmjVxdmlSDxSIRETE41kLS5nySQrLd5x8+sHNfVvx7Mju+Pt4ObkyqS8KRCIi4tG2HLIyYWESB7JP4Ott5tkbu3HrRa2dXZbUMwUiERHxWB+vT+PJL7dSUmYnKqQR8+L70r2lxdlliRMoEImIiMcpKrXx1Jdb+OS3gwBc2SWUV27pjaWxj5MrE2dRIBIREY+SdqyQ8QuS2Jaei9kED1/TmQmD22PWs8Y8mgKRiIh4jB+2ZTLlkxRyi8oIaeLLnDF9uKRjc2eXJS5AgUhERNyezW7w8rKdzP1xLwB9WgfzZnwsEZZGTq5MXIUCkYiIuBSb3WBdajZZeUWEBvrTPzoErwsYzjqaX8wDH27gl73HALhzYFseu64rvt7adVr+oEAkIiIuY+mWdGYu3ka6tchxLMLiz4wRMQzrHlHt90v6PZuEhRvIyC2ikY8XL4zuwY29W9ZmyeImFI9FRMQlLN2SzoQFyRXCEECGtYgJC5JZuiW9yu9lGAbvrknl1n/+SkZuEe1bNOGriYMUhuSs1EMkIiJOZ7MbzFy8DaOScwZgAmYu3sbVMeHnHT4rKC5j6mebWLLpZIAa3jOCF0f3JMBPX3lydvqnQ0REnG5davYZPUOnMoB0axHrUrOJa9/srO32ZOUxfkEye7Ly8TabeOy6rvxlUFtMJi2pl3NTIBIREafLyjt7GKpqu8UbDzP1s00UltgIC/Jj7u2x9GsbUlsliptTIBIREacLDfSvcbuSMjuzvt3Ou2v2AxDXrhlzbutDi0C/2ixR3JwCkYiIOF3/6BAiLP5kWIsqnUdkAsItJ5fgnyrdeoKEhckkp+UAcP/l7ZlydSe8vbRmSKpH/8SIiIjTeZlNzBgRA5wMP6cq/33GiJgKE6rX7DnK9XN+Jjkth0B/b96+ox9/HdZFYUhqRP/UiIiISxjWPYJ5Y2MJt1QcFgu3+DNvbKxjHyK73WDuj3v48ztrOVZQQteIIJZMuoSrY8KcUba4CQ2ZiYiIyxjWPYKrY8LPulO1tbCUhz9N4YftWQDc3LcVz47sjr+PlzPLFjegQCQiIi7Fy2yqdGn9lkNWJixM4kD2CXy9zTx7Yzduvai1EyoUd6RAJCIiLqWyZ5l9lnSQJ77cQkmZnVZNGzF/bF+6t7Q4u1RxIwpEIiLiMip7llkjHy9OlNoAuLJLKC/f0ovgxr7OKlHclAKRiIi4hPJnmZ2+7L48DN3QK4JXb+2D+TyP7hCpCQUiEREXVdnQ0fme49VQnetZZuXW7z9+zvMiF0KBSETEBVU2dBRh8WfGiBjH8nN3cr5nmUHVnmUmUlPah0hExMWUDx2dHhAyrEVMWJDM0i3pTqqs7tTGs8xELoQCkYiICznX0FH5sZmLt2Gzu9fgUU5haZXaVfWZZyLVpUAkIuJCzjd0ZPDH0JE7MAyDd9ek8uySbedsZ+LkkOHpzzITqS2aQyQi4kLcbejoXBPDC4rLmPrZJpZsOjkEGNs6mOS0HExQoYfsbM8yE6lNCkQiIi6kqkNCDWHo6FwTwzuEBjB+QTJ7svLxNpuYfl1X7hrUlu+2ZpzxmnA3nkwurkOBSETEhfSPDiHC4k+GtajSeUQmTgYEVx86OtueQhnWIsYvSMbP20xxmZ2wID/m3h5Lv7Ynr+d8zzITqSsKRCIiLsTLbGLGiBgmLEhusENHVZkYXlxm5+J2zXj9tj60CPSr0OZszzITqUuaVC0i4mKGdY9g3thYwi0Vh8XCLf7MGxvr8kNHVdlTCGDiFR3OCEMizqIeIhERF9SQh46qOuH7WEFxHVciUnUu3UNks9l48skniY6OplGjRrRv355nn30Ww/ijI9YwDJ566ikiIiJo1KgRQ4YMYffu3RXeJzs7m/j4eIKCgggODubuu+8mPz+/vi9HRKRayoeObuzdkrj2zRpEGAL3mhgunsOlA9GLL77IvHnzeOONN9i+fTsvvvgis2fP5vXXX3e0mT17NnPmzGH+/PmsXbuWJk2aMHToUIqK/vgbSnx8PFu3bmXZsmUsWbKE1atXc++99zrjkkRE3F7/6BDCgs4+FKY9hcQVmYxTu1tczPXXX09YWBjvvPOO49jo0aNp1KgRCxYswDAMIiMjefjhh3nkkUcAsFqthIWF8d577zFmzBi2b99OTEwM69evp1+/fgAsXbqU6667joMHDxIZGXneOnJzc7FYLFitVoKCgurmYkVE3MTWw1bG/XsdR/NLzjhX3sfVEOZCScNXne9vl+4hGjhwIMuXL2fXrl0AbNy4kZ9//plrr70WgNTUVDIyMhgyZIjjNRaLhQEDBpCYmAhAYmIiwcHBjjAEMGTIEMxmM2vXrq30c4uLi8nNza3wIyIi5/fJbwcY9eYvHM0voVkTX5oH+FY431AmhovncelJ1dOmTSM3N5cuXbrg5eWFzWbjueeeIz4+HoCMjAwAwsLCKrwuLCzMcS4jI4PQ0NAK5729vQkJCXG0Od2sWbOYOXNmbV+OiIjbKiq18fRXW/lo/QEArujcgldu7U2gv0+DnBgunselA9Enn3zCwoUL+eCDD+jWrRspKSlMnjyZyMhIxo0bV2efO336dKZMmeL4PTc3l6ioqDr7PBGRhuxAdiETFiax5VAuJhM8fHUn7r+8A+b/Dz7aU0gaApcORI8++ijTpk1jzJgxAPTo0YPff/+dWbNmMW7cOMLDwwHIzMwkIuKP7tfMzEx69+4NQHh4OFlZWRXet6ysjOzsbMfrT+fn54efn/bGEBE5nxU7Mpn8UQq5RWWENPHltTG9ubRjC2eXJVJtLj2HqLCwELO5YoleXl7Y7XYAoqOjCQ8PZ/ny5Y7zubm5rF27lri4OADi4uLIyckhKSnJ0WbFihXY7XYGDBhQD1chIuJ+bHaDf3y3k7ve+43cojJ6RwWzZNIlCkPSYLl0D9GIESN47rnnaN26Nd26dWPDhg28/PLL3HXXXQCYTCYmT57M3/72Nzp27Eh0dDRPPvkkkZGRjBw5EoCuXbsybNgw7rnnHubPn09paSkTJ05kzJgxVVphJiIiFR3LL+aBjzawZs8xAMbFteHx4TH4erv037FFzsmlA9Hrr7/Ok08+yf33309WVhaRkZHcd999PPXUU442f/3rXykoKODee+8lJyeHSy65hKVLl+Lv/8eGXwsXLmTixIlcddVVmM1mRo8ezZw5c5xxSSIiDVpy2nESFiaTbi2ikY8XL4zuwY29Wzq7LJEL5tL7ELkK7UMkIp7OMAze/2U/z32znVKbQbsWTZg/ti+dwgKdXZrIWVXn+9ule4hERMT5CorLmPb5ZhZvPAzAdT3Cmf2nXgT46StE3If+aRYRkbPak5XP+AVJ7MnKx9tsYvp1XblrUFtMJu0lJO5FgUhERCq1ZNNhpv53EwUlNkID/ZgbH8tFbfX8MXFPCkQiIlJBqc3OrG928O81qQBc3C6E12+LpUWg9mcT96VAJCIiDhnWIhI+SCbp9+MAjB/cnkeu6YS3l5bUi3tTIBIREQB+2XOUBz7awNH8EgL9vPnHLb0Y2q3yHf1F3I0CkYiIh7PbDeav3ss/vtuJ3YAu4YHMH9uXts2bOLs0kXqjQCQi4sGsJ0p5+JON/LA9E4DRsa3428juNPL1cnJlIvVLgUhExENtPWxlwoJk0rIL8fUyM/PGboy5KEpL6sUjKRCJiHigT387wBOLtlBcZqdlcCPmjY2lZ6tgZ5cl4jQKRCIiHqSo1MbMxVv5cN0BAC7v3IJXb+1NcGNfJ1cm4lwKRCIiHuJAdiETFiax5VAuJhNMGdKJhCs6YDZriExEgUhExE3Y7AbrUrPJyisiNNCf/tEheP1/2FmxI5PJH6WQW1RG08Y+zLmtDwPbN2ftWdqLeBoFIhERN7B0SzozF28j3VrkOBZh8efJ4V3ZnpHH6yv2ANArKpg342PZfDCHS15ccUb7GSNiGNY9ot7rF3E2k2EYhrOLcHW5ublYLBasVitBQUHOLkdEpIKlW9KZsCCZ8/3H/I64Njw+vCs/7siqtH1539C8sbEKReIWqvP9rb3YRUQaMJvdYObibecMQybglVt68cyN3fE2m8/avvzYzMXbsNn1d2XxLBoyExFpwNalZlcY9qqMAWQXlPBlyiGO5hWfs70BpFuLWJeaTVz7ZrVbrIgLUyASEWnAsvLOHYbKPfv19jp5XxF3oSEzEZEGLDTQv07et3mAX528r4irUiASEWnA+keHENzYp/bfWFOIxMNoyExEpIEqtdmZ9c0OcgpLa/29jxYU1/p7irgy9RCJiDRAGdYibnvrV/69JhWAod3CCA+qvWGuuhqKE3FV6iESEWlgftl7lAc+3MDR/BIC/bz5xy29GNotvMJO1Ufziqs9kRpOLtEPt5zctVrEkygQiYg0EHa7wfzVe/nHdzuxG9AlPJD5Y/vStnkTALzMJsdSeZvd4F8/p5JhLarydKDyjRlnjIjRIzzE42jITESkAbCeKOXe/yQxe+nJMDQqtiVf3D/IEYZO52U2MWNEDPBH0ClX/vvpk7HDLf7apVo8lnqIRERc3NbDVu5fmMzvxwrx9TLz9A3duK1/FCbTuXtxhnWPYN7Y2DOecRb+/88suzom/KwPg60t53rgrIgr0bPMqkDPMhMRZ/n0twM8sWgLxWV2WgY3Yt7YWHq2Cq7WezgrlJztgbN6gKzUl+p8fysQVYECkYjUt6JSGzMXb+XDdQcAuLxzC169tTfBjX2dXFnVnO2Bs3qArNSn6nx/a8hMRMTFHMguZMLCJLYcysVkgoeGdGLiFR0wN5ChpnM9cNbgZCiauXgbV8eEa/hMXIYCkYiIC/lxRxaTP07BeqKUpo19eG1MHy7r1MLZZVXL+R44qwfIiitSIBIRcQE2u8FrP+xizoo9APSKCubN+FhaBjdycmXVV9UHw+oBsuJKarTs/plnnqGwsPCM4ydOnOCZZ5654KJERDzJsfxi7nx3nSMM3RHXhk/uu7hBhiGo+i7X2g1bXEmNJlV7eXmRnp5OaGhohePHjh0jNDQUm81WawW6Ak2qFpG6kpx2nISFyaRbi2jk48WsUT0Y2aels8u6IDa7wSUvrjjrppDlu2H/PPVKzSGSOlWd7+8a9RAZhlHp/hcbN24kJETbvYuInI9hGPxv4n5u/Wci6dYi2jVvwqKEQQ0+DEHVNoXUbtjiaqo1h6hp06aYTCZMJhOdOnWqEIpsNhv5+fmMHz++1osUEXEnhSVlTP98M1+mHAbg2u7hzP5TTwL9fc7zyobjfJtCasm9uJpqDZm9//77GIbBXXfdxauvvorFYnGc8/X1pW3btsTFxdVJoc6kITMRqS17j+QzYUESuzLz8TKbmH5tF+6+JPq8u043VNqpWpypzvYhGjduHADR0dEMHDgQHx/3+duMiEhd+2ZzOo9+upGCEhuhgX68cXus2z9V/tQHzoq4shotux88eDB2u51du3aRlZWF3W6vcP6yyy6rleJERNxBqc3OC9/u4J2fUwEYEB3C67f30SorERdSo0nVv/76Kx06dKBr165cdtllXH755Y6fK664olYLPHToEGPHjqVZs2Y0atSIHj168NtvvznOG4bBU089RUREBI0aNWLIkCHs3r27wntkZ2cTHx9PUFAQwcHB3H333eTn59dqnSIilcnMLeK2t351hKH7Brdj4f8MUBgScTE1CkTjx4+nX79+bNmyhezsbI4fP+74yc7OrrXijh8/zqBBg/Dx8eHbb79l27ZtvPTSSzRt2tTRZvbs2cyZM4f58+ezdu1amjRpwtChQykq+mMSX3x8PFu3bmXZsmUsWbKE1atXc++999ZanSIilUnce4zhc37it9+PE+jnzT//3Jfp13bF26tG/+kVkTpUo32ImjRpwsaNG+nQoUNd1OQwbdo01qxZw08//VTpecMwiIyM5OGHH+aRRx4BwGq1EhYWxnvvvceYMWPYvn07MTExrF+/nn79+gGwdOlSrrvuOg4ePEhkZOR569CkahGpDsMwmL9qH3//bgd2A7qEBzJvbF+imzdxdmkiHqXO9yEaMGAAe/bsqVFx1fHVV1/Rr18/br75ZkJDQ+nTpw9vv/2243xqaioZGRkMGTLEccxisTBgwAASExMBSExMJDg42BGGAIYMGYLZbGbt2rWVfm5xcTG5ubkVfkREqsJ6opR7/5PEi0tPhqFRsS354v5BCkMiLq7Kk6o3bdrk+POkSZN4+OGHycjIoEePHmesNuvZs2etFLdv3z7mzZvHlClTeOyxx1i/fj0PPPAAvr6+jBs3joyMDADCwsIqvC4sLMxxLiMj44wdtb29vQkJCXG0Od2sWbOYOXNmrVyDiHiObYdzmbAwid+PFeLrZebpG7pxW/8ot11SL+JOqhyIevfujclk4tQRtrvuusvx5/JzJpOp1h7dYbfb6devH88//zwAffr0YcuWLcyfP9+xBUBdmD59OlOmTHH8npubS1RUVJ19nog0fP9NOsjjX2ymuMxOy+BGzBsbS89Wwc4uS0SqqMqBKDU1tS7rqFRERAQxMTEVjnXt2pXPPvsMgPDwcAAyMzOJiPhj19PMzEx69+7taJOVlVXhPcrKysjOzna8/nR+fn74+fnV1mWIiBsrKrUxc/E2PlyXBsDgTi149dbeNG3i6+TKRKQ6qhyI2rRpU5d1VGrQoEHs3LmzwrFdu3Y5aomOjiY8PJzly5c7AlBubi5r165lwoQJAMTFxZGTk0NSUhJ9+/YFYMWKFdjtdgYMGFB/FyMibudAdiETFiax5VAuJhNMvqoTk67sgFk7MYs0ODXamPGrr76q9LjJZMLf358OHToQHR19QYUBPPTQQwwcOJDnn3+eW265hXXr1vHWW2/x1ltvOT5v8uTJ/O1vf6Njx45ER0fz5JNPEhkZyciRI4GTPUrDhg3jnnvuYf78+ZSWljJx4kTGjBlTpRVmIiKV+XFHFpM/TsF6opSmjX14dUwfBndq4eyyRKSGarTs3mw2nzGfCCrOI7rkkktYtGhRhT2DamLJkiVMnz6d3bt3Ex0dzZQpU7jnnnsc5w3DYMaMGbz11lvk5ORwySWX8Oabb9KpUydHm+zsbCZOnMjixYsxm82MHj2aOXPmEBAQUKUatOxeRMrZ7Aav/bCLOStOrrTtFRXMm/GxtAxu5OTKROR01fn+rlEgWr58OY8//jjPPfcc/fv3B2DdunU8+eSTPPHEE1gsFu677z4GDBjAO++8U7OrcCEKRCICkF1QwoMfbeCn3UcB+PPFbXji+q74eXvV+D318FORulNnD3ct9+CDD/LWW28xcOBAx7GrrroKf39/7r33XrZu3cqrr75aYRWaiEhDtiHtOAkLkzlsLcLfx8ysUT24qU+rC3rPpVvSmbl4G+nWP3bWj7D4M2NEDMO6R5zjlSJS22q0MePevXsrTVpBQUHs27cPgI4dO3L06NELq05ExMkMw+A/ifu55Z+JHLYW0a55E75MuKRWwtCEBckVwhBAhrWICQuSWbol/YLeX0Sqp0aBqG/fvjz66KMcOXLEcezIkSP89a9/5aKLLgJg9+7d2rtHRBq0wpIyHvo4hSe/3EqpzeDa7uF8OXEQncMDL+h9bXaDmYu3Udl8hfJjMxdvw2av9owGEamhGg2ZvfPOO9x44420atXKEXoOHDhAu3bt+PLLLwHIz8/niSeeqL1KRUTq0d4j+UxYkMSuzHy8zCamX9uFuy+JrpVdp9elZp/RM3QqA0i3FrEuNZu49s0u+PNE5PxqFIg6d+7Mtm3b+P7779m1a5fj2NVXX43ZfLLTqXzZu4hIQ/PN5nQe/XQjBSU2WgT6Mff2WPpHh9Ta+2flnT0M1aSdiFy4GgUiOLn0ftiwYQwbNqw26xERcZpSm50Xv93Bv34+uTN//+gQ3ri9D6GB/rX6OVV9v9r+XBE5uyoHojlz5nDvvffi7+/PnDlzztn2gQceuODCRETqU2ZuERM/SGb9/uMA3De4HY9e0xlvrxpNtTyn/tEhRFj8ybAWVTqPyASEW/xrtVdKRM6tyvsQRUdH89tvv9GsWbNz7kJtMpkcK83chfYhEnFviXuPMenDDRzNLybQz5u/39yLYd0rf9ZhbSlfZQZUCEXlM5TmjY3V0nuRC1TnGzN6GgUiEfdkGAb/XL2P2Ut3YDegS3gg88b2Jbp5k3r5fO1DJFK36nxjxnIlJSWkpqbSvn17vL0v6K1EROpVblEpj3yyke+3ZQIwKrYlz43sQSPfs+86Xdu7Sg/rHsHVMeHaqVrEBdQoxRQWFjJp0iTef/994OQT6Nu1a8ekSZNo2bIl06ZNq9UiRURq0/b0XCYsSGL/sUJ8vcw8fUM3busfdc4l9XXVm+NlNmlpvYgLqNFswenTp7Nx40ZWrlyJv/8fqyCGDBnCxx9/XGvFiYjUtv8mHeSmN9ew/1ghLYMb8d8Jcdw+oPV5w5B2lRZxbzXqIVq0aBEff/wxF198cYX/iHTr1o29e/fWWnEiIrWlqNTGzMXb+HBdGgCDO7Xg1Vt707SJ7zlfd75dpU2c3FX66phwDXWJNGA1CkRHjhwhNDT0jOMFBQW1souriEhtOpBdyP0Lk9l8yIrJBJOv6sSkKztgrkKA0a7SIp6hRkNm/fr14+uvv3b8Xh6C/vWvfxEXF1c7lYmI1IIfd2Zx/es/s/mQleDGPrz3l/48OKRjlcIQaFdpEU9Rox6i559/nmuvvZZt27ZRVlbGa6+9xrZt2/jll19YtWpVbdcoIlJtNrvBaz/s4vUf92AY0KuVhbnxsbRq2rha76NdpUU8Q416iC655BI2btxIWVkZPXr04Pvvvyc0NJTExET69u1b2zWKiFRLdkEJd767jjkrToahsRe35pPxcdUOQ/DHrtJn608ycXK1mXaVFmnYatRDdMcdd3DFFVcwbdo02rdvX9s1iYjU2Ia04yQsTOawtQh/HzOzRvXgpj6tavx+XmYTM0bEMGFBMiYq31V6xogYTagWaeBq1EPk6+vLrFmz6NSpE1FRUYwdO5Z//etf7N69u7brExGpEsMw+E/ifm75ZyKHrUVEN2/CooRBFxSGyg3rHsG8sbGEWyoOi4Vb/PWIDRE3cUGP7jh06BCrV69m1apVrFq1il27dhEREcHBgwdrs0an06M7RFxbYUkZj32+mUUphwEY1i2cv9/ck0B/n1r9nNreqVpE6la9PbqjadOmNGvWjKZNmxIcHIy3tzctWrS4kLcUEamWvUfymbAgiV2Z+XiZTUwb1oX/uTS6TrYA0a7SIu6rRoHoscceY+XKlWzYsIGuXbsyePBgpk2bxmWXXUbTpk1ru0YRkUp9uzmdR/+7ifziMloE+vHGbX0Y0E6BRUSqr0ZDZmazmRYtWvDQQw8xatQoOnXqVBe1uQwNmYm4llKbndlLd/D2T6nAyZVgb9zeR0vfRaSCOh8y27BhA6tWrWLlypW89NJL+Pr6MnjwYC6//HIuv/xytw9IIuI8mblFTPwgmfX7jwNw32XteHRoZ7y9arRGREQEuMBJ1eU2btzIK6+8wsKFC7Hb7dhsttqozWWoh0jENfy67xgTP9jA0fxiAvy8+cfNPbXCS0TOqs57iAzDYMOGDaxcuZKVK1fy888/k5ubS8+ePRk8eHCNihYRORvDMHhr9T5mf7cTm92gS3ggb8bH0q5FgLNLExE3UaNAFBISQn5+Pr169WLw4MHcc889XHrppQQHB9dyeSLi6XKLSnnkk418vy0TgFF9WvLcTT1o5Ovl5MpExJ3UKBAtWLCASy+9VMNHIlKntqfnMmFBEvuPFeLrZWbGDTHc3r91nSypFxHPVqNANHz48NquQ0Skgs+SDvL4os0UldppGdyIN+Nj6RUV7OyyRMRNXdDGjCIita2o1MYzS7bxwdo0AAZ3asGrt/amaRNfJ1cmIu5MgUhEXMaB7EISPkhm00ErJhNMvqoTk67sgFmPxxCROqZAJCIuYeXOLCZ/nEJOYSnBjX14bUwfBnfSo4BEpH4oEImIU9nsBq8t383rK3ZjGNCrlYW58bG0atrY2aWJiAdRIBIRp8kuKOHBjzbw0+6jAIy9uDVPXh+Dn7eW1ItI/VIgEhGnSDmQw/0LkjhsLcLfx8zzN/VgVGwrZ5clIh5KgUhE6pVhGCxYm8Yzi7dSajOIbt6EeWNj6RKufc1ExHkUiESk3hSWlPH4F1v4YsMhAIZ2C+PvN/ciyN/HyZWJiKdTIBKRerHvSD7jFySxKzMfL7OJacO68D+XRmvXaRFxCWZnF1AdL7zwAiaTicmTJzuOFRUVkZCQQLNmzQgICGD06NFkZmZWeF1aWhrDhw+ncePGhIaG8uijj1JWVlbP1Yt4rm83p3PDG2vYlZlPi0A/PvifAdxzWTuFIRFxGQ2mh2j9+vX885//pGfPnhWOP/TQQ3z99dd8+umnWCwWJk6cyKhRo1izZg0ANpuN4cOHEx4ezi+//EJ6ejp33HEHPj4+PP/88864FBGPUWqzM3vpDt7+KRWA/m1DeOP2PoQG+Tu5MhGRihpED1F+fj7x8fG8/fbbNG3a1HHcarXyzjvv8PLLL3PllVfSt29f3n33XX755Rd+/fVXAL7//nu2bdvGggUL6N27N9deey3PPvssc+fOpaSkxFmXJOL2snKLiH97rSMM3XtZOxbeM0BhSERcUoMIRAkJCQwfPpwhQ4ZUOJ6UlERpaWmF4126dKF169YkJiYCkJiYSI8ePQgLC3O0GTp0KLm5uWzdurXSzysuLiY3N7fCj4hU3a/7jnHdnJ9Ztz+bAD9v5o+N5bHruuLj1SD+kyMiHsjlh8w++ugjkpOTWb9+/RnnMjIy8PX1JTg4uMLxsLAwMjIyHG1ODUPl58vPVWbWrFnMnDmzFqoX8SyGYfDW6n3M/m4nNrtB57BA5o2NpV2LAGeXJiJyTi7917UDBw7w4IMPsnDhQvz966+bffr06VitVsfPgQMH6u2zRRqq3KJSxi9IYta3O7DZDW7q05IvEgYqDIlIg+DSPURJSUlkZWURGxvrOGaz2Vi9ejVvvPEG3333HSUlJeTk5FToJcrMzCQ8PByA8PBw1q1bV+F9y1ehlbc5nZ+fH35+frV8NSLua3t6LhMWJLH/WCG+XmaeGhFD/IDWWkUmIg2GS/cQXXXVVWzevJmUlBTHT79+/YiPj3f82cfHh+XLlztes3PnTtLS0oiLiwMgLi6OzZs3k5WV5WizbNkygoKCiImJqfdrEnE3nycf5KY317D/WCEtgxvx6fg4xl7cRmFIRBoUl+4hCgwMpHv37hWONWnShGbNmjmO33333UyZMoWQkBCCgoKYNGkScXFxXHzxxQBcc801xMTE8Oc//5nZs2eTkZHBE088QUJCgnqBRC5AcZmNZxZvY+HaNAAu69SC127tTdMmvk6uTESk+lw6EFXFK6+8gtlsZvTo0RQXFzN06FDefPNNx3kvLy+WLFnChAkTiIuLo0mTJowbN45nnnnGiVWLNGwHjxdy/8JkNh20YjLBg1d1ZNKVHfEyq1dIRBomk2EYhrOLcHW5ublYLBasVitBQXoApXi2lTuzmPxxCjmFpQQ39uHVW3tzeedQZ5clInKG6nx/N/geIhGpHza7wZzlu5mzYjeGAT1bWXgzPpZWTRs7uzQRkQumQCQi55VdUMLkj1NYvesIAPEDWvPUiBj8vL2cXJmISO1QIBKRc9p4IIf7FyZzKOcE/j5mnr+pB6NiWzm7LBGRWqVAJCKVMgyDBWvTeHbxNkpsdto2a8z8P/elS7jm0YmI+1EgEpEzFJaU8fgXW/hiwyEAhnYL4+839yLI38fJlYmI1A0FIhGpYN+RfCYsSGZnZh5eZhNTh3XmnkvbaaNFEXFrCkQi4rB0SzqPfLqJ/OIymgf48cbtfbi4XTNnlyUiUucUiESEUpud2Ut38PZPqQD0bxvCG7f3ITSo/h6qLCLiTApEIh4uK7eIiR9sYN3+bADuvawdjw7tjI+XSz/qUESkVikQiXiwtfuOkfDBBo7mFxPg583f/9STa3tEOLssEZF6p0Ak4oEMw+Dtn/bx4tKd2OwGncMCmTc2lnYtApxdmoiIUygQiXiY3KJS/vrpJpZuzQDgpj4tee6m7jT21X8ORMRz6b+AIh5ke3ouExYksf9YIT5eJp4a0Y2xA1prSb2IeDwFIhEP8XnyQR77YjNFpXZaBjdibnwsvaOC6/xzbXaDdanZZOUVERroT//oELzMCmAi4loUiETcXHGZjWcWb2Ph2jQALu3YnNfG9CGkiW+df/bSLenMXLyNdGuR41iExZ8ZI2IY1l2Tt0XEdWhdrYgbO3i8kFvmJ7JwbRomEzx4VUfe+0v/egtDExYkVwhDABnWIiYsSGbplvQ6r0FEpKrUQyTiplbuzGLyxynkFJYS3NiHV27tzRWdQ+vls212g5mLt2FUcs4ATMDMxdu4OiZcw2ci4hIUiETcjN1uMGfFbl5bvhvDgJ6tLMy9PZaokMb1VsO61OwzeoZOZQDp1iLWpWYT116PBhER51MgEnEjxwtKmPxxCqt2HQEgfkBrnhoRg5+3V73WkZV39jBUk3YiInVNgUjETWw8kMP9C5M5lHMCfx8zz43swei+rZxSS2hg1Z6BVtV2IiJ1TYFIpIEzDIOFa9N4ZvE2Smx22jZrzLyxfekaEeS0mvpHhxBh8SfDWlTpPCITEG45uQRfRMQVaJWZSAN2osTGw59s5IlFWyix2bkmJoyvJl1S62HIZjdI3HuML1MOkbj3GDZ7ZTHnD15mEzNGxAAnw8+pyn+fMSJGE6pFxGWoh0ikgUo9WsCEBUnsyMjDy2xi6rDO3HNpu1rfdXrplnSe/mobGbl/zPcJD/Ln6RvOvZfQsO4RzBsbe8Y+ROHah0hEXJDJMIxz/1VPyM3NxWKxYLVaCQpy3jCESLmlW9J59NNN5BWX0TzAjzdu78PF7Wp/tdbSLemMX5B81vPzx8aeN9hop2oRcZbqfH+rh0ikASmz2Zn93U7eWr0PgIvaNmXu7bGEBtX+5GSb3WDa55vP2Wb655vPu5eQl9mkpfUi4vIUiEQaiKzcIiZ+uIF1qdkA3HNpNH8d1gUfr7qZCvjrvmPkFJaes83xwlJ+3XeMQR2a10kNIiL1RYFIpAFYu+8YEz/cwJG8YgL8vPn7n3pybY+6nYOTuPdYldspEIlIQ6dAJOLCDMPgXz+l8sLSHdjsBp3DApk3NpZ2LQLq49NruZ2IiOvSsnsRF5VbVMqEBck89812bHaDkb0j+SJhYD2FIYhrV7Ven6q2ExFxZeohEnFBOzJymbAgmdSjBfh4mXhqRDfGDmhd60vqz+Xi9s0IbuxzznlEwY19uFgTpkXEDaiHSMTFfLHhICPnriH1aAGRFn8+HT+QP1/cpl7DEJxcHfbCqB7nbPPCqB5aQi8ibkE9RCJOcvr+PL2iLDz/zXYW/JoGwKUdm/PamD6ENPF1Wo3Dukcwf2wsT3+1lYzcYsfx8CA/nr6hmzZXFBG3oUAk4gRLt6SfsYOzj5eJUtvJCcoPXNWRB6/q6BK9L8O6R3B1TLg2VxQRt6ZAJFLPlm5JZ8KC5DPWZpWHoYlXtGfK1Z3qtIbq7h6tzRVFxN0pEInUI5vdYObibedcqP5Z8iEeurpznfXAVNY7FaHni4mIh9OkapF6tC41u0IQqUy6tcixG3VtK++dOr2GDGsRExYks3RLep18roiIq1MgEqlHWXnnDkPVbVcd5+qdKj82c/E2bHZttCginkeBSKSeGIbBpoPWKrUNDaz9h7Wer3fKoG57p0REXJnmEInUgxMlNh5ftJnPkw+ds50JCLecnORcXeebKO3M3ikREVfn0j1Es2bN4qKLLiIwMJDQ0FBGjhzJzp07K7QpKioiISGBZs2aERAQwOjRo8nMzKzQJi0tjeHDh9O4cWNCQ0N59NFHKSsrq89LEQ+WerSAm95cw+fJhzCbYFSflsDJ8HOq8t9njIip9oTqpVvSueTFFdz29q88+FEKt739K5e8uKLCnKCq9jrVRe+UiIirc+lAtGrVKhISEvj1119ZtmwZpaWlXHPNNRQUFDjaPPTQQyxevJhPP/2UVatWcfjwYUaNGuU4b7PZGD58OCUlJfzyyy+8//77vPfeezz11FPOuCTxMEu3ZHDD6z+zIyOP5gF+LPyfi3n51t7MHxtLuKVi8Ai3+DNvbGy1V3pVdaJ0/+gQIiz+ZwSxciZOrjarSe+UiEhDZzIMo8HMoDxy5AihoaGsWrWKyy67DKvVSosWLfjggw/405/+BMCOHTvo2rUriYmJXHzxxXz77bdcf/31HD58mLCwMADmz5/P1KlTOXLkCL6+Z+4CXFxcTHHxH7vy5ubmEhUVhdVqJSgoqH4uVhq0Mpudv3+3k3+u3gfARW2b8sbtsYQF/RGCqrsXUGVsdoNLXlxx1rlB5UNwP0+9Ei+zyRGeoOIz6ss/tSaBTETEVeXm5mKxWKr0/e3SPUSns1pPTkgNCTn5N9ikpCRKS0sZMmSIo02XLl1o3bo1iYmJACQmJtKjRw9HGAIYOnQoubm5bN26tdLPmTVrFhaLxfETFRVVV5ckbigrr4jb/7XWEYbuuTSaD+65uEIYgj82O7yxd0vi2jc7bxiy2Q0S9x7jy5RDJO495ghU1ZkoPax7BPNqsXdKRMRdNJhJ1Xa7ncmTJzNo0CC6d+8OQEZGBr6+vgQHB1doGxYWRkZGhqPNqWGo/Hz5ucpMnz6dKVOmOH4v7yESOZ91qdkkfJDMkbxiAvy8mf2nnlzX48JDxtk2U7yue3iVXn/qRGk9ikNE5EwNJhAlJCSwZcsWfv755zr/LD8/P/z8/Or8c8R9GIbBv35K5YWlO7DZDTqFBTBvbF/atwi44Pc+26M+MqxFvLNmf5Xe4/SJ0noUh4hIRQ0iEE2cOJElS5awevVqWrVq5TgeHh5OSUkJOTk5FXqJMjMzCQ8Pd7RZt25dhfcrX4VW3kbkQuQVlfLop5tYuvVkj+PI3pE8P6oHjX1P/ut1IXOFqrKZotkEhkGlbS5kGb+IiCdx6UBkGAaTJk3iiy++YOXKlURHR1c437dvX3x8fFi+fDmjR48GYOfOnaSlpREXFwdAXFwczz33HFlZWYSGhgKwbNkygoKCiImJqd8LErezMyOP8QuSSD1agI+XiadGdGPsgNaYTCcDz4U+N6wqj/oo31jaROUTpWuyjF9ExNO49KTqhIQEFixYwAcffEBgYCAZGRlkZGRw4sQJACwWC3fffTdTpkzhxx9/JCkpib/85S/ExcVx8cUXA3DNNdcQExPDn//8ZzZu3Mh3333HE088QUJCgobF5IIs2nCIkXPXkHq0gEiLP5/cF8efL25TIQxd6HPDqrpJ4l2D2mqitIjIBXDpHqJ58+YBcPnll1c4/u6773LnnXcC8Morr2A2mxk9ejTFxcUMHTqUN99809HWy8uLJUuWMGHCBOLi4mjSpAnjxo3jmWeeqa/LEDdTXGbj2SXbWPBrGgCXdmzOa2P6ENLkjy0czjfUZeLkc8Oujgk/Z+9NVTdJvDomnMeHx2iitIhIDTWofYicpTr7GIh7O5RzgvsXJLHx/59J9sBVHXnwqo5nBI/Evce47e1fz/t+H95z8TknN5fvM5RhLTrnHKHyfYZEROQP1fn+dukeIhFXsmrXESZ/tIHjhaU09vVi4hUduG9we7zMpjMmTmdYT1TpPc83JOZlNjFjRAwTFiRrjpCISB1SD1EVqIfIs9ntBq+v2MOrP+w6o5cmpIkvvaMspBywkl1QUuH4qb+fzZPDu9I80O+8Q1wXOjlbRMQTVef7W4GoChSIPNfxghIe+iSFlTuPVOt1p/fmVMZs+mOFGJw/4NTGoz5ERDyJAlEtUyDyPDa7wYfr0njp+50cLyytl8/U88RERGqX5hCJXIBvNx9m6mebyS0qq5X3C2niQ3bBH6Hq9J6hctVZfSYiIrVLgUjkFF+lHOKBj1Jq9T2fvL4b4UH+ZOUVcTSvmGe/3n7Wtqc+jFWP1hARqT8KRCL/b09WPpM/Tqn19w0P8neEmy9TDlXpNVXdkFFERGqHS+9ULVJfvtuawYjXf650KKumTJycKH3qc8SqutFiVduJiEjtUA+ReISzrdAqs9n5+/c7+eeqfbX6eWfbI6h/dAgRFv/zbrSoh7GKiNQvBSJxe0u3pPP0V1vJyC12HAsP8uOhqzvxefIh1qZmA9A7KpiUAzm18pnhZ1lCr40WRURck5bdV4GW3TdcS7ekM35B8jnbNPH14u8396KJjxfj3lt/3vecNqwzR/KK+SLlUIXVYyFNfLipd0uGxISfd48gbbQoIlL3tOxehJPDZNM+33zONmYTLEoYRMewQN5eXbVhMy+zmSdHdOOxC3iY6rDuEVwdE66NFkVEXIQCkbitX/ceI+c8myraDcjKLaZjWCBp2QVVet/ydl5m0wUtjb/Q14uISO3RKjNxW4n7jtZqOxERcV8KROLGqjr8dLJd76imVWpd1XYiItJwKBCJ2+rXtmrBpXzYKjK4UZXaV7WdiIg0HJpDJC6tsv2DgPNORj6Uc4JXlu067/s3bezDxe1OBqLyPYJOXfl1utM3WhQREfegQCT17vSQ07dNU5J+P35GwKlsaXpwYx+ACpOlT1+uvnrXER78aAPHC0tp7OtFYYntrLXMGtXDEaZO3SPobJsmao8gERH3pH2IqkD7ENWeykLO6U9/j7D4c0OvCN5anVppMDldeTyZG9+H3ZkFvLp8F4YBPVpaeDM+lq2HrTz91TYycqu254/2CBIRcQ/V+f5WIKoCBaKKzvYYjPNZuiX9rL0vpzp9B+eq8vM2U1xmB+C2/q2ZMSIGfx+vGtVc02sUERHXoY0Zpc7UtPfEZjeYuXhblYJOTRN6cZkdHy8Tz9/Ug5v7RVU4V909f7RHkIiIZ9EqM6my8h6e0ycdZ1iLmLAgmaVb0s/62nWp2eecrFxbHhrS6YwwJCIicj4KRFIl5+rhKT82c/E2bPbK+3ey8uo+DAH0aa09gkREpPoUiKRKztfDYwDp1iLW/f+T408XGuhfR5X9QUviRUSkphSIpEqq2sNztnble/zUxbRkE1oSLyIiF0aBSKqkqj08Z2tXvscPnP+BGuUB577LoomwnP9zwy3+zBsbqyXxIiJSY1plJlVS3sOTYS0666aF4ecZshrWPYJ5Y2PPuw9R+Cmr1v46rCvfb83gpWW72JOVD8Bdg9pyRZdQsgtKtCReRERqhQJRA1afe+Wcuovz6fsElX9iVYashnWP4OqY8CrtVA2QnHacGV9tJSuvmCa+Xsz+Uy+G91RPkIiI1C5tzFgFrrgxo7N2U66vzzUMg3d+TmXWtzuw2Q06hgYw/899ad8ioNY+Q0RE3Jt2qq5ldRWIanvH5/JX1vV8mrrumcorKmXqZ5v4ZnMGADf0imTWqB408VOHpoiIVJ12qm4A6mLHZ4OToWjm4m1cHRNep8NndbWL867MPMYvSGLfkQJ8vEw8eX0Mf764DSaT5giJiEjd0SozJ6jLHZ/Ptx+QK1u04RA3vrGGfUcKiLD48/F9cdwR11ZhSERE6px6iOrZhfbwXOh+QK6ouMzGc19v538Tfwfg0o7NefXW3jQL8HNyZSIi4ikUiOpZdXp4KhuWutD9gFzN4ZwT3L8wmZQDOQA8cGUHHhzSScvoRUSkXikQ1bPa2vH5QvYDchU/7T7CAx9u4HhhKZZGPrxyay+u7BLm7LJERMQDaQ5RPavLHZ+rsx+QM9ntBnOW7+aOf6/jeGEp3VsGsWTSJQpDIiLiNApE9ex8z/Qycf6HlJbv+Bx+2mMtGsIjLHIKS7jr/fW8vGwXhgG39W/Nf8cPJCqksbNLExERD6Yhs3pWlzs+u/ojLDYftDJ+QRKHck7g523mbyO7c3O/KGeXJSIi4lk9RHPnzqVt27b4+/szYMAA1q1b55Q6aquHp3w/oBt7tySufTOXDUOGYfDhujRGz/uFQzknaNOsMZ/fP1BhSEREXIbH9BB9/PHHTJkyhfnz5zNgwABeffVVhg4dys6dOwkNDa33ehpiD09NnCix8cSiLXyWfBCAIV3DeOmWXlga+Ti5MhERkT94zKM7BgwYwEUXXcQbb7wBgN1uJyoqikmTJjFt2rQKbYuLiykuLnb8npubS1RUlEs9y6wh2H+0gPELktiRkYfZBI8O7cJ9l7XD7GahT0REXFN1Ht3hEUNmJSUlJCUlMWTIEMcxs9nMkCFDSExMPKP9rFmzsFgsjp+oKA3tVNf3WzMY8frP7MjIo3mALwv+ZwATLm+vMCQiIi7JIwLR0aNHsdlshIVVXNYdFhZGRkbGGe2nT5+O1Wp1/Bw4cKC+Sm3wymx2Xvh2B/f+J4m84jL6tmnKkkmXMrB9c2eXJiIiclYeM4eoOvz8/PDz02MjqutIXjGTPkzm130nn6N29yXRTLu2Cz5eHpG7RUSkAfOIQNS8eXO8vLzIzMyscDwzM5Pw8HAnVeVe1u/PJmFhMll5xTTx9WL2n3oxvKfr7ockIiJyKo/4q7uvry99+/Zl+fLljmN2u53ly5cTFxfnxMoaPsMw+NdP+xjz1q9k5RXTMTSALydeojAkIiINikf0EAFMmTKFcePG0a9fP/r378+rr75KQUEBf/nLX5xdWoOVX1zGX/+7kW82n5yHdUOvSGaN6kETP4/5x0pERNyEx3xz3XrrrRw5coSnnnqKjIwMevfuzdKlS8+YaC1Vsyszj/ELkth3pAAfLxNPDI/hjrg2mExaRSYiIg2Px+xDdCGqs4+BJ/gy5RDTPtvMiVIbERZ/5sbHEtu6qbPLEhERqaA6398e00MkF66kzM5zX2/j/cTfAbikQ3NeG9ObZgFakSciIg2bApFUyeGcE9y/MJmUAzkATLqyA5OHdHK7R42IiIhnUiCS8/pp9xEe/CiF7IISgvy9eXVMb67sorlXIiLiPhSI5KzsdoO5P+7h5R92YRjQvWUQ8+L7EhXS2NmliYiI1CoFIqlUTmEJD32cwo87jwBwW/8oZozohr+Pl5MrExERqX0KRHKGzQetTFiYxMHjJ/DzNvPsyO7c0k8PuBUREfelQCQOhmHw0foDzPhqKyVldlqHNGbe2Fi6RVqcXZqIiEidUiASAE6U2Hjyyy38N+kgAEO6hvHSLb2wNPJxcmUiIiJ1T4FI2H+0gAkLk9menovZBI8O7cJ9l7XDrCX1IiLiIRSIPNz3WzN4+NON5BWV0TzAlzm39WFg++bOLktERKReKRB5qDKbnX98v4v5q/YC0LdNU+beHku4xd/JlYmIiNQ/BSIPdCSvmEkfJvPrvmwA7hoUzfTruuDjZXZyZSIiIs6hQORhftufzf0Lk8nKK6aJrxcv/qkn1/eMdHZZIiIiTqVA5CEMw+Dfa/Yz65vtlNkNOoQGMH9sLB1CA51dmoiIiNMpEHmA/OIypv53E19vTgdgRK9IXhjVgyZ+uv0iIiKgQOT2dmXmMX5BEvuOFODjZeLx67oybmBbTCYtqRcRESmnQOTGvkw5xLTPNnOi1EZ4kD9z42Pp26aps8sSERFxOQpEbqikzM5zX2/j/cTfARjUoRlzxvShWYCfkysTERFxTQpEbuZwzgkSPkhmQ1oOABOv6MBDV3fCS7tOi4iInJUCkRv5efdRHvhoA9kFJQT5e/PKrb25qmuYs8sSERFxeQpEbsBuN3hz5R5eWrYLw4BukUHMH9uXqJDGzi5NRESkQVAgauCshaU89EkKK3ZkATDmoiievqEb/j5eTq5MRESk4VAgasAOHi9kzFu/cvD4Cfy8zTx7Y3duuSjK2WWJiIg0OApEDVhYkD+RlkaYTSbejI+le0uLs0sSERFpkBSIGjAfLzNz42Px9TJjaezj7HJEREQaLAWiBq5FoPYWEhERuVBmZxcgIiIi4mwKRCIiIuLxFIhERETE4ykQiYiIiMdTIBIRERGPp0AkIiIiHk+BSERERDyeApGIiIh4PAUiERER8XgKRCIiIuLxFIhERETE4ykQiYiIiMdTIBIRERGPp6fdV4FhGADk5uY6uRIRERGpqvLv7fLv8XNRIKqCvLw8AKKiopxciYiIiFRXXl4eFovlnG1MRlVik4ez2+0cPnyYwMBATCaTs8upIDc3l6ioKA4cOEBQUJCzy6k3um5dt6fw1GvXdeu6a4NhGOTl5REZGYnZfO5ZQuohqgKz2UyrVq2cXcY5BQUFedS/POV03Z7FU68bPPfadd2epS6u+3w9Q+U0qVpEREQ8ngKRiIiIeDwFogbOz8+PGTNm4Ofn5+xS6pWuW9ftKTz12nXduu76pknVIiIi4vHUQyQiIiIeT4FIREREPJ4CkYiIiHg8BSIRERHxeApEDcTq1asZMWIEkZGRmEwmFi1aVOH8nXfeiclkqvAzbNgw5xRbS2bNmsVFF11EYGAgoaGhjBw5kp07d1ZoU1RUREJCAs2aNSMgIIDRo0eTmZnppIprT1Wu/fLLLz/jno8fP95JFdeOefPm0bNnT8fmbHFxcXz77beO8+56v8933e54ryvzwgsvYDKZmDx5suOYu97zU1V23e54z59++ukzrqlLly6O886+1wpEDURBQQG9evVi7ty5Z20zbNgw0tPTHT8ffvhhPVZY+1atWkVCQgK//vory5Yto7S0lGuuuYaCggJHm4ceeojFixfz6aefsmrVKg4fPsyoUaOcWHXtqMq1A9xzzz0V7vns2bOdVHHtaNWqFS+88AJJSUn89ttvXHnlldx4441s3boVcN/7fb7rBve716dbv349//znP+nZs2eF4+56z8ud7brBPe95t27dKlzTzz//7Djn9HttSIMDGF988UWFY+PGjTNuvPFGp9RTX7KysgzAWLVqlWEYhpGTk2P4+PgYn376qaPN9u3bDcBITEx0Vpl14vRrNwzDGDx4sPHggw86r6h60rRpU+Nf//qXR91vw/jjug3D/e91Xl6e0bFjR2PZsmUVrtXd7/nZrtsw3POez5gxw+jVq1el51zhXquHyI2sXLmS0NBQOnfuzIQJEzh27JizS6pVVqsVgJCQEACSkpIoLS1lyJAhjjZdunShdevWJCYmOqXGunL6tZdbuHAhzZs3p3v37kyfPp3CwkJnlFcnbDYbH330EQUFBcTFxXnM/T79usu5871OSEhg+PDhFe4tuP+/42e77nLueM93795NZGQk7dq1Iz4+nrS0NMA17rUe7uomhg0bxqhRo4iOjmbv3r089thjXHvttSQmJuLl5eXs8i6Y3W5n8uTJDBo0iO7duwOQkZGBr68vwcHBFdqGhYWRkZHhhCrrRmXXDnD77bfTpk0bIiMj2bRpE1OnTmXnzp18/vnnTqz2wm3evJm4uDiKiooICAjgiy++ICYmhpSUFLe+32e7bnDfew3w0UcfkZyczPr16884587/jp/rusE97/mAAQN477336Ny5M+np6cycOZNLL72ULVu2uMS9ViByE2PGjHH8uUePHvTs2ZP27duzcuVKrrrqKidWVjsSEhLYsmVLhfFmT3G2a7/33nsdf+7RowcRERFcddVV7N27l/bt29d3mbWmc+fOpKSkYLVa+e9//8u4ceNYtWqVs8uqc2e77piYGLe91wcOHODBBx9k2bJl+Pv7O7ucelOV63bHe37ttdc6/tyzZ08GDBhAmzZt+OSTT2jUqJETKztJQ2Zuql27djRv3pw9e/Y4u5QLNnHiRJYsWcKPP/5Iq1atHMfDw8MpKSkhJyenQvvMzEzCw8Prucq6cbZrr8yAAQMAGvw99/X1pUOHDvTt25dZs2bRq1cvXnvtNbe/32e77sq4y71OSkoiKyuL2NhYvL298fb2ZtWqVcyZMwdvb2/CwsLc8p6f77ptNtsZr3GXe36q4OBgOnXqxJ49e1zi328FIjd18OBBjh07RkREhLNLqTHDMJg4cSJffPEFK1asIDo6usL5vn374uPjw/Llyx3Hdu7cSVpaWoW5Fw3R+a69MikpKQAN+p5Xxm63U1xc7Nb3uzLl110Zd7nXV111FZs3byYlJcXx069fP+Lj4x1/dsd7fr7rrmyag7vc81Pl5+ezd+9eIiIiXOPf73qZui0XLC8vz9iwYYOxYcMGAzBefvllY8OGDcbvv/9u5OXlGY888oiRmJhopKamGj/88IMRGxtrdOzY0SgqKnJ26TU2YcIEw2KxGCtXrjTS09MdP4WFhY4248ePN1q3bm2sWLHC+O2334y4uDgjLi7OiVXXjvNd+549e4xnnnnG+O2334zU1FTjyy+/NNq1a2dcdtllTq78wkybNs1YtWqVkZqaamzatMmYNm2aYTKZjO+//94wDPe93+e6bne912dz+uoqd73npzv1ut31nj/88MPGypUrjdTUVGPNmjXGkCFDjObNmxtZWVmGYTj/XisQNRA//vijAZzxM27cOKOwsNC45pprjBYtWhg+Pj5GmzZtjHvuucfIyMhwdtkXpLLrBYx3333X0ebEiRPG/fffbzRt2tRo3LixcdNNNxnp6enOK7qWnO/a09LSjMsuu8wICQkx/Pz8jA4dOhiPPvqoYbVanVv4BbrrrruMNm3aGL6+vkaLFi2Mq666yhGGDMN97/e5rttd7/XZnB6I3PWen+7U63bXe37rrbcaERERhq+vr9GyZUvj1ltvNfbs2eM47+x7bTIMw6ifvigRERER16Q5RCIiIuLxFIhERETE4ykQiYiIiMdTIBIRERGPp0AkIiIiHk+BSERERDyeApGIiIh4PAUiERER8XgKRCLS4Fx++eVMnjzZ2WWwcuVKTCbTGQ+kFJGGR4FIRKQKXCWEiUjdUCASERERj6dAJCINWnFxMY888ggtW7akSZMmDBgwgJUrVzrOv/feewQHB/Pdd9/RtWtXAgICGDZsGOnp6Y42ZWVlPPDAAwQHB9OsWTOmTp3KuHHjGDlyJAB33nknq1at4rXXXsNkMmEymdi/f7/j9UlJSfTr14/GjRszcOBAdu7cWU9XLyK1RYFIRBq0iRMnkpiYyEcffcSmTZu4+eabGTZsGLt373a0KSws5B//+Af/+c9/WL16NWlpaTzyyCOO8y+++CILFy7k3XffZc2aNeTm5rJo0SLH+ddee424uDjuuece0tPTSU9PJyoqynH+8ccf56WXXuK3337D29ubu+66q16uXURqj7ezCxARqam0tDTeffdd0tLSiIyMBOCRRx5h6dKlvPvuuzz//PMAlJaWMn/+fNq3bw+cDFHPPPOM431ef/11pk+fzk033QTAG2+8wTfffOM4b7FY8PX1pXHjxoSHh59Rx3PPPcfgwYMBmDZtGsOHD6eoqAh/f/+6uXARqXUKRCLSYG3evBmbzUanTp0qHC8uLqZZs2aO3xs3buwIQwARERFkZWUBYLVayczMpH///o7zXl5e9O3bF7vdXqU6evbsWeG9AbKysmjdunX1L0pEnEKBSEQarPz8fLy8vEhKSsLLy6vCuYCAAMeffXx8KpwzmUwYhlFrdZz6/iaTCaDKYUpEXIPmEIlIg9WnTx9sNhtZWVl06NChwk9lQ1uVsVgshIWFsX79escxm81GcnJyhXa+vr7YbLZarV9EXId6iESkwerUqRPx8fHccccdvPTSS/Tp04cjR46wfPlyevbsyfDhw6v0PpMmTWLWrFl06NCBLl268Prrr3P8+HFHbw9A27ZtWbt2Lfv37ycgIICQkJC6uiwRcQL1EIlIg/buu+9yxx138PDDD9O5c2dGjhzJ+vXrqzV/Z+rUqdx2223ccccdxMXFERAQwNChQytMin7kkUfw8vIiJiaGFi1akJaWVheXIyJOYjJqcyBdRMQN2O12unbtyi233MKzzz7r7HJEpB5oyExEPN7vv//O999/z+DBgykuLuaNN94gNTWV22+/3dmliUg90ZCZiHg8s9nMe++9x0UXXcSgQYPYvHkzP/zwA127dnV2aSJSTzRkJiIiIh5PPUQiIiLi8RSIRERExOMpEImIiIjHUyASERERj6dAJCIiIh5PgUhEREQ8ngKRiIiIeDwFIhEREfF4/wcrSDkCvXPagQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["print(lr.score(train_input, train_target))\n","print(lr.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ury71hV070T0","executionInfo":{"status":"ok","timestamp":1728035452843,"user_tz":-540,"elapsed":397,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c4742ad9-2083-4136-ee9e-4473e1591c95"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["0.939846333997604\n","0.8247503123313558\n"]}]},{"cell_type":"markdown","source":["# 다항 회귀"],"metadata":{"id":"ZBj1StUm8Olv"}},{"cell_type":"code","source":["train_poly = np.column_stack((train_input **2, train_input))\n","test_poly = np.column_stack((test_input ** 2, test_input))\n","\n","print(train_poly.shape, test_poly.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9FmjnR0B8Qv4","executionInfo":{"status":"ok","timestamp":1728035581348,"user_tz":-540,"elapsed":448,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4bdd45fc-c588-4d5a-863c-e4b2d1581e0d"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 2) (14, 2)\n"]}]},{"cell_type":"code","source":["lr = LinearRegression()\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":"uctqkdUM8mm9","executionInfo":{"status":"ok","timestamp":1728035808722,"user_tz":-540,"elapsed":393,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"853729f0-f033-48c2-d90d-c5b72aa55139"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["[1573.98423528]\n","[ 1.01433211 -21.55792498] 116.0502107827827\n"]}]},{"cell_type":"code","source":["# 구간별 직선을 그리기 위하여 15부터 49까지의 정수 배열을 만듬\n","point = np.arange(15, 50)\n","\n","# 훈련 세트의 산점도 그림\n","plt.scatter(train_input, train_target)\n","\n","# 15에서 49까지 2차 방정식 그래프를 그림\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.xlabel('length')\n","plt.ylabel('weight')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"0zDCaXHx9Usv","executionInfo":{"status":"ok","timestamp":1728036004892,"user_tz":-540,"elapsed":520,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f2e265ba-e000-4b58-8212-85beaf956c4d"},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(lr.score(train_poly, train_target))\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7qLIq6fi-LT8","executionInfo":{"status":"ok","timestamp":1728036019571,"user_tz":-540,"elapsed":407,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dfccdfc6-48bc-47f9-d851-50afcf164bf1"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9706807451768623\n","0.9775935108325122\n"]}]}]} \ No newline at end of file diff --git "a/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-3.ipynb" "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-3.ipynb" new file mode 100644 index 0000000..3095e48 --- /dev/null +++ "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2-3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyO3LO15/hJe+D1s1YJgOOi1"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 특성 공학 : 기존 특성을 사용하여 새로운 특성을 뽑아내는 것"],"metadata":{"id":"tk0g_0Jm-nSv"}},{"cell_type":"markdown","source":["판다스 : 데이터분석 라이브러리 , 데이터 프레임은 핵심적인 구조."],"metadata":{"id":"x9a1XcJb-zTS"}},{"cell_type":"code","source":["import pandas as pd # pd는 판다스의 별칭\n","df = pd.read_csv('https://bit.ly/perch_csv_data')\n","perch_full=df.to_numpy()\n","print(perch_full)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"06ic2nuQ-3TG","executionInfo":{"status":"ok","timestamp":1728036238322,"user_tz":-540,"elapsed":2321,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ca80004f-71dc-49c6-f39a-9771e11ab46d"},"execution_count":null,"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":"code","source":["import numpy as np\n","perch_weight = np.array([5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0, 110.0,\n"," 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0, 130.0,\n"," 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0, 197.0,\n"," 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0, 514.0,\n"," 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0, 820.0,\n"," 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0, 1000.0,\n"," 1000.0])\n"],"metadata":{"id":"QlMhvATK_EgQ"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cRKkoWoZ9J0m"},"outputs":[],"source":["from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(perch_full, perch_weight, random_state=42)"]},{"cell_type":"markdown","source":["# 사이킷런 변환기"],"metadata":{"id":"Lq-9MiYDDPP-"}},{"cell_type":"code","source":["from sklearn.preprocessing import PolynomialFeatures\n","\n","# transform 전에 꼭 poly.fit 을 사용해야함. 두개를 하나로 합친 fit_transfrom 메서드도 존재.\n","poly = PolynomialFeatures(include_bias=False)\n","poly.fit([[2, 3]])\n","print(poly.transform([[2, 3]]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gwXkfLKbDD_E","executionInfo":{"status":"ok","timestamp":1728037341779,"user_tz":-540,"elapsed":556,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4fc26d00-dc10-4015-b020-8a91fca8ae2a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[[2. 3. 4. 6. 9.]]\n"]}]},{"cell_type":"code","source":["poly = PolynomialFeatures(include_bias=False)\n","# PolynomialFeatures 클래스는 특성이 어떻게 만들어졌는지 확인.\n","\n","poly.fit(train_input)\n","train_poly = poly.transform(train_input)\n","\n","print(train_poly.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aThodBEGDUWN","executionInfo":{"status":"ok","timestamp":1728037546859,"user_tz":-540,"elapsed":540,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0409f8de-4e2d-416f-8a7f-544d954c43de"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 9)\n"]}]},{"cell_type":"code","source":["poly.get_feature_names_out()\n","\n","test_poly = poly.transform(test_input)"],"metadata":{"id":"Q87AfzpQEGLo"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# 다중 회귀 모델 훈련하기"],"metadata":{"id":"54epBE50EXNd"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","\n","lr = LinearRegression()\n","lr.fit(train_poly, train_target)\n","print(lr.score(train_poly, train_target))\n","\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ANAScn-OEVFt","executionInfo":{"status":"ok","timestamp":1728037642334,"user_tz":-540,"elapsed":513,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"595b5485-c018-474b-f52a-babd5aaccf62"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9903183436982125\n","0.9714559911594111\n"]}]},{"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","\n","lr.fit(train_poly, train_target)\n","print(lr.score(train_poly, train_target))\n","\n","print(lr.score(test_poly, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tv5HQPCEEbpr","executionInfo":{"status":"ok","timestamp":1728037791163,"user_tz":-540,"elapsed":505,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"956b2785-55a2-4265-8392-fdb203363230"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["(42, 55)\n","0.9999999999996433\n","-144.40579436844948\n"]}]},{"cell_type":"markdown","source":["# 규제 : 머신러닝이 훈련 세트를 너무 과도하게 학습하지 못하게 하는 것"],"metadata":{"id":"R0iaradRFGIY"}},{"cell_type":"code","source":["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":"stQDfVs4FJRs"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# 규제 + 선형회귀 = 릿지, 리쏘"],"metadata":{"id":"SPNspg3kFTmU"}},{"cell_type":"markdown","source":["# 릿지 회귀"],"metadata":{"id":"M9-sqOGKFafZ"}},{"cell_type":"code","source":["from sklearn.linear_model import Ridge\n","\n","ridge = Ridge()\n","ridge.fit(train_scaled, train_target)\n","print(ridge.score(train_scaled, train_target))\n","\n","print(ridge.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_7E02ysBFcg4","executionInfo":{"status":"ok","timestamp":1728037913657,"user_tz":-540,"elapsed":532,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9b18a417-a083-414b-9f23-1f613a8a3b27"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9896101671037343\n","0.9790693977615387\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","train_score = []\n","test_score = []\n","\n","alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n","for alpha in alpha_list:\n"," # 릿지 모델\n"," ridge = Ridge(alpha=alpha)\n"," # 릿지 모델 훈련\n"," ridge.fit(train_scaled, train_target)\n"," # 훈련 점수와 테스트 점수를 저장\n"," train_score.append(ridge.score(train_scaled, train_target))\n"," test_score.append(ridge.score(test_scaled, test_target))"],"metadata":{"id":"RNiX5A01FhTm"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["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()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"lawY9oAxFk80","executionInfo":{"status":"ok","timestamp":1728037940441,"user_tz":-540,"elapsed":1318,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d093d87-a997-40a3-8ae1-2d8e492b9035"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["ridge = Ridge(alpha=0.1)\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":{"id":"tHnYXISOFmIX"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# 라쏘"],"metadata":{"id":"OfNUGZXGFwoP"}},{"cell_type":"code","source":["from sklearn.linear_model import Lasso\n","\n","lasso = Lasso()\n","lasso.fit(train_scaled, train_target)\n","print(lasso.score(train_scaled, train_target))\n","\n","print(lasso.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CNIg8lf3FyCV","executionInfo":{"status":"ok","timestamp":1728037994017,"user_tz":-540,"elapsed":523,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1e5b6254-8ec0-40af-bdce-3389ac81b42e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.989789897208096\n","0.9800593698421883\n"]}]},{"cell_type":"code","source":["train_score = []\n","test_score = []\n","\n","alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n","for alpha in alpha_list:\n"," # 라쏘 모델\n"," lasso = Lasso(alpha=alpha, max_iter=10000)\n"," # 라쏘 모델 훈련\n"," lasso.fit(train_scaled, train_target)\n"," # 훈련 점수와 테스트 점수를 저장\n"," train_score.append(lasso.score(train_scaled, train_target))\n"," test_score.append(lasso.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YDe6fP1HFzlt","executionInfo":{"status":"ok","timestamp":1728038009937,"user_tz":-540,"elapsed":518,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"de97fefb-aa87-4458-e5b9-43f293a8b2e1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.878e+04, tolerance: 5.183e+02\n"," model = cd_fast.enet_coordinate_descent(\n","/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.297e+04, tolerance: 5.183e+02\n"," model = cd_fast.enet_coordinate_descent(\n"]}]},{"cell_type":"code","source":["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()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"aQgq5iB9F3e3","executionInfo":{"status":"ok","timestamp":1728038016444,"user_tz":-540,"elapsed":605,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e254187b-8193-4db4-f73f-dbf79797fa60"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["lasso = Lasso(alpha=10)\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","print(np.sum(lasso.coef_ == 0))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5rQEV_oAF6ED","executionInfo":{"status":"ok","timestamp":1728038026155,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e284b214-e7f0-463c-cb78-9ba6c9666913"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9888067471131867\n","0.9824470598706695\n","40\n"]}]}]} \ No newline at end of file diff --git "a/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2.pdf" "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2.pdf" new file mode 100644 index 0000000..d9741a5 Binary files /dev/null and "b/week2/[MLNovice]\354\241\260\354\230\210\354\235\270_week2.pdf" differ diff --git "a/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-1.ipynb" "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-1.ipynb" new file mode 100644 index 0000000..a0202d8 --- /dev/null +++ "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPQWJCZo/Gi/6T9yGB+46vN"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 럭키백의 확률"],"metadata":{"id":"Z0CJMJOEpp_L"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"V5M_AL9gpSSj","executionInfo":{"status":"ok","timestamp":1728701797259,"user_tz":-540,"elapsed":1340,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"44ddc7b9-8ee0-402c-fd80-c2441a1dce35"},"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","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
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
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\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":1}],"source":["import pandas as pd\n","fish = pd.read_csv('https://bit.ly/fish_csv_data') # csv 파일 데이터 직접 읽음\n","fish.head()"]},{"cell_type":"code","source":["# 어떤 종류의 생선이 있는지 unique 함수 사용하여 확인\n","print(pd.unique(fish['Species']))\n","\n","# Species 열을 타깃으로 만들고 나머지 5개 열은 입력 데이터로 사용하기 - 원하는 열을 리스트로 작성\n","fish_input = fish[['Weight', 'Length', 'Diagonal', 'Height', 'Width']].to_numpy()\n","print(fish_input[:5])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_TM8tyCXp_FV","executionInfo":{"status":"ok","timestamp":1728701924515,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8923db98-5923-4744-e842-376500cb355a"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Roach' 'Whitefish' 'Parkki' 'Perch' 'Pike' 'Smelt']\n","[[242. 25.4 30. 11.52 4.02 ]\n"," [290. 26.3 31.2 12.48 4.3056]\n"," [340. 26.5 31.1 12.3778 4.6961]\n"," [363. 29. 33.5 12.73 4.4555]\n"," [430. 29. 34. 12.444 5.134 ]]\n"]}]},{"cell_type":"code","source":["fish_target = fish['Species'].to_numpy()\n","\n","# 머신러닝에는 기본으로 데이터 세트 2개가 필요.\n","from sklearn.model_selection import train_test_split\n","train_input, test_input, train_target, test_target = train_test_split(\n"," fish_input, fish_target, random_state=42\n",")"],"metadata":{"id":"64UeHjPGqb1s","executionInfo":{"status":"ok","timestamp":1728702009263,"user_tz":-540,"elapsed":348,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["# 훈련 세트의 통계값으로 테스트 세트 변환\n","from sklearn.preprocessing import StandardScaler\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"metadata":{"id":"-ziZlH2pq0xW","executionInfo":{"status":"ok","timestamp":1728702123270,"user_tz":-540,"elapsed":391,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":["# k-최근접 이웃 분류기의 확률 예측"],"metadata":{"id":"G71NsKUcrTJm"}},{"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":"Sq6Zww_qrGys","executionInfo":{"status":"ok","timestamp":1728702171794,"user_tz":-540,"elapsed":697,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bf30aa39-2e76-4661-a092-b4be7bbfda38"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8907563025210085\n","0.85\n"]}]},{"cell_type":"markdown","source":["타깃 데이터에 2개 이상의 클래스가 포함된 문제를 '다중 분류' 라고 부름.\n","타깃값을 그대로 사이킷런 모델에 전달하면 순서가 자동으로 알파벳 순으로 매겨짐.\n","따라서, pd.unique(fish['Species']) 로 출력했던 순서와는 상이함.\n"],"metadata":{"id":"is-rDObqrhua"}},{"cell_type":"code","source":["print(kn.classes_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TbyDodn_rcXy","executionInfo":{"status":"ok","timestamp":1728702260600,"user_tz":-540,"elapsed":376,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"501305d3-eb28-4974-9d8d-5a4ef816d71b"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n"]}]},{"cell_type":"code","source":["print(kn.predict(test_scaled[:5])) # 테스트 세트에 있는 처음 5개 샘플의 타깃값 예측"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MQZ7uw1CryIX","executionInfo":{"status":"ok","timestamp":1728702286885,"user_tz":-540,"elapsed":352,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"7685f400-878c-4c4f-aa4a-86b9dab68641"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["['Perch' 'Smelt' 'Pike' 'Perch' 'Perch']\n"]}]},{"cell_type":"markdown","source":["사이킷런 분류 모델 : predict_proba() 메서드로 클래스별 확률값을 반환.\n","numpy round() 함수는 소수점 첫째 자리에서 반올림, decimals 매개변수로 유지할 소수점 아래 자릿수를 지정할 수 있음."],"metadata":{"id":"mBd9odgBr7iK"}},{"cell_type":"code","source":["import numpy as np\n","proba = kn.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals=4)) # 소수점 네번째자리까지 표기, 다섯자리에서 반올림"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"THZRuEXMr4iX","executionInfo":{"status":"ok","timestamp":1728702445405,"user_tz":-540,"elapsed":357,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d5d41f35-d8c4-4729-ef92-e50e72d3cc19"},"execution_count":10,"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":"code","source":["distances, indexes = kn.kneighbors(test_scaled[3:4]) # 슬라이싱 연산자는 하나의 배열만 선택해도 항상 2차원 배열이 생성됨.\n","print(train_target[indexes])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ewfitu5HsfPk","executionInfo":{"status":"ok","timestamp":1728702581773,"user_tz":-540,"elapsed":370,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bc126346-cd00-4685-8c21-d6ab51233b2c"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["[['Roach' 'Perch' 'Perch']]\n"]}]},{"cell_type":"markdown","source":["Roach 확률 1/3 , Perch 확률 2/3\n","그런데, 3개 최근접 이웃을 사용하니까 확률의 분모는 무조건 3인거 아닌가?"],"metadata":{"id":"dLOe8T7btfC5"}},{"cell_type":"markdown","source":["#로지스틱 회귀 : 분류 모델"],"metadata":{"id":"PpEPN6h7tot-"}},{"cell_type":"code","source":["# 확률이 아주 큰 음수일 때 0으로, 아주 큰 양수일 때 1이 되도록 하는 방법? 시그모이드 함수 또는 로지스틱 함수 사용\n","# 지수 함수 계산 : np.exp() 함수 사용\n","import numpy as np\n","import matplotlib.pyplot as plt\n","z = np.arange(-5, 5, 0.1)\n","phi = 1 / (1+np.exp(-z))\n","plt.plot(z,phi)\n","plt.xlabel('z')\n","plt.ylabel('phi')\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":618},"id":"Vtb46WTPtAgw","executionInfo":{"status":"ok","timestamp":1728702949444,"user_tz":-540,"elapsed":823,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4a55e036-89e0-4393-dc03-6ab1202c7254"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["
\n","
matplotlib.pyplot.show
def show(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/matplotlib/pyplot.pyDisplay all open figures.\n","\n","Parameters\n","----------\n","block : bool, optional\n","    Whether to wait for all figures to be closed before returning.\n","\n","    If `True` block and run the GUI main loop until all figure windows\n","    are closed.\n","\n","    If `False` ensure that all figure windows are displayed and return\n","    immediately.  In this case, you are responsible for ensuring\n","    that the event loop is running to have responsive figures.\n","\n","    Defaults to True in non-interactive mode and to False in interactive\n","    mode (see `.pyplot.isinteractive`).\n","\n","See Also\n","--------\n","ion : Enable interactive mode, which shows / updates the figure after\n","      every plotting command, so that calling ``show()`` is not necessary.\n","ioff : Disable interactive mode.\n","savefig : Save the figure to an image file instead of showing it on screen.\n","\n","Notes\n","-----\n","**Saving figures to file and showing a window at the same time**\n","\n","If you want an image file as well as a user interface window, use\n","`.pyplot.savefig` before `.pyplot.show`. At the end of (a blocking)\n","``show()`` the figure is closed and thus unregistered from pyplot. Calling\n","`.pyplot.savefig` afterwards would save a new and thus empty figure. This\n","limitation of command order does not apply if the show is non-blocking or\n","if you keep a reference to the figure and use `.Figure.savefig`.\n","\n","**Auto-show in jupyter notebooks**\n","\n","The jupyter backends (activated via ``%matplotlib inline``,\n","``%matplotlib notebook``, or ``%matplotlib widget``), call ``show()`` at\n","the end of every cell by default. Thus, you usually don't have to call it\n","explicitly there.
\n"," \n","
"]},"metadata":{},"execution_count":12},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 이진 분류 : 시그모이드 함수의 출력이 0.5보다 크면 양성 클래스, 0.5보다 작으면 음성 클래스\n","\n"],"metadata":{"id":"EP3GLClZuer_"}},{"cell_type":"code","source":["# 로지스틱 회귀로 이진 분류 수행하기 : 불리언 인덱싱\n","char_arr = np.array(['A','B','C','D','E'])\n","print(char_arr[[True, False, True, False, False]])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ti63UEYBuaMP","executionInfo":{"status":"ok","timestamp":1728703057627,"user_tz":-540,"elapsed":350,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2402a6af-d1ea-409e-b43f-b2d217d688d9"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["['A' 'C']\n"]}]},{"cell_type":"code","source":["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]"],"metadata":{"id":"poWeSlX2u0uG","executionInfo":{"status":"ok","timestamp":1728703162941,"user_tz":-540,"elapsed":365,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()\n","lr.fit(train_bream_smelt, target_bream_smelt)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"0HJVY91IvObf","executionInfo":{"status":"ok","timestamp":1728703194022,"user_tz":-540,"elapsed":351,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6b413744-b949-425a-eb78-1e5cb9ae6842"},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LogisticRegression()"],"text/html":["
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["# 훈련 모델을 사용해 train_bream_smelt 에 있는 처음 5개 샘플 예측\n","print(lr.predict(train_bream_smelt[:5])) # 두번째 샘플 제외하고 모두 도미로 예측"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ayYednqtvWBd","executionInfo":{"status":"ok","timestamp":1728703212803,"user_tz":-540,"elapsed":367,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2a9538fc-4d53-49b8-e102-5e50e3e0688c"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Smelt' 'Bream' 'Bream' 'Bream']\n"]}]},{"cell_type":"code","source":["# 예측 확률은 predict_proba() 메서드에서 제공\n","print(lr.predict_proba(train_bream_smelt[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QEVH7kHjvamE","executionInfo":{"status":"ok","timestamp":1728703247136,"user_tz":-540,"elapsed":377,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"693a7d40-0973-4879-9534-2b9560b4a336"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["[[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":["# 사이킷런은 타깃값을 알파벳순으로 정렬하여 사용\n","print(lr.classes_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Tyu0kq0dvi-y","executionInfo":{"status":"ok","timestamp":1728703270005,"user_tz":-540,"elapsed":337,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0665afc7-5176-40b8-a38c-2f0b2ecd1d47"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Smelt']\n"]}]},{"cell_type":"code","source":["print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5sU4Pu2ovokr","executionInfo":{"status":"ok","timestamp":1728703280273,"user_tz":-540,"elapsed":359,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9b8503d1-2239-4c09-8fa6-f2d9b16e11b9"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["[[-0.40451732 -0.57582787 -0.66248158 -1.01329614 -0.73123131]] [-2.16172774]\n"]}]},{"cell_type":"code","source":["# LogisticRegression 모델로 z 값을 계산할 수 있을까?\n","# LogisticRegression 클래스는 decision_function() 메서드로 z 값 출력 가능\n","decisions = lr.decision_function(train_bream_smelt[:5])\n","print(decisions)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uMYw5X9kvrEr","executionInfo":{"status":"ok","timestamp":1728703333064,"user_tz":-540,"elapsed":366,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8dca1331-c965-4874-b9fb-3747a37bb96e"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["[-6.02991358 3.57043428 -5.26630496 -4.24382314 -6.06135688]\n"]}]},{"cell_type":"code","source":["# z 값을 시그모이드 함수에 통과, 확률 얻을 수 있음. expit() 사용.\n","from scipy.special import expit\n","print(expit(decisions))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"70ltNxgUv39W","executionInfo":{"status":"ok","timestamp":1728703380595,"user_tz":-540,"elapsed":366,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"325e0670-3d68-4b01-82a6-8ba1edd0f2c0"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.00239993 0.97262675 0.00513614 0.01414953 0.00232581]\n"]}]},{"cell_type":"markdown","source":["# 로지스틱 회귀로 다중 분류"],"metadata":{"id":"9JfK9AT-wG8d"}},{"cell_type":"code","source":["# LogisticRegression 클래스 : 반복적인 알고리즘 사용, 기본값은 100.\n","# 릿지 회귀와 같이 계수의 제곱을 규제.(L2 규제)\n","# 릿지 회귀 : alpha 매개변수로 규제 양 조잘 / LogisticRegression 클래스 : C는 alpha 와 반대로 작을수록 규제가 커짐.\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))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KxbgkEPuwDkF","executionInfo":{"status":"ok","timestamp":1728703493745,"user_tz":-540,"elapsed":346,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d38cb2d-7d71-415e-8ccd-0a3b79bedea6"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9327731092436975\n","0.925\n"]}]},{"cell_type":"code","source":["print(lr.predict(test_scaled[:5]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r095vMgPwfL8","executionInfo":{"status":"ok","timestamp":1728703499390,"user_tz":-540,"elapsed":349,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b34798af-047e-4a7e-db90-4c78ebf141b1"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["['Perch' 'Smelt' 'Pike' 'Roach' 'Perch']\n"]}]},{"cell_type":"code","source":["proba = lr.predict_proba(test_scaled[:5])\n","print(np.round(proba, decimals=3))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hZeRndCWwgkm","executionInfo":{"status":"ok","timestamp":1728703507145,"user_tz":-540,"elapsed":336,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c1246a6c-7c59-4575-8c88-b026226e403d"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["[[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":"code","source":["print(lr.classes_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3X5JvetdwieC","executionInfo":{"status":"ok","timestamp":1728703518118,"user_tz":-540,"elapsed":374,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bdcb183d-1ab9-42db-d04f-66df9ad0eff5"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n"]}]},{"cell_type":"code","source":["print(lr.coef_.shape, lr.intercept_.shape) # 다중 분류는 클래스마다 z 값을 하나씩 계산. 다중분류는 '소프트맥스(지수함수)함수' 사용."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yUnBgGEPwlI-","executionInfo":{"status":"ok","timestamp":1728703527751,"user_tz":-540,"elapsed":353,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e4524c6a-0bb5-4714-ee7e-1c15187a7915"},"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["(7, 5) (7,)\n"]}]},{"cell_type":"code","source":["decision = lr.decision_function(test_scaled[:5])\n","print(np.round(decision, decimals=2))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V6CG-egHwnf7","executionInfo":{"status":"ok","timestamp":1728703616211,"user_tz":-540,"elapsed":369,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c67ed2a8-8473-4bf7-842d-02146ea6cc4a"},"execution_count":27,"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"]}]},{"cell_type":"code","source":["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":"qaqT69Fnw9FY","executionInfo":{"status":"ok","timestamp":1728703623216,"user_tz":-540,"elapsed":358,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"80fe8443-3dca-455f-a37b-33145cbb2cea"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["[[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":"code","source":[],"metadata":{"id":"72KulIJcw-zg"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-2.ipynb" "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-2.ipynb" new file mode 100644 index 0000000..76f5069 --- /dev/null +++ "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPXPrs6PEHOmUsQMSXiu0IJ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 확률적 경사 하강법"],"metadata":{"id":"Yc7U3Xu7xPqE"}},{"cell_type":"markdown","source":["점진적 학습 알고리즘 : 확률적 경사 하강법"],"metadata":{"id":"aM5c35DgxYa7"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"bhaTxmXzxNHx"},"outputs":[],"source":["# 확률적 경사 하강법에서 훈련 세트를 한 번 모두 사용하는 과정 : 에포크 라고 함.\n","# 여러개의 샘플을 사용해 경사하강법 수행하는 방식 : 미니배치 경사하강법 이라고 함.\n","# 한 번 경사로를 따라 이동하기 위해 전체 샘플 사용 : 배치 경사하강법 이라고 함."]},{"cell_type":"markdown","source":["가장 빠른 길을 찾는 과정 : 손실함수\n","손실 함수 : 머신러닝이 얼마나 엉터리인지 측정하는 기준. 즉, 손실함수 값이 작을수록 좋음"],"metadata":{"id":"eUhaI0hrxw1X"}},{"cell_type":"markdown","source":["# 로지스틱 손실 함수\n","\n","\n","\n","1. 양성 클래스 (타킷=1) 일 때 손실은 -log(예측 확률) 로 계산 :\n","확률은 1에서 멀어져 0에 가까워질수록 손실은 아주 큰 양수가 됨.\n","\n","2. 음성 클래스 (타깃=0) 일 때 손실은 -log(1-예측 확률)로 계산 :\n","확률이 0에서 멀어져 1에 가까워질수록 손실은 아주 큰 야웃가 됨\n","\n","\n"],"metadata":{"id":"p1lmIQN0x-Ub"}},{"cell_type":"markdown","source":["이진 분류 : 로지스틱 손실 함수 사용\n","다중 분류 : 크로스엔트로피 손실 함수 사용"],"metadata":{"id":"qqBMM8lnyfZ2"}},{"cell_type":"markdown","source":["# SGDClassifier"],"metadata":{"id":"Ig_iO--JymYc"}},{"cell_type":"code","source":["import pandas as pd\n","fish = pd.read_csv('https://bit.ly/fish_csv_data')"],"metadata":{"id":"G3XclUNhybPu","executionInfo":{"status":"ok","timestamp":1728704095807,"user_tz":-540,"elapsed":1707,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["fish_input = fish[['Weight','Length','Diagonal','Height','Width']].to_numpy()\n","fish_target = fish['Species'].to_numpy()"],"metadata":{"id":"k499vL20ywDl","executionInfo":{"status":"ok","timestamp":1728704163731,"user_tz":-540,"elapsed":354,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["# 사이킷런 train_test_split() 함수 사용해 훈련세트, 테스트 세트 나눔\n","from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(\n"," fish_input, fish_target, random_state=42)"],"metadata":{"id":"cgLPmX_5y7oX","executionInfo":{"status":"ok","timestamp":1728704196506,"user_tz":-540,"elapsed":2421,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["# 훈련 세트에서 학습한 통계 값으로 테스트 세트도 변환\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":"hH3gNxEPzKQM","executionInfo":{"status":"ok","timestamp":1728704207114,"user_tz":-540,"elapsed":355,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["# 사이킷런에서 확률적 경사하강법 제공하는 분류용 클래스 : SGDClassifier\n","from sklearn.linear_model import SGDClassifier\n","\n","sc = SGDClassifier(loss='log_loss', max_iter=10, random_state=42) # 전체 훈련 세트 10회 반복\n","sc.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":"vzRaU9iSzNWt","executionInfo":{"status":"ok","timestamp":1728704245146,"user_tz":-540,"elapsed":385,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ac6c9816-70b8-4ac4-d4eb-c45991b3463e"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["0.773109243697479\n","0.775\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":"code","source":["# 모델을 이어서 훈련할 때에는 partial_fit() 메서드 사용 : fit() 메서드와 사용법 같지만, 호출할 때마다 1 에포크씩 이어서 훈련 가능\n","sc.partial_fit(train_scaled, train_target)\n","print(sc.score(train_scaled, train_target))\n","print(sc.score(test_scaled, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ipb-aLorzWn_","executionInfo":{"status":"ok","timestamp":1728704319761,"user_tz":-540,"elapsed":363,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"fd52f08e-6486-4fba-cf0b-ff20393a3706"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8151260504201681\n","0.85\n"]}]},{"cell_type":"code","source":["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":"Y2UcXKHfzoza","executionInfo":{"status":"ok","timestamp":1728704336196,"user_tz":-540,"elapsed":349,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9f3df98c-e47b-4159-9b1d-36b81c1ac9ac"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["0.7815126050420168\n","0.8\n"]}]},{"cell_type":"markdown","source":["# 에포크와 과대/과소 적합"],"metadata":{"id":"SCcnZfy9z08F"}},{"cell_type":"code","source":["# 과대 적합이 시작하기 전에 훈련을 멈추는 것 : 조기 종료\n","# fit() 메서드 대신 partial_fit() 메서드 사용\n","\n","import numpy as np\n","sc = SGDClassifier(loss='log_loss', random_state=42)\n","train_score = []\n","test_score = []\n","classes = np.unique(train_target)"],"metadata":{"id":"w2Kufp_xzs3w","executionInfo":{"status":"ok","timestamp":1728704450887,"user_tz":-540,"elapsed":381,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["# for 문 사용하여 300번 에포크 동안 훈련 반복\n","for _ in range(0, 300):\n"," sc.partial_fit(train_scaled, train_target, classes=classes)\n","\n"," train_score.append(sc.score(train_scaled, train_target))\n"," test_score.append(sc.score(test_scaled, test_target))"],"metadata":{"id":"vEe-6cv70I3G","executionInfo":{"status":"ok","timestamp":1728704479204,"user_tz":-540,"elapsed":3255,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.plot(train_score)\n","plt.plot(test_score)\n","plt.xlabel('epoch')\n","plt.ylabel('accuracy')\n","plt.show() # 100 번째 이후에는 점수가 벌어지는 경향."],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"eVjbv9yp0PEt","executionInfo":{"status":"ok","timestamp":1728704483891,"user_tz":-540,"elapsed":800,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0c97edeb-f494-4b76-d71e-9b9ef8c15ab9"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["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))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QnYaijuL0Q0Q","executionInfo":{"status":"ok","timestamp":1728704515356,"user_tz":-540,"elapsed":365,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"11ae6dce-e1b5-42ef-d313-822b1dd306b5"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["0.957983193277311\n","0.925\n"]}]},{"cell_type":"code","source":["# 힌지 손실\n","sc = SGDClassifier(loss='hinge', 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))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OUDu-8XE0Ymu","executionInfo":{"status":"ok","timestamp":1728704520425,"user_tz":-540,"elapsed":342,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a7a8de04-6360-4e20-85f4-3b3cbf0c738e"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9495798319327731\n","0.925\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"nBF9hbKg0Z2W"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3.pdf" "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3.pdf" new file mode 100644 index 0000000..2ed3db8 Binary files /dev/null and "b/week3/[MLNovice]\354\241\260\354\230\210\354\235\270_week3.pdf" differ diff --git "a/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-1.ipynb" "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-1.ipynb" new file mode 100644 index 0000000..13aa588 --- /dev/null +++ "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPzSKCliJfAay0kYRks+YRq"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 로지스틱 회귀로 와인 분류하기"],"metadata":{"id":"wkCV31ameojy"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"aIBeO2greQac","executionInfo":{"status":"ok","timestamp":1730091325286,"user_tz":-540,"elapsed":1771,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f709f23c-c196-49e9-ac27-03e5b90e0162"},"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","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
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
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\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":1}],"source":["import pandas as pd\n","\n","wine = pd.read_csv('https://bit.ly/wine_csv_data')\n","\n","wine.head()"]},{"cell_type":"markdown","source":["info() 메서드 : 데이터프레임의 각 열의 데이터 타입과 누락된 데이터 있는지 확인"],"metadata":{"id":"RL4aB1KiexVW"}},{"cell_type":"code","source":["wine.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AEmyeHzJesmq","executionInfo":{"status":"ok","timestamp":1730091379948,"user_tz":-540,"elapsed":410,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8444842e-2655-4333-e14f-86f3c94009ef"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 6497 entries, 0 to 6496\n","Data columns (total 4 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 alcohol 6497 non-null float64\n"," 1 sugar 6497 non-null float64\n"," 2 pH 6497 non-null float64\n"," 3 class 6497 non-null float64\n","dtypes: float64(4)\n","memory usage: 203.2 KB\n"]}]},{"cell_type":"markdown","source":["describe() 메서드 : 열에 대한 간략한 통계 출력 , 최소, 최대, 평균값 확인"],"metadata":{"id":"Ju_M4eqMe5qH"}},{"cell_type":"code","source":["wine.describe()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"TSiz61X6e-7n","executionInfo":{"status":"ok","timestamp":1730091422749,"user_tz":-540,"elapsed":441,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"75ee5fb3-d277-423b-94fc-1d0bc7fb24c5"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" alcohol sugar pH class\n","count 6497.000000 6497.000000 6497.000000 6497.000000\n","mean 10.491801 5.443235 3.218501 0.753886\n","std 1.192712 4.757804 0.160787 0.430779\n","min 8.000000 0.600000 2.720000 0.000000\n","25% 9.500000 1.800000 3.110000 1.000000\n","50% 10.300000 3.000000 3.210000 1.000000\n","75% 11.300000 8.100000 3.320000 1.000000\n","max 14.900000 65.800000 4.010000 1.000000"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
alcoholsugarpHclass
count6497.0000006497.0000006497.0000006497.000000
mean10.4918015.4432353.2185010.753886
std1.1927124.7578040.1607870.430779
min8.0000000.6000002.7200000.000000
25%9.5000001.8000003.1100001.000000
50%10.3000003.0000003.2100001.000000
75%11.3000008.1000003.3200001.000000
max14.90000065.8000004.0100001.000000
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"wine\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"alcohol\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2293.7220855129385,\n \"min\": 1.192711748870997,\n \"max\": 6497.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 10.491800831152839,\n 10.3,\n 6497.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sugar\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2292.619201552109,\n \"min\": 0.6,\n \"max\": 6497.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.443235339387409,\n 3.0,\n 6497.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pH\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2296.039173424216,\n \"min\": 0.1607872021039883,\n \"max\": 6497.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.2185008465445586,\n 3.21,\n 6497.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"class\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2296.7745419728712,\n \"min\": 0.0,\n \"max\": 6497.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.7538864091118977,\n 1.0,\n 0.4307786597787123\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":3}]},{"cell_type":"markdown","source":["평균, 표준편차, 최소, 최대, 중간값, 1사분위수(25%), 3사분위수(75%) 확인 가능\n","\n","'스케일' 이 다르다 -> StandardScaler 클래스 사용하여 특성 표준화"],"metadata":{"id":"MxpoiEgRfJf5"}},{"cell_type":"code","source":["data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n","target = wine['class'].to_numpy()"],"metadata":{"id":"qID9xttYfUfD","executionInfo":{"status":"ok","timestamp":1730091508157,"user_tz":-540,"elapsed":405,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":4,"outputs":[]},{"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(\n"," data, target, test_size=0.2, random_state=42)\n","\n","# train_test_split() 함수 : 설정값 지정하지 않으면 25%를 테스트 세트로 지정\n","\n","print(train_input.shape, test_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"S-oWFQQNfXRh","executionInfo":{"status":"ok","timestamp":1730091563251,"user_tz":-540,"elapsed":5409,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f794a2f0-d072-45b9-a5f5-91bdfde96bd9"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["(5197, 3) (1300, 3)\n"]}]},{"cell_type":"code","source":["# StandardScaler 클래스 사용하여 테스트 세트 변환\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":"SUi89NtGfj2_","executionInfo":{"status":"ok","timestamp":1730091591366,"user_tz":-540,"elapsed":396,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["# 로지스틱 회귀 모델 훈련\n","\n","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":"MQounEQZfqc-","executionInfo":{"status":"ok","timestamp":1730091605307,"user_tz":-540,"elapsed":848,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c734c080-e9e4-4a51-e43a-b8fb55646b02"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["0.7808350971714451\n","0.7776923076923077\n"]}]},{"cell_type":"markdown","source":["# 설명하기 쉬운 모델 / 어려운 모델"],"metadata":{"id":"P3ypFbi2fxdj"}},{"cell_type":"code","source":["# 로지스틱 회귀가 학습한 계수와 절편을 출력\n","print(lr.coef_, lr.intercept_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bnmObHeef0QL","executionInfo":{"status":"ok","timestamp":1730091638047,"user_tz":-540,"elapsed":387,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9f7759e9-424d-45ab-bc5a-334e24f1e61c"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 0.51268071 1.67335441 -0.68775646]] [1.81773456]\n"]}]},{"cell_type":"code","source":["# 알코올 도수와 당도가 높을수록 화이트 와인일 가능성 높음.\n","# pH 높을수록 레드 와인일 가능성 높음"],"metadata":{"id":"KErXvmrTf7Ir"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# 결정 트리"],"metadata":{"id":"oL3eGgmggE6r"}},{"cell_type":"markdown","source":["결정 트리 모델은 스무고개와 같다.\n","\n","사이킷런이 제공하는 결정 트리 알고리즘 : 사이킷런의 DecisionTreeClassifier 클래스 사용"],"metadata":{"id":"9ji4ae2mgOwW"}},{"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)) # 훈련 세트\n","print(dt.score(test_scaled, test_target)) # 테스트 세트"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kiHoNPUWgHOR","executionInfo":{"status":"ok","timestamp":1730091794828,"user_tz":-540,"elapsed":938,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"cc8a4116-5d4b-4e6a-fe7c-0ebb3a3aeeaa"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["0.996921300750433\n","0.8592307692307692\n"]}]},{"cell_type":"markdown","source":["사이킷런의 plot_tree() 함수 : 결정 트리를 이해하기 쉬운 트리 그림으로 출력해"],"metadata":{"id":"K5ETUrAFgdop"}},{"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()\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":576},"id":"9aM7oUTDgbua","executionInfo":{"status":"ok","timestamp":1730091916537,"user_tz":-540,"elapsed":96196,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e64d362b-3d52-448a-fa69-ce64b57e71b2"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["맨 위의 노드를 루프 노드라고, 맨 아래 노드를 리프 노드라고 함.\n","\n","plot_tree() 트리 함수에서 트리의 깊이 제한하는 방법 : max_depth 매개변수 조정\n","\n","filled 매개 변수 : 클래스에 맞게 노드의 색 칠해줌\n","\n","feature_names 매개변수 : 특성의 이름 전달"],"metadata":{"id":"0L550QuPhDpt"}},{"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":576},"id":"FxKENAlKg9nl","executionInfo":{"status":"ok","timestamp":1730091995975,"user_tz":-540,"elapsed":1001,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5426af0b-4f28-4fa5-b0e8-728cc3096849"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["테스트조건(sugar)\n","\n","불순도(gini) : 지니 불순도를 의미\n","\n","지니 불순도 = 1 - (음성 클래스 비율^2 + 양성 클래스 비율^2)\n","\n","총 샘플 수(samples)\n","\n","클래스별 샘플 수 (value)"],"metadata":{"id":"rTJj-1RQhR5N"}},{"cell_type":"markdown","source":["부모와 자식 노드 사이의 불순도 차이 : 정보 이득\n","\n","결정 트리 알고리즘 : 불순도 기준을 사용해 정보 이득이 최대가 되도록 노드를 분할.\n","\n","노드를 순수하게 나눌수록 정보 이득이 커진다."],"metadata":{"id":"j5q7RNK7hk0J"}},{"cell_type":"markdown","source":["# 가지치기"],"metadata":{"id":"ooeo2neghwqz"}},{"cell_type":"code","source":["dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n","# max_depth 매개변수 3으로 지정, 루트 노드 아래로 최대 3개 노드까지만 성장\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":"3Q-SPVL9hyqG","executionInfo":{"status":"ok","timestamp":1730092154404,"user_tz":-540,"elapsed":508,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9ed15fb6-d69b-49ab-931c-10bdde401bd1"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8454877814123533\n","0.8415384615384616\n"]}]},{"cell_type":"code","source":["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":970},"id":"EplqN0bgh4-J","executionInfo":{"status":"ok","timestamp":1730092184220,"user_tz":-540,"elapsed":2646,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8599103f-477f-42d2-c9c6-c0634e487e61"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["결정 트리의 장점 : 표준화 전처리를 할 필요가 없다\n","\n","특성값의 스케일은 결정 트리 알고리즘에 아무런 영향을 미치지 않는다."],"metadata":{"id":"QUztetA3h_QH"}},{"cell_type":"code","source":["dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n","dt.fit(train_input, train_target)\n","\n","print(dt.score(train_input, train_target))\n","print(dt.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HFY0bbIciBt9","executionInfo":{"status":"ok","timestamp":1730092218835,"user_tz":-540,"elapsed":6,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"22061684-24da-4d7a-cebf-0973311a2ac9"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8454877814123533\n","0.8415384615384616\n"]}]},{"cell_type":"code","source":["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":970},"id":"_X5d6Hw2iLes","executionInfo":{"status":"ok","timestamp":1730092265844,"user_tz":-540,"elapsed":2389,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e350cf43-b303-454f-8229-a9ecf7887e98"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(dt.feature_importances_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"65Rr_6sNiPpH","executionInfo":{"status":"ok","timestamp":1730092270820,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"fa55a5c9-f288-4a0f-eb93-6394811b714f"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.12345626 0.86862934 0.0079144 ]\n"]}]}]} \ No newline at end of file diff --git "a/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-2.ipynb" "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-2.ipynb" new file mode 100644 index 0000000..3a996f7 --- /dev/null +++ "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPWfGwVVmJpkkS7JK9Mz7GS"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 검증 세트"],"metadata":{"id":"BYq-YNVVisut"}},{"cell_type":"markdown","source":["검증 세트 : 테스트 세트를 사용하지 않고 훈련 세트를 나누는 방법"],"metadata":{"id":"GSMZLwvhi0b_"}},{"cell_type":"code","source":["import pandas as pd\n","wine = pd.read_csv('https://bit.ly/wine_csv_data')"],"metadata":{"id":"ZyUVmc_1iue3","executionInfo":{"status":"ok","timestamp":1730092460534,"user_tz":-540,"elapsed":1385,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["# class 열을 타깃으로 사용하고, 나머지 열은 특성에 배정\n","data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n","target = wine['class'].to_numpy()"],"metadata":{"id":"NL8JJ5QVi8ej","executionInfo":{"status":"ok","timestamp":1730092467851,"user_tz":-540,"elapsed":407,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["# 훈련 세트의 입력 데이터와 타깃 데이터를 trian_input 과 train_target 배열에 저장\n","from sklearn.model_selection import train_test_split\n","\n","train_input, test_input, train_target, test_target = train_test_split(\n"," data, target, test_size=0.2, random_state=42)"],"metadata":{"id":"Ax3Xf6hXjFbe","executionInfo":{"status":"ok","timestamp":1730092518235,"user_tz":-540,"elapsed":6042,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["# test_size 매개변수를 0.2로 지정\n","sub_input, val_input, sub_target, val_target = train_test_split(\n"," train_input, train_target, test_size=0.2, random_state=42)\n","\n","print(sub_input.shape, val_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZJNpsAf0jLZ_","executionInfo":{"status":"ok","timestamp":1730092532990,"user_tz":-540,"elapsed":520,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3599a3e3-1b2d-42cb-8ca6-66c52659f405"},"execution_count":4,"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":"-Cl9R94TjQus","executionInfo":{"status":"ok","timestamp":1730092545131,"user_tz":-540,"elapsed":1199,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d9708802-1860-48ff-b58b-7a7ee09b1938"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9971133028626413\n","0.864423076923077\n"]}]},{"cell_type":"markdown","source":["# 교차 검증"],"metadata":{"id":"__aQbYikjU00"}},{"cell_type":"markdown","source":["교차 검증 : 안정적인 검증 점수를 얻고 훈련에 더 많은 데이터 사용 가능\n","\n","사이킷런 : cross_validate() 교차 검증 함수 사용. 훈련 세트 전체를 cross_validate() 함수에 전달"],"metadata":{"id":"-sP2VBnqjYGV"}},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate\n","\n","scores = cross_validate(dt, train_input, train_target)\n","# cross_validate 는 5-폴드 교차 검증 수행\n","# cv 매개변수에서 폴드 수를 바꿀 수도 있음\n","print(scores)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SLMqto7oji9o","executionInfo":{"status":"ok","timestamp":1730092614517,"user_tz":-540,"elapsed":369,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c4054895-8ec1-4531-caab-9337d8a8149f"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["{'fit_time': array([0.02269912, 0.02428222, 0.02751279, 0.0416193 , 0.02219915]), 'score_time': array([0.00850749, 0.00480604, 0.00218296, 0.00203896, 0.00179791]), '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']))\n","# 교차 검증의 최종 점수 : test_score 키에 담긴 5개 점수의 평균"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtWxG91tjkOQ","executionInfo":{"status":"ok","timestamp":1730092827085,"user_tz":-540,"elapsed":376,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2f416ae5-86c6-4753-ca73-f5442ea16677"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["0.855300214703487\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import StratifiedKFold\n","\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":"Pbup_-Ivjl6a","executionInfo":{"status":"ok","timestamp":1730092830862,"user_tz":-540,"elapsed":408,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6975b7bc-6bc7-4528-8b86-a15d738c3125"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["0.855300214703487\n"]}]},{"cell_type":"markdown","source":["주의 : cross_validate() 는 훈련 세트를 섞어 폴드를 나누지 않음.\n","\n","교차 검증을 할 때 훈련 세트를 섞으려면 분할기를 지정해야 함.\n","\n","사이킷런의 분할기는 교차 검증에서 폴드를 어떻게 나눌지 지정함.\n","\n","cross_validate() 함수는 기본적으로 회귀 모델에서 KFold 분할기 사용\n","\n","분류 모델의 경우 타깃 클래스를 골고루 나누기 위해 StratifiedKFold 를 사용"],"metadata":{"id":"nlXZY-4lkPWF"}},{"cell_type":"code","source":["# 훈련 세트를 섞은 후 10-폴드 교차 검증 수행\n","# n_splits 매개변수는 몇 폴드 교차 검증을 할지 결정한다.\n","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":"OaxwBUotkcGJ","executionInfo":{"status":"ok","timestamp":1730092871344,"user_tz":-540,"elapsed":405,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"de4268fc-8f75-477b-b833-9632a7fdfbbd"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8574181117533719\n"]}]},{"cell_type":"markdown","source":["# 하이퍼파라미터 튜닝"],"metadata":{"id":"QSAh2tNjklkh"}},{"cell_type":"markdown","source":["머신러닝 모델이 학습하는 파라미터 : 모델 파라미터\n","\n","모델이 학습할 수 없어서 사용자가 지정해야만 하는 파라미터 : 하이퍼파라미터"],"metadata":{"id":"nf6xAC8MkqPd"}},{"cell_type":"markdown","source":["사이킷런에서 제공하는 '그리드 서치' 사용\n","\n","사이킷런 GridSearchCV 클래스 : 하이퍼파라미터 탐색과 교차 검증 한 번에 수행 , cross_validate() 함수 호출 필요 없음."],"metadata":{"id":"VmeLZsDMkz7f"}},{"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]}"],"metadata":{"id":"jaVhm_4Lknsj","executionInfo":{"status":"ok","timestamp":1730092897018,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)"],"metadata":{"id":"EluEIxGBk_bz","executionInfo":{"status":"ok","timestamp":1730093020215,"user_tz":-540,"elapsed":406,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":11,"outputs":[]},{"cell_type":"markdown","source":["GridSearchCV 의 cv 매개변수 기본 값 5\n","\n","min_impurity_decrease 값마다 5-폴드 교차 검증 수행 : 5 x 5 = 25개의 모델을 훈련.\n"],"metadata":{"id":"n4cHXEuUlIyw"}},{"cell_type":"code","source":["gs.fit(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":134},"id":"EFVWCsislS8s","executionInfo":{"status":"ok","timestamp":1730093076209,"user_tz":-540,"elapsed":2688,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"be917eca-1304-4146-b447-ea6759fd8042"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n"," param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n"," 0.0004, 0.0005]})"],"text/html":["
GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n","             param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n","                                                   0.0004, 0.0005]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":12}]},{"cell_type":"markdown","source":["best_estimator_ 속성\n","검증 점수가 가장 높은 모델의 매개변수 조합으로 전체 훈련 세트에서 자동으로 모델을 다시 훈련"],"metadata":{"id":"oN8zzSuzlYF4"}},{"cell_type":"code","source":["dt = gs.best_estimator_\n","print(dt.score(train_input, train_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Vz7qdQdSlhJ4","executionInfo":{"status":"ok","timestamp":1730093131220,"user_tz":-540,"elapsed":514,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2263ec44-4e98-4ca8-d59c-3d9be2cd7c22"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9615162593804117\n"]}]},{"cell_type":"code","source":["print(gs.best_params_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BwnmsYb4li40","executionInfo":{"status":"ok","timestamp":1730093137359,"user_tz":-540,"elapsed":415,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5fde1349-a181-475c-abe7-0d7aeaf107f7"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["{'min_impurity_decrease': 0.0001}\n"]}]},{"cell_type":"code","source":["print(gs.cv_results_['mean_test_score'])\n","# 첫번째 값이 가장 큰 것을 알 수 있음."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GNxRH1HzlnGO","executionInfo":{"status":"ok","timestamp":1730093152612,"user_tz":-540,"elapsed":515,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ea6859a9-c3ab-457a-c8cc-db0284ca8320"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.86819297 0.86453617 0.86492226 0.86780891 0.86761605]\n"]}]},{"cell_type":"code","source":["# argmax 함수 사용하여 가장 큰 값의 인덱스 추출\n","# 인덱스 사용하여 params 키에 저장된 매개변수 출력\n","best_index = np.argmax(gs.cv_results_['mean_test_score'])\n","print(gs.cv_results_['params'][best_index])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_kaIx_jflq3p","executionInfo":{"status":"ok","timestamp":1730093198999,"user_tz":-540,"elapsed":415,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"7de98532-5f35-4c1c-8af5-5f175e49646a"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["{'min_impurity_decrease': 0.0001}\n"]}]},{"cell_type":"markdown","source":["1. 탐색할 매개변수 지정\n","2. 훈련 세트에서 그리드 서치 수행하여 최상의 평균 점수가 나오는 매개변수 조합 찾음. 이 조합은 그리드 서치 객채에 저장됨.\n","3. 그리드 서치는 최상의 매개변수에서 전체 훈련 세트를 사용해 최종 모델을 훈련."],"metadata":{"id":"SLgMNuAFl1pa"}},{"cell_type":"code","source":["# max_depth 로 트리의 깊이 제한, min_samples_split 으로 노드를 나누기 위한 최소 샘플수 결정\n","params = {'min_impurity_decrease': np.arange(0.0001, 0.001, 0.0001),\n"," 'max_depth': range(5, 20, 1),\n"," 'min_samples_split': range(2, 100, 10)\n"," }"],"metadata":{"id":"t1_BKqB0lzOC","executionInfo":{"status":"ok","timestamp":1730093279587,"user_tz":-540,"elapsed":408,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)\n","gs.fit(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":190},"id":"kjJooOXfmHKK","executionInfo":{"status":"ok","timestamp":1730093340722,"user_tz":-540,"elapsed":56791,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5ce2fcec-a9d9-4956-e8f0-2e3946cc1151"},"execution_count":18,"outputs":[{"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"]},{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n"," param_grid={'max_depth': range(5, 20),\n"," 'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n"," 0.0009]),\n"," 'min_samples_split': range(2, 100, 10)})"],"text/html":["
GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n","             param_grid={'max_depth': range(5, 20),\n","                         'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n","       0.0009]),\n","                         'min_samples_split': range(2, 100, 10)})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["print(gs.best_params_) # 최상의 매개변수 조합"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ndEEKoozmKBu","executionInfo":{"status":"ok","timestamp":1730093343937,"user_tz":-540,"elapsed":386,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f1c5ba79-1c16-428b-e79b-18e6e7a00e98"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["{'max_depth': 14, 'min_impurity_decrease': 0.0004, 'min_samples_split': 12}\n"]}]},{"cell_type":"code","source":["print(np.max(gs.cv_results_['mean_test_score'])) # 최상의 교차 검증 점수"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6f2eVN0HmN8H","executionInfo":{"status":"ok","timestamp":1730093346106,"user_tz":-540,"elapsed":377,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e22d44c1-4982-44d1-d8e4-da74523a5f07"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8683865773302731\n"]}]},{"cell_type":"markdown","source":["# 랜덤 서치"],"metadata":{"id":"hsCHbUgamTsC"}},{"cell_type":"markdown","source":["매개변수의 값이 수치일 때 값의 범위나 간격을 정하기 어려워 그리드 서치 수행 시간이 오래걸릴 때, 랜덤 서치 사용.\n","\n","랜덤 서치 : 매개변수 값의 목록을 전달하는 것이 아니라 매개변수를 샘플링 할 수 있는 확률 분포 객체 전달."],"metadata":{"id":"6WD3n9A1mYGH"}},{"cell_type":"code","source":["from scipy.stats import uniform, randint\n","\n","rgen = randint(0, 10)\n","rgen.rvs(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZxDZH0wemhu4","executionInfo":{"status":"ok","timestamp":1730093402854,"user_tz":-540,"elapsed":390,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5abd0726-0f34-4f8f-8cfb-a06e1a91ef19"},"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([8, 3, 8, 9, 7, 5, 4, 8, 5, 6])"]},"metadata":{},"execution_count":21}]},{"cell_type":"code","source":["np.unique(rgen.rvs(1000), return_counts=True) # 난수 발생"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7lbb_O41mmJD","executionInfo":{"status":"ok","timestamp":1730093412754,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"fd099897-e68f-46fa-f247-a24b8184baa5"},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),\n"," array([101, 98, 90, 91, 98, 126, 119, 101, 93, 83]))"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["ugen = uniform(0, 1)\n","ugen.rvs(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AIi3ivXHmn1s","executionInfo":{"status":"ok","timestamp":1730093421511,"user_tz":-540,"elapsed":435,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3d93f481-b1a8-40c7-a1bd-fe01570d1059"},"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.91750274, 0.70793263, 0.73874442, 0.82821701, 0.26089594,\n"," 0.29948732, 0.14282905, 0.50952598, 0.88948522, 0.43734766])"]},"metadata":{},"execution_count":23}]},{"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"," }"],"metadata":{"id":"M_tx2RlSmpLe","executionInfo":{"status":"ok","timestamp":1730093446302,"user_tz":-540,"elapsed":10,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":25,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import RandomizedSearchCV\n","\n","gs = RandomizedSearchCV(DecisionTreeClassifier(random_state=42), params,\n"," n_iter=100, n_jobs=-1, random_state=42)\n","gs.fit(train_input, train_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":190},"id":"lFiACxYzmsbR","executionInfo":{"status":"ok","timestamp":1730093446301,"user_tz":-540,"elapsed":8260,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"edd59698-0c3a-4031-eefb-3d5fa041dbb4"},"execution_count":24,"outputs":[{"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"]},{"output_type":"execute_result","data":{"text/plain":["RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42),\n"," n_iter=100, n_jobs=-1,\n"," param_distributions={'max_depth': range(5, 20),\n"," 'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n"," 0.0009]),\n"," 'min_samples_split': range(2, 100, 10)},\n"," random_state=42)"],"text/html":["
RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42),\n","                   n_iter=100, n_jobs=-1,\n","                   param_distributions={'max_depth': range(5, 20),\n","                                        'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n","       0.0009]),\n","                                        'min_samples_split': range(2, 100, 10)},\n","                   random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":24}]},{"cell_type":"code","source":["print(gs.best_params_) # 최적의 매개변수 조합"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bgS_gZ7ImtIh","executionInfo":{"status":"ok","timestamp":1730093475480,"user_tz":-540,"elapsed":464,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2ac5136a-5224-46fe-fcc1-b7c27c7c6587"},"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["{'min_samples_split': 12, 'min_impurity_decrease': 0.0005, 'max_depth': 11}\n"]}]},{"cell_type":"code","source":["print(np.max(gs.cv_results_['mean_test_score'])) # 최적의 교차 검증 점수"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"11jv-WSVm2J_","executionInfo":{"status":"ok","timestamp":1730093485422,"user_tz":-540,"elapsed":421,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"51ff0754-4b06-407f-ce23-b7c648ddabec"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8681935292811135\n"]}]},{"cell_type":"code","source":["dt = gs.best_estimator_\n","\n","print(dt.score(test_input, test_target))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T06ZKl5Nm4lM","executionInfo":{"status":"ok","timestamp":1730093496829,"user_tz":-540,"elapsed":567,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b40f7411-5568-4b23-ce92-7524a76598f6"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8615384615384616\n"]}]}]} \ No newline at end of file diff --git "a/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-3.ipynb" "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-3.ipynb" new file mode 100644 index 0000000..4f0869a --- /dev/null +++ "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4-3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPUgi5jqCh/hYdCIXBtzPFS"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 랜덤포레스트"],"metadata":{"id":"tC1gC_UpQLSI"}},{"cell_type":"markdown","source":["랜덤하게 선택한 샘플과 특성을 사용, 과대적합 방지"],"metadata":{"id":"A7lbQiqyQSY8"}},{"cell_type":"code","source":["import numpy as np\n","import pandas as pd\n","from sklearn.model_selection import train_test_split\n","\n","wine = pd.read_csv('https://bit.ly/wine_csv_data')\n","\n","data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n","target = wine['class'].to_numpy()\n","\n","train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)"],"metadata":{"id":"37pYe1ZaQOjF","executionInfo":{"status":"ok","timestamp":1730121396466,"user_tz":-540,"elapsed":8417,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":1,"outputs":[]},{"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":"Imb0lJQiRTBG","executionInfo":{"status":"ok","timestamp":1730121412462,"user_tz":-540,"elapsed":14959,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d6cfa960-0f05-4f32-d1d4-e8f0c689e34b"},"execution_count":2,"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":"Z747U4MLRWWt","executionInfo":{"status":"ok","timestamp":1730121415947,"user_tz":-540,"elapsed":2506,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"33b13d5e-c62c-47e1-88c0-a4b302c1a682"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.23167441 0.50039841 0.26792718]\n"]}]},{"cell_type":"markdown","source":["OOB 샘플 : 부트스트랩 샘플에 포함되지 않고 남는 샘플"],"metadata":{"id":"LlJdVIYERyVP"}},{"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":"xrEHEv34RZ-T","executionInfo":{"status":"ok","timestamp":1730121418242,"user_tz":-540,"elapsed":2297,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f0ac9025-7163-41cf-93cc-2f967d5d3f4e"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8934000384837406\n"]}]},{"cell_type":"markdown","source":["# 엑스트라트리"],"metadata":{"id":"TJmnAK8XRdcO"}},{"cell_type":"markdown","source":["부트스트랩 샘플을 사용하지 않고, 전체 훈련 세트를 사용.\n","\n","전체 특성 중에 일부를 랜덤하게 선택."],"metadata":{"id":"MURdvvOERwoK"}},{"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":"R9S_rCyWRbfc","executionInfo":{"status":"ok","timestamp":1730121443354,"user_tz":-540,"elapsed":6116,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"81a2ceef-5899-452a-b548-2ff69028c596"},"execution_count":5,"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":"BflR_pWwRg35","executionInfo":{"status":"ok","timestamp":1730121444652,"user_tz":-540,"elapsed":1301,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3be41869-474a-4a13-a062-d5b4b35805de"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.20183568 0.52242907 0.27573525]\n"]}]},{"cell_type":"markdown","source":["# 그레이디언트 부스팅"],"metadata":{"id":"zNZbGelsRn1v"}},{"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":"bDf8HwEJRiR4","executionInfo":{"status":"ok","timestamp":1730121482566,"user_tz":-540,"elapsed":2446,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e52cbb07-228b-469e-a3c5-5cf62928e9ff"},"execution_count":7,"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":"Xh6Upv-7RrRf","executionInfo":{"status":"ok","timestamp":1730121728182,"user_tz":-540,"elapsed":15819,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"05a63cf3-3e90-4c05-dd5a-1df26dc4760b"},"execution_count":8,"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":"W7GIVgxeSkUf","executionInfo":{"status":"ok","timestamp":1730121730349,"user_tz":-540,"elapsed":2168,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dfb1d89f-5c40-41ec-82e0-1232c796cfd1"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.15887763 0.6799705 0.16115187]\n"]}]},{"cell_type":"markdown","source":["# 히스토그램 기반 그레이디언트 부스팅"],"metadata":{"id":"qgNC4A6_StEz"}},{"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":"aQMMCPRoSv3L","executionInfo":{"status":"ok","timestamp":1730121809503,"user_tz":-540,"elapsed":2381,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5eb52325-8c36-4740-d1f4-246cd39efb2d"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9321723946453317 0.8801241948619236\n"]}]},{"cell_type":"code","source":["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":"akYdz-O4S7L1","executionInfo":{"status":"ok","timestamp":1730121816890,"user_tz":-540,"elapsed":5072,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bdfd8ae2-e514-4282-bc2d-55c161597516"},"execution_count":11,"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,\n"," random_state=42, n_jobs=-1)\n","print(result.importances_mean)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4hpfPdzYS8U7","executionInfo":{"status":"ok","timestamp":1730121818528,"user_tz":-540,"elapsed":1095,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4d60af58-557d-4384-ad46-fa1df41a8e65"},"execution_count":12,"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":"8gJvPcirS9qh","executionInfo":{"status":"ok","timestamp":1730121820896,"user_tz":-540,"elapsed":394,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"681f71f9-b511-463d-ef85-e4420c988cc0"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.8723076923076923"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":[],"metadata":{"id":"GBcMwm77S-ci"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4.pdf" "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4.pdf" new file mode 100644 index 0000000..96ec0cc Binary files /dev/null and "b/week4/[MLNovice]\354\241\260\354\230\210\354\235\270_week4.pdf" differ diff --git "a/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-1.ipynb" "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-1.ipynb" new file mode 100644 index 0000000..a577e46 --- /dev/null +++ "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNtHbV+l//Vaz0akZ2VYoNi"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 군집 알고리즘"],"metadata":{"id":"r2wVohf1oPra"}},{"cell_type":"markdown","source":["타깃이 없을 때 사용하는 머신러닝 ;비지도 학습"],"metadata":{"id":"MSU5GJ7toXMt"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bo4ufbKFoGFg","executionInfo":{"status":"ok","timestamp":1730697896574,"user_tz":-540,"elapsed":794,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c26a21d6-0746-4ac3-d409-10dc44790810"},"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-04 05:24:55-- https://bit.ly/fruits_300_data\n","Resolving bit.ly (bit.ly)... 67.199.248.11, 67.199.248.10\n","Connecting to bit.ly (bit.ly)|67.199.248.11|: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","--2024-11-04 05:24:55-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n","Resolving github.com (github.com)... 140.82.112.4\n","Connecting to github.com (github.com)|140.82.112.4|: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","--2024-11-04 05:24:56-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 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: 3000128 (2.9M) [application/octet-stream]\n","Saving to: ‘fruits_300.npy’\n","\n","fruits_300.npy 100%[===================>] 2.86M --.-KB/s in 0.02s \n","\n","2024-11-04 05:24:56 (126 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n","\n"]}],"source":["!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') # npy 로드 방법 : load() 메서드 사용"],"metadata":{"id":"Vi4jG8Peoe-S","executionInfo":{"status":"ok","timestamp":1730697915890,"user_tz":-540,"elapsed":363,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["print(fruits.shape) # (샘플의 개수, 이미지 높이, 이미지 너비)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E08AQ5nzompL","executionInfo":{"status":"ok","timestamp":1730697919749,"user_tz":-540,"elapsed":349,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5965a22f-521a-4094-c699-c72aa021c84c"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 100, 100)\n"]}]},{"cell_type":"code","source":["print(fruits[0, 0, :])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lGIKZkePonlf","executionInfo":{"status":"ok","timestamp":1730697923434,"user_tz":-540,"elapsed":373,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8a777210-6ae9-4509-8700-cbaa60e19e9b"},"execution_count":4,"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":["plt.imshow(fruits[0], cmap='gray') # 흑백 이미지 설정\n","# 컴퓨터는 '물체' 에 집중하기 때문에, 반전된 색상이 출력됨.\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":433},"id":"xGCLp0Jzooe_","executionInfo":{"status":"ok","timestamp":1730697959948,"user_tz":-540,"elapsed":851,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3563f01f-8c14-4321-dad7-b872ddf6266e"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.imshow(fruits[0], cmap='gray_r') # 재반전하여 출력\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":433},"id":"veumeQ40oxRl","executionInfo":{"status":"ok","timestamp":1730697997809,"user_tz":-540,"elapsed":408,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1ad15533-a7bd-446e-8620-e0e55e6b2ad9"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["fig, axs = plt.subplots(1, 2) # supplots() 함수 : 여러개의 그래프를 배열처럼 쌓을 수 있게.\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":"l__KrKc-o6on","executionInfo":{"status":"ok","timestamp":1730698051880,"user_tz":-540,"elapsed":736,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"bd2fbc29-1925-429f-837c-cf6ff01ebe36"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 픽셀 값 분석하기"],"metadata":{"id":"k2C0l96LpJs4"}},{"cell_type":"code","source":["apple = fruits[0:100].reshape(-1, 100*100) # 순서대로 100개 선택하기 위해 슬라이싱 연산자 사용\n","pineapple = fruits[100:200].reshape(-1, 100*100)\n","banana = fruits[200:300].reshape(-1, 100*100)\n","# 첫번째 차원 -1할당, 자동으로 남은 차원 할당"],"metadata":{"id":"AtPvfivMpHwS","executionInfo":{"status":"ok","timestamp":1730698096896,"user_tz":-540,"elapsed":380,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(apple.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EnkCVAdFpS1i","executionInfo":{"status":"ok","timestamp":1730698121768,"user_tz":-540,"elapsed":343,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5bd54afd-6b95-49f7-ebd2-981d755fbdc9"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(100, 10000)\n"]}]},{"cell_type":"code","source":["print(apple.mean(axis=1))\n","# axis=0 이면 행 방향, axis=1 이면 열 방향으로 계산"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"poMJehBupYxL","executionInfo":{"status":"ok","timestamp":1730698241891,"user_tz":-540,"elapsed":374,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9d8dfa4e-ba11-4902-9239-8e6862ffede5"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 88.3346 97.9249 87.3709 98.3703 92.8705 82.6439 94.4244 95.5999\n"," 90.681 81.6226 87.0578 95.0745 93.8416 87.017 97.5078 87.2019\n"," 88.9827 100.9158 92.7823 100.9184 104.9854 88.674 99.5643 97.2495\n"," 94.1179 92.1935 95.1671 93.3322 102.8967 94.6695 90.5285 89.0744\n"," 97.7641 97.2938 100.7564 90.5236 100.2542 85.8452 96.4615 97.1492\n"," 90.711 102.3193 87.1629 89.8751 86.7327 86.3991 95.2865 89.1709\n"," 96.8163 91.6604 96.1065 99.6829 94.9718 87.4812 89.2596 89.5268\n"," 93.799 97.3983 87.151 97.825 103.22 94.4239 83.6657 83.5159\n"," 102.8453 87.0379 91.2742 100.4848 93.8388 90.8568 97.4616 97.5022\n"," 82.446 87.1789 96.9206 90.3135 90.565 97.6538 98.0919 93.6252\n"," 87.3867 84.7073 89.1135 86.7646 88.7301 86.643 96.7323 97.2604\n"," 81.9424 87.1687 97.2066 83.4712 95.9781 91.8096 98.4086 100.7823\n"," 101.556 100.7027 91.6098 88.8976]\n"]}]},{"cell_type":"code","source":["plt.hist(np.mean(apple, axis=1), alpha=0.8) # hist() 함수: 히스토그램 그림.\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']) # 어떤 과일의 히스토그램인지 범례 작성.\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"SaOAQqIvp-Z6","executionInfo":{"status":"ok","timestamp":1730698277629,"user_tz":-540,"elapsed":420,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"17262ce3-9900-42fe-dcd0-8c5bdf60c84c"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["바나나는 차지하는 영역이 작기 때문에 평균값이 작다."],"metadata":{"id":"S8Ej2akEqPYK"}},{"cell_type":"markdown","source":["픽셀의 평균을 계산하는 방법 : axis=0으로 지정한 뒤, bar() 함수를 이용한다."],"metadata":{"id":"fNiJbHYUqWB6"}},{"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":185},"id":"0Xn6hzf4p2Ot","executionInfo":{"status":"ok","timestamp":1730698365384,"user_tz":-540,"elapsed":43895,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ab6e3908-16b5-49cd-a44e-75cbcbd6f5a9"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["사과는 아래쪽으로 갈수록, 파인애플은 비교적 고르게, 바나나는 중앙 픽셀값이 높은 것으로 나타남."],"metadata":{"id":"lDnKcw0-qob5"}},{"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":195},"id":"sKXd9jNdqJr5","executionInfo":{"status":"ok","timestamp":1730698420111,"user_tz":-540,"elapsed":1026,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"db3054f0-a928-4356-f921-e9f7ce4548af"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 평균값과 가까운 사진 고르기"],"metadata":{"id":"ZxGxUkkNqjcx"}},{"cell_type":"code","source":["abs_diff = np.abs(fruits - apple_mean)\n","abs_mean = np.mean(abs_diff, axis=(1,2))\n","print(abs_mean.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KZi--fDrqhlJ","executionInfo":{"status":"ok","timestamp":1730698439737,"user_tz":-540,"elapsed":387,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c86c74aa-e264-4ce5-cf25-1b841343041f"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["(300,)\n"]}]},{"cell_type":"code","source":["apple_index = np.argsort(abs_mean)[:100]\n","# apple_mean 과 오차가 가장 작은 샘플 100개 고름.\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":644},"id":"0A3_VgubqmiB","executionInfo":{"status":"ok","timestamp":1730698522780,"user_tz":-540,"elapsed":3794,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a9bb6057-f456-461b-f955-02b6ec1431cc"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["abs_diff = np.abs(fruits - banana_mean)\n","abs_mean = np.mean(abs_diff, axis=(1,2))\n","\n","banana_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[banana_index[i*10 + j]], cmap='gray_r')\n"," axs[i, j].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":644},"id":"-90XpFXrq5-b","executionInfo":{"status":"ok","timestamp":1730698658398,"user_tz":-540,"elapsed":4840,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d11c00df-ce31-4c78-9fb3-cceef0abc12f"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"12RlwYcqra0l"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-2.ipynb" "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-2.ipynb" new file mode 100644 index 0000000..acd1d64 --- /dev/null +++ "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNbT1raM5kBexIQN6WpFpMQ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# k-평균"],"metadata":{"id":"QwaxMF4VvFRA"}},{"cell_type":"markdown","source":["이전에는, 사과, 파인애플, 바나나라는 종류를 알고 있었지만 진짜 비지도 학습에서는 알지 못함."],"metadata":{"id":"hraqV8MsvJ3R"}},{"cell_type":"markdown","source":["k-평균 군집 알고리즘 : 평균값이 클러스터의 중심에 위치"],"metadata":{"id":"K50nFvGBvQTT"}},{"cell_type":"code","source":["!wget https://bit.ly/fruits_300_data -O fruits_300.npy"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bSgOxU3bvVj9","executionInfo":{"status":"ok","timestamp":1730699701803,"user_tz":-540,"elapsed":1294,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d1146fb8-5a44-488b-9741-b87da3ff16d9"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-04 05:55:00-- 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","--2024-11-04 05:55:00-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n","Resolving github.com (github.com)... 140.82.112.4\n","Connecting to github.com (github.com)|140.82.112.4|: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","--2024-11-04 05:55:01-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|: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 16.1MB/s in 0.2s \n","\n","2024-11-04 05:55:01 (16.1 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n","\n"]}]},{"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":"fP1Wy86kvWZT","executionInfo":{"status":"ok","timestamp":1730700006244,"user_tz":-540,"elapsed":384,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from sklearn.cluster import KMeans\n","\n","km = KMeans(n_clusters=3, random_state=42)\n","km.fit(fruits_2d)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"WRNRauIMwk0S","executionInfo":{"status":"ok","timestamp":1730700015406,"user_tz":-540,"elapsed":5726,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"809e26c2-877b-4a24-d08b-1b4d55e59739"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KMeans(n_clusters=3, random_state=42)"],"text/html":["
KMeans(n_clusters=3, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","source":["print(km.labels_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Mb-dIp-MwlwY","executionInfo":{"status":"ok","timestamp":1730700015407,"user_tz":-540,"elapsed":7,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1f935fd0-2ccf-4283-cde2-117c8c6e2570"},"execution_count":4,"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":"3--uD5BEwmpE","executionInfo":{"status":"ok","timestamp":1730700120686,"user_tz":-540,"elapsed":654,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"912392b7-ca13-4e94-f2df-db652fa765e2"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["(array([0, 1, 2], dtype=int32), array([112, 98, 90]))\n"]}]},{"cell_type":"markdown","source":["첫 번째 클러스터(레이블0)가 111개의 샘플, 두 번째 클러스터(레이블1)가 98개의 샘플,\n","세 번째 클러스터(레이블2)가 91개의 샘플 모음."],"metadata":{"id":"YvOBYIG2xBiq"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","def draw_fruits(arr, ratio=1):\n"," n = len(arr) # n은 샘플 개수.\n"," # 한 줄에 10개씩 이미지 그림.\n"," # 샘플 개수를 10으로 나누어 전체 행 개수를 계산.\n"," rows = int(np.ceil(n/10))\n"," # 행이 1개 이면 열 개수는 샘플 개수. 그렇지 않으면 10개.\n"," cols = n if rows < 2 else 10\n"," fig, axs = plt.subplots(rows, cols,\n"," figsize=(cols*ratio, rows*ratio), squeeze=False)\n"," for i in range(rows):\n"," for j in range(cols):\n"," if i*10 + j < n:\n"," axs[i, j].imshow(arr[i*10 + j], cmap='gray_r')\n"," axs[i, j].axis('off')\n"," plt.show()"],"metadata":{"id":"rEaTSUqow97b","executionInfo":{"status":"ok","timestamp":1730700294814,"user_tz":-540,"elapsed":351,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["draw_fruits(fruits[km.labels_==0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":766},"id":"a5JXJcZcxrbw","executionInfo":{"status":"ok","timestamp":1730700303645,"user_tz":-540,"elapsed":5109,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1a854db7-d9c5-498e-d4b6-72977673a174"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["draw_fruits(fruits[km.labels_==1])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":644},"id":"v_W9zjTvxsbI","executionInfo":{"status":"ok","timestamp":1730700320059,"user_tz":-540,"elapsed":4013,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ecb8ef58-baf2-49f4-f511-411576c545d6"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["draw_fruits(fruits[km.labels_==2])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":583},"id":"BKLJ6SGDxwkK","executionInfo":{"status":"ok","timestamp":1730700325908,"user_tz":-540,"elapsed":4019,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f0401345-8978-4c3d-9110-7dbdd11e0b8e"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 클러스터 중심"],"metadata":{"id":"evJm00jMx0dI"}},{"cell_type":"code","source":["draw_fruits(km.cluster_centers_.reshape(-1, 100, 100), ratio=3)\n","# 각 중심을 이미지로 출력하기 위해 100*100 크기의 2차원 배열로 변환"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":215},"id":"q5lg_WW1xyIH","executionInfo":{"status":"ok","timestamp":1730700369559,"user_tz":-540,"elapsed":1158,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"99970348-ae4a-46be-8cbc-0718cc624e8f"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(km.transform(fruits_2d[100:101]))\n","# transform() 메서드 : 특성값을 변환하는 도구로 사용 가능함."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AOIyGktDx9fc","executionInfo":{"status":"ok","timestamp":1730700397706,"user_tz":-540,"elapsed":418,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d4ab8184-8586-4a6b-d73a-8c1f617e96eb"},"execution_count":12,"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]))\n","# fruits_2d[100] : 오류 발생, (10000, ) 크기의 배열이 되기 때문"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_RHCt6EJyEih","executionInfo":{"status":"ok","timestamp":1730700596033,"user_tz":-540,"elapsed":407,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"60464c6c-1f0b-4cb0-be4b-deae74ab70bb"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["[0]\n"]}]},{"cell_type":"code","source":["draw_fruits(fruits[100:101])\n","# 레이블 0의 값은 파인애"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":114},"id":"3VUK8VcUy08K","executionInfo":{"status":"ok","timestamp":1730700601791,"user_tz":-540,"elapsed":520,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"725be701-5c51-4d70-c1ca-45d5f759acf7"},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(km.n_iter_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8hpI5-1fy2SW","executionInfo":{"status":"ok","timestamp":1730700624088,"user_tz":-540,"elapsed":365,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d68f333-3146-4905-aeac-1e635ab101f6"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["4\n"]}]},{"cell_type":"markdown","source":["# 최적의 k 찾기"],"metadata":{"id":"Au6NluS8y94H"}},{"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":"13UzzMccy70v","executionInfo":{"status":"ok","timestamp":1730700670585,"user_tz":-540,"elapsed":2380,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1a9eab03-4bc4-4907-806a-c469b1369702"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]}]} \ No newline at end of file diff --git "a/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-3.ipynb" "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-3.ipynb" new file mode 100644 index 0000000..9e442ac --- /dev/null +++ "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5-3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPSN9YmgvqC9EmZmNkEbDSW"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 차원 축소 알고리즘 : 주성분 분석 (PCA 클래스)"],"metadata":{"id":"wMecyCNazoKe"}},{"cell_type":"code","source":["!wget https://bit.ly/fruits_300_data -O fruits_300.npy"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tUX1592H0AGD","executionInfo":{"status":"ok","timestamp":1730700916638,"user_tz":-540,"elapsed":1356,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5b9c2bbd-9e92-4b29-eb34-f063b0c5663b"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-04 06:15:15-- https://bit.ly/fruits_300_data\n","Resolving bit.ly (bit.ly)... 67.199.248.11, 67.199.248.10\n","Connecting to bit.ly (bit.ly)|67.199.248.11|: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","--2024-11-04 06:15:15-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n","Resolving github.com (github.com)... 140.82.112.4\n","Connecting to github.com (github.com)|140.82.112.4|: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","--2024-11-04 06:15:15-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 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: 3000128 (2.9M) [application/octet-stream]\n","Saving to: ‘fruits_300.npy’\n","\n","fruits_300.npy 100%[===================>] 2.86M --.-KB/s in 0.08s \n","\n","2024-11-04 06:15:16 (36.4 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n","\n"]}]},{"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":"ugaJC8fb0A18","executionInfo":{"status":"ok","timestamp":1730700950130,"user_tz":-540,"elapsed":334,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","\n","pca = PCA(n_components=50)\n","pca.fit(fruits_2d)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"sDChUzLQ0LcG","executionInfo":{"status":"ok","timestamp":1730701016625,"user_tz":-540,"elapsed":7097,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e6003626-c4f3-4772-e534-9e021d06bb58"},"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["PCA(n_components=50)"],"text/html":["
PCA(n_components=50)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","source":["print(pca.components_.shape)\n","# 배열의 첫 번째 차원은 50, 주성분은 50개."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Dcs6lgjI0Z4S","executionInfo":{"status":"ok","timestamp":1730701066299,"user_tz":-540,"elapsed":350,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"82b68a08-e7fe-4d39-b01f-09221a8bfc03"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["(50, 10000)\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","def draw_fruits(arr, ratio=1):\n"," n = len(arr)\n"," rows = int(np.ceil(n/10))\n"," cols = n if rows < 2 else 10\n"," fig, axs = plt.subplots(rows, cols,\n"," figsize=(cols*ratio, rows*ratio), squeeze=False)\n"," for i in range(rows):\n"," for j in range(cols):\n"," if i*10 + j < n:\n"," axs[i, j].imshow(arr[i*10 + j], cmap='gray_r')\n"," axs[i, j].axis('off')\n"," plt.show()"],"metadata":{"id":"I-iMFgMb0xi3","executionInfo":{"status":"ok","timestamp":1730701117354,"user_tz":-540,"elapsed":372,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["draw_fruits(pca.components_.reshape(-1, 100, 100))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":338},"id":"73o13xOA0nxg","executionInfo":{"status":"ok","timestamp":1730701122141,"user_tz":-540,"elapsed":2946,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"be27c1d2-2793-4be5-f501-c3d086e334c3"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(fruits_2d.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WKLWu9FA0wmb","executionInfo":{"status":"ok","timestamp":1730701132076,"user_tz":-540,"elapsed":307,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"48bf8493-f81b-45a1-ebde-4ac66f9ed7d5"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 10000)\n"]}]},{"cell_type":"code","source":["fruits_pca = pca.transform(fruits_2d) # transform() 메서드 사용, 원본 데이터 차원을 50으로 줄임.\n","print(fruits_pca.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TpHjmITV033Z","executionInfo":{"status":"ok","timestamp":1730701165463,"user_tz":-540,"elapsed":418,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6c687673-b33e-4477-c893-7d7956f593a0"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 50)\n"]}]},{"cell_type":"markdown","source":["# 원본 데이터 재구성"],"metadata":{"id":"ozHzK9dH1BK6"}},{"cell_type":"code","source":["fruits_inverse = pca.inverse_transform(fruits_pca)\n","# inverse_transform() 메서드 : 원본 데이터의 상당 부분 복구에 사용\n","print(fruits_inverse.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"w3I5r9e_0_9c","executionInfo":{"status":"ok","timestamp":1730701204911,"user_tz":-540,"elapsed":420,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b1fa54c3-8397-48e6-cc59-37c9345e953d"},"execution_count":10,"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":"QSDhloYB1Jnw","executionInfo":{"status":"ok","timestamp":1730701228776,"user_tz":-540,"elapsed":10861,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"64306233-f485-46b1-9521-bd8b25b54ff2"},"execution_count":11,"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":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAxoAAAMWCAYAAAB2gvApAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9x3OjZ5bljx8YgiAIbwj69E4u5VWuq2s6oqtqYhazmM1s58+b1UTMohcdMxH9jTZVXaqqlpdSqTRMeoJwBAlDuN+C8bm4gFLdSZCqifgFnwiFpEwSeN/H3HvuuefeJzAcDoe6GlfjalyNq3E1rsbVuBpX42pcjUscwf/XD3A1rsbVuBpX42pcjatxNa7G1fj/v3EVaFyNq3E1rsbVuBpX42pcjatxNS59XAUaV+NqXI2rcTWuxtW4GlfjalyNSx9XgcbVuBpX42pcjatxNa7G1bgaV+PSx1WgcTWuxtW4GlfjalyNq3E1rsbVuPRxFWhcjatxNa7G1bgaV+NqXI2rcTUufVwFGlfjalyNq3E1rsbVuBpX42pcjUsfV4HG1bgaV+NqXI2rcTWuxtW4Glfj0sdVoHE1rsbVuBpX42pcjatxNa7G1bj0EX7VH9zY2Pjen/X7ffX7fUlSr9dTKBRSMBi0/w8EAur3+xoMBpKk2dlZzc3Nqd/viwvJW62WGo2GZmdn1ev11Ol01G63VS6X1Wg0lEql9NprrykWiykQCKjVaun09FTtdluhUEhzc3NKJpOamZlRKBRSv99Xu91Wt9tVt9tVIBBQKBSSJPt/SQqHw5qdnVUoFFIgEFAgENBwOLT3CQQCGgwG9uyMa9eunWuCJWl7e/sH5y4QCGh2dlYzMzMKh8MaDAbqdDoaDAb2DMPh0N4jFArZn/m/Y4RCIc3MzCgQCOj09FSHh4cqlUqamZnR4uKiZmdn7ef5/kgkonA4rOFwqF6vp16vp2AwqEAgoGAwqMFgoF6v971n8fMmyf6OPTB56fzKysq55+7Jkyff+7Ner6dut6vBYKBgMKjZ2Vl7r16vN/azvMdwOBx7rm63a2vNXPb7fZ2entqaRCIR+/tIJKLhcKijoyOdnp4qFAqp2+2qXq/r6OhI4XBY8XhcxWJRc3Nz3/teP0+SbF9N7juGX1NJunXr1rnm7dmzZ9/7M79ek2eDtQ2HwwoEAup2uzo5OVGz2VSn01GlUtHOzo7i8bhu376t+fl5zc3NSZKdvcFgoGazqV6vp+FwqHa7rXa7PTaX0WhUp6enajabSiaTikajtrfY35Jsf/n9NrnXeR/WbnLOJOnGjRvnmjdJ+t3vfve9P2PvsG/83pubm/veGTg9PdXJyYlOTk7U7XZ1enpq+4S90+12dXx8bPM3MzOjVCqleDyumZkZ9ft9NZtNDQYDxeNxnZ6e2ncw7+FwWJFIxNYiEAiY/WDfMbf+d/lvf84n5++nP/3puefu+fPn3/sz/EK/31en0zH7PzMzY+eKeeMsYIOwSfgJ9thwOFStVlM0GlUkElE0GtXCwoJCoZCOj481GAxsbvAdrANnnHVKp9OKRCK2/xKJhCKRiILBoPmayTmdPDeTtu769evnnrtvvvlm7P/5XH82JY3ZCnxeMBhUMBhUt9tVrVaz52Ef8i746dPTU0UiESWTSTuH2E9809zcnH0+foH14FnwNYPBQO12W71eT9Fo1PZmOBy2Z5Nk/83nSN+3dffv3z/33O3t7X3vz7Ahg8FA3W7Xnj8cDisajdrPeX/IHgkGg2YLeU72iCSzOfwMa9VoNOw8gh/wreztl5019iPD+3hJY3vMz+fkWFxcPPfcPX369Ht/xnsxJx6P8LyhUMjOWCAQULvdNjvMeeeZmTf20czMjOLxuMLhsHq9nk5PT+0d2YPsE84lWITP5x/8Nn4kGAza2vNv7/t/6MzevHnzXPP2MlvnsVIwGDQbx7tM2l+eZ/JcdLtd+zx+rtvtKhgM2vliPiKRiPr9vhqNhrrdrsLhsNrttmq1mvmc+fl5FQoFm3O+fxKbvAzzTv7/5N59FVv3yoHG5ODQ8BAYPzYoDzx5eJj84XCok5MTNRoNVatVczzlclmbm5tqNpsKhUI6OjrS3Nyc5ufnNTs7K0lqNBrqdDqanZ3V/Py8yuWyhsOh5ubmbIJrtZparZbm5+e1vLysfD5vYIcDwPMweWxK/p939AfmMoYH8DzPyw6xN4A8rzeefA7G3P8ua3RycqKtrS0NBgPl83nNz8+PrQuH0j/by8AJG97/Pz/rjeSkwbzMefPv59cER+BB0yTwwyHiSHiHwWAwFuTxOxhC9ky73Va9XpckpdNpAzyBQEBHR0cql8sKBoO6du2a1tbWNDc3p7m5OUWj0e8Z3ck18udoch1eBp6nnTf/eR4w+fXlTOA0v/nmG+3s7CgSiWgwGKhSqWh3d1c3b95UoVDQzMyMAWAMJIbu4OBAu7u7qtfrCofDyuVyyufzmpmZMVCSTCbVbrcVjUa1tLQ0dtZxZP68+DPC8Gs9+XeXNXcvAwc4lW63a+vpzzXBwuHhodrttprNpo6Pj9Xv982WdTods4ftdlvJZFKhUMj2dLPZ1MzMjLLZrGq1msLhsGKxmIHKQCCgQqGgtbU1czg8j1/vyf3l547z/rJ3vOiYBEr+bPL32Fr/jN1uV41Gwwiro6MjbW5uqtVqWaDWbDY1NzenWCymubk5m8dGo2HvEovFLFh4+vSpDg8PDSjzOxAEuVzueyAZEigWi40BmpcBwx+a42nHZFDtbZakMfDCPB4fH+vw8FC1Wk39fl8zMzPqdDqq1+vqdDo6OjrScDhULBbT/Py84vH4GAF4fHys4XCo2dlZxWIxRSIRnZ6eWvCGv2DuotGogZdOpzO2vpwPb2tetr8mCYTLGJP+nedm7rwPZC3xpdhqAomZmZmx9cCnSjI7n0ql1Ol0tLOzo3Q6bXYVksr7F4KUyYDLPyNnBbviSV3/LJftX/38MS+TuAh/5c9zIBCwoAGQTIDAefJkA59LQMbvSrLA5mWYst/vj/mFHyKfGB4z+Z//9wKOaQfv5LESNoO58KCe5/RBHXNLsEVw658TUnN2dtb8RrPZVDAYVCaTsb07HA5VrVZVrVYVDAZ1/fp1Xbt2TfF43Owc3+vX3BNUHpv4PXFebDJ1oMGLeMbRPvQloE06A2uVSkXD4VCnp6eq1Wqq1+s6ODiwzdloNFQul9VsNo0JOD4+1sLCgubm5nR6eqp6vW5/D5Bj4/C7gUBA6XRazWZTX3zxhe7du6fXX39d8Xh87PkZHoD5/+cd/Oa56PAROY7DH1yezbMqfgOGQiHbKGxO73Q4qCcnJ9re3tbh4aEFYfPz82MGgk3JZoZh7Ha7Y+/tjfRkVP6yufN/fpnG0AcTkxkJSWa0YEC8oeS/CVQGg4E5URhLgHI8HlcgcJbt6XQ62t7e1rNnzzQ3N6dr164pkUjYOrXbbbVaLYXDYdXrdRWLRUUiEWPQeO5JhmrS4PnBGjGfFx0+MOUz2XcE/4CoYDCoer2uarWqvb097ezsKBgMKpVK2TtKZyC52+2qVCqNMVLhcFjNZtOyP8fHx5LOzna9Xlc0GjW23rM0W1tbWl5e1rVr1zQ/P69kMmnz5rORk/PnjfDLnM9FB/vIA5JJ9g1Hyfp653h0dKRqtaqjoyM7861Wy1jWWCxm78icSrKMUDqdNma63W4rk8lIktnA4+Nj9Xo9LS0t2b5rt9tmP3AoLxuXDfD88Ht7MkPK3/MMngmUzoJW5gy/UalUJMmybd1uV7lczrLYBMObm5uq1WoWwCYSCUlSvV7X8fGxndfT01PlcjnF43Fls1ktLCwol8tpdXVVxWLRMqUEdj4o9+fJn9WLBBs/BJq83fDPgP3jDHc6HQuier2eSqWSjo+PLQPU7XZt3wUCASUSCcsIRSIRnZyc6OjoyAJhnw1qt9uSZPMZjUY1GJxl39PptJaXly07WavVFIvFFI/HNTc3Nxbs/pj7zc+jDzQmwZG3yQTmfn+irsC+z87Omp/tdrv6+OOP9dVXX2l+fl6tVksLCwt6//33zWaCeWKxmCQZCJydnf3efvG2y5NOHlTyrH/JOXzZ3DEmsQMZCs5lq9WyzGUmkzG7hF3DBmDvTk9P1Wq1bN6wBX4NYfAZ+GaCfsgZb1P8c0+Ce78nLwuf+LX1Nm4Sm/hnm8w0+yCBjDe+lXnGnmHHtre3tbGxoWg0qvX1daVSKdu/BCEzMzNqNBo6PT1Vt9u1LBRz8TIyfRKbeLx/XmwyVaDxssXxmzIUCikSiZhR84f44OBAOzs7ltbBKWIkAcmwMNJZ+rdUKtmLN5tNS9PNz88rk8kYgOx0OhbxNptNYxEB6NevX1cul/secPBMkZdw+IDgMoc/AAQKfGcgELB5411wMIBmn+XA4RA9h8NhnZ6eam9vT3t7e7ZJDw4OlEqlbA35XYxDuVzWw4cPLa0MAOC/fbTunaKfG/8Ol822vIx9YA4m547/5kD46L3X6+nk5MTkLAcHB+aQCTgSiYQKhYKSyaSx0hsbG7Y3crmcms2marWaNjc3jfGDvYrH47YfAd8eNPjzQmDuA87LBMyeNZZGBtHL9wKBgAUbrGen01EqldLh4aHK5bJmZ2cVDodVqVR0cHBgcgV+B0MYDAYtjRuLxdRut3V8fGzSl/n5eXNKh4eHJhna2dnRzs6OAoGAFhcXx6QXBI4+Le33gP/vH8MRewPrU/g4BJhQ6WzfEWiRWW00GiqVSmNBRa/XM5mdDwj4PLJpSPQA3Oz3drttQITAzDtwSSYr9XvOOz8/jz9WVsPvec+WsQd5R/Y/tur58+dqt9tqNBpm8/lZgghJqlar6vf7qlQqikQiqlQq2t/ftzMeCoUUj8fN3gGq2+22hsOhnfnDw0PFYjELtguFgq2PB51eZooMi3W/iN3zPsGvlbezk5kqz3T7v8emE2ywV+bn501qRmBGcNFqtXR8fGzyM2RQ0WhUx8fHisViisViOj4+NjDug9pUKmWZtknJlN9zP7RHfox9x7xyZj1B4P0qZBsMPO/h/ask1Wo1ffrpp4rFYpbd/eqrr7S1taVisaharaZcLifpTCrss5Pez/M8k4QjwwexnmWe3GOX7WcnCcKXzR3P7HEHP396eqqvv/5ah4eHWlxcVC6XUzgcNnvHOfKkQqVS0aNHj5RKpbS6umpzz/mSZH6VAHjSn3nZ/uR7TGYAJ4nRl+GKi87dD/09ZwM8BbkbCAQsQMM2gU1arZaRTsPhUPF4XIVCQalUSoPBQKVSSRsbG7ZWrVbLfOv29vZYljIQCJg0Fwzt95Yf+KVJnDmJ/15lTJ3RmBwvOwCwljxYtVpVuVzWycmJOcKXaQBhCIPBoLHNgJfT01ObHIDNycmJotGo5ufnDZxEo1GdnJwoFAoZK7WysmKpcP/MfBaTOKmjvOxgg0X6oYXyKTQABywVm8NHybVaTY1GQ8lkUp1OR4eHh9rb2zNJGQbt8PBQmUxGiUTCDNv+/r729/d1enqqra0t9Xo9ffjhhzZHsDleo8vcvWyzTW7Cy85q8NnegDMPfp04FN6oA8KazaZarZYBQORU/D06/GazKUljh3cwGOj58+cmTWg0Gjo6OrJ9KkmFQkGSlMvljHUB8ExmFCYZGP+eP8a8TQ7POJMFOz4+VqVS0d7enr1nr9fT0dGRQqGQms2m6ZhxGgyCJjTenL1qtapwOGxyGNhVyIjhcKh0Oq3Dw0Ntbm4qk8kYKxaNRsfmo9frjTEy3un9R+97kbl72d727CkgudVq6eDgQKVSSe12W4PBQNFoVJlMxuYO6affE94BDwYDcwa1Ws2ycKVSSd1uV9Fo1OwcATJn1NenkWnDufE9P1ZANjn8HE3+mTQCAeyhVqul3d1d7ezsjNlvWHXOKHPupbLpdFrRaNQcMowgUitpHJT0+33VajWrg5Fkn+3ZWv+snjTj3PgA87LmzP/3ywCAf17O4unpqcrlsiqViu2Dk5MTY4rn5+ftuZHsYeeY/3g8bvsQ/wpZAPuMfSQbl0gkjEiIRqMWcGBb8O0+OOI9fqw96ANqr7aQxvc/9VG+dshnObA9/Pzh4aFWV1fV7Xa1v7+vTqejzc1NbWxs6Pr168pms2o2myoUCorFYkqlUkYWerY6EDirpTo4OND8/LxSqZRJYX7I5nsG/DKZ+Mkxud9fNm+eGIXsgODodDra2tpSIBAY86vYNsgtMEa1WtU///M/azgc6m/+5m909+5dI0cA451Ox5h5ZH4Ey+w1CFbmatKf+oDjssiByXnzQSHzNYmZJn0+54GsNX4Ru+RJZVQHSEghnMDFOzs75g+q1epYFrfb7SqbzSoYDCqbzY6tm5ff+4yVf04/T+cNzs4daPjN5sGmB+38Mzs7aywmgKzValmxFEVqXkKBc8E4ogMNBAJqNBq2Admo3W5Xu7u7CgaDJrVIJBJWhEORZLVa1WAwUDabteeejIKl8ejXT/hlGkQWiIAB0Ml3HB8fq1arqVAoWBCEM8DAkF1AF7q3t2eM9P7+vnZ3d40tDwRGWmXYejZso9GwZ7p165aeP3+u9fV1ZbNZ0wfOzMxodnbWQKF32pPD74WXgYyLDozfJItNxioUChlr7J0Gz9ZsNo2h9+wMRh7DRXaIdSLQwIEfHR2p2+2qWq1aINHv91Uul/X555+rXC4rmUxqaWlJKysryuVyBkR5Zt7Fg+TJ+bro3ps0GDCepJzZTwSxp6enqlQq1sCg2WxaABoKhZTJZFQsFo31A3D4rCGMcavVsnOaSqWMredzA4GA5ubm1Gq1jAnM5XI6ODhQtVo17bNnf9j3XvM6KSf4MfYcn/syNoy5Yx9g3HmvUCik+fl5a3RBRg1ZCmc7Go1aYTnBMBIhWHdqPCgaBxCSXcrlchbcIVvx58MHut5m/5hssp8v/szLVnB4kqymx2e6WWsCh5OTEwuyvEwXBzwcDg2MSBqrUSAYQT4AkCYb2Wg0tLu7q7W1NdvbBC4Ab4ASe2OyAcVljMlgYzKL5kE7BEG1WlWr1VK9XlelUlG73dbc3NzYuaSJCqBlUn5FATjvzBpFo1ELdrFzvDuZJ4roOede2usLYhkeyP4QcTXt3E2SA5PzONn0hGBjZ2dHlUpFs7OzKhaLKhaLY7JIzir7lL3QbDb15ZdfKpFIKJ/PKxwOq1wuK5VKKZ/PW0A8GAys9q9cLqtarSqbzerevXtaXV21NZ48py/bF15tcNmKi0mQzPfx/QQJ0kjFwDNzrpD1RKNRq0kjiwSwrdfr+uabb/T06VM1m009fPjQcIuksSYvEA34m9PT07EMBxk6sOQkdpu0ST9E8k07X5Ofyffj8zyW9XuQOSRzjUQUibzHUsFg0II55p0GF91uV3t7e0bkU49GoFKr1fT111+rXq8rmUyqWCxqcXFR+Xz+e2sO2e7X/CLYZOpAY3LR+DvP+PgOM51OZ4x9o6ONP/CkyTGeXlscDoeVzWZtQXwqjrQ6B7nZbCoSiSidTtuGrVar+tOf/qRMJmMFl7AZZFT8xvTvednBhp+/yQiRA9PtdvXixQuFw2FlMhnNz89LOjvspO8nZU/lclm1Ws3YYkm2yefm5pROp1Wr1UyvxzzjICKRiJaWlnRycqJ8Pm+Amk4ay8vLxm5NzsvL9gP/fxmMweQG9//twXIkEtHs7KwZJR+1n5ycqFwua3t72w4kzK8vsOUg+z3RaDR0cnIiSRakMahrQVN+cHCg7777TsViUYVCQdeuXdN7772npaUlzczMWLDCM79sz71sr0w7XsaQelaU54Ex4n0AdQRdnMl0Om3yFS/3ocMFKVfmDGCdzWZtr7ZaLQPCZCRXVlaUz+f16NEj/e53v9MHH3yglZUVY2wBK4AeH6R5xyyNANhFB/vLFybyXV7yVq/Xbe8QkJPNBfxVq9WxpgK+Sw+EADUayD5hpCEVJokdHHCz2VS5XFY6ndbKyooWFxc1GAxsjl9WiMgcTs7dZQZq/jMn/xuHOymfmp2d1WBwVsdSqVQsG0i2DYKKzyeokkZ1Q7FYTLlcTsFg0Pbb6empEVWAExx2NptVLpfT48eP9cUXX2hpacnsASw/hauS7HMmNfWXAVr8Z/hA+oeCNS+X47/b7baq1arNB355dnZWqVTK1hjQB/DxUrDZ2VkL0rzfCYVCSqVSFiS2Wi0dHh7aGWAtKpWKEonEWLD4sr3h98SP5ScAnqwfRclIpgKBs0L6L774Qs+fP9f169eVSqVULpfNJ9OQYGNjQ61WS0dHRxZsEKBBsnz++efa2tpSLpfT2tqakQ740nQ6bZLSnZ0d63jEXpo8n5Pz8rIA5DLmbhKbsM+8r0fmid/AH9It9MWLF+p0Omo0Gvr44491cnKi69evm5qkWq3aWf/222/1+9//3jJsnG3wCJhyMBiYrJE/w690Op3vyZGYy5cFFS/DXhcdL7NzPAOgnaDIBxdgAAKMvb09k31CBiLD9vPtVUAoMyRZ7SjkAv6qUqno+PhYn3/+uZ4/f67FxUWlUiktLy/rvffe0/LysqRRVzCCjR/aG/7PXmWcK9DwoI7JxXhwWDFopLii0agODg50cHCg/f19pdNpO3ReAjAcDm1Ct7e3DdTFYjGFQiFzNjB9PA9gBoPHc1FwitOp1Wp68uSJ1tfXtbq6qoWFBQs0vIbSv8tlAr6X/S7fwYZBO4tD2NvbU7PZVCwWUz6ft/Qq3WWq1aq+++47PXr0SDs7O9re3jbwAosE0EZ/y/fQGYji3FgsphcvXujmzZtqtVpjac1SqaROp6P33ntPd+7cUTweHzPU3gi9zNFehvOdnEvvaKURAASUTqaWkf4cHh6qUqno8PBQh4eHOj4+togeZpCDjEGLxWI2XwQhdM5gPcj6kOUAtOPMl5eXNRwOtbCwYEWT7LtJY+jf8yJ77mUBoGcRMdYUbB8dHen69esGqGZnZ631JdlI9PI4hNnZWcsQEYzQjQpwWC6XDaz4deG8Mp+PHj1SNps1xhTtN8YYYONbZP9QgPsy53ye4UHJ5J/5bAbfTXaQIP/w8NCkd9RrdDod7e3taTA4q1M5OTmxZgNINHAwvlmB14tzlig0pTbo9PTUOiO12219++23unXrlu7fv69kMmlyyVarZRmhSUDr981lDv8dAJXJuUUuOzc3p2+//dbOJu/tM1pkbhuNhtl6CAbANkQKNop1OT4+Nq33/Py8BRs47Ha7re+++05ra2tKJBIW9HHOfd0QEqJJsuhlmd5XGd6GTs5fIDBqCOL3IGsaCJxlB7e3t7W7u6vDw0MjUvhZAMTR0ZEBRX5vbm5uTDbK+jCXsPZ0m/JtiWOxmPn0/f19tVot3b17V6lUyjKX+HofOP3Q+087Xnbe+TPmgAwEBCidt3yN0GBw1lTm66+/liSVy2XLJFYqFZOTRiIR6/7TarWsgUiv17P91e129eWXX5r+HgDXaDRMCu7tqyeAfJ2Lf49J4vMygrSXBRkem4D1sOv8Xb1et3Ozs7OjZ8+eWTMGskBIiqPRqHZ3d/XZZ5+ZnXvx4oU1+4lGoyqXy9rf39f169e/NxcQh14ODfBmjzGf0ujKBe/7JvfFZZIqfrAeYAT2nK+H4J263bOW1KVSSaVSyRpfNBoNZbNZ+0wUB5DsnN1AIGCF4cgZmStUQbFYTN1u10gXaqhPT09VLBY1HA6tI6T30Tzvy3zheebtXIHGpHbLT6pnSmlPyYS8ePFCT548MWCCQQoGg6ZhJCpOJpMql8tjmj6KACVZBOtrP05PT8daYs7PzxvT2ul0VCqVjEWsVqvK5XJjd1XQDcKnIpnMyxo/BCL5cw4Ph4VNAjsFWEun05LODs3Tp0/1zTffaGtrywqTAYC8AxIXz9YTCFJ/0Wq1FIvFtLe3p0qlohcvXujZs2fW9hBQBIBGNz0/P29AdRI0/6UG4MOn7DHYsMuzs7PW2WJ7e1vfffedsQZI7bwWkn3nawEAQd6wwdBw0H1LTAwcRpl0PGwqnwvb8bLgiPe7jIyGZ/r5M1g5AnHqTLrdrtLptIFYwBznieLbaDRqdQi8k+9iw+eyN5rNpvr9/hiz49dof39f//Iv/6JKpaJ0Om1SEGpknj59qrt37yqRSIzJCH/onacFfNL3uwexDgCVbrdr54DGE5wvX3eGnIczMhyOiv8mCxv9Z+CEfFeSXq9ndg5HD8FClpHMBg6X9Li3M76TzQ+RABc5xy/7XfY4ZwlChHPT7Z61s33y5InVoRAY0OWIMwKxRM0AZ2o4HHXcQ1pBgOr35fz8vHK5nGWbkMw0Gg29ePHCnD5+BJtJ1z7OLd/F+vh9ctEBSJn0SQSSBJaQH8wNe803aGAf8S6ehCL7yHexLvy5/32CEKRX/Cw+wcs3VlZWrG6oUCjY909mGS5zvIy9ngxyQ6GQGo2GvvjiC5XLZb399tvWiZJ9FI/HDTgHAmetlbe3t83/NRoNC7AI+Nlf2Huy6nTXRPaNzSNLzH9//vnnRihK461hJ99v0ja9jCw47/ihQIP1nmzPi91G5v3VV1/p22+/tYDs+PhY1Wp1jBhgLiGfDg4OzI9Ql/Dpp58qGAzqvffeUzabVbfb1fb2tjV6SKVSmpubM1n84uLi2Pqx54bDoe1vf4Z+aI4uC+v5eeQZINJZbySFHqe0223rbIn9JmhlHbA5nnQD/1Cbhi2giYMkw5O+3lca1XqVy2ULTvBpkNnsvx/ytZee0fghlp/hF9GnYjFA/f5Zq7O5uTljmzBkRGdevuEvsWPwsr62YXZ2VrlcToVCQYlEwhyvL5Djvg5JKpVKevjwoUKhkOr1uhkMFgYpjWcNLppigyX59+YVdlkaFchzx8jCwoI5Ndjjdrutra0t7e7uGvNbLBbt+2gtCttON5Z6vT4GmBOJhMrlsvb29qyTyN7ennq9ntLptLLZrEXEGM35+XlLF5My9u1NfygYnWa8bO49aPIaY/YQ84nxogNDpVLR8+fPtbOzo3K5rEgkokQiYUwyn4lRQJONgWAd2ZsEYmRWKpWKsdPsPWqDcM4Un4ZCIetqA+MBWyRdjhN+mWH1gRQZnpWVFUtDHx4ean5+XisrK3r06JGtN+fZF8rzHhSaUhiKdII/k2TnkmwEWvrBYKBkMmlpcZw7tTS7u7uKRCKW5fQXF3rgf1lzxuf6f/vhnRnnIhA4qx8rFAomC4XpQ+pDetwDUwiUfD5v+5UAhnfy9WqSzE4hL8CxoE/G1iKt3N/fty442IFkMvm9zi2TWclpbd3Lspr+O/wFb8hyarWavRvyPIiBdrttbBwdvPhzuigB8vAjOGjAeC6XM/uJXhyprnSWWdva2rJWuq1Wy1jZ+/fvG/uHjSBrAZDwWY0f2jevMiYzdJP+VZLJZSEFtre3bV2xcZKMWALMeLkG+wTwgV0jw9jr9cyuExxiM3zwht1rtVrWbt3XOuTzeZOkEbwAgryEiVq4i5zfSXbfD8/K9/t9bW5uanNzU0tLS2q1Wvruu++sMQDAuVQqjZErtNSHHAVoc6apr0okEhZk8A+gEfUF8tFQKGSYZWtrS++9957NuV8XH3B623BZwa3P5PhB4E7Qc3JyMqYCgRgh0Njd3bV5gASgDgMyD/8MYQDwhZmv1Wr64x//qOfPnyuZTFrnvv39fcXjcV27dk0rKysm/1tcXNTt27e1trZm55paLt8UaLJO6DIIgX/vM4LB8TtQ/FziPyH69vb2dHh4qGfPnllHVu4HQpJMEDyZxfHYRBrZ+Lm5ubEaPu6e4zPIFvd6PT179szWCTl0Pp+3Wj/WfFL6eJ7xyoGGr73wk8tB8CnjRqNhl/gwYYlEwlLR0plzzWQylsLkQPPZBBgw8mxuL5Wh2G1hYcF6/POdsC0sLgwrzhzWgk5CMI2TzDJg6CIb06cgJ+eUrAXABbC8v7+vL7/80hgWLp3CcSCr8oxesVi0dqx0HIBF5rO5bI70OyC4VqsZ4KOAkIJCgg42J2soSUdHR8Z443i8IbxokDb5+x7EwJCRMvQRPalpGN7Dw0N1Oh3rQkOfd56bDBnOCOYTFgqnwbyxJ3E+MNE4FvYvYKRUKkk6q5UBJKRSKa2tralYLCoQCNht24ABSVMfbg/4JueQ7A2gs1arWZYCeRS9uXu93hjzCRiBHWUNTk9Pxy445M9SqZSdO/4cwEJP/kgkouvXrysUOrug8/nz50YEfPHFF9rd3dX+/r7+6q/+ykAon4PjApBjny4zs+aZRMCsNAJt1FnAApEJowsKEh7PtBGc44Bhp3AiOCR+zrNyZBOHw6G1LpyZmbHuIolEwlrd1ut1ff311+r3+0qn01pdXdX8/LzZRC/H8QHxRQKNl2W++W/fSIJ3hQkvlUqq1WqanZ01u8XvYJMADzChPjuGHaUOMBaLKZlMWhaFZ0P6Byjmn3A4rDt37hiY397e1p07d8YCmV6vZ0DANyRgbS8K+JibyT3M5yIZ83V6FHgjR2YdGPg1iDt8IgP7RuOWyfWjsNevLXsEwiWRSBiwoa3u3t6eNXOgXtJfeOibE3g9+LTjZWferwc2olwu6/Hjx/rkk0+sWUMikVAwOCqGh5WnboBzK8mkxtxMPzMzo0wmo0KhYAG8rz0Nh8PWshQ1Bu8P8OMOk1u3blnm2+8BcMGk7NHjr2nHyzIZkixYp552e3tba2trFiiSvXrx4oXJxYbDoc0pwUCr1dI333wzRqrSLGBubk75fN4a+SA/pYsZeIf63IODAx0dHdkFrzRtwJ9hj332jP/2GIu5u4x5exmu46JLOkdh/yEJyKSWSiUdHBzYHENeJZNJU0aAUfElFJVDlkC+8N08D9klcK5vrkFAgj179uyZYeJer6dEIqHFxUUtLy8bkQipOrkvX2W8cqDBBp80QmwaLulhs83MzKjZbOrrr7/WkydPxqRMdE3BUeIsmQhpVJtBgIFTxCDipPyFQhxy9M5EbgArNvDe3p4WFxdtwyEX4YImDAWbicN8UcZ0coFIbQGO6faB1rFWq6lYLFpBJAw5UiAACFkdNkW9XjcWtdFojNW40NWGNC/PQWTM+uzv72swONPbU0dDkVc8Hlcmk1EqldLW1pb6/b7ef/99k2L597woa4ARZa180RdpaIps0b76FC0Hyd+M2+/3LYvV7/dNs8yenZmZUTKZtD3p6ynYIwBqWM5qtWo3Eg8GA9ujtHpECgfLXa1WdXBwYJKXQqEwBlbYb95wnHfefKABkPSfT/vURqOh/f193bp1S71eT9vb29rc3DTGCUYXOQrGjv0VCASUyWQsCwcTdXJyokAgYO0vcd6tVkvZbFaZTMYAkCQDLWieHz9+rC+//FKVSkXZbFbvvfeeGo2G7WGCb+wEAP7fS5G/yvAOiL3m/w57EggExrIQXHDoWwLzO+xFr1PnzPvAgmDDX2CFg5LObqXnVmd03aypz+7x8zC1gEyCF+9sYJUnCaSLjJfJWGDypFH2gvmoVCra2toyEoj7jyQZ2OA8zszMqFAoaHZ21sgCiCcAGxkPzjuZQ4IR5g0wSZZ3fn5ei4uLYxlIMreQQrTTRSropQgXGZ7kYm9w/iE6OEcQaqlUykgVJMder400w9tPaZQ1B/wT7DFvPpDwUk8yduzfcDhsrCcgjw501WrV5op6TYJuzhXP46Vv04yXZYJ8JoD5hHAMh88uuqzX64rH42PyM36XefKfC4lEG99w+OzOJO4mkGSgzmc0GLDu7Dn+u9Vq6R/+4R9MYx+Px7W8vGx2AV/A3OFPvG+86MCGkAHgnpDNzc0x2VQ2m9Xs7KyePn2qL7/80jowYu88FvOtoymcR96+vLysXC5nJAKSIfwVGIUsSb1et7a53J+2sbGhbDZrnz0cDs2HDwYDw0sEjDSEgNjxe+e8w885Z4E9DVaFrB0OhxawktXCliARJtCfm5szQoDzSMCBlJ3PB6/hz/lZSMN+v2+lA+xhSANP0FC7d3JyYgG0t7VgE/baebHJKwcaLKKXUGEQm82m/umf/knHx8d6/fXXtbKyona7rT//+c/a29uzh/GHBLbZ31ZIxgJWDiaVaLfZbCoejxuAQasHS02RMpNMihIGazAYGBDgIhTSTBQS+tS6l4pM6iXPMyYzQSwyjotDiWP75ptv9OzZMw2HQx0eHo7p+QmKYFUAZmhP0YsT4QLIPbggRemZLrImkgxQsl6bm5uKRCLa2trSv/7rvyqfz5v2mzqHQqGgtbU1e07PtEyCtWnnEEaK/6aV6M7Ojq0RGRYMij+IHBbkGf7CGknG0vBZOFaCEIwgRgXGApaRuWYfexaQf7NHpTMDh7RjcXHR9h1nhGeYhu17GdsCKwbjcnx8rD/84Q/WPYXv/OKLLyTJWOHZ2Vnl83kDOMgQ+RyMIrIrgg8CgaOjI5tf5nxubs7ONZdIHh0dWYYIZoy1QQ6J8SY9PymL8BmniwzWy9dIAIbK5bLVEWSzWXtW7s5gL0iji6Y46zwrgKrdbtu6SzISwTt29ihBtiSTFjEnXgt8cnKi+fl5Y04TiYQ5HQ+MCXw8wPJB6TTDrwfziOM7PT3V559/rv39fd27d8+c/3fffWedAwlEPGggE8ln+LozDxr4c84P7DlFuvSSBzAeHR3ZORkOhwZ4JNl5bzabevr0qdbX183B+ztLsA/MoQ+czzu84/ZA1zOwPD8ylm63ax1lYKAJvule6AMNn/FgjzNPML7sA0/w+fOFX8SPTcqpmOvt7W2zcWS7fRCFnfRndVrA/DJ7Bxbwqgj8WjgcVrFYtIxrOBzW/v6+SqWSBXDD4dD8rSRjfFl/TxTyjyQDjfV63SQugGbkKP7GeQKX4+Nj/d3f/Z0Vqf/sZz/TysqKsduoG1gzbw8uQoT638U+9/t9HRwc6OnTpzo4ODA57P/9v//XMli7u7tGPDJXyGXxXdj8drttsk+Cs3Q6bd23CHqR+FAPRf3G48ePValUzM41Gg19/fXXJnN78OCBbt++rXw+b0C+VqspHA5rZWXFMlbsVR9wswbTzBvD+wkypfV6Xfv7+7YHIdQ5j+wZ7JE0uj0c4I8vhLgiwyRpTLrsAwFp1PzHqzg4vzwDftrjU49NuN8ln8/buvmAShrdf/QfjXMFGjifyWJCUi+1Wk0bGxv294FAQGtra8YcUbAMQKBDBQtFVAbYw0kkEgkDN9Fo1BgvCgI7nbPLr4jEuRQMqQvf3ev1TBM3Pz9vkffy8rKOj4/NkUiyzAz/7wtjzjtwfAQaOAGcOt+FTm9zc9P6IHOjLb+HRIXORV6zzN8BsGEAA4HA99JwpLfD4bO2wWxU5gyndnh4aJF1NBrV/v6+jo6O7O4S5D+e9ScgeNVN+CrzJ+l7IJL/5lnZN4AqDMvMzIwVlKKv9cy8l7iQ5gQAEggSoOEwGTB3OBmcMrUIntUgA8A70WaZSyxXV1ftJlUPpqbNaExKOTBUHnhR+I+skYJH7hsgHU1bTGpOfCtN9qfPaMGMwa76VsLIKT0DQ6cm5hhnDrDBgBNQSxoznh5k+ozDNMNLYjxDSnBKS8pQKGQEyeHhoR4/fjzG+sDKIcmgmxdBL92+SIv7TiDYDMAe51catWrGzjFPvsCevQOYw75A7hwfH5uchX+QtEy756TxuhkPlnFsm5ubOjw8tPqIarUqSZZVBZxRYwYzn06nLYvIHmJ/A9QIVI6Pjy3T7s8h9oiMJ/9PVoO9dXBwoGw2q93dXeVyOStKjUaj2tjYULPZtCAZP+Vt1EVIlUlpks9IsqbsE0AWOnbkZsFg0AJWSBICBsCJJFsDMrDsSd8JEmDhM9X4Ic64NKrBYu19XWa73VapVNLp6anm5uasOJzP9HvnIgHuZKDhzyLZkkqlomfPnikcDmt9fV3lctnALbKSZDJpTVc4a7DknClp1FgBGVAkEjH/yXdDdJ2cnBgpiESI38/lckomk9Z1E1L1T3/6k7766itFo1Hl83nlcjm9//771gzDS+Cwj9MMbzfBD2Szs9msTk5ODOQjyYaUzWQyYwSqbzbD3EPmRqNRpdNpU40MBgPryAfGwD6iWEFlcHh4aNlyztjGxoZqtZoODw+1sbGhBw8eqFgs6sWLF3bPSzKZ1C9+8QvdvXvXsqdkl71sb5ogzZ9PT0764MX7St7X1zuFw2Gra/SEu88YgmvYexBLfKfPQPqsNsEO+9r7X9aqXC7bd9OVFEI0GAxa97/19fWxpg7smVfNBk3V3haGHKPY6XSM2RsOhybdIRKiS4h3cjgeLyfwshQyC2i4AdbD4dCifyJvvtcbLxwwxg9wHwgE9PjxY5PPwKyGw2Ht7OzYrc4wmCziRVjSSVYbQMDn4qzq9bq2t7dt0+BopfHWuz5jA8sO2+wDIwrbMJ78+cHBgWZmZqxdLsydZ1eWl5dVqVRMN93r9bSwsGCp81gsZvNzcHCgSqWia9eu2Rp5kCNp6iDNzyFOzuvISaHu7+/bPSL8HGlGGEDACXvCS+o4PKQ5mWsK5P2fSTL2Lx6Pq1QqjRkZjJiXXQGk/B0koVBIjx490ubmptVuvPXWW2PG26/9eQbfwTxh2LwsC6eM4YeR9He2ANJodUvgjmMYDodKJpNjkgeANEwWAUc4HFYqldL8/LzVE3EO2FcAXn5XkgUeSAgDgYC+/fZbra2tGZDEJnmG+iLMsmcLvePgvFYqFTtjR0dH1vaSND/vgUwAhwCY86wWAS+ZSG8XkFewv3yWCFDmgw2eH2c8HJ61AKfgnBaKg8FAN27c0PLysgW8ODTWfZrh9xw2k888PR1dsIXtOjo6GpMpkn0m0PQMG8G5JKvv4Tx6eSvBL2eM8w5pgEOFbEIigAPm+8rlsjY2NiTJtOAnJyd6/Pixrl27psXFRXs3L3O6jOwtz+Az6xAiXM7Y6XSsex6XHJIpYI7m5+eN1PIyFn6OQJe55vmDwaAFHJFIxGQdZAMA1YAXWFXP1ErS/v6+Njc37XnxxZBb+FQCgWllLHyGJ1d4D/xir9fTxsaGdTAiWwZJ5ettWq2Wzbc0CsZYa0+mQngyj0jRAoGAYRX2IjaJvUKmg4CGn0mn0zo6OtL+/r5hqFKpZJk1fL6X/0zDyjMmCbyjoyOVSiW7+BeyDKBer9ftfi+IOy8v9l2PyGp5QsPXZyFxoj7L17J40jCfz5tvggyEZA0GgybR7/fPpPnFYlHZbNb8Hj4eXOWJvGmJFfbAv4dNdnZ2rN0084v0kXo0n7nHhvqib6+2gKDjXbH9/Bx2IB6Pm3QMOzxp48PhsKl5yCbzjF463Wg09PbbbxvOZ11f1U+88s70LJ3Xevd6PWMoNzY2zLCziDBUBCUcfj9BXt/n2T8YVWmUYeDl8/m8SYUwFp5ZkkZAkeIqHHCr1dLe3p6CwaAWFxe1trZmv8OGBHxS+c8mmmb49JTvugIw5aDSDg7HT+qbdNlwOLR3ITVLqz3SkTCbXnrR7XZ1cHBgMopAIKCDgwMVCgW71Gp/f9/kA9FoVIVCQaurq3r8+LGeP3+uo6MjS5/icDGau7u7evLkid566y1LpfuAatrUpJ871tPPWaPRMJaW4Kterxu75HWsGHDWVDpj9NBHsndYZ9gUHE+/P+pawfeTGfDSAK975LsJxj0whHml6xW1NbFYTO+9956BbV9Yfp4xyQ5i0D2IiUQiWllZMXler9ezwIquUv1+34w7wIWAg3dHzogzlGTAstVqWaE9Wmbu5vCOmIzH8fGxFVgy/zgaLo+cm5vT1taWYrGYbt68Oabr5bt9enea4Zkq9rLvz86cEohj53zzCc7v/Py8BS4+C0kQ5+UqdDKTZGca20kwB+hE3jMYDIyh5/yy35mbo6MjBYNBPXr0yLp/Icng3PP8ZESmGR4A4ZB8ljgej+vJkyeKRCLa29szp0eNBHuQOSG44pkogp7MBvtajEQiYeADJh+/EwqdFf7GYjED38wrbb6TyaQF/t9884329/dVKBQ0Pz9vl41BZGArILEuYusYnqUmAEPugc2jFgWgD1hGukJmQtIY4CPTIMmCAcCyt48EHXQ2kzTWtASQAljkvDHH+J2NjQ2rxaINaS6XUzqdNvuIRty/+3mHt2uTTCv/3263dXh4aDaOTBZ3e/lMLIX1ADJsNE1CfAYrEAhY0CKNAn+CFOpCcrncGHnp1QPYQogZsmtIWqvVqoHWXC5nPsf7rYvIRScD0EajoefPn1t3LGoKvTyQ7yOAJQBCGobtJjDjfFBDxbOzDwDEBKQEHPhSjwfBnv1+3yS3SO6LxaL54sXFRS0tLVkTHAqbIQ/JZE4rneIfXxsBcYtsn72HlIt9xLn0dVCQHaeno7bIkxkS3pvv82ob/AskDP4AW+kzbrwD/h5MjvQPLEegEYvF9P7779s5obbwVca529tOMsEcEm4kpCNKMBg0gyeNUuOZTMYieJ+lQEvmpVFzc3NWj0EKiUwG7Ic37rz4/Py8gXMKTDGiTBDG4KuvvtLBwYE5n1QqZYwb6UF+d1q2xT+jlyhII93606dP9dVXX5lTDYVCWlhYsKJaz1by7LCdsMsEHT6qhSk9ODiwQCscPrttnDoYAjvASqvVsuzOnTt3lMlkVCqVrLsGzGM8HrfU3JMnT+yOEpyHl8dMOyYZQs+G7O3taXt72xwVBgyGoN1uK5PJGKPHZ3nmE2fOgeXQ+rUGWHoZCiyAL55kvgE9k9IA71hhKmACaU/JjeWdTke7u7vq9Xp2a+y0wxMDk0HiwsKC0un09zobTRaIAk5xQs1mU6lUSrlczv4fg+WBFyAknU4rkUhofn5e6XTa5p9zQLBN5yTfqlA6a5V7cHCg/+//+/+USCRUq9WUyWS0vr5uBhEwyjm7iPyH90e+iXMFmBQKBQsuCKxZV36fDBoBk6Sxd/RghD0JUeNrdADTgE3/szhU3wVJGs+CDQajiyhDobOGE1wERTAIuUKASXA57QCo8o7sv3Q6bffyYIs8o1woFAzMwDpDsuDweG4vJfOZSuYfttIX6sJoegbYk18EWpLMHlYqFf3P//k/bd9Fo1Gtrq6OASi+jyBvmuEBv9+DZA7xFZVKxTJfgCeKX32ATZBFdggAx1pM+iV/rwvZJ77X+3xpvJ7N11oA6vlu7qCQZCwzNhBMwGWWBJHTDj/vPHe5XFYikdDMzMxY/RS1NTD02EaCESQjnF8IAEhAOuzhXz0Ji2wZMJ7JZJRMJq0rFT/T6XTs7iueA4yFXZBkGbiZmRl9/vnnqlQqevfdd5XNZm3NAczTDAKaubk55XI5Iyv7/b41NWEOIIzIUGDXfKCHXfeBEMQzrPns7Kz9Gxs2MzNjdQNkY7Gp+FNwBaSDx4QQgRDMi4uLeuedd7S2tmaYjvmi3gYFxzRBmg8wsHXYsoODA+3u7lrQUalUxpoogKVoZsQ7+65l+GNsgbdZkE+ezOFsehkpdgHbBFngZaT8na81IjABA3AFAhiLO1B8u/l/b5wro+GDDQ/YT09Plc/ndf/+fXOkPsoiqwA4IyWMw+F3PPtJVOUPESyvZ7VJgeOEkcsQ0cFUSCOHEggEzHiXy2WVy2XdvHlTq6urWlpaMjkG/3hpyTSDQ8YmmYwo0drC6uLsMDbMi0+zSmcgcWFhQeFwWM+fP9eLFy/GgItnNQE+sOZE0xQOUrtQrVYtqxQIBLS+vq4HDx6oUChYcLG/v2+HlLms1Wra2tqy21ADgYAxswQ+0wwPqgAUPutFQIGOlv3T7XatGwvBYiqVsoyYd7zeGXvQgTMF5CEVoAYGJwPrBPuHRhywBRsDIxMIBKxQnIADBuTZs2dWoMhNnczjeecN5weo4P8x3BSrMV8Ydy8FkUadi6jXaTQaxpxOtq7FAAI4WCvWALZYGrWoJuvFmpycnCiZTFprUoIIgEImk1E6nbYbe7k/hjn1bNs0AwKFwkjvZOfn5y3IwAlLI8NPKp/CSGwXpArMJQXaksyYI0cBAPkghvkEmHudLjbKy8449/wesjTq0AjOG42GyYcAR6zXNINz7rM0MHqBQEDZbFY3btzQp59+aowbjnQyYwj76FP+k4AWHTJz1Wq1rM6IjBsssmeTsUkQYnw20h9sCQDq888/197enhYWFvSLX/zCQKOXCyE1mtbW+cDFB4pkTbinh2cls+MLg3kH5oa5ZP59C1BqhtifBEl8HvsLe4ftwE+xB/m3Jwew2ZJUqVTU7Xa1urqq1dVVq2/x8hDe8yJkns9+9/t97e3t6cmTJ4rH43ZfxpdffmnNTobDoYHMUChkpBlnjrPm5XkEJIPBWcc07BQZaYIFwORwONTCwoL9HNkeX1ROsMW7h8NhO69kQ3ieg4MDK7ZmEJRPO3fItiC4IIppuIE8dDgcKpFIGFmAjcVXsI6NRsNq/o6OjowI8QSkl7ThAwhmPVniiUaYf3+VAftcOuvIt7CwoGAwqFqtpp2dHX399deWacGu47ewNR5TnWdMYiyUE2RumROwiS8GB5vSzc7XHfvMMsEL55R96OtMwT/YUC895qJIgg/sPO/N8yL5Bc9JGvPL1GFjJ4rF4tiFlf/ROFegIWksivU1AaStuEGaTceD4CDoI0wUxWd3u12rxyBSjEajxpAyeV5LSsrft7Ultcbv+0tmcH44dNgYpEJEv5LGLi/CEU07MIDeSEkytkqSRfsAZQ4+Bp33Y+6z2ayKxaJWV1dNjhKJRLSxsWGbkndg8wH8JNl3tVot5XI55XI5LSws2PrMz88ba0MRtSTTbtLZIZFIaGFhQfl8Xs+fP7eDQ8DnHc+0A/A7Kb2bnZ1VOp3W4eGhXbjl5UE+gPDSANKz6MRZB5oDABr97/J5zAfPAHvnaxdgmv084Iz8reFcEMWZqlarevr0qSTpo48+0uLi4tRsi9+vweDZ7eedztlFWkgsNjc3dXR0ZMwQKXB/NnGEvV7Pai0ikYg5TYyjD6wk2e+QEgbkAvRwYjAvGGqCcpgVnCoGFWBSKBQ0HA715z//WT//+c+tq4ivTZg2o8H88RmcI8/w4gAodPd6Ymzd6emp5ufnzdExt5lMRrOzs0akYPy9RArgAKHDHgBwY+d87Qd7m+9n78JisSfoJsLe43cSiYSxbDjvaQZAiyCDs4EEBLki74UUlADCB6AQTNgQmE8KZ1lj7Jm/WM0z9ZxF5tGfbc43RA6gJxwOG1FFAByNRvXRRx9pdXXV7PrMzIy1/JwMEs47sFkEEqgCCKLq9brNMX/G2vs6G2kkl+Rn8IGsDd9HPSSBEvPKOjIXnGU+j8CaOWMv+hodzgztPFkP5Bze1gDCpxm8jz9HrVZL+/v7+vjjj1WtVrWzs2NNTPBt2G/8AQCP4IvuUJwTAlOCcVQQ8/PzKpfL1uYcIMieAkTTSYmgDVKThiDMkZcGLSwsGI4qFApG/GEDLuJbJVnGBTkZ/j0UCtmN0TwLLLeXIhNweaWAJAuMCYYByMw358zLqGDzpZEEFomyL4JnfiTZGhUKBas7TSQSKpVK+uSTT+zeGYiilZUV5fP5sYwfc3nePefl/wB39lQqlVK5XNbOzs5YICnJ/Bk4wWfMJ+tPkI+BcyFuOHOced8xlXPkM4tebkUAi5x5Eh8hScd31+t1PX36VJ1OR++++67y+bypf15lvHKgMZlu5d+0Jzw8PFStVrNWe56FJkIjhU/bSg4bN2b6q88x/jD8pMjswZ3WDaaGNBGb27MyXiZDK0AWLBw+67yEfIVn80V002xEBultH7FjXIhSt7e3dXBwoP39fXs3NhrOV5IBFaQoAFFuR3/y5IkODw9NJtbtdg3c4jhpbcuhIPuDEwAwSyPJ3NramlKplL744gs7CIB6iiqfPXumRqOhlZUVYz1gMqZ1INIINAO8iLCfP3+uZ8+eaXd319qN8sy+JmcyE8d+IqjyXcl8UATAJPXuAQsg2xcBYrR8oSCab+/EaZ3Id3qtJcwEWScfzJ93z00yF51Ox9oEkkbFUQCW0XbH43HLOGLUvCQAW4AD4e4L3hu2BTtBCjkYDNq+xqnTeYQMJU4Bh0Z62RdMp1IppVIp6+XOPS6+VeK0Dpj9AlNFzRnPWKvVrPEArJFnINkPgGDmWhqxj2QSCaTYk972+fX39T2cOwIIsnT+2QHaPmAAsKZSKatz6fV6un79ukna8vm8Zb6mGYA8zh6B0/Pnz62Yf2dnxwJ7L88YDM66xAD4yChwdjkr3JNEcaUnCwAfyFyQbhJMT7LmnoDyWSQP1tnjkUjEQE+pVDK5LUEu0tVpJSy+3oK5pM6H+yj8nUHsM845vtMHpvhB/h8gQQDt5Rn8mxoGD+q8pAm/DUkGuQQDyruw9pAt1BdyRgeDgTG/3IMw7Zmd/L12u639/X1tb2/r8PBQR0dHOj4+Nmk3z8N8+eCUzyLDw7+ZIy835F3pRod9wi8C5pLJpP0/Z9UX24KDWCMfRAOEaaJx//59ewfp+80gzjvAT+CJw8NDbW5uqtlsmtzVt78nACDoIsMAeMW3ptNpC/h8e2oCKvYuz+8JqUgk8r2LIFGgeKkdwT2XP1OLSpCeyWTUarX05z//WY8ePdJgMND9+/f15ptvamFhQd1uV0tLS1paWppq3rysEHvHpbMbGxva29sbK6QnkPLBgCSzb5wrCCz8r5eDSqM2xKwZ+Beshy/30kYCX0kW4BNEYxdoVYxt4IxAFkGeTbZF/4/GKwcak6lttPy1Wk2bm5sWYMBM8YD+1kLSsn7SKeKhoBxHjcEFcHv2i83JwSWCJO0DyIQp5lkxnL6tH4f6s88+U6VSUTKZ1PXr1/Xw4cPvAZdpGVIvYQAEw74PBmdtfmFbqtWqBVCwgPl83sDt3NycstmsHX7WAx18Pp83DS8bhM9DJibJUmAwZnwXqTTp7IIdgEMsFtPy8rJ6vZ52d3dVr9ctqKtWqyYN8TU3S0tLlomZ1vkSHPIuZMxevHihw8PDsc5bXhpH4SHAHUPk2RUuPONQelCMIcUAs8+GwzOdOUGFJFsDX3MgycCqD7YA/bQGlEbg0cvDfJ3INIGGl9VIMmYEp4pT47lh9MgEeuAKsGC/wpYDbjA+AMZJYMifcZ9GKBT63gV+XrYGWwjTCZPoA0Xf+nl7e1tvvfWWPRfPOO3gMwCnBOhexokdIzggUPeSO+bQt8aURuCPYB/HwN7FYc/Pz9v5RSJIpgXn5psMwIQyj97eEOD5DAdFlLdv31Yul1M+nzd7MO159XOIQyWY4HJPziF1IeylXq9ndoX/l2QNEzqdjqX3+XsyGRBavV7PAAr7mP1DwEhwy77EJlCXx5z7QnwvFfnnf/5n1Wo1ffjhh7px48aYNNcHmNPMGcE5ABQ/RvaFTJg0nt3yUiRPtAEc+FyIlMm9SpAlySTOBGZkc7AlgAz2L7I9AkTsBfOA8iAej4+1NgUQzs3NmR2/SDaI78Ku0MaULFokErF97gvCeU4//8wteIF3RCaHxAVwyz4EJBLIeN8AWYqfpajfSzXBNd5noO0n612pVJTP542g4r2nHezZwWCger2uFy9e6LvvvtPz5881GAzGAiRIY96BAJRzQzbH7wd8DvYbG+azGNgu1BP4gFwuZ2QYtWPlcln1en0sQ4YfODg4sMCMGsJYLGb+D0KNGj9qKqc5s6wPmBQJOS28kaIRQDNXnEmwia+RZC9QC+E7u4E/sM3+THGWyUyBcaURWe/PI2QQGUjsJueiUCh8T37ra0B470sPNDzzSoDARGF46Fwy6eg5kJ6R9jIBn3rzN4iSJvaT6VkWNGI4clgVv5GlUZoKpyZprFak1Wrpiy++0IsXL7S8vKxMJmM/R+DjZSHnHV4rD2DY2tqyDiaffvqp3U/A82KUMIocJqJ9ZFT+Urj5+Xmtra1Z1oi0diQSse/CiQKEABzD4VCpVMocBxuOv4MJop/35ubmGLuIpMbPsTRqx0vwct7BIYEpou85gRqMJN9NwOP1yeyzyawcjoNUPmADJ00gRhs/1pAaAx+8UiDoGWQcFpcaAkQovuMZkT5IMmZr8pxMs+f4TtaHNX7x4oUZfIAowNbvVwAa2THmjrVkb5GBSafTVhfjnQqOh8DBd+LwAKNYLBoAT6VSFixiwDG8vV5PH3/8sT7//HOl02n96le/MkfoAeq0ztc/u0+Nsx6wyhTHczaZM7S7aK97vZ7JQrElnvXHNkmyrK6XmZHJ8XJP9rOkscAM54cdhuyhloEzQzDBfuP7L5p9lEbtdQFBkUhEhUJBlUpFBwcHZod4foggfp5z4+tOsEtIORgEfEgH2K++QN6DVx9gAbr5PC/vQNJAxtdLDJCWePYegsVr+s87CKDwZQQbyWRSsVjMfAQ+jv3G+/lWte122wItL0ny7+ezRQRbBKLYwW63ay3pYUG9rhtSEXYbKWS/3zcpJgEkIDaZTKrT6Yzdcj/Zxv28w9t1b6va7bY1VMGe+7MjjdhdgmPOM8CU7ALtSAOBgK0J++jk5EQHBwdjEjXmE5kx/49/p6bDZ4191oDPgUkOBALWbjafzyuZTF44MGPu2CN0Dtza2rIuU9S8Qvqy17PZrEm2vToFvOcxIr/HGnviFWKAPZTJZMw3s4dpLEPQQ6cwarmOjo50cHBggWOr1bILB5E10sjDd3sqFovWoOi8g/Xy1zX4y6E5x/hgZGeQ4QQD2EPvc8EzZHZQkUjj7YOpecRfgZ3JSCADhDTzGJbskvfx/hJtXyIBAevl5gSbrzLOVaMBOOBFfAs4foZiYGl0IZBv54izxkj7Yj0CAgAwi4Ih8MU8pIm63a5SqZQFGbCOLCZjMpPhAydfVLO8vGw9vn2bx4sEGjCMvFO1WtX29rY+++wzYw3i8bjm5uYs/Y7DYWDQSdtzmzMbC3YgFAqZftgfwH7/rLc0jgVAxHzTIxwmkPUrlUpqNpvmELrdrkql0lgHh3A4bFkU0uTvvPOOCoWCBYjTFpfSsQFpFNpOH7SGQqNOYxxQLy9ApgSLyj0HsCEcRj6TPcRB8r+Hk5BGtz5jMGFxWq2WsYw8B6Ac6R6MOY6bPYyMiO4crOl5B4aH/YsDKxQKCgQC1kse50txHLJGz6RyRgjaGo2G0um07Wf2dzabVb/fN2eIRNFnAHgunAGsF+CSM0tgxM8BkmH3sT30KmctfZA7baDhJRI+9UxhJM8G0MCu4PQAyABQsjcEaO122+YTB+XrBXD6BDgUbJORgBxhr2IPAYaT9rNSqVhgG4lEdHR0pFAoZJeSISFEjsB6TzsmawBmZma0vLys7777zkAX3+ELH6Uz5086H/DnZSrMA/bNZ0jI6rKv0+m0MfGVSkWJRMJsFhID3hNQ57NNEFg4YACsr2XBJ3ipEPbhvIPgE6fO2cdOEADgfz1gY72ZD+wW7aDJ5JD18T4DO+XrEHyAisSTwN/bQ4IMSWMdczgnfO7p6am+++47zczMaH9/X81mU0tLSxoMBtY5DlsxzWAufFYeQshnX8h2eCmrlyAxLwBDSWO1GrRPJohNJBK2l0KhkGVtaR0djUbHAn0yc0h2sQXgFTIAZNQoZKedcblcVjAYVLFY1G9/+1vz6eyDaYaXZSYSCa2vr+uTTz4xRh6QO1lLQHYHH7uzs2PAFfk1mTHIEf7bS3jw056MhDjl3bgfiyydJCMd6vW6XQQNMcQ7kQ2h5W40GrUGOqFQSJlMRsvLy1NJ41uts0tmCcg8DiaQwE/4Jh+++N2TgF6m54NVBj4E++SJKIJ3fCntwtn74CJ8CP62Xq8bNsEOsBacZ4JAAmMwOUTmq4xztbdlQ9TrdQNL0ujyJDYZmwoNO//mJTic6PEmNYl8jzRiKggkiPq8Y6VHvDRKJ/N7/D/vgAGH/fPpv2AwqNXVVQODZA0uKsXwqet+v29Gw3fZSqfT1vZzd3fXvpODzvfv7e2pVquZQ1xYWLCOBcwTNSewLv1+f6zPPtG9B/8eQM/NzVmXBNL0SJZgJYlsPSOGYazX69rb29O9e/csLTjt/AHc6JqAE8C5EvB4Q4HB9Y6HPUVgwJ7AoLE30cz7IlIvycGAEJgClHwqkmfBWdOqmZ9Bc4pTYa8i1SDt7s/EeQeAXhrp9klLLy4umpOjoB9DHIlE7EJGgL9nm3HenGeMDjUKMFee2SPQAnxT2OgvCPIF02RAmFdsCO/i2dzr169rfX3d9gSB90WYPhi6YDBojgRSA6ACczY3N2dSUEmWHcBpAroBG5Js3X1qHAJmEvzxD3UtgFufysZh4Wixp8wxnXB8gwf2XCaTMaIDMO9Z8mkGa80z4QsISHF4vpAYJ+z1/LRMx0l7oAywRmaETyBo9pJbsqGQK2R0ATFkX3w2ir1Hxg775YPwWq1m7Cp2gnebZvjaDNbA2xd+xp8TAmvegTNLRylABe+CH/DnjL3EzwJwAIrcN0EwjB1jn0rjl3f54JwgPBqNqlQqKR6P230Sg8FAlUpF2WzWfPBFs2kEQQQ3BJ9ex05w4Vur4mu99Ix54kwSfGArCaKR9ywsLBirj3+l8JksEhkQ7CffKckK7f25mQSOg8FABwcH+tOf/qS5uTm99tprWlpaMvA9zeDc866eXPVdztLp9Ng6dTqdMdnR9va22Xwvj8eHk+EC+2GjmF8yJ8wvdX+Hh4fm+1k/f8M2c8ez8bwEa5Isy+DrYR4/fqyTk5Ox7Pl5BlL2WCxmZBL2BDvgCSQvjeL3vYSR5weXYs84Q/7iV2+HOHs+O87+IksrjfAQz4hfB+dCWrG2PsuN3/dELT73VcYrBxoYFl6iVCpZdymKGmdnZ61Aj0n2qTYvl4J1YBPCOFDAyIZEq8ZE4QT8BXIcDFLG3e74ZWlsSqJLik273a7i8bgZ6FQqpZWVFWuXeXJyYu0VifqmGTgGWCYcBIaPd0OvykFlUYlMuYWTosrFxUVjWXB2/L0kc9bpdNrYFILCXC5n92gMh0PrG+6BtU8pHx4eKhaLqVarjTlez0ZgjBuNhj7++GPNzMzoV7/6lRKJxFTzJslAA7IY1hID6B0BwaOP8AEmHqAAWmEI2FOwXKRqCcRIKROowqj65yH695pvL19g3X3qnCCJs+W1ljDlF5FhYMzL5bIePXqkhw8fan5+XrlcTs+ePbMggzkJBoNWxE/NBiAVlgXDhNwB6QnrgcwCpwDgBkCSXmaf8X4wkMwfoA3jS82STzHT8Yz5hQUfDofWG3+aga1Af/3ZZ58pHD671Tybzerp06cql8smqYPJ9M6OQJWaB+wg9hHnzPliPkjzR6NRO2sEKdgPLyvwl5vChBJYEgTyXDBbPF+xWNSNGzfGJK/s7WnnjvPEOTw+PtazZ8/shm1u9kba5NlNft93Q+l2uzbPOHNIBy6s8+AXOxkKhb7X0QyCAPAMSOffrInP0tGgAJkQwSb2RDoD/xA4BFXTDEgO5oV7dYLBs0YE3LHD/BGMehLEAzukKD5bMD8/bxktfKTP3HGhK3MKOPOSMM6tJ0H4f8gs/Bp+gYByb29Pz58/tzak1B2gIpg2G+T3wMnJib7++mttbW2ZzcWukaUFbPH3XgbM2pLZZs9gj6ndJKMIdpFkDQjYJ75eht9hvgCMgFCejTnHt0MkcE4Gg4GeP3+uTqejra0tffDBB3r33Xen9hWcV/wgzDV/B+jHvtJ+HSKNDAYNGHgXmvfgvyHyfPckbKLvfIZtwLf3ej2Vy2XzqRDXZOEhG8A3zD+StuPjY2UymbGuTM1m0/z74eGh1UueZ8TjcZMw7ezsqFwuGzYBe7InPdGYTqeNbGLP+6y5J3w5N+xxAliPTQjqCCw8OXd6emq4gvkmIPJZC/Am+48gxGcr+VwCZOb+Vca5uk4Bro6Pj3VwcGAaZFLyyWTSmEhkBKRtuVnQO0OMEQcxkUgYS4UGGoDBRTu+DR9Oh570vrCLtDwTSRQWjUaVzWaNZYDNPj4+tuiR3wOsAOK9lOk8Y5I9SqVSWl5eVq1WUyqVGtOUIxPA0SMF8KlGmD6YYeo5mHNSmgRd3nkxBzj0dDpt6WAumPFMyuzsrGq1mgaDgTl43gHmq16vW+cJUsf1el3/+I//qLm5OX300UfWHneawdzTkYb2mL5wE0frO1H4ANN3A2EOOUQEeKwBQDoQGHVVIkjmoOJYAVR8B4eQ84ID80ElzAb/3Ww2Va1W7fycnJzo0aNHKhaLun79+lQBrjdy+/v7ev78ueLxuBYXF80AMze0uPWyHbS1pG5TqZSxw9y+jjPBAPliUJ85ozMJge/+/r7ZDKRRXk7pW/RhSH3QKI23It3d3TW2fmZmxnq4T8uOskcgIxqNhmURU6mUnSkfdAK+vG3zUi72AgCHwA2ZD6DDZ7M8y+4bFPh9y35HBsA8kS2eDOYmJQWFQsEu5OTPeb5pBs/COQG4cMcPz5lMJq2BCAE/QBWHyp+x3jC++AmCK/4OVh+QJJ0Fcth53p0sI0AR0Oe11DhzLhDjzJ+cnFgNEsFLu91WPB7X8vKyvf+0g33Bvn/27Jm63a7dY+MDQAg+1hyyxHesIxAFeNDUgqybB3P8PH/X7/etIYjfu/y/3+/YRgJygpV6vW7gBY29NGLP8V0zMzMmG5524Pc+//xz/eEPf5A0uo0e++DxCaqCXq9nAQLn1KsIIA+wh2RvfbYGe+XlawSmzBN+Vxq3X7VaTZIsMAQPgYlmZ2etKxdAsts9u0Rtd3dXT5480erqqnK53FTzBrnFmhDQQgJwxxbSaOYMYMw9ZgRN3p5zJn2dHqCVz6AGiu/3NXy+bTVElgfnBNEe4/FOYEJ8L0XmnpyEiCsUClpdXT3XvGEn+ex+v2/kOwGlr28k4CLQYS2Za+YIbMI+4JkJQNlvfC5738u32LvYc4I0n8nF/3CGPWlIloQgEFK6Xq/r0aNHKhQKWl9ff2VM/MqBhtc4EkAAQAHqHE6MMRE8m4D0Ni9FysazudJI/oScBRkPQAMdGw6gVquN6VZJ0QEEWTwYDSRKMFbValXHx8cql8v69NNP1Wq1lM/nJUn3799XPp8fc/DnHZ4hInDheRYWFoyVoj0w6TikUUS2vpNAIpEwrWgmk7EL35AoAMS9RtxfmiONslSBQECLi4saDod68eKFManSKEsESMCgsPFarZb1y4ZdZh80m0199tlnSiaTun37ts3peQZGQZK1VfN1A4Bwsjme2QsGg1aAxc97HbzXfeNAYdb5O76LdyW7BMBgHzLXnA+CYkAQa8h+xrnzz/HxsWq1mrLZrEKhkKrVqvb391UsFqe6sI+9igFqNpv65JNPjH2BeaRRgDTqJiGNimxbrdaYBhmwR3AJ08zeGAwGFjDx3jhLjCf9xTHUBDkwd77VMA7ddwnCWJPZbDQa2t3dNTaWgsFpmWXsXDgc1uLiom7cuKFvvvlGtVrNgjLmFseIccbZnZ6e3VxPIAJw9RIsbAL2DwYzFotZIwxJlnGQZDUOfA+OwUuLYOsAhGSovEQrEAio0Whof3/fQPrx8bGRGNPWVBHcAij8hZkHBweSRsWMMOYAVOwkTpR59ZlgMrbYJC+PBVRKsjbl2DtAogd/ZHtw5ABhL6nh7NVqNdXrdXPWH3/8sebn5+1ywHQ6bTZlWukUvspL905PT7W1tTWWgSEA5bxwJiBksDv8Pp8tyZ7fM6GBQMCktpPZQA9m2u22SZ0nM2c8Lz6cbBvzzrOyH6lxYd++TJN+noENffz4sf7hH/7B7BDqBcgOn8mAcGG96AYk6XtSMQA1ttDvLdrUsp/BPIBggis/n/zjyRzmrdfrfU/lgY30NSTdblcvXrzQwcGBnj17pt/85jdaWVmZav54jsPDQ+3u7pok7Pj42HT8gUDALqfl/fEJSH+l0V1rzAlBOkEwGRBIEtQCAFt8LIoYzp0naXywwlx4qSDk9Pz8vLLZrDKZjP056394eGhZ8WkCXL9u3DSOL8Ue8UzYKJ+x90QUWW1pXHqKLySI81kI/E8gELB6GkmG/TzGBRPhN7ytgNCBGPK4xKsUINwhPRYXF19ZcvbKgQYGt9/vmyOXZJKJarVqB46bJKVRz2UAF0YJ0MtmqVarY4eTCWbDAHz4HL/RKehF5kEKEocKqOd3mWAm0dePPHr0SE+ePLEbsd9//30D/dMypLBEMJNes8nCHx8fq1KpqFKp2GU8aAdhYuhwQD0GmjppJDHa29uzmznz+bwFfGyuSc2e13szL+1225gogLkkVatVy6TQDSGXyymZTGp3d3esoJN9Ui6X9a//+q/a29vT/fv3zz13BGE878nJifb3900651lI9qN3yF62B8Ch8F6SGXuAGeuMs2WuvLwFVssXfjKHpEkBVwAYH5AAMielBpMpzK2tLa2urk4F+rwkD0N7cnJibQG9nMYHTd4YkiEEFLIXeD4PEDB4XsNMdsGz1TDUkzIB2FPmEp0tQMGzLD7Dc3R0ZPfGIAk5j3b0hwaZrWKxaLbku+++szPDvoSt46xIsgCoVqsZMUKgiowPKQRgwsslAIE4KADyZD0QDtO3j6b2xhf/sed8gSwS1b29PdXrdeXzedOye8nbeQeBFeuWTCa1tLSk58+f230GXmoHCIGIYu8xvx5wYKcrlcoYsz4cDs0nkXVF2oFNwslKsrn1jD9ngefm+/jOarVqz9NqtfSHP/xBu7u7mpubUz6f129+8xtJZ0GUB5bnHchm9/f37aIxAk/2DD4VYADwlUY1DoAgDzSwZ75BRavVUjKZVD6f18zMjE5OTixjhDTN73P2kTSynQB15ga/7IMcyCnAV7lcNj0+NiYSiVhm7bxjZ2dHf/zjH/W73/1OBwcHyuVyZgcIRrm8l4AI8AUJBeDFzuArPeiSRuQNfg5swnvS3hbSj7khUyKNGHdf4+DJFi9Nxq8QGONHON9HR0eamZmZeu58cAth7PFKMpk0EofnQqUCweSJO2nUIhw5rJf0+aDe23JISl/PhowHYIzf9Fk0ZL+sFcQ3a5VMJrW8vGydTdkvp6enFnxOM3zWfDAYGHHDRaysJ9jCZ+QJSJl/sAk1Zn5/4j95R2qhsZcQD+wv30p4kszxzZeYc/7b3+vFd4ErJVmmqtvtamtrSysrK6+stjhXe1sOFeA9lUppf3/f2BYW2Vf/n56eWicjz3YAwnzHFgwUIBqW3ncQmpRbeTkKhs8z9l5zTxRMdIkGvdPpGMjxYHR1ddWcEOBimoFRx4Ftbm7qxYsXY2CVzYFhwplms1kDcmiBSQEiV/LpVDYOwDgSOesdTnoTIAvD7LW3qVTKDgwOnvQk70/KzxdXra2tKZ1Oa3d31wIh6WwTJxIJ7e3tTTVv0qgYnECSZ5nMdMCY+NocUtwcMN+EAOPHYWLv4Shg0/l+jD9gnD3nATFrzedO/gxSFrIEZF8AoOVy2Z4zmUxaMO0vqnzVwVkh0Mjn82PdLfhun9bFcdLhg8JNeo9jNL2+k3XxQbivv8DQwdLwfcwh9oRgAgApjdp9+qCEgBE5xP7+vk5OTnTt2jWlUil7votkIHk+vpOA+uTkxM4lJIVnav3le/weDDDrzDtjtyBN/L5EQuJbR3tQzryw1wF1APJ2u22kC7aQiyMhJrBFe3t7mp+f1+LiogqFgkkpL5oNarfb2tzctOCGDCzgBbkAchGkikiBfJYDgoGMEuBXOrPx8XjcWqXy55wv7Kvfn+w5ggxYas47ch5kwWQB2NNIkR4/fqxUKqVisWhs37Q+Qhrtd9pfh0Iha6ZB1zUYePaLrzf0wNmTRD6b5VlLD/jwFWTFfDckfA9nlz3F2SQg82uPrC0UCo1lGjOZjEkbIdoKhYKy2ezUtk6S/umf/km///3vtbe3Z4QGATdKCmrDkEt7VQXv44lLn83g52g8gxQZSRT2EVuHxNwDNYgxMgPsU84wQBGsg73G92ALCJjZw/h46p/OO8hQICfzNQaxWEz5fH4sEPcd2LATEJX4EC/HgwhhrnhvfNPc3JxKpZI6nY4102AeAL7ethJwcb6lUWdP/ArzCs6ZmRl18Wq320qn0+YnwJnnHRBIp6enqtVqY/JC9hIZHEnmjwnoOIP8DME2awsJiU2TZHWd4FSyIuw57BznHEyIL5Y0lqljz+Kr8FH4QOxKpVKxTJJXfLyqn3jlQIPJ6/V6ev78uTmn3d1d03HhDNEa41D9ZS8AAK/h8xPgjRiSKSItIj2YEjIVbHoAEJPNwpMewphihFgcDhagOx6PK5PJaH193XpV8/nTDBi8o6MjffbZZ9ra2tLJyYk5LCRA8XjcGCWcKt2vCKCQVni5GcaZ+U+lUjo5OdHh4aHJxnDgHDzSiP7QhcNhLS8vm0GmOwNGxzOdgBrAZzabVaFQUK1WU6lUsiKkVqulxcVF/fSnP51q7jCkPk1L/Uy9XtfCwoIFtKy5T39zWJCD4PT84YVlRmLlO+T4DJk3oJ7d4bl8IEwQx/yEw6PLs8jaEfRhlJhTgLrPHJx3MAd83/Xr1w3cISHDUWAsybz54FWSaUY9Q+cZZQAJwYe/SIhz7llXbow9PDw0Z+HZF0kGpHxwxzwRCCOrajQaSqVSev78udbW1gyg43TOO1jbbrerSqVi2dlAIGCAgi5ZsDyQE2QgcBrsRzKm0gigwfJBDhDk1Wo1s1PI/ADl/LevGWNuPKgGnPAengHzKX263XGHiWfaphk+eH3y5Imx5blcTqVSyeocfM0JBAFryjtyTvEpAAmvbfagr9frWSYS289nejYfgIZfYv4BM4BiWHBsP2QGoKzVaqlYLOrBgwfK5XJGUEwLlglGCb4Au5B12GLvwwCgvuhYGgEvACwgBHLIyxw5L9JZ4EvtAjaVd8dW8P4eVLFerA9EFQAG/wbZg/yavUEgwPOfd8zMzNh9CLTPlUbZFJoH+BoUb5vJ1Pt6DObErz1BJ2SHz9x6mRgBDWAXH8r+xhf5eki+i0DbB3UEwV6FMBwOVSwWtbi4qJ/85Ce6e/fu1Puu3+9rb2/P7sfK5XIW9GLP8YPgFl8Lx9rji332x0vdIR58QfhgMLD7v0KhkLWqZf4Hg8FYcIO8jIDZB9zYRo/lfNE4eDEej5uML51OT1VDihzW39GCFOz09NQuBOQ9fHbL1074rBGZD5/d5V273a5hBq9YYL9iAxn4GXwNnwnRyH6cnZ1VMpm0oIQzzBkPBoNma9kHHsO8yjhXMThGm0gdppRiJoAS7BSbgPshpBHoxtH5CBdH7LVpOGOiQwAdDBT/hllhs8IGkLrz6WMYQjY5E0rmg2JFjPikzvW8o9c76yDy5MkTffXVV6ZbpnuDdGYoqZPwTGm5XNbJycnYxX0EaGgdKXoisMM5EYl2u11jFDOZjAGkUqlkjgAjkkgkdPPmTQMKGFw2MqwAm4/fC4fDWlpa0s2bN00bWa/Xtbm5qbfeektvvvnmVHPHpmdvVSoVNRoNm5dms2kdJQABHLZOp2MXF+J0OZg410k2iYwcYJK/84dT0pghYF9jaH12hD2NZA9ggxFnnxM0AiAODw+1sbGhRCKhGzdunHve2CuwHXQfQw6FvKff79tlcjB5yCYAFDjVSCRiQJs58HucefINDcLhUVEyho9zhp2Q9D1Q6P/cd9MgKPHjzp07unv3rhqNhr7++mv99V//tV0wNs1gDX1WDB0/4E8av1wMoEwXO58x8/YD6RPBAZ/hgXK9XrfCdrKI/IwPgnAMGHuyfDh+bCLZWxw8YCGTySifzxvYIhCdDMTPM7hDhoDw9PRUxWLRirJhSWHZscfS6Db7SdDF+gNOIV3YL+xT9g5zBUnFujH/fL7XwPsLEgGCrB/OmTPCuszMzGh9fV0LCwsWhHq51nkHgUMqldJwODSWlD/HfgDu+v2+3RMC2wuz7HXenkhhb1PXI8kyEvw3jDJz6gtI/T4jePbZSHAC59Wfd9+kA/saj8ctYwVxNc348MMPtbi4qL29PX311Vcmp2RvcyM3vsvLXMnCeJIT3IEsTxoBS94HMo4mMrS99vIYbAVnD8l4sVg0AI3PoeUza8szeu0+n3N6eqp4PK5f/vKX+vDDD3Xt2jUDstMMGg5UKhV7NwI/MqEAXS83pFgbjMA+InuDhp9gDMbed+eCbGOPcJ59gIz/8MS1JPNxBGd8HvWrMP/YVuRmodBZUwoyKtlsdqo5w1ZSO0bjEGq6UqmUFXBLI59BltI3E+GMgYUn/QjqGzKy7Afm0RPiXlUhyYgqafxCXjJ4PkPCvvREA8EjzXg2NjY0Nzen69evv9JcnbvrlCRzSp4JQY+HcfPaLxwIqVQcBIYTdstPECk6Pp9J8AEGi0MEiNPFSAJSeHYMMIUyAC4MJ4ZnaWlJkrSxsWGdRHxa6ryDrkInJycqFArW2x5tIU6ZefYBFs6fww4rxUb0hgqjxO+yLhhQGKVAIGAHAccCw9Dvn/XLvnPnjiTpyy+/NEdHjQiOmQCSIAeGyBdVttttAxrTDNao1Tq7FRypniSbNzrRIJ9AyoN+GKOFA/VyuJcFCvwbB+0drteOsocJSFkXzyDDXHhwjn6X70DHj3P2afOFhYVzd8Pg+fwzEQjQ3YPzSZbMd4zjOTjvGG/YIeZcGq+hkWQBFBmwlwUOk5IMSQagMJ58DgEtgI/voMifeiICdn/5HH923kHwzNoTZAB2vVSFeeZd5ufnTYqCEwIAAKiwQzB9PhBh7uv1ujGHrIkfZEpwAATR/h8vZ0UC6e00zoXn9aTKtFkN9hzBNkzyzs6OXbpJ0Ird975BGmXLsMfsH//nOFqCKZ9tIyMC6PeST2RqBB8AGH/mGTCmgHLY2WQyaeu3vLxsdQk48lfVLU8Ob08IbDwIhpiDKCKo9OSH972cPdQGEGyw5T4Q9zbHZ+6Zb4JBiBwu/vL+iPUH8CDxmWRom82m1tfXLbvhtevTkgOLi4tKp9OKx+PGiPtLT3O5nPkmaSTVpotcJBJRuVweyybi03j2TqdjMj2ISM4XwB/Zos8GcDb5bnwh9THRaNQCFIJwuiR6CfokkXXv3j299957un79uvmZaQaZOH8G+H/2P2uEDZusW8EeYsP7/b4pEdi3BPbeHiKBrdVq1k1ydnbWVBkEhcyNr5OUZPWFnG+A+mRAiDydzpq+vb9XIpxn+PU/PDxUqVQykliStQmm+Q8SO+aOBic+k+wDS+ZyZmZmDHfgb7ykc7Je1JN2/DzEJ74Au4AthcjxwSN+nD3hL1zNZrO6du3aK83VuaRTOGCYZf5bkjlkbgcOBAJjF3NFIpGxFoOezcA4cqAx3KTDpFFdBzpsolUPGEmLeo0hB1YapUDRXHKwuMUS1hrnT7cDnOC0aV1u5n377bcViUT0+9//Xl999ZWlYHkugDH1FBx0umQRteMcMYKwAKT70VlKMpaaOSKaB2zCEmDwMATZbFY3btzQycmJnj9/bnPIv6vV6hgrCWNWKpVUq9UMmCKZoMj9vIODUSqV9Pz5c7twiv3h198HrBxauvywdsy5Dxw92+ClUgS0ZAGYK1hhDrQPMACoOGsYKAyBl7txA7hnEJlTwJdntM8zWH+eCXnb4eGhBQro+X3dBSCeTCDzyfkkRcwlShgx3pufmdybvraq2WyqVqvZucMZw1TPz89bKpuMCrKGUChkLBGGb2trS8+fP7fMT6lUsoB6msFe6fV6Ojo60hdffGGsLQ6CYBpA54kS+qTDStKSkfklMMAh+0wp8kTW3e8JvgMQih0gEOF9eVa+i/UBNGBvcdbJZNLkLWQIpp07ZJ1orRuNhp48eWJdxtDNk67H3sLsZbNZOyv+OTw4kWSSJhhrSAbWhnmAqGCuPasH+J6ZmbHvZy59J0W6SuHcqSvI5XIqFArfa5U97dwBDrxGvV6v211SED5kVXxgKsmYZt+4xfsLsuX4P4IWsq2+po09Jo1Auc8Y+XoWwAjBoJdneukq87ewsKBkMmk2xhf7TsvK4wuoVZidndXx8bH29va0uLhoDToAv7DoYBDYZe5rgOzABiIZhtAiGzsYDEwyyfog+U4mk3bG+F7WD0BNXQzBZT6fN/uKn/H71ncCHA6H5rcJIqcZpVJpjPAiUIJowcdhY/g3exDf4butsd/IIrG/IJKQbZMVaDabajQaY8QlSgSC3Lm5ubFOjwSCzC9+CmAPVoSUAR9xTw/7f9rgFoyJ+oBGFxDlYDuIKa9y4FnxC9geAkbwhZdecebAbp6gBp9Dikmy7+IMQgJ4cgt8BN7p9XpWI+Y7PeL3CDght30r8X9vvDJyJr2DJrper4/py2CdMVQYL1gWDAjABDDxMimGDz7Y/HQUKRQK5sx8AOCLu+bn500n5xl9Bu8gjQyAd9zczA0TTyQ/bSeWeDyuO3fuaG1tTc1m06Jpbxh8Ko35IoPDte8LCwvGfMMq4DDo2kI0StqT9/LsIrdtcug8UwKzBAuBA2+320okEhbQ+SwKRqlUKunw8FCbm5uKRqO6fv26/tt/+2+6d+/e1Ie5Wq3q4OBA33zzjXZ3d8dYNyJzDl2321W1WrVn8gYKBnOyeBJ2BOfgayI42D6NjZOXZJkVDrAHKtIIOMAI8Uy0f4ZJ8myVZ75arZbVvJx3wOZ6LSbpb5g75FFemjOZ4WOu/VyQTm80Gjo6OvqepBBQBzhmPpl39jOBl+9oMhgMLEO1uLio/f19+zuCDT6b9RsMBvrkk09Uq9W0urqqW7du2R6YZkwye1yA6VsUe2aYPUnhLnPFZwE8SfP7dQaYYuxxxKSvsV+AP2mU5fMSFs944zCwWclk0hwJgQzBFPPK95D1uMhg3xAowDBTm4Pj9z4BKRcXSNKxC1/gbRMZCd9NcG5uzvTXZHm9FIGMN/VwgHGyH9JI+ttoNMaYO4JCnwWik1sul9Py8rLtec76NIM95ZUBAFj2IiALe+b3m5e0SBrLfBPQISdKJpMGziDx4vG42SJqTdiv+EmCOz4HAMJZYz+RjfJtjMksZ7NZa9vebDZ1cHCgTCZjGbyL7DtqpfBJ3q6y3vw/744fm8QJyKwIUKLRqDKZjNVmeCke/yDxjsViVufiM5Z8P+cUEoX5JMhkT4IHIMMgH+r1uv70pz/ps88+s85J08odB4OBdnZ2tLm5aQXZnN/hcGjt8T0B7CXpHjN4GR/PCgiGQGAvVqtVtdttCwB4L1h/AizULC/L1kmj7pn+fKIa4fdTqdSYvWBfUH8yTUajUqmoVqvp6dOn2t3dtWdmr/Pc7C1/0S97jYC10+mY7cUO+Hlkn2GbseE+G+wDde664jzhMyCdvT1jDcGHYBNfs8reJfChEx8ty/+jca5AAyNHVoBJBdBh3Ino0L0BxGCDMUIYFoyUzyjgNGFYSe+TyiU1N7mpOSCe9ffDG1IMpSRj2WZnz24jx2nh4DHy04zl5WU7CAw0kRwyWtuycdAiej0tLAEA4+joSOVyWfF43DSPPuXK5sGYEqAQJNBbHIbh+PjYUsNEx8vLy+acGaVSyQIdX78AQNjf31cmk7Fe9hz+acbx8bHJLnDCOD06Ifjbb2u1mgFnNMRexuIZLUm2lwEWnqFjDlgvWEX+HyfipUaAK59ShnkE2PvaDS9xgk32jqnZbE4VaPjP53wcHx8rlUoZ447h4b2QxXnwxVnm3HgpD+eNOYYpYg64zwHGxrPrOE8KcPv9vgXLMNQw3QQzsCm+EBUAjTGm7om09jTDZ8cWFha0u7trnbgA5Zxn2G+chW+X7XWtnF3+jePkXaRR+0D2jdceE1B7ZgwnOjc3Z6wwdUqAFvY+XaikUdaElrAEn0hPfAbwvINgJRaLKZfLjQW2BOucIdYOcMr6s0+YW5wdwIF3IGDw7aHJ4mDjqRmRRsQANsTXdBEs8n2sC6QWxeOFQkFLS0tKJpNWSJ/P542Z9/N83uHlwJOBCwANJtQHal63zjuQifVdgbBJXl4LuJmU2U1KdiQZO01zETJB1M347AXr5OU/yOCwl8w1LD0ZnGlGv983fwhQwvf4QJXgiX3hWWIyHNg8tP4oM/Cz1Jx58Aexik/kc31GEluJwoOADV9zcnJiPsKPwWBgzwA+6PV62tzc1N///d8rl8vp+vXrU+OTbDarFy9e6PHjx6pUKlbLAOaQRhdJQpwEg8GxhgGQI17hgj3mfSDYOPNIY7GJ/EM2je+hLpQgut/vW0AJ7vNKjc3NTcvOITn32WbWG3tJ0Hve0Wg07EZwcGowGFQmkzHsiG0aDAZ2Xxt2ymcmPM70mW8vsYL8Y9/6ixLxx5QPYD8ha9ibHg9jVyDevezV2wAvyce2sI9fFZucK9Do9c4q+u/fv69QKKSNjQ2L6vk7olIK5nCIsFBkPZDxAAbZbIA+NLe8sAcOGCtpdPB84OMlKRwWz+aQdgfwwfijlZNkhoCswbSghbmTRjpGFgnWDiOJoeMCNORSHDp+16fD9/b2FA6f3cZaKBTGdHoYhU6nM1YcS8AYDAaVTCYNIBFxFwoFY0lYCwI72FPACHOGAfdgtdvt6tNPP1Wj0dBPf/pTra2tnXvuQqGzQmbuFpH0PUcF40T7WzI6fq8wt4BjGCU+j/fyjgJjwd7H8SOn4L+RDGGMvVFmvajHARgCBH1LO6QIBHbxeNx+97zDBzydTkf7+/vGyNHBJhwOWw0LbC97lGdnDphDmBGkX+w3AlSvMSeTwhn0gTJA3etHcezoWU9PT01DzZnl3PvPx8jfvHlTH330kbLZ7IUyGswfABg5DwAZp0+QCqgBwJOJImuKjWIvAXB98MFexZDzudg19i02sVAoWJEqwMkzh8yLt304W34H2YcHC2SHp83eElTOzMxoaWlJp6dnF875e5JYc96N956dndXCwoKtNz9D3Q22GJvtpQEelDNvJycndv8FUkEv5fMsNPMK+GOfe/kMWWZsHoCI5wGoTzt3ksZIM+wSXfxg6r1PxU5jRzyTz+8z35xlaVQQytxNZo68bh0SJRqNamlpyRhgwPHMzIz5DwgLgjTOCt91cnKiUqmk7e1tC46Q2kkXqw2q1+va2NgwlpV3Oj09tSJd/CEgDemmzxBSfwNxAhagwBigzLzwb2lkNxj8N8DP71XsKiQcXZwIWrwk+fT01BQO2PZgMKitrS398Y9/VCQS0fLy8lRzR+topI5k9TKZzFj9qzSSMDJfkHK0DKY9O8B1YWHBZFPeR7I+kE6oT/zeg4RiH5L94b8J7mmawP7zd/lAqAwGA5VKJZMJ0+6bS+em2Xeh0FnNI5fsgtfAB+AM6o0h2QmKeH9wAAHCpDQSe4Cf9IQ8Ae9gMDASmZ/3uJzGBdg2/A6YDdvM8+J/WaeZmRkjalgbbNWrjHMFGrASt2/ftkLgFy9eGNsGe8rhqtVqxt4h0cF5S6MOJYAcHAJRNZGdZ12Oj4/NMbFISAy8w8bIISNgY3jJQq/Xs58BIHHRXTqd1vLysi0kMqRpB4s6GAys5aO/ICgYDCqbzRp7DFCVRilJgi5fAFmtVm1jkqb0RsCnINGE4jQJ9gaDgTGxfE+9XjejDGNLRoFgje9Da59IJIzhQh/57bffqt1uq1Ao6K233jr3vOVyOZNvPX78WOVy2YAEBh/jBQhBYwpjQPAIEJBGhVY4AOaHwwsIRpMN+88B907cBxbM7aS8BrbWP6sv7kcKyN6FqZ22RoP1nZmZsQ5dmUzGaqu4M4Xzyjljjnw2iKwlwZIky4ChfcVIeeDlbwhnnwEEh8PhS3WyrBskASyol2P1+33L9sE+3rt3Tx988IGWlpbGmLdpB7dp7+7u6uDgwArSMcQ4FPaNN7oACGl0iRmZRewMn0WWAtuHjSDryDwAbCSZc0OKhWaa3/XMlAcJgBgcDcxsp9MZu72dvTPNwF6i3V1YWFChUNCjR48MHEgjwAJA8G3M2ZNIEKiVGA5Ht1YDcqVRHRqfUavVDNRRH8Pnsp8J+nzHPfY+rCysIUEHASK+iOeu1Wr2bmTepxk4/3a7rb29PbNbEA84d0AZcmKeDbDC7/B5kAEQMx78ImeblHFyjgFHkcjZBbK+toKglgDFKxw8eeeDWyS2n3/+uXq9nt3x5P3wNGMwOOuwuLGxYd1/yC75ugOv76cWg/OLfYf9Za0hKH3XNuyLz4zzZ94XsG95f84o+5XnwR/wDJ7o4Zzjl8BS1KH8wz/8g52zaUalUlGr1bJbxbe3t82+QwQkEgnDTV6+Bx5hLtgXkLM+UPIA1+8NbClkH0A2nU6bb0SuBZlFlpd6PT5rMBgYAZNOpy1j4JUrNLLhfh/89XlHLpdTPp9XMpnUkydP7DJczg/PjR+DaMe3Qr57zIYtY09iCz1Jxf5qNpuGkSeJKH6P9/f+3Qd3R0dHFnylUikLtPENPJ+XofEPEtVXGee6sM8bglQqpdXVVZVKJTtcsHHobEmHen0aB9tLBLxEiEkH5EkyAOklJoAhNO8+HeUjQr/YsAk4DMAqGwE9MxuargHIi6aV/8BmwkQQPfoDi3QrEDi7DFE6Y05xKp59JzLNZrMGMHK5nGKxmI6Pj+3Q8DteOzhp9JhLnBEODXCNUyfV6WtCSB3DhAMeaFPH4Wq32/rmm2+mmjscULPZ1P7+vg4ODmytPTsJmAIQwiz5Pcv8e7DrZQOwROxFQBPZGX6GAEMaSZRYR5gHAhKYReSC/J1PSRJYYvxgVj17f97B83S7XT158kSNRkPFYlHlctkCSvSpBIeBQMCYY08IkGmZzACxL5kfJH7SKGDA2DFv2AEvHfD724M6/pvMGe+EpGw4HNqtr+vr61pfXzcDjSObZvB8GFuMOfU/7GkP/MnAwnjzd2hkccIEmn6veRYZ4A3wY5AtQUYAa87Z9kWlABzON+cTR8X6UHPCPsWJXUR25jPEfP/S0pKKxaIFqv7ei0kZnNcbE2iR3WFvebkc60VwxNnGoUOYAIQIPrBzzBd7hnOH/QCIdDodk0/xDN1u126mB3Dw/tMMb4NpWw6g6nQ61mSDn2X/4GPZG/hRz7Zj66QRccU+8ESMl22yHyFKuAcIO8gen8yK+OdqNptjmSwY/MPDQz19+lSnp6daWFgwUDhtoEEAxbpCgCHHop02doezwNpL4/cbgC040/gyftbLF31Gg7lj//Mz/L2XjnEr+OTZgzglqPCSdb+mSGYqlYoePXqk5eVl3bt379xz9+TJE7On+B7fuIe59bJNT9ry39ikYDBoGSP8GxjHk6ZeNtduty1AgSTmnWdnZ5XJZEwWS1YJG+CDMJ6Dvwdcn5ycaG1tbayZEO3rp60N8i2OaXjDemNnPUE9ic3Y756UJBPLmeYf5pr942W0YBNJY4Et3+VlmAQZHn9zxvlv9pYnzGZmZpTL5cz2emz4KuNcgQbMGs6jXC6PbVIAvT8MADoi40wmYwcaEIGOEhCCQwBA8rO+VgMpA8DIyzs4/DyvNDIivtUjRc6AZhxhu91WLpfT4eGhHj16pNdee02FQmFqDSTO0x8GnD/BDgB+MBhYcSyaQmlk2JBkkDXIZDKSZO/GofZRMgeZdm7oBmGyvWSAf4iskaF5NoxDenR0ZGyA1wlicNgDyWTylfstTw4cFDeUHh0dqVKpGECTZMZYkgWEAGHPsvNM/f6osI3UpHfIkyALps/rSNl/HFpfFOfBNZ/JPibwGQ6HxsCSygXs83yHh4fGIp53YKTZwzxbpVIxMOads5fXNZtNC7ilkT4X5jcQCBjo4GfITGJkCbo80wmziHMCLEE0IA/wIAWGi3PjGflI5OxGXLJenvX3/33egeFNpVK6deuWWq2Wtre3x6SKvkUyxpm9550HQBpyg7OXTCYNYAOyJdndKgAabEMul7PsDsw268xc0xUEx+LlADhs9t3s7Kzq9bo9h2dTmb9pBkHi3NyccrmcFUmyh30XP7IoyPgAh2QGIJp4FgJPACOADpLG18Jwrr0UBqkD+4egwgc7fB/Olr3K/j06OtLJyYmRQNS01Ot1vfnmmzbP0wz2q9fgs46DwUD1et1ksuwx7L00ujuHAA35JWCOLBbkAAALEIntYx9NAloADXNBlhMwRH2gl++CCyC0fOaIYK1QKKhYLFqx+DQDqV2xWNTS0pISiYQ++eQTvXjxwjJi2A+fLZBGvjWbzVom0RMf+ERPDvE7/D4sPeCZwAufz7x534N9hEyDaMTWxmIxa0FP8MF+JetG296NjQ3967/+q37961+fe+6ePn1q8iPuREun02O1PpNzNkk8867YTkhQ1BAMJM4e/5ChpqYC/9FqtQywQ25Rt0s2HMzJ9/isKXaGc8CFjrxHtVpVsVg0/37e4bOYuVxOR0dHqtVqFoBAemOrkCSR8fPZNL6fc8TcsG+ZWwYSK86SJwzYL9KoBa8PcHwwwXtA7rCeZGv5cy447Pf7dpH0ebDJuSg/DAxAnwJkXy8BsDs9PbWe8gAyojgMGy9OJMXN2B608OIEBrCLfhP7yE2SGQLAOywG34VD8oWGsEc4oVqtpps3b6pcLmt9fd3kMtMMDzjRz7H52RB0RCA6pziZjQy76otNw+Gzdn7SmaEtl8vWdtazSOh9ATvB4NmlUByUVCplmw/AxEGsVCoGQGB5uS3dZ2MA3+wT/r20tKT/9J/+k27dujXV3DEikYgWFhasWA7WFgfJYO1heWF/fTCMg2s0GgZ8YKoxpIAFDAVOxv+MD4q9UYEJ9GyxNGJBMbRk4rhBFiZNGskKE4mEFhYWzj1fOKxYLKa1tTXt7OxoZ2dnTHrBOSDQJN1NrQTGTJIFAQBi2HDYw2AwaAV7yE2olYG94ncJgJmLZrNpDJbXT3spCylpAmT2XCAQ0OLioq5du2bP4uUh0wwCndnZWd24ccOKTL30hromX5eGRtnbOb9XOJdkPHwWttVqWS0UDpNgioulcBo0b2A+aauI7fCZE0kG4r08pN/v6/Hjx3br+a1bt5TL5cYaeEwzeA7s9czMjKrVqrUNJciBWfRMKE4MBhknB/NIJgKfMD8/b5IO9hdZCFhV3pfPI1hLp9N2eSlzznzCJlPDBLtdrVYtwASMcq/M8fGxrl27ZhmQaQYAybPoW1tbRoB5Ig/gznx3Oh2Vy2U7OxT0EsgCbnwG1md0CRYAdIA0X4/AHOMn6vW6ZV7IihPoSaOs+ezsrIFWnnU4PNPvr62taWFhYYwpn2bMzMwon8+PyQwB6QB0SA7uwABsYa/5HL8vuTmauhSfKZ2cQ5+B81ki9hdBI8E+NsEHLV4i4wkp5tlndbHZ+HpIx2n23d7enpLJpIF5iBtqHqkn9Q0UOCOcX4AzBGkkErHWzBSC824nJyd215YP+gksmFPWEHtJUIE9wXaWSiXDPgRAdJrCHrBu2Ot6va75+XktLS1NJYv3mdJCoWAZKnwf+4B/vIwJfDo3N2dyUHAzNTKeKPFBK8Sb72gljQJ7no2gCkKQoIZ9jN1kn3pc7DORfB42gj0bi8VeGZucq0aDQ+LTpp4R5uH5O69BwxDxMtKISfBgHy27T/9QlEU0xvciIQK4AT5YDIrNiB4B2T69jkSL7AhFOxQOLi8vW0//aQMN3mcwOOs8UCqVrGMD4IPuJZL04sULlUol6zUNW85iM+fcRTIcDu0WXt4RB02QRTAHM8KlQxhBL1uj00+5XDZ2C+ah0WhobW3NpBcEaDDUsGL9fl+ZTEbvvPOObt26NVVXB2l0+2a/f3aD9dLSkoGGyboSWBLvLDCOGBtACkDRM3rsIfZOLpezSB5A4QvNMbDsN3/wAZCkigkgYFsx1JwB9iHnBea7WCxOdTM4TjuRSOjevXtqtVp68uSJOQfYK1KppMoHg4HW1tYUCp21H2RO2b/sEc4UNgEgwtz2ej3Tx3vtN4YK0AQY8tpQn40jEAGEAZKRivA7mUxmTNN6kUDDM4+JRELr6+uWYSIo4mdwWLBQzAVGnpQ8DDOOtdFoGCtO/Qq/xz6iRgA7RvDjGXi+E/A5WeOBcw0Gx7vEJBIJbW5uamdnR+vr68pms6rVahZoTCud8lkazgTZZmRMvKvf/5xVOtFkMhmzeQQI2KpwOKxsNmtBhg9CPOkE2UVW1cuBkMPyrjC3AEbmEZ/AerAGgAOY4Nu3b+v9999XJpOZWv5DEAFoJPO9sbFhEmMYY9hOwCugrFar2foTNEA0MT++/gxg6/eTz4R5jTh7B9sJCSWN2q5iH2FuyZbyPfl83tZzdXXVdOGc14tkIekIxrrMzs5qZWVF4XBY9XpdvV7PiCreWRp1/vNNVwBYvLuv42QO8HUEmr6mASAJAedBoDSSZwLM2Zf+fGALAP98b7/f1/z8vAqFgm7cuKFoNKqVlRX95Cc/mWruXn/9dW1vb9szEeSQcczlckqlUgbuqT8hG828JJNJ68pFHQl+kL3mM61I1iVZ5zL8CP/N/qMmtFwu271k2D0IYz7T33HDd4JhmFM+v1wu68WLFyoUCuduVuOJp3g8rmKxaMGEJxk5g0iLvZSYYA5bCDEOcQU+BgeD67z9Yg/5monJ2kffwtyTX57chDTDHnppIHONsigYDKpYLOrmzZuvNFevHGjwcF6XHw6HDehi1JlYf8AICqTRLZRMAnq0k5MTm1yiXjYzkbsHPNKZUUKT77XQXp/HBJFFQM7FxvU6N1+wRLbg/fffV7FYtO+bZgCUeQ76yhMoAYCRq7RaLTOMPluEHCyfz6vX69nFQe1229oOLiwsjBWukjr034nxRFNMpgfA1Gg0VCqVVK/Xx1gY5h6jzJrglMkYEMS89957+slPfnKhLiwcToy6L1rd29vT4eGhMRteLsGh5DbrSfmPz6xRzE4GhO5MMGRe5kMGbxKIcSYIVABJfnjQRTDkQTrMhDfkt2/fnqrID0caDAaVTqd19+5dlctllctl23OsOYC32Wwqm81qfn7e2kQCuL0sDKNJxyIyjZxDz26y33l/9jNgx7N9rDGtCaWR1AZ7w/rBWPMuvrgSpzzteYXl9HUX2WxWS0tL2t7eVjgctjoqiIlut2vBIcAPGRF2hwyVJAtekSbCjHGO+H8yJJxbOlwx1zgGzzT5QCOVShnI82CI9aRwEtmND5SmGT5LEw6HralGLpfT8fGxvRNrCrjiPfhHGt0txHnwbL4PJNlzsKZ8P3sNaR7nEnbP7zf2a7PZNHkUoIpzyvcgWxkMzjocxuNx6/6EDGHaueM5i8Wi1U+RrYYJJTAnoENCAinAszHINkYio/tG+F3/vV6Khm/EVrJeiURiLDjGPkDaEAR7SZuX1PB93EcBKAXUTEsQkKnC53MGstmsksmkSqWSrauXDzI/7AVsPPab8+iJTwIVwCskZa1WM9tHMIUCw9tECFmy2X6++Ez2Lp2EWBskxJlMRvfu3dO7775r52vajAbgnM5fZH58lsXjCcgp5ox1xqb7LBkgH/vd641a0DPPgGzmhH3FvwkQ/X0tzAv2w9ev0XYamRVdnsiQUwdBQXOpVJpq7sCcvCPdEr3v8n4QuSASdi6W9PJ+MAR2FKIXLEOGjSYO+ATsLRkejz0gXbChzK3H0qwfQba3CbwrZwp8fB5s8sqBBgvqD0s6ndadO3e0vb1tGQJ+lk3o5SUEGWxCDi3sCq3VcH6w5v6CPpwM6R1S7Uye33gcXl+YU6lULFjy+kGcNIB9eXlZP/3pT/X6668bm3ZRlg85QbVa1d7e3lh3LRb8zp07dqM2i0umx+sYu92zHtWLi4sWDDSbTe3t7Vm6EsPBMzA36L6l0f0Q0qiOxa/VYDC6XCwaPbuoKpvN2ubnUAGEstms7t69q5///Of69a9/rVQqZVmDaQZ7iDkCKCwvL9t80BXIGyvYFoKxlzHdfB7zRyCCVpHPgXkHGONQOYg+pQmwnJ2dtVvMMSYcVNYCQIljB3SzFq+99prefPNNxePxc88bn827Ly4u6t69e/rss88UCATM0NLBq91um1SAoJ89j26b/eO12UjwuHvF7xnYPoJ89jMSLP6feUTiBgMKAwNjBcsCOKGvPSypL9T0RnTaAWjykkLquQAC0WhUxWJxrPsGAQb2jeCHzChOAcDi9xHEimfQSWtjf3hXgg1sKnJBnhun5Jlsv/+TyaSKxaJyuZyKxaLZXZ57msG6ExyEQiEtLS3p9u3b1mKUNceu+ewuZ5E/8+9GJgzgD3nAefS3CmOXAEKcK18H5QNu9jfPQKBBpmyS/Q8Gg9Z17e2339Y777yjdDp9oUADBpQAkSCx0WhoMBjYHRM+A0hm0YM85oYgiVoM320H4MUc+Uw0+xLyBZ/vJagAIAIvH1xyln09CL4CH0uwmUwm7fJafm7aufNZRi6f8zKpdDpt9RoAQ4qFkaIBZAn4vG1nXT3TO8nQewmaNCIIJ2WjXgpD5hJATuZcGmWKINMCgTOp6H//7/9dd+/eNYKADP40Y3FxUevr6/r2229tTYPBoI6OjqyzE+/os49e5imN9iWZeW+7medQKGR1uqwX4Jw2s5A8XhoGiSSNMpBgGcggj/0kmdw1EBjVoNEgAsUKtmMaX8Fne4II30/wXCqVrAaNZwTDEAx56bYPsrxv5HMhFdg/k3iG/UeAgB3kd3kOsAnBI+/DHGJDILnYF/iG1157TQ8fPnxlbHLuGg1plN2gMO369et2kAC8XiNGAEA6kgcHRPqIDlaZnyfqY/IwRo1GY8zZeo2nB2sAlkAgoKOjI8taePAqydJQ6XRaxWJRv/zlL/XBBx8YKMIYTzMAERwgImwKbgBkaJgl2X0jvsiRtpZkizBSvgD0+PhY9Xrd2A8f9BH5UlsDk4/BYM69w5FGlz2R9sPwYUQBRMFgUGtra/qv//W/6t1337X7B6Y1gNLI+bK2vqtQMpkcu13ep14ni8I8I85n8XkAM36WS5uq1aoZu5OTk7Hbgtl3GDsGa4EjIpAgE0IAw7wyd57JjkajWl9f189+9rOpmxB4mQgG/Pr169rd3VWpVLL5Y38ho+KMsG4ER+1225wt7LMkqzPxRW9elkCHIT5zUhYgyYIzH8jDEmHIeSdvL/r9vt0fA0PNul4k0CAYwmhLI0bHS2x8IMD3T8qCfCYSJ02qHAcIS0RAx8/w+4AW7+S91HESIA2HZ5pnCiszmYytIQFyPB63W9Rv376tmzdvGtPt5/y8g8DcO17fs95L5QjA0Xwz314LT50FgS1Als/12Q7sIvI27Dv7AVDmwYGXCZHVK5VKRo74s8055N0SiYQ+/PBD/Zf/8l+0trZm7PS0+461QypDs4/FxUULfJAjUcTvde3Mnc++8plkktgXvsaNPeSzsZMSKmynZ6jJwk4CJEANl3fiN7C9kFlkW6UR0XeRwdk4PDxUpVKx9yFI9Hpz7EgqlbL3mbRB2BL//pw9zhP2gc/2GSHwDCQBjDbF3Ei6MpmMZZon76MiA8laY+N8O9uL2rtMJmNqFO7xKpfLxrz7+hNpJP/1siVqvQh6sZ87OztG+kEg1Ot1NRoNs5nUarDvyL5hI5hLT8ywnthf8Alzik3ls6mJwT544nXSDrzq8ME6n4U98tiEMwjmBQ9i8z3A94E6nc6kUZYdn4BkE9mo71LHd/GZZPzxSfjmST9DUOfPNeecDGokEtHq6qp+8YtfaGlp6ZX9xLlqNPj3YDAwBpkXWVpaMkPDRUn8Dk7Va2K9cfJglMWDqUGe4x2UNN6Wj4UDcPoULRkDPj8ajY4BJZ6fyGx29qyVWqFQsIAHlmvawfMMh0Otra3pzTff1B/+8AdjwI6Pj9VoNIxN5nB7xiqRSFiLt+HwrNCNArXj42Ntbm5qd3d3rH0oUqx+/6ywG9bOB18wMjBLpVLJnAnrBoBEViRpLKAhyp2ZmdHa2ppef/11JZPJsUt6ph0YFubPt6s7Pj62biOSDDwADl4m92MfNRoN7e/v2wFF+uKLeDEG/tZw3hXWCsfstfEAJf7xrXR5Ls/OoGVHipROp/WTn/zEbnudJsDl+3Cq0WhU+Xxet2/f1uHhoaSRXAbJD/uQdUeOA6gGnGDoAWLdbleHh4dWgAfAo6lDOBxWuVw2J4lBJRPpNaZ8Hz9LIXC32/1eoIeOOJPJWAbBs/bTBrheusT6o0dHysUe82lmnCLnlrPFc8Di4zB5Tt9lBcbdB/7sGRwrc4S9I4XPd3h2k3WD2U6lUtbNJRaL6fr167p586ZyuZxJWT24nmb4845zQ+aWTqeNTet2u1bITtDB3APivDTTgzSAsP8ZSWOAiHVAc440AR/F58LOU5tGECFpzC74eUa7/vbbb2t5eXms/fm0hJSXijSbTSORksmkMpmM9ekPBkd3/mBLOJMw4uw/bPxkBjUUChlD6WVBkxlGbxMJ5ADZ/Kw/bwQZgD7kQ9gU5t8XZRNIY6+mGTxHp9PRzs6OzR97BBuGPIm95C97Gw6H1r6Yd6EtLqAPu4r9B+R6AsUTCT5wYa9iQ8mCEuB6soTsJ3sd3wMxVK1Wv5d5nHbfQUaAtQgesAPYI79P8KkQL57d9+B2d3fX/ARNA8COXIZKYM3v+25pXqoDFoNMhKAAFwQCAVOsxGIxq20kq57JZMyHUUtCsfg0GIU5wa9HIhF7P7ImEE3grkl/jq3iPJGROzg4MLWBNGpKg1/mbNNEhCAUbMczcf7xL6wP2MSTVJNrjA8HnxwfHyuRSOgnP/mJbt26NVaP/R+Nc3kUPpRNdHp6qu3tbevv7S/d8SwdjpXFpLCbWgIOq3cyPgjxGnyiuklNKAvAImBIJFm6yRdUsfjeWHrWC5DOxryInIC5A/C9/fbbdh293zQAaIAsqS3SzJVKRbVazQAh2mBJtol8ERASDOaW/thsELSlBIH1el17e3tmCKh3IHNVLBaVTqeNxYaN9fo/z+x2Oh1LIV5ExoJh4ZBi3J49e2ayAuROPDP/kJLlEDHf7Xbb2rThDDhcMAxoPGESkUp4ts/LDDjsrBsSDHTB7EVpdPM8+41At91ua2VlRbdv37ZuYNMOzoUH30tLS8rn83r8+LG9J2vHja79fn+shSh70QOK4XDUnhHmDuBDhzQYFg/++FnOFmljaSTj46x4o8w88i6Axf39fTUaDdXrdftcbzCnHbDAGHvOEUABaZIPOjDy/DdAloH98gQJcyaNug354ASHDOPs9zZsEw7aS/Qk2XkH+CADwt4Wi0UtLy9rcXHR6kWQy1wkC+mzfLDXXlPNGSAQIzAn+8VnAHgHg4EBEd6VzDn2Z1LLjl9hHXgv5g6bjmPnzyalVgBOL5tCWlIoFAy8wN574H3eAWuL7WUdfXaIug2ejaw1zw1rztwCyPwe5e85k5PPwHchteBs8/cMzkggELA2vx6YpNNpCzSQLDWbTaXTaRUKBSWTSWNa/b1N0w58aL1eN7viL2ysVquGUQgovCae34cwSaVS1rWQIN+zvOxPv3bYJ092gkMSiYR11cT2QcasrKwoFBpdBIss3OMjr90nOwkRgzpkmhEOh5XP51UsFvX5559bExpPJPnMo18vZO104JNk/g45PfPv5aV00mSPUeTM+0JKe5IRkkYakdXYfOmsdftgMLAb3LlXjOsACF68n8D+VqvVqeYObILtR3L2/PlzHR0djakx/KW1/A5+H5zBPB0dHVnw62XEvtYYuSl1XJLG6nu8ggjMQrBKdskHQ/5eIQI+bA52eWlpSXfv3lU+nz8XIXWuQMOnhfv9s/aIX331lR0YScaAcEs0v+NTkBwOnC5O3OsapTPggVFlcVgoCnrINnC4MdIcaKrtAUySxibXfz8GaHV11TTnOCCfcjrv8FFvOBzW2tqaPvjgA9XrdX355ZcmYwGwcqhI6RJ4UMxG16p0Oq2lpSU7sOl0+nvFuESsBCzoc71z5tmazaY2NjbGwHev17MCq8XFRc3Ozmpvb89Agy+Y5GDv7++P1TlcxHkAOpk7/jsej2thYUHhcNgi+uPjYzug1BzEYjFrFcse4YB5XTj7F6NIhgY2HQbAp695Nw8U2ee+iJnPBLDwXBhm9jUgnIDOP/N5h2fRAX6cx1wupy+++MLWnueChfS1FOiY2RM+64BT9d1aqA/CsPpsTzAYtE5pvDvOHXDj67x8/dCkHhggtr29rf/zf/6P7t+/r3feeUeZTGaMoZlm8KyAYgre2dOAeWwKdozAi73EO+I8Cer8/SCwdpNMF+eKP+92uybNIfhhb+EgsGlkaJENMHfYAuw19RlIFWq1mml2p507L2tjDv07817SKLDyTKjXS/MMgBwYVzKXAAtAM3vYZ8mHw+FYP3ifBUGu6i8r89JG7DKFxmSsWq2WYrGYlpeXrXsadx958DnN3GHj8HNeQeBbm8Oce+DvA1mAp19Hnx1iDQAwzDfgy9eyTAaH0qh+yWduAaAEtYDIo6Mjk7NEo1Hdvn1b165ds/1PQMwzTjN49rm5OS0uLqpQKFgWlHPpZV38jn8n/sxnHLH5YAD2CZlF5trLwL1agD8HS7DfIRAI4lBaYAOpffHEKZ9/enpqdhYS7SLEQCgUUrFY1MOHD+1WdfxoIpGwukKyKb7WgJa10ijwjMfjJqWKxWJjl+pBflK4zT/4RbLSZHmxBT6rw/kiYzkYjC5n9JLI7e1tOy+QkJ1OR4VCwc55Npsdq087z/DBJPtfkt0hFAgExuplsTdI+XyTGj7PF41PZimwXb5OjWY57C/WQBrVBzFXPvDge/hMarHIfPu9DhYMh8N2tmiw8apKn1cONAAsRFLNZlMHBwe2Cb3DZBP6A4ijlUatN33nBaJ4zxSzaXwhGQeNTTscDo2FRZsGq+6dni9mxUhifCiYlaTV1VW9++671oUAp87ETjN86pHPuHnzpn75y18qkUjoT3/6k7a2tsacQzKZtINcq9WUTqcNMFATQ4bEX1zDnzOPOEEidxzl6elZRxeK6Wkb54ucQ6GQpRbpcrCzs6ONjQ3VajUDCKSWYUwPDg60vLx8KTIWP4eMUCikxcVFpVIp7e3taWNjQ9LZAadb0tHRkfL5vGUWPEPJgeTiM8AsgS0Gj6CPQw4wqlarY+wMa+olR76NM0aaeZQ0Zig4yNx5sba2ZoAWADnNmAyCotGotra2rAuUZ9z9eSOz5ov90bbCGuNsZmZGLQoBwb5tNKAFVjqdTts+lUYdgzxzBQMIKEVTznoQHAKcDg4OlEwm9e6779p7XQZYnpRcwIZiL2CMeX6AB4V7gAgyiL4zEO9Qq9XU7/etINZnfj35wnz4eiMvv5NGMim0+HwvbHK5XDbHB7FBxsNnty4jIwQwoA6NBhd7e3u2RwjcOG/UQsFchsNn3b1ow013KCRenEn2qQe60rgUB1kj+x2HT8MM1hj7izNnHj0b2ev19MYbb+hnP/uZ0um0dcLzsoZphwfvfB7PT6tnfu74+Njqm1hrL/Fkfsn8w6ID/AASZBo8E+prKLHjEDL4WS/vBZx7NhRmlsYS8/PzunbtmtbX17WwsPDS+seL7DsCiXv37pkK4ODgQJubm3rx4sVYQSv3QXkiEZsCCdpoNMYAFwEKIJC1JsCbzGSx51gvACafOTNz1kHS+0ivs+cZsaec/VgsplKpZLUGFwlupZHckjb04XBYf/d3f2fqCdbZS8bYI5BXEJKQc55M8jUaPiD16gpffwV2o4sTDR7Yp16p4m0kexGJFfVLkFadTscyo7lczvw/+G6aQfAHTggEAia7n5+f1/PnzyWdYZNqtWr1KdTX+PoM5lE6wwKcDfYlGNZnIz32CIXOWtZTA+yJGi9dhFjh72j/T+c8sneTkr3l5WVdv37dsCb+71XGVIEGzjUSiVjkBsvuJQYABSr+MdoYTLSm/A6AhAiel5iUVvH3/D9RLd+VSCTG5FAAKibXp+Z8ABOJRKyrEq1fKaq5CHBh8Oxo++/fv69wOKwXL15Y5y6+DwaA56NehHSlr/YHlPp54528lpduFkiGMBL8HnMAq82zRCJnfZ13d3dVqVQspetlMLRck0aXu3nQcpEgzf8uhokMVC6XM80qAMQDkl6vZ4XOAGmYQNg0r0smU+bbvVEn41PYXLKHDph/KPbn2TG2FMRicP3+7na7Jt/gTHmjO+3A8PEO3OTZ7XatUA2DxVpPgirfZYbzTWDJmeAdmXPej++HhclmszbfyCkI5L1MhHnBobEXfYbMB4KSrJONdDGwIo0HtRheOjdxHgD5vniWLCFBeiqVssBKGl3YSMDf7Xat5SsAiLPK93Au/ff6AIO9i57es8+0qua5yuWyWq2WddYjuCRTxXp6WzntYI06nY5djHXv3j0NBgO7T8MH6wAXAi9JFqRiiyGZANsAaAI43wqS+cG+8TwEwOxxQPIk+UX2F9vKPoxEItZzP5vNanl52Vq8X0aA5j8DFhZfywWvZPMIvgF3gFEYUQaZEUkWZHB22ItIcVg770PYcwTezKtvzYld5b8rlYparZbK5bL9XS6X040bN4y8IrD0AdpFfCxrEIvFrGZ0YWFBKysrSqfT2tvb0+7urmVXOp2OselkXrCHMMWcUX++CKAhGLzKw0uqAOhe3khQKMnuQkA/7wM4fBXAHOIKEOhJ2cs4r9i5YrGojz76SI8ePdInn3yi09PTse5hHhv0ej3rEuoldmQzmQtsJ3aRrLQkwzwEOF5dQB3mwcGBarWaqtWqBXye1GNufZbZN2AhCJbOzlStVtPS0pLW19ct2J1G7ji5V72EDSxJUT94w6sBWEePVTjnYGffRppSA76H9fABl+92SDAAeeiJQk9oUavCZZ98lrcnnFkuNzxPkCGdsxiciWUjxONxraysmD6vWq3a7Yw8IJEoRW2wZ0SwRPm+iBkgTMQ+OztrGRPp+8VIMF+wjcgd/I3fvAMOm3ch4kXDl81mjZ1iMSdlDdMM//ts7NnZWXNaBwcHevHihTHqSDUIpCjY4r2RtEzqRXu93ljaEmcMs4TBCoVCymaz5qx8hoQgjTmgwArtqzRiyGkxmk6nlUqlxoIV7zSndSC8vzSSUHiZ09zcnK5fv66FhQXVajU71Pv7+2PSAubSSzoIkrzDg0XyshMAMwaSQIP54T0xmnz+YDAw5oZ/MIQ4dZjJk5MTY/qQTZ0nNTk5Jvcra1ooFHTnzh1zVBg5nCcAhLPmOxURyGcymbH0rf8ZryWVRlIIgv9arWagQ5IZtMmuJnyeL54mve4ZrTfffFOzs7O293CIFwF9nu3B+NIkolQqGasIWA4EAtYXHkfsnSEBqXeO1PxIGrMvvCN2CUeN3IBiX9+eEWfjZXu+/gomkGBmYWFBq6urWl1dVbd7Vsjv5SLSxWRn+AqAMmAkFArpjTfeUCwW0/b2to6Ojqx7IA6XBhP8PgCC5/MyDBhj9jIEmJeZAFy4sJXgDL9BcAoA4s/5HYJMgDA/4+u4kNdcdO4mpRje0WPz/f0ek8CWgAKbQcDPIIjkXQiOPchlnpgD2EtYb39GsR38P9/nJaMEwdiNbDarXC43lkWDgQawX2TuJJl0CwAvSW+//bb6/b4+/vhj7ezs2L4BnCGPkzSGGXwBrZddIesBXAO6fbDgtfjUeUmjOj32EWtFlmQy0039K7bgzTff1G9+8xsLpvz6TjM4W/x+KBTSysqKtre3jUT0+4hsEX5+dnZ2LHjDdnc6o7uN+FzmmGAfMEwzEs7fxsaG9vf3zd5BTuVyOWvXzL73+87PK4EiJNfCwoIRZzw/DXhKpdK5583Pt6/R4blotoEtxieUSiWz6RAZ3uf4WlePTSCYqet8mQSVfyOlCgZH9dR+fiQZYeib/EijDouQQo1GQzdv3tTy8rLdLeYz7a8yzl0MjhFcXl62ByVVQ7YCFo1DyKHBaPqDxGIBHgB2pPyJBLkJEuPu9b90UyFl7lkbr/lkATxQ5W6ISCSipaUlPXjwwAC6NAKovP80w7Nd/BsDlM/n9dvf/lZra2v6X//rf+np06e2WWGUAIHhcNgK7HgPGEkKYvf29qxVHo4RZo61I3oFlFP7QcBBKjgaPbvdFVbKG0VJJgeiqHQwGGh1dXVM+sO8XyRQwwj6Ohzv8AEMHELqAJAIAYDZV7B4zI/fE6QRYXwpzuf5mRdp1C0EQ4gkTxqxqThbbwwptONs7O3tSZLW1tb02muvXbgInIHB49mRCNy8eVOdTkeff/65Zbm8lhbwyhkgu0FA7w0TBAHGB/YE0ANo7PdHRbe07KWlImsLkJys+wBQkfoFKN28eVNvvPGGrl27ZpdEenB/GRlI9k08Htfi4qKOjo5svdiL/lI9f58LIJR9x3zy97DknDtkQjgYSWNyIC/9hPVknn3WF8AGQ4Zcstc7u+Tz/v37+uijj7S+vm5khWcGp2H3GOw3v/c5l/1+X+l0Wq+//rri8bi+++472wcHBwdj4MrLLr08g7+HoCIDB/uHDIIiZKR92ECANQEHAAGpm89WQVqxp3H6CwsLun//vtXHsUd55ovuO5+JJ1tBYOVr7PjZRqNhbCd7AH9BVhYGNRgMfi8w84QDexoAQkBA0Mea1mq17601nw/RxTxCYLEO6XTamG/IG87IReeO78MG4KPIOtFAJRwO2wV7PmhjDrDXXqrS7XatdgVSwdcCMQfcFcMa+awYvgcgiE9Fxtdut02yRNaEuZydndXa2pp+8Ytf6Pbt2/asF503L9sZDM5uoH748KHVuHDGfCtz32CFOfayRy9zYg9CTHkCwQfN2EKAuVfBeLLOS/sgD7wEkowRncfy+bzW19ftTi9PqM7NzRnZMc288W9slVfH4DMhiLnR+9mzZ6pUKpJGeNdLJNk3vDu+gHmHHCEw89jIZ4bYU574k2TP5bEJNo71ItuytbWlmZkZXb9+XQ8ePDDJ7Xnx3FR9DGF+eWEYTjIU3JbL5mUCpVGxLcW6XpLkwRjAjWCCg873wBJ6p+ILDX1KnBQvm8BHY4lEwi78eu2113T79m1bJKLDyzB+k/OHYQqHw1peXrae6Z999pn+8R//UUdHRzo4ODCGjyCu3W6PFXF2u11VKhW7JbvdbpsszLNfGHLuTuC96BBEsRJr5dlB5o0B00sr25///Oe6du2aOp2OdRTx7MVFs0F8hi+yI+CEkTg6OlIwGFQulzNHWS6XzWDDAnv5hAe1OD9pdMmN13gD8DBwfC7/9mvr/w3r6qUwHmQeHR0pHA7r3Xff1c9//nNj+y4C9pgv/2/2AGu3sLBgBfXS6MJF2uqRXfQBD2DXZ0H4TBg75h5jhWPByfK5OBqkA0heYO5gsNj3MH0YxlwupzfffFPXrl3T9evXDUgC7C9jeMABSFlbW9NgMNDBwcGYZAJDjqQR9spnrjygATjAKuPkYa9xxhAEvrYDIMf88m9fUwT44NkGg4EKhYJu3bql999/Xx999NHYHR447IvKV3hX/g0Q8dKYeDyuYrGog4MDe77JAl0vSfQyM7JunmhijZg39MaZTMbIJYq1q9WqASdpdIEftpDg10tDWR/a8t6/f18PHjwYq1OCzWbfXGSwhr4WkT1I0OC/p1AoWNGuL35m/tgXABKADaAOnwzoJ/jjTOFz8a2cZ3wYqgXAEuSPNM6W8/3UCi0sLNjnXCR7+7L5k0bSVXAJbUMBU2QEkeIRDPvsIna42+2qWq1aEOGVEWR+wDvYT9hpgC32CbsKDqFmyXdC5P+j0ajW1tZsfh4+fKi33nrrUlQWkwNSI51O68GDB0qn0/r888/15MkTs1ME69Qm+cwu/pHrDQjysYFIq/1c+yws2U/2D/7A16BSN4WfmJ+fH7tTDcy3sLBgLftXVlZsP6+vr1vLfwIR7hU77/DnHcxEVoNnR5nD+wcCZw0LDg4OjCCgholzwDmGAPXP57HJZG0HPgTcR4kCz0ZmkqDE131AIvAzjUZDpVJJ4XBYP/nJT/Tzn/9c2Wx2TL58nv03lXTKM/wctqWlJWNQJOnFixcG8ImUPBjhRSla84wfDpw/8ylgJskbYdhEdJUYRl+1DzPB5ACI8vm8UqmUtYslsvOTeVmOd3KwQYPBs8InmL5Go6Gvv/7awLNfVLR6vj3f3t6eaex9dxAfxXoGmT/3ch5SlBh+1oYNjZYR+czDhw/161//Wu+9956KxaLNty9SvWgmY/IzvBaV4Ae5nAckwWDQCr08487fEVRxmJk3r4ln3ZH10cmMAJg/8y012fuTTAfOCGfN89Dv/oMPPtCvfvUrvfXWW0omk5eSzZjcczwLjP/CwoISiYS2t7fNUdC5A0PMvzF2GHHOMo6TNC/pYi/78FkeggCyOpLM0RN0M9+AODIGMNjM54cffqh33nlHi4uLSiQSY4zq5L6Zdu58Blc6O1Pz8/NaXV1Vu93W7u6ufQepaa+jZn1xqr6bCE4TRpXvoEMa4BYHgSyPINez++xZAhKenXUIBAJKpVJ6/fXX9e677+ratWvGSksy4OPn7DLOLcCFtQ4GgwaqAP+lUmmMEYRp9AQJe4Lzx5n1wAL/RNF5KpUyEMSZY48CiPE70uhOGTLBBBk4YxpM3LhxQ7du3TI76bXQHixcdPi6Md6LIJP1Zz9xDpHXYsc9QeflxpMyOV9PBfuObAzQx88zN2RAfZbek0GcVf7eX+B3dHSkQCBggSB+xj/TecekvWNtPONbqVS0u7trzLCXzmDPpFEmhswiZwqyCTKA4IxWqswTNgOQjF3DZxF4g4vIBABK/f0Jy8vL+vDDD7WysqKZmRktLi5qcXFx7L0va8/xbJlMxqSgjUZDT548sZa3vg4On5dKpTQzM6NKpaJms6lMJmNZTM63l34TQEFC+ZrKl9kigLsH2+xPX2dKtm52dlYfffSRBWTSqAtep9OxuWSOaYd73uH9BEHy5BmAeEKmR+Zzfn7epK1eikRdCrV7zInHDl4yhS/2dyqRtX0ZNpl8foIMiD/+ARv97Gc/09/8zd/owYMHdn6nqQma+h4NHpQDTRQJ47mzs6Pj42NjRdC8etmNLwaFcfBRIY4GEO0XFb2kXwCfYiLIIGLjuTB8MFjtdluPHj3S8fGxisWibt26pUwm8z0Wn/e9jOE3I/PHOy0vL+vu3bt69OiRBoOB8vm89TH2xaA+Q4TMR5IxD6wJdTLS6NZOSdZ3uV6v6/DwUKVSyRyOL7Ll9+gMMxgM9D/+x//QL3/5S62srCiVStnG9PpsP1eXFWz4Q8N+wFh42RzF4V4DD3jDWGHYpVEhdCAQMKfsi48BEdKoVSkAg+yad2qeaeDZPAvG3yeTSd25c0e/+MUv9MYbb5j0xwe3lxHkMm8YNeRzDx480ObmpjY2NtTrjfrP86wrKyvGbqCn9hIm2BmeF6DGd9D6EAdNowYMJ/uUu2Ao9mP+0UCT4UHTu76+rt/+9rd67bXX7GI1nvkyWT4AircFzOP6+rokaWdnZ0w+gbPmdwG1ZNUgT5gzApRIJGLO3bOdtGb0Eo/j42ObI+wc9gDb6UFlsVhUNptVJpMx5vvg4MCyW4Bm7zgvMjxAoNYJkolbh1lfnt0zmTho/tx3i4KNpoU3xBL2jhvBJRmTyLp59hqA7s8m/yAlxDdtbW3ZXqaJQrPZVCqV+l5wcVnZW2n87GazWQUCAZsPwAi2C3vkm4YQnDPwkZ5E8r7cnx8C40lSkL/jd5DHYPtRHVAAjH9aXFzU6uqq2WEIFV+ofhmys8l5xG8CaL28p9vtWrao0+mYBNZL7ebm5qzDGeeN84VMlz0I6QL5CuniyVUICEgw5LceYAIQc7mcrl+/rrt37+r1118328qe9XvlsuYL8hYAeufOHdXrdf3bv/2bnjx5oqdPn1r72nq9bt2TAP6SjDTqdruWfeUs8zMQLc1m0+qCfECMbwCYSxqzrQSLyWTSVBoA+evXr+tXv/qV3nvvPVWrVasRo96US4+RRrJmF507adR5ksyENMqsDYdnksZarWadUgkkCF4Hg4HZF2l0uS/zwz5iHnzGkv1FkONJMv6fZ8U3cOaQUrFWuVxO165d01//9V/r3r17JpXz5Q6826uMqaRT/kFxfmx8uoQUi0U9fvzYHAORkDRerOPbB8JIIzng73yWAaBJCo0J8nIUmEdf9E0tCRsvGo2qWq1qf39f1WpVS0tLpplkAaTLN35++GCB74pGo3rttde0vb2t3/3ud3ajMmk3JAQYLzYZf76zs2OXz2CUcD7D4dDSif1+X+VyWY8ePTJGh40OWwqjQ0u44XCo9fV1vf3227p+/bp9LpIk/pncK5cx+H7SgF7f6fcjNRahUMhADalE6ezgUmMAC4Whg53C4PL8XrsMW4DO2/8dcz6ZRgVsw+DwswsLC3rrrbd07949K8z3we1lO13P/IRCIa2treknP/mJwuGwtre3zdn1ej27fwZWGIcB04LhlkYtoH3QD/CB9UPrDrMJMz0YDCwo9DIO1ot9yN5fWlrSb37zGz148MAkm74w8LKHXztS2b1eT8lkUouLizo9PdXGxob6/b7Jcyh+JZuL7IaAy0ucyOhKMrDi14x9zg3GgB0vpZJGRYSsMcE4MiV06b5zEJkoX+B7mYN1Y89zlsLhsJ49e6b9/X1VKhVbW5wz9t3LJbgXiRpAGHzOCJkkD+h8hx/WQhoV1/IsnEsylYPBQLVaTd3uWatuCtVzuZwVuGIrWMPLyn4zbzwz8+eLRqlH8c05YHe5WwFgQsDAGhPg4Y+xmfg8/Cwgydci4B/JSAKOyMzhe/09L9lsVisrK/rwww9NloyN9gWol5HF9cMHUJw7T6YhmwU/sN4EugTlSKz4Wa+eIAuC/I7zNDs7a7VWzCW+muCC+6YI1MjIE1THYjGl02nrbubbVfs9ctmKCz6Ps0SnIZp3fPLJJ0ZSQFpg2wCjvsU8tgZ75IMzLkXkPPsmAuy/aDRqMkeCVOp9aBfPXqzX61ZLB4GF/6Jd7PHxsarVqk5PT62W08/ntPOHrfbBkv87MlzcL1Ov11UqlcyW+OxitVo128XzE8z6ANPjR2woNgBsQqCC/yJLLul7wQpzTGe9hw8f6vbt28rlcoYZXrZnXmWcO9DwbDzAFHDhNwhAArAnyTYIBm2SRYO5x/Dzszhb6gV8Cpzfx5gSiUsyQI2ust1uq1qtajAYWOEVbci4RAgDcdmGz8+fTwvyLmwKHNovf/lLRSIRffnll3a/BZkFjBYXVp2cnGh7e1t7e3vWypUAAR2+D8JqtZpOTk5Uq9VUKpXGwI7PGpD1oTg+kUjo5z//uZaXl63Azl+wJmkMoF/28Gn2SWfMQYGlnZubs04TtVpNOzs71lWl1Wopk8kYU07nKX8/AvMB68w7wX7xc5K+x6r6YIjPpYifgt9gMKh8Pq/79+/bQfYB7o8xd5xdzlE8Hrcg58svv9Q//uM/GqsXi8VsjxAQ0EBAkjG+/u+9VA0pGsEH89nr9ayoEEkkmU0CDMCPJJvnUCik9fV1vf/++3r77bct1U0B8Y+x3xgeRBKYSmcBVjqdNkaSIn+ANXI9jD7MFMAOsOPtAQyXZ679nRGSDCgBnLEJ/jNmZ2eVz+d169Yt5fP5sUAbxp4967Orl5m1lcYbOUgy28I+qtfrOj4+NnYRpyrJpDnY7ZOTE7uLRRrdfQEjCOkFWGM9fNZtOByO1egRDOOcOduA5U6no2QyaZeWzszMKJvNWh3aj8Ese7aR/QBY8sFrv99XqVQaIxHwvwAVnssHF9h7Lhbz2TEfSLCX/edTi0IwS4CGTe52RzfLp1Ip5fN53bhxQw8ePLCOkrFYzEge3vfHHL5OaW1tTdFoVKlUSqVSyVqnYn+QNc3Pz4/VfJJ1Zf94UhT74xl3n7Hs9/u2f3u9nrWY5z4m1pMi/ZmZGRWLRT148EAPHjywZjWerOVZLnv4z8Q2xeNx/fSnP1U8Hlcmk9GXX35pDWIm60CxS/iYZDIpaWSjYrGY1YVS2xKNRq1WkUCNFvoEcJA1p6enloHgMs2ZmRndvXvXsszgyOPjY1s39ie/5zPgkwqMacYkFubsEkDhQ3h/sAlyPs7l6empMpmM+ZB4PG6NGQiSeR9sHNk230kNXw9ZA0nvu5/RRAm75gOhTCajW7du2d0aFyXcp85oMLle7wngwzFKI30dXQS8gfJOmInyC+VT2jCsDJ9S888FG9ZsNrW3t2cbjM3PlfR89s2bN3Xz5k29/fbbeuuttwwE8H4/xniZQ/fBxmBwVrj561//Wu+++66+++47bW9vq1QqqVarGWCWZKlgAi028fLysgKBgBVBV6tVY0/QHVNsDwDiM2HQvL4UI8PP0LuZNWUj/1gBGsMfaG8kfBAAI4OR8jed0yFDktVx0FCA/eQ1i+g6PWDmFlFvCL0jIAAGcOfzeV27ds1afNKvPJfLqVgs2u/+2EEGz8yZgLECPCPtOTw8HLubAAPHTbH8N3uDvUO2g+8ENDL/ADj20PHxsUk8/AWHZNL8fKRSKb322mt65513rFuSNH776Y892OMwywTzgCtYZM+6Qwr4QrtJYIgzwv5JMuYcmZSX3Pn7J3zLTdYTR3Hnzh2trKzYOpLV8ETCj5FBmwxacHo+o1EsFu0cHh8fjwWlzAnnmYtFh8OhOULPMHsbwL7w7VL5LPYazwTpAsj0dT6ca9aD5gkPHz7UO++8Yxpzv/cu01/wWT4TxDlLpVJaXFw0MFepVMYkhzDIZB3JfEUiEQtW8KnUPxH0SrKfR3rLPp6UhPCzSIGwuzDws7OzVtNCEJnJZMbqGX6s4Yk8/NONGzfGCKadnR198sknBsh8VziIU3yq93HYTs4wAJs2/74VP3sLGzccnsm5wSFe6gIxGo/H9Vd/9Vf61a9+pUwmY2oGaZSZ8/vuMgmCybmTznxGOp3WBx98oGKxqL//+7/Xxx9/bK3KeT/qTdhH8Xhcq6urkkbyZM4UqhNuR49EIlZcXq1W7X1g6+mOGAgEVCwWdfPmTcumLC4u6u7duxb0knGmMQ77FozgpbCXfWbZbzw3vsLLwciiBINB68QojTKt2OnhcKhUKmUZIC+rBrt5KR9+3Eu3vY30GRB8xcLCghXIQ4JRSM+lmpcRiE0VaEjjhcw8CAc4l8spm81qOBxqb2/PggIOIAuBYyEiY2OHQmeF2rCZvosFxmAyM8BBZXKz2ay1HoQppVUXh3l5eVk//elPdePGDd25c8cOtJ/Yyz7Efv74t//HR45crLW+vq69vT39y7/8i/7t3/5NpVJJ7XZbS0tLdgMnPekrlYqxAjhlNng4HLafm+yUhCOjkJ6e5/Tu7/V6SqVSeuONN5ROp8dYab8X/hLDG3z+n7lkH8I88TPFYtFSqoPBwECuJAvwSPeyP+nCFY1GTZ7jJYK8LwGHl9tRG7SwsKC7d+/qjTfeUCKRUKfTMW0pBsSvgX+fH2O8jEFHX/urX/1K165d01dffaUXL16oUqlY6rrT6ahWq6nT6ZjxWVhY0M2bN23v+u5ePrMF44UTIAXsmRgCRJwABYZccJjJZHT//n09fPjQ7szw5+YyxyRI9k5eGt1AnEqlVK/XrfYMdg/CBQ04+8BnD+r1uqRRFz7slCSrw8Bpw2oBfjwz72VpsVhMt27d0tLSkjHJ6MRpU0mHNf5cGj8//v+nGfzu5Gey7wh0c7mc7t+/b/Kko6Mjs0lIQwOB8Zvmo9GoMaTsR9+eFxaQgmmAje8gGA6fdZmBHSUQ5pJO6jvm5uZs32YyGd27d08rKysGtrB9vOtlSqd+aE4BAul02vYL9QQUgMOaD4dDk8Ri+ylO5tnZZxABgFhkTwAYvtsXjGJnyR75gl0yQNeuXdPbb7+t+/fvW5cgslAvI6R+bLtXLBaVz+ct27q8vKxsNmvdHff29gzQShorsidA97hl8rnL5bL6/bM23qg3IPYg5LCDgHLmzQeSt2/f1vvvv69r167Z5/sA+MfaZ35MMv2oJJaXl/X++++r3W7r3/7t30w+d+fOHQUCAcNcL168GNPzI0lElss9J9SmJpNJlUqlscJm9omXTq2srOhv//ZvtbS0pHq9bvNXLBYt00mdjQfkl2nj/r3hgwuehbXlzPhGHqFQSEtLS1pcXNRwOLSGDwQDkHI0sPHyMvAaeIezhWwUf+HtVDKZtBbstOl+8803TZ2CrNHbwklMPM2YOtCQxmVUPugoFotaX183B/ns2TNzdKTbmACMOSy91/P6G4q9o/KpIAYTwWdIZ9IpNJG+Q8e1a9e0tLSkd955R3/7t39rLd18Vxv/uT/W+CE2jLkkAkf/fe3aNW1sbGhvb0+lUknBYFC3bt0yAMsmJbCjZWsweNZxg00Ky8Ih9anMQqGgWCxmoJzniUQievfdd3X79m1jZbwm/DLSa686PIM5OZcEu+wrAt/l5WUDrTDrPt1PoLG/v29AhSyRz6TBJgK+fTEoP0u3llwupw8//NCCM0lW2EnKHUfujeGPNWf+315GAcNdLBYtCKIugDMeCoWM+cQJUajMnJLB4OwCWChu4//5Gd650WiY3pk7RPzaLi8va319XQ8fPlQul7P59hK6H3PeJr8DwMoFn4uLi8aWk/IHAEoyiQDSTmSMsHuAQWR9sJ/IANE18/veAXjJIw6mUCioWCxqdXXVMpu7u7tjTD1n92Xv9mPOH3YtFArpzp07mp+ft4Lrr776SoeHh8agIxcj0Gefsp8omvXd7gjysW/sXbKLdChjfw8GgzH5na/zSKfTymQyunv3rv76r/9aqVRKy8vLVuj8lx4EGpy/aDSq4+NjJRIJVSoVa2cJuD09PbXbrr3MSZIRfnyWLzjlz/3P4lul0b0m1GOyZ1iDZDKpW7du6a233rKbwPkOQPVfakzubwhL7PT6+rpWV1c1GAxUKpX0zTff6M9//vNYJoQ5wdd5YoDzi5yKbCYAEIzCfiYoDgaDWllZUTKZNEkaGRG6IHnyDp/3Y+y7HwpcPEnA+87OztqFr61WS8+ePdM777yjv/qrvzLirNls6o9//KP+8Ic/WOMHJN3YfqSbN27c0N27dzUYDPT73/9e3333ndrttjKZjAqFgtX/HBwcqN1u6/bt27p7965CoZCuXbtmxfooWXwzAtaM8ZfyF97msY+Gw6HZXF+3Qg0TlyDSzZLPws/V63WraSOo8AqgQCBg96NBzLBm2DfO3+npqXK5nD766CO9+eabymQykmRkMgH1ZeK6CwUaTORkdmFubk5vvPGG3RK+vr6uP//5z9rb27MJwWBiCL0EQJIBGSbI9xKXRukfNre/sGh/f9+A5NHRkTF6p6enKhQKevfdd/WLX/xCr7/+uqVF/xJs8r83/BxOZgj4s+vXr5vOlAJUgig68hSLRQPApL25zI82cr4o6Nq1a/rZz35mBdSkzQBDSEBisZhu3rypeDxukTOOyQeZf8kxeaC9DhwwCKviNcsAGN/SzmuLJVkrP3TYBCezs7O6e/eu5ufnVS6X7TZ3Lq2Uzvb/0tKS3njjDV2/ft10onTH8B28pPF+7T/2fPnhNeaAVqRedBtBZgiY6/V6Y7fLU9jI/qX+yetEAT6AH9icbDZrazAcntVooY1G+nHr1i09fPhQr7/+upaXlw1YT9bq/JjzNJkB4nvJ/C0tLdn5y2azqlardlMutQcQAdLoIj3khx5UI1mDife1PtybQ1BDVgS9Pd9F7/gbN26oUChod3fX2lL6s/pjBxmTn8seYa9DaPT7Z/eiZDIZffrpp2PadWpK6FoGa0rhLfUx/L8kY0mlUQtv9i1zur29bVkA5G1kNpnDxcVFk+vdvXtXgUBgbB5/bEJq0r6x55BHzM7O2kWVMPGHh4fWDITsKfIMJFPsKd9dEHsJkEZqRbAiyZocSDJAHAqFlEqlxuphVldXdePGDbN9voj1oszotHPo6xs8OUSAFQqFlMvllM/nx4hTiFGIJIJRaXRHEhkxsmqQMTDHZDfIpJyeniqVSunhw4e6e/euZmdndXBwoN/97nc6ODgwuwowl0YB+l86wPX4ju9GQhgMBq0lfyQSUS6XUywW08zMWRve+/fv63//7/+tf/mXf7EsZiAQ0MnJiQ4ODiyr+eabbyoQCFgW9tNPP7VbyV977TWtrq7q66+/1s7Ojh48eCBpdLGul636LmmenJ7MZvwlxst8CP8Gn7DHkEV5rOKlw77rKkEpMkhf30M2bHZ2VrVazZoN8Lk0sFhZWdEbb7yhGzduWOc831zJz9Vl4boLBxoMD45hXnK5nGZmZrS2tqaVlRV9+umn2tjYULVatUmSRr30afMojdqfweqjNYN55uDBXJfLZVWrVZNqoeeLxWIqFotaW1tTKpXSBx98oPv371v6m4WfTBX+JQebzht9z6jAAoXDYb322mu6c+eONjc3dXh4aJf11et1Y2gwavv7+9ra2lKtVrM2udVq1diqmZkZ/ef//J/129/+1gII390CkOgjcT4bdmeyN/v/i7mTRkyVL+aG1cBoU4NAMShZHDJt1F6QyaDPOhE+zjSTyWhxcXHsVlEkagD1W7duWftVZAsYRpw5Kc2/JMPH8EwmoB2Wj2A8HA7r6dOnlrYF3NIJDfAG8OXd2Bc+RRwInBUV4pTI0iHXAEhLZwFILBbTwsKCHj58qNdee00LCwtjRMSPIZn694Z3Vj7YAHx1u10VCgVrCbyzs6PNzU0dHR0ZQ0W9DyD66OjIAJ0PnDyQgYShtsjfas3fLS4umhTkZz/7mdk35D8EhoDJyYzRX3JMZiEhK2ZmZqy1+OPHj7W3t2csL8CYjiwUVPqAj5o/9oVv602Qh9QKsE3WiQLRTCajVCqlbDarjz76SMvLy1peXlY6nTaQSDDysve6bPs3uUbMF5pryCTfGTCdTmtvb88uMWWOmA98HGcU0A3JAiBJp9OKRCLWcp4OUlzwCTHI+cYGZjIZa3ueyWTMpuIj/l/YOr7f+1meh2Cfs5TP5/XGG29YdrDT6WhjY0O1Wm1MgeGbQvgAl6wj5Aw/67XyuVxOt2/f1q1bt4xAoVbw008/1YMHD4ycIrs3GWRc5n77jz5nkpyALH733XetTX4kEjEMAWn0+uuvW8v+p0+fmlyY80xXKGR1N2/e1Nramt566y198skn2trasntD5ubmLEtL7QXBBP5b0lhA6fHcXyKb8bLhs/yQREgMeS5fIuDvHMLue8xCBzyIJfYFn5vJZCzg43PJGkOAkkUC21Cjiv1kfbzk66Lj0gINBobLp0kjkYhu376ttbU17e3taWdnxwrGB4OBDg8P9ezZM2NCidiIsAAtoVBI9XrdHCdOGrACeJmbm9Ot/x97b9Yc+Zlcd5/aAdS+Ykc3emOzSQ63GQ01i0aLbTnC4Qtf+Cv40/nGIV84wmFFSBGSxtJIM0MO196xo1ArCoWqQm3vBd5fVlaxR9MoNDXzvoEngkGyG6j6/58l8+TJk/ncvavbt2/bPzgmWFOiPN+Zwx+kf+sxmxadjcKJdFn8paUl5XI5PX78WBcXF6bnfv/997W9va12u62/+qu/srn80z/9U33wwQfa29vTL3/5S7XbbTMGa2trtulg130LTg4JEbE0uU9Cmlye9/scrBsaSObJyyEogvdF67yblw8sLCzo7t27lt49Pj7W8fGxrQVgrVgsajweW82AJOvkgv4XmQoFkL5rizSRev0+9px3uPw3QVqpVNInn3yilZUVCzZoyTgajVStVk2aApDjnZjfarVqhtNLCdhLzDVzn81mde/ePd2/f18rKytWOJrL5abmyO/L72Le/OfOZmsZODSygD5zcX5+rrt37+rWrVt6/vy51RwQhAUClzdUI49AboE9AwRzJslYUBcC+3fnzh2lUimtrq5qdXVV9+7d0zvvvKNcLmftT09PT01H72Ur/n1m3/VNz92rfobvhZ0HxK2vr6tYLKrb7VqA22w2Va/XValUdHBwYBeZot3mbI3HY5P1wPiPRiPLrIfDYeXzeZOvLSwsaHt72zK4W1tb2t7eVqlUUiaTMWDvi6HxWb/r3d/08DIKnokMj5cvc2ZqtZq17wyHw1OtUzlLPrstycBwJpNRsVhUOBxWo9Ew1cHKyop9HiCO2rVkMml+RJL5KM4Jz/xvbef8+fXfjYqBZ8NvlEolff/73ze7fXh4aPVDSI+Z+0KhYLhjaWnJyAVsIc0OKODHf966dUubm5taW1uzJiTj8ViffPKJ7t+/r2Qyabcwez/ls2i/j3lk8N2Qjvz9LGEaiUT08OFDbWxsWJYa3MC7LC8v2zllX25sbGhpacl8DPt4c3PTCuZ9IyB8mL841u83rx74fQwfwHusAU7mDFL7520NZxRsQlMeCOHj42NVKhX7TOzaysqKFhYWlMvlbM7j8bg1oPHqCtph00DDNz54U7jujQYaPnqUNMVgkEK8ffu27t69a2lvpBfPnj3Tzs6ODg8PTWsKE+jv00Aq1Gw27Qp5aixI57711lv6wQ9+oLt37xpbQArpVRdUsRF+X7Ip/wwcFJ9h8f+N00N2sLS0pHv37pnOm2j2s88+mzIE0WhU7777rr73ve8pkUjoF7/4hd5++209evRoqo86B5RgQ5KBT4yeNxa/D+fx2wYGxhdYk43w7T39PuX/YfRgpEije0000j0M3cLCgra2tmzOi8XitwwcrIskm09fTPn7CjKk6dbK7C8vIUylUnrrrbdMmlipVHR8fGzPjhSITCRt+QqFgkKhkP7pn/7JZAJIKWCG2Zve8C4uLmpzc9OKVn2HmFkpIc/4XQz/uf+aY+e5qC2BuIjFYsYEb29vW80GgLjf76tSqRgbuLOzo8ePH08FH+Px2ORE/lKxXC5nncry+by2t7eVz+etG1goFDLpEXIazq/v9POq93kT8/mquftdP0sGB/CQTCanuvfgdOv1uvb29vTrX/9a5XLZalyCwaDK5bJqtZoV3mKrAJG5XE6rq6va3Nw0cLe8vKzt7W0jV8gM+CwmnwFL/V2zoq8KaqVpwMxZAIRhxzxo5vwOh0OVSiWbS/bcrVu3zM5zYSvB2IMHD3Tnzh27yZkb5Km1GI1GpiUna1IqlSyLdnp6OlUDxPn+fWa8+bdnvPm3l1FBRBKU0/SjXq/bXqOukTscIK/8fBCE+da3dOIiSPFKAAqti8WifY8nxH6fQJk5kr69P/1zQaT4LE4wGLR3HY8n90jxc5wz2H4+L51O26WO0mXXN5h7/Dn7iudjnv0/vw+52ezw+A3sKckwBcG6l36xBwjQJFnWIp/PGzmC5NPXW0LeEVgQcHAGfJ0Sz0eQ8aYzGYw3ntGYDTb8n3s9JIaSgtJ33nlH6+vrqlarFnjs7u6qVqupVquZbIrJRk4FKFxbW1OpVNLGxobu3r2rjY0NLS8vm34Nw4vBmwXwfwhj9mDMBhwe7ONQstmsvZePfN9++22lUim7iIj2jKFQSD/+8Y/14MED5XI56+7jQYiXQ3mW2kfZ/s/+kIY/KN7AI/PxLUYBhUT1/HkikTCNN4FCLpdToVCYukhnZWVlStMIGAkEAhZAM4+wifz9d93e8XUHe421ZN6kSeC2tbVl7NJf/MVfqN1u6+joyGovKADNZrPWgpkal1QqpR/+8If6yU9+okKhYMW4ONHZmgefVZplqP6t5VK/a3gn5/8sGAxa0Ol7ysNAS5f1OsinKOitVCpWixCLxSwwY99QH8QFfJlMRplMZqrBAYBzNsjgWf+QBoHjrGTM16vQtYs53dzc1K1bt7Szs6ODgwMdHR3pxYsXVhfDuSXoxU+sr6/r4cOH1hs+l8uZJMozh5AUOHovU/q3CnB/1+fPsrb8G5vmL7sMBi+LjlEAkN0hi1av1+2eJlrIr66u6oMPPrDWt2TkAHp0HPR1IjRpGA4vu3R58mJ27/2+7J4PePx6+mfydgnM8Pbbb0+Bf3wvZIsvykVyS2aS+kkv5wkGg1OSMoIaVBb4coK62Wf8fQ2//33gxn70HfR4T2Sh+DzOOv/2wQn+RJIROMwDvpUz6QP/2eDHz90fir/gOTw2wedJshpP9iYZbIh0fp+28gSwgUDA7BkqAUhPbILHJuwzmo0EAgHzE99VkCF9B4GGNB1seNabQ0qK22c+FhYWtLq6qmw2q3a7rWKxqDt37ujFixeq1WoaDod6+fKlLi4uVCgUrL2ZJG1vb2t1ddVqMUqlkgEatKO+0Ff6dvu2P5TBAYWl8n/Gf3vAygFmjgE1iURCd+7cse4swWDQivpCoZDW19dNmsaawCp4tt0fCt994/fJxP9rw6eYSUn7P2NuARWkG5Go0BGKvQnL8MEHH2htbc0cPF2VYGd8poPfpcsVc4fx/EML0DDIs5Iy5iwUCqlQKCgej1thZDqdNrleMpm0exAwXBRH0v6Vbj1kJ5FzSLLf9fYCwCd9u4bpD2nMMqTeoSB5Ym+QxaUWhlagyCroThWPx7W+vq579+4ZA4bkDnImkUio1+upWq2aE0HCxt7kDHAO/tCGnyufzSVQCgQCVtPjgS11UOvr69rd3bWszt7entrttprNplZXV5VKpYxM2NjY0LvvvmvSn0wmYzp4gmUGgY7Xxv+hzZ8/s97O+bq+2faUsVjMmOHRaGRd5fb29iRNdOFklMbjsWXYAIOc30BgcuO1z3TMZs3+EANcnot38vvQ2yJfQ4f/5TyhsMBXMggi2M+cayRW7F8f7MzKiWYZ5z+kMUuq8GezWSLfFpl/PHbAlvHfXi3ga7Kk6fva/D5nfXy3UJ8B+kM7s8yTr5ObxXnS5H38fuSc+aJxSPoPP/xQ6+vr5jvb7bZSqZSRKAzvB7gEkXnHlnxXuC4w/kNbjZtxM27GzbgZN+Nm3IybcTNuxv/nx++3gvdm3IybcTNuxs24GTfjZtyMm/H/y3ETaNyMm3EzbsbNuBk342bcjJtxM974uAk0bsbNuBk342bcjJtxM27GzbgZb3zcBBo342bcjJtxM27GzbgZN+Nm3Iw3Pm4CjZtxM27GzbgZN+Nm3IybcTNuxhsfN4HGzbgZN+Nm3IybcTNuxs24GTfjjY+bQONm3IybcTNuxs24GTfjZtyMm/HGx02gcTNuxs24GTfjZtyMm3EzbsbNeOPjJtC4GTfjZtyMm3EzbsbNuBk342a88XETaNyMm3EzbsbNuBk342bcjJtxM974uAk0bsbNuBk342bcjJtxM27GzbgZb3zcBBo342bcjJtxM27GzbgZN+Nm3Iw3PsKv+4OVSuXbvxy+/PXhcKjxeKzRaKTxeKxAIKBIJCJJGo/H9g//f3FxofF4rHA4rGg0ar8TDAYVCAQ0Go10cXEhSYpGoxqNRvbZ/PdoNFIwGFQkErHP5jn4nPF4rOFwqFAoJEkaDAaKRqMKhUIajUYKBAJTzzgcDiVJwWBQ4XDYPtePQqHwulNm4/Dw8Lf+XSgUsudhXoLBoL2PJAUCAYXDYS0uLioQCKjX66ler+vg4EBHR0e6uLhQIBDQ2tqaisWiAoGAut2uQqGQFhYW1Gg0tLCwoMXFRUUiEUWjUQUCAYVCIQWDwak1CgQCGgwGOjs703A4VKPRUCwW09rampLJpCSp1+tNzY1fF9bxVWN1dfXKc/f06dNv/RnP3+/31e/3bW8Eg0H7O0kajUYaDAb2fMxTOBzWwsLC1F7xvxMKhRSJRNTr9TQYDDQYDCRd7p/RaDT1++Px2L6Dz+GZwuGwAoGAhsOhIpGI7cNQKGT7039uMBj8rXN39+7dK83b3//933/rz9hfCwsLWlhYUCgU0nA41Gg0Ur/f12AwUL/fl3R5tjkDsVhMgUBAFxcX6na731rnYDCobrerTqejcDiseDyuUCikRCKhfr+vUCikeDyufr+v8/NzjUYje2/mTZrsI+YoFovZs/vz6W2NJPv9V83dj370oyvNmyR9+umn3/ozfy7ZD6xvOBy2OfTvhe1hj/E5/E4gEFA6nVYsFrM5PDw81Pn5ub17LBZTJpORJLXbbZt77COfy35iD/o9hY256vje97535d/567/+62/9Gc8oyewNPiIYDGowGGg4HGo4HKrX6+ni4sLmOBQKqdvtqtvtamFhYcpfSJc28uzsTIFAQPl83vZlv9/XcDg0W76wsGDPwL5hPWf3IOsVDAa/5Xe8j2Fu/fsx/vzP//zKc/f48eNv/Zk/DzwTz3dxcaF+vz+17rxDLBaz8838MrBFnHfmPhAIaGlpyb4jGo1KurT33rcPBgN7Fp6L+eGZX3WuR6ORIpGI+Wx+fnbcv3//ynO3t7f3yrljrSKRiJ0Rf1bZA8wf/3i84n1jIBBQNBq1fdvv99Vut6f8LWebve7XT5r4dX8msRfepvln8+/jn3t2bGxsXHnuvvjii2/9mbcjvV5v6h382vPsrCU+lrN9cXFhOPHi4kIXFxc6OzvTwcGBRqORSqWScrmc4vG4er2enTm+DxzJfvVzyNp6X8U8eQzIdw8GA/vMV2G7R48eXWnenjx58q0/47nAWTyPnyPmkPnjDA+HQ11cXCgUCmlxcXFqr/Z6PQ2HQ0WjUS0tLSkajSocDtvv4r/B1eFwWMPhcOpnGJxvPnthYcFspt/nPCMYBps8O+7du/c75+q1A41XjVc9SL/f/5ZB5L+Hw6G63a69EA8eiURsM/Ly5XJZ3W5XhUJB4XBYvV5vKmAYjUaKx+NmQIbDoX3urAHjmQhyPLj0B9Y/L3//24zhmxjeWWHM/Gb0AVUsFjMH0e/3dXFxoadPn6rZbJojqVarGg6H6nQ6WlhYUCqVUjKZtM9Np9NaXl7W0tKSfV8ymTTQieM6Pz/X8fGxLi4uFI1GFYvFzBn5Z/cOxQMI72C+q3kjYJSkbrc7BbwwPuwrwAs/g+EE4DHXvV5PJycnGo1GKhaL9rO8D/OcTCYVi8XMODAvPrAZj8fmfDjEPLufJw/a/Ty+6bnj2brdrgaDgYLBoJaWlrS0tGSghQCz1+up1+vZM+Nco9GozcF4PJ5yDN1u174H8NJqtTQajbS4uKh+v69Op2N7irnABsw6dwI+T2Zwzl9FbHgH9duc8HUG9or14TvYZ7w7e4GgDNAHOOH5cAK9Xk+xWEypVMr2LQ6ez45EIrZ3eRb/3/1+/1vvzLwwT68CLrM//12NV9nU8XhswIw1BQgQdJ2fn6vX6+ns7Eynp6dKJBJaXFy0vXl6emrvFI1G1e/3FY/HbQ8CbOPxuNrttvkK9gqggz/HKfPM/nN8oOvHvzanb2KwpyAuIOfwuwAw/sFfQG4AOHh2ABnv488Mvsj7boI1fBTncHY/zdozaXJm/FzNko7f1bz5+WOveUDqzwX/7efAg/rZoMnvU0k6Pz/XycmJotGoVldXp0hWwLEnmqQJIPX70ROq7Ed/rv1ceXv5XYzZNfaBpPex3t/z3tLlPru4uDDSBB8IeYe/gBi8uLgwoM0ek6RkMmkB86ueT/o2bnvVOcWPeB/7XWC7V5HWrDt/5p+PfTRLCHgyDjvGM3tfi6/odDoKBoNaXFw0MobnGAwGhu0IViADJZkfn51Hf0ZeRexdZVwr0JiNrjFqTMLsgeEFfEAA4wkI6fV6ajabOjw8NCcdiUTU6XQUiUQUi8UsSvbOyS8e3+GjMj9RGE8fSHh2ht+ZZTXe1PCf51mPWaflWQ4f7fb7fR0dHSkQCKjdbuvs7Ezn5+dTziQcDmtvb8/eJxaLKR6PKx6PK5FIKJFIKJvNant7W/F43J4NJ16tVtVut7W8vKzl5WXF4/Epg+sNrQdY/xbDs0QcKpwm//ZG3GdAGIAzgESv11O1WtXR0ZGCwaDi8bii0agFGsy7Nxo4CH8wybLg3Pr9vq2HBwGzzOgsk+D365sYZHRgRvgOgnXAMAEJBn8WpPDngG7vfKRLw1iv1w3IEdD0ej21Wi07u97p8v3+82dBDP/NOYVl5V28kZTebLDh2Rzv4GGVAC+sMfuFAIF948E/n9vv99XtdtVqtRQIBCwLJEmLi4uKx+NaWFgwZ8M6+mynB4EeNM2yqMzVqzIcPNebBi9+T/v14ZyyTzgv0iR4Ojs7U71eV6fTUbvd1snJiZ1nMhk4YLK8gUBA5+fnNq9LS0vK5XLqdDpaXFw0koDvTyaTRr7wvN4m+3/PZjg8sJ4lrd7EYH/7jA/+FODsn9ef10gkYucIdpn38IG8Z+b9/vT/ePs1GAxsznlv/1weMLMf+Vn25XUAy+uOWdLG+waGxwCzPlmaZC69r2Of+v9vt9va29vTaDTSysrKFGPubRdzO0vS+XWZJVv8PM/ur+8q2JjFQhBM0oSwwv5gk/BzyWRSg8HAsjyj0UitVkvhcFjtdlu7u7uG9QaDgZ4/f252TrokDSGkFxYWVCqVjHEfDAYW1F1cXCiXyymdTqtQKCiRSJi/9cExc+nX0dviN+lnPdacJan9+rHOPjAaDodG+Ha7XSOgJBn285kIgg32AP+PP2+1Wmq32woELhUwp6enqlQqOj091cLCgm7fvq1SqWTkivcTZKU86eB9rf/ndce1Ao3ZiBAHBniDuex2u2asAHGdTke9Xk+dTsccBmx8vV7XcDjU4uKigsGgsfMsDNEbCyNJrVZLjUZD4XDY5AgAyNnMiqSpRZ5Nac2CnO/iMHsDg9H3B8ODUGnCprOBAR7IDU5PT9Xv9xWJRJROp03602w2NR5fymVgErrdrtrttiqVikajke7fv69EImHOqlqtmkPBOVxcXGhxcXHKAHmw82/hPBieDeJAAFKlCWvXarUMDAYCAS0uLlpGDdYeScXFxYXa7bbC4bASiYRisZhlgHD2vV5P4XBYS0tL5kzq9bpOT08VCFzKDpC3dbvdqefD2fvs3uy+83Pp98d1B87BO1bPgrK+fD/vAAA5Pj428AL7lEqlbC2QOfFewWDQZD58djgcVqfTMaMKOcCextl4RhTjCRvlQYtnyD075efrTQA/WEmfzp8lBHjPcDhs88m+ajabkmSZQ94HABgKhWzfjEYjs3Vkgti/yNewq7FYzM7zLOs5u7f8vz3wehVwmZ3D647Z7/c+w88r/+3B3mAwUKPRUKPRsOwFMiikektLS8bq1+t1C6Y7nY7Oz8+VzWYtAzwajbS8vGz7E3nD2dmZNjY2lEgkbN9jj322+VU2bja79Cbtn5fS8PmcWWwca41kB3BHkFsul3V+fq5wOKxSqTTlU7wdAMi02237Pp/p8VkBnsUTJ56ZBUT68+rfwRMJfj7f9L7zQNIHhN6H8k5+7/GzXn7Gn+HzPLt8eHioarWqRCLxLZmZB7QMcJGX5HrgOTsXs5/l5+xNzxufPetfPUMPIeUJNrKOKCggKi8uLtRsNo0cOTo6UqPRMHJgaWlJpVJJ2WxWkkxRgerg6dOnFmicnZ2ZpDuVSun4+Fjj8Vjb29t67733lEgkDCexd3lmHyD6vfemyBUPzD2RPktazD6TJx293YaEWlxcNPyCPMpnk87Pz3V2dmbEPPJS3hPimOz4aDRSrVazOc3n85I0RSbwLH74YHyeLO5cgcas08LxM0lEPx5UeQaYycK54hQ6nY6azaZqtZptjFqtZsb+VVIrGIWDgwOdnp4qn88rmUxOSbH4Oc+G+ffwk8vP+Mn0DMR1xywLPBtowFh2u10D9j5dHgwG1Ww21e12LVBYXFxUq9VSq9X6VlAHO4gjCofDxgp0u13t7u7qq6++UjqdtvXgkCcSCTUaDb18+VK1Wk1bW1vG/PlUM+/1XQcZr9p3BLbsD/aVJHOgHsREIpGpYIC5Zv4YrVZLyWTS1gNHTMBAFq5ararVaimXyxkg9I5ZmjD2s+DPAwdpAkC/KyfCfoNh9880HA4NkAQCl6l+WOFqtarz83M7F5lMxpgQn9qNxWJm6AiACco6nY4k2dx7bTfvTg0J80ImyrMqzIfX98+mnN8kuzzr8Eej6dobjLM0CUL4Oy93IoAA3OKEO52Out2uEQU4aALapaUldbvdKVmCD6wB0R68jUYjC/x4bs9Ue3vsAyf2yOx7zzteBYr832H7Y7GYkVM4z6OjI9VqNfV6PXW7XTWbTTvXrVbLfo+MpgfenoDywS0gmr2LrR+Px5axlWTyvng8boHHq95j9py+yUBj1lZ43+qBrM84cqaZ26dPn+rTTz/V4uKi3nrrranAjoFfGQ6HqtVq2tnZUT6f1+bmpiQZodLpdIzdJtAlqMHP+KypJwP8mA0yvsvh97LP5vFsPmPhsxCzQRz/zb8h4fr9vk5OTlStVk1hUS6Xlcvl7BnG40u5NgxzpVLRhx9+aH7Ug1BvO2YDW79us3VBb5IM9QGENKlX9ZiOP/e1BaFQSK1WS7VaTe12W4eHh2bPG42GzTWBB5mHRqOhWq2mRCIxhSe87HZhYWFq7QKBgFqtlvmv3d1dRaNRbWxsKJlMWnDMOs8qCBg+4/Umsxo+AzBrX2cxsyQj2MG16XRaZ2dnFmggMb24uLD5hThptVpqNpva29uz+sjFxUX7PfDN2dmZfTfBsK8FYe092e6zWH7/+TP/uvbu2oGG/1IvzWCyCRLQyQNWmNxms6mzszNjrfgMn+EYDi918bDRvtAIMETBNenwXC5niwx7zTPPbjDAgzckflO/acbgVYGLPwSNRkPlclnb29tKJpO2cdrttp4/f66XL1+aI97f37dDynyxsdgsFxcXU4603+/bvFcqFZ2cnFiBsE/XEXzUajWl02mFQiFtbm5aEOeBzey++C6HdxzsLQ6PL4gimGB9yZBRwEcWjH3nszYUvGcyGbXb7an9g8MeDAY6Pj42Y5zJZJROp41xhHHGyM2yozyXlxr8tuLS6w6f1fOg068dchSe5/z8XM1m0zI/ZDjQzzMH6OOpScGxNptNNZtNpVKpqSxPLBazDEYikbAgmBqRRqNhNgQNv3fIPC/zznv4n/Hvdp3hQbrPtvy2DAHsOt8djUa1sLBgAdf5+bkFbr4YFxYvFoupVqtpOBxqZWXlW4QHQG9xcdGA9unpqWq1mgXKBBmJRMLWiIFN5r/57O+KJPB7bZYpZd4IWLFdx8fHevnypc7Pz63GgpoMz/p5H4M/wHZHo1FFIhGdnJzYu9XrdfX7fVuLaDSqi4sLJRIJdTod803YFA+2/Bz5d/gug43f9jl+X2OPIAcApchXPvvsMy0uLmptbW0qizWbcYhEImq32/qnf/onSdKf/umf6tGjR1OEoc+WwZ4C4jqdjgFPzoF/Xl/M6/3DdwWYZz9/dp0gJ7DBML5krr2cDLB8enqqTCZjAcbh4aHJ9Xjv4+NjFQoFJZNJm5uDgwMD3hStf/LJJ2a7sJ8+iPxtw9uh7wqfzNq5f20fjseXsp1Go6F2u63T01PV63UjiD3uYy8lk0n1+33zv+BA8Aq1a8Ph0CTeXt6LlBTiD4kVz+2DDPadf2a/N9/UHPr5gjCe/Tt8IyobAvZgMGi4CzzgM4QoU8hy4COr1arZRP7Z29tTsVjU8vKy+eR2u23Ki2azOaUm8AX20rTMjGf3JPy8GO/KgcbsBvRyH3S0OEEYTc8mw/j2ej09f/5cL168MFCDnAoGD4C9v7+vTCajwWBg0XAgcFmf4FnEZDKparVqBxcQ46UrGAQ29SwT6pmMWabvTWzG33ZwvfOajXABYZ1OR0+fPtU333yjeDyu4XA4xZTAykejUSWTSZtDUsA+5SbJGFXmyrPbZ2dnarfbJlkDRA6HQ+XzeQOHOGfv/JnPV+2b684d3wEgH4/HxoDGYjGr4UkkEsY4A2zJ5rx48UK7u7s2zziWi4sLLS0tqVqtamlpSZVKRZlMZir9y/fBHkYiEWUyGUtHXlxc2D4nsPCAjkDH7zfea3bfeXA275hdFwIf6k8w1DxzvV43WUqz2dT5+bkqlYrJVABn7XbbHHEikVAymTSDORqNVK1WdXBwoOFwqFwup2QyaQYWWRrBIoX1sPjSZYclDKs0XcTKGfZMiw8+ee/ZOoSrjlmmCxYdp+CZIP4f5yBdyqXIekWjUeXzeTP+s3auWq3aPjw9PbVOStRo+NqaTCajQCCghYUFZbNZFYtFFQoFczyNRkM7OztTThoAOhuweXb8TQ7vwGeDMv4ewEeQf35+bvsK+44siNonmgrQiev8/FzB4GUdEE4bLTdZNNjR09NT2ydLS0tmH46OjjQej5XP5xWPx+3fnF2kGH4/efDN+7yp4edImi4e9bVRnF1+DoKJ3+VMt1otHR0daWNjw84nn0MmnU5A7L3j42Pdv3/fvst39cFOYf/wrfgSmiCQhfOFuMydBzJ+b7wp0OwJAJ/lBDABcpGTQQp5sA9I7fV62tvb0+HhoWXfjo6OdHh4aNiCuUbKiIwKUo/3fOutt7Szs6N79+6pUChMZRUDgYARWr7GlPHb9tibDja8WoFnYA2ZW7+G+EcyF+w9T8h58g7bNhgMpiS3kixDzZxAzJDNzGQyhuuy2ax9biKRmKo1fZUUnX3gSUqPu+YdswQEczPrr5AzYoPYY/i8k5MTPXv2TKenp2q328pkMspkMkaErqysGEEHtqajaCgUsiY+X3zxhQ4PD+3PG42Gjo+PtbOzY+QNGZPRaGRqDBQEPiszuy+8Dfw3yWi86gAEAgGTQbFRVldXrS2qNClKrFQqev78uZ49e2YblI1JWjuVSk0B5IuLCwM9GDGM3Orqqjmkvb09lctlKwRcW1szcDDbxcVrLv27eaP3Jpkqv5D+8zHmoVBI2WxW//zP/2waRDbm0dGRTk5OFIvFlEwmlc1mtbq6ahIqHOxsV5J4PG6ZHYwHIBHghH7v9PRU5+fnlqEi6sYRlctl3bp1S8vLyxqNJp2sfEbmVezzmzCEr4q8mc/z8/MpHff29rYKhYIBBUnmIL766iu9ePFC7XbbnttLgLz0AmANy8x+42BubW0pnU5rNBppZ2dHe3t7WlpaUj6f1/LyskkzWBMKrTw49Yz47L57EwPn6QNsgC6BGOdpYWFBrVZL5XLZNO8AGN/5jXoDWHr2HQCxVqupWq3a72cyGQ2HQ8XjcbVaLQMrMNWcS5hm5jQQmLRyxXn5jKmfQz93s0TBPINzB/PDM7OnWEfWjWzr0tLSVAAL60e2iIzP8fGxIpGI1tfXJckAzfHxsTGo2D2kGbxfMBg0EkG6lKRtbW2Z3PTly5fGupIVlSbtwhm/jaF608B5NqD2umPYTNg3mlug1242m+ZsAYOQSdgv3+iBQJmgmu+ZfSYyIMPhUC9evFCtVrMuh9JE8ujPDXPjOwJ9F9kgv5e9/IO9D1nAPLRaLcvCRKNRK6BfW1tTtVrVZ599ptFopDt37iiXyxn7znj8+LE+++yzKWB9enqqpaWlKdAMSdjr9aaAycLCggE9wA0+jXoi75NeRbr9Ljb/KsMTOa/yR5FIRN1uV8+ePVM0GlWxWLSsPWwztgfS7eTkRLVazdhlasjYW0tLS0Z2EuDhV6gbXVxc1Pr6us7Ozox4aLValhlZX19XPB7/VtDjg/bZuXsThBRzxvAA2ROUkAMEp2S3Z+tYeHZ8KsCbs8zPeGk4pJOXp+Hb+afRaCiVSlntFTawWq0aeeWlyHRZ9GTfq7DddcesYsDjDq/sAWexZjxXrVbTixcvtLe3Z/shkUgoHA4befzVV1/Zu4BdkJTG43GFw2GdnZ3Zz2H78ENIo8fjsU5OTvTy5UsdHx/r448/VqlUMhXRLEGHD3sVcfe6c3elQMNnMPh/72gBYQcHBwqFQkqn06rX6xbNsQinp6c6ODjQ48ePtbe3Zw6BwQZrtVpTjKakqQ4tFB51u13T1LK5kBfU63WFw2Hr1exZCgaG2zuQ35Z1mHd4A8v/M7yBJeXfbDb1f/7P/9Ff/uVfWibh2bNnVvRDVJ9IJEyvKEmpVMrYe+7NkGTRK2AIRgEGwj8fUTdpttu3b0uSqtWqsakA8KOjI5VKpW8FaH6urhuk+QPM8J0SyB7s7+8rEAioUCgYUPHBT7Va1f7+vr7++mvrEuK178zL2dmZGSsCBQxdLBZTPp/XcDi0oA9GotVqWWDX6/WUSqWUSqVsL3ptpNdnsvdfte+uM3cYOw9YYGq9hGwwGFi3kLOzM8vedDod08OPRiM1Gg1JMhbGFzwPh0MLWGCpYU3QgpKVW1xctMCE4BfwGY/H7azSeYRGBZ6VnDXWs07yuqCFbIr/HFLi/AMrjCPl3JFV2NvbU6PRUD6ft/1DwLC/v69nz55Z5xUCtlqtptPTUx0fHxupsr29rWKxaLaODJQk21fZbFYrKyvKZDJKpVLa2NhQqVQyvTTOKpPJfIu5etW4rvOd3bNejsHc+UwGc02an7mltmI8nmi9sY/YStre8nPIXshoEFAAzH0DCOkyK7K0tGT+5vDwUHfv3tWdO3e0tLRk2ZNGo/EtBvpV73yduZvdu14e+KqfI4ANBC47lkHG7e/v6+nTp9rb27MzTRMV6q5+9atf2e/u7++r3+9rfX1d4XBYJycnevr0qe7evWt+EVvF8/lGG77YlO5Ds62B+ZlZKRpz9yoW9apzN/v/fs+RhYlGo0okElpaWtKzZ8+MSPJ3OiD1qdVq+uabb/TNN9/o4OBABwcHBtzwH6wPZBe+NBqNWn3R0tKS4vG4dnZ2dP/+fSNjR6ORms2mjo6O1G639YMf/EAPHjywxhhgo1k7/l2PWVnNLEYAJxwfH+vw8FCdTsfkYtQRIFWmxmBhYUGnp6fq9XrWjIFaR97Xk3ij0aRjFQRdrVYzModM0Wg0smL0WWZ+ViL3KrLyTeE6HwxihwDonlj2re7Pzs4MR0lSPp9Xq9XS0tKS2aJyuax2u21XGdAOHZ8KxvUYGXt5dnZm5zEajRoeoQNYrVbTaDTS22+/rVu3bk0pVH5b1mcePHLljIY/vLNg0oMBDh6tzOgIQFT6zTffqF6v6/z8XNLkohecgSRLxcIGI1Mh/SZN9MgYXIqBSF/CrvR6PeVyOY3HYy0uLhrjA7jB+JFymzWC13W8r2JV/D8EcDB8kvT8+XP9z//5P/WjH/1IwWBQu7u7qlQqSiaT1rqMFCLSCthi5hrpgTTp4sPh9tIUDGcikbCMD6lOjDM1MhRJD4dDnZ6eGsPxqiBj9v2vO38Mz/ZwmNFuXlxcaHd3V4PBQKlUSt1uV/V6XZVKRc+ePbM2q6Rm2Xc4UwqtPEPHOyN7QUZUr9eVSqVs3qLRqHK5nBKJhAFtjCj7Gn0+LDMGdpYxmGVf5hl+HyMxkTTVYpAiZTqC8Hw4hEqlovF4bHI59hqgl/UheMHAY2wBj+Px2OSOyWTStMx0+/FMNEXjkAkESF7fOlsI/qogbd7h9xef7xtQYIxhln3xPPU/6JUJzOiGhJTl+PhY1WpV4/FYq6urRoLAhHY6HT1//ly9Xs/kPQCUW7du2bknK9RsNlUsFo3lW11d1cbGhpaWlrSzs6Nqtap+v69MJjN1t8ebZuT/NRvg3wGQhlwMewQL6eUFnA+va2c/SrKCeL6Dve0dfCqVsmylL+jlvJ+enpptJLO8vLwsaXKPC2TEbyOirgsCfxsA5/P5O+qmYIHJ2jx//lxffPGFNfuoVqtqNBqKRCJqNBr67LPP9PLlS9ujtVpN9Xpd0mXzj3K5bO/xD//wD2o0Grp9+7bC4bCBHvYz2YpYLKZ79+5ZETTrk81mLZM+m0XzwIzfkeYH0f/angM0sY+wG2RhsDm0/8zn8yoUCur3+3r8+LG++OILHRwcWCDB/pVkABaAzP6VZJerSZf2NpFIWIeqUqmkx48fG0HKc1CzEAwGjWRB1oVNfRVYfhMYZXaADcBD/n4QfMPLly91cHBgkjzqB7rdrt2BMRqN7CJIMha+nkeaXCbLXubcNhoN8w3BYFDpdFrxeNwyRM1mUy9evNDa2poSiYR1Q4zH40YW+jny/+/HvHPn9xef7zM6+A/sBr6T3yMAT6VSJuN8+vSpxuNJi++joyMLqnyjGwgaMDJ7gLny2Rxfv4YtC4VCOjw81NOnT802ctapp/TS6+v4idcONHwgwf9Lk8Uj+p1lgM/Pz3VwcKBcLqdms2laZBhfWE06AHFYLy4uLEKFCcHhe2ZlOBza5jo7O7MOBrAypCb5uXg8bu3UKH4+OzszcOjBxJsar2KlfZTId8LCAWgXFxe1s7Oj58+f2wWGKysrxj5TDB+LxbSxsWGFy+ga/XsAkDngRMewegDn8/NzC9bQzpMKJouCIyZtCijwkfubAi/sO++A+HyMUygUUiqVMrkJ+6BarZp2fX9/31K86XRaCwsLFggDjs/Pz02eAWNPrRGBFI4E6UowGFSlUlEkElGxWFQoFFK1WlWlUjFDAPDLZrNmINnnMGteBvQmxqzcgwGrR2EsRr/RaOjk5MTAH2eV+eHzyILgNHydgf85DyyQEdHfG0keF3KenJxY/28YWaQN+XxexWJRpVLJvm88HlvtAYbbj+vuPRzEbKbEs6MwlnTtgMWjRoiz1ul0DORTS0SbRupQotGoNWQABLPva7WaLi4uDFRiOxuNhlZWVowphF2s1+vKZrN2Kefm5qbW1taUTCb1zTff6Pj4WOVy2WoR/Hn9bQD6qnMnvXofY9dYf4qyyULCYJ6cnFgRKawxc8vzwU5mMhnbl97pYy8I4gms8CW0yB2Px8aY+mdD3ktDA/xNsVg0cms2i3Ydxk/St2ycH3RF4nzE43EjOBKJhNm4f/mXf9HR0ZHZnpOTE7XbbZOaUFiKnyGL6aVovBuZsCdPnhiAOTw81NLSktlQWoYfHBzo/v37KhQKWlxcNH8Ki40UCGDlZWfXyWL4+fIsrF8Dn4HynXQ8CeLl1MfHxzo+PrZ6Pi6vjUQiWl1dte+jno0MYzQatcCOGiD8TbVanarx2N/f18XFhbLZrO1x5rLRaCiRSEjSVEDt5VSze+Q6PvdfO7OefSfDiBoENn00GhmW85IyX2sxGo1MEQA55SV4kiwbwbyxHkilfFdDfhaJ2u7urgWIkgyzYN9Yb0/mzTYsuOqYbTzDYA/6mkHwgu+C6YODYDCox48f62//9m/VbDbNB52enlpm1nceDYUm10j4ucLOgVeQLeL3wTBgXRQxqFVCoZDy+bxhKxQJBI2BwKTTnW8h/LvGlQKNV0WEXkJAse3R0ZEx89Vq1dhmAhFSXxTyMNnUKMBO4fj4HcAHYAjZwng8troN+oYj4aKDjSQrLi8UCnr//fd1+/ZtDYeXXSE2Nzf18OFD2+g4+lkd+JseLBadV4hgfaajXq9bCnEwGBhokSZMAMEKmwXGi0OOLAB5AYWRkqyWBWMJ28jnkw6Ox+N6+PChsd8Ui+PMvS7eM1TXmbfftu8weBwspEwEGoBhAl9foB2Lxaa60UiTfewlHswHDoo96BltjP/R0ZFJ9g4PD62mw7e8TSaT+vDDD3Xnzh2NRiPrUIJcwe+7V73/VQbr4AERzAbsN/evcD6RPjUaDWuh3G631W63rfkARs0H5L6vOuCDnyOYkSZ94znv7XbbZC+s3WAwsP0YCoVMnsbaDQYDZTIZM7DsUx9Q4RTndbyzQYa3BcxhOp1WPp+3dtyw8gR31WrVgP9wONTLly/V7XZ1cnJi30NmbGFhwVhnn308Pz/X4uKiFQcyv8PhULu7uzo7OzOgTdeqfD6v+/fva2VlxeRsq6urisfj2traUjgcNkkX8lbPIr6JYGOWlJImQQbEADYKO0WW+eLiwv4ewgn7eHFxYc+K3E+aSNq8FpvvIVhhzy0uLiqdTkua3E1EAAtoTKVSGgwu7/D4/PPPzbGXSiW7D8W35J1l4+e1d8z/LImHXTg7O9Pe3p5+9atf6ZNPPjH/1e/3rTUtUkcuTENigZzz4ODAsgzsVZ+Fxb7R/APdN4EeZEqv17MgeGNjQ7du3bImIWSHYrGYKRCYL9bOS5Rna9PmGa+ym8wpftPr/geDgY6OjvSb3/zGasII7MEPBFqAbQINiL5arWbdlninQCCgbDZr38/eDAaDVkeQz+fNRlarVZNHpVIpa3Pts3FI9lBeAHBn3/W68/eqz/D7EVyG5BFVCdiOvcQVA+AyCBLWiEY17G/Ov5ffoergUj4yaMwJvgo/gpyNdeC7OTs+E8n7QBjNElVXmTP/jw8asD8+u+/JSsj4Tqdj5/XJkyc2X3R5JOvqGyoQ2C4tLZmyhXeC8CUYa7VaU3PNc3L2KAx//PixFfWfnJxYoAxWWF1d1fr6ul0d4e3064zXDjRmH5TF9PUVx8fHevbsmSqVijlb360GRxqPx00HD2MMYFlcXFQikTAWiVQRLybJDilAmsUiOq5Wq7ZZ0ZUjvcAZlctlLSwsaDweq1Kp2EF/8OCBad8ASa9ynFcZbHA29qvkUnw+BVZLS0t2OY2XSUmX3Ql89oBivXQ6PSX/osMARZVIeQCfi4uLxtDBrHtJSjh8eckaOj503nfu3NGDBw/05ZdfWoYDOQbAgL2C47/O3PFZnlEm0EIa9/TpU8v6wDSRrpUuZQGZTMYAGQW77DtqXADW7A3f4nBpacnmhUDHFyc/e/ZM4/HYirlGo5Gleslg1Go1ZTIZdTodY27D4bCWl5cta+cZ7XnnjWfi9wFS1WpVzWZTh4eHqlQqxm5kMhnrbrS/vz/V9Ym1Z88wD54J9wCSuRkOh8acBoPBKXmkZ8hgWqlPKBaLpinl8kRfB0bQ4bMpvn//ddl5D1qGw6FlwthvyWTSah1arZbZMgqWB4OBDg8PdXBwYLZlNis2GAysLTV90T3zhA2SZIEEgRXtWLkNmwYcBL23bt2yy7Pa7bZ1UVtYWLD2nLS3hlQAEF2XlX+VQ2Me+XtsKgCBM1ypVHR8fDylp0YigAP2a0QrSPYRjD8BDECEfYH+PpVK2dn3klnONRdgcV44H9RqIIcEDMwG0PMCF/yDB6eBwGWt4ldffaV//Md/tKzt5uamFXByX8bR0ZHq9brK5bJlKIrFoskoeC6kxABsAlHkMLVazTLqSIup96M+plwu2zpB8PluhNhBn/0DBFH/xZ/7APe62Y3Z7Bx2HDsLGXpwcKAnT56oWq1qdXXVLqnFf1CDyL6KRqMqlUrW3p0AA3kLGXZkZXw3/p5gFsXAeDzW4eGhBoOBSqWSzS+1g3SMy2azev78uS4uLvTJJ5+YDNez5bOB6TxjFoBzvjgPZB0kWQb8xYsX9rusLY1QAoGAZW8hiL2Cgn0TCASMXQcP+ayIJ/Z8sErAhf+gzX+329XW1tZUnQZAnXf0uMQ3GrnqwNdhNz3WAehTW8H+2N/fV71eV71eV6PRMJksvjKbzRpZwLMxL6iGOMeRSETZbFbtdnvqnirIGLAE9pG5Bbezv7kUtVqt6uXLl3YeCdAlaX9/X7VaTbdv31ahUJiq0Xyd8dqBhk/rMqle91Uul/XVV1/p6dOnJnniYePxuIED2rGORiObHElTrIHX3iNVgV2GucKR4FR4lng8bkEKP9ftdlWr1ZTL5Sy19uLFC7uULRgMmkaN4Af21LNU8zIGrwI+LCYHJxQKWete0mzpdFrn5+dmXAAXpLOoQyG6553pZy3JgjAOOiAbtglAB1MH2PGZEJ4rm80qEAjoyZMn+tnPfmbOCPDtdasY2OsaQS+BYB18cefx8bG+/PJLffHFF1b4RCaDuZFkDF8gMLlbw6c3PfOAwyBD4Q8qTCBBhiRj+Mvlsj0b31ev160DVTAY1P7+/tQ9MehNveH1hX/zDvYVZ8gb1tPTU6v3QUcdCFwW2tEsQJKtayaTUbPZnGo3ynOSXfQBAN+L1hhD7NtAci7Zp3wXTowMipfqhcNhFQoFAyjo6cm2kb1iz8x2Gnrd4eU3zAfF6dy3AJBC6uDln2Q5CA5gpthXXvJF0EEQQmCDjAV7CPPOXuVGVwJCD+6QeZDNPTs709LSklZWVoyRpQBVujyb/gZa9sw8w9s69pV/vnK5rJOTE6XTaSWTSZuvZrOp4+NjAzXUE5FV4zMgP9jLgUDA5JvMsc9mSLLPkyYMMz7DZ1T4LuyAzzDAJnMuKWCdBSjX8ROce2wYz7izs2NdsUKhkIrFon7xi1+o0WgoGo3q888/N4a0XC6r0WhobW3NCDkv0RiPxya3S6VSyuVy1sIcosbPDwRBNBpVpVLR0dGREYDUH+zu7qper+vzzz/Xw4cP9fDhQ6VSKWPrCXiokcTmzspsrwuUZ2WA2Jt+v282CwLyq6++0vPnzzUcXl6yR00YgK/b7ZpNgUEOBAJqNpvWuMF3cfQ+kJ9lfXgWpIKSrItft9s1KSOS1v/7f/+vlpeXVSgUtLKyYpmD5eVl3bp1y/zRbFD2uuzy7PA22hPJYJKf//zn6na7Wl9fVzab1enpqR4/fmzd4nzthseGZMLwdTDkkJmBQMDu6pJkayXJCBHfEp1MGjYSu9jpdOzesHw+r6OjI52enlqHL7Jq/h3Zh/j1eWqDfM2PV3Ow3tTk7e7uWt0FtT40JoLMpnkP7+YzTBAtnGXwKoQX78G6SZM6ETAzvhJivtVq2bpD+mAPaW0/GAxUKBRULBaNSPZn7Cq27kqBBpsIsI+D5AA+efLEGCoemAOM/h0HCnCGsWcS/QaggBKHT8qGi6l8dOYLf3ymhe+EMYX9fPnypZrNptU30F2EQi9uyfbM8rxsy6wkgVQ8n89/c9HNcDg0yQUDVpTDC/O5sbFh9SZkLM7Ozmwjkc3w6cZUKmUOB1aLuet0OsbstFotVSoVNRoNC4CGw6H+4R/+QQsLC6pUKpJkDgnHQvcJgMt12GU/Z4A2ip8ikYg5OF/IiQQCwM/eQKPI3vD7zmeYSI0zH9QR0TyAdcNYLiwsWHBLC1O+l2ItDAl/FwgEtLy8bF2WeFeeBZnJvHPnO1x54E/7UH9/CpmMRqNhLR45Wz574JsBUNSHg/cMEvuU2gIfrHvmEvkW7440iIBtdXXVwDNadIIbmC6CEyRqPrCdF/CRbeEzR6NJy21aKMKS+wwlmQKCuPF4bM4DVhPnIsmYUM4l88y+ItvB+mPLAMG+pgsbc3Jyos8//1ztdtvWcnl52TS2W1tbNo9ra2smc8WZ872eBLrKmE2n86yRSMQc3MHBgWVKh8OhteP1+5U1lDRVm+ELuMn4Au68Q+YZAEwEp9LlxX3YUKRVksxfQE4AuCVZkS7ZUlrEIumYzWrMMwBO2H0CvtPTU2WzWa2vr+vg4MD85O7ursrlsskZ/LzBnNNUgHdir/nMJDWMnEfsEAw09WwnJydqNBp2qSm+sd1uW9Hu8+fPdXh4qFu3bun58+eq1+s6OTnRysqK/vN//s+6ffu2yTkAqDy7z6hddcwGGuwJ1gJ7xR0zL1++NJtH5o/P6Xa7SiQSloVptVqWFSETCVmCJBDbRcYE/4LkMZfLfQuvYFcajYaePHlifuvw8NAyBqFQSJlMRpubm/bz0oTpfxOklAeorCkgul6vW5D7L//yLwaSE4mEEWTS5d5F4oXun2wvds9L4yFwfPc8T1rx3dIE+0iaYuLBol55cHJyovF4UleKVHppacmIHo8leP959h02xpOUnrQMBAJTzQCw1WTEwM9kjnxQG4/Hpwgnn+1kvmhjzX6CfCWbAs5kfXhvCC6vWKDjIYETF/yB51HYEOB4jPA6Y64L+3jAQCBgxpcaAqJXNi8gnwNLkMImI+0Ti8Wmil4wcvwcESIgkQORzWYVj8dNN+idND/rmWkCCTZGJBKxy8Rwis1m00CCNF18PO/wTgCjymHxAJBLk05OTqyQD5kQ6Vc2ZTqdViaTsUuHMH7D4dDkZz5NjcMfjS5vTycixlEy/8is/GaTLg8L3Uf+9//+34pEIiqVSpJkbe42Njb0/vvvm/H1usrrDrINrMXJyclU+2QPajBGSC8AeBg75tVfskTnj8FgYEFYIBCw7AR7NxAIWGaMNWWNOBOzAU+lUjFpGUw9Lew4K+xfsnfXCXABUR6k1ut162OO4/UNGDD2BDnUA+DcuCCJQBxQx++TaWMP4oSREPA5sPgEtNgUDG00GjXgAlOYz+e1srJiBhiHTSbOF7t5Nmie4QMI6TLbQjtVGiYMBgNls1mFw5ets+nYtbe3Z9JRggwcgM/yUn9BoIfUjTnzGUocBhlh1g0bx7sDrnZ2dnR6eqpcLmfFkqVSyZwDEgPpMqimXgMJIc9xnbnjM3hO9jHAGZYZCRcyLjIrPhPE/QQMfy6ozUM6hm/AxsFks5YEzJIsWAP44swBjYBous81Gg3VajWTj5ZKJZsz5A++tueqA5/APOL0G42G6vW6MpmMBbGxWMw6OPrOb74DEj7BAy4PPugO5OWBkAmsH/YfH4HcNp1Om73CLvO8P//5z/Xzn//cfp4zXqlUtLW1ZecaP8+zk7WbZ/gMGsSHr7nD3pDNZXS7Xcu2eWaaOUFFwJ4i0CUIpcsSBJ50CYy5IwelBPuec724uKiNjQ3VajWrT9vZ2dHy8rI1JgB4h8Nha0xw69atqRoOn62eR/7D3L0qGwK5BqnnO+oVCgW7RBnWnH9OT0+tGQo+k3OFzwuFJi1vCX59fQ97CbKQ9WF/wr4D1JmTf/mXf9HGxoZhjvF4bI0mpEl2EztM9oGAaZ6540xBcGDnlpaWtLi4qOXlZcMA2ClAPd/rZevMCwXvELd8XywWUzweN7+5uLho9+h4CalvIMGfQ6L50oBOp2PnvFqtGjFIwAFuiUaj2tzcNLUBQdPrjNeeXRzhbGpsb2/PwMqdO3e0t7dnN+GmUiljjWEiASYseDgcnirk6fV6lg7CCOBkiFwBLqTJ8/m8OQU2N7Kj4+NjewY2K0zhycmJ8vm8SqWSOW+0+9VqVcVi0Rb/VanK1x2z4IfNORpdtoOjQxR/f3Jy8i0HzEYm3UiAVSqVrD1oIpGwCDgajapcLuvw8NAM0Gh02bI1m81aVwsPajBaBG2wBTAMGDbPgu3u7urzzz9XMplUPp+36Ns77usEGX7O2R9cdgbof+utt7S/v69KpWJSPVLTvmjJM5scUg4nBxyg1+/3rUAQJ0yxJHsZoMnfw1zRIYQ9DQAmU0VxVS6Xs+CZ+hoCDzTW884dDhHpYbfbtT3lgQjzxFqxfr5lqyTLYsC6e3mdz3ByTgC9PIs0YYCYP4Id5IC9Xs+YVjJ8kqZYnkQioUqlYk0IAP9IqMgaAYLmGT4L5FnvRCJhTsTL75hbakww8swP+xRQ56UYkDPsb74TO0ZXGphRMmPMJUG1T4uzJjg+z9wBqqVLKQZOhLam2F7IhasOHwTwvZ5V82CezBppe36X5gmSpgIoAnovgbi4mNxS74vpYROZK/YXQQZdp/A/FxcXWlxcNCkpGn3mPhS6bAXZ6/WsNfPi4uLUzdw47+sM5gj7BAMPWeY7wdGUgLmGSMnn85ahB0SSnfQADmkdth1yA/uPXeCeJureqE8h0MXGQZYhj0mn01Mt5AGVZJ5ZJ0DUdQAfn+XZeWwUaz8YDEx+RjtRiCBANPhCkt2HQ+tlahnxsdhmgg4y/DC+x8fH1jGPjIgkq4dcWVnRrVu37AJZ5D6S7JnxQbQhfe+996YKhKlb8KB13uGxCXgKn9Dr9YxhR7YKNiHARS1CjQG+jDPhicBQKGSNQMCCnHOyD5lMRicnJ/aZKFmkScAArgMfcfcXdW5kT2jhTpZK0hSZOA+2A4+BS7HDrVbLapHJrhwcHJhUD9IPzBGJRKzmj3nAL0DmQWCSjfREIYCfgJqM3Hh82UiA5+OcQ9RyHx0EOjYxFApZMIHEFltUrVa1vLysXq9n/vh1xmvvTJwqESdt3DB8MBEEEZKm0mV0R8ERswnRqONoOJCRSEQrKytmpCQZQ4IDo3NVOBy2Vn9E4AsLC9rf3zcmUro84BTHUagUCl12dTo6OtLh4aGWl5enFoL0MozNPMNr6DiYfMf+/r4FS9Fo1BaPFDagFVbFt5nl8FDYx/rAyBENA8I4FBiQbvfy7hECFdaFojXYZO/8cap8J86l3+9rdXXV0qXFYtEcJntn3rnDkZ6dnVkQRuqR/QULAHsmyepQyGThEAaDga0rBh3nF41GSX/sXwABAABJREFUtbKyYulC3pU6GUkmVVhYWDBg4tP1u7u7FjyyZwuFgrF6ONlYLKa9vT3bk76ThpeJzbPvcDxc2sNaS5MaGnqNA0YBwxh736aQwR7i5/hvnhm2iqCe34d4IFDFWWJY2ZeAY5wIrScJXOnAxLzj4Ni/OBIvmbvq8Oy3Z809S9/tdrW3tyfpUoqzv7+vw8NDY7K8HAfSRLp0kOxR1pXgxctGCRx820KAhJfvAQzJqOFMCTogZCqVinUd8gE3gJmiRUm2hvMMT1QA2iCXJFmdHBJDfADvgDYYeRf7mPNJhy+CMcgRn6khUGe+kfMBcrDF0sRHYTulSc0VZwLZL4X9tDjFTmJ7sSW+cPYqg4v1aIoCkOh0OhYIehkeF4KyVkjM8KXME+TaaDQyIOv343A4tM9hrQgyZuc6FAoZePGyNOYOEE7WeDwe6969e/r444/tJmwvYZVk2UyyWfMMABQkAWefd+h0Onr27Jm+/vprC6LC4bBKpdIUYPas9Hg8tkJlgDatRz2hEovF7JJNTwCgbYdU4W4d7MHu7q5KpZLeeust5XI5ay9Oge/p6elUJ6rHjx+r0WgY+UBGl6zHvMMHt17GxjyRsaC5yuLiotVrogaQZDhtPB5PAXiIJM4mWQT2G+CZPYqigjmXZLUe/jJivt/jC844BMrOzo41vKFFOp/l5XHzSEU5n/iDWq1mZEQmkzEMWalUdHBwYHJ45OzMt1fYeB9MppT5Zc7wjdgo/7v4c+Yb7DceX3at83fA4HvBKMwZ3ytdYh3w53A4tIs9Y7GY7ty5M5Vp/tfGlQINafqWVS4zevHihQ4ODuzvWXxpUhiTyWTMAVerVZNaeWfrN7yXROBsubyGSn2f+sIh+ctvMMpElxx8z7z2+31VKhV99tlnarfbunv3rjY2NgwQLC0tWUp03kADp+ZTu/1+X8fHx2o0Gtrc3DQmlvembsIDbR+NAiBmu3fBRvpOXJLMefMsGEscNUwXmxP2AGeLc4MNJSWPIej3+6pWq1pZWbG/Zz9wCOYZGBFARzwet6K6vb09uxANth5HAdMIkDo4OLB9h3P0B4jfIYhj343H46lbs5krb9z9cyEPxBhyX0GhULA19Hcq/OY3v1Gv19PDhw91+/btqTay7Ot55o7zh9P0XWc4n0gX+TnACeCQ9QdsSJOOIOPxeCrQ5ecIyj24gzX059FLsny2z2uqYdbYm7VazZpJJBIJaxMZDAbtjMJucUbmGZw5HC1BAMXyBG/ffPONAbDz83MjOQiacGLsYUCeB7oEXuwrAFin0zFtvCRLlcNiclaxxzB7AHdpYq8qlYrq9bp1QJOkYrFo7B92FCeEpnneuePZPNPGc5GlwS5xtpFk+IwM54saIl8/gO32MhJAEYEY68IZQJJFRxf2oGfAvQNnTch8QPoAgjjr7DkvU5pnkHE5Pz+3i1khnyAoyFggnyBIwn4Nh5f3f4xGly23Y7GY+YilpSVjkQEUHuyxn2D3WTfvvzizaPE9sUiwCMHTbrf1zTff2F0ckGmFQmGKJZcmdwRgd+YdPsvKCAQuG11UKhUjIPz5Adx5GRXvubKyYtLkJ0+e6MWLFxYgSZryJRcXF4rH49bMgswI7XK5ywTyBBu3ubmpd955RycnJ1YDcXBwMNVgg6LxnZ0dwzfj8XgK3M9LrDCwv/gL7kGjRTYSRb93fEYKP5pMJo2oQrVRr9etJk2SycnIHmI3CExoU8//j0aTW92RfaNM8c0gCHAkGYEIMIZ09JiG559n7rAlnBUuwKQb4fHxsakjCKbJQKDKYc69LAzc5muv/F4gQAAre/kYfh0MwXOynr4LK7W6nlDxREMsFrOglrNfLpeVzWZNxvy648oZDQBfJpMxJwy44L99pJZOp5VKpQwcrq6uGsDz6X0GxgYAKMnS2vF4XIVCwRyxBxg4F3SYJycnJhNIpVJ2qAGJtCoEWKGxfvz4sTY3N3Xv3j3l83lr7ccFWPMMLx3h4HU6HT158kQ7OzuSLpm+vb09HR8fm0OmnWwqlTJmC0eAcaQjFIw9G7/f75skAfadCwuTyaT150cOwiDy5Z4N2Akva+Aw42AwBsfHx/rjP/5j05Lj0GB+5hmzDEgymdTZ2ZnK5bLtOw48YAC2gqAtHA5rdXXVCukJIDiYAElYAJj2brdrGaRisWgMBcwe7AHz1mw2DRBg2HynILJMGJxg8PKyv263q2fPnunOnTt67733LKsGcJnHCJJd8fVLZBN9howzLU1AIkYQp82Z8c6ZzCPSFMAzP4MdoJUje8B3rOI7mXPPROKsYI1wqkgSKpWKQqGQjo6O7DsxfAQf8wa30uTGX/YHbWIBJOVy2VpRerkN9ofsiiRLq0sT8M+c4YB8FgtQDTAmm4GzwUlT08Aa4GTYM5xrMjLh8OVFjFwcyfPikAHp6+vr16pv8UEPLbbpbATIw/kCNmHeAAbUESERgLVjP/kaLBw29p935Vn4XN6VwIx1hqgBOPF77HneB4Y7m81a5oV1oP1tKBSaW3aGnwSkwLySue92u9Y1rN+ftFXFD9K5yLc/9oEDmWf2Bs1WADfsTYJ73wKYjDHyRC9Bw5alUilr0x2NRrW6uqpCoaAXL16oXC7rH//xH/XFF1+oWCzq7t27FhAg14Qtn3ffwdyyXtLkUjgCAvYafg6fys/4GpF8Pq+1tTWtr68bMIvFYnrx4oUFd2Rt2Kf8OWSDr+8rFApaXl42GRAEKAoMMInHL9i1YrGoYrGop0+fTtXcwMr7eryrDt81iv2LPcb/l0olwxlgCuaUucbus498IwzOG+eIIBks4UkG/Cyf57Pc0kQ1w96BVALngI0uLi5069YtFYtFww/IKz124F3nGeAhFBCocGjdfXBwMHXmmGtfK4HNgxyHvOp2Jy2mA4GASe4gXHzmiWCLIFGa3BPU7XatoQHvye/j21lrsujICzc3N21tpUuy//79+1pfXzc56+uMKwUadOoIhy8vAnn+/Ll+9atfWWqPFCxABcMHOzYcDq3g1BtwnyKH6WdDIJvgM/lZNH5+oXHYdAhhETkURG+Aw2QyaQ7Qp5ZIca6srGhjY+NbfZ6vOmYLIvmznZ0dffHFF9arvVKpaGFhQcvLy+Z0cBgLCwva29ubSpf5bIX//NmM0tLSkpaWlux2TZ8mh/1lPbyxJGuE3rdUKhlTg36QgOji4rI7SbFYlCQz5t5JzzPYd2QIzs/P9fjxY/3yl780QMchBJDxjABPng2dI2AW48e+gwFENwqQ80EFgJLBHOJ00KbysxiRi4sLJZNJjUYja+2JAaaFMBKnu3fvmpzqKr2q/UAb62shyAYCljF2s78HM0eA55ku1pRshQcGfJ7X4XJmAHGkaHFg3HzqpVd8pu/4xPxR+HZxcXkTNvPHPqTehb0+z4DhJqNEloH6Gl/AyRxg7NlfnEXOqv9sGDYAodfJIw9gLTwg9nIgX4DMv5HG+U5U2GUcAmcmkUhYsTjZVEk2x9cJ0giSeSbIFQJCJEIE54A1yChfU0d2EZsPECKg8NkOgjsACHOE7ceW+iCXOWPNsXn4EjrOMafcgHxwcKBUKqWHDx9apoD7E+Zl5QFddKKrVCra39+3O1EgWrArAD72DF2AePdOp6NGozHFiqMG4JwzIAF4d84eCgEuYaOZRKVSUblcthpK9g2/h8wsFotpe3tbxWJRtVpNjx8/1q9//Wv9/Oc/VzQaNd+0tLSkd955R7dv39bDhw+vPHeAOOwUQToXfoZCIR0cHNit38ybB9UwzRCp1DLiAwgUvvnmG+tq5BUe2HyYY2ygJGPgmVu68gHuJGlzc1PJZFKffvqpAWXOJcEd1wesra0pmUxa9yeA4jzDYyqehf9Hqop/hKjzEh7stmfu2WP+zIG/wHSQe2AvXyMKOPfZOoAtIJxn5cz5+fLSuUAgYNmi5eXlKWKCmoR57B22n3VF/RIOh7W7u2uECQoR7DDv57M5YAfe0eOveDxuc8PFmV5+DIHKXLIXvISS78pmsybNYu58Vhvyn5+lu97h4aFlPlEi+Wzn7xqvHWjA1JGC393d1WeffabHjx8bk+zBK+0o6TXuo1QcBw5CujT0SEoofKOYL5FITMkYMATeOEqy7iRE+IBxL78iVQ44ZSFpdYdk6vHjx3rx4oW+973vWf3HvHICnJ13QqHQZT90NJgYP6Js6h98yi2ZTFobVw8O2GCLi4vmFAGoOAACl2AwaNkZIm8ALiwdciScFyxeJpMxEI4hoIsHB4fP4/ZP1nnetC7gGCZ2f39fv/rVr/TVV1/ZOhJUkMngNlwK5ZAkcKAAPNIlmK3X68YiMIfsXV//Amvh63XIehBAc3ka+w9jyYVQMNBokun0IF2m2L/88kvt7Ozoe9/7niRpbW1tLv2tl5ZQS0WXGTI9GCcMDLIBsmM+08XZw7HAxpydnRmI80WlGDcyiV5qxvwRsAASAU6+jgNbASgkswerQwFvvV634lyM5bx7zqemeR8cE8VxyMdg7f2eQrcKYwTg91k0L4OkTsrvV76POeK8Qj7wed62cNZgOwGnZCcprOx0Ovrmm2+0sLCgR48e2Tpxm3i32507wPX2i/knkAR4ETjyrthkbDVnDQcMUAQ0SNNtdH0GheCDIBNG0DeH4OfZZ/gQnwGRJsWxgHoyp/zTaDT07rvvmq3wNTTz7juC+lDo8m6qJ0+e2OV4OH3OHyQCNTmDwcCAIPI+ss3sH7KZkowEhOn1YGNxcVGZTMayiJlMxmwrdwFhD5AYk1GncHk0GimTySiXyxmQpKi8Xq8rm81aMEKmcjQa6Wc/+9lc+441IxPZaDTM9x8dHWlvb08HBweq1Wq2T5A4UkDPGUPN4AkhlBClUsnuycF+EmhUq1Wz52SBkHyfn59bIEcwj5SFQHt9fV39fl97e3vWDQ65FdI47EI+n9fGxob5n3mJUGwtgQGKidFopFqtpmq1qn6/b4X0BHHgBmRmnFHsETUtBFNIjNlTBL/YCQIF8ALKGPw6ABdby/dAZBB8IB0KhULWIpjn++CDD/Tee+9NySOvApj94J14bz6vUqnYuWU/QpJib5AdY5/ppEh2DHkadaBe5o2awEv2wDi+Vok5XFxctGwsRI7Hop4MCwQChp+4xJe56vV6evnypR4/fmwdS193vLZFJFDY3d3V8+fPdXJyor29PbXbbTug/MNmI/IixUwqEXDv0+wMz6LC1GGAKW6km0Y0GrUAgMPHIuJoWAjPAEWjUbvEhSwNBhyAhiHd2Ngwucy8jAGLz7syP++//77K5bL+5m/+xgzN0tKSFQohTYG1X1hYMIYGIEXKzfdrBuAnk0kzlnTmwrjX63X7jl6vp2azae+JDMm3y4MFIFomYoY1H41GOjk50f/4H/9Dv/71r/Xo0SP9x//4H6d+b55Bi729vT09e/ZMJycnOjw81Pn5uc0XzxoMBu1wcuhxhGdnZ3Z4YFDZb965S5PuZuw7gg1foErRPmDeZ+5IMfOz7CUYM9bJFwD7lDUtE33x3FUH4I4MHQE8LAlryvcCMpgDL2Xyek+MJn9GoMXPstc5Z4AhnxEEaAKKmHOMNbINbyixPwBlz34hZUqn01YjhEOcZxB04bx4N7TzgN9MJmP2Bcmizwhgr2YZdmlyJ4a3PQR+o9FoqmgPxw4BQ+DNfveSIFguD54jkYjdkeA7idXrdR0fHyudTmt7e9sC6729PWsnfNWBvcc2IVFg30MmQT6xTt62EmxyhnwghY1mXqk9wqEjNQJIIkVifjxTCnhE6gNxxbmEaSWj5YvrqVE4OTkxUo3fuQ6zjJ/gDBwdHalcLlsw4OVi+ECAAaAJsoj7j7y0AjCCn8aWMb+02eQz/ZwDVlZWVizoIIDo9/vWCIRb1WGS9/f3FQgEDLggl4MASyaTKpVK2tjYuJLu2w9knt7m7uzsWOe6X//616pWq0ae4L9arZYVC4M7II3IjuGPpUtt++bmpmV2fCcg5tvr5MExAG6KwyGcIOsIxGkfvLy8rIODgykdPjYZQO6z0QT38wyfrR6NRtY1DEL35OTE/DzzgH8kePekCoPn5HeQv9OEhH2IfQA4++5cPAMXZnp74LMDyOC86mA8vqyrA0dRoO0DFPbDbGb/dQafg5oBSdyzZ890dHSkdDpttU/UVEkTBQp71vtF/h7cxP7xzwuZDPERDAbtfPtsNJiEDLOvZUZVhIzNt3LmAtPhcGgdp8AIq6urevTo0VQTitcZr+2J0Z8/ffp0KkWWy+Wm0jAXFxfmROr1uhk55A1eD0o60rcu85PCDdYYgFarpXQ6bZOHxGAwGExpTPv9vklRfBToARuTSmqcBfI3JIbDYWtX6rMEVx2eSffPEY/HdffuXX366afWvhLgJGnKWC0uLtoFVwAyPpNNQ5ocFpZiIjY4hggQ69l3iq/Y2L4LBCARLSlgi+5VsAi9Xk+/+tWvdHZ2pmw2q06nM+Ww5hmNRkMnJyd6+vSpGSDkZRxGgAkpXDqhUQAFmOZ5YZqazaYV6nEIYRD4GfYK+xVpA8GI10n3ej27e8QXw+IkWq3WVKcnzzagoUQbuby8bJ2x5gk0WF903qlUyuaPokdAFQG6pCljhhPAGM8GCzgZ9htBA0GGrz2QJnppSca+ErB4uQmgvtlsmgbZZ6Z8WrxSqejs7MzY+JWVFQPZ8zJ8OF3YJUnGpNXrdfX7fZVKJS0uLuro6MiKJimsj0QiJksCjCCLYa9hC8PhsNLp9NR+AZCR4mb+KZKERQRsQ5Zgf8kOYBs4u8iUFhYub1v/9NNPValU9MMf/lCnp6eWoifgefvtt+eeO5894NnIAnHOeGfkENLkQjnOCHsBSYuXaBCMeBCELIP/Pzk5sQtMCQDYd/ga39GL9caJ45uQCtLEhPN5fn6uer1uBc7+Xa46CBh5Nmwqnaiw941Gw5h1wClgFtYRNvz09NQAuJcq47MJvgBs0uT8whpj7yRZAEG7a+qWfE0CcjR/B5SXfkEGkWWn09/W1tbcNRqsH6CoWq1qd3dXn376qd2bkU6nbY08cQLAZj9IskYtXFCI/ZEubcHm5qb29/cVDAbtwkICMa93Z86QiSK/IzDkNnd/Ed5gMNDx8fEUWcX59Yz4+vq62SFkfvMMCCf8DEoHTwSxZzjbvBMDcgFZmAfRXl6ML/RKFp85JguH3UJmzHz5gNLbGuRUnD+PC+j0de/ePStq9+B8XumU72R5cHBgBKivF0SG7FUg2CJIGAgDbxsJPPE7niCRJmQodol9zO/hb8DKSMcvLi7szwiCvAwqGo1aBy7O/2AwMKXQbID7urjutQMNZAnc+ijJHLpnwTE4sIE4HApTiYTZcEh0cJAceNL5+XxekixaZYJZGNgmUpBseH+Bk9fk45h7vZ7dtYGR8pfT9ft9FYtFFQoFC5zmlWL4NL83VhiO7e1tHR8fTwFBn/3AOdABghQijAxzwaZFpwvY8xuxVqsZWGs2m6pWq8aWEuBQAI9cim41gAU+n+Ck0WgYMIVlTqVS6nQ6JhPy2ZGrDLSZyEq8XhMpDdE3+44CPDoncJsz6zCrfQSweZDChXy8L44aJ8W6nJ6e2rMSuDGPPvODQxqPxyoWiwYCx+PLmiKCoEgkYvvOM43zzBvA1werrJPPYuCkAL8YNnSvvqieQISaAS99QdaD7JEAbzaI8Exft9vV6empZaBgetj7GFofoPPnBJJkUunp7SVf8wyYQ/8cPlDg/XkXBk0jmDeYbn82yG7wmewB//fpdNpANEQAjhiQl0ql7MwCWNDoE1gATEmVc2YBUzs7O3YnCWQIwafvrHOV4etaYNW5edmDlPF4bMEGZ5MsHOvJZ83K7NifOFqv5YaVJ6MEU0cbWknGDkrT7W2lifTGB9KSpmq3kL7QndB3/vEg9qqDM+H3O2cTMg0wS3DQ6XSscJxzdHh4aOuPH8UPElCwV/F9/rnx9ZBWkUjEZNM8H5+NXWQdIKPw0QQaodBlITaSR1+vcH5+rs8//1yFQmFusOyZaSSdzWbTbAQZFToP0VYectFr/gkw2FPLy8uKx+O2h9kzuVxOqVRKjUZDBwcHajabGg6HNn+8H2vLPLGfeEbwVKvVUr1eV7VaNQIDvMRAvZBOp3V0dKS33npL2Wx2bkLKD4LYer1uCpLBYKBUKmXqB088seacseFwaIESoBkfiG0h8PAZc5+d9GoD/C5ZIn9Gfdcy9hVqGXCKVxmMRiOTw/lmJnzePNnvg4ODqUYLHlcg4fUSXElTXah4N54Bognbl8lkpuTx/Dz+BVsKHuNMEWhgO3geb3exNZJMfQRW4XORuFGju7i4qGazqXq9rlwuZ8/9OuO1Z5eL3rLZrCRZqkqatAXEaXjJlO+QIMlYGjYHaXQkUThH2uH6FG2lUjHAz4J4zTLPgeHwN2rzXNK0o+H5yXDADsLk8F2+VexVh9fJAvp7vZ4eP36sJ0+emJyAII13BEzRKg7H4B0vG4aAgigWJoA6l1kpAky+JAsE2azo7yh89FIiHBUHxgdDMBArKytaWVkxQzJvJki6ZMLS6bS1++X7CRowGLDyGD8MPYaGfcWzc0BDoZDpPweDgV2ESKqVSx/Zz6wBhbw4/4WFBWM+AWnMu3eezBv7j6wbRt13ccIgzCPF8DJAZEqcV/aPNAkqg8GgZfWQ0MFiIUGBlaFOiLng53z3EkkG/HjfWYAO2w+YHo1GthY8J1IfLyHjTPpOTrD/GGOIiXkGDJcP6AF9MEGcaQgT9gCOheAiHL6848eDBhwK9ojaBIJgHKkPzn1hqQctvnCaAIOAGOBAO2Bu5eUZCDyePHlitmB9fd3s5TyDdRqNLtuYf/bZZyaP8TdbZ7NZ67TjO/NgI3FsBKNkqX3g7XXIkux7FhcXTdLjtcuSbE2YK7///fNLMmka+4EAMRAIqFgs6tatW8ZAoqsGXM07d56FxTawVxKJhD0LNp8/4+fa7bbV1pEdxTdDCGDn6OCFb+v3+5ZBJKNLFgcgdXJyImkiaZVkl40BbAhykH9R/9jpdKx2D98KKIxEInr+/PncmW/OBPPvVRfeNyL9hCQBGBKEUQ9aqVTU7/e1trZmch/wSafTsRuUycBQAD4ajexusFwuZ1Kpfr+vk5MTI5QkmYyHfV6v15VIJOwiRV8zAzHhCa5f/OIXCoVC+rM/+zNby3mGB6+VSkWHh4eSZFgIqTl3iEBygD84I+wvaZIZZw0AwWQmwATgHC+hpUYM/CZNOmP5IIfg2pPKzJE0uVcGHEqDEPwbPwfbf9XBRYxktMrlsnVDRB3iA3h8Of8PDsFfeWxA63awoLd7EOuzgaDHhsPh0KTlzDUZDPwP/2aO2KdgSsgJGkuAnWq1mra3t6dkX79rXKkYHDYZ5oHUEU5BmuibMdIAESaY2675PIwDG5GbaX3xD8XYsFhs8larZUAG53p6eqrDw0PrEkLAwCCdz7NxkFhAJFepVMr0dslkUmtra687Vd8aRN9kcgAio9FI5XJZ5XLZUn6+/R6OE/0wYELS1CWJ/BsDz+YhTYZUQppcwEJRMDUbMABIgDAUgDzmB4kMgA6wlclkrAvGysqKIpGIPft1WgN7QEBqlcL5bDZr+84DLd/VAlBFy14OIeDR/04gELD6HjT4MFleb05qmH2IRAFtMgwJkgOCIf7cy3IwsmRi8vm82u22Xr58afdvzAOYSaFKkzoUf2EfDh/NOQA6HJ7cas78D4dDk4wwZ7AdBN8+NU5Ax7nG+fA9kqbueWFuMaS+gwsMoTSpfcF4k80i28LlSHzvvF2neB8IE/YRck7Wg0vuAAu8G/bOFx4DYH1dhq/B8SlyAlUcIDbOp84BIOwl9M2sG2vOmiIvyufz5tCWl5et3qTfn3RdW19fn3ve2B/seS6rIuDiDBAESZPAlLNBZs9nsaTpNuEE4gBICAPkouwn38XFZ4mxxfw+LcUhMaRJsacHQZJM+kOAwcVq0iQDOs/wgfVoNLKCbknW/QhbRMMBAk6Io+FwaHV51A94jbUka6AQi8Us24U/BpxBvo1GI9XrdSNDfPcwwAjgmv2INp2sOoEk+xEisV6vWwYUGVapVJpr7nzgHwhc3p9069Ytu92bM8yzkx2UZDJHL1/hxnWK/MmSQGDgX7FfSNiQ6hKsLS4uKp/P291YBwcHlhlgjy4sLJhEGFA3Hk/qOZChE+hwWa2/LPlHP/qRkcBXHT7wqVQq2t3dVTabVblcNlKJZhXMNSAd7ASBJE0yc14CCN5C5sW5Ixvrs+7YrnA4bPuUAIV9SKdTbKW/vJnsSTabtcCTQBbZGsQ5Qc88gQZ7yNt19po/G767G8/nCRAv28MG0DaaoNlncDnvSKLIToJjvJ/lWZhTsCj4jSAfX+vJHnA4WUfO9s7OjnWGe90M5GtbRHSpnc7l7azSpcFFw5jL5YxplCYacV/w56UpHDbay+L8MHrdbtcCGAw8FxdRx4AsAf07wIfnI/3EzeM8D4BxlhHl7zkQgcBlV4jz83OlUimTcV11sMg4zmq1ql/96lf6p3/6J7148WKqSIcDFovFLDUrTSJ/ol9uQWeTenAFeESOIMlSm2wonosCZ3+4ccSwKszLbFDmi2UxtPF4XMvLywbWMchs2quOpaUl3bp1S5Ks+4ok0ymn02kzJMFg0PTYOFZASy6Xs+D4/PxcyWTSAl/WhYOHU5dkrCBpUrIaPgMWCoVMJsLhJ02PQWG/wTj6gJO1waCyR1hnsjlX3XOAcAq8AH8QBv7ftGr1jKJP75IJk2SONRgMWrcvH7wRCPjbqgEYgB4Ku5FJekaG885a+5a41WrVMnAepBNoHB8fGyvD2bnqANyxd9DOY2zJxtCtDHYeI05WDZKl2Wxa9zzkft4Rc6Y4l5w/An6fFcJp4xDQ0gOeWEMcFueSn+Ms9/t9Az+STCeOdIP+6VcdgLlgMKhcLqfV1VU9fvxY9XrdbLpn+jiPOHyyKTB2zA/v46V6PhgGXFPvwn4lq0gdGutCMMRcYCeRWzKwlz4jDaPobx3mkrbrZHCRIwWDQZXLZV1cXBgIZ/281KLX6xnwx28Bkum2hU3j2SHtkLgQWCUSCWtlyuey79izsMeSbF9JkzbBHqxRq4ANSafTKhaLJt8EIFJ/EggEtLa2NndnR3wfeyufz6tarSqTyWhtbc3YXzrw4asikYjV2xBUYsdp24t05OzszLISnE/OOn5k9u4fb8/W1tY0Go30/PlzNRqNqfoH1vbo6MjWhLqWbrdrBdmSTEqHn//8889VLBb14MEDu0T5KoN5QxovyQIifzYkTZ0b6lZ9cIqv4HyyTwhiwRD8DMFavV433EbAx3lH9iNNCCrfRt6328cmUv+DvW40Gvr88891fn6ud9991y5mBp/MU1fFOtOJsFKpmD8nK8U+AVdAFnmZKHYKUoizgyrH/4Mvwib49ssQgQS5ECmeMME2MnfYHOwb5A2Zml6vZzfVc+liNBrVo0ePdPv27deWKb92oAFrWCwWrRsGNQ0sOvdmcKiRVMCqeyaXAnFS171ezy4jYcBqeXkKURegDxkDGm/foQn5Sy6XM9bYF1hjyKXpYIDDAXj57LPPLP37l3/5l1fcjpO+9gBLOnYdHBxMpU4xkDgEgjCv06OjEqk2aQII2SAAGaJZtKAAbaJk3+GBzeqdDw6WQ4hh5HB6RgegQOcafo537vV6VvdwlUGanUOyv79vAQ7SApynZ8WZV+6ukGRpdP6ONCrO2t+Myb4bjUZTxYAYOV/ozP7zwVY6nVY+nzcZBAaHz8Uh+ZQoMjfpsjvPp59+qnq9ro2NDf3kJz+58txhdAn6JE1pL2HeCDR4F5+mJtXK3vD/sOe4OZ2gF9YYtg3jBfDm2WBx+Gxp0qENwoG9g1EkGOOcIgfa39+3vvc817y1Gqw7+73Tubxc8+XLlwZy/SVzDM+gEyBgC3kH2FCf2YBVZk8xjwy+D9sJ0ABY8jmsMxlnwCdMGYCTwASbCnDa3NzU7du3p7T7Vx1eLlEsFvXw4UOFw2Ht7OwYKCHw9vUI/vdxasiDsMvYHF8jwLzTw57MHZpynLln8QCA/DdAygeU2FhfMArzGQhctu5EBra9va2NjQ0LJq+TSeN92B8+uMefwVqyJ3q9nrGZnBPvbyCDAJIEnnwXEiBsqq8tgBBgPmCm2YcATp5ZmrCo7Eva/66srGh5edlsQzAY1MHBgYbDocrl8pQc66rD21N8GDYFtptLNyuVikqlkmWtfSYMe83ZxldIsgz94eGhms2mXXrZbDYNdLM2ngD0fpC5pTYNf+Pr9SCz8CelUkmZTEb7+/vm8wHpS0tLqlQq+ru/+zvt7e3prbfemmu/SZe+lrlgDiORiBEQ7C9sP4w8LD0+0tt2ziHnBjuYSCSsgQbSI+ygB85kNHwGCL8GkGY+GN7fsR8IMg8PD3X79m3LSGJ/5vEVBNLValVPnz7V8fGxTk9PzX+2Wi0jTnq9y5b5XiLqywqwmZQMIFsC50Kegq18wxok7pFIxGRh+A/IKmnSnMHXUuEP8F1I4Agy4vG4ut2ujo6OzIZgk3x2/3eN1/YmsNaATCbKt2REw+0Zc7ISRGiwt2xqSQZsyZjAcBBEkI4mkAFIMFEU+nmNON/BgJ2gaB1dHwaBwASAASii6wjSm3kCDQ4HBpZ3p2WbpClQS6YC0Od1rzD1ZCy8xpYMBpExzC+gyDtn1gxgGAhc1nYQjEkT9oKABPaGQ8EzwJzifOr1ujH81ErMq73lkFD4Th0Da0cA4oPQcDhsBxYpEAERBpBgi+xDt9u1wnqYFy9h8ayKzw6wLj7ty7+RYnG/CxkXnlOS6Vb5M96p0Wjoq6++0sHBgQ4ODq4caPhaGgKzZDJpciPfXYe1xgEwR9LEUMPe+Bom0rnhcNjkEj74hICAtfFBFaANQ4UzYV18DQYOd3FxUWtra2o2m2o2m0YU+M5D2WzWMo9kJq460Pi3220dHx/r5cuXdoM7+x5bBusG84jjZQ68BAuWiwzfbPbIgxMAMnYT0Maf8dkE4qxXOp1WJpOxgFiatKKkLg4HBmt1cXGhra0tpVIpq1Gi2O+qwwcOBD3IRpvNpqRJMOF/3stbOUuANGwPwYYPIqnTYw4AatgcGDxsnPcJrMFwODT7S72QJ2PoREcXRGwiv8+eIwiet5AecF6r1fT8+XO1Wq0pptMXYIZCoan7esh+sl88oCFQYu+wx/C/tAoPh8PWOYezh0QDtp5zC/jxWSEAoJeuYiv9WnnpdSwWs0YoOzs7cwe4ZLAINPf29vTy5UvDJ6yxP1fcd+ED8263awEd/yZzIE3IPuYIgiCfz1sTB19X44E22abNzU2dnZ1ZVhufJU3anvtAMhaL6datW8pms9rb27N2uF56hd2dd+6wZ0tLSyqVStYllOAeTMS9IhCYSN5nC9fxiWQ4vSyHwA0pGq2C+ft+v29YAlvoiQYCG2wY55rgA+yGLAhSFn+8tbWlpaUlVavVKWL2qoM9ToYTMoA9T1BGMM854B18oEQm1Ne24Ge99NNnrv09dcjq2EM+q8Ye9PJbL/MlYIVohVTH3yCDD4VCWllZUTAY1NOnT7W5ufnaKp/XPtXIkjhg0ejltfS+VsPrzZB8+KgJ0I6xgpnksGIoAUPc1D0YDEwik8vlNBwOlUwmzWn6DY6R96ygB/cAQwq6+N3xeGy90InuJE1F4/OkJaVJ4NPtdrWzs2NzQJqfCJYDxu/QzpZDx0GEBcBA4fAAHr4mwjN4OBw6JaDrAwzBcBMUAQgAqz5jhPOBxYPFZ/3YtDD982ggpcuDUK/XrU3lwsKCVlZWTL7E8wDyKJokWDg/PzeDxtx65xeJROzyHGoXiPzROweDQWufSkEVIIR58Hp7AjqMVyqVsoDr9PTUUsQYYxwFLBrAAec+r/a237+86Only5eWAWCPQwz4vU9Givdjnni2WR2ul38RfPq0OF0zfJBBUM/59ACaoINnZW8i04KZx2YAVPj7tbU1k0vNm81gz52dnalcLuvFixfa2dmxzh1eMsHzBwITjT/BvWeXkQj54FiSzQVZwG63a8y5L9KDsWdepEm3JF9fBOhgbWHQ+F7Wjv70BMu5XE7r6+uKRCLGaM9TFyRNnO9oNLLb0wFdAGkyagQNsOwACewdtsTLlji37BmCjFAoZP7F16rBZuJvIFzYi5599tk67BV/ByjgTITDYZVKJZVKJdOCezA1zwCQlcvlqZt4WVP2vWd18XeBQMAyU5xZfob558IuyJSFhQXlcjmNx5PuecvLy1YbwtxIk7tv2EucW4Jm9jIXvPK9EBjj8djaNtOsxNfRsO/nbW+LX2w0Gvr1r3+tvb09C6C8PaOxTDqdVqPRsKJ7ZI/sv9XV1SmSAHvMGqXTaTWbTdVqNQsgOE9ka8bjsZrNptUTIvFbW1uztuNI03zAwfnDt9XrdQvQuGEdaVMsdtm9Kp/P68c//vHc+w5igvpH9rM0yRZ4FQg2xnepI9PI74PJvI+EEATbNRoNI404ZwQO+CTmhjpdL2XkuQgifEMQJIXsXXwwv8PnekniVQa2KRKJaHV11YKAarVqUn7OFdkTsrneRgDmPbnCxcDU/IDxwFjIRLG3+GOaQ/igwQdaYG0CDq+GYS9Ik3tpvF+i3X6tVtPXX3+tUqlkFwv/rvHagUar1dLJyYnK5bIdDmQBnjkkvchEcpBxtN1u1w4lETIAG/aBuzIIMtBtXlxcKJfLKZ1O6/T0VHt7e8bMM5EwO0TesLOAFFi78XislZUV69pyfHwsaaJtp9gOw5rJZFQsFl93ur41hsOhTk5OtLu7q6OjIysizWaz5kwODg7MGcOoAkQBLCw+veUx+IAb/7MEhzhPnBWF3xgKCt4wfgRvfB//jUEEYPnOTr5Dl09tcpjnOcjS5aVi5XJZR0dHdlAxamQHcAA+q0UwRbaH9p84N7qxAD4Gg4FyudxUsTwsa6/XM8aqVqvpxYsX5oDZd/1+36Q7BG0Ux7PPuVukVCpZNoiCSIAUjq3dbmswuGx9PE+gQUYBdsNL6VgTHBvFc6SCJU21GZQmTR6QpwB6Afm+iwd7gnnFUPF37FlfpApri6ORJgE6n+sdv/8+DC81MbQ5nJcdJbgmcwIZgRMDHANuIDJ88TbngLlnvX0nFM4S7875wmHB7kkTHTXOGGkFzpfv8vOHxtfXgqBfHo1G5uTX1tZ09+7dqYtPvS77KoO9gY/wWeZ+vz+VmWX92AtklF/FLs5KMAhgPSg7Pz+3+0AANOx/5gBwx35k7cjQYSM9YCGgJesWi8WsZg/JZqVSMXZxHnaUd/TBK9kRvtMHMp5c4t3oCsR8Ig2SZNIg5FPsE54Z2WalUrFnITvEz7KHYM4hBvGxrKcnzVZWVuwOH+wL7DUX6kEahkKhuYvBqW94/PixfvOb36jZbJqczteSIN2CsScgbrVaKhQKJu8jOAoELrvw+e54AGkIFi7jI5uYz+fNh5fLZcViMfOxvV5PxWJRd+7c0Wg00pMnT4xgwlcDIgOBgM7OzkyWFAqFtLq6qu3tbd2/f18LC5d3Wj1+/FgffPDBa4O+2cF+g7yh+Q2ZcM6YX0NabKfTabNbnDPOJjjEA2HsGIE73+tJZ/+PJMMpEIr4RhQ0BA2oHiAYeCZsKMD84OBAsVhM9+/flzTxM1cdnJ9cLqdQKGRt/iFMCMDIvPD/KCt8Iw5IUC9ZI5DhDGKDICDwS2RSIWcgd309i89uYJ+wIfg2SDKeB18GwQs2Alvs7e29Nvn+2p64Vqup0+lYz+anT59a2h0jfXJyYrour+ej05Q0zSazKUlxs7k4lD79xqYLhS6Lc+PxuDqdjk5OToyFrtfrxjp6DT2OHiAKS53L5ax4HObNR7pIWEKhkAVZ8wyMFnp2ZBjD4dDYeRxko9FQrVaz3tpISGCXCBpggGDfMH4wSPwuwMTr9JBksfm88/VpSD93OCPqIggUYbslWf/6fD6v7e1tVSoV6240b1r39PRUFxcXWl1dVaVS0dHRkc0Hxh4nD1vG+wC0CNaYA2/4kHUAVgHPOHRvhHK5nGnauREYhwyLh77UG0qAIcaCzmq+DbPXY9KaM5lM6uDgQHt7e1eeNx9I0DjA//lsxoZgief1zg0GxEsnGUjmADecbfYhzhkwDdjxDBdsipdxzaazCZLY5xg7zhZaabKhkuYGfJyfVCqlW7dufatTBw7CF87xjP6sefkIdWi+jojgxH8fck3mzEsCyUryu3Qbwal5aQzn2ssjJRm7zTxSRA2LBikwr/yHdSJV7yUpFEkjufMggOAUmybJWEjOKYAG28P8e8kFjpHPZ/+xN/3P8qw+Y8Ha8Q6wgT5z5ANj7A520jvyeeaO+gqekWCZIIjn9rUAvBdnmN/hnZFFQS5xDj0xQ00i9pRWrdQdcL7JXPCOMPw8Fyw7DRJoC4uf5d6lQCCgcrlsew+bM0/DEOlShlOr1dRut1UoFIyo8/fsULvj1506vYuLC8MVzB3/eJIUEkGaSMH85yWTSbv/qFarWdE355n9kc1m9eDBA43HY33++edGxhDQMHfJZNLqF/C7rBX7v9lsamVlZe7aIJ9R9vIc5or5g+SEiEVSQ3DtZT/sBa908WoNzic20xMx+ByfvfYMu7cD4CFIKzASzx0MTurkxuOxrffjx4+1vLw8dcHiVQdno9VqWRt8f8k0gS5zG41GLROG7+f8ETyBH+isBZHFmeecSJc2gc+fXU9JU3Z0NBpNlS14vDgej6eycMy5z4x6G0dDKC61fJ3x2oEGkxeNRqfaygLEAa8wyGQ2JJmMQpK9FAcTwzUcDqe6HrAQ6Jr5fW7QjMfjdqs4TB4AA0OJceWz0LnSrYoip/H48hI1DB7dNTzQ6nQ62tnZed3pmhpEsJlMRv1+X7VaTfv7+zZ/3phhGGH32FxsACJYnKcv3CUwwACxsYhaeQ5f4IgUDdaddDhBFyCBYvrxeGzzT/0B0gcO/srKiqLRqJ49e6Zbt25Zn+d5BgcXIInDq9frU9Ibsmaj0cgCHhhcDBtrilEBWGE4CXgp1OOzIpHLC6uo88nn81bIh6wlFArZvoPBgk2g8DCZTKper5smNRaLqVgsmmGBBUYuBFCfZ98BTmGATk9PjY2aNdKcPy9dos7E1xx4UC9NbvoGpOGoGBg4gAgZEeR7fL53BqwPxo41hM3ic3u9ns0hn0GaFyPv9fhXGQSDMD293uXNr74HPnPoZSyz80VwTS0P6+KzNNKkKxd7NRgMTnXlosYIUOu/j/mG3UNTjzOBcSdD57uRBAITiSvfR1eoebv/EORfXFxY1pn5AnB5YA/4IqAnU4TtocsRAA0w4e0evsRrpjnrBHf+O1hDgiHWA+eLHQEEzUoLsBEwfzyzlz7MMw4PD00CBumANBn/xTN4WRjvHQqFjAmfrQECmEqyTBNsPaAcdh4SjECRPe2JE58p9cWnkD2JRGKqPhPZEGxtv983KRX79joS22q1qtPTU33/+99XJBLR3/3d3+mzzz4zX8YzAJS4L4P9k81m7dwydx6wAu5pWNNoNMweEdBjH7Ft7FPWMZPJGJAOBoPK5/O6e/euzs/P9fz5cwOUkLInJyd29ldXV7W6uqqLiwsraJcuO3GWSiWVy2VVq1Xr0HiV4dUOnDkyz37/g5uQ3iFVkmTzyT7l930dCbYfYgRCg/MXi8VMzu0LurEHPqAGp2Af2f9e2uuJ2fF4rJOTE2s/y/nis+bxFexVn7laXFy0vdHv963Fvc/eIGkmsEAFgY3nM8EEBGQEW/F43BQ/EDWetAOD45u8FNSThChSwEfMARkmbwMjkYja7bZl98Lh8NRlxb9rvHagATP18uVLHR0dSZqkeTBcdIDhhWCiyCb4FDeG3zOkGMyzszPT5dMOlMPAoR4OLy8kKRaLU4UrsD58rzcUkgy0Hh8fq1KpqFqtGlgFDMESMskwbfNq5RkLCwvK5/NaXV21C1663a4VT8PI+sCC/8dwMU/D4dAkEBiE2fQYh9xrkD3ryuYneGFD+RQ+N3xztwjsLJkhGKl6va5Wq2VgnMJhPmteGQv1Cy9evLCMEvuODY9B4mB5uZcHH/4eCZ8aJ+1PwT/MmJcreNYllUppZWXFgmzAEIVVPlXqDXYkElGj0dDR0ZF18YCZxBF5+QYge559B4NBJpLz4+VsXg7EvAKEveH27CV7kjn2AYA0ufwRUIN8hblgn0mTO1IIfgkg2JPYBupGvDYXWwCrtrq6qkKhYEEc8sB5Bpe+EZBiX3BszB+Ak9oGGO7RaDRVNA8p4OsePEPMOpM5Wli4bEnMTcPeUTA3AB8vg5NkNhgiBSfvCQuexf8eNWsAS++QrjL4fMAEElEuDCRTBQjGIVNI6+cB4C9NWr+yN31QJ02Kgb2m22cu2dfSdKYL5pU1YY/6LK6XlgDi8XOAZvbiPBIMRrvdtntHcOrYbaSMnFm+kwCWjCUBF2eV2sjG/3tDO5lGL4ut1WoGIAG2PhNJMOVbfrPnOZOsB7VBSI/L5fK3mFIKrAFEnJPrdDtLJpN68OCBtra27D4iWjfz3QQIZLk5e9hwpCCcP7oRkjkkkGy1WlYnCbaAacYmkPXu9XpWg8neYO/gu/CrBECSTDZH1pZAnaz+ixcvrDnGf/kv/0X379+fm1hB4kQ2o91uGyGRzWbVbDat3oWmHNh47Bj7hH1Jp0hpkrnFl2NzfIAAuYO8iWwrftzjGfwy+we/5TEQPoI5J4j+8ssvtbKyonv37k1dODvP8JlZiHLOA0GUz3YTxHqSnWefJfDwhWQ2sGs+G9nv9+3vfMBRq9XsHKP8IFhkXX1Q4XETagdsA+TFaHR5nw7kHuv5ukqV1z7VRPj7+/va39+fMso4fa+lw+HAmASDQWtvisOTZOkYH736lDdV/D5F7nW0uVzOgA5Gi4PNRPI93LEwHo/1zTff6OjoyEAQG9gzNyxGKpXS22+/rY8//vh1p2tqeClNPp+37i/pdFpPnjxRuVyeuoUTJ8vc+pZxMDNeD87/+2wTbJU0KeTzm8c7TQAUhx5H5Flv1gujh7GGMep2uyqXyzo4ONBf/dVf6aOPPlKtVtO9e/fmZgwYw+FQ+/v7evnypQFY5gZw55+PYBXtKzVBnumDmUSLyPcgDaMzE3PGYYWdKhQK9vnsNdKLzBe/y74bDod68eKFXrx4YXIzv799OjMavbyk8K233tIPfvCDK88ZzCzFZF5fyVmldSDv5VktwBQG08vO2E/SpIWxJAM4GFSc73g8tucYjUaWbZy9kdkDQ4yeb+PsM0/IV3g32v1xVwKs3DyDd8ShttttHR4eqlqtmrSTQIOzNBgMjJWijzpnFUeMc2D+eE8vNWg2m2a8vdYYmQtBBk6VfTt7fv1eJ5hjntHo+6LEbveyhWEodNn977r1aKFQSIVCQZVKRe1226RRMIkEsbwD80AXGmyerzGjwBM77WtnYPCkaUftNeZ8rw9gAHQ+CObzmEdkRF5LzXoA5LmJ20uXrjqKxaKOjo701VdfqVKpmM2SNJXppt5CmjRp4blgRClGRWbCs5Kd9z4TAoZ94qVMPsiASaX+6ujoyM6h7zQXi8XUbDatoB0ZEMA+GAyaQsEXP6N1n2esr68boYVfHAwGajabSiQSGo0ub6qvVqtT8iCwAoGWD1AHg8m9G7TBDYfDJm/ywRq1fsw9IJjOVciOz87OLNuDCmNtbc3WkH15dHRkXRbJgICNms2myuWyZYTwgQR3Vx1gHwLT4+PjqRvnJZkNZ89wsSz7CvCMfNjL38lmSBMfQeaajJfHj14lsLCwYLVC2CpsrzSRJXvZLaQUf4Z0KRwOm8wZnwWJMO++86w/84ff8hJzbDlyUH6Pczt7vQDkLhlGpH3YHTKZZNnZi1wiK00aAXEm8B+sGTaXZ2deIdbIvrA/IMHYZ/1+X1988cVrzdNrW0SAfT6fV71et8OFgWdhAQEYI6RSkqzvtAedHsB4HS+Lw0L0+31VKhVz5vwOWQ8WiEWCAQBsEBlWq1XVajU1m00DfwBGz3SzETKZjB4+fKhHjx5pY2PjdadravCObIjFxUVtbW1ZdwLvtILBoBqNhjF7aLGJfGGipQmDzoFkQzHfbNDZFBjOhPQk0Snr5tccY4D8DKPi9ZjSJP3a7/f1z//8z6rVatrY2FClUtGDBw/mZg2I9PP5vI6Ojqx4GHkUA2PhU+I4Az+XgAyfziSL4KUcAPDhcGhyKNLCwWDQemazDgBygDYAGxlWo9GwS8gA8t4Qze6TQqGg999/Xx988IFu37595XnzLIbPILCmACvYa2+8B4OBZUHIQHqJC3MH8PPnFADIXvBF+R7ksfdwHgTYXkPN/kUaBZAgq8kcAxBhVpF5zhvcYuvI4sJookeOxWLf6uoRCARMr43e1Ut/fGcpfgeAAED1wYInSNjbzCmyJM/6ex005xkmir3AvmDOPZOFXPTFixc6OzvTnTt35po7njUSiUwx2zy3J3Poo09gjTMjMJdk51i6PGfIE/y+BpAT+MEEE6Tw9+zdXC5n5ARr6G0Bc+NlhtgC1ikYnHQaGo/HVpcIaTPPOD8/V7VaVaPRsHpD1o8Ay2cKCbQ9iKDTGAEJ5yeVStl5RtYHiOAs+TnymUz2PjJWMn6S7Ibm09NTq6drNBoGkqldI6AECG1tbU0RDdSKzVvfwrN7aSz3ZhDIN5tNDQaXxdYEYJw93wxjFoCRgU4kEioWi7ZHvJSH7J0PACXZPkHqia0oFApTLc/xC76Wi/NN5pLGFAD8QOCygPzXv/61zs7O9Cd/8idzzR0Al+fiXEKMYM8ggPFZ+Ll+v291CpKmGHbkUOw/MkoEXZAo7EECK99tCb9EsEOmF4JMkgUsnrjwPp597hUJvtbIywxfd7D+fCYZMDIvrCV2X5p0mAK/YDeQMGEDsYOQ596mMO8+u8Nz8L78Ht/va63AMvh8sjr+zHvZM2oPskwQy1ya/DrjSjUanqHEoXtj5vXDgDaiW5g2GAFJBqB5OQ492jpkL6RyCByIrAA4/D6LBcPIREsTloHNyMUmPtDgGVm0aDSq5eVlbW5umoG/zqAwLJvNWoqL+pVut2u6O8AM7wVA9vp1NgFGlG4LkoxFZ5MAaJEEYOD4XD+3AHOMLt/nwTBp/NFo9C1dMkY3Fospn88rk8lYpmWewfNh6HgWUrMeEPLcgBz2AE4UY0qKkz3GvmPuALIEV15GRb9+2nGSWufdOaA4CwwwASBaaAy410PChobDYW1ubur+/fvWlWyeeYPlp7YGjbw0acoAmEeeQXACUMcA87MEqbyvl7R4yRN7kDaZOF6vHYeUgPWingrDzFxiaFl/vhtjHgwGDcBLlzKKYrE4983gAFrsFFIAX0MBk+YDJOxboVBQIBAw4wygB0wgEWLvITfhHFIE6OVL/F04HFa9Xrc5g3nnc1hHnA7PSgYD+4vMhyCDZ2u32yaHnGfgB87OznRwcGBAj/2BzpuggLOGvUIWxD7yRbicfc5cOp22z/YSCgINABKDYJCuhpBT7F98D7bBy318wBEMBq3DHKCB75k3iybJgNfKyookmf1g3cho+NpHTyZwFqXJOfNZWc43tg1gi31hriEZ8O+FQsHe0e/xYrFoLYyp/6Hzjj+z/pZw5EbYa0gXJB3zyh1ZG2x+Op3WysqK7XUCwHw+b+eGveTnEjyCvep0OiZzZf96AMa+4HuxCawX555zRrYXSaifdwA/WW6CNewedS10AeL6gG+++Ua9Xk8rKyt6//33rzx37N2FhQXduXNH/X5fjx8/Nkm8v80d384eoSaAjqHIo/DB4/HYyIbBYKDT09OpdvVkG3gGCAkCR+SfEA7+nht/HrF/kCzYXmlCfiwsLGhzc1PLy8umtPDB9lUH/o+bsyORiOr1uvkhL1HCnrCPwCTU0XGXFjiETCPYzUvMUGyAadirZDI4f9SqYUcZ2Ey/rySZDyVDyXyOx5fdFb0sGBz0uvctXUk65YEnkiOAGQCOA4az9lIHwCoHEMbAp7Y4hDBHPgVF2hZwQUCDESX4wbH6SYdpZsH5HdhF3wKPOgQf/UnThTRXGTiro6MjpdNpLS4uWlSfSqWMGcZhEphJmkpzcyB8sMVm8DICigkBhYBENiXpbd4HB8Zc8cyefcWQeN2hB8fsi37/ss3r3bt39dOf/lR37twxgzDv8LIe3wqQfYXzJUiMRi9beBIcsEd4TuaSf8Oc+GLVXq831f3HX46DrAp9M8wELAOHkc/12kw/nzAN0uTmX5wHDs2nr68ykF6RjWIOO52OMaUEGOw/gpHZOgqfQSDo8wCOwIr9wLkli4FkhjXEwPqUL8E1ZxTHQdHpbPALk8sz8V70m6dv/TzDF2zCyPG8pOWxVTy7JHMa3tZIsvVnPkmTM4+cXebKt6TlHMJSExQDEDnjgBtAD7bVy1Wk6f7xni0nJU5WZB6GT5rUCADukCaSjSYQAGCm02k707wDe4qgDrDMzzCP7Dd8EfuAc8uZh81jf/huYfgdLkELBidtS73NAqgwr/gHWF6CS559nrG7u/utez74bx8YwrZLk5u9kZuQzfOZF8+Ier/rJR7Yv9FoZPWI3I3EnPvCVWodye4dHx/bHgYgSZPaTl93tLq6Kmli10OhkLUJnVf+QzDG+WAt/T6GICJgwG6DLyA2ObuRSETFYtHOKHPi27zji7FL/BuyhcJf34gEKRmF5ZKM1EFzT/aKbpicF84HPg+SqtvtvraMZXb4mhEK+SF9wFQ+u4XdYW/BmnsJEj+DH/YE8mzmlpoyvou92u/3LYNChpufZS44J54Q9QoGT4pns1mlUiklk0kdHx+rVCpN3Sl01YGdZc9CJGMrkCR6GTLkB/gVLIH0DuxGYMdzEZjM+kzeH5vD3HnZGL83i8Nmfw8fzzzPnids+mAwUD6fVz6ff22Vz5XEpEhA2CwACCYNFiSVSpkzYcEBNjBnpN7YHKPRyC6LwVD6CeNgY8wAg3weAIAJ8WkkbwRgFzxj56UfbEgYr16vZx0d1tfXrzJd3xrlclm7u7s6Pz/X7u6uOSpYjHK5bAGbf0+eHwaBdCwGAMeO84CB9fcoSDLw61kD2B8Og3e0sAeezZMmrB1GnM0JW/XRRx/pZz/7mT766CMr5J2XIR0MBiZ3my3A5AAhuSNT5FOLvqiK+fMZnsFgoHK5PJVFYl48mAWQwA4gPfDBF/tOmu6GQ5oR8Mjh9vIPHK2XYBwfHyuXy83VAcgHV4BXntunQzHK0qSFps8E+sDAZy54N4w8wRNA07M6tAT22UMcPc/KfmTOAaW+oJC/J/gmiCuXy1pdXbXW216GNM9A9glhgZNjTQGDkB9oZRkAUU+SEBgDUH2QwJwD4NDFM4c4J+/gWTOcOEwsjBTr5PXAnFPmhbnic3BGmUxmbsDHOy0uLiqfz0/dB0QrRC/X4Sx44Mockq0h880ZJRj32SKCe98OkiAjk8lYMEiBMN85W3jp5YXe3/isFDKWo6MjI9cAGNideUalUrGmIMhnKe6H4a7X69btxwMsiu2RobDv6EJF4wpPWpHRBwSTnaElLUHD2dmZisWikVOecKDzIOCZ/YuMxNvEUChkGQUAJPp6H1TNM1BV8DnSBOBh57xcEwI0EAgYK8v3c5FfIpGwe7cAttRXcmYJMrBJ1HH4rnecM4JA/k3xPRlMAB7YComXnz8+i/XnbKdSKd29e3euueOcSZdZje3tbVOAkPHL5XK2rhARBPoewzB8lgSs5rtx0WzDE3HYdiRbBGXUK3jfxVmDCPOZxEAgYJ30CMx93UalUlG/31exWLQieuzgVQZzX61W9eTJEx0cHFh748XFRVPNgM8IksgI+Pod3slnfzOZjBGABCOcUeSaBOvBYNDqMPEDPgPsZZaeMDs7O7Oie/yCr5nGh1BDzJqur69rc3Pzuwk0Wq2WqtWqGRv0WTs7O6apy+VyJpfgAJFCI/L1qRucUrvdVq1WM63m6empaaORE7GxMIwwfR7scUhhQFkIWD2MpU+zA+KZVIw1WY9g8PJm6Hl7fDPG47G+/vprffPNN/aMaPcxgFwq54MynB8AA7ZXkm0+LzHh95kzim99tkKa1MFgZDzD7TMInmWGgQdQYNQBh5ubm3rvvfd0584dJZNJm+fr6OWr1apd2Ed3inA4rOPjY0u/ZjIZ2xe0lyPth3OAlfFBa6932d+dbheNRsMyZ4Bfz2Z7QIfRYO5hFHHigEcANXNLUIZhgY1kLS8uLkzHzCVSVx2eKQJwYfRwjF46wHpL091AcGjsF/aJz2B5xsbLFHwHIIyiZ718sCLJADPfBRDkHxwTBpMgrt/vW/q51+upUCjYGs0zCMQB+DgM5CYACoJLCieRWeAMAcWcWc4vwRhz5AsnZ4Pa2Zqq2SCYP4fVRCqCo2cNsaMEbjgwMjO0QM5kMlpbW5sC5FcZrNHCwoI2NjbUarWsC5g0KfoGUHEe+F3P+LEH2ZsEcABbb8+w/WSFsFeART4PBhtgQatvQA2f6f0Ge8/Lfp4/f243Nj98+FCFQsGCz3mztzDc+CWkCRAgkHPYf84emSCCtWg0andXkIVhbsjeSLJsPXVttC3HV/vzyPzB4g+HQ6tz9NluAjffQCIej1u9Dr4c/9rv91WtVk1KPG8dJPZ8OBwaKwzhBgnAM2C/uJAOzIA8jFo6SJF8Pm+YpFKpqFwuTzHw7CP2PfaM4l1AoF+HxcVFe/dKpWKEHkStr6/yWUbOryeF1tbW9O///b/XgwcP5po7ziQKgWw2q83NTR0cHBg5wBlB4sPZINhl/j3xxPN6XwFoZk/54AMiEFDNPiOrD7YZjycdGZkXSCHWAL/H2lAvx7UCH3744ZRkbZ4sJNlggiVwx8rKihYXF62exwf/8Xh8CtuSbWU9kUdxZvxzhcOT6xnAJczr+fm5YTXm2Z95cK3Prkuy/elJvkwmY4S1zxAhF08kEiqVStra2nptP/HagQaHh43uwdHZ2ZmOj491cXFhUhIGzh7nkUwmDdj7VmcYKJyQZ0nQ/Y3HYzNugD6cMwYR5+2lQ2zkQCBgUToLARsGyPJAjyxMq9Wa2rhXHXwHMieic8AAAGm25zIG38tF6KYDuODSQYwODuDk5MQOAZuSf8h+sMnYpKwDB16asEIYIZwaIAEwSCCRzWbtFnUYIJzhPMOnZ9nw6XTa2Gv2Xblcnir49ow8zBlAwqeK0YYDEGGbyJAARCiW9ZIAAkCe09+O7p87HA4bKMCge/0oe2M8Hls72l6vp1KpZC2Drzp8gwEkAuwvf3EVe5o9h/EE/OGsOWOcbS+F4vf9+YCBh4UD+AOk2WMYSvaqtwv8mzPsHRVGFtaK1nvMla/ZuOrAqZHqxhnB7ACs0Oh7qZC/jd5LNglEyU5h93wHqU6no/39fdVqNZMz+fozZBKSphyDz4B6YMh88i4QRF4C6h1kp9NRJpNRLpebO9DgnaXLCy7v379vNsa/UyAQsFbE7DfOiU//Y/twvsyV7/zFz+BQAUKAFR+0wUwzHzhdMsde5888AoikiTyOC1zv3LljunPaUM+7795++23V63XbK9jSTCZj70zHI+y1L/LkrEQiEZPoYuOOj4+n+vJ78gdwjL6dHv9ceMd54+yyv1++fKl6vS5p0poeIAirjMSC+fUSnHg8bmvVarV0eHiod955Z6654/3JUB8eHhrhyTrn83mVSiWNRiM9e/bMmg6cn58bwQc4BoTCPA8GAwtApEkAz9/zLpKsppQbvlkXLy+lqNk3swE/nZ2daXNz0+YJVUIgEJjas4PBQJlMRh999JHu3r07lVG46uCM4dcguGZb2EJKQIz6rN9s4I89gozz2IZnZY9Kl4EgRdqSTL7lcQa/T1CIH/XBGEQWtSRk7cBN8XhcGxsb9hnzEgMQijT3OTs708uXL6d8HNiO4J/MI/I4bBfzJk1IXM61r+dAxgtBBD5Dig9WlSZd5HwpgZf5Qk4wv9hG7C/n3t86fnZ2pmw2q/X1dQuoXme8NnKmXV40GlWlUtHp6akikYhdzMcDB4PBKePHZW0YfJhVUmmAsbOzM2UyGZtgLoQDDI/Hl1plLrFhI0uTW1xx9Ew0TBBBio8YATIwQ5KMSWLReP7Z77vqAFxub2+r3+9rZ2dH1WrVHBhyBVhH5pZAg2cFIABw/MbkcPd6PR0dHRkTwZwDFmHNyQREIhEruOLQwaSQpZImmRNYVVgp5pg7QCi4SiaT5swB//OMVqtl38v9FgQbvA8gAKlBOp1WOp02o4QTJQPhpXvtdtsyczAp3LZJ4NDtdlWtVq2wCpkJgR2yIQA1gYpnBTnUGFzAjAdVdG5hXulv7wP3q+w51pwaJOaLwNA7CC+v8R08WDvPoAAafN0LgYKXPmDMYEd8fRRzwfn0sgD2M2QCDo51Y54JADkbBIc+8zfPIPvAPMKyLS0tmSGHWYbNwm7w3kjVOFOzNUJkQ/gOnxUiM4fcbzgcWitLzp6XC/AMSEJ8kOVrvfhZbFmn09HBwYHJXAANNBGYZ/h5i0QiJj0pFAqq1WqWZcBpeYcnybJUOD3sBucR+x0KhaaCOvYH+4c58vuYn/NSDvYRz+Llcb4zDL7Fy3soKvc1fdfxEzTqqNfrlknjHiPOHHvR+yzmCLuNjYbE4Gf7/f7UBbe+/gwyiHcBdPO7MNQE9xQq+znHflLPlkwmTVolTe6jGQwGU2QZaw+rO+/AvnAnDPJt9hESICRLvAPv6jPTKysrdu4SiYTOz8+VSqVMzkIwgcaeG8/5TogJ2GECGDpMtVot89PeH7Cmkqb8CHaAdcpms0omk/r+97+vTz75xFjzeYaXnHlbn0wmVa1W1ev1THZGHQK+wistwFfsE3wXJAryREgHaeJzyXoDwMGF3jYyR36/8/2oCTyjP3tJ7cLCgkqlku7cuaN79+5pbW3N9vo8A3sZiVx2Y81ms+aPQqHLi5+Rw5dKJZsLns/7y/Pzc7sKgrnzWWeCPuw+eA0MQwdT9glBFxI+bFI0GrW968sSyLxAQBNceB/Dft7Y2NDq6qqRZK8zXhv9NRoNtdtt5XI57e/v6+DgwIrggsHLOzIAMLlczm7BROMJEwQoxZmyafP5vKWng8HLGgTfrQDH5Zl7gpper2cXySCtkWSdjjjIkr6l/cahYyiRK8ViMW1sbOjBgwfa3t7W2tra3PIfNsXq6qptEoI1Lx0AKPvMDu8HMIQVIuhD68qBRD9MpI3Wk1taPYjy8grAnc+mzHbZSSQS1q4QiZskHRwcWMrwxz/+sd5++21jziVdaUPODtrhlUolYxE7nY6xZEgEwuHLTijekeAckUvUajXbCz7AQxYVCoVMn+5TjIBkHCpOstfrWeEcKefRaGT1GF6WBNMqTSRUGHC0kgRVq6urunv3rh4+fKh8Pj93kEbQROAMiINx8SwGwQDvB2MsTWfkAGkU1nrjT1DsP98DL9gVjKbPYvjUuzTpxIIzwUBLEz0/f+YvplteXlYul7M1m2fgKBOJhIF/ziLFoAQ5MEzlcnlK50uaH4AD8AXUEPj5zOXp6all2Ai0fArcG3/mi8ANooVAbDi87PbjsyI4LgIkwBE68Hw+r62tLSN85hkEUuwF2EvmADLKBzUEtgBN6v0A/QsLC8rlclNSAP/3fA82Cx/Bd/lgH3DE/BKkedKJn+Nss+e9bC+dTuvOnTtaWVnRysqKyTmRDc4zcrmc8vm8Xrx4YQAJEoP3JuBCMujtqq9zCQaDlpUnuAAoAIZpz4teHoYXFh27RuGy13bjuzkvPB+BF/aBgNKfDRhxbBO+ijWeZzBfPG+lUtHu7q6azaY6nY7i8bj29/cVCAT08OFDZTIZraysGMmJhAwSj8tTE4mElpeXzU4RIEA4QD6xnyE4CBKQ/RDgYhf9DeycT2R/ZIHw+97W4aPu37+vH//4x/rLv/xLe9Z5547MPJ8fjUbtEtTnz59bZhkFC1kxH2x4mRd7E9zji5yxpRA1vt4D0gv/jMSPy4DJTlC3RCYpkUhYC2FPejFvg8HAMoQbGxv6+OOPtba2Zn8/72CdUZb84Ac/0J07d3R4eKhyuaxaraZyuWzERS6Xm8Kt2MFer2f7FAUI8+cVGRDD4AF8UL1et71EIM96UEMGWcdzextJ4IHf5u+wqZ4AKBaLSiaThgPfeKCxvr6u4XCop0+fWsSErIge27BgtF7D6NOXGSYARw37wgP7S9aIdImGJVmRHxOB4wbIYbwobgE8+n8ARLOOis+FMX/33Xf1zjvv6JNPPtHm5qYZ3XkHz4uB80aV92o2mxZQzF466LsBATY8i4czBWxEIhFls1lzmLT6xJHOdoIgm8PGw6kBiihygp3CgYRCISse3Nzc1DvvvGOAu9vtTnULmmdsbW1pPB5rZ2fHQAvrBAPCYUqlUsrlcnaAfREZoMozXDiDdrttQBzmhn03Hk/aK0uywGuWdYLFg2GAFWLf+WeCRfN7Dgb63r17evfdd/WTn/zE3n2egXwwnU6bnBEGzrNFADnehX3gtacYMAJanCtsBwDLZzNGo9EUEwuD74M8b0gHg4EFJjh+3p3Am59l7Qh4gsHLdqPb29va3t42TfW8g2cj0KCLGfaoXq8bQcKzUVA8Gl22sQR8efuGI4RJ5p1w3DDxyCuZYxwa709BJmcL4EjmEycMEeEZLT6DnwsGJ5en5fN5ra2tTXW9m2dwfnzhMHaLeQKw8/Nex808MMe+rgUbyNyiGcd/SJp6duacP8eJe9sJGOEZ/HrDYEPuSJcB/ObmppFQm5ub1qr0OhkNSA++A9kJBcae+fb/oL1GGtVoNBSJRIzhJMuNrebnmS/PSiO16vf7VtyNHWPf4Ls5/96HILUia06gB+PMHVzggHq9rna7rZWVFbunZt7BM/psIgAV/wqABQDDFgPUEomE8vm8JH1rL7IGnhSi1lKSyYqGw6E1a6EDGjaU8+2DfvY9/w+JhT9mjVmrra0t/df/+l/10UcfKZ1OTwXv8w4CJew/9iQajZq9Yc/MFgsTjPsulQRVnlzjnXkviAcv6eQZfCc5Ahb2LZ/D/EN4zQa+fC/dHLPZrFZXV7W8vGz2gj0/75yxX8l8QhaUy+WpIJLsw3A4tHod7nXhjPrsrMdZ2G+fTWVumTMwrK/L9DJ5MofMO3ueMwA+4KxzbpFpttttpdNpIyrovPa647VnmEpzCh5hGznItEVD23t+fm4XDxEonJ6emqSDCfWZDhhnPicSiVgnEArXYEQxCrChnjkk40F06GUb/INThh2Dzc1kMnr//ff1F3/xF3r48KFu3bo1t+aWQWToWYDhcGgdRIbDoWVfAH0wmGzUVCpl7BNZDw9yMPawEgBwSbZpORQ4fQwH2RDfJYef8TIpahTIBKTTaSUSCStAvXPnjra2tqyomkBy3iBDkukfYXw5WDDesHQEUoB2+rmTSr+4uJjqd49WU5Ld/AtwgYHg3WHM0eFyMy8pUlgGnK03tH5/+qCBzivSpaPOZDJ655139NOf/lRvv/22vfO8ew+nRmaQWgbqNtj/MO9e+oSB9IXgAAxYlNnv4VzBJM3WfiDV8MEtgYY0udGVIIh5oZATcAmhwdrAaq2vr+vhw4fa2toyMHqdDCSGOp1Oa3193dYXIMO/Obe8z2wAx/v6oFO6zLbipL3UwEvTPPDg71kLL5fEuWBbMpmMAWoICb4D9lWSSZuY50KhoPX1dRWLxbk6nUnToLXf79slqZxBzgNyRq//BiAAdry0gHMMUcKew+5jG7E1FD/yO17S4T/L+wTkdzwHDp53wQcR5KH5JyjBjswb5GJHmANfi4GcBOLHnynuOwAQYq9RDtTrdQs0+F1pkmntdDpTd4LwDIFAwC5aI2ggSAQk+jUH/I3Hlw08mDPkjD5Dh7Lh7OzM2GZvn+cZ/O7t27f1wQcf6B/+4R/sc/F1dHJC8st70MoXCcx4fNklDflpq9XSy5cvtb+/b1lh1BPgENafc+5JFKRB6XTaQCg1B9ybgR9grQlo+Cz2Je+XyWRMAeID93nmDdDY7/etSxxBElIafJiX0c2SlUgMObuQll5mjKQK/IhaggHRxbNhw7x/kiaSUc4Ce5Fn8aw+ZGQsdtmOGUkRQcy8w2frwbPIi7gBnoYJZMDwL1yuiR3ic3ywDnZgT/BOrBPdyvBJnrRiT0Cu+1b67FG60rHmzCHziNzy9PRUoVBI9XrdCFAf+PyucaVi8IWFBd26dcsyFBQuoQGnJSNGt1ar6ejoyAAczDjF3URTkoyF8Dfw+owD2jtpcjA4fD5dhBEDiBJlY+Bg1Xzaj6All8tpfX1dP/vZz/T973/fGB2+d14NJN+B84f9f/r0qTE8sD7+QPKubBAAC2wNm89LVXzKm03gnbh3UmSYMGQAAAwGkTUpPTJX2WzWZGoYxHw+rz/+4z9WsVicykqxvvMy8+y77e1tdTod/eM//qMFt3QWYW9wOOlShYGJxaZvs4XJg/HtdrsWwEma0m8zH15y5rWZGD2AKPuNf/Oz/n38vkPWxr77oz/6I2OL2KfzBGoY6FQqpUQiYe2BAa0ekKELJXNGIA7wAGCQNUPmwrxg2HAorDUBB86JfYYj4HPG47GRBxhhAmkcDqwLEiTmCDBeKpX06NEjZbNZAy/zDlLKPE8+nzfWCVDC3sGRAlQ9oMUxwEaxLt5ewcIxR16iw9knoMLxsJ+8fAZHyt/B5HnQI8nOiAcUyGjorOcLNOedP+aELA9O1gcKXj/NOffEBHMoyfYLn0/QRfAnTd/G7OVm0oRk4Zn8+nKWfeCLfJCgNp/PW82UJJMH5/N567SI1GVewBeJRLS8vKzV1VXr5IifkjQVYOMfaDEPM0ywRJAH4Udg67OR1GP4vRUKhYy04fu9jJTMHOcSu8G+Go/HOj4+1mAwMNDMWR0MBgbc6eDU6/X0zjvvaHNz02Sn8wzAEZnIH/7wh5YtwUfxDIAz7Au2v9frqVqtWq0c0kjul2m321pYWLALLfkuzhzyNOpWCZh9l696va6DgwOrH6BeAYBaLBbNhkFu+VqTWCxm3RSxSb4+aJ7hFR0QisPh0GTLvusQwS32iTn0mQbvK3k31ggs4c+JbzYAs09Bvs88+uwkQRBBA5/BGfBzgZ0lmOHzvBR/3gFmAtQjjY9EItrY2FAoFNLOzo4ajYaOjo5MVeDldRS8A/whQH3GEtuOSog5kibNS8CYnAVPNvOOYEWCW/agzz7yTnwmdsBnUSBbXndcKdCAAbt79652d3enUmoMIjcAsX1ReNL1CEfrr5nnwHtnQw0Dxs7r/NAY++4QvjYDY4JTYsE4VCw0G4Pi8zt37iiXy9nfw0xeZ0P6aJWC1Y8++khPnjzRixcvdHp6qmw2a3UqdGMBGHoG0reCZLEJInDwBDTMN+wNBgOwSEoRKQib0jtbX+hIoIFR63a7dsvnvXv39OjRI7uAy2eXcEbzDEBDIpHQ9va2Xr58abdwYsSCwaBF3OwdH1wBggHCnr1njn2XJrIhkqYuAAMcNptNYw9wREgOkEZJ04EpYB0gzfeRvUMbD5AmWJsX8AFSM5mMSqWSarWaTk5ODLgwLx7wzaaq+W8C/2q1ar/j5XrIezirrLXXmfIuHtzxc7PBnGe+cageMDOXzG8mk9Ht27d1584dk0Rch6XiPXjG8XhsAGk0GunWrVs6Ozszxpln5r9h2jDkOAAf/DCHvJ/PLHrJlT//XhcP8Cbgh6mjyxiZHq+p53Pb7bYqlYra7bZ1/7l//77efvtt60w27+B30etjVwD6nAH2hbf/OGxPrnBWsXcACYgSzokPcH3BJVm4eDxugS3+Az/Fc88CcNYvFAoZGBgMBkqlUsrn81bsTCDPuZp3QKgw/vqv/9qaUDB/wWBw6lZzsjgEArwbIIaAhJ9jziEGkXySKSQopmWzZ97xMb5+KhwOGxCHgCTrAzBqNptmT2BQO52O9vb2lEqlVCwWtbW1pVKpNHd3QtYQgmRra0s//vGPdXZ2pk8//VSRSGSq5hOQyn4gI9Rut9VqtVSpVIxcW11dtfqEQqFgoNfLlZGT+4wr2SaAu3QZvD1//tykJ/gR2O+1tTUtLCzo+PhYvd5ltyIahCB963Q6Ojw8tHe9jq1jYGOQf7148ULPnz83vEE9YTAYNBUGhBV2kuwMn8c8hMNhwyP8LNiLjKEnpMB6zK+/F4c/Y5/5+ir8C0Dbn28Car4TPEAmep45xDcweAYyoOl0Wt1uVzs7Oyblx75AiDPfXl43K4OLRqNWLwYJRkc4T7QwPJnns47MDf6TnyEQ5jt9lhcSwRNoJBE4N68zrtzelo4/W1tbdvGJNH0TISmhSCSiQqFgUTjMCYYRsAVDiBPBCFBUi7Gj7aM06WHsQTPsNvUgXnpClAnAYoNLspZjm5ub+v73v6+NjQ0rkANM+oKYqw4PtHBEW1tb+ulPf6pKpWLRJClZnpdDJWnK8TJXAHmyGF72wlr5olPmgO+AgUFLCnDnWYlq+R10mNIkA0WHlEKhYIyWn2P2x3X1o4Dy1dVVlctlO7TMJ4cRw7G8vGzvybwD1Dg86GsJjvv9y8udarXalH67VqtJmsh3PLPC/KFbxKDwMxhIn96lSHI8Htu+++EPf6jt7e0p3SrzOC/ww/CjG+VeG5+9Yj/hPD3AD4fD5jhgndlHvBOAB0bTZxtx/IBnwCKSHowq7Ay2gb7nMHmzc8A5j0ajWllZ0aNHj/T++++blAD5x3UAM4PsFAFgMBjU2tqasdu+3gXAC7vtAynOBYE/c4PUgLM/Hk/aTvN5/MOcknXw2nDf+Qzjj6QSkELdV6VSsftiCFQ+/PBDvfPOOwYwrzvIVJAZoECXfYNdwK4Cxnx2gfOGxIfPxblWKhVj7nwWxTO0yBl8ptbLzpBi+iDD21Js8OnpqRVX82y5XM7au/sao+tkb+PxuB4+fKhSqaSFhQX9r//1vywzwc9QmA3jjO0iq+UL7JGIenYUsIj01QfR+ATsVSh02eqUoJo59A0Y8F3se+aVszAcDrW+vm7+qFqtqlqtanFxUbdv3zb/6utgrjMAU/fu3TPA94tf/EJ7e3v2jsjCqKlqNBoWRIRCIW1vb9s+A7t4WRrYgPPqC7/JhiPh5fLFWq2mer0+VbRMJiOTyahQKEi6bK7y4sUL861klmmKcHFxocPDQ5VKpanswZsYZOUPDw+npL10lZRkdgxwDJZiXj05AyHAe+DzCHyZT84Uw5NOYMCzszPbmx78emzmpWsEukjAuWyTQDscDpuqZp455JzjD718zcsuk8mkAXp8Gj7X3wmHzyfrwbpDJDHn1J6CM5gf5or9CSGKXZJkGIe97et6CdQISAicCJj5e841cvTXGXPRpYlEQu+++64BgsXFRdO8xmKXlwyRugXQeeCBtgz5D6wdE0U063sgsyhsHmnidDAE4/HYWAkOOZE0BlGadAvwBiSXy+nu3btaWVmZksT49Np1wTKHCSd2//59LS8vq9VqmZ6YwwXT4iUCbDwOrjTJIHGgvaSF5waUeydISpfoGNYA1hNH47NBs6lLfi+Xy6ler6tcLptBIYviwdZ1RyKR0KNHj8y5wrRJl+C9VCpZpsxnKDD8ZCdgHQhEcHL+PgG0iYAgQDcZkcFgYIC22728bIqLl6rVqq2XL+SSZLp/0qeZTEYPHz7UnTt3jK3CEAE055071jsej9ttr0dHR8pms1boDNjnLHnZkDQ5YzB2gDkYEi9PxIgTyPggkLS4d0yBQMD2lAeaAG++FwcFKYEDW1xc1DvvvKO3337b+uBDdPgC6KsOzioOk3cBxAWDlxd4Yu8ATTQVwH4QPHmn2e/3TXqBAW+1WmYb+Uwyc16aBpihmBBWGXkIa4k9AHyHw2FrkkGLaOmyg0gwGFQul9O9e/dULBbt3Mw7vLwJIOo7QWEbfJYX50ZxJGtIphDgKMkIA84g78lcEcSS8QQceiBEYAZZxTPxvBAqZEsuLi4MJKDJp6Nbv9+3uyR8AHOdEYlEtLKyoj//8z/XkydP9Mtf/tKCCJ4f/+U73GG3AVGAAuaNc4j988QRg+/xoJG5ODw8NGnLaDS5jLTT6dja8e4AcS4nwzZQi8lt46VSSWtra9YGH5nVVYe3kQSIsVhMb7/9tmKxmPb29qxTpldXgAVQNQCsaKDCmfSZX88+4y/Zez4rwr0bBJD4bfaa784UjUZNXlOtVg0kcmbITqfTaXsG9vmb8K2cLwjdSOSymQy3pGODITGlCaiXNHXm2KcQamA9SVbLi40MBoMW0KCSAHSzlpAokDT4Vc4bRDSfwRn2+51nIyuFVNfb53mGDzbwo/iP0WhkigUkt3wPxImvu2MeeB6UJNhAMh/c/YJ8HJyFzeW5fGE+NoI/I5Dw2VB8nCdEITR8jU4ymbTunq+791470PCSiFAopOXlZX388cfq9Xra3d01VuDs7Myq0wEmLCoHi/S+pCk2i00Fq0CqMxwOq1qtmjPx8iDp0si0Wi3VajVbBJhCFsrrGwFNbPhYLKZCoaBQKKRKpWKghcPlmd55Bgvn35lDJckKk+jTD7BPp9OWacCoewfNO5MiB/hjnPwhJKqm0Aj2HfkaDAOMM1pKSVOAwUtmeI/z83N9/fXX+s1vfqPRaKTV1VVL87Fv5nW+/n0BeB9++KE6nY7dFt7pdOwfetuTlfFGHRkBn0ua1nd8AExKlw6/Uql8K9D02mna7cI6+mwEe8tf1IahYx+T8aPwEI0kz3idQIPfY/2Q51FTxT8YKJ+dYM1g7H12xhtAwAPAgu9lrr1DJwPi2UCfecSJ4WgIWgGKS0tLVvhfLBZVKBR069YtCzCR1GHkMaBXHV5Og1PnDA8GAyUSCT148EBra2s6PDzU559/bprrxcXLG2EJhr0EExBDgIyjRSKFTfBZR/4cKRLBP3VKBHiw+gzfc521ZJ8Gg0EDzIlEQu+8844x6Ei2rqNblqYlPvF4XPl8Xru7u2bDI5HIVFaWdYNdY/4JMH1Gg6y1Z+mYI0A0AS/vT1tOgj1kZQAXAjp8kPdR7NNQKKRisai1tTU9ePBAsVjM2ld6ieO855WzDmiJx+N68OCBKpXKFLsIg470gzO7tLRkQBfihP/vdDp2WS6EHKAOH00wCyju9XqqVCo6OTkx3Tt+ANDE/vMBBtlGSA5qMnm3brerVCplHc7wyScnJ+ZzrjP8ei0tLZk06/DwUDs7O2b/UFJ44pF6LDIeBPTsMWwC5533CQQClr2AIKU2kHWjGyE1Fr7LEmoNGp6wn+loyB0e/tb7NxVkSJMgGSKHDkonJyc6ODgwvAXZK2kKB8TjcWWzWbNXnD8vfSJbTyYXWzMrY8MXhEIh+z7uVPPNCrDNkqbAMv/PHiSLl8/np/yFtw/zzpk0XYOLP+S+KklGjIMByLh4wM878e7hcNiwGRlgvgcykn2CP4HQZ+7A37wrMjN/Vj3xzTnm+QlQOCdgu48//lgPHjwwm/w640qBhjSJ3MLhsFZXV/VHf/RH2tzc1K9+9StrIcpGotAVNpyDCKvGhs1kMlNMHJIWnA86Yw4WoAKDBqtEG1JflASgw3nDCiK14UC0223t7u5qNBoZoAF8XQcoM2c+UOPZGo2GBVCSzMHhZDBspBs9YyzJUuZeQwy7jAFFf7u/v281NjwDm8qzVx4I4MTY5ASBACRpcllio9HQV199ZaACg+JZ4XnG7O8ii/qjP/ojlctlffXVV9rd3TVN7dramgqFgrG+knRycmJ7D70zhkeSda9ij2B8MKKeVYBJIIvHfSj+efkMnDZNEHDQ3Gre6132z2b9e72e1tfXpxjf67KjMHLj8Vi5XE4bGxt254NnD2OxmDF4/B7/7YMBjCJyNiQ8BHLsHa+BR5ZBGhdjByPPviZQ8U4UZqxQKKhYLJoMLJlM6vbt21pfX9fCwoJlQT0RcV0HgiMFSNCvHrtGO+pAIKCDgwNJslbCsN0U5MHIsafIBCMtCQYvC0sLhYI5FuwVz+Q7xXFxqaSp/SZN2jvibADzXOokXXbmWV5e1u3bt/Xuu+8qm83a/p/VCM87h6w5N/6WSiUdHR0ZOCX7QIDt9ckQJfw5zhR7xNpgZ3CG2C/2UDwen5JnELz6Ljf+jLwqG4Q/SafTevDggX74wx/q1q1b9rsAAOb+TcxdKHRZGPqjH/1I3e7lRbXIcng3n1Xh/aiJqNfr1h0S+8Scek29JAs6AMFcGou9HA6HVs8H4IOEwB4CnGFdObuSbK/TPIGGInSW9Iz+dZll5o81iUQiKpVK+k//6T9pc3NT//2//3c9e/bMwJWXARGIZzIZy24AxAaDyzs0ms2mDg8PVavVDHxxxsEWkKS0JQ4Gg1aQT1YXGwggrVarU7Iur9ZIJpMqlUoqlUrq9/taW1vT+vr6t/badfYd8xeJXHaPpMkAgUC5XLa6AGwV5w3VBDKk8/NzC+yR5kDWQAaRFRoMBpYNI3MEIeDZf0Czxz8+u8K8++yEz54nk0m9//77evjwoWHENyk5w+ZiswjIUcuMx2MVCgW12201Gg1VKhWzRTwr9tdnejiP+FDmEqIYbIidh0xOJpMW+KESQiYtybCiz1KxXuDV09NTs9/SZQb8hz/8oT7++GPLhr/uuLJ0yhvV0WikfD5vYCoajVqhEzp3Dl2j0dDOzo5JV+glLckYKtKxs0XJ/Jl3Nn4T+eEjVQ/6fNDhtdJe40cB59ramrHaXpt+HbDMgGknaxGNRlWv100/zWYB3GFsAP5oX4mOYafYnBQuYwi8DItuJMy9b1fr9ZY8n39fnoXAy3evISg8PT3Vzs6Otra2pmo9rnOg/TN4JpzL+ShU3t3dtboeadK6sdFoaH9/33pm0xmNd+IALiwsWDDHoFsaBhAD5YMRfp6582lbCkrpakKGA4fP2sAW0SrTG9Drzp2X6/H+FLx7J4BzBpzyTMibPKNCYIChJEtCmtZLnjh3OE8fJEuakpcB8HzzBQLLtbU1FYtFu5UUXfN4fNmGERDJvn0TWm/PdJKRpfCVPvk+48n+w8HAPrPm0kTW4TNfsJSw9L4eBKALOw2rCEvNnkMKRJYKe8U7kGFKpVLa2NjQnTt3tLy8rEePHml1ddWkpZ7cuM4AiPJZ2FVICWwzIB8WjYwZheScNxwi9sczof4M4pvwMThuzhp7VJoE06wha8OZ4fMikYiKxaJu376tjz76SB9++KEWFhYMbGKv3yQ5wBm7ffu2/t2/+3f627/9W3399deW7WMvptNpFQoFpdNpnZ+fa39/3wAr+4x1RVNNVxtJtlc86CE73u/3lUqlLKghC+aJEGozzs/PdXx8bIEM9rJQKBixAttPPcLt27ftJnvA4HVke374bGQkEtH6+rp1CfvlL3+pv/mbv7GmK1yIiA/rdDpaXV1VPp+3fVipVLS/v2+dsvC/MPEQCMPhUKlUyoKOYDBoWKLZbFqtg8+4wkCzV5nbpaUlra+v691339WPf/xjbW5u6uzsTJlMRqurq1My1jeR2cBfc5t7vV63ep9gcHIBpK+zYo6R2HmpGfiGDLkHtH5AYkFOkQXxWVnvJ7AD3g8xl/6zvarg/v37+vjjj7W4uGgSZ4gEaf6Oogz2PevnG5JAkmGPW62Wnj9/rlqtpv39fYVCIes0VqlUpnAYfhl81m63TfLOmpGdkybSbC4yBDNRZ8PckXXDTkuywCMajU4RqviHd99919oqe4nW64wrF4NLE0PoDwvFXqlUSl988YUxG7AiMH0Aah8J8/J+oCOGFSAQYKNJ0+yRBydMIICHA4lT9ndSEKggn/roo4+sTsOzugCZecYsWObfiURCb7/9tt0KCcPjNe8cKEAhaVc2RLFYtAMPWPHPTBZCmhg076y8ptAzoWiTGX6NfNu0xcVFra2taWVlxfYGv/8m2L3Z4ddXklZXVy1z8+zZsylpAOwBAaUk20NE+Z4dQY7Ge81KiLxEAiBH0OaLfzG2dOjCUafTaZsfDMLS0pJyuZzef/99rays2PNwrjzzOM9gz7MXvMEmePAaZAJvgDoOAAAAoPJZQhyNvwyMzBzBFkyJl/VJE20v38PPMAcUy+dyOa2trVkLW7Ix1WpVvV7PCiM9MXBdxornh4mjm9p4PFa9XjeJKIH3+fm5yuWy/S7fD7Dw+wgg5Lvoef0sWVU6i3j2ngAQSRwMIQCcYE2aSASlywYU2WxWd+7ckSRls1ktLy+b1JC5987nqmOWYfUETSaT0a1btzQcXt4hhCMlSEWuSnAryQAb2RtkpOxniAyfEfegfzQaTWVifaEuc8mz8jOcUfZmNpvVo0eP9ODBA5VKJfNrAE7OxnUDtFkfS6C5vLyse/fu6dmzZ1Mgq9lsGtAIBoMqlUo2N+whfNzp6akRDfg/31AjHA5b8AuRBTmRSqUUi8VMtkjgzVx3Oh2Vy2Ujudh/S0tLun37tjY3N3VycqLhcKjV1VXzuXTaA+Akk0kD5deZOz/YywD+733ve0okEmo2m/ryyy+tporziD08PT01yRfF0V5xwef6jpt8B/tMknVqRBLkv8/jJwAxfnxxcVHvv/++/sN/+A/68MMPVSqVbI/7tvFebTHv3vN20uMAGrxwkWS327VudWRQIWLALDwX74Bt8j5FmpxLMm5eAsXc4X+xSZ68xBcD7jnzvuteOp1WqVSSJK2srEz531lscl1sB5blebFNXmpMRp/A4/j4WNvb22o2m6rVaqpWq/rmm2/sImR8ca/XmyInvQ8meOHnIbC9PcMf+3pKSGY/B55YZGxvb6tUKqlYLGpzc9OIFf/urzPmymjM/j8GO5VKaWVlxdLjvsc8ES3pUxhmDKcvgCQNx028TBSpJNhRQDLOyUsnPPOFVpL7H+LxuLF6W1tbkjTV7g9D6jXegOfrDh88SLIbK7nUimCDTQB7TmDChuJgepYvEAioWCzaevhAA8BBatPr9bysjH8DSnlmGES0pzia9957T++//77dOeLv6bhuJmh2eKbar0+xWFSz2bT+5NyqLE30uhi1ZrM5JRnCwAOYkVHB1LCPAW4AE4A2oB3WGiPAXNAKk8xGoVDQ5uamNjY2zCDSIhcJkpc3XGf+MJ6ASC7T9GcR0EVgj7GBEcUwU7PjJSIAXQBHKBSa0hfzD2fUS4cSiYS9F8EQAQ/OCtYWqdLGxoaWl5en7EQoFLJaK8iEN5XR4LlxZuhjQ6GQ6dYJGPv9vvL5vDY2NnR0dDSVZcTg876+DoDCUQAa30snM2yAZy4BoIBIHC2pewoukbKWSiUtLS1pY2ND9+/ft9viYWxngzIfyF93/nCCXHbJePnypcrlsoEt3w1u9iyR5pcmd8v42qFAIGC+xvuCfr9vzDykEZ/jO7bwOZ4kIYu+srKi5eVla+DQarVMYsuzetDyJuYNm+XPERK33/zmN3r+/LldigYo8a1E19bWTIoE8URQwbmmzSxr4+vXsPG8CwGHVwP4GhFJU5JZ6nISiYTeeustvfvuu3r69KlWVlZMyhYMBk1+QUcl/v0mhgfynm2OxWLa2NjQo0eP9PXXX2swGKhYLNoZJrgku0DW3nfX8R0aIQbZV14+5esty+Wyjo6ODCgCnjl7EDLUqPy3//bf9Cd/8id2tw1BCoHFbBbjTew7/1mcVYKJR48eKRwO68svv9Tnn3+u8/Nz5XI5s8W+ZgBiC/uHPce/kkGczZLzM5Co7DcyIz4IAiNBGgKQ8W1kQiAakRPSSMTXt1yXkPJSPeaNNcI3cj75O2ru+DcXBdNVk7NMoEEGYvb7INeYH19y4OfdN2SB2MF/Ma/D4dCUGLFYTKurq3rw4IFWV1e1tram7e1tK6S/6pg70PCRNIs9Ho+1tbVlL767uzsl96G4jGK1UOiy2MdfjEQaLRyedPM5Pj6232PzeidEEY0kK26NxWJTEbY0cS53797Vxx9/bA6EReVQAQ44zNcFLbNGgYPlszonJydWa4KmjwOMM/EyBA6XZ+pIrXGgWSe+k/eSZIEGzmKWBfTZDUYkErE0eTwe109/+lN98sknKhaLU2lRNv2bHN4o4zhwwsFgUPfv31e/39eXX36parU61fcephmZBWlB5C+wqkhw+v2+qtWqOQcOpTdqPBPFu8lk0gJm6h98VqDX6+nOnTv66KOPlM/nrW1sOByeAsoebL6pOeR5YeIAuQSkyHFI90YiEZMEeL0rYATnCyDy3wNb6UEKBpM1YW48QyVNdLYAN+SNyOS4HIuzTp0WLChn1Z/5NzF3gUDAnD32Zjgcqlqtml4ZiWipVJrqdifJpBcelMx2EJll0rFxSEogZXDEPkhjb6IHRlaGZIXbjm/duqVEIqHT09MpXfrsBVFvct74XAifXq9n8q1+v6+9vT0DBgAA5Dqz9o93h/CQNOUoZ1lKfA4F8NhU6m7wQ9g6PouWsKVSSZubm9YcBBuL4/aSjTc1bwxsAb4zk8noBz/4gQVVBwcHVjeAXI+sAnWLh4eH1j6dwlvOriTr1EhQQI0Edo397gtIWVvIGgJisraRSEStVkutVsv04oVCQZlMxphZyCh8EJnBNzl3MMv8P2RcKHTZ+OTdd9/V3t6e/v7v/97al+fzedsz7Dlpkl3mvO7v76ter5u9o0gZRpms0XA41NHRkT7//HOrg8EmYD/J/njAvrm5qQ8++EC3b9+e6nSI3/Nr8SYDDP952Dh/Lre3t00eStDEmcN+8axgOgJ2b7OQqONTeDf+nECDOkt/dYEk852SrBaC50IGR/es8Xis+/fvK5VKGTHlffib9LGsDWvqszHMpZdLe+KWM8sa+MwEhORoNLImFvhV/g6yNJFITCl6Zv25X2PIPVQ/XPOQy+X07rvv6sGDB8pkMrpz546VSBD8XZX8nMsj+2AD44wjlKS3337bsgNo5zEqzWbTGNxQKGRGhomEOQ0Gg6rVajo8PDRNGs5XmvRfp7sRmzoWi1nRku9/z23ci4uLeu+997S6umpBBRsENve7kv34gewGvWqtVrPUJO3kMGIw6+12W81m05gUOn8QgLBxfVEtB9EfdA9MSMWSCqX1ZjweN5aCW1K5VXZ7e1vf//739ejRI929e1elUmmK7UVOwnu+qeH3HdI2QGssdnkXQCqV0ueff67Dw8OpYI3gCGlJLpdToVAwkEXhkyRVKhWrJ/IFy571xEDB0KHv9d2tlpaWlE6ntbm5qYWFBevuw3MRrGNokf28yb2H8wPEUwi7vb1tNxrTrx1g4zMXs/uJfQSTS2aN//ayxmAwaKDDF6z6tDeBCYEwa+mNWqFQsCYGnA2CJDJpb0rbPTt8dom9w3npdDrWZCAYDCqbzRqrhdSkUqlYu2PfAMPLvHxgPitjgzAg80WwjA3whYfpdFrLy8tTWVkCj83NTZVKJZXLZbscjDWYDRjf9PxJk5oJ1hkZzXA4tLbSDE+G8FwE4jBuzCX71mevIVpoNwzAwEF6aarPgmBLuKTtnXfesfbj6LrpJw/4kd58kCFNt8plDjOZjL73ve9pcXFRn376qV68eGHnsVarWStSWFDmhswX0qdoNKpsNmtZJi+9BaSQ7eRMt1otxWIxY1Y9aIeowPbT2jyZTJoUEPKMoDIYDFrzCebxTfsKz/xKMna51+spl8vpz/7szxSLxfT5559b/Qi2hEAIsqrVamlvb0/lclnNZtMIE5poFItFIxIgDFutlur1utWuAAwl2X8HAgHL5HS7XaXTaf30pz/V6uqqnWMkctjKq+rjrzJn0nR7bwhRapvW1tasmQh4hPOKPfKZCl8oj4/jLIM9kIXmcjnbj5wx7CTzCllGPQ++GdULHTWbzaYKhYLu37+v9957T7dv37YsKXP4Js+tnzMfiIPJsElIlslGgFsDgYA2NzeN7KROCtxBMLG+vq61tTWdnJxMZSEjkYjNDd+Dn8WuEQzjv/Bt4INMJqNkMqn33ntPH3zwgd566y2r98XPzjvmpv44yN44ACIWFha0tbVlqV02YLvdNsPE4cxms2bYfDU9Ol42JowEDDyRGpsYEEl7Vxw2bWw3Nzf1k5/8RNls1gAmG5QFANjMo0G76iASvXv3rs7Pz3VycqLj42NlMpkpwCnJ2t76onWKPtHbYuilCcvJxpjtK833w+7TFSSZTE51d6Cgn0Pc6XRUKpX04MED3bt3T9/73vcs0uXwAxa/q+GNoTSprZAuC125pKnVatmBpwhyMLhsTUqbVyL9wWBggdRgMFC1WjVJGf+Q2gRE4pDQaJNtIyvAfN++fVt/8id/olQqZcaRtqQE2wAmjOCb3HeAe/4bqQTa65OTE0myblzcYQE54J8JJpLz6A2ml+t5QOeDeM4uDAqOQprcGM1ty0hV6DgF6PH6U9+OVXpz7NSrhk+FSzKSJBgM2kVlsVhMm5ub+n/Ye7Pfxs8svf/hLlHcSYmiVFqqSrW5bLfb3e5lpnu6pzMZJMEMEiB3uQmQvy25ykWAANkQJIOZTAZBT68et+2uvUqljeIuiRT334XwOTykyz0lVrndP0AvYLhclsjv933P+pznnPf69esmb4eHh3r06JEajYYeP35syDmBKvYPqgYVDuQcJB1Kht9L3h/0MJ/PK5/PK51OW+CSSCRsaAJV5FQqZaM7v+rlAyveGXQS+k0mk9HJyYkNEanX61MUOmSOs0emAD6gY0iyJIbKERVgTzlF5nyPXjAYNEebz+ftbhsSxI2NDdN7xgx/1WCU3z+AqeXlZaP//N3f/Z0eP35s+wEtwjdyxuNxra2tGc0Fm0iwj53yvQfIGL4GOgqgAregUxEBDFxeXtaNGzfMrkUiEa2trdl3YlOlL1KRv4p9nEX+kR3Ov1Ao6J/9s3+mjz76SI8ePbJEgookwfHp6anRTZDba9euGf0VYJOpVVS+AKoAKIhHpElvGjpA0lYoFGxfARlJwjmvr9rOSZPqsNcPqErJZNIGrfi+UChTJFHEUfgRGpkJnrF7xHDIIQ38njlAgooPOj09lSTzJzwv4CjUnzt37hj9x1e5eKe3uTgbZB9Z4/ywacSY/KynUi0tLVkvCb1SUGGTyaTW1tbUbrdNXtkX9gjWgKeQklzwPMTfyCU6vra2plKppB/+8Ie6c+eO/X9i7TdZb8QxICOyD3NlFcr4xWLRfla6CHaePn2qSqWixcVFZbNZo8AgBM1m0+bEU57DQXn+PFkeXfahUEj1el2np6fKZrO2mVAuarWaIXzZbNaEEmTP87G/6sXeMVlidXXVeNNHR0cWQID4gZASWBWLxamKB82qs9xK30QuaSo4BMVCcZkwIMlGIoIgjsdjrays6MaNG/rjP/5j3b9/X9euXZsyLLMUsa9yYVh8BSoSiSidTmt9fV2Hh4c6PDw0mer3+9rb29Px8bFisZjy+bwpJw66Wq2aU0HBMGypVMqSLp/kMSedgJMZ5CQ0w+HFTcwEJz5QJXF+m1QfFnrp9ZP3IWDz05Sy2aykCc3r7OxM1Wp1qgkX50jwC8edwBgD55Emkmbem34D9JKgxNNlSDby+bxKpZLZAC/vnA/G+qt0vtJkJLWnU5AYLS0t6eTkxBwMgyl4X+QmFotpd3fXSvvILrKwtLSker3+BVoCI2BpxF1eXrbnof+HJBqaGZQFPuPo6MicGHv9VSDxr1r+PcfjsfXMMYHQ33FBTxTJVSwW08rKiqGbVA45E6hsvpGZz4DKSMUIWQSoYo+QuZ2dHZs2dOPGDaM0ctcNe0xz5+9z7/izr2Rvbm7q9PRUT548sUrbe++9N0XTODo6MtQc3R0MBiqXy9aXSJCbyWQMUfYjSpnWdXBwYABBLpfTd77zHdvDdrutRCKhDz/8UO+8844WFhZsQAP/eP76LEj5VS3iDt8L4M+O4I6x33/7t3+rn//85zo6OtLJyYmuXbtmAFGz2bRkuFwuKxKJWOIHqBKLxaxPkCqAB1+wY+Fw2IBWxjv3+31ls1l94xvfUDqdtilPnL3/91e9Z57Gi85CZye2q9fr1tsH9cf3LDJhDn9K9YOEgsTfJyR+ZC7f720psu3pmIAq6D6Vuz/6oz/S3bt3jb3yVS9kmr4vfAXvCZiI3yf+8n074fDF3VqMrGVgBzFuJBJRvV7XwcGBSqWSyU+r1VK9Xp9ingDCABbSv4UcxmIxG6bCVKmdnR1tb29PTeAkvvGJ32XXG0c4njfIBhJ0ZrNZ3b9/X8vLyzo7O1OlUjEBY+oInNx4PK6jo6OpJmXfzMUL8300dUM/yuVy9ndk3AjkcHgxco7JNaDZIKTS5DZGsu23uX6XcYAa8t3vfteUZm1tTS9evJhC3zyHk4ROkt2yDhXAvwtOIxQK2U2jLKZ58XlQr3DQzLsmIO90Ospms/r+97+v73//+1a98Eb795VksDwnEplj/0KhkHZ3d22aA4aeSocPdpnChdz5ZJNmfN4P+QJ9ymazVvr2DWseJSQ4oCoiaQrdnUVav6q98sE5VYV8Pm/v6GkmOE9Pe+QWa6o6vA+BHroDioIt4M8g7ePx2BIJj9jg4K5du2Y8ZwJM39ckTZwP+/dVry9DX0OhkN3+6icaYZgjkYi2t7fNOa+urlpiBhJKwoZzSafTloiQoFy7ds0S11wuZ5QtbAF7iENaWFiwisv+/r56vZ5yuZyBL696l9/HHpI4pdNp47z7Xgx0GJSOagR7SSCDTKHH4XDYEOfZqTUEL5wVlDRQP+Q/Ho8rn8+bXt+4cUNLS0vWtA411Dfnf9Vr9jtItkajkW7cuGFBb7/f149+9CPduXPH0NFGo6Ff/vKX+uSTT3RycmI+j8CGfjsGVeRyOUUiEVWrVbVarakpYNhZKpk3btzQu+++q1Qqpfv379s+Li8vq1gs2rQlaEf4cU9F/DoXKDJ00fH4YtjK1taWnj17Zv0toVBIOzs7Noa30+moXq9bwMxEJuhr2EH2GHklOcTfg04jS61WS7FYTN/97nd18+bNKR88W+3+fewdPlWaDIegqo28rK6uWoCMjEiT6ketVjOdJPEg2YViSnBNgO57iaDF+6sPiIOgZ5FA4LcYyHH//n0bZ+sb+b/K5W0CdGhPF/Nxh+/VwCdzkSDJFIlGLpcz1gA9Le+9954kWa8bfUO1Wk0vX740cJpWgsPDQ62ururP//zPFYvF7LJj7hi7efOmPvjgA6VSKbORPsl90+rjW4FS2VA2DaewuLioYrFoc/YPDw+Vy+VstBdNiZQnz87OlE6nNR6Ptb+/r/Pzc0O9QIQlWbmdC7y4/AdjBzUqm80a4lgqlXTz5k27pwB6jJ8yIU0av36fa3FxUbdu3dLi4qKN1fvggw9s7Fuz2dTDhw9tvOFodHH5Fug5GXwymbQJKkxaIlih+RSH68fkweXLZrOGQgWDF1NBksmkBZhra2t6//33p0YQfp1Ow8udRyojkYhWV1eVy+VsVjUXvVUqFbskj0Dn7OzMkPUXL14YfQikj/4VKhU01+JMSTAI2qmaLS0tGZVmaWlJ3W7X+LaequcD6K9yeeNBkgY3MxwOG8cbGp0kc644vnK5bIFNKpX6Qp8CYwWp+kAVGI1Gymazymazxh+l8umpPNDRJE05MWmSQPspa19FNegfW57/zbABAlUGUOBQma6Xz+cVCAS0vb1tCCZVIfqyKFVzz0SpVJqiTnHBJJd8cbcGMjoajZRKpWz8b7fbNWrcxsaGASw49d+33vrKFhXaUqlk9FX8wv7+vjUwLywsmD5S0SLYl2RJMUEc9B5klrOgB5DAj2SYaUf+1l7G8G5vb1uwx8S+N0H13sZiD2OxmFZXV/Xd737XqJDb29vWZ0e1goTppz/9qX7zm98YsETvHTeGb2xsaGNjw0ASgpG9vT0bKLCysqLd3V2dn58bSuwrPn4alQeAZvfs60wyfIXDAy8E8jdv3lQwGNTGxoYeP35sFV+GhUSjUa2urhr4AuWUy/ygS/Ed/X5f29vb+sEPfmDV8VKppFwuZ9Md6ftJJBK6efPmFNUZWf06EjQv49iLWCym69evm00rFov6/PPPVavVzK/CxIAu5+0NPo8gW5pcdgcIBWhKjwqUJ/YcpgtDEgDzSqWS7t69qw8++EClUmkKoJ59n9/X/qGv6BUJBO8ODRb6+Y0bNwywAjiH6kgFJB6P6/r161ZpgoaNrAIShsNhbW5uanV1VWdnZ9ra2tK9e/esioEPJ97c3t62/i72922xBd6al0aYfJPrLKc2k8no7OzMaAAEW8yMv337tl17/1d/9VcWHI/HY6MYgcatrq7qnXfeMV6tdNHEi3MvlUp65513tLq6agqOQGIIUGTvfL+OhQJvbW1NNXtScg4Ggzo6OtKDBw/085//3CYhkSB5QchkMpYtk3TM3kgqyQLmlZUVuwzt1q1b2tzctKAYxIemNoIDjyZ7J/J1OBCMkC8/Inc8L9QykE8Cs6WlJRUKBd27d8+mBf3v//2/9etf/9qC2UQioVKpZMg6xozEhOSBiV+rq6u6d++elpeXjboCr5vSMs/hG6p/X0bQU0g8AgMlh5Ipz05wJ12MYs7lclpfX1ez2TRZrdVqarVahliR5PvpUlAzUqmU0bJw0n5KyyzVwjeie7qfpN9LOfzLFlxXaWL7/BhBzpd7g7gN2dMV0ZkbN25M9R0w6pXAmXdnPCGB3Pr6un0W6CCyTZWTu1rov5Kmb9T9fS7vC4bDoSVnVC42NjZ07949PXnyRL/97W9VqVSMkkKlCBnwtxR7mp4f3ADiubCwYFPDvN6BwFO5/fDDD7Wzs2NTknq9no0dJyj1yO3vexFskqxFIhEVi0VLohiNDrjEiOVSqaQf//jHKhaLevr0qVGdnj9/rkqlYoEM/uTevXva2dnR8fGxfv3rX+vZs2dGq00kEup0Otrc3DRgEIoZdhcfQxBEQv51VzOQCb7fUztJQKPRqO7fv69bt27p0aNHKpfLqtVq2t/ft4mCJHSxWEzlctnQ5OXlZa2trdnwB+zBX/zFX+if//N/bpQ7P8aXwBpbRm8I9pcqErrzde9dMBi0SilxR6lU0scff6yHDx9OTT4jYW21Wl8AdqmM4Kep0lExw5eTWLRaranpX8jj9va2VXvX1tbssmVsgO+V+Dr2zPc3+N4nfB0yQfIPGMIzex+InBJnS7JkDhpeOBw2eh/g8f3797W6umqAKEABIF8+n1cmk7GKJ5/PGb8NmXurcCAOAQX2ScdwODTh8AEyHEif2R0fH2tvb0/7+/sKhy8uLLp+/brNhj87O1Mul9PW1paWl5cNkYUC02w2lUqlVCgUJMkcDAYQusds087XmWhIMq46f4fyhUIh3bhxQ+vr67p//75++9vf6h/+4R/07Nkzq4DU63V1u10lEglDVVBskHc+K5vN6pvf/Kbeffdd3blzx26kpmxG0ARiE4/HVSwW7U4OmucxNF+X42WRbMCN9NxSUI8bN24Y6ga/GYMElaNcLuvzzz/XgwcPNB6Ptbq6qps3b9oki16vZ9WxbDZrXHz26uTkRKlUSisrK1ZhYboD/TM+yQDZ8aOF39aa5SL7v/f75lEXEEmaGX1Ph+9lCgQumsyazaYZruPjYxsTSZURGks0GjXKInQr7o8Ih8PGgWYvQHJAsXyAANpDYPB1Lo+Oei47iBV7R8KBjAAE+OoN9okKF5VGzhEHxQhC3/gIVYFz4+f8lDXfW/J1gQLSBJHnmRgm4e9Mun79uorFoh4/fmwNp36AQL1eN92iIgm6x74CDECdQM5Itra2trS0tKTl5WULWN577z3l83m1Wi01Gg1rcqZSOpucfx3LU5WRjVQqZcktSafn2MdiMRWLRUUiF/ch4Ee9zq6vr5u/JAja3t7W3bt3Va/Xrc+PSvrq6qr12nhAwfcWkaD5ht3fV2/L7PIJ4myPiLeJVIvi8bjeeecdLS8v68GDB1ZZDIVC+vDDD3X9+nWdnJzoP/2n/2STgn784x/r29/+tp49e6a///u/t2rRe++9p83NTbuzhoCPwBIwApkmCQHM+LqTDM4MPwUFUboAa+/cuaNisaibN2/q2bNnNtCHiY7lctluvoYeCcjrq1yACTTAY/Og9+AXisWi7t69q48++ki3bt0yH0tc6Ye2EBt8mT/8Khc66CsqxMLel5Lsel87Ho8tnvV30kEr5TODwaABdTBXVldXVa/XbZ8BWqCjLi8va3V1ValUSo1Gw+hpyKQ/57flY99qooETwdlRnka5cAClUknvvvvuVPbmA+NqtWoBYCqV0tbWlt577z0FAgFVKhU1Gg3j7nLZCUmKJBu3yiF6J0F2SMUA1P7ryHhnDYfvdeHPKEcwGNTS0pJu3LhhM/E/+eQTPXv2zEbjdrtdc7yDwUDZbNYqEGTNS0tLWltb061bt3Tz5k3dunXLgjq/X9Fo1Kg08CN9s6t//q+bb4vTQLEJ2JBHArrV1VW9//77hpJ6/mcwGLR+F5SMqli321W5XLaqiOfEe644jZbShOaD48dw8vMYxK8iyZC+fKLG7N/7vh6WH0UIAucrZwSKqVTKkgMqN6DE9L7QJJ3JZIz6gzyhe34iV6PRmJq0AsqIjQA0mK3kfd3L6w+NiSSYABwkaPwsaBQBIkaeQJEzwW7RJM8ocT9QgISGn/d9XDzL151ksGYpbwQt9C3BV79z587UOFQcYblctrGpz58/1/Pnz9Xr9ZTJZMxBMzYd+0ePGQE34MPKyooBDvQOMkHo9PTUZBt7/HWDKh4YkCb66ysGyA50DHwv/QS9Xk/r6+u6efOmJciMIvXVkkgkYje5s+fLy8tT1XYCZPRZmthjkgyfqH2dy1fffYDLns3+LD5jaWlJd+7cMb9RKBQUjUb1i1/8wvSOqty7775rzfA//elP9Y1vfEPvvvvuFL2P/WH6GotE2gNnX3cViMWze//GIv5Kp9P61re+ZQNF6AU8ODiwqhADVxg04tF+BuDQdH90dGT3mdAbSdXz3r17euedd+xODWiSnk3jn/Hr8hWc4+zAnNkkgyqNp1rxXtDgJU1VQfxnAzqlUindvHnTrnKABu2BCHwnlDxJpsfE7m+LMsV66wRnj3ITfKFYJBw0PeL8yD552a2tLf2bf/Nv9C/+xb/QeDy2XgQQTpploGdIk3n/fjINiooCSxOkF0SUjf19r1nDMRsszyLP0oQqwtQYLghjJCRO8vDwULu7uzaWkXFp3/3ud1UsFq1/AF48wkoZ1wfGfiIXf36VYf66l6dQzDoRSUbRCYfDhjwzQYpgeXt7W//23/5b/ct/+S81Ho/tVmqmUo1GI6MFYVxRduQQbjjVMYJCEl9+zzdPf53rVWVljzr7gJVECeNI4AdNBwSd0n8qldL6+rqhWwSBVEuY+EMg6Ke04LiZzsH9AOjAH1KSwfJIKeeLzvgkFH1iUhI2kYQKZHM0GtmoV25HlyYyRjBE0kEFFNvLuX5dNu53LRJuafqiQCqufioLSRnoXiKRMEonVdfj42Oj7Q2HQ12/ft2S19PTU8XjcW1ubpr9S6VStp/cxkxC2G637YKrV6HeX/dCzgAr+Dt8qQ/uSdLQK2QOm88FYFRcZxMGD6DwXZ7OSG8BaCk0S9Bp7N7XHSizXpVssHwiwP+nHzSdTlscgX36xje+oXw+b1W3UqlkPaZ/8id/YhRaaCk+2CTB8PbUVx19QP+Hsnc8n0e8sT3QcHwQ3ev1VK/XFQqFtLy8rJWVFZ2cnOjw8FDPnz/X0dGRms2moemJREJra2tmwwaDi7tY6B0tFApaX1+3/imopCS96AQ+6+v2rSw/WAa/5VkXBPwMCeF9aIb3FxbiH2YruPjSTCZjflqa6Co2ztOifbUMmfPA19tcX0knJQYOnqJvBAINxxCyUEB+3o/G9ctTivycacq9IKvwlL2xxLmBGnxVaPKbLA6eANYLJhOkyGrJZJPJpLa3txUIBJRMJvWb3/xG//7f/3uj+3BnyUcffWTULEq2kqYu2ZFkyKo3rB5V+UPbM5avIPhAD7nDGVOx8QEhcpfJZLS+vv4FJ+vvvGCKjZ8UBc0omUxaUOy5mDSBIeN/SIGLTzY4W49qeNqBn1rD31P18DocDAaNQoWxjMViarfbarVa1uDL/Trtdtsa++h9GQ6HFvSh73+ICcbsIhAk8PNTkvzPeJScMdLQHnHUJMQg0f6eDWwhlWJpUm0iUIF+9Ye42JPZiWIEfMgU+0ilCOSPscJHR0d2RxMUUG5VDofD1qO2tLRkPun8/FyNRkOJRGJKL7l/wzfL/yHuH/qITPleHV8R8wGsJKtMUx2ESUCAATWDM6GixGhNL1uejkZg5+kvnk3wh7S8H+Ns/TOyjyQA+GQCMIJr+p/8JcNQ7UKhkK5du2b2zFd4/AV3PgmUNFXx/EPcO97FXwqJf8PGI0+ewghlmGEVgACZTEaNRsNYGUzm293d1dLSkvL5vNbX15VIJCzZoBdptsHcJ3N/aDqLTnrak6SpSrYHqTxohY7iR0gMqFT6yhj2lHNin/Cn/H8PPhHjYCu+CpkLjP9Qo8ardbWu1tW6Wlfral2tq3W1rtb/b9cfPjx4ta7W1bpaV+tqXa2rdbWu1tX6/926SjSu1tW6Wlfral2tq3W1rtbVulpvfV0lGlfral2tq3W1rtbVulpX62pdrbe+rhKNq3W1rtbVulpX62pdrat1ta7WW19XicbVulpX62pdrat1ta7W1bpaV+utr6tE42pdrat1ta7W1bpaV+tqXa2r9dbXVaJxta7W1bpaV+tqXa2rdbWu1tV66+sq0bhaV+tqXa2rdbWu1tW6Wlfrar31dZVoXK2rdbWu1tW6Wlfral2tq3W13vq6SjSu1tW6Wlfral2tq3W1rtbVulpvfV0lGlfral2tq3W1rtbVulpX62pdrbe+rhKNq3W1rtbVulpX62pdrat1ta7WW1/h1/3BarX6hb8LBoMKBoMKBAKKRCIaj8caDof2z3g8ViAQ+MLPS9JwONRoNNJgMFAoFFIkErG/59+9Xk+9Xk/NZlO1Wk3RaFTLy8taXFy0zxmPx4pEIlpYWFAgENB4PNZoNFIoFFIoFFIwGFQoFFK/31e/37dn4/8FAgH7tySNRiONx2ONx+NX7kM+n3/dLbP1+PHjL/wd38NzhkIhjUYj9Xo9nZ+f28+Nx2MFg0H1ej3VajWdnp4qEAjYnvf7fbVaLUlSLBbTaDRSNBq1PRmNRlpcXFQsFlM4HNbCwoIymYyi0ag6nY76/f7Uu45GI3W7XQ0GA3W7XQ2HQ1WrVZ2fnyuVSmlxcVGLi4vKZDIKhUK2b37P/N/5dfPmzUvv3fPnz7/wd7PfxfmNRiP7mUAgYO/XarVUrVbV7/cVCAS0uLioSCSiXC6neDxushcIBBQKhXR2dqbz83N1Oh2NRiPF43EFg0Gdn59rMBhocXFRgUBA0Wh0at9isZgWFxcVDoc1Go1M1kajkT1nMBhUOBw2WeWfwWAwtXdebyRpa2vrUvt2eHg49d+z+9Tr9SRd6ORwONRgMLD3D4fDisVipjfsayAQsOeUZDqEHkciES0uLkqS6dqrvtN/XjAYNBlHVwOBwJQd8Z/j34N/Y3e8fLBWV1cvtW+S9OjRoy/sXSQSUTgctufHvgWDQcViMTtH9uL8/Nz0OBKJmH3kuUejkUajkfr9vtk/9HY8Hqvb7dr/7/f79hzdblfNZlPNZlPj8ViJRELZbFaFQsH2PhqNTj3TycmJTk5Ops5SksLhsJ337L5J0s7OzqX37sGDB1/4Oz7Xf77fL56Fvx8MBiaPp6enOj8/1/Pnz3V2dqZCoaCVlRWdn58rGAzq5OTEdAU5Xlxc1GAwMBnudDoKBAK2R+PxWPF43M4P2Zn1I/4ZvT7698APzerr7du3L713H3/88Rf+DjkLhUJmw/knFAqZfvT7fZ2fn6vdbms0GmlhYcH2dDAYqNfrmf5IMj3r9/umu5FIRKFQyN6r1+tpMBgoGAwqGo3a93qd5vdf9Zz8f/4fe+ft4ex+StL7779/6b3b3d39wt/5eGAwGNj3eF3GJ6CbPg5gT8/OzkwW+/2+ms2m+v2+wuGwMpmMdnZ2FIvFdHp6OmVXFxYWzEdgM7CD3W5XS0tLtlc+FvDPMBwOp3wHcQLv4/VZkjY2Ni69dy9evPjC3/lYDTkbDAYajUZT9jccDpts8Dy9Xs9sFr/b6/VMVtFL/n5WNhYWFpRIJDQcDtXtdnV+fm6xYDAY1GAwUDwe19LSkpaWlhSNRqfiTXw3n8nfe9l91drc3LzUvv32t7/9wt9538BZso+ze8J7h0Ihi7Uk6fz8XMfHxzo4OLD9jsViarfbarfbisVi2tzcVCaTMZt/fn6uxcVFJRIJkw/vI5FZfNmsj+A5otHoK/XS/3l2/+7cufOP7tVrJxqzywu/V1D+3+x/zwaGGEeUByHzQofDrdfr2t3dVSAQUDqdNiPB9xC4+WCTg35VIsRG8nMc5qvWbLL0ttes4cWB+GBMmghpr9fT6empQqGQOZZgMKhWqzUlyKFQSEtLS0qlUuZA4/G4lpeXbf86nY46nY6CwaAF05IsUGq1Wup0Ojo6OlI8Hlc0GrU97na7ikQiFpz6/fsyp/w2FoGpVxD/395ILywsaDgcqlarqdFoqNfrqdPpKBwOa2lpScPh0PY7Eomo3W5rMBio3W7r+PhYx8fHOj8/N+XD0JKsbG9vK51Om9HAIW1vb6tYLFpgx3fwXDhv7whnkydvoL6KNRus4wT4fz648v8P2YpGo3bu4/HYjFg4HDZDhjMkQZnVTwIUH+jwnT4A9M7BAwnezswaxzeROx948N+z//B8/u+wLV5GCcT6/b4ikYglGOjNcDjU2dmZJFlgEgwG1W63DUDwAUa/31etVtPu7q56vZ4WFha0urqqQCCg9fV1xWKxKVvHe8wGf5yDDyhm9eptLH9Gs5/PXiALCwsLkmTJV7Va1f7+viqVitrttprNpp4+fapEImG2CGCm0+mYjC0sLBgIQ5C9uLio27dvK5/PW9DT6/WUTqe1trZmdqFUKk0FTbPB3qwvYH+/Kj/hkx6SfJ5taWnJwAB0hf3m58fjsc7Pzy2pwvZj1yKRiNm24XBouot88G8v2+g+e3t2dmZASzweNzmTJvYCefQ24W37Br84O79f7IH3Fd4moY+np6f2O5VKRXt7e+YrTk5OVKvVFAqFtLi4qHa7rUwmYzrLeUQiEaXTabXbbT169EiVSsX0jGdbXFxUsVjUtWvXtLi4aDKNv5j1dR6oYE95/re5l8jJbGznkxsv87MAH7acn8e/onMAct1uV+Px2HTXyw2+4OzsTJ1OxxKOfr9v8Q+6yl7gV9kLL2v4369y+f3ysoduep+KjRmPx/bevV5Px8fHqtVqevr0qbrdrk5PTyVJi4uL6vf7qlQqGgwGevbsmVZXV5XP56f8dbFYVCKRmAJRiOGCwaCWlpYUj8eVy+Xs99jrWSBx9n1mk8zLrLkTjVc5/1lDPOusfQaOQCIYvCD/xih1Oh3t7e2pUqkolUrp/Px8KiCZRcACgYASicTUs5LQSJoKlkEY2HD/3LP/fttOxDsQ/3c4SJARAjYcwHg8VqvVssQimUyaEg0GA7VaLav41Go1FQoFSyLC4bAhNASPfDYGAOdRrVZVrVbV7XZ1dnamdrutTqejZDKpTCZj6JcX8lft0dt2KD6om13eGKPgZ2dn5hx4F5Sr2WxOIflUbkhw+f+JRMIqFfz9aDTSgwcPtLS0ZMF1LBZTLpfTaDSaSmji8bjJoE8ovwzR+yrkzlfQJE3JvA9A/M/zM8PhUOfn54bYJZNJlUolc6roNWeC/GL4Z3VcmgQgPknF6Ppn8Ejk7wIIXrVP88rd7P7POo5X2TSeg2ogf+eTi7OzM3OU7CWIfTgcViqVUiqVUiwWU61W08HBgSFYVBMHg4FqtZqOj4/V6/UUjUa1sLBg9pFAj/3rdrtmV/x7vCqJext7N7u8nfa2wJ+pR8ZjsZgWFhZ0cnKi/f19PX78WM1mU8lkUpJ0enqqTqdjqCh7CYKZTqcVCoWsMkFFvFwuq9FoKJlMKhAIGCgD8ELgHIvFVCgUTC69b5n1ca96t7fpJ7AVHojAro1GI7XbbZMvksfxeKzj42MdHR1pcXFRq6urWlpasvcdDoeW0HqQyCPtJBO+Cgnq6qtw6Ha32zVEdrYi5N9ldt9YHmB5W2uWUTEblwBW+ITcJ/L4PJBlqt71el2dTscQ98FgYBWBo6MjNZtNA5zQZfw1vqPf7yubzSqRSOjJkydaWVlRqVTStWvXlM1mFYvFLBj3z+sTCh9Qv01wgERnNr6btRPog7fxAL7oDfac/4cudbtdk1d8cbfbVavVUq1W0+Liou7fv28+FwYB74l/bbVaymQy9sy++jbrk3iPr2r54HvW1s3aDfREku3JcDhUo9HQw4cPVS6XFYvFLDEDZJEu7B/AVDAYNNYF8tBoNLS0tGR2n2rP2dmZxuOLCvjq6qra7bYBC1SKSKZ9xXI2QfPfdRl9nSvReFVQORtszgolDzyLRCOQlNugHBDUHR0d6fj4WP1+X2dnZzo8PLREgqoISHWr1dLp6ak+/PBDZTKZqazOB3gYF/6e9bvQ0K/CifC5HqGlTOYpXj6zPz8/VygUslL42dmZORueETTh/PxczWZT7XbbPrvRaGhhYcEoUCAroDi9Xs+CEc4DBBBagqcMSROExqMtvOPbVm4f/L0qIPTOWLpAAgqFgk5OTtRsNnVycqJ2u63xeKzT01NTrsFgYIEg6AEVH0lTckMl6fz8XEtLS4bGZjIZU+pKpaKtrS1z8v1+39BmLwOzcuWN1NuSuVmHxDn5/8bAoBP8TjQaVa/X06NHj/T06VNls1m9++67JnueeucpVJVKRb/5zW+Uy+W0ubk5RReiXE6AB33NvzfOyz/T7L7NVv38n78KcOBVn4n9isViU7bPVxDOz89Vr9ct2cVxnJ2dWdKKg4xGo0omkwqHwzo4ONDR0ZFCoZCWl5e1sLCgZrOpVqulk5MTQ6Tj8bgKhYIFipyFt3HhcHgKWOE5vSP5qvbuVWf3qv8/Ho8Ntex2u9rf39evf/1rRSIR0yUSNpxqrVZTp9OxMyCgGw6HSqVSymQy6nQ6Ojs7U6PRsMpbt9u18/nFL36hVCqlQCCgVqulQCBgYIok+zkvc9KEfvT7WF4HfMBCEoSNASTa39831H1hYcHOHPtM8IavwA4mEgmTldlk1Cc7ACfQU4fDoVXXk8mkYrHYVMDC5/i9fBXA8rbtHfvlgRW+G1CNZ+v3+zo4ONDDhw8NWGm324Yqj8djtdtto6XV63UD/qLRqFG8CQZDoZByuZzZ0HA4bAkfNNxOp6NKpaLd3V11Oh3t7OyYrrPQU08r9dQYfy5vur7MlrJHs/tJchYMBu0d4/G4JFnyTlJBbHd2dqZ6va6TkxOr2na7XVWrVdXrdS0tLWlhYUFra2sGWCEzVC+ha5GQIdfYY3yHT9CQr6+yuvEq3+qZNdgfD7JBx3v58qWeP3+ubrdrsRn0Jn6Gd+t0OkYHh74WiUSMUuqBPh8bARDX63WFw2Hl83nzD95OeF301UH+m/N93TV3RcM/iA80WAQgHkGNxWImaN4w+v6DxcVF28RGozHVrzAYDFSpVAwNIBA8ODhQpVJRp9PR8fGxhsOh/viP/3jKUXgkHIfrly9rfZXrdxlT9hFE0hun4+NjVSoVy1Th4rXbbUu0ECRpUuomISGRQ8gTiYQKhYIkqdlsTqE7vV7PBBIqkSQlk0kLJlmzmbv05SjpV7VmHTCBRLvd1v7+vl6+fGlIEu9Hjwr7hNPBSfJzgUDAel2azaYlXewX8itdUNEajYYZB+SNf8/KnHfCX4Yqv03nO4tS8Pk+MfTUJwIODPzDhw+Vy+W0vb2tbrdrxozPIXEAaf7pT3+qXq+nn/zkJ7p37559P4YfPnm321UikTDePEmPpwy9KsGc/bPf17eR5Hr75gEB/3d+b9kvknxPLanX60bz8XpKcoHsdDodRSIRZbNZ29tOp2MVEOiMBECACcjX+fm5stmsoYF+kXx4m+z317/32wIIXnVufm/5GUr8ABvsUyqVsn3ygSGOt9FoKBAIKJvNKh6Pq9FoqNFo6PT0VCsrK8rn84rFYvb+kqwHi4RuMBio0WgY0oh98zx+SZZEz66v0tZ58G4WKOCZAEXwrScnJzo6OrLkiaBfmvShYL989ZEAOZvNKp1O2/fic3xviF/4Cew+lSEfmHp98bTIrwplnj2TWbCFRKPdbpveHh8fa3d3V2dnZwoGgxbs4f8A4dDvRqOher2ubDarhYUFA59IbLF3JHPIMmAVQSMgFNVxfob3mKV78/fed7wNGZwFimfBPF+R9/8fm+910ycX7Fu321Wj0bA47vj42PrNiBf55/nz54rH4yZbnU7HErlKpWKACbS1RCIxtScsH/TP0n/8e78NOfS2bnZfWdgQnoeKxf7+vvb29iRdxFnEDclkUul02pgY0MwAOw8PD5XJZJTL5QxUwBe0Wi2jpCUSCWPLcBbVatXoo+j7q2z074pXX1fu5q5ovOqLPIp2cnKi09NT5fN5a8DDWXa7XUNCyHJ3d3d1eHho2drx8bFOTk60tLQ01QtQr9etMfns7MySFIRpe3tb+/v71jxO4ARiiKJ4KsvrbtjbdL4Eqb50zZ9xZgQrIKD0DfT7faVSKRPWer1uThI0YTweKxqNmpMEJSR4xmDCt/VZKmU8jDGNa1SZ4KOS8MwGfn4/Z5PRN10khL4Z138Pz9DtdrW3t6fnz5/r8PDQmuiz2ayhnJQYQaxGo5Gq1aoSiYQhJThOnLh0EYBgDEBA/To7O1MqldLp6amazaZWVlamns+j9ZzhLH3Pv8ubOpFXVTT4zNnStzTN2+fPiUTCnOn+/r5SqZRVttAjEvpGo6Hf/va3evnypVqtlj744IMplInAD/ki4IEm5BM5DxDMIkW/Cxl/E+fxZb8728TvkR7QNehQJycn1oRMoo/OQFGECoXhJwD2z0EQWKvVrCHw5OTEbCw9bI1GQy9evNDOzo5u3rypGzduaHl52WzelyVqoKQe7Z1NPN50zX6WR80IdBuNhiRZqR86VKlUkiSlUikLqvkZ6D3oTjKZNHvZarWmSvzZbNaCHuyeb4QmqMSvoP/IuH8H3x80GwB+FfvmAzAPXPDfnBnoOFWhly9fam1tzYIM9CoYDBpqDPjU6/V0dHSk3d1d5XI57ezsaHFxcaoRWJKBNNB6kB0PYuHX4vG4yZunRHuE2QfLs3v5JutVn+X3k+fh5w4ODqzCTQzifR09At1uV+l02mwY74dsQaH1wVy/37dKkfez9NiEQiGjDW1vb09VCnhe7CHL76N/jjdd3r7xvJ6W7lFuzptnpOp/dHSko6MjnZycqNfrWeM2+7e0tGS+wJ/70tKSyeKzZ880Go0sphmPxzo8PDTQMBAIWFx07do17ezsWLKBzPJnD4z693ybe8YeEAP7pHr2u4gngsGgTk9P9eDBA3388ceKx+P60Y9+pEgkok8++UStVss+CyCq3W6b3ZJkAwqIU7CBJHOnp6caDAZKp9M2xIdeokwmo9FoZENxpAnl0IN9vNvs+15mXTrR+F1IwezBtVotNZtNhcNh5XI5KwfiJCRZttpoNLS3t2fUAD4Hp+pRw93dXcXjcUMahsOhIdHpdFq5XE7VanWqqx4jcO3atSnkAITaP/fbCO5etbwTn/1nMBhMIcuLi4s6Pj7+AkpCIAN9gmkXqVTKkBKQSj/FgDIcfRoIbCgUMv4zi1Lv2dmZOeVms6lut6taraZAIKCbN2+a0Zjdt68K4ZtFkf3f+zUajVSr1bS3t2cZfK/Xs2BFknGLoeklEglTZPi5UApGo5EajYa9LwEIBiCTySgcDuvs7MwUfXd3V0dHR/rud7+rnZ0d23P4t7ONwV8mc29qDGfljHf3DoWklEAZncBx1Ot14yn3ej397Gc/09nZma5fv27DBqrVqsnbgwcP9NOf/tSS+VqtZsge6CEy6oMmX2qf7d/g5zyi5t/xy/Zu3j2bRfb838/aOo8un5+fT1UXQJpJENBPj2jxs56vS38Qe+FRUL43HA6bfSARPj09Vb1eV71e1927d7W2tmZBymwCSeO5T9hfpV9vsvweze4rwdTZ2ZkODg7U7XatP8KDIH4aSiaTseSKZniqOtFoVEtLS8pms1b1iUaj5kQl2RnQ2wJPmWpnJBKxQRGNRsOCbfbb9wfOBl+87yxg8KbLB+sASiRpNB4Deuzt7RmY1Ol09OTJE+v/kS4CXFD8bDZrOt5sNrW7u6vnz59rdXVVuVxOiUTCgAHOjvPyg1zi8bjJvgeCzs/PFY/Hp6YQ8T7SJFhmcdZva89IQGftnzRNqyL5hDrS6XRULpd1cnIiSRYww7Dwyery8vJURYfAGP3Fby8tLRlDAf8KtS8ej+vjjz/W//2//9eaw/1zk1gTOJNgvqoS+aZ7Nlux8H/nqdySjAKLLKIzL1++VK1WsxiFpJYEQZJVb6lmcFben1QqFS0sLFjiRjW33+9raWlJtVrN5L7dbuvGjRtGBep2uwag8g6ens5zYJfexpqVMZ9MYe8CgYAqlYqi0ajS6bRVEgEvs9ms2u22UbJJJIg1Tk5OrLIYCASs3wowAH9ycnKiarWqk5MTDQYDNZtNpdNpnZ6e6tmzZ1pYWNDGxoaKxaJRerFdTCn1z418+H9fZs2VaHjH652u5+eDpOFADg8PVSgUlM1mzWlQjfj888/12WefqVKpmPB4fqjP5nnxUChkZe92u61EIqFkMqlKpaL19XVrOKI50/cpbG1tGfIgacpAvk1Eyq9ZpJB980giZS72F/rPaDSyzBSlbjabhpgGg0HjJmcymangPxQKWYJCKZKEj6ZKSSa8PB97TG9Iq9Uyx04zGxxKvudto1Kz+/cqhI9nlSYK4Bvcj4+PjbfearVUr9ctYaAJqlQqKR6PGwrdarXs9zknj4pwHiBesVhM2WxWn332mUajkTKZjGKxmCqVil6+fKl33nlHqVTKAhv6bDzve9ZI+fd5k4B59rNBXDCAUCn8iF+Ss+FwqIODA7148UJPnjzR/v6+ofVQAzKZjMrlsn75y18aIri7u6t2u6319XWFw2Hbh+3t7SlDj6yQUHjZB6Vh+WZCKpSvStDepv7OyrIve5MYEWTUajWFw2ELJgKBC74/NB6qFQxigL5CkoBuY/uwB4ApBH0EeQTEVOP8EAfkDFucTCbV6XQUj8ftc15FgeH83zZY8CqAhV4LgjNJVrGFujccDq3JXZJVMJAXbx/7/b75GJIL9Jh9bjQaxp3nd2jOJ7k+PDzUnTt3tLGxofF4bPQORmLzPq/SzTfV1y9bsxQ3AnfQZgC9hw8f2pCAcrmsaDSqWq2mzz77TDdv3lQqlTK0mUoQgQqB9O7urmq1mjKZjLa2tqwC5/0wTej8Az+chnF6ZPz4ZAIgAr7ZIBnZfxv+41UggadGexmHcixJn376qTUlQ6tdWFiwxA5aHTLHeNVUKvUFfwm4wLCCZrOpYPBiumM2m52iIFPB++yzz3Tjxg3r90PO2Fv0dTbJQKfeZO9m7S9xBkkj+0cfAIGtt3Wnp6cGRC4sLKharWo0upjc1Wg0jKrD/hEzgJ6fnp6q0WhYtZEgG1/EntMgHgwGrQeVCZG3bt0yQBE7iMzNBv5eXt4UzJv971fZCN736OjIfpbkYTQa6eHDh4pEIspkMiZzyWTSRpMDrvN9VHdJAn18CFhKEkf/FADy2dmZnj17ptu3b+vs7Ezb29vK5/MWQ9LmMBuXvMrevc6aizr1ZcgA/4Zjy8aCsDD5g6Cr3W7r4cOHevDggarVqiE2/t8ILQbNNzwy1QcDl0wmdXx8rGq1qsPDQz158kSSlMlktLKyokgkYlk2TUsYy1dx6N/mehWqwvIVG0mWyZLFd7tdLSwsKJvNGuJCIIzT6XQ6Nk6PZMAHyRi24XBojgMF9kizD1BA3j2CRRnUN0+n0+kpJX7b61VOiWqAb0IkecQ4efST0rQ3/pK0srJiiMl4PDZ6mW8SZI88lYCkpN/vG/rl6WkEMp4CKF0Ym6dPn+ratWuGFH6Z3L1pZe1V1Qz2kwDC/z+PNJ6cnOi3v/2tPvvsMzWbTZ2fn9skJGnCX49Go+ZcCWIwkAwY4F6KDz/8UGtraxqNRtrf31e1WrWAmYpKPB7XxsaGcW+RS8rFODbPtf2qqmh+/wmEvNOSLtBOmozT6bSdM3JwcnKi4+Nj1ev1qUSFCmar1bKAm0DOU1Ho36DcDXIMHSMej0+d52g0UrlcNooLwV6r1dLOzo4lSOl02mThVQnumyS3/nP4O96LsyTAALHl5zqdjur1uqQLXanVaur1elpeXp6qyMRiMRvt6IGQTqdjwTO0W76bAIcpfND0kNN2u61yuWyVx2g0qm63q8ePH9tQCfb0y/boTWXxd30me+fvE2D8LyO8j4+PrfG9UCgon89raWnJevyokjUaDZ2cnBgiL8l6farVqv7hH/5B0sUUr2q1avaSzywUClOVDuzveDy5t8VPJiThmAVXZt/7TXzwq/YOG8HnUiHER9AP+tlnn+nw8FALCws6PT1VtVq1ey6oYnU6HRsU4iuz0ItBkj3yHg6HVSgUlEqllE6nrZ8Davn5+blOTk705MkTQ/Hp22I/8D+8h2dgzNr1eZevrvu/IwgnOSTeILEJBAI2Cp/gfjwea39/X7u7uxbLVCoVm9iFzUc28JeAcPRjARaT2JLoYQNJYGu1mlHl19fXp3o3SHo9uPVlOvY2F2dBnIXtIkF6+PCh2u22VQOJY37xi1+oUCioVCopEAjYMBmYJ/SlcQbI6HA4fecISTKVCmkyPILWAXpeMpmM9T0zJIM4yidNb7Jvr51ovCog4e/5O4JZLhaBOlCr1ZTL5Yy72Wq1zPA/e/ZM3W7XmqHgfg4GAzOaBCAgNCQKON5UKqVms6mDgwMLovf399Xtdq08vLi4qFwup7OzMxsBSzDJFKYvK0m+6ZoN+HzZjqZjgioyVNBPRswmk0mlUin1+33lcjlz0CAALLjeCBSKjjDyd5wX6DyfMVtCo4+B8ZqJRMKSNnpjcMo4LF+ufNPFM37ZefT7FxfyMeGDAJiRgkwIgTtMSRvkwPcLgISORiObBkQy62fHUyULBALGfw6FQlPNfiAvOJ6trS2boPb5558rn89bQuj3TJpG3N4k4PMOfdaBAALUarWp8jSBSLVa1S9/+Uu9fPnSqpOedkJvC/uKPJHohkKhqd6szz77TEdHR8rlcjbm8eXLl0omk1pbW9Py8rIZuvX1dd29e1cbGxtTDgkEB8oQxtTTft6G3r7qM3zllubO09NT7e3t6eTkxPot6D/b29uzKlC5XLbqF30/BNp+7Cg9ayB80M087YyAjoBTumjwhX7qqUIvXrxQp9NRKBSyYRm3bt2y74WmNC9K9WV75/fK/z0N36PRyOiajUbDAhiGe5TLZY3HY6MWkAxA/0TWSJboefH2E7uE8wVhZh9x0OPx2Ppizs/Ptbe3p1qtZtRbmsQ9Eru0tPQFe/42bN2XfQ57Vy6Xrb+i3+9rb29Pn3/+ufXT+UZ6aVIBYuoZ1RzkBHTT3xME5eTo6EiBwEUz6uHhoQEIpVJJq6urWltb0+bmpp2RHynPn1utltLptCXO2FYqxV8mP/OsL+OT8//wC6DxZ2dnNrGMxBd58Pad5AF9o0+Pn6cax9mhw3DgCRB93x+9VdgJgLCzszM9f/5cvV7PEhIqBXwf3+WrQm9q83y13lMc/T+AI5JsEA/xxMLCgukvQ0N+8YtfGKUJ1J499bR59ozz4X08CIct5M/0qkFJIyA/OjrS3t6e7t+/PzWMAxsI28MntXzmvOt3gYEE/IDl+C0qsZ9++qnFAFDJ8L/tdtsqDEzCzOfzCofDpo9UN7CRyDWgXCaTsUo6ND6AZIaNAIYC8kQiEZVKJRvN/I/p6+uuuRKNWSTCCyI9BM1mU8+ePdPHH39svQG+tBoMBlUul228GTxcbjvkpkOyYFB9FJeeC9+QCjKVSqXM2NE87lFEjCMCdnh4qGw2q2KxaNk0qMHbTDjYLz6TwA6DQXAK35FnhCaVTCYt45RkjpUAH+Mlycr8UDX4Dn+RGk53PB7bVANQnsFgYMZBuqBfRKNRFQoF2ydKmycnJ3Y2/h3fBpXgy4Jl//f0SyBftVpNR0dHOjw8NIdC1SOVSpnsQBfzCEAmk5Eko1Ng1FE6jCsBHZUmP3GKxj9Jarfbevr0qQqFgh4+fKhf/vKXVn72e+Wbcj1K+LaWlzlQx1qtpocPH+revXsWvPb7fe3v7+vJkydGj8KBwOsmSHn8+LHtPcjUwsKCUqmUCoXClA4SbJTLZaP8gVLX63Wdnp4qGAyqWCzaXQigNL5BzZfbsTd+lCbv+ia668GTWaeLnFOpoKLx8uVLA1IkaW9vzxoisXfsP599fn5uSToJRyKRMDkGdWWxFyQYyDpV3n6/b5OUCBiYogMqxoAOPoMmQf/eb2LzCIo9tY33xo4DGn366afW90APCxeBQkEDmWw2m8ZlpocCG3VycjL1vSTGkqzviu+VJrc2U+1FHkH5Hj58aJVOEMRcLqdQKGSjNWlQ5R/fSzTvmv1d/BB68+TJE+VyOUUiER0eHurhw4dWLYAOAThC8glodXR0ZD7B61S9Xjdbw3dxZkwEYiocvqnZbFpvTCBwQafJ5/NKJBIWzFEpoaGVfWefXtUb+Sb7x2fPJrd8pgerCNCwJzTQM91HmkyD43kZ/4me+qRWkukWFGUCy0QiYZcMExzzTOwL45sJOPf29nT79u2pfiFAHM7Q69ebMjE8fdv/2bMUiFOIFxgT7218o9GwuI8Lcvk87DlsFuQ2EAgY8wBwip/FL8J+wR+TeAHcLCws2D49ePDAeoLps6QKEwqFLEkG8IGG+rZ8LfaAs8V/UK0m9kBvpMl0UXwBNE1GLOOXsXmFQkGRSMQAd/p8GILR7XbNRyPzxDn4TnrUSJSPjo7U6/V08+ZNS6pDoZCBaj4ZRe4us2eXpk7NUhZw+PQ5wPV89uyZHjx4oKOjI62vrxuSDELApvuyK7x/KheUa0FiUPJ4PG4CBppMyc7PkT84OLAGXRINGiYXFxeVTCZVKBS0u7ur8XisH/7wh9rY2DAB8UrHBs+zfNBDsOopBD749z0lNMajFCcnJ1NBGwEM//hJWgQrPDeK5oUdIQKx8ZzRTqdjwuaDF5x4IpEwRzMYDAxtW15etgkufs/eVJGRN181oSlPktGdQElorsLggQRStkZ5qOiwJ5TAPZLsKWW+4Rd+bjwet3OLRqMWNBGQ/of/8B/0v/7X/zKjs7q6aufhUTTezU8bmXe9qtIoXQQPL1680KNHj0yGeP5oNKqnT5/q17/+td3zAK2HxD8Wi01dEsReQkXc3t5WNps1+cOJSzI9JRBaWFhQo9HQ/v6+0fJWVlb04sULqz5ynr1ez6obfD+0IiqiHvHz/77s8r+HbYL6QaP24eGhTfXAVuE8CdD8FBvOG/nyaCR8dmhXOGh0yNtXKkjj8cU9EqD/yWTSHO7i4qIBDDipXq+n58+fW1WDSyhx5tBekJ23FbzwZ3QTJ9dut1WtVhUOh7W5uWmVVIIReqD82FACfBKSWaSeIQ1ckAmdiB41pq6g8wR7JKs49//6X/+rjo6OlM/nzS6Ox2OjwOBoAR88HWi2knPZPSPg73a7evHihVVmSUxpst3f35ckqz6SyHHHCEi9ty2RSESNRsOSEN4NW7a0tGSBIxc/YuP9EAuanUmkJenWrVu6fv26YrGYjeTMZDKWcDOdkICKMfY+GJXe3gAHDxCMRpPJjABA3B1VLpf1D//wDwoEAsrn88bGGI/HVjUlbpAuEvOFhQUlk0lLmKHR+oEO6CpxCfuNrPJv4p9YLKatrS2zaVTjsT0keJ6Gho9602raq2jT2D2fgBK093o9HR4eqtfrTdH2mBQHA4ILcAnmfcxBHEFCh++lFyUQuBiIA22M96R5nKEP+Ghk+vnz5zo4OFChUPgC7SoSiejo6Einp6daW1szm8nnz7u8Heffr+p/Ix6b9c1UXAOBgFX9sHkkSVQbsTvRaFSJRMJAPWJGgGb0El2AtUNVOJPJGKgFNXI0Gun999+388HGck6+AuQLDK8lY6+7ma8SZoQedIIGnkajoSdPnmhvb88cL0Er5Z3xeGzJgqc/QPPBMSHwPjhGOU9PT6cEmNtiUVaaMKlkxGIxHR0d6Ve/+pWy2azdcAwl4/nz5xaM+uDMv+8861UOHCEjgGdyCo44EolYoEIQiEHygbI0ceooJUo8i8D4qpOnn+BICbh98oLC8Lv7+/tWwltZWTG+YLvdNuSGn38bFQ3OmgzaowUsUMjr168rmUwakoER4nO4WwAUk4TN0zN8cEZQTEWOfaQcKskoByizn5LGZ3l5J9ja399XLpdTqVSaaujiWT1aOm/gQmLGGXN+z549s4kevV5P//2//3ej5vkLg0BIQEwkTckQ/T5UOeLxuI3K4+Z6SRZQQLFYXFxUq9XSwcGBTU5DZ3/729/q6OhIT5480fvvv6+7d+8ql8vp5OTEqiGxWEwrKyvGb/XOnWd8k4oQpXo+hz/TVHdwcKD9/f0p2R+NRhZUjEYjqy5y3jwjFUmcKfYJZCkcDk9dEEYFGFvhOdo4rkgkYiM3kW3ssu/lgrLEXkGzAdFHxpGdefdOmtwDgLwAgrC35XLZkjEug8SGDwYDS2rZN2wR9rDf79tNzJLs9vSlpSULkjudjlKplIEzBHdQBBYWFqwZ2CPejUZDv/rVr+zeoFKppHQ6bRUjX7nlTAgsX2WfXnexV/QNhEIXFzW2Wi29ePHC7D5yNh6PjYYcj8enaFBUyTh/PyBE0hRqSSBBT0s8Hp+6Y8RXcgOBgI1t9YhrJpPRe++9J0kWmOPLuMgU/+STd2Sb959373hGfzbIYrfb1f/7f/9Pu7u7un//vpaXlzUYDPSzn/1sypdSAQoEAkZHIwilIo5s+c9Hjogx8B/QAwHy6EHAfuJz8T2cE30bnU5HxWLRwEGSHR8DsYgN5lnEINgVr6fSpGeU4RaAQ+grOkk8QnWBCw3REX8BLu8ALZkA2/fijceTaVZUzJEX+rD4PN/3MhhMbmtnbwqFgk3g43vQ21dV1l5n+bjO2ztPTSb52djYsNjk/Pzc+iewZX6ohzSRZyqH2C5kDxtZKBS0uLhotrTRaJifoqImyWjJyDiJB2fimUXoUTweV6VSmRrZ7PsUAbBfS8Zed1O9YPPnWcPKxAZ4yQRZlHm8E6a8SOMpylQul61Zj2CGMj9KzvjbXq9npV8cQSAQsMwOFMGj9fF4XAcHByqXy7ZhpVJJt2/f1nB4MeUkmUyakfCJwZsgzHwGxlualF9xmgR0CAzj3wgAMAAoNcrIPkEFwuggNNLkTg5oZATjHmFFoHHaOAWMTyBwMV2CEj70A5oIl5eXp4ygz9zfBF1GzvjHo0DD4VBHR0eq1Wp69uyZtre3jTKCMSK44pJDEiIMvm+gQhlRcriK/tyYDx8KTaYG4QhIfn1SBPpMQr2wsGDTYJLJpCW3nl/t920etMUjDpwJ6ESxWFS/f3ELLmf68uVL47wy8YR/PLfdI3Ugk9x+S2LFnS/wldkDX8KmEuBRrPF4rIODA9XrdS0sLGh3d1e7u7u6du2anj59ahPD8vm8/uzP/kx37tyZ0gneleUD58ssj1DzviTmODICtVqtZhxjkikQUQI3SeYwPWpNRYkzxml2Op0p6h3PABqIgwKl5/N9cyVgAhcxgRz2+33V63U9ePBArVbL+mBmg5d5bd2r6BY4Lmh2o9HFJJoXL14okUhYIhCPx20cKtUMKi4MHAClZ7+84wO48hWzpaUl5fN54yqfnJxM9bkQxKDDkizoYUGNg84C+np+fm4Bs0fR510kg8Fg0OhtTL2q1+uqVCpmewiWGCFLkgIFiAAFvaQa6yvdVIDYu8XFRfPLXpZIzAAJQUtB/7vdrj755BOtrKxobW3NzjObzVqSRmLb7/ctIEYmPLXqdQOX2eXjEG/7CHifPXumo6Mj82/QzAqFggEqJG5M1Ts9PbWBC+gF7ANpcp8STd18BvtMbIPfZ/84OxJ8qEiHh4eKRCI6ODjQ48eP7Q6yfD5vrAvfY+ADZE/Fuezy1dovS/RIMKHFLyws6OzsTJVKxWyNB+X4eaqEJPQkHt42A5p4MGK2KsV+QpOlshwMBg00lGSVJQ/qYmuxL/Q80O81CyhfZrH/PjFDP6l2ff755zbshN+hJ5k99cDPcDgZcJPNZu1MiBeli3uFstmsJBm9k38AF/gd4hGSOuwwlTbswfn5uQ2qIRkKBALa39/X2tqajfH35/K6e3cpT4wj4t84Thwv6N7x8bG9JMEc2Q+OAhSAS1ykSekYR48BgPvO90kXnMBgMGgIqU9qKPWurq6qXq8bR//g4EArKytTzYUg/+Vy2dAFZrLPdt6/6fJBO0oDP3l3d1fPnj0zhOqTTz7R0dGRNTFFo1HbK38fia9AEIzg3CVZIIKRp+JBYMI0G4/Qh0IXlwklk8mpc5NkU6iq1apKpZJR4bg4h30COUBu5l2zwQ+BAXICUklgy4hZytsE8ox6IxhdXFy0gI2pPjgCAggqS77qRpBBoMnFYNAaPI8cRAYDioFeWloyOseLFy+0ublpvUmzPGnee559Y98xNkzgOj4+trtRms2mxuOxBTPSBfpB0DwYDCyYQpZIpkj8OQOCXyo49XrdEmWcTbd7ceEV/RyUcD16zxzxZrOpSqVi6HwmkzF01KN72A3sCHo2b6LhaTD+8/x9NIwKJeAEOSLIgGtMddSjpYPBwAYYIAs+UYDS450tQQT2liQDW3Z4eGhTr/h9SVOXTAIu8I4HBwcWJFy7dk2pVMoSvnkXcsfe+ffyKCU6Q7LAZVte9km6sXmAVCQIBF7D4dCcJwGcv+xUkgVRyAW6Lcn6zXyAyDkTgBG0I8vYQx8UeYRznsXzswhSjo6ODCzjuaRJojAej61fiGoZ7xoIBGxIhUe9/QVyfA6JLGfQbretWR/bAY0R3SJIPT091V//9V8rm82azWSow+3bt78gD8guvod/CJDm2TtP7eDdfLUdeSJYpjJPgOfvUAKU4SyTyaSCweAUMEQAh8/EJ1Ct8FO3fKUSyiL+kYQa+YJqNhwOlc/ntby8rH6/r4cPH2pra0urq6tTFSbpzS889Ci1Zw9AXU0mk2az8A3NZtOom7AFstmsvRt7BEtFklE0X8VQIBmWZO9HjOPZH+wx+4bMMrHOV5H53lqtZsMj6OHw0zf9QJ3L7puviAKMYOva7bbq9bp+9atf6cWLF1Yd6vV61nMrXVDyiKOohBMzUF2kCrG0tKRCoWA6eX5+bjet43t9XylyEYlEpiqy/A5DfVqtlv7qr/5K/X5ff/Inf6J4PK5Op6NHjx6pUqnoO9/5joEwxJivW4G8VEXDC7UvlxFk4PQWFxe1vLysVCplCgovFoUCDSYbY2MxejhkXoZyLYcSjUatClAsFs1YkLXCQ1tbW9OTJ090eHhoiQsBFIE3qMfLly918+ZNUyKabt40YPbovjcGGHeE8uDgwIIXSlYoB9+NEQM1wDHBM0YJSWJSqZQ18fkEBcMImsxz4GylSXnTI3UYCkaWjkYj7e3t2RkRAGFcvbzMszw6xXuTdIIIwUlnP1B6snIQKX8RHwkeJWGSOBR/YWHBklgap1Bg5NlzIj3Fg9+F5latVu13IpGLy4iQ2XK5rFwuZ9xv72x9wHDZ5R2ZR9OePXtmFYPj42MdHh4aikIyRWAxGAxMfmji80gvekqi4huYCdKgXBGk4+yhK4IYegcDpQiHT9Xk9PRUuVxOKysrWl1dtdueWZ7igTzPs7ytw/n6pJSEyYMQBIK8J3InTZp6+VyeESdO4CFpioqAc2WPfW8KQQ4JEc9AUM4Iap9gw0unAoneQgkh2CD4nHcR9CDvOF7/PL1eT9euXTN+MGAUdlma2E0asJEtT6/wFVySXOwbAAK8blBC+g3wU+gkNoAL2sbjsU0Ogh5JBZPnkyYy+6ZgFLaFqlWlUrEkAx2QJpOT0FMCGp/A+elcMAroK5AmVVnkFXolbINEImFTg7yt9P0FnC19ZozVpU+DcezQI/Hl7Bf2Ej3l++dZvgJLEMvnUdV+9OiRXYTL3vlKGY24vsoF8MO7Ul2EMcC+R6NRpVIp1Wo1+3/IKMEu+8JZk2Tjh/2o0sePH+vg4ECZTMYSCyoj9NTxmbPfc9nlK0EE8ozoRQfpeapWq1bF5U6l09NTJZNJ5XI584dUFWhsRkZ85Xe2Ooi9kzTVK0n1RJpUmz04DY3IV81gtxDz0E8yHA5VKBQM5CAummfvfFLmbYQH3wj8fRILtclXL3gWn3xj75lsGY1eXBDJPRuMkPbVWGQKMPXs7GyqN2N5eVnj8dj6C09PT22cN/L813/913r48KHFnktLS1pbW9POzo7R8bE7r8u2mKsZHGdAtknjHtNqEDIMFv9/FmUcj8eGZlKqhB9Ohonyt9ttC74Jjrm9FOqUpKnxkNBVbty4oUwmY5UKxsYxlrLX69mo3Q8++MACxEgkYgfzJlUNXwnyRtVPrkgkEsbP9OgnSk7w4cvmODpQNs8N5HuhBM2iXJIMSfT8OxBNGgtBzBBknns0Gunjjz+2PQGlZt+gMMyiFpddHi1AWZhKxvf5cizP0+127WZ1mp4IEDFUvCMZOpQXqAckxJwFASTKySQMjyAsLi4a3Qo6gke3JdlYVBwxaBAOB2XGGc4TMJPAQx3BIOIwvFz4yR0kG6Do7L1vRvPJKDQoSWasScpIdmlm9Zxp6EYEvTgknCjfRYkb2S0UCvr2t7+ta9euTZX8+Tye7U0TDWQXqgnOsNVq6fj42GbtA35QGSJhI6Dzjd38A/XEJ/IkmtKEPz/7Z19FZu9JquDg+sZLeMC1Ws0qddJk7Gmn09GLFy8s4MfxhcNhbW1tzb13swkLSC3P5/tOCLyq1arxikGDsTvQC0jkAIvoQaF6mEqlbLSo53NTCeBcoQ/E43EtLy+b/IBOe2pcr9ebQjsJJgiS/V00nuc+zwL0orGWKi1nxvfjdz3lQbqgU/gBINKE+gsdKpVK2fPx/2ADSJPkCdsDvRk6n5/giN0NBoNmKwOBgAXfNEsPh0OjFWHDSbLRW0lTwz0uu/xzEyx72iHjYkki/MjuWCym9fV1A4sI0LAnVPHpR/EAGu/L77I/2HVsqwcpoQd6X4yfpLoZCFzcO/Yf/+N/1F/91V+pVqspEomoWCxODSHwdnJee0eSiU1nauPZ2Zni8bhV64+Ojux2dPTY9zj52BB7iQ9A/zgP/I5/D6+HyAcL20RFoNPp2JROzomKE58FIt/v9214DaAi44RDoZBVcy+7ZsF34iL6fZj0ls1mtbe3Z/YB2+X3iv9Gh/Aj/D+GzhCv4Vew+ySxnAnUUPaGZ/WTJAG5fN8g06oY872wsKD33nvP+kvoQUXuXrcSdCnJ9EEHgSNG9vj4WPv7+yZ4bDZO0htG0IxQKKR8Pq+dnR31ej09efJEu7u7pmi8OEEYGS7UDQI3UM9MJmNG2qPD+XxeN27csKYsDoEKCAZ0d3dXDx8+1Pb2tgkEhoL3n3cRFPkKCcEv7wN65YMyDKYkUxqEDEQKx+m53CBaoJm8L0LskWfQG4wqyADGlucBraBiQfCCk/HcUz/i1Tf8XXZ5h+krClTPGLPH3xGIYZj8aGQCHf4MzaTf75tskPwmk8mpxkXPy/VNuXwmsrqwsGCJCov/xikxr39lZUWh0MUIyFQqNWXwuckeo3zZRXBGQkSpGKoOF3aNx2ObEgPK6ZFikq9arWbz00lAkQOqWL76RfkXo+qdoE+SQZdTqZTttSSzG9ls1srEu7u7Ojo60ieffDJFBwHt89VCEpB5lq+c+eoFOsTFaLVazabZYGtwoJ6SiOyjB+g4oAnfiewSDFFt8zQuSYZ0+fI4z4tjQs4DgYAlb8gUCB4l95cvX1o/x+bmpt0ePs/yPSnIrwdZGMjBZVFUw0gyeCfoin4wATotTeSDIAXU3gfkAFecDXaRRNAHZ4xSp7JCMyQ0t2AwqOPjY21sbJjdXVhYsACHKjJ2ap6FrHgKIkk830d/AYGqp6h4KoPnzcMe6HYnY5bRa09TxncEAgGjDfOZJGHS9BRFzpugA98ejUa1u7urWCymUqlk9jQSiZhOYT+wEVQf5lnoA8AYyaV0YQtKpZLeeecdPX78eKq6DwUHcITYgfcCIfa2xFezfSUTAAIgi+o2aLTfQxJdAj/AKOjbIOS/+c1vdHR0pGKxqD/90z/V5uam9RkQzAPqzUs7kybUQmQbMKTfvxh3Dv0c2zNbPQZwBqT07ACAPs6IPcFGewDaN0PPVgz7/b5VWohX6GudTWI9UCNJuVxO+XzeEvmDgwOtrq5qZWXF+tjm3TOeH/vd6/WsKZuhQ+wrsRu2fzgcTl06TSxGsoQsEZtg0/iHOBuZRX89MN1qtcz2cnYeePKxMp8RDodNJpnOOhqNdHx8bMUB6fX7IC+dAuMQ+bd/YEnmGFFGhA0B8nceZDIZlUolu2iNbO3FixdTaCIKS4DiqQQENtzxEA6Htbu7q2azaZxlT32hw56Zz6BqcKx/85vfmCEiiywWi1No+WUXB4nRR6jD4bA1fDebTaVSKZuD7GljoHS+EZLkgQDLI7nSJPki6MYRgNJRXiNo9qgp5Tiew5eNocDRJCjJUD+MAZ8PgjQv5Yzn8bQzjDpBGAi9R/oIcJE3foekic8iiWVP4P8z+5xgRJIpM+V23tMHUpyF75XxKCnGWZLJ2MLCgp49e2YlXZyMNGkam0fuMHDQACuVin0Oz+yntFERAyGmf0KaNNONRiNr/vO9V/S0eEOKA8YIe0oE1R5PAyDQQabj8bgymYzdxxEMXtyBsre3p08//dTkOxi8uAWWu3NisZiBB/NSCZA5X7VCT7nX5+joSPv7+6Yf9IiQoOH0pMl4V/QQufG8f6/TXvdJcj1dD1lDpkhuZpNEdJ47INAXnArgwcuXLzUej3X9+nVLEL1Nv8zywSlJMsgd1KnDw0MDpnh+7A4yiewvLi7a5VL1et1sUbVateppPB6fSsYJRHwVhCoJFBfkj/1EnkHt0FXfV/LgwQOtrq4aQEU1Bjkn4ZsXlUevaM4vFAo6PDy0vfMBiZ/IRcCHTSL4pA9y1g5Jsj32lQgPxFDp9bRXEjDfAM84ZSpFyLR00R90cHBgyPbKyopNUfL+iUsRqVzOs9h/3ouAFhCKy0Y9koyOY/+pXPA7fCZysLCwYBP28BuMV+ZiVuIR7E8sFrPYAtnw/Y6Aj4AC6IwfT93pdJTJZPRP/+k/1c7OjukwFEqqp/P6Wb4Tu8LlqYyhZriHH0cMwCNpat+h2JEws/ee2sTgHk/3IWbwlV/PyPAVE/aSaYW+rwpAl/Gs0JhpZiZRGQwGunXrltbW1sz+XnaR7CN/BOnQiFdXV216WLPZNPAC2yvJqjD4PvaTGPv8/Nx8H4kcVEZP92YgAc8DgIxtBDzA1rFfJOWApbNyNBxeDDRYXV21vkku5b3Mvr12ooER9ZWMbrdr9yeEw2FVKhVVKhWbve8nNLCpnipEcICSZbNZZbNZPXnyxBpnETSas0HSSTq4JdULu6dTeOe7vr5ud1FwIBhigsSnT5/q7OxM6+vr1hDN6M95F46fbNMbOo+OQOOC1kBQgoPAKEmTTN1PxOCc/Gf76olvaAbVw3HRLMe+kNhB40KxMRA0CVKOj8fjqlarFqj64NTzcC+7UAaPbhA8VCoV7e7u6vDwUI1GQ/F43OSTpALjxO8vLCwYzcXvNYpGAg1ViACS90Z+OBfPlUcnUESPcBLEEIARGFBd++yzz7Szs6N8Pm9JgDR/Yymywrk9e/ZMu7u7qlarikajymazU8bFJ6okGZS9SRTgecN3BxVF3kBhpImxAhnhneCaQ3M5Pz/X4eGhDg4OjIuO4cVZEPiFw2EVCgWjnP3qV7/Sb3/7W43HFzcWb29vq1gsKhKJ6Pbt29rc3NT6+vql947EkeATG1SpVPTZZ59pb29PlUpFzWbTAmOfYHvn52k46ES327XfYX+RJY9ekbzzTKCrJP0Ej5yBH8MMHcbfnMtZg2hh90BVQd4ov8+zkAGfQHg6Ae+ADiFz2A2PlvZ6PQui+GySW9A2Ai0POIGogg77ZAwqnt8LgiYqJwScJDbc5vyzn/1MGxsb9l7RaNQaiqF6vYmtQ9ehG0G7GI1Gdp8G06QGg4G9h78HiXf1wBbgniRLkDh/gmCAApI0PwYTPyBNGpn9PVboNntFAElfzdnZmcrlsmq1mlH1mP3P86Pz81a+vb/jn17v4lJRBr1weSWVMSp/gI38P3wbwBnJs7/Hh2ovSQbBK/LlkwA+y7MJJE35SYAeZJIgEhBveXlZ8XjcRmpDl5Q0dYHdvHuHvySJJJDkHLH3UGekydhe7A7vQUXLV/WRE8BpZAZbRwLIuwNQ+Aojzcye/uZH+HvfyqKC6ftBeE+oV7O/87prljWCrTs9PdXLly9VrVbV7XZ1cHBgFG6SYMAEaJ+RyMUdN1CSANPRCQYdIR8+RsS2+hiY94UpQM9UJBIxYBYZ5rtIjEmquXOIO8Hi8bhVthiX/bqgymtbRF+SxxlVKhUTei6P4oIuAhaQAn85ChOBOGScAQ4xm81a5kkwxMZRiYDygUElMGCTaKAhCyQpyeVy2tzc1OHhoSSZkFcqFXPqjL5Np9PWMAOHfJ41y98l2CDBAAGiguCb+aTJBXqSLHidnXKD08EQEiTjtOGpgs7QE8K+45w8B5WAkjPwZX1/xjipcrms5eVlBQIBQxPhBs9D/5EmiQbZM//NKEZvIDCQ7DlK4JE7aRK08R5QWnz275MUko5O5+L2b76L5HdpacmUFsPoy+acK39Povbo0SPdu3dP6XRaDx8+1JMnTwzBp/qEDlx2+cpXr9fT/v6+Pv30U7uojyqep0KCBBE0QZ3zTe/+jhL+TNXNo7o4W5CUbDZrQxpWVlbMkdXrdZMPZtcjj/R97e3tGdKaTCbN6RIk1mo1LS8v6+TkxJp7K5WKJOn999+fa+8IRAjQSDK5yFCSVU9isZja7fZU8zfPC83EU+3Yq9k953elyaAIeMSgsQSU0oRqQ7mdKsosn5/Kli+vx2IxG4XobQQyPy+yLE1oopIsCCOIZ6oKARTjVD0NFkQeFBq94hbwWTSNpJV3IDH2vQWg0VyyyTkT/FHNY/IWAQ9nPRwOVa1W9d/+23/Tt7/9bQ0GFxedfvvb31axWLTAiHOZd4FiMtqZM43FYtZrAy2KQMTTE+mJwd6RZFCJzWaz5nd5XgAa/AagyHg8tklDJN+eUQB9UpoEXf6+HWiW0Ft5F0CaZrOp5eVlCx4lze1jvbziZ0lwsHnel7Fn2EeYGCDEJBbYwmw2OzUggQqG9yH4YRJPdBEZ5AyoFhILgEaPRqMp+0vljErR//gf/0O3bt3SrVu3dOPGjSl/iM+ad/kED3t+dnam58+fa29vb4pOh45CVwdI4iJNbBoVNY+oE7j6YJm4w1Oe/IQ8SQZO+7jI0wd91QPZxDan02mrtjCZ7enTp3r69KlNcZonwQUgYv88yMvdXtyTRGUauwe1k+QcwDaRSBgT6Pj42GjNAEJ+QiH+g7gXe0C8HQ6HjSrtExcAMPw4SR+yl0wmreG837+4rf7o6Mj2E9DsMoDKpaAXAp9A4KKJ6smTJ9Z48tlnn03dtooyM1oOYwVSw4Zg4FB4ylzwUzkYLhfxZWTP6+t0OqrVakqlUiZkbD7OIhQKaWVlRdlsVvl8XuVy2YRAmlQJQCB9ow6B9TzL86X5DsqCBGaUHDFy3hEgvLPUFzJYP/oRYQc1IPGggbrf71tg7ANRz430VBd4gVSFMDLsCZ9HUyyjU7vd7tRdHPMaQd4bFIN3JOMmgwcRgy/Ku3l0gISFBNU3h2MYPe/aUw3YB0+JoYGaezloUvMKDWLF2ZGg1+t19ft9u9mz2Wxqa2trypl7/vM8+wZq3u121Wg0tLe3p2q1avIdj8ctEULmEomE0QNIeqELESSjh5T3MfQkCKCdcHPpWwEQwBFD98HYc3cMOlIulw0NInl9+fKlPv/8cy0vLxvyi3Pnu1dXV1UsFueenIQ9YVoR70fvDkETBh9ZQTY5QwIGnsvLgpcRnCvy6x1YJpMx5NTT8XxfiqcV+MZrT1sMhUJTDoLkDrSWSrRHuOdZvh9jPL7o3Ts4OLCk8vDwUKPRyMZgIqvoKQG8n0JDr5EkoxLgFD3diiCOYJH39VRbKEfcp8D58b30CiDLfnqTJD19+lQnJydKJBK6d++egQjs6Zv0BvnzqlQqKpfLNoYaOZRkF39SIYWWIcmGWHCOHqxiDzwVyFOuAPd89W08HpsuA0r46htnzjmS5ABY+SqUdMGVz+VyWl5etsAaWcF2zrO8XvieChpo6/W6PZevcKPryJd/J84jkUhYBQb9ZO9JrtBZRpBS4UHHJVk/Jj6HPfNBn/cTACsg2p9++qlisZh2dnasYjP7rPMsfCixEoAal5KSJPCzVKaJzTxFFV+NXfN0J1/d9MALsuaDdj+4widtJMXIFNRi78v5Ln9PDFRr/F4+n9fKysoXWDeXWew3cuUp6TzDq/wkZ8v7YnOohqCjsVjMmAUkSR5kAJCRNDVMhelyAJ0ASr6Pi2FIyFy/3zdQwlP4AP/r9bru3Lmj1dVVHR8f27u/rsy9dqJBiZ7NpILx9OlTCzIZB+qpTZKmsk043ZSoCXbgnPFdvBBZHBffRKNR48/jyGkGJGNMJBJ2ORsHRKIAt7JSqRgvXLpQoHa7bYav0+loZ2dH6XTaHPy8C0XCwNG4jbHgvgEaSxEib3gIQvxIUZwbpTJQGz/FgPfBAXq6BYaABJLsGOcpTZo6yYKhknguOb0uR0dHNrlre3tb9+7dm6Kvzbt8aZOKAIgbZz1LNSEYRN6QEYJckgYCPl/98eMJ4etyiSJ7T0Li0U9Q0X6/bxQradLQ3+v1psYDHh0d6W/+5m+0ubmpUqlkCk/TPns2jwPxpX94+lAgKPPjXAn0Qc98kPbixQubGuVvPSfJ9OgIRp/37/V6RoVir5gSR8WCPcvn8+bUMYRMOEGWQa192ZmKWbFYtD/n83mtr69bsHXZ1el0bMb4aDSy6hlUSgy0PxcfeCFHyD4/h56S9HO+OCeQQWwNTZ/QJajkoQMEuJyn11OqKr5iyd+RyHHhE4F5v9+3wIwpfpddyC1VlWDwoom6Wq2q2WxaLxQ3uzebTTtbHC2NpQQhUKywdb6Kic1Czxm3iZzT7OsTDfQRKgyyDWUG24GMQfdbXFxUtVpVuVzWwsKCcrncVMM4ydy8wTI2NRwOa3t7W0tLS6rVatrf37dgBRmH+kRyRT+cpKm+n0gkYnQofF+n01E8HjeuvL+EjyEByDKUGM8Pp4IGgAW4Q7ANvQoqEaAaicejR4/UbDZ1/fp1010C1Hl7g/weekrU6uqqnj9/PlW55v9RpaZay74RV9BPgK0i4QfYI2ij1wyfXCwWzU/U63Ub9AF4RPJMUOd7BzkvfBPDAAA16FmSNAWIvYncEdi2222Vy2Uba4zMAVhi30kU/MQpX83ywBXv4W0PcQO652l94/FYR0dH5peJ8/zkRnqi/IREPpOb3oPBoKrVqrFqqIJykzbvDU1rXmDF08R6vZ5dYhiNRnVwcKBarWb+nLOHIry0tDQF3pOEAA76i3xbrZYxbehlImmDAQGVk5iVXitAPu9Xm82m0dwAT2GmAOpzLviPXC5nvlya2IbXWa8d/XleKg3VBPAoaiqVMrScCUqUyjjcUChkL8nKZDKKRCImJBwKn8cmc016Op22ErfP0sho2TSSDAIkSlXValWHh4dGL4KaAFq2uLhok2XInFGoeRaGC2ODY6LU6JMsAjj2AM432ak0fQsle4rAkAhImuKLgjKjwCRonpfpy2GzBpln4vl8uY6fKZfLKhQKajQaU3erzMuBZO8wpqenp3bpDeN0URKSKd9g5vm1IF4sAkGqQp4LCZ2NzyeZwqgQPGIoPa3QP6uXZziuXLDDOWKYtre3tbOzYzKA0563JM7ZIHdefkky+v2+0un0FNLk0ePRaGRj+dhbEN5AIGDNluw9/VcYTUmGytGzgl6SRLCnoE6eGoTj55m9Ux8MBmo0GgY6kODs7++r2+1ag/g8i4AhGo2aHEuaQsihAWAzeF6PLsJfJujGMHMOnmLkAYhIJGJ3Juzv79vv+MTWU7JwrCDvHijg7wmCfcAI8k2FD1uILZlnoUu+Jwq7xbmhJ6B19Xrdzt4nRgR7OGKoaiSaBCAk57MBG8ERwwSoOpGk4StIbpAx/+xUyLi7CVT7+vXr2t7eNjSbCVr+Nvh59o4gExAuGo2qXq9bIhCNRlWr1awnDRnjfNk7AmaqVgB77BEBFrYKufBJPXqOXBL4SJPGdRryk8mkJXb8PgEVtpaeBO6KQl5XV1ctgPFDIy6zOF8AR0lfQI8ByrBv+F8PkjAsQLqwA3DcYV7gXzkjvpvfB5Sk+s89CsQovirkEXhPXUYu0W8+Fzo309UYdOP1fp51dHRkSR6JjafXsbeAGMgT74Xc+UCaZ6fK43u3POiJn2AkPJMQ/TRCSdZfhU2Gks/+sLfshacyedo0YFG1WtXR0ZEKhYIljpdd/rt5d6h69GQw6IBk1bNB/IQxZIDENxwOWy9iu922y4CJB9FrKockXiSngGwk1yT59XrdYhDAT6qgnCGgMf6GEccMoaCxn2d4nfXaiQYBG4pCqYoD9YaOwBinAbqCsSG4Go1GKhQKVh4D1aUhi6AiGo3aXHGfXWcyGWWzWUsU2BwMgFcAUFbKngRKGGZpMteez3v48KElO29CxcDQsQflctkmDQUCAb18+dJ+DkQZwfdN8BgWjJJXJEZbouQkDhhB3+jDHmJMJE3xIwn+CATJ/GcRV1BIUDVKqVBlOAMfUF12kQxK0u7urv72b//WxnCGQiFDDejJQdlSqdRU4OKpYSBZULDYA/iR/A4c09mgaZYOhszQqOkDbf7sKTJcYsn+DIdDG4TgqWnwLOdBqnzAdXZ2NnUBE3IGhxsaGnQWHPHp6amWlpasOsj7SZpKuDzHnsSM22B9Hwu/j8E9ODiw4AIE2we96Bt6Kl3IHI2x2Wx2ysHxWePxWPv7+0bRuOyC6844RC7hghrKd4GIEzgDsoAuEsxKk14wEmNkgiSEM/N9C1SG/Wf4y+08bYq9J1jygQ7oPckYOkXQTuLpRzzPG7QgU+wRgNHLly8NoOLv8REECNLEBrPXOHKCQd6TKgP7gH3i2alg47d8Pxl8eoJOaGl+X0k2GU3t+1w2Nzf1zjvvaGtry9DqhYUFS5bmnXbGu3W7F2NeC4WCyuWyEomEDg4OzIZQseJ5GUuNXQ8EAoa8E9x5iogf2zxbISPhlSaT9tg3gD0v2wSQoPTw4f358V4EUFAxotGorl+/btzvN9k3dI8kudFo6PHjxzo+PpYkq0zAWiAQ5NyJKQBExuOxTZwkGIzH4xb0ceY+2SdWwWd6P8nfAVxgNzxohY31SDGABv4FGhHBugdb59XZtbU1Sz5brZYODw+NZeHpOb6aOEt35KzRHZJ2qsEs/3veFrGQD+IUAmjfu4KM+yquT+aQY/YfUI0R1tjV/f197ezsmM257JqNoZB7WDjRaFSrq6tTsQg9d9IkNqDPmd49hrUwCAJqlQfdPGhArEG8jCyRGNBbSPXS0/ew1b5SAhiDzpK8w2CiL8d/9z+2Xjv642VxorlcThsbG8ZvBEEh+EUoxuOxNaChHAgPjtY7FxBCSrg4P8bNUkLE4dNoCpeMMWw8RygUsqoI89D5jkwmY5kemTSZJs9FxvjDH/5wbiqG5wCORiOVy2X9+te/Np4wwSnILIJI5ovxx7D7Zj/K0jh4Gqaki0AxGAxagIlR45wICmd7Mvg3BozEjQDbBzcgMwRaa2trWltb08LCgnED/WdcdmEA+v2+6vW6jo+PbRzweDzW7u7u1P5SRvRBNUi8N/4oD1xlpnCl02lTQpwWVQvO0lOSKGd7p0rQ4/n4nDPz5An8QOQPDw/1+eefa2dnZwpBo3R82TVL2/E3MPOu6C4j90BMQAHRH54dGQTNkiY3qENJQaag4LCPlOFPTk4s8cH48b0YY2xDq9WyAIIEHP3E0KZSKeVyualR2pIM9Z1n4eQ9T7XT6ViFCgfvOdqgvv450BXez1PyCAo9ZU+SyVS73bZxmdJEL0lMfeWI/QFd95QsafrGZXSfoJ9Em4sIqRLNy1vG9vPnwWBglQsoQCQB7B/yIMlAKeTWnynNseytt5XsZTKZnOI8zzaFekohiB6yh1z5QAa6IZUVPjOdTmtlZUW5XM56JEh0Xhflm11U0fwzEczgC5BJP9GOSiGLZ/D0CmlyaR8Nuh61JmDGpwKGcB6z+y1NxjZja7z/9L7dB0T4AuzQ8vKyUqmU/cybVNK87ODTQetjsZjdBXB0dDTVrwSIgF/FzhGEUV3jQsSFhQWjyiWTySkKijQBB1utlpLJpNH26NHA7/DdnCU+NJPJqF6vW0IyHk9f5MeZYkv9JLR5FkCOr0acnJyoXC5Lmgy3AATjHX311MsjSS8VSN8wD+Diq7ToNHJJvyXySyJG7Mj30zAOK4QkzAfmxJwg8ePxRaO2dAFccqnt6wbMfmHr+N1IJKKVlRUdHh6av/MN/QwcACRAP3zfKTqayWQMYJdkySVMDWjJvprBf2OL4vG4Tk9PjW5GIuN7JbG/LPq/AEU5l9FoZEno0dGRNjc3bbjG66xLwcwYm0AgoHw+P6VILG5cxGgGAgHjsqIwGDbuKQABh1risz5QJ9AVP7vclxvhZvd6PdVqNQtieAbKTJ7uwOEFAgG7RVqSZXcgsi9fvtTBwYHW1tYus122+G5PJSOwo8xF1o4iY1TYA5QOAx4MBo32Imlqmg0OgbMB9cBwkVjgED2tCKfE50QiF2P0CI48l0+aIJg8D4H+2dmZXrx4MVV+nmdhYFC+9fV1HR0dqVKpTHHB+VkCmVarNdUAxd9jDJE7jD0VGJAUEkxJhs4TuBP8kGB7qgdUQoIYvhO0GqOQyWQMCUcujo+PtbW1pZs3b1oiAB3jsstziGu1miqViiXlcElB5UDZ+D6MUSgUsosXMVY4Z6gDS0tL9nw4YXpgSDL8NCkqi7VabWqEKo31kqYSlsFgYIga9LNEIqGVlRUVCgVLgnCOJE4bGxtzV9HoiUDvQIWgTXgaJNUe/vFUE085kKYb9Am2cb4kHiQLjUbD+LTsBz0qJMkEQzgoHDz/puQNwgXiy/ND2aSCUqvV9Pz587n2bHb53oqlpSWVSiW7SZ0kstlsmpw3m00tLS1ZAgTaSWIP0oz+1Wo1SRd0LHqhqITTi8E7w2snoAB8oLeFvSBp88EPwQooInvvK/X1et145fPaOb6LKiYTk46OjrS3t2c2EACAgBM99ZQ8wCcooFCKsHfIEP6GKgw6Oh6PzY4j/97XINcEngR9vhkW/cD/+p4PKubYFvSBXoF5l680c48QtDaSMw9Y8Oyj0ciCQQBSbD32OxgMGt2TPUMfJRnbgEoSOgcVdZaLj03FhyWTSUPyPc0Zyji04b/7u7+z561Wq8rlcnZWbwIOYF/q9brpHwg4ATL6Ak2OahaUJmyLpzWiW8fHx1apR065K4mqIFV3ZAaE3vfiUS33tGgSDOhJ3l7gHwAIxuOxVVU/+eQT7ezsGEh+8+bNS+8bMRFx1fr6uiW5L1++NF0ol8tTfgM9lCb0VuICEn1va7gsl3gDYGBxcdGAPuSNhAOfhSzzM5lMxsAzaQKeIgN+8AtnAXi6vr6udrutYrGoVCplvvkfW6/tiaExICRk6Ag9XDKCCBpSksmk8es4UJIAEgVQNgJumsARYFBzjAGLQJyACgfrjSCbhYFDmFFkStTxeFwvXryYQtsIdKrVqn7605/q7OxMt27det0tswVCCeqxsLCg9fV1RSIXYzg7nYubtMmQcYTShCuJ0IAeULVAGDEKPqCIx+NW7u33+3YhHT0rGCZK8ZwviuPLth7JRfFxPKlUaupm33K5rNFopOfPn2tpacnGkc67SHAJGLrdrqGIyWRS3W7X9o+E4uTkxN6DwJ/KkW+QRwk9Csk5ESSyrxgGn6CxkEW+H2XlZz3KAx3PI9L83OLiopaXl804+rO5zOLsSGjpp5JkFCWPHPEclEr5b5w3SBRTO6hCIoveeaLPfAa/B3LT7Xatmuf7a5AznHKvN7nYiPMjISmVStrc3LTqx3A4NMMOB9yjMpdZJIhUFXzznKf5kKR63Sbh9OALyTh2ALSaz8FhSJPpQMg4zt2PxcSpedoadhEnhtOVJqV2j/6DXFF1wM76i83mWZyh7+86OjqygSG8J4mtb7IFbfQJqN9P5AeZoXeBgA+EF1tEkuEpjgAnPqFBdkkUfLCHnANQMBxif3/faAQEstiWeSvfvoKGbqEHfm69ZxDw/B7soJqPDOIjGo2G+T32gyCH3+N7qZJRDabqAO2Yy2UJzKEkSZNBFMgCaCqgQTKZVDQatYpDsVi0OGFe+o9Hlfv9i2l+JJfBYFCtVsveC+YEP+9jE2w6iReDH4gD0Bdsq09ggsHJCFbewwd4PCN2j+/mYmFfFeKc4eaTdP/N3/yNfv7znyuRSKhUKulf/at/ZYDPvI30fN/x8bEeP35sUwZJGAClAGI9LYnqDX+PHwO88M/U6/WsKgxAtbKyokgkYr0+kqwZmcq4NPG1xC3oKj4KZB4f630XFU3iPw8gedtw2eUpZcRmnupOUE+She9AtnzyTQWCy0S97pVKJR0cHHyBMss7FgoFJZPJqV4rYmDsIVUkwFg/Jpv4ByorySD2G99LMskFwOj36wChr51ogMbBbT08PNTh4aGVu7yQcfD1el2BQMBu7Iaj6Cc0gGogPBgjnA+Ck81mtbKyYk4aB8v3oui5XM4CG38ZCYug23NGJVnQ8vLlSwsse72eNc68CdKCcIHeFYtFGyEHVQXjxfNgtBHm2b0lI6XsRYnaUzNQJAJFglfeh88gsPBKwO+CBCBkBEWUIn1D/WAw0IMHD8wobG9v2zSheekE0uQeEegKcOah8ODMCKZwdBgrkAcfIEKrYo9BC6VJNQcZ4M+gJZIsIPFoHVUnHBNoNXfDcJcEQSecTYLKfr9vQQoyi75ddsHbbjQahtCjC4uLi3axHXLGRC1QEd6BwAqEH2OF8QY5kiYXjeVyOQMMSHIoIxMEgeIRGPggb5Z7jl5QzWQPQcRAEhuNhgX9h4eHSiQS+vDDDy+9d+wJMgv1gaBOmiCzyBw2DaTdJ7LsmUedcXz9ft8quzhVPyFHmox75PtAxtBVZBzghP3yoIWnHfDsyLSvijBumb2+7PJBbL/fN8oqdhdbgpNEZ9AVJmBR8aaB3NM12QvPReZ8fIMjiQJ/xl/wb1+Nx16AHjJBcTAYmAMnmKlUKvrP//k/a29vz+7RSKfTr+SkX2b5hJyhFIAp4XBYx8fHBjglEglrBgdlXlhYmLqQFgSXSiXBIjY8n89/AWjA9vvmZvaH5AFbAE3FBy1+ig92y9tEzo3PgWaVSqUsUZ9nkWT1+33t7u5aBRy/yFhUOOq8J0k6PTi+fwj0nNGogBfYAPZxFnjxvUdQ7zya7/sksXn8TrVaNRnGdoLecyYHBwdaWVnRhx9+qPX19alq8zyLymqn01G5XLYL2rh3i+cnrvCVWWl6vLGn684mr74XguSIqWXYJ/YFvwvYNAsAezoVewz9knH8JNjpdNqCf1+hj8fjKpfLNuFt3sUZ8RlUVTlfYluSbEBSkn6YOsQINM9j6+nXPDs7s4mV+B1iMN4VewWFEbo0ia4HgkhwiBt9zIc/gUL65MkT/Z//83/UaDR048YNRSIRs7nFYvEf3aNLTZ0iw/7kk0+0u7trt3cTgDHBpNPpKJvN2lQHAno/0QekyW+m5yvDm2w0GgqFQsZlJzBnAxAujEokEtHa2po6nY4hEBhXskA2FgfODb9wbn3TIoj4tWvX9L3vfW8uQfQZ9enpqdG8CGgw0hgLnALKgoBEo5P55JTQUU4yaWgDKDSIWCAQsMklnnKGsffoNHvFd1IJmUUUETb+nulgknTt2jVlMhm7GHBe54ts8L1UytijTqejVCpl7+OpP6PRyJIRn0Rh8EAgkBv6Jgh2Gam8sHBxmzjOGPmk/AnfkkWCwr5LE/61N8YYYb67UCjYGFpKwgQ/8yyS/UqlYv0zIBJUBiKRyFSfBs2h7OWrGpsxcDhxkg2CEpzB2tqa8WHZP96NEjbOyFcGOCOP8hFU+SZmEqVcLmeVQu/855065ZNQSXa+GG1sB3vM/nDOBMo8i++J8mdDAE3p2n/WLB9bmoAJHonCyWDXkDHGQWJ30VEPvCCnBP0eyZ8XGACAoCrFuRN0cTbIkP9+7K1/R4Ian3gS4KLzVNLZT1BP3hVEnnt9BoOBfTeJim/056yo2vtggX84Gyrt2Eroo/MskpiDgwOj6eDfsFEkhX7IAvJB8MKIaJI2vxc8M7aLf6TJ0BLQaP6O7+d7qNrAVCAgJogBkWUf8bfY2lAoZEj3ysqK8vn8FKgz7+JdHjx4oEKhoEKhoGKxqGq1anRfZFCSVSLYW0APD1ix5zwflTMqu71ez/aG5nJPoUTPZ6nGfB9niN/F5sHNlyZTraTJmNvV1VV961vfUqlUMt2eN9HAxgDm0BuIvaIfBCAMKjtUWeIq5M/bRn9TPGcEy8H3hvD+/B50bfQQ+g6655M9YhxpMqmQpMjLPbaEC/A6nY729/d1cHBgI4Mvs6jWk9iHw2E1m00b3wwtkBiCvk3kg8o578PPeL/AngBmQR/Gt/R6PR0fHxuIQzUN24F8Ylc9C8X3lgKWEhOSGKMTn332mZrNpkqlkt5//33T+9eNTV470YBn9ujRIz18+NBKJ/AMETSuLaeaAEecedIeWUJAaXTCQRO8gbzDD6McyiGB1sZiMeNK9/t9a1QfDAZ68eKF3YyI80yn04Zm+c1cXFzUtWvXrLQeDAZ1eHiohw8f6v79+7p79+6lBJFF4MZ893A4rEwmo0KhoJcvX041BqFMOEv+QeB8MOcV01Ns+D6EnOCO4JXf8/QFkhWCAh/geW4zAZGvGNDkRiBZLBa1vr6uUqlkiNy8c/l9iRZ0YnNzU9Vq1e538L0Fo9FI+Xze/i4QCBjVgP1hT6DigCig9Hwv3+3RkdnqCBUjnCy0KZDG8XhsVbzR6IJmyLQXgoFoNKpisai1tTX1+31DxTE2vtHzdReyzXhngh8mw4D2elQdZzYajaYoAwSAyWTSdM3TwAgI/Y3mJEl+2IPvvcIwg4B6WiQIHYk3VbV8Pm8ITCwWM6oczlGS0RBozJtn+coAtgiZqVarhqYR3Pskg0oWTpikiWAPgw/qy7sDBOC8eA7QbWwlNg67yz/QMCQZMEHAznd7igXOispvOBw2CuTp6encFQ1ABWhMzWZT5XLZABYfMJMwZDIZQ97hpCOXVGKxLSRY/tJNQClkBfRXmiDxPrCTJsEyAwPQZwACvh/ZxUFHIhdjZ+/du6fvfe972trasslEHqWeZ5HwtFotq/6h+z6pp+odDoeNxkqgQI8PlDt+DgQa2cbX4CsAggiKqPLSe+D10NMkSXy4XdlXAT06ijySuBAoFQqFKRBrXuqUH/QBuMFYYr9XUI/Zb3wGg0sAn0iM+V3uvsEmsbcEjuihB5k8SIYMorte92fPxt9fgZ0jQcGWc3kaVXHfCzbPIumCmkyMxXMDlBLo0gzvfx8dotKAPrCXvV7PYrh8Pm8gKoNdAHh8nyp76W0dZ8a746t8Bc3vLwmgBwg5P2jW0MIus7DH+/v7Gg4v7pw6Pj62ezSw/cViUbVazZ6dPiHkDzvPAIDhcGh6xl4Ql3l/4W0BcQIxh/dbPAcyQkKD/gL6kYhTpfQ0OGhY0ejFJC3i2df1E6+daDAiq9vtKpfLqVar2dhEghjP/fdTHUA7oAiwEQQyvCAlMWky6hHnLMkMH3N8CV5AAUl4RqORksmktre3NRwO9ejRIwu6QdAonYHo+oZfnwGenZ2ZYszrQKA4cSkftA8OFMX2DdnsI8bDo54YHxwh+8Tv05tCOQxlJ2GhVIoxxPD6UifILQE5qB6CShAGuoHBRbFWV1e1srJiI0BRiMsuqhAoA8kFCRNlVvYQRIOxx9IETSd48AEJe+EROHoVMAYkID6IADEmCPcIIgmdp1JhDDEeBBIkecViUb1ez9A3j6jNs/hcngHUBwOEzGOgoEXxby+HXi8JZHB8HmRAfnzS0mg0rJRNPw2yBILnS8xUGUGqPSINtYekkwB0MLjoYSgUCvb5GOJ5Fj1nODl6fOi5wZagW36fpQn1zvNeQWrhFYP2eX4354O88bMEbcizT3SRLw8kUAEgSOaZeQ5fVRsOh0bhpNK8sbEx9yhvKiwEuqenpzZtCloJ70SABpoZCFwMDgG8gE8PlQS0nX2hEhKJRIwSAe2M6g40HQJ1vpdqBZQugihkneqap4myn+PxWGtra7px44ZyuZxNIyJ5npf+gzzTV0Clj+EqnBGVawJgzwkngAfgIPjwqLKnObNPBLrYNP4e2UaeOTNp0tvnqdPBYHCqN4gkxlehPU3r8ePHisfjunbtmv38PMv3c4XDYaONVCoVQ3apruMbAeh8sOf3HSCBQJ7PJ5bhXXzi798RSg9ULfbRA3se3CIAxi5zZvhx9rFYLKpQKEwNvOFZ51m+54vpevgEglUCX6oLAEo0ZrP/nU7HfCO+FI4/yV4mk5lKtgCSpclUPOTD21vvtz2tB/+DHfT2kTPzMi/Jzr3RaEzdbXWZxWdXq1WzcVReqMr4WNJPJ/MN7dgkSZZ0kRAhA8RhxNTYPoAA/Cf6R0zmac/eL0IP9EwTbAvFAfYLvwv1jP2brfz/rvXaktlsNnV2dqZ3333XDMLnn39uATAbT1CNILKJoJ0Ydf+wbBqb22w2jWfmlZ4N9yVsX3KfLV0mEgmtr6/r9PTUmmkI7gj6ObxMJmOjTcvlst12HQqFVCgU7EbneZanyQyHQx0fH1vDk5+o5RUUNISABjTEKyDoC4HubEDP72EAQeowKvwO5TaMLGcGUsYkA0lTJTWU3pcHufV3c3NT165dM1oTnN7LLhIkAqPHjx+rUqnYPSwE9iBDBNFcxEPwRQMUFSM+2xsYT3uhwsbnIa/QUthXFobe34RLaRO0RppcdFWv1w2FCYfDqlarqtfrRn1g9DL/XHZx5wyOyKPzVHv4fq+rBEl8L3uP3CFXBPwk+rN8bSqVrVbLJkyRHMz2EWF8PVWLahqfnc/nlUqlpvjQJDVMTmLvcVTzUs5wqoArJLKMUJytaHkZwIizlwR/BBokrtLkEiqSUhwICJsPdv1ngZwSuPD3ngpIgI0j9zxm5N4nl6B90Ot8Q/ZlFtUX7AfvTGCMvWWP/Xl5vUT/sHNMj+GscehedtAzkl4CI7jTBHkELOgiP49t8EESQRUOlvciKQGBxa6SbMyzOCdpQk/s9/s2tU2aTLrzgQdVNPaaIJd34N2xocgOiCa+gP3B5wAcksRBhSZZ5Nbjk5MTm0xEAJ/JZCz4wX/7IQOMId7f37cEF0rLPAs/SOP06empMS+8HEALGwwGNv6z3+9b5YNzBERAr6API2vI69LSklHyvN4h+8iCZwxwjp7CTAJL4k9cQCDI+ReLRW1vb39hBCw2Z95FYuNHXuMnAHg9Wu4nd5GQQLuVJiNz/WXEiURi6lJnzsJXI8fj8VS1HXnBdyHH0oSGJk3ssO+X5Dnx/zwbVZBQKDQFml92kejh+9AfTyliihS+AcDKD+Ngj6HnelqYt+2+Gg5YDXjDufjKGYkj/kLS1F1DHqDguWaTNNoh+PPKysrU5LvXBUJf2yIuLS1pc3NTmUxGrVZLmUzGBAYBh8vnJ1BgfFFo7tQAhaQc66c1tNttmz7CxuJA/DSWarVq9JdZDi0CCdrFz2AAQcu8YPb7F5fp1Wo1lctlo2v86Z/+qXZ2duZG+UDUPBeZAI2DIkniWaQJTYryludj4wwkTSEfHpVn75PJpCUFvsmUCo6vPgUCgal5/PwMSCGGmPPGwEUiF9MP1tbWVCgUjBMNWjkvUuUrXZyrDzA855FgisYx/ozzZRGoci4ENvwstD1pUlnjzzSa0oRFSd0jiZFIxDi2KKlHjbzB5jlGo5FN+4hGo9rZ2dHKysrcSNX5+bmOj4+1t7dnpW6MGu9Koga6gXMgKeCZSTZoMKM6AnDAf49GI0NC6KnAeUHVIfAgeIHyQ4LD3kgT9B8HVq1WdXx8PMWHT6VSNnGMZ/BN4vMsKmd+5LWvWnBmHgklyJqlKAIiYCc9CoyekmigT56Gh54jWzQZesqepw1Ik8lOyDf0BBIXnhPAB4SN+4aq1aoqlcpce8czE9DivHie8Xgyx55nA2Th+UCAfc9IIBCwMbZ8PgkRVTAfyPqRmyRw3W7XgJV+v29B4mzjJs/qdRad4bv/4R/+QYuLi7p//74SiYQ2NjaUz+ft5+dZyWRS7XZb1WrV5In3RcdI0NGRWq1mQYzfB0lf2HfeDwoae0GgSNLR6XT08uXLKSoYMgIYQOJAcjQ7KRHf5WWeKrl0oedMHaLSyXPNs3g/9qjX6+ng4EDn5+c2PlWa9DhwjgsLC9b/GQgELBHnOYlHeLdAIGCJBZWNbDZr+olt8lOtGN3v/b8/Bz6bPfCINPYSyl4+nzcWyfLysumQT1Ivu2bp2d62eZAKe4IfQa/QD/4/tssnv3wPssE5Y0up+JNE+z4QXz0msEe+8EvEAtg15BUZpde02+2qUqmo2WxqeXnZRgozFe+yMtftdlUsFlUul7W7u6vhcGi9yNgzKh2AQp4Ghe3DZvg+Ds6DWMxXGKAvU4nlz4AG2AkfD/LdPDufzzPwvcg0sQg6T7Fg1ge+znptrV5dXbUggw2BdoRSnpycmDHi79kgytkelQc1xBj5wAUH4oUWI+JHMPqSIlUISkJkfaurqxqPx6rX60bF2d3dNU6c56ojoNVq1RqzmEqRz+dfd7umFkkP5WiQPfpCFhcXbeQfQoPASJpy2KFQyAyfNzJUhBAg0Gz2HKfiUWMEBcH1iD0O1yOmnj+LgFEO9e/HBAWqDG+CLhOwePQ9HA5PXSrGZ4P+kWAR8HvHyz+e+oNRhUYBWuMn12AkmRzB/GqPRPMcg8FgCp0jifXBuqexUVEol8t2RvCLCZguu7LZrA4ODvTpp59a5Y6+KY+i4CBxvDgH5MIvUFz6mzCqVPrQ51nqCLLhnQyJKEgxcg8PGX2H2vbgwQPj4zNxB0MJuidNxlWur6/P3ZR7enpqo1OROXrEsFcE6z7B5bx9YBaSHOcAAQAASURBVIJzoNKATnsd92gdMoEz9YmXPydPmfSoPsmQT4rg32LjPA3BO59ut2t9b9yofNnlqQ2SrCmf5/QVDuwM9AoCLfaHZAAwgGf14Ag/y94wAAAaAFUwKuOeH42f8XRBSeZXGHJA4kZAFghc3Lv06aefGlAWDAatoRS5vOzy9M3hcKh6vT6VhOLXQD2x+/CloVlRmSGw9UkUMjJbmfNVtuFwaD01JD+e0ujlH3+OLfX9TPhmzoYJYlRFstms3QMhTaYFzbNIzPjcfr+vZrNp99BImqKSEZuQzBK4Esyiz41Gw/qyCHrxpdBWSISxm9h49sVTnEgYkHV+h7PxfSAeEEsmk1peXraRvbFYzG5ohj8/b0UDOUAX6TMEcONZCfiRBRIuH9xKk+QMOebZiG8ASKma8d7IDfJMYsq+4ac9oAr4yXfzPlDV8duzOs3dblQgfvOb31x635DVfD6v27dvq9+/uG3cV+mp8BN3zdod7JQHsjxFm5/BL3Pfih9F65/FAw34CehkAMhMsSPWCIfDBtZJE4CKihb+aHd3V6urq/rggw8sFvIA7u/cq0vvria8TklTUzk42KWlpS9MG+GFCXpxgpJsVjRK6OkaPlijYcuXk6BfwMmE+uK76uH5klRwGATvODWQNl9O73a7evLkiV0CNs8i8B8Oh3ZDM026noLEu9JYxyFihHwAQYDiJ1hwNvDsWChrIBCwCxNBA1FQHBLPi7PEsWA8+Vkag0lMWBgU30DuEbh5FvQPekWYvkAi4wMlFsFEtVq14BcFlWS0ARBIj7x6xIEgAhn2E7ei0YsbyAuFgpWJQaE8igPC5vcV9Ia9oQmU6VDLy8v2OfMELq1Wy+5oQS9PTk6sskcC7Z+D88OhgDQSLHL+jKv2U6KkCdLM53hkBh1AbqhSYGg5F5q5a7WaVWHYG4Ij9h/UaH19fWr+eKlUmkIxL7t4Jj/diAoMSSr65i8ghYfMufG7oEkeJQehQ/ZwRl722EeCRo84shf8DMEJwYs0qS5wxnyHDzhZyDPN5/Oio9LEfsRiMa2urpovoEEcR8v3s2c+WMGuYFtA1gCTCBDo/SCJIujziQVgAFVDkkguRUSOcdZMxvJn7QMWEvZisTg1QAEqEzbqsgvQY2lpaereJIJflg9SScahRBKQ0KwLkCBN7uDwgEOz2bRAEfmGQkov5CzQRxCFD+KzeQc43d6HkqwjB/gsYgl0Zp7pP8iHdBG83rlzR+FwWOVyWZVKxRIuafr+L4KowWCgtbU188PYx7OzM/Mf6ClxC5XWwWBg96hg787Pzy3BabVaOjk5maLA+iQC2fVIsR9kgs4TC5Fge7CW35m3n8/T10lkSTaIsfy5+8qgHwnvwTRozL4PEH/LHjAchPfxzdy+ms5nY0+lia/BZiCHyCRxJnEOPU7BYNCmnJ2fn6tSqej09FRbW1uX3jeqPIHAxQWRd+7c0fn5uWq1mpLJpMkSgC9nxhlCS0J20S9JZq/YexJfgE8+k/331Qz2CzvkKX3oHOfnEzh0QZrEgx448n6P73tdP/HaiQYGiC+Gj+8PFCMJ7w7FQNBmS6j8f6atwA1kszCQw+HQGkPhYnpqEFUWjKEvBYNUew6d3zCeDwPNO+JsotGodnd3tbi4qJs3b+revXuvu2W2UIJms6lnz56ZAqLIBBKvKkmShYJ08OwEsj64A9Hh93lnaXLTuM+OCbI5UxwrykpVCpQf1HlpacnOnQQGg0ii50dD+tLgZVcgELCk5fj4WC9fvrQxvdFo1IJ9xsnR2wByivHHKPtJIyiqR0kIptlXElnP14ZO5o0Fv9fr9dRsNm0coEehPX3BJ14YDX5mbW3NjAlG87IL/vT6+roCgYAZVOTIB3LolDQJEjE0vCuyhf76scbsLz/jgxOCL+wFs/uR13B40riPg6WcHQgEbAAFCV42m7Vn83Qh5DASidgkrHmRZb6D96DCQvBK0OCrh0yKwQAT0BOQ+WlHJLnsA4ABQRgIuy9v833smUeQcSyAENgL7CTf7Sl8nDXoOHQi7BBJzGUXsgK9o9vt6uXLlzYCEkSPBQAF8sdzQadFPzlfgiovXywCNfYY2fQ24uTkxMAekH9Pc+E7fbMqVBh+dnFxUffu3dP3v/99o1EWi0WrAsxL2ZMmfXU0G/vqPfQvEjZP/5nVX6qI2A4CPeQCCjI21AeKnCGIKXJCAIjf5nv4B2QUYAKACPnySVkgEDC6jPfps9XQ1134qcHgovfi9u3bqlarevLkyRcCcHQKWiQJEAE/FTZsOIHerK7R08meYyfG44smY+STRAvwJhQKGXCB78S/8rM+DuLs8NP4NU/LxKbMs0gyoCkuLi7q5OTEwADOlvP0euGp1f4cqTTgJ6g0enaLl2/iRfwA9o7PpppEoI4csmf4Sfwmthp7TD8D+0Uy2O/37cLmeWQumUxaXLG8vKy1tTXt7++bDQdMI2Fj36isEN/NVq392GB0j6p6OBw2+eK8PN2WeBvQ3oOkxOCepo884/OkC7CbCgx0wlu3bumjjz7S8vKy9S6+deoU2ZvnWCL4/F04HDauI4YSI8bBUIkgWVleXrYmGDLk2cYchMs3EOIQJRktxAfqPkDHQRMEEjSC3BA0YtDH47EhjjREdzodPXr06HW3a2rxvDwPTs435hL04uAJ9jx9C4HGIZPJ85wEJj7r9QLluak8C/9NJuuDJdBajIKna3nk0Ze7UZr9/X0TdM/ZvezCufk7VBg4gHKAVIxGo6nGT0l2KZwkcyI+WOR8kGGMpacSYSx8RYMg3DcN+ueiBMxesrws4/DpBSoWixoMBnr48KFWVlaUTqctMbzsevTokSVkJNfIsqfT+UDWo98EID6Q4Az4fQJAz/32TYIYNG4hpwKFfmUyGaOh0VcxHl9MF5ulxZBAs+9UOjY2NqwXCH0hSJ03aKGiSPMitokKB/uFXfHOxFd7fZULhwvCJE0qney7p1HhPOkf8DQK9JzfA1jBSVHN81OepMmIVF/N4Ll9Bc/TEC67sBXj8cW447W1NZVKJR0dHU2heiDavBMJBP19w+HQ+unYM18t9JU4HCWUH0bfot9HR0eWzCCfBDboJvqI44aeQvLKnieTSWUyGb333ntaX1/XYDAwOaEi7hPgyyxop4BqTCwC8MGHEYSSfKCH2B18miSTT5BPqtAkpZIsEeCzoCf6y75m6XgE3Ng/ZAfgAp8lTSiXyLs0oQMjC/R0zauzfLavPm9vb+vhw4cGkEmy/jH6QwFOsIsecSdw47+x2+hko9GwhJ8eHqqBjUZjitIIVz8ajVqwiEzj39A7X4miydpP8uOcy+XylJ+YN9EgwYRCBvDFmH9kzvdGkpSxZx68YD+RQ5+ozLIb0GnkClvmYzJiOKqbvprjEXzPGKBnCDnkd9AP6LH0Bs9TScMWQ78D0OZiZmIxzhqbTtUVyro0odsOBgM7e5JwziKTyRgNlIrJrJ6jm8S/JARU1ySZfSQ5Z288ZRlbiZ9PJpPa2dnR2tqastnsF3qM/7F1qUQDpcGZInztdnsKAfJCMRwOVSgUzID4LDQQuBhnmE6nDdHyNAJftkFwfZOxN5oYAZ4L4R+NRjb5AKNJUJ9IJIyOw4Eh1CQHGIlYLKb19fXX3a6phSPP5XLa3t7WL37xC7VarS/0lmCo2WM/mxxlIdiH78hzwoPG+ZLAkIz50iICjSKTDWOsUX4SEUl29r5XxE+RIgOPx+PW+7K8vKx+v69UKjW382X/QqGL6V/Xr1/X3t6eDQMAOY1EIjbG0Ds0xqf6ZJemJhIsAjZf0fHUMioXBGmzAQi3xpJcIH8+Aer1evZ3OHKMAsbQTzfDYIFCXHY9f/7cSv6VSsX6Ik5PTxWPx+1CME8LkSYBF8EtshEIBOyW99khCjhfEmcCJZBhxhmen19cIkQSACLD2ZAk8G8CdNAhb1Rx2NgWdBgZ8IHUZRe2I5FImP43m01lMhlD45Efnt3bRiqhOE4CYxw2+4Mee1sH1cDzeL2j9tU37CSf5R0Nz+jvLQKRp3mS4AJ7gBz6APyyy1O84BRvbGxY4kvPBfaAPSZgwKb7+xa8LfRAFTx5gkUfdHs0nSTPV7vRKfSeM0+lUjaBENlcXFzU7u7uVIXR0xAIXOkpeV2Ub3Zho3u9i0vAmNoGjckDZExtIoifreB6GgXIM0EOiTp+KRq9aJSVJsARvsHTCAFRPPAB8Idse9vguemNRsOSN3yTvxTXgznzLOwlIAMjgTOZjOkc1GmCPwJqkjrssk9MPBgFnY4gmx4gaEbYffbCg3EEl+w3+0+whw9Cn33Fk+Tz7OzMbBC3MR8dHenDDz+0qXvzLE+DOTs709HRkfUcLSwsaH9/33STygrDfSRZJWQ0Gk1RG6kqcI8WP4ctIz7jzIkt8HmemodMArzy99iD8/Nz88veVmBf0RuYJADOuVxOxWJxLlq8T5oBIEn2sFG+Cuanr/GzviLi4w7+jJ8ESMOe8XlUhbBjiURCvV7PYgjskgcPsXf0UzMBlSlz+F3il8XFRX3729/Wt771LUWjUUuYSexfZ12qRwNFIftaXFxUPp/X0dGR/ffS0tJUw4tvMsNY+tnolNnJqGi+whHxQpTi4I1CsfCIFEE32RoVDDjCPIfn6lcqFTMc/I4P7sfjsYrFon74wx/q/fffv8x22SKQSyaTunXrlnq9nj755BObbAUXEdoEyRhGH0FDyDzygQFg4WgwZL7qwT+ziDQ9LhgAlNIHdggein12dmaUJpwuF9ORve/v7+v69etTRneeReVibW1Nkoyf7/t+4Fp7ih1oG/sLakVToy/9oXhMPPP0O+QCRz3bE8NEH5JuAidfRo5GLxq+oRRgYKCoffbZZ+bcb968qVwu90b0n2g0qnK5bOgKqCsXXiaTSet5Qn4wbDhrjH4ul9N4PFYmk1EkElGtVlM8HjfdwsAhQ8iRHzCAvvtpJMgZwe7R0ZEFh+12W8fHxzb5KRAI2LPQEOeradick5MTxWIx3b59W6VSaa69A4hgvCRBXSKRUDqdtql36ApOlnclCSXQJ+j1Tbz8jKcqkqhKmvo8H3zwfMgtgSOVJgJ97B0OD/njH4IjT5EjEJT0RhdsEoz5YCOTyVgfHnYOvYK2QWDQ709uEIdGxyhM/h70lYZO/IOnhwEieaSXfWH53guSslQqZdN9uMiToJh9B8He3d3V2tqaDYbg3edZ5+fnZkuQhXA4bMlGLpczf+Hvs0FWSCw85dFXEgiWpUnvD3Qxz88mAPLDIDzlFr/gZYRgiSDKU3V9QswiIATYIoif196RrJOonp2dqdFoTN3/RfBM5RO/wM/7JJ3kYDwe6+joyPQYn8CQAXQOwIv7iQACeR/2PZvNKp1OWxLBO/tqDOcJ1Y+Rs5xRNBrV48ePLZ66cePG3PrKu0qTYQT08lDhI1nz/RjYQO5xIREAvefno9GL6YDcJM97e5aBp7N7qrBP5klCAeiwX/wcn8vvUJGGcsT5YZ9JntPptK5fv26xxWUW9urs7MwAIk9lgqrYbDYVCoUsQGdMejabtUprq9Wy2A67ic4AIADMYeekySCcYDA4FZ9Jk8bwWcqZJBv3i41oNBpf6GXhHQqFgt555x3dvHlT6XR6iiH0uvp6qUQDZa7VanbtuedVMnINHilTqM7Ozgwp8lMKyJxAN5iO4mk+lIz4Ll9yhQ8KDYtqBBkkUyf4eUrrzWZTKysr5uz95CwQyH6/b5cx3b9/Xzdu3Jh7io00GZN67do1437TFI5iMDFJkh02VQy/J7FYzOhlBNTn5+dTzdEgsaB9IOmeR8k/3gHhvAhOcODSpE8HgYavTODTbre1u7urlZUVm0R07969uek/7JuvoNy6dUuJRMIap/v9i9uaSTYY90ggguOHRsQZe6OGgfQNyATg7BGBnq+yQffodDrWWEqFCOX2JV7exQdbnGutVtMvfvELvfPOO7px48bUzamzwdHrrHfffVcHBwdTTWMEfMFgUJlMxiYM+T2QZPtGwAHtiRF4ICieFuATeWQsHo+rVqtZFc07XhoBB4OBKpWKDg8PbaQqgQrPRTVrZWVFq6ur5jBAcwgsSTQbjYZ2d3fnvt1amuhVIBDQ8vKyyT0JPEgRiJynNaBzHq0D/PAUHYw17wwIQhJDMMTZkMQjS16efGLBmUA7pPrhExf+PhgM2j4xEnhlZUXXr1+fa988Ikkz7fHxsSXboHHojzQZTQqoImlqihfvgb/AZ/APztX3EJBAAJhQafO0NB/8Qg/I5/PK5XLmqzy9lkZ2Sfr444/tQrg//dM/1fLystmoeWbyIyP4ON7d01JBnklih8PhFIKMDUbHPO3RB7YADX7vkeVoNDoVFBO4VyqVKTQ5HA6bXgCwcLYAZYAB2DmopVBKTk5ObFz1+vr6G+mrT1J8xeL09FS1Ws0SB2IFb9/5OQJe/Kbfa4K/QqFgCSifx3t6HeSZAIu8PYVeLskAOp8wYmOhuvA82LhgMKjDw0ONRiPdvXvXdOlNq5CZTEbXr1/X6empPv30U4vJoAf6itji4qIFq/hEz3oh4KdKxJRGEHpsFu/P7/oEm6AdHSCJIUEGlOW/fYLvz9f3Q1Ah5d+FQkHb29taWVmZT/AkqxyUy2W78wb7DgAGwINuQYtE9o6Pj+0dmFjmJ0JKMvtPTMLnI3f4Rf4ByEPHiYV8Ug1QjV8DRCWx4zkAojzdiiT7ddZrJxpekaCtsFFUHeLxuIrFogWhvv+Bhw0EAja3GiQAxzAej5XNZrWysmKCm0wmjXoze1U8L+97MyiNgYjSpOszRH8Q3vmBxlByjcfjevfdd/XRRx9NGYfLLu9QQWVxaPw9Rg4lC4fDZpQRAs+3liZ3NPAejCjzNBP+29OifABMMOT59xg0zs6jWPwuyCIJHtS0brerjz/+2PaPc36TRVkXxDGdTqtUKk0hy8lkUoeHhxZ4kNgSgKTTaUMxPIrk+cxU43zwiJPmd6Hi+SSM20V9cOSRGRQeWafBioAC55bP5/XOO+/o7t27RinhM+ZZJBMk8ktLSzalB5TRD2DgfNFFH6hJE/6tJEPFcaAgOh5dx2D5PeE7oFOQDEFfoOrEnqP/jMKkLM60HMYQAxjwjPV6fa4EjfckYMa5Li8vKxgMml2RJheshcNhs0Wg4xh2ECz6PLAjJK2e8gTSSgWTvUL/cMz+GT3tCTvhf8/vv082QH+5QMvLwu3bt7W6ujrX3nF2nHe73dbh4aGh9LNyBoInyc7fI3jYLypVo9HIAiB8AToL0IJeEdiAFLJn7AuL5Hj29m9Q5f39fZXLZbtkMxgM6smTJzo/PzeEFaqVr3pcdi0tLalQKFjjfCAQULVaNd+ATGF7GSpCUgoi6QMGaZrmh5+mguQDQ86FvyfYgyrmgTaoQJwduoJN9PQrAEBPWTs9PbWJZHx3sVice+oUthL5IxbJZrN2bvgq33/GuwIQeNDK215vw3wC76uRoOxM+eNn0XW+Fx9K0AcQQyKLL/F9Jbybp+ImEgndunVranjGPIv9p1cwn8+rVCqZTfcTMguFgu2D7wvjfH0DPENgeFeqQX4/WSD7UOgZyoAfxk76Pe31emYTAAOJsUhk2HN6MZBraFilUknFYnEu2pmvKnhbOxwOLZ6ickf8RiwiyfpJGWBC4uCBXuTM35uCPOA3vZ/jvak+Ydfoz8QOEt95mydN7rfx+85wGj9u27N+Xme9dqKBUlHmPj4+1uHhoRmORCKhcrmscDis7e1tra2tKRAI6OnTpzo7O7OXhn/NAeF8c7mcTcI4Pj42FAS6AYELzoSMCwEnAPL9CyAcGFOQe6gXcNR9s18oFNLKyopu3ryp999/Xz/60Y+0vLz8RpOTeAYSsGAwqFKppJcvX36hiYkmRbJGT4lAuUG+KO0SlPiEguTJc5J98Ev2TGWIDJlgA94j3yPJgiiCgGq1asowHo9VrVZVrVYViUT0wQcf6Pbt23ZJzrwlcd4VQ46h4GZqBB9qD8asUCgY9xCKF1k4ikdA6Klo7AtoJn8/Ho/NqZMYegcBhxY5xfCD/hA4k2BQhUJeCfD++I//WFtbW5ZAeXTzMmtlZUXr6+tTPQvNZtPGxDJphf31nFfQeIIbDJOnRGJA+dnl5WUzXtKk3wIkzFc8cBrQGQiYcQCcg5/+A00B7qkHCQiwmJOPrM6rr8gKc8KhhRaLRaN3+mCawNIbZ1+mR38BVPh//BwOC13FXmHQfTDkR3Niszyay39DR+MZQfpJoEhw+W7oD9evX9f7778/N7pMdYmqnR/G4ak57J9v7Ob5/fuC1EejUZsCxChzFkENDpL3IfBH52jY5oygIYEy0xNFvxc6A4hCUrS0tGQN4bdu3dLGxoaBQJ67ftlF1SqbzZr++Yo1siNNkqN6vW4VitnR1VSwSWLxJeiF57qD9iLPnlYK/cQnttgzaLIER5wlVaR+vz91UaQks7nQpLPZ7NR0m3kX1QDkbW1tTffu3dPJyYkNBMB2k5CRYHjKEL1mJO7IGkmXB50kWaWN+zLQU2kydhf5oALpnxdb2Ol0bDpgMpm0YSx8BhQh7PYf/dEf6Z/8k39iNNt59w6EfzAYKJVK6fbt28pms3r58qUODw9Vq9Useep0Ospms1O9NQSqVLboh6Ia5qlh+OBAIGBVbqiJyIk0qapjQ0mMCcYJmtk/kkYAMuwNSQn/TYBO30ipVFKhUJiiCb7u4nsBPwHalpeXjbZP1YehNPh+gInhcKjl5WVj/1DFwoZ6uiLAi2dM+KTex3+eVYAfxbf4ihI2xrMHsB98zsrKioGV9Glyrq9r61470cARoIQ4vFarZc6UbLTRaFhw6HsqQM2gb3iDx2dIMmQgHA5PZbaSzNkQePgxsRhUT73wvEuMYzQ6mdtNsI3hjkQi2tra0l/+5V/qzp07WllZsWRkXmTeZ/wYOpKuxcVFNZtNU5BMJjNVCkfxPFUC4fblSRIAhI1StqeTsUgo/EQlkjAMom+cp+GQPcNBeR5itVq1isLGxoa++c1v6t69e/Z+8yYaPDfJE98PyklAzs/6oJQ9HY/HlqRQtSIoARmkl4jvQzZBC1FgT4sh4eKzMWYEepR+QSv4GZ4BFJYBB++//76KxaJRQ7yDuezK5XI25z2ZTNr9AYxXJIDGMUsTvvr5+bk1o3puLjSSly9fTiE1UCV9c7dPMk5OTuxyKZAf37DtUXqSEoJk9JLq1Wg0siQGvSEgRU68vZhncfacI7rIWfhbVD390NNcpEnigFz6iWUE5Dw/yQfIP47fB3vYH/7e75OvJIBcA0DQqyTJEFQ/BANnvLa2pm9+85taXV19baRqdnnAB/oqdpmeC+wSk3kIHnBaXm8JXLweE/jjuPEpmUzGqoZ8X7PZNJnEwWITceb0ZeBkkTPOAZoDAXWpVNJ7772n73znO3aXBj/vedCXXVQQAN1AtXk2f4GWt/X4Pl+t93KCPyBIRofwL35/6vW6+RVJFuCQ/HkKM9RZwBmenfhA0lTADsjje0tI6n0laZ7FngPeEDsUi0Xt7OxIkgVt+CJkn+fzwAS9bcgCsQFTxwjkkEF8kddDTzOjijSrV/i109NTHR0dmYxiZ7CX6DRy/YMf/ED/+l//a127dm1q4uS8y9OT4vG41tbWrEqLnwCMxO4AUEJXxqZzHtC1eW7skQ+SOQ+PyvtJjlTV/fcSi3gAAl0BNMNn8Xv8DH0ljFmnP2keuSORAbgD5OSeL+QhGAwa2I5s8qzIAPro6bhUyrErtVrN9oS4C1vIQp6CwaBVIPkuEhsv5+g3sbDvjfbgAs9DLD+rL//Yeu1EA0e6uLiozc1N3blzRz//+c8tUOUQ4agSzBOMUspmyhQ8Tigo3W5Xe3t7Ojg4sMyQTBGKEIjHbAbLgdOQBbLgm4w4VE8VIZv2I8hisZhVM2iC4p83qWjwnZ7ekM/nValUVKvVjEaA4fKBC8qGUfSceww0KC9IJX8mCfFI8exnS5PyOmftEVgCfI/04tDoeTk6OlK73da1a9csyeAae85snkVAxTm3Wi0zLvBYCTDgSbNIIHwSJsn2wCfAGDqMAEEhiQCBnp/b70umnDGOgt8HbeDnGWMI2gA6VigUdPv27anzwPjNYwRJcDwqT9WA/fCOneQN+WIiBU6CvTo9PdXe3p7JGQgnvSnJZFK5XG7KCPOOqVTKnCoyjoEm8ANZAZQIBAJGJVhcXNTGxoZRpzqdjl0AiHxDmcMJvsnCoXkEFmRPmnCwWQR9IJyeDoGzwHn4pAO74BuaPbqEHvtKBzaTgA7bDBLlp+ch074ZPxAIKJPJKJfL6fz8XIVCQe+9955u3rxpVI95FgErQQR7yLsSsAUCF1PMQG2ZVEcSDx2EffUBBk4Op5vJZIwCRiLtA2+AGfaE5TnG2E+SSpx+v99XpVIxrvrS0pIlGXfu3LG99sHEvHKHbU2lUjaUgkAPxJjgDdtHwOUpTOgDjaDYIL9/VHmo7PhhGgQZAHjI6mwlzScQkmxogreR6DW+A52hURiZzWazymQyU4NNLrNm/R6JEZOoSqWS6vW6VbEBRgBMoDT6qiI+EP18VYDId/pkxcc82FASM19F9r0tTAgkyRwMBlPUI+wE7/Lhhx/q2rVrUz2vb7I89YjAu1gsanl5eWrqmO/BwdYweQs95XxJ4uH2Y1OQZxIMxgIjL5whsuNljx4Vzpe99P0LnqHiKV5UDZLJpMbji/uqYEbMszwLxi+GgABI+V4gql3VatWe2ferzI5lR6b4R5rcvA71ztMB8R0+BvG2nN4W4gsPmPrq8dnZmQ1wWltb09ramjWC83tfSY+GNGloLhQK+uCDD1StVqdKywgayoODXVpaMvoKd0jQJI5Q4DQXFhbMOJCV+QYthB5neH5+bs2p/Nzh4aFdbQ+CRxBEmZwJAOl02gwAmWUqlbKD8obhTdd4PJ5qiCNzpzROtQjD4is9IEcoKSsejxuKw+9RtuSZ4TJT6oQyALqEwSRxwUBIE2fM1ClpwqcE6eLsM5mMPvjgA929e9du35y3CfxVazgc6sWLF1pYWLASIwEcsplOpy0oQRl9iZtgmaADQ01fDw4F5AgkygcofA57jux4lBSKH8/t6TRUCUjkWq2WPvjgA2UyGXMmyPK8KF84HFaxWFSxWNRvf/tbCzBB+tAJ5AUkBllCt3BwzNT3AQ6BNc7ATxdBpkh2MLjsrzTp1cB48Zmek3t8fKzBYGAJHwFQu922EjRJMDQY7uNgIMG8siZNJw8Mb/A3orNX7BeBlq848I7IpU/ScLQg5x5IkWQ2z1dUkB3kCpnyQQ/9IzgUZJxgnn0C0NnY2NCtW7fs1vc3obCwf1TA+v2+OUT2DsosJX3P7fbUJvYBcAGnLE2CWGwdwbSnY7G3fD68c9+HhPxTCeG/fRM4NiaTyejWrVva2dlRPp+3z/cgxpskaR7k4KzpPwKpRFa8Xfc0PI/m+kDXc7TRGT8VElqGJKsYE6hANSJggk7IWRPU+YsX+X8kF0x7JBDFPnW7XVUqFbtfYp6Fj54FRfb399VoNCyhQCawW8Qn2CsGw3g5JQAjWCYB8yO7/dAUbDa67qtjflgII8b5fzQKY6ep3IKMkzjmcjnTU4AkX/Gcd/8IIEm6oMiurKyo2+3q4ODAfIC/AwIqJqAT/ZRQ1D3tyScIAF7Yin6/P0VZxid4ijTL05DwvR7QAyTAz0ky8MdXZLLZ7NyJBt+FjwBkJC4mKZtNRqAhtdtt84/sBfrJfkgTGhXvJU1uQPcVDeSfRJf/Bijz9pLeG5gLAD58x2h0McK4WCzq+vXrunbtmrE/ZkGw11mX1mqC/5s3b9oNpQ8fPjTD4+kl0JwQ3l6vp3K5bFQbDBk0FgJFDCNCO4umI3RkdN7xUxnBaXMYIF4rKysKh8Oq1+tWQeA5otGoIXzQTHz3/bxrNlj01QQcAUEe3wNy5ftZMNgYFp/5I2zwTBFWhEuSZau+fEfSwXdIsgDFZ8Q+aMLBsecg0++8847+6I/+SDdv3jSKkEco5l2eEhIOh/X8+XMLWNkP+nt8sxPOhMCNgA2Z4DM88iTJxnyiTBgw5JIAzweDOGBkBQoF1A4fxODoR6ORzs7OVCwWtbW1ZZUBT//wVIjLrHA4rPX1dX37299Wr9fT3/7t3+rg4MCcH0ZtcXHREm1f7WBfSHwYIzocDq00zM/5fgxoYAAEGD5fBva0RV/+9edFuZs9xXFgP87Pz43bTaM1Ory2tqb19fW5eLfS5G4A7A1GNxKJGD+ZSTatVsv0kv3B/uFoPFrI/0OmkVecUSqVsoAF3rsko6FCUwEo4PM9Wo3N5XdJQpBdZJ2/z+fz2tnZsck/ILjzLPRduggGMpmMdnd3bUqhf17vK9gvSVOAh6/SSrIpYwBNyAvv6/WawMnbXyoVUER9EsJ+4KD9gItI5KJRP5fLGVrpG5+pLL0pKOWTQm4xp9ojXcgmIAvoKHYNe0XySGDrKS++ogUVzSOm+AKCNE9vkmTVbKrI2AJv65FBkpNoNGpTvPxAmJ2dHW1vbxv18uTkZO7eIJ6P8+b8Dg4Opi4ARc/8hcK+pw6UGTnhs3u9noFHnkrGe5Nc8v/wlz5IjkYvJoXV63VLvpFB3/NBXx+JHL/HZMn19XWLC7xvfxNwwFe2AWVJuABo9/f3Tb+gtFNlIOFiiiFJCIAZe8w++Koneoz88TvIrI/tSKiwqZ5yCSCF3/KAxGwyRpWFJHIenUXfsCHFYlG9Xk97e3tmU+r1utrtttkLQGCokMR5s6AbFSSeleRg9oxnG+alC3nxlRoGy/C7/nM8y2bWbgIMQTFDD7yted01F3wQDF40tzBarVAo6JNPPjHOrXRxuExBIhhIJpNWrt3e3jaj5wMMHzjyUnB7qQh4vj0Tf4LBoDW78gw4NtA7GlnK5bL29/eNPwwfEroJaA7P45V5nuV/zyMuvnxIkIFBITAjMPCcdu9YqY6gXASy3sGCkBNwk+3yWfy3RwUJAECyvdKilAQ2iURCq6ur+vGPf6yf/OQnSiaTpsAEifMuDAprbW1Np6enevr0qVHjfHKBw8cAcWuqNDHKIFoYqvF4rHQ6bb0/3P+AIycw9NOaQKTZDwJ1P81EmjgJqnd8HisajWp1dVXn5+d6+fKlbt++bWfFZ8wrd/F4XHfv3lWhUFAqldJ/+S//xUbwYpQ4S5Lt2clPOJxoNGpBADLDIrBh73CsnIVH8UGQSCKgUrF/VD9w4MgmTu/8/FyZTGbqLPndYrFoFxbBK51nzVIjPICCLpFoee48gQDn7+kcJKP8mf4oqmMkZcgmNoJgjYAQe4Duem47wSgOgP0E9UROcbztdlvpdFp3797V9vb2VJA17+K7CbgZenF0dGQ2BTQT3YY6Ae3CAzuzdgqUn0DaU5+o0PoA0few8bseyZcmzfKcA5Vw/BMJJ+PUq9WqPvnkE6VSKZVKJUto3wRM4ffxB/3+xeSjs7OzqXtHCL68zHD++D0/FtVXx2ZR1dmqHbomyfyvBzvww9LkzgWSMXpY2u22qtWqpIsAKZvN2sRJ7AMToUKhkLa2tgwcfBN6svenJEkeeQfY9KwI7x/pxUDn6fOjXxR/QeyB/HnUGb9BMozseX1mjwDrfHyBvEoyWSbJ5Xu+853v6M/+7M+UzWZNFggOOf95lgcHkDOAVqg5+AJpQgX31CcqXZwHsR8ACbaMZ8Wu4efQPRJhD5biR33VBL+BHcHeEhNIE9CUYNqDzr6SMEt/ep3lwYtEImEXK2YyGQO7iUF93ABtkLiOHlhsPH4B0BE582CMr/QSpxJbQmfj2QDh2u22Wq2WXcznx+6SxHkmDFVB/3N892X361I9GmwsL5bP563ht9FoGCXFZ0X8PApB8OxnxnOhHgbP0xKg8QQCk6aVdrttF/HAJWeDqAIEg0GbIIEyN5tNHR4eqlqtGuoPGh+Px43bLcmycM/nn3d5gSRghe/NM+OEpYmy4xRRWBqyEFIUzQd1IPkkayhpPB6fymo9Us9zeYSZ6Vc+QGG/+J3x+IJHv7a2prt37+p73/ueVldXp26c5Gff1AkjT5FIROvr66pUKtrd3TVjNBtAce4oBDLhEWUMueeDplKpqaCSIBIKxWg0MsNJcoPi4ShwFp4yw/mBNlNJwkDN8rsJsN5k70gqS6WSfvCDH+izzz7Txx9/bKinNJnS5qkVnhaBkfKoJjqDUfNTWDCIBGe8BwkYentwcGAX/oFEIdcYZ5/gEzzQpMn+EwSQyG1vbxtYMC8Ng/3nfbFnuVzOEgU41diFdrttqByOxVcQCPpnkXUSC94XfSdZI3mAg+tRPv6No/TJHw4WW8LP827YjVQqpWvXrlkDuP+5eZaXV2zo9evXVa1WValUbG/Ys16vZ/Tb8XhsPTc+KPEVbnwPdi2RSEzRnqTJxBrkEV+CzieTSasIoaP++fFBnsZIcDAcDvX06VOdn5/r3r17ikQiyufzliCTVM+7vEz1+32lUimj2FBxZLoUfhRb7KtnVNqYeEfigPycnZ3ZviBHvB/ySoCL7KHP6LAPEE9PT62X6vz8YuxvOBzWxsaGlpeXrZKwsrJiU7rYV/rWSOjnXbOobbfbVSaTUaFQ0GeffaZGo2EBE2ALSWitVjMbzl4SjFKJJTno9/uq1+u2X4AzfLen1PpKERVPkhCe2SP6yDGJENVnEqaNjQ0VCgUbt813vA0fy4IOTWVlMBgom81aMzJ2jKAe3ZImE6ykiSx7/0JsQXLyKntDcoXv9H1A+BZfuYINgi8g3iPBm6UTQomGivsm++YBIejB29vbNhKbYTX8P38PSSAQsMScoUr4Fw8G45ORP2I/kinsNrbSJxzsJ5cRl8tlq1L4firOzbctSBegxbNnz7SysmKJp2/qf+vUqVmUi6oGAVipVFKlUlGlUjFHiZGjPBSJRJTL5Uw5CNhQVu9AaTbyCA7lVX8zOeVMHxwj2KATvd5krj7IC0Y2Ho8rnU5bQyGGG2H1xutNkD5pcjAIyrNnz3R6empOypdSES6CKPi5KKDnZ+JMMWIYCowPQQ/7yeLzKXfyGR7B90gfRoXnDwaDWltb0/379/X9739fOzs7U9xwlHC2KnGZ5X8P5zQajbS9va1+v69Hjx5Z8A4FjaTLJ7geLacsS2KF8SIAp7oGRYJ99PQI5NTLBgEKe8zEHJI3fodAKBwO2/0Qd+/etWkmGGj+mWd5JJM9uH79usrlspLJpN3kzbtlMhm1Wi3FYjEblcktxaAavgKBI4xEIqZP0D2g91D+RXYeP35sPF9/4WQmkzG+M04XHfATuDBwZ2dnWlhYsAvF6vW63WdAQEhl8+7du5feO288feUHlJHAoVAo2F0gDHVA1jwVEhviz5ZA3/OSsQ+cuadw+OqWp5/50r939nwXco688W7s8+bmpq5fv65MJmNgzpuAKh6IIFhdW1vTu+++q5/97GfmC+C4e1SYffB+Y1Z3kGv8BkEYgYw0GRvq0Vbvc7jbB0STAGW2Ggy9hv0AKPP9TL7qxnobtg7wDFuKbYlGo1ZV4BJSztLTbLHbyKoH77irxVe7sdV8Hv7bT2lkdC/BOmcYDAZNT8PhsA1woR9yZWXF7s4qFot26R19JgyQ8D05l10eBAuHwwYEbGxs2B5Eo1Ht7e1ZZVSS9XjWajWLR9gX9mw8Hk/1w5yfn1uixR5jS9l//A2UEyoD+AkPYgEIcBY0yRMcAyiCzHs6G3rxNoA8bxuw5zTrZzIZlUqlqeRduvBxxAeMSPYTAKks8X5ULgly/XPTn4UcAPYA6Hm7CLiF3eN5eXaeE7nAH62srKhUKmlra0s3btywuynm0VkfG3p7nk6n9e6779rwAfQE4NPTC6HXEcvx91QA+TtsTzAYtGore8efPU2P+AzfEAgE7G4YfCsyBP3ZJ3z4Y0l6/vy54vG47t+/b5XIy665ID8cInSfa9eu6Uc/+pFWVlb0P//n/9Th4aH9bDqdnuIztlotpVIpC1SkCZ2Ino9araaTkxMr5UsTugYHywUsHuHzTskHdefn58apliZlP+miRJnJZLS+vq58Pi9JKpVKdmGVd25vujBYx8fHqtVqU3xHAntpwvMECccwUv7CuCN8LM/HBe3D4Xr6B3sKgk3yhVPl90lcPG/eVw4wptevX9dHH32kcDisg4MDCxg8svEmqDzK4oMpjFWlUtHz58/tvWgQZkCAD2IwcqDwvuRMWbzdbisSiViTFv/fUztAojF+INIYFc4P6gXJBr/P+zBF6c6dO9rY2LDAGX3xSOU8++arkAsLC/r2t79taCbyQ7DCdBDOGfmhAZr34m4Ev5BdAhr2Exnu9XpTlzGRwIEseZoCVBUCv9kG1VarZc+KDWCsJudFhdVT1OZZyBvyQnAKXQvbkcvlVK1W9ejRI1WrVQvokCnOkH+8HBPUkQQQ9LKv6BrvDxBAOXuWkuV7jrze4IhobgWlvH//vjY2NqaAgbe16NEgAazVavrNb35j9ppBCzwPwYofRIEeYZt8oONn9qPXNPyC+IE2U5kmkCEwkaY53Owx8kxAPhqNlM/n9cEHH+jatWvKZrOKx+NaXl42W/k2Fs9FsyroIxVQkrfxeGy0CmQAmQoGgxbgYqfRF94VmgdJu0fzJVnCTsAuyfyRpKn3xZb4Ru/l5WVtbm7qxo0bUzeNb25uant7W+l0Ws+fP5+qis4TwPh941kI5AuFggEQnt757NkzSRfULqgk2C0+A/ATVB35wsfyZ89l9yPN2QeaobG19JQSAHNus5QlKJiAi/V6XdlsVjdv3rT+As84eFvLV9Tx95FIROl02v68sbGh4XCog4MDPX/+3M6fqoMf5iFdJErouZ9gORqNrKoB3ccH5IAI+FxsH0kjIAq+wrMYqHDw/b1eT6lUSqurq7p9+7a+8Y1v6ObNmwaWv8nCLhGDBoNBrays6M6dO5Z8MIAFW+bBX2kS5/i+Ry6qxpazx1SisW/IgNdP/Ah+m2SUxM33CfoeIOJsSTY2/Pz8XE+ePNH6+rrW1tbmojjOzy3Q5LKqeDyu7e1tZTIZpdNpff755/r7v/97NZtNu5kYwWMc6fLysvEMu92L+d3Hx8dqNBqSNFXyZYOgn3hkW5pwxMmYcUQgfxiQWdQwkUjo+vXrun//vr773e+qUChoNBqpVCppfX39C0j8mwgkwcZgMLCLXDAsCAuKg8JwQ3q9XreRoL787Rv2QO3YG76Ld0dY2TcMHELoz9MHu54uw89Ik9ssb968qfv37yuRSKjRaFiZneTxbTpglCUSubihFHrc/v6+Dg8Plc1m7b3YA7/vJAD0EUgTSgrvynegeOwPBpLvZBII9CePNHCGOBXOic9kbPPOzo6++c1vamNjwyhUOC4My7wyN4uuMcAhkUjoV7/6lZ48eWKBFYEojdw0BENNPDs70+npqU1xomIB0sXyvQDsOVUOX4FkIgkOCd1NJpNWNWEaBnvQ7/dVKpWM3phOpy0A29nZMaQFClM6nZ67R4PFmRHckXCvrq5qMBhob29Pg8Fgim5HHw50Es5cmubM+0EPnr/tS9mcPfYK6h1y7CtjBIrSBKjAaZBkkPSGwxcjYb/5zW9qa2vLgjxsxdsCVaggAEj9+Mc/1mg00ueff242Dh4/Mo+D9f0m0D5J5kHm8Af05vkk0Fd94B4DRBAUcMZQLDzVzVOvQqGLyzR/8IMf6Dvf+Y7JP5N/+BlP6Zh3cVb5fN7kj9uzQToZJ8o7YP9BQUlKAPP8lDIqk1xuim5i50jOZ2l0+F+qJ1SlkGn/vclkUjdv3tSdO3fsJulgMKhsNqtUKqWVlRWjJlHR413edLH3ADn41cXFRa2vrysUClny5IcCAJx62jdAB4wCzhb/5nv0SCzS6bTd0cB/Lyws2Gfgh0kshsOhJYEegcZ2ETQPBgO98847euedd0zf/USst7X4fvYS1D0Wu7iIrlAoWByxsbGhdDqtw8NDowotLy9bFRH7jH/FJ1ChYEQ5eon/8Sg8wTC+2DNcCOyxa5w1Phc/TF/frVu3tLm5qW984xu6e/fu1E338+4V+4SNJhEYDofKZrPKZrMql8vqdrtWuWByIraHqhZVL2SHBBTAQ5K9K9NL+Vz2i33mz54eRXzDM/s/e8CLGIo43Y9+9iC0r+j8Y+tSPRqzm4zx97SC+/fvG1Lw4MEDO3QQKFC7VqtltKaTkxMdHx9PIfLekXqEDt4oBpGDg7dKoCFNmlBx7KD6GN9vfOMb+vM//3Pdv3/feLuh0EXDKsbvTWgEs/uHQDGBi1JjrVbTcDhpgJcunMfBwcFU2X44HNrdC/DTcbYYatA7BA4n6BUUI+apOQg8Z4ID9UiFTz4WFxe1urqq733ve9rY2LDkiWd9E7rUl+2d/2/O6d1331Wr1VKlUrEZ275xCV4zAbUfnSnJ3tVXrXCy8I0JANljHwxiPJBZkgppMvbRBx8E53fv3tVf/MVf6MaNG4pEIsZ/pFnWv+u8e+b/oQS+sbGhk5MTPX782HjanlLmKV2ZTEblcnmK3sS5np+f25AFAhiQ4lgsNuWY/T01JD4ERcgmtAVKvB6dOT8/VywW07e+9S194xvfMD2XJlWHra0tm6AlyRr+5t07aUKHwy6Q/CWTSZVKJZuygpNDFrBz3rH2ej0baDFb0iaw8YGcD/BwQB7hhDrA4lk99Yk9RzYHg4EymYy2trb0zW9+Uz/84Q9VLBan9PVNdfZVfgIdyGQy+s53vmMVZo+igdL6ygPvT3KEHcpkMlZFJJhAVzl/X/kgAIZixXMSiGIXQVel6UEi6Or3v/99LS4u6vj4eKrRl72et/o4uxYWFlQoFCxoWlxctMojwcKs0/d2jPeDhoafAZUnYUWWefdGo2G/g/1PJBIajUbWzwKlGdsGyg31GOrl6uqq8vm8tra2rKLBu/kpkj4xQFbmWX7fsSn+rPkOqDOVSmWKHsy+eVoJPtbTdnyA5gPNVCqlXC6nTCZjQzMIGCVZUIz/5ByRI2hR+Fa+ZzQaqdFoKJlMant7W9KFPSSB9+yMt7H4Tl8lQcaZNIXuraysmF6vrq4asAyd1AObxDfsF/6VRNNXe9F5z2DxQTm+ipiSGBM/z/fw7JlMRrdv39atW7e0vr6uQqEw1Wcw75qVOWIKD7Lk83m7bgFfyHPRAkAFlXelUumBLuSDvyPhAJj0CQbUYfaRRMIn88gdVWPiRp6D/usbN26Y7BYKhblpZnNVNDy6jEJg1JeWlmwm+4MHD6xEj3PwyQMCc3p6OoWSYBQ9pQrumjcKXLojSZVKRcfHx1aG90afYIpZ4YFAQP/u3/07/eQnP1GpVJpCDQimcD5vcwUCF5cWXrt2Tel02jLbbDarx48fq9VqWVOQR6Fw1CRfKKdHXjDUCB+/D88WWgnoRCAQmOL5EeRiUIfDoRKJhI0eRtgGg4Hxb3/wgx/o3r17hvpAJ+Fs2b+3sY8oCwpFwpTP5/Wtb31Lg8FAjx8/tkZ/7lLwI0cxyAwkIIBEXsLhsKFO3W7XAmRpMqYPI4+8em60NLk9G1lFcUFuEomElpeX9dFHH2lzc9OegX3C0PLOb1pFY/ny/PXr1/XBBx/ol7/8pZ49e6ZGo6FQKGQIEwkHCQa0JprhW62WBcM0fg4GA6MytdvtKRREkskI+0WiwOg+n5CALEoy/d7a2tJPfvITffTRR9rf39fp6amhgJ1Ox5BTGjiR+zdZPniXZMkEz1oqlRSNRq1q65Mpv9/YS/i4yDIOAhkFJMHGIecE2j455v8TsPlpVewdfH649YVCQdvb2/re976nb33rWyqVSsbpfRtJhl+8IygkwezJyYnS6bSKxeLUxaog3J6PjQyGw2FD78bjSSNkIBCwvWPffSDuG7i59NX7LWwnwYu3WQTi77//vv7yL/9St2/fNqAKCg5B+yxS+KaLanEgEFCtVtPm5qbZV9BhkirsBfviR2ICavm7UfCj0GV5Z2gmvi+PSYzIWDabnWpERwbz+bxVG7GL2EYql/QY9no9NRqNKcR+lir6JovgFmAFvYR+DEWHyjTnDwDFu9OXxrMBynhqMXYPAAtbjx7Tv9btdu1c+v2Lezs8TYsE8fz83C5F63a7ajQaVhFOpVKqVCpqNBp2RxW+6m0tH9Tz3iTo0FZJPqUJVRt5RVdpwp+lvUqaon36xIAYgz0G4SeW8D0uAFsE6z7+5DxA59PptG7evKmdnR2trf1/7P1pb+Tpdd6PX7WwFhZrZRV3ssneptfZNDOyFUmxYSuxYiQI8igvLG/CAQIDiR/EtiA4QSyPPKN11t7J5l57FYtbrb8HxOfwVE1L6q5mS/r/wRtozPTCqu/3Xs65znWuc+4Fzc3NKZ/Pm1z3Igb2hD0djUbNljUaDSWTSasZ5F189ygwLoEjv8DHyOYlGbajkyT7C2KBz4R4AQezDuAeT8Z7f4ui58/+7M/0wQcfKJVK2X0buVzO5v9Vx9iBBi+AMwSkwgLdu3dPOzs7+sUvfqFGo2GpMYwcL+XlNWjh0YWHw2HbEDhZWALSRfv7+/ryyy+HOg2xWdl4yDP48xs3bujb3/621tbWzFlhoNCZs2AXMfznoJ/FEHW7Xa2urioaPb/tFYcsyTIYMLcAEc+W+IvpMA5EtoBWL1/zaXBv8HxBEt2T/M9T3DY1NaXFxUXduXNHkoacFAEO83+RwweOjHA4rLm5OX300UeanZ3Vo0eP9Mtf/tLmB0dJXQXSCxwpjpF96Ns3Aj4AyRjJ09NTM/ZetsYe5NCzFwFB8XhcuVxu6LZxCq/Zh545uygJC/9lj8/Pz+sHP/iBaba//PJLc4TsB3rPM3/FYlGlUkm1Ws2MDQCNABpgkUwmDXzH43FzUJx7HC0/S4BF1oTgo1qtmtPAAWezWcsMUNt0fHxsmYVkMmmt/S5iYEMALKwvBh+ZRCKRsCLYQCCgcrk8pLumdz7/lrNL0S1O28sh+S5sK2cfkoA1BVj7Qj/2Pnsok8loZWVF7733nt555x0tLS3ZXuf73sTADpBhqFarajQadu78fTcQTgQM1PT54Ayn6QF2KBSyejTks0gTAMRIXbwTJ0Dx2XHsaCwW0+3bt/Uf/+N/1PLysgXW/X7/G0EGc3yR/oL3XFlZGeoMhZ3h/ZrN5lD3QfYp4MPLQ5DfQhYA8PB5Xq7ha/o8QyvJMj981/T0tO7fv6/p6WmTaVLcjTyKjGe/39f+/v5QdxufWX/dwV5jDzGf7De6PRJMME80uED54DspEawXi0UrpgcM42c9G++l3F6CxXwgcfakKnurWCwOAUXOBLWr2NgXZWwuavDZEGVkoZrNpnUIJRMG2YGt5ywx95wx5oYgbzAYWA0CmWD2IooDcCVnFZtAlolspqQhyR/XFExOTupb3/qWrl27ZhfPIWXzhN5FzhvnFtkcDYYYnujwmI53wS9434pN9ADf118QtBBEgHU8+cHn8N7gE2yjl67+l//yX/S9733PiH6aNfBZ42Ruxy4Gx8nxpT4bQVT0F3/xF0okEnr8+LGxLV6qA3iDnSmVStbq0BseLkoKBAJWg0Gqt16vq1wuSzpva8gikgHgYiGM4l/8xV9oZWXFunpgMH1XposGycwToApjJskABExxqVTSzs6OFe16YELkyfNyWDiAOCXPpLJOgOlRgEehtNcY+wAyFAopl8tpenragrbFxUWFw2GTQADaOUhvYowGbBzUiYkJzc7OWvq63W5rfX19KGvBuvb7fWPQMXCdTseYEUnGsvAdGDscggcqMC4e5PE9fg+l02nNzc2ZHGJra0vvvvuu3Ybr22xetAFk/WF7AEsfffSRaeIfPXpkABC5GAbdF9aTMsdxk6XxcgH+HIdO1gMwxL87OTmxWgzStRjVeDyua9euaXFx0bJoOF5qcTg/FK15Nv+i5o3/+owY/0+dSqFQsEANVjOVSqnZbBpwIGBAzw5Y4ZcvxiY1jgPBdvi95QdzwdklmwMgIYNw7949vfvuu1pcXLTzepEg7zfNoc9ETk9P2yV0AJPJyUmz+7yPJNuDPrOBPh5bAHDw9WgUvfd6PcuG+0w4gQ1gxteTsf9yuZzee+89LS0tDWWYsHGszUWfVW/jAHlkTCCcBoOB9vb29NVXX1lWkbMajUYts0hbS2qG2Genp6d2NrEJ0vmdDsy1B9VeJkUhOfVJFIkiSQkGg5qdnbVnwC/RxpazAxHzJnwtc8n/4ytprlKr1azmTNLQGrNXvX0Kh8/qmsiWQBjyPvgMXwdFVgW7BxHqgxOaZEhnQLFWq9k78BnJZNLsbC6Xs8/w73rRA9+Kr8NGtNtnd6ZwDnk+Sfa+tFKFeKPuoN/vG5ZZXV1VuVxWpVIxAsYHGpIsY8PZxgayL8Em1C4RhM3OziqXy+nOnTu6ceOG3WqdyWRs7S563rz0FD+B4obaMU/i+QweGI2zzB7lXb1EEnxH8A45CZZj70IaS8N3tUjnPpq1w5bNzMzor/7qr/TXf/3X1s0Rm+c/b5wxtlcejWyIjryWbnFxUX/+53+ud955RxsbG9rY2DAATTEtGwVpBn9O/2ucCIFKo9GwWgb6MSPTYLMy6Uwm/02n05qfn7e0NPUIpE59kHGRYNkHGd74+UAjk8no+vXrkmSpVtKLBwcHllHwQQJMJ9kHDDcGk00CsKRQ1TMFsKZE1LCDaECZP5gqJET9fl9bW1uKxWKamZkZCvJG3/six+jnEeSGQue3vd65c8duD5fOZUOepSLY8FpjmEHmhM/1bDGHlv3D3DHv/t/DKBYKBU1PTysSiVjNA11lYB89yHkTAwPkZQ/JZFLvv/++5ubm9OMf/1iffvqpTk5O7PkoaCcAmZg4uxmbjmxeO89cx+NxuyGcMxiJRKzrG3sXlq7VaimdTmt1dVXz8/N2CzJtk5GzdTodK4L1RhUge5EBBmPUmRNI+nomnmVqaspuac5kMuYsfBcaX9tD1oWW3NLZnvTz7/cvoJM9599f0lAQMzs7q0KhoEKhYARFMpnUjRs3dOXKFdPS805vejBvg8FZ45C5uTnLRiNhQU5BhlCS2R5AKZ/FHQicF0CI186zX/3e9JIPH+xx1n0Wj1qbRqOh69evK5vN2s/6bP6bOK+sKe88NTWl1dVVC4gA7tJZxntjY8PavgMK8Mf4SUgTbD5+1WcAkGmwv7Bhvl4I5pk1zefzun37ttLptD07hJ0nbMjaMte825sCyt7WcEbxYQTyJycnVhvkAzXelewHRAdkpSdTsPe8E0Qoc+qlo4xg8PxyYQgFfAdMNpmO27dvK5FI6O2339a3v/3tb3RJelP7j+fxz+zrgQ4PD5VKpSwA4s+l8zbQBOUUFoNFksmk0um0SqWSHj9+rGKxaP4P6ZknDlgvAuWJiQnDg6wFa0sty+Liot5++20jSKkHfJP4hM/ygTl41kvT8RVcWiudS8qQ/kMOeJLFd3bEhxM8e3lvr9cbuiEdCRYdOVHJcEcKUre7d+/q7bffHiJo+MzXnafX8s6jGx7jRhQKmxaPxzU7O6vV1VV9/PHH+vLLL03qMD09bRuBdq/1et2yH7QP9GyVT43DDIw+UzQa1ezsrPXwhrmam5uzDYhBRWLwppzui1Lr/v85ZMvLy1aQ88UXXwx1A4GZYnOhYYQRZL59gS+bDubE62sB0ziFSCRinw9jzIFpNBra3983fWgymdTu7q5CobPOE0hdPGs4+o5vYj6l837zPD8palrc0q6WoCmTyVhAAmNFm0c6sABgSB/TRpR3hO1i7XAU0nkHmF6vp0KhoMXFRZP7HB4emj707t27Q/Kr0SDtTQwcCHMIIz8zM6O7d++q2Wzqs88+s8zarVu3bC+1221tbGxYinwwGFjA32w2rfANZoZAY29vz96NYHQwGJg0IBQKqVAo6Ic//KEWFhasiHBi4uzyPS77ks7bJnpw9CYYUebqRayh3988F1myWCw25GCZW+QZpLOZC+QQOGicks8osm8BGIBnCiABfTwX3VXu3bunK1euGOCbmprS7OystVCWzrvMval583PnJVELCwtKpVIKhULGeCNHQlbCnNCeFIBNoT02E4bPBxw4ec4WLKFn63lGmjCk02nrqHNwcGDgmC5sfq1/n35CkoErP/ADyBqq1apd/EVtwfHxsf3y2SKYcggnfxfG6emp1WaQvaZOD199cnIyVEzNmiAjpC0u5BXNVah74Tne9HiRXc1ms7p69aoODg40NzdnWAPw7yVpyIQAZgQC9Xpd0WhU5XLZWGbeuVarGfmHXyLDlkqlbI6RUGFP+/2+Fdqzv8AqhULBMpGjBO+bJPM82JfOgw0K0JF18czYwVQqpUKhYB2kstmskZSebY9Go9rb2xtSlHBvk98rkNdItMlg0BEJKS0k2LVr15TP5zU/Pz+kZvEk75vEJvgkbDMYJRgMDt23wn6SzuSIvkY3EDhrMJDJZIZqelgT5Flelsc7Mc/UCCFPoxSBoJ8s0+zsrJaWlnTz5k11u109f/7calz5PB90jjMulAb0ulkfceFgcrmcrl+/rmazqQcPHqhSqUiS1tbWDIgB/iSZoccxIl0hkJHOL3mCuQsEAha1zc/Pm8GkWPWDDz7Q2tqaMfOA49dJC40zvIMHAE5OTmpxcVGFQsH6Fa+vrxtLxHv7Q4IUhzQdETKbb1QS5hll5tXXEvCZyIn8bZtsfAq/rl+/rrm5uSEH+abBMoP38Clp5EzHx8fWwpZCRJgiglTqNQgiJFmtBk6Qd4flwzh6GQvMA/uQn6GQenp6WrlcTouLi2q325qenlYqlTLpHgHf78PxSt8E0KRnb9y4oVarpWazqb29PX3nO9/Rd7/7XQsim82mPv30U3366aeqVqtGCPhGBLBGN27c0I0bN9TpdPTpp5/apYrpdNp00MfHxwayr1+/rnfeeUeJREJvvfXWUGCMxhtJkF8fAo43MUf+vwzWCVaJ+SPoosNPoVAwWRAMp6Sh7jX9fl+1Wk3JZFK1Ws008l5Gx3vCRKGpxxbwb7g7IhgManV1VX/6p3+qGzdu2OWV1I/Axo6yvRc5XnT+eQ9YUkiM1dVVm0MyOwQPwWBQ5XJZzWZzKGNLIOeDBZhj7BiXsPlMpM+uoZX3GQLWCGCwurpqN397AHjRNVQvO6esF8EFmYVEIqF8Pq/9/X09fvxYuVzOiI65uTlr9kAWyNf1BQIBA23pdNrufJBkkuKVlRXdu3dvaA8eHByYRIZguVAoWCc5LzPzUpjR9/l9DNaeZ4pEInrrrbesNmdvb09ffPGFKpXKN+qfAGJkuHwmpF6vm18kCEFh4Ru2eEafWiyCPhQK+CEC5rm5OSUSCd24cUPf//73rTXvi5pbvMmMGnvd21nmkPkkMIMhpwaNi5kJBDypgOwnmUzqzp07NscHBwfa3Ny0TCP+hczm1taWarWaZmZm9N5772liYsJquHq9s+Y19+7d09WrVyVpSJnx+x6BQMB8wf7+vvL5vCKRiHZ2dlStVq2ekPNIQFSpVGz/8ewe73K2qUljbn12xMuffaMRX681NTWlGzdu2HotLS3Z/sTX4lMuYo9dWKDBZsSZYJjRxBHlv/XWW5qamtL8/Ly++uorYze9DGpubs4AjO800mq1rI0qhiASiejKlSt69913JZ0FI4VCQblcziJdSabRu3LlioFSAJLXEP8+pAQvmjvpvNA9HA7r5s2b6vf7+vjjj7W5uTnUO5/akl6vZ1IyNggpVyRQsPn+v/47YV59XQdBD8693+9bS1Y25I0bN7S8vCzpvDXu7wssM3C+vi3o1NSUZmZmLDVJ7Q/BK5crebaGg8yeY154J9g/2FEAJXuQTBwgKpPJKJvN6sqVK7p9+7auXLlixnN6etp05d65/L4cL+87CjaTyaTee+89C1xpr0nxeqFQ0MzMjG7duqW///u/109+8hMNBgPlcjkLOlqtltbW1rS6uqr33ntP0hnDPjs7qwcPHuj58+caDAa6deuWFhcX9eWXX2p/f1937941MIABZS45/+zR0Xl6U9ILxovYeWyc19ZSpwOYQ+blbaBn1GHnuKUdLXOnc3bHARm2ZrOpQqGg5eVlS4Gfnp5qamrKAhQuogIcr62tGRBEGz8azML6v+kxmhUCgAKU79+/r0KhoO3tbVWrVWOYcaDYNcDJYDCwO1LQhDNvdBYCzPgaDySzFMAHAgGTpCIDSiaTyufzmpmZMZ9FVvm32bY3wSr/pu8hy4otPzo6Ui6Xs0Dh6OjIOtxEo1EtLy9rbW1N6+vr1mKTzCAZtHw+b51x0um0bty4oXg8rp2dHdtb2EH2K34EQEXGjbVlT/PcXuf/+7R10rlsFH/PnUKdTkdXrlzRzMyMPvnkExWLRasjoIEDbfgJVCVZnYvPQDJoWgPAxicjy6OmFBtCBzV8dqFQ0I0bN/Tuu+/q/v37unLlitkQz8i/6fGi7/EYiYDdZ844B75bGSw6eCuVSpk0Etad7CO4Brk4n5vJZLS2tqZr167p8PBQCwsLWl1dVbVa1e7urgUU6XRaN2/e1OLiop0Vb3d+X3PHfojFzi4z5mLRRCKh6elpra+vW2t06pqQoE1NTZkdPDk50f7+vgXrqCsI2sA7kHHs1UgkolqtZt2qyDLdunVLd+/e1czMjPL5vNLp9FDzkWAwaESoz5z9UQUa0nDHB4whD4uBZELn5uY0OzurYrFoBpBNm8vlbGKLxaLW19d1dHSkQqGg+fl5u30Xpu4HP/iB/vRP/9Sc0cTEhDEIMLJsYhz8aLT++9yIo8OzVcFg0MDE9PS07t27Z5EwBZOw4OjAATkYRAqMR4sYSVvSZ9m3x2OOCHb4M1oTLy0t6fbt27Z2XOrmu5L8oQaODCeaz+eVyWTUbDa1u7uraDRqwM3ruJlnagXIhlFsCpMqne8X9nAsFtPx8bEajYYFDADAfD6v9957T/fv3zc5XLPZtAMPI+21z3+IORtds1QqpW9961tWa4Azkc4LaNfW1vTXf/3XKhQKevLkidLptILBoGq1mmWSvNSAXty7u7v6xS9+oadPn2ptbc0uKdzZ2bF7WGCYSZkDrFkPbAjDn+GLHC+SJ/gBCPV/h80j5U/GlExhKBQyVisYDJq+GADGBZQU0ZbLZbsbBscqyW4XpitfOHx2seeNGzd0/fp1IwLYi8Fg0L7fBxu/rwzu6D7zTrjfP2swMD09rcXFRUlnhZJkUpGaHR0d6dGjR3r69Kn29/ctO93tdk2WQTMH+u972SksNZ3ekI/RWS4Wi2l5eVn3799XJpNRvV7Xw4cPrcbh4OBgaA5Hne/vO4tLJp66tEAgoGw2a4B2amrKNNuZTEZvvfWWms2mNjY2VCwWjYRKpVJWJ+bvNEgmk0okEpqZmbH/elIEuZnXjMPkp1Ipswnsf98E4vchEX3RwMczyFZA6mWzWT148EC7u7uWneTZB4OBms2mXTiIXyBoZa4JrtiDAMKDgwOTLQOyGdS0RSJnlzT+5V/+pVZXVzU7O2tkH/vuD4lPvFKFPch+IZAgEws5QCAyWrcy+l/f1hx/yTq0220lk0mtrKwol8sZuSDJsAjSeySQnGsvnftDzF0gcFaj+e6775pda7Vaun79uiYmJlSpVIwkODg4sIv9yCpWKhWr65ienh66F8qrTw4ODqwZCiRDIHDW0GJubm6o4+Dq6qopfiDLwDDcmTPq0/4oAw0GQQYGEdkA6ZhYLKarV69qenpaOzs7SiQSKhaLarVaunPnjgqFgkqlkn70ox8pFAopmUzq+9//vq5fv6719XV99dVXxrTevXtXS0tLtqFGGXxkL4PBwPSoPnPxpmQE4wwOHsFBMBhUOp3W7u6uarWaisWigZnDw0NLZ/sWmKTAYOiTyaRmZmYsQDg6OlKxWLTbZPP5vLrdrg4ODkwadHR0pMFgYCBmZmbGnJPvfPCHYORfNFg7mB/S1f421ocPH6pWq9kc5XI5hUIhm0vqhgg+fKGZLyYHLJLxQYqRz+dVKBR0/fp13bt3TysrK+Zs/M25fp/9IeduVIYEG+ULN3EoNAAIBoNaXl62e3GoD6LTiCQtLCzYJV187tramvL5vKrVqjmnbDaru3fvWiGpD8C83OVF0rw3qZX/bdIpn3309TUE8sh1KNwmBQ3Ty/MD6CqVisrlspEoMP1PnjyRdFYsnsvlVCgUFAqd3bCNVBLWem5uTktLS1b8zb+TzotQfW2OB35vYu5+V9aJdWR9+Rl/QzKabP7Nn/7pn+rBgwd6+PChES5ICCRZjQJkgr951weM8Xhc9+/f18LCgv05LB5MdafT0dtvv63JyckhudsfwwCg+eweJEA2m7XubMj2pHNm9d69eyb5wV9w5qTzVqTowgnGEonEUPco9j6ZJi8b9IXigBZPRv2hbJ2Xc+Nj/ZlYXl7W3NycTk5O7OI56jSKxaI2NzeNIfZ3KZGVgJzhOyjCB4zn83nF43G7FX11ddVaAC8uLurKlSt2ASrPC3by+/cPNX8+2OA8sAexOV6CjY2h9oSWyD5AwbaTLYNJp1sat9dTlwf+wNZyOWI2m7UW6jwXagX23B8S28ViMSNWUKAUCgU7b8hhqXfa2dnRkydP9OjRIwtOfGDrW5uDcdnXYJ9sNmsZbu5Pmp2dNRJhMBiYv/Yks2+2clFBhnTBgYb0zWvZmQwvP2FzwpjPzc3ZpsRJAvwmJyetpVs+n9e7776rt956S5lMRk+fPtWtW7e0urpq4G+UyUcPKWmo69DoM/+hg4xRhozNSYYhl8vZtfO0jkNnOxgMrN6F7ka1Wk1ff/21tRadmprS9evXjZ3ybAEyDxw07DSyF8AATIK/g+NFDN8fcqBZHwzO6lCuXbum9fV1xWIxZbNZO7SSrDCcjhitVkt7e3t6/Pixnj9/boaBbBr3hsCc9no9O7ikiwlw0PT6nuy+qIrD/Id0vKPMva8fkIaLAkl9Y4Cy2awZfObTt63s9/tDAXAoFNL09LRmZ2cNLM3OzhroAbCQGvYgwNd5/SFJgdEAkff0bKln0H2gQT915gWw2O12rWgbBw0RALPFhWjSmUYXZ+JT5zhuAmBai/r9RS3am8xmjO7nFzn5UXuBzEI6b3tMJgv/kUqljIA6PT1VrVbT5uamms2mtre3jSSh1TEEwf7+vlqtlnXiWlpa0uLiorVoBuSwloBy6TxT6gPJF73j72v47/d+lrOCfUHiQ6tvf8b9RaZe0kSWFn/ggQdtpZGQ+Ta7kUjE2ijzPdTNjUqm/hCZWz+8ZFQ6lznx7PhZiDd8HHvts88+s05pkHgAQQI7AhX2H/V4V65cMTZ+dXVV9+7dUyKRGCI9AZ0++8M8S3+4fcfgWXywgbzQS6nYS/y+1WqZ7IdGI5xt9gsXF0tn8wDTHwqFjIH3HTCxu1zESQMO7Ouov/hDD2x2LpezTC4BOOcok8lYXefVq1f13nvvqVgs6tGjR9re3jbshz+GCCDTA3mHf56bm9PKyorm5uYsQONZkLVBTjNHHkdf5Hm9+J6QOj/QfqEpOkGL7P+OrgD+kqnj42PF43G9/fbbxpxTJE0ni0ajYWyUj/5hYj3rM5oG4hn/GDYhY/RQwPKRmvQggWCBd/DsFYVB1BQAbjOZjNUveCYB1l06Y0AxtBxeIm9Sbb6b1R/a+PkxqmFGroKMCofgNfbUo0xOTqrf72tubk4LCwv62c9+plKpZJKqxcVF/af/9J9MssHc04fe39CJZpnict8dDeP6h3a6zJc/p6yldygYNf/vAKzMNaDQd+uiTZ+/GM3LKb1u2rcu5c896+3n603JpcYZwWBwSFrG2WQeAb6jrVaRmwDG6GpEnVSn01E8HteVK1c0OTlpDQW494V5Zg0gV3DwvjGCX1fW8fc9XmQj/B6TZE5vMDi/pZlsEcB4cnJSV69e1enpqSqViuLxuD7//POhzFcymdTa2ppmZ2fV6XR09epVpdNpLS0tKZfLWdGqB3W+OwzrwLOREf9jsnWjzPLoc3lZEHYO/wezn81m1el0LANENpPGKYDsZrNpUl3mhOCL/YgsiLNKVsjLZf5Y5s4Xh/M+HmhRV8K6B4NnXRgXFxe1tLSk7e1tlUolbW5uamtry7T2sM1Ito+OjkyNsLy8rGvXrimbzWphYUHz8/NKJpOWHfE+a7R4/Y/BzvkBhsLesZ/ofknQDmClSQNyWp/t8gE8/gUJ+MzMjEnfRwliSCnk8PhjSd/wZX8M88cz4MN8Ywrmg6CemgrKAnK5nHK5nLa2tvTVV1+pXq+rWCyaKiORSOju3btaXl7WwcGBbt68aa25WSvOKb/HD/gaVQYE1kWf1zcSaEjDmnYOMsaO1DiOlY3hU0DxeNykKIPBwNLobO5UKjXEvEjfvFjLM8Ze5/ibpBF/DMMbF5+yR3bDxmQzki5EF0utgmecYKJo6epTbhx6dM1kKVgzX7iJk/lDp8F/28Dw8eyBQMBa4WWzWevGAKvgb+MGpNHpBhmHJOt+kcvl1Gw2jYkCWLPPMapIEjzb/cc6bx70c5YA/QCwF2US/Ht5g+mZcy/LgKn22Qp+zjsu9q0PMviOP7Yz64MN5ITSeS2PpG/cx+KZXpwlTpl3z+Vy1o7W70HAI2fWEyyASs40zzcKnv9Yxijpw+DsSuddoDxInpiY0MLCgjGeXCzFvQ507qOlJmSCz8B5No/5IXDj2UZ//TENzoU/ny8iMNgX/Dsf9JKp9rcIt1otSefdHAFF1ILQfhNSkHkNh8N2QRtB7h9S6vPbht9Tfp+RTaTlL3NALcy1a9c0MzOjUqmk2dlZ3bp1S19//bX29vbU6/WseJ6M0sTE2b1D9+7dM5lPoVCwi/9glbGtHjNJf5z4RDpvkezBKuQwGTXeT5LVTIDhkMLH4/Eh0jMQCNi1Bl6m7G2e7xCH//bk3R9rgOaxwCjhiP/gPjmCCOmMgOFukHq9rq2tLVWrVc3NzSkej2t1dVXvvvuulpeXjfCTzi+vRs4ItkNh4H2px+YvUvxcxAgM/thW5HJcjstxOS7H5bgcl+NyXI7L8f/z4w+v37gcl+NyXI7LcTkux+W4HJfjcvz/3bgMNC7H5bgcl+NyXI7LcTkux+W4HBc+LgONy3E5LsfluByX43JcjstxOS7HhY/LQONyXI7LcTkux+W4HJfjclyOy3Hh4zLQuByX43JcjstxOS7H5bgcl+NyXPi4DDQux+W4HJfjclyOy3E5LsfluBwXPi4DjctxOS7H5bgcl+NyXI7LcTkux4WPy0DjclyOy3E5LsfluByX43Jcjstx4eMy0Lgcl+NyXI7LcTkux+W4HJfjclz4uAw0LsfluByX43JcjstxOS7H5bgcFz4uA43LcTkux+W4HJfjclyOy3E5LseFj8tA43JcjstxOS7H5bgcl+NyXI7LceEj/LL/cGNj4xt/FggEFAgEFAwGFQgEJEm9Xk+dTkfdbtf+jSQNBgOFw2FFIhENBgP1+30FAgFFo1GFQiH7uX6/r1gspn6/r16vp5OTE8ViMSUSCU1MTOj4+Fi1Wk3Hx8eKx+OKx+MKhUL2mb1eT91uV+FwWKFQaOh5g8Hg0DP1ej37OZ4xEAjYf180rly58rJTZuPXv/71N/7MP1+/31e327U5m5iYsH/HvDQaDVWrVXvOwWCgk5MT9ft9hcNhRaNRBQIBHR4eKhKJaHJyUpFIROFwWO12W8fHxwqFQpqYmNDExIRisZgikYi9e6/Xs/k5OTmxdQoGg4rFYkomk4pEIgoGg2q32+p0Oup0OjafgUDgG/PNczLefvvtV567r7/++ht/1u/31e/3FQwGNTExYfuKvciaDgYD9Xo9e15+rtfrKRwO21r7NQkEAmq32+p2u4pEIopEIvad7LN2u237NxAI2Fz692X/8ByhUEihUEj9fl+np6c27/6d/Dkanbtbt2690rxtbm5+4884G6FQSLFYTBMTEzYHvBP/hr0oyZ6L94/H4woEAnZ+er2e+v2+Dg8PJUndblelUkm1Wk2tVksTExMqFAqKRCKKx+Oanp62fVQul5XL5WxfhkIhW1fsQiAQULfbtfnwZ5Y18PPmx/Ly8ivNmyRtbW1948+8nftNto7zMxgMNDExYXun1+tJOjvX7M9ut6ter6dYLKZer6fT01OdnJwoHo8rmUwqFoup3W6rXq/r6OhIExMTikaj9h3sZfYle4szGwqFhtaMNeLf+LnkfUZt3tLS0ivP3Yv2XTAYVDAYHLJz3W5XwWDQzi3Pwtx4/8C8jdrp09NTxWIxDQYDdTodtdtte89oNGr2SpL9HWecuen3+zo+PtbJyYlCoZAikYgmJibsWV9k1/x8/aa5G2ffPXv27Bt/xl7neYLBoMLhsL2Htxve5uEzdnZ29PTpU/X7fU1OTioejysajdo5n5yc1OTkpPnnZDKpqakpZbNZ8ye9Xs/8rCSbJ0mqVqs6OjpSu93W4eGhwuGwZmdnlUgkJJ372NHz85vsnCStra298txtb29/48/4Tuar0+no+PjY9lYwGFSn07Hnm5yc1NTUlILBoA4PD7W/v69PPvlE9XpdJycnNg/smUgkonQ6rXQ6bXOfTCY1MzOjZDJp75dIJBSLxRQKhXR6eqrT01MdHh6qWCyq0+koGo0qnU7bvHEGsBUvsnve1vixuLj4ynP39OnTb/zZqN/ydodn6vf7qlQqajabKpVKKpVKOjk5UTgc1szMjAqFgubn55VMJu0zmAP2DPM/OTkp6Ww/NZtNFQoFpVIpxWIxeyZ8gLcZ+CHvrziz/kzyzH6+Rs/s1atXX2nenj9//o0/G/1Mb6c9NuAZOcfYPL/Wfv6lMxs2GAwUi8VsXtrttqrVqqLRqCYnJ+0zwuGw7Wt8aL/fNxzEWQyHh0MAj0lZY28H/dllrKys/M65eulA40XDLxwPzmZicv2/80bTO4tQKKRoNGr/JhaLKRAI6Pj42ECfdxI4rmQyaQcfR2MvFg5rYmJCrVbLJhqAJMkmmednof278e/exAAg+DkbPQge3BJ07e/v6+TkxP7N0dGRjo+P1ev1LJAAPGI4e72eDg4ObIMCgkKh0NABxcmymQhYTk9PFQgENDU1pWg0+o2AsdPp2Pd7A+gP2UWMUSfFe/IMwWDQAle/nh70d7vdIafInggGg+r1egZ42WMcdoI/HADAxxtgPqff7xtwYR9y0AFPHhT4oGXUuVzU8OvE9/FuGBH/LpJUKpW0tbVlwezk5KTm5+fV6XRUr9f16NEjSdL8/LwmJyfN4NfrddVqNTUaDR0fHyscDptznZyctMCi2+1qamrKfub09FSFQkHpdNqcLYHR6Hy8aC/4cdHzx2f67xu1df47RwGCJNujnD3sHu/Rbrd1enpqZ8wDtMnJSbOLBCb8PUCq2WwayTI1NTVEmvB5PsgZnaPfRrC8zpyx36TzoIO9BsHhwTLziwP2hNTJycmQbQZ84Fy9TWd9jo6OdHh4aN/DGY9EImq1Wnry5Il2d3cVi8W0uLio2dnZoUD3NwVjb9pHMPxe513xaf672Rs+eCJQaLVaFrSy/gS1BBGhUEi5XE7ZbFaNRkOxWMyIPoI27EQkErFz++zZM0UiEWWzWc3MzBjg8TZxlAgYffaLPq/Mk58zHzT65/FADDzSbre1u7urfr+ver2uVqul4+Nj+xns5vPnz23fYSPxu5lMRplMRisrK4ZTer2ejo6OdHJyokqlopOTE83NzWlyctICwFFiR5L9rH/2Nz1Gz64/w8xpNptVr9fT06dPLWg4OTnR1taWjo6OlEqlhoi/SqWier2uSqWicrmsRqOhXq+nbDarWCxmfiKRSOjKlStaXl62oLbdbmtra0v1el2Li4u6fv26EonEEGngn/1F78N/vW28qDGKNxijZ3f034/iY4Jj75NbrZYRYIlEQqlUSqlUSs1mU5ubmxbgsnewb3wvvpl91Ol07DkJNvw5AQ+NElMvItxeZowdaPgvftGDjP4bHg7DjbH3h9y/MGDw4OBgyJnCzsNijbJPZENgJcrlsi3cYDDQ1NSUJiYmbPJf9MxvAqT8roET5JmCwaC63a5OT08t4IJhqlar9vtut6tWq6Vms2lgP5VKaWpqSicnJ8ae7+3t2TxI5+wA6xKNRjU1NaVYLKZUKqV2u21AHGPBukQiESUSCQPVPAdz6Q2TB7UXNU/ecI0GsD5KB6h2Oh3t7e1pc3NTExMTyufzxqAQUIXDYdsDgDX2JwARY0awQUCDgfXGjqCXw+7ZgNEAncPt523UMb/u8A5jNMDxRoXgttPp6Pnz56pWq7aXtra29OTJExUKBfV6PdXrdQ0GAx0eHiqZTNp8se9Yi263q83NTQWDQTWbTT179syCwoWFBZXLZZVKJVWrVc3Pz2tpaWnIiXjH/iJnO/r/3pFcxBi1df67OD9+PfkzzoTfS9IwuJbOMogHBwdqNpsGmKPRqAXFPujydgtyJhAIqNVqqVwu21mGiMHueWDqWauLIgF+19z5Pe7PgSeOfACEo/VZENaZ7NvExIQx9LDVnU5HR0dHarVa6vf7SqVSBpL9L8iAfr+veDyuXq+nzc1NtdttZbNZy/Yyb8zZixjRNxVwjAaqPvCSztlHSDj/buwZSUqlUqpUKqrVajo8PBxiiQlKer2eotGoWq2WDg4OlEqljBAhOEskEpbNYJ5PT0+1s7Nj9jCZTOr09NTIKE98vehMXuQ5Hf1cP4/YEE/o4f84A9h95hQbxvmBhec9yUZybiORiNrtttm/4+NjlUoltdttXb9+XalUSr1eT71eT+VyWe12W/F43Oau0+locnLyG4H3myAAftt4EWHin8HbYAKmYrGoarVqNp9gDYILJn1nZ0f1et3ONgEv543A7sGDB/ryyy+VSCRsb05NTSkej2tlZUWHh4d68uSJJCmfz6tQKAypFPz68h6eyHgTwcaLbIP//ajvZ19xvsBXPtAgcPvkk0/01VdfKZFI6Pj4WAsLC3rvvfdULpdtL8ViMaXTaUkyIgpyytt5j8s8QfwiPMz/++ceVV+8zHitjAaT5b+c4Q+wZ5E8uJFkQA05B0wJQDqZTFoavFQqqdFoGMtZr9ctFYpDTSQSisfjJmlot9tqtVoaDAa6evXq0Cb0Cw77jCFg0i/6kI8aQL8BmUfvfNl0gAqCisHgTMLCXKRSKQsq4vG4wuGwjo+PdXx8bOwcTqrX66nRaFgwEQqFFI/H1Ww2jZkiQ9Tv9zU/P69UKmVGMBaLDTGSyJd4fh8sATQvEvQxZy9i9QD9HBwvIyiVSur1ekokEspms99gLAF3OGmfPo5EIvZ53W536J0xGEjJ/N4nozY1NTUUbPg58v/9TaD2IoeXI2FEpPOsHvvhrbfe0vb2tkqlkiYnJ83R7u7uKhqNmgQKJrDRaOj09FTNZtPYVII09iLviSSm3W5rYmJCpVJJe3t72tnZ0e7urrrdru7cuaNkMmlB0Kgx9ONFwcZFDG8jRh2wDwx9wOgztNL5fmi32+ZIotGoAZVer6dIJKJcLqdwOKxYLKZaraaDgwP7zF6vZ4AQO5pIJJRIJEwWROZS0lAafXQAuNjLzOlFj9Gzye89iPKZXeaY5yFAOzk5MZkPEhj/Wfxqt9tqNpt69OiRHj58qHa7rXw+r5mZGU1PTyudTpsfCgQCJmPpdDra2dlRo9EwiZ8HeC9i5nmfF73zRey9FwFyn2WVzgNF/s7LRSKRiKLRqOLxuOr1uur1uqrVqmU1yZDF43GbA85/MBjUwcGBgW3pTJqEtCcej9vZrdfrRv71+32Vy2UtLi5qfn7eAl4fkLHeo+/2onced7xIcsS5Yd8TEOAryVpjnyqVio6Pj1WpVBQInGXzj4+P7Uxi/8PhsIFpbFokEtHp6alqtZqx8I8ePVImk7Hg7fj4WIHAmVyrVqsZ1llcXFQ8Hrf19YTEb8oMvUlilDUb/R78WyQS0ZUrVxQOh/Xpp5+qWCwaDonFYhZkBAIBHRwcaGdnRxMTE0qlUpYlIlvpg+R6va5ut2tZnl6vp4WFBc3Ozurk5ETHx8daX19XJpNRLpcbAsajgRF/PkqqvIkAbvQzR7Emf+fX0pOY+DgP/iuVin72s58pnU6rWq2qXC5rY2NDu7u7SqfTqtVqymQyRgZMTk4OyUIhZQhm8VGj+JM58lk/n1UbDTZG7ftvGxcWaIweAD95ONVoNGqAJBgMmmwlGo1K0lCqCNY8FArZgX/27JmOjo7MSLZaLZ2cnKjZbCqTyQwBn0AgYDUdxWJRmUzGJghWwk+e15/y7970Af5Nn++zA4PBQI1GQ3t7e6pUKhYBow+FVSZYI+BqNpsW5WLQYAdPTk7MObG5AYvHx8eq1+sGRpFx7O3tGWsNmGcu+Q6/aUcB4UUcaG9AfpPj5/eACMAUzBvsJsYcNhBG0LO8p6enKpfLqlQqyufzmpubs+8gEGav+f3Cd7IHOeDSeZqS9/HP7tkWv/4XMfy58J87+l0El+FwWKlUygIEBsYLwHx0dDQUlHNWfYqWQLndbuvo6Ej9ft9kK4eHh/bdyDxwVEisPMMHWwoD5MfofP0+nAhzy3nA1iED4HwinUAqNSpTTKVSCgTOMhO1Wk2bm5s6OTkxW9fr9XR4eKharaZcLqfp6WmzVQT0x8fHKpfLymQyQ8HsqCwTG+v/fJTpu6gxyjD6P5fOzx+2n7MKI44POTo6UqfTsXmFvQQ0EjCx/6rVqur1ujY3NxUOh1UoFHTz5k3du3fPbMDExIRliPf29nRycqJqtaqNjQ3Nzs7a/Pg6LW/nRveGf6/XHb9tHzNn+D7YdQINmHR+7e7uqtVqmZ/tdDp27iDjyA6lUin77EajYexztVq1zEU0GjW/IJ0TFOVy2SSjhULhG+80KsN4U+NFazPq5xuNhorFotbW1qyGIhaL6fDwUJubm1pfX1epVFKz2dTe3t5QBv/o6EhHR0f2Z/hU1BSBQMAyPpCClUrFMBAkRKfTUS6XUzweV6lUUiaTUTAY1MLCgs3taNDkQeGbnMdRPOczBPhe7PvGxoZlA/mVTqct0CC732q1FAqFtLCwYJl+bCL2jWCO8y3JwPLh4aEajYYePXpk2dpCoTC0NqPnxvvoiw5of9ecjQ6/hh67QLYD7Fl7nrlSqWhtbc2CDuks8H/27Jnm5uYUi8VUr9eVzWYVj8dVKBSGajClYan+3t6e1QW9DN4dVZH493njgYZ3IHypfwgcB4YaUALLCbOAhpaNBgAcDAbKZDIGXnZ2dvTll1/q6OjIggoAdblcVr/fVzab1a1bt7S0tKRut6udnR09ePBAx8fHSiQSqtVqVgjttZD+nZhYz0pf1Bh1UL6gj3cGvONMcZawejAnyWTSfhZNPE5AOjucnp2Px+P2/wC5w8NDnZycKJvNmgFkbZBsJBIJRSIR0wEC8gCMsLHM2yiwwDhd1FwyR57NG5UF+aJQWN5ut6vj42Ntbm5qaWlJhULBHALAGjkVh/7o6Ejb29t68OCBpqen9eGHH5oj5ueYUy+9QprQ7XaVSCSGMh9+fghGRg/waJrzIoZnxjy49FkYnq3b7SoWi1mA0Ol0tLu7awCHoIB3xLmgoaceKJ1O2/OfnJwokUhoamrKpGq1Ws1S7jibSqVi6d/t7W3NzMyY/fBz/SLGanS+XtehjP48czZqN/g9gTmMsJdakD0i+H2RrcMWbm1t6bPPPtPJyYlp5vv9vmXlHj58qEwmo7t372phYcHW58GDBzo9PVUymdTBwYGBR2/rfhOzdtFB2eh6jAa42H808b62wkvHIKaePXumVqs1VDy6sLCga9eu2d7hcwAmBLeHh4dWo9BoNHT16lXNzMwon89rf39fX3/9tZFWP/vZz/T8+XO9//77unbtmk5PTzU9Pa2pqSmbL97HZxdetBfHHd6nju5nbAX/rVarmp6eNl+C3e92u9rd3dWTJ0+0s7NjexAmHX9CdpZGDUiLIRwgGYLBoAV60WjUfDbsPiB7YmJCW1tbikQievfdd82++Yz3i87oRQHnUcLL/5n/f4ID9gyZicPDQ3311Vd69uyZ8vm81XkeHh5a4XOj0TB/wbvz86MsMUHd6empEomEkYjUzRwfH5tfPTw8tGxlKpWybAv2D78wir3exBglH/g9YFiSyWs///xz7ezs6PT0VFNTU1pbWzOMAAap1Wra3d21ovrZ2VlJsgwPGQwy4Ol0Wr1eT8ViUfV63dYhn8+r0+moUqnoypUrZjNTqdRQQOEznb+LBLgocmV0XUaDwtFsAGqP7e1tlctla6RQKBSGZNkoBfb3900SCin161//WhMTE8rlcur3zyTy6XRaMzMz6vf7arVakqR0Oq1wOGwkTDab1Z07d7S0tDSEqXzdsCd22QujWOtl9+Br12jw5X6yYYui0aiazaZardaQU8W5oWXc3NzUwcGBDg4OrOtFLBbT8vKyotGoGo2Gtra2tL6+ruPjY+3t7SmVSpmWFvbl2bNnqlarunHjhn1usVg03Xiz2VS/39fKyspQlyAMNKyQf5c3MbzEbNQwknVotVoKBs807TDjGOxOp2N/zrsBrim+9ex6KBQyloD1Oj4+VrVa1enpqUkFUqmUse9ExL7WY3t72w48dRtscG/MfVbgoo3h6Ofh7NhXGHKMPvsCZvnk5EQbGxtKp9PWmQtHQpcp9nC1WtXjx4/15MkTAzzIqHyBN6ld0u+j2QBqXSgoh5n3AQZ7ws8dY7QzxKsO1sWnY/keQChGxmuU6QoFUzk5OWndaHCOFCFTzO0DAcAbeu+DgwMlEgml02m1Wi2bP0AKNgLQUy6X1Ww2NTk5qWQyqcFgYPP8u4KMF+2Vccfo5xBs8J3IcQ4ODlSv14c08KMyna2tLQtCpqamrBPQ0tKSIpGI2bqnT5/q+PhY29vbSqfTymQyZuvq9bqePn2qer2uGzdu6OTkRM+fP1epVDKiotVq6caNG1pZWTEGlX3l5QpvcrzIfo6uFUSS7/bkpautVkulUkmVSkU7Ozva2dkxAiSbzerZs2dDhMPBwYGeP3+ug4ODIQkbMp/PP/9c6+vrlgXY2dnRxsaGjo6ObJ3r9brVzCwuLhoJQxbtRcHZm/IVfDZrh40D1NfrdTWbTQu2CGyRuPoi0EqlYn4ZlhkgC1HSarXUbrfVaDSs8J69w5pQIwlojEQidj6xnY8ePdLExIRu3Lhh2ZRcLifpXDXwJoDyqD/1QZvPnmUyGf3iF79QoVAYIn62t7dVLBbtnTqdjubn51WtVo1Ugbj0wTrSWC/7xh5iHwCWjUZDR0dHFrzx99JZJ6Pd3V0tLy8rn88rGAwqm83ac46SRaPv/rrDE4T+997HM4fr6+v66quvTGrbbrdNOcLe8TUrSMqQE3sS8vj42DIe2WzWZOxkePP5vKSzrlRLS0vq9Xra2dlRq9XSRx99pKtXr5qNJej2Gd/RAOCih//sUTD+ovnF79ZqNf3yl7/UkydPtLKyokQiYbggEomoVqvp66+/1vPnz82GUYuGXYLA+uyzz/T06VPl83lduXLFSFbqstLptGHlSCSixcVFLS4ums+HZPak1CgBMBq0v+wYC8GMpk84pD6tCtAAUHjpwGAwMGdLmrdSqWh/f99aORYKBVUqFZ2enurp06d68uSJqtXqENCIx+Oan5+3lnS9Xk+ff/65nj17Zt/Pgm5sbOjzzz9XqVTSBx98oLm5Ofu5eDyura0tZbNZTU1NXXgmQxrWJzN8cSgBxunp6ZAUgOc/ODhQuVy2v4/FYhbxTk1NWbcGScaU+wiaegzpXGqBPvfo6MicDWva6XR0enqqYrFoxW8HBwdWQFmv1637AYcaJ+iNFN9/keNFwI80Loccydz6+rpqtZqazaaq1aomJiZUqVT02Wef6caNG8pms9rY2NDe3p7pSakVarfb1nnp5OREa2trCgQCFpAQrPqf49ATtNIh7ODgQMFg0NL0FFSenJwMyQxfFKCNO3+jhgDJHYYOxuP4+NhS3ZFIRM1m00DzkydPLIggIE0mk0PG0D8fxbm0PDw8PLSagMnJSdvbjUbDdNBHR0fm/GmLCQCHeaUBwvT09JAx978ucrzIkfv3ZC55f+aL/UF2A1uHvSNwKxaLOjo6UjgcVj6f17Vr19Rut/XkyRM9efJEtVptKFNGRyS6SfX7fX322Wd68uSJBoOBsYfhcFg7Ozv6+uuvtb+/rw8++MBaTEpnDGKlUrG59mSLZ/ZeBwS+CISP2j/sG7aDvQcYq1Qq1j0rm83q8ePHWl9f1+TkpGUba7WaPvvsM+3v7w9JcX3Ga3p6Wp1Ox85ztVq1tqIHBwdqtVrG7FMfQztTCvghEKjx4J38f/27XlQmbZQ5HGXo8XEff/yxvv/971vWutlsamdnx2wSvheSiOCdwR6jsBn5GZl1AmvsO/I//D5qAuksMGRfk1ULBAJGDvr6vose7K8XrY2fP4LaRqOhH//4x/rLv/xLA/1Pnz5VsViUJE1PTysSiWhqakqtVkuTk5M6ODgwIpQ6GOZDktW0+JbMFOZK52QPgR7BGm3zK5WKzSX7eH9/3zLwo+/i3+91xqjPZi5fRCKz7gRT5XLZ9sHOzo6x81NTU0ZGpdNpmyeyQp5Bx/fhn9h7nGNqBn/xi18oFospk8mo0WhofX1d0WhU9+7dM9vQ7XZN2jYqkX/ReN0zOwrEvbzM/z3+nuCedyb4p8AdmTdZHpo4gBPA2YPBwDAsRHkkEtHh4aG+/PJLSef7MRwOW1YX6TyycE8akmFiTkbr98b1s68UaPhN5zcmhojDBeD1RZy+tePBwYH13240GpZW29vb02AwsJfd3983bShdRQKB83sLgsGg9vb2lMvljHGgOwSpUTpjnJycGOuzt7end999V2+99ZZmZ2eHiilZ/DfBxHtmys8nB/fo6MjYNM88030LkDYYDIZALEw0n0/am9oJCilh5HxPftgU7sngcFPMW6vV1Ov1ND8/r7W1NUubb25uanV1VQcHB0PFR6P9oEf3y6uO32UEWHMkGBzMUqmkjY0NNZtNA7QHBwcGhKUz9oj2rbR+hIEnaCGLUSwW9fHHH0uS5ubmVC6XraYgmUwqk8loZmbGnLokAy6S7LMBLkhHfHoXlmd03sYJNH4TEMJ5UWdRqVS0u7urO3fuKJvNamJiQqenp6pWq1pfX9fBwYH29vaGgKIvVoQxxYAhMeGzj4+PlclkTJJBup3iW/Z0JpMZ2jcUSH7xxRfKZrN69OiRjo+P9Vd/9VdKp9NmdH+b4RvXKHoWzw+eD/lgKBTS4eGhBoOBATLOAQD66OhIlUrFAF69Xtfe3p7ZOtr8Yuu2t7fNIcEUerCWTqetVgtbhwQOWSq1Ie12Wzs7O3r33Xd1+/Ztqztg3TxL7e356wRtLwr8+L3vkiSd14hgm5hXScbGUwz+6NEjPX78WNls1tof7+3tmV302UhIh3Q6rcPDQ5sfbAAEFPNMgTQZXfzVxsaG2QHWgEwIa/2b5mDc8ZtA5KhsheAIOWgqldKdO3cUCoWsnm8wOG8/2mw2jRABVABOsFP4TAAfbHS327V6GYAg3YAIFpHpIdkKhc5a5U5OThrAucimIL9rDhk+KGO/IUeRznzA3/3d3+lP/uRPFAwGtbW1ZZ32kEhFIhFlMpmhbnqQfNgE9i3qgmAwaPbe153hl1EmIJ2KRCKKxWJqNBoaDM7u48CX0rZ6FLhe5HgRg+0DC+7hoiEDd2DkcjkdHx9bzc/u7q7ZoWg0qtnZWWsi0Gw2jTQlwKfRTygUMpWBdGYjILjIhm9sbNg5xM+Gw2GTFKXTaWuY8cUXX+j27dtGXPE+v+39X2fu/PDF1Pxdu93Wr3/9a21ubur+/ftaWVkx3z81NaXp6Wm7u+Xk5ER7e3va2NhQtVo1nBePx42oDAaD1kaZdeMMQ+Cz55E5cp5Rt3zxxRdKJpNaWlpSOBy2QvJRIuBFKotXHS8daOCYRh0R6S90+jB3pK19UTDs3rNnz/Ts2TP7t61WS8VicagVLf+FwecAewCAwWi1WhYhI/eRZGmik5MTK9YKBAIqlUoGdG7dumVGg+dkon0R6usM78xHPwupD88AE18ul1Wv1zUzM6N2u63nz5+bDEeSGSbYI7TYPlBiw/uOXxgxnINfI28MT05OVKvVVK/XJUm5XE6VSkXb29smu5iamrJnBoD5tOFFZDJGs2c+JU7GAWap3+9ra2tLDx8+NMfGviHQpIiWGh6yORRVegYK4A+o2N3d1SeffKJ8Pm9g8fT01C4nunLlim7evKlsNqvj42Njn0lJSrL6hUAgYGASx3WR6d3fxvL7QrvDw0P9/Oc/17NnzzQ9Pa2FhQV1u109fPjQOhiRqg0EAvZOgEAcMYDDX+boAZlfx2KxaIWlPgtFWpiWj7/85S8tmAuHwxbI+W5pXiZ4UQ74t9k6z5iT+cH+jWajsHUbGxsmIyNwK5VKdgZZE4I/9qx0doYSiYQ6nY5qtZr1oYfVog7m5OTEvgMJgSRr61ytVnXnzh0jNbDbAInRbOu4Y5RV9n/u9za2gl/YHuw9MoFHjx7ppz/9qR48eGCyThhngggubuVzOVe+QxdyMsgnv4dZP9qCSzIy4uDgwL776OhIy8vLOjg4UL/f1/T0tP38RWTV2HPso9E54/MJ7jlnk5OT+sUvfqHd3V1jmT3wYJ94O8/n1Go1s92hUMjqYMhe+A5f0nn92enp6VCwz2fGYjGtrq7a2QSYcsmuv4/jRXtj3DOM7Ry1NdJ5Bl86Z5XZa9FoVDs7O/qbv/kb7e/v6/j4WDMzM0O+DZkTKghqG0ulkn0HdY2eDKRGC6AIqCa4kM6llbVa7RsXExNoYH/5Hn9mmb+LHC/6PPY8pOLh4aF+9rOf6enTp4rFYjZPh4eHJuWbnp5WoVAwAisQCCiXy2l/f98agxBAZbNZpVIpSeeYSJIWFhYMWIfDYWuffHR0ZI03CFzonPnVV1/pJz/5ia5cuWLryHt5yetF+dgX7Vnsq3QWZGxsbGh9fV3pdFqdTkebm5tGIjebTQsyqI+CrCeAZ/7IBkmyyyIJECBNsKFgJAKParVqd6NJZ5dw37lzx0haSd8oIeBc+SB3HFz30oHGb/qCQOD8AjLajqHPw/iEQiE1Gg11Oh3t7+/r5z//uclR+LcU7KITRbvIn1GEhpHFaMEWeO0kxW207CNVRGp+YmLC2iBOTk6qUqlY4RU/j9HCkL6OnnlUnsC8ScMXwCEVQRu/s7Oj7e1tc54wTbQDzWQyQ06F4I51wEjBYkoy1onn4t/jiHmu4+Nj05hOTk4aMJ+YmLALhpLJpCYnJ80g007RR/R+DsadO///sI/spY2NDeXzeS0sLFhhJ3vSO0puEOa9KIwKBAJWrMe8kKYEPEuyd6PmiMCVS60o1CWooEBramrKHJcv4MfhYbiRjHiZxEWwy6PzyBzyexop7Ozs6PPPPzepCueYTmT9fl/pdNoMF5I9ggnkBaS8T05OlE6nra0o3eNofct5pBYIR+KlCKVSyUBzJpPRrVu3NDMzo4ODgyFg44OCiwg2XmTrMLbe1h0eHhpoJSsaCASMZS8Wi/r5z39uRZBkP2gdGgqFjLUjk8Te9Zc6QjBg99CB4/j5Wc69dN7CFtDy6NEjxWIxVatVS5XzX8/Ov67zHQWRzB2BO38/GJx14uLc+Exsv39W1Pj8+XMrZsbucWN6MBjU7OysnSVsH++OX+D9cMLMmSRrbwqLF4/HlcvlrGYLP9HpdEyGgS87ODjQtWvXlM/nhy69u0jQ530F2UB8HQHu1NSUKpWKAWZJlj0ExPie+vF4XAcHB2YHaUyATQUcs5bdbtdagadSKWOw2bMw2YeHh7a/B4OBbty4oaWlJT19+lR7e3tDGVzWwQdoXgp50YN1A7gfHR1pf3/f5laSNQwAxJMRRArribRMJqNWq2USWQbMMQW7sPacaeRDXiIoyXzv4eGhyUOls6zu6emp1UEyeOaLIqVeNPhs1g3cACm2s7OjUqlkDSgI2icnJ+35yZx5Im1mZmbI37K3IVzIstJmf35+3hQsz58/18nJiWE7FBSVSkX//M//rGg0qmfPnukf/uEfTALIc7xI0i3ptciV37RfsdvguqOjI2vWAfENuYFkOBqNDmWGeHZqw5CFQbpFo1Fr3R0Oh025gx3sdrt29jlbBNf4TOS+ksx+YYepucImM1fjntGXDjT85vbMK4wFE4MOmQmD7QBsfP3113r8+LF2d3dtE2JEAazcZo3jxXHBAsBkeRYBQ8DnwdzR+Qe2KhgMamZmRoPBQOVyWV9++aXplrPZrEXfg8HAoj8AzLibEq3jiwwDDg7wR4BDq0FABcEG7Eq/f94WzjtJwA690fnedrttLQmRoOH8pbOAB9YCg8zn0/aPFPjh4aGuXr06VFQKAKW7kAcbrwv+eM6TkxM9ffrUmGQCUW6g3t7eNq01h4w9IMkCWNL+BG5cCkmzAIr5YAxSqZSCwaBJqpg/gCesg69LiMfjunbtmt566y1JsiAWSQJZPwwr7YfZz6+bDXrRnHupjG+hB4vCWudyOW1tbSkQCFjnN85isVgcWmOcjC+q9/fi0HWLIIMsCZcv5fN561HPWacBAe0OKdSn+8ZvkuD4wPA3zcHLDA9++AVY4J1p2EChPJmrbrdrHT6wddQ5Me+caeYRCRTfTU0UDudFUhqAN2DQy0O58yYSiVhL5mq1qi+//NLuI+KSKwJqgj7e/aKyG6yHb3MJAKnX63r48KEVvjPK5fJQAJfL5Syz6/cXwSWFpC86O14mxpwhGz06OrKsBIGwl6FiD/BltVpNP//5zyWd+bmdnR1dv35dMzMzunbtmpFV4wK/FwXKkEEAZQJVWm4Hg0GVSiW7ewVQRyt5AnKkFuw5QIdvdSvJyAXOL0wz55Xn9HfCoNPnvqpUKmXdIQeDs85Yk5OTQ80ikBT5jOTrqAd8Ft0DIi814/cwvMxHt9u1WjLekfbI2GjqIMExgEhPAsDo4286nY7i8bh1dSQgRRbInkTVgR0IBAJaWlrSrVu39PjxYyOz6Njns0yjGbBxxotwyagNJGuKn5DOalhmZ2dVLpet+QJngL3VbDZtLjyRNjk5ad0FqY1FlgdBCAlAtph1mpqasnbUkrS7u6v/9t/+m/77f//vFkxT5yLJsnXMm88IeQXGqw6/1zwp6OcTQol1o2wgGo0qk8kYtiJI5+fxy7x3IBAwEpx7SCBMuD8IXzwqwWY+eG/wzcHBgf75n/9Zg8FZU590Oq3V1VWT7WHLfDYNtRH+4WVxyksHGuj5AaFETuj1eKher2fFjhSENRoNY8CLxeLQ7dN+sdAnoqOfnZ01rR6sBNEbzB6Tx8AIYqBTqZQSiYRmZ2eN3Wu1WubIS6WScrmcms2mPv30U5XLZc3Pz2t5edlqFvxFPuMMDJMPNvh/Uv6Hh4fa3t42ACrJdJwsrE/DYjBhggkkOMjULnhDwfd6Xa2X9UiyblYwLxhFAFatVtPOzo7S6bTJgHCCPCs/z0HmeccdZGbYU/Pz82q1WlpfXx8CG754jDXr9XpDxXpkEShmZz5weABqgggcLYAZhwKw43vo7kAQEYlEND8/b0DGBzBTU1OKRqPmmCUZu4FRvAgJGmfLGzACZqSOnCc6hmSzWbvhVZKxkRSZwZDQ8SaZTNpFfLAkkiwQ8Yad75POjN/s7KwFcTgUAm4P/pi/Tz/9VMFgUPfv39fc3Jw5et/VxdsCn4J/lcEe5lnQsPN9koyM4FZzshOk8JPJpMrlstk6iBTmhPQ3zz07O2vBC9/pg1LAnw+mcP58LlkzbB3MN7UHZEEbjYb+3//7fyqVSlpYWLCOV9i60Xl8leGDP5+1ZQ/D+J6cnGh9fV0PHjzQ3t6eaddpp8w+CoVCVpTL78mCYx+Zd34BbgDIXGyIfaSrWTabNXYPZ95sNi0QYv65k6jT6djnAwjfeecdzc/PDwU+4w5/Vrwd8/YgEAgYmGMOsEMEFTTt8BI5/56QM2Qr/R7iOSi4pU8/jCdsPZkVfDyfMTExoWw2awwu5ApF+PF43O55YT9cRDZylGllLgm88MG8N+Qc54EuigRn3C0CePbyXDKHZEBG59FLxGhqMTk5abfUg5MYdMRst9vWAvfJkye6fv26gUdPpHpCchT/jDNG8RN/5r9rZ2dHf//3f6/vfe97unnzpg4PDxUOh62IHcITxQj+sdFoDNW/kg3Ejk5NTWlqasokoBAr2CJ8C/szEomoXC6bIoDPHpUTLi0tmVwol8vZvHPOR+tdxplDgjz/Wdg6/DkZUNrMZrNZs0VcuYAfpRscqg2wAn6MDC31PwQoyGrBxV4q5vchGW4+Hwzyv//3/9bx8bGy2ax+8IMfaHFxcagrJwSUz3K96pl96UADjRhgC1AEs4whKxQKVpyHASIiJRUYDoc1NzenZrNpkZivP6AwL5lMWmsu0kUsqN9knuWCRWFBAIrT09NKpVLq9XqmWSbF3Gg0VK1W9ezZM21vb+vDDz9UOp02h+QZjHGGZ2B9ESZAmMMBkKdFIe+AHAWQh2PxXRYkmaHDCLCRfA0K0gEONcEaDpzvxOAg5yK1iQYVsIp8bWLi7FZKdJejUoxxHbBnfubn502SAtN9eHioZDI51Bee9Scw7na7SqVSFhQkEgnLiuF0mFsCYjplAFYAeb3eecs4MjmHh4cqlUrGTqNX/eKLLwzI4eRisZjeeust3bx506QsGCjW3Dtfgrhxhmf5vXNi/6GjpS4Ch0jRrO+KxRmmJghnLGloH8GUkL71pARzxV6CoRltxuBBFExUrVZToVBQJpPRs2fPNDk5aa0UCXBfh032A1vHmuMwIDxg3vL5vHXJazQaxiL3+30r4otGo5qbmzPCBYkn56Pf75uta7VaBmioUwEYIQGFuSeTgSMJBM4u/Uun01Yw3e/3tbu7q1KpZEwttm59fV1bW1v63ve+Z3fDJJPJoeBwnOHrW7zOlzX1zph9yK22AFmAF+wlJBcBH8EI9lOS6cZpY41f8MwbYB3WnTmGbQXYIDkiKCGbgfwIUPnll1/q7t27unv3rl0axvuOMzxY9kGLPzPMBc/N/UZk/wDBBO0QJoB7fCddCuv1uoEl7A/FyWjmCbBpr8w84q8A18wh8sgf//jH+nf/7t9ZS1N8Pe8zKkt+XdWA/9lRCR/nhUsM+/2+PScDtpf2s2T1FxYWTPZExoKglmCXP2e/kKFGBplMJu35KFimZqtSqZhtAA9wE3S9XjfMFQ6Hza6AZbBVo4HWq4xRJt1nSwhkdnZ2VKlU9Ld/+7d67733DN+lUillMhkj+tgX4Bnp3Cb4mlrILTLa7C18uiTbN+A7ZMuQS+AmsEen01E2m1Wn01E+n1ev19OXX36pe/fuDV1w6snb1/EXkCferozuYfACVwPk83lVq1WT3dKcgTumwHqoQyYnJ22vSOf1tl6q6wMLj40hosjKettBZo37m8jg/d//+3+NnJmdndXi4qI++OADI3r8eFHzmt80Xkk6hWEAAABGMIKAunw+r8FgoN3dXe3v7xtDAgikWA+H6guieWmcHRGVl0fEYjFNTU2p2WwOAXeYQhhXNKW+gwPBCBGwdHbwMS5kX+hjzUF+XSmBlyR4mRQSMQ4Nhs5LfjikSCQAGkijMG4wwYA8DBHGi3dGp8ehADB77SiOWZLd8EnxFTUbaITRo3LhE8GID1pet8aFuTs5OdHDhw+1t7dn6XsCJNaK2p9arSZJlmL0zFYmkxkCjrB+1Axwn0s4HDYNs3TGFhaLRVsfDjABC8EpEod//Md/tOCXwLfZbBqgpNaDOfcadp/JGmfO2HdeM4qTZK1pEX18fGySB5yxJJMFMTesI9kbSUPBPvNARpEuGWhQYeYBkuz/brdrvb59DYvPEnzxxRcql8uamZnRysqKrly5YkG0l1lytl4H8I3aOkASGUgCI25A3tnZMd23t3XMB2QMjBpEQ7lctufEHrKPyXjicGHQcE61Ws2yvwRe6XTabEQoFFIikTD7ArlAoNxoNDQ1NaXFxUW7hf11AAvDBxOcWwJGT1IQmEkytp3nQ2PN+YJVJjjwGWJq8mAFWSPAMnsEogqyhiASu0iQi+PGbpItooYNyU21WtVPf/pT3b59Wx9++OFrBxoMPge7QsYV+8f67e/vm1aegJRgiHdIJBLK5XLWfQfZHndEYA+ls/0HyGCuE4mEtTb3QJjnYy69r+CCtX6/bxdPPn361HxSKpXS6uqqFd7zWa/jY0d9tM+YQJAQ7Dx//tzmD5m3L9imyxGNZVKplAqFggW6nKXT01MLEADH7Hkk24lEwjT4BDKSLCPCPSg+GxIOh7W3t6d/+Id/sOLzbrerra0tbW5uan5+Xu+99943CMnX3XcMLz0Do4CpAO+xWMzaZl+/fl3xeNyaeeCTPbkJAUcw3O/37WK56elpO99ePkytKnOKmqLdbpsvwi+z7zOZjHVjIoPSarU0MzNjdgjfDTF1EcEGA0IFv3t6emqdzPD3kHcQGZIsU+gzkz7Dw9p6qTtSes4lvsXX04zuDSSRfC8+DZxM3Qb4ul6v6+rVq1pcXHyhJPVlz+wrdZ2SvllUKp1HiERjh4eHZgCfPHmiVqulpaUlTU1NDfVY5rNwpDB9ABeK3BgcVgwvTCMyHwpZ+XOYaZ6t2WyaAUS6RccCLmw6OTnRV199pcXFRS0tLVlnitc5xJ5V9ilTSUPAA2NIsStSG1+MQ7A0GJwVrCEP8xpEInwCEh95ssEA3eizcdB8lwf3/X5/KF1PZ4f79+9rZmbG3glW/OjoyLpCoIcefe+XHR5Q9PtnbWiLxaKti5dEAdTJ4pC14M8JrgaDs/7T9ERnjeiohCEii0ThZTQatZ7WsK/8HQCQS9hgvWu1mvb29mxNyLCVy2XLLOEwWDuyg6z9OIEGYxRwl0ol9Xo9K8rb3t5WLBaz24X39vYs/YpBwqB1Oh2T2Pg0LKQDRYNk0yYnJ60jBhmUWCxmoLlarVrKnH1N0IHeWdIQUybJgkP2GkE0HTN473ElZ6NMDXsBmwejhN3ytu7g4EArKysmz4PN5JzD2pH5GAzOblmvVquWdSDVzXv4rAUpeQAgQAM5HkQBLQy73a6l3xuNhgWIsNS//vWvtbCwoPn5eXP2r0usdDodVatVY3zR98MCY9t/9atf6euvv7Y6p2QyadIq6q7IXuzu7logyjwBZgALZC3JtKJLBqx7WR5EzcHBwZAMgPNHlh3tNDp53od2p1tbW/rkk0+0srJihZnjDm9z+T0gD+aSZ3727Jm++OILa53si0clWXYyk8lYhoIgir3HBZoQWswjazE5OWlnF/UCz+MzsOxNsk74lYODA3388ccWzGxvb6tareratWvK5XJDGSVA4LiElJeJeuAI4UO7X/6uWq3aefCX2Xr/kMlkFI/HVSgULKsNfoBAicVi2t3dVSQSsYDWZ8IlDWVNsC2QcaP+yWfYNjY2FAgEtL29rZ/+9KcWNPIMo40cxsUoXq7H57APqfeZm5sbIpWPj4+tSxJ+DRvsA7dqtWp4BaIpGDyrd1xaWtL8/LwFwWS5JiYmbE8zT5Is4GJNwHB7e3uq1WrG9ieTST169EhXrlwx0gMpHHscH48Edhx7x17yRB7f54Pwcrlsa9RqtZRIJCwYoOkAbfg582DGyclJq3VkjWg6QGE5ATy/mEektDyXx1Fe5kbQEgicN3WgLfvJyYmKxaKmp6dNWeT37Mue15e2ikSjXHZExOjZK1ieUqmker1ul1O12+c99SmepG0Z4Jq6Ci+nqNfrQy3PCERgwggAiNLS6bRlIbwM6/T01FKZXvbCZGcyGR0cHKhWqykYPCsS/Pzzz5XNZnX79m27KGtcJ+IZM6+3hPWUzmtLiGoBBAAL6cwA8B5sRFLksJwwnDBESNUwHhxa5ojNJp0BOgom2bx8N7UaR0dHprH8x3/8Rz179kwLCwsqFAoGVsmosFZIEsYZbGyyZ9Vq1eaL98I4Y5R6vZ4FaRTaMw/8HdIz9g5gVjoPbqrVqgVJ/GwgELAbNjFUADcYDEkWvGE4mTMKzNF/eyMPY4T2mb07DmD2rIokC0QfPHhgjNP+/r5++ctfKhQKWa1EOp1WoVAY0p56AgBmE2kZexCDRkqfOgUv+fABdbt9dnmar0lhLlhzf2Y4C8i9CGZxGAAxjPOrpHVHB4FVqVRSu922DB4Gtt/vm/6XNtS1Ws20w9g6nAidU3DCrClzhqPxe4+aK9pherIjEokokUgon8/beWOf9no9k/AR1AAIAY7d7lmnFuq8fvnLXw7ZOr9urzqq1apdjnpwcGCdUSKRiPb29izIPD4+1t7enoES9jsXaxLU+m4rMJQ4crokcQcODBuAzUvxPAhgjT276gksbAjAiPPiO7ak02ljm589e6a9vT0juV43k4YcFTkSc8O+pPkEv3h+glJsG4Gol6z5zDZnzmdMmBuy3Nht33nJAwwCe79fmWtIH55XGu6I5eXD+PFx2WUvgyVggZzY2dkxWTcyFTJ9PqOPpAkSg05RExMTJmNh/+Br2aPU9rD2+GQCXAIV2Gcyd75Yn2CQOWBOyValUinNzc2ZHeG2cF/DM+4YlTizvsxfu922uSBDur+/r263q9nZWcMv/kxhwwkkwTvpdNoUI5OTk4YXIDkCgcA3aqHAQWRAkM0GAgEVCgUjvPDNxWLRgrN79+5ZPeaoRNkrN151sNaenKXtMYF+tVo1aXKn0zFSGL8F2V0ul01Vw/ORUaSw3XeoHK2Vwt/TnCmZTJqEFgIPeSVZC1QfrDU2wUumJycn9ctf/lKlUknvvfeecrmcrZG3Gb9rvDRy3tra0pMnT7S9vW3aOhabNDwTB0vHQeKAcgEOBTKepZHOWRjYI19AiePj/wFOLACyHVJqngWloDIcDhsAIEVJsVev17OuHZOTk/rss89UrVbVbDZ1//59u0V6nIFh9/UDgGdJVmOwublpkbl0vpF9JA7DR6A1mm3h3wG8fVtHgg+MGiwezmFUXw2jz3qQ7sX5fP7559rc3NS3v/1tM9xI2wCmBDcY1FcdPBfSHK/ZZI1h1jkoBGSjPd9xEjheADOOkaievdVqtexgS+cSMgyLZ0P8u7IO7FUCnkAgoOfPnyuTyWh5eVmZTGaoDsFLzGAf0fm+6oC5IFhEp/n8+XM9fvxY//RP/6R+v69cLmfGo9/vWx98sjeAHvZuKBQyg4czDwTOulMRuPf7fXOsGC5vzNGgBoNBbW5u2hwQgHkQSfCNLhfWZWdnxxhbAmbpHHC8TgZya2tLjx8/1vb2tk5OTqxFr3TWbYjCTRwX9q/T6ZgtoQtLIHB2P8j09LQBWKRAZL7IIAEqPUsM+MCuAoCoMWDvAJBxJqFQyIoxsX0EKLC8EAu/+tWvVC6X9YMf/EBvv/22bt++Pbat297e1oMHD/T06VMLECkA3d3dNWkOwRaXL5JtxCF2u12TQvm6EWyBb72MhJaz4/0FwA27hPxI0pC2GdtBVz2AEzaQAIksarfbtdoSsk+eABpnYGuwndhmAkJq7/i3tJv28mHOH4EX7YD5OeynbyrCvGBnYDgBHJJM4umbZSBv8YEKbLufA84JexAb6TMYMPMXAZY5O53O2Z0rBwcHWlpasjbGBDu+hScXs+IXCbbIaPvAgaDNd8bjcwjSvXSLjDRnlb1LHZDPypGNk85lXL4DW6VS0cLCgslZJdnPX8S8ecluq9XS48eP1el07F4q/LjPOJPd8WCX7CTkH/sMn4NcytsvsujgOWwqA5tZKBSUy+XsebAf4Dvm99e//rXef/99STL/4ckaT+KNk9HAx/rMxs7Ojh4+fGhk16NHj6wFMPsEeTa1h2RusB0oHBj4UAg8lAKQxGT1vX2an583MkQ6Jw/A04PBwJQf0nk3RM6or8l8/Pix+SW/z7CrLzNeOtBAgwwz2+12TUdLn/1UKmWglOiWTQfYgAn1mkwcA4ECQBWDDsBhcWERcaBsIMChvwUbzTPfj0PBeVATgmaciefwrq+v68qVK2bIxxkvSi+dnJzo+fPn1vbv888/187OjrUfxOly0LwRZr6QoowCbYopfcSLUSe9iDFjbmF2eE+fIqeXPAeYdrA4F5wzjtmn3GHixk2Jw46Q4s/lclZLACvsmwkA5nyxKNkwSTZXyDrYrxgM5gnDSVEW3ZV8+t2vh18TwAdZI96f4PLZs2fG9HHZH3ueGhd/EeO4TsQzLpAAe3t7KhaLdhYpBCYrQDA7OztrQUY8HlelUjGJAe+IUWOuqYuCMWQP+7S5b2DgAQhMPoEDQYbXg/vvLhaLOjo60p07dzQ3N2frwb4dJzhj7OzsqFgsGkhHiw2jzHPCJhPQe1sHoUCmiDX05xZGFIDpM1v8e2wd9QG8P7U27DOCWRhHHxz6oLler5tclPWAHXv8+LHW1tZeS3ZGN7DFxUULKOv1utbX11Uulw100DDBF8Cz/9k3nE+ArHTe8cTLGz3BxQgEAtYVj3bD2G9sIr9n3/C8AGlsIkAcOwLIRMJBS0j/eeMMD2LJ7gcCAZOp0O0P3+prTgABSIABCxTJwqJyDrGTzDFZTWRlkC5kXj2oBTz6G6D5OYA6e9I3jWBPAvZ910r+blw/4bvo9ft9k0M/fPjQ7n86PDzUkydPtL+/b3aI1tnJZNLsjWfhwQmAPfYPGMcHbYBAOilxtiAD2Rf4K4Ae68ce5f9ZGx/Y7O/v67vf/a69D0y5D7RfdXh/hg/s9XoqFosqFouamJjQF198YeQwrDn+lYY/BG/SeW0fn4c9SafTQ9JgD66RTCJPxhZ6zAIOYs/xGQBnj0X6/bNLNROJhB4/fqyZmRmlUqkh2Q9ysNeRnTGQ/HJWa7Watra27J42Lz3yhDFnhDkcDAZGsvj2+fx9KBSyzoI0KMAusZfYZ9SpIYNmHiH+fUG6x3R0ZSUwunLliskdPTZ82Xl76UCDC3jK5bI+++wzu0yr0+nYYfXsBxIbDmij0RiaPB54YmJCmUzGUlgUf7MZAcsAOSJW2BQfjPC9R0dHQwDKd5CAkfcT5Y2udGYQ0VWjY/VFgq86ABA8Aw6BlOTk5KT29vYkDV82JcnkOYBV2F6MCgcVQ+2LxvlOnAAOhUPO35MF4BDwvT617p05bACO6+joSLVaTaVSydLT6XRa3W7XMjSvW+hHzQNgFnYNg8Zz0jWJ1oPSeacW6gfQYcPesCYwmb67GfuPdLV0LiMjGKVtIQ6G9cZZ0LmL9UWW02w2tbe3p6mpKcssrK2tGXidm5sbSse/6pxh5D1w9KweQSkdk3DW7CnqfAiYqHkiGGeeALaAGx/8sl/JJNK9h/XMZDL2/8wZt3/jLAhCYHsDgYC2trYUDAa1trY2BE4JXFj3cca1a9c0Pz+vYrGozz77TMVi0cASmQpsCAw8jDcGHF08BbacQ7TbvmbFB5NkKmGqsHecf6935u9TqZSBGeqSKL7n9zhjgCJ7kTMDgYBEdFxbR+AMACkWi9rY2LDghnehsxP6ZQIL5oHAQzpvU4zECjvnWTxAGo4YqQfMO9/R6XSGCDIv/QV8eEaZIBG2t9FoWMMQQGWz2dTnn39ue3/cfedtMbYJlrZareqrr76yjB9rDHiiqxk+EN9GUOozt/gRuqJxfqanp4dUBj5wABD5jnTI2/Ato6oCbAcgCP03xdW8KzbYS9tedSBD9WC73W5rfX1dDx8+VKPRUDwet3q52dlZe1ZksFtbW9YdyAejMN+eHOVc8bxgFggICAYvu+V92eP8eTAYNHKGlt8AQ+aOs97v95XP5y1j6c/26wz8Bf9PVvbzzz/X119/bfVmy8vLJkPCfxwdHVnDD2yv76zFeWXf8R2AfIBvvV7X/v6+KpWKkWHsq9F6TIgdf2EwXakgPD15dXR0pPX1dV2/ft2kWl5mO84YDexarZZ2d3e1sbFhcrder2fkG36U7BeZZ/wfQJ/nQkrtsRfniDNIUMX7ULuXzWYtY06Wkef10jxf/+kVCXT8SyaTmpub09WrVw23M7+vsudeOtDI5/MmiWDTAI45gBhvUo8ARAw8HQCIxAAnTASGHUcKuGBDU4+AsWTxksmkBSukdnHWvrsNaWPSgDgmnBp91U9Pzy7mwVAHg0HVajWTT7zqYGNhvDFKqVRKOzs76na7VvDDe/PLBxHMNWM0UOLPYLVgOdjABGscQF8fgLNlQ5PBYL5PT0+NqQfIM/+np6eqVCra2dnR2tqagS8idhiJ1xnHx8fa3NzU+vq6rXG3e9auECOJ8WLOCVwBfBx0mAWek9QvgRP7AkaLIkgOMw4U6SCfHYvFlM/nzUEQzAFyer2e1S6xx0ulkiYnJ7W0tKRQKKSHDx9aHYcHneMML0sgY3jz5k2tr68PGRiejToBjFK/f9YCslarmQyDfQVYJGPDnoEUgO1jf+G4fRtI6gx8wAJTzWf4TB51HZKMdcEhc8awRezvcUahUFC327VAKxAIqFwuG4gl4+L76OMweAdv63yrS8CFB6S+sxd21LP12EEKL7FDfC9OHmYLeVGr1bK18/UrZJ8nJyet1agnJGq1mtXGjTM8M8YdGPV63cgpAnAK5avVqt3+zS/qC9g3yAsAK55EIWhjnqhdyOVy9hzMKV2GyBpyDghYYE0Bf2T1mG+IM1jdQCBg3Vm8jR9n8HPYGZw5XRbz+bx2dnas1Sx2Ad9A9gG/gQ3C7lN0C9lBTRUEAiDCk3eSrDDf16zgW8jiTU9PmySQ+YZlrlQqRvbxPIHAWYdI7IDPbIwzvPyG7wkEAsrn89ra2rLaUuwDNgiwTq0dmSnqNFgXf34A1wBk78/xib4mAFIAuRT1pwRYBKyZTMaK99nX0pnv293dtQsmufjU141CMI4zmCvIKHwWeAi9Pp0YfdMUgrtwOGxNJ8gKooAA0HJGPdCGUKXDIF24CDCy2ax17cLW4nMgrZkjgjaC6G63q/39fTUaDWWzWT148EDBYFC3b9+25/a25FUHPwNGq9frqlarRrz2ej3rWsY9LUiCwQZ+T4K1yF754A/ybzAYWJcyXyjPd3l5rCdo8CdcKAwZwf4n48L6MJ/IxSHS/D5hr7zMeOlAg9RrpVJRu93WwsKCTk7OLl06OjrS2tqasUe1Ws0iTn6WvstoRznM3BCJEycdhmHje5lcz3wCfHAa9Fxn4+PUcQB8/ig4x2Hg+DjAsLKBwNnFfuM6EK8d5hBHo1GtrKzo4OBAOzs7Fk0CVigY42e8hhOGHHbSpyYpNvWsCeCQVBpAiXQ4gYNPqXMIAJ08dygUsiIltILpdNoKt5rN5lBxF2s9bloXxisUCqlcLmtnZ8cYZVLGFPiRLj89PbUWbbDrzDlGwYMvSUOgFgYGxhV2xAP+UChkaWLmBmbaSz663a4xCzhWZG0Yl6mpKc3Pz+utt94aYh6RWrFOrzpGU+ETExO6efOmvvrqK21tbRkbhsEnMPOMNt2DkAT52inWhrPc6XRMWknWTjpj+7w0kUB+dnZW2WzW3hnJX7vdtr7nFC17Q0smIJvNqlAomFOmuQQ2YtxBoOJtXafT0cbGho6OjrSysmJODxAGKMHWwZpzMR8ZL19ozX7zUlMCPv4fIMyaEKzR/xxGEOYap8I+lDTkkPgzbC/sPXux3+9bS/JxBo6KPULwjyzKF9oSIHkJQyQSsRaV6MSpqUPG6INI9o7PRGC7AcLIA7BBvCf7ZDQDyb6moYFvfQohBOBsNBr68MMP9a1vfcvIqXHnjuH3L5+HAoCsELaBLL10rsOmGxs/i92DMMHvQdARNBGo4T94v/39fSPApPMMMcARH+FlstjnRqNhgUYkEtHW1pZ++tOfqlKpqNM5u/fgu9/9rvmW1wnSAEH8mpiY0DvvvKPd3V395Cc/sbmhMYN0djaQpUjn2n2ftSZzDi7ALwcCAeuoRrAlydr71+t1wz2oI2iT7S/m9bbDg0vsEH8XDodVr9f1d3/3d3r06JHu3Lmjf/tv/+0QRhh3eLCNr5idndXt27ctw4A/Ra7lbTw+ntqLeDyu3d1du/OK88mZR5YMUUm2jP2Tz+eVzWaVz+ctCwz+5C4g8IwvQsePQSp/8cUX+pd/+RdFo1F9+eWX6vf7FmiQqUTGNM6c+SDNKyC4qJC5OD4+tu+EGINMQ34I0euJBLI2kiyAIDtGbRGZR8gBslHebpBNRDoL5vNyQOk8ywGm3t7eVqVSkSTlcjldv37dsKq3Jb9rvHSgEQ6HDciFQiEVi0W1Wi1jFGEiYXwBo4AZ/p+UDzpOHB6pRl6cDh5cb09WhL+HfcIg8j2SjBUjMsN4EAVjcHydAvpm3o/MAzUI8/Pz2tnZednp+sbgWb12OplMmoa23+9buoziRkAGARCHnIDAZx7Y8AB8z1Ay1xzyk5MTc1psdsAmLBqf7bNDGMRoNGosFEEhzurw8FDpdNqAKalMfvZVh9fuXr9+XclkUpubm9rc3DTD4hl0GIPT01O7z4L3x4lFIhGT9hHFe60imQ4aHHhdOACu1+tZ0OwzPTgkXyMAu8f+5KZor0999OiRgsGgbt68qWj07EZygPU4HbsIWvlejFMmk9HCwoJ1j4Jdg8HnZ4PBoF2oCXNEEEtgi6FnXvkzjBbAhfaSGLhg8KybRTabtXNB4Maa4XBgRQlsYrGYDg8Ptbu7q2vXrg11bsKhe8nCOANQTwFhqVQyrTXSHc86Y+twNDDDzCsgAZsCW+9tHS1ffaEz/52YmDAZEHtJGq7VwjbD0rI20vn9CJJMKjUxMWE1NwBySapUKlpZWdHW1tZYcwdRQZC1u7trl4whp/S1NpxN5hrZCSQFDhUW0A9v7z04J7hhv8L2epKHYHhyctIyYRAF+Af2DzaTeg8P+jKZjK5du2ZyFn/OX3VwTr0DB4ATEFAXxC/ALPIq6Tyw9BnV0c9PJpPWAQe/hN3DjhFEI9UgyIeB9T6SbAD1SoPBwOShZOW4c2J7e9ts0Xe+8x19//vfN980rmQPIAurzV5IJBK6evWqfv3rX5s/xd/xc5zReDyuWq1mWMLX+Xl5jycOOcuJRGJIMcBFhsh8sAetVst8O2dyVLY3MTFhGTL2PVnH09NTPXz4UKHQmU7/9PTUbpoeN/P9IlIGO3/nzh0D7MhpQqGQZVWwV/hD38nRd0XDzgDIPaGF3B3pH4EFGINn9PagUqlof39/KCBn77B/O52Onj9/rr/5m7+xDn1XrlyxrIjv8jVOgAs+4hmxa3w2+83Xm6Hu8I1qIJUkWXYWvOcJXXxPKpWyWhQuekVhQYE9QT/EHfUvYGn2EvaBc8O8s6bNZlNff/21er2e3cczPz9ve/1lx0t7YhYSg7S7u2t3YuTzeZ2cnFhNBhEPThCmjXsuKKSDXcjlcpaNAPCSfuTSNek8M+ABJBOFY+H7YWV8xwYMIOAZ1ozWdDAdMNgc/MePH2tqasqkYq86eBYcFGk27pqAicXh8W+RLxCIxWLnV8Gzkdm4vn6Cn+fQE0jRFhh2kyCMOSXl7Dc/GSDkL6wrgQ0H1WejGIA92K1xhk/jo4Htdrva3d0dSuF5MDgYDMzwe32tJHMEOFA+lwwG84vmmWCAdfSSPRwNwSup8nK5bPvLywxgqgGlnU7HitN2dnZMux+Px3Xnzh1jrcdJiXu9N1kESbZncrmcsRtkAySZXBCg6HXaABMCVLrIeT0pZxHniEyDwAbmmJ9hXWAR+Xn2oE+v02s8kUhoZmbGLrAKBoOqVqv62c9+ppmZGS0tLY2VCveDYOLk5ER7e3uqVCoKh8PK5XLGBvmMKKCLvYYUAskAIBFpBDYK4O3robzmGoKGeWI/YOsIjL0chswH6082IRAImNyLuef5ONcPHjxQKpWyCxtfdRSLRcuCFYtF7e3tKR6Pm/4fB+dboRYKBQtQeTZfN+fBLc6Nv4Os4hxj83znFt/VCx+GTePfAdR8hggSy9f8eA0zBdkEafybcbNpnFV/frjRm1uYKWIm2+ZrFmEwyRp50CLJbHswGDTbwlxAtFDD6BshEPQy93Q944JIfvHunrnHb/hffC/BBb7pVYpLR4fPiHhZKO3119bWVCqVLHgASHnJZbfbtSYhYAyks76NL9iAPewbOgQCZ13m8DsUN2ODyQwh302lUnbvBngEhhviotVqGYPP93S7XWuvzDOMG2hgWwiuNjY2VKvVtLy8bGs0Pz9vuMwHB6gvsEnMG3gsEAgYAJZkAQWBvXROUOH7kKBBmBJcQBp4eSrkon93/AW1DWDIt99+W2+//bb9HXYD2/KqA3vmJVs8y+zsrBHA2Ah/B5AkI7YPDg5MnoYdw0+CrSD0CXq5XI/93ul0DFPjs5Hv+s6j+AZPQDC834lGo9ZJcjA4uw/sk08+UT6f1/vvv69CoWA25mXGSwca3kEVi0WVy2Vz+qS1vB6eNDQL0umctS5Ds4uhgdX0URXBjGcdRnX4mUxGiUTC5Bg+9Q2L4NOJXgvoQQggCkCIkccgBINB7e/vW8//cQaMDlkMGFuKwSXZYQK8wwAAYMj8YBhp30pwgTNlUzEw4gAL32UBgEwg5FO2OHGMHf34Yf1wxKR3B4OBMYgUp3L4MEjjDABsp9MxgF+v15VMJrWzs2NGDjDu5WXe+DDnZMU4sD5YxTHy3uwJX9MBWwjjAHND5gFN7snJiRVO4kAwsBgGSUNdd/b29tTr9XTt2jXrL04QOe7guTxYJ91N0ATIl85YmnK5bP8O8IZmfWJiwvSaXhPNeSEVDquDnApg6CUrnEPmleJSL/VhjqjTQstdLpf1k5/8RIPBQB988IEx9IPBWVEr+2+c4buqlUolVSoVVavVoeJDb/x90TDvQ70O7xyNRpXL5YbIAoIqgCIAhs/BYdOm0DNfkDinp6fGZDPYW3wuawuhQXaIzzo6OrIMMpcPjit1fPjwoXZ3d40NazabyufzxrzCnmNPyPzByvmso7ebyKgIoCSZoyMTyZnxxbcwyZx7zjg2AJ+GLQA8YE8hoFgPn/2FWNjd3VUmk7FAc9yMBqw1UiSyd0gYHj58aPdQ+aYmyHyw574Rg3Tuf/gO9iw2DPYTu8/+I9ACLFGHQHtS7LwnsSQZkKeAme9nLckALy4u6s/+7M9sXzDH4wyCAp4bG/7kyRM9fvzYsimSrNsTvh5/CgEKceDVAh6YQdwhsyYTC2CGAEAdwb7xmAjykE5f7El8Dr9nv/r1y2Qy1nKb4BQfNM7Ahvd6PbtIE5JteXlZtVpN9Xp9SIoOIIa0A7PV63V7JrBJPB63bmkoY/gc5h+cAyj39VJIesEA3Dzv5ZLMMWeHPcl7xWIxXb16VdPT0zaXrD9n/1UH8wH59vnnn2tra8uklnTYwuYTNOAfWU/sGJjEy5k9DgVreUzYbrft/GC72OfMGdnNUYIJ+wAW9NhdOm9wwGeWy2X967/+q46Pj3X//n3dvXv3pTHxK7W3RX8HEICFwAHwct6AebkTESQbjwJuLsaipVY0GrV0j2ceGAQQGFc2CcbMy4j4LAwoIII0LY6dA+1ZV9/OrVar6f79+y87XUODDU+wADDe29tTvV43I8jC00GBCNUbGg+eOIQepPjNAwhnDjCCzBWSC4w0xhfAyJzD6nvGGWBIQOS11pJsjgHL6IhfdXhtPmDTM3Y4Sa9773a7VvjN7ylG9AWU3qHQ05w5JCAFMEsyg8HvJRmT4LNmBFZkSnhumCrWzTNraMkjkYhWVlaUzWaHgrVx5o294S9/JLPgAzQK1pgHJBTBYNB03AAYmEtqlpAqwdCTMSEtjfzMgz8CN9gdH2xTKwRDR8tI9ibfB5Hwf/7P/9GvfvUrJRIJ3bx5U9/5zndM0jYuMbCzs2Ot/DgX2AuyUpIsO0HnEm/UPbhnDgeDgTHRzCN6ehwLto3ABZCN/fDZRJwqgBCwhz2kS5rPRkLUIJvDURKkIR959913x5o7bJYkmy901T4T6Pvye5mAB1QAas4If4ZcDaIF8Mo583NYq9WGgKV0zn7jVH2wIcn2NXIuL63Ar/GcZPL5d6zJOIN34dlOTs7uVup2u/rlL3+pzz77zNhsfNqoT/HzMJpdHgwGtq+RZCAB8xcjYgOpjZFkAT7PCbDk7ygu9fdKYKNZDx/kRKNRra6uamFhwWyyz9y96gBU4QdZI/Yad2QB4mgQQ90B9soTTQBUdPx+X/kAAhyC5BnZMIQURbjU1EjnBfy8NwEsQQN+g6wqe4Igg0vyyAyTJR9nYGeYGy4v/tWvfqWnT59qc3PTCAv2Cftg1B964peAkpuwycDE43GbK4JyMnFgROmcMIFsRBaKDeFiUkkWtBAsc5lsMBjU/Py8stmsyuWy/vmf/1kfffTR0KWmYMZXHdjmdrutL774Qh9//LGdwWAwqGw2awEPWUNqjSmex2aAQXkXbAHYhffy9WIeE2EL2Pu+hjIajZqsjQDWvzNr6BMFvimG9/ONRkOlUknb29uam5sz+d/vGi/tif1t3xQjAoRg1HHG29vb32C0uYmQtCwAkmJiggQOLUAIJtrXCng2XzpnUGAhiWxhENB4e90g0aYkc7RMJgsJo8BmXltbe9np+sbwiybJWJD19XU1Gg17XjY+0gGABGyJdK7BZUP3ej273IY5wZBhKDEkaM99utiDaX/gPCj0XUMA8L6mo9s96wB148YNq985Pj62QmAKisYZAMbDw0Ntbm7ajcy8K/URgCmAhF8/f/jQMTJwhgQBHNxcLmcyD+RYrCWMoAe/aHhJvwPwCXowzPzy0hucInubZwW4vurAaZycnFiGotfraXd3V+32WfcmgnmcAelugqdMJqOZmRmbf84kOnXAImvDnkJOBvhNJBJDgQjnG1abPcV6+QCx3+9bxjQUCg3Vu2Avut2uZmZm9Pbbb+utt95Sp9OxTi7jjFKppEajoWKxqJOTE2vBK505vcPDQwOce3t7FoBjh3zxsq/zSSQSRq4QmOJEYSd9tz5fMM2+w755xwNhEgwGbf2wdb64mmCRZgRIlLzcAbs8rq0LBAKq1WpWl0F6P5VKWeMQglokNolEQgsLC3a+CDhwyoA6T3RwuaPXr4/KzwhkAGucfSRb/lJJyAvvAwCuXn7o/QJZzkgkotnZWUnnl4OOM2AqsRNbW1v60Y9+pK2tLQOtnAHAAMy6lw5znjhvzB/v6mu+sIsAOXw5tog7iwhwYPwBp2R+AEr4F9hY7CbnGcY6EoloenpalUpl6AyNm73FnrIPGo2GvvzyS3322WfWCpt54TwC3An6+XPeIZ1O2/01o2wyn0P9J3IpSUMSPUgH2uWztvh7hgeX1A/xuWQAYJgnJyetPS9zy/eNO/jZRCKh5eVlBQIBw20ElQBUSAqkv6enp0NNCiSZ/8zlcuYvmCv+3isEyEL4mh8IES8T8lJByFKfARwMBnapn6+bLJVKmpmZ0bNnz5TNZvX+++8P1YH5YOlV5qzVaunLL7/Uj370Ix0dHVlQJZ3LjyCTIC+QIrKmkCeeQGPOfUMbbBFZbOwMOBd5Lmee/eaziTy3V4Cwn/ke6TzTAhkDAbi/v6+TkxN98cUX+uSTT/Tv//2/1/Ly8u+cq5cONObm5vT48WM9efLEDA7OjkJRjFipVDKHmc/nrSaBwjCMgteo4xil80iWwy3JDCqFxhglwAaRHYaKRfEyKkAQgYaXKQHufbcMz2RRIzHOoKAWcEUHGiQpMCQ8P0CLOWZzsdk8wIIpxpDiKCcmJowpZAD2fBGzpCEQ7LWuaJZ9xI0B4BI/nHGlUrHnX15etq5Cq6ur1m1inOEzK7wrt2nCQiGrgEVhbrz2lP1CUMF7UW/AQSeAA3hL58XvZIaYO3/LMo7Dy/JgRD1ryjt4Y4M0JhaLWYpyamrKLhsat96g2z3r0vHZZ5+ZM4fB5FZ6D8j8mk9OTiqXyxmLDJOCU4jFYpqZmbHsB+eZecERY3hhSJH8UAfis6I+eIBtOjg4MNDNmeC7AEPZbFYffvihPvroI+XzeWPyx9UsLyws6MmTJ1pfX1e/3x9qc0kHEeYMWxcMBu1uAJ+llGR7JplM2udxdwEAg0wDgI9MDp1u2LdIFH3BL0EaMhtJpnX2BczMu5c6UrcBcKTY0DczeJWBDaEBAEErf0cB6dTUlHWGIduGneQdyA5yJpmTYDBowZ+XRPmMtg+aCdSx9QQpaJC91trLdz2hAwhnvfhznG+j0bAW8ONmNHxWuN1ua39/X+vr69rf39fMzIz5Au5ogXWE4SUIBrgA/nh//w7NZtOK830dCl3LmFfPXtMxjbPN91A74ANo3/2MDAxBIcGzlwh5ydY4A5+GHy+VSnbJsA/g+v2+Ndqg6NhnmAHcYAeCes4M8wT2YO+QfSOryHMwF4Bi5sPXZnmpOCARX+3VA9SKZDIZkythE7DRhULhlefOs9vgBq4xgCz0jXFQsPR6512VmB98FRlKSAyALUEKmXaPIaThlv2sC/sDe0n3UgZBN1nsQqGgfD4vSXZfTzAY1M9+9jNlMhmrf8T2ETC+6tjZ2dG//Mu/6OOPP1axWBxSIfiA1dt2sAz7h2DcS+cI6NhDvCNSNJ/dJytHm3LOLLiEvQypxHfwOdg29j7z7jNEXm7lfwUCgW/Idn/TeOlAg44SLDhtP+k1jwHG+fISsHBEa1xmxeHd39+3z6FgUDrTSfu2ehjvaDRql8Lh7CmmgQ1gcTjEGBqc9iiwBhzBoNLPGRkYAHRcVp537ff72t7etiLhQCBgfbtHgyuv1faSBxZe0tDGZIPjIFOplOmufQDlC/Q4wHy+TyEz3551J7iAJUBeQ7vdJ0+e6PT0VPfv39fq6qpyuZztCwoSxxm8E5110PIXCgWTRgBo6FdNqpCiKAymZyvZI74eCBkC+wZ5AQbVX2iGE8fRANw4qDgTPpviL+Ra3phwyCn8W11dtfolQP6rDB8kc08IgQCGgxaY/X7fZFsY9sFgYMV2MCw4NAJHDBedLNCp+3UDhNNJyAeABFu+JoOzhmFmrclo+uARB3j9+nX9yZ/8ielvPWAcZ8DSAeKxQ9xBwfOdnp7dH0PgSV0Ttq5Wq2lyclKZTEadTkf7+/umqS0UCgZyadfI+eLsxWIxFQoFWxfS6ATOntnzwRdyGp7H74dwODzUIYuL9ACA7MOXdSCjA1tAa2j2TLfbNftSrVaH6lOQQpFRAID0+32r++KsUScD+wZAaLfbJlnkbHu2niwR9wBA9FDI7ZtDeBKFteWce3AEOHj8+LH+/u//3iRyKysrWl1dfeW5Y93ZX5lMRvl8Xt1uV9ls1rrGQO5htyEpAPLlcln7+/tmV3h/GGF8CP4OGy2dkzlIeSDnmD/2LMDWzy9/RwbF+23OEuw+DKxvjkDgNM7wBJzvbEfwNhgMDCD79rYED5Aw4Ar+DWeP/UGwx1kiaMAnQqTgYwHxXiIE+PTZOKTN4B32HcAPnwx22d7eVi6X09LSks3nuIGaVzxwaWCpVLKmF3yvb7TgyRbsDLafII47ViTZu8zMzJi/9uCV4MrL3NlXZDXxJ37tyJBls1nlcjkrrifbTBF9p9NRvV5XNpvV4uKiZRJY/3H23T/90z/p448/VrVaVafTseDHZ5v9HKEKgSyRzptaxGIx1et1m6ujoyOTZNPdlWCZM0Rmmj2NfUJ+Bi4kEETujB/zslxfMA4REY1GzbdDKNLYAxn1yxJSLx1ocKnY4eGhnj9/bkwTrBWsI4AgFApZas9rpkn9E4GxmXq9nunkYUAlDcmsAGLcUonhpIUXi+xlAEix6GQA8IZtxSDy+X4jo73u9XoqFovWE/9VB8xOIBCwS124nIdLpdBGwnTiyPy88Vk4Up8GxsBL58wVoA7w6AuyvSMIBAJDul0PfPl5DgxrR2YE4Mqz0ekAPSBNBMZNiXc6HVWrVW1ublphLpIK34LSF5D5FCCBkGfmvNxEOg82MKjMVygUMvYQdpn9DRBFmuUDV7ol8XkEdLD3yFak88JF1ocOJHNzc3Y+xtHewqogf9rf37dLogBq6ONhQmFBfeYHxwa4ZW/wvBigQOCsuwjvIp0B5VqtZsGV1yUT9MDMwPzB7nAG+HvP3vpOPwScFGnz2b7m6VVHPB7X/Py83XEDGKZlpWeBCLgArr62x7NaOAnsEzUR3C1B1hfZE/Nar9etsQGkCu/JnuZsYodpm83+gXnkzHtpAnsTeVqn07G2pOMMmoTApqfTac3MzNieoROX34swubw7WVUyHsiffJDa7/ctY0OBLOSUP2eAE7JwvoEDe3sUNPJ7zw56mRt7Hwe+ublpDQuy2ay1bH3VQcANcI1Go7p+/bplIbydxc5AEng7DJPJe7BXsIVkiSGmvGSZs4hdI5DhrAJQeE5P2CBjAfT4Yl3sXy6XUzabNSANA86zjpuF5BmOj4/tvhvkilwuy7mEAB0MBqpWq/bsEBoeV/Bs7AX8pSdU8NU+I450EnuF7QJwswaQYvhVn/1hrfE93PpMJp4sPvth3OFl6tFoVPl8XtPT03r+/Ln5Q+wHkigCe/YP78d+wPdhe3z3PF9fyT4iwJdkUluCD96RfeolcMFg0CSmzJGXS2K7+ZlCoaD5+Xn7rHGDDOnMvy0sLCiTyZgs1NdOSDIfSRct3ot9wN6AOIOoYj/i1whiOYtk85k/suA+kPX4BhlzKpWyPcb5J/Bjbr0EkPMYjUbNThcKBS0uLuq73/2u3nrrrZeaq5cONAgkYKsAXDDH3W5XtVrNJB/9ft9S9vRclmQTxUbxiwNYA3D4Pug4pdPTU+3s7CiVSlnQMqohZPhULdIrjLYvPGJjen0r+lTP2r5uQXO73TZWioMIyCe4QvbBOxHB8j78HXIVn/KFQff91gEhfn48aMRI8Z4cahw04JBNBtvlMyJeTlMoFHTnzh1dvXp1qCmAT3W+yjg9PbV+/J7xJcsAECUopN4glUqZIeYG5E7n/IZLSQYEPRPsi2YJTGFCae8aDoetyA/ngoP1YBimzu9LAlrmGofH92azWS0sLNjasX6vOpDk0f1IOi/i5N2YC5/ehSXHsXrmFGDmZVTshZmZGSuwYy9jHAHIPBPvBoNNZgc2xafSYc8AKv7c8ByefeUsEEyNM7xen0wPtgb74W1dr9eziwe5uTkcDiuTyRhbBQjyOmXqXCRZkT5OkUL0YrFoNS84Z84e+xgSA1aYzBtSPB94s/9wRNFo1Bh+5F7cdzLu4Bny+bxmZ2cNwHLeYrGYddzjjOH4YMgIFgEL7D/OEf4CFh1b7/+NDzg5jxBOvruKJwOYd8/kIS0ia4CshT3re9cfHR3pq6++GmveAJjIebwcq1gsmo3geSD7pPNiWh9YAYrZv5KG5Dse6Hk5FHMaDAatqyRZECQ71KoQtPpaRvwUYAgbyhyyJmRAITV8YDLO6HbPGqw8ffrUakkDgYAxsJOTk9rd3bWzg4wPkMccYY/BJtg9CAYy4/heZJ+sBZm1cDhsOIPs+uHhoQVk+AXAtCR7HgIxzi4YhnNEUMCzQcyMM3iGcDhszXIWFxf19OlTu6iP9e/3+1bXwp70dZDYX9j24+NjU8PQvh1MQ/AB6IYAZC94m0fm1qsy2GvgUc4Ee5I60U7nrGZvZmZGa2tr1gTHB0PjyJO/853v6MqVK9rf39fExIQqlYphOfwFQRY+y2fmIWO87Av7hy2j+J6zAY5kbnhHyELmz9coBoNn9Whk0QlsT09Prbsk38FcMNeRSESpVMrwZCQS0fe+9z195zvf0dWrV1+azHvpQANAxk2PHLyFhQXF43Ftb29LOrs90HcHYPNg/DCIgBIvxyACI02J0SN1DVjFELAgvusP4McDamQGAEO0vnRs8NerA7gANYCLfD4/NnDx+kWyGnw2Ei0MO0aD9/QSKs/2eicjnXeO8A4Dw0AtANE02kdAC5/PYWXzMG9e1sI8wmYEg0HTPEejUd28eVM3btzQ/Py8sWfU74wzqO1hDjmokobYMtgUOvOwbzDmSB88CIER4ZBxuAB6zKnPcOCocbi+daxnOz1jw97ks3wxLwbIM6vFYtGK6PjuVx18LmxvNps1mWIsdnZ3jWfRR1k2P3g+zypxppEZABi9phMjixPkeXymkfny/2XO2HNknDzrzPc3Gg1jVQg2MI7jSgl4Twrmee7l5WVFo1E9f/5cgcBZ/Rk2jlQ86xsIBJROpw1cebaIc817ceO1D+YgZiBBJA3VsXmCxddreCaPQBMZQyx21i4VaSvPQPYTZjefz49do7G6ump7and318AaF9qRqQH8A8a89MYH49J5N0EfkLAXkDvhLwhiuaCKTCXZWgocYYcJVslMefLFAyZsPxn3TqdjpJBnlFut1tiXHbIv/LM1m00dHh4qn8/bHTy8N4yoz/RI55l4/Ji/5wNgBYuMH8eWkUmRZD6Z9+NssW8BJfw/WWv8EOAE0MWenZqaUj6f19LSkiYnJ1WtVi0YH3cAvlkfzlAwGNTMzIzp2Futlmq1mmq1mikUOJeeiOM8MV+eIcaPMkf8nr3ru0cxNwTZfCbAEZ+AXUay6vENZ5x24xMTE3ZLc61WM9J1HEKKPcH529vb0+bmprLZrJFkrC2BJAXpsVhMBwcHVrcBOeH3ArIobL4kkxnTwY+znUqlhqSKAHDfDhciDELP+yKISEnW4QmcQlYhn88P+VfszDi+gs+YmJjQxsaGkRNkrnK5nHVYQwUBCcY8VatVNRqNb3TcAhtgewD77FHIJOwEPgcZLHsM341NgTiDwPVSWo+dpXPVC/YgHo/r/fff10cffaRr166Z/36pPfayk8pBA0SQckQnf3Jyolwup5mZmaGuUZVKZUjGArOEgQSweT0pXVs8MBy9xRRHygH27L2PjjHAntHD4fV6Z4W4FL72+31VKhVzjt4oDAaDsdkW+hxHIhEtLy+rXC7b7aikvjFQo3p85sunVn26ESAGKyGdFz/ze+84cWYAZzYTRsCDeYysB5WeufC3d05NTWlmZkYrKyuan583phfwMO6g/kY6v4m13W5rZ2fHjAhpQYwiAIr7GwCvowdp1LFxqH3HNC/ZA5ABevv9sxqjZrNpYIkbXXHaABtJpnXmPSRZnQTyGvbg+vq6ZVLGkU4xyL7cvXvXipTZK7StBTSh7yS4wWCxR7wT9uQBd9rAsrHXksmk7QP23miwAgOGfh9gx5+Pyg4kGRtDAIldQHpGofC48+aDvlAopEqlosnJSeXzeeumlM1mh+onkGH47m3IdGDsvCNmDri4kz/DKWBnIQrYb8wfexkA4gEze1mSsdBeZkAhJG1NAYLIMljHcQb9/b0E8fj4WLOzs6ZjpuMQbKeXBGEPvdQShtKfbUgaX1gMo8fZ8/IATyxATBB41Ot1Y74BfXwv88+eYP24aMvfiwRAmp6eHmvufNYGMo77U8rlshqNhtVNwQTznWQrsV0w414Wwr8hcPXng/fzbZml87oR5pk9x9/hhwigIar49769p3R+Yeri4qIWFxfV7/e1vr6uXC5nNw6PMwA8dApsNpva3d1Vt9u1rCGADGITJYYHdfgspCIEYtJ5zSdZ23A4bCQlNgjQSlYjGAyaMiIcDhswRW4JnsF30VjEd8f0smYCwtnZWSN48SfjSkX9z+VyOf3oRz/S6enZpczU3HJeyEZ0u127B0Q6O7tI2CEvITzIqvrMLplTX5/hlRuoAyCkvSyWPe47mPH+fO/x8bFdHErdB4CdpiRkiFjbVx0EDNSG4INOT081NzdnOIqAnXPAu+H3arWaZTQkWSYDX0IWlvPOz3mZEy3SCTzAmwQ+3DmHzAzfHQwGNT09bRJnAhbsBLYW5RIKCV+b/TLjpQMNuhEsLS1ZX2p0gtVq1dgEDhTOAUBKegcdNxMRj8ctggcEsgEZOD0P9vlsAgtft4CDQ6dJuhPDKGloAjm8MOA4dlr4NhoNY8HGGT79GY1Gtba2ZsVJpJJ9+hlQ5tNZnhGCASAFy5xLslQ1G4pBMMYhh4nBOXAYYJxw0BMTE5aG5NDCPqClHGWfOeidTkfT09NDWZJXHblczoINz+6j4fYgjf1DowL2AgbPd1eQzlP8/BsfYPFnsEzseeYsHo/r8PBQlUrF5tXLNsLhsAXHgFFSozh8gkefso9EIsrlctYwYFQO+LIDsI5jn52d1dzcnM2j1/TzvaMZQPZFv98fSsuyN32Q6WVNBLBIDfwcSDKSAOdC0DMxMWG3cDOHBEPB4FlRKm32mC+MH2vHd79OgEtwtrCwYI6/2WwqmUyqXC6bEfbZDlh6AAHOj0CNeaLNN8+PPJRzjG2UzvvHkw3zmVrP6hPYsi7IVDx54GWD1BcgEfKF0dSEjGvrkExxEy41KOxJmEzORiaTsZ/lnBLMY0Ngh5EUSTL5AOeeQVA8aufQzNOqlSwQnavYU53OWUc9bB02DfDD+ScIR44F2Mxms7p27dpYcwerjIyLNQkEAiqVStrf31etVjNlAICW7+bfIoVEDsRa+0yadF6gyz7xQbKXPAGWpPM7SPr9/lADFT4rHA4rn89bnRCfR3B2fHxsF1dicw4ODkxm/ToDmzQzM6NGo6Fms2nEwPPnz9VsNk0eSHAGkYRdY62xY76OE0zjlQ/YTJ/dIajCj2OLPGmCTQMf0erbk5JgLgKSarVq9amJRMI6XfFZ+JFXHT6LTbOdr776yoJVL6+jExyZ2H6/b9lD8Al7jsCUeQNvQXzwd+xdL0Gkgcnx8bFSqZQFiBBvyJNH70EBvyH/ZC/TrRTp/cHBgeGXcfEJtoGzyvqDV1lf1gV/THYDLMK551xTiwFu9ecIIsh/Nr7l6OjIMkucaU84ozqg7gPCBQkX/x7cx/NB2jcaDf3sZz/Tn//5n2tmZsb2+MuMV9qZ8Xhc165ds4OA00RGwKEFQAEKSOcQlcGm+0iLTehlQ7B7pJ5w2HyGLyDEiAKyyQ541gbHTYqNd8BhweQVCgUrOE6lUspkMlpdXbVe6eMML9WamZkxQIWTOzw8tEuFODBE7l63yGHn74iQcag+gmZ4cCid30uBsWRDMwdkQDAKzAUyGdh4DGcymVQul5N0Jh1A19nv9619MZKPceZNOndwGDecJcEbTD2BJ+lW6nqQj3kpms+OEWgyT7BV7KdwOGypxlAoZGlSafheEw6+Zxv98wJMCSAymYwd5Hg8rmw2a40CYCTGYeb9O7Ivstms1boQnPvsDgYLBwmo9ZlEf84IJMj+SefNCggmcAbMEfsag0vvdPqNe7DF9zCwJ4Aj5EV8NwxVrVaz7xh3RCIR6xyEnAF7AmPNM5KB7Xa7lgaH8SRrwzyQlSS74dloalu8oyKYgAxBjiLJ1ouAm73r5aaAAGwHf069SD6fN0af9uFXr14d29bhyDKZzBBr622YX1+IC/YIwAVZEraJoJP3o4AR6RoEzWgmG7kRoLzRaJijRibkJSK+Do81kYbbBftgnXcGMMRisbEzGuyDQCBg5EoqldL8/Lw++eQTtdttqx0kkMRes1/4fzKsBAteAosflc4LqAGSnHU09YAwnzn355/fcwb5f/Y+DC+sMs/89OlTLS8vKx6Pa29vT7Ozs0PF4a86PNiGUGm328pkMtra2lK5XLZWph7gwdJjZ718j+CKz0XeQoOTUChkdSA+ywqAxm6DibBl7H2fIfM+Arvlmz+wRyuVio6Pj/W//tf/0re//W0dHR3pxo0bQ8877uAMra6uqlqtmi0lkMRPkjEigEC+GAqFDBhjfwnMsHdeZjwYDIauGyAAm5iYsD1OpoRMEfsUNYW3nwQ6EBbsUyRG7XZbX331lY6PjzU/P6+33nrLzv84QRr2vlgsmv0Fj7DWkCaoBiCe2H+SLBtCWQHBpSQjgcARXibJXvVSd+n8jhIvPSWQ5c4YsLfPFPnOU2SAvHrm5ORE29vb+vGPf6yFhQXNz8+/NDZ56dllcmBHo9Godnd3VSwWbcGlczAPE8XDA0iYBD4Lx8TLEGnBUiI3yWQyQ1IcwCSO2zt0mGO0mvx7Fr5arRqA8uCSheDAYUBgfMfVQJJN4ft5Tq9zJQr13WHYpARCnrHFKXvWybfo89pKOtz4zQoTJZ1fFuTZLW88eX+6RbAGHljzM3werdAwuuPWt0hnB6pQKAy1t6WQzEu7MHYYdd+jWtJQ+zgCA0Afvf0xbrwTQBiZC/vEszMwrwQlsAE+a8fBls6zDb62CNkS6WACLDqXvOpgb/BdPJuX4PnCT0BhMpm0O2QGg4EFdgQK7JN4PG43g3LmRvcVe5BuF+ylfr9vUiRYLBwLDox9DojkedirMNS9Xs8KPLEtz58/f6XWe6MDOyRJ+Xxed+/e1f7+vvb29uw+A+m8iBhbxz4gyAyHw7YHAWDsWwImsiDMiSSl02lJw1pwT5zgvL2WHqfgQS9ZUxyHZ+Nh31lXdMy817i2DltGYIHEgmwfDDHZFW8n2DNeBortp+6Gs0B2C+AHcPHAFrDBWZDO2+CyJtwhEolELBDh2f0A9Pms39TU1JA0KBQKaXV1VdevXx977sja8hy+LTgNByB8CBh4VggV3pNiVIIqpBPet8FaY7d8QIpPweYRiCAthuQLBoNDGWfuOYLZ5nm8HGNra0s/+clPzPd7QD3O8AQRAHZlZcXuDIIQ47mok+Sc+k5I7D8vNePfEHTBSPvaMvYZNQ9e3uZllGTmsAl0xfLtmQkM6QZHEMke+fWvf63T01NdvXpV5XJZa2trry0VxW5zB1alUlE6nTYplK8xwQ5zqR82nH1Dthu5F/tGGq4nBaf5IIPsts+UQaRib4+Pj1UsFg3/ePUHwVC/3zcSFub+6dOnCgaDeuutt8wf893jzFu9XtfOzo6q1arZEfDBwcGBkTzdbtdUCj7g4HOQcnHm+L3vEoct8zjN+xbWiD0Cgc2+gaTu9XqmMOCyz3q9bvaY/eCJRHx7JBLR1taWPvvssyGc8rvGSwcagEUMFGwsmwYGSpKlgDAePsrnIhjfyhG2AGDMRgVYk8b2GxjHyIbkkPhuKRhVFhp9K47ap/QB9JFIxFok0iWi0+mYhGKcAUPFd/sUmY94qV2JRqNWMIVhw+j5lJhPu/EegCSvj4bdYcPilKXzwnqeC+aWOWaT8nMcXpg9ABaOl7Vut9vGAMImjjMAYLAO/X7fHBmyE0n2/wQIHuxjRDk8gEj2APpq6VyS4Q0XhoCAA6mKl/H4LJskc9wcRowGuspWq2WOi9oPMnQYX55zHOfrU/qsr88AYoB4H7qy8RySzKGwn7zBQfvMXuEXht5LBHgOHBVMOlmwbrdroLnb7Q5p9JlTzizrC+Pb6XT09OlTra+va3p6WltbWwbix5USeNvA95KZ6/f7Q1k17KK/RK/b7Vrq/+TkxMD+qK1j7nzAzp6CQfcSR76T7/VOhD3Lv0V+SvCBnUYSyB4rFotG6GDryHiNM3g29vn+/r5mZ2c1PT09ZB9GszdkTgnMvDwMe0lKH3BB0MVFhThan93BDvgMh2e1IRxYQ+wUthYbC1AC/GGLkGek02ldv35d3/72tzU/Pz/W3PHesKRzc3NGpnERG3bHvwM2hP3qM48AE/wBXYXC4bDtEebWAwwAo78c1zcAwX946S9AG5uD/I1BYXO/f1bb1mq1ND09bU0WPOs/7kCGnU6nLXBEdklBMOwuwZIHVQSZ+HpsJAEBQUSv1xsiOSEB6ErH/ibwYP5RDniJpD/TrBe+ld9Lw928qPeYmZkxife4XTH5TNb18PDQMoHYKEhHf4EomM/7QAA09heSFYkr/ga8BaajFoOfx/d5JQfPh2wLUgcw7DttIoFjzvBJnJXFxcUhsD8Otuv1zoq5yZiBd8ErNKIAx3pyj99zZjxxwN974tKfz1EJNnuDfcWzgSGlc19eLpdtD/NzkNwQ3yh7WEMwt5do/dM//ZNmZmYuvr0tRjudTqtarVoxuCQDBTjFfr9vKWq06kwA+lcuwCJdjRQFXTxMH4bfs/eSDMhgLDjIZE+87s5nAphIAAwOml8UEMHyslhErOMMr3XjPTgYsG5olnFuXmqEEePveHYfaPk0LRvYBygARthXzyp4na03pAQoPsgY1VOSOsYgwE4eHR1Z72h/S/KrDr6Pn4c9Y95isZix2aR2pfN7GgCK7AtAEPuC6N5Ly9jDyF/6/b6xxvV63Q6lz5Z4mQsMPyAS1h/AEwwGLRsCK873j6bV2efjDJxkq9WyuxGmpqZUqVQUDJ51CwPIEOyw1wh2ARCe1YQ9l85bLfu5BUzw74+Pj40xoc0gGQ5J5iB87QZnhef3cyedG9aTkxM9fvxYf/u3f6vV1VU1m029//77Q05knIE+ul6vq1wuDxXGeVvkJWjsVQIJOqbBYAFMIU4IcAF0AAUAC3aQeQQIIVlAjgKYhrkbtQmAPkA760SdHZ9L5yYknOMM7tCZnZ1Vo9HQ5uam6vW6FhcXlc/n7bxhV3hXJCwQL37PYfN8MAU4xC5Qh+DlA0iZOI98r3TeRREnznfyXcwZ3+nv4qHehYA0Go1qbm5ON2/e1NLS0tj1LXw+dxFRz4JqoF6vG1imo5J/FwCrByx8LvPFc2NDyQ5K561vATIEFejyvdyD7/NBof9+9h6BH/PPmlI4PDU1pdnZWctujntmwSJ7e3vKZDImmSVbQFBJlhRJnyTrpEhAzlnGltNlyasRuOOGcwf45Zzhn7wWHx/L3ma/o62HrPAyN0nm5z3ZkEqldPv2bX3ve9/T2traUEAyzsD/sHZIzD1pxL7ywRJkTq931vyDwFSS+ROfKWM+AcicU58x8kQC3biwF6wp+w+cAg5kb1OfBcE9PT2tbDarK1euqN/v6//+3/+rK1euGFn+srUGo3Pm/Tz+iL1BMwfsUCAQMGky+8FnpsFmnGfAvnRONrLPwavezrN/2W/SsMIoEomY3BicAV4koESd5G0t3+sDyf39fX322WeKxWK6efPm75yrVwo0vDYMp1kqlQx8oUP20qlQKGQ3eWM4Sf0SrREY+CIWr73zBopomgPu5T0wz2xoJgVnhkOmsJnNIslSSTBcgAWiuqdPn6pUKr3sdA0NL9siCONgknUgeOCQcfA4VNJ5l48XFT/6mg0fPFFnQFDgwRwGgDniO73m2TNY7AEfjBB09Ho9pVIpFQoFpdNpCzYKhYJlU8YZ7KOjoyNtbm7aIeadeS46NPV6PWM0MeQ+tegjedbYF78yH7FYTOl02vYhrC9zTyEZ64oz8EYLMEg3It+ejpaASLMwGARLGFGCqVcdPPf+/r5KpZJ1EGE/YxgTiYQajcZQS0j2P8EWDpBzyOf7LmleaocBhV3FOOKkKZ4l0JfOe8+TOqeYF7YYmwPzyd4lPfzo0SOVSiX98Ic/1Pvvv28B6Di6ZS/dks7lQHt7e7b3kPL4Qu5gMKilpSUFg8GhgmK0twQVBHHMiz+DnoH3mSxANT9DKtxnQ9gzECuehfcADtDg2UJvB589e2YF+a860FQ3m02TolYqFRWLRbM/iUTC/ABAhXelYJt3lDQUKJAJhh2mjsGzuT7QZ775+VEWE/vizxuBBnPE3vOSGN+AgBqjxcVFZbPZsWWi2LNqtapPP/1U09PTZg+QzhAo+g5h0nk3RWQjBEdeLse/82oA7JmXQHpmHd8uDUvq+HfMH6QGIIfzi39iTj24WV5e1t27d/W9733P2uKPA/ikcz9eLpe1t7enk5MTbW1t2Xq222edj/Dh2J3RrKdnthOJhNV9eYmwdGbbE4mESWd5bt+62YM0bJjvKom99wATrADDzbqyVnQn/Oijj/Td735X9+7dUywWs4zeOANSFVuwtLRkhBHv6QNO/w6QpJxHiA6fPQXsYyM9UYUfpssa9hq8ODExYXvaKzGQm3oStF6v294ig0LdY7vdVj6f10cffaRSqaR/+Zd/0bNnz/Stb33L9uSrDvzizMyMNb54/Pix9vf3zYezb7DH0nltBe/BvCC7goj2e4gzCZbhPDNfXu7J5zG37H+kzBB+PvuBTwKPgl3Y16y5l7l99dVX6na7+sEPfvA75+qlAw02Oy8JQBkMBuZQYUZ4KSI5AIsvEMJIUfFO5M8GbbfbliKmGIZJYQIwdiyGd0YwgqOHFecsycCO11xipDEC/GyxWNSzZ89edrqGBocBMHVwcKBqtfoNw4uBwuGwUZnP0c0Fi8wBx7F6Y88GxSniLAlo2LgwB3yHB5AebFOEhYOCcfYsP8+AU3udIjX6dCOnQQ4CE+tvVucgA+g5JB6wkzVAxjcYDKzwij3iOwexDshncLYYP4JG6eyAe0an3W5bwT/GA5CCQ2PPRqNRTU9Pa3Fx0YI9gr9x0roYnaOjIz18+NB036yrZ745U4PBQJlMRsFgULVazTp3MAcHBwe2P/kO3ks6L0aF/QQY8zM0DcB5UzjI/gPUAd6wG2hDATK+1SaZwbm5Of3Jn/yJfvjDH9rPAmpfdfgsElkKf7EeDJBnv4PBoGVm0AUDcmA4fSG4z1BylpgTzw7zbwCYHvTCLo5mmUY19p75xp74gJhAiv1QLpe1sbHxyvMmyYKIZ8+eDQWosHv+PNMalvemVSYMNLVCo80GAEYEhL7wkcAUYoD39xkQGEPsO0y9X3MAgCe3pPPGGvwM54k+9eM2vZDOgy3sx8bGhq037adpqCLJpF7YNphw7xN4bs9USueBvfcFfDf7e9RO4R9ZM5QJnFtfPM3cYoc84AyFzuqDbt68qZWVFSNbfMbpVYcPHh88eKAHDx6YnTg+PrYmDRBi/uzSkZA9xvx6e40vQL4HsOY7yWAQjKAowC+zthATMMvMjZeL+toy2H72cCwW040bN/TOO+9odXXVfDF4aJzhZZWQFKg7+v0zWXm1WjUCATuMn/dAHSLNZy05sz7byPyQwfFBPNk0FAIe3/B9rBO2kb3V7/eVzWYVj8c1Pz+vcDhsdTqffvqpJiYmrC7Mk9HjBGnh8NkFu96WQuw0Gg2rPfISslH86bM8+LJkMmlZOb+mBBOct9F6DHC0lz95ZQEZWohYzjZz6BVJvAvrwHp5PBIIBIa6Bv7WuXrZSfUyho2NDT19+tQizrm5OdO+AqBhrEj/cGkU7ACMCQYfJnVyclLT09NaWFiQJCuKA3zD8PiCHwwoF/FRXwED74EfEaPXTeJQvHPHybEB0SeOM/hMHDrSM7o5AYq9rAHwwjx59tEzcIA4ZEs+cKFg1m9ANpTXNHpZEgaBaJhNDfiKxWKWvgQEwZg1Gg396le/Ml02xcVej/qqg+/FANHhxxcfwsDjTInICXJwet7gI82DTQ4EAspms0PsMnPmA2a6QMD0o23HINLOF+14q9WyQ3p6emrFUwTiAB9SrK1WSzs7O5JkF+2Ny/IRTPlaDwyXd17cCg2gJ0CXhrtXcX54nlwuZ8WKyHgwQryXD54jkYh11eLvYWG5G4DsEGwaRXE4FTIEoVDIitGz2awFGblczoC0Z95eZWCEW62W1tfXtbGxYUH7wsKCGeBKpaJ2u213f2DrKBLGwRKEEyTTojQSiSidTttN8LDH2C7AGRlPGDwYQF846MkW5t+z+vwZjDQAgMCQvcG+H1f+0++ftQKu1Woql8uamDi7uAoQTtdCQPHBwYFJ47ATZHpnZmYsAPA2HIKIbBY2VJJl1ROJhN2N5Ekybw8JOKTzfc7exp6O9qvnu1m/XC5nXaYgDcYdBJCZTEZra2tqNps6ODiwTkNkewCcAGDq0/yzs+/IymMHeQ8yENK5tNcHVBBV2Fn+jWfgIRaxvwB5zzwPBgPzcwSByKSwb/g9ap9eZ/54Dmoq8WmJREKnp6dWa+V/xqsifLDBe+bz+SE2+OTk7KLQcrls5Bfzzpogq+Ts+UDLYw7pPGsPlkGyC3GDLDAcDhsITafTQ5fqAVrHHWAd/AF6fAroUYGAv3xHMl9v6iVLHvTyHuA2aVgZg72lrasPUA8PD1UsFu2OKnwUWMhnzznn4fDZxbceTO/v7+t//I//oenpaf2bf/NvrFPquP41HD5r5ZzP5yWdZdMCgYDm5uYMJxGEEkzhc8FyvC/EEEEJbXu95N8rX1CMcD49dmU/eZJdOg/GqSHx8+X9PWoGX1PjVUjLy8tKJBKam5vThx9++HJz9bKTSpHgxsaG9vb2VCqVLI1XKBTM2RGRoTkmCAiFQrZJuYSGQIXUEgeTYIDL9EadiWenOMAY+ampKaXTaVscn34i88KkAgJ9ChoDirSJQ4MOfZzBs9JrmYI8ivO85IbngaXH2XAgPZvKBvJpObTW3IBarVbNgBOsSDLg5wMJGH6egaAQQ4oxgL3xTPRgMLAibb5rZWXFWOdxtbesJTU8mUxGe3t7Ojg4MCcFoOT+D4wRaUNYT5wph9qvD/Kp0XfH2AN+CTqQoHnJFbVIMPkEZuwz5r7RaNh5oc1op9NRsVjU/v6+7XOC9bm5ubHmDsaBrkm+kxBg3LPnBEJeVsAdOKTn2UPT09PWEWcwGFhwB2hoNptDjB+BBWeWIlqkNpzNo6Mj27OAFhggnD3rAoi+deuWvv/976tQKAwxOePuOQDw1taW9vb2VCwWjeHNZrO2dujmE4mEFYriNLAZXGY42l2Jc4Gch3sHKMj2mQyyFQQr0jmDPmrr2GMUJkpn9pLzA/jy+vBer6fp6Wk7SwcHB2PbOpht1hy2uN/vm0SPi13JDjFXvAeZLtovjj4zNss3ukALDgmQzWaVTCaHzjykATZB0hDw5jl5By8vACTyeZ6wgo2GgRwXLPNc9Kjf3t62bCRBBoGPr2GCEUf2C2iESALssQewN14CBrjxmm3IEfYcZ5qOYchOpXMfBLuMqgCQgg8g0O71zu5runLlijWh8DU2rzrYE6urq2q329rY2LC6StYOphu/CuijNbqvSeT5AfCA+MHgrL6zUqmoUqmYjSHoR348MTFhl1NCprBffGtrpFbIdfkvATa/xyYhV56fn1c0GrWAmQz1uHMnDTdACAaDmpycVLPZVKlUskDRYwGCXS/H8UQHdoyfIUjHP3oZKNJHbB57mUweuAM5lG/kg80gY3twcGB1dawHuKjf7+v27du6c+eOZmdnzSaMM3z2EtKz1Wopk8kon89b3Y2v18GPSucF2jSKgVDnXcBl/pz7Oh7mhbnmOZhHzpvPQHDuOKuBQMDaB2MLIWDAzciEuY3+u9/9rpaWlsz/vMx4pRD46OhIlUrFjFy9XtfU1JT9AhREImc96Ik4ATVMKi/K4YbZIBWMUUTWwmU+nl2RzouN2GAAJ0lDQAQgBHAjI+INKmwOEZ0kc1TdblfpdHoo3fmqA2cXCAS0s7MzdEhpF0gEypxRRAub6rWgzDXF2D4q9QwEbBKRsi8cRZcPE4WhDAaDJluDZQmFQgaY/WVRMGMEHcxdoVBQLpcbiuDHGbFYzCQ3HCaCWIy+l56xr3CeFOphuGFHfeZGkgUX0nnnFlgtn43yDAXpV+m8KxuSKxwIjpqMCHuIQw3bD0P+/Plz6/Pdbp/dfjwOU+VlZLdu3VIul9NgMND6+rqBKtKtBK4AAw/MfCMCPpdOMbCQ3iix3hg5/+eRSMQcBo7q6OhIpVLJziLtNv3aA5Rh2/L5vCKRiIrFojkt9rAPgMfR3TKOj4+NscTWsd6wopypq1evDjGg0rmG29/wSiCXzWZ1cHBgtq7ZbEqSsVg4E+lcF8++w1n5MwXxQmDH+R917JACXgsPi0bmi+B0XFs3MTGhfD6v+fl5y1YzfwC/ZDJpNxuzB7m8dHp62i6L4/1Hs71e8sJ/YXUBIswRwRxnGMYPXwOJ44tdyRYRUDD4DP9eMLfIJPF14wwy/JOTk1peXjbtO221Aa0QIp584znxA55p5/xi13wHHuY8k8kMyUJ9xhiShjOKn0LShk+B1KObnLd9ZPG73a6y2aymp6d18+ZNTU9PGyiHsBpn4MMXFhZsLUul0lBnJMgeQB24gH3I/HKGOSuQIt4OUg8AxgCnkI0gi4b98xke73fYm/wMhBefyWfs7e2pWq1qcXFR3/nOd3Tt2jX1+30DrWR5xxl+ztvts7asqVRKc3NzRjzhg+jeRTBFJoOf9Q1qANJeTeH3Emw9/odgyu9h/pzP9bW2ENtecXBycmJqC+m8kQ7PPzc3px/+8If6/ve/b8Cb533Vgd09PT27PX19fd0uGKRMIJVKWbBBVgfMB4bijCEfhUyRzkk6cNZoDQXYj7OKPSDTA570EkgCXjrDgjNJDPjvxmbeuHFD//W//lfdvn1bqVTKbPHLjlcqBp+cnNTi4qIajYb29/eH0ogAJ1Jjx8fHymazQ7Ifn47BKTO5aK599oI7BACMvksGdyp4Rt2nptiM3jgACplMFoZN6mUG2WxWiURCW1tbisfjunfvnm7cuPHSEzs6kFIg7/JOAAYWIA9LyTzA0JMS9OwQG4mflWSbDUMAcCS4mZiYGErNwWIwfzD8gHG6Ynjg6NkID+JnZmb07rvv6v3331cmkzFm+XXkP0hMCHRDobMbhZF5+NQ+e89/L6wP2mH2BQYOoE/nG8D21NSUGRGfVoed9bpu9o0PtmGtc7mcsY7SOXvqM0oYVBgRpBkYkVcdfl3o9FSv11UqlVQqlWz/0SbWZx84yzAnACD2L+w7cqFWq2U3p/Me/oyTQer1elbnEQ6HLVtH/QPrxJpwszafN7p/2+22nj9/rp2dHa2vryubzRqofx2mCqnF0tKStcdkXuigBkuJfMdL3HCgyOQgNbiYKho9uzyRoIsMD+8Ho8Ue9cwYTJUH3pxxv+7UGPBMOG2fMkdqSFvtSqWiqakpvf3222PbukgkouvXr6vT6Vjnqe3tbW1tbRkDVywWVSqVrJbCgzj2GiQGv8d+EQDTtY25k85bWrMH8Ame7cWp4ztw5Nh/bKzX5CMpIyDh7BD0QGJtbGzo7t27YxeDs88gzAqFghYWFrS9va1er2e30vuCeGSsXlsNwIOFBtSRsZE0lPnJ5/PGogNYeHeeh3PJZ7H/8EdIV2G1AY3eBvNZ2CN/Lwhz+zpgmc/IZrP2+YB6zk69Xje7itTR69UJnngnMAKkC6CXvY6NIsMonXfoQT4laShQ63a7Q21H+b7JyUmT5noVBozy4eGhlpaWdPv2bbtXjI5L4IFxBnYSTMQFy2SYkQjWajULer0cE5/JOSQ75hUp3CkBwMaGAfLpLBUOn9/uzZ5hXZDuECBTr8T/t1otVSoVa4DDPGMTwuGwvv3tb+ujjz4ywM9eGMdXgI/6/b7d2k4gRBaPefRyQvw7gQLz7glFv2/ADj6DIekbkiuyupAE3qZi55C4g0H7/b5JL1FagIl95jMajeratWtm231N0cuMV74ZfHl52TYOjFCxWNT09LQZXQ5RtVodiuAx+kwC9ywAQNhALA6F0xhNWA+vz2UjkV6MRCJD7AwpOb7f69x8j2/YDPR/sHqnp6eanp7W/fv3LaU9zmCj9/t906jDQhA1MmAWvTYTp4th9xuZQMs7WYAN+lLeDQNIoOGBNd/Ns8DMswYcci8rkmRgdmFhQffv39e3vvUt+95RDeCrjlDorBgXA5hIJKwlHfPG81arVQNuDM+swwwwh/wsfw6D7eVVvD8/4x04QNIHuDgu9n0ul1OlUjEdP8+MQYURgYXl56LRqPL5vLLZ7EtfiuMH84Nzj0QiWllZ0ePHj+1OFy87pFe2JDsjAFwf3LPfms2mOddWq6VyuWwSBAwixtsHHrD6sVjMgLpPlfPcAEOKTQGcsFBIA9HvViqVb1wINW6gIZ05y5WVFcsM0jGvXC5renrawBOZA9r3+kJFv8cA82Qrva3z8kz2F6QKNpU147OZL5wW/87rfwncCL5JzfNsEAqpVEq1Wk2np6eanZ3V22+/PfbN4IHAWcOIW7duKZFI6NGjR+aYYNIhNxqNhsnGZmZmrMMe88TcAezIdpHxJsggY+v3GQ6W8w7o8PcZ+Vou/BIgHxCB3Ry9O4OaPUgL1uR1WHlvqyjMBMyzxpwfvoP94/ccgQHnm3MBoeADA2pn/DPz/l7nTdDhAb0PNnzBtA8OCTzoNIdvvXbtmpaWlhSJROzs4IPH3XfSedaJTFij0RiS33qb6IMNPgOCANkevoTP9Uyyz2gjo8E+YsM5l8wd6wHB6GvmIBYAcLlcTqlUSplMxuzk2tqalpaWFAqFrLMbAeS4+453x39Ra0AWhcYN2IRSqaRarWZ7FELJkzs+40EtpHTeyGYwGNht4PxbSGMklb5Wg45UBPGQTR5Xsaa+LhHME4vFtLS0pB/+8Id2zw37/HXOLL5rb2/PCGH8JQSoJ7ypOZbO73wjC+Zr75hbJNve1rFenkyEVPF1WJxF/ktGiYCD/cN54Zywhp6AAX+DWwhAXna8dKCBAYcxmJ2dNcAFM+knFTDCQsRiMSt6pDaDiSR9iMEG+GC8yZoANNgUHA4+B30xhxMDSJqcX8iRAIhomzEkSLVqtZqkMxlQPp8fWwMpnd/+SPTNAaDDEO/GoeXZqOtgTjH0o4wA74oTJ7hgPvl+0rMECThzDwo9sEGuxSH20iOAN444n8/r6tWrxjazEX06epx580WWXg5Bv3kidtYP4OCBgjfkzEsoFDJNPE7cOxfAsGeLms3mEGsOu833+poNggpkPBx6n0HCQfN9uVxOhULBahVg5caZN54b1iaRSFhmg3NHwAvTTeDP3Ta+Pgimk/nCmcMOw9xzVkn9ewBOUauvo2AeMXI+2+TZe/ZnrVbTycmJKpWKzSXAXBrv8iU/AKkweTMzM7YnGo2GMT/eSTWbTQNk0WhUCwsL9h7sNc64Z5cIpGE/2+22STw90+jfCzKH+hB/ky4FgsjQarWaAU0cP2vCegeDZ13GgsGgZmZmXsvWAdDj8bhmZ2c1MXHWLGRxcVGPHz+2ALXf72tjY8PajXqWj3OEnJEuVOwXyBdsEEwyc5FIJJROp81ueP/g5Qc8L7aWPeqll5BByPHwH5BAgM7T01OTTr0O4JPOL2QLh8N258zz588NoEDMIUPhvbykAfBCjQyEAvYTlpIzjA/Bf2M7PVABXPh6Fx9MwxATxLLPmefp6Wml02m9/fbb+uijj5TJZMz+Ms+c83EG+wU59tLSkjY2NobanvK8XhHg3xu7DKjyAQS+hCwCPyvpG8EegEw6l7F4EgBdPVI59hbZ4kwmY00NkNxOT0/rww8/VDabtTP9OsEZA7sLlnry5Inddg1gxi+iLqhWq5bpR4btz0SpVLL19Fkx3p8sDWQLWAISmH1JkE22h2wve4/P98DXkw38/WAw0LVr13Tr1q2h/cv7jzO8NAmSrdfrDd2bRIE75AHSRZ+dQUVCCYLvlIc99aSD/35puNW0dH6XGioNLl9EusznzM3N2fPgU1AnMWdeqUGQPVr38TLjlYrBg8GgMpmMAXrpbKM/f/7cHACZCtp+cjjpliDJKvLRR/qWe97BIkHwjpbNgyPwhwy9d7/fH4rWAJBkQoj6WGA2Og4sGo2qXC7r8PBQc3Nzun37ttLp9GsBGEBaJBLR7OysBoOBdnd37Z1IWWHgJQ0ZLAwB+kOeG8PMv8XRwcr7AIbPx2ngzHDag8HA2OhmszlUtIRenueQzlvgAvILhYK1DsRZYbxfh13m5wkYaatIgAaogtk5Pj7+hiPwmSBAHkYMZpOfp3jey/4kDQVLAAyMRyAQUD6fN5YFGRGGAvAKGO12u8pkMpbF6HbPWuPCWMEgHB0dvXQLOT/8mfFZqqtXr+r58+fmfD2DyzxRjwTr6wudMUy08cXAc+eLlwfiVNjjSCm8fl6Stcn2RIKX/3GjdKfT0f7+/lDGIpPJqFAoaHZ21iSQr7PX/Npyn0e1Wh0KEvzeSCaT1rGL/UQnrMFgYM7XZ3IkDXXYwZGwT1g3PhOn6iVGsH7YOsAjRIXfP2jMfS0HoCsSiVhjj6WlJd25c+e1bJ1nirPZrFKplJaXl7W4uKgrV66oXC4bG0sgy8/QbQqnzF4JBAL2LpwVfA1MHcGyB/0woATRPpPtU/+BQMDOP7aBNYCQQrrAPSqsE+ei0+lod3fX5nqc4UE2rGggcNapCftNzRKMJB3vfCDLPuX88WfYN6Q2+AfP7HqAJmmojgv/4cm+cPisxadvbMAehKSKRqOWTXn//ff1n//zf9a1a9dMckYTEi/NfdUBTgAXTE9PKxgMan19Xc+fPzfANz09bay596V8BrWQkiy7BgmArImz5+cbAAyWwG+Qja7X61bX5wlD9ihkZzKZNNs5GAwssC0Wi1paWtLVq1ctU+KbP7xuBpcRiUQ0MzOjL774wjAeWbODgwNrcQs4ZX58Z0HOGPOE7ZJkvgzpnic4vTKD74VspTkE+MiffTKmkEBkmbEj7XZbmUxG3/nOdzQ9PW1+3JPi4wzWPpVK6cqVK+bzuYySM0bmhrM1KpfyUn8CBLLeo8/pyTnIAZ+RY37YI9gBPsN39UKx4n0UBPFo7Rc1aLVabeisvex46UADwBaNRjUzM2NZCrRunoGk4t8fQv6tdHYo0Lj7Th8vYpBhUGCt+HuCF58m5rvQYjL5bCTPykiyQ84zYDiq1ar29/dVKBT09ttv67333rOe7+MOz7ZHo1Fj+fb397W3t2dOEHDitaKkU5kTf7ENoAhgwsbifVm30bS+d6LMN4YfHSDfzxyRsvetIVnzyclJraysKJFImJH18qrXGRwwQES73Vaj0bAAwReJcmiZH54R3SEyCw4zARl7w2cfJA3VScC44FB9K00P4Nrt9tBt9xTCBoNnnYry+bzpmQFCXHZ4cnKipaUlDQYDu8F7nIER8MxIp9NROp3W2tqa9vf3LeCB5fAdRPxlkpw5WHyABEYPlgsHzZ7yz0JRaCqVsj1CS1+YFkCxBz7sU5+6hT3DAV25ckUrKytDe599M87gPbF1fC9sqK8LK5fLQ928OC/YOjK+OEcGhfAwYgSgSA2kc8lZOBxWoVCQJFsPAjUcG/uec8LaYnO8rWNvnJ6ean9/X7u7u5qfn9d7772n9957z4DfOIPPJsjHjrFH1tbWVK1W9eTJEy0vL9v7c+54Vs/q49R8zRB/l8lkDLAAhJG5RaNRJRIJI7YASF6WBRnmM8P4LV9Ij20kQ+U14jh7ArbXnTtJFgj1emcdwTxzzXx0u10j59gLgHVsOmQQWSzeDbvAfsZWe2Aiaeg7+T1rg18nc0d212cZaXXc7Xb11ltv6T/8h/+g+/fvq9Pp2M3aBNneV7/q4N1Yy2AwqLW1NX33u9/V//yf/9N0+8fHx3a+kWj7cwaZAusNUUKg5M8WjC9NVPhMCBSYYVhlyBvmlP9yPnhusAxzWqlULLPnpV+shW8XO87w+y4YDOrGjRs6PT3Vv/7rv9rdLWAm8AF+lC5y4EDmhWwbzzsYDKyGDiCMP8WWchYhACCK8QNkmeneh4Sx0+lY3TCZdy/J6vf7+ta3vqW1tTWreWG9fLA4zp6TzqRP77zzjmZmZowMW19f1+bm5lBAil/g2SGmOHOQRuATyHDm1WNE5sqTup7UA/eRaeddIYA8IUc3LnBIIBBQo9GQJCNe+v2+9vb2tLe3Z9nnNxJoeODIZSik+VZWVrS1taWdnR3T8nvtOxE7Gl1AXKfT0c7OjqUJvYEjoiKl6DXGvisJBpSJIsLFKXlGnSyKpKHCUgw6AJt0/DvvvKMPPvhAq6urZmTGGV4SwqYJhUK6cuWKyST29vbskDUaDYvgfbDmC5toXejlLDgKNjCHiU3pNcw4IOYRppqAEaMHS+HlVj7d5wtYeR5/H4X0+lIW5pA6i0wmo2q1aofg9PTUwKt0zoSwhzDaMIS0ccQISjLtLB2qcC4cdOYdw0cqHSdDX3U/t2T+YHboJnLt2jXl83kzyrC+OA1AGQZ53OEBu3cCKysrqlQq+vzzz80hIAnAgAQCZ1IHWDevFfeZIOYXWVYymTT5DoEb+4iOc15mIMm0qaPBNsEsrC0BrXR+224ymdTbb79tzpB3fp0AFxCLrVtYWLAL51ZXV7W9va2dnZ0hgOe7ikSjUWtk4R0vWUIuIB3N3ozaOnT0DJwnbDosGZ/hyQhfn+blLDwrwIdM3AcffKAPP/xQa2trQ0zjqw5v61iDfr9vTpY5Irhibff3943cYA18wanP0Hi7RO0LP8ee87JFT4ThmLGLPtMzCt75bj4HYDQxcdZZi7WXzhjab33rW5qenn4tZtkH2MwnrC4XGhJQ+ecjk+BbE7PO2GL2lM9wAHCwnwQNADjks9iQUfkyGRIyQj5gQPKMjaPJQCKRULVatX2J3wbQvM7ATmG3b926pX/9139Vs9m0QlnWEULp/2PvzX4jP6/0/qcWFqvI2hfuZLP3TbtkyZLt2A5mPEkGucsCJED+kPwruUwuMlkugiBAJsgMxrN4bI8tjyTLknplN3ey9mIVyVp/F8zn1KlSy9Osbln+AXwBQVI3WfX9vss5z3nOc86LrYLZ9b5Oksm7OG9eHcAawe4DrpHrkeVl7/J3AEE+k6yxJ0L5nUajoZmZGR0cHGhnZ8cAvicWXmT4M0sW8e7du+r3+/qLv/iLEfIXEIztS6fTVrvabrdNaovdk2SBLHaern18ru84xvdEIpGRpiTSUNIKccCZJOtO3SHnhcYb2HCyc+N77UXmj/lPJpP2zLlcTouLiyoUCqrVatrd3VW9XrcCbF/P5Gs5wHCSrC4ULAOpOp6NYR+C/fg7aWhDUbt0u92RZg3YRnAfWBisA6GG2ufw8FD1ev25W9r6ca5Ag4GRmp+fVzKZVL1et0VvNBqmK93e3rbNhuHBKHHou91hdwrAMKlKDDybl9oLnK9n8TxQ8VIdHx0DMnF0PDNAyjNAd+/e1bVr17SysvJCt73y7j5qxsDh5K9cuSJJxk56gOWZJJ+69o6UFBzAjc3InOJ4fVGRP2zj+mUMPxv0WawWTCN/DwO/uLhowY5nwXHILzJ4f5/uh3GkHgCmgINMJoL/B2j4TA8BA6wV70dqHaYAhtTPCWwTgTWgHdCC0QMocNAzmYylVOfm5kym4wu0s9mszd95x/jvcGYx6gQFPLc0vGmVwCoUOmuliRHDeRDclUol+52pqSl7P5w8zDiF8GhyyS4hiQFYs+do+cd3Aqb5e7IosVhM77zzjlZWViz4lUZlFJMMPscH+ej+KUImKGAed3Z2zGEMBgMz2AAU1rVarRpYgwDAuRKMSBqxdbwLNg45AGcKB8Q68gy0pvS2jnknWzUzM6Nr1669VFvnJRDMAYAe+1uv1/Xpp5+OFECS7fW22OvZ2avYOQ++2a9eFoktZ344XwS/OHxsCeQDUgxAlTQsBuY9/L6cnZ3Vm2++qX/yT/6JSeZeZO7YdwRQpVLJst4EEfg8zxD7M4CPwb6TVfOyOOwd5Am1U/gDfh8QiuzP+yf8CDaUAnCCO37v8uXLWlxctC5q4XDYZLaMFwHN43UKrBcACuImHA7b7dbIMn3g7kcgELBuSbFYzORzSMI4u+w5/A0ySbr5cC69ZBHSEzDHfiSzB+GC/2q327p3754++eQTBYNBra6u2tr5/TPJ8HPOOkYiEb322muamZnRj3/8Y+3v7xthxh6HiME/+qYJzCnYg7lHnUJ2H3/t5Wqe/MN/+H3Oe5ONxxbjr8lY0OUvlUqNyNN89u5lKC4kWTYAn9/r9fT6668rEAjoZz/7mXWOoxEFGIL3BfQTVPjsHD6WfQERBl4jcOAMQzb4mphkMjlS+4L/YX96pQpSVHwFLdzfffddkx5K59tv52pvy4d7ZnNmZsZ6ovtbgqWzLkDJZNJShhhzr7+GoWQRAKlE97TqkmTynfFuTT5V3O/3jSUD7LLpPcPLAWDTEe3BVl2/fl3pdNrA9qSHmOFZNCJ55nJ2dlbLy8vWFcWnnzF+447O6+6ZUzY5dTHdbtdSZzwDDoj5kzRSEI1R8E7MBxMYVM/E+g5JtEr0ToP1mXTeJBn4nJ6etrQeF/d0Oh2TMcAi+6Ipnh1n3Ov1LKDggHa7Z7fX+1ajSHs4iGhEfYs5LjxjHWAXPLMWj8c1PT1tTQXW1tZMq1soFHTjxg1r11upVMwQI6t6UQdCQE6QdXR0pPv37ysQOKtDKJVKCgQCxmTj3JCZ+LsyyDRQCwX4YM8CgJkn9iQFccjJkHEBeNl77EnfJAKwjk4YJ5VMJu2+Bn5mfN+8yLwR0BDsxWIxzc3NmQTMM7yVSkWpVGqkkNsTCr6ebDAYjKSrcTjjXfD8fRA+QPbsI+y7t3WcPZ+CZ434XQLZlZUVs3Wc9xe1dcwhNsxnCKUzu1+r1SwrxPOS8cOuY9fQqfsgHHCLTeK8ebsEueWzE8hbyDzxOdQh8J1eJ86+xDYiK+T/0+m03nnnHctKvugAxAEgSqWSSS95DvYNt6d7sEunNN6X9woEAsaMYqfIvBEQcOYl2bsyjwzWhGeFyCFbB0sL+4w/Pzo60sOHD3V6eqq5uTlb63EGfJLhwTIAPRQKqdFomK7ck5vsIY8bCJD8GSOoANSCSbBPkKczMzPa3d3V9PS0YR7mijnlufATrC9EgPer2E1pWEzearX08OFDpVIpzc/Pv/CcfdU8YkfT6bSuX7+u7e1tbW5umuwMUom5Q7rJXuh0OqY6IfPAO/BuZCNRZtAEw5PPvtOoZ/d5Ruyiz4Rjawk2QqGze5+8gkDSSyE+xwdrSTDFGePZIZJDoZApeNgLvAfPyD7wfs1jMUm2xweDgZUKUIeMD/b+g98DUyPvpvEMBAMBYyAQsEDtzTff1Pr6+khd8HnGcwcaPr0mDS9Sks6A5urqqhKJhEqlkjY2NjQYDGwj+Y3mdYuwlwQnaBN9ep/vDAQClv4Mh8M2ER4oeoCAY+MZAeZEj9R+wNiid0ylUrpx44bef/993bhxQ4lEYqRYbJLh2VXez7OeBGlozjlgHELemUMGiPAblNaPMO+kY32GYlwHC0uMJIhD7ll00mgMAjvPuMzOzmppaUkLCwsj3aFg+nnuSQa/R6teIvBisThyGNLptLrdrvWyJnAlmGWtYU45gP1+3/YgNRIYOQIw9pcv2CJIJaPiZWqtVstqMEhdxuNxra6uan19XZlMxhjLXC5ndRsEF75w3c/Befecn0Oe+/DwUL/+9a/VarUUCoWsToA9ztngH86Pz6T5gAAnCbiDiebPer2e0um0ZmZmbA5x8EhjkPj4AjScBwGdNOyQRtZkf39ff/Znf6aVlRX90R/90YjmeXwOzjt3/pwQtCPZWV9ftwBtY2ND/X5fiUTCGEnP5iEV4u9wHv69JI1kL4PBoF3UCNjz8wPr5J+TYJC/53yyP73kFACYTCZ169Ytvf/++7py5cqIrXtRCQvv4gETTrDT6Whra8skFIB8AKl0FsBTU+FbDOOA6e/v5T+8LwOHCvCFFGBOsRN8J1lP/IaXfvFnBNaNRkOzs7O6fPmybt++bT/jbeWLzBtn7+TkRLOzsyoUCtbemC5c6M1hPwHGtH33bCf/YMu8TJm94jNt410kfdEpzDIAkZ9nHXynRJ8dfvDggQXTSGjY4+OSsRcZ/rl9dssXwRM84POQ/xJo9vt9IzQJ3gjQ6Mzjz4upkfx0AAEAAElEQVTv1MM+8SQN8+sZaY8L8KnYB8gh5gYp9fHxsXWEQuI1adb7WcNn1ahRe//99/Xw4UNtbm4qHA5bdgjZ1/Hxse1D5hf5rz/fPC/Bllc7oIZh3/pGAmSkkN8jdeOsenuHn0MCPT8/r8uXL4+Qup6g9kqTFxlgOk8sgQVQPXBOeTYvofLEsyQj+g4PD+3sgQ/AbL7hDfsKHwUx5oMzPrff71szBBpc+K6ShUJBt2/fNikVDZGwtf7znnfuzp3RYKNwUDHi0ejZrchcmILzDQbPbgrl0AF6+BzPABFwENnBLHtnCmDGQXAQpTP2CRYVfSROn8NDlOfT071ez3qKZzIZffvb39adO3dGUoQvMvxieK0/Bo6AI51OW5s0DBiGB+CJNt4XB5ICxsixMX2QxgVeGDEfPTP3OBpfIIfB5hABqMPhs04sqVRK77zzjm7dumVtNnlPDo3PKk06yAjABsfjcR0cHBgbOl5fAuuHIUariXTJS0qYZ94PCVAkElG5XDYpFj8Xi8VG2B2+lyAWbT0BENKbXC6nTCaja9euGSPEs7EnfLEuYxLn6w0BchD22+LiosLhsDY3N3V4eGgSAemMQKAWiACNIIEznc1mDfxxrj2zTJDrmXbOIoVkdDGDNKBjhzfYGD4vxfN/d3x8dgvr2tqaBR9+rl5UOsXe96AEti6ZTKparRp4haHi4j4K7MfBGp+NVA+igDPNO9AiEVkCDoT3mpqaUqlUMrCHrIH94u0bNhOACtBeXFzUt771Ld26dcuCGS8be5Hhv9/P5cHBgY6OjpRIJHT37l2zS3SLabVaKhaLFjRQ7wPpRHAhDS+z4lyPkxp+n7B/mUvfRAKyB+YvGAya7AdbSNY0Ho+r0Wgok8noBz/4gV555RUFg8GRS+8mnTsfOJJ1J3NAFgW2tNFomJ0jm+FvlYZ4IfDlc0OhkGXTqGeZmpoauecEW8HceGkWrDQ+BkKGPedlSNg17OTjx4+t1SZBBn/P+7+Mgc/GXt25c0fVatUKm5lLAlGCMIgNAiX8MHeE8XP+clz2CmeP80X2zXfr4uc9oSANz5rP7AAkpbPA8saNG1pfX7c18UEI40XJPPadVyNMTU3p0qVL+tf/+l+r3+/ro48+Gsn+SENiwxOi7BnOA3YdooN5g1n3XUB9gI9Uynfj8nUFXh3C/qTrWDqd1o9+9CNls1n1ej276Ryywwd6k84b/pXn9cEL77izs2MZaubEy/qkYZti9pE/u0js+GwaXBCs8Tv4bK8K8vvOS2whJCh7YK2np6d1/fp1vf/++1pdXTVcUygURvyX3zfPM851YZ//Ah/5czPw6emp9vb2LC1P9DM9Pa0rV66oWq2qXq+rXC5bSpODKA1BNQyi19SxeAA471hIO9ZqNeuKQGTM4gD+vEaZhRkMhpcH3r17Vz/84Q+VzWZHwNqLOl6MC8/iB0Agk8mYvpN3YABCPdjwrCuFRhgfjLzv1wzDChCEgWLzeUeH1pH5820Uc7mcSqWSSQa+//3vj9ydgaHx8okXZarINklSpVIx48bas7cwVoPBwGp/uDyO9fetlnEg6Jg9I8oFdalUypw1AQuBCgX7nuWfnj67DXxtbc2CLxigaDSqfD5vOnvkShjtccMMSzbpYH3pkU2P+X6/b+cPiQUaa2Rc3oih76dGhW4/3DKOUQQg8T6w+QTLgDkvkZGGBZWsJ/MAOSDJJGgApNPTU2WzWV25cuVLhaQvi+HD1rG3uSiw1+vp8PBQkUhEuVzOzjCZC/ZjqVTS8fGxSX/YRwBfgJ3vnS7J9goOFgCDg8TW1Wo10/3yvKS+fdqcfQsTOzs7q9dff13/6B/9o5GLml4WwycNAZ+3SXSoKRQKBiRgjflnd3fX5uvJkyf6u7/7Oz158sSyQ+wpCuO99tjLUwhEIK8AtWQak8mkMabYDDLDMHwQVqxHu91WPB7Xd7/7Xf2zf/bPtLy8LGm4N1/G3EHkeLsJmeJZXmRQBNm+OQOgGEDD+U4kEkokEjZHAA3PEuOPfZDgA12vZmCdAT1eH+9vhybzjb0jE+KB7cvcd3x2IHAmD83n89rd3bW7Kuj+w1yz/tQYUO/j2yhjh7PZrAVyEH/YaQgobJn3q+yhcDhsdsLLYQByZPfAKN/61rf07W9/27AKtoZz9bLmbjyrxBpHIhFdvXpV/+7f/Tt9+umn+vDDD1UqlZTJZNRut7W3t2dEB8oBfAgYAiafGl3/zgsLC0okErYPkfMwZ5AA/A77jOBfGmYAyHw0m03943/8j/XGG28Y0eAbD/hz9TLmTRpm/SVZIF6v1y07nclkrBhdGm1hTSdR5p85oigbGwnJFQqFLPCC5OeMQ5J4fOczP6g9aDHuMyzz8/NaX18fydRSI+332XnnbaJAQxoy1jgHDL4kLS4uam1tzSYOw97pdFQul1Wr1XR4eKhf/vKX2t3d1cHBgR1GNhOXD3l5Rz6f1/LysvVC9jdBIzfC2AJkAoGhtIbn8GlnDncmk9Hq6qq+/e1va2FhwYzLi8h+xocPNiQZi81h8pp2AAKAn/fxmj7POpBVAuhLZ4aCWgB/kRffHQ6HrX7GS0O8trrdbltfalgKAprXXntN3/rWt8yReEYWsPwyUuHMGYbn6tWrBqRI2+NEgsGgms2mSqWSschkxgDAmUxG0pm0AtAYCoWsUBfDBrAhy0ChbLvdtkAjHo9LkjkW6Qxcr66u6p133lE+n5d0BkTYg9QreCaELiwYFA/CX2T/sY+l4V0rzAv//dlnn9lzsMYUPXrJha8Xou0yATwGEafLWgFw+U4CB981BEDqU7N0D/H6UoBcKpXSwsKC0um0bty4YaSG3ysvc/hgRxpeajkYDLSysqK1tTWbS4LQ09NTs3XFYlEffvihDg8P7YI6fy4oqAwEAl+ydfl8Xr1eb0RDC9MNEcGZDQaDSqVSymQy9hzUaGAbYPsuXbqk9957T4VCwc77y5QSMHhPHyxCSgDi2CfsyUwmY60Uo9GoHj9+rIODA0myQEUaXpI2LpuATcS2Y9eYE/4hUOHZAKfYFTTj4XDYahVyuZxeeeUV/ehHP9KVK1dMyvAy5m389wEaBAjUHPiAq9Vq2S3NBMNk4DzjzCCDJg0zPs/KevA+rImXtUlDZQPB1/jPJZNJJRIJy/SkUinNzc0ZUMJGjMsdX8bwgYYnPyqVihqNhsrlsrWLBtRRoE4zBu9LAWfME+DMF3IztwR50rBbGnsR/4BvJICjRTCfhTRwZmZGf/iHf6jvf//7KhQKtr50uCI78nXYO7CKlxmtrq5qbm5Oa2tr+u///b/bM+bzeYVCIcNj7KuZmRmTl3HesOOcTewYpAn7G2LR1xUwp9KwoxIdrQDr2WzW8M7KysoIieazmi97vqTRDBXruL29bdkz8B4yTt+RsdFomPqBGg4CYIIqzjQZJWmYCSGr62tHIezBfVzgSibIBx7U3aTTaS0uLtqFp2R+X1TVcy7plAfKnjmWZJuIaKvT6ViwgFYbdiGRSGh5eVnJZFI///nPNTU1pf39/RHtKBp3jCWp3p2dHbtfgBoEghhpCLo5wNlsVvPz81pdXdW1a9c0GAy0sbGhvb09a4cWjUa1vLysd999V9euXZM0ZONe9iEe12X6wtJisWiBFgeLImf+zEeXzBXgFMMHawIw9Kk1nCtOjGwFhw/WhU2NfIHPJfNy9+5dvffee1peXrbP861HMZwve+4wWL4LBVrIzc1N3b9/3zpkwPgROFATxB0ckkbauhFQMQ8Afph+DKQ0TBeTFielLp3dJH/9+nVduXJFhULBDi26cGmYLfGOzHfUGX/vSQcMN/I6SSbxCgaD+va3v61r167ps88+0+bmpoHYcrksacjMkCHj3QHbBB3sUxxHs9lUIBAwRh4GkflCEkIWk/3Fn43XBdGOtVAo6Hvf+56uXr1qFxx6ffDLPK98ppc7+lqfbDZrToD+4wQCaJnj8biWlpaUSqX0d3/3dwqHw9rf3x95VhhW5oF33tvbsxu7ISEIcAHofE42mzVbt7a2pitXrmgwGGh7e1v7+/uq1WpqtVqKx+O6fPmy3n33XV29enVExvGybZ00DHQ9eUFWjL2FcwTgzszMaHl5WY8ePdLm5qbJDqRhcS0ZNlhe1ga5UzA47HCFJMZnvWD6JRloA/xwVmFgOaeZTEb/8l/+S/3gBz/QwsLC1wb0GASO3BGTz+e1tbVl9tgTHu12e6SmDBkLgIyMEky9zzjiOwHd+GtPeJBpZ774M/wOdhZCgZo6gPfy8rLu3LljoIuaphcFMF812Nfo8pHD9vt9lUolu2cFX8lzkX1k7nzXPQ/MOIOAPH8WJX2JkcZfEXQFg0ElEgk7G9Vq1eSDvV5PV69e1Xe/+1298cYbunLlimUIYMDJyH9dQYb/XPYAksvbt2/r7t27+sUvfmHEHGtORpDMA2eHwAxs5gnRk5MTy2Cyf1gbjyPwO77ZA/NHDRpBxunpqT7//HOtrq6aOoXvH1eDvKx545n4hwzP+vq6YrGYksmkdnZ2tLu7OyLrp2HPYDAwEpRgguAIMpjPJMuBbx8vZ6C1ND7a+2WvYCHbOT09raWlJb322mu6efOmyWzB5Kg2Jp2ziTMafmL5fxaaRfVRup94wG2hUFA2m7VD5lPspFlhqPguGFMKbLntk8wImzWXy+nq1at67bXXtLq6agtRq9XsBuuNjQ2Fw2Gtr6/r5s2bunTp0gjT/HU5ED7fp2SR6NRqNQM2SCrQFZIKQ78NMPNMM6lvmCucKYDTs1YEHuNAgIOOLIPvls6cTCqV0tLSkhlRnxImqPk6ggyeTZKBEfZWs9k0phJA74s/YZyZE4od/QFKpVL2/DDyPvULE+WlQsw/2vF4PK6bN2/qW9/6lrLZ7Ijen/0Eq8F6+nqSlz1v42w880jNS7d7VgS/tLSkn//85/rLv/xL6/fO/iJIY58hR3lWQAlQ88WipVJppCjVs6EYPy+98jUlgBic3KVLl/TOO+/ozp07tn+9fODrmD/+zbmhroQA24MlAAfOjxqW+fl55fN5Y+5YCy/p9PIMSea0va2bm5szWwdDmsvldO3aNb3++utaXl62PVWv11UoFJRIJPTw4UPNz8/r2rVrunHjhlZXV38nto7h2UTsBYDVBwfsi3A4rKWlJe3s7GhlZcXup+CCU2SA/DzyvFqtpk6nY/NVq9VM8nNycmINRcjoEtBSQ5VOp0e6vcByLyws6Dvf+Y4++OADa3rxonVn/9Dg7OZyOcXjcVWrVSPKeLZEImGBK4EEe4bLMcftu993/Dz+kf9mD0sy8gtQg0yr0+kY8eXBN+t4fHysWCym69evWw3feLD5dY9oNKq1tTVVq1W7uZ06KgYBAAAMFjiZTJpfJttIFpGAjQJzJNnsK84TJInvZIjsLxKJGIvv/XU+n9crr7yi27dv65VXXrGgTJIFe+P1HS9z+M/0mTrvq65fv66//du/lSSTyBUKBau38Fku2HTfGphMgw/iUA2AeXyGHxILPAhLD8nD5c1I8gOBgD788EP94R/+oQU6Prh52X6C4QONUCika9euGSEVDoe1tbWljz76SPv7+zo9PTXZayAQGKm9JcDFv3gszTlDXk+3uFgsNhK0oWLBvuK38efUcgSDQeVyOf3gBz/QD3/4Q2UyGVOukM160SzQC510Ngr/TaqGiZOGbVkJMHj4p0+fWsp3YWFBa2trymazpsNvNpsqFouq1+va2toykJxIJLSwsKBbt25ZESjs3//8n/9TH3/8sV2e9P3vf19LS0vWHQHgQkEchwMt/bMKcb+O4TcNTDmAD2ASCARUrVZH5EeAUYwODgDGk5QuDJ00ZCNYHxwLGw6GmY4WMFBeJ+k3nWdvjo6OlEql7LKar+vwSs+WFfgCeCRRsVhM6XRaCwsL2t/fV6VSMckJgQaFzLAx3HNBxgK2HXBcq9VG6lWoUaCeIRaLqVarqVKp2K3fp6endvEiKWbPxpBSBtSzjl/3ALwEAgHr2gUw+YM/+AMtLCzoww8/1KeffmrsKPIlsiDMJ5kR1gbpIoYQwMLcw0oDUqhfkIZtMr1DwLn3ej2trKzou9/9rv7oj/5Id+/etSDN26Bn7ZOXOXB6nEGYckAWQSuAj/fe2tpSpVJROHx2w/fCwoKBR+bj4OBA9Xpd29vbttfi8biWl5d1+/Ztra6u2p0a+/v7Zuu4SwRbhw1mvZAOZjIZzc/P69KlSy+lk94kc8dawabh5GDkkBRwLq9cuaJ4PG73sFSrVT1+/NgIKyQ6dAH75S9/qW63q8XFRa2srCgcDqtUKqnT6ahYLGpzc9M+H/sxOzurhYUFXbp0SVevXtXc3JyCwaAODw/1t3/7t9ZJcXl5Wa+88ory+byRFtLXH6BJw0x0KBTS9evXbT6fPn1q7DbyW98tj05QnnzyZIavj/KsNWwmRAHBIMCHfY4khXlAH16pVBSLxfTaa69peXlZ3/rWt5TP579Uv/d1zx2kyszMjJaWlpTP53V4eKhCoaBisWjBFnuLTkkEU4VCwZh1/LKXmREQEyQQfBJUexCNj47FYsrlctZ0g6APeVyhUNCVK1f0wQcf6LXXXlMul7P1/jqIlOeZQ0AzNpo6W/bUwcGByZx6vZ6pUWhSUalULKPKjfeeNGQvQBjQAMNfNomfPz09u1fN3800Pz9vPoqgD/sJAcGajRNHL3t4UB4MBjU/P69cLmfn89KlS1peXtb+/r6q1ao2NzdVLBatZhaZPBfbejkiQZpXrxBUsX+RjtNYwxM4ECwoZLx06+rVq9bCFr+GT/Nk4qRn9oUphfHMBuBi3CixYWCR3njjDWtfCAgGrLIxfvGLXxjwHQwGunLlit566y2tra0Za02BJsYYac0rr7yiGzdumNzHd+ggDVwoFEYuYBuf1K9rjG942BA2Y6vVUjqdVrFYVLlcVrFYHGE8jo+PR0Biu312ERhFzz5lCes6zlwyzxg6HApt/HA6rOfs7KwuXbqkpaUlC8oymYzp83mW36Uh9PUgPpvB/QCPHz/Ww4cPLdDs9/u6du2aHjx4oC+++MKMHQ6iWq2arGdqakorKytWV3FycqKDgwO1Wi2tra3pnXfescYE1Bzt7u5aan52dlarq6sjrJdnSnHkvytG+Vlzx1r5Ogru9fjVr36lTz75xPrew5rA/hEE0MFjamrK2gKPGzT2KOcaAA77jMPHqftuQ+12W7Ozs/pH/+gf6d/8m3+jlZUVswm/C7AifVlOwH/z/wRFgCgcKE7jjTfeGDmf2DpqrtBkSxqxdW+//bbW19etUQXBPWsA+/faa6/pxo0blnXynw2ThT7eM2QvW6v82+ZP0khwyBpKMumKB2/4EGpxisWitre3FQgEdOnSJSsinZ+f19zcnGV6JemNN96wexra7bZ2d3f193//98b2FYtF63qUz+f1T//pP9WdO3e0uLho+/yTTz4xucqrr76qmzdv6tVXX7VOir+rufMjEolYXcjR0ZGSyaT29vZMFrm5uWnSPcgXiACKh5HUch4ljZzJXq9nxAt+MxAImO/BRyFnS6fTqtfrZhP6/b5yuZzee+89ffDBB8rlclpYWBjxrb/rcxsMnnUFe++990z6uLq6qqdPn35JRgYZytml2Jusq8/ajDcxgHFnX8PKU+cjyZoLABZpnLOwsGB+/7333tO3vvWtkazpNzV8Zgsfdnx8rHK5rHg8bnaGGirsGySmb0sNg85nQvzy5+wz/p5Mhs9aQnAhr0cyms/ntbKyolKppGQyqU6no3fffddqbXg2P76uPeixHdiENZyePmuPTub58PBQn376qX72s5+ZP/ZSs+PjYwsYxteEOSKw8JkP5tETPNSOJpNJtVotHR4e2mWUqVTKZJRgpZc5P+e6R8OP8YiQF2QTeMbeV8HDPnL3AlpZQMrR0ZHK5bICgbNr3ZPJpK5evaqZmRnduHHDulj4AmmK9gaDs+5DpIJIfcJM87wccG6T9sbim2AM2Ixo/ZEV0K4wEonYDaU4ZEAejAzpRqJ55qfRaFi9gk/FAf4oUmLuYbpp5cg85fN5Y6QzmYzm5ua0uLhojuibmjtpeCuwZ+szmYy9L0VNg8FZd7GbN2/q9ddf16effqq9vT0NBsOGBbC/q6urWlpaslQ2evb79+9rZmZG6+vrikajJrXIZrPGQlDPQPAFU4Hj8MbAS7W+qeGJARzx0tKS3njjDf3pn/6pNjY2DMB4mQDvhvPBEUuy4NZLKWCiSJHz3gTHFJijwadD0uXLl/Wv/tW/eqbc53c1b955ECDCEvm54/2pH5LOsle0CvQ1QhSmSrLM4NWrVxWLxXT79m2r8RhvAUoWsl6vG1j27ULHC4IBh+PAaPzdfDD1dc+jNCxMJjNGX3n2FCAEmV4ul1MsFrOgCnkU3aOWlpYkDe/DoJMcWUOyi7VaTdevX9f3vvc93b17V++8844VWzMPuVxO77//vvr9vrLZrDKZjNnW37Wd82NqakrLy8uWmefcNRoNPXjwQH/913+tzc3NEdbSM6ReaorEpVqtWq9/ah59q1y/X6LRqOnIkUESeCDfevPNN/XHf/zHWlhYGKl1Y3wTtm52dla3bt2y7HMsFtOrr75qdwg0Gg1tbGyMBB8QRrFYzDq1UfMjDWvdAMxkkpA0Iismyzg1NWWZRUiCubk5xeNx69w5Nzen27dvW0MCQOo3kc1geOBP3dC1a9cUCAS0ubmpRqOhYrGoWq2mQCBg9WQMbzuxi2S6/c+MZ8fAJdRPgh0TiYRyuZwuX76smzdv6vbt27p27Zrq9boePXpkcrnV1VVJz24P/3VmJMflZj4AkIZSZIKPhYUFW2/OS6VSsQCDc0YmiD1Gpy1wnG8SBAaBXJientbi4qLeffdd3bhxQ51ORw8ePNBPfvITu0kc2whOf5m47tyh8viGH/9/Jg9WkgjWp8olGdAlRQbDwiRJ0srKigE0ggacNSDN1y3wGUTT6HOpJfDAblwj+k0AZf/d0hAwS7I0LsVmtMy8dOmSdVUql8smLfGte9ncvsgPgIYRlIYXoIVCIa2urpo0LZFIGIsKy0zwEgqFlM1mtbi4aADom8hmMDzbjLRMOptT2u/BxMG2zM3N6ebNm7pz546++OIL7e7uGrOUzWatOJf3ocNLLBazuot0Om3fTctafjYYDNrlQzAxAEHPXHtQ+k0NnIh/BrKArVZLr7zyinK5nMrlsiqVikqlkkmkKGijcxlBPdI93pWLJ5vNprF+vrCM4Iz1obC60+lYZyl00n6vEVR+U4M541zBAvludcyvZ4/5HV9ntba2ZkEeLRolWUtc7GcgEBhpVSjJgCbFrgAlQDx7UhrVEDP/v4sAg8H3QPwAPmAuCWgJlng+bBJSAJ4dGx4OhzU3NydJJscLBs/al+dyOd29e1eBQECff/65qtWqcrmcfvjDH+rmzZsjZBNZt2w2a5lMMsTYkBcpinyRwXeGQiFrZ8kzLS0taW5uTuFwWL/4xS/09OlTI9+QV9GoRZL29vYsg41fpJmFNGyqQgBMB6FoNDpS2wX7T4ZxeXlZb775ppaXl833f9NBBiMajerKlSsjBcveb1QqFW1sbOjDDz/U9va2jo+PDbPwc7QxJpAvFosmNeaswrqT8aEZzeLioq5du6b19fWRlumQpcVi0YA8w9f2fZPDA/NwOKzLly9rfn5ev/nNb/Thhx8qm83aHWrgMohgf67ZPxAzvB8/z35m79C0x3eXWllZ0euvv67vfe97unbtmnK5nPr9vnUTo56PegafRWX8rjJqHqx7ohd/gKzvrbfeskCj1Wrp3r17lvnyUjN+F/vI59IQidoYyDwCmqWlJd25c0fLy8taWVnR/Py8XnnlFc3MzOjzzz/XtWvXbF9jU18mJj53oDH+xeP/jxNAriLJAgQmGuPjC72ZGO44YIPSzYBCcxy37/sNc/D6669rfn5eS0tLpu/t9Xq2UaVhXcNve4dvcvhD51ljDDubABkAd5LAAMPQ8N4UokUiESskA4RQ17CwsKDl5WWFQiEVCgVr/UfBdCaTUTabtXX0DCnP+E1ICfycScOLyqTh7clLS0t2ADFskkyWcefOHWsdSkBGxgwAghYchwqQ9NIzwDIa6WAwaCwYn8Ocs/eRFH5TjsQz2WR8ut2uBZRkyhYXF619oTQshCyVSpI00uaWbBtnnNQ1QQTZJepeCGh5Dj4nHo/bbdU0h4AwwLj+LmpavmrevM0g2wDww9ZJo+1EcQDsJ4J29gWBB4WA3kkBBvv9szbSb775ppaWlrSwsDByASSkDYGYJ3oYz3Ig30TQIQ2BFBpkQJp3djjUSCRiRZ+SjLUnKMVnME+9Xs/AcTqd1snJia5evWoAkttxCYxhT31rSSRHgIZvKsjw41nBInN4584dJZNJffTRR/rkk0+sbg+22ctqma/p6emR+0AWFhYso3vt2jWtrq6avJS2mdzLg9So3+8rk8lYQCPJAJL38Tz/72KPPStrR30dgxqLqakpZbNZra+v69VXX9Xjx4/1ySef6MGDB6pWq5qamrL2ralUaoQwoWYLCSAtfO/evavbt2/r9u3bWl5etg6EnFX8EndvZLNZ6wAJqBwnCL7poAPbi3+8du2anjx5ounps4veyHBEIhHNz89by9ZsNqtyuayNjQ2VSiXzHVwKyxkDn2FH6Qw6GAyUTqd19epV3blzR2+99ZaWlpaMhOVnOLv+rP4uM99+EJz6gmqPP5jL+fl5ffDBB5ZJePTokXZ3d9VoNMzup1Ipu58ETJhKpbS7u6utrS1rkgSm5kqHYDCoZDKpGzdu6NKlS8rlcqaemZ2d1QcffGBdzTKZjAV6rPXLGhOL/1jAZzksJpgUGRPIhkBSBVALBALG0ADkOGxeOoChq9frdocBrUfp6oJ8CHAO6+f7TuNEJP1eOA6Gj4B90TfAj2eG0ZLOCnAbjYbVDxweHlqx88bGhmVyYPKz2ayks/aqMzMzunTpklZWVkbuIoB9Ju2bTCaVzWZHuk6wpt9UJsMPgjMyNBhoDjWZGfYlwA5NN6l/LvgjKPFyNH+PCUEuWblu9+wGbL+/yZjxnZ6B+H1h5BnsOcAa+29ubk6ZTMZaPq6tremzzz7T3t6eFeGx53hPCsmYh2QyqUKhYGcU4E0nKUk6ODgwMoD6qh/+8IdaX1/X7u6ustmsZmdnRwpav+l5G7d9dC/yts6TKz5ARQtOAMLvI99jr5IVRiKJLAodN39GUEiAgUSGs+plV78v9s6DT0AU+8ETQcjTPBBhTqlTI0DBP3DG+D0C+vX1df3bf/tv7XbqhYUF8xOcT9ZunIn3gO+bGn7P+wCDZ8dWUxx/5coVbW9va3t72ySJ1PcREPDnoVDICKWbN29qbW1NhULBOtAQwDLnXvsuybJxiUTCALd/5m8C7D3r+7x/9UGuJJO40hxmeXlZv/71r/Xo0SMVi0XTr9ONkax5LpezVr5gmfn5eV2/fl3Xrl3TzZs3LQPO97PHa7WaNX1B4oaKwP/8V73PNzHwt9LZvTbvvfeevvjiC+XzeV26dMmwGXuRpjuDwUCPHz/Wr3/9a92/f98ue+WCTqSjvlvkwsKC3nvvPS0tLSmZTCqVShmBB3kMGYDygjn7JiS2z5orT4iNF6VLZ7Y/l8tZML+2tqYPPvhAlUrFsrPUTVE3hh+hMB9pPBgN6Rmfn8/ntbCwMGLjer2ezanPLkkv3869UJXRb3sYP5EsOC+DY2FSvHYUNr/dblvwwYaiRzBSBeQs/D4/h0EgkEGG4IOecaf7++J8fZaAZ2fDwEahxZ6enlYmk7Fsx/7+vhKJhFqtlp48eaK9vT37+1gsptdff12vvvqqdcRJpVLK5XLWzYaiVBhqSSP6Ww/gf1+CDIYPNthvnkEA9ONYfGaLoC2VStmFQ+wZgIhPV6LL5c98y1bfOQKjIsn08r6T0+/DGAcvzB8GEvY9lUppZWVFt2/f1qNHj7S9vW2X0t2/f98MIuCuWq1qa2tLa2tr+hf/4l9oZmZGBwcHKhaL2tjYUL1eVygUslav3Jb+9ttv66233rIA78aNGwbUmd/fl/EsogW5D/PAz/F3nhn3xZHjNsxLpGA86eZCEMJn8o8k27eeFfW27vcJtDB//NufSc4aIII/a7VaJmukpbUfPpD3YJL5pZEFfsDXs2AbWBsf2LxMGcGLDmydJwV4Ngg1gvwrV65YQS7yoE6no0KhoGazqY8++kjFYlHT09PW+OLGjRuW4Sb76O8wwB8gB/UEGHIV9vk3CfKeNcbxBwOSk6AjFotpfn7emp4Ui0VduXLFOgTt7u5qe3tbzWZTKysrVhj97rvvGqGH3YT45KxDVhEgM4deKfD7ENh+1fBZgmg0qmvXrunSpUsqFouW8YJM8UX1dCK7efOmdnZ29Od//ufa2NjQ48eP1Ww29cYbb+jf//t/b3PE+fN1jUgnmS9paFexE96H/T7sPW+DsUf4V+wemK/T6SiRSOjatWs2B2C+cDhsqgH+H1KYJg50R/MX7XniHyLQz+M44fl17LnfSTsD79zITHiQ6gtifQTY6/WM1ceo0l6VyWcyqe/AacCosPk8wz3udPnu35dD7d/fB0PUn/h+6dIZiJ6ZmbEOLVxIlEgkJJ2lsCmsLxQKxp4yj/5GZ5gBb+z8c1FQ+vsUZDB8sMGzebDv9yHr76N4LpYj00Fgy8FF2oK+HAbl6OjImFdkVAAk9PIeDP6+BBl+eDDss5Jk1rwkcmZmRtevX9fh4aEqlYquX79uwT9t9TY2NrS1tWVFuNFoVPPz89ZiFaNarVaNwbp8+bJeffVVuzkdZtQzV79vw+8ladQJI5nz9s3XJrBf/eVfBCGcQ3TLvmsQbD1BLrbOZzG89Ajg/Ps4vIN71rn0YHrcOXO+mGMKKikyBRDze8wVXdKwc8y3D8h897DfpyDDDw+aPXCG7JiZmbE7I+io99prr9l+KpVK+uijj6wA9OTkZOQCRDKPZHhow8rcQzZJQ586ziL/PgC98eH9gZc5AmTBFVzKCem5srKiweCsXujjjz/Wn/zJn6hcLqvb7VpL9ffff9/qAyQZiQe4Yx/5y0t910vvG34f95w0+lxe3bC0tGRZfp955nzyvuw/GhvMzs7q8PDQ7hqJRCLWjRR7BtHEmWUf8jyevPl9nDevbPBEHuuPGoC/90SCNJSYUvQ9nsHBT0NCUSvjCRPfqEXSMzHe1zV3gcHv46pcjItxMS7GxbgYF+NiXIyLcTH+fz1+/6jVi3ExLsbFuBgX42JcjItxMS7G/+/HRaBxMS7GxbgYF+NiXIyLcTEuxsV46eMi0LgYF+NiXIyLcTEuxsW4GBfjYrz0cRFoXIyLcTEuxsW4GBfjYlyMi3ExXvq4CDQuxsW4GBfjYlyMi3ExLsbFuBgvfVwEGhfjYlyMi3ExLsbFuBgX42JcjJc+LgKNi3ExLsbFuBgX42JcjItxMS7GSx8XgcbFuBgX42JcjItxMS7GxbgYF+Olj4tA42JcjItxMS7GxbgYF+NiXIyL8dLHRaBxMS7GxbgYF+NiXIyLcTEuxsV46eMi0LgYF+NiXIyLcTEuxsW4GBfjYrz0cRFoXIyLcTEuxsW4GBfjYlyMi3ExXvoIP+8Pbm5ufunPBoOB+v2+JGl6elqhUEjBYFC9Xk+np6fq9/sKBoMaDAaSpGAwqHA4rHA4rH6/P/KPJAUCAQ0GA4XDYQWDZzHQycmJDg4OdHh4qGg0qsXFRU1PT9vP93o9BQIBRaNRhUIhBQIBdbtd9ft9+3+eqdPpqNfraTAYKBgM2vMGAgF7H57V/5kfq6urzz+7/29sbW196c+i0agikYjN1fHxsU5PTyVJs7Oz9nyhUEiS1Ol0dHJyolarZZ8Ri8UUiUQ0NTWlwWCgXq+n4+Nj7e3tqd1ua2lpSdFo1OZDkvr9vgaDgWKxmOLxuM3h8fGxzU2v17Of6/f7mpqasrkKh8O2lqwRP8e8subjc7eysnLuudvZ2Rn5/8FgoG63a886PT1tz9fr9dRut23NA4GA/R3P3O121e12dXx8rG63O/IOg8FAgUDA1r7T6di7sZdOT0/tv3u9no6OjnR0dKRAIKB4PK7Z2VlbN9ZmenravsfPLf/0+33bx3z2+D5cWlo617x9+OGH9ru8X6/Xs7nr9Xqanp5WLBbTYDBQp9Ox72UeBoOB2u22QqGQpqambA55j0AgYOd+/Jk5x7FYTKFQSKenp2o0Gup2u2q322q32xoMBjY/09PTI393cnKifr+vSCSiQCCg2dlZRaNRSRo5F+xt9sP4nnvzzTfPNW+S9OTJky/9GXPJueQ7OVfMydHRkZrNpqrVqqrVqrrdrgaDgeLxuJLJpDKZjNm/YDCodrtt/x0Oh5VMJm2fdbtdHR0dqdvtKp/PKx6P2/uyDqenp2q323YOIpHIyBqw7jwr+9uf5fE5Y1y6dOncc1cqlb70Z9h4zgTPznczlwcHB6pUKtrd3dXBwYFOTk4UCoW0tLSkxcVFraysKB6P2zoEAgEdHx/r5OREg8HA9gT28ODgQLVaTUtLS8pms/a+kswOjM9Hv9+3NWMe2d/j41n7jZHL5c49d/fv3//Sn2G/Op2O/cOIRqMjPpX3Ozk5sTnx/s37P9YjGAxqenpakUhE/X5frVZrxA94exgMBhWLxRQMBkfsfSgUGpk77Ka3w/5z/Jl51hxev3793HP39OnTL/2Zt7G8k6SRZ+GceJ/FXPJzvCt/5v0BfrnX643YO+YBe8YcsWbYiuPjYwWDQcMDHlPxfePzxLw+a6ytrZ177h4+fPilP8NPYGvGsYikkX3AXJ2cnJhfPTk5UbFY1P7+vj379PS0Wq2Wms2mQqGQ1tbWlMvllEgkJEmtVsuwid/vPMPR0ZHNNfYuHA6r1+uN/Bxzx/eO/9uvP+Pq1avnmrd79+596c88psVnep+PPZHO1rfT6aher5svHAwGqtVqOjk50enpqXq9nvnPmZkZhcNhzczMKBqNGk7GXiUSCYVCITWbTfte5nB2dtaeifPA3PJ50pm98b6DOXuW/WPcuHHjH5yr5w40xocPIDgcHEIOijcyTLT/XT/x/s/Y1Px/s9k0sD43N6dwODyyuf1neCc8blD88OB43BD64TfryxreAAaDQU1NTY2AJQ/yA4GAwuGwAbpOp2N/3+12zagBng8PD7W9va1AIKBEImFgkfdjQwPqAE3jDolNyGHwARsHxc+fn3PWzu+FlzVYZ+ZBGoIGv6d4JwwQDrvdbqvT6SgcDtu7c2CZb54fZ4HDaDQaCgaDZhQjkYii0ajq9boqlYoODw81OzurRCKhmZkZzczMKJlMjjgPvuMf2h8vY3gDwfny382cPctxAXb9efSEAHN7fHxs7xWJRAxI+kCAz5ienlY0GtXJyYnC4fCIMW232wau2avseX9exp3vP/TeL2MOf5tz8ucqEAhoZmbGjPjJyYnq9boCgYDq9bpKpZIajYai0aiB/6OjI52enqrZbKrf7ysej5vzwIF2u13Nz8+rUCio2Wyq2WwaqCyXy2o2m0qn07p27ZoWFhYkDQNB9rYHBS/bnv1D8+ftACCEOeT5BoOBcrmcut2uHj58OBJAPn36VM1mU8lk0v6MwKRcLltAwV5MJpOKxWIW3ObzeV27dk25XM5A4unpqR4/fqzDw0PNz8/rlVdeUaFQGPFX/kz4c/uy9tY/NMYBHs82Hlx7u0Uw1+v17HwRjExNTY3YOtaEs0mgwOd2Oh3zOdKZDWWtvC3gz/0Y96nez3pb5MmWlzn8Zz5rvzNn7MVxDNPr9WzeOI8edPt3AdgCevkdAjt8PLYMEP7gwQNtbm4qGo1qfX1dCwsLmp6eHpkzP1fezjwLz7ys4UkIPzd8hwf1YDFwhSTV63Xt7e2pWq1qY2ND3W5X9Xpdksz2HRwc6PT0VBsbG1pcXNT8/LwFq4FAQIVCQdFo1Oag1+up1Wrp8PBQU1NTSqfTmpmZUSqVMlsHKcUajg/vR8Yxy8sYz/Kj/kxxRsFtvV5P9XrdbNfp6anC4bC63a6q1apqtZqq1aoGg4EikYji8bgF+gS5nU5HwWBQ8XhcqVRK7XZbrVbLzjS2H4KGQAX7MDMzMzJfPAPv81W4+LxjokDDP4A3FOMMKkbdOxP/sz4axQH5z4Ht39vbU6VSUSKRGAGUfI80dGDS2WaGMfVBzjiT5v/t3+3rHjgLfzBgjQF3RJ5HR0eKRCJmgGKxmI6Pj3V8fGybbHp6Wr1ez5hU5oB/Z7NZ9ft9tdttdbtdTU1NjWQpjo6O1Gg0DCiRMSIrxfCghcP/rEPrHfLLDtQwbLAE7LFx5op34x+eiaCOZwPcEnjhGLyT73a7Ojw81KNHjzQ7O6sbN24YkPHv1u/3VavVjKVn/3LoJRlowFiPz9X4mBQ0j5/FcYDpMzmcQe8sOE9kF3AqgcCQRW61WiNzSGDb7XbtHWH4ADrT09MjZ94HD+FwWK1WS91uV7FYTJIsSD49PR05K5458oHA87Iw5xnjn48tGQfvg8FArVZLxWJRpVJJ5XJZ1Wp1BIiVSiV7n2azqVqtplAopHg8runpaQvqa7WavX+9Xrf57ff7ajabmpqa0uzsrGKxmBYXF1WpVPTFF19ob29PqVRKmUzGnAhnQRqyyeMAZvxdX+bwwMlnuSFBOJ/NZlP7+/va3d3V4eGhJBmL1+129Ytf/GIkKN3c3FSj0VAkErGzOjs7q3q9rtPTU3U6HW1tbelXv/qVfvrTn2pmZkanp6eKRCIGVNbX19Vut/X555/r4cOHmp+f1/z8vO3T3zYnHrR8HcOTec/a+96neVa90WioWCyOkFKFQkGZTMYAzng2x2d7vf/h/bAB7OV+v29Zx5mZmRHww3P7M+LnzL8P/vll+4lx/z7++eMgcxwf4FeYL/6NvQLEQVx1u10jCwaDwYjawPtHb69QFOzt7SkUCmlxcdH8KsDU74Pxd/iHCJdJB2vpg1Fv9xjeXzAH3W5XtVpNDx480MHBgflJMAtrXq/Xza55UovPLxaLisViOjk5Md/Q7/ctA9Rut5XP5zUYDBSNRi2AYc28zRufK+ZrnJR+GfPGGCexve1jv3vc2+l0LKN7cnKiSCSier1ugUa329Xs7Kz5Tp735OREkpRKpcxnnpycqNPpKBaLKZlMKplMqlgs6vT0VKenp8pms8pkMoZRGo2GZZH4DL/G31igwRh3IBhCaShTkWRAg98BGML8eXaGQxYOh9Vut3V4eKhyuWwTfHBwoGw2O+KsTk9PTcJSKpX05ptvmpP1z+cNn08L8jNsQA9MeeaXdZjHgzMPZtlQpKh91MrcMKexWMzm6OjoSCcnJxYF854wfDh0QJs0PGRHR0fa3d1Vs9lUPp+3NC4Gkp8nEBoHJxwoD1SZP79GLzL8uox//7izh4HDaPmfJXgY3zswotVqVfV6XcfHx4pEIpaVINjd2tqyec9ms2q1WgZmSAfH43HlcjnNzs4ai0BwN87u+Xdjb/y29590+OD9qwLuqakptdttm6dgMGiOkswOjgQH4ffQzMyMms2mKpWKyuWyQqGQnVMyE7FYTLOzs3YGkBeR+YnFYiMAj0CGIG187lhfzoSfw5ex7/g8f2aZT/88/v+np6dNsvjxxx+r2WwaqTI9PW0SxampKTUaDR0fHyufz5tjqVQqisViI5K/Xq+nw8NDNRoNzczM6OjoSMFgUKenp5YFODk50eHhoSKRiK5evapkMmm/7+fDA8Bnnc+vw9Z5WzEuEfSSrmg0qps3b2p2dlZ//dd/re3tbTUaDSMHkIQGg0GVSiVtb29rdnZWs7OzqlQqarfbSiQSxo7CxBeLRRWLRSUSCQtkV1dXtby8bATDw4cPzSkTFI8/nx9fR0D22wa2y2e7vf8iAOv1embLtre3NTU1pUKhMMK4Q3LBapKxbbVaKpVKmp6eViqVMkBHYNfpdNRqtUYkaD7bwv/7M+kzH1+lIMBXeBD+ssa4H+ff/r+lobQUYoR1J6sDweVlagQbyCU3Nja0u7urTqejbDarhYUFzc/PK5vNKpFIKBwOm9RxMDiT/VarVctQklUaf8bx7No4OfB1BBw+CPUSOshGL/nE57fbbTWbTW1vb+vJkyc6Pj5WLBYbOfODwUCNRsPm8vT0VKVSyTAfMj4ANHM1jgFQJNTrdR0dHSmXy5kNGc+wPYvwfNmE1FcRrONYiOyGNAxmCc5OTk60u7trpK/PREajUTtD7CEvUzw+Ph7JZlYqFaXTaR0dHalSqSgUClmghy3BF0OuJpPJLwVLnngdz9acZ7xQoOEnlcEC+hSsZwFwin6SBoOBKpWKGo2GUqmUOp2O9vf3dXBwoGq1aotGoJHP55VMJu0ztre3tbe3p5OTE21tbanf7+vb3/62GYKpqamRgMYfZj88kPBO+mWP8QgXwEsGYZzphTmShoYcWUaz2VSj0VCz2bT02+zsrDqdjsrlsqamppRMJtVqtexzyG4QxJCOjEQiymazmp2dte+H0fYgxYMW/szLuXyg9qxDPsl8Mfg+zzD5n+HfBLFeu8zz4lg5hOVyWY1Gw/45OTnR1NSUSqWS7VU/17/5zW80Nzdn71UsFi3II0vV6XS0urqqdDptki0MtT8zPiv0dQy/Tn74ANuzmR448Fxky/r9vmKxmGZmZmz/Au5OTk60t7enUqlkmlN+PhQKWRoc+cbp6akFEM1mU51ORzMzM5qamlI2m1W321WlUlG329XMzIw9t99L4w726wJ/v81JPesf5IvVatXOTjab1czMjGUqcL6zs7NKp9Omq+f8eIlYt9s1ByzJ5q7T6ahUKuno6MjA0OrqqoFJHwR5cmfcCX+doNnvo/F5Gg/i+v2+NjY2tLGxoZOTEx0fH6vf72ttbc0Cfubu9PRU0WhUly5dMnIBkgVAjMwMXXwgcJY1GQzOMsXUgRDYLS8v23n1YH6S930Zw8+Ltw+eccameBvS6XS0u7trKoBoNGoEiZe7sNfwPzs7O/rZz36meDyut99+W/l83hhrz2yTPYHACgaDSqVSBmKwJV8FTr7K/37dw6+Nl055gjMQCNg7N5tNO3uwv14qhM9GZ7+/v6+dnR0dHR3p8ePHlm28deuWbt68aXVCkKbHx8eq1+tmR3d3dy3rBAZ5VnD2dc+bJ2V9kOHZf8CyJAtYkbgjc08kErZPCODxg8fHxzaHxWJRh4eHSiaTlmnk+zudjtX2kcX12QtUBIPBQDMzM2YjpdEgwv97nOh7WYQU/x7/bI9VIDbArqVSSZVKRc1mU61Wy+o9PdnMM1NH1e/3LeAHU5PpIdjCB5A5wmbG43EtLi4aMR2LxUwK7rGcr3sZl41OMl/nDjTGJ9EbY58mbTQaqlarKhQKisVi6vf7ajQaIww4Rgkjt7u7q+npaWOQ9/f3DZgAhNGcJhIJO+SVSsU+99atW9ra2lKlUlGhULDJAwCSivN1C+Pv9nUObywIGpBD7O3tme6/2+1a8ac0LLYPBM7Sjg8fPtTm5uaIlIBIN5lMGjOKlOLk5ESVSsWCGZhWjGgmk9H+/r4ikciIXAvmAO09z+4DNg+8fKbo6wAwXvY0DlKYU+aP+fZ7rVgsamtrS/v7+/bnnn3AIRMEc+D4uVarpcePH6vRaIzIt/yBPj4+1sHBgXK5nK5evaobN25Ycah/zmftv5fFnHpw55lCgAGZHe9EMIrIAKjhISAFgM3MzKjT6ajZbKpUKlkwenh4qKOjI9VqNQUCAe3s7CgSiVhgB5imrqXVaml6elr1et2CMdZtdnZWmUzGwLeXdHlDSGA+zoaOZyUnHc9iP6VhJs/P72Aw0P7+vj766CMdHR2p1WppZmbGgolgMKhqtarj42OVSiU7b+wHX6+CJAjnTpBSLpc1GAw0OzsrSfZ7g8HACsZhr3ydx3gW91nEwfg7vui8+fnza8N8+T3Y7Xb16NEj/fznP9fe3p6l+Ofn5y2QZX8cHh7qiy++sDNaKBTsvZBoeGldNps1+1oulxWNRtVoNJTJZEzCtr6+rkgkYkytzxyM2xve61kEwcskDTwYfhbQ9DYYP4mUaTA4k/Fls1nLlg0GA9N4+yYigLV79+7p17/+tWKxmG7evKm1tbUR9pPAgqwQ61Yul3V8fGxFpb7BxPi7jMtx/Dy+rHnzazAepPkgyz+bJAOErVbL5m9zc9OkocHgmdY9n89bQI/UcWpqyggT8MXp6allKff3963wORaL6fHjx/rwww8tw7mxsaFaraYbN25oaWlJrVZLmUzGpCx+H3zVXnlZgz3hmyJ4n0EQhK8bDM6y0/fu3dNnn32mWCym73znOwqFQvr0009Vq9VsL7RaLZMHQQYOBmcF0OA5gmPI0O3tbWPj0+m02YNWq2X1GuFwWPPz87a/vTR5PFDy42X6CG/jnhXg4OOQHSJxLBaLJvfk3aLRqGUv+G9surcL8Xjcaj0I9gjIUCkcHR1ZrSC2cWlpSbOzs2YfOp2OpqamRuSB4wTv+Dk9DzaZOKMxzur5PyeLcHJyoocPHyoajWp+ft6iWuQUkizddnR0pMPDQ1UqFZNmwGCxSaPRqOLxuGn/6EDQ6/WUTCZtgpeXl9VsNpXNZtVut1Wr1VSv1xUMBrW4uKiZmRmLhr2xZoxvEm8QX2SMO4rxhWu1Wvac09PTWl9fVyKRsHoMDv7+/r4+/fRTbWxsGJuJ0R8MzlKypGphvE5OTlQqlYzlZzNFIhFdunRJmUxGvV5Pjx8/lnTmuDCo1IcQ7JHO9BGvX/tnsbyTjnFWgv/2RteDd58F8pkPwN3m5qYFtUdHR8YU8F2kyznUfD/Opt/vG1gknTkYDGwPt9ttVSoVbW9vK5fLqVarqdVq6ebNm1pYWLCg25+fcUM4brAmmb/xIMyvlQ+u+G5kPb4AnDOM4/WGkgwPsj3YqUajoVKpZB2TWq2W8vm80um0ksmkORE/nxjCcDiseDyuk5MTHR0dKRqNqlAoSDpj8aempkakG4AW39XD75uXkZX0+43PHR8EY/V6XVtbW4pEIorFYhZItdttA7gwwsViUZVKxQgEwCHgpVaraXp62rqFdDod7e3tWfCWSqVMdkkwQ9B2dHRkDpsCQVhmQOCzsgy838tmTdnbrLefV4Kp7e1t/eY3v1EkErGMbDqdNhAsyZwmmUZACPsTFo8gORqNKplMSjqzrQQa8/PzJi9YWVnRYHCWlfzoo4/U6/U0Pz8/QgR4Iu0fcrIvc978nvaSVL9G2KhIJGJZwHK5rHq9roODA01NTWlmZkY7OztaXl5WLpdTu90eacbQ7Xb14MED/fKXv1SpVNLi4qL6/b4RTdT0SdLx8bF1BGJesJV8FjVpKAkgKbBBPL9nxZnfF5FnPGuMM7GeVPIZcb6frAWKATJfBwcHZidnZmaUy+VGGmGcnp5qa2vLmGUvvYPlj0ajSiQSmpqa0s7OjorFogU9xWJR+XzeAHg6nbbMJef8t+0tD65fZIzbAuZsnJwKhULa29szyQ04DtldKpWyxhetVst8C74YuRj+GskTwQfSqVqtplKpZBn1arWqXC5n2e54PK6rV69qaWlJ6XR6RCVD3QH4YJxMednE8leRK2AwzjM+FTtN9rZerxuBh+/KZDKKx+M2d54QZO9wVoPBoNX9gdlYL4+3Nzc31W63dfXqVbXbbUUiEQt6MpmMJNl5f9b7TTLOHWg8C3Tz3/1+35gSChXR1VYqFS0sLCiTyVhRS7/fV6VS0b179/TFF19od3fXfp4N4ztdNBoNczoYQIolkXRsbW3p6tWrZgQodjk4ONDx8bHefvttXb9+3Rw7IN6nKL+O8SxGwqeu2Si7u7sKBAKWYZCGBjgQCKhUKmlvb0/37t2zlsO+UwWSCv4hQJDOnG2r1VIkErHC3Wq1aowrunFJlj1Kp9PmcHDk/X7f5t5nMb4KLL/ovDEHz3LyfC+GnUAKrSIsU7vdVrVaNR0zgS1sOjpw9oJ/T+p9cKjeUFJ071l2vjcUCllwQ8ecbDZrtRvjtSTj78y7TronScmPB4IYPmQUsOrIA2hKEAgEtLu7q/39fSsUYw9VKhUDYbCcZMzG91ulUlE8Htfq6qqxM/7ZfIOHZDKpVCqlQqFgzzE1NaWlpSVNT09re3tb7XbbALPPJvh9MS4RmmT43x/XrvL/AGj+nPeq1WoWeDabTeVyOZOA4QCRBCDRQCYGeyXJnC97Tzor9oNZrdVqtobValWff/65gsGgXn31VZOiBYNB6/riC8RZv/Gz+qJ2cPx3+T6fRQGM4SyRX8COA9AoCoVIQlrX6/VULpfVbre1s7Nj+npJlvUmqIdd9jbylVde0ccff2z7jbmr1Wq6cuWK5ufnbY2RXzFnL0qe/LYx/rnYJEnmMyUZUcbcIVms1+t69OiRHj16ZLKcarWqZDKpXq9ndWjYJewV8mNAzPb2tq5cuaJ8Pm/f620cme5QKKRkMmn7E9t3cnJirb598eo4bvBYwv/cy5i/cZvq7azP1DOnZPMHg7OsbSaT0aNHj7S7u2vnsl6v6/Hjx9aGmWwPuIdnoMaFTAcNV7CVzWbTVAOSjFAkQL59+7YpGnxhvpcv+Tkcf99J5+2rWHn/D74D6eHKyoplEqVhu9x4PG7SbeShh4eH1tCGwGhc4sxe63a7arVaBrLD4bCOjo4knZ1hiKzHjx/r1q1bqlQqunz5sgqFgrrdrjKZjCKRiMkln7UvXnTepGdnz/l/T2QTPLDO/X7fuubxLv76Av/Zvo4X6RiEHH/vZVQoFwjgIO19rSD1Qel0Wmtrazo9PbX2wtSp+ucYH+chQc8VaDwruPBG1+vqSOHOzs5al5rDw0PVajXlcjljVu7du6ff/OY32tvb0/HxsWnkGWi3AUXUeEiygEY6W7zZ2VljCh49eqQvvvjC2H2kVrQSQ2IzOztrjuir9PIvI5vxrN/36X3PyuNwaX2ZTqct4i0Wi/r888/twAWDQes3jzZPktVjAITD4bBp8XyHElhQiiW9Tp4Nub+/r0QiYdEv2RVp2MudVPqzQPOLOOavCmwBmQQDsC08VzAYNMNOBgdpxfb2tp4+fWoHDZZKGqbPOdQ+cMLgB4PBkQ5e7EuMJUEszwNbALvS6XRsHn0B3G8zhpMMH6Dy2b5ZA86WAI3ULewwcwEQJluBXCoWixnTXq1WrfvH9PS0MTdIXtCgAlS4K6bRaFgnoOPjYyWTSd25c0dLS0tGSmCUyYxWKpWROoSv2l8vIifwrP6zHC4a23A4bMEs74Hciw5AOIVWq2WZCGpXcBTU93gpjJdFsV7ZbFaBQMBqFmBN0TpvbW2p2+0qm83q9u3bks7O+6NHj7S+vv6ljMJXnctJz+tXgR72HfYbhhQ2+Pj4WJlMxrpwhcNh07sDjFdWVpTL5SyrWqlU7O8lGYEVjUatCwtghr2XyWSsgQO2iz0mSbu7u3b3BvP693//93r99def2cb1ZY5n7WWInPEMMUQSWcSdnR0dHx/r4cOHevLkiTUOOD09NT12s9k0ppmaSAgYfHQ4HNbW1pb+/M//XIFAQK+99poRM3t7e+p0OorH48pms6ZQ4P4gGkfgw46Pj80mekLAZy7GSaMXPbPjw9s/f7aw5wB9AkmCJQKEL774Qp999pllZI+OjrSxsWFybbKX+Ixer6d4PK5mszkCjiuVimW3kUdKsqYZEKf1el2fffaZWq2W7ty5o1u3bo1I3DzJMY5VXmaQ5v/MkxH4WSTGT58+VavVsswhsuxf/epXSqfTVssIhpuamlIqlbKGBRB/8Xh8pLaADBlBn8dmkBOsF/Uds7Oz1tBBksnCwYu/zaa9jCBtfHhpb6vVGpGAggOQu4M/Idawl/gNnxH0ARpnDAULZLFXIbB/sKuQqsVi0fZcKpUyAgeSdjzA/Z1kNNhwzwLd/iG8XhomrlqtGkM+GJxJf/b39+3QHh4eGvhaXFyUJMt2ID/AKJTLZas/wNknEgmVSiXt7OwYq+C7PwQCAesiBNvoNc7+jgWvz+W9X3T41Pv45/mWqkSqdB0IBAIWcZZKJe3u7lp6en5+XplMxtKSpKdJUcIo0bEAvT1Gjp/ncDOn+Xxe09PTqlQqJuFAJjQ9Pa18Pq98Pq9YLGbAkqDEAz/pxYOM8bkbT0cyn2hGqR1AEgCj7AEvxablcnmkdZ4kc4r8Pn/npTmDwcCADnOJs4Hx88/XarVUq9WsY1U+n9fh4aH1sMZJx+NxxePxL2kjJx2+AN47b97Bgxd06hSqAUJgQKk5qVarJr+jTgrQMxgM7AIqshasH8ayXq/bfiPjQxE9lweSqQCMRKNRpdNpDQZn+nAYeYw3bO/4nL3IvmPtvorF4flrtZo1Wnjy5Ik++eQTCyDL5bLVTeEY5ubm7DNmZ2e1sLCgqampEfkZdo5WtgBGglSyYXwuNpYarGq1as7e92Lf2dnR3bt3LaCl8xDv6EHei2YzfJDm14CgllaLa2trCofDOjg40P/+3/9bBwcHmp6etm5cdIBLJpO6dOmSCoWCNQuRZCCZQK/f7yudTpuOGzDHnN6+fdvsFAHJ8fGxyU+np6etgDwSiajVaunjjz/Wj3/8Y926dWskuH1ZNUB+sJ7jo9/vG3DwGUFqpJBc1Go1bW9vq1KpaGpqSvF43PwBJEE+nze2kqYM+BR/Adru7q7+6q/+Svfu3bOsEXs6nU7r5s2bun37tjKZjBEACwsLlnmiCxjtvccvjuW9GC+aCf+qjPe41IyAnT2EXffZoXq9rp/97Gf6m7/5Gz18+NDkewBjWGdqUsAcvCuZGYCgvyeB56DQF3lfOp02Brler+v+/fvWdhRCle5WBCbjeGLS/Tjur/1Amso/EGuQKZAYkJhkJPGhp6enymQyNsfRaFSZTMYw2f7+vvkPXxPiL52kOQj/T7MWiANIv3K5rAcPHlgAyOWo2DwUGC8yV+Nz81WEDdli9hV2GayLJK/ZbGpmZsYah/jaJ9p2cx+LpBF8AknV6/UMiyGjoh6aoAJVCmvssxWBwFmL5dXVVdubYCPm2Wcdv4qQ/23jXIHGs4yAzzT4ok06X/z61782Oc9gMFCpVDId4/b29kjvabTHiUTCnDXMPhOPrIhF9sW65XJZiURCs7OzFgWXy2X77mQyafUfnoEvlUoKh8PW3mvcIL6sNPk4Ow8I8xfdbG9vG0Am/eV1jDAJ3W5XpVJpRBLgjaUki05ha9rt9pcuDhoMBtZGlEt0QqGQtra2TGsvaeRgf+tb37JU2+bmptbW1qyWw8vQvGTnRebsqz7Ds2WhUMh0j5VKRQcHBxZkUGzV7/dNQgfb5OVeZOOQEcF20i0DgO67grGGBK6AHups2NeNRkO7u7um/SXtzmVFs7OzFjwCAGEhJjGK420mmUPWHSOIIaOI+4svvjBGhHQ/rMvh4aFd6APbQcAKU+oDdYwha8X5xdFT50EHERhurzMdDAZaXFy0zBxzPzU1ZXVaZAIZnvWbZPw2sMx+mZ6eNq06Z7HRaGhvb8+CNgBWMBhUrVazO2p43kQioVgsZgGcB7GcI2xDIBBQMplUPp83x7W9va1+v28SFQJFHNqnn35qzwW7BwAn8IahZP5eBsHyrIymX3eyWZJMtlMqlaw4VpKxkxTRSxpxlNPT01pbWzOQUSwWbV3wCez3UCikubk5ra+vW6DxxRdfWICBgycr9Jd/+Zeanp5WqVTSn/3Zn1mhKo4Xxz/p2fyqgW3xsgsAWLVaVavVslqcQCCgJ0+emL2nDpHi2MHgTBbrQW+9Xle5XJZ0JtXB17GH0YMDgukiREDP3A4GAyvQ5c4WnptzMRgMrDUx60+jF29vPSHxIgNiwAfLPgPkbUQ4HDb5KyoK7Bado7hMj59nrqhdJNDHv/Jz7CMYa1+bwPyRDYZ0oa03mSNJVtz76aefWovinZ0d87f5fN7q3bBVL0KsfFU2Y/y/mcNOpzPSBl+Sjo6ODORLsrtEqIeC4ASsEnAcHR1penpa6XTaFDCsDQQez0mWl/kGE5ExOTw8VL/f1+rqqrVdR3LpfTefx79fJEjzoNsDcnxgvV4fwQeVSmVEYoiNAuv5+5QCgbP6UN81Dr9KIEpAMk4qesk73w0WJINEbQ9+l+wyl++Onx8C+vNmHyeu0eAfChwBIMgBtra29ODBA5VKJS0tLRkTiiwIg+0LmAuFglZWVoxhR8MMmICJgtVk0phUmHwO+P7+vrrdrubm5qyoanNz07TQqVRK6XRajx490unpqb7zne8olUpJGkarL4MxeBZgYWF5p93dXd27d0/FYlGSVK1W1ekML10hPZZKpUzzSfcUDjcOyN/p4EELjAIBjM9uSGdG5NGjR5ZVQQMdj8etdRyXyMDk0mEoEoloZWVFsVjMgiSfGZp07nAe7DscCg4PBqlarRrQg8mVZO8BQ99qtb7ERFArI50dRkkWaMDoANh9cSQsCQVcvDdsACz90dGRgZ/NzU1rBdvtdrWzs6MrV65ocXHR1iGZTD7XhWG/bfBO40VjzCkGg6CI/UCrPS5Poy2yz4JJMu337OzsiHNFJkR2zZMIZMWi0ai1LaRziE+D87NkSAaDgS5fvmyFhYCleDxu+nD2h2eEX5SZZ+6Zf18QyeB7Y7GY5ufntb+/PyI7Q6YoaeSM+mBJkqXRAbP82xfU+ja/vugZx40kqd/v68GDB/r888+Vz+d15coV3blzR5JGWD1ql/geH3S/KLkybjt9RpJzwx4NBoNaXl7W06dPjRH1ne6wR5AJEEeSTCYlDWUoyAj6/b5p7lOplAU4dLdpNBqanZ21phr9fl+7u7v6D//hP+g//+f/rFQqpXw+r6WlJZs71lYabULxMgd2GWICyc3JyYkymYwSiYTtr2AwqP39fSMBJJnsh3o8MmYAbMglnjsQCGhubs7q9ADC3e7wzhzkpcglaUk6OztrNY/z8/Nqt9t2xumeA8PtlQPjXZ/YG5MSBN7P+HPviQ/+vNls6vHjx9rf31exWLTnoeiYTE8ymbSGMmRnJNk5a7fbI5fQ8R1k0nxdCyCRbDhkqW+bS51Dq9WybPgvf/lLbW1t2YWeu7u72t3d1erqqubm5nTlyhULWCY9s97GAVY9EcW78HcEC9ge7C64IxAIWLCJ3/AkiJduk61Jp9PWJdTfaE/2iM/CN3iCC6LFBzOXL1+2jk34L3AKfgqbNGmQ5u2Zz5hB+KIUIMgkWMBm0L2NzA+BE/I6SCZsO/sIfyDJbCVEKkEt2I9n8xgQP0Y2nLWlOQl3QSG99AS1txnshecZzx1oMIl+UmG5KWCCkYQZffz4sXq9nvb3940l8al+ajhIDwYCQ60yBS0sigd6GHsKIdGe0U2KKJnPoEtVNBrV1taWfv7znyufzyuTyWhubs5YhKWlJV29evWZWY0XcSjPCjQ8wH/06JE+/vhjPXz40Pq6k8LOZrMWefoI2DtcwKKXrLCBcY6SbLPBZPquXcz1/v6+GRAMR6lUUiaT0dLSkjljn4mhGxiMIt8/Pn+TDA9QPAPBgQ6Hw5aaLhaLevr0qQVwOE0CMQ/I2Lc4Nn/gOcgwCwAUL8VAPsNc+c5gGFDkPawRt4bDcsAI0WknkUgYk4Bc0NednGew7h4YAdpgS5hDACfrSBoa+Q0A2INkP6defuFZI4BkNBodyWZgpGZnZ9Xr9Qw4+QwHLQu3t7etsHpubs5Yq1gspkKhoGQyqVqtZlI/Xyz5IiwVBnmcWAGoPnnyRD/96U+1vr5utQXdblfJZNKcD3MCa1wqlaw2g7MCMTBu36gbQBrJXPp3wi6OEzHsT7JV2NTT01O7TNEH26ybdyKTzh1OywPGcZ38xsaG/tt/+2/60Y9+pLt371o77evXr+vp06cqlUojQR3y236/PxJUQiKwPzlDMPq1Ws1AIoCbMw0LuL+/b0WQPrMGgcZlYJ3O2c29qVTKbDP77bwygq8avr6O7oOJREI7Ozt6+PChgsGgXdYIUw5wwh4jw4Apj8ViVofG+mBfsJGxWExzc3PGCksyG4iNZf3q9boODw+twLZSqdgZ397eVigUsnoGAB3EQDKZNPtGke94ln/SAYM8ntn0WQ1koZubm3r06JG9B7IT5J2AKu4RoaaKmkkyF1wSfHBwMOJDCbQAl7QGZq7BK9hh5NzYZmyGr29jbwLAX331Vc3NzX2JKJtkjAcZz8pqtlotPXr0SFeuXDGyk7ljL1KIDKCFYGHPUbfDGWOt4vG45ubmNDs7azW63J9GfQUKFW4ah3ghAIZkpsU8ewpcWCqVLPtBIACm88HhecazyCjP9EM6EkyyPz0Ri2/w9oZz4dUhdHtjvXluX89B8MY6+hoR2ttCPKIk8pjo8ePH2tzctEYi1B5B+vCeXh7+LKnns8bEgQasMg6Lh0L+s7Ozo06nM8J+M+iaAjCm0xEp7Hg8PlLTAUNKRIj0xV9wQpEfi8IkkzJ+/PixLSipeoKbdDqt9fV1A/DIPPgMNtOkYzzdBLBjg+/t7enTTz+1KJYgAgPF4UFKAcPHxiQj5FP59FeWhoWQOFT/c4AMutZgQFkXnpVDzsZEB0wnIVKDGFqvK34RJ+znjv9n73kZGD2kmSeCR36P+wX6/b5lZ5CUEESwjwFKgDe+VxrKNwDN0nDfwrIAqnkumCHOD4wNf9ZqtfT06VN1u127MAwg5N/9vMMbUwIfjBSFeWjhMXCkdJGb4SBxkuw15gbGk2wl+5vvJI3umQ+/j2g40Ol0bL80Gg3LhpLdefr0qTm5RqOhQqGgZrNp8gE04OPs0iRjMHh2JzUAXbPZtMzeT3/6Uyvw7vXOitwBuDhfGGU+0+vEYQeZK/rA48jL5bKdPZwNzor59jIe9h7EDusCmwpgTyaTVhNGwMm8eSZzkrnDznlyBlvU7Xa1v7+varWq//Jf/oveeOMNy7IWCgWrCcLJUkMBgEF2S0bN12ckk0kjPKhJqNfrX7oDiE6F7HlfBMwakEHudrsGOO/fv6+1tTUtLCyMSP1w8H4OJhmcGerqqLuhSxlSWd6v0WiYD04kEla/w7MhN56ZmbGzDLlBLQXSG0lGNvi9yrzQTOXw8FC7u7sGjAaDgR48eGDPtb29bfUGZNv9xX903WMdvFTMg8/zDuzJ+N5lzfETnBN07dyODPlJvQsyakgQzpQHkQBaADTvwZ7g/PsugzRcwR+T/eacknmn1mt3d1ftdtvaVAcCAT19+lSbm5u6ceOGqTs82J1kjCsP+Dz8BfesIEUCOENOwd7znsj2yM7Q9Yx3Yz+kUim71dvbVZQSzDP2BFUG/oj1xZaC/zY3N7W+vm5Bdr/f19bWltbW1sxe+/edBKP4+fbBDedGkmX4ID8hJ/3dImQyqA3j8kv2FpgD2+fJJbCKl8CSrSV4IpCQhvexMaesCXO4sLCgVqulnZ0dSWek6tzc3JcyW8zZ8+65c0mncLpE5DgPr/Ws1+va2dmxjeqZbxwCgMsXDfk0I/InukRVq1W7VI4JOjg4sLoK5AUYXukMzKysrKhSqRhoevr0qebn503qgsOnILFer2tlZcWcD8bAawQnHT5FhwFC6gOL4kEsxpCsw3h/bmRM6HZhWmhBCouAo8FZAyza7bYVyrOOGD3YQtL1yDsoWMJBTE9PK5vNGjDj3Xg+byCeN/L9qj3ng1wfZEiy76I7DRrPaDRqkbmv8Wm320qn0xaMAXjZwxw8vgcDx3xiRABIsDQ+O+SZC4JGgCogMRKJWO91tKk8F1ksSRPPnTTMLGGAYCS8jIF+3oeHh9aDPxgMjrA/PsuCrh1GF3AH2ABEQxjgLMhsMMc4Z4Jfv2e42TiZTBpLe3x8rGw2a46s3W7r0qVLNmfYDADLi2Q0fErcZxLYhzBlksw+4XTn5uZUKpUs2AYkQ6jQ+hLw7/cT/fOxh0gOPNuIU4IBhYjxWmTIHCQXnEOYWxygdyD+PV/W3AHw/N9jt3u9nr744gvF43GtrKwok8lYW89yuaxarTZCIAwGA6vZ8LUFwWDQ7vzxNo0zBeDxhZbFYtHa4kI2ePlZIpEwUEzw5zOW0pdvW3/RrAb2HZ022QC6NSKrYU/iH8icInlircmIAlLJIgKaPVHDHqT74/T0tFqtlpFPAJdOZ9iK1MugaDvNfsZe5HI5vfLKK1paWjL/Ig3Bla93w/9NOjgfPvD2foMaJfwBdhVbxCXD4ANIFrAAaxQKhYxJ589pk+wDGs4shCpZc7LlnnXmudnnvEM8Hjfp7dTUlNUcfvTRR7p69ap1lnsR2ZkPLvg39gB7cnR0pGKxqA8//NCUF8wRNoWAgjpJL1kaDIaXjJLNnZ2d1dzcnKlgTk9PVa1WR+5SYw3wvZxXgtlAIGC3a1erVUlnd2/85Cc/sawAGY8nT56oUqno3XffHelk5bMv5x2e2PKkDZ/HvIG56KTnA0o+AzuDXyHg96SlVw0gr4Zoo/Bbku1hyBBpGHAkk8kRAgjlDxnSR48ejWRrafjD+zFn4PnnGefKaPhAwzNfXodXqVQUCoXsZQBwpACpOwgEAlaAStowFArZFfO+1SMA7eDgwDZzMBjU3t6e8vm8Ll++PJL5oEvLwsKC1tfXde/ePT1+/NgKTJmkwWBg3Vz29vb08OFD3blzxwIXukrgoDxrdZ7BhpZkzC0teJG43LlzR8Vi0VKGsM3MnY9YASgwwAA5GHppmMVIpVLq9/vmrAEebHKi53b77FKxbvesNaY07PfMZuZdKpWKSqWS5ufnzcCwThhLNr9vGzzJ8L/nvwenC2vJ4cXAEbQCajHUkkYOZavVskPPGntpCZkAaXhfiWcxCWZIg/O90igQ8Sll0uJkXagZovXzpUuXLBiddN7GASNgFfDHPsSo1+t1q4kiKPJnyhsrr1lmbiKRiJLJpLF0BFOSTI4Fy0ebP59mxnACDknHw24DqgHr29vb2t/fV7/f1/Xr1zU7O2ttEz3rMsnAkDJ/rBmgY3p62uqmcPC8M+w5ThBg4deA7KyvOSMg5ve9RIgsLvsmHo+bbhaQhgQVeRQOIp1Oq9fr6ZNPPtH7779vgR5r6tea90VPPsnw7CrO18tvotGoVldXJQ1vaaZmCQCSyWR0fHxsjUBg5uhWhX0mWJqfn9fKyopWVlasPgEfRb0fGmYCBtjXZDJpt483m009ffrUikiRYX388cd67bXXDHB65+rPlwe3kw4f3HY6HQMqZJchl8hGkPWniB5b4oFnJBIxMoA9R60F88C+wBaSWacuoVgsGiFAAMOa8rnIbtvts+5wV65csawQn4mfInPk9frnYUifNSAg/B1H4A+A3/b2tj766CN9/PHHkmSBWK/XM5DLWacpDZI0mlPgKwCE3KOBb8UfgBvAGuAY5plsks9y4tf5XtapXq9bJigYPLvD4rPPPjPJEWvyIsNn8QH4kmxO2+2zLm+Hh4eGLwj48aUeDEMe+Rbm4JdsNqtsNqvZ2VnLCI1nJSCuqGeA8IxGo1pYWFAwGFSlUrGsJ9kLOvn9+Mc/1qeffqpsNmuSvqOjI12+fFmrq6tGTL1IoOEJZD9/gHLIZJ9lwP+CL8gicvbBWj64YA9g18n0c7s3eAabSzDCfgWT8OfS8C4eyP1Wq6Xt7W37HZ5tYWFhpHYZTHoeXHdu6dS4pAQA0Gq1tLGxoS+++MJASDh8di287+vroyJYJ9jQRqNhMiEvFaJdFzedSsObq2ERYCuQElFMl8/ndfPmTWUyGRWLRdtwpOkAPb1eTw8fPlS9XlcymVSnc1ZQTmHhuIM5z2COMGY7Ozs6ODiwTjOkIwEQbAwOJ3p1Dh+ABQDnQSQGYGlpydhmL9fhQCHBACACKHEkRP/IQCKRiHK5nPr9s0tmkMLF43E9fvzY2krCDvqoF5ZwkuFlGJ4tOD091e7urhVBotemLR7fTbtV2CcMuwfiPhjwjCVBBntWkrEk47/vpSI4ZAINgCZyg0AgYN2s/I2d7XZb+/v7pjtHS05b1PMMzirPwDv6gnWIAXTXFNzy7uwFDCMgb1wSw3cRiJGt8TIDn03xwR9r5TMvdI3DAZPVIMhttVpWAEn9EOen0+mMyI0mHRhQno1nht2FqcQBIx0AbOCE2SOADgAkwCASiSibzSqVShm5gL0hQ+GDMdaCPUrNAN8D+8R+xxkfHBzoT/7kTxSLxXTp0iWtra3ZLcX+/Xyjg0mHJ6V8sNzpnN25cnJyomw2a4TBycmJSW0XFhbsfHvttySziTjTqakpzc/P6/Lly8pms8YIEoAwR1yExbyzp1dWVpTP562eIJlMamFhQdIZqZBKpXR0dKT9/X39r//1vxSNRu0iyfH35IxPKv2RZIxuIBAwkIvshjWiZS1gly5izBFZAzIeMKUEvr57mydV+v2+ZQOnp6cNEM3MzIw0gwD8kT1h7yEBJTtCMfX8/LzW19e1vLysZDJp9hcZM0El8zkp4KvVanr69Kk+//xz8+GZTMZqK1AEVKtVa28OvhgMBnYDNbaLLATt9Tn7PlCF1PKg3JMy7D/wCMExe9HfAM3a+bWEbAALSTJCIhAI2IWWFPC+qOICH8Zz8/4HBwfWLnZvb0/SsP6g1+sZXiKI8goBSZbx4Nz77pn4OUgSwDNBHIEafgy7eHx8bIQDZA01lz77s7OzY00flpeXDSNCSPEOvt3reebMqy3AJvhWSaYUALuAufB77B38A2cDX82Z8zaQ+UNSyZ5DaQCO4f+RURJA++y4Dzp8hhzSFlII1YXPgEjPvkH8WWOiC/sIBJhg6YzxoC+wDz54IBwHzg+Dlc/nDUg9ePBAjx8/tnQbC0kBba/XMxkFxd2SjMEgvVOpVMxYBAIBra6uWsag1WppZmbGLjgi1Vyr1XRwcKAnT57oxo0bBhZ9EfukRtAbcjY1ETl9z31maDAY2IGTZJ1UdnZ2rC4FwAf765lSbuTEkQcCAWNtYMaYGz4H8BuPx+0CLOYwFospk8lYG8NwOKxisahms6mdnR396le/0unpqVZXV7W8vKxcLmebGZbvRaUYnu3ykj107MyLP6SwcRRbw+56OQefT6E94FwaduXBsXJY+T1qDTh4GC66rdAggbUB5HD4CV4x2oFAQNvb2/rkk0906dIlXb16dcSZn2cAVmHbJVk9BkaOwGZ3d9ckEoCPQCBgf+ZBi2/nCIDzhADadrKUGF8cAPscw+vrFPgeiij5MwwcwQgkRjqdNqZnYWHBQEI6nbbge5KBEfbZK9hSWnoeHR1pd3fXwAL6WwIesqoANp4ZCQdtSnGqBGBkLQhkIAGQqhKcwkBDFEgymSXd6U5PT1WpVIyl/elPf2oOnjoD9op35oCbSQbn3AMu6QwIPnr0SJFIxLr7AM65ayAcDo/0vqejFJ/J2aVWaGrqrO0n9/h4v0IdAiyslyHA1CUSCc3PzyudTht7z58jH0VL/bd/+7e6ffu2ETY8Az6KwPJFAg2AHaAMEEbgBeiQZOvIHvG3H0MGUnOBdMzLGslcsuZ8n5fNYLfGSSJsBxJPAjzA0szMjNLptJ2Tg4MDUwewjn6uw+Hhjc+TElL7+/t6+PChNjY2jAyg6ySBB62kfeafGgcksMwtwN0HY/gYgmM6LGG3kLuGQsN7Q6RhXR/zCqD3QI8GIbDErDU1RpBU2B/8C3ZEmrw2CPvG8/kBNqG9Ls0TCHaRysG0Q7Dhd9ivzDF2BSkjRB57FIYduRR+NxgM2lxA0oVCIfPbvP9gMBiRvpMVQpKUy+WMpKRxh/T8gNkPL9H1gUK3e1YUT+CKbfAyYjAtSgcCVkkj5LG/nwxyDRkZ+5T3ZS2ZV9rg8kwQDcy3Jx6xAwTS2CFwIRiYQIT3f15cd+5Aw6eZWFQAWjgcNiOJJtm38OJFcTDZbFZLS0taWlpSLBazrjuPHz8ekSQwyZ75GAwGJnuB9SkUCpqfn7dsBf2VAUGkf8iOUAzITafpdFr379+3TQwQmJ2dtWeedMACRyIRFQoFewZpKKkA6AHoKG5E6rO4uGiXWbFhAXOADjYCwRqgN5FIaG5uzowXUhVplHmp1+va39+34M1rIdHto+9l8+7s7Ojk5ESff/655ufn9dZbb2ltbU2hUGik1eQkw8sR+G9S2Mhwdnd37ZkB/H5uAATjrB5GHbbQdzHjwHm2A6DCXJHuZa+y9/lZSWYUCDL4LObcH/Rut2sSvqtXr2phYcFY+kn2G2wQ/z4+Ptbh4aEODg5MovTgwQMD6NIQ7ADQIAp8UOoNrM/wAAJhpwgocJQ+W8K6BINBK2xjX3lngoHjbACGvM4XhqjdbiuZTKpQKJi0bpLBXsVxcb42NjZs3/3iF7/Q3t6eQqGz7jTspXq9bsGAr2lheAkfdqnX6xmgxcD7jjzMLQCZufRZK0l2LiBOaAVMb3mYQ/a4NATvnhGd9KwyZ3wOPqHdbmtra0t7e3tKJBL6m7/5G8tOwzoj1Wk0GkqlUiZdYt9Kwz1NhhX5GgCFZyf459Zwgngcs2+cwf7keTkrNESgZWa321Uul1MikdDm5qYWFxetWYdnNflnkuHvSOp2uyYdI2iamZmxtQQ8wUT6s4X0mAtAIZampqbsXQCWACCCNMg8XzeAjWOe2H/4Vt9RTpIVPCMd5E6mtbU18zkAZzLuaMInJaRyuZxu3bqlhYUFq7col8t68uSJDg4ODNwjWUW+xRyhDqBLEPUAyH2kYVYJzOOz1QRLgcCZJJy9BqvM70M6cjbIApBxYf9JsnmFUCTwy2azymQyWl1dVT6fN/A46b7z7Dp2NRwOWye9ubk5UzbQhAa5D+B6MBgYTqrX6yM2DyBOsEzRvW89CzFYrVaNMPR7DjsfDAYtoPPzyVowt+PzARG0uLioUChkcmvqCCcZPrBg7thTNN4hS0Pwy3uN1y2DQwjifQDEPEEe0tIXQtljDj4Pewixx/BdNbFVnD3mljlkzfydUbw3ZM7zjnNd2AdAIOocDM4u4ANI7ezsaG9vz4pfAAAeiPBPOp22nuAYWLIb9+/ft3ZkPhWH46Zoy4NCukPgvAkipGEB16VLl1SpVPTxxx/b5vYg9Pj4WI8ePVKj0TCQR7E57zvJ6Pf7FlmGQiE1Gg3du3dPH330kaWbAfUYPuYFZ4YBDIVCI6krwD4OeG9vzxwNz+2zMmxc5hznwL+5jZc0G6wyrDvBGi0MSQtTRMx9KdVq1W6LxWC+yAAMcRCJ+um+QgtUjN+4NhwWzYNcjB46cIIHSXaA2ccECswVzLrX4EtD4MYhZq5xxD6A9oEKc46z9ynjSebOgwkyG6FQSOVyWRsbG1ZoS7OGXC5nzpLOK7wrc+0DV1gUJE1kzjCq/DdzgmFKJBK2NrDQXrPqM5m0gkQOyR6QzrKYe3t7WlxcVDh81mo4k8mMaKlhC887YPVYB9b76dOnevjwodrttnXEymazZueYH/bNOLhjH/u0M2fba3FZN2koUfDEwPhz8lmsOxk6mPxAIGDtWweDgXK5nKanp1UsFk2K4QPfFwHLrJ1/xn6/r2KxqL/6q7/Sw4cPVa1W7X6PVCplHbX8/UDU6pGV9es5GAwMyPZ6Z13SAN7s12q1qr29PR0eHqpUKlmggW3kGSFssK3MXaVSGSm05gzOzc2p0Whoc3NTV69eNXtCduFFCCmAFXfTkHVHtsp3wfCyHzjDPoAlu9/rnbWKhoEGKPI+7G3PpD8L6HB+IRL4fa8t9yQOawaR1+v19PjxY+3t7alcLiuZTOrNN9/UpUuXLGPJZ08y8vm8crmcrRfF/rDFgF/kwMVi0eSdPuvuW3jjM7DZADDWwTcKwdfip9H+k81kn1JLIA3lKvhhH9xgdzhPELfsUxj+Bw8e6NatWyMSy/MO36GOM8a87e3tWYOA3d1dO588Ny2RCU4A2GTYxuVF+ExwDKy6JPPHXobss5NkJbAZZHCDwaCpZZCb4/NQMiAhlc7qspDgjjfEOc/grAPUJZlMm/1GbTLEG4QZewMVCxkYLzvzKgJpeGcG+4J9SlbJ18iwh2hSwn6GqIpEIoaHIKg5//wMWSZKDCA4ICO9BP0fGs8daDCpTNBgMDCdY7fb1cHBgba2tqxbDAaKHum5XM4c7+zsrIEC5EEsQDqd1tzcnMlhvFENBs9u8S6VSpJkEgtpWD3PgYUlo00azmlxcVEnJyfa2tpStVo1Q8BlJXxWr3d2c+WlS5dMBjFpWrfT6ahSqejw8FDxeFwbGxv6+OOPde/ePXOqaO34/2QyOcLWcgETRg9wSvBweHhoh5R5pcgU4yedOY5UKmWBI6wTa4OR9MCEVCA3h3P7Oj9PUTEG67PPPtP29rbeeOMNBYNBLSwsGJA57/BpfJgfitG53MvLoGCFYN0w+ARLfA5duzB8SKEIjDGSBLh+n3kNO7/LfPpsCUGHbyhAAEfBpq91wlAcHR1Zmp5s3SQO2MuRPEtfq9W0u7trhsbLc/xN3v1+35oleLBHQbY3jmRlYOi9EWq3z9r5LS0t2WewxyhC49zChHHm+TOyBRjtQODsZuSlpSUrnieT4G3UJAM2BykMIDKRSOj4+OwiUOQhzA/fCdjD0JORZO6xIV7iR4Ds96cf2EyyixSIci59wwU+l+wee4/iU+wM984gswIEACAmtXX+/TiLdKcLh8PmG2BlkQZS6Oo1yMgiyeL6lD8BHKyh72h0cnJi3QqbzaZmZ2eVy+WUyWSsfTRBYSAQsJ/xxa34I8CLJJPNpFIpffbZZ4pEIrp69aoBdYivSfcdc4au+8mTJ0bg4As9+05wzp/7jAC3npMx4M8gDNgDHgwDUgAv7GWkgMFgcGQ/w7RDMkCYcbZ3d3clDcFXPB63S155R9hZ9PaTElKAUkiLXC5nYPTw8PBLLeK5f2dnZ8fsOx0aWQvuGsB2+uJt6lgAcRALnHlJFrQi5+asjl/IxvsTPAPMAeA8NwoNngHClfWcNNAg8Gb/eDvC5cvUo2AbUWfwM9QPIZ2jLoOgDzxDhgc/S7AFWIYs8O2FmRtqCMmue2KG34WcIijmtvtAIKByuazd3V3DWxA6k55ZT+SxBpxD9gP+EYzAz/lAlvNLFhcgT4aNzwJD+EwjPhzMQLBGhoy9zV6iGxyYinXgewaDgWX8uOgaqSBBH8SBl5L/Q+NcxeBe63V6eqrNzU27COTjjz+2Ikx+jgJJDjGtvACBbFS0jqTfVlZWVKvV7PIWFqFer49o3Lx+mrQlBcmeEaPjCM9QKBRUKBS0vb1tUSOAzAMzmARJ1kljkgGj8uTJEzWbTR0cHGh/f9+iR89oSMPaCMAnrCZBWyqVsg3sdcFsZMBcu922QI5gAlCB0/AdMnAIXmpDpM/PkO6GRfBSJUkGfqrVqpaXlw1ETgpcfPbh9PTUbqSlgwP9qTlAZGEwHKyhT62ilUROwgEiO8H8YNi9cyW9SbDhazTQMgK6yWD4moR+v28ObLz+AdBDIHR6emqd0sgkPe/wcjP0x56t4FmoU8L4EzB6/a//HAAB3ch4djJxPoAl2PDyK5gXJHySvrR/kaHBLsI4FYtFFYtFY324f2RlZWWk+BNgOim7zF71oGJmZka3bt0yzbI0vLiR9+XdwuGwSS4XFhYUi8WsRSn2BKPOeaEzi69HQ3o4MzOjZDKpfD4/wmJzBgAuzD/nEfDF8yDnODo60sOHD9Xr9XTp0iU7L+wJGPJJhpdSeI361atX9c4771idEPd4zMzMWBax0WjYfkkmk1aw/vTpU21tbRn5xNlif0AWkJXG0WLzFhcXtbCwoEKhYHv6+PhYe3t7VsPiAw205b6gczAY6MmTJ/rkk08UCoX02WefaWpqSleuXLG5Y11fRHrG3vMZGeoKTk9PlUqllEqljHxij9OGl/PJuSa4gFSRhjUWSAsJeKlfJPuDhCoQCIx0kSSTydzwLD4j4jsiEjASLCOXnp+ft2Yw1MVMWhskaUR+AlDH9oIHIKFg5skUIsUjQwvW6HQ6JgHHTwOmAc00dhjPWnv5KL7akw3jpBjAEEkatVXRaNTsLZfazczMaH19Xe+9957y+bz5sxcZPsPqgz4f1OPzwCUEKf7SUTAdPoVGPZxPZFh8n5f2sEZcvkmGenp62lQsnrjx3RI5C2QWfUDMnq3Vaka4FItFw0uTDnyW9wWQln6emDdJtiew22AbZI78DJiLtSfIwl7jL1B2QEYzH5DHEDfj+52gEfIBEqfTOSuwX1pasq53kix49402nrcm7bkDDZ+aRzqwubmpTz/9VDs7OwY2fAtQHy2ymKQrubSJTAKfK51tjOXlZe3u7prmkbQXTDCbRxqCaNLCFH4NBmd1HNwAikwANgUgTdBD7QIH+rXXXlOhUDDjO6nzrVQq2tvb0/379y3SxDFwGHByLHSxWLTDTRDFJkIONTMzo0qlYilV5CWRSMSkVzCYgFd+DrDpGWokPRR6s+kBRb1ezxhoabjJCJBwNhjffD4/4qwmGRgrjH2tVrPuUsiXONjSKFPsnxGD4vciANozBfw5ToXDzb6jVzdOxa8b30Uwg9Oh+NsHcP1+35xfp3N2kVMikbB3JsWO1OW8gyCK/8ZBen0xLVYxWKRD+T008L7mh58BVLPnPEvDXMLOAjAwwj4DJMkCFgyu/ztIiO3tbdPvEiAdHR3p448/VrPZ1I0bNxQOh7W2tmZ75kUGrBTzMRgMtLi4qLfeekuDwUD7+/tGeAC22J/9/vBSKQIO5o2bnSWN1BYAVvyawR75y9gIaFgTOq4hL2M+PZNFh6DB4Ezq+nd/93dKJBJaXV01O42jYW9O6nx9wMJnQNJ8//vflyT9+te/1snJiYHVo6MjVatVVatV21PcKRMKhewmYs4RjOXJyclIMMw6EGgGAgHl83m7QR7n6LMWjUbDmHf2LMQI/gMAvbGxof/4H/+jyZhu3bplZ5+9PS4dO+/AhqyurqrX6+knP/mJDg4OLIBi0JiAs0aXJ7IM0rDWhkBWGkpCAdLMBwAdgAlAIiOFhKvb7RoxIcmCEtqYQqJ42TIEHgAHoALDTZbuRVh57MfJyYlhk8PDQ8ugISGBHYc9hrzzWQ0IUjCBz+zzLl7G6Rl1bBjPJA2BJSw8YNlnl8BMfDY2BGBIFoszFY/HdenSJWueMK7FP8/ApkBwEjju7e0pEAhod3dXu7u7JiEEVAPmPVkJeYwN5pzzudVq1WpT+dl+v28qCXwqnfjYG81m0zrzSVK5XFa1WjWpt88MSGdnGXUG8mdGKpVSMpk0kpaM3iQDW4TN8/4C+0ztncea2En2bCKRUDAYNFkdZxpb5WX+YBb2NQEXsnXei/pA/CnBMbaNz/FZEB8APn78WMlkUqVSScVi0UippaWlEZLxeca5ajR4OKJ8Cg6ZnHg8bl1Cdnd3zWk2m00zfoC1Wq1mnwezAYjw6bN4PK5KpaKdnR0rTkLL6TvgeHYwkUgYc1er1az/8NHRkcrlskqlknZ3d4319FEZjiuRSGh/f183b960jTHp4CZqHD8bhI2GwUFGQYoeJhppQafTGdksbKJOp2MOBAMYi8VUKBTM+DFPyE482w54xrHiqL0kiedGngaLwjqh6wd40X0KhmJS5+szJjhbnotDAkDAmBBI4SAAjL67AtkNAB5gi3tHyI5QV+ClV8iKOGToKL2kis+E1YJtHAwGBrAwqhx8LtaCpSC1OgkzT5CP0/JzwXdjiDmbOCrPWgGOG42GZYtYZ89Ys69gSQhG2I9ILyKRiHVnQhvKngHc+7nj+ZAe+GCEZ/XZmps3b5qc6UWkjqwhWuj9/X1zhtySDPMNGSBppLWt7+4lyQgAnAOZP8AdACQUCll6n+/0ZIzftzDMdBjBdlJHw4DgAYhHo1ED4awTjoy1m2T4den1etrc3NT+/r6uXbtmwfTa2poFkNzgjfyi2+2qVCqN2CXOUDR6di8IwTmXseJEWS9JVueWy+WMNec8Ie+ThsXj1LNgOwAsgANsMbLdt99+W2+88YYBff/vF5H/8DkAhUgkYoFYOBy2QNDLE6lbZM/7+wSQYbRarZGib+/7fBaKvcKfQ4h52wFzCqAE6ELwEHR3Op2RhiP4uMPDQ8ViMT1+/FhTU1NaWFjQysqKLl26NDGZR/aHNrXFYlHhcNiynKwl5Ap+CZDKuwOyfZYP0OozndhuX3+GbfKEkzSsm2K9IJw4v/gZXz8EQPY1esiAWSPf8QlQOcngHb1SZGtrSw8ePLDssfeR2GWANMElmV1kedQUcAUB54eiaN4bJp15hAQ9Ojqy7nlepkP9WblctroXsAg4h3nkTiECW18HiQSIZzvv4Jm9ZJO1hYz1ewA7D0DHf3hb5LEKCgdJhuPA3+12e8Qn0DgCHOybRUhDAgPsgn/ls1gvAuxwOKxqtarNzU2Tvw8GA7tEF/v4vMTAcwcanvliU7IxvTSGxQbEwOoxIbR8PDw8VK/Xs+4dOBEWrFwujxQrN5tNu22Xln75fN6Y0m63a1kKfoeFRU9ZLBYVi8VMSsXnE0ThjKUzlu3DDz9UOBzW97//fWUymYnZFqQP9GvH4XlnBihhrincIY3IezPvbA4AJcXw/X7fuqNwuy0X2/F7GF5kCxiKSCRiRcJofJkTDjAbFHaHAI6NKsm0rqSFvbzrvINifDSbFGgC0DisOHkcGk7As6v8N2nJfr9vgZsHIEj1vBQLw4GhwCgA7DDGrC16Z8/0c1YALhhWAk/2A5/j13qS4Z0PDDhBOsbczyHOi8CHIA55Gu/gCwD9PEgySRPP7KVafDb1C+xXgjTmyjOHgErfGxxQQIp+MBhod3dXv/rVr5TJZPTaa68ZQzrJ4P1Z21arpa2tLQvevcQDooX3QCKB1IKaEs4oQVe3e3aHCUw9WTVkAtgMmFfmgWwODsM/sydEfEMHn0nCufA8AFXOqs9eTjL4XTJ59+/ft5ajt27dsruSOIc8J3vfFxHzDDxjPB5XOp02+QgZCT7H670hi5LJpMk2YG5h5Dn7nEkfSLNmMOHSaMBz9erVkXoPr82edO4gSgAu3W7XCJxms2kd/KQzP0vLcq9VJ+DmojwyWl5O6tUAPD9BADaPZ8C2cR4JJAgm0G7zd3SHZD/DmkpnWRjYZPT2g8FAiUTC7POk5MCDBw+0u7tre6LZbJrUgzsWCLSDwaDS6fQIUYLN4Uxh/zxhgP0Dz/gMhAf9nFPvJ/lZL+/xenmvzuBZxyVWBBrh8Fknt8ePH9s78gyTDG8D2DPFYlHlctl+hosBeUckUV5uTlYHf4zkF1znZTnMp29wwZnDFnkVDZJYf96RAxJIMF+cVy/3Zm8GAme1Gvv7+yZBlybrtAfJQx1ttVrV1taWAoGA6vW6Njc3RwIgvw+ZNwIC6nHZRwSaEEb4Ts6qx9v4Ay+dZU5YW9/1kf05TsT64nBw3ZMnT9Tr9SwDFAgEVKvVlEqlvp4aDQAPjiifz2t9fV31et2YJ2mo/4RxGwwGymQyZsBga9LptMlH2HgU98LYw/CjBUwkEqbRZVFisZgdtnQ6re3tbTO4PvVbrVZVKpU0PT1taV+KK9kkqVRKwWDQ2noCMsLhsL73ve8pn88/73SNDEAZ0rJms6n9/X2bBxw+wQ5RNqCDMa49J1gBGNMRAP0zB51WpgDgk5MTc4Y4jFAoZJcJMj8UjkujhW0+PcnhJR1/enqqTCZj4Gxubk6FQuGFjCDrDfg/PT3V3t7eiPH2EhTf5Qp2lkCIzg9E7WQp+Cy+DydIUMIe9Iecfea1raQgAdvU3vhAjcASdgLjSvefwWCgw8ND06hPwpDC6mPccXisG+AOkIJDRvrIHoSl4d3JJHp9J/vA69NZE3Tx2AWAIPPojZ807AKEAcMZ+/ooirIBFZ1Ox9pZf/jhhwqFQrp+/bpJ0c47eDYcCQHRxsaGtre37R4IAlTP8HptOEGQz+zgED1TSbaOtcHRMic8QywWM0ad4J7A288/DoDvZK3Zw2iJJenRo0eam5sb0TWT2Zx0MH+seavV0kcffWS1FtTfIL8Yf0+CdWxdMBi02gT2XzKZNOkQLWjZt54h5nkI7mGxCWaYI/YUa+czE9jTqakpraysqFAoqFar6S/+4i/0/e9/34DyuEz4vAN/idPHxjGfnAGY+XECxHdpZE59sAZLTOaLd/JSTqTFEEQEO/79JI34E/Y9ts8HNbwP93hQpMs80fgEVnlScoDMC3uOLJAnS8j2QLDQHpR3hiwgmAc4+6ADHOMDSi9nlM72MdI0yC3m2zeqYc2lod3zmQ+Ijm63a1k5PsvXOngJ1iQDu8B3h0JnLXR3dnasJu7o6Mj8Ayw7eACijL3n5XHInfAjqDvwj8ypJ53wQdRV0ESA/Y+t5XPAI2SVJVm3TjAr2QH2c7FY1Pb2tpaWlkxqf97hZW+DwUCNRkP379+3ltrlctn8I1lC5gIFALYMos1nZaiXZH7xG/58eVl8PB63zCbP5ut/mSdqZaSz/UdmB5k0GV2kjpxx3zmLLOnz2rrnDjQwEjjCXC5nt/JyyMgqlMvlkaKR+fl5i7qRQQQCAWPdCRKazabVUxAZ87lenoWhYKIZi4uL6vXO2uhVKpURrSSMLsCUtDDPyKbI5XJmUDECDx480MrKim2A845YLGbdSQ4ODkz7WK/XNT09rXQ6bSAuFApZNwkMOJskm82aDO3k5MTmHrCBwaMzlE95z8zMWCCHI4FNpQizUqmoWq3a5stms8pms8Yg4PwBV8ytlwgR9PT7fbsIbm1tzViN8w6vJ0ai0mg0DJyx/siNAH8+8sfReGkea+mL3AhSYI0ozCXYoBbIfycZOv7xXa78ZXsYO58pYMCOIW/o989aqaK/nYTlY+29xOfw8FCPHj1Sq9UyiSOXIM3MzFiHDrIcXo9LUEsa3Btvnpv/h+Hkcwk+yED42iQcNjIiDCmBDGyiL/6lrSFA0LM9R0dHun//vnq9npaXl/X666+fe+58MBQKhZTJZLSysqJWq6Xt7W3rfiXJ6gr6/b7ZE+aHIBLn7bMFdJoC3MJ++oCTc99qtQxUkw3wF14RFPls1HjGLJ/Pm3NAhkNr8l/96leam5uzughp1GmfZwBWpDNmcXV1VaenpyqXyyoWi2ZvYLRx/gQTPiPmAz4CDZh634wBooP/RnoG2KBg9Pj42LJw/X7f7ArsK+wgIBAfsby8bNlU7PLy8rLq9bpmZ2f19ttvGyj0wfZ5B7IL9sf29rZlGZACE7TjO3xbac4J4ADgBliBeICkg+AjG07A6jvQ1Ov1kfohD3591hagznzCXJPRQ4UAC95qtZTP55XJZMzmkVWeZBAsHBwcWKtzGN39/X3rsIYfQBe/tLRkNQYoBrDPsVjMAC4ZemQjXvKKHcLueakU6weREwwGrZYGDIPfxj/4z/TsNiQCYL/X61nxOmBzkuHlsJBia2tr6vf7+vjjj7W7u2trdHh4OHLuCODxNZwlzh/ZWGw7BIE/v0js/EWJ+HYCV3wkthRgDTbEVwH8kXfh+/g+mnnk83kdHR1ZJzqa5pxnEHx7H31ycqKDgwNTI7C+dJPyJK73abyjv4zZB3U+AwHxNj09bXXFkKfeZxM8eJJfkp1JPtOfH0lGWhH0pNNppdNpFQoFy6KeN/P93IEGl7H49BryCKJUaiCKxaLm5+etyxHdA8LhsEmXMJChUMhABynu3d1du7gpm82qVqtZFw103dKwpZ00bCcKQCTiZ2MSPNDJgUwKWuVUKqWtrS1LsWEMaev6N3/zN9rd3dXNmzefd8qGk/z/vmdxcdFkYz4yJDXFzdUMAgT6jEtDhheAyGcjJcDBANgA0V6Pj67cy4swkGReYDW4SZMidF885NcCI+lZ2kqlok8//VSnp6daX1/Xu+++e+65g7Vtt9umyS4Wi2asfDoaCYMvRPSyGw+A/MHzhgLjQfrRyzg4fB7ISTLJBfPI/ElDph7nhAMGFPI93kmRSdjd3bWMwHkHHZ0AsJVKRVtbW9ra2jJGlEwGRhsn6mt6YLpIxfo0LLpcpEC0VCWYBfyQnQBQA4DZR2QmYJoBQgAdH/h74+mzo9gOHDxtLScZrBFrkUwmNT8/bywYoJiCXIIy1tgTMoAdgBykB2CHwfzCfHnJCoEV+0IasonesXhH7ZlmnJJvLXpycqL/+l//qzKZjN566y299tprWlhYUD6ftyBxkuGzZqwNNoTaAW5x39vbM9IAoEEBKBp/smW8GxkQHDO+yDP7ZHGwrewZwBj7kSJpGF1kfl5SwJzQ1pjC+//xP/6HBUBvvfXWiGxhUvkP39vr9azLFJlPSdayvFqt2nyRSeCMsId8IMCf4bN9dgJQSCDj5RpkaQG0XhYEO0qA6zNyvmUm+xa/EIvFlM1mjWyAVCMI4XPPOzh3qBNarZbZZYAr60x224NrnxHwBd1c6Ma8kH2hnocs9nh2krXwLH06nba6Eb6D+75YJ8A0tpWBH+dzpbOC6FqtZrWQk55Z7IyXy3mbGgicdfPkpmsvl+UOHJ4LPBKPx23uULjMz89bt02+i6xPOBzW3NycZS9omhMMBq0RjC/6JvBHRcF+xndBRvuAD5KW7+Y+Fcih82Y1sPHHx8d2vUAmk7FaFPwHttln+TwZ5bNZnGcvS+KdsWvxeHzEpkKy4V/4LP4em4yNgmAeJ4ilodQ5EokonU6PXO3AnCLjpEj/eca5ajQApvRW3tjYMEYKwwYzLEmlUslkVqTucTa8BDo5GCw2CvpPQAfsBxG+l6N40JdKpbSysqJGozEyOTh8FhHnRHpufX3dpFcEQiwYIGFSrTwHq9MZtuFNpVIjdROwm9JwI2azWQN1ABrSYtSlsC7cD9JqtUYYY4AJ88U7AAKPj48tVeadmtd7k1rE2eAEPZhCu4qBJBvw5MkTYwInCTQwVgSOBFC+iHu8zoFDR2DBHMEkkcJETgBoBphJw0yNNLxYiQPIXvUgGqkBYJjPI0jhGTxrRZBBIAR4xrjTFWUSdpkaKBzq3t6e3YNC0ImRAdxKw7PE3iebw5zjnKVh33/+nyDj5OREsVjMWBzOElkRpDkUhbNezK1nTZkj9i7fyXwRKPl9m8vllM1mJ25HzTORTUBeQ5CEY6JQkT3GeSAzyVqzL329DKxzLHZ2i/r4ZXKsD+DDZ9awgTgxbC6kBCQKwJLAq1QqqVqtmk0kg3n16lUjWAArk84dthLAXygUVCwWrc87coFsNqtgMKjNzU0LNggI6EaErfLZDM5hq9XSwsKCZa4humAzkQN5CZdnFDl3ONlQKGTBNpeRwmQfHx/r4cOHOj09azeNz1tbW9PCwoIFdz4Yn2RgUwAqAGb8BbWG7L3Z2Vk7c9hqshHsQfYL6+FBDmeXYJoATxp2eyNLiSaf9YXogen2pAx+yttgL5WMRqN20SWBD/t2Epko61mtVi17QZE6+zocDps8Whp22qpWq8bgSrIzA07AJ8DM43d8FzhsPPvVywHJ6kK2Uo9KnRABM9gIG+FxlD/v3W5XtVpN0pns8cc//rHu3bunGzduaG1tTYuLixPNnSQ7M8jy8PPsF3wCNUB07IJw7PV6mp2dtcsTkfL5IuhkMml3a6A8kGSNcghkOQfMC8QD34ONxF+Ad8hmgvV8Q4x2u61Hjx7pJz/5iZrNpq5cuWJ2eDA4k/ifZ3iJZ7vdHpHq8mw8g5fCc1aweT4ziJ/h3LL+7ItUKmV7z+MMCGC+i/3os7YQYKenZ/fGgUHA3MgIqV0jYCTDzhmBmEcl9DzjXF2njo+PVS6X9cknn+jp06eWyvVFcqlUyqQZtB+jYw1gGhaFifUaZYwTtzeWSqURkMjisXGRMWQyGQWDZ0U19P/F0KAxxfH41BJSrpmZGRUKBbsskHZuMIFzc3P64IMPnne6RgbPSXcVonuvf+NZWWAKRzHqRPX8GQZPOgsacBSS7CZYL5Oanp42I4TGk02OA2ANAOMcZjovkYJD49jv9+3gkH6WZNpXn2GZVDpFNA0by97B+AA02X/MCe/AISYVzoEBzAJCAPvUnHhwwl6BNRlPF8Lk+OCNvUXmiIAIVhbnjJMiE8PB5Z0JuM87CMzQi9Ltwzt+DFq/f1bsT+Gpz7T4LCH7hH0KeGC+YG6om2JdcDS+2BUgjWPI5XI2bz5bivZcGhYF+iyR7zYUCASsLWI6nZ5Idyt9+T4PguhkMmnBBcY9k8mMdMwD1BEwjBd6E8BwZprNpoFavlMaXnLIOYQ59fVvZAJwIgRBnAMCX+5hAOzDnBHgpFIpew/W8Xm1t+PDyxtgRmkRTrYAuUcikbA25jhrfAKBuydWJI301acjH8ADu9Zun7Vf9+QHe5n58oCFZx0P1ihsJtj3NmcwOGs7TatHL+mYdLDm9+/f10cffWSZ78FgMHJxJ8ADFjaZTI7IWVgHACr2z2eAIfuQVBHokz2lrtFnZwDenA9PEmAT8V+QFKw3gSLSKOY9k8lobm5uhBybZOzs7GhnZ8culuNSYABYOp22rDg2hft8kDcxYM6xM578gVGOxWLG9E9Nnd15wZljTsEasVhspHUra8Rer9VqI3uYOfaZO9/NKho9uwfk6dOnarVaisfjevjwob773e9OFGiAPbj8LxAIqFQq6cGDByqXy+YPIFE4m2AqlBOcfeTEnDvvc8ASXsoMybm3t2d7E6KJom/2J3hRksn+PLHjSUBAtCdl7t+/r1arpeXlZb366qt218wkPpb1JpikgQ72CbuPPYVQ4axC1rLufKb/f2l4tUQ4HLYzRIDjs3XMM+QB+Jzz6DEJgQz+nu9G3RCNRq1mi0AdgoM/gwR5rj32vJMKK3r//n39+te/NiaAQjmA//z8vPr9vt1pga6vXq+PpEyZ/EAgYLIJX/wnyRw6NQQACC8LOjg4sIp+WPRcLqfLly+r0+nowYMHNiFEt4lEwq6lRwvI9y4tLWl9fd3S0/v7+/r888/1yiuv6O7du887XSMDpuXg4MBS+shMfCE9QNe33mNums2m9ZImiqeLFUHcYDBQoVBQIpHQzs6OSWMw+rlcTslkUuVyWRsbGyP6ZowoXUGQKqRSKZtb5u34+Nja24ZCIe3v7xujR7aATRwOh3X9+vVzXzjHYJ/4g0EAA+PiL4+SNBI8IY3wmReCEAIHDiEGC4aJeeNnSclKw64ksKnSKKNPm0QCa5g/irpYbwyEL7AmM8X9K5PcowHL4+VJBPeAecDvycmJXWQkaUQWxQC8epBL0OYJBOYWiYGkkb3hszuwtGTPcCzsZb5H0oiB9QVrrAEsmge1k7KjBEaDwUCbm5uKRCLWsx7m24NTMh+lUsmCJe/oyGTCAHpwBujBKY+z4R7Y8ZnsL18k6llJmDC+H+fig27W+dKlS3rttde0vLxsWn6vHz/vYL2CwaAODw8ViUQ0NzenfD6v7e3tkdqxbrerRCKhfD6vra0tc5ycA+nsjJD5bTabdjEkwUogEDDGGMmsB77SsJuTl41yvsnUwcyWy2UDmWQQ6GKEQ+dW+OvXr2thYcG+w2dDJxnID5E4ct76/b7Jk8nuejaZoBEbBqDgHLF/+BkvhyBI4bnxP9RtAA4hJPAX3GZNsEPtDLYLgoV3IOtIdg4bPTc3Z0EI7zrJgGQkaC8UCrbHyHZFIhG7Hwr/xtnBPyC34R9pKI318mBsGb5B0ogvITghkMd+eR/DfHpZLdkj9hSstzR63xCBCUX2T58+1WeffaY/+IM/OPfc8fzgk+3tbQvaeL9Q6OwaAgIqiB3OigfG1JH1ej2z7YB9TzyxV3l//p7A3QdZXn1AsEz209+lA5iHlEFaBX4BNyLhRLY7CREKcQGxyhqNS60hcamrIyPmgyDmUxo2VPJ/B4kRCAQMz0K6I78i447txobib/g+/hsbiATQk7Tj0m5kWJA3XqL/POO5Aw1S70dHR8rlcuY4kQFMTU1ZupVFkM4OKYDQXzzFQWPhYTj5HcAIDAvRIX3lA4GzNmWVSsXAp5d0pFIp3bhxQ/1+X5988slIcRq6Ze5HgO1Lp9OWGiS12+/3ValUtLCwMDHjUqvVdHp6qoWFBbsVnMAqGDzrUkOffp+q8oabIMRroCWZk/FsAQ4IyQ2HdDAY2M3prCddjbgdF9aADeRrCDCSdGnp9/t278Z4SznqamZnZ7W3t6ft7e2J5o5D0Wg0dHh4aDIM9grpb4wwQRdOAHDAPBA0YSz9PgNgeXDngRPgHAeGIeEgYnR9YbiXSSE78oyxZwf9c/K+h4eHI+nf5x10eiMVCoNCho5z65+BrAxz4GsAfC0ArJd/L54RoAIAISDjO3wGj7otDBvacG/cfCqYDBUSGf4cfSkOSxp2UplkEMhDmGxvbysUCqlWq6lWq1kWjQwVz48j81kh9gDGn/1EjRaBppfg0WQAQMKekGTBGPUHZOpwRM1m09ZRkgFO3yEGQBaLxXT79m2T4XA2PDN+3oGtCAQCOjg40IMHD3T79u0RmaY/R6HQWZvdS5cuqVQqWarfy8Rg8Jkrnyki00ntiSR7D2koEcV/VKvVkWJIbGMwGLQ58gQFhexc3Ma8FgoFXb58WbVazVhDL5+ZZJBxAmABUtgDgGKCXOaA9/AkCbbISzSp1QBEQLSQFcSuMVdIs8gCEMARYDOvBIbYWgI5gI8noNjDAH8PMsEDk4yrV6+an6RrZCQS0dLSkpFEzWZTBwcHlnlFCsyae5vGWvogXxrWquKDAH68L34de4kNRi4FCYINQ0rE70MiQP4RqLF+2BPsHNK+Tqejzc3NieaONTo4ONDW1pa9lw9eWStsMIPAzdcZ+D/nd9mj1KX4ujYyafgZgg3sP3sMiaD3mewfMsLsSS8d9RI1sI0n3fj98w4CaGw9RBj2hUCbPQGYx3+SnRknnySNnGfmRRreyUJgynN4PA1B50lf3t/7HL6Hc4+fQi6M7+33+yYRhezyduB5xnMHGsViUfV6XW+//bampqb0k5/8RL/+9a+NMWBiWFgKRPmHTAQOFuNEVISDJSXDBUqSRrSlSLjYVDCyU1NTxpACIrPZrC5fvqxms6mNjQ2TDbRaLZXLZWOv2u225ufnNT8/r06no1KppMPDQ/v8bDar/f19lUolXbt27fl34v8bdKMJBoPGGpDNwGDg6NrttmWJAA8U98F4eEBKSz/kUdIQXNDej/7rjUbDirTy+bxpPSXZ93GbKvo8UrNzc3PKZDImacO5RyIRFQoFA1Wwf764qN1uT2wEvdaQG3IxMmx2z9xyCKg3Ya45cK1Wa0SKwxp7CSAH1ctYJJlT9occx8QzeIDO4O+Rd2FUMM79ft/aLsLg8LxI5s47MGqwPTjE+/fv23ljvqQzkA5bzJnyWR2Ah88M+WIzjC1pZIxpPB7/0p5l/WDKMGCepCAI98Xo2BYIDVLUU1Nnt5ofHh4ql8tZ6nfSwlLY42AwqPX1dX322Wf66U9/OgKkfMMIH4x5zTJrSjDlJTxkgWCdeR/2E/MC2PDsJ84Kx09WhOcmkCZFDoAhY4JE6PLly7py5cpI0A1zDbg97/ASu5WVFf3pn/6pHj16pIODA5NHYKvIGkCuwLJzERfAMRAY1glwrgE8kFRkktgTyOawoQBPH2DDrNLFheCLO3vYc8gQOfPUnqysrFibYbKHngk/7+AiW6SwkAPse3xmrzdsEMB6S8OuVbCcHrQPBgMDWQTD/mZ29iagsd/v223t2AkaTHBTO3OBzWIPSTLpxdTUlLLZrGUsAIeeQGBd2f+TDPyaBz7YD8/GIn2kZgKyjLMyLg3zth9bXa/XbY9LwwuJsZnsNYIviAcCRPAA3SczmYztM0kj/gQbxlrTeRFFQbVate5O2Wx2ornzBdWA4m63O5KZQFpJsTeZWv4boonAgU6Y2BbOBT/nmXqySx7Icm49YYg/J2AIh4d3SLCXqZ/yWSb8EPuDLoK0tGafnHdgewHnzWbT/LXP9EAcY8f4b2rAfDaLz/WZAsgY8B14ezxI8hkIvwcJVglYkdjys5x7cPRgcNaEBf/Cz8fjcXtf1vWlZzQSiYQVHDWbTWWzWSWTSUlDdr3T6VgBG4AKZ8nNr/Rsb7fbIz3g0YMxSWhiYZsxUJ6ho6CIi2QwrBh8ABUdLU5PT82JUHzkC7Db7ba1n93Y2ND09LTm5ub0x3/8x3ZD+CQDY3zv3j3t7OyYA8EQwTJyqDB2vkhYks2LNLz52WvCB4OzjgK+HoTNRkDI5kylUlpeXjbpltfb4tgk2e/hlIPBoN2sXi6XDTDS4pSe0D5lHg6HJzaCJycnOjw81Pb2ttUYeMYWQA6Qw2n6yJxDSUYBxsM7Rrpa4PgALcwJB4rDB7jhu2FgpSFDBKvi59/X3cDs4egIpNvttrFgnU5HxWLx3PPm0/xkupBJABx85gAHjZEjCMKZ8GwAYFhQjCP7j+fGsDEntM30QILvZw7RM3OfDWd6enraumzARvHMviNMt9u1eyEKhcLEd0HwHKHQWRvEa9eumQTTkylkVySNFItTAOgNMnPig8vxOhSytTB8fq9xbjudjjGEOGMuAyVDS+BarVat4BsNNcA0Ho9b1qter1u7VILsSQMN73wSiYTW19f18ccf27kkEIcYICCCOfOdZFh7f3+ONOxe5juVAaQJuHDgZHGoQUomkwbaASuJRGJE3gJ50Ww2rYsiUqBw+KxrUKFQkHR2I/VgMDD7PWkmiPna39+323lppoIvJfDy0ilJtjewHZxTaSilo7YJ34Pv8FInbBMtxMl8AkJ4Fml4bwU2EsILZjQUClkmlTox7BmF1XTNYo2wzZOMaDRq0mD8PAw6xGWxWDQfCPmG/UM+4mWlSFzAJfgCsjmewfcyH8gqCDLfXpiARhpmJ7EDPsuGPWWeOO9efsr6zs7Oan5+XleuXJlo7tgHhUJB29vbqlQqRqI0Go0RVQnkm5czc+bx+5BSnrQgyPLn2O8BPg8g6+cV/818E/RJQ7DP99KSGF/EhcWQGIPBwOTgzOekkj0fSLB++Huey8uQmEN8J3Jkr5oAA2JrIGVoA02g0O8Pi/aZT69AAN8Q+HEeeT7mEp9AwAfWYz0IMJLJpLULJyAB1zzPeO5AY2Vl5ewX3Av0ej2LqAeDgUqlkm1SUkcYOAIKLxkhai6Xy9aFCoMKGMLwoQsLBAImRaJrC0wU/dnj8bj1+5+ZmdHKyoq63a729vYsmjw4OLDLvjA4fB81FRgrHPOkF4BJZ5vwyZMn2traMv0rYAZHiLNlI9H9KhQK2U2M0vCqepgnmCo2KsGYrw1gY3Fgo9GogTGvA6Wom4CDIDEajapcLuvk5ET37t3T06dPTafHgYHNhdWWzjpW3b59e6KOU5JMIw27wnfBfEqyYIZgg5ao0rCAkUOP8ZOG2lRALYaeg8s+9+y4d9KSRoygT036NDpGBnDqATh7DgYCIEjgd3p6qp2dnXPPG5JFAg7+m+I3nh2WG6fHWQBg4BwAX/w38+MLHz1zQlE4TPS40/b1AhhNQDayRjT1rK9n7X1WFONMS9tr164pl8tNzI6ir2bdb926pWKxaGwZxho7FAqFTFrDGQb0EmAADpgraSjDAExHo1HTCvPOSBfIYHiJG+w+e5tg19+X4bsvoRmnlkU6K6Kt1Wqan5/X8vKyBccvMneA7WAwqFdeeUXlclm9Xm9kvqg563a7KpfLNq8QL1NTU9ZiEzAL+QF4G6858Re3epknNjAWi9nlftVq1Zw+mVp8D0Gg18zzTKlUytjkjz/+WM1mU6+++qru3LljZ2HSOgMKiykqBSQDyAhIx4M2pC5k2bBFnjjKZDJGJhDs4jNgYKVhm3jfCYe588QRGSjugAKg+wLRTqdjhbycbWSw2HH2iyclJxlk6QgkmS98vNeiS7LgApAI2MaueLkQ55RaLDLk/Dz7Fn8JGcG+o44CIsKz2vgKyC/IiHg8bgQrYJyf4/sAseCcSYnQSCSiRqOhbDarW7duqd1ua29vz2qUmC/8BZkbglRPerAXvE/g95H79Xq9kdoKsKCkkb3DGjGnrAEkAhcu+yYbYDQynqw/cxSNRrW7u6unT5/qnXfeGQnezjsg3zjzZLY86Q1ZxM/jPyF1yHgNBgOTlPl6DQINj+84/76ZC8GWNPRf+BWkpFNTU3b3D/sPAsGTWqwFAZEP/PhvZG3P2xHzuQMNNplnbU9OTlSpVIyZBAym02m7oIVD5wvAWRzAy/7+vqrVqhl9jKQkm0SMFhOCgw2Fznq1n56eGnMinTkdNh3sDBuVyBOGG2Naq9XU7Q4vgMHgfvTRRzo+PtYPfvCD552ukcHCz83N2U2bGEY2B+8KIGPBCQR8lMqmYx14fn+4MZa8Q6VS0fT0tLXQC4VC2tvbs4wGjguGkLmRZOwhDKnvaU2qnbQaTEEgcNaR46233tK77747MdsCg53L5Yw95519jZDXMyLLAJASZPkMhu/ywz8eILFHx3WYpIyRXQEGYGD5O693pt4GUBAMBi1t32w2LcjkhmHPdPvapfMMzhZ7vVKpjAQYBDswuwRjgHcvy5GGhaI4ExhpDA+Gi3lmHby0kjlk72NLeFbWAMCGrfAOn9/H8XFBKGc/GAxqY2NDkUhk4iyarxuBwc5ms3r8+LHNF2CcnyXbBrvtdeCeWfVA1Mt2CMyYQ/Yfc8L+BuwgjfSfTQDIunvnwHzBpDHnBwcHmp+fNzvoGbBJBt+BE87n89ZZCvkMWTX2CWAA3Tudn6hZI83POfJAiyAOssY7Zg88yLiy55CuMXfjrKwkyxDjU1gjpHqff/65IpGI3n///RGQPMl5ZZ0otMZO+7oWaSiPwOaPB9w+g+0zy6gGqNMieMDuA4zJRnhmFfkRAQHzABj25ASSzF6vZ90m6WTjb4mWhhee+i6Fk2Y08F3YpOPjY2s8gFQKYhRlQDKZHKlj8URJKBSyOk3mVJLdYwKu8UDTnzvfWIPnw5cHg0GTXxHo0fEPwOwzKBAKrD/+iP1NLcry8vLEc8fnp9Np3bhxQ53OWftrpGZgEbBHv9+3QAswi52HAPW2HBsEvsDG4Kf9PS3YB5+5oOkFBBxYCBvss3v8DMEPNsdL/LxM1ZOL5x3gSKSVR0dH2t/ft7OAPyTYYb0gBbzEFoLYZ3+oJSHQJMAbJzQgGrzfmpmZscuyOeesm5cBg0HS6bThOH7+5OTEaqGr1ap9Nve2PS+pci4RM4at3+8rlUppfn5eJycn5gDQG2JscAKS7Gf4BxCDwyT6B4D59CCTymSySXGsbEqcAvUMtLXFoWBAkXdQsAQ4PD09VTqdVqPRMOMYjUZ1//59dTodLS0t6e233z7PlEmSsY9eQ4esC7aMlCLvxN97dp3f93puabRwSNKI84GZRqNK1xSie9LZsCYYN0kWLSNj8/9NGr7Valn2woOTYDColZUV3bp1S4VCYWK2BUcUDAYts3F0dGTv7lOmniH3l5wB3vh5D8j4N4w5AQNGwIMZ9q7XpdbrdUvVYlD5XfS67GcCP9KVyAgkGdvM4ffgYRJ2GXCB4yOA9sXCMO+cEebK15FwNji/XitL0RvzjPQHWRugE+Dn2WcAIeDFy3WYd0Ad+6rdbhsYBNyXy2Xt7OwYWxSLxSxLOimzLMkyQDCK2WxWs7OzFmhDngDao9Go1TwhH4RJYh19poDMDsCf8+gBpJdYUAuDw2fPcca9/EQa3vaLLWBN+B1kOOFw2OSs2BFPZJx3AA48EAgEAtbSkmwBuu+pqSnrhAfjCfDwXYEkmY6bZhaQWzDmZLe9gydLydz57C3guF6vm03Ft/iWkAwCCZ8lSqfTWlhYGGEcJx1cMJvNZtXr9VQulzU9PT0Cuvx+8oEu349fBOCzD1h3MpjsLX5Xku0jzg22Fd9DsO/buxKgMHcU8kLqATTxL9KoP/ftSV9EssczYy+ohaQltTTM5LAfqNkhcOfvfEYZsoT5Zf7ItHPGWBMIGgAudtQzv2AobJZvXsJ6+EwPmRLIAew1OOby5ct64403JupOKMnIWgL4XC6nXC6n7e1tezd8xbg+HyKAzC2DTDQg10uLp6en7f40msZ4++cvMSSLCMHgJXasoVcVSMO60EAgYDdZw763Wi298847evvtt5XJZOzOlUnOrQfue3t71imSu+J4DgJfTyT5c4evl4Y1jOw38CFzSDaBvQxBiK8niIlEIiMt3vlOlDBeFolP99lRHyCfnJzo6dOnFoyAtfiu5xnPHWjwEjzAeGqMA0jBKLo+39GCYIJgYGpqSnNzc+Zg0M7RGtdHz1564FkXuo4QoaHVxfEwcbCgpG0xBPw9KS8+FyDEpJ6cnOjzzz9/3ukaGV7GAxgFuAH6PKhiroh++QwOuWeH+TsPDAlOYOsw/nSWgQGAXWLD+WiWyJmDAVMEgIZp98wXgSIMFSwFm3uSwfwgb/Daf1rE8f18F8AP44QBg+Hj/cYdH/+NNMbrRKVh+1wOuwd8fK5n4nkur231jLJ3+jBnAHLYTLIf5x2waqxvrVbTwcGByuXyCOj3JIF3mD6ol4ZOGqbEGy7vnKkv8E7TS0p4Z0CbDzK8TQFIYYDZXzgF6iCYW5x2Op0ecS6Tjl6vZ0FZv9830kGSadN5H7KHnB2cDH/miwUhPADMzBFz6aWOsLRIjDwL750jP89zwwxyPjmLPuOEg15aWlIul9Nnn32m+fl523eTSlh4HoJF1hQbwx7xoIE5oOYiHA6bJljSiESK3yET5IMpbBqBLecQRhOnzbthx9jL+BMAKGcC/4FNpDB2fX1d0WhU/+f//B9dunTJ9t2kAe7h4eFIEAE49z6P5/Y+hL1EMALzy1719zgAWNmHkuyMIv3wwb2X+fmgGFvFdzPfdEujq5Ikq4PkuQGn2BiCXPbOJAO/vrCwoFarpadPn6parSqTydi6oHv32SFfU+aZYmyQtz8AQkgiVAZkaHwG3DelARgz79zN4/0On+33uVd9QBYCCmlSs7q6qtu3b2t1dXXie4NYa9aWzm/RaNQkhsi4OMsQZ5AY7A9wgp9Dgip8B8Eln8v8ssfBfYFAwLAErcMh8lBP4O8JXLEjEHyQz/judDqta9euKZlMKh6PG8Hhg6TnHdgdvh/lDFgNEl4aFvP78+x9KefWZxE92YPECeKAPcF+xNbx+TRJwQd6sgt84+20J8J8YT4/u7+/r263q2w2q6WlJcuC837/0DjXPRqebffODKfBy2FwMB7ZbNY2TzA4vEAKjSddF4LB4AhLCkvMRFPkBZD00SxaZxwRz8NdFMhsOMikkmu1mk0YMgTAq2fCk8mkrl69+rzTNTK63a7d9OrBGreXY6yi0ahdYU+NBZsFA8XvA/zIhOzv71uEyebCgXoJBu9ERAto8SCQdfYpZc+qeuYT4y3J+ql7Bung4EDZbHZEFz7J8EWhOM1e76zQ0BfH8g/GxjOrvBMgFEDMn0tDjTKgdnzucBboVNnXPuDBQQBQyIIgN4hEIgYYPUsfCoUMVGIkM5mMlpaWzj1fHphgnEul0kiwhDEjECToxtDF43HL9Hkg6wMSLynzAIg9w+cRTHGu+F2CQeacYJm9idQDx+0ZcQwzDi+dTmt1dVXZbNbO9yQDm+MBPZfL8e50G+JdpOFlaswf9olspjRsu+v3KhlG5tvXzGDLALneucGcSrJzi8MhwOx2u0ZiBINB5XI5zc/Pq91ua2lpSXfv3lU+n9fGxoY+/fRTvf766wb2JxmAc8/437171zoWkQ3EHgPSyCKwdwBr0rDFNVlZQBjSG5wtZAp1Hezrfr8/UjuADcOGEITxd75RiSSTcqXTaa2srKjVamlpaUnf//73dXp6qv/7f/+vPvroI333u98d0TOfd2xtbVlWo1wu215pt9vm+KXR2jHOIQQZ9h57jo3DFrBvkP/5ufCAhd/zchgAjr81XBreHyFJpVLJ7Cb2jaCDtWH/9/tncuV0Om1AddKMRrc7rPc8PT21+rCDgwNjsvGN+Ap8qTQavHkVhiRr1CCdBTR01ORiOkAj/trvY0nmw70/5v99YMN5ZU0gKbxkmmY2qVRKuVxOCwsLWl9ft5u4Jxk+qOSiZUgSzjLkl7fjZA3IUPiMPsQIUuBQKGQNPFAI8L48N5nCcPiseQySJJQDyJ7AdtgJJNUzMzNG6EgynENgGYvF9Oabb+ru3bsKBAImgZtUKsq+hxjZ2NhQrVazd/ZdPrFP/B5nkCCHwJ/GRpKMuPWqilKpZFgQApjBeaQJg8+KSzIb6ou9ef5xaZ4ky0BD5hPYvPrqq1paWjLlxfOMc3kTnCrME4b+4OBAkkw6AdPo9a3xeNyYWS9zCgTObvMljcbdAX4TEykTRWPUPDNCbQCgEF3p4eGh9vf3zUiSXvcXFeGMvaHzBm95eVl/8Ad/MPGFfZJUqVR0cHBg75DJZBQOh3VwcGB6XNoGdjod05JSTO/rAHAikgycVqtVS0dy2SCMtiQ74GRuAHhe8weDQCGc11Hj3GBZAWFeagXTBeNPzY4H9OcdPs1NZxgMs08x+58FpAFUMJQ4VC+BAvhKMmOKJheHBAvqAQRgBybRgz5YAOaCecThA8p9RovfQybB3y0uLmptbe3c8+azKrA1nuknkIXVCwaDVuvg6xswRLy719B6CZ0HzYBlgjaMqS/El4bkAZ/hn43/Zh1gP3kmPocsxuzsrLLZrF3cl81mNT8/f+558/OHM/RdwWZmZlSr1exc8a4Esz6DBxDE7sCs+VoCggy/D2GZCKCxhUhMotHol4y8Z2uZG9aO9U0mk4pEIlYn1ul0tLi4aM+PjT0PUzU+xpnpQOCsVmttbU2np2dtRvf29izLxnx5eQ5AD8LEs518No47HA7r6OjIglCkV5w3aSi5w8ZiA718hSwfQTHvkclkNDMzo+XlZUWjUZVKJTUaDbs/A3kI7+qz/OcdrVZLOzs7dtM8gQYSI4IDT4TxzJA/BGD4WrJv7B2fUScI7vV6VoBOsAxYAVDyD7YL5hMyic8A6GN3fO0MWSpYcOzv8fGxisWi1VFMMuLxuB49eqRHjx6p0WjYPuD9kY1SryENaxPovkadlb/hmfPmJS++joM5g6QDLPr6QDAJQJl/exDos2/sa2wotgWSgUL6qakp64AWj8cnDnAhnQgMI5GINdgBg52enqpWq9mZok7JBxnUmhDM8X7YAggMCEAIak9ge1/D+fR1j+x5fDIkDueBaxE8CS2d+YlkMqlLly6pUCjYPufzJ5k7bAQEBxcagr985pv5Yg0DgYB1jvMyJvwOqhrOqif2fWc+sBdKAvAEwZOX49MynGfHJ/PuBMHYQLJ8jUbD/OzKyoqWl5dtTz4vrjtXMThAbn9/X7u7u1ZgDVDI5/Oan59Xt9vVw4cPrQvU+I3WGC0K/2BtkEDhfDCY6EIBHBRVkv7yDKSXHNDSDsdyenqqSqWier2u5eVlY25gkUmJev1qJpPRm2++qWvXrk2cmsTxeN1iJpNRJpOxKLXdbqtcLltEyQZkMwUCgZF2why8UChkmQ4635C+jcViyufzFv1ibImCfcobYIOxR1/oHZNnK9hoXmIBSDg8PLRn397e1vXr1ydmW3ymYG5uTqurqwqHwwZyAelkwJAcwBRxcHAKHGRp2BrX63a9RpJONB60sBbSkAnyTob1hkH1WQ2fRvcaXtg1z0Dj7G/cuKH19fVzzxsOKpFI6PT01IrpYUthXXg39lmj0RjJxozLFVlz33WEAE6S3b3Cu3mWnXMKyPXSPi/B9GvJWYxGo18KOEKhs/az/f6Zrn1ubs76o5PdmGR4Y9/tnnWh496dcrls9wtwVnme8TPhWV3+8YEfnVfQ0lMsCQgmEOO/w+GwBQPsIZwKgIC/l4bZBeQWHoiHw2GVSiX92Z/9mebn560PP0Ex52qSufPZw3EHXqvVVKlUrJhwMBiMXLAHwIUQYDAvz3Jw3r7igP2ZJPNEZhv7NBgMTMYBsQKAprCYudzd3TUA2Ol0VC6X9Z/+039SLpfTa6+9ZjpygqBJxuLiovb29iQN20xzDqenp+2+IkALRA92xcsuYdfJBgLwyWJg3wkesIOSRj6TQBUAiqabtcCPHx8fq1QqGQicmZnRwsLCSN3WYDAwEJ/JZAwobm1t2V1Nk85dv9+3jMb+/r4FuAT0q6ur5gPZT1zeiyySjlXpdNrsIvsSVty31wdvECCzl5LJpO0FgjLsH/MMUSENMydeagpohBSThjdRp9Npzc/Pa2lpycg3bPKkcyfJiIBKpTIi2/W26fj47LJQssW+/S01c/gJ6lKod2JPo3bhXamD8cSer60CD44H8qgK/Nzwe4zx2jOCYGRdXplx3uEz6rlczs7Y3//936vT6VgXOTLz7L3xIB8fIQ0JbnwuGX18Jd9LlluSzSl2DAkcPwvpT0dYL6FijWhEw5nm3bjEejAY6MqVK7p8+fII0fvSMxoAE9hMeosTlWLccrmcwuGwRbeACg/yqIYfDAZ2K+3R0ZH1+kc6IQ01prD2RH5sSFhaGIJarWa3v+7t7Vkq2mvu2YiwFRhf/h2JREzb+fbbb+vb3/62sdOTDNK2MzMz1spxZmbGunD44iUkNgQigBaYDFhv6jX4f36WlDpZhHg8bu9GWpuDBQvomVvPVuFgMHY4Wi9X86AQoEqRXCKRsLtOJmX5+FyCJ5zB1NSUyVc8u4zx9/p0PodB8AFoAeAT8fP3rDkHm7XAmOFgcO6eofGZIH7Pt8ll/5Le9Hse5n9mZkbXrl1TPp+faO7I9FHo5//xtSU0TkDaRxCE0/cpf4y2JJMAslfYu+PNAXzNi5em0e2KNfF6eC8p8P8gmUTGB5hfXl7W3NycUqmUksmkFhYWJiYGeFcG7GK73R65WRomEIaTfYQD4dzAgBPg93o9xeNx+3+f2UGyw7n2siscNtm42dlZy2L6AmV+h719dHSkcDg8QspgE2gRzW3hOLZJx7hE0Wc2isWi9vb2LMiAKMCuwC4CGiCgkL4A0jzryTt6LTQdfAARZJe8hFY6y/DF43F7duwg4GowGBjoQvpDxp5nWlxc1OXLl7WwsDDCHk4yfIOV8Tt6/DmBnCPTJmmknpDfg7AisCQYZX0bjYaBIPYz+wam0xMGFAP7n4VIBBh5KQ0FvtjITqdjUhBIHdQLXFA4aeckMsoeuHEWAINItb2EGhmY9zHpdNrOIPuSOeFdPGYAo1As62uHsPHSUAKILeFcE1B66RUAGXvs59YTOOxL7OckgzXnfdjDZGIJEiAt+G6IOIiWqakpk8bxfvhGficajSqbzRrQ9/4An8n34WuYC7Jg7HFsP3vdB4XtdtuCNfw0xfJ00yJLBZY672CepqfP7luju+fh4aH29vYscIpEIqbu8Ostyc6Rr8UFG7APqHs+OjqyPydgItNN5gRijj0OEe39ig+UyXr7LDvD4+HFxUUtLS1pYWFhpMb5a8loEAFSRLO5uWla+Hg8ru3tbQUCAV2/fl25XM7ur8CgcakUQAIwms/nDWzVajWr4GdSfCs4DBeRGzpGzxZOT08/M4UHMKJmgAwHaU4yDrlcTjdu3NAHH3ygH/zgByaz8uz9eQYyqPn5eR0cHGh/f1/tdluFQkHBYNBa+obDZ72hs9msYrGYsS4AxtPTU5XLZTP2OF4uOAOAwyIhuQJw+4AAyQypZOaVw0iQ6IEJqVxpWPCJIU+n0yapCgQCmpub0+3bt3X16lWTxk0yfFYCQ87h4sABHnwHEECcl4whifDGnla9/MPh89I03nucqeZc+MI95jmRSFiqmRu3SZ/jLHAM1H1gaKWzYObOnTu6c+fOCBh63gF4Y0/V63XF43GtrKyo3+/r8PDQ1mpmZsb2GYaHzj9eKsC7+4wQTi8WG95+6lkiL4uCkWIP+sAFtpQ/Y42lYcaIPcC8d7td6ymeSqWUTqeVTCaVzWZVKBQmlmGw9jgowOfCwoJ2dnbsXggyp+xtggyMupd+EXh4UMdeZP395Y3jhcq+XoGai3Q6rVwuZ3PmO9twFnzWj/X2cohQKKTFxUV95zvf0fr6+oj+eZLhAWevd9Y5KZPJaHV11bTKzK3vOoZ9hyBg3thDEFycOy8B4FwjBfB1dn5NfX0SWS/mhr/DeZIBgZFkfrHT7fbZ3RQ/+tGP9M//+T83oMz5n2QUCgXzf5wlAk4AHfuOgN5fvskccIY5x77QlbUlI8aaScOGCx6wQTr5SxPHs9OARJhpCBaGv0Wcc9zpdLS7u2sZaL6fe2TOOyKRs/bxCwsLNmfS8MLXbvespiKfz2t2dta0/HQDQlboSSJPMmGbPDEEEAMY04AGP0A9C3PkswJko3zLbq/bZ/09GOZMUNtCZ7x33313hLQ57/ByKHBDLBbTwsKCXd7IHiSQ8HiF9QuFQkb+0cmNoNfLMhuNxpfITuwUc+uVJeMBGH7T1wUSJIKJsD+cAUhw1gEfxc97Gdt55g27xHUK3e7ZfW1IH6XRzpiSrPkAmA37D4HExatcKslehMADR+BPCOJYE4J/vpc7lTgXnohAvphK/X/svWlvpOeV3n/VXmTtrCoWd7LZu3bZlmzLztjjScbwIAiSAEEGSF7kTZCvkk+RTzBAMMgCJJnMbg9s2bIkW5ZavXPfaq8ii6zt/4L5HZ4qtcbd1ZRn/gBvoNHdXJ56nvs563Wuc+7MiF5TmaX6CWjg378HX3/beqHoD6Hw/RUIliTjLjPm8eTkxLhjGK1kMmnBLJmkb4ZBKOGKk5iAMkJz4oF9kzeZIUpHRukrGigzSQxOzW/aysqK/vW//td68803TXhwhpOs1dVV9ft9ff755yZwIHVwIX2pqlgsjvDq2G+qNTRkkXhxCBu9HiAsJAIol+/v8P0o0KzoowHd5517zjN7xr7hVGk0CgQCun37tl5//XX9/u//vubn5ydGWqQLdBn0mOTCJwvtdttK01S3MEj+fscDD1AcHIA/wBGurj8LYbxUiHMnECLA8kE+9+TpSATb/D4IDPIaCoVUKpX05ptvamZmZqIEF5nnsyKRiDUSctox75f348cU8jUmlcELZp8wVPycD0g8IsazEbyQBEJT8caa5bnm/meg5lEyB4TwDXShUMgOxCQofdHFO/QcY9AenGur1bIKK9NP/KhMDH8oFBo5J8MjziTHHjUEmULvvOwyMALUNZ1Om62Dgw/FpV6v23U9coUsEbTcvn1bP/rRj/TOO+/YaHEPKLzoQj+wD+122yoEINfBYFCHh4fWWIu8YaM8nQ7QBJCh0WiMVCY82omM+T4LbAVVHvoKuS5f8zTGQCBgyCS0M/aRZ4xGo/rWt76lH/7wh1pZWTHdhgY5yYImjAwTsBBIkOj46rtvcj88PDTmwfT0tFVGPAjFpL6zszMdHR3p4OBgJPHwyS9BJ/1u7CkBmqfqYM/Yg+FwOAJyQU/y/qJcLlvSTLA3qa8Ih8NaW1vTe++9p0KhoFqtpr29PW1tbanT6dgZUPV6fYSGPU6TRAaRGU87Q56ZcImuEeR624evITmk94zKnKdSYVsBNvAbvj+BxWcxSCGRSOg3v/mNjd+eZJGU847p/8K++wlioOMkJV5nqJpKF1QzYht6QHxM4quWVIuRHZ+kcU3vV/k/8Q4yjq1DVwEKsY0M3UDOiUEnie1I0Hkmb6dSqZQODw/NlhNH8ty+ak6y4e0GcR0VnWAwOFKN9QmuH+qAfpGkQnXDZ/pEjJ9jfzwDAPljD5FVEmjs81eSaHDza2treuONN/R3f/d3ZrC90+ccCjIs0HOSDFALphuEQiHVajVtbm5qd3fXeMTxeNzK24PBQNVq1ZTO03481zeTyVizI2VADBlULRw42bpHZkOhkNbX1/Xmm28qnU7bQVgvkr2Nr3g8rrW1NTUaDZvbHAwG7eTv4+Nj4/gR4KJ4vlmPoAYl8mU1Dt5DQKEUSBfneIC6UEkCcQBdQPlAahFIAiMWCgLljcajfD6vu3fv6tvf/rbefPNNra6u2iGIL7NwnsFg0NAo6aJcTvXHB/H9fn8kAZEummwl2Qg/Ejg/nULSSABNwszv+kQBA+WTOZ+UYvRwIsgly/eFcP/BYFBvv/22rl27NjFnGaPDZ0Gh6/V6FpwSfPAcVMZIqAiSCUAxzMiDbx70zpE9elYPBs4AfeS9kKTSNzROK4Dixdc8h59Eo98/P3E2l8uNUJ8m2TuQHk/V4flByXAenDYtXSSfPBcJqEexuFdQYGwZgQVBBLKDgyIoYTACthOZIWCnEkCTJu+d58BBrKys6Pvf/77efvtt683CCU6Kyns5ppEwHo/r4ODAOPxTU1Oan59XKBQaaZ70AaxHyUGKoQgkk0nzBegONFTkz/ccVatVe2fRaNRQbT/X3g8q4R4JnJBVZCEcDuvVV1/Vv/23/1a3b982/+KrxpMsRpYeHh4an1qSvXdQdY+mo8P0otDQzOG2VH6pvB0eHqrdbqter5svInjFz+EnCCy8DvqeOPQQX895R9jM4+NjpdNpG2ZB1Y7exGq1qkAgYDThYrE4cbAsyaimsVhMDx8+tHcL6ouP83aDHk2ATmQYACgYDKper5vdpuqIDSMIwz54kESSAWGNRsPontgRgmoPUFHxQVehrOHPqYIAHpFservzosuDIt6f+aoYdp7nJNisVqvqdrtml9AR32Pi2SDedmPriDd8ZQK75ampvtKMbcY/AiqSzEBFR76mp6e1sLCg1dVVA+/Gk+NJ920wGBgdlPHYmUxG1WrV9Mv3ilDBYD88cOATX/acveN+fcWHZAP7QyyGvzw+Praxu8i9pybzrpE14lxsMDYWIFG6iFl8bPXb1gv1aEjnLzmZTOrdd99VpVKxh/CNwyDwCBHB7+npqcrlspX9Go2GORCMUywWs9JRIBAw40UAHI/HrQSPcFFBicViqlQq2t7eNroVTcPh8PkIskKhYIgkz+LRCR+oowyTjj9jkWjdvn1b9Xpdf/M3fzNyXD2G6+zszJ6hWq1qf3/fyoXQvhiLi9EioCYJ8SgmlR5pNKD1CATJBfuN0nvkxhtEUHJfesRJrKys6Pd+7/f0zjvvKJ1Oj1CMJkX5kD2vsPR+VCoVazymzIhT4B7H+4NwOlB1yPJ5TyyeDyVH6XAkGEJPg/JUF37n9PT87BZJVppkT0nC4VwTEOZyOV27dk35fH5iKoY3WP1+32SHniUCTn9t9AynxUAFdABED2QVQ8P1MI4gl975ITe+pwb58f/nOj644XmwLyA8JHCBQEDtdtuC/3A4bMnoJIvP4h2dnJyoWq1qb29vhDLnS/CUpdFXHKBHMklgTk9PzSkQ4HFNz11mX6WL6i8VWyhOnhYI3con9h654o90jgbmcjnduHHDwApP1XiZoEW6QBIfPXqkJ0+e6OjoyBqBqYSDiu7t7alcLpuNY5ogiDzADJQl7BT2mvfuueyACOw1fHPm+JOoEZh44MrvIT5Akr2bYDCoGzdu6K233rJDOL3OT7oIIhOJhI23xe8BUvjqvA/emFzmq3jYOvYcWlmr1RqhdrA8JYvBI0wz4vd5RvwhPhkKFNTBSCRi4GI6nbZgG7ltt9vWz9BsNpVKpVQsFkeapF907yQZ5ScSiWhxcVHlcln5fF77+/sWS2xuburw8NDoh+wVdpIg3lOq/bvn+yDyAH78nyQZe+gPdIXO7cE9gAJsCdch8MbGtttt6+1CDzgfCcbIpAv5xx5HIhE1Gg2jUPPcPhmTLvp8aBr2wAi+l2cmkJVkgbJPDMbpS+i8r/Ygi1SQer2eVTlhf+DD8J2dTkdTU1O6ceOGrl27ZjGf9x+TslXYNw7u9TaUCpcHOH18ib3h89FTH5sRF3jwSbroG+T+vQ0YfxYSRmQLm+UrlLQ1eKCGmHR9fV2Li4sj/dDI5/OuF6poEGxGIhGtrKzoO9/5jlqtln71q18pEAgYSo4A8dIJ4jlIx0/+YCwYyMvMzIyhWj77p7TrG6UIfEhoCI4eP35syk0Gzhz0+fl5Q9jgBYJ8U7I+OTnRzs6OnZjLS59UkVGUTCaju3fv6tGjR7p3794XBBy0xHNdEQRKW4y2JCDzyRzCdHp6PooOR4JzQZkxBOwNjiUWi6ler6vdbo9ktKChOHgoJASEqVRKuVxOa2trhhZGIhEruU7an+FlDgWMRs9Hr9KASKBxdHRkYw1xxOMUr/HnR748ao0ceK4ujoOf4fsgCb5KwTVwMJ4vDsdZukB2WBgiGq+oLvjg8EWWD1Ypf5OopdNpZbNZQ1AwzPCWoVARwEJRkWQICYaOihLBtq9yeJlEp0HzkT/vdEHzpAv6C3vP74Gq0PCLMYdTSu/VJJxbL3MY4Wg0qrW1tRGqJU7MUwe5Z/aOZz85ObFqpE+iPFroezyQT+TWB65+JC7ySRLDvoM8+fvFifnxqLFYTLdu3bJD+qSLRO9lgmXpAtRg7375y19qb2/PbBpJBANDKOsjS9i5WCxm8ubpFgQrTHXBeSIvHq3DbhG8MRnI0yGRTf7darUMyIC+gR3o9/vKZrP6wQ9+oIWFBfMLHoCYdFH5mpubU6FQ0N7enskiFWaCtkAgYAEDlUNkhoAFJBq9B/mWZNRSUHt+BkACncLmcX8kYIyI7XQ6NlCAz8Umg8Tv7u5KOtfZWCymWq2maDSq1dVVTU1NGQrMOUyT7h3PnM1mrWdjfn5epVJJW1tbCgQCajQaqlarRh3FbuCLx+0/MYzXS3wfewZQ6c/W8XQ7T50i1mC/AOC83PKz/Jt4CrqNTxBbrZY2NjbUbrcnPhncU2BOT081Ozur09NTbWxs2Oejp8RxAEpQOmFf4Pt8rAgoSjLmgT30B9tPBQPfBHCErx9POtgz/BR7R5LB9YkB8/m8QqHzXhIPFL7MvhEX+QNeibewt8Rwfl9arZbJFmAKP+crEtFodKTHFDqVtzXQd33VYjgcWkIA/R2fTTWEahE6I8lAoV6vp3Q6rddee02vvvqq8vn8SKKDPXye9cLUKV5uNBrVjRs31O12lclk9MEHH9iR9fwc5XhKtYVCwRzttWvXRpw2ZXGPBCKw8MsJotl0mrlrtZrC4bCOjo4MgZUuqDI0iubzeQUCAe3u7trJoRgnTk/NZrM6Pj7W/v7+C59++Nv2LhI5n3u9urqqnZ0dUwjpoqGOpkKPXnpqBMGcz+pBjFA0jCmOhEqSV1IETZIFRt1u1xTEj46TLrJilBc6DdS5paUlfetb39KtW7cM2QIxuIy9Q6ZA3VZWVpRMJtVoNLS1tWWOoN1u2+Qrj9iTmHrEGOeCo/FIoUc6CPhwpH5EsHQx4QHFJ8mAuufnsUO34V2C7iKry8vLmpubM2SNysOk+0ZZmGRhZWXF+NGVSsWQEv5gFDF+kkZQKAIXnxBA+WO/CV6gppCEMP8bBNkHB74xzdNP+D4VBJ+gZDIZC5JTqZRWVlYUjUZVq9Veat98chsKhWxow/7+vg4ODkYS9Xq9bveXTCaVy+VMz/g5jDwVTN+T4QMMAhFsG0kpyZqnafhJa+PJruebSxfVBYL0fr+v9fV1fe9739PKysqI3E+a2D5rhUIh3blzR8Ph0E729Yk7lEX2hCEd0DuRNRwtP0fVjyQtFApZEz3gATLoaXseXEEfCNYBLqCscr4RPTTw9AeDgb773e/qvffe+wJaOU4xnWQFg+fDQV555RXzm9h2D5B43SFwQsfQT1BOghL0OBAIGCXYUybQaQAsT5kgSZVk+wzlCF0GzfbVTIJp5JG/c7mc6vW6VldX7R5eZv+87KJv2Nl4PK5isaijoyPdv3/fAmmq935CD0kpgR7JP9VqqHwACtg7aHrEN9hdbB7+lJgHXSZ5QIf5TH+2AnJLMOnf79nZmR018DIVDUlWlYISnc1mtbm5OUIJ9uCPr8hiv0iqfOLC1E2feOEr8bGeMutpsfRnkBRQEaay7iu5JBkAr572RzzCO5AuKiaTgsjjFWJkgWei8kTMga0muZAuhnaQoFOloCKPLvlDMomDeAZ+h8/2CRg+GDnjZwFySKqHw6HR+yqVigaDgTErisWi0Ro9mMX9Pc96oalT/O35wq+88opisZh2dnZM4H3PA8aGsjDlb0qqGB6fxSEMHskn+KHpuV6vm6OSLubse6fsg91IJKJqtard3V1rCvNGYWpqyvpBMCwgMzzzyygyjiGVSumtt95So9HQz372M0OxJNm5FwgWiYYPAk9OTlSv1y3wJ3MFeahWq5aMEXhD64CqgOMFEQaVIWkDocAgep4kWTdN7Mx3v3v3rlZXV5VIJKyZn/dO4vSyy5d2JdkYRRyvJGvoRnnZAwJ+n1yA3ntalKQvGA/eA9eTLkqm/JykERqcJAueMcw+oeN9YlR99adQKFgZ1AfdL7J8SR6j0+v1zGiAmO7t7Zl8YIjRxcFgYM2knmpFEMKeeIoKBgw0DlkAvfZcURI/EGnPvcUow5VnDzGoXi77/b5KpZLm5+ctgfYo3SSL38UZzc7O6rvf/a56vZ7u379viBgcaYJWHONwOLRqBnrg6SY+wcVBYddIYqkk+ushTzQp8z1/GBOBIoEMVRDojIFAQEtLS9b75icvoUuT2jqPIpJsvvbaawoGg/rv//2/G3WPAB2HG4/HbWoQiCCBvu/FAJyhiZhzYpDhZrM5UinDxmNPW62W7TdVJxpcsa84XKhHyWRSxWLRkrX19XUNh0M7xBHf5JPjSRfXY0LS7OysBarYX5I1Xy0mEPHygo8guPMJF7bHJwMERVDQsD8gs9BAj46OTAcJXnzlmEDIgwFUEKanp5XP55VOp1Wr1XR6eqpbt26NTGd6Gblj8Vz4KEAMKg4AHru7uyO0YgJBAmeo2aenpxZUo+f4XpJfAl3popJGNQ59JAEiTsHO+sqFdHFehw/qfOCIrCQSCb311lsTDw1h4SMAwDh7ZHt723p5qPiR3EajUZuoyIAPJkrxDOwR/odEBJnDH3DvyA12yQM+0KSOj49Hel3RW0Bpqn34E+5vc3NTpVJJ6XR6JJ552dgEmYcVUK/Xze56Cns4HLa+XOwszBF8GfKALNIgz3hc9NSDkCScLA9KSRfDTdBtvud9LSeOM+KeyuqtW7dUKBQ0MzMz0uvrwY7nWRNB9ZRQKbUWi0UtLS1pd3fXpjwQcDBtgGCtUCiYQaP7H2HzVB16LAhcQcBqtZodFIigk1Twc75shoCWy2UNBgM7Sp2khObCVCplY15BQnySwQubZCE4vHDQ/3a7re3t7S8kUblczsqEntcI/9W/A9/UTLCIEiHs+/v7kkbpOoxF7PV6Ojw8tGZ+pnqhxFRN4A5TwpyZmbF3Oj8/b/QlZvH76sHLUAp8guvRH4x3JBLR7OysoW4YLT8eGKMTCATMQXojw4QWZIr3Dj+S+/dTgHAknjeJM2eSDk6CPYdaCHItXTRNn56ejxleWFjQwsKCTRGZ1Aj6IJRnYORgKBSy8cO5XE77+/va3Nw0wyfJ5A9ZAqXqdrvWc0KV0VdCeFcEznCzcaKesjZe2sYBYUC5B58I8TzIWCKR0I0bN/T666/bdQjsJ13jyBGyvLCwoB/84AcKhUL68MMP7d0jSz7YoprIO+ZvAmdPv/OfKV1QqNgrnAKcbSo2nqOL3uLwAGyopDE2m3dI6f74+Nj0w1ftJk00vL7yHgmG0um0/tt/+2/6/PPPbc58Lpezk2d53yQHAEzPQkAJ+pmK5icmEUz6hAnZYdQjyS1UEGgKyBoUF/wD4yvxaSR9NJHzfl9m7/h937MDjYwkHt/EnnhEmT9errCHfpoSPpafYc9J+jz4Ra9Iv3/evM1kQ8bdcg38BTJOYHN8fGw0tXQ6rbW1NS0vL1sMQDI3MzNj726S5ffd6z57I51T7RjN7yl19Df6ipf3MSQBnudO1YMkhcROkvWaUjEZb8T1PgaZ9P7RV0N94Mm7IajO5XJ699139Ud/9EeamZmZWO48iIr9OD09P47g7t27KpfLJjcAYNJoIzNySYWQ50WGAeHQ23A4bJRSn+xyH74SwT3yb98TTPJCwA1QzHXQz2g0qs3NTcXjcb366qvGVvHyM8m+YbdJBs/OziyZiETOD67k/XK/AMMkDMRZ7L/3+d7v8n9P9fYHXuMToEbxewAFHtwikfGtB56enMvltLS0pJWVFS0vLxtgwL15CufzrBdONPxGcFOzs7P60Y9+pKWlJf3pn/6pnj59akEhQR2GvF6vWxMYwoRwQnnZ29tTpVKxwA7UnZIo5WW4pIFAQJVKZWTULcJGqY1yEAYWg4IjmZ2dtWa0paUlLS0tmUJd5sKRLC8v63vf+542Nzf1q1/9Sru7u6rX62q1WlpeXramdRKGo6Mj1et14w0jmLlcbgRpYDa8R9o8Ggz6ydhJ0Dx/jgIoPkYV3jT7nUwmLWjhvT1+/NiUaXZ21r7HXr9MSZy/kSkfBFJGTiaT1n+TzWa1vb2tvb09C8II2nz5F8Xi2jh6P2seGfFcZZpnCV4IKMeDRwwn90wwzSQugngC9xs3bujtt9/W4uLiCGfyZfYNB0YlgsByfX3dmr/4U6vVbOobqAb7giPAyBHk+gqTd3Q4K38IJBxcZMMPYQDR4Xd5F3wmyRkJcqPRUDwe1+Lior71rW8ZEu4D9pfdOz7fV0Xn5+f1+uuvq1wuq9Vq2VkpyLkHApB/aAPYMPaDYJX9xCZCyRmnyvgeDoID7DGVIZ6f60xNTVmAxZjZYDBovRnIJ8tTuibdu2cFPFNTU7p165beeustPXr0yD4HVJaAjyQK2aAKTM8QyR0/g1z5ZlTknIARVBnnSODuq3408fogPBgMWpUbh86BkPQb+Kkw4/Izyd5hVwDyCoWC2Wj8IbLgAweeg+Zt30NGUMa+eTon4AqBNvuOT6FCS2BI8oW++pGYJCskl5xWTDCzurqqu3fvqlQqjfR6DAbnFFw/RnXS/ZMuqhv4O/QwGDyf9Fgul01OSdT8CdjIABVZT1MZn8rmK0We5gRVintBxrGBgIgAhF7e0T3sLs/k+xsCgfOzqr797W9rZWXlUhkD2HQ+486dO/Z8qVRqpGeIZ/Y0JX5Wkg3vQQYl2Z77PfSUKuSQflViOvodkG1iON4zlXQ+GxknXhkMBtrc3NTi4qLm5uZGfMXLVnB5NkCbs7Mzq2x4Glc0GrUKGfuHHLBfkqwHUJIlvPybz2Qf+AzkC3CBZJ9KiyRLmvHPvV7P7hMd4XqFQkGFQsGSsvEY8UX2bOKKhjRqWJaWljQzM6PZ2Vl99NFH+qu/+ivV63UrdeGo/Ymq+XzeHMjR0ZF2dnbs9GoyUY+883kcroOgMIqPz8MRk2z4JhqfPExNTWlxcVGvvfaa3nvvPS0uLlpFYWlpaaRB+GWDF793BFKU8ZLJpD788ENtbm5afwgBViaTUa1W09bWlo0ohMMsyXoySMhAu3A8nodMExtJCSVylISgG2PqS884F9+wSWDFn1KpZCfCesPyMkZwPHjFyfpkiHfDZ2ezWVMSRkUyhg90ARTGy5BfPkGTNBJog1ThIHgXUBoI/vgczwWFSwsiGA6HreHqu9/9rtbX123a1GWs8aqY51WXSiVDk72h3tvbG0EnPVfeB7u8B5Be6eIgNfbCI/s4D+8osAsEeixklWQOTi7BzunpqdbW1mzPMMA4nZdBlp+1qB4mEgldu3bNEn9kod/v2/7wTPTZwK2WLpyGR5Ggk/b7fXPK2Dvkhj1l0grXAr2XLpyer56Gw2GrFPB9eiFmZ2fNHvrm9svYN48uY1emp6f13e9+Vw8fPtT29rahddgZ/s8zj1M2CfxoSkWmPZqKXPlBJMgQlAnOZvK9Dzhdfgd0EL2Xzu0LB8JhVz2AcVkrHo8rn8+PMAM2NzeficQ/y1aTSFBRYN/oXwPxJBFjYds8J99PM/K9isgtYGMmkzG9pDrLJBsm16yvr2t2dlbZbFbZbHaEygXN7jJ8Be+CQEuS9XNWKhUVi0VJMpCDKih7AUWMKiHXImDD93AN9o4gGeAInebn/XQ039vDPo5Tarz9hTLZarWsH+2VV16x+30ZfzG+b8QPxFFQZ/b39406QwwAJYx7gx7s+/uQGyg+PBcUYmTU90r6/fR9Mnwfihl+FttG4E68MjU1ZXTh8QEI+LvLsHdcNxKJ2HQzSTaJyvc/zczMKJlM2uRV/KmvpkkXIKEHVkkQvEx5Kin77BNA9BgAabyvBaqcB1xTqZTRgMvlsvr9i2b+F6lksCbucubleBQxlUrptddeUzKZVK1W06effmrNaQSIJAsgkjhLuOKUZbk2L4ANJ6lAkCmdI7ggTbxUfhe+PMZ0ampKb7zxhv7wD/9Qb7zxhjV8np6eWhB4WWv8peCcpHOhWFlZscrK559/LkmWETNi1JfWPLoJCoSSDYfDEWoL6AnG1De9sXyjFvfnhdwjj9ls1oIX9jESiWhmZkavvfaaNdxTxfKBz8vunUfnfbnRUwhQpmw2a3skyXoyQqGQJR2eQodBBGnl+57axN7htEGh/HuRLqaMeUQaA4kxoloVCoW0tram119/Xa+//rqKxeIISnoZ6DyGV5LpXLPZNO45c9l3d3ft2TwiOk6nwSnicHgHHpXyfSskXHyPPY7FYiMVI4wg9sIHLiRIIGT5fF7vvfee7ty5Y86GwJz38bL7Jl0kashep3N+uNIbb7xh5fy9vb2RKSAkPegNuu5pAZ4Kxb4gJwSxyBYoFe8iEonY2S4+QCYA512D1HK9Vqul69ev6xvf+IZeffVVoxn4Koivwr3s3vlqHrZ8ZmZG//7f/3uFQiH97//9vw04YpE4IRPokm+A5VpwoP3XGMBA7wbnDlFR8gEIAR3VDgIsrzNMqgkGg3rvvfeMprmwsPClwd3LyB4JDhUanq3T6Wh/f98qZr7aTVIfj8ct4CcpzWQyI5Uikk+qqgRF/X7fqv7YLoK3Z9k55JWgBKCGyiPy8+qrr2pxcVHhcNgGJdCnlslkRhBYT8WadPnqDgjtcDg0X1osFlUqlWxQDWdptdttO+vFV3OkC2QceSSZlS4O5COhJsBEFrGF3Bf6gI3HT5LQ0Fvp4yUOO2w2myoWi/q93/s9Xb9+3UAqHyROumcsfCF2BntULBa1t7dnRwkQM1CZ9TRSj+6P74PviaQyQqXRU8wkGWUXPWWPx2lmDLnAt6DfVKBv3rypa9euqdc7Pyy2VCoZuHZZwAp2g7gkl8tJOteHo6OjEdlmDxiLTKXAg+fEGciTZ1xQMcOueh9NwkZshC5kMhkD7X2lbxwk4WeXlpaMbcHPAlj55Ox5ZW7iRMMHfZ5+EolEtLCwoLt37+qzzz5Tr9czGhCOFacB+ucrGAgcARkbDi/Rc96Z8hCJRHR4eKi9vT0LHn2WGwgEDO0BSfyP//E/6nvf+56N1sVAeuM0vl5WIAmQMVTeyM7NzanVamlvb0/VatV6VHwDFZl/vV63AAXFIrgALaXBm0AN7ivC6BXDI4gIEghTMplUNptVLpezf+fzea2srGhpacnQxEwmY0ghhoPPeBkjOL7YP08FYI+goVBp8X1Ent5C4OqReV/lgLeN4WTfcEC8M28EpItDrPiaD7gwlOwlDbqlUkm3bt3StWvXlM1mzUBeJm2PoB4nR7JPsp5KpTQ9Pa1Wq2WygS74pMC/A+88QeRwJr5Z7VlcY8/xHadMcU0cHZRIEr6ZmRktLi7qzTff1Kuvvjoy7vky6AMsT7+g8scioXnrrbeUTCb1/vvvG+WMhArkGK42RprfRw9516BH2FUcMUheq9UyB80CPPCVQ5wsgSHXf/Tokd555x299957+vrXv65UKmXBJ5/7rH+/zPLy76vfpVJJ/+E//Ae9/fbb+r//9/9qd3dX6XRaZ2dndgYSiQHgBs/H3/gMdBwg6fr160ahxaY3Gg27HwIk/25xygSTvEMOAdzc3NR/+k//Se+99575Bp98+726jMCF+8zlcrZnBLEPHjzQ9va2Dg8PVSgURhJ9EnXoOQQd2Dv8BWOsSQgYI4wuguR72whgI11MoQN4SaVSFrzV63Xt7u6qVqspm83q5s2bWltbMztBUOiHJCCjngM+6fLJrf8atF9GdKI3nqJJ9bvZbOrJkyf6xS9+YSenM7KdOMKj0B6A4T0hY1An+cPQGQ/cUOmVZBV3AnifzOZyOX33u9/VH/7hH2pubk7BYHCE3fGyC51ARwAXA4HzpnYSRXrySBj5PeINklkAFvSJ7/HssVjMKE3EKN7nEgv6ANnHZnyOdFHV9FWsxcVFvfvuu3rttdeUyWRM5kkCuL+X3Tv/rrFHpVLJ6IgMQiE+ICn3E9v6/YuhIjyTpz7xjPSQAbTwDD4W9CwMqmd8nwqubyHwIG0ikdDCwoJmZ2cVjUbtnJSZmRkDrNmzF4nrJqZOkU2xfJDApJHt7W395Cc/Ua1WUyQSsRN7QeJRdjaBRlMMFSgH6AxBZDKZNDRuf39fv/rVr0YoIaD7vAAUnM9YXl7W22+/rbW1NQvAQNJAL3lGnveylndyGF6e69atW+p2u/roo49ULpetIbHb7aper1vTNsbs+PhY2WzWeH04FLL7g4MD7e/va3d31xwNwoIAE5RwLx6dYVIH/2+1Wrpz547efPNN5fN5E+JoNGoGjz0n8LvM4M8LNvLnqzs0q4FCQq0i+QkGg8Z1ZlwjFIPhcGjIPs8OHYbPjEQiNtqRwMnfjy9v+j3AmfvTb6PR8zny165d0+rqqvL5vPXD+CTDy+GkC/klWUA+SLa4t2w2q8PDQ4VCIaMo4Wh4Nu9YMaKHh4eWXGazWePU+/32TXoEwYPBwIILb0xpgOVnarWazs7OlM1mdfv2bb366qt6/fXXlc1mzYD7fbuMPfP75kvK0ihNolAo6J133tFf//Vf68GDBwZq4Hh5Lk9vCIXOx3T75A2ARDp3zExPQ1ehNnngADnD2aB/ADro9MHBgQ4PD/Xqq6/q5s2bks6bfHHq6BJ/LgsUYO/4G12VzmlI3/3ud7W0tKT/8l/+i/b39zU9Pa1CoaBwOGy9aOg1lWtJVlElSPWViXq9rmq1aki1B2KwY6Cv3AvOmUCAYJLzeg4ODnTz5k0LMD098qvwEVwzFDof2pBIJFQoFPT222/r008/1V/8xV/Y2ST4L2xTJHI+Cp6Eif6LSqWio6Mj0zfvH6kAef4/vS7In0/GPI87m82qWCzqjTfeUCwW0+7uro2ILxaLNkkRnWSgCJOAfDX6MhdJObaFoNQHdj5mASwrl8va2dlRMBjU/fv3ValUrMJEUvcsW8jeeJoq9gjKCcMHwuGwBd3jQE6v17PJP/QeptNpLS4u6vbt2/pn/+yf6dq1a0bH9DJ4GcsDQQwg6Pf7SqfTpnMkBnwuQWo4HDb/SPI4DsyNo+fooa+Gs69QnX1CwP15/fPDW5DrdDqtf/7P/7m+9a1vWXKTTqdNni9zz1gkVxw4Sg8kVedKpTJC7SLox/5AY/IVLeI8nhvGj69MeLAV24iP9cMMAKbQYWhwHjDJZDJaXFzU2tqa5ubmLKGE6uj3/UX28KWoUz4rly6Cv+PjY+VyOf3gBz9QPB7XZ599Zqc4kzjwAjBorVZLW1tbKpfL1meBg0in0zZekDM0GFFbqVR0eHhoXFGPkkgyQ0tTeDab1fe//30tLi7aCeOMYsWQEFBcpvPw+8Zn4OR9cvO1r31NmUxGH3/8saGklBir1aqVqQOBgPL5vIrFopW/GbcYCJw3j29ubtoIYIQRZ+ufkxGijH/kvQQCAaOprK6uKhaL6c6dO5qdnbXSsuf9IQ/eWF323nlaF3sJNx5K3fT0tHK5nHK5nPWw7O3t2TQQECqCC+7bozCUfT0C4ylo3It0YWili3MfJFmgOT09rbm5OZVKJZsolU6nlU6ndePGDeVyOUN4xhOzyzKIvBOPzkOVgwNfLBbV6/WsOgWqTHXDV3yGw6EhooFAwEYuQ93wNCDv5DGwBEe+l8OXf4+Pj1Uul+0cgUQiobt37+o73/mO7ty5o/n5eTUaDdXr9S84jq/CiWCIfeINuMFp0/RI8cwEyjhQnCAcWUrjHlVHTxmfCyJKwuyTaxJs9pfAhSbzQCCgnZ0dDQYD3bx5U/Pz85qamjIQJ51Oj9DOLitBG1/j4ACONxo9P9Dvzp07Ojw8lHQeIGCvAVXYc/SV3ih0VroYRd1ut21sKg6dQRa8C5rt6ZHx4BR0olgspkqlokajoXA4rI2NDd28edNk3weZX0ViJl2cf4LfC4fD+sY3vqFCoaC5uTn9+te/1tHRkelxs9m0BJ2KZb/ft6DUVzQl2YhWeqTYS/wN1Q98kB/fGgicU6WXlpZ069Yto1rk83n7XSg3vCcfoBCYfhUyx3shceJv4gP2AloO9j0aPT8sdWNjQ+Vy2Ww0iQH0K08v8oEvNpygrN/vGx3cJye8F/w4Xwd88Mh4NpvV9evX9W/+zb/Rm2++OXJYp09yL9NPcE18nB8Owp5FIhGbYsjv4A99hYKpmCQDVEu8j2QyF77dB79+AMJ4pR/9SCQSZssODg5UKBT0gx/8QH/wB39g9B8C7HGA/DKZFh48xrYEAgF7/s3NTbsX4iffI8W9YJt4VnwEskXlCH/irxWNRkeGsxAv+/v0PYBnZ2c28IJqWz6f19LSktH1sMfYh0n27FJhBC/wg8FA+XxeP/zhD/XOO+/o4cOH2tzc1P7+vnEiCbCgRsHXo+N9cXHRAuiTkxMLPBB8pomABnhkAOdNYkOlhdO+MQq8NB8cXyYK/2X7JF2UKqULHnYqldL6+ro5VEpXBBInJydKJBIqFotW3qKJjH2FguD5zpIsE8aIJRIJo214NIJMF6XhcC8C0EAgYNk5J3d6pGw8Af0q9k66MGwEsB4ZocISi8Ws1BgOh+1gMLJ+Sq4gKBjwXu/8ACafTOAMoGP5xATaAUg+Dkk6R2/X19c1Pz+vubk5a8aNRqOG4BIAXXbQMv4e0AP2EuMfiUS0vLys6elpLS4umvxRScNxQAny1Z5YLKZ8Pm9NnpKsaslCtmi0HAwGFuiA4PizEAiUQGhWV1f1yiuvaHV1VaVSyYJ1Dy6Mgx6XtbiuDxZIHuDXMu0tlUpZspVMJnV0dGTnIHgUiqAWRwTYAM3Avy/++J4kPh+9AxHzSGO9XjeUampqSpubm1pZWTFk2VeS/DN+FcmGDzJxwlRerl+/rr/+679WMBi0KXqzs7OqVCrmF7DNZ2cXJzCTsOCUqe6gSyQY9Nxxenivd3G+ULfbtWlmnU7HbCGN09BQ//Zv/1bf+c53RjjoX0U1w1/PU8VAllOplF555RUbV8xBuewvdgr9ADUtFArKZDL2Gb7qj44xASoQCBj1DEAMX0IlNxaL6ebNm3rnnXc0NzdntKJSqTTiPwOBgPUTYXO5v69CzvweEij76gWJGPvq95gAfmFhQbu7u7p9+7YdKPj06VNtb29b4iXJGqJJbqHbxeNxo+sB0ABmJhIJo/rhSzztuFqt2vTIRCKhV155Rd///vf11ltvGeVqfF32Po4nDvg9klJsHn1QzWZzBMQkIeV7UGEBTDy1ytOk8NO8k9PTU0vGAFbwO/44AmjkBM23bt3SnTt37D68zfbAIc92GfvnwUgPGhFPoZdUFkkOoENhp/gdbBo+lsTd+wn+jT0ltvMVUc8gID7zx0nEYjHNzc2Z315cXLQhIaFQyIAfQPFJ10slGv5l8bfPcNmcxcVFzc/P6/DwUD/+8Y/14Ycf6uDgQK1WS3NzcxYUMgWkVqvp8PBQkUjEmmOhvoCw4gQ8guwR7mg0qmKxqJmZGaMHQXV4++23NTMzYzx+BNujW1/1Gi+9e5QinU5rYWFBy8vL2t3dtfsaDofa2trS0dHRyMFgCHOr1dLh4aHRBjDmJFpwmkHtMHKUdqvVqk5OTjQzM2ONhLlcToFAQOVy2ZQeo4Hh8WMevwqU77ftI6Vxj9pxgBnKls/nlclkdP36deND+jGOzWbTqjl8/8mTJ5Jkisb3JI0kKiDTOB548lSJZmdn9dprr2l9fV25XM6oQaCIX1U591kBkC+3J5NJC6RINLLZrAVxTDhJp9NqNps6PDzUYDAwlMpPBIJewLQcDnzE2HsaEQ4DhzU9PW1jJxuNhk5PT20sa6lUMlTvzp07ymQyI7QOz+v2FbWXWeO/P27nQMVwBNA/UqmUJZk8J2gdNEjslQ+K/bX5XX9taGn8DBQiGqFp1oUaKZ1To0KhkFE+gsGgIf30HnxVYIBf3hd4WhbBS6PRGHG8e3t7SqVSkmT2HR3hnB+QZYIZSfYzJL74AAJq3hefjYNvNBqW+NKT5sfgMtbWy+647b7svRr/t9dZzg6am5vTu+++q1gspo8//lhHR0dmu6HccE4TiRQTHkl4Qeb93pCEkcxJ543n9NBgJ4vFot566y2bOJdKpcyukcRCayS4e1Y1+qv2E9imcQojMuD7+rgnD3CGQiE7h+rk5MTQ3ZmZGa2vryuZTOqv//qv1e/37dwB6Vz/aODf2dmxyiwDBjgzaW5uTrOzs0qn02q323r69Kl+/vOfWxC+srKitbW1kQSJ9VVWH6WLd8T78wMS8K9Ui7A70N+JraRz6th4HIb++fjE94pSBYMC6mM1qH7QZakg5HI5LS8va319XYPBQNvb25qdnZU0Oob4svcL2Rl/H/g2RonTc0N8QXLkB6UQM+BTPBAPMEBvMraNpAQdJvkA6ET2Q6GL8+awbYlEQplMRtlsVisrK1pcXNT6+rqBZVSNXraC9tIVjS9DET0VhYwqkUhoZWVFW1tb2tvb0+HhoQKBgK5fv26GjBIlmSuTKYLBoHFvfQZHdsyowUAgYEHl/Py8bTZc8W9961u6ceOGBToEKp6f+rtYnk7gFRpFKpVK+sY3vqHt7W2jiIF8gCqjpJS4GB3se164JoYKNBPEJJ/PK5/PK5FIqFwuW4XCl+soqxEcI4AEMPRC+FGIl7X+PqH2e4cyUa0iWJZkfGsoAnA5MXjNZtOSLKpC9XrdxuAlEgmdnZ2fnJ7P51UoFKyyBlUQI+Bn3weDQa2srGh1ddXOZoGWARrhA8uvqprxLAMByuQbuUOhkGZmZoyCxiGN6XRaR0dHdiKrr2Kk02lLckE9kA/2BofN2SCcXk/weHx8PFK5y+Vymp2dNT3OZrO6deuWUfb8jPrfBW1qvFqCcxsOhyoUCjo5OVE2m9Xq6qpqtZodbAb1hPGUoO7QUPxUKYIw/u1llfcjyZpKh8OhnbsDusXXJWl1dVWrq6sGJkQiEd24ccMCZ4CL8Wf8quwfztjTUqnmNBoNO7CNPgtQO0m2B0xEo3IpXYy39FQCSVa189PiOFWZMZf0/lDVxS6WSiVdu3bNznxqt9v63ve+NxLsfRX7NA7UjX/dB3PRaFQrKyvWf/jRRx8pFovprbfeGpnY9dFHH+n999+3wBdEE6739PS0ksmkVQsDgYB+85vf6P3331en09Ha2preeOMN63G8f/++tre37QDDarWqQqGgXC5ngSLvcbzi5mlKv8sk1+8p6LgH6ACH/L4DtlUqFaOF3r17V4lEQktLS2afTk/Pz+i6c+eO3nrrLeXzeQOvtra29MEHH6jZbGp/f98qc1Tu/uk//ae6du2anX1SqVQkSQcHBxoOh1pfX9etW7d048aNkX6ur4Ix8GWVEsBixtsyKnZ7e9vYKdC5SXCJJYjVSOZ8bxvDLRKJhPXYAebxfgAPSEpA57lXKnz0T83MzBiFD1ovuu+rV/7ZLrOa8azFuFvsNyO26/W6isWiVWhJ/qEtcu8cMOorM9w3bAD2FToqvZDEtX4aIWCxH07AuOTXX39dMzMz1vQvXfQdvew+fWXUKf7vyzvBYNDGsi0sLOjBgwfGAWRCSDQaValUMkfMNAz42Jy6CMIHkvDtb3/bssWFhQUVi0Xjg3ONdDqt9fV1C5bJ1Ag6f1fVjGctMlRJljjNzc2pWCyqXq+bkpdKJetPYW+ZppDNZhUKhbS1tWVlc5Sf0jU8+vn5eRWLxRFueTAYtMSuUCgon8/bQXhw9rrdro6Ojkber3/Hl72+DF1+VqKG/PHMUOP8JDJ+nqDDj/eUztECgmn2JBqN2tkS9KzwswTZoFVQEGheXlxc1MLCglKplGZmZqwp1dO8PBpx2XvnDdM4uowBxpD43h3fF4DBz2QyWlhYGAnw4dJXq1WjSUjnMsyhXaBRUFiCwaANLUBmG42GVRyvXbumWCymVqul6elpLSws6MaNG9Zc52eNf5mRfxk99nbsWTbNo269Xs9GkU5NTenp06eGUvkmPj/XfDgcjow79Ik99DHsAQEywUur1TLwhCrlzMyMisWi5ubmrF9keXlZg8FAR0dHmp6e1vr6ul577bWRqST+mZ717Jexxt+N/z8B1927dxWLxfTgwQMdHR2p0+nY5CkqsH76m6+MQOUkefPTZySNVBcZiOGbMOfm5oxusb6+rmvXrun27duqVqv69NNPFY1Gdf36dd2+fduCpWclA5e9/j65Q75CoZBKpZK+9rWvKZ/Pq9FoaG5uzgCgbDarubk53bhxQ3/+53+ujz/+WP1+X8Vi0Q5rZVLX22+/bedavf766/rOd76j999/X61Wy86VWlhY0OLioj7//HND5LPZrKHG3CfUIu7VUzm8nfmHWN4mEnv4JJ/7g+Z0enqq+fl547Fj3wFhwuGw/uW//JcjvWvYQ0YIJxIJo1ytra3pnXfe0e3bt3X37l1Dr7Gl165dU6FQUCQSsXO2PFvA+72vYo3rK6DS8vKy9aRFo1Hl83k9evRIH3/8sarVqgFy+N6pqSlVq1U7F837BWji+BUGGEgy/QdAPTw8HJkqmE6ndfPmTd25c8d6lYrFovkybMbc3Jz1rnpfN/6cl5lsfNlehsNh6yFhqAXVoHq9rp2dnZFpl1DkSR6ki3O8vOzin0nA6M/geINCoWAgjT90GUCGyhogaKlUsulqnpZ+GftzuaMe9MU+DQSEgCYajerVV1+1A3wODg5UqVS0u7trpTKQuFgsZqXHWq2m2dlZ44N6vt6PfvQj/fCHPzRnNDU1ZZkbQR3fAzX1k0bgtf1DJRnS6Gg8T0lBWEF/CUoQGgQF5d/f39f/+T//Rx9++KFVGnK5nBYXFy2hWF5e1htvvKGZmRlDXSuVipXbGU9MPwtCPT09bc1M3CNNp54ac9lr3BiMG1sfTNN0y6Qj6AYgnv5MDI8Q8kzw/nk2fzARVQr4tATDU1NTmp+fN7pLOBzWzMyM1tbWbIgByk7AyRQIgsmves/Gv4dzo7+GPzRigyBh6Kanpy05pQwMyjw9Pa1isahAIGAoey6XM4NKJRIalkerOUWexGNhYcF4zMPh0BBXkCD03qPjXg4uYz2PHSAxQEdJIjktfGpqSoeHh7YHJFskviS6TNTzCV273ZZ0cYIuzrLZbFr1gopkMBjU3Nycbt++rVKpNNKXlkgkzGkTRHoZ+IdcJAKSdP36deMFVyoV5fN5qwphV5AH5DEcPj8jZHZ21vyGJBv7iP8gwIBu55F2Kmff/va39d5772l+ft6GILTbbePnZzIZSxa93F32ep7KnE9ysbfQC+mJgutNdR8KMeAegWOhULCR5SDVkixJmZ+f15MnTwwRnZqa0iuvvGLVCw5IpXoJBQnQjsbh8SD+H0L28A0kivhZSUZl8ZUXZAjbRoWSpAQbTrKMbFLNTSaT5j+j0agePXqkfv/8sLbvf//7Wlpass8m9iBAJyahMvVVVxufZ+8SiYReffVVqz43Gg3dunVLkUhE+/v7yuVySqfTOjk5sf5N/F65XLYeH84w4brEKOFwWI1Gw6af0RwO+MnBxn5iKGwMEgp64Qiu/f6O+4rL2pff9n0PftJPS8O1JKtisUckuNLFmSpQcKniSjK6M7KK/6nVaiOT+thPei0YmhQOh1UsFu3YgkQiYZU94qnx5Oxl1leSaLB88O4nCpDV3r59WzMzM3rw4IE1EYVCIROkRqOhP/3TP1Wz2VQgENDv/d7v6Wtf+5qePHmin//858Y3fuONN7S6umrlcpyzHxMGZYGSkaSRJOMfsprB55NskKBhHIfD81Nt19bWLPgIhUJaX1/XzMyMBSzJZFKbm5t68OCBnjx5olQqpbW1Nd28eVPBYNAOZGKKFI3IoKggiUz5Gg4vmsBAq31TmJ+QQQDwVe3Ps5BR5AsHNl4e9Ymbn0w1fgAVVD3mwHc6HTsFmOlTNEMzLYRzMKD8wYWHx0p/C1UVzwtGHnlvX1U1w//9rO/5Kpr/HpxXDBsJVDabVbVatUoZ1Rn2lxHW41zeo6MjNZtNZbNZawBnNDUJNUlhJpOxviGCcZw+9+zBC97hlz3ry6xnoXt8HZ0lyMLg08RM8uGBAnSbRKNer2tjY0P1el3NZtOCb9Bq/u0pRQSB6XRaU1NTWl5e1muvvWYN8gQ5fjIa9sKjuf9QicazQAOS91u3bunBgwc6Pj62SVTtdlvBYNCcYiwWU6FQ0NHRkT777DM7xI4qMI3LvBtJ1jcD7SqVSqlQKOjOnTv65je/aeehYIOxDZlMxmTMI3xfVaLxPIv3BnAnyUAgRsdKF4kclIs7d+5obW3NAhoodJlMxnSVwJuEnlGXzWbTbAJ9A54GCFgCeEOS4dFk9OSrAqOeZ3n5ly76N3yzMPGA76MKBM77Jvk93xMIc8Bfdzgc2nAIaLRra2vW01epVOyEcPpLT05ObBCBdHFGye9qPY89AHTL5XLW7zU7O2vDYwBL6F88ODjQxsaGHj58qGazaSAlQ2nwLyQUHKJIT5F0jsrPz89rbW1NuVxO169f18LCgnK5nFFC8ecAsJKsksY7/rK9/F3FfIHAeb+G98s8N5NVq9WqgVJTU1NWEc/lcqpWq/aMAOckCHNzc1pYWFA4HNb+/r7q9bq63a6xBXgnVJJITDh8lNiNQTaeZfFllf0XXZeeaDwr+/ZBvKfYQA9KJpO6ffu2bWQ+n1ckEtHPf/5zQ5ZBN9944w299tprisfj+uCDD/TWW2/plVdeMXQRBADj5xsp/Ug6DMv4/f1DLe6Z4MAfbkMgR0b/9a9/3fovpIuJPpKMvw5F5dq1a3rrrbfs3BIOPwPR9tfu9/sqlUpfKNH6JAghJFkke/5d7M+XlY65RxSXf0saCawIvjxyBfLCVBfkgpn+qVTKmiMzmYwhBYVCYWTyVCKRUC6XG5mow7uBVuP5lJK+siTjeRZ76SlIvrrCRDJffZBkAT9oH0MDfGWL/il/loZvhsaZwHHm5+LxuDlbghKCx/EE/HcR7H0Zwuxl0DfgEVjcvn3bzg6SZHsUjUYNrWq1Wmo0Gnr48KGePn2qVqulWq2mZrNp/GaSVfazUCjo5s2bevXVV0eqmAAGcPC9vPtpIc9KMC67GvQ8a5zKhz4Wi0X9k3/yT3Tv3j31+33dvHlTgUDAJnldu3bN0M2zszP95je/0QcffKDHjx9bv8XTp09VqVQ0PT2ttbW1kZOMr1+/rldeeUXr6+tKp9NGD/Xz98dphdLFuSm/K7n7+9Z4sjgePPsqPvdMUsD5Pb6BFzvuKU/+rJBIJGKJP76CxE2S2VC/X1yfgByQ5R8yyZC+WAEf3zN8wnjz+ri95o8/mBTE3jMS8OHXr1/Xv/t3/05nZ2dW6eC9BAIB2z/8lzTas/dVsy2eFUx+mZ3gvvP5vIEmgCGAdQS4KysrevPNN1WtVnVwcKDPP/9cOzs7ajQa1nfABDP6o0jA7ty5I+m8p2Fubk5LS0taXFy0Xksqlsiqp+OREH+VQN7zLg+SUhkapz8xjh+mBYkTPsLb9GazqadPn6pWq1ll+5133tHrr7+u6elpHR4eanNzU61Wy3xyOBw2pgKVu2KxqIWFBQUCAZt0RuzDOx7vaXnWv593XXqiIX0xKGSjx1E1NoHTkr0h6/f7evvtt1UqlQxxhhM6GAz0ve99z5A8Stu+y95PBxkvBXnB/Id2HH5hbDzyiRMG2fUjQaEDYPS63a7m5+f1x3/8x/qjP/qjkYZdpgh1u11D4r0xw0gQLBIwE6x4apdv/v5dOo+/j07AHnmD4wMaAmQ/Ho7yLOg5wQb0E38oGIgevT6eRgStYpzWA4JKb4unLI2Pi/tdJ7peNzEunkZFPwFN2shXKpXS7Oys9VvgIJARKmPsBw3mhUJBwWDQhhbgkEHv2W/20iNRBD3Pokv9Qy/2Df2Ynp7W0tKS5ufnDVmn+sXEmuFwaOMZM5mMXn31VR0dHemnP/2pdnZ2VC6XJUm3b9/WH//xHysQCFhCxhksyJAHJkCUeYe+4jOeZDyrkvW7XM+qQjHO88aNGzo8PLQmepLeWCxmZf94PK53331Xb7/9tnZ2dvS//tf/0qNHj3Tv3j01Gg197Wtf03/+z/955KAqqGbIEeg1oI33SQSa3o/8Y1kekPKgiqQRQEUaPV0Y2z81NWVnkUDFw35CEZVkVFNP32HP2BN8Lp+HT3iW/v5jWM8KpL1NIY4ggfK2B99InML3qDiyhyQr0MqYIom/9bYfoIs1zo3/Xerl8/gj71OxMf7cCGmUSZBMJg0wmZmZ0fb2tn71q19JkjWLk4y+8sorWlxcVLlc1vXr141qRNUbW4C80mvlh0D4ip4Hnf++Z/2ql082pNF3S7zrezEikYhNX6zVamq32zaVEdoawEE4HNbc3Jxu3bplVZNIJGKVTEmmz0xGLBQKdmZWt9vVzMyMJWPjlYzLWl9JoiE9e+yXf+kE02w6gumRaagWGL9wOGxjW0OhkBYXF22z+TyMI2jMOELgkZ5/TM6D5VE0glOPTPoGIW/ocaiDwUDFYlGrq6umbBj7mZkZSRcnMkOFQgngdTMHHOOBUyHg9kb4H8tCrkDvqLwQeGH8WciZp9dFIhHjjzLlA0cwPz9vshwKhazvIxaLGa2KUjDvCYMIrYB3+awpDi9bmnyZxfNLMn4/X6MRcZw6QiJCOZbRhSDL6CFUKJJjplPRaElS64ECKAX8/6vk2b7s8jLh6ZrSxeQjn8CPO2iqjMlkUslkUktLSzY+GAoelIXxpJ99Y2HvfMDzD02V+vvWs4K9UChkI9HH7Q9AAj+LbsF/Xltb069+9Svt7+/b8AF0j32Cukgzqqd8SDLn/KxeoH9MCx3wvmw8iPaJAXsEyAIfm2SO5GMcKMDvEiBLGvGrkr7wnggcAQz/scmer4D7JIh7f9Z94yuQGZ/gk8Tx/P5sH67F9b8sBpK+SAf+x2Tn/BqvBEkXgT1AKcg8Noqq/vz8vHZ3d432WCqVFIvFtLq6qtdee02rq6tGuxsOhyZ/VNSomBNI+ySD5ZOMfyxrvJqGbPAHEIQYlXgLiix/12o1u6YfeuOnTlE95xrHx8eq1+sGVqXTaZM9fg4b8VWxewLDf2xW4Gpdrat1ta7W1bpaV+tqXa2r9f/79Y8PqrlaV+tqXa2rdbWu1tW6Wlfrav3/fl0lGlfral2tq3W1rtbVulpX62pdrUtfV4nG1bpaV+tqXa2rdbWu1tW6Wlfr0tdVonG1rtbVulpX62pdrat1ta7W1br0dZVoXK2rdbWu1tW6Wlfral2tq3W1Ln1dJRpX62pdrat1ta7W1bpaV+tqXa1LX1eJxtW6Wlfral2tq3W1rtbVulpX69LXVaJxta7W1bpaV+tqXa2rdbWu1tW69HWVaFytq3W1rtbVulpX62pdrat1tS59XSUaV+tqXa2rdbWu1tW6Wlfral2tS19XicbVulpX62pdrat1ta7W1bpaV+vS11WicbWu1tW6Wlfral2tq3W1rtbVuvR1lWhcrat1ta7W1bpaV+tqXa2rdbUufYWf9wfv378/8v9AIGD/Hg6H6vV6CoVCCgQC6nQ6Ojk5USAQUCwWUzAYVDQalSQ1Gg3VajW1Wi0dHx8rGAwqEono9PRUg8FA0WhUw+FQwWBQ4XBY8XhckUhE6XRa09PTkqRoNGr/Pjk5Ua/XU7/fVzgcVjgcViAQUK/XU7fb1enpqfr9vg4ODtTpdDQzM6NUKqVYLKZ4PK5gMPiFZ+H5+Dd/S9LNmzdfaIMlaWtr6wt7x70OBgOdnZ3p9PRUZ2dnCoVCisfjCgQCdl/D4VDdblf9fl/D4VCxWEzRaFSRSETD4VCDwUCDwcD2Ix6P29f7/b7tRTQaVSwWUygUkiT7XigU0nA4tH3n887Ozuz9RKNR+3lJ9jv+mfw+jv9fkpaWll5478blzl87EAgoFAqp1+vp7OzsC5/Jc0hSPB63/Tg9PdXe3p4ODw+1t7enwWCgUCikaDSqk5MTSVIymdTc3Jzi8bg9byQSUS6XUyKRsGcPh8MKhUI6OzvT0dGR2u22Op2OIpGI4vG4MpmMyfRgMFAgEFAkEjG5Gw6HCgQCCgaDds88o18vKndPnz6163Et7hVZ6ff7dk9eF4LBoILBoHq9no6Pj9XpdEw2uPdut6ter6fBYKBer2dfC4VCSiaTZgfQ6UgkMvKewuGwpqamFAwG7b0Eg0F7D3wNmZdk9+3fM1/jWb1MStLq6uoL7ZskPXjw4AtfGwwGCgaDmpqaUjweNznifvh/v9/X8fGxNjc3VS6XVSqVtLa2pqmpKbVaLX3yySc6OzvT8vKywuGwMpmMpqenFYlENBgM1Gw2NRwOzd6dnZ2p3W4rEAgonU7b+zw9PTW72e/31e12dXx8rIODA0nS2dmZXTsej9v79fYOmWPv/N+SdOPGjRfeu1//+tdf+Bp2rtPpqNVq2T4iU97Wx+Nx9Xo9lctl0+3j42O12231ej3zBchXp9NRLpdTPp9XJBJRq9VSu902vW+1Wjo6OlI8HtfZ2ZnZ29nZWU1PTyscDisSiZgNjsVimpqaGtEDfBj6OhwO1e/3bQ+9DLJee+21F967X/3qV1/4GrrS7XbV6XTU7/ft/YVCIdNJvoa+eH0aDAY6OTlRNBpVKBSyaw2HQz158kS9Xk/z8/OKx+Pmw71tGgwGJj9cOxaL2fNLMr/kbdvp6am63e6If+Lf7Du/69frr7/+wnu3s7PzzK/zDNgo4gP/mdjmTqejRqOhdrut/f19bWxsKJ/P65vf/KYSiYQ9L/6w1+up3W6bTBwfH+v09FTT09NKJpPqdrsaDodqt9s6Pj7W7OysotGoTk9PNRwOR/aAve31eiM+wMscX/OyMe4nFhYWXnjvHj58+IWvcT/sC18jlpBk8oQfRo/a7bZarZamp6eVTqct3vDPcnBwoH6/r3Q6rV6vp2q1qsFgYP6y3+8rEokoFArp9PTUfCj2DP8wHA51enqqXq+ncPg8nOUd49fRE/+un+Urrl+//kL79iw/wTWDwaDFYcigj+fQ62AwaPb79PRUnU5H4XBYsVjMbBV+0PtfrsfPdLtds428p06nY38jW5FIxOQTu4Id7vf75p+5T3SGfXvWeh4/8dyJhl8YYX9D3BQCR5DBBknnzo/gD4eAA4lGo6pUKvagCFkikVAmk9HU1JRSqZSSyaQymYxdj40cDAaampqyQKXb7arZbKpSqajX66nRaCibzWpqakqSRgQVwfDP5J/tshfGFoELhULmjBGe8T32io/RxMFgzIfDoTkSHxhGIhETFhKck5MTnZycaDAYWPKBAT05OdHTp091dHSkWCymYrGoYrFo78TvG3s1rrjj93/ZyyvuuEEeV2jumcD44OBAe3t7unfvnim3JAuG2+22QqGQstmsstmsGbZIJKJYLKbFxUX7eiwW03A41MnJiba3t83oTU9PWzB1enpq8iVdBPi8V96tv2f/HC+7T3wOhs0bfnSSz8dgs284VII6Ai+AAxIMH0x4w4pMEYwjm5JMZjGkyCCy4w2bN3isZ8ng+H1cxsK5kqiNJ2T88TrdarXUbDZVq9V0dnamtbU1HR4eand3V6enp5YoSOcOu1gsKpvNjiTMJL2tVsuSNXSZd8i7Ojs70/b2tnZ3d9Xr9ZTJZDQ7O2vy3G63lUqlzNbw++P7d9nLJzM4V794XwSfg8FAp6enOj4+1ueff65Go2GJV7VaVafTMd1cXl7W8fGxarWajo+Plc1mJUnNZtNsW7vdVrVaVa/XU6/X0+npqXZ2dhSPx7WysqLr168rkUhof39fnU5HmUxmJPnj/XPfXo99ooQOfZkznmQFAgFFo1GTN2y/B5FIPEhUsV3T09MaDocWqBAIe1nBf56enmp7e1uhUMh8AYlUs9lULBZToVCw5GIwGKjb7apcLqvb7apUKimRSCibzZqNAYjg3qQLYEuSySH7+1XIHnvI3x7QkUbtw2AwULVa1fvvv6/NzU0lk0lJ0sbGhur1ut566y0tLi4qHA6rUqlYYNZsNiVJ7XZbGxsb2traUqvVUjwe18zMjAV+Z2dnkqRsNqt6va7p6WnduHFDxWLRgBn23Psv9ouve1/hAbfL9LM+kR63wT4O8XHK8fGxKpWKAoGAxVjHx8caDodKpVKWyDcaDbtuPB5XNBq1xKJarWpvb88AqEwmo16vp2azaT/faDQsfpyenlahUDAAlYSy1+tZ0uwBAr9n/lkva3nZ8v9mL9GN8XtBl9FbQGV8ISAWz4keAU4TU+Ozg8Ggms2mWq2W/Vyr1bK9n52d1eLiolKplO0Zi8/zPnwchJpE1iZKNPzygTqoHxmZz9y9ISbrrVQqOj4+VigUGqlMtFotC/qGw6Hy+byy2ayq1aqmpqZMgccTmW63q6mpKXW7XZ2cnGhra0sbGxv2AtjwdDqtbDZrgQ3PMR7cfVUCKWkkKOH+MPD8nyTiWYLa7/dVr9ft505OTgxRTqVShgqjePV6XY1GQ4FAwBwCCQuZP8jXcDhUJBJRt9vV4eGhjo+PlUqlrILi0bwvQ1yetZ+XsXjX48kEaxzp5udRpnq9ridPnmh/f98Cm5OTEx0fH1tAMRgM1Gq1RpAEDF0oFFKn01EymTQEIZlM6uzsTM1mU/V6XYFAQMlkciSg9/fk74u99+ur2LdxVImvkZj6iiQBbjAYVLlc1tbWlqGYwWBQxWLRkF+MHglIIHBexUTuCIy73a7JMsAAn0/g4kEC/848Eonsje/TOGJ0mfqKQyVBpHrq78PLezQa1cLCgprNpp4+fapyuax2u63FxUWtr69rY2ND+/v7mpmZMUBkc3NT09PThoRRgUyn01b5LRQKmp+fV7VaVTKZNKeE/dzd3VW5XNZwONTs7KwePXqk4+NjhcNhFQoFuz52+quQs/HFnvnKhXds0rldw5kSuIRCIbXbbR0cHFjSzl43Gg2T0XA4rLOzM52cnCiVSikcDqtarZod7Xa7lqAMBgPV63XV63WlUik9ffpUZ2dnSqfTto+JRGJEN0kmnhWwftX75yvNHjDhPsZ1Gjt/enqqTCajYDA4slfVatUCk52dHTUaDQuCqa55BPr4+NgC5MePHxvQBEh1dnam6elpHR0dKRQKaWlpSa+88oqmp6d1fHysfr9viZK/T5+k85zj4NVlLP9+fDLI+0Q2h8OhDg8Ptb29rY2NDe3s7CiRSKhQKEiStre3TUZPTk708OFDS6IAIQ4ODtRsNq2SEw6H1Wq1NDMzY++q3W7r3r175se3trb09a9/Xa+//voI8s5ejNuV8SRp/OuXIYvev/tqBfdEzERgK50nWTs7OyqXy8pkMioWizo+PrYKD3JMpajX6xnoe3h4qH6/r1qtpnq9rlqtZvYqm80aL+q3uAABAABJREFU8ElCh/0gSZ6entby8rKWl5c1NTVlVUtk1ced4+DkZcqbj9mQKW9n2Ve+z17jR9hjDxiHw2GLLQANeA4A42azqUajoUqlomg0qkQiYXYQMLDf7ysej+v4+FjNZlPVatXsA3E2flu6sHteJsb//6KyNlGiwcP65V8i9B+/uTiETqejbrerRCJh1QzKaJSF2DBK7cfHx4Z4hUIh7e3tWWCD8/RoXSBwQd9CICnBz8zMKJFIWLbIpo1n6OPB32UtH5h7RMxnjwS84+U+SVa1QYnJ/v31MVqSDB189OiR7t27p7OzM+VyORUKBeVyOasQcV1fet/Z2TGnTOLCZ4wnG89Kyi472Rg3qP79QbMgEARJ493iIDc3N7W9vW1IXTgcNopKr9dTq9Wy52s0GiNJhXSOPtfrdUNMQ6GQ0um0BdNnZ2cWkFerVZ2cnIzIG4bFKy73Ox4s+2d9mfUsXfWfQaWBoMBX3A4ODkwOZmdnNT8/r6mpKatqkEz4ZJd9gAo4rluUhUFfkW8SDfaa9+r1Zfy9+//zb5z1ZezdeFWOpMqjzF53+/2+9vf3bb8ODg704MEDC7yazabK5bLZM5DAWCymw8NDcxCUwpPJpNE2cOjdblezs7OSzuUxk8mMINedTseQ1Uwmo7m5Oc3PzysSidjPeHvqbd1lOmCfWON0cWzdbtcSD+4BGQqHw5qbm1OxWNTe3p45wHA4bIDH9PS0AQFUybBhVBGRmePjY7VaLZ2enurk5ETtdluNRkOpVEpTU1PqdDr2M3Nzc8rlcnYdfAEJNffiQSL2DXm5jKrGuMyzVz6xRwYB6M7OzhSJRNRoNLS/v6+zszPt7u4aeFSv10cSsHq9bgHM2dmZ9vb2zI+itx6A8dUVD4RJ53K4u7urYDCoubm5EVoae4N9ljQicx48u4w1Hp94e4ccjn9uOBw2Gl6r1VKr1TLkvFwua3d3VxsbG0bxRg5isZhOTk60s7OjQCCgubk5nZ6eand3V7VabSSAa7fb2traMp0+ODhQr9fT3NycZmdnLdn19z0esHof7OXksnzss3w39tTT8bxsAm6icz7eevLkiSqViu1vu91WLBbTxsaG0WqR4V6vp1qtpk6no1QqpYWFBRWLRXU6HR0dHVm8g//AN7fbbTWbTd24ccN8L3vm9dgDCON7+LLL+2/vC/z++X31+w0AR8ycSCQM/PPvHH2u1+tWLTo5OVG1WtXBwYFRta9du2Z+1oOJPtEhRo/FYpbAeF9GDDQe2026Jko0xhXW34x3YJTBcZSnp6eq1WpGkSIr40WABPi+Dspq0nnFAv4tRj+fz2swGGh3d/f8gf7f9UCg4/G4Tk5O1Gg0LNOF0+bv/VmG/bKz3/Hr+T30e8vzwkuEv4fQEODBzwYB9dQTnDkKX61WrT9mZ2dH4XBYuVxOKysrun379gj37/j4WEdHR0bzqFQq2tzcVKlUsr0d7zv4skD5slG/8YTGvy/pXMba7bay2exIMNjpdLSzs6OdnR2Ts5OTE1O4VCpl++V5jRi32dlZ5XI5cxzQharVqqrVqiW9OPzDw0NJ5841l8tpfn5emUzmC/vzrPd/WcjUs/ZqPIEZp+d5Pe73+2q323r69Kl6vZ5mZ2eVyWQUj8ctiOB3oBZJ53q6vb2tzz77TIVCQa+++qoSiYQlxR6VxTFh7CRZMMnPEkABIvhnkmQO0OvoZegsn0VF1u8Nzms8COh2u6rVavr000+1vLyslZUVVSoVPX36VJlMxlA6gJBarWZ0O2yWd1QE3uPULNDpUCikWq1mVdyTkxP7vVQqpZs3b9r7Grc5OLJxtPSy1jiC7JFs6LI8E+/br2w2q9nZWQtkoORCw+AZut2u4vG46vX6FwAtAiSCOiqNrVZLkrS/v690Om3IfyAQ0MbGhl5//XWjRUrndqXZbFqCN14xHZeZy1g+YH5WIMPeokPQyE5OTtRqtVSr1azagExgtwOBgPURQGkBjGEPA4HACEIMoAKgR+USGmAwGNTMzIzRQLy+AgTx2fyM37fLTHKfZUfHAQkC22q1qv39fW1tbeno6MgSz3K5bGi6TzjpQ6OvCPszOzurbDarbrerzc1NQ5E7nc5I4gtCPTMzo4ODAz18+FC5XM6uQ1XdgwLj1fHxZ72MfRu/xvgeetvhEw+Q+UgkokqlolqtZqDK/v6+Go2G4vG4AUuwV3gH9MuSMJM4nJ6eql6vm02lYpROp81fDwbnfR1UMmdnZ78AvPogf1wOnvWckyyvp+O+CD9Gcu5BWk+B9feGPwBopwWgXq/r8PBQ5XLZKrc8L4lIqVQyZg9VjKOjIx0eHpqu0r/hqx5+j7xujtuhSfZs4kRjXAl8toiygLIR2CNAR0dH1qDHRtEkOD09bfQqhBDH4ZseO52OYrGYNd7yMj0VCuNFcJ7JZAzxWV5eNgcPl94/37jSXWaywbXG+YM+WIaPx56SZIA+tdttbW5uql6v217F43HNz89rfX3d0C8MFug8AtRut80R1et1Xbt2TYVCQbOzszo8PNSnn36qSqWi09NT/eIXv9DGxoa++c1vanV1VScnJ5qZmTE6w3gg9ix5uQxF/vuCIY/uYbBQkMFgoKdPn+qnP/2pAoGA3n77bQWDQX344YfmgD3SSTKLwTg5ObEeId8MDe2KwIfeIZBqz7ksFosjQYGkkUZAT8UYL5FPul/+3+NJxrg8++Z/vs8eQMtZWlrScDhUpVJRs9k0XU0kErbP0jmv+/79+/rZz36mbDarUqlkQYqXdR+kgHTTL0PTteekju8Jsu2f8VnPP8ne+b3iPXmuuZctT3c4OzvT/v6+dnZ29PjxY01PT2t2dtZsF/z/09NTxeNxC0J8yZyy/9TUlJXF8/m89Q0cHh4aoIMTJuE4Pj5WPp83h0ZAQzM0aLgHAnx5f9yhTLp8Yuuv7RE+rwfQMrHVNLZ7MCocDhtYQhWSfheqQMPh0CqJ+CdojchfIpFQMplUo9GwBAMEe3Z2VhsbGyqVSibv2ADek/d1z6qcvWzSxmd6VNbv3XiVELkEyKMnheDGUzWki6Ci1WoZCMN1PUiI/lMJ29raMpArHo8bfY931Gq1rPqNDnHf7JWX8/Hg5jLWuO/Gto5XSwA2u92udnd39ejRI0nntuvevXuSzoOtfD5vLAiuHwgELKH3lNJ6vW77VSgUFAgELLjGXqZSKaOvpFIp5fN53bt3T/l8XqVSSdPT0yP22fcGIQfjYNFl7qG/Np/t+zX4Q5AKGIfMMwiDiizAHBQokijkCBmLRqMGiAD4nZ2dqVqtqlwuW68Z9o7hBSQza2trI/tMEux9hfez41XHl9m/cX/q983v53ilndgU23d0dKT9/X0dHx/r5ORE2WzWQBDYOPQ8ep/Jvp2enmpra8sq4ezBzs6ONjY2dHBwYPax3W7r2rVrWl1dtTiOygf39SymxaSAwAsnGrykZ/HNvVNhqgxIkHSuxBi1Xq+njY0NcwA0aw+H56X/aDSqqakpy5QJlnGgBNxURjAEZMo4K/ipNGWl02kdHR1pc3NTKysrJvw8x2UiUl+2noW0+JfZ759PrpmamhqZcEHVot1u6/DwUAcHB9YAenZ2pkQioXw+r83NTXNCZMEbGxtqt9uGDPOsrVZLDx480M7OjtLptKamprS7u6vHjx/r5OTElOPo6EgnJyf62te+prm5OaMd0YTo7/+r3DPvwHxgzr8xNoPBQLlczmSwXC6r1Wopn88rn8+r0+lodnZWnU7H0E7poiLCHoHC+yZljCul4LOzM0MOIpGIstmsWq2W9SmdnZ1pY2NDh4eHmp6eNrpVLpcbQbC5/nhlaBIqhnfy/joeHfPX9hx5+qTgK7fbbZXLZT18+NBoZIVCQalUyqo5IO79fl9Pnz7VL3/5S+3s7IxwQCVZIEnPFM9OIg2XHtoGATlyiA74hjWeZbzCNSn90e8dgRfBPzYHmR8OhyMJGUMucATdbldHR0eWuBEY03RMQAiChzNlshK9WPTFoPvoJvLCFL5Op6PHjx8rEAhYclKv13X37t2Re/Y65OVrXG4mXVzXvxcAKfwFlQhPwwFJL5fLajabRjkjsW+1WmbzCeJIAKDYVqtVA2A8zYX7Ojs7M9tar9dNprvdrp48eaJMJqOFhQUtLS0Zsri/v69CofAF/zeeeFxWZYj999UzdIc9QtZJlprNpiVb430PAHokZNVq1fwxz+iDMRp4/SQ5kGh60drttmZmZsyf06+xurpq/gr/RZJLdeTLZO+y17jfYE+hRU1NTVklulwu6+joyORmODyfclQsFk32CK4rlYparZb5wEQioUajoZ2dHbtWNps1m3BycqJ8Pm/U21gsprt372phYUEffvih/uf//J/6gz/4A5VKpZFhL9LFdDEStmcFf9zvy6xxwHMcBPVJBqAu75ZegXq9rlarZTEgjJJ2u202vNPpmG1lgiO9QHweSYKvdkDNhSUDk+Phw4eamprSH/7hHxogDQjmqXs+yRj3qS+jt95ve5vM93z1zk89A+Q8PT3V0dGRnj59an3L0F5jsZiq1arC4bA+//xzkyUYOrx3QHRAfF8Fxz7AzqDvdn9/X9VqVbdv3za2hU8QfWLGs4zv5fPK3AslGr6kw/8REsaAchPSuULDHYvFYmYI/USQRqNhwcje3p7C4bBmZmaUzWbtgSl10yjkBf7k5MRGnnknxueDGtLshXAHg+dc0kgkYhQaH4Rf9voy44CT9XuGcJIwpVIp9Xo9HR4eKhAIKJFIGAr/8OFDGwHMtKh79+6pUqmMIAcka+FwWNls1r7HSL9araYnT57YtBwcEGgVVSXpYnRjIBBQLpeTNKpA4zJzGQnIuPL66/u/A4GAja9dWlrS/Py8Go2Gdnd3jW9LsgESXygURhwJVQs4jkydIrChcgHazOdjPOr1uqH1iURCpVJJkkze/IQcr7DjSYaXm0mX/10cLJ9F9Yevg/7u7+9rb29P1WpVGxsb2t3dVb/fNyodznB7e1v7+/u2rxi2Wq1mHOVwOKzt7W0tLy+bjfATaXCiJCuxWMym4/BO2u32SJ/LuJyNJxm8h5fRY4IyrsF9EsCxjyBv6B/82ePjY0s06cnwE/NI1NvttvUOYM/8dXGsJDTQB/gMHwjEYjHbr2QyaY42Go1qa2tLxWLRqrfeYTxrP19WZ32Qi3MnmWR6W6/Xs/fqBwZQEePZpXOKE9cEgfP0DUn2s+FwWPl8XpVKRf1+35IKJrHE43FLTth36BeMuA0EAqrVaopGozo6OlKlUtHKyorJ1rjNZk0CCnzZ4r0gX17G8YNQpvb397W5uWkN2qDBILwe0U8kEhZs1Go1S8SQveFwaAAI1QkGtHi6Hu/Mj84FWERX8CGwGyQ9c9+Qk8tIcMdt3jiKPRwOVavVtLW1pddee838QCaT0fz8vNFTarWa0um0arWagQdTU1Mql8tGjSVeSSQSRjmu1WpGu8LnouvobbPZ1AcffKDl5WUFg0H7HfzyYDCwSgH0cQ+ujPtCbO/LrHG/QxBLvMX78wBQp9PR3t6e6aWnfgFyVqtVG2xBkgEjJZVK2URD4gv6goLBoFXOyuXySPUOufaBPTLNtEjiKPTfJ0teXvzfL7p4Xg+2s2++L4I4TJKBad4m7e3tKRAIWKU1GDzv8YR1ApDg+6XQ2+PjY4ujAQlhECFD2FmqH+VyWQcHB1ZBuXPnjsVB0gWLBjlAJsZl5HnXCyUaPoPyfxBCXjgKAa+uUqlYSXVqaspePI14BLsYfF46wS6O1Qu7b7ilHJ5IJEY4pIxPY1IBNAWUH2dRr9eVTqdHApnLROefFSD7z/GfR4DBeEJPBcM5B4NBnZ6e6uHDh3ry5IlSqZSNKiuXy0Yto4QmyZD1VCpl6ALGjIwXVJvs1wcCvI8nT57YPuJMPPf+Wc96GevLDIFHB1Buktqf/vSnunHjhvr9viqVisnTb37zGy0sLCifzxtdz/MomXUO/ckHYyRt3nGCLvOOQGbZo+Pj45GpSuy1Dxz+PrmbdC+f5Xg85QJZgwtL4LG9va1Go6HHjx/r8PBQzWbT5Iifq1Qqisfj1vsDvx0nBBVye3tbf/Znf6ZIJKKbN2/az+N84OHTgBuLxSwI59mxEf4deN7oeKLB1162ufRZyD9OxU/GQk6QmcFgoOnpaetFI/Cam5uz+8cOkZCxAoGAJXv5fN6ccbvdlnSe3HJeQSAQsK/juKiYJBIJk/t0Oq1YLKZsNquZmZmRufhfloxdRtAybu/Yy6mpKePHt1otFQoF4/w3m00dHBzo6OhIrVbLfAdJnD9DydNieC/BYNAQaD5HOqeKwr+H7gNABrLIvS0uLioWi2lra0sPHjzQxx9/rO985zsWPHnE9zLXeNDD39gaPwXIJ6FMN9vd3TXwCMCIpJMEGSAFXUWOodpynsH09LQlD5JUq9U0HA5N3qampmz0/PT0tJrNpp48eaLZ2VkL2j29QzrXFZ7hy9ZlJGpfVq1jP4rFonHWm82m+v2+lpeX1Wg0bEhILpczoIDRv1NTU3r69KkBmACo6OPx8bG2t7etZ6rVaqnT6Zh8+7H+8XhcT5480Z/8yZ+oUqlocXFRm5ubajQa1jvz61//WtevX1exWBzpa3iWn/CJ7yT7JX3xTCL+5g8xAckUQwfa7baWlpYsfqAagY6TvLP4uampKbOp0P4Av/xoVxJnqplTU1M2VTQej2tpaUnRaFTlclmSjCHDPvqBF8+q/LwMa8DHxH6NJzR+SIq31e12W4PBQOl0Wv1+X/fv37eK9OnpqarVqg4PDy3RJ1bBBpCAHh8fW7UNFg/6zWdRefcAxc7OjpLJpGZnZxWPx1UsFs2vUBn1IOik67kTDc/PG3foBKwgQTj5RqNhvLFUKmW8uunpaeVyOTNa5XLZsnh6MKAq0KwyXhb2/LvhcGhlTJwOgYg/LIyvYSAQcCab8BI9auWDmZdZX/aivJMke+TQFpAiUKNOp6NKpaJHjx7pgw8+0Oeff27INBk/c+cxhBggKGsIHgJKjwEzljFmOH54pZLs9+r1uj777DNzVgsLC1YuzeVyluxdRsL2LKMgjZZ1MWq+coPy/eQnP7EBBCQCjBM9PDw02kQ4HFaxWDQOLaVgeMW+QRw06+TkRJFIRNVqdeQeSSSQ3U6no3q9rt3dXeNB+n1Gp3ww5pG5SfYQeR+XO+QLZyedG6S9vT1tbm4aYk4Pz/HxsRkgSuZUPDKZjM0zJ+Aj0AW5jkQi2t7e1l/91V/p3r17KpfL2tzcVK1WUyQSUT6f161bt/Taa68Z4p7NZu1gxHg8bggN5XWeBx31CcGzql0vunAQGFkWDouqiwdEBoOBPvnkE+3t7ZmugVQydQWOrUeqy+WyKpWKjcEcDoemw8PhUIuLi0ZbGQzOD/RLJBLmsDKZjDVfUoEjyJ6enlan09HGxoYlcqlUyuwbdudZAe6keotDH68ocW0qLK1WS1tbW/r8889VKBRUKpW0sLCg/f19/eY3v7EpPv4QxEajYb8ryUaxwsn2dAEQU0ABEgsOP+TnoWVwzUAgYFW6/f19ffLJJ+p2u/rGN77xW2k+L4sqe/86Lsfj1wUQkmRjgAeDgVGIQTQB5zyiC60T/SdBJrmHL+91mql0jEZPp9Mj/oXex62tLaMpS7KphciZpwCz35fBIPiyJM2DUJVKRUdHRzaQAR28du2a5ufn9ctf/lKnp6dWBfeBIZOokLXZ2Vklk0mlUinbq1wup2w2q52dHQ2HQzWbTaXTaUkylNpXNqGZAhBubW3ZRE0Sx2vXro00Sl+Gjo4v328rPbvfDZ2q1Wp69OiRGo2GyuWyxU4eQIOuzF6RvFEhBjSCJQDDhMoZskHlkjhIuuhfxXcC8GxsbGhqakrz8/Om99DUuB6/d1mLJH38XYz7JHw9lVSqEsQdAGIPHjzQT3/6UwPdoSlClfSHZgKq+niVfg30zPdKcfQDupxMJq26weCffD6varU6ktjxHqB8Sxd26kWSjxeuaDwr04VyAU9znFqQSCRsIkgul7MMyVcn8vm8ut3uCHpJxQOaEPQAP+aPecDJZHKEFwra40u8jEUrFouam5sz5AeevS97eeTgRTd1fH0ZCoGA+NIuze8YHUkWPOzt7WljY0OPHj3S/v6+IU40xQcCAWs6RripRrAH3ljRZwBXmv3DQEjnJ2rPzs4aQgZagMH0zeUnJydaXV21sbn02HwVi73zvO9QKGQOwpfreX/jc6JRuvEm2VAopPn5ec3MzNgseZr0Tk5O7KAq39zskUZvRKampqxsur+/r8FgoJWVFaukEMyO0wp4xklljmSLhA/57vXOx0mXy2Xlcjnrs7h3754FJegENLtgMGh9L8haKBQy9JNpXFB/Tk9PbU464whbrZaePHliIzWZzkIgfHx8bPezurqq+fl5ra2tWTDppw2x5xhaFkDCyzphT7HwyyeB7DEUKXpaoGdStqbfAhmAjsPvHB4eqt1uW6JAkkcSDxjD86KHh4eHRqnw50hAzaIJ/eDgwPYabj1jYBnlPJ60v+z6sqqct91nZ2d69OiRtra2tLW1ZTrj6TfYLxJ55BMUmUQE+5VIJKyKiPzjqEnuGZ+Zz+ct4OPsCU5l393dNRQwkUjYmTHlclkLCwtWHSBwfFaSO8nCVo2/D081QoclWeK0t7dnwTsAHL1iVCI9R557zeVyFjySjNBESpBXr9fN1hNUe5uOjeezqVrQVApQ5qfcjCe4nt50GetZ1yH5zmazRumBcn16eqoHDx7o8ePHRlWSZDaO/cT2AGYBwiFr9P1tbW2ZP0afe72eUcIDgYDu3Lmjqakp7e/v66OPPrLY6KOPPtL9+/f1ySef6I/+6I8MiCKmIa7yINRl2Lu/D9XHt0oXoBR9jfg9evWw1Z5Nwj3SN0siwDMhM5lMxuQ4HA6bf2Sv6SMoFov2PfS9Xq9ra2tLg8FAi4uLNrIf2QbE9kCPl5dJ9o99G6/Soa9+CiP7QLUfPa1UKkape/Dggdkg7CTXYsoZCRT7gy8mzuO6UL5JhgAA8ce+75Dq2enpqZaWlgyk5syhbvf8UM7FxUVLCiksPG8f5HNHgf7F+BJZIBAwhcXh9fsXI1fpmOdhmSJA+Z4AjxfhKREkHSCZBNaM58IJeJ45KAW/f3JyYtk0B5kwahODUiqVjGZAo643puOC+TLLIzhQVwgCQUGePn2qx48fq9fr2cuk+Y69z2QyKpVKRs3AiZPp04AFTcOP8/WKRwCAQ6JhGrSKkp0fl0ZCwoxs3gt8zbW1NeXzeV27ds0c0aSo1XhFySe3Xl78pIepqSl7TnjbBPRcj73BQfpKHEYRWgXoH8qK00YWccqgCdA7OA9GkiqViur1uiKRiN577z3jqVNl8sZoXE4mQUkJKkikHj9+bFUKknTQRuSn2+3aRCnuJxKJqN1um/PgpGsoGtAXSWYGg4FRdCiNe+cOB5mpUsPh0LiokUhES0tLkmRBEIENdkaSHWDH4r2OU6UmlTkvS546xwQsyv3sJc8OqMHBUzs7O3Z4H1VU6RyJBwSh7wWZhubJc9Gcih148uSJYrGYyuWyTQnzTpx39vTpU+Pcv/LKK2q1WvqLv/gLfec739GtW7dUKpV0dHQ0wnPmcy+DhjE+GclXOEl6arWaTZDx/HM/eRCdo8pFsptMJi2JaLfbpmskHVBZDg4OzLmTsAAypNNpc/IEeqlUymyeJM3MzBh4RqM+ttBX1Ei0vf960eXRSh/4EWwxbMLbKyqlnDsF4ptMJm36GOcG0duH3+H6gDCJRMJsGgkCvtT7FpJkafRMAqqd9+7ds9HpBEgg8qCs49VIrsO+v+gar/6OB5I8I/HIwcGB7ty5YzoFJRhgg4Aayhj04KOjI3W7XUswoJUy7Ws4HBo9EUp4v9/X/Py8lpeX7Tnh2ZOstNttffrpp/r5z3+unZ0dG4wjyfqJvO9Gp57V1/eiy1fiqN5jU4iRoNrQkE2TO4kT+sQ1AErg+qM70IQAd0nQ6ENCZql+AFxBG6Kals/n7eyXWq2mTCaj7e1tuyeCdA68o4ogXdgm7y8m2T8v19hLbCkVM+I2STb2/vT0VAcHBzo4ODB/ip1LpVL2O8Qn/EF/uD6AC3aeeyIuIiEGoCLRQnb5OSbBbmxsaGlpyfYJoL/f7yufz6tWq2llZUXZbNYSyeeNTV4IbiZ4ITmAA4uh4GEoSTNHmuBMujBMHkGWLsZrMomGMhHfm56eth4MGuMwrj6gQsF9FQKlBkU+OjpSuVxWOBzW0tKSdnd3rdN/dnZ2pATvhWfSNU7tYL8Qdhxhp9PR9va2Njc3bXIAJUjGuoHi5vN5E8BkMmn7RtWGMa2gmNAx6GVJJpNWPvOBNZOQPHpIAyUOiMoBykH/BwJ/9+5dm2d9GZxb75CkC2MI8nF2dqYnT54okUjYfROwIK/sHzIgXQSScDl9HwD0GJAwkH4aLEFU/fjSbDZrQSOOACVnSsnW1pYhMZJMR6TR6SIvK3MkVnDTw+Hz01b39/ctiaVJESciXfQ+wcGGskNDmadckTQweYTr5fN5FQqFkV4LJsmBgFD9OTg4sFIxJd5cLmd0FuggvCuSQdBuj+qPVx0n3T+cBI6Id0mAiiPl1O5Op2PNdQSCVAtAgJBfqEssKD7YNYJ9qC68H0/hoDkQ+hN2goCKKkDt/x0YBq0GG5rL5UwPAIR8z9DLIKTeZvr3QPLPXlCl9mV46WLEIo620+mMgEKeekN1jWsQFILc8W5arZbJDHsKYsi+0cfC3g8GA6PHMbefARI4fE+B8InSpHtHkOCrsPiiZrNp1J5isahMJqNyuazHjx9blYNkjmdFx7DRnkXgzzTo9/vmC4LB4EjVgv4Y6MzsGb8fCATMbgIsdrtdvfnmm9rf39f9+/eVSCTs8DVfzfCUHeT+ZWwez+yZFz6wHwwG+vGPf6xYLKbd3V1NTU2p2Wzqz//8z21POOuGMe6Af6DvkUjE9H5jY2NEh9rttk3oIwAFLCmVSnaYH76UqifvqV6vj/hwklcAKkBJH0cg0y8rdx7IQz8AwejJePDggTWtR6NRFYtF1et16+MkiQXsxRdjO4nDsGPov6dFwQLIZDJWbUPHiE+mp6cNNAMsRY45vHRra8sQ/4WFBRv2gMwRO/DMkyxfEfBVOZIrYiLApNPTU+3s7EiS+VD/87By6BsiEfC9f1QzOM+KyYUelPCgOzGYr7IQH5L0M5SJ94I/jUajmpubs15W5IHPQ2efS8ae9wcRZJqiECIMHAfckKUTXIGS8jMYOnoDQDBwPAgOyAnIeiaTGemCHw6HdtorjackGkyRIuPDeVLirVQq+vjjj/WjH/1ImUxGBwcHpuTFYnEkU+O5XwYx8Ai8V2gUEIfK1/v9vgqFwkjTHo26jOQjqwWBIjmgmsHXCY4xfD7wpyTJfZGESLKf9yfn+uYiDDDJDk7+4cOH2tjY0O3bt0fQ0kmXN6reIGAcSXo++eQTLS4uqlgsStIIr5F+oUqlYtQnjAxnE3hHhyxJMk441AroLL5/iECKLB86Gsgj9BhJNm3klVdesYlpkUhEBwcHmpqaMi79lz338y7eC4HDycmJjo6ODKk8PDy0pIIpKCRg8K/RF2h10FMwSv5gzUQiYYgTX/dN895g0nPAQXboKFSkfr9vY6g9pY8D6IbDoQXo09PTRtnwjg1nOcnyVBDv8JEpSsfQpAjGFhcXtbe3Z3IQj8ctSEWuqMDCk11bW7NKj098cT7edqCTNITTX0Sgh54RgJTLZbtGMpm0niwqMQsLC5qenjbUUHr24IoXWdh378w9Qs5zF4tFO2WeCi0BPjRbdADZAlQCKeRZeG58CskdqCnJIVUS9gwwDPQPWeJavV5P2WxWc3NzRh3I5/M6Ojqyn/OVDenlAmX2C33xYFmtVtPGxoaq1ap+9rOfqdFoGJ3E084kWWDqEWEmueEH4cr7s5XwAfgVZNFz6gG0SOj8qFL2o91uW5WKPi+YAgBb7Be0I9ak+zcOMvj4xO/Fo0eP9PTpU6VSKatadDodzc/P23h39oHEADmioo9dohcF/1j7f4cl+ibfqakpFQoFzc3NGYCBjz44OLB3jU3F1vshMNAtfRLFnoN0E1ROsvx0z/H3cXp6alPXPvroI3322WcaDAaamZnRYDCwAB99o6JID1EgEFA2mx1B5enD8NQp9B2mAMEvlRIfLDOJSZIleSRh29vbBujcuHFDlUrFEl10alxmkO0XXcg8STbvgICc+5M0Mv6+0WhYnydAnX/fVHAASUg8fcyBb6ciyzOMAylQ/gBGSWTw+/g4plrhg6CTcoYYFHIACekixnquvXqRjUW4CX6gTqA4e3t7Ojk50dzcnLrdrj744AM708HPIIcSBBI3jhzy4qiM+AzXO2DQANBYkDJ+F0PMi+K8A5BURsNCF8GQep4giu+ThEkWzz5e0mU/UDQcMpkyz8R8avjzJHxQwVBSj+iHQueNkoVCwYwcU2wkWdbqK1U4Dpwzwk3jIYkRzs2PF6aC8vHHH+vWrVtmYC6Df+sdk0/+PPe8UqnY2FhO7JZkRp8yKjIHnYXgxCemBOicv9HpdGxGtXRupFKplNEN+F2MxGAwsKSXa0SjUTWbTf2P//E/tLe3p0gkYmXSzz77TOl0Wl/72tdGuI+eVvCi+4UM8/42Njb09OlTG9cIX1aS6SJUlGw2a1RDwAQCVgI+QAD2zqPwknRwcGAVkJOTE+3v7xu1A862pyIhv7u7u/qzP/szq5gSVFPWXVhYMNvAfZEs8vkY5EllzYMaODJ0DAe5v7+vbrer27dvq1ar2ahGnOO4E/NjKtE90DameJHES7LrUVkEOZyamlI+nzdKGrrJsxN4SBf0zG63q3w+r3A4rIODA3388cd69913rQfHO93LAFb4/PGTzrFzNBcT7IO0UX3F/lBJSyaTpoe+cRmE3VfE0R0SD5K7aDRq1TLk1VcksAtUOeg1w+9ks1nzJd5m42/Y/0mruMgdMk2FjyAFW0rFDIpjqVQyn+GrKu122w4vpPKAXhBQE1hAZ/RDUfDvPM/BwYGdBQHdBTSXgInA8/3339fi4qKhpsfHx3b+EoknfoHn9snSy8geC5/mh3L486mYrAMQgEwx5GNxcdGuAVsDe0fQ5oc0NJtNiz8A8QC/SqWS+ZbT01NVKhXt7Ow8k3Luacrs/S9+8Qtdu3bNhnL4eIK//WSnF1ne3pEM+DOBADqwCfg2qsjsLewCXykHPGKP8YHYUuSAn/W9Pr1ezw7JJVn16D10RpJ+7ouKJudE1Go1OzSWz2K/fNI9yUJusPP+/olboWOShDI+2dPBeM5AIGC9jQxiwf/yrgCsfFUB/0R8hKx6e8D/0Tvk9Pj4WNVq1WI/PotqFtO8JKlQKIwwGvyxFn/feqGKBhvr+bwE9Cj4/v6+Hj16pKOjI2tmBlknayNhwchj0DwahmJLMt4ev+PRPwI7j2DzYmg48veMMEjSb37zG+t7gPdNAoUAkAW/TKKBQedERgJTSuKUpqvVqn7961/r0aNHZqA50IYg3isc4wwzmYySyaQh8b5s6RtEI5GITYWCt8j9gcJ6LjJCOj09bfQtnH23e37KMVk6zikQCNi0FgwjxutlllcUDI0/KIjgHgSNs1MIvNhjjwYRSFOKBCGmqsN0JvjvOC0CGj/VBochyX6G80h4/1Q4qtWqfvKTn2h7e9sQ1WQyqTt37hji6uXuZRYyCxJ3eHhon0H5mYTUcz2Z0gW67ql0BMQE9lDWQEcx3MyFDwQCNhZ3OBzaGEmvl1R2kJW9vT2T42Qyqbt37yqbzZojgeLIkAgSdPZ/UpRK0gitzFNF2RvK4hhiOPAEsB4kwZ6gM9PT0zb1hs+hkiTJqiWgvyB72WxWmUzG0Ho/VCOfz9vv8x49csxEuHg8rkajob/8y780bvnKyorRmlgvI3OeFsM7GLfZyCJ2dzgcWqBL4IGO0pzc6XRM18e5y4PBQJVKxQIInD/+JhQKmYxSeURu8RdMp0H3cNaHh4dGLfTjJAnA/Weiy5PKnfcvBHAEuZIMncQGA3KgA5Ls3AHuGbslacQG+aofNEkfeHnZzWazdpYOdEYAJ5+wUcXq9/t2SnYqlbLRnaDdvGf02zf3vwgd41l754NhH1RJ57px8+ZNff7550axSaVShuj6Khw0w/n5eXW7XaO8JBIJZbNZtdtt1et1bW9vW1DHnkP3m5+ft74f5CoajZrNANUG1AmFLqbCcT0A0gcPHiiZTNqIbE8NI6aZtKLhwTuCZul8GiigBYlsu90eOQoAW0+lhnvCjxJfSTKQxHP/0RVfwaNSw7sgHolGozZ0BiDWB/XYmV6vp62tLau+FYtF1Wo1SxCRl0AgYCDDJDrr6ZLEr0wZpMrf6/Xs3BWAKfwuusVAIyohJP7QqpFLACX6M/y0OCj1vgpBfAmwxXv0VQxAM94fsQE9u91uV5ubm5KkYrGobrdrn4Evep713IkGgswfjC1Bc61W+0K1Aefvs16CNV/mh3qCQ5Qu6AsYOzJujBO/TwYNnQsHgqLy+R7tR2g7nfNTdKVzhKdUKhnyQ9DjM8JJV6VS0ebmpj777DO1Wi3lcjnNzMxoOBxqf3/fsmkOXqK0SIYKegXPlqSCe2P+NMgNJ0dCdeK9+DKrL7vyfgniPFrV7/ctKCSY5F4InnBOOJDhcKidnR1VKhVDUSdd3oF4lJ/m22azqVQqpVKppM8//1zS6PQWnyR47rOnpXBNqkMckMh+U00b53CTJI9zo6mccT4C1ScMEgnhgwcPrEz/jW98w5qNceLc2yT7h9yQEPkDfbgnTv9FtlOp1Mh4Wn+OCIgx1SsoVewhiCbVMIJ+gqNAIGDjcAl2oOvwzD5owajyztLptEqlkkqlkoEAPmGOxWIjJXYc9CTLI9bYDEnGj0W2/FQ8EEgoctAQ0RPoFExO8ag1gSOfgbxg0KGf4ry9Q+ddQoGUzieUMDXM8+j39/dHGq05CXlpaWmk2vqyyS1VFN9D4jnsg8FAOzs7qlar9nWqViQcvEfOX6ICxPXRJcZ+A1Z5O0GiAqBA5Yvr0BjJKEcfiHNdGl/ff/99ra2tKZVK2buAH40P5N4mBaSQdQINAiH6x/y0o2AwaGPiJVlFPhAImB5TRSWZZ4ALQd04Etzr9axfjYDC00XxNZ6264c6kJDjOwGoBoPzk9UPDg5sIhDvKJlMGsiAzZpk+QDSJ3vEIviCxcVFo76xzzTnShfIPEh0v983xsPc3Jzm5ubsYDiqv1SGCX6np6d17do1lUolo05Bc0HPAF6onjEJjqQ7m83q4OBAf/Znf6bj42NtbW1pdXVV0kUfEzbW7/nLyB3ALP+vVqtWwW+1WiqVSrp9+7YBTgAFVA6x4QANHuxARwAb6HuE3unpRx5wJg7BhiFnyDM/i94hd9CROb2+Xq/buUQ+oaKKP0mCSyxJLFoul7WxsaF6vW6HInvKI3RM7DrPQiLA9fDZ0L55r4DT7CtsDOIbnodYhETEV0aRVXwDQBAJLvQo9h02QrlcNsCbOGttbc0YJL9tvdDUKY/sw30kQTg4ODD0jIchY+J3UA4QGDaQEia9ERgFAg8WWVg4HLYyKMqGoEoytBXBZPY3wRMGlyQHoWFqAsYdY+oD10nWzs6O7t27p4cPH46UqqrVqjl/ThalCuHRNQw+iByBvUeE4dhhWEk+vNITJHn0A2OLkpPIgdqiLCR0BEUkMygan0N1A4PDdV+WOsW9+uCs1WoZwsSoXRC3fr9viOVgMBhBMwj86DvAcBKAEFRzKBHyCa0F2SVh4B0QDGBIKKvjRHifoK3dbteU3nPupYuJFtJkvGUod7X/d/KvD/JILjyPFH1jIog3vL7kKskSEQJAAhT2x6OoBH8+KPYUE/Ya+SRZpSRLcE0jXSQS0fz8/Aj6B9+e2fTIwKQIH3LmOaz0KxHEM/7vwYMHNpTCO0WSHYJFdARd9joDYkcCAZ2JniJJNsHGU7ckGZ3K3wNOlOQZPaxUKnY4E425ABE4JhzZy6Cj6DzBbKfTMernYDDQ0dGRfvnLX9pZGUz7yefzZnsYpQqyFgqFjDZCP5h0gfizlwyAQN44zBQdBa0mCSVg7PUuxk9LGqkKdzod/exnP1M6ndZ3vvMd06sbN26MnBHB71wG7Yzr+AEngcD5SNpisWjJPPaDn6P6Q5IHaMI+0+dHZQY9hI6BjWc/G42G6vW6er2e9SowZS+RSNiEQqrGNPT6vpGzszOrwgcCAQME+HxkjSBrkoW+8Yc97Pf7Bn75sdBQqLCH2CISDYY5DIfn5ybRq0PQipxQEYN5EAwGbUIaTeCceyNpBJGnMk71Z2Zmxiqi3W5XBwcH5lMGg4EODg7UarWUTqdH+sc8KDvJ4jk9Oi/JKF7QGKemprS+vq5Go2HVXk6W9sMGPMAFWCDJ4hNsF3aCOAVbwZleJO8kVgTR/Jsg3Msbvg3gBUr106dPlcvllM/nTX59JWrShdxAG2R8+9nZmYEpvHNP+cInALSgnx5cYroTsQOTLKFNIRtef3wFmX0G5CIpDoXORwkDennQFN1hr+fm5kxPms2mqtWqcrmcZmdnrVL5POu5Ew0QIxpXoOOEQiHjwrXbbTPiZLjwQnGSngsJVQcBR1HI2EKhkDkaficcDhvK4rNJz71HkPwmeCVCyUGccay+ZAXPm+t7xO9FV6FQ0N27d1UqlUYauxlxBvUBh4Kx4088HtfMzIwZcZABngtDivEBiWM/fGMyKBf0DRSNIAVUngV/FGeK0PPZPsEh6M7lcjZzmWtOirZ43jKKGggEVKlUVKlUdOvWLbVaLW1vb+vg4GBkXCCoM02dPngEQWZ/+BwSWd/7AX9WuhgFSTDEO5IukjYMBobU9xZRUgWNJXGs1WpaWFhQOp023fG68aIrEjmfo0+D697enqGd0WhU6XRa29vbOj09tfuBzsOzsOhlweH5cdYegSLwAWRgcAA/h/FDjzCeBMqUbD0wAWLKKaacCAstj3cF11+6OKxw0kUlz1cZCGCwbZI0NzenUChkXGuSJPpu0E32lkWzMwEeARc0IQIxwBQCJqa/ZbNZowJSWSKQo9LsqVvILL1CuVxO9XpdkgwRg6LAZ3k614ssH7ACMh0dHenHP/6xBb4PHz7U48ePbR8kGU0MW+wrpFBIadY9ODgwTrFPSgEMkB/fdwAAAIIOrZHkB8TPj2D29OBAIKCf/OQnJpMElPSheWrxpIv9YmGT0UWoPGdnZ4aQcm8EXJJGmAEkm/gzD/ix7wAN2CRkt9frqdFomI33VFuelQokyQ6+ExuJvqyvr2t2dtYQXaqDkkZQ3kn3z9+bZ1tsbW0Z2Li5uanj42PTL4AyEgWeHXCRamQsFjNuOkAgIAtIPfuZSqVsJDJj8pnY5RkD+AOSMXQXmR8HTG7cuKFcLqef/exneuedd0bOqALBviwfy2eSWHJd/CjJLGPeAT7wo9zPYDAwwIDEVpJdV7pI1ED4kS10FmAWChD3R5xCDxj7PU6pp6eo3W5re3vbhhWhB8R1k7AGeHbexdzcnFEQAWNhrODLsRX+8wAsAfgAnAGG+B3sEn6JOI+9RYa8jsNQYH8B8X2PlGe8UOGjl3d+ft7sJfbmzTfftErw867n3l0/Sca/aBAz+N+SzPn5RIIHxfmBfnrEl8QBQfHVBh/ks6EYT0ppZJUYPIIXj0J7ekej0bB/8+L9iDVehJ98M8mam5vT7OysBa+7u7va2NiwaVdwqlFemm+y2ezIPvEOPGojXfQEUP5mH0kIqMzQV4FBAR2g8QuhBIkEaeA9Q0uD74yBJICRZI6d08Nv375t4zQnWb4kLsk+c3d3V48fPzZj/OTJEx0fHxtvmUoH00GYtMOUEYIRlJTkD1lkL71TIIjywQCyzvcYk4lRJFgAiaBnBmfGhA6oLhgdlPhlaBjoBwE/aCL6VygUrDJJ5QdAAQQYUIH7oLogyfpzCFRB1XDe45QUnHI8Htf09LSSyaQZZgyc31v2GmSXgxIBNdDH6elpvfHGG1pYWDAUbNyYv8hCB7zzQyb8BB7sDEbbj4WmkTKTyVh/Ew4EupynkRK0glpRyfBVWpIn3hcyh8yTWMPzhX5FZXdmZkapVMoqXHDMNzY29Prrr4+ADpPqK4ETAQDO7tGjR2q329Y/gC0Oh8NWXQSwAIXm+QmQCSI4LwMd5sBI7yzZDxI5AgKuxc+dnJyoWq0aEslC/0lyYrGYDg4OdO/ePaVSKWtsxi6w3wQvkyz2xds8kkaCVCp7VEyRIXSMJIPgi2cnOPG0E68j0DcACCQZKANi7YE4gkCogt43sW/821NLt7a2VK/XRxrD6eGcFFThuaQLrj/v9te//rUajYbS6bTRR7l3+vmoVMbjcaMFexoKoBwc+EjkfMStl1dsIkkv9GcAJ6ooMAH8WUXEMMgcQCmj5QeDgVZXV7W8vKy//du/VTAY1D/5J/9k5IwIX4mYZO+ICdCPTqejSqWira0tA4Swb9CNCKDZd//e0QsvI4DB4xUkAFFfTYUeyGjdVqs1gtQTDw2HQ7OZPokAKCIYZ+pkqVQye8Mf7MaLLqoHJIzIUCwWU6VSMduGf0e+kTFAOd/7CrUTWwRgBA2KWBEdJaFBdyWNMEmkC4oo/w4EAiPJsXRxKCP+KRo9P3cOP10uly1JoacEG/w867k9secAUiZFkLrdrhl//oBO+eCDoBo6hUch4cdjrNg8Aj0MILOvPbUJgwlFRtJI5k2ig4BxABmGmgYl0Bs2kWkdnlc9yfIOLBAI2BkY+/v79gIJHqBw0TzkJ6Nw+BEGyY+W82VjaDcErux1MplUoVAw5cBIVSqVEaTfGwIMBtchUCHRZH/L5bL1N4RCIZXLZWUyGa2vr78UuszecS/IXyh0Ptb2F7/4xUjSSwBKouUVJxaLWX8Mk8p8hQdaBsYAlI7glWoeCAiyGwwG1Wq1bN98edjTAJPJpNLptI3rJBDrdrs2PCGfz1uSMl7pe5FFFeHs7Hym+P3797/AK2Y4AMGxRwN5PgySN1aS7CAq9hk9BRX1E4LYN0k2CU6SyQu6z71hU3gOON6AEiQ/yPrS0pK2t7et1ItdeBm6Hs6SAEmSlY4LhYKOj4/tNHX6kDKZzIhcSRrRHRwrgS56y56QpPLeSYDhfbO/1WrVEpVqtWrB5PHxsVWw+AzPpybYZm8PDg60s7Ojg4MDzc/P27RAEsVJF89LQBsOhy0Z4L7pWQKoIjAgycvlcnavVJ7RR2QV++UDMz4Df+ADZ5BXbBvJMMnkcDg0G8tiKEm9XtfZ2ZkePnyoGzduKJ1Oa3p62sY1e0rg89IJxhe/BwWURJ8KLg2kHAyH/+XgQvYDOgWJFXQUb08A4vANfh98fx72lGAMhJrABJmWznXGo+DIXzAY1P379y1IjUQievvtt3X79m2zc566M8niuTx1DX/oKSkkENVq1Sb/pFIpA8ji8bhVi/yELnSVgHxmZsZAK+wVskzAx6ANz8OH8ouuplIp5XI58w9QsAKB80ldTGCr1WpGASf4J0F52b1D/3wfDwDF9va2YrGYZmZm7DBD4ifiEIJc/DOywd4gH7wTbBUgBMkAE88AorAFJCIecObd8NzIHr7ZJ0vBYFD7+/sKBoNaXV018It3M+nygAA6Q7Xx4cOHNv7cD/Tpds/He0OTCwQC1k9L5RudRYf8FDiA5PGqBt+TLpr7iV2IiQEDeFe+ysS/0fFEIqHZ2VmLU/DDDx8+1MrKitbX1+0az7OeO9HAYZG5ItyUmuENYtjZKDjDvqTDv9kYAjGEQ9JIsM/n8H3GlnJQHT0ZBOSU6H0JnFnDkiyhIPkg0Xjy5IkKhYJmZmaslOrHAE4aMPvSvG8enpqasqYhsmGCJBBTnieTyZjBo5SI8PrmW4IRSYbe+H2BjkZgiCPDAfvSJMgiwTVKTIkSJzU1NaV0Oq2ZmRlJshMkb926Zdnvy/KWfdBHQAmNjnvDGYDI0nDGnpBUsGcsJvxQnvUoHIgTPyfJghnp4hBLjCHGDlpGr9cb6Vdhzz0tj8Dg008/NQ62rzpN2qNBNeDw8FBbW1t2KCWVs2w2q2KxaIkmdBz2AwSLe+Q56dnxxsr3f7TbbUN0qFZAgQQNJHGHSgZSSmXPc+RJ/rEvOLBisajFxUW9+uqrxoWWLlDFSfWVgNYH69FoVJubm9rY2NDi4qLZIU/zwWbBMaZXiSAHo0ywQ4Vwfn5e+XzeprmQpBC0YFM9won9hIbCO8DhUXmBAgX4gA6Fw2EdHR3ZKcQ4Naq4kyZpvoqAU0Rf9/f31Ww2lcvllMvlbLIZcsUzQVfBEZNoQH+SZAMyPNiEjUH/h8PhCK0Th0mQ5O0tzh20j+tFIhEDvdLptDqdjnZ3d+0zuWf0ebz6/qKLvR8MBjYyGYCE8fF+j/GPIKdURAkqPBiI/AFqUV3CN2CruEa9XjdaYjAYtGSYCj/+BPkjsaPCyXX7/b41YDOamb31bAef1E+6eG8kU8vLyzo6OhrpGxgOh3YwH/vhKXgkqQClVPAlGfCSSqVULBZVLpeN6uxp1twLMgj4yt/9fl/Ly8vGdZ+ZmbGD0arVqjUQVyoVtdtt/df/+l9tCMb3vvc9k1uCevz2pHuGTSG2CAQCWl1dtaEu0DRJIIihsDXch++r9Q3Ofu/wd/5+iQH9uGv8L0AvcinJ7FokErHKoqfmer3k3CE+BxtAfDApdYp7hGbWarXUaDS0tbWlSqViiRN6AI2bxB359+wKT/tFN31PCz/jp6WS8GN3iIWo1PFOsAW8J+yZB+GlcwAQ8IYpldiBTCajxcVFpVIpS6yea6+ed1PJTDEQvBgCDtBLTmvE6JDJj/Nd/d++vE2QwcbiWHEwlN/IRj06RSnelzIpj8VisZFgCgR6ODwft4mgbm9v62/+5m/0yiuvaH19Xe+8844FRZNmvzhPxjNWKhXrWcnlcvbsPsmA20nzIpUCj2SxDwi7NxgkEKBsCDUogedUQsHw9DYSIo+w+BG2VIsosWEQ6vW64vG41tbWDOmdlMLC8hQCr2wzMzP65JNPRmhVBBs4NYJYZBB5xBDxfYIJeON+4gOJIBQY+gb4zHK5POI0UV4aCqWLxBk5IOEgaQeFzWQyKhaLFky/TCWNasr6+rri8bh++ctfmtPzVUdK+SBT3jgiI9wn41YlmQzQLApCReObT2KxHZIMvUGWGN0M4o6cwZfGHoCGoy+SDCVcWlqye0IOJtVXHDjJFfbn/v37+uSTT/Szn/3Mpv2M2y8cazwetwoQdAHpwtF53j0NtTic8Sko9DxQUidppapL4EcAgANArz2NFOAAPnCtVtP8/LzZzkwmYxXBSfeO94xz73Q6Ngq7Wq0aj30wOD+JlnGhyAjvHLnyo0dxutBamGwEAsy+Yfd93xmJu29qplLPZ3vqB7QMzvHAwUOJ2djY0MLCwsiUQx9YTbJ3BGySRmiVABn4NcAMkkbsow+woJsQlHjgiqCNfSKgAQjY39+3PrdQ6PywPT9G3Y9EJkEA8PK9FugyydPMzIxNj4PGzP29DCDlK8DsTyQS0fXr1/XZZ58ZOCldTIQLBoM2QYzgVpIFcDwbyRHgHNULKoA7OztGL0OH8e/YTOmiEZyEEBnj3dDz0Gw2tbe3p3K5bMH8/fv3JUmvvPKKAVHYUA9KTbp3PkAHWFtZWdHTp0/tPiSNVBqwR+wlfpo94J3zvPzB/qFvJLcg/T4ZACzF9ksXVW5srJcvT+cioD49PTUb2O/37eR2gml04EUXMnJycmIJGcCQT4A8iONtO0kO9G50m0TXAxmecub1FwoZoCu/j20jrvC0N+jhvHvknYSL/jc/zIlKJhUU7LHvPfz71gudo+GdvEfVfLmdMjMPgBLAYfVIC5kbL4IHYDQfxt93w7P5OFMEDv47GbEv3QUCAePiMqqLJksSHpIa+HM4GF8JmHQiBnOUK5WKDg4OVC6XFY/HlcvljLKD0BFAwZ8fn/AjXTRQ4UgQBl6+TwTJqqlGgUCD8PigxaOLlPF4N56GRYLB3uJUmCwDrQBjgwxMsnyFhvvY29vTkydPVK1WNTc3Z5QCT0WiJEsly2f80uhhTgQp7IlH/kAHUTL/rMgOxgXjyL8ljeyBD4Ipi/vTVP35JcjCpM7XG3uqTsw1xwn2ej2b7c3eQFepVquWPBHQ8tzVatVQXxpoPVpOIkfFiwCIqt14oOKpDSDZBM6+EZWqiJ8Qdnh4qGKxqHv37uns7EwLCwtaX1+3RvFJFo6AIAudZJIMvGGquJKMg00DHc3WACc4GJBkeohKpdIILc0jRL4xlPsiOKH8T1UXHaN6S/AIokUJnsSM06Pj8bjeeOMNC/yoSk26fD+YdHGuRyqV0tLSktlYvodeAGBxDz5pA7ji2dlP9hEwBOSN4NwPJAA4YVwjz0h1QzqvWHL/BL79fv8LB7pB03j06JHRhvEVL5Pg+qos7wi5QrYIzAFcfJBFwDAekPEHu448oKtUM7A1TEICZEDXqAj5qoHvA8L+QxmC5ktTLr4lmUyaneEdEVyhay+7f53O+RkF6XRai4uLajQaqlarGgwGZhuYSogt9/YGpJg+iGq1OmLXOEyNBAMKJPKFvrXbbUtEeTdnZ2eanZ21YJGRwdhP7Auf6avKt27d0q1btwwM8Hb+ZWhn2HrsFDISi8WUz+dtwAWyRADrQWEAJRB7bBf/J37yPs0zJdAhbJn3IT6w5WeIFf0oauSHn0feCbYjkYuxtzSK+37gF1l7e3umc9g0Hyv5JJBFLMs9IvMe1CPmYtS0f8eA68SMxCae0YM/AYhhX5FTYkFfuSYOQnfQn36/b2c/JZNJOwMmn89bfPI867k9cTKZHKE+NZtN40WfnZ3p/v37ZrBxfggQ2RmUEzaOTcGIo+y+vINDlUZPJgfhg54B6kQyQ4AK5YrEhZdMYI+TxuCdnJxYSXVpack236PYL7ru37+v7e3tEWNMDwmNnJTBMViS7Ph5HBwKh2J5rqPPbnEqJF/+gCSemYQKlM4jK9IFn88nErzTs7MzQxH5v2+e7Ha72traskTqZagYvieCBBf5a7Va1gjmpyugnLxr0ACyep4LhA7l8kg7hooklsQLtID3gz4wBhIDiOL7CiB74HtgMM58n5G6hUJBuVzOqh4vumgCB3kKh8Oq1+vGT85kMiYr0OF8UEfAyYQVjBvGyqNXPIvXZYIHghQqIn6iG++GJM8jqNAWCR49vQPULxA4b9SEvkAQASo3aXJLAMfvo483b95UtVq1hAFbxWjZYDCodDqt9fV1tVotff755xoMBmb0T05ORuh32D+cEagyMhYInPdzQaViLC5BPFx+/k+QxDsCFMBhE8ASSGQyGc3NzalUKpmd9voxyarX6/ZZ9CTFYufnuKysrGh3d3ekmoYDHB98gU6SBOM/qKwjS1TfAoHzg7kajYaOjo7U7Z6P80WHsVNUtLFTJBP0KeCHkGnkwTegS9L29rYdyIZN9oeGTbI8WFcul7W/v2+UTklWPQYsQmfZLwIxkkyqHtgong26InpFoILMgV5DGWRfCK6RX+wcgwU8DQMbAG0D1JjkkvdDrxgB08ssArRHjx7p7/7u7/Sv/tW/Mnpyp9PRwcGBFhYWRlBlBiTgT0g6SJBpFg+Hw9bn0u+fTwQiyISSy2G4VMJo2m21WkatJIDM5XIqFAojug+dD5llnwDEoFny7vBJ4yDaiy6fpNCszmQ7STZhCEAI4IreL5J73h8xBGAeSQtVfuI7/Db+ySdb3BeLOMj3TEIB9naLe4b5QjI5HA5HKMQM3sBfT7KWl5fNxlarVW1vb6tcLhtYSdyGr/T0QHou8KU8A4kEIAqsIPTNxyroF9ULP4mMShPPL11QtLEVxGse6Mf+IAskh/7cl52dHd29e9fs7vOs5040yPDZkIODA/3yl7/UYHA+X3dnZ8fK0YFAwNBHj8p7ugMNsTwkQoFhwIgRWHgjT3UE50MgDM0BJUT4QGFAh/h9glafzWHM5+bmlM/nDW3AGE6yoIPgVEF9ms2m9V6EQiFrsKWiQpCLMPrpFDwTyQZGCqfhqQZQxiiXQd3CEfkynZ8u5pv1CfJRIs/nxkgSXHPyJe8fR/Uyy1OQ8vm8lpeXbcY3Ri4UClk50yeRGHgqUxhKyqkg8iyCW+TYB07eKJIglstlqxxxkvh4gg2NCuqVJEuKkEeqW1QE4VhOgvJ5zipj9rgXKhQkVaDHBPpM7/BoLwbO0/WojrBP0WjUOPEYOfSLZJPpWj4Rw/HjHODFo//YAmSA4Iogir6S2dlZQ+a9vXjRRTCBEyV44F1BgQwGg1aJYk+4p2g0quXlZZs0lU6nbSxrIBDQzMyMJRn8TCwWsz2QzoGFhYUFlctlO2UdZA5bhJxVKhWjCQHYQF8NBoN25gxIGHqxvr5uMkaA+DLOl/dEEOQHXGBnoZh4hwcYQpLEAhwJBoN2Kjh0C/9+uTbvneCaa1AlQ349xYi99JVMfBK8cs4lohIeCoVGTmv3gMikfoLkuNPpqFwua2dnR4VCQXt7ezo4OLDkCkoEgZWnT/keB3ynb9YlYUeGAO+QI+wpfHJfGePwQ48k+8NbAbqki2lp4XDYpjbhAz755BOzGT7g5syPSZavQj59+lQff/yxFhYW9M1vftMCXOzo3t6evTNiC6jUBHX5fN7oe1BjY7GYDaVgoAb2gdO9JSmTyVjSEY/H9fjxY2suB9iiKksF1y8CUT4TVJ7fffLkid2jB9ompTt6mtPx8bFNvaSyQ1xHfIW8ENgC+pBw8bPorqfRhsNhiyF8VUbSiO4Q7wyH5z0uADs+cQagI5ajUknATuBMIvD+++/r3r17KhQK+v3f/33Nzs6anvuG9eddnp1D/ENcJ10wT0geiC9hQHD/xKn4GQBi32/Hc3umBske9+InowGksxesqakpizs8PQ2KGfcKUECP2NnZmfk82CQePP1t67mjP5w7ArK/v6/NzU2Vy2UrexGU+QkWGHjPj0cAjo+PVSgU7GcpEfNZkuxUZl5Us9m0LI4gRJLxyTCAoEwYTp+9pVKpEaSYJlJKTSDdcIqvXbtmGeOkq16v6/DwcMToJRIJbW1tGXJMsNdoNBSNRjU3N2ccV1AMlN9XWnC8TIXAySNsvIPx8ibBHEE6qAkGGJoHgQmBFAmGd2CgWZyWHI1GNTMzY1SCSUviGH7pAhWHR0zQh1yCNksyp0oii1JimAh2CIowbCRwJCMYSYITqk4YdZIJGvWYDiRdHEBF4Icx8/0MJIiMvKVEGYudz2733NQXWSSOyNTm5qbx9km4aYxsNpv2DklG0ZfBYGCjgalG8C5xFEzd8X0x0KMI1iSNcLcJ2nE8NBd62o2ngEBJ8Ig/gRFJdbFYtEoJCc0ki/vyPH/2jcERgUDADtrinmu1miHjBBX0H+zt7X2h1wqkM51OjzQ3I/PYS48SFwoFZbNZow+R7LIf0kUzO3rDmF3AAx8AXLt2zUrkOC/Pc37RxX1Dv4Eqh1PzdFUqgNicSCSiWq1mFDrsNdx/9BXdJrkgEZEuAhSCVnSOhFe6aErF8bPn3q9gM/getErsZTAY1Ouvv67Z2VkDkgjUJqWeoY/B4PnhbY8ePdKDBw9GKDe8b3wWIJKnJWKbSUywT8gdgBVJIMlLq9VStVpVuVy2z/K+hP5Hkm5sGgET75V3AYMhnU6bnjSbTX3++efqdrv6+te/blQgwDSCtEnkDpkGOf6bv/kb3bt3z/wl4CbnfoF0A0pCKwT44+96va69vT0Vi0Xl83kdHR2NBIVzc3OWSE9NTdlEIQL0ZDJpVUlsIUkiARzymEqlDNCBpu5lnaA5Ho8b84J4ZlJwwCfsZ2dn+uyzzwy8BDiDeYEtlDTSU8WZIQwrQN+o6gwGA7M9NCET5KLXnurH/pBwEV944AtwjxgD30C/gU/kzs7O9PTpU0uwI5GI+ex0Om0noL/IIqalp6ZWqxlQwHhjdIV3y3kU+AhPifcgPYnT0dGRVRI8awTfAhBN/5V/boZdEL/gPz3YBADgGUj4eABt7ARg1/vvv687d+7otddeUzAY1MrKym/dqxeiTvGgJAs8DEaHg3DIUqkekG2xaT4jk2SBC6gVRo4gjgPYut2uSqWSZdYEmGw+vHKCGBw190tAwgZ7BAzOKFl6vV7X/v6+0XOgkEyyMH7Qa6BHYQChU2GQoEhg/GnUJlslQSAZoJkIZJKMH3SQYPns7MwQKN4RSQUTb3K5nCkAgRrGA2MA6owQ43xIMBqNhp2KyaFmkwZ9OI1ut2sVHwIIsvVEImFIMYmkD5QwLvSNkEQQ7EUiEc3MzKharY5M18CZ+EqPTxT5P82l3A/GwweM6A0yDWIOZY7RzzhMDDFBAxO9nnd5uafK45NKnCj9QgRK3L8kCzLQM5I8j9z7Z6Q5D3kFheP5QVHQNQIUUMVwOGy0S5wZySWORro4TJAqIRUMRixns1lLdiZZVGIIRD31yFeyfKkf6ghJJbQCDDxVDGwVzbr7+/vmlHluTx3w5etUKmW8806no8PDQ7NLvV7PHAGBOJQv9P/w8NBkrtPpKJfL2ajhx48f64MPPtC7775ricwkC2cHJ/7JkyfWFweoQuAK7abX69nIYPSABnn2D59AYpZKpcxmYZNwyB79DYVC1owbDAbtXBPfW4N9kS7GPGKvaFJnPwCuSIx3dnZ0enqqtbU1O29m0iSN/ZM0UhHkekx8w0YQIPLM6KJPAEDDfZWHoKXdbqtUKpld73TOTw6nwkvQAd3HswAIXvCX6Id0cUggABkJLvIMyML32Xdig0mWp3QtLCxoeXnZnpEKK7YN+ih2BJ2uVqsWA6Dr+EQSZ3QLX5fL5VQqlcy3QBX01VifnGGvoIpyD7xjbIUHZQByGEZSq9XsObgP3uEki2cloeDziTGwF8giMsrZJ7xb0HBiKmQvGo0abZd4BBlmAeAgoz5Ok2Tvi2Z0P1EJX0Q8M065wg76/qKpqamRsdn4lhdZACD7+/u6f/++nSeGzhBL+CoBewizgkoG+gbVnWvj++jXAYwsFosWwxArU11Cznlv6CVDJUgWqW6icyS1Xj+JZaAKShf+18eIv209d/TH5lFSKZVKKhaLhvByqAo34w0QiktwjfINBgMTIBBQHDhJgm+m8c3JfiIBSuCbqhF0KjAoI9fzHEMvBPF43EZzxuNxXb9+3c6emBQxiEajxmPd29szlA5uHUgeiQQvHj41qDSOhOCDAJJAEdQKQ+DREYyGdHE4E4Gjb6pMJpPKZDIjkx+CwaAFBN7Y4OhIQCVZRerJkyf6q7/6KxUKBc3NzdmBQ5MuTumG60pCynshGKBSRHDB/3GUnvbEONuTk4sTdj21A7nEMOC8oQeBnkB9kUbRIenipGAcNEg7cu6D2K2tLf34xz9Wv9/XG2+8YVW+STjfBPKtVssoO0wxKxQK9k6Hw6EdIhiNRnV4eGg8bhwJE7d88uTpST6wAGnjXAyqJzhJAmTP52232yO9SBhmXwWSLpJOHBsJvKclSrLEm+DxRReOC8ROuqC5eVnHcRYKBcViMT19+tT2p9fraWdnx5A3mucODg5GGgXb7bYODg5Gnp2eBk8n4wwcmlNB4BkaASpNo/7CwoLtOQkeyR5BxPb2tv7yL/9SiURCH330kc7OznTr1i3Nzc1NtG/Sua0DSNrb29PR0ZGq1ao5QFBREjTpAskDnaeHwyeK2CtfcWs0GlZlgyuPb/H9RJKs6kvFDZoG+k7ghx3wfQrYYRKUdrutX/7yl6rX67p27ZpKpZLZUPrAJl3IfDKZ1MLCgiHKJDhQMEnECNCx+54yAmXM91P5RAP/gHxwVgfXBEgkqcBXomcEkb653vdd+qoq74w9LRQKWl9fVzAY1O7urtGxJqVOSRdJ4927d7W5uanHjx+bD/MUM+IK7vPw8NCSqfn5eZsMCcXb0+tIMqkSQTMlWMRuSRcHp/EuPKODd4Utxa/2ej1lMhnz1+l0WsVi0ahZJycnun//vprNpo2PpxKNbrzo4nMYGtNoNPT++++bDSIBI7DE53pqMDEU75DAmViEnyMe8QkS940sUrHGX+JfPT2OeJSYlKoU3/NJNmAsNrNUKtkYWn+A6Isu4jiGBdDD5GmavkKDn/RgPM/De2DhR9A/31vhJ+GhX9CmPCDiWQM+NmafeA9UX/xY9Xq9bkkz4O1gMDBAm7G3VNV+23ruRAPUDIVJJBJaWFjQ0dGRms2moXneqCCUnnYF199nmgQQlLSgUOBA4NXimBFOnxXjZLhXjIl0bvyy2axtPAg1m4hiEERQbQHppnF20ma1crmsarVqh/Uwjxy0mqCIRkqqRP6PVyAMu6/UgEZT1SDApvzmkyquibGFo4fhlGQZLwaayoVPZLiGR9Ao1R8dHennP/+5QqGQSqWSvv3tb+tb3/rWC+8dKNjh4aE1qeEcoOoQFGAIcS44FqoOJBseLSdRZn99IEfZMBAIjDSd+azf96x47i0JCsqfSqWMfkFlA0PMft67d0+1Wk1LS0tGmWO884suEP7PP/9cH3/8sQ4PD00/mGZBgkpliufC8PF1HAhO0zsPZAOjhNOJxWLGzaaS5qlZPlEAQMD4cW3ugT2k/M6Jpb7hOxqNqlQqaWFhwa436aJC1e/37fCio6MjQ58wyvCuPY8ZR40Bp8xNUMc++8SMwJzEORY7H8VdrVZ1enpqZ6sUi0XF43Er0a+trZnTbDabVj1CZiWNlMAJIEkwa7Wa/uRP/kTS+UStlZWVkSR4kuXtKDYKpJQTmj3QIcmqYCCM/jrD4dDoXDwHcghqiBMmoOb7kuydMeWP3iwmFIIgE5ggT/gEAgYP1GBjdnd3NT09raWlJbsv9HaSdXp6apX7o6OjkUAG0IMgBptHMkyCh53iHkhqqcwCXuD7SJ4BcnzliGSYRB60GYo08oRfwd6yt4B8/Kynq+F38e30PUyapHkK3fT0tF5//XV1u10dHh4aa0CSATe9Xs964iRZBVY6bxCHKgJSD7UEEAF6G8/qD3r0LAtJI83oJycnRrEkPsKO8D78vknnsQ39hLVazWR4a2vLBtbgiydZJEv40qWlJX366aeWyPuhA+iuJNNt9BT/iG0jZpAuTg7H1vG+iFM8BconZB4c5jrIju8vRa4SiYTZYPyQrxpBdXr8+LEWFhYM+JgERMY+RKNRzc7OjoCc3BOj4GHlUFWgUi5ppLrBYpIe36dyxBlvVHRIbPFLHDXgwTISYGJoQANACXyGp9xyf9hSkj/iva2tLW1tbVlF/Let5040fAkQRJHDcOr1+sgUC36Wm/Q9GpJMqFhUHzwdgw1ECRFuymkEJjgzBA9HzsaS7Y2jMzh00DN+H+Gen5/X4uLiyAnEJEYvujD8lIoLhcIIP5Zga2dnx0q3oGoYNxAQqDue/oSTZY99oyQOCidDksH3yI5RUG8AycBBp/k9jy76rNyXPaEl8W4fPHgw0d5J5wr99OlTOwUZhSWwYr84QA15IIiAfkGzGosA2nM6STjYLx98sOcYN5Q2k8lYUgLdw6MQvV7PzqkAJUKPvNPFoayurmpmZsbe1ySBCwZ1Y2ND29vbVrL3gUI8HjcqHok1jkOS6TRTyghqeNckelTSuC5GimSDr9FfRfKKY2ISE4E3B2QRFGMoCZYxwKCz6HqxWFQqlTJjS9Iyyd4R1Pn+AYIv+qigtsDrZmRlJBLR0dGRJUYcWun7BXCeVGKQk+FwqGq1ap+BHHrubDweVz6f18LCwgjtzFOCGJBAhREdIGGULpAr6Ty4mpmZsSrIpIv3yjALKGX+8EICDJ6LXgj2GJvjqx4ELdhRPgu7jf4RuBEAYw/pFUDO4dQjq/gaAiZoByxsKO8sGDwfSvG1r33Nqo9URyel/3h6IZTdlZUVPXnyxGg2JILoQjQaVbFY1MzMzMjkRB+AAWixXyRvAHvsJeCDJAOmfE8VfYCAjuwxAbJ0cRp3s9k0JFXSyL5CBXry5Ik6nY7W19efSad5keX76Pr9vubn53Xt2jWLSahEnJ6eKpPJaHZ21hL6XC6ncrmsYDBoqDSncAMacB2QZvxor9fT3t6eMpmMBV1+yhKJLsmGT6QI8LFvnmLdbrft8/ABxDNf//rXdffuXe3t7enHP/6xvvvd71rQP8nylB7eAyO6SWh9QOtZJABh2CGCUajGz6r0d7tdoz0RwxCzkEjze/iRcDhsAImn6GFDYFjQFwLt3IPInU7HxokfHBxoe3vb7NQkCS5JLado++eDnu2btwF9AYR9dR55QLfxX74vLB6Pj7BrsAnEcd6vEE/wXtlnX+EgQQQgALyBJUAsw6AmT/eHwve8PVXPnWi0Wi3jUHr0BuPOxqMMOEYMnKcoEaQiNGwWgkMjDIGND/ZYCDtBokfauT/P20MRUWpQGk/RQJBzuZxWV1etOsDnT4pULS8v6/Dw0CZbUBrP5XKmoATllO7ZJz6ToJPgCWX0jc0YfPYER0BC5pMUjIKfiEUjvEcaePd8DZQdw0vAwHv3Tbh8n6lkkywMCJOTPOqWTqdtQhmLA+kI3scNFsbbl1s9jQzjRyUOugVOm2QDA0JyRSAiyQyIN2AYAqgwnsqCnHNPUBIJGJDrF1lQGTE6JJwk7CQ4BBToqTRK9wKZ96i4R1i5ZxwJQQR6h4yCZHsEGQeK4cI+oP/cO8ng2dmZIcbcP0EUBpPP5d5JYl5U5rBJ2DTusdFo2EhO0J1UKqV8Pi9JVgXpdrvWA9Hvn4/DZEoadBaCChq9SWTgyQ8GgxEOOzaBplP2pVarGYUPRKrb7ZoToBfO22ccEVSiwWCgfD4/QmGbZOHo+/2+ZmdntbW1pYODAwv2odpgf3ywC4pH4ku/lx9ZjTwQmGBPfXKE/fP6yN+etoY9411zPaoxPrBCx6F0TE9Pa3Z2Vjdu3LDGc2R4Uq489+c52/Cw0RWCt5OTEyUSCUuqQdZ9goHt4VmwiR49xU/y8/C3uRb7wh9sJlUQ6cIXA3ZRmceekATjd9DXRqOhRqOhTCZjQxL4nRdd44g3/qtQKCgQCCidTptNBViDIkp8QpJFMsL4562tLdVqtZFGY/YPOhuUOoI+7BFAKHRF/CZ2jEC13W4bkObPQvHVdqZVPn36VL/3e7+nfD5v53K9zKAaaEzYFJ4jEonY80L9JvjkPeETfGXAV5yJ45jOh24QjGP/qShiu7EDnlKG/KAHnpqHfhKgI6vEnT7ZgMq+s7OjtbW1icEV3w/SbrftNHDeOWCV10W+DwCDHaPay8/Tb+EH9vB9fI8HpfEN6KmvPEENpxIHuOJ/3rcp8D6lCzAHUE06jz1rtZodUPg864U8Ci8VFJQAsFqt2ugrMlXPbfaUG4+88yAYM5SK4AfECedHadPz8ySZEfWnHvO5bGowGDQahC89s9kEdOFwWGtrazbdhRfPc0+CGsCxxKGS1MzOzhpyRlmM3g2vKNLFWRCez0cFh/sHZQApJ4iF/0rAyEJBfabrOc/SOaUiEAioUqnY3oMAgmhIF6MZ6/W68fZIQILB4HOX2MYXvSlMmUqlUiqXy2YMCWwIZNg3qCS+5wXHzZQP3gfvF8OAwhEY+QCFQARkkKDEHxrmx49iTKG44cQxiP6+oezRfEhSOUmCC50GOhiy5Olt0E78Sd+gW5RfSexA4/jD85LU+cZcr/s4aMZEUsqFA+2bmdF7Ajxofv6+8vm8PQ8yRqBEMzE9JZPSMKSLSmCv17OTeD/77DO7T+mC1sW9cJ5Gt3sxFpAg1Y/XJMDxSCJ6js5SpaDKiGzhdDxdQZIlDv7UawJL+NXINXaVd57NZu3MG57pZfje2KRCoaCbN29qd3fXmiSxtwAqUFiHw6EKhYKmp6et8RDACJlCl6i8EdgQYLAfOFjslOfX+2oIe4du8DU+F7CMagvvgH6M6elp5XI5nZ2d6fDwUJFIRLOzsyPo7Yss/CIBFBRikFr2gdHxvFNG7BLgkIj4pEWSVdh8IymVHCgd6DN2EPAF30+ghv0kqKF6RZBHcMde8z7Q17m5OaNNQT/xAc6LLhJR/ngaMQEb1T3pwhdgD7PZrIFD0sVhmSDTjPTk2c7OzrS/v29JA4EalV10DRvK+UiDwUDZbNbOCOI+5+bm9PjxYwOHfL9lqVQyml+9XtfPf/5zXb9+3Q7uK5fLWlxcnHjv+D30ierLxsaGGo2GgUn8DL0/fN0j4sglwTCUMsAZfB176GlL6C/TqXysiQ8HSEK2uQeob9hFD/x5kKLRaOj+/fs2mpqx7JM0g0sX9GtG3FMlYy+IN33cS8JLddoDMPgTbDn3jh8IBAIGMBweHlpc0e12bfIX+8r9UUWWLs6Pw44CqJIYeZkgAcQneFZDNpu12OB51nMnGhhrMkMcASjvYDAwdJyb9xw66FI0fvoyNNdlgUqQZGBMvcAjOBh1T30ZDAaGJOKgfEBOEAHyB0ItnZ/Ivby8rHQ6bQLAz09KKZienjZaRy6XM+FGGVCoXC6nVqtl87ili4NnCG5JoKBG+J4DH1D74Bij78eD+s9lilS1WpUkc0IYT6Z00C+Dc+F9eCdBVYTEKhqNKpvNan19faK9Q0Hn5uZUrVa1u7urRCKhVqtlBz6BEoCEsNgDZIPsnPv2KHg0Gh3hHlPWpkJ0dnZmJXjK2ew1e0GCzT0jmyS7PgGEIuINA4g9jp/xwJOsQqGg3d3dETQJI+X51iSgOAruk6DCVwUZJcxeQo8Dkfd6zwCIdrttBgpHzyQfUBl/qKSkkUlVoDvxeNzoGgRDcKMJdDxCzbufdGGbQPGGw6EeP36sra0tc2zSBarFHvqEAWcaDofNHmG4kTfumYoE+s25BQQcyFo2m7V9xUmjqwRTOGtkkv+nUilLsrHTBDZUZ5DRSSksvBeec25uTsvLy3r48KFqtZrJHrqHHfZUT36GQIzABedIIu/pTJ4i5PsCJRlai14+Sz7QBa5HgsHzpNNp1et1s3PsNfSEX//614rH45qdnZ24lw+wB7DMo6IzMzNWuYpEIjbOlkCXd0YFBn9GdYqfhduN/5Q0EoAjc4xMxX8SYOD3QeNBuwmesHugp75aytf7/b5+9atfqVgsam1tzeIGbPgky1czPR2n3z8fe76zs6NKpTICGHk/iw3z1XBJ5hvy+bwqlYqNtJYu+g4I9PwzA1JA/2SP0um0crmc0QjRwWQyqWvXrunhw4f2zkkoPY0GGf/zP/9zPXz4ULlcTnfv3n0p2hnv5/Dw0AZPcNjm0dGRgZxMhULf2GcPtnhEnXcA8AigSSyIHE9PT1uQLMkqPDSOe5Sd6yEv9PVgv6SLBJwEhz+Ak0+ePNEbb7yhUqmkXC5nvnCSfSMe4HmQC4BX7A32Bbnyfa6+79H3qPjjGaiA+b0OhUIjk7P6/XO6NIdPoqfEe8TSxMkegOD9cA1f0WfgSLlcVqPRsClr4XDYYsbftl6oohEKhYy3zXQKDHI2m7XRiwgHgoMC8OC+fI5C8j1PW8GR8LIIXL1z9S8Y1IfAmWwcpwvVgkyN4M43AoLCU9JEaF+mNMm+IdQceoRwE0hgqAjuCKIILHzZlkAVpD8QCFjQwM9jBBBWPscneycnJ3bgDooAj5kkEe4y9widKBaLWckex4ZMUGrjOYrF4kR755ucrl+/bihRNpu1rJ/Sta8wEDCA5vI8GFUMJY4BNCQajRodAWMxnrxAYfNoI59FL42Xf7J+EkPpArmWZL/T6XT04YcfKpVKaWZmZgSNfdHFAAOoS7VazZwFBp8EhL2j8nV8fGyTT/gegeDZ2ZnxtAkE+T32BVTJyxsBiKegeOfEWFpPf4TKKF2g0zhnPzHIB5/8vqc3vOgiWWm32/rFL36hWCymxcVFHR0d2YQO6CLoG8gR1RkWjoOJNgcHB1YBYuZ+OBzW9va2oaw0ZZIgE1QeHx+bkwgELkZyl8tlS7ZIotnjTCajQCBgE2uQh2w2awBCJHI+9AFaBMnuJAu7DTUllUppfn5ee3t7llxCm6ECRmJPVQrHj6xgiwmk/RlKHsUmCEIv/e/zfRyyl3vvf9hzfM7U1JSKxaKNd+cZCHCYXvPo0SO9+uqrJsuTyl0ikbADVff39+38AnQKe0zwhd2CuuIpiFRPeW6oRABRHDzJdUjksA08P89Ecov9AIRhr6AM+gq7r8QDRkjn1E6oIAAXxAaTLI9i0yNSqVQ0MzOjhYUFA0RIEOv1uhqNhvkvwIJGo2GUcIJ3nhMdA432h+1Cf2HfkSlkrN/vK5PJKJ/PG6pPX+T09LTm5ubU7/ftZPvj42OrkmFLCTyJbTqdjjUHvwztDGo0ABc8/EKhoP39feutQy9hjuDfeV5JZqs8JZk4iuqGH/JA7xQNzsRA2AmSXRIH6SKOJD6RLg7Ho58QXwQgRmW33W5renpab775phYWFqwy8zLx3XhiiS/H3vIcyDaDgDzAgl0ilqFPC8YIZyzh94hZqf6TsHjKNGA2MgTYQAI2Ti0HNKhUKlbdg1EAi4BzvvDPH374of7Fv/gXv3WPnjvR8FmPn55D6c8HyeFwWDMzM8bhHK8E+OkYGCE2HhSdpiASD6YieD4oCQv3xoZ79AsHI8mCYbI1eKEYQZxbtVq1WeKgzCQ2k65xJwhntd/vG80DmhCJAJUjhBVjQkmSBA9Dyag70GcCXtBkDC17gALydfa9VquZkwHxJpjygglnnVIqCRW0Eapcq6urun79+kT75rmXqVRKKysr6nQ6RsmhuoCDY68wggR0yIFH2Fg4CwJFAmT2kP3ylAxPGSDpwjmBGoIigM5jVDCCHqHiujQCShfcykkW74seFpwTJ36THPiGMPYQ6iGGENkg6CcQ8cg5Z5dQ4fRjNbkugQaVEh/I8H10Fv3FATBpjc8igEb26Hnier5c/KILJGd/f1+ff/65VQKY+OJt32BwMWmM8ctUQ0gKQGoJupkmhcwR9PDeCQRJrqRz2wWlgTMkQBR9bwbygv5RXUqn0wYokLxyOB4gESfleirXiy5knHuLRs/PGvBnLKHTPihBh6WLpmjoc9hL7pvP8BPKPP2J63igwFMgQUtJXqjS+sMx8SnoMrLqG62Hw6G2t7f15MkTo+WSYE2y/NAT9IrDWwEAeHZ86HivSr1eNzkiUJBk6HE+n7dEiWCGMd8kCPShSBdBHe+HPaUR1NsO7AFfY+/xWT4oDYfDyufzWltbsyQO3Z9keUpcr3c+PIQTuv3BmYPBRf8XVBWoOd6/+UTBn6WCbnN4n3SB1JNUAI75HjSGQlBNIshG78LhsJ0DBHKMDWPKlHTht2OxmO7evasf/vCHKhQKL7V3vvLeaDR0eHho426Hw/OBEb7KRhWeWAXEnECb98FeoVNUZ6GN8ZnEdT6IJlCnlwE/SSLpGQLShU/u9XojsQ8gI4eSBgIBLS8v68aNGzZdbNJJcR7kiMfjxvpAlgAI2CtiU2SEypV0McmOv9kD9oiYdZwOSmUMe0Vf7HiCBVUXIEG6oIxLF/JOAuOri9jVdDptcgiN8HlHoT+3RWTjKpWKHj9+bApK2YcN90au3z8ffUmJEkXnwQl6EUrP15MuzuJAWSUZjQpjwSF3GDZeBhvNPHZPIyKg5kX5xKbX62lra0uLi4t2MArI0CRNuTwfaEunc36OQKFQsOZLnJ2f2OATBB8M+mCPnyOgQ5ERarLh4+Njo714IffIFCgNp2vz/mggJwD1/HGSzk6no3w+b4E/AXIymdT6+rq+8Y1vjExleJGFUpCUFYtFtdtt3bt3b6S8nUqlrOIDlQrOpJ/shVIS9JDAYcB415LMCUN1ki6og9JFhcIbKT4Lo4LjI7FAFkg8UHbe7dramt59910tLy+PTON50cU9EuBVKhXjKoOa+GoXskBAJl2MBsV4eV42++YbS0FFpIsqDjLn+zt4b6B5JHHNZtNQQoI1j8xyv/yOD0R9MDqpw/VrODyfvLG8vDxykFg6nR6xed1uV/l83oJnkMdqtWpOFLSNIE6SHWgHHQOdIugjmfAJLsYfnfV9NM1m03puPK0oEAioWCwavSaVSlngSCCQTCa1urpqTgNu8CQLu8L7CwbPZ/Tn83kNBoMvUO2gNNVqNfu6JEORkT8qNCTMVGJ9EOtHwZIggALCMUZuQaA9EuxlHQfN4YAeNOv3zxt2Dw4O9OjRI52cnOju3btaXl42mtEky1PklpaWbIgG9nR6etp8HTKIPep2uzailkmNXJNACj8MclqtVrW/v2/AEoEb+o3M4reQbW8X8bvIKOCd72sBiCQADwaDWlxc1OzsrFFqsYOTyh09EYFAQNvb29re3lapVFK1WlWn09Hs7KyGw6GePHmiSOT83Cp0Ad2RZPaj2WxaczZ7jP7Sc0llAj3L5/OWmJ2cnFiyAID1/7H3p8+Nptd5P35hI0gQBEAQBPcm2Qt7n31G1kSbLcdS7Eo5iZNU/r+8SCWpsp3F0Qs5ScmRtc7ImhnNTE/v3VwBYgdIggABfF+wPocHUI/VBNkj/+rHu6pretgk+Dz3cs51rnOdc2cyGVsDwDm+VzppWMLvBPwRsOAjAoGA7ty5o29/+9vW3nbY4JZ39oEhmc5yudxXSMz6kAGDoOTM+wyDz/ryDhBeYEAvA+KCVX4/bL6v+/EBDWeQfcczItUFY0oyuwGGXVpaUiaTUat1cs/TMDfS8/xkxaj58bUV2K7BDoh8HVzCfJJpIOvmJcn4PjJ22Ej8Ll03eU+IRKR3SHQp8kfRAxYg0GDdwE/MHSoVstHc7fIy46V3Jwai1+upWCwaeCL1ilbeS2ZYDNI1fsIwYr4oiJQv/ZtheHzLVd9yC+DoZT0YBaJKJEQ+FUrAQd0CTAsbE6b+yZMnNtG0qBxmcGFZNptVuVzW+vq6qtWq9vf3jRUh0GFOcCwALeYHBhVjxOGTTpg9Nrl3el5KAtuKY/UFRRxQH1HDZBBo4DAA1TAJBHUAxenpaV2+fFnT09NDB2mSjH0iFQhzBlPAfGDcpBPDhawG58r+I1CCSWm326b5Z86RAmBgMfbsHX4OBh8NviT7HDIfPCvSEAwz79dutzU+Pq5r167p9ddf15UrV/qY/9MOdJY4cFhKr1vn+zBCzB+Gxad9AfIYHBwGgQyMC8AGo4Xd4O+SjPX3IFA66YXv5VUYvUjkuCUp9oa9SjaBs8988meYwXlCQ37v3j2zI4BcCA/kPgB5tNg8H2eHQA6ZEs6cJgvYOk+Y8IeANZfLmUQM6Wq32zUmjWwSNSCAG7pKIZ+Bzeasz8zM6NatW31B2rDBGsELNhq75eUEvjNVpVKx+34gRngP74S5DE9SH+jCdrFmPvCQjoMzWvgiuwW08H0+A+IBOkEYvwcpEOcpFDq+x+Ott97SlStXNDk5aSzvMIPn8EAdm8K55CxCQnhJMGsqnZwlAM3k5KQx1JL6gI/3J16GBZBCL45/4mx7NYFXJPBcBL2AQDJc3CsTjUa1ublpmQdA5LCDOfjVr36lYrGo27dv69mzZ9aohvXd29tTJpMxuZR0cuktz+jJBDIVvI9vhOEzqPgi/rD/IS3oxgRh48Exa4DcBpKHGiUwEhc5Xrt2TcvLy7ZHhvERDHwpMkDq0mgSQgCF1A5CDkDr1S48h8da7BUIF0l95B17jKALv8d+9OS1J1LZb/hxnzVgD0JmRCIRax8vSbu7u5JkAegw5AA4l30DlmR/DOInzg5n0pPcPjDwwRn2CJzHvHo8SHCGP/TBGLYO7M7PQqSAb5hX9i1Y0pcvkNmr1WpaWFiwcoCXGafuOgVL8fjx4z6JBNIcAgSAhHQSvREYeKkEgIhUunTC1rOZ/OTC2vlJ4pAz2d6Y+kgdcMf3UPDr00nIbbgbBMAIABpmEJBxj0MqlVKlUlE+n7csTywWs5SfZyORRmDo2SwAajYDB43AIRaL2Wf7zwKoEAz4dL1noz17gjHhULOWvs6BVCYBCKBmdna2j/U+7WDOfU0EKUYMs5eZsW+Yq1gsZppCAB7Ah8PGgfQ1OYNsTaVS6Sva6vV6yuVytm+YU9690+lY0O2dt3TS0cH/GRsb0/Xr1/WNb3xDCwsL9ntwdKcdOzs7dkkkEhmCAxhODAzBNCw3ZwkAwx+femUvsbbMN8Cf4tGjoyNLuZJF9AwiIN2vB3MEmMYIokEljQt7ijPb2dlRJBJRJpPpSwufdrCno9GolpeXVSqV9NFHH1lm5uDgwAq52QsEnl7LTVaS9Dy3PCOVIvDl/Xq9ntLptO0nHxxLJ7U8dHEi+CXzybkgKPM3vmPrisViXx0FQIkCS87SsKy8JHNKgKNGo6FcLqdSqWSssJc0UZjr38MPCBdqOqQTadOgPArnTK2elxR4YEImhXkkMOGM8HvxYbDL0rFNisfjWlpa0rVr13T79m3Nzs5qfHy8r8vdaQf2ptM5rllZXFxUrVbT9va2Afh0Om2MPGeq1+tvBYqPxq4hvwHQeXIIeRWgmAw1GXZsPHvPd3YEaHrFAL6S/0eyx5qxz3u9nra2ttRsNi27IZ34oNMOfufW1pbu3bunVquln/70p6pWq9bFjBEKhVSr1VQsFhWLxfoKXPl3NOkAZGR16XTasqkAOOYbEok9RNOSo6OjPhvnOy/h35GjgRGQVuNXkF5yrjOZTF+9FvtymIGPKxaLdps6Pj6ZTFqQjT3zKgrANYETn+XxEsGCl1FxHpEK5XI521fMBfYS0hiVAuQd3d/YVzw3mIU/YFLIx1wupy+++MKIAe62Ou0Ay+7v76tQKOjZs2cmT4zH43r69Glf8OkzMawxBDaZCc4VNpk6Hrrc4Zd8PSB1OyhcCCSkE/sILuHrBGV7e3tG+hCENZtNC56oh8Qm1Ot1jY6OamFhQbOzs+cvnfJFIbCtDx8+1Pb2tqQTNh22w7Pf6O5wBGwcAD+yH18NjxFj8uv1um1UjBmODLCHE+HgAWwASfxemBkmF0YXxisSOW4pF4/Htbe3p8nJSXv2YQbswPr6uoF/2LKxsTG7MbTVOmmTyiGNxWLKZDImB4IBBeQACn22A6NHzcfR0ZGluGAGfUbDF62xEWEUPds8GDDAtLE/MECsK4bAb/BhBoHl1taWBRcAJNaTr+Gk6RBDAT57knnyMjRfm0Dgi2Ej6GJ/+wuMYLKYE6Q8BNY+ZRwKhewuGgwx+z0UOi4Ofu+99/TWW29penragmT+nHYAUDBsnn1CQgNjxLvxewDUgDYyVzBFtLIl4CArwTyi88QQRqNRc0hICUgvk6HCKQPUkR/BfMFsw/ZSNE1gCHMK43KW88p7HR0daXJyUnfv3pUk3b9/34rBcYp+bwPCYGfJ8KHVZd944sCDD69dJqtBFo+5AhzzeQA9MhYUgPuaBuyilz10Oh3rDre6umrOEHtyFsDXarW0sbFhtqhardrneYmMl9L44MzLCf1aRyIRyxjxTpxNzjb7gHOHpITvhS1EluXlAkjVAI/MX7vdttoHr1e+fv26rl+/rmQyqXQ6bQX7w7LLnjkfGTnudLSwsGAkB8/S6/UM+HqJg2cy8SGoA7B/fI+v0yIw5N8JxFAQ0LwEQOYbi2DrPCnBv5HZJBPjs+Kbm5sKBAJWXwDBNqwECDuaTqd169YtPXr0SE+ePDGbDKji94+MHF90yDmbnJw024g/hLQieIhGjy8sBGOQLWctyNBBovi92W63TY6EDeVss2+Qy3C+CRAhsMj6LS0taXFx0ZrF8GfYDC7nDVKOxiEw8di4eDxuX0PGQyDu7ZHPckHY+SyEJNtb7Gn8rf/3dDpt5wkJVzgctrpUCLJms6lSqWQEoWfxyQySaefn5+bmjBiQTu4aGmbuCCwJ1mOxmHUahVgBh5GVp9PaYJDulSzUsHEWwYzMOeuOz+VdsHucCUhfMAnYQurPPHFWUqmUkRD4V/aqdCwfpjsripzfNV76VHvW99q1a5KOwSj9oQGcW1tbtrA+2+AzHBhUNi1A5fDwsK+YzgO+Xq+ner1u+mycLyDKy1GIFmEBfHcYL33pdDqqVqsW7eKkKH6uVCra3d3V5cuXz5zWRZNdLBZts9MZiEvF2Ki0JwPcAdjb7bZpnVl4NjDvjuMk+ECCQmqYVBcOHACMo/bMKA6LwAwWFKAlnXToYb1GR49vLaaDBIZ82IyG/7lut6tisWiXmSF1ajQath9wENQAodlEk8zB4gZYn5KENWR/8F8cML8T0O7rBDDGsIOwVKwNc+RZfw+Gk8mk5ubmrDDQZ7eGkZ2l02ltbGxYMTCpVowTxdSeHPCBOoGtlyticAi8MWiJREKtVsscFOlv73BwSoA95oigBLaMQKFQKJiDh8HDsbBGZB3RjO/u7qpQKGh+fl7T09NDg+VBPXAkEtHk5KTGx8eVTqe1u7tr7+uzUnQ0kWQtLXF2gA3sHuyQL+72dxuwp3D4FNvjABjoeQHlOCJYZAJJgBJAAMnI8vKyFhcXrRYNQIatPu3gDNbrdT169Kiv/SQMIgEPGbFKpdInf+XdOTPUJTB3BIG8I4Ecnbo419hIAjS+B1vH3vdMKOwegKfX69m+9k0zyFRxXw/vhQ0ZdnBW2FPtdluPHz/uA76sK353EJx7KQ37Al/s2W9kOd1uV9ls1nztxMSE5ufnrfUoTUawkZB90okcjc/00jl8CGQeZx9Wdm5uTnfv3jUghh0eZjBfyWRS77zzjoLBoD777DMDfqlUSuvr64YpwCfdbldXr15VJBKxy+88yAaE4dsA1OwZ9O7UDCH/8TJo3mtkZMSCCGwbHcqYe9qT+uCNzCa2ZWpqSlevXrWfA1QPi0+QaqXTad29e1ePHz/W5uamBTucN96B9/KydvaSl7ESwEqydsnYVQisyclJhUIhe2dwDDaDBiYexEN0+X3NrdX4Vz4D/yzJZKSrq6taWVmxZ/SkwmkG9jmVSunGjRtqtVr67LPPVCwWValUTI5NYMt58ioaHyhidyB0CTS8qgaszF5in4LbCPR9C3BvSyFhwFW+lpqfJWtEoEEzDPYjF1nOz8+ff40GYIANubi4qCdPnlhK0DNmROKS+qruASx+A8BMY6BIE0ondQueiUEeJclSxl6e4PWssCkAY5+S5318RwcKZZrNpp49e6a1tTVNTEz0pTeHGWwMDC3MGyCfAGByctJANGwA7CK93NFTYgBwcPweumURYWMcMLbI04iUMaRkACT13cqMEfEaftbG64FhZkiJov3HuAzrQDggyWTSGG8YPm8cvPxNOr5oEFAAm+6dr38mGAkONXuO9+bgM1f817NVdBMB9AGakSqxxzDIsGHSSfEn2Rd60nNOhhmZTEbz8/PW+hTZEWeAvUNBdrPZtOJar7FnL+FEYJb5QytgHCjyFww9NgFjjuHz7Bh7qtFo9PXi5zkxlN7BNZtNqw/BCa2vr/dp1l9WPzo4PDiDFMH2eekigT7ngAAM5wWR4LMeHmjAEk5PT1vgR/MCX/eDvIrMAL8PO8FZoCsSAQ+yA34GcMP+5qI+iBWCUbLXwwwkguxxSSajQkICqSTJssyAJf9erDnZD/4L+PWNNHDCBNaejSOTBsngs5+wrewtgmBkj7lczmpgaIkbDAZVKpX0xRdfqNFoKJ/Pn6mGz8+dr2uA2JucnLSuZGQvOKvSCRsLKeUzeby/z3IAan2dBqC31TpuXw0o8nV43t8AtPHj/KGbknTSQAb7y7omEgktLi7qzTfftIyQ9zPDDH6u0+kolUrpzTffVKPR0MbGhmXvJfV1XTw4ONDCwoIymYwKhYK1jPWYBaIFfIEv5t+bzWZfhrHT6RihxR7zABr76+Ut2BjIF9bVF5sHg8eX3h4eHmp2dtbWmTMhDV9XJcnmaGlpSeFwWHt7e9aK28sGpZOMtySzKVzUDDnF8/hnAuB6rOiz5pIseI5Go0aG+AAUXOJlgDw/2BAsiX9CdTA6OqrZ2VldvnzZMleoaYYh8wiko9GoZmdnTa6M/0IeLx3XgiQSCTt/7C3mBWKK0gDsOhk434yIPYFdbzQaKhQK9n2QTeBpj3vAOvwXmwfBgP/E3/uv4fMWFxc1Pz9vmaWXmquXnVQiRzRbMzMzunnzpnZ2drS9va1AIGBFV15nTWYBx8GB8pINXgrGFRZKOmntBRPlQRhfPzw8tA4StBj0ESOGGwBBRwMYKgoUWcBms6nbt2/r2rVrunLlisLh44tJhgV9pHRnZmb6bmE9OjpStVo16YzvQgUwJIVOJsHXRwyCMAAMAYqPcJljwAwaVA4m7AObnfUhIPKZC+kEqGJMyIZ4QIuWGLA6zOD30tmn2+2qUChYS9l8Pm/GhsPIgSKoajabpnes1Wp9bSK9thNn558XJgFn7qUFzMEgUMJx8PnMFxkA5t93gVldXVUmkzEGGLCK0TntoH88bJhfu729PVUqFfs96PMBnNJJC2hkEhhqACjnjzVhD/jsoZeksRdx3DgG5pjfh5H2RWndbtdS53wN54BcamdnR4FAQDMzM9ZdaNjz6h0p7zY9Pa1cLqdcLtfXzQwmqdk87mnPmfKFfoAXmDzsFy0vuayKdDrn2P8s7BiZQv4gMSBz2ev1NDU1pWQyaetI9gdSBglQNptVMBg0sMzFWpAFwwzY9EuXLikSiVhXLeqUkPpw5gBKnA+vM/byCGwi5xSbzv6BOIpGo5qenjZ7id9AKsgtzdhF5onsCnuWzjeAAvyI137X63UVCgXb4wQ8w86dl/lgr2l/+uDBA7M1ZLh91pC5oOkJrDyyWYIMSDkCLF9My37xIITMW6dzfKEbEjICYeZ8fHzciro57wBUAmdJFjgtLCzozp07SiaT5nOxd8MOXy8BPqETD5IlfFuj0dD4+LgWFxfVbDZVKBT6gjHqTQma8NszMzO2J9HWQ8Ts7+9bl6toNGr+FBtcqVTMDkA04YsCgYCRLF5KQ/c0JM/RaFR37961mk5Pfp0l0MCn8VzsEwrC2Rs+GGKefN0APoR5BF9w0SHyLOkkaKjX65YJr9fr5hf5f+9TwJCQzgSA2NpSqWT3L/lsm5eX+guT2fvDyB3BC53Ocb3Ia6+9pvn5eW1tbSmfz6tQKJjd3d/ft/o7sn1kPvf29gyX4Oc4w97GkcWBJEBRVCqVbL0GMYhv8AHJgl1gDZCn4YewyZ5MYx4zmYx1TPXy3N85Vy87qTwsG0eSUqmUMpmM9TumiIoFIC3tQSkv4tM3sHEwakRrHEoMHnIivs7m9np3+pkDOmFTADoc/EFtWrvdNoA8Pj6uhYUFXb9+XTMzM/Z7hzWCo6OjunbtmprNpiYnJ1Uul7Wzs6N8Pm9OeHd3V9vb20qlUsZCcaCYS+YNh4NTQNsMkPBgwrP2DKJdNjQyHdaLQ8zP8TykZzGU0okUiPllQ+J8KWR82RTb4GAOkJvl83nrWFKr1QyUojsmyOW5vXTJX8TXaDRs7nhmpBd8hs9s+KCN92UeOYyAUn8wveNmkCInjYqBgDnzRaxk8047yIBh2J8/f26F89SaYCS99p/3oK0gDDEkAN+DYeJ8lkol5fP5vnf3ZxMQB5vMHiGQG2z/J8mkAqSGkQ1R28SZb7fbKpVKmpqasj161oJmsnHMDU6/2+1aYSN1FZw7b89YV84S9Wr+TPKZME84TFgiz8J3u12zHQCRVCplxATngM/e2dkxsBQKhcyJcWMsgXqzeXwnzdbWli5dumQp85dlqgYH9jQSiWh2dlalUkmHh4d68OCBST8lWbcpHJUHWWRdOAvMA8GJL7jmzPE5FLBSJIrsgzPPM0I6ebYe4OKdtX8W9jISuqmpKWUyGd28eVPpdNrY3WEBH7+X5/OZr2AwaDIt1tHLUpk3mF6Io16vZ3Jk7CH2jD3BO7LPuVsF8OttMPvDPxfgjQ5d7HFfc3F0dHwRLP4ZeS1sqifChhn8Tki1Xq+n1dVVPX36VJubm0Z6xmIxY5o7nY7V/ECi+ro8WHH2gd+nnFUvrSIwxL5jh14E3sj8eVxxdHRkAXIoFLL6DLKTBPCXL182lYZnt4eVinpcwxpks1mTI2HvwWZeZiOd1GURuDLwGT7ryP6DpGK9fW0vmTVUEeAP2HnWArKGmgawHtjSB3UQoLVazQJ5T6JCCJ524NvZX5cuXVIqlTJ7AGnJ2kB6hsNha1LgA3OINbAKpBZ7m/M1OJf+39vtk7pG9p7PyKNy4bJjL4nzkimIGTJFEAnSyUW0LztvLx1o+IiZTT0yMmItW0kZwVIxGfycvxSF1A0v5Iti+Hc2Ci/kHRGblA2DEUUvSOqciSAa5v9xpOjtfU1DIBDQ2tqa3nzzTV26dMmiUZ51mEHa8+bNm4pGo/riiy/MkdTrdQMb7XZbhUJB0WjUboemkwXMLfNKNwzS+dKJEeSZpZOom802mPakhzQFlvwXp4Mx8xo/GH6YHK/dRc8nnRzCszIt7AnWEiMHi4Yeku8D3LGP+Ho4HDYpnM/SEMRJ6jvEOGrmHUfhdZ84IxzWoPPHafhAkeyKJGPHlpaWjPEgG+RB5mkHmbByuax8Pt+3DrCeBEXVatXWHqPcarXMKBO40oUNKQ/vzCVPSNW8VAgJkaTfYt7ICgFmeO5W67iNI4DSM7Pz8/P2vY1Go68mAQnG5OSkZQqGHZwXgiHaSj548MCydBR09no9TU9PG3tFhhTyxNeS8eyevWW/0Y0ERt9nXTlX7D2fKQMMsE+wAXQPgf3ElqCNRhLIXPkswrDZIM5ZOBxWMpm0jHCz2dSnn36qQqFgXeCi0ajVqu3t7VntC59BoOnlXwSQvtsSv4/OLARJnFkAir9QCxvgHSaACL/CzevsWfzM5OSkrl+/rrW1NS0tLenKlSvGmA7DjDK8f2XvHx0d2aWokgx8sMa+Cw8+hT2DhhsJD9/barUMZHh/wl7gXb1G3zOwPAedqTjvBOBe+sF6SidkF59ZLpftswiIzzI4W/iI8fFxXb161ZqIeOY7HA6rWq1ajSYZCPwfNhzQ6kEp9TGBwHFnICSK0WjUittzuZxdZkf2k8CK4S8+hu2fnJzsI3WpP4DFJqD0EjD/7sMM/JQnShYWFjQ6OmrEBPYcP8EzIrEjaMMuYT+ZT1/ATMOVkZHjCwLx52QmmROfLSFoJSjwgbFn5/kvTRAI/vEx8/PztgbYF/bqMIOAz0uMFxYWND8/b2tOS3QyROyJVCplJLaXq3Y6HVPmUM8JFmOAS3zNmT9fzCcBP9dP8O+cUfyKl2lD7DPIuKB+WF1dNZvwsuNU3oSHhoXwqWeAlW+z50ESTCQBAQcjGo0qmUz2pRCJ2vhZDBOBAZuO7+eQ+GgMMEXaFsfBxW7o/dmwgILp6Wl985vf1NramiTZRVK00hx2BIPHxT2zs7MKBoPKZrPKZrOampqyFp+StLm5aUDGF16j9ffBEgEEjoYAzBfDM78TExNmFHEOXtOIUWM+/bv6dWRuOQBsdl+0RTry4ODA7lw5iyH0+laYjZ2dHTMOGD02P6w2Dsc7cIIoAgS+7qVTyNr4Op/li0xxWL5bBawo88eBxQBjTJifXu/4kp3V1VVdvnzZUsqwFGcdfr/DGGGceR6YJq/NpxbIB6YAHQw/QAd9sq8XgEUm7Y/c50WMlM84QV6Q3ZFkwQ8yI2wFe4F9nEgkjPHHLg3rPAbtFoAKUMza0ClGOpaqHR4e9mUS2EfYJ/ael4oizyFLx+3mAEF/+ZMkC1wCgZMbdP0ZJusjHTssH4QDAkjBU9ifzWaVz+d16dIlpdNpIxOGGdhh3nl6etrWtFgs6unTpwY8fD0EIJ7CyYmJCZPDEvAS+PP8vvuRrxPgzhNsBRIfzidr4rMmXjvNGQE0+3NAUJNKpbS4uKjZ2VlFo1HzJWeR/wwCZfysB7/YH/Y358kXW/Nzg+QLPrHT6djehbknMw0ohi31GVrmDvaazyFojMViJlvGbvJe2MKjoyMtLy+r3T7u8Oc7Ofk5GGbuvIQTkIuf/fTTT/v2Dr4VCRjdvbxqwNtspHIAQ+wDoFBS33rBEjMvBHA0LmE+yaQEg8f3NiFp9hd3RiIRaxE9MjKihw8fms3zhNRZ5g7MRQAAg41/Z01HRkbsglGk6vgDglP2jpdmezYe4tivA/6SM459Y/BZSE+xm57xJ4AuFouSThpTYENQwOzu7trlmvj4YclQ7IzPRkAUzs/Pq91u69mzZ9ZFET8YiUQs8OW9O52O2Suf7SVj4YM4n31lX/Me2F+IF7J0fm3BMhB92FKfkcImU2Png0Xfcexlxqku7GNDs5l4GYw0HRhgRZFdAMx8PQGH2LO+yBUk9aUw+XzpRBvuHYBnm/geGBwuqGKhYBE48DgjnvMb3/iGvvnNbyqVSqlYLJrR4BAOM1j80dFRTU9Pa2JiQpcuXdL8/LyWlpZUqVSsAAvGjfeh2wyBnGemMQKS+gAyzsPLCVqt4y45FHH76BnnAQvK3MMKESHz/gAdMidc4sMccfg7nY4KhUJft5Nh546xuLioVCql3d1du4uANDW/ExBK4DtYhIZhp2EAbJKXT5Cp4TOQt3jtPe0wkYSgbWUOpRO2xO8fahlImWazWQv6BplunmGYeUPehFHg90oy8I92HqPLM/nMEWcfp+HrBAhmAX44LTKGnvUYBLDsaTqPNJtN5XI5e3ZYaoLbUCikfD7fB4Rw5tevX7c6CgAWAOC0A+cDWHr8+LGBEDKQZAIJuukwheaV/UZmjXPsM6fhcNgAKjUnXtZDVhY2i642gBPphCXG4SBP83UP7Ae+F7IB25vP580+sUZnCTQAFNLJJVvNZlPLy8va2dmxM+jlEdihYDBoAbLvvoRd9NIm9imZS5wp9tM3E8EfUOQ/mE3CkXLG/QVygAiAYbFYNB8CuAdknIVQ8cQasoX19XVtbW3ZmgO2er1enxwVu+dthq8p8UCE84zkDFuH5NhnYGE2yXrw8/hlgCFyUoJswB+An7PBeebneQa/jsMMv2dRB5BhmZub089//nPbFxQJg1M4V8Fg0OokIfvwhZAfBM3MNR2GIDzYy3wechPfXAIbQIAKBpGOiRW08r5Jxvr6uhqNhu7du6f/+B//o95//31997vfNYJSOlsxuPff+DSCtOfPn9ueI8jmnQleR0ZGrDkHEkX2EMQnfpn397JH5g9s6QE76g2vcsF3kdXzwY3PcnB2yZ43Gg3DDgTrXrExzL7z7L6vB+aSRmwEjRY4G2Qq6TTmMQJ+AAUF8+/JES/H84E65451HSQw8BM+60TWiH3gzyH4AP9Qq9VUr9f7siC/a5wqo+HlR16LDRAnwpVONM48HEW6bBCvpQcss0AYLC+b8AtJkIOOjM/3l5rA4gBE6YbDxYJMIH9mZ2d169Ytff/739ebb77Zp9vE4Q07cPg+44KhSafTarWO78d49uyZ5ufnTR7hWXkchQ+o/IFkkyIPwmHwrhRxEWjQXQlWkY2HsfSaPkA5IARt7+HhoXXqACDQiYA1AEichW3BKcJ8cRFgLpez1C4BKE7Va//5d/Yf3wMIoSARkI2TIBAhYPU6Ygwr0go0mrCPBLccbObaZwV5nt3dXVUqFWWzWUu/Suo7Y8PMm3QcUFy6dKmvJojn8fVSgCyCJZ/tAKBQf+XnB+07Rh47wHkFjMD6+EYEPiWPtIf5gm31ckl+P45cOgbN09PTqtVqunnzphXJev3vaQf7nvNzcHBgmUbfXYtn2d/ftwCHDCKBO/sQFo7/550WFxeNRfYyR0lW2F6tVi2YJjvr689w+ARdXtdM5gkmPhQKKZPJKB6Pq1gsqlAoKJFI6Bvf+EafvPUsg7PknfDk5KTW1tb05MkTbW9vW3c9Lwdj8J4+yPZSROydz1byc4BDfhaShQzl5OSk1ab4jlNIrJhDAFS5XDadMoGFbwQBSeFB+bBzOJh5rdfr2trasjs/er3juyx8Fx0AHPbaF2dSp0brZEn2/9g1bJx/Hy9j5iyTuWi1WlbYK6mPFSarRqDpmWLIGRqEcPcERAjB4Fn2H7YD4BiPx/XgwQOtr6/36ckBaCgEqtWqCoVCn3wIwEzGw99i7aVGqCN4d8gRfv/s7GyfvIbvZ05gmHu9nnXd85cFYovpHhiPx5XP57WxsfHCusizzBvrBh6IxWKam5sziRtnCMKU7CO2nvNGUwqyt7RpDQaPL3BEYowv8CAfn0KtBkEtWSSIajIbnlzl2eiEylrhNyAQIKj47GGHD+qxCR5T8vvJzLLOBFi+9hBf6+tKKLYelCPik8B/ZGcJmrD7xWKxr5kBuAN/zTtIJ5JMj1lYV2wPv8dL4l42QDtVjYakPgPSarVULpet8JRfLp1clkeaCAbcM6Gk0HCsOBe0xLANvKTUr9Xn50jLwdrz+f5+Ba/94+cB/nQM+Pa3v6233npL8Xhc5XLZ5Eo47fMYbEKKzmm/hlSFf+t2jwtsvS4Pw8RG8pplDjkBF38nZc27Y0z85VMYeT+nOC1AAM7IAyE+k1QcN2IyV9FoVK+99pp1sxlm8LwAFvbCtWvX9OzZM+Vyub5Uue9GhG5xZGTEslOALYwp+xQmGM1oOBzu23ueDfCMKs6D/4fpJtAmeJFOGEsMHCBwc3NTT548USaTsQJr9gNrMewgMMPplctlS1tj7Fl79g1z4GUTML0e5PvgDCAxKKFivtkTnuEkjY2R9dpo9hnnNBAIaH5+XtFo1FLjiURCy8vLdgnS3t6elpeXjW3z4PW0c8Zz0A0EfXW1WjXCIpVK2dmhWxgdYpCq0WmGOg2AGZlCnLEnFzwxw/t7mQA951OplDklHDl2kkwVxAzSPzTVBwcHVg/27rvv6t1337VAwzNiwwzeC3uCLbpx44YajYZ+9KMfGYuM7fJdudgngGm01t7esAe9nJG9xvmmk5EPWJCNsncJmAHlPLcPnCFeeIaDg4O+VtF0bPOSwGH3nc8C0FEvkUhYp0SAE76TjAKD4mEvq00mk33ZW76PucC2+w5DEHKwqtQTotVG3uYDG3/usX8EuNgC9vXY2JhmZ2etMNbb1WGHZ3ORBcZiMRUKBWsVy7v6Oh/OKc8RDocN9EPcpVIp2yMElBBHvC97stlsKplMamlpyepjkF7RsYu5wB5g/0ZHR5XL5YwBh6RAKcLPkJGRhr8R/EWDzCmBGMEANQ5emuMz5RAGfA17CTHia7/wE3wNTMZngz3wCxADnCv8LNkNngHbBeHtJUSJRMKyS1NTU30XL5518Ds5SzwHWceJiQkL7MlQE5yA5/hZlEH4ZunEz/qOaewPbDs+AvsJ2dZqtSxbRMDriVGfQcL3eKllKHTcVp2AkPpJAquXnb+XDjS88WQBG42Gnj17ZoeUiIcozOu/YUQw3j5lxcVL/B4AhtfGeu2/T/0SeHAhG0CIze8LiWCiWUiuX79586befvttvf3225qZmTEgA7slnQ3sDcpF2JhsMN+95tGjR5aeJbVG2swfPO94YVdxQkSxHnzgjDmwBHI4ToASDts7ZyQ3bEgYQP7OnuByHg73rVu39J3vfOdMgcbgPBKoTkxM6Nq1a6rVata9AcMMYPCAhOwXQQMAiDnxoFaSzQt7jqCAWh0PAr0cxgckHHZJ9hyAd9jwer2uQCCghw8fKplMam1tTTMzM/YOXv5y2sHaMycYfEl9xfwwVWR6CHIwPL4IDwkVjhUngdP255c1YO/BiNZqNQPgrE0kcnwzsycE+DkyLa3Wcfcy7pxZXFzUwsKCrSvnIJvN2l4ZdrCWSORKpZLJEQH5gBVkGrx7Npu1+UdeV6lUrA4Mu8TlmwA65gw5BBlDGCj+fXR0VOl02gCgl7oBYLxNYB0oTiSDPD4+rjfeeEN//Md/rJmZmd8KboYZ/oz5/UtAdPPmTbXbbd2/f98uMMWGIRXlTLLXqtVq32fznuxHGEu6H3JeYAs5555E8YDHfz/v3W63zTED0qWT1pTFYlEbGxu6evWq2VTkaGcJ0qQTcmBiYkL1et2YXZh5SBGIDIIOziHtqgG0PvOGPfP6d88CA7C9/DMSifxWtx5fzzF45n2myWfGAfK0nl1ZWeljTc9DNSD13/m1sLCgu3fv2v1LHnABzsAC0slty/ydO8Ooh2i3j2/4Jkj2JB3APxAIWK1VvV63rCv72Xf3k473Wq1WU6fTMYKTdaFeq9PpKJPJ6E//9E8lndhvD2rPMnd+eN+Frcnn84Y/CD4J2HzGlGdCBYIfAWR7STfEBqoEj428BIq/gxu9xBKcB5bya0rQQxA3MzOjpaUlLS0tGSD3JQFnmTdsLCSBrxHmDjAkx+w/QD/rzOA8UfcKWc6eg9gE+3pSyT8TvgUfzfwQJDAHZJhYW56RuZmamjLcMz8/rxs3bmh+ft7m9mXGqQINQBJdaIrFovWNjsfjxuhRq8ECshnZqETMAAxSbRx4NhupQsAKLWslGbChPRdyHsAzGxpHgcPBkLAwdCmZmprSzMyMjo6O7GZcilfP4nj9YP74PJ9tIWrP5/N9+n6ifjYVmwbDCdvhC+BhBgGaPiUsyRyjZ/ZhGOjcQ4QNiMEwwwACTL0WG+BJhuv111/X/Pz80PpH5oy58AESoGRubs4MHu9LYAtY4LBymNkjHHAcMmyCDwZ6vZ6q1artP8DN4OfB+Pg0L+yZd7w+1c1eiEajKpfLunfvnubn57WwsHBubAvnjvT/1NSUgRcGQb+XQwQCJ+1SvdyPjCbPPsgQ41CwE+yTQCBgRYSSzLESDGMHfP2MdGx3UqmUtRKF0V5ZWdGbb76pVCplmU8KLskonGX4c5TJZKx9N2lsmGQCe9gebBH7D0ac+aJofWJiwvZyPB63zCRrARlCL3myIQRas7OzxnD5QMMH1zh+HNHR0ZFKpZKt6Te+8Q1973vfsw4zBGdnAS3SSY2Ll9myv0KhkK5evWqS1mj0uPf90dGRFftjFyVZrQIEE3aNDDn7Bbktvx9AjuyITCHF9Xt7e2YzyKDB4vE1HDHPg09gDd98800tLi5a4AY7eR4jEolodXXVMoxkzXZ3d61RgGeJPcAiqIIYwWdgz6Xj88f7MV9kYgF92Ft+DrkJwZZ0ck683ND7HUl9gdjExIRee+01vfvuuxbwsDfOuu98cMO+GxkZ0a1bt9Rut/XLX/7SgoRUKmX7DikYOIO5isVimp2dVTqdNnkXnbyYN3/usJkQrWS3Z2ZmzAf1esd1HdgI9g5n3kvw8EPUKnzta1/Te++9p2w2q1AoZPfnnJWQYvAuodDxjdzValWBQMDax6IYkWTkKEERNgY8wL6Ujv0cEutMJtPXTMWTyT57TYACwcrX+VzOK/4IAghZIfYYCe7i4qKmpqZ0584dra6uWoB8nlkNSWZLvGKGhhgrKys6PDw06RtEu5eD+XMDacJ+wKahJAI7okTAXx8cHJiKgXPMXVp8ti9R8DJVsODIyIh1TaOuZGZmRm+//bZu3bp1avL41Pdo4EAqlYrK5XJfQV4kEtHU1JQODw8tmEgmk8aAMzm+KA9HSECCsWcyvFTD6+t5FoIIImm+DtNMhOaL4XgeUluzs7MaHx9XoVDoYwVhqHz7zfMYHqz5Gont7W3r2gE4xKjzPmQ5cDZot3u9noERnC+/C+fCZ0gyBgzmHo0yP+trYjxr71kUwBQMxeHhcXeu1dVVXblyxYDSaboTDA4P0jEKAH6p/74MjJckAx8YP1gWnpM0NIYSRhRDRZtSpH1oiiX17TXppCjf7y8P3BkEFQRqMGbz8/MGXqlTOKuMgDmLxWLKZrOWnWFO9vf3rVc3jKgHSrTXQ25D4SJBbr1etw5PzAEgGbALo8Je8ppSSX1GD0fNRYasTafT0czMjObm5kxfOzY2puXlZaXTaWP2vXOGrTmLA/EygZGREd2+fdv+/5NPPtHPf/5zY8z5+srKinZ3d03mAnPJnpqYmDBmE602TFyv11OhUOgjGQ4ODlQqlUyugi2g7SSsNIy7lxXxe30dFz8D2PuDP/gDra6uWl0DdsYHw8MMn+UkyODz/N8BZTCOPC9MmWfVByV1DIJMJCkAL/YOZ81rlAFz+BoADHtvdPTkojYkIPgE6rXGxsaUTqdt72LPz8rMM0dk+JDS+LqRR48eWfDuAQNgz9stn4Fg3phTgDWZYC9N49/39vb6lAH4btbCB5Jkm3gm1posQjgc1pUrV/T1r39dk5OT1lab9z0PwMfe8tkVQFIymdTq6qplP+v1uikyYHp9/Q1ryaV8+GrpBFjTDIcGFZL67keCrAiFQkbkIbdlXv2lf5AkBHkQWteuXdP3vvc9Xb58WVNTUzZfPCv75iwDv89/qQ+Lx+PKZrP2XDTGIIAkEPJ2WDo+mwQY+GlsE74Hf46/gAT21wrwbpwxwLbPHPJ131CINWZtl5eXlc1m+4jt85g36aSlLJ8HXpKOOxLOzs6aDalUKrp37552d3e1sbGhXC6n2dlZs/dgUM4P+5W6P+4mQprI3TScI0kmdWauCEB8FmRQekXQC3aCGMtms4rH47p165Zu375tVwScZpy6WTqOF0MHkCuXy6YHLpVKZthh2wER7fZx8S2bC8eBo8NhslhEqQQYBA8YXSaGTYyBIbtBRI5h9JsiHA5renpa165dU6vV0uPHjxWPx0036qVBZ3W+zB1OTTpJ28FSxeNxra2t2TzSjYAbR3EMAFJf+e/lVTgEWtwS1WIUYPwJwpgzHBCGxmeQcNKe/UM6AqucyWT0ne98Rzdv3lQgEFAmk+lbp2HnzP8XRoO0eD6fN1kOkguvz/dF2YBXgg6fNoUtBXTxfoA5vsZcjoyMGFsKA8j+wuFKJzf2Alx59sPDQ8Xjcb3zzjt2mWOv1zM99SA4G3ZEo8c3JQMA6BVP22HWGemjB0xkJ7n0L5lM9klZAHUwgtxpcXh4aMWVMEcQEQA82HOCkWAwaIw2l3lhGwBLt2/fVjabtYJrSbYOkALM83lk0fh8JF0wT9evX9fGxoY2Njbs7ASDQbtxmuykdxC0uMTREtgjVSsWi8aw9nrHNRwUkNPEARsI6Gk2m3a+IA5gr30tHGCpVCoplUppbm5Od+7c0fLysqT+ts8vmoNhBkE3gTdOrtvtKp/PW53JyMiINZAIBAIqlUpWfMx7cD4BXwA0TzDQInfQlvEM7CPphPHGvvEc8XjcJDLSyT0c1IkcHBzoxo0bSqfTunbtmmVreSbIgWH9xCChAjijoJg7FqglQ0Lh2757GRo+C+kYhJa36YAOSZZx5NxxVjnX/jkhCSFxmFcAFjaRLBA1DktLS5qbmzM7yD7x73+WufP/z3np9Xqam5tTKpWyFrGHh4emxgB4khElW0CmElIAm8KZlY5tPcoH5OFgG85jtVrV+Pi4kUmVSsVANLI0CL1QKKRUKmXEEMHmn/3Zn+mdd94xCQt46ayE1IvmDD+1sLBgJAiZvKOjI5O9eoKY9UV+ydc583QAo5aJc+WzkZBX+D6CFM46DRl8bRW4B2KbZ8fm1et1ZbNZra2t6caNG5qdnZUk+wwfkJ5lEHCzHsiiCJB85n5mZkbhcFi7u7taXl5WtVpVqVRSuVzW06dP7T4qMmX4R/YKGJigf9AeejUAAZiveSQzh8/AdkDyYHfGxsZ0+fJlzc/PK5FIaHp62s7TacdQgUY8HtfMzIwkWXrFd0eBhaMIx1fI4ziIMj37hLNBL4lcgxf3aVsOKewN3wuzCjD0xcGepUSC8NZbb1kPfORe3IpKwON1vGcdOE0ONHKWsbExJZNJC6p8HYAk5XI5y2Y8f/5cv/71r83B0T6O//qonzXjIHDoYVE4CIC5WCxm0TAA1DMXzG25XLbir2AwqEwmo2984xv64z/+Y83NzZlGkk1/XnOHYxoZGdHMzIyuXLmiRqNhl9LhPD1jwc/5blpeboBDIGhDssf6sD+9XABnBUDzch/2jXfAsAvooKempvS9731P3/3ud60D0O7urhWpnVdalwBAOtGgI2PI5/MqFArK5XKampqyQAnWFyPPZX1khPz9MzjOZrNpTG+j0TApn79QiPdhznBCgDRkSisrK1ZgS93V+Pi4FhYWDKTgZD2YxUGdB0MlnTjeWCxma4yU67XXXlMul9MXX3xhhZrYIFg09gAgmSAAUAvIPTw8VLVaNWeAE280GnYxGM9BBhcpHHaC/YV9weFj18LhsDKZjC5fvqy/+Iu/0O3bt+3sIkU4TykB54x1Bohtbm5qc3PT9hjvJakPGBIYk21DrsuZBOxRVI7TRU47yK5T44MtJ1PH3iGDFwgErEshGZHx8XFtb28rHo/rW9/6lhYXF7W0tKSpqSnt7e3Z/uC9PdM6zPB+Craa2hUA3eeff66HDx9qf3/fpHheXsuc+KwStox3QzYB4PDST0Azvlc6qaPwpIkvxJWOz4zPGuFHsJ/Ib2BFz9M/+PnjeTiXIyMjev/991UoFPTkyRO1Wi3r9keWdHZ2VpFIROVy2cA1ygYvlfSF/xALnEt8Q7lcNp/uM3Gw+fx+fKo/uwSOpVLJpIbf+c53dOnSJQvaOaPsu/PCJ4DiZrNpXad6veNubQQCh4eHqlQq5muRIGOLsHs+u4e9I1vm77phLw5m5rCBZIE8HmIPYi+wpdg9SNFEIqHV1VUtLCxYltITztLwzRsGB/bKZyTAW6hnPPCXZAQJKgoufgUfEhT4Tq3ermLP+H0U8HsSHiIBCRuKGC+Txad6ee7q6qpWV1cNx8/MzFg93GnHUNe/IgPAMNHO8fnz57p//751WuDCKdJkfrTbJ9ekIz1BigPrAuD2ho2J9F/3k4UuLRwOWwGkl02Njh7fiks6cG5uzoxRJBKxGgWpX4MpnU+KTTrZ2GwOLtQjAuf9PYvJHQGA0e3tbRWLRXM+pHz5GaQo/D7ewetncT5sdGQBAAMiaoCpJJXLZWvTiYNNpVJ644039Id/+IeWmvZM1XkOH5iyngAVUn8+gEWKJJ3cVopcg6CCeYGRg/nzgBumgGJ5gha/R7ykA3DoDS6Ztkwmo//wH/6D/sW/+BdWIByPx21fYoDPEzBHIhEtLy8rmUyafOf+/fv62c9+pt/85jcqlUoGQiKR4z7z1WrV/ss6T05OqlKpaHt72xgc5tUX4fH8OB/0skgDObs42FgsZhIpOr+RIuaMYAR95g0WhuDlvPec/zyfmaEd9uHhoR4+fGggjnNHt5WJiQnr9EXWl6Ce761UKsZYcwcHv88b/6mpKWOwcAz+zB4cHBg4otYMKUM8HtfKyoq++c1vms4bRtnLIc9z/gaL8WHj8RucIS4qG7zzBkDFmURGwruTkeM9yJyzL8lKRiIRu2mePQkpw7NQW1QoFExCyQWnZF/efvttXb582dhuWvQCKM4DsAzuYS+Rofbt7t27dp52d3f7AAjPw/xIJyAC2wJ7T0E59QQEA55FRprBPoRZxncwz+jEuUUYWSD2s9fraXp6WrOzsyYBOWsd1e8aEEnM3+rqqr7//e/rZz/7mR48eGABBVkx36mK7CSEHOAbRh+CFdtPHQNEAiQoMjyaRRweHmp9fV2lUqmvaxV7GDIConByclLf//73df36dQuWffaMPXNeA7/oWyBzxvCn8/PzfSQInaPYt/gPCBYaE4A9OKPsEZ/dxj/4jJgn+bxNIaijvkySydsIFMfHx614WVKfn8B3n4fN48yBS9gPECRkH6mfIhAn40hwyXvg1/jcVCplXeEIyMCGEMJgMkl9tYHYUuwamUrOBxkRMo+ZTEbvvvuurl27pvHxcesmepYOrEMFGpLs5aPRqGn8Z2dnNTo6qnw+r52dHTtQZBDYsDBHSHuQChARwhZ41pLNiBSBBYAl8JsTIIjUiCj90qVLmp2dtQJw/32kh0m7v0h6cR4HmkUiOmexuVWV//cdU9hQ8/PzWl9fVy6X6+sUIsk602DYfA2DB8H+5kk2GVE47w5TAbDmmQkKATM4rD//8z/XH//xH2tpacmcC/N1nsDFzx0MCLKz0dFR63dPtE72RZIZSZ4N5gNn6oMRjD57DicvyVg89iXzzDr5wALjGAwGzShfu3ZN//pf/2v9xV/8hRKJhF0Axx71bOZ5DRgf2EUAA/Uhi4uLun//vjY3N41h8xIkCmd3dnaMuUKihlPknb3sjvPEnMKeeqMHQEulUrp8+bJu376tK1eu2HmFvUf3zLOdl4P4XfPm/84fHCk3v9K1DckP9RmpVMp0/9wqzBpgX2CeaR+IjcPZ+y5h0sltrTh4pGn+BvixsTHt7u729TpfWVnRv//3/97kZwSV7OPzlGAwBteHAmdsB4Xg1Pqgka/X65bhg0VmX3FucdzMo98TnD0/V4lEou/SPzqZISekXS1dXQgakIW88847+uf//J9rZWXFZBCwrOc1vL30doBzBPMNeEJiwaWpABd8IWCEbBntaJGZcn7JQGL/p6amjHXF9uGDASqQObTa9dncVuu4dTsqh2g0qmvXrumNN96wTlODUr3zGn7+wBaALeSXc3Nz+vjjj/Xf//t/t6Js6th8PQFgGSC2u7urzc1Ns3lgEeYHkFetVk366YvHmRskWwBv5pIgg8zG8vKy7ty5o9dee832vPfVr2L47Cngl32IbPCDDz6wbnGSbE/h4zw+AKfQhMG3U2dv4Tf9vyGhYg/7OlwCO6++8PsXfBOJRLS2tqa7d+9qcXHRbAfv+SrmkP1Cpg87AqaTTohm5okg3TcHIBNN8AnBkk6nVS6XVSgULFNBJgdf4Tv2sfclWfDDGfbZEDIWyWRSr7/+ul577TXNz89rb2/PAjavCjrtGDrQwJjTdQWjtbCw0Ncykw0CQKU+wYMQQDV6cBaLVBsZEq/p8ywpLAIMBO3gAASJRML0lixGrVazQj+YMoKPV5HOHRwYQL/YRJUU4HnNNczW1NSUNjc3NT09banAQqGgQqFgKTZqCGB6MXZsNN9qrdVqWXthnBoHQDouZAIA06kpGo0qn88rk8novffe0/vvv2+SlkFW/1UNDBXMEZmdvb09M/7sAw4cHXwAGv5dASzsNcDx6OhoX5tmMmQ4dJ8RofYDppTzAXiZmZnR1772Nb377rvG4JI94jNelRPh+SKRiHWMAAjH43Gl02n95je/0YMHDyTJzgGBLwFcKHR84RtyRM6sZycBzh4YEhAzt74gPhgM6urVq/qDP/gDra2t2T4l+MeRU9zH7/BNIl6V4/XSBC/pCYfDWlpaMhv161//2thhzg5An2yNl0/5einvcHBGBACwgewhuol4qQV67XQ6bfpvn2qfmprSn/3Zn+nu3bvWUpf9/SoH559UPXczxGIxq6/i0ksCNepYxsfHzSGmUilj4P39Dl5qRUBBLYFnigOBgAEdWHykKYeHh6afZ28CcJrNpubm5vTaa6/p/fff161bt/p625/3nhu0l7yXz3BJsqBhdnZWpVJJlUrF9pMP+vlZX7fS6/VMkuLlsABeCAJfk+cHRBTfB1PN53kCUZI957Vr13Tjxg1r/fyqzuvgXA5q8MfGxoyxRf6zsbFh+80XyWYyGQvKfXBKfR1BFAAMIEwrYFhrAoxisWhf93I0MpysA/9dXV3VN77xDS0tLRmWItB41XNHYE9nKP7Mzc3pD/7gD1SpVPSTn/ykT+bE/AGAwYi+EBw71uv1jEiBYPCyUYgCL4Pj3bGvgcBJt1EalnD+aSl8584d3b1712RxXnr1KgY+1mdZfeE67+PPpycIIAD4eS60JDs+PT2tcrlsxCB2UDrpfklwwVn3PqZer5tPQnnAGqysrGhhYUFf+9rXrEENz+OJ92GCjTMFGvyXP5OTk7p8+bKlnOnZjjSg2+2qVquZgQPItFotJZPJPkkBk8b3oWEDwABqkXDBdubzeXMmsLekjkqlkra2tpTNZjUzM6ORkRHNz89rZWXFfverkvy8aP58tob0spcA+GCN7Mbq6qri8bhdqtZoNLS5ualPP/3Ugqjx8XEtLi4qmUzq008/VbvdtmwO9TSBwHG70a2tLZNZoOdPJBKam5vT6uqqrl27prm5OY2MjKhQKOgXv/iFBYKLi4t6/fXXNTs72xfBfxXzx2ZHm0wrRzJsnrEDvAEifJAnndxaC3siyQ4nWQkckC/4AlQik0mn032GwoP1tbU1ZbNZvf766wqHw9rc3OxrAegZllc1f+wv34J2dHRUCwsLikQidqlRLpdTvV43Q0S9xObmpvb29kxSRTMCwBdzQstgCASY4nA4bHpygF2tVlMkEtGtW7dsD5ERISChewnrhy0ZZH/5+6saHrziFCAHyuWycrmcpqenNTMzo1KpZN2QSHkHAgGTHl69etWkED5ziDMkgEXnTZc/SUaYALInJibMXu7s7PTdmEuHKQJewCZz6N/tVcydl5YApgKBgHV/OTw8VDKZNNlSt9u1hgg0mfCFo2QlkbEAqn3BM9kSX++BL8GOEjyzngBC7ALs68zMjN5//31dvnzZiAD/bq96+N/BuuFbqSsgG+NrdQjCyG7TUKTb7ZqP9NlciBhsKQH0IDjzGW/fEAQWORQ6vl+LNefW+Tt37mh6erovcHlVZ5a9zNoSBCDxhLz4zne+o+XlZX388cf64osvlM/njZ1vt48vroNICQQCJhGGuKIelRot6YS5BvAhtaQOS5L5JS9hBv9kMhkVi0WNjo7qn/2zf6Y/+qM/UiqVsuf3QdN5+YwX/eyLAmmC0ZGREf35n/+55ufn9cEHH+jp06d9xBx7EOk6c+AlTgQfyMkkWaMR2vb7WlWwEHvQ1ycQXPj7OGZnZ/Vnf/Znunr1qklOmS//Xq9CccH+8MoQyCmPOZgb9iXkGu+cSqXsD1n9QCBgmTXUOZFIxOYNvOgVGR7XJBIJw0lc3BqNHt/pdPv2ba2srFixuq+f9Hh/mDF0oDG4WACOqakp6x18+fJljY+P6+HDh9rd3bXshiRLW9MNBNYJhwlAISuB7hEgw0bkgMOiIGfhIHPA2WAAq5WVFcXjcd24cUOTk5P2Ti86xK9iAFr87/QMr+9cwaHk+xYXF62LTLFYVCAQ0OLioiQpk8loenpamUzGshBXr17V3bt3NT09bZu7WCzqs88+M4NJZ4xIJKJMJqPvfve7unPnjhYWFpRIJHR4eKhPP/1UIyMjymazunnzpq5fv65bt25ZV55BTfarHhjoy5cvq1KpGHhZX1+3vYTmkIzZ+Pi4RfmS+owZjAmBLjplnC/yNGRIdP1h3Qioka+lUiktLS2Z46e9HuxqKpXqk3686sFe83tPkvXJ5gbcjz76SPv7+1pbWzNmJRwO65NPPtGHH35oF+7BEJPJiUaPL7e7c+eOpaqfPHmijz/+WEdHR1peXtbXvvY1xeNxjY6Oan19Xc+fP7egLpfLKZvNGkCUjgM8gDqBkdeJ+rPzKgPcQWIF8EImbXl5uY99w66VSiXt7u6qWq0au3VwcKBcLmf3V3AGcagAaZgpAlacx/r6ukKhkHXIQzP99OlT5XI5c8owsJA7OD7A5VcRoHniZHAQ3DOXtVpN+XxesVjMuuxxGeze3p4FttLJZV8EDb5eivXxenDWpdfrma2DqPFthcmGQpZNTExY9zzPWr/K8zq4LgSdvKOXaI6OjmpxcdFABf8unejBuagOyRRd4nwRsiSzdT5QIahhrvgML2Fj/vm9sP+Li4t688039dZbb1lg9GXv+aqGl6ECTgGq0WhU169fN+Jud3e3r3YRxhzfi1QnFApZMEaXMjpEUm9KRtGTJdgL/Do1IQRzZEAgP7/97W8rk8lYwMLe93P2VagGBrODkUjELjFMJBL6P//n/+jp06cW4Pu6PWrTkC8yDxBw1Ch6H+trLZH2Mf8URwOmfYMX7j977bXX9K/+1b/Su+++K0lGhHF+mLdBG3jWwWdDFGFvsbmcW/aPr8UNBoOan5834hGlENkMzirZiLt376rXO5auV6tVPXnyxAIHZG38PE1fyEZFIhHDjcjd3njjDb3xxht9RJ7HCmcdQwcafrBgbKBkMqler6fZ2VlNT0/rZz/7mT777DNtb2+r0WhYYQkpNiQ/AEAOKwuDRnxyctJe3qeHkQjAMHL4I5GIOSgW5a233tLbb7+tdDqtubk5TU1NmTH3zuOrAH7Sbwccvq7AG3UMFGwL8oHJyUlFo1EtLy/3dY0iLbm0tGQOWZK19fM1G7Cus7Ozeuedd/T666/rvffe62tPywZ//fXXJUmTk5PKZDImdTuvYsjTjvHxcd2+fdu01qlUSjMzM9rc3NSTJ0+MSWd+g8Gg0um03T8iySRBvksGET2GYXJy0trr+XZwh4eHdlP15OSkbty4oRs3bmhxcdE0vnQXYS5hqQlkvurB3oZZ6/WOZV5TU1Om+8/n81pYWDCAlk6ntbCwoLW1Nf3d3/2dPv/8c/V6PWUyGSWTSTufb7zxht58800Dae+8846++93v6pe//KXa7bbm5uY0MzNjzvT+/ftqt9uanp62ezG8Hhdphs/8+OLlFznfr2LufKDBxZFkEuh6lEqlLFCbmZmxOo2RkRGTAdFlDPlQuVw2yV+vdywF5VZe9ihOgHadFDC3Wi1lMhmTOI6Pj2tpaUmXLl3SpUuXjBkjmH7V0inGi9YGDTxZC1oUx+Nxzc3NmSwll8tZIEZBLl36JJk9lE4u4oQlxdmTgQqHw9rZ2VGpVOqT42FnY7GYJiYmjCWkS1epVLLb5hnnWZvxZfP1okDQnw0umKVgE1a+WCxalhXNOp9DMT7B/GCWFqKEPcLtxABsbCnyPEC1JPM/s7Ozunr1qt5++23Nzs7as/tgj/Gq/OzgnvN1dz47AMlx/fp1FQoFK9Im2wwAhnFuNBqmAkBZQZ0H9Z7gIE+WIp+MxWImHaJtOIXVsVhMr732mt555x3duXPH6l+k3wbJX9UY/J1eqgMLzuWPz549s6xhpVKxLKOXavoaqU6no1KpZJ/POcZ+MedIuLy9h3DGNuzv72t1dVXvvvuu/uW//JdaWlrqw4i8y6tWDgzuZ9+ggWch6IB0CgQCJvuCmJTUV9dM9pcMNsEpuCaTyWhsbEyVSsXuV+MmdOq05ufndfXqVQv8QqHjm76TyaRee+01Xbp0yRqIeNLin0yg4YcH/7RVvHLliukLyTD4jITvykP07jsDSSe3rqKPRCpFKt7r3CleAdSl02klk0mtra3pvffes5uGfTT9VQUWXzZg3rxz4fBh7Hww0uv17IZaDxrYHMwtYMdfxnJ4eKjp6WmLpB88eKB8Pq90Oq1vf/vbunv3rknSYK0PDg40OTlpzp6DMSjz+n2MiYkJvf3229Z6r9VqmfwLTXggENDTp0/17Nkz6wTBDa3sM25cBagARACGpGCpE0gkElpcXNTNmzd16dIlXb16VdeuXbO+991u1yRp1ASlUin7fed1iIcdBOyeueAyqHQ6rUAgYHKIcDis8fFxLS8va2FhQT/96U/19OlTC3IXFxeVyWSUSqUspQtomZqa0uzsrPL5fN/7Xrp0ybS51GMg7QEIMk9kTmBOX3XG8R8b3lFhq6LRqFZXVxUOh5XL5axrSzwet2L/arXaR6Jks1mrFSB7QeEzzoYAHkYrlUqZzLJer1unH+oY9vb2lEwmde3aNWWzWWvFSzZTOrkJ/vc1sPOcEYAHGcpWq6VsNqulpSXLFH722Wd68uSJwuGwBSTUGpCBhFziVmPO3uzsrAX2Ozs7fVIFAp5kMql0Oi1JdufJ5OSkZmZm7FZxX/PwVYzBgMNLltgrc3Nzdk4ymYx+9atfaX9/X9Vq1eaVC72QV0B6+AYUkkxuJp0ENL6ZhqQ+DT6AcGZmRpcuXdLy8rKRCHNzc0qn07a+fO6gEuKryGoMzqX/wzy+/vrrlrX3jRco3iajgz9kD0myzAU+mvqViYkJZbNZ23uJRMKCRHwvbWTHxsY0MzOjmzdvam1tzeqG/LP69/gqhwfoBFEEYalUSmtra8rn86pUKqpWqyZvDAQCdgEme5S5k06y1cwJOIw7NyhSxv/it5EI4gump6c1PT2tP/mTP9GdO3e0srJiQHyQkPoq59CT4mQ2UPEwjzwngYefC+aB/eIz5hCgfO/y8rLC4bCePXtmgS/qneXlZfMrkvqwIVkPLtb2krTzymZIryDQkGQTx4aglSISgydPnqhYLNr3kMYmpUjkhs6R1o7UDSwsLJijxenS2YCNiEHudDqamprS1atXNTs7axuftmn+EH/V40VgyQdNsB+++JGN5WVKtOSFqeJgEQAQxOCQKQQaHx9Xo9HQysqKKpWKFccTlEiydaGAGBaXZ8H5fZXZjMH0JwElxgdp0vT0tMlHQqGQ3n33XbXbbW1tbenhw4e6d++etra2zPj5jlN02MJRwnwGg8cXy42NjdnFZ++8844ymYzdXu2DYjTnGFt0+Z5N/qqc7ZfNJelwSVaA5hkUirNhAd977z298cYbKhQKqtfrxmSm02nT8PJZBHkUOZIGp06IPvMw+kgKWAfppACVPe2ZycF3+aoHbB0dxObm5nT58mU1m01tbW2pWCyq2+1aRmx9fV2PHz/W7OysFhcX9fjxY126dEmhUEiPHz9WsVhUNpvta0cKOYPEE1sAq+wLN6enpzU3N6erV6/q9u3bfZ27IC7+KZAqfu3IDnoJHm3IkYWS7dre3jbJIhIoghGCtVarZcw0dXrIO+fm5kxKSYAoyTLH09PTevfdd+17IAdw7L+PzK0nnmiZSeBDQ5CRkRFdvXpVyWRSs7Ozevr0qbGTAN3x8XFFo1HriiadSI59lpPf5xsKHBwcqFqtand31zLs1GR+/etft/arrJ3vlAVYkl58Rr9KEM1zeB/J199++23F43F9/vnn1kSlWq1afRgyR2pTPFiESEB1QNOGYDBoskguL+b7pqen9fbbb+vtt9/W/Px8Xwc5L5UerNP5ffgKL0mkAJx9MzMzo7feeksTExPa2dmxzAbBAXNOVpZskZc105GQCzvJ9pAZyuVypuSAwFpdXdXS0pLS6bQVMhOY+DPzZUTyq57HwUyex5ueXPcYhgZA2DEw2+Hhoc2Lz2ZEIhEjB5vNpsrlslKplN12T6MQH7hGIhFr0032kzojsKakcyVCX0mgwWDBcYQwMFeuXFGlUlGhULDOD4FAwCQHAMO9vT1tbW0pGAxqaWlJMzMzevPNN02TikxBkgE46VgKk8vlrKNIJpOxIhvp5AZT6dV0D3nZ8WWbHyPjN6QvbIRFBRwSXFDPwtyQAgMkwwp7FuvSpUv6t//23+pP//RPNTo6qmw2azItNrNvI0ya3Wv5fl+Od/DvHAzmgOfyrS4pRkZ7vbm5qa2tLT19+lSFQsEuImQNCA4wjKOjo1peXlYqlbIL5Lg5k33L4WadeAbAATIEbwx/X8MzVTwHz8Z54Xt8T3XuPvAFxlI/YwiA9PscGQEMTSAQsACDZ/Dn1Nd1kanjeX+fAZrUz5KS7SIgSqfTSqVSxoKyL5DLkcG5ffu21tbWdHBwoP/xP/6Htra2lEwmTXpCi0F6zn/++ecqlUo2f8+fP1cul1MgENA3v/lNXb58WYlEQul0WtPT031M2au6a2SY4TPYZMwkWQaSYJVnJ2hn/9XrdatHkWTgB0nF5OSkNTfIZrOan59XKpWyQBbJC5IzsrOXLl3SO++8Y59Ltxbs7+9DHsrAl1L07m1xr3dcFAvZ8f7771v2gXOYz+dVrVaNfW42myoWixYMsx7cMdVoNEyaV6lUJB1nj+nctLy8rOvXr+v69esmu5ROgBUdsF5Uh/ZVZjMGB3PmfzeNUG7fvm3FzIVCQRsbGxY8AHKRW83NzSmRSGh+fl4HBwf6n//zfyocPm7z//bbb+vatWuSZKRet9u1miMK5anT4mve10u/jRF+35lIhs+4joyM2A3SOzs72t7e1tWrV/X555+rWq0afqAgnJbfrEE4HFY+n1c+nzdp5Pz8fN89EsvLyyYHpP5xZWXFbB2ZI5Qu/1jW+6uWnuELPdb0mQnppK0++yAYDPbdN8N8E9T6LBrZiFAopKmpKb322mu6e/eu3c9G1sI3GiGo8ZI474PPM5shvSLplNS/KWGORkdHbVNIMk0zERRdGUZHR1WpVPTFF19oY2PDpAZkP7jYyhsxJganQDE1m5WFeFEh6T+14RcYjSNOjgPrmSduYKVwyht8+iZLMtYzFApZr+WxsTFduXKlT8rD7/FFgWSHcHRkMn6fgdqLhme72RsESaOjo5bezmQyikajSqVSymazmp2d1ebmpp4/f27sCsy+JKu7iEajunr1qhXIs98IZlgTf9cLAEk6X5bgvIY3yBgfAL+XinB+AC7IAWhdSlDBPJBF8902+Dp6Zv7fp3XZ7wQZAKxBYy39/s8wc9Xtdk1iI6mv+xHZhGg0qtdff11vv/226vW6dnd3tbKyovHxcT158sQYUOxitVo1Nh1HevnyZQN++XzeAN61a9e0sLBgBAQkBOf49yltfNHwbJ7XfXe7x/fd8B7IS2ZnZzU5OWnFpQ8fPjSNN9IWzhsXS0YiEWWzWS0uLurOnTvWspHMDnpyWmKT7fYtOT3p8PsMMhi8o6S+hgE+MzkzM2PkE/afu5eOjo4seK3Vanr+/LndZ1IqlUwzfunSJcvCYjshZ2izeenSJa2uriqdTtv6Yd9o2zpYOP9lJNFXPXxmlIEdf/3117W1taWRkRH9u3/375TP5/X48WOzbZFIxOpQisWinWWIpu9973v6N//m3/R1RPTBNDaN/ydIJCPP136fcql/bAwGaJIMI0AmT01N6caNG6pWqybxpKMlknVuZj88PNTm5qZCoZDVhnK26cAFyUejId+9kHpbaho8jnnRM3/Vw9d6QsyCeX0m0Wf/2C++cyU2i3ckIEZxEAgELMMLzvM2lmAZtQK+AR/mff95z9cry2i8iCnl5UkRUuwE6OW6e1ithw8fWgcqWs1Vq1WVSqXf0i6SHvcMKIYkEDi5mt2ncP8pOV4/BvVxHtT7zeqBH8AQBtNr++jAhHHjcyRZ8T2gCG09ulo2KSk3AMxXLZd6meENszc0fN23yOv1ela/w/5YXl7W+Pi4fvWrX+ng4EDZbNaKoN99911NTU1Zpxc0zoAkjAEFgL5Qy2tF/6k5DYYPNl6UaUFCx74g2Oh0OsZAwyojS/T7DkPng39f4Mz8SCc3uPs9zWfwLP/UhtcY+8HaSydsFBKhtbU1a49LYTQtkgHYoVBIiUTC5hXH6rNKsMwUPWMjqOv4qrvBvexgvbFnXi4H2UEQSiYQ+0MrxkqlokePHmlra8vaLkciES0sLOjKlSvWZICgGAAMKUMW3RNWEDRe3vBPydZhxwEMXkrF/qM1N9+LrJFmBOl0Wp1OR8lkUoFAwNrGb29vm4w2k8mYn5mcnLQ22Ol0WpOTk0qlUsa+clY9OJL+aZ5VxovWFlu+vLysyclJVSoVZTIZ63w2MjKihYWFPtlPqVSyYJUOecj+kN8Ndp7Cb7Nu+GXpnzY2kfqBM3YZG+MVBUh6kEWiaqEA/vPPP9fIyIi2tra0vr6uWq2mO3fuaGlpSeVy2QiUqakpyzrOzMyYIoM2xdQaDNqPf0pjkDDzJC3ZCggpL62GeAG70KXq6OjIWpxzrvl3MIok24O0A8c3+M98kf097xHo/VPe0RfjYlyMi3ExLsbFuBgX42JcjP+fHF9Nf8OLcTEuxsW4GBfjYlyMi3ExLsb/X42LQONiXIyLcTEuxsW4GBfjYlyMi3Hu4yLQuBgX42JcjItxMS7GxbgYF+NinPu4CDQuxsW4GBfjYlyMi3ExLsbFuBjnPi4CjYtxMS7GxbgYF+NiXIyLcTEuxrmPi0DjYlyMi3ExLsbFuBgX42JcjItx7uMi0LgYF+NiXIyLcTEuxsW4GBfjYpz7uAg0LsbFuBgX42JcjItxMS7GxbgY5z4uAo2LcTEuxsW4GBfjYlyMi3ExLsa5j4tA42JcjItxMS7GxbgYF+NiXIyLce7jItC4GBfjYlyMi3ExLsbFuBgX42Kc+7gINC7GxbgYF+NiXIyLcTEuxsW4GOc+wi/7jfl8/re+1uv11O12FQqFFIlEFAwG1ev1+v4cHR1pd3dXlUpFu7u72t3dVbPZVCAQ0OzsrObm5rSwsKBYLKZer6dQKKRer6eDgwO1221JUjQalSQFg0F1u10VCgXV63XNzc0pnU4rGDyJl46OjtRut+25gsGgRkZG1O121el07Ln4PEYgELD/+u8ZHNls9mWnzMb29vYL506SzZ0kdbtddbtd+/2dTkfFYlG1Wk2FQkGlUkmHh4cKBAKanp5WNpvV7OysRkdH1e12bf6bzaY6nY6CwaDGxsbsnbrdrorFovb29jQ7O6vJyUl7lkAgoE6no1arpaOjI4VCIYXDYY2MjNizDM4Lc8bf/fq/aMzNzZ167p4+ffpbXwsGg7bfwuGwWq2WDg4O1Ov1FA6HbS7Zf4FAQNFoVL1eT4eHh6rX63ry5InK5bLK5bKOjo5sDQ4PD9Xr9RSLxTQzM6ORkRF1Oh2Njo4qnU5rZmZGkUhER0dHCofDikQiikQiOjg4ULlcVrVaVaPRUDAYVCwWUzqdViqVsr3b7XbtGZl7P1+sxeBYWVk51bx98cUXv/U1PjsYDNre51wcHR3Z+ZOkTqdjax4IBFStVlWv1/X06VO1Wi1ls1lls1k1m03bV6FQyH7+6OhI0WhUrVZLsVjM5igcDmt2dtbOezQatTU6OjpSMBhUNBpVLBazOeM5Op3OC99JOt5//PHj+vXrp5o3Sdrc3PytrzEf/E72Hu87aPeCwaCdu3q9rs3NTX388cc6PDzU2NiYRkZGFIvF7MzF43FNTEzY+oyNjWliYkKZTEaStL+/r16vp3g8bvsnEAgoEomo2+0ql8up0WiY/RsbG9Pc3JxGR0f7nmtwjvxzDp7bhYWFU8/d48ePf+trfk+xz4LBoO0Xv+c7nY6q1aqKxaLNMc+JDRsdHZUkNZtNhUIhpdNpJZNJjY6O6uDgQMViUc1m02xZIBBQLBbT/v6+2u22jo6ONDExoXA4rF6vp4mJCUkyG+rn90V7LhAIKBwO21q9aFy+fPnUc7exsfFbv4c/R0dHajabkmTPx3pFo1Gb4263q2azqXq9rmq1qnw+r0qlonA4rGg0avaK92IfStLY2Jji8bh9LRQK2Rzyvrw79rLZbOrg4ECtVkulUklHR0fKZrOamJjo8wfsM/+H5x/ce4uLi6eeuydPnvT9P3tFOtnjfq34N49h+DvvOujrIpGIAoGA2STwCZ8VDoc1NjamcDisdrutg4MDHR0dqdPp9PlTSWq32yqXy9rb21MoFNL4+LjGxsbs9+HjBt+n2+3+o/tudXX11HN379693/oatu3o6EiNRkOdTsfOA/MJLmu32+p0OhoZGbE/2KWjoyOzSczB6OioxsfH1ev11Gg01Gq1FA6HFQwGDXswB+yhg4MD7e3tmS9gD/L3TqdjPp+187YuEAjY3Pvv8+PGjRunmrcX7bl2u61er2fnjL3U6XR0eHgoSXb2OEt8T7vd1uHhYZ8dCoVCtj8bjYa9r8e2fGar1VKv17P595iMc1ytVs03s7+wwzyz92nsdeaM4efuZfbcSwcag8ODT+nEETA8kJmamlK329X6+rodPOnYoe/v7ysej6vb7ZoT2N3dValUUqFQ6NvkHMZ2u616va7p6WldvnxZ8Xhc7XbbQOfTp0+1u7urTCajO3fuGMBl4ni2QWP3IoD3KgbP4UGSnz+er9frKZVKqdvtamtryw5sIBDQ9va2Go2GgTIMX7FYVLVaValU0sHBQZ9RYO729vaUzWa1srKicDisZrOpSCSidrut9fV1FQoFTU5O6vbt25qfn7d1ZMP7uftd8zZosM9zYIg4KBj8wTnGYXIYt7e3VSqV9PDhQ7VaLbVaLfu5Tqejg4MDdbtdTUxMaGxszA5fPB5XIpFQOp1WIpFQJpNRIpFQMBhUq9VSPp/X/v6+6vW6RkdHFY/HFQqFzMjyx8+XN4x+LzJ35z1fg4Dc/51ADAPEucvn89ra2rI912g09PDhQwO9wWBQ+/v72tvbU7PZtHUBAHHmj46OFI/Htba2pqmpKfvawcGBksmk5ufn1Ww2FYvFND4+rmAwaKTBiwINAhH+7p3Lec7d4Np4A+znlX+XZAC31Wqp2WyqUqkoEAjo4OBAlUpF+/v7Ojo6kiSNjo4qkUgYgA4Gg0omk0omk8rn8xodHVWn09H4+LjGx8fNMUlSJBIxkPfkyRMLMGZmZhSNRu05cUyDz8ke8O96nsM79S9z8Pwbz9jtdlWr1fT06VMFAgFNTEwoFoupXq/bzxD4Hx0dqVgsWuDb6XRULpfVbDZtz0QiETWbTeXzeSMDxsbGNDU1pWw2a2vF7wb4AZZYE3zHi87Rec8dn429BaT5uWT/Ac4Aah60NJtN7e3tqdVqKRQKqVqtqtVqqdvtmu/Ar46MjCiVSimRSJjtOzw8NIAM2OZZAMtbW1sGmqanpw1EAkqZmxet+6vyDT6Y8Wd30Pf7QJv55Lk98QJoHpx7cAvzj808OjrS/v6+7T9PwkhSvV7XJ598oufPn2tiYkLXr1/X4uKigXee2//+FxGjfO95Dx+oYeMHv87e8FjGg1yekWdnngk+QqGQOp2OBdAAcx+c4j87nU5fAAcoZl/69WONfFCG331VvpXP9IQie4HAgLliTjwBHAqFjNRtNps6Ojqyzzg8PDSCxgcZfl0gUZgT/+58Rj6f14MHD7S7u6u5uTldu3ZN6XS67zlarZat3SAJxbN77PCy40yBxuBD+M3IoQwEAtrb21Mul9PW1paKxaIxxmyiDz/8UN1uV4eHhzo4OLAAhKgLkHx4eKiRkRG1Wi1tbW3pww8/VCKRUDQa1cHBgaLRqJLJpGKxmC5duqRWq6V79+7p6dOn5ohGR0f7GKHBQ/qPMfLnNfxmf9Hv84Bqf39f+XxeOzs7xhjFYjELEGDgW62W9vb2tLOzo8PDQ42OjmpkZERjY2MaHR1Vo9GwQGxnZ0cffvihksmkwuGw9vf3NTIyokQioVgspsXFRbVaLX3xxRd6/vy5pqenNT09rbGxsT5jyUEafK9XOQbBkgcog5kBD1A5/PV6Xdvb28rlcn0HcX9/X61WS6OjowYIYYZhl9rttprNpgV4uVxOCwsLSqVS9vVcLqejoyNdunTJjCBG0jMtg3vgRU73PINf73hfFGATqOE0CTaq1ao2Nzf14MEDVSoVxWIxC/SbzaaBkHq93ve1ZDLZF9zWajVVKhUVCgVVKhUlEglz3tJxphCHfHBwoPHxcU1OTtp6QEK8aD+wtoP747zGi/Y1hvxFDpX5ZgBcJicnlcvlVCqVVK/XzbEGg0EDg4eHhwqFQtrb29Pe3p5isZhlJcmS+Qxyt9u1TEalUlG9XlcqlbJABoDjncaLHO6rAH3e+Xvw4cGyd86tVsvWORgM2pkiIMXZ7u3t6ejoSIVCwQAyoLrT6ejJkyfa29uzNZGOgfr+/r52d3fVbrc1MTFhjPPOzo4Fe9FoVOPj42ZbCZj9ujJnL9pr5zWHL2JmIUz4nYAysm0ecEE8MZeDRABZYPbh2NiYxsfHValUNDExoWQyaWxpMBhUNps19pV1Ozw8VKlU0v379/u+Z29vT6Ojo4rFYopGo3322tsb5vO8544xuKf97/drKMlsC/8FnGL3AX2DmTjphITzGQ6+D4bffx+fBcG6vr6uaDSqxcXFvsyKt/+DAdKr3HcQyJxZyCJvR3gH5sQD2l6vZwGT37eDWbdAIGD78ujoyDJp7DPWotvtmi9tNptGyEiyzDdneZBE83PjbfZ5zxuDeWCv+YDRkxUeG3j1AOqKvb09dbtdRSIRy0qT7WAtRkZGLNOZz+fV6XS0sLBg2Z52u224BrIvGo2qVqtpf39fkUhEk5OT5ndftO9eFLD78bK+dqhAw/9ySX2HcDDyDQQCGhsb09ramhKJhP7+7/9eGxsbFrHGYjHlcjkDOIVCQdvb22boyuWyOp2OyQjYgL1ezzIfExMTqtfr6nQ6Wlxc1NzcnAUuz549Uzwe1/j4uC0Oz/xlDNuXvfN5bMpBYMLBHmSW/dxduXJFiURCP//5z/X8+XMDrmNjYyoUCrY58/m8CoWCUqmURkdHValUbH5SqZQxCN1u1+Rsfu5mZmZs7trttu7fv6+xsTFFo1GTEfnn4++Dz+7Hl4HoYcaLmERv1AEjPvjwXz86OtLm5qZ2d3dVLpcVjUZNdoaxQ94DeGm320qlUhoZGTGGvVarSZKKxaLy+bxJowj2AO2lUslkMZ4t9UzflwUAr2p82Tr5ecXgEfg/efJEH3zwgWKxmFZXV5VKpRSNRi0VXK1WVa1WdXBwIEk2d+zTWCymTCZjUsC9vT37PchfJOmXv/ylJiYmFAqFVKlUdPfuXU1PTxuz7Pevz2YMjvNkrb7ss/z/k2n0jpn19UE+wdj+/r4ODg6MEIjH45a1wJEADg8PD7W7u2tZtq2tLc3Pzysej5tTPjw8VK1WU6/XU61W06NHj7S7u6tLly4ZQeCf2wOuF73Tqwg4PBvmGWHpJHXP94yMjCiTyWhqasrAhg9MYMwBFs1m0/5wntvttgHter1uwWq1WjXCIZFIGHlSrVa1vr6uVCqlW7duGWDwUiPW2LORfg7Pc/4GiQBsmQcrg36E72232woGg4rH47bX8JWhUEixWEwjIyOWcd3b2zNGdGxsTM1mU7u7u+abwuGw4vG40um0BRCccUALtrNUKmlubk7z8/P2zB4nALrOk0R50dx92Wczl4MMOM/n13qQOBjMDIZCIQN/jUZD6+vrJmGMx+NaXFzUwsKCstms+YB2u61Wq2XBa7FYNODoM2j+ub5sn/n/P68z67M6njkHrA5mKPl/5MTYLu93PftOwF+r1VSv17WxsaFms6lUKqWxsTHt7+9b0MtzcObJuEEqsDZkC3zGh3PyoiBjcC7P67y+CJvwLJDb2Hh+L3MI/oDo8PYQQuHg4KBPjtdqtVQsFlUqlYwsefPNN3X16lUj1cls1ut19Xo9U7TEYjGzrdhf7KmfM97Nn5VBkvRlxtAZjUFgwgMxifw//11fX7dNtb+/r/39fS0vLysWi+ng4MCMT6vV0vj4uC5duiTpOD3XaDQUCARMg8aEk50gopWkvb097e7u9mVErl27ZkCbzTcos3lVRu/L5m4wI/QigM7Y3t7W5uamvffBwYFWVlZMdyydbODx8XEtLi7a5mXO0A56hwx4RmKFQ2o0Gsa2rqysmDzIR7w841c5dy8KxgZT3DAkmUymL/tycHCgjY0NPX/+XI1GQ5JULpc1OjqqUChkwHl/f98kCMioABzj4+MWJMBC1Ot1VSoVC1oAOJubm+ZMUqmULl26ZGlKL/Phvfjvq8xqfNmcso4wUrwDwKzX6xnIgF3BAQA2yuWygsGgpqamlEgkLKCo1+uan583RyKdBPmAGzJpgUBAlUrFsnYeZHo2rN1u99Vt8fVXPWcvYkil4z1XKBSUyWSUTqct23BwcGCZ3I2NDW1tbalUKmlkZMSysDDvvq5sZGTEJFKtVkv1el27u7tGEGxvbxtJgzwNcNRut7W1taV6vW71C4OD+ffn40Xvd55zBrE06PhZK+w4jvHo6MgARywW0+TkpAVeBF2SbH5g9gjYJBmTGg6H1Wg0rJ6Ic0s9VSKRsHPZ6XSUy+V05cqVPja+1Wqp0WgonU73+blB4HKew9u3F5ErZGLD4bCBEwB/LpezoLZWq+no6MjOLqQeMknOGQGvdGJHCYZLpZIRhKOjo7bH8SGSVKvV1O12TULl9wDP7f3dlzHP5zFeRBC8aJ0IWMmGeZAHoEVVwfd7ht0HsDs7O9rY2FClUlGn09GDBw+0tLSk1157TVevXlU8HlcgcCxjpoYI2RBKg3Q6bRIaD+R93YL3v/7dzjp/gz9PlmEQOPvMDsER64lfpJaUQEM6tnGNRsNkPI8fP7Ys5vz8vC5fvmyg3MuoyL7xOyVZ1qPX6/VlRHxGZnAPeMx1nsHG4DqwfwZtg99XPtsMtoB0A8si90IuRjaz2+3aGX/y5InV7lKz0mg0dOfOHbP9BIiQUvht5H2hUMh8s7c1PqAcnLvTYr9TBxpfZhw8+CCzQVT5/Plz/fKXv9Tu7q4ODw+VzWYNkLRaLUvv7O7u6osvvrAN7Y0V2nB+F+CnXq9rfX1d9XpdY2NjqtfrmpiYMAC0srKi0dFR06X6A8x7DEZp/r342nmAFz93g5t78HkIvNbX1/XBBx8YO57JZDQ5OalUKmVsHQzUw4cP7TOo7ej1esY4e2CRSqWsuLfRaGh8fNyiaSLgpaUljY2N9RVx+uj2Rc/+ZQf2PObOH9xB/SD/hlHyMpter6ft7W39+Mc/VqvV0uuvv65ut6tf//rXFlwAPNiLGDyKU9Eyc/gxkACfTqejVCplv29nZ8cA5f7+vlKplDHQMDA460GD9CrA3uDfB8ELzqFUKkmSscYwWUib4vG4OV/v9MiqdbvHtS3NZtOKejGWkuxsEvhSDI6TB1xPTEyoVCppdHTUfrev75LUJ0fzbNZ5jRcRAIP/xnmoVqtaXFy09W02m+YgNjY29OzZMyuk53xh6JPJZB+bNTY2pkQioZGREQMt/BxzzXklWMPRjI2NmX17+vSpwuGwbt++bQDSa5pflNE9T4bPr8tgUOPrCwDK1BNIsuYKSJcgAvb29lQul+09gsGg6vW6nWM+U5LJByRZAAs5FYvFrEFJpVJRt9u1uphcLqe5uTlrlsE6ohX3/uBFDOl5DE+GeZWAdALYea/Z2VmbXwBEp9PRzs6OcrmcqtWq+WJIE+aZjAWgh79jBwGGnpUOBALWfMMXkRIY1mo1PX/+XFNTUzZngCAvl/Oghbk7b7DM5/Jvg2QVgRfPhZ+j3nFjY8PIOsi5VCql5eVljY2Nmd2DMB2szYJs2djY0OLioklK79+/rw8//NCyQQ8fPtTBwYGuXLmipaUlHR0daXJysm/OBwO2F2Gw85g7H8QTVEFmEJhJMnvN16m3IJgiwysdNw2g+D0QCFjW1ctnM5mMBcPNZtNs4OjoqM0l0lJvT/DFPhBhj/n194obj8G+LDM+7Pzxu/zXfJ0IMjICezJHhUJBT548UT6fNyI9nU5bDenMzIzVjjHvz58/N1zSbrdVKpX06NEj7e/va2pqSslk0gicJ0+e6OnTp0b0P3jwQKFQyDLfIyMjfU0u/PkczP6d1s6dKaPhU5CDTAUP/Pz5c3322WcaHR3VxMSEOp2OEomEOp2OFUgS6ebzedOmbWxsWKcVmJpGo6Fut2ugTzoOQChSzWQyBqBnZ2cVCARUr9f1+eef6/Dw0A4ukTCF1YPdHV4lq+w3vaTfir4lWWS+tbWl+/fvKxqNKh6Pm9QJPTbMO7UBSHpg7Ylimd9A4DgFibygVCppfX1dh4eHymQyisfjNo8wXk+ePLF0Joce9rTX65mc6svmzr/zWefNywVe9Jnsu3w+b5kEpAHb29uq1WomI2s2m5qbm7MA1jNM1AJ5mQFrBRvgO9jAnMJE8PmDoG9nZ8cCjomJCU1OTmpiYuK35u1VBh1+eMaCTjW5XE4HBwfKZrMWBADqkJThfLxkCgNKcEDHrVqtplqtZt1GsBd0GwGcdDod25ecSQiCarWq0dFROzMEaYN7YPD/z3PuBgEKz0kWsVQqqVqtWqctmD3eEaDW6/VUKBTMruE4o9GogQrqr5BaeYae/3rZRq1WsywPzhRn9tlnn6nb7eratWuWMqdzHo7vRe96HnPnbZ0Hk/w/c+B13/wMgT/n0mfBfKCKTpnPYN6w8xSs7u3t9TH50WhUiUTC6q3Y1x999JEFHIlEwgA1DTLIBL0KFp7hfSnv7eU6AONwOKyDgwPL3sOWkhULh8Oq1WoqFosKh8OqVCrGqpP98d1xer2eBV2AOvwT559MiiSTV0rqy3KMjo5qc3NT8Xhcly9fVqPRMJswaMf9/L0KgsXvZS8F8YGw33vY+EajoUKhoGKxaHVlFDpTgwYhhb/e3Ny0zkjskU6no2fPnunRo0fme4PBoNWrkpXa3d1VrVazJgbpdNrWyHe380y5P1P+7Awz2GsEqfx9ELhDDBCQ+U5cjUbD/CJdHvl+gnWCVmzk9va2Op2OYb9bt25ZEEcQzLodHh7afqM7GvucjNT+/r4FYmDQQV/xIhxx1mBjkEQeJLW9DMqfTwKyRqOhSqWifD5vdXzSSbMPv8+8LLxarVowD5nQaDT0xRdfWBaI31sul42wKpfLKhQKZhd7vZ6mp6f7fg/7wtuAYcepAo3BxcHwSScHwBeSsmnpugLLt7m5qWKxqHg8bp1rotGo0um0pSEPDw+1vb2tdrut8fFxdbvHxYKwBzCwpII6neP2ardu3dIXX3yhZDJp9Qf37t3T9va25ubmFAqF7LCjx/cR8j9m7M5iCAeZr0FjO1hk5gv6arWaGf6trS0rpoVRGB0dtQJQ9LYwWzDTzWbTuozApBJoYRivXr2qZ8+eaWJiQvF4XNVqVZ9//rlmZmaUTCYViUSUTCaN8fJFqf/YOKsDYV/5+fNAb/BA0wllbW3NWrDm83kDIc+ePetrIgADD1PvJSwcPMDxxMSESSpg/XywhSyDwz89Pa1UKqV8Pm/BHF2WDg8PlUwmzbB/WZB21n3H8MaDP7DrvGe3e9yqFjkY81EsFpVOp63pAgw6TpnaFJxHNpvVyMiIstmsqtWqvcf+/r4qlYqdZVjWXq9nexwZwdramq5cuaJgMGjaZ7JE/n0G3/O8QaAHzD57x5nFuP+///f/9P3vf1/xeFy9Xs8Y0YODA2sdyjms1WrW6pa9zXyz15rNpoERbOegw/fZtXa7rXQ6bXusUqkYq4/2fnNzU1NTU33ZtFc9PPOPQ0Sz7Ou+CNzz+bzW19ctU4MW2TO5OMjB9t3eoXuQHo/HrZ4Au8F+Z01oB0v763Q6rVgspkKhoGazqYWFhT6G8ssIgbPO6aC2nACJ4WsfDg4O9Mknn+ju3bsWmB8cHKhQKPTJ4/g82tSTEadAlH0EcEF264v5AYyw9ux9/DdZTMiJVCplchiCHYLuVzV8tsl/jYGt8W1FGZ4kiMVimpqa0qNHj1Qul60dd61W0+7urnZ2drS9va3R0VHNzMwoHo+bPQOzkMmh6J49e3BwoGazaf6FPQ7ACwQCunv3rqkLCAL/MTB81j0HKcLvYA8C9vlaIBCwTA6kRjgcVi6X04cffqhKpaKrV6/q8PDQsq7YMzKIxWLRmqZwjqrVqj744APt7u7q+vXrunXrlqTjOkiPAcmYzM/PW+Ez/pkGIjQfImPuu+8N4jDptzumnnYM2gHvf5hX8CnyavYpdp0W1LOzs9rd3TVyD6KAeUO5MzMzo0QioV7vRFpG8MJ+QVHQ6XSseyatrCVZp0LwdCAQ0MzMTN96E3D6eRtmr710oDEYsQ1+jQnFAOEcDw4OlEqljIGPRCLa2dmxDhjFYlELCwtKJpOamprS3t6eKpWKRceS7FBSOMnGktTXp7/XO5GswEYja9ne3la5XNbS0lKfgUZW8Ls22lkiOuZs0MByUJEmtdttxWIxY9abzabGx8dVLBYlHTvlXC5n0Xu5XLY7CZhjgjRqDdAoj46OmlMmzXh0dNxPnsALZxAIHPecbjQaOjg4MPbl8uXLBhY///zzU/edHmZ4cDyo6/Z1I0dHR2q1WiY12d7e1vb2tu7evWsdatAzr6+vK5PJmPZ2YmJCtVrNpAMAfwCIJEtxU1PgO2Iw14BFdNIeIAaDJ3cjACI5N+eV+v6yuZP6tfIwTTDinsnj3Q8PD7WxsWF7FhZ+enraAmLYy9nZWQsSkPLt7e2Z3tgXSksycgDnHIvF1O12LUBrNBqWiaJz1d7enj799FO738QDli8DFWcFNC9al0FGFrvXbrf17Nkz/eQnP9Fbb72lUCikjY0N5XI5k+pMT08bq4RUigCLM+jvewGwAZBp4Y19ZQ5h6WG76Ca3s7OjQCCgyclJy5jUajUDD4NB7CBTepYxCPj4bF+LwXth+yUZk+zrMQBcBFMHBweqVqv2uzyDCuDgHei6BzAnm0GWg/nnMw8ODhSLxVSr1aw73fPnz/Xuu+/a2WDuXgRaBvfLaYcPlvgs3su3liVI4I6WSCRi7cqx273ecXt0gB7BF2cHoq3X61l3OPYRvol5h4zCt/p6K19TRJDDXQkAq2q1anVev2vPnHW8CBB5ZhaswPdwPtlDkmx/PHr0SI8ePdLk5KSB2K2tLZP1sZ+xmSgusAv7+/uqVqva29szu8/zEAT7NuCNRkOfffaZ9vf3devWLd25c8ekMbzDi+zal+3F0wxf7+YzjeABSVZDi49jVKtVqx/jDpWxsTHbJ+12W7u7u/rNb36jL774wgrkE4mEcrmcKpWKDg8PreNoPp9XIBBQuVxWvV7X8vKyScrw99g75hH/is/xbZ1fJFF+0Z45zRjcq4PZEZ4zGAwaMUxw4VsfE4ATcDx79szwsg829vb27Pwx//5s0hbXNzOAoPfrh1oADIiEjTn0/t3XCH0lGY0XGVbP7gSDQZVKJe3v72tpaUmBQEA7Ozv6wQ9+YEW3aGnr9bparZYSiYQuXbqkyclJjY+P28bt9Xp6+PChdVKBgUgmk/Z9HFBa2cLccfgBKRhNnAkMz7179/T3f//3un79urGIPpXKc+AszzLJgJNB3R6fGwqFVKvV1Gg0NDc3p06no83NTf3whz+0zAFMke9Ws7i4aDo/33ZwY2PDOq0EAsd96AkofPHPxMSEVlZWTPojydrd+hQ9cwcr8OjRI/3DP/yDbty4YazgiyQF5+E0OLQYWj+n/kCT3QKEseY/+tGPlMvlLIOG5rFQKBjLEA6HlU6nFY1GzSlSdO87gZCWxaGgc4bNBwjAUMGQwUJUq1XrmsFn8/yDdS+8o//vMPPG8HN3dHRkKX7f/cS3wdvf37cLxKanp22fkrr2l/1MTU3ZZWk4JS6uQt6Cfpm58UEeTCngkiLdfD6vjY0NKy7nuSqViqSTOhJ/noadry+bq8HBOxGsEXzSMvWjjz7S06dPrZCUbCOBwSDTyT0uAGcCW1/8x2cBxAYZPiQE7M1yuaxAIKDFxUU7J4BjbC9g1UsjzjMDNEjM8P/IZ2ib/PjxY2MlV1dXVSwW9fDhQ+VyObPJyHJg2wG/SCaQPvniZAIzAjGCC6SSPoj0nb3Yq48fP7bL7qT+ziz4o9+1V047fFZ2kBkFCLD/2Hd03/nkk09ULpcVj8eNdGHNkRkzb7DuAFfAGwQBtpzACltCgErxtJcc43smJyet5SgBCA1aIMV4J+9bz8NfDPpX6WQvsm58H/4OMoh3QCnxwQcf6P/+3/+rZ8+eqdvtWhYCOZkHjwQKtPb2ZASkn69FkmRBGzJa5KBkR+/du2e4Cf9EpyYykoOZ22HtHqCS9fAqFT4fP+lVJNTTAXiZg3/4h3/Qp59+2kcISseEca1Ws695IMzvos4AIoZ7X8AlNF2B4e92u1YbV6/XLYORSCSUTCb7snu+bsTjsWHH4H4dPLPIxKhtJOj2GAu71Ov19Mknn+hv//ZvVSgUJMnIAAIIMod0AuX8s4ZgCC8d8+eNAAO5MoS1v1YiEoloYWFBo6OjprpoNpuanJzsa/zg5ZwvM4aSTg1+DRYYTToPQuT/0UcfWXAA+x6Px+372OjSMQO1vLxs0SCRHawUk8lEzszMaGVlxS5lQptG9b5Pvf/iF7/Q2NiYDg4O9NOf/tQKMmEJMSIA5vNi+LzhYTN65oQUH4612+1aCv+zzz6zAqpYLGY34PrWcYxYLKbl5eU+OQcBmWetpeONmc1mtbS0ZKD84cOHxtgzn4CgTz75xFr0ffLJJ9bBZfCSGebOR8NnGV/G9uMkvaSAolxJVjxMxI9GGKeBIQBww/TB7qXT6T4W1feshnnHWKHdBST6mg6vm+SspNNpS8+zz732lj1zliwa++hFRbi+m0wkEtGvfvUrM2Cwnxhtzkc6nVYwGDTghdHDOeMEmRMuDiLzUy6XjS1FWgQABrzQHQcweO/ePbv1mc5WqVTKACOG09c5EZCelRh40b5lrTHw/p4H6jTC4bA2NzctGynJ2DpAniTLOkCusA/q9brK5bK1JWUPHR4eWve38fFxK7TFBvgialL14XBYt27d0vz8vB49eqR8Pm/gEJvN+55nNsMPD+5wqpy3UqlkF7O2Wi395je/UTAYtP3Hu7fbbXN67Cdfs+MLQZkPHCsZRYLUarVqe5g9j8OlABNih4z6/Py8fZ/PnHiigHk8y/xxJvgM/7m8G6CMbEwkErGzjLwQeSsgBVANMIbwg3WvVCqqVCrWehVg6eeeoAGyiiCYc0BAS8YcBnpzc1OlUskCmkAg0CfF4A9rPey5HfSvfj49iQi4hdgolUoql8tmi+gi+ODBAxWLxb5M4yDYw2egFPDFvvzXt3cFJOOPCFAgCT2oJAD65JNPFA6Htbi4qK2tLT179kyrq6smnaGubZCIO83wNpO/++AF0I+fIhgFW9HWncw1UnnmH8UIhNvs7KyRdRTYY0shfWu1Wl8wVSwW+2x+OBzW7u6uUqmUpqenFY1GjRCNx+OamJhQIpFQIpGwroBkPskK8K6DPvIsg7lDHgU24I4u38CHhkVgrAcPHhiGImD1eJqaZdQ93uZh48jg+Jbm4Dn2J/jE2z0wW6fTUalUUjqdtuB2e3tbly5d0tzcnOFP36L5ZcZQXaf8hubhfYoXQBsKhbS4uKj19XUrWATUA/QAhiyCJHOmFG+HQiELTjj0GFqKayVZgSlFmc+ePTOWtFAo6D/9p/+kv/7rv9bk5KTm5ua0sLBgTtzLmIjOfcBxnmMwE+TTgWysSCSi+fl5PXv2TFI/aGXukGFgBJgbCo1hSXAwbDI2LJsGJ0C2icIh5G2VSkU/+MEP9MMf/lCZTEaLi4u6dOmSAoFAX8GRJNvontk5ywA08P7MHXvMzxf/H4/HLR1I0ElKEAPOQYdFgiEAfGFcfaqaeQdQ4yxIu2P0MQAAgEAgYOx8KBTSW2+9ZevmJYc+IJXOVmvAZ3nQglHxEsdarWa3T6+trfV10Uqn032SHbI8MOgAboxnrVazfueQCkgGarWafS4F+ZJMNuSDPn7XD37wA+3s7Gh2dta6B/V6Pc3MzGhiYsKMN2lnz8CdFfT5M8/6Y1gJsgEqSBuQbe7u7vZlqMgisLY8O2CFeeHWauaF3udjY2NKJpOKx+OW1cU54mQIrJGdttvH97+Uy2VNTU1pZGREjx49MsBMwIbN8Xv8PGye9wmBQMACT7JXnGnqLNhPgA9a/8Jm8r4epJFd84wfrDJnkaw4gBqADdBh7un2RXtiAhRqsmq1mgqFgpaWlsz/AFrOy0f4z/D+gABNOmn3XiqVNDU1pUAgYA0YsGmwxAQEBCdIEAEhsJUADvyLJ6MojIcpxkdTc0Cgg3wQIBgIBKyYvlwuW2c1ryX3wFY6e9OVQXtJJgO74PXw29vb1o6W56c5TTKZVCAQ0NzcnBGTXlbGHNKVC7KEPepJKPaiJGvqgg2knSnZFgBorVaz1vW//OUvtb6+bme+WCxqe3tbq6urmpub08rKym9dpHvaASjGHhDoQOYSMGCDqdFAure+vq6nT59qc3PTlBQMfAPynWazqe3tbfOX+CKCY34XbcCnp6c1OTlphM7BwYE1rJFObsSmWB9bFovFjO2fmppSt9u1u2E8pjhLgPai/eYJPmR1NETZ3t5WqVTS48ePzRb54KHTOa7p5P4bL/tiL0myOkn8AmcsEDiR0vJ8ZN4IzggIyURh/6izJEAmKwkJwJ67dOmSFhcXrebj3DMaTOCLHDAH+smTJ/rrv/5rffe739XNmze1t7encDisy5cva3t7W/V63SYA0FYqlSzS5N9ohcYmjMViisfjSqVSarfbtnFZIKQrXgtOK10kP0hb6PKzt7en6elpKz6kuxD6TV84dFYngqHzoNszMK1WS0+ePNHf/M3f6Jvf/KauXLliBbTLy8va2dkxFh6GgfoWisUwFBTkESzBuCQSCdNFYzCj0agx7TjqXq9n0b/XiXc6J93C6CfP3PnuJZ6RexFoPu3wDIuXAwHkMNS+noD6HIIuScaIE2x5toXMgu8tPT4+bkZMku07ADPOg8OOQwH0SDLAzC3P6PhJMWPICTaZ/8F9N8zc8TOe7Qd0eE3xxsaG9eF+9OhRnxNAbwxAoZAW44McqlQqGUuMVCMej5s+nksjuZMD50xryImJCeuFjsOmnuDTTz/V8+fPFQgEdOXKFQMFvojaG2pvo14kRzvN/OGUAETsNS97wKgPXuTm7RSMMv3SvUQGmR63ewOMfGvJiYkJa20ICOJ8c05DoZCxsWQ3EomE1tfX9dlnnymbzZrTK5VKSqVSlnGR+tupnoUgGLSXPrvlGV/u6/GBfLVatfMAE+/lY5yPdrv9W8EGfoMgBmAEUy/JAjfW1OuVkZaS/e12u1ZMz3P4teSZyGz4oP4sc0c2GsBE0M5e9p2g2PcAxXq93mcjfT0Ae4b9QgCGL0HmBzvPuZ+enu7LFELcYc9GRkb6uuKMjo5qamrKCvqpq9ze3lY+nzeiwAfKfP6g3PM0w8vNPLnC38lgbG9va2trS1tbWyoUCiZn9SoBJDZkcZl/9iWfR+axVCrZmuNfIKDwi3zuxMSEPSPv7Fu3st8hXcjEsc97vWMp4VtvvWXd43jPYQEzgNY/F7aOYJwAln3J9yGn4nLgcrmssbExq4+FzGOfFItFRSLHN1Ij+yOoJmvGnLAOoVBIs7OzNv/87na7rQcPHmhubk4zMzN22zU+OJPJGJu/uLgoSaby8HUIw86dDzQGlRdkbmlvTl0y+y6TyWhsbMzqEQm+scmQLtgpOpKx1rVaTYlEQvF43Gp6qfXwOIzPHR0dtTO7v79vZ5755PcFg0FTbCDLHR8fVyKRUCqVUiqV6svevex46UDDOyH/i3xR9u7urqrVqv7qr/5K9+7dM7Y8m81atI6xQ4LCgWJDSbKLhgD7qVTKAgS027TM88W0sAG+GxCb2OvBx8fH+1LCjx490tTUlObm5uw5OFQ+4h0WLGPQPWgB3PPcxWJRtVpN/+t//S+trq6aLCWTyViBN5Eo9z4A9HwHDQyWdLzZyQQhTaF9KawEToLOGL6lMGsLg82fw8NDC8yePn2qeDyumZkZmzscvXe+ww4fkHmDioGTjtnfzz//3G6APzo6UrlctrnhkMGu8/PhcFiTk5MaGxszsMY6IUsh8OC/7CdJfQDK9/X3xhmWGTCQz+f105/+VIuLizo8PLSCaJwVTP/g/jntYK/yPL5bDCBfku2J8fFxVavVPnYX1ooe+cw1e4x14eeYUxo28PshCiYnJw0osX9JlfsAiLmiZzjnESbyypUrpuuHVcTAnscYDPCweTgyfg8As9s9visIJgrHy94A/HLx3GBnKdhy//vJ4uKUvXyD7Bs2CodB/QoZN/bdD3/4Q/3Jn/yJ2UYyHsiTfL2NdNIFb9i583uPQMOzpRA6ZK7JphIsQqrgML1d8fUEBGSs/SA7z/wyV/wMfoPb1VlLSAlq1vA/iURC8/Pzdu9Tq9WyNWG/nkf22xMznsTb39/vkzswzwcHB9rZ2VEkElGlUjHpDU0vyNRzlmDmvZzMy+zi8bhlaQi6CNLo+EahOUX5dMvxNYKcyb/7u7/T97//fQvW6N4EgPEE3Fn9BL5h0F9IJ4QDgarPZs/OzlpGlfnd3t62e6iw66FQyPYN5KaX9rFPPSnGWYWUwv56rbsPKJAPBQKBPgkfexyw/+DBA924cUM3btywPcscDDt37AFfn8HnMVdeggYOqFarevLkiTWSoTsXWQoymNgl1gFZGT4arAXDjk9lrgg6YrGYSqWSnfW9vT397Gc/UzQa1eTkpObn502azM/jy7LZrGFWz8Z7ZcRph8/CsY4EMdLJXT6cS0l29QLvClnH1QWQWdhOson8DEQAwQy2koDDS8o5V9hU3hc7hk2Ujvd+Mpk0CRp2+eDgQPfv39f169d1584dpVKpvlqNlxmnymj4B/V6R/6d9qdHR0fWN5pbgdfW1hSLxVQul1WpVOzSEIzA5OSkbQLP1oyPj2tpackWAeYFthlWDKlKuVxWPp9Xp3NS6IozaDab1tbUayR9FCqdGD4fHJxlYHgA3zDY3rjSDvDo6MhSpdlsVolEQlevXtXm5qZpaYlI0Xcjk+LzA4GAMSrz8/NmSAFKbCRJpk0l0CiXy31zBxPuMyRkMDBMOFgPUAYZprOyfJ6VwzDiKNlTz58/77sjBMCFQyAdzdwDLvg3smo4YknW35wuFhgBHAtOVpI5d6QZ6OwJekZHR7W1taUf/OAHunPnjt1FATOTSqX05ptv2p7xTnOYeWPfDgZHGDDAL/MViUQs0CHr5Yslj46OLODwkgxJ1p8fPS5F8IBB/g7o9obUA1LfglSSGVkcFrKfeDxuWnPSyqyLr+M6j0HQjV0iMG80GnaXCA0HyCj4YB2pRDabNekTrBESChwS4ISgmYxbMpm0LCKBmD/DdE3i37i8tNvtanNzUx988IHdJxMKhSzbvLKyomw2a/vdn+VhhwfLnCkyAdLxuvDsdJQiY8G9ED47AdjjZzwQAbSwPuxLglnslqS+rCuSW5+lwi4TRNOiGeeeTqdNBkgRL+vL+5412MC38lkEg4Ah6lfa7bby+bwePXqknZ0d069DfvC+sOuAEoI2yBdJ5gfp2OM/ByWA15UDyr2cAxAfCoWUy+UsY/r555+bjBm2WpL9nsG5OguZ5/GI/xogenx8XOl02mpZmCMPWqnX2Nvbs3u5fIYvFApZsbGXAIZCISUSiT4Shwyrv62eQJ9zAZnj5dPMJ8/M2UGBkMvl9JOf/ERXrlzRa6+9di7nFbxDlgKf6d/by4LYi/fu3dPGxoaq1arNLxkSLtzDTofDx+1bkW9KMv9NUT0kCJk19lIwGFQymTTAzpqFQiE9f/7c7B4NbiAGrl69qitXrliHNWrpJPWRg2eZP/wCc8b5I1M6Pz+varWqra0t2zPgVt4DSTs/S5DPPsFOQfJCwvH9kPbSCcGDTUOO6wke7AlZIp8xJthBddRsNvXkyRP95Cc/0dWrV5VMJvuyhS8zTlWj4VPDHA6it7GxMc3Pz9ukSMeALZfLGYjgrgcCBFiVQqFgIIaDNzo6qkwmo/n5eYsAueE0EAgYiwMAxeHACCSTSUud0QJwf3/fCoQmJib061//Wm+++aYVajHJPrsymIkYZgym5gALGBNahPp3azabKhQKmpqaUjgcNnmJL7wCIHrAyN8TiYQymYwymUxfHYB0bFxhprgvgQ0VCh3fWJnJZKxjCHcBpFIpTU5OanR0VB999JHefvttY5aZO/S5GP2zyDCkk+4GUv9lODCfdCjyWQsCKc+2EZlTWxEMBjU1NWUBxmDrRTTyMCnUepA58oYZKRWBEM/tNeYcXum4f/WHH35oFwtiIG/cuHFumSDmi9+N0fF1Kszr5cuXrX0ezpH343OCwaB1/eDrrAMaewAKARnzRKasWq2aM8VIjo+Pa3x8XDMzM33PfHBw0Nd1LpVKWWDj67x8lstLPHi+YcZgBpM54e+cHVo/f/zxxyoUCgbGeEbpRFrHLa1IGZkHJD+ca99FhPoqdPKcJ5hNahz8erMGPovQaDT0i1/8wp7r448/1qNHj7S6uqpUKqV0Oi1JllXyjNwwc+fPvSekCO4JJgCtsGfeTpDxJTDAkWKrPZN3dHRkc0cWEWAHSIdBn5iYsK4tBCrMJc8NAIFh5rLPg4MDk6typ473DeeVUQOA4x95Jpw/LPLjx4+1u7trwMt3OOMdsW8Es95eIyWDIWXf++DESxwpAsb/+7asACxsNDbmgw8+MN+EH+JSXeqEBusBhh1kj3kvv4fZW48ePdIHH3yg3/zmNybrguArFosqFosWTJBtY37QuXO+CDR7vZ7JhZgT9qHHSkglAcVk07yMh/nmZyBuOJcELdvb2/r44481Pz/f93uHGV4+BDGE6oFMBr4skUhYdnBnZ8fOw/j4uJ0HukZ5Ipm5gzjyXaywY61Wy6RA+BDqSNn3kAnFYtGyU76jU7lctjpELj2EeJ6bm9Pa2poSiYT5OvDEMPuO+cJOYD9ZR87C+vq6Hjx4oE8++USSbE4lGWHMexJAYMtZH7JoSBo9GeBxHRIqiDneEwKLhi/SSRc6sktkRdrtk66G+LSjoyM9e/ZMDx48sNpmf5nx7xqnbm/LRMIawVzk83kdHh7apXs4E25+zGazfZkFL+Xw9RWkK2dnZ631LQbIdwVhk+HYMYwjIyNKp9OmgZOOWbPZ2VlbGO5N2N3d1V/91V9pdHRUf/iHf6iZmZk+VopNjUMbdniWC6DgU9e0Fk2lUqbpJy3ebh9fwoXjYd44JKyFj6Kz2awWFhYsrYpcAWPEmnEwYP2QaRBMSLKbhDEOsVhMlUpFhUJBf/mXf6loNKr33nvPJEA+A0Rww6EbZmD4vOSMd6aOJ5PJWNBBypQgiTQh4Iy1IDCgKBvHxAFmvyE78DpIQCTfQwYDw0m2DkbZS6v8vrp//76xq2+88YY9D475LAGaZ0U9CBg0crC3pLkpZGa/87zsFxwODKAPHJDoTUxM2DnGcPFZPA8gCNYnk8mo0WjYhZIYfjSlrBfyEBwRe9hnMc6SCvfzBwgFJASDQQO0nLnx8XHFYjEDDexNwCGyMa/jZy5xsBSPkiVjrnD40sndI5744Nl4VlrHDmYb0fTyPdha2EaYM8DGWVh5TzAAIqWTDifUJ5Gd5dlonEBGEmCMhJTzidTCS1AIoHh2ABf7DNANIYathOQhGJNkZAKBEAz0j370I7MvAEDICS+f4HmGGcwZewDfBsiERPFAxjex8BkCwLLUX8/GXPpgEFKBAMS3cJVk9lOSZTlgrfle/o3P4Jm9FCYcDpud2d/fN2DK/j+Lj63VatrY2ND9+/ettoaORr4lK5fGAZ6Y31qt1uc/8H/YfCTFzA9EFJJb/LEPVKk34ue8EqHX61ltKc9BcILtw87iP5Ck8nlPnz7V1taWNSgY9sx6Ag1CiX0SjUZVqVRUq9X09OlTaypDZoWW/Pg/L5/zGR/OHEEVvhapLudv8Oe8/QM8c42CdLK3KYLmbBIA5XI5bWxsGEA/ODhQNpu1mjZ/Nk47kI7t7OwYFiEbQ40hGHV9fb0vUPfnzq8bNTnsI7JZ4GbwEDgWn+AVEPgGTx6z38rlss0zvw/iEOkq54aMuyTzD/fu3dP09LQymYwWFhZe+syeur2tZwyl49aN6+vrGhsbU6lUMpkJmw1WmMu7cM5+cnCwvqvU1NSUBRkADAATrA1gAydGsEHxJFIZImVuYUbucHR0pJ/97GdaWVmxiJTFYyPAmEnDSzH4OeaOP+VyWblcThMTE6pUKtYCFOPL3AH86X9MoIFzJRJG8zw5OWnvgdOWjjeLl8ZI/bpRmPXp6WnLEAAcmXOMztHRkX76058aS9BqtaxQ9Tznzs8hn0uk3Wq1jCmuVCqm/8VZE5XDOPG+BLx0fpBOsnQcnP39/b42oxh4D3CkEwCFceBA+yAYiQafQZaEi/48MMNBYoQwhKcdgA4MjXRyfjlj+XzeCrk7nY7dQE8wj8FB1jM2Nma3z1NExvpKMqdLa0IAiu9cBfOKJAiJEHs5HA7bvuOZo9GoBRiS9OzZM2PhKRrE5lAo7CVUpx04XrKkngyhqwrBaDgcNu2+B9mATQr5CLY82IalJwhmT3lwwu9nH/vAGCfDHvWZK86z/y9zjCwSm8e+g4nmM4YZECGAAkmmQeaz8/m8fv3rX6tQKFj3Hpwn8w4wYE15J+acwAHixgM45h5AjkyWz6Bpg88GYQ/o7oOED7Lh17/+tXK5nG7evKlYLKZ8Pq90Om3ZdgJGSIhhxiDgwKchq/B1PJJs3/EezAl+l73ia074/kAg0NcCk8AzGAwa4PVB9uHhoWVG/Nkgs+5BJoEPUhD+nRpJbJ2XOvF7hgXLpVJJz58/18bGhpGD7IVGo2GEAJIVJFG0jPZZf+wzPgs7x3mFSPKyTeYTAE1NBesKIUBGj3kC8JEl4xl4h4OD4wsk0+m0nd9EImHKA4Los5ArZPkhylh3Lk3mvopms6nnz5/bnCBH8lkIAlRwAM0HIDPxvew5yBvqN5hz5pI96euCfHDns0ETExOmdNnZ2THGPRAI6Nq1a0qlUmo2j1sxx+Nxw5Teh51mcCZzuZypdGgk024f38fFs3W7XZOJ8t6+RsWT57wr2S1wBHMLFuJd+OP9PAMbKZ3YOP87+X2hUMhwAEE2wRuySl9Qzly/7Hk9lVX0zofocXNzU/l8XolEQj/+8Y+Vy+U0Ojpql/ChWa5Wq6ZPZmPCEvCwh4eHBqYDgWN9KguAAyPVTgDh9fXe+eBcYcIwoI1GQ7u7uybXImMQj8etz7xvU4rjOAvD7N+Reez1etrY2LBI+Gc/+5lyuZxGRkasHRutKmu1mgGyWCxmjAobjrnzxY10rWKjYtRwyjDt1Kt4xh02CsdPoMetvfS9JwhBc04qnLny4GVYB8JnMGcYrt3dXZXLZU1PT6tSqejhw4fa3d21lHe3e3IDLvOPgQMU8H61Wq0vc0Lav16vG+MLu+rT1146wTqzp8gWSDKHS1YJ5+DrPPL5vN5//327VZZ59Brz0wyALyCNzwOs1+t1PX/+XJubm9rc3JR0wjbBxDPvdMJIJpNqt49veOWccOdFOBy2e0g8C8NeJfsAq4zOGTCJpADQiTOXZAAa4PDxxx/bTdI8n39XzvywgYYk+zwvgyoWi3r8+LEODw+VzWat44wPPAEolUrF9hMBN46EfUwwCkDGwNNSlaDXd1jiWciK0LmPf2OtfRFhJBLpY0t5N9+MAJYNkDisDIM18VnocrmsDz74wC4O/eyzzywDjo1qt4874gFGYOMBHryPz1zAevp3g6EjwPA2Dr08gbNfZ34XQSF+BlAYCoX08OFDRaNRLS4uWrBBrQf+haL2YQbzAYDFvnS7XT179kzPnz+3gBdADCjEHwNufPGsPztk45AHA1gB3QBWyCTmhc8HUDGHECmcAYI5zgGyNsAXgS7+jKwImZFhQd/k5KTW1tY0OztrgVaxWNTGxkZfdgw5SbVatXWLRqNGkrVaLdsjHshyZr3sj+flvZgzlBW+gBf/Mpgdwk8ALH12FsKD8wtWQO545coVu0PiLEGaZ9fBBdgCfMPR0XFX0Xq9runpacvyBwIBY+6R4yGTlWRzwLkGW/gMKmsindzPJKkvGxyNRi0Y8aQJa89+J0PO5/M5s7OzymQy1nKdjCQ1OcNgO9QzSLEJatvttnK5nBGJ+DPaQXtJGnaMeeD/OYNeVoaP9Q0uWAOCBewpe5OfhxCVTsggXyzvZZPSSXaVM0K9zcLCgubm5jQ1NdXXtfB3jVNJp7x2nI2Tz+f1ox/9SE+fPlW1WtXMzIyuXLliMqB6vW5gxGtGeXnp5NK+Xq9nTHync9xX3re9ZfLz+bwVXgI0PFgmvYnzBizv7e2ZFiQKNCEAAQAASURBVJ1NwZiZmVG329XOzo6WlpbMyQMsfY3DaQdgdHDutre3LcCoVCrKZrNaXl62zA4t4jDsfu5wRmxkH80C9AZT5Tj9crls4NDrJRmwL8gsSNuXSiWbO4JE5m5sbEz5fF4LCwvmdJj3s8ydT+Ezl+1220Ayh+np06eq1+vKZDIKhUJWTxIKhexiMOn44jhYbw43AMUDVVh7Dj/GhHcDyPOeXqbiNd8cbgp6cbCeWcYx4vxxvBiTYYZnJTGCnhEiUMSY4RzRHnMGJVmg5ZkRwJlnnkj14kz4PXT64p2pU/AOzgfN7DskC9iBsbEx1Wo1/eIXv9Dy8rK1W/Z72DNdw7LLZPmwOdiCSqWira0tPX361H53MBjU2NiYstmsJicnrQWylz15iZ3X1BLEEJSjnyX7C3gFKHviwHfYo2Ujz4LunNaOzD1sLOzj8vKyZmdn+xwe8+eLt08zfIME9tz+/r4ePHigXq+nqakpu3sEn+IvGSTY8k6TdQV0cV59wThnFILJA10P3jiTXs6JPZVOZEJkiJgbZED0xIexpsEIe439P8zwfsJncbDdT58+tb0NkZJOpxWNRk2qia09OjrqKyRmP3l/yHxztwN2CSKK7JGfo263a5KfUChkLVy9dJl1xYax/2nlPDY2plQq1Zd9owZlWHIgmUyaZBO7trm5aWCeOzKq1ao1PfFkE8Pvf08cSScBl5d4sxYETXTAg60mcOTMAcSlExvt/TA+lUCS/2L7fOBTqVR0//59a7QzrI+VTvYtNml8fFybm5t68uSJ1bfm83lTWHC2CRBQWmxvb5tsib0bCBzfSUJGjKz2YMYRthy/RVv1RCJhgNdf9orks9VqGRtPAEgrcLJ5Dx8+VCaTsVoOOvr5Wo3TDggzSWbvvLT42bNnJq8Cd/qW6Owp6v4kmQ/FDkH6cWa9MgIbhzoH+0EQxudgJ1EN4bewp95e8ZngPy4/5Ht6vePrD+bn5+3S7ZcZL+2JPaOMU2PTSTIwQKcGDA7pWc9kplIpFYvFPjkEDgADzlX1OBwiNAKXw8ND03ZTLMlmISXGxSY4Ghwah5UUHAc+Ho/r/v37ikQiWl5etgzKWaQEzJ1nXDH4yJFoL5pOpy0rABvp5y4cDtvcYbx8YMXzAlCZD+YONgY2nsthEomErQGACBaeTAAABSBBhM3PRSIRPXr0SCMjI7p06ZI5Dd532IGxBnBjZDBav/nNb/qYt2q1arUZBIm9Xs+CNorkWVfSjxhKAikaD0jq64dODQEHFCdULpfN6bCXvVYewwfbglPy4I+CYuYMZz+s7MxrQSmSRNJEpoa55Gx6iRlpXu7I8I0c9vf3zWgCJmi8QHDqHTYafEAGDQuYKy8viEajfalZsiKAyFqtph/84Af6Z//sn0k6zt699957mp6e7tNKD8vK+0DAB1zJZFKTk5OqVqsqFAp9FycFg0HLwsAcMwfsMZwoxeDYKEnmTHEG0skFkZxfOs6xb3DM7XbbLuWcmZnR6OioXdIEIQHJAlkwOztrqflKpWKZSc7EsMzyYIaPICoWi6lQKKhWq/VlGACG7HMv8wTQEUgwD3w+0iY+AzvhwSOfwXPhfLEjMPXYRr4OIKcNM9IfWEQILjIEPNNZ9h0BLTYFwI/tSaVSJg3ivZA8MU/ozunMCJAnyPVkBiDWd0DCPwCYkG2RkfR22F+qS1DT6XT6AmvudgkEAnZ+JJlGHvtDkHgWsMy8865LS0smm/JtgVFcHBwc2GWHgHqCLXwB4BUWnt8BC8zc8W9I83x2VlKfz/YNIyBDYeKlkzPkCQDmiQCdYuyJiQktLy/b14cZXsbms+kQPffu3TPQi82mVbx0cvM0CgeKw3keJHxIbyCd2Vuw7cy5JFsz7rPCFwCwke0R/EJig58k2dcjkYjy+bzu37+v27dvW7MAZHO872kHoJ51ZN8RyBKkQmxK6vs+cCnSRDIT+AzOKjIvMAVBOXaPZ/EEALbLk57gSjK9ZICQzEknTUjwV93u8QXISK62traUTCaN6HtZW3eqjAbGjFRtKBTS2tqa3nvvPYvK6MWNM5Vk4IlaieXlZU1MTGh9fV1bW1vWK5rPxIiyidiQHNx2u61YLKa5uTnNz8/bXQjou3O5nMrlsorFojGuAKdBYwnQv3fvnkKhkO7fv6+xsTEtLS31gXWfkTjt8AYAkBoOh7W2tqbt7W0L4Og4ACPC3BGVj42N6dKlS4rH49rY2LBiLBwmARGOk/QYzhBnTHE8V8pjLOv1uvL5vBV7wzpwYDBG/C60zM+fP9f6+rqeP3+uiYkJLSws9M3dsPPGYL28Ibx8+bKePn2qR48e2Z5hfnlOJDUEPRQVs48AsaRnfQcMz8zCjHATLywzzoS59hkQr9nGieKEOeg+kO31evr4448VjUY1NzdnDtwDt9MOAg0YvvX1dQUCx4V8XF44PT1t2m+/11utlgVPOGk67/DuZBF9MT17F9mJbwnM51PQOjo6qlqt1peuPTw8vnnd61cBrARtIyPH97c0Gg2lUindunXL5BmcIZiuYQfr5aVYk5OTSqfT+uyzz0zGQCoeRg6DDyNEu2jODyDMA42JiQmTlWKvYNAnJib6tMCsAUELrDPOZJDU4PfW63Xlcjmb293dXX344Ycql8saGRnR8vKyvv/971s2atjBfuXcoeFeWVmxGj4CmkFHyzkArBPAcR8GgSh7mneRTuR1gA9qtJgDgj7sgK9rIODyfo29RjtvgCD7m0437FmfkTvL4DN8oEegQw0agJ6vs99Ycy+f8LVlyOLwq3RK4mySiYN9BxBDNEgyqQVMK+sBycJcwLISaEjHfuD58+f69a9/3VcrcvXqVXvuYW2dl6Bgiyl+Jbhn31FrRlBFYOpxS6PRsLtJCELJ2JDJ8fvV+0XOOevkzxOBjreJnshir4XDYVUqFbMTvoYJqeXly5f1/vvva2pqqq/Jx2mHV5T4z2A9eVdsL0QwdZE8O/uROcQGQ7zweyYnJ+1z8NfYNLCCVxIQ5BIQopQBS/EzdCmELCNgxt8Wi0WTV6dSKbswjzUcZs/xhzkpl8u6d++eBYHxeNz2DTaOjB82nMDRX4yID6aTFGfMZz2ZM0kWsPl3l2RBL1lDSE/kdqgL2Ku+s9/BwYGRn8z/5cuX9fWvf13JZPJUuO7U92hwiHiZZDKpP/qjP1I4HNann35qdRawKxQ5A1YODw9N70VfZIAdkwiY8Yw60W67fVyUOjU1penpadvogHWceqPR0M7Ojj0rC8WBpHj36OhIz58/13/+z//Ziq5v3rxp4Jqgh80x7PBzB0CYmprSd77zHYXDYT169MjAG0FbtVrt03rDXI6OjiqZTNrmABDxXhx8dLRIZgA1dOXCoHkwztzlcrk+p+87wFAQ2Ol0tLm5qf/23/6b3TTM57xI8jTsvPkDDRsXDoeVzWb18ccfSzrRgnLwYAUIpNB38vzsRdKSAJlB9hKnigMg0wNwGRkZsWI5Ptuny2FuMQ7U1nhwCFuJEyRYx4kPKwHi5zlbXKjJM0xNTSmbzVotFQafs4aD5WswU6ytl+vxddgWpD3sP6/z5jZU2C32DSwMzwJwguVn7zJ3uVxO8Xjc3sGzW2eRYfhzyh6EGZuZmVEqlTLZkiQ7X+yPQqGgQCBg5Ih0DBwHA05sIUWyvksQ2VcCPu5PoKia94NJBfQBgnFU4XBY6+vrJhXxrNmPf/xj/e3f/q2y2ay++93v6k/+5E/MnnKOhtlzrDNgfXR01G6D3tnZ0czMjAF85o3zAuOGTJS9N1irRLYMH4FdYO181hoWmSCMbkHSid4bh8/Z9F1XeB7+DUBKoS7vKZ0UuA4zPEnC4N18LY2vDUA2R4tN6cRXE8h6EgY76rXZ+GB05EjCAOIAGk9k8Tt4b4gypIPNZtP8PmsFsNzY2NDf/M3fKJPJ6O7du7p165b5e2zzaQdn5ejoSLlcTk+fPrXAFokItReJRKIvgBiUcPkib8itQfwDicSApGKemSPOErJGSfZ3/ChkBhkM1ovsChkpsp/ScXaVO3AIjIcN0nhfL/WVZDYnEokom81acNhsNlUqlVQoFKyuZ2pqqk+6DrHcbDb75ECoXaSTve3rKr1f5QyPjY1pYmLCAh0wUbvdtotukTvW63VTDbD/CIpp1Xr79m01Gg0dHR2ZMmKYufMX+O7u7urRo0cqFAomS+f8pdNpkwODSzi/nlAAC7Af2AueAJRObg3H77DvsR3sH3CLl0WjLABrg3EhYJHtez+O5It5JJMB8fMy41Q3g3PYer3jQubt7W1dvnxZyWRSiURCS0tLfdKTYrFoxgqdJOlUDBx6OlK4h4eHKhaLqtfrxuJ4fW44HDZm0bfHI/L3mtx2u223aksyBlY66f6CgS0WiwoGg7p69apu374tSX3ve5aULoaKsbOzo+3tbS0tLZmeen5+3lLU9Gv3RWTMGSCRQAlHiNPGuOLgOciAXQrJACMACgyNl8gBFD2zx/tgQNHQk91aW1uzueO/Z8kGSf230WPA1tfXVa1Wtbi4aDcgw7TjiJFCwPr59KHv3c/+xBHC7hC80CkNwxIKhYyxg7nCQbPWg7UbHEgc897enrFCHHDYH1KZgL5hGGacIL8btpwsgO8OB7uDHIh5AORjyKQT5pjCXgwqTQpIi3vZhpeg8Uz8HsBhOBy2LAG2xsvOJiYmNDc3Z7IiyIi1tTVdvnzZtLvowAncht1vAHkMN/JC5KG00GTv+doXnp0Akp/zmUoCEAoZARysCXIxpKIASbpesa7IQPiTyWQs0EIXz7kGJOA8mEekp4N69WEG+54zQDY2EAgok8moUCj0FSZin7gxneYA2GkP+Dj/7Bv+HQAH+wcpwJp4ZpO5w/6joT46OrJ2y9h69q3fD4CgVqtljQDYn7CHZxmADw+yut2uEUgAo1KpZEDOs9l0cPNAl/0VDodtfxGsw3ayx8hkDDZjkE4KdePxuCYnJy34Yb4BTxRik23n68geJdmasV7Iv1jX047NzU3t7u6aRJBMXSaT6au3YP35/dRM+Gyjt+U+Cw0R4G07exuZEdklfo+3ndgS9pdvxOIDIT7XZ/ykkxavEGG+JuksJKivc4Ko4dlrtZplZ5EgBYNBlctlwxncWcWlyz7TAItPXYSvo5Fk+JD6NIrIJdl8IDvm85jzdDptZ55AFdxCoFEqlQxor6+vm0w9EAhoZmbGZEnDjO3tbVWrVe3v76tWq5nvo9g7EAhYoEaADm4jqOMPxfTYTNaYoIHvwxYwh9wbQvAA9pFOyG0yedJJ8OEJfORY2ATsK5/H+U4kEnaO2G8vKzk79YV9AL1nz57p/v37arVaunnzprGTnc5Jm0wf9TM5dAzCcdB9JpVKaXR01NKVRGwYWAz8yMiIgXMMHWAPlsBfaOL1c0wgE+uNG0AVWRcMgTcMw+j4pJNIlGgdqdbBwYG1hgX4Hh4eWsDBMxCkHR0d2WU4GCZf18Gmw4Hs7e2Zw0Yfj0yD1mWw2F4CMgiSYeqJfnFcMFVkYhYWFvrAMZt7MCV7muEjZ+bv6OhIOzs7dhkk4BODxaWNPgUpyTo6AcJIG0qyNeCdkZj57iH8F9BGjRHzg1EhIGP9eH+cP4yhZyb5/sPDQ21ublqRJ4f9tGOwIHZk5LgtNAX0vmc8QY7XBBPYEWh7p4u8RzpugcdeItsGYQCY9eeHoIRgA0dBZw5/LwF7KBaLWceQZDJpWaW5uTndvXtXKysrdukWhhhgM8zwgTHSN4Dl8+fP9fjxY9Nck9lA1w/wAwAMMso+sAJoYMsA0ewvz3LiDNlT3m7S4Q8bip0iqwJ769cQNi+dTmtlZUXf/OY3Tap0lkGgzzNyfsLhsLUsZ7/DUCKHxAFy1tkHSHy8c4NcYt9i77H90ons1MumIBSwt5JMokBtH06cgI8sOs8TDAa1ubmpSCSiK1euWHCMfRlWsgcxBDDu9XrK5XI6OjpSPp/XF198YXcIINtkHqWTOgECTf9vrDnzhCyF2iIPaAl6kezwXPF4XOl0WjMzM5Yp9ueEwASby//zuawZNTuJRELvvvuu2ROf1TvtgPjEjh8cHFiHSy/doYsYwJbAFvaW4I2MLCw4ElIAoHTS2Q+cAGvP+w4SjD4g8FIk72vxK8yblyDjP/BtkJGA92GJFVQU7H3PjOPPOZOhUMgknMwJe2tvb8/8AdlcrzgB8DN3EHTVatUybHwOtoNmONTu+kA0Eolobm7OVAiRSETlcln5fN4uR+VOKuraWq2W/vf//t8aHx9XuVzWt771raFxnQ/kIQDwj9gQCA9PXoAvIHSx0dhOiDxsDnvDEwrsy3K5bAEFWJt2/NiDwX2Bb8Xu8nNk8/g9PCv2gEAJIm9QFviPjVNf2Dd4ID766CNtbm5qZ2dHjUbDDhMpHQ4ALBKHGCCdSqXMQVIEinSC1JfX0xIgsGjewKElg8lGcsFneBZMkunnSA2m02k1Gg39+Mc/1re+9S0zUl7DO8zwztNvsM8//1w7OzvK5/OmjUNyhmH0Wj4Orw9CSEXCbmK4YPDZMDgLfg6HBEPK74SFYi0IJDw48FFyMBi0ezsODw/1wQcf6Bvf+IbGx8cNAAAGhhn8Pg8yxsbGlMlkDDRLJ4WUpOgZ/CzB5eCaEGABjiRZIAKbAnigpSrOg70Bo4C8iPmVTu7nQNYAg8c+BexzV0kodFwkSdE5kqTTDoJ8zl273bYs4Pr6up1Br+lElzwoASAY5+teWuCBKUysJDNEPAsBIV1ums2mYrFYXzYIQMAcIdnjs/f3901fTfCUyWSUzWaVTCZVKpUsMAE4DDM4pzhGMmiNRkMfffSRPv30UwsKAQWk/9kHsGuezcQhcG4BQvTDJ/jFwZJ1lE4CHi4blU72IRIiQJYPZrGDPviPxWKmk45Go7py5YrJzwDxw2Yg2QPYc343zwsD6mu/WG/ppB7BZzA5tzQB4Q/gmCCPgJcgF2BIdhL5mO/Ggv339pnf6wkqwAK2YHl5uc8RwxSeJfvtg7RgMKhisWjduh48eKDPPvusr2YICQOZim63a8EtxbuDIHaQRIOkQ1XgpX3hcNg07GSVWGNqKvHvvoU6QRpyEenkTPE7IKbm5+f71BLDZtRoZsG+oj4D/wUz7+87gqhEo85cktFhPTzRgoTEZ9mYW/wdGTQAOPuJM+gJJJ9hw15AVjBofMOzoQrh3o2znllPKHnpTTqd1tzcnAqFgsLhsNWHIX2nrgA/4usa/TtTZ8W5BTsQ6EHAeMlwt9u1ujs+A+UG5w3fA+kpneCAWq1mvoErAtifnCmkxSsrKxY8nmZAVEsyIge7Q5MXiHnm2O8dzgGkmCeIpBNbOkgWeNvkcR9nGnzoz5Mn3LGx/A58OXuX84jPZn+SId7d3dX09PSpzuuppVNM8MLCgvb395XL5bS7u2uLyfeS0aAWg4iPlCDRPN1OcNBE6xwcWFGv3WVzAizQxHHY6WfNQsI0+qLV8fFxLS4uWrRLwdrS0pKlXV977bU+BnfYtDjzBss5MzOjlZUVbW1taXd315gTjD6ZobGxMSUSCWPVYLDYGBg9WGGcoGd2ceKw90StaBsp1MdR+NsrufGY3+1/78LCgmmEaTO8urqqer2un//851pbW1On0zFjPizo83MH4MUJeAAQiUQsSJJka+zbZXJAuciRPYaBhV2V1JfCxigSMLG3ABqRSMR0od5hSScHmXXFeXMWvOQLAEqQRwu+YRgXno854zPn5uZULBZVKBTMYdF5hbVEM8+NzbwzBp6zhqMj2C0UCrbvkCwSTCAx4Xu99IDgxksnfCaG9fDzC7jBYO/v7xurCSFBh5vTDkA98/js2TP98Ic/1LNnz4xd81LDYPD4zgN+H90+uDsAA8178e4E8LDs7BeYSxgjQDQSDvqXew0uMge0xwAjADW22Dt47MfMzIzVgwHCWq3WUPMHeAf4+m5mBAD8G+CPsw3g8PUdZC38fma+CDJ8gOsJsVAo1Ff4TRCAU4fZZq3xFZ7Y4DPZ64DJ/f19LSws9BFAgPtms6mZmZlTzx3AlSzuxsaGfvKTnyifz0uS3QzNXvGdjrD1njllL/mWluxHAjhsC4BFkknCAHhkNQgUWCfOqHRCBOCr/Ptw/xPnmQ5BkANku3w//9MO9hdsO9nlqakp7ezsqFgsKplM2h5stY4v581ms4YnfG0S2MTvr3A4bBJDHzxDTGEL/PxLsmAG0EztBeDUBxqAUICeJNv/kEOQkZBU7PmzBLi+JmB0dFS7u7va2tqy9ahWq9YuGDko9WjIDjOZjBFBmUzG6uZ83SL3TPA+kMzgPDADQYmXUbKXqF/l2VgbCARwDoGZv/WdeW2328rn83rw4IGazaYymYxef/31U80b9oVGHYVCwWqUabzBHOzv7xvxwhmiwQA41UvzCNK8MsOfDR8soxDARiL1DQaDvyXLZU6ZBx9wdTodIzb9/oT4otNZsVi02peX3XMvHWgArniwVCql6elpk4yMjIwom83q4OBAW1tbBpzR0AJeMERovzi03mB7J4kuEedEbQcdBthgPuXs20yygP723mAwqOnpaU1NTalWq2lra8vaRv7X//pfFQqF9Od//ue6cuWKOXgClGEGhgrDm0qlNDMzY/UNkUhE09PTBvrIyDA/MOAEECy+B2uDtzUDYmC42Jyk6ngWNJS+rRqGACAinbBtOIVkMmnghEzIf/kv/0WhUEjf+973NDk5aQZJ0tBzR4ACs+gZSdgkAknYWoAYwYJnRPxBGx0dtYwOxo3PhZ3h91GjwWEFDPje354J9IYBMEmgIZ3ICQADXGxJQAfgYl2np6dPNW98hpfK7OzsmGwR5ogCOjIzBLm09fRnmIDMM+WBQMAAKhlFfhajC7DwzAyMLEwWoNEDRh9MYwiZazJEjx8/Nqa/VCpZqp6gZpiB44K53dnZ0YMHD7S+vm7OtNM5boTBHoMEgRHk/bFXdN/yc+jBNVlOAAy1FYB+5q3b7VptGvOPXahWq8busT8H9wAAnQwfch+cDnt22AwkgTF3J2HbuX+Cmi+/vzz7DWBjjjk7+B+CQL8fIEUgE9B2SzJJArbSM9HIKzjrzClg09tDrw0vl8t6+PCh3XnUarU0Pz9vQd+wA7uFfatWqyqXy1bgyvrze/AL0kn9IYXu7DfppF0uPgi2nQDEZ34gJaSTCwT987GPaOjA3OCXeEbYW0hFn2GlFgaiBW37sPVo0gmYR+LIWeDdyVoP2nH8gCeiAN7RaFRTU1N9UmUv02Uu+TwIUvYq5xOSlPtWKEbHznoij59h/sBCfL4kY/Xr9bqq1ardu3OWQGNsbEzt9vFlrJVKRU+fPrV7IPC9+FcIx06nYzVmfm6Q2aGI4DJWgD9EjMcwIyMj1p51bGxMpVLJMnAQUHwvd8YwzygNILx5DjABgBvMSUORO3fu6ObNm0PXpjHn3Nmys7Ojvb09UyZQf0lHwm6321ezIcl8AOsK2YF/5Vz6zpblcrkPw5F5wHYR0HsFCwQg5Cw2kiDD/6FOqV6vm12BNJRO/BCdXl9mvPTskvrhYdLptF1C4iNPWJGNjQ073LBAMDIYbGQDdJ2ZmJhQo9HQ9PS0SRO8syRVR7DgHYHXQ+IUYE8SiYT9IfBg8QH21Ia0Wi3NzMwom82aQfdpz2EGP8ccksUBpMIupdNpdTod7ezsmCHyOkBAKUwcjH273TbZAy1Y+T5ACMwmjh0WZpClZy6ZIwr92cgYuUajoe3tbavHwVAhCfGSBK8DPO1gUwNgidCRLRFI+XdDtoJTxgiy9wDAvvgeJwywo9jYMy2AT9ZGkgFKWKlBPSUBou8OQWbNs4a9Xk/5fF4ffvihxsfHdffuXaXT6aEzQV5eR4MFr9Un+MdY+uJHjBrvSNtYfpZ/w8niELlfA6OGs0ZW5Ase+YOW2u9L7AWdh5ACYk9w8MViUX/5l3+pzz77TG+99ZauXr1q3VG4V2LYPSedyPC4c6bRaGhqasqytzhF9gYZKPZ8pVKxG7DZa4FAoG/eeP/BNfCSDQgUZCeAaGSJgMpB5gsWiwAGu4kDoqCUjIOXAg3LLHtwtLOzY0EC/oDnwCaGw2F7f58x9hkYb+t5fwJjGEy6P7E3BgM4yBMyBmNjY5Zp530BP1wUhr9BpoJN6/V6evz4ser1ulKplJLJpL773e/azw5bG4QNYo8j/ZBk4IvAgiDR/x3ARhtP7C7zRgAH8QUh5bMaZEmwSWTC2Q8+6wQg91kAmFWvywczYAeQqUBAINsjgBx2UJTr75cJh8O2JhQJE4AQMGFvyIyCH6QTFYIv8pVkYBDyEh/FmfVBMRefIU/DRlAz4m8ap2mHD/T9/pWOfdH+/r7W19f1ox/9SB999JEuX76s5eVlA92nGWRfNjc3tb6+bo1WIEYk9dUDEFgwIFoCgZPidwIM5sjXrviMIhl/Mvm+aRCEUSgUUrlctnn3ZBzPQZdESCywm5eBR6NRzc7Oan5+XisrK7p7966uX78u6aQ5wWkGeID6ZN4R34tUj3NNQEkdMbYSDOEvXfSqCObNqwXa7XafjA9f6SWI2HsCFS9t9FJo7B57nuAfMs9jt16vpydPnqjZbOru3buan59/ubl62Un1L0CQgIEA5MJKcXkejgbQTyDiU3VslEGNH4YqGo2aDKPdbqtYLNrEYuSI4Ph/NrHXCXKA+T1EbDBr9MDvdDrWBYrNiq5yGAmLdHLxF45/ZGRE09PT1rmHDEWz2TTtdD6ftwPqjRNOSFKf0fPOAWPt2ZZ2+7gVHMwPjgIGi4MgyeYsHA6bM0A+ht6SNoZ02mDu4vG4ZmdnDdh73eAwA5atVCppd3fXomgOAV0jABC8OweJwqhGo2GMM3sEQy+dsESAUwwZoBFWi/XEABMIYqwJCnEkIyMj9nX2sAc9HkxvbGyo3W5reXm5r1HBMEwV3WGazaY2NzfNSUgnrSjR/bL3kOr57jPsTQw4Z19SX+AGU0ImE8DBz3GWE4mErSHBHM7eM6X8DKyfr4fxBtKvHXePhELHvdrpFHXaQfDdbrfN6S0vL9veQWbmsxOSDNDB5MJoEYB6aQWZHp7dy0Y5SzDFABhkGwQhzI900hnIf47PImFDAD+0uMZe8Jw8z7BFuaw30jYKO7EjBAyHh4fWGpP7LmAgvSbYs3a8I8QCenvpGGT6gIWg2s+HfzcyXv4cs3YEbRAE+DBvw5rNpqrVqubn5zU7O2tAhUYIwwzOO2dhfHxcy8vLkmRZCF9ojm0gowOj6YM0D94JNACE/Cyf4ztHsaf5ut+PzIMHjwQSPuPimVUyaPhhGHKeEeDlaxNOM3K5nDHKkUhEmUzGJLvtdltTU1PqdDqmICCYZI29Pp619ooJAn7OP4HG5OSksdecIw9weWfqhzyhxVkkqyGdZEo4AwBTullB1tTrdT1+/FhbW1sKhUJaXV3Vd77zHQPOpxnlclmVSsWkoQBZ3vXo6EjFYtHkmaHQcbEyc4stotYM4pY5JVMvncg9Gaw/wBoSbGpqyt6XbCjvTqCaTqdtncbHx7W0tGTFyvV63ezl9PS0BbLpdFpra2taXV01KZ00XKABGO/1etaUo9frqVQqqdlsWsF5uVy2c8icQP5gn9j7zIOvmSBAIIBl//mmLOwnMk7gG4geL2nkbDKYQ08meBvAnkWaWC6X9ezZM9XrdX39619/KcnZqaVT0nF7VjbDzMyMNjc3jaXnpVKplKamprSxsdFX4MchI00H6MFJYKwAYWw8r8n1+nieDceDs+LrsPOFQkH7+/uamJgwTSvFTX4R4vG4rly5ouXl5T7nzOcNM4jaO52Otra2bMNns1ltbGzYAcVJTU1NKZ1Oa2trq0/7yfvAuNPVAaPnC3/oYoNOnHlnzthsXtpBxwGcNU5DkmUtAPn0SifLIh13dbp8+bKuXr1qDIIv5h12tFotPXz4UNvb28aWoD0OBoOmR6RGiOAHo88zw1xi9GC2AIgEzLC+OFKkJV4/zzz6uhduSMWhAKpgcSl0BtDBSHp2EQaEgIczc9pBFopMw+7urkqlkjVsYC1h3Fqtlt2szc3Xnikn08V8AP4IlCWZLIa19lp3Ag9+N0aWtG+1WrUgw0tmYE857z54icViunnzpr71rW/pxo0bmpubs/Q7+3iYga0j+0LAODMzYzVNY2NjfZ1XsE+wn73eSStq5se3PfROQpKBS36/l0HixOmCBqCBzefsw8DzeawH8wHYA/R7OQQAWzoJtIYZAI+DgwPVajXt7OxY61pfDItcjq9zVngX5g2igYwQDpFgHUIKNpMsj29tK510TPQ6Zl9Qiv3n3wlY/Z5jXgmCx8fH9db/x96fPTeeXumd+IONIBZiJwluySXXqqzMWqSqllRSWxOtcPe02qOJ8czE3Dj8V8z9/BW+94UjHGF7rjx2TLhlR7fDkltqtVRrVuXO5L4ABEACBIhtLhifgwNUlrqIZFYrfj++ERVVlUkC3+95z3uW5zznvO+9p3v37pmDH7fq7WXH0ISzszOtra2p3z+/6M7fohwIBIaoZ/hM5EZCgf0bfRc+gyAGAJDPoYKOnECRCT6QuzQ4L9BOfb8Hz+EpkfTVAbbhG/nccVY0en4JG8FxKpWy6kYodD6OfHJyUkdHR2Z7PZDIP7ynpKGEgOQNG4bMeVeCO+QMJQsKEci813X0heASJJlz6RuuARyxw1RdsAHr6+v64osv9LOf/ezCsoM6K2lIh6RBMskzMtZ2enp6iCqIn6HqDD0HkIo4ptvt2sQxzhKJrB/b6s9mMBjU3NycIpGI3XXGWeFMSLIeQ0CHVCqlfD6vTCajXq9n7BWm0TERylMtL7LoA+x0OpqZmTHmAHrDNQ34XM4i+47+8A/+Ct/jAU38KmcTUBndH/1HGr6XB9njZ9Ad/hw99DqGLgNGQ28D4Hn27Nk37kX7xokGpaxer6f9/X09ffpU77zzjtrttqFWvkwKT29hYcHu0wBBxwHwuwhAGgR/OCrfnAwCyybjkOEn02SL8Nkgz1fFWHLnBJ8PIlQsFnXr1i1Tel8pGdf5YrA7nfOLXdbX1/Wd73xniLfvEU+cf7FYtMYb5Mb7EpQiR0/34HMJoOEjc3BxHBgUP8aPQITAGrQFFFuS3SxNUAMFo1gs6vbt2xaYkwB5Gs5FFwYcBJFb5MPhsN2gjeGm18FfFEdi5g+1p26ASkuDhmO/7+wLKBVlUUqROGsMBYkpZdBGo2FVC+SJI+H5qMqBVHAfjadVXXTRaIYe12o1ra+vG63I09k8N1iSNWqO0gL8RCNK5SzK/Z6yQpKFwfKOFR1Gr0ELvY4jPxyP7/UgaFpeXtatW7c0NzenXC43BESMS8Ngz6E6NJvn9xb48jbPDYLG76BXVIKwbVzEKA36T3ygNpos+ClH7JV3wthadIngBn32PVUANaCznMdkMql8Pq/5+XllMhkdHh4OVSLHWSSigBbtdlu7u7vm1LE5IOC+14LnJ3gG4fQTDEl2ST6lwXhaUDdfMUe2ozQhBgswVY5z7J/DVw8IuAE1YrGYpqendfPmTc3OzhqAReI0zqLKgB1KpVIqFAo2rrNSqQyN+QQc4fekc3sGQIdOeU64f0+AE3QWZN/3gHDe0VUSjJd9BrLmPIBUk4RgR6g4LC0tGejnqUbjJGvLy8vqdruG9lerVQUCAc3NzVng1mw2jREBwo1uYGexYbwffoP/x5Z7OpAfT8q+EH+QbAAseNpUp9MxtgBABWCUTyCRqac4Q3UE1KhWq3r+/PlYere4uDgEUESjUT1//tzesdFoWIDP+fNT3jyDBKCIPceen5ycGKjFO3v7h52ampoa6qsCLKHaTuWBSplvHPfgjjSg0pG0MKyhVCppY2PD/CD+4qIrm82a/drf31e5XJYkFYtFiw04G/SOZjIZYwugXx489SNpfcXQ6yUyQw7etnHm8SVQ2icnJ62fFnuLzeDcw/jgTPuR6PhbYkoAg62trW8kq2+caJBIhEIhLS8v6z//5/+s7e1t437jTFAOONYoUDgcVrVatYCWhRPhcJGl+oxdks0mxnkjzG63a2U8jCCKD3LGQZ+amrLDC9XD89BisZiWlpa0trZmwb3Pnj2H+CLLU59WVlb0y1/+UoeHh1YV8LKjMQ+UhGwbuhKBhSQLrlEeX+pHWXgvqCv9ft8CCSoi/js98sxEAyhnBDAkgqAyoNIrKys2V96X+ySNLTvehZ6gbrerg4MDo9mAmEkDagBJGA6fpArnx4Qxz4Ekg+egE/j7SgZOGuMpDfj8GB0qLVSSoC8xgtmPaCagQLaVSkV37txRNps1w4khv+hCr3kPECP2HCPiaV7821PLPB8bNArHil6TGPCcnv6CUQOo4Iz7BlJfpu10OjZXnfMNvWtyctIa7XgvvhtnTSCD7MZZPsHEbiSTSW1sbNjN5YAgOC+ele/kPHOnC4kcAQ12CpkR8HhApN/vG82RIAgaBg4fe0siQbDC35GcTU1NDU0noY8gn8/r2rVr6vf7evjwoXGYx5UdDbmxWEyLi4tqt9vWz+Bl66tUJN2MG8d+IAPOnh/17M8Fto3eLOTgqYIkvp6eQTBOcCQNLv3zwAjUW+TGRVrpdFrZbNYqk9Jwc+dFF7bUv2M0GrXJNoBpnFXfb8Dv0McDCIV88InoEbbRswMASXwgy/sQrOObfTDCPvR6PevF8pUhgjiC50gkorW1Nc3OzioQCBgtJxQK2Vjxiy56zjqdjlWFsU+e3ktzMVUjOPacZZJwZId94h0nJyftUjl0s1qtGpjp7RVJCH4UORMsA7Jijzm3Hvzy1FOetdvtKp/PWyJPgjVOf4Y0GD9OLLCysqJ6va7PP//cEiv0gKo3cRWACTLHFvFso9TDfD5vFVR0hdu0RxvisUG+Qu3BKr832MlCoaBer2f3c2AXsIec4+3tbYXDYa2trY1Ni0e/6/W6dnd3rVrv2TUk/Xw3AEapVDIGBmeWvSagJxnwgJunj2LriIl9XEj13A9uiUYHI75JHjjv7BmfAVOBGAB/ATDf7/eVSqWGbN/vWxdqBueh0um0rl+/rk8++cQciKeEwCfkQLHx0FnIiKELoSygpicnJ1Zq8xxOmv68MU4kEjaVwwfhk5OTNvkItEk6P1S1Ws1GfIK+MLZtZmZGoVBIBwcH5mAICMZRRklDqFI2m9X169f14MEDCwY9YoRBxBGC1pPlkyiA8CJPqkPImMNJJs2/CZZBCU5OTgwVw+BA7eLGaBwODV7lctkqLexPOp22Jn6m/9BHQ0A5zsJJ0YRLosMoT2TiaT7SgHLkUSBPgyLZQmd5b/6MnyFp8dQBnoHzwL/9QfXOFwcLokNghPEkiYRKwiQskJhx0BaQNYwKyIpHir2hw6gEg0Gb6IEu4oQADvhMDL1PvDBsfJ4/rzhMGuyhV6RSKaugYDilwblhP3kffxHYZ599pmQyqUqlYhd5jouKstgvkCDu+gmFQiqVStrZ2dHh4aGdRd4bHUOPeE7+P5lMDlUa0FdfaeC9kQ1OiECKSVcEHpKsN67T6SidTtv+MpiBaiZAA9VingtneHR0pFwuZ7IeZ3mqDvSfSqWi7e1tO4ckmgAVyBCEmUSEwM3vJc/maVOclVAoZMmmD6wlDZ0h30fFd/N9ABjYE3Sfe044RwSNTCv0VeVxKpDIjkoqOsKCssIgC/SDxMMDegR9+GySv1EZUmVlr5HJyyoLVCqRK8E69hLbx3nxTfHeRodCIbto0gNe7NG4fsLz00OhkGZnZxUKhezm71KppHK5bAGpp/VwlgA98Z8k6gBBAEkEuR6JpnKOv0Ne0mBAAnZ2ampqqNruddzL3KPTvnLuKydQ+Obn57W2tjaW7Ki+MoWNyUmezsjPETeQlGYyGaN7IQdGufpKIuAzjeSeqsM5phrBPnJmORdULT0Yw99HIhG73yMUCtnYXWJGkhH2s9Fo6PPPP1cqlbIhROMszgLV0UgkYoAAvcUAUfysT1y9zafKhp+UZHvNd2CT8B8k5p7dA9iE/NFpP+DA2wdkxvPxMzwfPsNfwh0IBC7UB3mhZnC/+ffv39fR0ZHRMsi+SBT6/b6Ojo5MAZvNpqF8bC5BBEJpt9tmFD2qmM/nzcn6SRs+GODmbJqQKLUxnpYGJyoVVFYodedyOU1PT+vs7Eyffvqplfnv3Lljmbo31hdZGAxkd+/ePcss/Vx5xhJKUqVSGaKYUdngFmBPqcFxg+bj6CcmJpTP5w2Fw5EjE6hStVrN6GfS4M4SH2iT7NDPAWeVEYDT09Nqt9v64osvrPn/5s2bQ+j1OMs3Ea6urpoxg9Li99UbNhI7T2vyzwIC7DmTJE7MfMexEMT5w4cu4GChi9Bn4xvHSVwSicQQ2uF7l/j///7f/7sSiYRu3ryppaUlu8TooovnQR/y+byq1eoQ0glFh94qX1Hk9/gsknUQQxJTjJo0KON2Oh1r2CNowaChN5SGoQrgcEnMeB6Sah8YcYZjsZj29/f14MEDC3LeeOMNZbNZc0jjoKOecsOzzM7Oanl52QCCcDhsNCOcBUGXNKjgjfYmIDNkyxnu9Xp2BwaBIOgXE99wQHwGjoHnlQbVJHQVOUPbI1ACNPjiiy/061//Wul0Wk+fPtXi4uKQo7vo6nQ6Q5SzdDpt+sUztlotmyID6sY+jSJtJPgkESQHIJ/YVF+95L0JFH2ljkZwZObvtoFmyLkhwaOaRlLjqS4Ep+yXT44vutA3kH0aYOGYB4NBm3IF6EEVHN/sqz/8tweK0Bn+zIMCnjLX6/XM7pD0EETje8LhsNlR9JO98b7D98vRUFwqlWyEc71etzGprwLm+aBc0pCd8eBBMBi0P+O98LPoG/6SBAafgq2SBmwM3w/kKY0k2iStJBG1Wm2IsoPuoDfEQfw8ug4DAh3t9/s2NY5+xXEWdgtQw4+YxkfhdwlkiSOi0ahN1gMZB32nko5NhCbHRXzd7uAiW76bPaA64KsYyIJ9Hm0ip9cIO8O5AJTwQ2329/e1v7+vTz/9dKgP9yKLc4C99ZVI9kkaJEI8I4kHNoWKFMwbfA46CcjM+eZseboi1TMYIPR4IE9f+Sf241mRLXLywwk804Dvwe+Fw2EdHh5+I1ld6GZwjwAVCgXNzc1pa2vLSmgEYGxapVKxYJpDDZrh0VFeZGJiwrjJbAJBLyUwT9Xh+3yAQwkUA+Cbc1lsHgcKtJbv/+KLLzQ5OWljWlHucek/KDuNOoVCQbOzs9rY2DA6g0+uAoHz2cy8A0GKH9GLo8GBoHT8LAi9p7xhiDCcjNgEfeGiQ5IJHA+GkEAd2hlBuW+IfvLkiTXaYQQ4eOMuqjP9fl+zs7Nqt9t69uzZUIbOgQfNRHfQTRAoX5r25XDPLcUZV6tVcywEJh75h4IBwugvZAIl7vUG95Xwub6J0/Pr4ReXSiXduHFD9XrdeLDjLILQdDqta9eu2WdTVgZVxmixv8gJxM9PlguHz8eiQncA1T07O1M6nZY0uDeGZAcniI6TVJVKJRss4G8H58x6w+upBMiePpb5+Xkrj2PMObPjTBNBD9ABaD04QqZbAQCQYHLGqMjifDD82BxG//qKEHf/jKJMOCRvA32J3A/MAMGVZJUEAgXOASgryfPOzo7+8i//UlNTUwqFQhb8jRvwjdpagn2fGPlKhqdKwYHnjALw+M/C/gO8gBYHg0FLon0lxNsGD2x5uinP4CsVvmLEc/gqCvvHHubzeQsoxq0GebkfHR3Z/RKcu1wuZ7LFl0Kn81RHEEj8H8EG9p5AFoCGJD0SiQxNF0TXoFmii/hqadCzwfdDR2NoAkEcPQCcfzjy3DDsK/bjrG63a+/carXs4lHQdxJMfBwsCL+HJJGAA4VCYQggofrHxaT4XnTBU6dAmZE/795un0/lpFqMbAB38An4DQ+8UJXEvjKiOR6Pa3FxUYuLi2PJzlOjPJ2YvQDxxwdyF4TvwcEeeoR+tIrI2eLsUQnD3wDC+c8GJGV0OGeLZ0Em2JdA4PzSW0Dnfr9v9/lwPkKhkAG9n332mdn0cXSOGMT3RRETEAsTj5K4E5tgo9C3YDCodDptusw0RklDvXgAmciTJAR/gS3lXAEo83yRSMSqs9IAIOS7SFCIL31sRDyJLfymN6pfqKLhUWCvBHt7e/Zykgyd4BItAhYCPwJlDDZlMcq+BNGU0XwigPJjmDwSwUHFmFGqBZlgMzAKkoYcC5k4wmfEGqjHuIsNx2hh9FKplPb29oYQNIxbMpnU0dGRUZcIZP2ECwJeDqWf2QyC7pMN75B9HweOV5IdeN8YThCKUnPAvSMHtSJgzmQyJjuUdJzljdPJyYk5py+//NJQd/iC/hZ5jDFOxjsU3zuCcSWRxjhyoEn4+ExpQEsiWeY5QYV8ads3xPkyNGgkThvHvrq6qnfeeUdLS0tGAxon6CNYYMhBp3M+J71UKlmSib7wTKDcBM68D8kkBo0GPBw7yRjnDN3kTGM3otHoUI8DDdYkBuwnZ50EDkeOsSRgjMfjunv3rj788EPbC5x4p9P5xvzR0UXgxGjC+fl5S84KhYKCwaC9OwGqNEB+0RVfeeDsIJuDgwOzRYyJRg/YD/YQtAtH5ft30HOqcOgKzhd9984JFLzb7dpklJmZGd26dcuCVnT9oouzCvpGNS2VSllFrd1um22iB47qOEEdOspzeDoo7yUNLmrr9/s2VYbvxV+Q8PkJPvF4XLVazfRqtGLPd8BF506AVqtlgzb475mZGZssxLOOswjUaVbN5XJGS6FKB0KOvkiD3jRsnK8EeQpWv9+3/jRfieSMeRqa7yWbmJiwUZ6e9oec/X1Q9E3hIzynG31vNBp68eKFpPNG5Lm5OUNkx0GWWdg7qFKALLAbPNccGwL1DZtBMEXCBdWKhArZMckPeRPE+YqWT/78YA0ff9CDgx7idzx9DmDKxzDEC8lkUjdu3NC777574UtdWdgFKLvSIJAnFgEs8Uk6sVuhUFCnc96rwhkFRQfU5VzVajUlk0mbWlWpVMwnIAf81cTE+f0wuVzOmBlUNaEC4dNJar2c+DnPqqGqyzmC4jVOfAIgns/n1W63rSJN5dT3QvqEET/AmUPG+CtAKRIZnhsbRaUMXcb/MD0MPfM21NPOfGXSxy+8A2ACekH86ilXXGNw6VOnpMFNqbwMCsEh4QF9fwCBLYJhcgCH1fd2kMliqMmmCBb9NCSCZklDCQaoAZ/BsyJMfgdF9hlnPp9XNBrVtWvXlEgk9J/+03/SwsLC0LzlcRZGwysdHFtJxt0HWfayI6skcSNTph+D4IxDKcmcDMErToP35mCiQBg/r4i+hO7/jYxBwHA4TAOan59XNpvVf/2v/1ULCwvWqD9uosF3ctMrATAoiiQzKL1ezypEfqoFSYTvrwBFoBoTCARsBCFBGXxVGvB8kkrijBHz5U6cFXtBosF/48xBKr1M19bWdP/+fd24ccMcyji85YmJCUu+k8mk5ufnde3aNW1sbFjw4Lnc0mC0Ic6Xi6YymcxQdSAQCAzdRA8izP9ztnHSnFn45NwgDsrqHQPnlSTDN+RHo1HbCybyvP3221pcXBzi40I5GTdYZh0dHZnOHB4e6uDgQKlUyhoXodD4cYLQEHGCPvDwZxs6E+fRV+IAEjwFRtLQvRDoIsgVjsXT+/g8Ak+aI/ndaDSqWq1msr5165YWFxfNVoyzfDCG/gEw0ddCvws6wzMR3BC4cVZHOc2cGeSGHUB//XePJoQESN1u16pUnt7obYqfdMPnelmTJBUKBQNWGGc5zsI3NRoNHR0dWVBeKpUUjUbtXhYuz0TOvhKObKCi+EoSwRbBrCSryGEzfXUD9BO7hY9gn/gHXfc0Qn4WRgO2G1Dx+PjYku25uTmrnoxLO2s0GorFYioWi6rX63bpHOwJbK2v6rHfJGScH3QB2+vjBqif0mB6HDEPiQ69AJ7CxbmAOsTekTB7uqYkA7/8+fVxD9WMubk5vfHGG1pZWbGK8kUXlQJiLJgoMBFKpZLZKewTPi2VStnFsvyZB4+ICz1g5uOSRCJhATrPgYw5f8RK+CpkBqjnKyQAzFQEsM/otDSouCcSCb355ptaXl4ei3YGAFkoFKwPjZhslH5KZcWfC1859z0oyNnHZOioJHtX/DhgMvYNe4bM/N6h+55i64FMnhNfjg7yjJzhfD6vhYWFb1xFu1BFg+wcI3v79m27qCYSiRjC4zlhlFsJ7HhYTyHxhohSGMg8pUzoGwRFPAdUAR8s0STtaScE+r6xF6OQy+W0vLys09NTzc/P64//+I/V6/X085//XL/97W/1wx/+0IzxOItA0tNwVlZWtL+//xXEftRws3wDOIGGpKEpHd5YgHJS3iIYQu4g0d6QeiQGVFkaUM18ozmIJGMKm82mFhcX9eGHHyoSiegXv/iFfve73+l73/ueoRDjLIwvzpuyPA7h7Ox8yhCHGF4oz81BJLniWQhe0QV009M7PBVjlEva6/V0eHhoh5yAHvlQEfIcXRJG9psAAZRqYWFBH3zwgVZWVoaogeMEzLwjsksmk1pcXFQ6nba+DGREkNHpdGwEK0YGI8+z+gqJN2oYLgIRSsgYP/i4nD/P2fflX5wyfVyME+XzXrx4Yd/h95KkCLqQv9/joguU6+DgQJ9//rm2trasERenT8JLgo1TQSYEaMHgYCw3NBSQZGwSOk7w70vpOE9/K69vTkXmVBr5LPTbN/Cid5wdzvP8/Lx+8IMf6Cc/+YkFzOOeVxwa71OtVo2u4nWSYIHEMp1OD01UQp9w2h7wGOVD824k8N1u1wJ+AmSQUv850NzQO4Jd9iEajdrls41Gw4KlTue8B2lubs5oe1AJSE7HWQSX9XpdX3755VcqS+wlCKivYOAnQUN5RmwksvR9Vx69pifBy5Zn8aAdNGiCPp+40WtDAoh/98Gp193T01NlMhndu3fP7loZd2Ff9vb27GLaer1u+1GtVm3/faLuq12+zxGbhk3kz301LJVKDQXf2Ec47NLAjnrOPvKi8o2sSR75Gf+M/pyEQucN9TMzMyoWi1pdXdXc3NwQeHmR5YEN7AlgGwNzAEhI1hhtSsWyUCio1WrZ+HliOmmQaGGvoLhLgzvGPKOg2z0fZDE7O2sJL37K09WI/xjGgM3yFXRPW+K88EzT09O6deuWbt26NRbFFrBkf39fz549U7lcNqAEGr7fP86P9/2eWuqpcvQN+0QD+hTAO32TxLGeckXS55NVDx4TG0G/BejiXEoDGxGNRm3KJD1i3K5+6RUN/5AYl2j0/Ep3EFAQF4IyFIdgCiH65lFQBXjZZLX8HP9PRcQH+ygUiomywVODMoSzQoBw4eLxuObn55VMJnVwcGA3WjK2y49A5DCMszggHBIMTqFQsIlDHsHi0EnDI1iRiX83TzvzAQpZO7LjZzxNhgalTCYjSdb85bNlgjkvO1AGbgA/PDw0I8MNmfyuR9vGWR7h3dzclHR+AJgc4ZEUgmcMYavVsjGznv/rqWDIBAMEEkrARkDE/lMN8e+EMfDN1xxing/jjUzQUwLQVCql+/fv6+2339bMzMwQHXAc2h7fwbugN+l02i6ak2RcapIgZotjzJlWRoMvE6KYZgTSjyNAv0lGA4GAgQHoJ8bYL58cgoBls1kVCgXjWmNjOCf9ft9ktL6+bpcn+eR9nIXBDwTOJ4J9/PHH5gxwbCQYjPxk0p6nUeCcCeD6/b41dhP0QDcDXcfR4mBB/HkuAg70qN1u29hw9gyn6rni0iChQ2aRyPm9Qffu3dP169etJ+1VkGXOAg719PRU+/v7Q4EFzwYNwNt371ilwWVUPuDm7wBDALn88hU4wBTssK/IstBHKpPoMP8NSkqgxKSfGzduDI0v9VWliy5sJdTT3d1dG2mObQGo4Eyfnp6aDKhOIytfqSYwQRbIC1vmG78JhPAZo8mOrzhJg2QPm+ITP74DOhU6PjMzo9XVVc3Pz1uCBDAzzmL65PPnz61B1ffNARphl9jnSCSiubk5TU1NqVqt2h76ZAqfyruQiMKK4Oc4P1zcCrDok35kOEop9t8lyUBF9Imqnq/CRyIRuzSZKVHjLMA06LBQcLAfx8fH1sMA9R1AeWtry/p8ut2u9cFAFR9NQgn+q9Wq6RDAKu8HVR7wj3dHblQx6PMbnV6HnqG3VEGobLDvhUJB8/PzmpmZGYuyNzExYbEbdGAC/1AoZOeN+JeEB9YF4L0fWEFM4mNA2Aenp6dWtccvM2mO2NIDVx50gubmEx/ONyP4qRYDkmErATF4Ju4QWlxc/MYJ2oWk69FKsnEyxnK5rHK5bCgGBhPngRJwwHxwhkEEkSYQRMEQHvxeNo6Exo+w42CnUikr8/BMGBy/Gbu7u/ZznU5HR0dH+lf/6l8pl8vp+vXr+vGPf2wO/FUoBR5Jo6IAN/Tw8ND46hgbggqCDmQHGoz8CULhPXtUnu+ifO0pCIw2ZZIF07rg35Fo4LyoNKGQvd45z5zDJZ1TTf7tv/23yuVymp+f13vvvWeOY1zZebTDI4bsRyqVslnlvLNPNjGcZ2dnFlRz6Glk4nfQZV/+xRiwJ76fwiOKIOy+DEkw4N+FJESSVV9CofMLFbkRHt0mycOBX2SBcrL36BgygLbEu+Ew/dQLjBf8dNBIOP48n0ed+L3RMjAOFR4o599zn/kZ+nBwoCySC0q7oVBIH3/8sY6Pj7WxsaEPPvhAq6urdvYZL3vRxfOmUiktLCyY3WEahx+GgI3zwQzvjJzQL86o5zljj0AQOffIg8TD9ypAbeh0Olal5ecJECiT+0TDTxxLp9M2XILhFASbUOrGlR22em9vT5ubmwbioDu+9A8dDh+BTfM0WpITkgOezestwYy/R4jvYJ+QGQg+Z9g3WnqEnqoPASMVIyqWjUZDBwcHqtfrmpqaGpq2M85CTzKZjO7cuaNUKqX19XVtbm5aZQE/Bz0nFAqZfqK3fu+gKKIHHqSSBvbVo6YkFwQXyBJaCjYPOiOVHk+p8vRBEGeCsEKhYNQYAk++e9xgWTofDc9lfaFQyCifExMTmp+fN9uBrYajDzg2OztrvgW5+LPEeT0+Pja/CHoNPZCbwAE9Ob/sia9m8P8E4Jx9H6yin9jsiYnzMfz5fF7FYtFGbwOujbM8Ct9sNpXJZFQoFFStVlWpVHR4eKj9/X270RuAwDNY+LlKpWKxBn1j6AuBs29QJkCHioov4JnQQXw7tsxTsajaeRYBekhinkgklMvllMvlJJ37oaWlpaGRuBddHvCJxWL2LtIwGEKCAYDWbDa/0muLLhDgA476Sg+/7+lSgFa8MzE5gIKnLpMgE58TL/pYE7/lmUO+RzOZTCqbzWphYWFoOMXfty5EneLfJAYkHfv7+9rd3TV+MuUWgjJJ5gwJLM7OzuxGat/Y5xWSTJWXJ5NlIzGankcfDp/PdibwRCHIBsmgMRb0R0B7YQpONpvV3NycisWiOexxF+XjUdl1Ouc3hR8cHAxRf0CPeX4/tYvyWK1Ws4k4IFL+YIKeYOQ4iB7RAo318/6Zve8dLrIDzSJB8vdz9Ho9axiMxWKGtHD4x0HlpQGvnds2MfZk3xhmnpf3jkajNq4XB8uhI1Hl/QgM+Dtv1AKBgNEUvEMAieVzqX7h9KFL8XccZk8p8jQ4brYOhUKGmnOOxpGdR8jC4fPxndvb2zaKmkUFhjIrZwWDxfMzpeXw8NAQFO4y8dM1oBpAoSDACAaDQ/Qj0GL6pDz9w9P2kCENsoeHhyqVSvZuDx48sNt+m82m8vm8stnsVziyF1k49IWFBfV6PW1tbenFixe2r41Gw86ob0r01AHeEToF78KELeyYH8QAVY0JUNKgfA2tUjoHByhnc6Z9EohjIlAC2KFyhi3gcwqFgpaXl22ffUVhHL0jcPf9KZxdgCcCWh/MYZsJrLzj5HNAdEECsW0+8cJZ4w/oQQEh9nQ2ghxsMwEd+krQHAwOBpRI5z6lVCrZpWZLS0s21n3cJA0EMZVKaXV1VaFQSHt7e+ZnOWeAZDwzYArgC8EtQZengno/TvDimQWAcH5ACaALU7Dq9brZP5/o+eozlGkSIE8Z5YwEg0EtLS0pnU4bKDOun4U+iU7RQAsgAeWQXkh/ZrEx6Baotz8HnrKD/Nkv0OtkMql0Om16ye8C8FFFBMAjsffBHnKjKomeU13204o4b6lUaqj6Po7s/HnFH7bbbe3t7Wlvb89ACs+syOVyKhQKZud8kHpycjJE88EPFQoFo/CC7AMEe5DGVyOwZ6OsAE9Bxc8QV2ET0ItcLmdUep6Ziju++6KLxJ7v4ByUy2Xzhx44AhQgKQCkYy89kwK2BslzrzfoW5yYOB/CxOWT0sBPenYG+yINbAu/QzWd84bPIllNp9MWTwWDQZsGlkgkNDMzo7m5OavufZN14UQDo1epVJTNZnXt2jV9/vnnpmgYGzabIBOHyAEHFQLhBCnyF/V5lMZXT3xpFsVCIUGGKW16jrLfEM8llWSBJOj4D3/4Q/3sZz+zmyZfNdGQBlku/M7FxUU9fPjQvh8F8PQaz+NGdt74e6QQQ01ShpMkQfNlaY+WgtRns1m7dA86EsqEDHAuPI8k+/7T01PF43F95zvf0U9/+lMVi0VJgztPxlkE9cVi0Yzp7u6uOVIOoTS4HZYghjF3BK/QCyQNIe58D+ialx2G05caMVIkuxg0Ps/zLQn0PNUN6hkXJXY6Ha2urur69euSZOfBO/OLLs4QfQueS8w5Hb0PADn4oM87VRIvgrh6vW7Bhy+dQ1cgqaUSx8SbdDpt0+VoCKSqQ+KPbHd2dtRsNm2iEM/LvqbTab399tuan5/X6uqqcrmcotGoyuXy2I6XJJapX+l0Wu1222hb6DJGn4oZv4fxpRIxSucimMaZkuyCJOKAoSBhA/3njequD/qosECxQF5ULmu1mtnv1dVV3bt3zyaJkfyNm2hI57YFmW1sbJi8sP/ooO+B6vcHI07RL0n2/B7NJDnB5mPn0Q/OKr8Lau0r6fw9AJN/jl6vZ2AGU/+gtJIUBYNBG5H59ttvK5/P2z6Na+vYI3jv9FtwAZg/Y14mPtj3PoMAjuURch/8YY/QLWTJ8smbp3wCGgJwceZTqZT1HGJXmGaH/47FYjagIpfL2d6Nu+DcLy4uDlVkT09Ptbm5OQRCptNpC+KgwTH+GX3ySLMko6VwftFTAIVwOGyJAD6LJJgAzidwVMygnkDPIij1tprv9vb49PRU6+vrmpiY0N7eniXI4yx0NhwOD13ee+3aNQORieFAz7nolwQOnYDOAzUK9J3JcwBBvvKA3niwGD8AqEC8QRxIxR/dk4b7tTwtk+ETvV5P5XLZ/i6fz1s1yNMDv+kiwWBYUCqVUqVSMfAYIA6almfXICd0C9tIpQxwAEAcu8PZoRrhJ4CR2I3Gdvydp0OSgHNWSKJ9RQmAls+n4kzVBh3+JusbJxooPSWY09NTu/it1+sZinhwcGDZOkpJMOZ5mul02gKLbDZrKDllN38Ayfw97QQlpVGJkjP8cQ771NTUEIpTKpUM0ffNMgguFArp/fff109/+lPdvn3bnIYPIC66yMgxEgRLBB/M5afxCiMF2olx43IpePIgqp6KBfKBAUR20H0IUJAdFClkh2PFCbPfrVZriJblEUlpQKt7++239U/+yT/R/fv3h6pR4xxkFkFUNpvV9vb20OVxJIy+WuOdH4Y+Go3aTZY8vzRoVOv3+3Zvhp/oguw8skngjFORZN/vnYkvrfN7BNAElyDMiURChULBAkpPNRoHmUfX+Ax4tzhDPzoTNBTHSKKLvnv6okeePO85EDgf95vNZpXL5YbGQobDYZVKJRvTijPhsznXsVhsiAJHwoXxZSABlcz5+Xm98847+qM/+iPl83lLJtGHcQM+9hsbsrCwoP39fR0cHEiSSqXSkNEnMfcoHvLkvFEF8pU3dBRnVSwWjU6CY+dM87NUzAiaOR+eWgTa5RFD9hnKF5NDVlZWhm4BlgajP8dd/D60jmazqcPDQx0fH9t5o2+HQMLPjUdu2CH8DmeHOf48L44ax0+S7RNqPoe98P1CAAwEcN5PeRuHnqMb0WhU169f1/e//30Vi0U7Y6+idzwjwcjMzIymp6fVarWMGkwiD43PT93xwRZ9MewJ4B32kGo0/obAgsAO+fHZvq8IXfO0Wp/wULXwFCGqAp1OxyhUBHoEQeNSbMPhsJaXl9Vut20K0uHhoZ4/f24VQV/9YQ95b09J9nKNxWKampoykICKJO+FHHwVkSRBOvcv3BGEX8AnsgAG0DGSBqqDni+PD+Ey5HQ6rc8++8zsxjgLYIx3mJiYUC6XUyKR0PPnzy1Z8PeleVCUc4g/5GzQgA9tKZ1OK5vNDt0sDvhBoukrAMQdBOeAX/SAeFnDagD0oyqDzPFVgUBA5XLZehGpco4T20HBXFxcNJtdrVaHWB4wTjzFlQQIWi3vybAUWBS+Oopc8C98hgfRPcWWc865AxzF1/q4jH1Hzp6S5oFIbEEymdTu7q4WFha+MU30Qs3gBEwgHnC/uZU7Ho9rdnZW5XLZOHsIByUA9WN6A4cY7jIXRvHynkaAYlMFwTGRVU9PTxudB+frHQzNwRwcvgenHw6Hdfv2bf0v/8v/ojfffNMckQ9Gx1kYdm84Tk9PVS6Xh5KDmZkZVatVlctl7e3tDSF2nu9OIuaTLhSV95BkF6X55IISOmV0nEY+nx+aPMIBIdBDwY6Pj43WRfLFXt26dUs/+9nPdO/ePUuC/PSNcWXnaU68P4i/R3alQZaNjhHgE5wSVPjeACprOEIcLUEJ5UOSZxI2nCMlUeSE3sCNRhdBpwuFgsmaxq6FhQVls1lDsDDY4yYaHpHjfXg2dIP/RidOT0/tPgP2FT3zKLTfC3Q0FAopm80qk8lYkOsTHYKfiYmJr4z/9EgxSQWOwRthuP6cp3v37ul73/ue3njjDdPZcDhsU8nGafCTBn0GoDgsnBFBA0Glp9UR8Pvxlpwh71hwcugVVAJJ5gD4fE/hIAjGOYIkoue+L873cGHzqFhOTU1pZmZGN27csMkhIJY+ULroIiHiM65du2ZVn/39fbNljDXG3ngOu29G5s+QL+eDc0XvAjYRJI9FBdEjqMiLvfBgCr4Mh4yt8HTUYPC8mfnmzZv6oz/6I73xxht2FsalTfGevipCMEBiAYgBtRX/xXdD35AGN2VLwzd7owdQygj6PFWSZ8D28F7YYvbYT8tB331SiG/nPitf+VhZWbEBBKVSybjgr5LkTk5OanV1VRMTE9ra2hoKvL0vJIkEVSZRI4jDpvHnJCkeYfYBLfqDL+LviDmgW3qqDwEie06c4auJPpnxwA//DxUcOuy4iYavUvM87O/q6qpWVlbsXhLQ9bOzs6E7UzydmGCV8w01ySeeyIwqBjbN6xW+hmTGx53EfZxV4gLkynnlfSYmJqzKWq1WLWnCvr8KOECyDKWQe0LS6bRV5Nl/zpA0mDLHueD/fV8aPhM/4ymOkiwBoGIIXdBXMXwVFj3mv0mS2X90HrlEo1FLzAGbsdH4/W+yLkydIrN68eKFnj9/bhc+cUD8zY5MG0HZ4MWSpaK0vpQjaajpBQOBAUS52+320Ni1ZDKpRCKhbDareDxu38EhQpBsng+WEHQgELAL07jpEUXwZdSLLi+7SCSivb09vXjxYgjlkwZNmKABjFQkecIhIDuCKQJhLzsclCTj9uIUcKrQK6C7MDPeB97IiMDaG0f+v9c7b+RcWlrSvXv3bG45shu3EsTyGTtNdxsbG1be8waSxbQeno93oHmdxM/vDf/tkxeCDQJD5Isz8hQs9IsAIJFIDHGP4fLS7CedN9AvLS3pxo0b9l38PnIbJ9FAZjgkaHbIC8PNs0xOTppD5H05gwTE0jkySi8WzgTZ0HuCbnmeNwYReWCoOp2OjaQlEZMGPVjhcNgABV/NyOVyeuONN3Tjxg27MIlACT0fN7n1MqdqsbS0pEePHmlnZ2cogAetlAb3XOBwSSK8LvlLEqkgeXTYo+e8K46fBJt3RKd9pZSAGv3DiQFCgJRPTU3p+9//vt5++22j6HinNq7j9YgYle52u635+Xltbm5qf3/fgjGolr56jWP0+uvPAUGND2gAsfheaABU2QBCPJ0Ap81zEMz4KhFBvDTQx3a7bchgsVjUwsKCIZZ89qsu3r/X61nTvkcrScKxFdh/7LmvZnP+0DXOqg8y0CsCPd9j9HX+0qPfHkSArgk7AWprMBhUNpvV1NSUbt68qR/+8IdaWFgw+iUJyLjy43mSyaTxx3u9nq5du6ZsNqvDw0MDP9bX17W9va1IJKJMJjNELeXMeCDLVxXojSLGoToGjYjkzvfGkJgQbPtKse9Z8/aKxNIDDUxWxK5SKd7f3zedH2ext9gcaeAPM5mM5ubm1O2ej4ymGgo9rtfrDd0d4au5JPToCINFOFsExvyup2GBsBObefqnNKBj40M4z5wJZAuYzZmt1+uKRM6ndXFWxgVWsFEkG/i/RqNhoObc3Jyq1ar1+WGX8X8ebIKBA60PuhyxKMAk+kUCwT6Q9NEMznQ1zjB9LABj+G6SNHTNV5aIafgcQGpPB/4m68IX9knnWc7a2pp+97vf6eDgwLJKAhpK/hw2gl5oGzSUjTaCU4bhunkQZJTHc8IwxiCuqVTKvkMaoEMIDTR2f3/fpmMRqBMcJpNJ/fjHP9bi4qIpMIHyqyQa0mCKArL7+OOPjUceCoWGGtUxTMiFZACZMBIX5fCBM3dmkPj5KVEEJATJlFtB15mC5JVLGtz2S1LJM0Nf6nbP7xP4wQ9+oIWFBZMdjv1VZIchQHarq6t24/zx8bFNrMFR+UPjS+DoBA4bpwA6CjLlExN0mp/nd0BvQGqazaZdlkSyjfFizzAoHOx6vW5l+JmZGTPkPhDg/V8FXZbO6Slzc3Pa3t620Y/oBxVD38eDYeJsQW9hH5ClJJuegZH1jhRjKg2odciI/cEYovMEU8iZII4gD2QKDjt9N5wD7pvwQeI4cuMZofFMTU2pUCjo4cOHarVayuVyNlWFYImAbzSQJRDjnGPsccw+WUWHSWawc+gy+g3qxOeGQiEbgkGCyPf6IJiA/P79+/rZz36m5eVlVSoVnZycmA6P8tMvskgG+O5UKqVQKKRaraZcLmfjKH2F21O22GPsPkkTtoSki3M2CoZ4IISzxvmlEdhXh0BZQQHRZ8AEH2gjRx/Y8Jwe9R83SfOVDE85ZooR+oG/pVLmkwJfxUAXPVKPP+YZCXS9f/Uy8v0rnDF0hL3g7h2eHWoL9DiS5ampKd25c0d//ud/rvfff1/9/vnUR87aq9BrPXXJX8RIT8DOzo4ikYgODg6swZ5nJmHgnQmyGJaCDDg7VBSw7fhsv3/sIQEjFSP8sbfp6JB/F4JM35MGmuz7Z0qlkh4+fKjj4+OhCX0XWb73CT0j+aeXZmtrS2dnZzo6OpI0uLckGDy/pJKKB8ABcRj+0dPLer2eDWrxFaTR4UG8N2eRvkjflO+f34NVnAWouj7em52d1crKiubm5kzXx/GxnionySpK6XRa4XDY7qx6/vy5ASy8L9UYZO5jBWkwZp8zRyzCewMGoFNeX7yO8bkAgCTy+BP+HCDQ993CSPEMjWAwqEqlos3NTRuK8k3WWM3g4XBYt27dUiAQUKlUshs+cU7cp0EAymFnXCFKxf/zc91u1y6kQSCMkwMNwJmjSB7ZokRFYAeKy8ZVq1UdHh5acEq1AKP0wx/+UP/D//A/2KhC3vlVEXmPtofDYa2trZns6BmhZMykk37/fOZ+oVCw4AHHTPLh0VsSJU8LIOEjgcGYkWx4o4jsPBWDQ0t/CFxKaXCbObJ7//339Sd/8ifK5/NGB5M0FDCPKzsMOBMTYrGY1tbW9Jvf/Gaoz8ajSxgppgLhSKXBfhLkMOYWlJ8KDcvzmTm0VNv8qFKcP06FhM9TbkCk0c12u61yuayjoyP7fL+HPrgfd4XDYbsV/PDw0DiroJdQbZiGBFrGP56zia7yjIADGCxJxn+VBvxfKo+cYwJg+rn8GeN9MXZUCpA5yfT+/r4ePXpkN+RiEMdNzPz3e9QNBGh1dVV/93d/Z0m9R4FAcElGofH484VD9aVpziLy9ZQ+ElPPW+a5PKLsK788E3vF+YWS2Wq1dP36df3Jn/yJbt68aTZkdL/GXTy7Rwm5fGtpacluz0Vm9OV44IJghwSCQNUnEugaewU9UhrchuurEiRaoNqcUdBY75AJmEAnfULU7XYtcZ+bm7N9gl71KstXbglO+T6/J77XiwoPf+7RX+8vsI0+MCJp9bIlsPHJn7fh+FYopJx739tB0OObdyVpbW1Nf/EXf6Hvf//7dv8S7zf6jq+ySOix5TMzM8pmszautVgsmg32lMZRu0GQTFAG+AIVD0AIcNUPZgHcZIIgMvG0FuSN3vL9oP9+nD8JnQf2AGG2traGfO5FF99LEEtCjQ3j0krkRBXQV9hqtdoQ1ZMgNp1Om83DtnkwCQoQNDZ6tQA+ACqxAR4AZW+gU5GAcNZJUKDjhkLnE7pu376t27dvW3/ky/b+ogs/je9k1PHh4aFisZhmZmZ0dHSkWq1m9F9vx3wlAkAJIBCgHhCEeE6SxXfYCw+mNhoNS07RVfbWx1XYNfaOZwN8Zk+8XtMj9E3XWCRmEMw33nhD4XBY//7f/3sdHh5akOyztGQyqZmZGZveVKlUhqa0eGSFYAQ6B5kW1Q9p0LDNc9RqNU1OTqpWq5lhAKHgkLOJvpGLgwtneWJiQjdu3DDngvJ5zuq4y/8+wdnNmzcVDAb1//6//6/29vaGKkAEz7FYTIVCwRqYq9XqEPKLooBwgfBS3sUAYIR8ciad3z/ip2OgmKOya7fbQ7PDI5GIzd/HyV6/ft2aVTkkXnavUtbld3F6nU5Ht2/f1qNHj2yUHIELFDOMNQEsz+57dvwEMwIJ+gdAmUCuCN4wlqBVvnqHw/XIHN8BairJJntgHDY2NvTs2TMlk0lrngXZGFf3RuU9NTWlN954w5Ia3r/X6w3NQsd4QEWk6uONMYaLfZ2YmDDqgDQou/vgmD/3jfGg3Rgzvofv8M9IgIPB7ff7evr0qbrdru7evWtBpK/KvYrz8MkOyTTjKwFDAE0kDQVUoGfoImcL8KPVag2NkPSVW2mAlIHoo9s4CYI6Tx/wvTMElb6H6+DgQGdn57Pq6cvgO7Ad2BGfXI4rN4/qBgIBzc3N6Z133lG9Xtff/u3f2ns0m01Llnh+QA5sua+cctYlWZLE8sgsztbTU/hsnDmJP7+DI6VCgJ7y937PQfrQSc74q4BSXucARgjsoLZ6209DPDaYSqkkky1+GPtHgurtClQg32BOIE5wyTnwvsDbSirDBJL4XPQ7Ho/r/fff1x/90R9pcXFxaBgAPseDlRddJEus0YSZRGZubk79/vnUTBrGfeWQd8Q+g9x7PYXiwntTKeOMeuobtpXAHD30QJ8Hnzj72AmSDM4kASN7GIvFdP/+feXz+VeKUXw1Bh8rDSrLADzolH9+qD+cK8988cl/u922y+2CwaBRrH2fEAmbr34Q22ELSeY4b8iYqp507u/oeeR30um07ty5o+XlZQMjOUfjrlGdY//4TO6E6na72tnZMeYCNt8n54x/96A0tpyKEDJHj3xc4W0Ddsv3T7E/JGTYUsAp5I3++h459IC4eW1tze5U+SbrwjeDe+FGo1HdvXtXyWRS/8//8//o888/1+7urnq9nlKplBkwHB4vBI0EZ+TH8GG8oVn5IJCf80i854BjBFBckgrf0wGiQAMmFQM2FPqKL+ONlsguuvxm4EDC4bDeeOMNTU1N6T/+x/+oTz/9VIeHh0bTIBnyHDo23NNRPJqO8oK4ksFC6xgNWnFCBwcHhsKSpPlKiKfVYNxGR3GGw2EdHR1ZMOmN0KvIbtR4gvLHYjEtLi5aaZvMHIdHooPB9FQYAiyMnb9hnOfE6GGAMWbQSwjASW4J0vyejR5oAh6eD6Ozu7urR48e2Rg+f9vmuM7Dy5z9WVlZ0enpqX79619bb5DnrCNHH0TxOZ5mwmfys+gh/83I29ESLwgdusp0OJAtKBcE0jy3D6iRMdUiGo3r9bolAOz5q9Id0V905ujoSPv7+0MIm+cX4xhAOwlaSLiPj49VqVTMtuAoWq3WEF+Y3gWPauLAO52OldAJROmt4VlJyqampgzZAtmenZ1VKpXSwcHB0Jhlb1dBt8ZdPmBGryKRiKanp/X222+r2Wzqyy+/HLpE1FeQpcEUNwI4klffq8fne2qVn44COAOVhj1FngQGOGVpUFXiXHjqEaOzacYGiPE2hvceZ3maViAQsIr/3t6e6Z0HPAjQAZiw55xnkEtAtkAgYM/O8xKw4Sv4XZ6BhMtXIUkS8KMEQug8AQoyj8Viunv3rm7dujXEWEin01+pHo8LDnhqpre5PAc6EwwGtbOzYwEV1GkCeM4YyQHJFhVVfKSnjHgUXZL1AXB+PXCJzeJnsa0+QcWGAeL49+IZmfr5gx/8QH/xF39hF9GNs3ySwfdLgz6IZDKpu3fv6saNG9rY2NAnn3xid6BFo1EVi0WL9zwyzhnEPnuWCnKEYkXyyvn1gBHDQBiZC4jDWYadgmw4G/3+4ILGaDSq6elpvfHGGyoUCmY3fDx10UUMyj/oPrEX1UbAa18F44wQN3hghpg2HD4f2kGSjPyQLfEK/+asElszttn/nq90Yvf8O5DM+dG7JJKSlM/n9eGHH+oHP/iBUSa/ybpQouFLrhwuRvy9++67evbs2dDL0tjDQSMg8eUlJrT4EhIBHM1aHv31F8cQIBLQeWTEUwukweivUT4zU6hoKD86OjK0FSSbf8ZdXnaewjMxMaGVlRW99957evHihdGj2NhQKGQBP7JDSUeRYGnQICRpiCNIWdGjxj6w9vQWAnIvO4J7/ozLb5hcBH+yWq3a1IXLkh2L5/RlRSorJJC+j4LEzDdbSQMjCgoQCoUs4EGvCFpY5XJZExPnl+Rg6DBSHh3lgEuDEakYQz5bGlC32LeJiQmVSiU9ffpUxWLRPucyKEC+4kAQWqlU9NFHH1kg58vWkox+Rg+Kp+IRhGC0GM5AMsE55uzjONA3r7uec4x98NQPEsqJiQl7tmAwqIWFBb377ruan5+3c1ooFMzZXJbO8X0gPIeHhzo4OLB99Oja9PS0GX1sELQ6UGcaxz0Hm8+Cytbtdq1ZEBtLIoJ9491IXtExZAaqxY3uHhmFU/3w4UN1Oh2tra3ZWGWC1XFBgdFFQEQ1KJFIaHp6Wvfv31e329Xz58+HKCceVcfRgtoTTPvEl3NEUOmbwAl2sF2ekkUA6MEX7AL6CWDif186p4wuLS2pWCzqxo0bKhQKJnfk+yoLO8cenJ2dqVQq2RABH9BGIhEbK++rH51Ox1BgZINM0EfeE73DpmEjJBk9l4AP+fF7BFQEI+wTP89nsI+dTsdGQwNssQAwXkVu0iC5GQXoSNAODw+1u7sraRDkQRHxPtL3VRDveIozn+npOthGzhxnmOQCOeBjiWHq9bpRYnxVx1MmfcyFfi4tLemP//iPtbKy8kq0Mw8MIDueVTqvDqytranb7SqXy6lYLGpvb09/9Vd/pe3tbQv0kTF6RwyI7pF8SfqKvYIN43sZ+bl6va5SqWTTtYhLeD4SN2wxgTnJC1UnJjsCsOHXxl3eTvpzMwp+EDMUCgWLhz31k4qZB8gAqXxyyfOim8hwdLInSUc2m7W+FgArqijYCuws+3B2dmZ7MFq9ymQyevvtt/WjH/1Ii4uLF9K5C1GnRpMNBBOPx/XBBx/o2bNn2tnZseAYKhTKhQP2F9tg/KD6+AyTl4S7DtpH0kBQzngxkCt/sRfOHCGCoHjuaSKRsMk10C+8El2G4x1F9SmXJRIJvfPOO8afh7fqG5SRHf+AzHjH4ad2SQOjMTU1ZWgWn+VLm76ZV9LQuDmcF/+PsfClRpBTvgul9xWrywj6CAb4bt/kzzv5civvCH2Fd0dGyAPnGQ6HjZqGs6SSg3H3jVIYNWkwHtYHQj7JwkFgSAkWg8Ggpqentby8rGg0aog+7+I/Z5zl5c8+F4tF/fjHP1ar1dLjx4/t/bjHg0kf3HSLsaMPwFd86J2CanF0dGR9Cr5Ei0NmMV2ExNHTgXwFbJT7HgqFdP/+ff3oRz/S3bt3JZ3ray6XM+eB/XjVM+v1iuenIbxSqRhKRrXVI6MkXVQTqfaQnDFFC52QBvf0oL/sHXdz4HhG95UzwFklgZZkiZdHu05OTvTs2TNLeHDK/NtXi19leb311B0AkHw+bz0jACQ4PnrQeF/sdTA4uP+Ic0yAARWG70aXRuk8JBrsCxVc5EXAhK8ikWZvCoWC5ufnrTKEfvoE7VWTDWlwdw13hoAeYn87nfNpbVQSOEuALtg/nyj5hIsz4u0fVVppgGTyPj4QBsCRBuPESbAJOn2PDLSara0thUIh3bhxQ3Nzc3ZWCMguQ+98ZQ5fyZ4fHByoVCppZmbGnonmZqo1JO8AdJwbkHdPgYQO5P2kB068zvMssCf8iFb2yftnv0e+ihEInFOqV1ZWbKw3gfSrygw5cCY8So9dDofD1q+4vb2tWq029A6cW97FJ1lnZ2dGGT09PbX94LzTRE5s5ONAbIO//d2DEfgL9Ak7C0hTLBZVKBTsu/kdH8++ivz8f2N3oFeHw+c9klSq6BUigWq328pms5JkkwM9M8RTxrBdvqoBOMNZJ66D+oyNYnQ9eyUNbg/3PSJ8J+chk8kol8vp9u3bunfvnlXALyKzC/dojAbMvHwikdD/9r/9b4pEIvqP//E/6uTkxHoLCIg9t9UjKGS9vCx8PQTg6TKZTMaUzicOKPOo0WUDPOcWahY3R7/77ruam5tTKpXSzMyMGdbR970M5+s/k+eMRqP66U9/qkgkov/wH/6DqtWqUqmU/SyBDLQcaUAFIvCGDhAOh4coQMifpiIcpqf18Bk4MPjR8H0J3qCFJBIJu131O9/5jpaWljQ9PW234/pGN1+We1W5STLnhMM6PDw0gzJazsbY4wzJ7kdLrXw+Ro5nJYHzyBVIAsEdusrPoOMEQsjcV4lwVOl0Wh988IFu3rxp1BcqbF7/xpWZlz8yIGD+4IMPdHZ2pk8++cRQI/SE7/cl6EhkMCIVx+MpJlQs+A7Opg84/XhgnDLBnG/+9TQaHHUul9Pdu3f1P//P/7PeffddhcNh7ezs2GcSlHo0+DKqkB6dlKRisWi2Cc4yQbIfT00jJY6X92NfaVJEbgRm6Jw0AHO8LhAAkNCTsDEO2w984OdIbrEZTN1Jp9OanZ3V9PS07adPxMeVGwt0ERtOwOenEbH/2H7GoftqjUcHvT1Hv5AReklS58EA9NIH19LgYkv8A86dz2Y/ea4f//jHeuutt7SysqJsNjsEunidfZXlgyUAM+wMFQIu7wOthBlAf540GMnL2Sf58Df70lPg0U0PynjqGIkxz4PdIGn1Tfv+92igXl9ft+EPMAjYs8v0EcgPGfjnnpmZ0dzcnNFUvU7u7u6qVCpZD8Eou2AU7JJk5xubgN3wCYhHkdFBng1bSyzgARkCffS5Xq9rYWFB3/ve97SwsGBULg/GvIrsfOAuyfbV03aw371eT4uLi9rc3DQQDl+Hv/NTQL1uAYhA6cSW+lHRPnmanJxUOp0eYkoAHPt+NS/fXq+nXC6nfD6vxcVFXb9+XQsLC5IGQKuvBIyjex5UZP/wd9iPiYnzi4Y9bQ7AZH9/X3t7ezo6OtLR0ZF2d3f18OFDG9DiKVg+zpMGYKcH0z0ww56QjPCe/Cwy8hXL0cSYkdCZTEb379/X2tqaxVj4km+6xmoG5yB71K/T6Sibzer/+D/+D929e1d/+Zd/qZ2dHato7O7uWqBC9ppOp4dKkZRr4JGSkZFk+Bs2aVbGqPtggw1GwCQXBEJMxXn27Jn++T//5/rwww8t2WHzRpHky6ITeBSS74O+8hd/8RdaW1vTf/kv/0VbW1uamJhQu93W/v6+KpWKOWWqCN6JghoSeMDNSyaTRi+iwez09NRoFdJw4zMGAdSAvhcMJ7J7/Pix/uk//af6/ve/r1wuZxk8AdNlVYRGPwujFw6HNT8/r5s3b5qjgFvIYfIIOU5QGiROBC7SoHrGzdQejfNolc/6CQSQoR8Fh+x4f3pBoB0kk0n9yZ/8if7xP/7HisViOjg40MHBgVUeLnNh2DmztVpN5XLZEndGFnsnNzk5aefVU0loGKfs7xEVjziRzLbb7aFL5FKp1BACz7v6hkickSST+7vvvqv/6X/6n3Tr1q0hBBqE0BvQV6kC+cVncEZ9SZvqZzKZ1MnJifGyPTpLgODL0jgcz/MG5QLJQ8c8lQF98px8/3xcUsjPYycIDNgD6IY0F3v03wcclyU/KgM4NrjdBHFTU1Pq9/tWJRqlv/rAjISM6hV7AQrL73IuQVZx3DheAhwfGIHiUo2Szs9tIpEwasvdu3f153/+57p27ZqBAj7YQK8vA5AiGD85ORnqOfTUTnxCNps12RJgjPaHSed6AZDhE1/8Ap+NnjPZCF1jiMVoJdLzvX2fUjweVzab1ezsrJ1/Aho/EMHbu8vws6OBI8H+7OysZmZmzD5j77EfjL6v1+t69uyZPvroI5XLZasoca4A8zz12CewvqKCbmIrqAyP+h78FzaYPcOfRSIRLSws6MMPP9SPfvQjzczM2N7jZ171zPL7nBNpEDuxr9gy7hY6ODjQw4cPbeoeYAE+mqsKQMebzfPb1avVqtmAdvt8nC7+kf6dTCZjtFlAQElW6aPPEHvInuCrlpeXdf36dc3NzRkogN3wFLXLkJkH86TB0CJ/rxkJEXY3lUopn8+rUqlYL9nZ2Zm2t7dN13he7BJ+gcoktmrUxgPy+Eq/NABWOIe+2kmcDbASj8e1tLSkd999V++//75RlUmcLrLGuzpX+opTwvhMTk7qO9/5jmZmZvQv/+W/1ObmpmVF0FPoGeh0OkZVkmQbA2pK8EEz0NHRkV3TjiP3PHk/Cxjj4kuAON90Oq1arabd3V3duXPHxsZx8EEmUKDLSjK87Pw/yC4SiejNN99UJpPRv/7X/1rr6+uWzdP06i//Ad1iEbiArvPvRqOho6Mjo6j5IHi0SZ4gD0PhA3WM5OHhoba2tnTr1i3lcjlDoTnAKOFllcL98kkg1TAoLMfHx2q1WjZGlYPopy746hef7wNIeImeasFh5t38e2FYcPDQEPgzaYCcEABks1n903/6T/Wnf/qnlgTimGk2v6yFHoP6EjSDpvgEn2bQdrs95Fyazab13+BU0Qsf9PrEl8EKoGIENVQ/0CmMJ4ka/HEv17fffls/+9nPND8/P5Tc+ZK87124jDVKJyDx5PuoIDC+0Qf79FIBwBCEeMfm6Z8+MEYXXxYo8f3+XUG+/V0tHikF3eIm8GKxqGKxaJVJ9sTTES5Djr6S6SsxgCSHh4dGP+FCOpB4knsCVgIYKg+SLFjGDkgaQo6lwfnDdqGPIIT4Dg+OMN8f2REUX7t2TX/8x39sPVSek44NuYzAhcXZSqVSyuVympubUzgctlGp9BmWy2UDKEarl/RQ8WdU5vAf7BPBC7LkXIFuewSfhAF5eX8N8k/PFFMdaWjN5XI2gAVZjer6ZS0+H/1Dz0HJPbWz1zsf7oCMNzY2LMgF8Eyn0yZL9EUaACHIAP/i5UkvKoi8p1niZ3xy5veG8c+rq6u6fv26fvSjH2lpaWnoYjvkeBlrNFlGRgT6PhHN5XJaXFzU559/btMfqSwCBtP0jf5xfxTnGdtP/044HLY7koh7fJUI+eM7RseJE6AvLCzo2rVrmp+ft0ucobD6+O6yltdjbAGx1Kju+Etbqfh6UI/3AHDHzhFf87kkWT6e83e8QHPD50PHx/8y3AL/ks1mbbhDsVjU8vKy1tbW9OGHH+ratWsGXnvGyjddYycaCNcHywgFtPn69et2IU8mkxm6eRplZXmkiUOLcSCQ5Zp1lIkg0zsPn50RFPL3oBL7+/uq1WqKx+M6ODiwkhe/Iw031rzOhbPyARTlPm4vnZqaUiaTGVIMDCSyI8tHdr4kTaDom99wDFQ6cE58pg+OG42GGeitrS3V63Vls1njAiNzbxQuU3ajCo0h7HYHk1/i8bhqtZpdPuYPO88IMukbtwhGMGI+wPR0DJ+wjqIYvLu/WIjvQLZwra9fv64/+7M/049//GMVCgWr4MFP9UjBZRtD9jgYDGpubk7lclknJycW4IfDYbsDhyADneCM8I44VYJULmrySB0obCAQsIkhXr409oVCgyZXgm8+P5fL6d69ezaWEiOLnHifi5Zy/77l9xj0ulgs6ubNmwqFQlpfXx+a1uPpJL4qgSP1FS8CN94BbrOvZiFHH9gAHNCzhm5Wq1XTYwAGZBuLxTQ9Pa1UKmWDO958800Db6AkIL/LlqH/PCoY9Be0Wi2VSiXt7u6aE+Td6VcC9AAh5swBNvkqEgATeoZe+F4NPt8nZCClvnE4HA7bVJ0333xTP/zhD3X//n3bH3951uvyEVAGPU1vd3dX+/v7Qwl5rVYbGtRA9QGdo1pJkOAnmBG4oMte5zytlAoHPHt8sud2x2IxZbNZTU9Pq1Ao2KjuWq2mubk5ra2tDSW0r9LA/PvWaJJOgkqlDKSXeAL9AGVuNBpDOhkMDi6lozLM50mDcxwOn/eJ0u9I7OHBN993MdrEjM8g4Z6YmFAmk9Ebb7yh//1//9+1srJienvZwAqLpIy4xFO6fG8rUwO5ib1YLGptbU37+/s6PDzUs2fP1Gg0VKlULE7DxkPnJDYB4AuFQjZy34+M9nQeLgkkKfN0Qej6/FmxWNS1a9eUTqdNn3nHy5YZ544gnH3yMYUfjIJ9AmiBYcDlySRenEl0qlgsWjw3Oq0V++jjWUmWZEEvJ7klZsY2wEaYnp7WjRs39Kd/+qd2MS3VknHl90qJBl/qUVOCXkpXv/jFLyxgAOlgigYoOCVDkHXfTEQQ4kvBvnGIAI8mGqolOByQWhwDgSgO4r/9t/+m995776XNVN9GksG/PQIfiUQ0Pz9vSQH3VeRyObtwkEuvJA1NyeC9UXRfBgWJGy2z0RzFCDZpcFkRTc7tdttQXNDoX//613rzzTct+PQKeJmy88Gpl108Hlcul7MAOJ/PW4mWzJ2DTc8JBs3foozxo0RNkyhOiMCWwAadRPbSYOpEOp02JCIYDFovS7fb1fT0tN5//3298847lmTgBH3Q+boWAYR0Pt97aWlJoVBI29vbVtXwiCc9OpT9CV75HOSM0/OIFwYWB05vlSSTDwkil2vx81TmCJa4bG5paUn5fN6ejXL0ZQfIfvG5oVDIkh4GR1CtjUajSiaTqtVqhv5BkSNIhOLAmfQoFkkvspMGlTuCaB+YeZAF2hUT+HA+fjAB6Njbb79tFdN2u61cLmf0VJ9YvYosvy4ZpxKLE5ydnTVaHdQz7BIBfqPR0MnJiTlAj7yTUNFfAC2D7/Y9QKPouddfKLyeCizJPiubzer+/ftaXV3V1NSUVd0lvdYkg+cl2Uin02ZrGCICqPH06VObxuipS9BcsTPYMQJcgmUPxvBeo71OnrsPUAjlyo+4RZ/xtXD5r127plwuZ6g31bTXuXyQ5+lNvDsBmN/DSCSiubk5HRwc6NatW7p9+7Z6vZ62tra0t7dnPpYYZGJiQicnJ9Z3RGIINcgndewbgCjfl06nlUqlDCjDdySTSb3zzjv6yU9+ojt37gzR4F6XvZMGiRN+ybM9+HPAifn5eb3//vvW25fP5/Xs2TPV63Vtbm5KklUSoC9du3bN4g0SE9+zAbhAEkv8hp1sNps2vWxyclJra2uKx+Mql8tD/q1QKAz1jXqgCv24LDn6WM4DX9gl3gnZepYEvoX75eLxuCqVinZ3dw30i8ViBnb1+31tb29ra2tLvV7PAMpGo2ExtAdHsZkkjeFwWIVCwXwU92olk0lls1l9+OGHeu+997SysmKJpWfOjLNemTqFI+G/ycB4AZzM/v6+Ta3xt0oynrbZbOr4+NjGcPl+C4wDmTDBDofec3pBEfksSpSTk5M2Qg2kj0sBR/n8r3t52fmmHmR5dnZmQcvZ2Zk15YDkUaHBwfo/92VxgkeMP6Uvr/ygOb6iQdBCBYTGIA42e0Cyw+F63fLyC+Phm/pyuZwZK8a1HhwcWLDlOe84RoI3qh/SMOXCByV+JK43LPD1qdjxbOgdBnhxcVF3795VPB63aSfQRLxTfJ3BC2clFDofj8ilO+vr6+p0Osrn83bRkp9mQRUDWXMmPQpK9YIGP2TqAQj+Dh1C9pSXkTMcdOQNuucrj68bCJCGp9gQ2FHZgFaxsbFh9genCr1ldLoT54wAhHcg2OcM0kSLTfD8bRIM6BPQNQAOeG7pPJB56623dOvWLb377rt2dwFILbruUblXWaO/7xNOZMRZxU5NTU0Z5xpgxOsVSCifxf97jjxAlPdHXq7oC714/r4kSWZP0fdgMKh8Pq9UKqW5uTmjIFAN9tXf17W8jQGxXF5elnQOBKF30IoJzJrNpvG+Ocv4Qf/O6KKfcIRO+2CM/YPiVqlUVC6XrYrhUVyGcxSLRd2+fVvpdFrf+973dO3aNfMl7OXrXJ7VQDXLV77Qd3/G+J1isWgUyYmJCZsEyURCAK5r164pFovpr//6r9Vut7W6uqrV1VX1+31tbW3p6OhIGxsb2t/ftylTBMyJREILCwt2a3kqlVK1WtXTp0/1u9/9zsDZ5eVlFYtF2y/04duKU3zA7JudAVC4/JN4BeCS/omdnR3rp8Wfwnzg7g+AF/4tyarsLHQnmUwacyMWi2lhYUF3795VsVi0/oZWq2X+BADa9875c3XZ8pIGuoff4pxR3SYBIPGVBgknVQcAOElKp9OmIwww+vnPf65isaj5+XkVi0WLsUulkvb29qzi6wED+moA1aPRqHZ3d7W3t6dyuay1tTUtLS3pzp07mp+ft2qxr9SMu14pTfEUGa/8cPROT081PT091IDsG8kw2H5+NYG/NDCEBHu+ARKl7Ha7ltHRrFapVIzCRaYdi8W0urqq5eVl41bX63VrBH/d6MrL5OZlRxASj8cNSZ6dnbUstVKpWDDHu3lqFMkaC7mOfgeBMZk9aCGz++nlCAQChuCFw2EtLCxoeXlZ7XZbqVRKrVZL77///lfoPt+m7EDK79y5o2azadWNjY0NC2q5zZlGXBqxcHb0rIzOjCapQr71el2VSsX4oRgBAjaSQ8rKuVxOhUJBMzMzhvrdvn1bS0tLQ/1J/gz597rsNVrOhSbQ6/V0584dRSIRPXv2TAcHB8b1D4XOJ4Ds7e3ZRXM0EmMwCVp8/4WfWnJ8fGyVEk/dA6FJp9NDwTcBAQZ4bW1Nb731llWoSH4w1K9DXv7zRj8bO0PC2Gq1lMlktLW1ZTQBEn6C5mbz/AZidM73FhDokZThsEFNGc9MkH58fKxer2f7wDPRNIoT6XQ6KhQK+kf/6B/pxz/+sWZnZ+32YE8tet0BC2g4iyS31+tpfn7eaHzQgqCs0BwKbROggEAa1Bd98JVGghV/prCZIPzYWElG0WIfksmkMpmMEomEpqam7DZ6z09+3UnG6PNL5/sMEglNpFwua3JyUnt7e3ry5MkQ+hwIBAwhJ7HnHfEZo32J6AVDRUYn4NFjg6/l/gnQe+R3584dvfPOO8pkMlpbW7M+uZe91+taxCT+vagaIiea7qkWUJXNZDJqtVo2OCMYDOrGjRuamprS/Py88vm8VdAB4b773e9a8NxoNPT48WP95je/MfoYE/9IVH76059qeXnZ4qWDgwO12+e3ZycSCb355pu6deuWlpaWrLLwbSUZLB87YNMAVGCUQDGDjYHfIJHj7plIJKLDw0OTpx9OQRID1Yx7d7rdrjKZjKQBKA1Ilslk9N3vflfvvvuuAaQkydC9SBaxqd+m3DwTgn8TY0SjUaMzwUKhuoqtKhQKymazmpmZsX6Vfv+8j+zOnTvq9/t66623bGBFpVLRixcv9Omnn9ro+mAwaEMlcrmcfvaznymVSlkVaWtrS9FoVMvLy1pZWdGtW7e0srKiTCZj5+QyelrGTjReZix8IEMAGIvF9OjRI+OV4ihBWXBCvAjOb7RZD8eCw6W6EQyeX4QFat3tnk8QmZubUy6X040bN7SwsKCFhQVdv35dlUpFX3755RBfmeYt/xzf9sKJ9ft9ZbNZ3bp1S/F4XI8ePdLe3p45Rww6tAzPrcYhIBdpMM0HZQGZpgwJCu0RP3jdKysrKhQKmp6e1urqqo6Pj/XkyRNFo1HduHFDb7311tA0p9e9XvY9iURCb731ljlfLubZ2dnR7u6uVV0o40P3GUU3JFkwgWGg0kQC6DnJnsoC0lAsFm2UHshBv9+3IDOdTttnJxIJ2ycfNPt3fZ0BNLpDEJXJZLS0tKTd3V1zBj5IITCDEgHiGwwGLYhBr+r1unFmKeWC8IMOQ+uQpJOTE0kD6hDPs7q6KmnQrwB3+dvSt9HF98KrvXXrlo0H9RXFFy9e6K//+q/17NkzQ9+R49TUlAEm7Xbb7hwChT46OjIHCSUwkUiYAwV9RdZwn3u9nrLZrI3bDAQCeuutt/Tnf/7nWlxctBL4aIL2OhG+0c9E9+mLIJDFKWcyGUPUmUxFQk+yyruT4POuBMboGugvNBWPllI16/f7Q3RHni+dTlsD8/z8vCTZvqGz30bQ4qubngJBXw1/f//+fT1//lyffPKJ/vZv/1Z7e3sGBtCXRgDoqYa8A+cV2fogEvSZoIlAmcDHV9GhI33nO9/RT37yE83MzFhfpNezb+P8juod8sPugXADNPl+C6rdTHZstVpKpVKWYPFvGrV/8pOfGGgHaHV0dKRqtWqAHSDJzZs3df/+fUPiqa4BbEHXommeZt9/yPiEBFMaTOCDNkiSlslkdHJyYqDw9evXzSbdvHnTegNOT08NUKCqmMlkNDc3p8XFRfPT+BQS14WFBcViMe3v7xtwl81m9cYbb2hpaUmlUsmeibNBjxLyG/X5r8PHIi9kJQ0ufSXZpsqB7YIaBTAKuAKlir4NdLHb7er+/fuSZPfrAJqSPIdCIdVqNc3MzOjNN99UIpHQ4uKibt68qaOjI3vGTCaje/fu6ebNm1pbW1MqlRrq4eD5X3W9co/GVz7QoVerq6t23fvBwYFyuZyq1erQzH0cDYkEaHGhUBiiAlDRgBPNy9frdeu58P0bs7Oz+t73vqf33nvPphhI58jWjRs3LBnyfPt/qCSD7/bTKsjYaZjM5XJDgRboBggVvFsa8kCbCa5p2KUcJsnoCpJs7GEmk9Hs7Ky+853v6M0337SKELK5c+eOJA2Ni3vdcuGdv+7vE4mE7t+/bw2mnU5HxWLR9CIQOG/EevTokdbX1y1hYwqNJOuFwXnjeE9OTqxhCkdC+TeVSml1dVV37tzRtWvXdOPGDa2srNjkKH5/cnJS9XrdghdP9wNh/rr3fl2LYMNP6CoUCrp27Zp6vfMJSkz7oTpUrVb1+eef69GjR9aolslkdHZ2Zk1jXLrpG0m5oA60HxQ0m80OXQ4FQHD37l1zKk+ePLFKSa1W+8rAgX+oM0sS4Kc6gQTfvHlT2WxWf/M3f6MHDx4MUQwJYkOhkNEiDw8PDUDgQiaCIhLamZkZ5fN5JZNJ6y1aW1vT5OSkJXMkHZ1OR+l0Wnfu3LFJOqNJhkepv02Z8d0eWSZAiEQiyufzNtqSPo5qtarNzU1tbW1ZMoDeQgGVZMEEVTR6rkgEqfYwZRBK48zMjFWIw+GwstmsFhYWTMZLS0s2icn30bzu9TLwwVPt8JvRaNQarc/OzvTxxx8bhQnwKJVKmQ/s9Xoql8vq988buqXBFDTpHI2H4pNMJs3f4i/5Xl9VAsBZXV3V9773PRWLRQuSoWa97J2+jeV9CKAb/tBXePC9koZG8M/Ozhr1yX8mZ5TJi9jUSCRi1ECS2K2tLWNS/PEf/7Gy2ezQABh6cahY4bOlwfCTv+/9Xtfi3XxFrN/vW3WD8cskptFoVPl83ug+9BNR0ZmentadO3eMoo3eooNQ9Pzkqmw2q3w+L0nWN+pRfj9MgkRxlCb4bcjqZbLz1UKftAPSeoYF78JgFZIGwCRPYyQho3cylUoZc6Ber9sZz2Qy+uCDD+wzScbi8bjdH0eM7OmU3ge96rq0RGOUPsWKx+NaW1vT48eP1Wq1dPv2beuYh/rCKLlCoaCDgwM9ePBABwcHFqTBAw2Hw0NNoL1ez9AYguzp6Wndvn1b77//vt566y3jZ/rgPJvNDqE6/9BBi5ed557HYjEtLy/bhBtKZFBHQDoDgYDy+bwODw/16NEjHR4e2g2mIBFQBkb7WAigQ6GQ8vm8bt26pe985zu6efOmPRu/0+v1DMXm4Lxu2X1T1GFiYkIzMzPq9/tD3G14yYFAQN/97ndVq9X09OlTPXz4UOvr66pWqzZuD8oYjhTUlTI7wfLU1JTy+bxWVlZ09+5d3b9/X7lcTjMzM5aMSDJKx+zs7FDjL47X699ly+9ln/kyZwWi4qtjoJYEM9zSOjExoR/+8If6/PPP9eWXX5rc6BfwBo6kj3HWfDdTtuLxuN577z0tLS3ZszBezzseKCwEAt9GoPJN9sNXATzqDBXl1q1bSqVSKhaL+t3vfmc87b29PXs3Gpn90IXFxUVLRH2V7N1337XPJMCGvkJiArocjUaH+oW8vvHMrxvV+/vkRnWa78c2c1EpZxfK3O7urp48eaLd3V2jVzAhLRAIqFarmc0D0fR9HthWAp98Pm/9NiD9cL7v3btngWIikbAAmyTDJ9Gsb1OO+DJpeLxqLpczYO3jjz+2y788VRb6GJUvmttJROgLWF1dVSaTUTabNdQU9L3bHUwFIyhmgAl0j5dx4l9Wuf021yiyPaqD0uBGdGRMQIgf9QE2SZSkob6TcDhsdBfs4+rqqnHn/Vhx4hooPgSdL4tPvg5Z/jZ0j+cd7U/y/Z48M0k5z86FkoDG6CoIPJVJhtHQh3B6eqparWZ+k++FdutHNwNewNjAr2FbXgYOfBvnFZ338efZ2dlQcsbzYaOYpMrdKo1Gw0ATrxu+/8xPmUun00a3J372wxoYZUv1DT8P6MAZ8T18r7outaIxmmxAZ5qZmdGHH36oJ0+eWAAYDoeVSqWUSqW0vLxs5aFWq6XPP/9cH330kTY3N43b+OLFC5VKJcXjcS0uLtqFc5OTk3Y1+srKis3uzufzQ5tIcO07/0lWXpYgfdvLy47gBdl98MEHevHixVfQdEbLkYg1Gg198cUX+vTTT7W/v6+TkxM1m01tbGzo6OhI8XhcxWLRZAf6iuzi8bjy+bymp6eN802QzZ6Nyk56vQfWB0deVi/7OX6GYJ+9BRUgwIAOtri4qN3dXW1uburFixfmPEGrJycnLejGAWQyGa2srGhmZsYuA8rlcjZ5Bcfrm3epxEnDt+2+zsD5ZXsyWh3yP+ONuXTuLKnqeHpXLBbT7du3lc1mdXp6qlKpZL0du7u71hhPJYyEDRrW8vKylpaWtLq6qoWFBRUKBdsfmpxBaG7cuGHP5xG+r3u/y1pf99k+qZA0FExJwwEg1Rns24sXL/T48WMdHR0ZLQgdI0DDniWTSbspd3FxUfPz81pYWFA2m5U0uPvGO1GQMxxxKpUaogHyfJ5q+W0nGSycoyQL2gl8QdtAIqGw8N6JRMLQehwsk388tZTgkOEVU1NTKhaLVi1h70Ba/VSXmzdvmkz93STe5r3snb6t5c+xB6YSiYSBHdPT03rjjTe0vb1tPQTSYJTytWvXFAicc+KhUnBL/LvvvqvV1dWhy/24LJAJiMfHx9rZ2THUFV9Os/1o7wfP+w+1RvXdAzzIkSEhHgmn4kAATYMvPRMAMP7z/DQ8Sbp586b+2T/7ZzbZhzGt6CYVPXysNKCRvgzAHbVD3+by+sZ54KI8gBNfiYUeJA2GrBD00ptLQI2M+VmSMGSJL6JiDjjDz0mDW7EBz6Dd/0PZOuTkeyOlwb1Wfi/pfWGIERMypcEUPKoZvtJIkgYwEo1GDZiSZOAUyQpgJ70g+F/iZJ7tMntvL5065YMYhEpj040bN3R4eGgIKFkYfLxg8Hz86gcffKB3331XOzs7+vnPf6719XU9evRIx8fHeu+99/R//V//lzkUGr6pXPgRcGRobDC0IQICbwz+ENbLErVEImENOvAX4W1TpvTUE8an7u3t6a/+6q/04sULPXnyRCcnJ3rnnXf0f/6f/6c1dUWjUbufg5IchxLHMio7SUOIxj9UoPKyNWpMeF4/2QGk9Nq1a9YLUCgUVCwWtbu7q62tLUNacNrdbldvv/22rl27ZigzZUaQGg4mB9j3cfR6PUMT/JSrv+99XtcadVrScBCKDpAosEg44/G4rl+/rkajYWePiSwMFshkMnZZEglvLpfT6uqqZmdnjZqAc/cN0pTDfQDP+f6HOq8vS3h90MJCXtB7gsGgbt68qfn5ed25c8caPsvlsprNprLZrI6Pj/Xpp59qd3fXqDuxWEzvvfeeisWiJakM08B5kkjgXKEEgeqNymu0DP4PaftGnRj9AdIAVfYjUOfm5lQoFFSv11UqlbS+vm73NFQqFQOuOGtcJoZ9W1pa0vz8vIEyIKEE2/RQ+T4tb4//ECrffvlk0VMuAOy4R+Du3bvWW0YVSDq/q6nRaOijjz7S/v6+er2ejTom4QBVpo8ISgXnfHp62nw2aLevoAHq/UNXMlgv28vR5acCESNgmzh3vj+UeMNXOaAQUTmKRqNWbSfo9GcU34GsPE3mZXbnZf//bSyfSGHn/N76S+cAE6guMiyF6jgBsafHA7Jgz0jisHXsHfsAxQjqG3vne+D+EM4suuTl4nWQRLPfHwz24VyhLwC/yJ/KtTRMe2Syqx9KQhUOeqMHqABIecbR5u/LktulJxrSV5MN/sH4eRTQB/6+aYyAIxqNamVlRV988YX29vaGkhTf3IXg/C3BHF6fNfpJVn8IDmN0edmhkKC9/kZVH/T7//eHNhaLaWVlRc+fP7dxqgQ/ZP0YDS87nmFU4UAw/hCcxtctj1JJA/QHxMQjR0yzoLHs3r17+uijj/SLX/zCaAHZbFZLS0v68MMPlcvlLFBhDjh3tnj+Nn/mv9/L8tvieF9kjaJkvqqG85MGetbvnzcCLi8v20hcegyCwaCKxaJWV1ft/hycAIieb7Qf5XD7BMP/2R/iefUUOPbVyxHu8NTUlN2W3Ol09Pbbb9sdQNvb2/r8889t4tS1a9c0MTGhqakpcxyeG02Ag52kYZo9G62yYEv+0OTnn2k0uPKVCU/PYUpZMBjUzMyMqtWqjo6OFAqFrG/o+PjYRklnMhmrONI75WkW0Io8kDJKVflDtnk+4fCIOHQJ/Gu9XlckEtHdu3cN/KhWq/rkk0+s/wBgrlwuK5VK2R6QiFEp8+M5oan6pAzZ+kToD2n5hGPUrpEgELixfBDG+zWbTeuD8WwJ0Gaqwj7h8n4BveIsS/rKz/yhnVkfGwCsSQMKH8/ug2r/89Cs/BQ3KrsMIPBNyPhVZOGBr263q2q1av9PAkwy8oekd96HEnfxTn6iF+A358YPL0gmkzbGm8SB/6ZPlwqTp/15KhR75pvT8cE+TrlsvQv0/5B242pdrat1ta7W1bpaV+tqXa2r9f8T69u7AOFqXa2rdbWu1tW6Wlfral2tq/X/N+sq0bhaV+tqXa2rdbWu1tW6Wlfral36uko0rtbVulpX62pdrat1ta7W1bpal76uEo2rdbWu1tW6Wlfral2tq3W1rtalr6tE42pdrat1ta7W1bpaV+tqXa2rdenrKtG4Wlfral2tq3W1rtbVulpX62pd+rpKNK7W1bpaV+tqXa2rdbWu1tW6Wpe+rhKNq3W1rtbVulpX62pdrat1ta7Wpa+rRONqXa2rdbWu1tW6Wlfral2tq3Xp6yrRuFpX62pdrat1ta7W1bpaV+tqXfq6SjSu1tW6Wlfral2tq3W1rtbVulqXvq4Sjat1ta7W1bpaV+tqXa2rdbWu1qWv8Df9wQcPHnzlz/r9vgKBgCKRiCKRiAKBgLrdrrrdrprNpv1Mt9tVq9VSt9tVMBhUv99XpVJRpVLR1taWgsGgCoWCUqmUWq2Wer2eDg8PFYvFNDk5qYmJCXU6HUlSq9VSLBZTNBpVt9tVIpHQ9PS0Jicn7XlOT0/V7/fV6/UUCoXsMwKBgHq9nvr9vj2XJAUCga9971AoNPT/b7zxxjcVma3PP/986P8DgYBCoZCCwaA6nY5OTk7U6/UUDAbtmQOBgCYmJiRJZ2dn6na7ikajmpiY0MTEhMLhsHq9ntrttjqdjtrttoLBoKLRqCYnJ5VMJtXtdlWr1XR2dqaJiQmFQiH7uUAgoHA4bDJpNBpqNBpqt9uSpImJCUUiEZMB++qfU5J9VjAYtOdlr0bXm2++eWHZvXjx4it/Fg6H7RnOzs7U6XTU7/ftvSXZ8/EzZ2dnarfbCoVCJntkwXMjz1qtZnIIhUKmf6lUSul0WmdnZ2q1WgqFQqZn3W5X4XBY4XDY9g9ZISNk45+ZP/dylM7PjV/Xrl27kNwePXr00j/nuXjffr+vUChk55ef4R/k3O12TY68VzgctnOEjPzf806RSETJZFK9Xk/NZtPsRKfTUafTUTQaHfoeFnLkn3B4YK44w8iJZx+V282bNy8kN0na39//2r/jvdh3ng05INuJiQl7r2q1qs3NTf3N3/yN6vW6nd/JyUl1u101Gg3FYjGl02lNTk6abFOplGZmZhQOh82eptPpIVsWCATU6XS0s7Ojer1ucsrn85qenlY4HLbnYr+RFfvE84/Kb2Zm5sKy29ra+r1/jw9gb/1iP5vNpiqVik5OTrS/v6+NjQ3l83n94Ac/UDwelyR7z8nJSfV6PZ2cnKjb7arf76vRaOjs7EyxWEzJZFLtdlu9Xk/1el2NRkMzMzOKRCI6OztTv99XJBIx3UIWnE/+zMuM5f989F0WFhYuLLvHjx9/5c94BvQO+8B+8t/I6+DgQIeHh2q1WgqHw5qenlY2m9XMzIympqbsnOMLGo2Gms2m+edkMqlAIKCjoyOdnJwol8spmUwqFouZznW7XQUCAdNvnhEfwWKfR98HPXyZ3CTpxo0bF5bdy/QOGYVCIUWjUXsW7Dzvwj/IFrvOsyUSCQUCAbXbbfX7fbXbbXW7XZ2enppv3NvbU6lU0vHxscLhsOlYPB5XLpeTdO7HDw8PVSgUFI1GFYvFbD/wxehdp9MxWXIusMe/L14ZR+9e5mO9fvFsL/sZng2/ynOjH5FIRJ1OR81mU/1+32wXMSF2UpIajYZarZYCgYBisZj5eb4L3+L9JD7I2zD2ddQ/8Dvep/h1UR87el7RbewqMRe602w2h+wHftfHC+ilj09DoZC9fyAQUCKRUDKZVDAY1OnpqY6Pjy0u5LvRy16vp06nY+9KLMm59d8fDAZNH3kPvlf6aozCZ36T8/qNE43R5QN5/tsbwomJCQuovGE7OzvT/v6+/XN8fKyTkxM7bP1+X+FwWK1WS61WS8Fg0IwfQicIjMViymazKhaLisfjtjmNRkPJZFLT09NqtVrK5XLmNDudzpCBflnA7A82m/L7Dvc4svPfQdLAYeGZzs7OTL4sFGo0OOBQ+qBHkh3oTqdjQXC/3zdlDIVC9vehUEjNZlPNZlPdbleRSETRaHTI+XqH63WAfZe+6jxGg7/LkJ007Mj8nvqDgE5iBP1nIPdOp6NgMKiTkxPt7OyYQYtEIuYkTk5OFI/HLTlEhiz+m+/wgQv/8HfsITLlz0eN32XKzZ9Nr+OcgW63OxQU+MQIfcKhIGccLu87OTlp+sTfo2PNZtPeFT1Fb3ywEolEbE/a7bbpNT/Dv72svKPh35cpO76Df49+Ns/iAwPek+Rqb29PoVBIp6enOjw81Onpqck+EomYY0WWyWRSyWRS8XhcsVhMoVBImUxGsVjMgm1Wr9dTuVzW9va20um0VlZWlM/nh2wz+8DP+4Dw65K0V10vswOjifVogtPr9VQqlfTrX/9am5ubduZevHihRqOht99+WwsLCwqHwyqVSibjarWqXq+nWq2m9fV1bW9vq16va3JyUtls1hwzNiydTqtWqykej+vGjRvmQyRZAjJq60YTD/8z3gFf9vL+wu+RByXS6bQ6nY6Oj48taWi1WhaIJBIJO8OSVKlUVKvVdHR0pFKppFKppE6no0wmo2g0qna7rXq9rlgsprm5Oa2srGhyclKS1G63tbu7q+PjYy0sLGhlZcWCRX+WfTL++97tMn0rCxvikx+CKklme7wd3N/f14sXL8wWxuNxLSwsqNVqqVwu68svv5QkLS4uKh6PWyCHHI+OjlSv1xWJRNRut3VycmLJLsBWMplUIpEwMKtYLCqbzZpujvp8H5h6mUm/HyB91eXjEBIHvtfbbf7O6yL/ENQCWOI/wuHwEBjs7TmAHUAnABfnlu/qdDom61AopFgsNvTso/6Ad/F/fllxnT+TPsnBr3t/N/pzJBH8mf9vDxJ1Oh0dHR1JkvnVZDKps7MzlUolTU5O2tn1AJ8/fz7B8zr0Mr9AssEZGo25+J1vKr+xEw2+1Acr3on4wIuKB0nA/v6+nj17pqOjI0UiER0fH+vs7MwQvmg0alkwgk0kEoY8gSaUy2Xt7u5qe3tb8XjchBIMBpXL5UxooM+JREKTk5P2GY1Gw37GJ02jBp2/u6zlAwxpUDFAQfwmE7B4BF+SIZ8889nZmSEPyKff7+v09NTek8SBg+yD7cnJSTNyiUTCvhM0h6yc/X1ZQPx1TsUbqcuSH/sx6iwwZsgEeZC943g8usJ+PHjwQI8ePVIsFlOlUlEqldJ7772ner2udrutVqulk5MTC3gJhkffEdRLkum+pCHDMxpge3Tcy/Sylt8z7zA80u3l642/10kvX9AXb7zRy2azaXoGYhKJRAx1GXUyZ2dnOj09taoQMuV5Pfr+dYns60oyRr9rNDh6WRCKHKncSOfIaKvVUqVSUbVaNUQrHo8b8nd6eqpAIKCTkxOlUilDPsPhsA4ODjQxMaFgMGhBX6/X09HRkTqdjlqtllUwT09PJX31rHo5ve7l5TQaHHln7/Vhf39fW1tb2tjY0Pb2thKJhAqFgqRz5JVz12g09OTJE6tK8v47Ozs6Pj42QAr/kslkzKmC4oPebWxs6IMPPtC9e/csEPIBA3IeDVBGde11Bc189qju+SC01WqpWq1a0sAiye/1egYoSdLe3p5qtZrZx2azaQg071qtVvX48WN98cUXluySBE9OTmpxcVHHx8d69uyZer2e8vm8CoXCV6p+L7M9o/992XJj73yg6eXn7V4wGFSr1dL6+roqlYpisZiazaY2Njb08OFD5fN5dbtdlUol9Xo906fJyUkFAgHzsYAy9Xpd5XLZ/DM+IxQK6dq1a3b+K5WKFhcXtby8rNu3b9vZ9n6ZKsrL1uvSN2/7vY7zb0BJv6/ss4/1PIsFBgr7Moq0SzLbiB5OTk4O+Rgfg52cnKhUKlm1ampqSqlU6isVXJa3eaPv9aoy9J/nP8vHxaNnlphg1Ke1Wi1JsrMWDAbVaDT05Zdfant7W5OTk2q1WioWi7px44ZKpZIODw8VCoU0Nzen2dlZY2jgf5EJAKCvShI38jMvs8vs/ajMLhITv1Kiwer3+1/JbL3A/Z83m02tr6/r008/VSwW0+zsrFKplKHIklSv1y2TjUQihgZAAYrH4wqFQiqXyxbQtNttBQIBK8cFAgHV63XbrJ2dHb399tuam5sbqop4xG/0QI0q5mUc6tHNgyYBtcdnjv5ncQAcULJ83tuXv05OTtRut1WtVrWxsaFWq6V0Oq1YLGZ0tGQyOSS3RCJhSUir1bIgXRoovU/EeL7Rf74uqLlMg8gzjFYz0Bmyekn2HhjGl5VVg8GgarWanj59qkQioUajocPDQz1+/FjlclkrKyvq9c7pGWtra8pms+agPYrJOfCovT/IvrrCGpWrR174zFddHtHgfX0lb9QJS7J3mJiY+EoJt91uD+ldJBKx3+92u/b3kiy54P35GQ9ENJvNId3n2XC2L7MpPmAY/bvLlt1ocOSNMQkXdof99cHo6emput2ujo6ODDzxVDQoFKPvhHyOjo50fHysdrut7e1tLSwsKJVKGSDQarWMmnB0dKRHjx7p4OBAa2tryuVyZjt8YDAq05cBB6+6vi6Q9AEof8d7Y3/S6bROTk4syScw297e1vPnz81pEuxFo1E1Gg3t7u4qEAhobm5O5XJZW1tbRqsFiavX69re3raq0e7urrrdrubn5zUzMzMUAHldGtXPl73XZQd+Pojxujf6XOFwWHNzc+r3+/roo4+0t7dnFcdYLDbkK+r1uvb39xUIBJRMJk3OHuVn1Wo1YxYAiM3OzmpmZka5XE6np6d69uyZcrmcstmsyeeiye1ly25UPt4m83cEviDid+7c0c7OjgGX6NTGxobi8bhmZmaGKM+VSsVofo1Gw85oIBAwKjKgiaeoTE5Oqlwua2dnR5ubm9rY2FCz2dS9e/eGAFNspX+flwFSr0Nu/Dd+fTS59s+FD4M14dksPjYEOPWgZb9/TpU8ODjQ1taWTk9PFY1GdXx8rFQqZQCVJKVSKfPVtVpN1WpVjUZDExMTunPnzpCOeWqy/+dlie7rSNa8X/JsGX82fAXb2310iP8ul8v69NNPNTU1ZRTJnZ0d7e3tKRwOq1KpWHKXSCSUyWQsxq3X62q1WhYTkZjhc3kGZAE4Iw18hK9++72/SAV37ETjZYbDB9Cg76enp5algbr0ej3lcjnrtcBJ4rTr9boZvmw2q1gsZhSrk5MTzc7OWsbbaDRUr9eNmtHr9ZTJZMzpt1otK6FTDfBC4jtHaSMvQ+Mua/nDAKqGonmFGzX8HFZf2fAOm/4C6GnPnj2zfoJisai1tTVDHTxqAF3KHwa+H5S10+lYFYSgcPSgjlZ+vg10b/TPefZoNGpJBYaO4K7f71t5mwDk4OBAuVxOnU5H29vbOj091ebmpjY3N7W3t6fFxUU1m02lUikrqxOIS4OAvd1u6/j4WPv7+4pGo0qn00qn01+L6I4Grcjx21o+YUQW/LevBEHLkAbUEn6fRKnRaEiSBS7QfugjIlCBksHf+UoZ4AKcap7Jy22UpveygPZ1JGhf95m1Wk37+/uWAECNq9fr2tzc1IsXL7S1taXd3V0dHh5qcnJSsVhM1WpVrVZL+/v75lz4jlwuZ1TSZrOpUqmk09NTlUolHRwcWCUEO8fZCwTOqyHYQGgbo2V75PgyZP4yl7ejXwc6dLtdVatVq1C/ePFC+/v7ajQaVrmu1+s6Pj62ZJ2gRpI5UezpzMyMMpmModSRSMSSPR/8gLjm83nt7e3pyZMnymazQ1Qzn4STCLG+Lhl5XXZvVKbe7p+dnWl9fV0vXrwwX0g/YyQSUbPZNJ9xfHysfr+vmZkZO2dUvEmMm82m9fyQqPK5jUZDtVpNz549UzqdViQSUTabtaRvFHRERj7IGg34XkeC9nXBpfdXgASRSMR0hgqE1xPpnPLaaDSGgLZGo6FyuSxJhqQHAgHF43Hj5Xe7XaXTaYtrkA3nGZA1k8loeXl5SBZUeaGm/SEsD0bRY4G9Qz7+/UlUPZCC3rVaLR0cHOjhw4c6PDy0RIWKb7fbVaFQGKqUEQPt7+9rZ2dH09PTWlxctGq6ZzmM+gsf37wuQMV/B3/v9d73c3JefALpf5YKWrFYVKfTsWrl3t6eNjc3NTU1pX6/r0QioUQioa2tra/0PeJ/oZfVarUhkMbTtV72Tp6COxrjf9OqxislGn75IM9zk4+OjqzUDzIejUaVzWaNZ0agj1LgEBACiCiKGwicc2xBI5rNplEJYrGYoarFYlHS+WFNpVI6OjpSJpNRoVAYQpL9O/kExL+jD+jHXd5p9fv9oV4ADhXoiyRNTU1ZZkow2Gq1LFChoZFmUbLdQCCg58+f6/Dw0H6n3+9rdnbWKhmdTscoGyA33ohSFZJkch+tbHjj4asG6IDXi8s61B6R9QiBT26hykWjUZ2dnen4+Fjb29s6PDy0vgtKjBxEjxTs7u7q9PTUkt5PPvlEe3t71vMzMzOjVCqlbDar09NTa+ZPpVKanJzU8fGxDg4OhgYWeAM0WonxQR//f1nLO1tvdEedMAbQc5hBSjmTOAaMPe+GPoHqUWmcm5szg+e50vV6XbVazQwtXPJ6va5oNKpcLmeUIY+msF5myF/23pe5vAPgO33AQkMeDoRqRblc1tOnT3V0dGS0nkajoaOjI9MdbGA0GjUON4kYZ5eAh2rl1NSUBb0AOj6xaDQaevjwofr9vq5fv27NvJ4uKA2GXbyORMN/pkeT/Z9jn87OzrS9va3Hjx+r3+/r5OREjx8/NruSyWSUz+c1NTU1hKbyu5OTk6ZrUKei0aimp6etGkm1Nx6PK51Om65OTU2pUCjo888/VzqdVrFYVCqVsu9ATt7O+aTpdSYWHhH2wTr2TzoP+DY2NvTFF19oe3tbrVbL+guCwaAFt4FAQJVKRYeHh4ZoTk9PSzr3m+ix7xWYmpqSJB0eHqpWq1mfEc9ydHSkpaUl07lUKjUUNL2MJoo+vM7EzAdHyBGQbLSfsd1ua3Jy0vyqJG1ublpDPXQ7fpZKEe9cKpWUTCaVz+ftXRqNhqampjQ1NWWgHok0IBSsDCpBL168ML/EuQSgeVn88Tps3Ms+dxTY87rHs5LA9/t9q/SQSEFvDIXOB6tMTk5adYIeg+fPn6tcLlujc7fb1fHxsYFS09PTun79upaWlozW9vz5c9VqNUnSp59+quvXr6tQKAzRjqRBFcif4dHg/zJk6eMQ/u1jH18V9BUrBgl0Oh2z/ew/sUmr1bKf4Znp9zs7OzMfcnh4qEQioWw2q36/b/6agUiNRkPValWTk5O6fv265ufnh2LPUbvmz+iojC4SE4+VaLxMIb1A4XyenJwYapfL5QwFnpyc1NTU1NCkpEgkooODA1WrVdXrdXvBZrOpWq1mjrder5vA4ZVRXkcgoHwEeDhkDOjx8fEQ+jKqmLzbKL3gMpwxARoUKA4f30e26xFmlLZWq1l1gWkrvtwGB5dAsN/va2dnR+12WwcHBzo9PdXdu3e1urqqqakpO4DIDsQqEAiYgcQgooy+iQuZ+aqMNGyIkN/LAsZx1uhecHg9yuKfERrUF198ob29PS0sLCibzRqqFw6H1Wg0jBdO8Fer1dTv941OVq/XdXZ2plqtZjSB+fl51et1Q/AJknmOZDKpW7duWWCMbL18RtFJH/hf9vJVFf99ODICNpJ6jBqVIf7bV9RIgqFQNRoN7e3t6fT01OSVzWatGtbr9awCeXJyYsE5SM3s7Kz1T0kyo4tRe1mAMmoAL+O8+s8etXM+SO/3+0omk9rb29Ph4aHRPJkmh62ZnJw0WgTOVzqnkvqkAfsIyg8FARlz3qjItVoto2wAWESjUWs2/+1vf6t6va7V1VU1m00lk0nNzs7ad3k5XabOjaLIXq4++PNNs5OTkyYfHCjnJhaLaWZmxnSDSiK0Fd49Ho+rVqupXq+r0+lYIlGr1XRycqJms6np6WlNTEzY3rz55puam5vTRx99pP/wH/6DfvKTn+i9994zAIyg1AfQPuAfrdhchhxH92T0cwENgsGgIcL4UqhnBBqSDIBBllQ89vf3h5Bm/G0wGDQ2Af68Wq2afTs6OrJJcltbW6pUKvr+97+vmzdvGl0D2+ybgUertd+0aniR5ZNDT+v1yDH/9lOQGo2GDg4OdHBwYHQTenskGQDn4xrQec4ryRZVNAJnAFLsRbvdHuq3CofD2t3dVa1WUyqVGgJMfaPz617e1o0i68hAkk0Z7PeHex+prqFHgCy1Ws0A5kwmo4WFBcXjcaOmMeyBRAR/cXx8rOPjY21sbGhvb0+rq6tqtVra2NjQwcGBgaCAfaenpyoUCiZTqnn8/+i7vY5kjTgO0Ng3z1OllmTA0cOHD/X06VNlMhktLi6qVquZ70WGlUrFAHgSXSpnJBAPHjxQNBpVPp9XsVi02MazBHxlGPnMzc3ZHo4OJvp9Zxbd+CbrwonGy5w6X4ZTaDQaFkCz+d6gdbtdVSoVJRIJQ4KPj4/tZev1unq9nqampqwqAtc4mUzq6OjInAsIIVNvPGJRr9dtQ1utljKZjHK5nKamplQul9VoNMxxj67fx2EeZxGc+aoGf46sCPoI9HiOiYkJ7e3t6Te/+Y0qlYrW1tYsQCGoqNfrqlarZiihY0jnHMBqtaq/+7u/0+Hhofb29vTWW29Jkk3AYWpXs9lUMBjUwsKCFhYWDAkARc1ms6rX69rb25M0GOPpFfJlOvKq8ntZNs2fe4oZGTvjQnEEBCZUecLhsAUfJHEc5kgkokQiYegdhp53xMh+/vnnRg3ECGQyGdPBQqGg73znO4bckxBTtiRQRT6jvSOsVw2YRx3GaHCEDH3CjZ7SSDqaeJCwUwkj+To6OtKTJ0+G6FFzc3OKx+PGew6HwzYliXJ5tVpVIpEweuTMzIydF6bOBQIBq+KdnZ2Z8X5diPLL9HYUkSfJrVQq+su//Ev99Kc/tWrr9va28a999RaKCoE/k938CFEQZxIuQBJJlvj6IQNU36amppTP59XrnU+iAqmGpraxsaHp6emv0NFGg9hXkemojKQB+jXquCqVijY2NnTv3j2rxnCGTk5OdHh4qKOjIyUSCaOPRaNRxePxoUZIAmOCF36PKjaBHbKjinZycqKPPvpIy8vLBnYdHBzYUBIqz/gJj0aOniP/71dZo0nG1yUwIKJQhAm8ut2udnZ2jNKDLYtEIkqlUkomk4Y8l8vlIbCDYHxUt9i/eDyu69ev67e//a0mJiaUzWZ1cnKijY0NpdNpvfXWW0qlUpbonZycaGpq6it0llF9edl/X3SN/q737dgzKltQvejZOTk5UaVS0cOHD43OhM9IpVK25wRr2MxEIqF4PK7j42Or+gSDQaVSKcXjcbVaLbXbbWvSh+odDAaNHhkOhxWLxYx+1O/3dXh4aNXOUTryN7FL48hudB98RUAaULklWa8ZMuSMEIOdnp6qVqvp8PDQYo6TkxO7joC+qMPDQ21sbKhUKg1V1Hu9nk2LI3579OiRdnZ2rELJwIutrS11u137s1KppHw+b+yVSqViVfLR9aq27mW6TILrf4akg1iBgJ6zxhQzwHZkwvkjRiSpxV8nEgn7Xp6lWq1alQ7qXjKZ1Onpqe2DJC0vL9tzMMY6Ho9bKwMA12iiMc66UKLxdQouDRwhwS0BNMKFy0gCcHh4KEmW1eMEYrGYlb/IkAmkOYyUMUHvQ6HzuzJmZmYMPex0OoY6MF1jfn5evV5PiURCZ2dnevz4sc2cZ8Ne9m5f9/8Xkduo/Dyq7VF5mkMnJiasRN3vn08AgZNIE2i1WrUgjBndn3zyib744gvNzMwoHo8rkUjo4OBAR0dHarVa2trasslfwWDQ7jNZXFzUtWvXLGAGSV1eXrbKE3uDfLl3Ax7pKML3+/RmHPmN/r9H9aBMfPrpp6pWq7p//74ymYwhzBgUelhisZhOT0+1u7trelKpVCyxYNSlL2NjREBZQLbYR6pNOLVOp6Pf/OY3CoVCVlb3yVwsFhsKKnDyl7VeJveXJYQgGz4JhpLoA1xQQfZ8b29PlUpFe3t76na7isfjNvmGQDEUClkQUigUlMvllMlkVK1Wtbu7q93dXbMTBwcHKpfLWlhYsMbcQqFgwXk8HrdECGP+upIML6+XOWD+jAC/3W7ryZMn+k//6T/pe9/7ngKBc/ri3t6e0cBSqZRVNOE3Q8VgfjyIl0/scLR+njkVpmQyaT00JMmpVEr9ft8cVTqdtgSmWq2a3fy6wI/3fhWZjf6+r2jWajW7z4KeEyqMKysrRmMEASVJevHihenB+vq6+v2+VUKovoLigcCfnZ3p5OREjUZDs7OzptfQ/GKxmJ49e6Z/9+/+nSqViubn57WxsaFqtaqpqSl1Oh199tlnun79uqanp63X4/cFfJe9sBskoIBqVLU6nY6y2exQvyL3qjAco1AoqFgsKpPJ2P0PVNy63a7ZORJi/AqgID2T1WrV+l4kGZgYDoe1t7dnyS769uWXX+rmzZsv9a+XLaOX7QfBMbaMwPatt96yxJRz8eTJE6PZSoOKmweFoNTiKzwFCNAunU7blMx2u62trS2r+lBZSqVSajQaCgTOBxkQG3388ceamZnRF198oWq1qv/xf/wfjb3x9/nRV9G9r7OlHoiSZJUqbCDTtgKBwFBcwN1BpVJJOzs7Q3cTTU5O6rPPPtPx8bGOjo6Gqrb0t0FLC4fDpqN8H8k/iQUMhgcPHlj1ln5MbAHVt8teL5OZZ6F4P/Ho0SNtb29rdXVVuVzOzk0qldL09LT5v3K5rL29PW1sbBgAn0gklM/nLQEGrEwkEjaVVZKBcOhWMBi0ilIymVS9XlelUlE4HNbW1pYmJiYUi8V0dnamQqFgYKB0PsAAv+NBD9a30qPBwqmQuROkVKtVVavVoWkojx8/VigUGhrbGAgErMwfDoetb4DDS+mQ0hc/C0ooyfoV4vG4NceggKA27XZbuVxODx48MNQH6lWpVLJqiUdtR4PmcQ8yxm70MHvF550xiB5Bw7iBsP/d3/2dVUAY+cs7VyoVScOjhynxSjKuX7fbtX6CZrOp7e1tNRoNK1tSFel0OlpYWLDqUTwe1+TkpNLptDKZjKGH/X7fnN8ozeWyKxooPZk9wfuTJ0/0/PlzLS0t6ezsTE+fPrWpPdVqVYeHhyqVSqZP0nn2T18LlBWQTpxMNpvV1NSUUQ5Ac+Ax4+DhTAYCATMAjx8/1u3bt+0yNvYNJ+b5nJdFL/NyGg2UR2ksIBoehSFxYj48fQIEuATXnE9+RpINFoDC5svoOzs7unbtmpLJpHZ2dmxfMKRc0La9va2ZmRmtra1pdXVVx8fHSiaTmpqaUjqdNgSX+yd8guTP2KsiVT6h5fN8MsA70vCYSCT0+eef68mTJ8ZTzuVympubsySSs8MgC4JeUCaGViA7SRYU+3I8k0Xo2WKwA/ZscnJSxWJRgUDAbPPZ2Zkl1dIwQvmq8vJy8//2i+cvl8s6PDwcaiBut9taW1vTwsKCfvvb3+rx48eam5uzeyEAO46Pj60COzk5qdnZWbP7NINms1lls1nt7OwYio1fOD4+tiA4lUpZTwGjcw8PDxWPx81WrK+va3NzU6urq3b+eY/Xsb4u8SPZQE+KxaIFY5988omePn1qPWkMQKGnolAoaHp62nrIgsGgXfzoAaNEImHDK0bpH1yKS9UznU4b4EDl0g+BoDrwq1/9SouLizbz3wNtl1kFGgUA/Pn11btaraZf/vKXevDggWZnZ3Xjxg2FQiE9ePDA/OLJyckQLYiFryWBIEaByUEDNH4PAHV7e1s7OzsW65ydnVmFjulKkozmyHfl83mrpoxSb37fObvown6+bB98gkOVFbvBf0OJh4L89OlT7e/vq1QqqVKpGDDHZxEUkwwwjcoPbqHvlOEq0MVJiPEzMAroFwK4iUajBnplMhmTWSwWM6DK68U4C7m8bA+ITdGRnZ0dPX/+3MAl3yeFfef5AV2oZgF8UjkjXpmamrJpocRALNgdJGWwXfxggf39fWUyGRsLnEwmVavVhi6UZbEvPk75pv0Z0gUSja8LFuHB05Tc7/f1ySefGO94YmJC5XJZx8fHVvbBUOF0/GhLHp4GGNB7NhQDQBNQLBZTJpORdO6QuRkb6kClUrH+hOfPn1ujEYENDovJVCDdnmZCEjTu8obHl8ExjvD4yBypZOA0qAgxVQXEgM/kfWnymZ2dtWCPoJqqEM9Sq9UMWUfeGAOcUTQa1czMjI0ErtfrevbsmZLJpNLptLLZrCEz7CPGwBtEvvMy1qiB9clUqVTSixcv9Pz5c0PTQXf93QxM+KECwR7TK8RUBt4znU5br8roxXNU7CgV+z1PpVL254FAwLj1NE9DEfT6NUqTuAy5vcyJwGknsSZp4DlIPnd3d40mRxVN0tDFVIxtxRlRqgXhwphOTk7q8ePHQ/0FJG7sF7LkWUBV5ubmbPQpU2+Wl5eVy+WsGvQy3bjs5WfEo/fVatVsWyAQ0O7uriqVigUeR0dHhg7zDwkn/wZ5BpTh3OM86AEKBM55ufRZcL6gWNFcSeL85ptvKp/P6+nTpzYMgakkPrEdTUZfNUn7OtlD48L512o1u9/o7OxMT5480bNnzxQIBEw2gUDAaEBQ56TBZDmabkH3m82mZmZmtLm5aTYOGUETwIneuXNH8Xhc+/v7+t3vfmd27pNPPtHDhw/18ccf68/+7M8sESdQwA+Nyu5l/39Rub0sycVGkUxK5ygpZ/Thw4f2XOx9Pp83ug/BIbYrl8tpcXHRfAy+zl8Gi7/JZDKWaExOTmpnZ8eoy54SfHBwoF/96ld2zn/+859bhUUa3Bfl35d//76g7Zusl/W98d/Y+0AgYBeybm5u6uOPP9bvfvc7FYtFm5jEtC0ATgLXdrttNq3XO58QxehfAAcm/xAgEjSSPASDQaNaebo04OrBwYFqtZq63a6y2ax+9KMfaW5uzkAs+q8ui87C8rHOqEz9nTL4C5J/EjHO1eHhoR48eKD19XWdnJwYGo6uQAmvVCoWEyBPX8X1/YDEPQDM7CuxEskD+s09EwcHB5LOm/oZ5RwKhZTL5YYmZfkG8Yuur/s99A8/f3p6qp2dHT19+lTHx8f65S9/aXaECqKPR2AFUaEFSCImowcI4M3TnP2AFXr3oFgRqzCynkl0JHH0szDIwFPNiF3HBadeqaLh0XYEDJXi9PRUKysrajab2t3dVbPZVD6ft8PsaRgeeUDJyHZxQAicDeHwUlaE/1ytVu1nGI8IGv/ZZ5/p5OREu7u7ymQySqfTmpubUzqdtoatWCymRCJhlRiEzPuNszD+HFQ/gUcaIOMcXnpXaFB78eKFnj59qhcvXtiIUZ6L6QwoGeg67wGCBwJKUFYulzU5Oanp6WllMhlDDU5OThQOh21aC8rvx80FAud8ckqbXKjF4faUME/zeNU1Kn/eBaMLVezw8FDValXpdNoCYOQOIoexJvGg+W9iYsImKdHASymXJIMDys2nkgxdJ8HAKbRaLf3qV7+SdM71zefzmp+fNxn5iWuco1GO50WQg1FZjVaUoNewl6DxDBrgJttKpaJAIGCjeqFPoH8ExX50Nd/nLwkiwKaKSLDE7yB7QAJ/38j+/r4NGiCoKZfLdmM0U8B8ksa/XyVY9kEKBhbHIcmMMxUsZEozONQx+MrQBnBqU1NTpm9wm6Xz6hoO1VcxaJBksg3gAWcLNFWSNeO3222zce+//74hq8lkUo1Gw3pDcNgEsrz/q8puNGgEDYMqQiByeHioGzduKBKJaH19Xc+fP1ez2bQm3EajoZ2dHVUqFQvKgsGg9VEw1ILbr2u1miUl2WzWkE+GO8zNzWl5ednsAcks8oV++Td/8zfa2tpSOp3Wn/3Zn5lPYR/9vU8e9X2VYPllMuQf9plkngC33+8rm82qWCxaoOqDExJ/7pTygQwBBmBMJpMZok6QhMA+oFcN1B9UnmRub29P/+Jf/Av9u3/378wGZDKZoX2n38uDbtLvT06/yXoZA4Fn5XORF0Fer9dTPB634SCh0Pl0M/xzKBSyoQT4BM5+JBKxcbV8lk8yoPUAPiUSCU1MTFiPDAFfKHQ+2QsqEIF8NBo1WhH2z3PzPfqPHMdNPkb1FttJckDF+/T0VEdHR0YDA7QA6H3x4oUeP36s3d1dA9WguuMPuL0atJ3vo8rhgQH8A4kzvVn8XavVUjKZVCaTsctQueOqXC4bMECiEQgEbPQ1UyMBRF/Wp/v3rVHfin1nb3yvHX0lgN5QXCcnJ4094cF69pvv8FUN/AH+F5oy9owqCjaD6hi9qOjZ6emp3REjnY+9np+f18TEhCUqnClPUSfpIa76JusbJxreCPDfZKCe97q+vq5SqWS3ikIl4ZDS/V4ul20SAU4OQ8oB5rsI2pgCQXmbG8VB9xGeJKN2YORwWvv7+zo5OVGhUND9+/clyZw5giMY9c7oVRyIb1zFqZN0IEMQZZQEw8EBr1Qq1tzoR18SqDLlolwuKxQKaWZmxv6O96BiQwUAQxIIBGzMoUcqWq2WHj58aBc08dwkiji5iYkJzc/Pm9z5OT4bGY+7XiZ3EjEUnaoYzo1EKxAIGA/cTxEhUQBVoXfIN4H6si2lYhoHaeqCUzoxMWEBCwcX1Ork5ET/+T//Z/X7faVSKb399ttm5OhtmJ+ft3KnT2xBMS66vPPxCCVGy+9HuVzWl19+qaOjIztX9AkdHR3ZzzWbTaPPRSIRkwNlYoxfIBAYoqP5PUomkyabqampoUob+kLy0W63tb6+bsjf+vq6vvzyS/X7fd26dUuNRkPb29tGAxltph8nQUN2o/+PYfXJIJ8P+o6Rj0ajQxUrnGU0GjVkCf2lfwBHAbWCgEaSTRLJZDLKZDImJ18ZArGHroAeb2xs6MGDB7px44YBCUxOQ89H/3nVRMMHLqPVJQKXX/7yl0omk9re3rYGW84I94Dkcjmtrq6q0WgYoALdB0Sv0Wjo+fPndu6Y5MLtzAAKINRzc3OGYIP00xwOEkhw6M8dIBYBgE/QRhPSy1ijFQ3+vbu7q7/6q7/Sd7/7Xa2trdnZKRaL9lzoYzQaNTSeBmaCIKZ14S8JkhmpzueQyHPO0Q8CYc/h9tVdbFk+nzcKZqFQGLrzZJTq9CrJBqCT/0zOmafwkgRQ2cpmswaQdbtd7e/vm9/lTPp+U8Arfp57wQBBpeHRvdhGOPb0btCPSkCIz0RPJenXv/61Jicn9dZbbxk4RWWDJnKvK9806BtdHhD08RbPTmJUKpW0tbWlFy9eDOkVAXC5XDYKut9L+hoJxEOh8/vR6Iv0NhIQj330wTYAHL6DCgbgC2AZoOrJyYkB1Z9//rl2d3d1584dvf/++3Zn1ihCf5FFDMRnoIO+mkHQTmUmmUwO9SP7yWX8DueMoJ7zLA0o9gDpDF2gH41EBVvAHvKM0PQ8i+a3v/2tjaP/4IMPjLKHPSA55DNIdqXXMHWKh2eNGluWvyCPhm8CGw4Um4MBA1lF4aEagMpg/AiC4Znx/WR0NI0iSL4Po0mgTSBULpeVyWQ0Pz+vQCBgHfdUNjyH71WMoC89elkRtJDM4ECZRNBqnV9w+OLFC5XLZYXDYSUSCZM5ARYHlgYgFBiZ49xB5TnIBMgE25FIROl0WqVSyRCD3d1d/ff//t9twsj8/LzS6bQdIlAGyr28L1UAZPYqpV4ve78f8P8DgYD29/f1+PFjdbtdCyQobZNAxGKxIV2iAkSQi355ZAJ0cLQhytNaYrGYGf6joyMzuExOAtnp98854r/73e/s5ym3RyIRzc/PG+ffBy3j0PYIsDzShWH2SSy6UavVLBnzNDiMFZdZAQ4QxLA80kQpnUSr0+nYLa/oDHsAbcyX1wk24dWvr6/r6dOnliDH43GbboUuU1Ub19n6NYrw8f++t4HACvkQMBM4QH9k+AAl/uvXr5vzINA7Pj628b7oXTAYtKbaQqFgSSwyJEAksGP6F3TRfr9vAMzPf/5zSecjSekp6vV6VnmJx+NDZfFXQZZH6aHoIbaN73/y5Ik2NjasCrG9va2zszMVi0XrYQHpnJ+fN3SdAIeJVBMTE0qn05I0NH0P1J/L1wj0isWigV2AWjTNd7vdodGSkmyvfBWYRI/z5deoP7zIGk0qpOFmXBqLS6WS/v2///e6f/++TWxLJpNGY+VMAL5A9fMsAkaxQq+gmuF7hLBvvheJ6giIPYkXzAJ8aCaTsQbTs7MzffbZZ3rnnXeUzWbNR3N2fJI2rp/wFWrOJ7ECYB6ADokBvT3QedArqh4AUtg6qrkEjexVpVKxwBnQCuADGfX7fU1NTQ2N+vXTq/yzYxdmZ2eVyWSM8k0DMTr2KnRuvwBIfFJFEOp1IpVKaWZmxnwfSUK/37cgX5INJvBDLKjeQEnm9m/u/6FKA80W+wrIAEjoeysymYz1UGazWeVyOWN90GcEiMDN4+12WwsLCyoUCgb2edrdRXWOvfQ6jP3zzIlms6l4PG59EPSW0E/C5dVUKtEF4lWSLWQFAMpzoA8wLqii8G7r6+tDOkMll2EGu7u72t7e1i9+8Qvrv81ms1paWtLdu3eHks/fZ/++VscuLF0NxlsiTBAOSYYYw1v2qJtvSB6dVEDiQuBB4Mvnkj3jWBnhhfBwCKD7ODZQVx+sImwaa9LptI1FxEiHw2FD7y+D+sPB4flA0Dh8o03U0KYePnyozc1NG/HI5AGy08nJSRsjNzExoWKxaMaeCs3R0ZH1TuBIQd23t7fV6/W0uLg4RDWgIhQKhfTixQtL1pLJpJaXlzU3N6cXL17o5s2bun79+tC9BxgQj/K8Kp3Ay1EajFLmYJdKJUMwCDLQFSoP3vCDoIAq+5IgjkYalNtJbHyyixP3VRH2mXPhdZog+/Dw0JJxLo+cmZmxXhBoRr5kOc5Cb3l+9sP3pQQCAWWzWd2+fXsIBfbcVaaKMcSB98ehU42D/03Fi+oFaDzJFckf1DySX4JeP0YUY02Q3263LSkiYCKQBEljz8aVGwvd9Ugwy49S9GOl/e2/ExMTRrdLJBKamZlRNps1ypc0COLoo6L/gJGkDLrA+BOoABpIMtrF0dGRyZVRmdL5Wflv/+2/2edz826j0dDy8rJu3LgxxGO/DLn5ygj2nYDLTxEMh8NDPVGASOhdJBLR4uKiBcm+wgjyi28hSMHmowfxeFxLS0vK5/OanZ01/3BycmJ9XfDxsRdURNE9dOFv//Zvtba2ZhVczqlPrLAd4y5PPWU/QOd9P+Pnn3+uiYkJzc7OKpFIaGVlxRqxseP4L2wV+kZiii8gWPP3W/Huvd6g0TYYDBr9mMAadBN5YCsI5DudjjEYcrmcBYvYC1/5Hnf5ahzywc5XKhXTtVQqpWvXrunk5ET5fF7NZlP7+/s2OQ8/5u9hkGR3sEiyaiWgCvYB+h16ib8gMKQazHvT/8LzYttgLXz88cc6PDxUsVjU0tKSUf7a7fYQGOoT+nHWKMgAOOurLCQXqVRKU1NTKpVKRkmibwofIJ1PI/OMEr6H5IRzyDAGfB6AFQi9lw2jraVBhcjfJxaJnF/Gi/5Db0NPK5WKnjx5oqdPn1oMwx6/SiWN7/fAnSQ7t/6OJZJ4zgA/T0LFs3iaO/GgZ3D43l3ALfwTvVRU4H0Sy995XzY5Oan5+XmznSS6TCsF6IJa7uOc15JoEPQQdPpEA5pONBrVwsKC3Q7sy6k4C16aQHa0QYxmKbjcdOHjHHyQQtJA8yiNfrlcbmgCAQaW5kMmi4CEYvi8s8XI+Mt2xlkeYen3+xZoQU+hGfbs7MxmvrdaLW1vb2tvb0+NRsMCKVBzqkDsCwYfRSKxwOEiC38/RKvVMlTAy5kG1n6/bwYNvnm5XB763Uajod3dXbXb57fM3rlzx/pd0JNXkZ1HlT3FjqljBFzVatWMFHrF6EIcbbvdtsuYOLQeKYAn6tEwP1oPg4IRBm3I5XLGwQXxQ97SefLVbDat0gEFCaQoFouZ4V5YWLCBBBjxcfmjLBJ6X4XA+GDIEomECoWCNjY2LAlCV30jLuPwPNgAgkcwxH5jNGmq58xT4oViQWUN1BBjRqIiDSg32Ivd3V2bfU+gRJLyqiXxUV31gRrBAChxrVbTZ599Zn1BvuohySp+uVxO6XRaU1NTNpLWUyihs0B74u8oXYPac+5938soiIIDA9U+OTnRxx9/bLQMRrfOzs4qmUxqZWXFEgJs1bgLx4sO8N+eZhaPx7W2tqYnT54onU7r7OzMuO3QRAF74CbPzc3p7OzMRo/G43FD8Jk7z/P73qNkMmmXdNI7RXW5Xq9ra2tL+/v7CofDFmgTkPK8vtfo2bNnymQyunbt2lBwjH54WsFFl6dM+j/jz0OhkI3Y9XdU0eSPrlBpw05LsgAasMVXYxcWFqySxPdB7yCh9pfw0bcXi8WUy+UsWDw4OFCpVDI7nEgk9OzZMy0sLFjSQpzAwh4AYIy7PKAFYNfr9cw3TU1N2X0fxAexWMw48wSqPuGnbwz/jz8NhUIWMKOf+A/uIqBigX+HZoV+EEyCPpP8YSOp6rLv2EiCSg8ejVauL7qIv3xvCuwQ2ADVatX69TY3N7W1taVnz57p9PRUMzMzNvQHAJS9RI5UJehV8BUOv4fEMB70paI+MzNjtoQqLH6c3iRoSEyOBJhgAMXR0ZE++eQT3blzR0tLS9ZXOY7svI3j/9FzgvF6vW5JOlOyGB8tyRrrPTuDxIt38b6bKg8xpO+5YsEMQEZQtH0fE+ecZAhAAblByWw2m9rb27PYE/YK1N5vCsJ/40TDcwJBlCQNZTggSZJMkDgNeH7+AjDPXSMZwQh5CpRHlzEKcKERZDQa1dTUlAUdsVhMu7u75rA4/L1ez5SvXq/r6dOnevz4sdFc+AwUxiPL4x5kX24C3cA4QFWp1+t6/vy59RWcnJxob29P1WpVxWLRDDTPQPMQn0NFh0CDABVePN+JUoNsUqak6a/T6diMcIJznDrBCKh8s9nU4eGhNjc3LbFpNpuan5/X8fGxKpWKJW/jonwebSGhPTs7n1kO5cjPeSfYkAYzvykpEsh5mh2GjbK2b7aiwR4EyqMDExMTisfjdrcISQo0IRJtpqfxdzwnKGG9Xtf09LQePXqko6Mj/dEf/ZEWFhasogASN+7CCJEo+iY8bmU9PDzU8fGxdnZ2LAjhPaGfSINGbxIsKpkkdyAyOBSSqH6/bxUIjLNHj0nq2T8aVAEc+D5v/Pz+rq+va3p6WtFo1C5981ztiy6PAHG+sB2MwIxGo0MlZhBK6HrYKEb34jAIprGBHu2XNJRkYtBJPjh/JCnYTf6O8ysN3/8CYsYZZK8mJibs0kWPrL6K7NATvpegiP3i7MzNzeno6MjOK+NPGTyAL2AELZXZ4+NjFYtFzc7O2r0N9AdSGaIilkwmtba2ptnZWUWjUUPTqYYTQBEIERxz9tjj/f19/fznP9fx8bG2trZ0/fr1IWqj55HjD19VduwDlW6GqhA0847t9vmoTIAeggoSLZ8g47fRuWQyqcXFReO4ex/F9xOs0UxPEJPP5+2WZ85bLpezM8l+lkolffTRR0bRIC6AUkqg6OlX4y6QX/bi9PRUDx48MJu2t7enX//61woEzkesIgP6GdlPGrV7vZ6BB77qgl4EAgGlUilrFqci7StSAE+eJuPBBc6+Tx7wx8iVe4dgI6Cr2HY/Mn2cBZK9vb2tTqdj1WeoRwTIx8fH2tvbsyou56hUKmliYsKomCRAJFEAep7hAvsAGzdqw6gK9Xo9uyh4lHYHVQvmCkA0+++p6NzLE41Gtbm5qV/84hdKJpO6f/++stnsWLLjd/zeMeBCOrflxCacm9GK19nZmVERkcUoO4ff8bQn7D5JP/E5oDCjbz0F0NPJ8XFceEpsxT9MlwwGg/ryyy91cnKit956y/yK74n9Jusbn2o/nszTfDiQKCU3WqJMzMCHi07QdXZ2Zs3cfnID2Tsv4/nOZIUYUYw9CD6CBUkFVWc2sEd0/Six3/zmN3rrrbcMVeMA4CgZBTkuhcoHjKAbnvdKT8rZ2ZlevHghaRAc+L4JntmXIv0EEt4bVEKSoVK+Yb7f7xslA8cIokJJzveMENiASnOhTK1Ws0Dyxo0byufzto8oOCjDuIHLKJ2j2z1v2Hv69KkhH1tbWzbSlgPgS5DoF8YMZ+zpAfQR8ewc1EgkYobYUyP6/b7y+bzRA5AjRhMD61FF9M6jzuwBVS0/2tX3VFx0eUTTB/b7+/tGjeOWUJJ8zjXOk4RDGoyzZXwgP+vno/MPRg9DyfOQIKDbHg3yiCI0s0AgYEGV1+9+/7zRNJvNKhgM6uHDhwoEAtrb29Pa2poWFxdt7O04yycqvhqHPfPjjhOJhNFNpEEDqkduoTDRD4QuMbaSfefdSAhA3z1XmeTNl6/RT1+yx47itAiCcebQGEBRkS02eNxgmTPFWZIGaL/vUzo8PDTk0QM7JE+84/HxsXZ3dw0xz2QyWlhYUDqdtkZcqiSSDKgJhc4vySwUCorFYpqenlYikbDgBOoQQR/ONZ/PG9jEGaYKyvPv7+9bE6w0aAolyHxVZB6dYx+ZPNhoNCzpxBehP1B3oObgc/xYSyrMBCRTU1PK5XJ2ESafwfmmp5H+BfST5D+fz2t6enqI9pzNZg2Vh2704MEDffe731UwGLQqgdd1j7aOWw1C5sgNG/Ps2TN98cUX+vnPf65e77wBvFgsShpM4FtZWdHExIRVhrxN4ox7fjt0U48KU6XE1hLs8s4kzvh3qpV+nLC313D6pfNhHevr61ZBAgijus8aV3abm5t68uSJtra2JEkzMzPGCCmVSkMDQZCxR9y73a7diB4Mnl8CTI8O1Rl6PehD4B+Wjxk8/ZYRrkz9kmQVJz+eHgCK84H/CQQGk+vog9jf39cvf/lLAwhv3rypqampC8vNAymwHUqlkjY2NgykW19f19bWloHsALWcM0AVX6GmD9HTk3lPkhWAOWJAn5igjzSeIw9iC5IUHyN7Si6gJLEpF1vfunVrqE/tIqDAN/5Jz/knY5VkaGe5XNbTp0+1tbWlg4MDQ054eJ91QwmBLoFwUDyCQJSHpIINhcdMUgD9hw2gXMcBJ4PDGUPzwIl/9tlnSqfTWlhYkCRrdvZBLs5knMXvw2NEIdrt8znoOOL19XVVKhU7AJSnaCjt9XrGAT86OjJDyH6geCgA70d/C8EagWEsFrOGckZASrIAhf1DvgSA/D/OLplMam5uzpy5v9WXccPjLuROksDe0twFp5W7AzjE0nmSRYCLM+SwopM+icFRc0jT6bRdpEPyi8P2yBWJDUEOiVy/f34nAkEiCDn6zS3ZkUhEs7OzWltbM6TMTxcaJ8H1lwienp5qc3PTkBMMmg/ueTecAfrvEX1JRh1g+QQCmQI++KRfko2M5hwwchOaG7xa6CsYa0AHvh8bRKD4/PlzbW5u6tatW0Zly+VyY2rcVx02icPe3p4ePXqkVCql2dlZVSoV7ezsKB6P25Qt0KpyuWy2ETtCUEswSoIHPU/SEBcW4IORo9xFwnkgySiVSlYpQxdJNKjQEfxwpqHSpFIps4fevo9D15OG0T3eiSSw1+spnU7b/RbMgAcZpfm01WrZlBrOLaOXp6enrTpNz5CvpPHd6XTaqlwEKfRi4RN8nyHVA84GFVoAM87KzZs3lc/n9atf/UrvvPOO2UWPor4qdYr/xoeWSiUbFvD48WPbO+wXdsU33VJh5fygD/gfRoF7OwiYBzBFBQnbBTCCvEapnR7EY+Q68oTayBTDdDo9RBH0wc44y/sYbGyz2dT6+rolqgRg6BXfT28j+x+Px+0yPT84wPPe8SMAUr6fB0CR6jaxD7EM+3x2dmYoPT4CW0oySIWNYPXevXt2Aaiv4ODzxln0NAAKnp0NLng7Ojoyug8+jUSAZ/TDdvwN8MQnnv6DPyC284lSp3M+Pcn3mVG5YYCFn4aF3iJTQD78PQEzrIJ2u219HQCW0NBfNbbD71PFOzw81N7eno2cHm14598kXNghbBtVcOySr6h1u10DZ7A5o5Vs9A3d4N/ckM4lnZwDzzwB6KICJ53HxMSE7XZ7qCf1m6xvnGggGAIPNnhnZ8eExVXn3jDBSfYIOZmupK8NwDHe3vFhyLwDI0sluOFZoFyh6KAUZJZsyunpqT799FPduHFD2WzWyqnQNsgwXwXlwzhJg3s/4vG4dnZ29OTJE3O8ICrZbNbkQgBBqXd3d1eHh4dD/SmSlMvl7C4RmqbYAw45n4dBYaY+z4NsUVS49BxWAuxe73xmOBfHnJ2d38LNpU6SLOmjSjLu8txbSqMkGXt7e2q1WlbmSyQSNvoXnjKNud4Rkdh6qgAGKhKJGPoEckPCSmWNi5s4uPT8ULVCnxOJhBkaDKfn7vvvzGazunHjhlGTcrmcoWHjJGrQjXB6OIZu97wXADSZ5AyUqNls2h57uiC/64NQjJv/f1/eZZoGOgH9ibNAUOh7DgKBgCWnODaSbKoFDJCgYZBS9Y0bN4aqDeM6D2wThpREY39/3+55SKfTRkdKp9OGAp6cnFiCwUWH2BBsptdpPp8kvtM5H6GJXcPpEKxIsgCOxJEKCc4klUopk8mYU0XPGX7B74Pu+iT8VSgYkmwPCfawsZ999pn1hpTL5SEwAwohST4DJfAJBG+ZTGaocgiFpV6vW2KDTuOwofzA+aZJHtlBJSAh84EAz8iEnFAopJWVFS0uLuqv//qv1el09MMf/lCJRMIoB74CNs4atVW806NHj/Tw4UNLOGZnZ4eGbZC0MiaTZMDfy+K52JKMRibJgkGoeqVSSeVyWfv7+5bIoZPSYBhBs9k0+0dCiE4S3GE7ksmkjo6O9OzZM12/ft0CvmAwaH1fryI3X80gyKVSTWBGVcgj5Jxj/CcABhVt/Bd2DLSdeAW6HvYPOVerVVUqFUmDC1KZesgzol/ELNg49odEbmtrS+VyWW+88YbRHAmsObfjxidUgU9OTvTixQtVq1WzEx5tJxY4Pj5WuVw2m0G/Kck58YWvzvoKD7EdssL2kfjzs6PnkZ4Xkjr8O/IFmPV2Gx9FsB2LxQwk2t/fH4pDL7rQH2wP1DLiOewAdF7P7PBJlk+c8HkE8qMAEfLxlWOfjNBC4EFP9JEkgUSRdyBhReY8H70xxWJRxWLRfo7PuQgwMBYhkkkhBLwcTgyLLyn67IiXhBfraR0cbIKeRqNhTbQsAnYEiNJRlsMokIigzGTRlEWhLKF4gUBAf/M3f2MNQ61Wy5y9R13GRar4XgIsNigcPh/r+eWXX1r2yEhPuJHBYNAC+m63a3cP4GQwOMgAGgUGis/xlQ1k3mq1lEqlLNhFZiBfZLk4XXjOPrumjFsul/X48WPduXPHjAOc6FfhLGOcKOVx0yplSu584NKq0V4EEiyelSDI081YzWbTDB6VDCoD3ByLjhKc4RzQ5cnJSRuvSdUMfeMyPElG6aNPaWtrSzdu3NDs7Kwh1Yw3HSdw8dMlQEb29vbUbDbtAjSCE1/hazabQ6VRkkwfwHlH7pMRKmrsGWgLiBdVOt5fGjQv++ocxhU9J2HmGfy0IYKU2dlZLS4uDqGH4/YFeafjaUCMUKRxv91um77AE/bcWU8TCIfDRj/jGUlqQT5BnT0Vj3f0aHOtVrNzjrOFwjU9PW12DHQR2UFD2t/fVyKR0NLSkgVENKp74GfchX54GhD7CrWW6uTR0ZEODw9N36jeQNnx1UMP/mCTC4WC6TUOn8rRycmJ2XDkx9lnMEiz2TQOOHeLAB7w3AwdoM+LKuTm5qbxvr3evoq9k4a53+Fw2HwRgR1+gqlDksw/0e8iDS7RBEknwcR+c3Y9ZYNm/Eqlomq1anaf5BXbQCCCvcAf+f4uaF/w/0ulknK5nP72b/9WgUBAd+7cGUJrfRI0jsw8fRO7cffuXa2vr5s+40t8P6kkq1owNpmzjWyhtnKOAY7wnb5nQNJQcMz5h24GkENVDaChWq0O0ce63a5KpZL5MXoloWoiZ19ZH2cxaIIBCNw2zyKJ4ozh69gz/BW6RSLh6T2+X8yDdvhqfHMkMhi5ShJGhd33ctBfCqgjyXq1fH8cyTP/DVPBN/zv7++PFdsBvOG3jo+PdXBwYHbLV6XRIV9F4F28H8XeEy94G0qs4ZMUgGS+AwAYfw7wzD/0jNA8720V3+OrmwB7vK+PoXyv9t+3LlTRILiEwsMN4I1Gw1Dbqakp48mxASgXf05ZlbIsvE6CVr4Hg0FZnQybBAb+Mc3dlJkJytkwbscG2ZdkhzccDttt0j//+c+1vLys+/fvq1QqDVU2CIbGWSi+L31RFm+328aJlwaNPvD3QF4ISkCg4fp5JyHJslCmZXiKBY6QZ/Bj0Qi6aeJib0AnQLX6/fMpQiQgUBpCoZAODg6UzWaNNgUd5lWXR5WhJnCAMOK9Xm/oAHojAKKG0fKBFEbLcxvhOZOYcdMyGT2GlnI3QQZICokJDonf4b/ROxKQbrdrU7P+8T/+x0Yn8aXqiy72hyRhenra9G93d3eIXgiSxPORqKNnGHnQNgAF0Cv2KBAIWJmYP/PBDUkV7ywNzgaGHqSEpBmZ+sZxfofKRiQS0cHBgZ48eaLV1VW7/JAba8eRndchEu5r165pZ2dHX3zxhVVdGIvN+SQII4HCEXI+SdxwEN1u16gXVMVISKmcwD2u1WoqlUpDtFAMPvuD3D2ax54xOQZb88UXX6jdbiubzermzZv6J//knwwliePKzqNu0vmEqOXlZaN4kUBCpWKfKNvTnwFIgg0kwCKhb7fbllyVy2Wb6uP7ubB3UGf9FBzQ0Lm5Oc3Pz1tjfz6fVzAYNPS9XC7r8PBQjUZD/+bf/Bt7nh/84AdmN6RB1e9VkHmelUSMBPf69eva29vT7u6uBf/0XxDw+eDF3/K9s7Njtl4aUI7xtfRkMNKccxoMBu0WZaZLQXmqVCpWIZMGiDL7y/eBjn/yySf65S9/qVgspsePH6vT6ejNN9+0QJQECt18lUXiEo1G9fbbb+vRo0daX183+waNmACUyjt7XqvVbCwv7Av8rDSwUYBFxCRUwrn01I/AhcrngTo/zQsKMxPQ2Ed0nSr37OyssTcAMqTLGeDATeT5fF5HR0e2d3NzcxbLcccSFBxPb+cfEieeG8oUcVm1WrWeNORzdnZm1GX68jhHHj3378ie4OeJeXw/g/89gLter2cJX7/f1+bm5tCEw2+6vL0dDexhjow+M7bCV4/xf95uUGEkJuZMEXtIAzYQP897d7tdHR0dWWLo+wDr9brF35LsO9hfYhIS6xcvXgzJ5tq1a0Mg9zddF0o0OKggnf7Sn1brfJQggSbG3Bt3sipv0GgwJlMioE2lUnaIQOEJWgh0cR4gWNxPMDExMYQiQj8hOIpEInZ7NJz4s7MzHRwc2O2dkozTy2Ea14H4QM5zeJmtHYlEND09bYeEUailUsmUBQMlDbiPvnGSIBx6gTQwPpS9UURKtpRm/ejcSCRiGTmXGoJUgehDT8EwgbZwU+zdu3ctsQFRGHfhdJE93GLPF0ZvGI2KnDyNACMgDQIC/o7DBs1vlPtMYh0MDqbSgAbQ8I0z8k316DjPf3x8rGAwaGikn5jTbrf1d3/3d5qentbdu3ct4cGhXXQhk52dHTszGD8aGdlDUHUCEH7f0wgkmTwwTLwzRgfnSNUHGhY9Rjh5EmZpUEXiEicQZR/w4lCwK56CgN0pl8t6+PChTd5ZW1t7JVSe88o/OPzl5WV9+umnhvZIg4vicAhcrjk6cYzyPXKE+wxth3HXnuMtnfd7MPkHuhhovNdh9hx0ljOws7Nje+Cb8x8/fqxPP/1U8/Pz6nQ6+tM//VNNTU290qhRfs8jceFwWNevX7fb53k2EqxwOGy0UYZUELAQAPIumUzGAkXsWbFYVKfT0fb2tp1F7BzUFUARSZbsgh4iE2wEyHW1WtX29rb29/ctGHrw4IFCoZDeeOMN5fP5IcrOq1JYWD4woaq9vLxsTbmNRsPsta+28iygoQBkHhkmMSJoxoZyNpvNpvHkobExrtbTkvBllUpF5XLZdBXmAoALctvc3NT//X//30b5WlpaGqo0Y7PHlR022T9fMBjUzMyMVlZWDJTyDfWj4z+57BEqNrGLJNM3wE1poFPoEfaA7zg6OrJEjHsfACAIjH31CbsAGECfAUMPbt26ZTQcZI+dfBW98zS4fr+v3d1dHR0dGf2ZpIg4KRI5n4QErZ1hNVSuqdryfrwjSQH9hyTvXsbIlHfBDvh+AHwN/TTEheg4gDI6m81mzTbjE4g7uRh2c3PzwnJDJzxVFBAc3eHZqbxTfUBHvf74/SOOxrYz0Y2qowcxPRuGz6aiCwXO92zy3NhmqMZ8P/Egsdvm5qYNhIjH47Z/0rCt+n3rQlOnzs7Ohnov4GVms1mjEhB0hsNhHRwcmFEnYPTOhFKWLwVzWL0BBGH2WR4bhyPHkXreIrOufaDkp2mwmZTPo9GoVlZWbBwim+aR1XHWaEnYN13VajWjgwSDQe3v7ysYDKpUKpmT9LeYE3j5cj0IRzqdViqVsgoFiRgBP8E4ARw9BYxD41kJjvP5vCG1niLAIYI+hyN79uyZDg4OrPQ5PT1tzXDjJmnegUNTYX8JUvzh9VQ5j9j50iuy8QYORJlqCfo3OTlpc+BBrEHTfQKAg0XfMTI4AL6XErtHqwhCGQVZqVS0tramaDRqF4ONIzeCUO5i8cmAR3xIiqiGQQmAOw8ahIMkYMbIgoSQdIJMY6z4LElGvcKoAUjgxNlv7AJIjEenpEGyja2RzpsaP/30U0N219bWxpYd9gp5YYNCoZAWFhaMZoZtI/FAxzDcODTezV/wJUlTU1NG+8Qu4AxxEJxhBh9QoSBpSafTSqfTyuVyNpABMAiwhD4DjyBCieh0Ospms5IGlSnf/3WRBUrn+57y+bwNjKhUKjo4OJAkm4tPolWpVIboNgS86ANVLSp9gUDAGuQJknu9niW62G0mvGDv+JxWq6XZ2dmhxA7H2el0tL+/r1KpNDSamc+7efOm7ty5Y8EViemr9Gdgl3m29fV1VatVG3cdiURUKBSM1w6dFHtD5b9er1vlHvAD2i1JA9Qxf57951Ex8c236CZ+Fr8G8g24RxADasr5rlarCofDeuutt/TWW2/Z84FeexrQOHpH8AYwgYwmJiaUz+dVLpeHaC38Ds/smRhUhagmUjX1NoefpZoN+sxZ9VVY3zMpyQZv8DnIlASYJHl/f1+Tk5OamZnR8+fP9eTJE62trWlvb0+/+tWvdO3aNS0tLUkaf+qUB4Lr9bo2Nzd1cHBggCwot2849n0p7DGyACADECKuoz/PU3pHqelUSnxsQyCOzfRMDL4TcAFZ+34a4kx8FL5jcnJSe3t7Rke/6PKUNc/2Qd/4PqpryWTS/Cg0JCityIW/8z4De8r5jUajKhQKQ/0lvA86n0gkvuJrPDVZklHcWHwP3+uZNtVqVY8ePRq6dJYqyjdZ39ibkOVgRKDMbG5umrHhAT1tx/O5QN1REp/p+WYiNo7KAhk3lQ0avUHmeWEyYbI9eO4EyFROqLxEIhELfCKRiIrFolEvuNCn0+kYwjDuVAzPE6YyRGDFBSi+8Wt3d9cSAjiHNGGBEJDF07AmDa6VJ1CEAsXN4DSUM2KQkjF9Dr40R2DPjZEYDjjVqVTKpmKAXjFm8b/8l/9ikzt++MMfjiUzFsaI73j8+LG2trZsr+Gik4B5FJxDz6FD9zCQ6CGoOkYeI+ATVJIQkhbf1Os/y9MAWq2W6Rs8VConfiTqxMSE8SqfPXumjY0NPXnyRO12224Ov+iitJ7P57W7u2tNsfAzy+WyUSYADkge6dHhfUgYfOMYyRr/76lpkcj5SGaSMah0HoXzwAH7S+KFzrM3VIj4bFAvOP0kb63W+QV6z54909zcnG7fvj2WzvlSONS6brer58+f6+nTp3r+/LlNKyEJQNeouBAQs78kIR7FxR5BH8JOgVSTmEoym0YShK0EYeIfvovn93Pw2TOcCwDD2tqa3n//fZtC9Ko0DBKVZ8+e6b/+1/+q//V//f/Y+9PnNtMrvxv/YiNAEjsBcF9E7VK31O7dy3TGY3vG2Sapyq8qNXmZPyB/VV7kZVKVTKUmNRPbWby73S13t6RubSTFHTs3gFieF3g+BwdotUeE2LafX/GqUomiyBv3fd1n/Z7vOdf/z5Ih+kTm5+cNxaViG4/HDYVjbDLnihA80yhO0ry/v29yAiACaOIbmLHjJGE4UpIzHDqJN++HfSaJQWZnZ2et5wgZ8T0CoyzkqNPpjfL98MMPDYWdnZ218wt8zx/+E+SShIMBAfhcKqn4cIIc5ETq06MJij3txVeBW62Wnc2EjfQUW2woPnyYDbG8vKxsNmtBih/OMureeUDRB6LQRKhQE3DiM+kbIqkl6ZX6IADUbOTAU2R8vwrT50gwuC9k1QfKJPgATVK/z8YzPtD3UqmkH//4xwoEAvrmN79pfbLr6+vK5XJW/Rhl4bcDgYANASgWi5YY8Wzco6/2SzLdJPkgVvKTkXj/yDOUsWHdAVhGzjw9ij443wsVDAbNRlL9G9ZDYicPatHPQNwyCnXK96rW63U9e/ZMu7u79lywL4idiAvwlb4nD1CEvgzsTbPZ/BKVjmcHNPHgPr23nmJPzO4pZtgtqW+v2TN+n+TGVyufP3+u+/fvq9VqaWlp6fx7NEDREbButzcbeWJiQpubm4boYsjIzr3SSLKMksDBv3hQGAQLRet2uwPj4zziiUPgVEqQGgQc4QPlJoCWZL0LBJihUEjT09N2OAzJSywWM8M9yvLNXVJ/WkE+n9fs7Kz29vYUCASs1Aw1iWzXN/6QjAxTJqgyMEEFYfJc3snJSWvcpkRLs5LUH2vLu0AQCTwJpqReBSmXyxnli/s8PT21IJn7vnTpkjWanXXhEBqNhj777DPdu3fPKlI0SVJBIcCi1IwD8NUYgjUCVo8C+V4COKO++oSDIRjAuGLgCdKRPxQ2HA7bXHFKyjT80ojNvTGPPBQK6eHDh/rGN74x0qhWnCYTi+Aeb29vG0UA3QLBxJHyjMgZFAocAmVUT7HBMAUCAXsv7JNHTPkZqR/Y+KZtDJ3vCWFPSdYIXJLJpMLh/ghj7pn9wzmOInNeV09PexOnSqWS7t+/b3PFoTmCiqI/Uv8MDPYAhwGqDkXP04dwQBMTE2Z3QPoPDg5Mj5myxZ7jXLCN2Ggf3Pg9983isVhMq6urmpqaslOl+blRFr8fDPYOUvztb3+rubk5fetb31KtVrNTgbvdrjY3N40CBBVvmHKQy+XMvhSLRSv17+3tmY4TMIfDYWWzWWtq56RsqhBPnz61IJPKL/pLQM3CgZKsYM+wO+1275TwlZUVZbNZmzyF3xl1keQCCNTrdd27d8+mE56eng6cRs19Elhg00CPAbQ8mEcAQmLnaaX4E997BVqMneNzoNVQ7UPePcXSnxVRKBSUSCS0u7urn//853rjjTcGJnYxaWeU5VFwdBIKC/eGjY3H44bWevo3iUgmkzFd5eutrS3bHxa2EpsejUZtaADyLPWpYdhBP5GIwJs9peGbZM1XSo+OjvTjH/9Yv/3tb5VIJHTlyhV98MEHBhSOWtHY2dlRLpez94juHR4e2oRC7AZ0M588AY4gEwxTaLVa5ndIjgmOofEgL8RnVB6x5ewTVQtAaPSdBCQUClmPjAf9eE9SX5ZDoZAl5YCSs7OzZ943EvjT01NtbGzo888/tzgxHA7bgA+a/31fHYmHrzCQoHm6LuCUp7xKssMbeX5ibxbXkPrnrUn9Q0D5Gpnh+8RR+D2SH3zb0dGR9vf3Ddjy44x/33rpRMMje5SrmXQiyZp7KKPyMilJgToiKPyBb0i2SSl1GK1io0CvMZocrASSj5B59AUnQiboaUNeOMl6W63eIU1ra2sqlUrK5XKKRCIjHerCsyNcGKX9/f2ByQ6VSkUbGxvmBBnbSOA1fOgUoyAxrFIvGPeNPsfHx9aLwnM2m007pR301SOpULgIeHGcIPQE4J5LTqMqSAOl4O3tbWv8y+Vyeuedd868d/BC19fXde/ePTPKJJuxWEypVMoUDkOJIWHPSdIIGvwYN+bxE1jT7Exg4RFunC4JK0bPV+wwiiSvIO8oM5+FgfVKjYNvt9t69OiR/uf//J/64IMPzkyhAuGH0081gUAOmUQupP60JV9ChSfKM3G/jA+l74p3hQEFACCQ8OipT7Ck/uhHkjrfx+SdF3svySpF6NPY2JhKpZLJLYH/KAtZYT+2trb0k5/8RJ9++qkdNOeNtNSjhE1NTRm9D6oNVBZADqmPXGKPPD0TG4iu8SwgnwQ+TLshSeEaPsHHWXl94N0RMEejURUKBZMJ9KfVao0EDngaEe/pJz/5iR4+fGh7QnLFKeC+4uwDbcAOKAXValW7u7vK5XKampqyaVVSr2o8MzNj/OFIJGKHm2E/qYagh+gv1QAcuyQ7XJZAjyCRe2o2myqVStakC4XNB5GjLIKHyclJzc/Pa3Nz0/omCDjxJVSr6FNqNptm/wn6qS5mMhlL6tgH9sm/d6qK3rZhJ/DFwWDQplixR9728r7QiUQiYfJXLpc1PT2ttbU15XI5O4uEYGtU1gAVnpOTExuY0G63rW+nVCoZCIkfhVJ3dHRk1S3O0+BdsLd8H1vvhyqkUiljGdDDJ8kqsfhdaIDYSHwF9g+99VPn6vW6gVYeAJmZmdFbb72l27dvq9vtDkw0POva3Ny0Pi5AT0bFBwK9ceNUp9fX1wdsvJ/0BEU2nU6bnUdf/PvFdgeDwYFJW9gzgAjeq08apP65VQCg+GL+QNeGqcA7w8dQRaeCEolERko0qBg/evRIv/nNb+z9+mo11DEmTHr7zv0AEtEzgk/gvWKvkHH6owHuYN4Q6xJne2ozX3sbyzNIfZBZ6p+ZR5sBCUaj0dDGxobq9boePnyoxcVFfec739Hrr7/+j+7VmRINFIuN2Nvbs1FwvGymS0kaeME+wQCN56FIDJLJpAklQRIvhuwRvh0BIMvTW/z0Chw1SCpBgtTn1ZNhd7tdffLJJ6rX61YympmZMYrQqyQa0Kf29/dVqVT0+PFjbWxsDEyOAelE8Wh+pFGUJIvAC+SD/hQoZlQXCLbYN5pHJycnjTpDkO7L3SA87GEul5Mk7e/vWxWEdyf1xzCSjOZyOQWDQd25c0evvfbaQDn6rGtzc1P37t3T//7f/1vb29tKJBIDCBxNT8iTR1RxtgRYkgZoJfzxATbKinP1ygqiTqXEN6r5hnACF59Mk7DhvIf7dkC3+exGo3cuDQdgnnUReHiDBjgAasn4Snp/mMKDscOx+aCFZB7d9tOUPG2NIJrmNaiSVC19iZZgGQfNPrDnvDd+xj8TTotAmfGjc3NzIztebA2GfXd3V48ePdKTJ0+MEgbtAcSc4JnfJ1EgwWBIADYLfQDkkPo8Z0lmQ0EKPf8cFN6jziSSoFvsGcGfD8SQRSbd+N4EEEqucdblpwbOzc1paWnJglJoeIAFyDgIOH4B24Ss+aog0/j4WWx6NpvV3NycUUCZXOORUGQZoIGBDJwlxM9IGuhlwH8RBEF7rNVq5mtI/CSNvHfoDIEUgwIAOPxZPfQAsLckB543jQ+hws37xe9xXcA19BTqMzLkaS2+OkmVkT0jAO10OpaA5XK5gWpVMBjU/fv3lc/n9cYbbyibzdr1kItR9w6K0Ycffqjd3V1jYECNQhfxd/QaQEGcnp62aiL2GVsfifQOVR2mcAMMIveAmOw1dpRgDbsGOIPM8VlQ4wi20Q3ul2Es7777rt577z0tLCxYDDVqRSObzeqLL77Q48ePzY4jg5FIxKoPR0dHdnZVMBjU9PS0JFkPB0k5gTO+DF2F6uR11zeNUwn3cup7j1hcCyBZ6p9BAWWLa6Ob/v4qlYq63a4lh8jsWdf+/r4++ugjffrpp6pUKgP9dp5SDHhAHIGP9DEMNtpXBQGQYED4mAW5ocKJfUBuG42GAdVUgT0oSrLlKxzcD/sBQIsPwichu1TbX2a9dKIBR5EAhYODcFwEMZTcCHZxrJRZJRnlCh4yRo/PkWQIgOcposxQQqS+geEFo+ggBgQjfpwf9AM4gwhzsVjUT37yE2WzWb322mt67733tLKyYgZ7VLQFesPm5qbW1ta0ublpJV1Pf6AZDaWR+vw5UCLvNLkGiu3LmBhUnCroDc6d9wlqQbMuQRSBNqVijI3n+YF0+2b+ubk5zc3NaXl5Wbdv39b169ft80dZP//5z/V//+//1ePHj+2ZK5WKldkJkCl7IxO8KwJaDDGGj9+j0oW8khDCdfdBm2/kg3+Ks/HUJ6kv7zg75C4QCAxU9jziTNKCU6eCMIrc8V5nZ2eVyWT0u9/9TrVaTalUygKkdDptJVdk4/T01AIvAjocLcGzNJjQkZAxZ98fyufRLJ7fAwHINWV5kGHfFEdVxiMxvjLEXjNZK51Oq1AojKyvkgZoGEyMgVIJOAHa2Wg0dHBwYJUx9gydprLLM5N8EWzz3DyjH8jgebk4HexoNBq1vSYg9JUJuNEEKd7eYFN8YzV6MqrM8b5Jol577TU9f/7cAhj2gaZhEDnQv729PQNbLl++bJN7Tk5OrHpJAEb1FoCJPwQzXqfYA/aGygU2kPsgcCE4SCaTBqDF43Hl83ml02mlUim1Wi09e/ZMjUbvtOZMJmNB6agBn09uJycnVSgUtL+/b+dV+aABmhtoMs9DAIZOEPxgGwn+pqamLPhCJunPQ/4J6LyPwvd4lgG2kT6cTCZj57JIssl2NGLX63UVCgXNzc0ZOOnt8qiL98p9o1sETNBaYGWgU7xzP3aVgOzg4MAosvhadJoRwj5wBvCDyjRM4aGpGnCOSgZgKiCKD8LZY2T8ypUr+va3v21DAryej7KoMAFGlkolo3ExrQmdYNS7T2yh5kDvJDAFMIDe7H0dPYOg/6DnhULB6GUkwPy/p1T6ZMgnHdhRzxbwVHkGagAaHh8fa3NzU8+ePTvzvn300Uf65JNPrH/O2xXsp2/oJh5FJnlOYheqBsguP0OC6qliUN7pGcXfI7+0LPhkgf5IYjH8AdVGf7+SBg5GZChGNBrV9PS0tS68LKjy0okG6N3R0ZH29va0s7NjCCV8WAL8QqFgHD3PY/aBL8g8iKYPBGmowiGHQqGBwBKBRZDYeE45TSaTFjgjmCgELxfDDdfNCy/CwAFwoVDIyuOjrHK5rEqloqdPn1q1gCydsvHe3p4lV6VSybJtjAf7xDg3khJJVkKXBvs4JFmGPzY2ZsE0UwsI+hibiVJSPWG+fbfbtXLuwcGBJZKghtPT04b0MvOdvgwy7FGRKpxrMpnU9va2BWiMrKN3ggTB8ztRGKpYOACpT1HAifpGMRBA9pJE2BsFrktggKGjhI3TxulJskCewJFnIzjxvEo4kG+99ZaWl5fPvG84/omJCeP0JxIJC/LQQQ5sxEES9Hsaj6/AgLoiFzhqEinK7J5Ch+EHQWHPcDrIMffG7/tyOO+BRBdg4fT01IYd8HmeJz7Kwm41m03t7u6qWq0ql8vZGFgSBGRHkhlj3jmBjR8wgM0jmIfyBXKPk8ROkWgiN+iYR5l9QySOhnsnOOI+AWFAmzkvAoSVn8WhjbIIeqic3rlzR6envYZbQCpJA1RZBiH4qiH9GcgKvgN7iHwGg0FNTU1Zkgfij4PEEXa7XZsiVCwWrWLuEUipT+PjnbGvTLHyJ47Dp3/+/LlmZ2ftHkf1EyCa0JdyuZzS6bS2trYMfPCHMJJYY59Ao6H48HPoAsk8zwntGLvHM4PY43OpkvBuPQWQr5FFegKpxPAeSGqQr3w+r+np6YFqPu9plEUwn0wmlc/ntbOzYxRuaEAAA1CmoXMTYzBqXur3j0FJJFGl6tDtdjU3Nzewn6C+h4eHJjss9JE9Zp+5b1/V4WdJNnhv+HUoggSv3NeochePx7WwsKCjoyMbUxsOhy2pwB/4mIsEC/o1tpaKj9SPvTqdjp3LRUJPY7dPbKmuecop8RnVMvwMvgcQAF+MfAL+eSo1577wPcYPP336VCsrK2fet4mJCS0tLanZbOrJkydWVYBZAhWKpBLdxeagzx5o94fRkuBiF6l0IRuARCSFxFjQImGreJDKA5n4zHq9LkmW2CCfnonh/W8mk9HKyoq+8Y1vvHRs8tKJBoFXq9Vr8Hn69Kkpoe96Jwig2Q46w8HBgQUAVBt85zsBGQ7YO1ypb9RQfqnPJadZCSdGtcQrMYGSp65wLc9Tm5+f19tvv63vfOc7Wl1dtcwS5Rhl0QwFf499QblQQEpRNFp7riyGyZ8pQmMf/5ZklAjPk/SJHPuOQ5V6ThsOKqg0CgsKA18U5WRUWz6fVyaTUafTsXNMGNkLYsD7G2XdvHlT3W5Xz5490/j4uMrlsnE5eXb+DbqOE2V/UXrPyfQ/w71SLeMdgYSAxnruM0qJI0CJcRY4Vpw4Sor8Sf0T4wmuMYiTk5N68803dfPmTb311lsv3XDlF0FHtVrV06dPzUGNjY3p+fPnFtAw8hSuMEizR+G4VwI99BI0GAMIjWM4qOY9kASwB54K5VEgKH6UvtF3gmqQeBJN7vdVKmd+efsC77herw+Mjk6n04bYUQXySBrPQSDlUUBQJd8ngA3CWRKksG9Qs0ARqTgi974Swu9AV/JVXeg4vrfNI6sg1z5IOssiaeaZFhYWBhokqUQ0Gg0lEglNTU1ZFWxqakrFYtGq4gAX4XDY0GY/RIQEi2R4a2vLqCXYBV9Ri0QiVpHCV0j9cZ0kmATVfCZJo68YdDodXb58WTdu3NDm5qb+z//5P3r//ffVbDZHBlXQDZKaSCSihYUFra+va2dnZ8BeQf1IJBJWnScgJjmjAoxdYbIcjdAEH/S5eaojQAl+CblHN5AvTw2ReqAaASj6z8AVdGB2dlbLy8vWC0iSgl0cde+obk1PT+ujjz4yueh2u3bSPCwGgi8Ov2SvPDOC9+wRfUDKqakpq0RC5SbJJInBDhKIe2Tbgy0ALOyrJEvaeD/eFqLjniZD5XyUBZADFY44jOqZJPs+p4gDwAJe+koplSB8KLJBTIGtwc6xF8fHx9rZ2bHEFsYL4IKneHKPMGkI8D1ozPV9P1Gn0xsiQoBPYkSwfZb12muvaXZ21pKovb0920veM/9mHz1VHjkkFkP2ALOCwaAxJ4g7kGkPmns5gsZGTOSpWMQR3INPovGrnk3BcJtkMqmJiQkVCgWNjY3p9u3beuutt3T16tWXHrjy0okGvDbKL9Vq1Sg4fJjn30mDQQoNjGTuON9QKGSBrHcglNokWdDig31fAeFFEEQTxHuOn296JSCgMc7zBxcXF3Xt2jUtLi6qUChYOf9VSrqLi4umLGS3T58+VbvdNuHIZrOGAnW73QF6GIt7JoDwAQUHFRKQ+OQC5wcy4kuSOGE+D2HjXfqpIN1u14IG0NN6vW5KARKzs7OjtbU1q3hwrVFWNpvV1atXrfkxGAwabz8QCNhYUIJ29jeVStlzg45Q1fL9ET67j8fjSqfTAwFyq9Wb1oWDoUSMHPqqBX93Oh3bf35vfHxciUTCqlkEltJggNHtdjUzM6Pr169rbm7OkNuzLm+EaCR/+vSpvVOeAc48Saw35hhyHB6GGWeIjvlkneSdpmy+52kX3rnicHwVjsSQErwPQEjKcMCehkXTKfc96tQp7EQsFlM+n7d59o1Gw6asEQwfHR1ZLxmyIPWpZTgHdFPqO0k+B32KRCJGraDC5CtNJI/Q+nDiOCcqa55e6ekKVEe4L0CFmZkZTU9Pa3d3V8lkciDRGWV5VBFaJdUJEGTACn/4piTrESBpZ3LU7OysHRxFuR8HSkUGWwiS7fsJ2FOCRpIsgkVQb6iZAFcE3L4PgQpwLpfTd77zHWWzWW1sbGh/f38kUIDFHgSDvXOUnj9/bgEdz4B8YC+w2T4hJjniOZl24ysQJBUgvQTbUBDpAQJ8kQarUNhCrsX36RkEBWfPoXJ0u72G+lQqpZ2dHTv7yYMyoywSdqnXU1goFKxyFYv1Djw7PT1VqVSymIDAlBjCV0CRGxY2Eh1LpVKWkKCfjC0HmSe5gCpFwuYrdDy3r1JKsmCTGAZKzsnJia5fv270GIAqP4b0rIvr04MJ5WZmZsYmaUkaSHjQOWSB6iyJhK8uY9t9pXg4NgTAggbtKfl8BjELfhmfTyUBEMbTB/1UNaasMQ2Kagy9wWddADYbGxsDZ4VwL/yNnQGUws+zh4eHhwPUYd9mgA7iVwFuqXzgk/1+APZ40IiEjBiKdwDY8KJKomcktNttpVIpXbt2TTdu3DDZeNl9e+nozxsv+GCM8fS0Ix/0S/pS5QLF5mcJ4vh5Nt87X6oW/nMItinvYjgI9JjAQmbGuQ+8NFCsTCZjwSa0ESZQEMzjaEZNNobL70tLSzo8PNT9+/ctiyVImZ6etuCWCRZkv16BQZNx3DgNDnWhOjE2Nqb9/X07UIkAztM+MJRSn6pEEochhJqUz+etlAcCBBqPcknS9va2QqGQVldXrUQ3yiIwZmoKCruzs6PFxUVLFgm+kJtEIqFAoD/2l+kdXslRxmCwN8Eql8vZ7/nqGe+P0zWZSENS450UATSVARQ4k8kYJcRzwYfpfOgP6PVw0/jLLoJwGqU3NzcVifQm0JA8ezodjnAYBUaW4GuS6KJn3DvJO9xkDBlUK5IOnDzP7vUR+ZZkRtVXf9gLdIHP4b364HGUA5hYgB0geJzFs7+/b2NVa7XaQCMxdCOSTZIzDLtH4ng+0FaSEwI1ZJMExfPheR98Jg4cJ0/wgZ1Ff+DPe4St0+lY+T8cDuuzzz7T/Py8FhcXR6aw+OoB9gMbR0BLQotskCwSEFIh5P5ILmOx3ojaYrE4oJtbW1v2M5yvAxqITJEQ1ut1O4eDcyXYcxKaJ0+eWMWDgBvbHIlEbIrRL3/5Sy0vL+vy5ctqNnsTlagwjbJ8oJlIJPTw4UMdHx9rfX3dKILQVqT+mFkOViUAIyDGR7LXUCx8VZw+D3+yuK/IeOqit6+8V+6bfYI77pMMDu4l6If24Tnjo9IcWb6XJJVK6Y033rDES5LRn4kVGLWMP0D+SE55VoJjYolWqzXgJ6Cs4COz2awF4L7iIPUBzm63awki04iQZ+IZdBvZBXDAVgL6RaNRm7I06sLfExfg12dmZizZzmazNk4c/w8dkv3yciD1Yz3kjwo6MsQfP5QC2o73vyRlXMP3oqDffoAJ7ysSiVgTNdVAACgqdejNKGwVX9HiOtgSH2OyH5FIxBJw/BfJkB9ShM1mrz0LB7oU98/CpgIiknAgU8Se2El8ONcC3OPe6Mn1zIaJiQklEgkVCgWrtLwsIHWmZnAoDmyapzYRPIAO87LhNEqyQBeUm5dAKZ1rez4nzsjzzDB0CCcCjZFDEfhcAgc+lyBJkiUSZN5bW1v6/PPPlc/nNTU1ZQKLwoyyCAQwCMfHx0qlUgN7xs9hvAgmksmkIWg4C5q0MWIkGThtjDnCSGBLo7IfmYYgExix/1K/ggLFI5PJ2GSHvb09M64IHXSmsbExS6SYjsVnn3X5RjHGuHn+tD9IyJeOCVRIQJAhyugEeJSHU6nUwEg/0BPPH+ZZqfIQ1CFfGDL2FicNYsJ1qMrAf8Wggi5+9tln+uyzz6wKNUrQRxLE82PU+X4sFjOknjGAnmPKGFDK0uhAJBKxZkhPOfSy5t+bL1l7p4MzJfkC9fITXZBDqU9/JOnGwPE1E0swqIxbHmV5BHtsbEz5fN4Q0nK5rFKppP39/S9VG5Abb6Mkma5CWcGxgVJLffvKu4Z+hFwTBGEzPWfZc3WhDZH0MSXJ92pBZyW45uyjWq1mYx5HDZa9rKE/yA7nuHDmEegpTlXqJ+p+X9kTesugb3rwiuVBLd4JqD69fwAy2DPoFrVaTZOTk1pZWdEXX3yhRqNhk4igCvqkr9Fo6B/+4R90//59ZTIZ3bx5cyCpHGXvsFEARegnsoJeATKBkgYCAdXrdRucgE1CBghySUT8gAKoEwRCVFFarZYlY8fHxwOTb9gTL4PY/uFqCoCDp+75g0N9w/ao9B+AQgLGubk5zc/P68mTJ5Jk9paqgu87AcTg+TudjgFz3hagZ9gaP2QG20Zw56lXyCRAHP1HxBulUsl+fmpqyuIefxAj+5xIJJRMJi3+wm4Q9I6yGEO8sLCgSqVidhYZk77MVpFk8QnvFt+HvlKpwJazr9g0/BA6is0g0QCwZl+p/PiqOPRZAmuQfkk2jdJXy7CNMBe2t7et6nrW5X0alSuo9h6A970P6BlBPHbOxwweWEGesXc8C//PuwGU9D1bvBcW+kmMSPWI/UPGfBzDfaMva2trNmLcMxn+sXUmPguGMB6Pa3FxUfV63Zp1/Caw+RgxhIUm2larZcYMQ8kmIZygI2wkASUvh5fpjSrGGEX3CQpoMVms1A9eQCsmJiZUqVT07NkzO2Y9k8lYs+Kr0Kd8UInh8S+bl4aj6XQ6ZsxwCAgySC8Gjt8dGxszhwoFgkqUnzRAs5dPSDBSPrmAVoaikHThOOBtSrLKAopeq9W0s7Ojjz/+eCBbP+uCfkQTeqVSsYAXw9FqtQwpwfiA2hKETExM2HNDlUAOyNT9tCNf9eG6BN7ILT0hBJRU1fzhdhggSpDsM+/MJzYo9fb2tn7yk59YQ/4oRhAnyb7zuehjp9NRtVpVpVKx90vSRXDnKS3QHAl0uS6OmRPiMYLj4+MqlUqS+mcrIL/0e0my/YKCBXqHzeBdkNh1u92BMzywMcViUalUyu75q8rBL7OwJQAb0WhUS0tLOj091U9/+lOVSiVDdH0lBQTKUyFINglosKEYct87BRIlyQK6VqtlVSLPO5Y0QJPyzsIvXwVFZqEegTL//d//vRYXF/Xw4UMtLy+PHLBI/b45noFgkpHDtVrNglzAIM70QJYAVdBRLz8k95wNFA73DunzHHXQTWiSfm9IrnK5nB30yWSm8fFxTU9P6/S0d5Lw3t6ejo+Ptb29PfAOfbJRrVbtsEPe06ui8wR5nAbeaPQmBZLsELjRB8GUIPpICAhBzbGV0KUkWfKPnAGygM4S+EARSiaT1uRMAgjTwA9awU9QzfL9cZOTk1Zh5VyVTCaja9euWZIwKsWWd0vgNjk5qXw+r83NTdVqNUt8eDfIAxPE+DfPJcnsIEAcCTT74wEiP4zFT9QkgQE0gqkAVZr7Jb4ADPLJDvGUn2rGPTGZk0RvlIWuXb16VWNjY3r27Jkdykoc5qttBwcHZqva7bYSiYTJHDZb6lehia98rALwgc2UZKCT7xv0rAtJ5nsBnHgXMB34PxIj5A1dmZqaslgJeV9YWDjzOVXIUKVS0f7+/kBV2cdTxHRU0Yb9WrPZNPCWWIOvfbJC/Ebyyvc9LZ1kKxqNGjjBvkE35x593EdC6X0+8SlySVxeq9V07949zc7OnqkKdKZzNPhwSi+lUskcpC8XYuxwKCAJbD5BrG8UJsAg6EJIeBlS/yRveOVecBuN3tg5+Kj8DoYBA0DACd0DxebFzM7O2smvBwcHSiQS5shHdcCUVglIECgMYzqdHuAmHhwcWDO4b8rySuyDPRRL6lNO+NoH2ygcSoZxAN1DaVF8kAQMGIYmlUoN8FpBKaBudLtd69/57LPPDBkbZSEbz58/V7VaHUjKeB7K4wRl3W5Xu7u7Frh4Q+czepIj5IJS5IsCBRyLpz555NaXeXlPJFipVMqQPY92EwQRFHtkdnt7Wx+YS/z6AAEAAElEQVR//LGWl5dH5n1j5HzzoC+fMrnk8PBQ29vbhophNLlXT4dElknakA0/Cg8HAVpMoEPy4zmoOFHoUDh3D1AQkEO3AtDguVjHx8dWTfuq9/gyyyf7OId8Pq8nT54YB9f3APFMoFHDgwPQI945+wNHG3rfwcGBpH41g+CWd4FDwia02+0BOsPp6amdpSHJZA5H5dEtnHKlUtGPfvQjO1itUqnYfo+ysEM829OnT204xcTEhDKZjNkn+NM0//umTfYONB4/g26x54VCwao4voqCIyc589RYnpUkF2pmPp9XKBTSzs6OAQBU7yQN6CF2KBqN6saNG/rhD3+oXC43cqAs9Xt1kD16W8rlsiG4ABfcA7rANC1PCfONxNh10FQWwYjvfeLnSDIAXQDLvP/0/X4EzdgMfD+2EN93cHBgh9OurKwoHo8PJAmjLN6vr1Qz5YlRttDquD9okQxrgabk4wHsHlQifAW20dOhAJSokEMZbrfbisfjVh2DHRAOh1Uul80WEnP4HjhfuUUv1tbWjJJ5eHiotbU1oxyOsvj8aDSqubk5JRIJOyMtHo8P9CcRG3h/RTxH7Ibeck2eDRAKUICYgH1ChkDneV9UO4YTPv4Pv0pV1tNpOamdz5H6FXiqLNjVs652u22VOc8oQYaRfwBwYtlKpTLA7AGU8lVs9hDgyoNT2DNPyfKy6GnFUMZ5f15X2RMojsTgxC3ovk+apN5J8uvr60Ypfpn10laRTQGNXF1d1c7Ojp4/f26BghcWHN/w9AGQI4SE7JaXwB9KnJ62RLBCgEtQUavVbHSZ1A+wEUwQcN8sJGnAoXa7PW4qzeBzc3OG8lBByGazL7tdX9o7qhdSv2rgEyq4dCBV3Fc0GlU+n1en0xsRhwIjHGSjPFO1WlUikdD8/LzGx8dVrVZVq9VUqVSsquOrE5wRkMvlrO8jGAwOTDNAUD2f0Tt1OKY4MJIq6DcI9yir2+2Nktzc3DSUyE82InDDAPJOofsgmyQGoD/e+SEr/pwQb1QxatyPNNjw6o0F74WgAUONcfABNtx0Alsa3+id+NWvfmWTLc66AoGAJRUYO+4PipskG0HMXP5Op2PIpa+yUb1iAMDJyYnpMYkrTp6GSwIH9spTpdgf0Ft0FRAB2eN9EpwTFPlEg6pBMBjU1taWgsHggMMeRea63d7gi3q9rpmZGWu2pTkZfju6h2H3yaivqPgkqtPp2HSlRqM3ZpUpeeyNR6nYF5wY7wnbRsKMnhJAI/fojLd/7E2j0dDW1pZCoZBmZmZs+tCoNFFPHVlbW9OzZ8/05ptvGhfdz8nPZDIqFotKJBIWgFKxwKky955nBpHntGYmonjK1tTUlD0fgzJ8I2Y+nzcAifsF4PGIK0mz/5PNZgcoA9evX9d3vvMdG9xAUD6q3JFcnp6eWk8J75KkC90jQMeu+2EqnmpCognliiocfRnYQM5NABnlnvABBON8v9FoGOruE2ICOr9P7InnmXc6Hc3Pz5s+S/1g5qwLPSD4I7DFF/jzRujHAFAEufeBK8+Lz6CqBJ+e6n04HDa/h84jU1Spo9GoZmZmlM/nLZGkKitpgF6K/yBwxeeyzycnJ/r444/1u9/9TslkUk+fPrXnH7VPA/kIBAJGvaHX6OTkxGjP6JcHNrCV0MioYvLz3pdCsfN9PCSsnjrkp+URX7CwsewxSUWz2TSd9ZQ+Ek2ep1wumw7TryVpAIQ5y8J+A0ggh7xbEivsOaCJpxgD5vrkQhrsFSQRwkd4sM5TsPhsbBoN7+gu/hwwhqSaJBl58FUsqqhUmE9OTvThhx8qnU5rYWHhpfbpTOdo4LAmJiaUzWa1urqqBw8eGHWE8hRGztNOGGMXCPRHiPoTHD2lhICI5kGqDjhzUBVoNCQzPviDmiXJ+I4eceGZQE7Hx8eVyWS0urqqfD6vWCxmZ4NwMNSoDgTngYGiARd0aX9/f4D+EAqFzNikUills9kBrqOvxoAqE1QjuCgtn4fzlGTOBoSR94BRI6gbVnQUmiZYggc+i6DbJ1BXr17V4uLiSIiB1Fc2pvZwlgaIh5+Qwv2jbD7Q5L7YP4yrdwiSDDEmeeC5+dv/HHLoz+DodnsNb8isryIxeUXqo9beKOL0vJN89OiRlpeXdfPmzTPtG5UcFvebSCQGpvLw3kly0QXK48gd1SSSDh94EBjxjglkSYL9YWMs9tE3ImKQofR4lJrAU+obb56TgP/09NQmJ4HOjLL43L29PdMnSuTpdNpAFcAR9pGkGFngPXskDbmDHkRiQUWHPSTgwkZRHeJ9YfyRSWRN6jeV+zK91D/HBfsci8V0dHSk8fFx5fN5vf3221pZWTF5HHXv0L1f/epX2t/f1+3bt/XkyZMBJI/3zHAJEi0qL8gEckXQIPUnj0HXo9LmgQf4yL5fMBDonRvDwAxsF0ngwcGB7asHe5BzgIHT097ZH3Nzc7p8+bLm5uYGqKevsrBfHqwDJEIWqZyhA95eUXWADeDtitQfEe33xtPKvK4hZ1xjfHzcdJ/JYST7JI+AJbwLfAFJYiaT0dTUlFZWVtRoNPR//+//1fz8vNLptCXRoy7sL+dBcNYThwtj+2q1mr1znockzgdb2CYCWPwAVU50ief31CKqUJOTk3ZoKhUpaOBQ/6ADkcz6fkZ/XT7z/v37+k//6T9peXlZ1WpV3/72twcC1LMuAGSo6sQj+EzkhUQMPaT/EPvmq5HEWr4SQ6xHFYHAHLkj3pD6B7JK/amF6Dmfh64gN/zx1TEf1BeLRTv/hvtiOMUoiQb7xn3iuz1rAKAcmwpo4IFRr2O+Cs4zevDe2yTPjPHx9nCSy2fRvwhYAbiK3wewo8IDwOCHvWAbdnZ29ODBg/OvaBC8QVVJp9OanJy0A798hsuGdjodKzPCISQoxGGCsngFB2FAiNhAGo/4DJpnQeEJ5nFA/BsjyT2gsNFoVNvb2wPXQ6mhE21tbaler9vEilGW59shBHDVi8WioVVwfFHQ58+fGwI3PT2tdrttzX5QrTAACJokE3Y+D8fuS+BTU1MDPDuCNR+gQ1c4ODiwPcahDHMBEUxkhfLw1atXdf36dZu/fdZFFQgHFY1Gde/ePa2vr6tarRrP149DxnkiY6lUagB5Y+F0ccI4cC+fBI2+YsOe856QJ2gEvvlRGixNI2tUB0DfQF1JrPP5vLLZrLa3t/Wb3/xG3//+98+0bwTCvNfd3d0v0WpAyLgnAoJ4PG7PiPNgUWnwcoNRQ64xZp4CA3gg9Y0kyS8ldJBOuLf8DA6GlUgkrIGYit329vZAIzDN2qMsbN3Ozo42NjZUKpVULBYNBAAlZToLjoJn89QLuMjYHow6+wI6PTk5acievweQJn9GEM4afaO6w357jrBPoiVZcI2z6XQ6unXrlr773e/qu9/9rvWjjWrreNdbW1v64osvdHx8rJ/+9Kd2Bo9HrIPB3jkvxWLRRk/m83mjKAUCPV4/ukflotvtampq6kt0HeQdcIs99JNYOD/k9PTUUDucOhVTAhLP8eYdgViSrGSzWbMXngIzysI2E6QsLS1ZQHxycmKIIvbf6yX3RIXPU/l479g5H/R5u40PJdnDf7KX9FFiXz3txAN90DUALZBZ7i+dTuvOnTva2trSr371K21tbalQKFgsMMoiRtjc3NTe3p62t7fNLmPnqSSUy+WBfiAfvEKlIlnygBOUbPwtP0dgS9DG+ycQpV8SClYoFLJBCKFQyA5CJkAH8af6DApOBfTg4ECPHz9WqVTSD3/4Q7377rsGRLzKIkbh80D8OSsNJoAHiTKZjCRZLOarkQTR3k4BHPmq9nCC5BkEJAokFb4niOVZKp42jyzh19AtYj30Z3t7e2DwyMsukp90Oq1Lly4pFAoZEOpjIa+LvnokyaaX+Uo4SRcAiwc4sa/sr48tfdWX72EziWG4JyrXTN3DFyC7xDF8JpVVmuhPTk708OHDl6brvXSiQXmMDJAAH0MGQiLJBInmWhBAkAOaZaFUjY31TnecmpoyukIoFDJHwOZgHEqlkr1INh1Hwx+UloBrfHxcuVzOkhDQR19uIxscGxuzBGBra0uRSO/061GEUZI9O4a6Wq0OcOA4i0KSNfAR3G9sbNgkA8pXJCiec8fz+/IlTtRnzwg6SQ2orEcuQKIbjYZKpZJxqHFKGGEMB19zXbLwqakpzczM2L6PsgKB3lkZnCLb7XbtIK3Nzc2BoNR/BoGtDwCoakl9hN8nFT6x5ZkInj0KgPH0dD6+xtjikLzR5HMIWuDkMh1D6ik1dBCoCMlk8sz7huNrt3sHCVH2R+4qlYrK5bKVnAOBwEBSSUJOwAxS6QMBZI5GetBezyNFFth/9pYqGt8n6SDx8QaUA7GQQX/eDME6P5tMJu1Ee38o21n3jne2tbWlra0tS4aq1ao1MGPj4Ldib7g37BrBWDAYtMk96BLJL/8maSBoRr99T5bUd3IkqVTLPA1B0gBKiNPylJq5uTm99tprunz5sj0jwfQoC3nPZrN67bXX9Pnnn2ttbc0CQRJyKCKhUMhGjCNHfD5655tKeTYaaXG8VMihBXk6GtdjP5F9qqQAANhdbDQTf7rdrlW3x8fHdXh4qHK5bAAQzbC+Ejnq3mHjGDpBMu1pdrVazVB1glnsFjaHwMJ/7RMKgmNPMcMO8LP4SmSTz/H2zFdgJNn7ghoXi8VUKBQUDAbNt3/44YcKBHr9L9CTCSZHraRJsiTnd7/7ndlino+qv9SvDAQCAWWzWYVCIRt3C3CED/VAHn6UJmbsPI222EqANpq+qZwDgkK34h6876HSBv2R4JM4hfGsKysreu+99/Sv//W/tmB1VGCFz2CNjY1ZbwPA8v7+/gDw45kUXCMajRpdGv9DJcj/nLcBxIG8P/4QxxEXsadUs32lAJkHcScZJjZoNBoDsZLUH7NO5W1vb+/M++ZBMj/1CRuA/6RS5Kue6BpVfJ9E8T2fbBF3+RYGz4YArPeVN5IMrkH8CPPIX58kn8/hMyWZffWDcLgXEs1/bJ3Jm0BNaTQaev78uY16pE+CgAm0R+qX/jD6zWZz4KRsMkuCfQIQz5nkYRF8z9UHQfX0HZ/Z48BAiL1A+OoA2eGTJ08UCARUKpU0Nzenqakpzc3NmcCOslAIgnjO6eDQw729Pe3s7BhvNBQKWWkRwa1UKiqVSiqXy4ZGk8nzNwaDwNfzfGnyIfHwfQ6etsZ78KgpwQ/vxV8fAwK6VygUJPWQBfpcSCZHWcFg0E5hpdF/fHxc8/PzCgaD1nwO1xK0GQVE/kgMqAIhmzhSX54mySCA84fskdAgZ1wXpeT6Pqnhs/hZkj0OOpL6yhyPxzU7O6vZ2Vklk0ldvnxZd+/ePfO+BQIBG+nIVAxvkNlbqXcY5+HhoQUIUA8wKP48DJJZX5oFcQZ9H54Y4hd7R1DoKQzsMffp0VXPIacPBIOOjvtxk9LozeCseDyufD5v9sWjl9Av0G1okDgwD8xI/WbIRCJhP0fl0Q80YI8JPHwSIsnsH7oJNc0Hf77EjUOiUkQgSzKbTqeVyWTs1HhQ2VH1FT1KJpN69913FYlE9Omnn1pVIJPJ6Pnz5wacSP3Ab3V1VWNjY9re3rb5/dgaqd/bBgVA6tkZUDa/l8ghOu+dJk2izIoHrcXJQqNiCqKvREO9oJJ67do1SzLwaaOi8rx/3iFn76ytralWq6lYLBrggQ/zk4v8oAmPfEJD9NVBnh37J8kApmazaZUtEgv85P7+vsrl8kBVmwCU+0ZHuC9OLscG7uzs6L/+1/+qqakp/ZN/8k+Uz+ctmH8VnQXBRR/QTf4PPWXcOug7z49OEfzyTMhfLpezfkqfjPtADzuODqNf6DtJBoki1U9QZUkWaAJicY/z8/NKpVIqFAr65je/qe9973vK5/MWqI+aaCDzBNzr6+s6Pj62qYfYECjTfsiPJAMYI5GI9fp5hgvUT1gi/Ay9V6DxUHSwocSb0CAJwn3SIvXth6dMI2uAZoBX9I4eHx8bYHSWgNmvUChk1LFkMqmtrS1Jsh4+5J9nQY5I9COR3oG5THrDfhDLIpMkCT4JQD75N3aB+MWD7+gCsZwHxCQNfO39DyAsiRp6nkqlbPLsnTt3XmqvzlTRIDMlYN7d3R0YeYcwkpUjZCQD8A/9ZmL8PIoOUsjDQ01gdCsbjXDi3HAiBI4YAj/atdPp9XRsbm4aIn5wcGAo6eeff26GcWxsTNevXzfEbdTSJPdC4OBnR29vbw/w0jGOjUbDAnePOPhyLkEIexkK9Q4lmp+fVzabHWjoQkihV/gsm+t7xFGSJRfsN44MPjiGhgCC8yIymYw5IfZ/VO4ySZRXHpw8I1QJtkgO6DnwjccYJd6BV0R+DqfpuZDImD/wkGSn0+kMnJbry8KeNsU+YAhIkECfCZBzuZzGx8c1NzenK1euaHFxUUtLS8rn82feN5J33yzHvWCceGZ0TpLpFb9L0Nnp9Eb54QAJFLvdrlVM0Gf2C54tsoU9wH4QEKMb7A8IHoYaOYdSwHPAr0bnMYySzIaMskDOL126pE6no42NDW1vb1tw12g0rPIIMkeQBJ3PVxGZe99utweCYBIFAjfQSvqOeP5QKKRqtWrUrXq9bv0L6DOJELZvuG8J2w0lg6AhnU5rfn7e+gx8Q/soC33DIX3jG9/Q0dGR1tbWTBagLqAvtVpNc3NzyufzdrgovsAHaAQM8Xh8oCKMzDGkAICBCVrYdo/w458IcgBTqJD54SbQtwAtQJDn5uaUzWbteQkORkXlub7nagPcHR4eWqIBOotOUSElMSAw5dl4Luw1CZjn0nuKFTaOxB+U+ODgwKg02HeemXv21SEqP1TEsRm8o/n5ed2+fVu5XO6V9o29k2SVtL29PfNn+Cv0gHtF/kFq6TmAs09voyQLkLlP9o/KM3QsAkr+ULmjH4OKfLVaNVBnb2/PhlfgzwmYSXzQx/Hxcd24cUMffPCBcrmc2cJX2Tvs0vb2tlW+SYSy2azZFGhc2A7uD/1rtVrWG0SSjg/g96V+s7Ekq6Ajmx4Q843d9MzSRI9NIGjGLnv2iLdhPhnj0F1f+R0FWPEVRD6DvtpCoWC+1CevACJ8JnoJ8Ob7rdhb4mNPceJZAPU864KEFVniM0hafBIBAOD/Zk+kPlUrmUxa4nnnzh0tLCxoenr6pWOTl040eHB/8ikTAkD7/ehYz7sjEGOD/QvyDVgoJTQMBMwjlAStTEMAYaXUODk5aVNMfEbM1AgMJgfTYLilngEZHx/X0tKSksmkbt++rcuXLyscDg9wL8+6PP0rnU7bS7106ZJKpZL1iWCMoNQQcPDMOD2+RyIQjUbt5M6ZmRkVCgWrXhBgUOL1iDrccQww+0GjtS/t+mSOv0kAOYG82+0aDzsajWp2dlbpdNoQ8FH3DuNxcHCg7e1tnZ6e2mdi2LnfZrOpfD4/MMWBkjbXQ/5AyUnSCIQwoL6kiULjuD0qgD5gFJE9KlOdTscOyUI3eBcklt1uV7lcTn/5l3+pmZkZa85jDOJZF0a4VqsNvEtJhmTiLOGv88y8S36GfQENR+fYT6h3oDhSv98FZN/rGJNbpP4IXpIvv6fIHv05lH0lWZJJpQ7HnEwmtbKyotXV1ZGDZQI+5MgfMEaCjUFmJCwBMTYHeefdY/RJRLB76D20KkavEtxyHVBP3pnvpUI+SJRx8PSFkDi0Wr2eq+fPn6ter2t6elpvvvmm3nzzTY2NjRmIA8Vt1EWyLkmFQkE3btzQ/v6+JFmySlX19PRUiURCy8vLajR656H4SmGz2bTkC9Dk5OTEEiOCfqqOVGVooPZ0KBqrsRfIGfaVRMQ3CPsGST/alL2jwRg99ij6qAtbTF9KoVCwqh79fMlk0qg2vGcSUX7f0zP8BDJfgfR9lXzNuyG58mAFQYyvOuI3CSYJkNBnUFGSsUAgoNnZWf3VX/2V3n333QEq36gLGxqPx3Xnzh3t7Ozo/v37WltbMxtEpQo/Bx0UdoCnvHrKZzqd1vLyslUtiWc8MPgiIJLG37W1NXU6/bNf9vb2DFhlMAx2lvgK6nM6nbaxulSmfVDuqV2jxie8bz+FrNnsDeMh1sC+tdtt5XI5BYNB20sCUyifvA8AzVQqNTDym7Ob8LnICyAHfoYEBFYE8oy8evkkYYEFwte+f459lnqVdfrjstnsSLR47Co0/N3dXbNdHmDj2fm+ZwkwepmqD9Q6AFYAEP7wHqT+YdNSv/JBwjdMf8LHAs7gx4kNYIvgP0i8sMEzMzP61re+pdXVVaNEJpPJ828GZzPIsMheMQ65XE7VanWAnybJNnk4qGKzuCYbKvWNGELKfP9qtapkMml0EF9NwZFLfT4mL4uX7Md4EQzAExwbG1M6ndbq6qpef/11LS8va2lpycqeKOEoywdxJAxTU1NKJpNaW1uz0iNogG8YxQBgLEFpI5GIyuWypB5ticMFOX+DXo1ms6lSqWQlT98oimElYSEAwoB4gwuK5hNAlJxyJO8RXiIGctQkQ+rzGlutljXlYqCGUXE/xcOXuH1QyzV95QFjRDDmDRJyBKUPY+pRRWQbR4yjSKfTqtfr5qAIKimncv8Yo06nY+NTCSZG5cpjgLxeeEeAjHl6BAEISQp/6BPJ5XJm5OFqehqep6Uxgx/+J5+JrtLXMByU44C8jcGg8SzQY7jXsbExq5TOz8+b/o46jhpnhxzNz89rY2NDh4eHRjvhuaGBAXb4oMpXIX1TJI7VI+QTExM2Z5/T2NE39hvb4Mvl7B9TmLhn/vgeLHqbYrHeCc1zc3O6ceOGMpmMBT5Sv+o3yvJ9AAQDy8vLevTokdbW1iTJgvZYLKbt7W1JMnlARtEPgBLsGYkT9thTD0mGo9GoPRM9U6DqAEvoMP5BGmzAh4oXDocN8CHgCQaDWllZ0ZUrVwYamAmqPch21sWeee4/jIBQKKRUKmWUX1819g2w2JpoNGqyRaBGHxb2Bv0kQWYPvb33yDUVWGyE73PBh5HoAfhRCSRhGx8f1zvvvKM7d+4YHQMb8SrVIN6hH5dcKpW0t7dntt+fRo+eU8UZpnByX/7Q1ImJCZ2cnBi9z1cvAaEkWQ9erVYz/8TJ7Zx34qmBxB+e3szhflCqO52OHj9+rPX1dT1+/FhTU1MDVZpR944Kw9LSkk5OTlStVu1QUk9TZ3rg8fGxUUAJYKEu4QuQT+SPSoIfekIwLvV9M3Ege4nt8/1Dvp8NO+p119sOwELiGADQaDSqp0+fKhqN6urVqy89ptUvX/mFoYAf4J6Gg/1ut3eyvE9SeBZPG8Sfsg++isSzeBvbbPbOtZqYmLDk1SdlxEJSv3eRRJkEBhvDn2GQdnV1Vbdu3bJ7xWa8zDpTRYPNwlBTliZY73Q6mpubs82r1+sDqAZBHUbeJyVc3zf7pNNpOzGWBSrnM2I22aNSGEyQQJwzWSTnboCyjI2N6dq1a/rGN75hpSE2u1armeCMunhOb9AnJia0urqq1dVV7e7uKhgMGh+cMirIk6fjeASIJkjPwcXY8Q58cki2DO1HkjkThG24tOd7czzP0KMcOLWTkxNrHAuHw9bo9yrcW4JxqHr02WDU2BsvTwT4nvfK/1FpINjx6C3OlX3E6UgaaLCVBoMCT2PxiAMcWwwmB4VxbXQlEOj1Me3t7Wl6enqA/jBK4BKNRo1+WK1WzehVq9WB9+4PRfLlWanP3eUcFgIJnDTXpLoGCgWf1tPPkFVfTfFOmn2Q+vLNHoBI83P0eXkaCc2nb775phYXF5VKpV6pz4B793QWTp+nj4FmWXSRpnaCOni4vG8CeZwAekFSyb4STFMV8wkpVYdhdNlX37guvWcE38lkUqlUSpVKRalUSsvLy9YEjsxz368a8GGPeI+XLl3S2tqa2u22oXYE7TQ3k9RTceD9+gR/eJISJ2ZTOQUZhNbjbYavTvjRmozpxqEymIR99ZUV9kmSJb0e/SaYGHWx961WS/v7++p0Otrd3bVqfDKZtJHAxWLRKqO+sugTdx/MIVfYG/xuIpGwCtj4+LjpJf5R6vsvkllfMabK43We62I/8dexWEzz8/P67ne/a3v8qhUgqa+zBEn41kePHlkDPXS8cDhsz4Fu8ry8z6OjI1UqFWUyGaONMmii2WzaZDJJ1p/Ke/d2nUob48NBsj0wQwUSSiE+hESHuKBUKung4EC7u7uWbOJbCLhHXdFoVPPz86Z79OPQUH1ycmIskLGxMe3t7ZmNIFH1dtOfyVKtVs3eUUkgcCbR57rIGcCD740jxgiFQsZMYUH38wtd9wkQI/0ZtT05Oanr16+PBEqRZBFvoAtQx6DG4ut4R8QR2FsPQGNH8MXEqZ4a5eNnqT9khvdB4sK1+FmSRJI8/Ac/C7uFJMjfM3rjT1o/i6176cjZGwOm4LARBLDM58d4gEyxERyihiOE6uAnWCGg/M3mSDIkhtIlDwqKjqOpVCpG1/GNk2woCoMSST0O5vXr17W8vKzFxUU79IkX9Kr8UQwPyQ4ODLpTq9WyBlOCRJrGEFaCVW9QPc8QY+ADFFAXFB16Baigp/14FIFrDAeFGMpWq2UH4dAcBP0iGOyddp5MJi3YOw9ngvGF80p2X6vVzACRjOE8pD4VIRwOW0AHSokjBoXxnEje1XCPjEctu92uNarzTki8g8GgZmZmTBYJ7EkEcfpSP8HBqOTzeUv0RnEgJye9A+aYaBaPxwfofyRoJPXtdltbW1sDTX4kDiBQfnwjfF0CNlBByuzc94sSdI8Ae/Qfp0+ghKOS+lNNuDZoDO8tk8nonXfe0ZUrV6y0O+rivtl3Gt8ePHigUqlkjdsEwOgE90ZwAKWE5Isg3oMGVHm8kUeOkC32yCPL/v6whwzcIIikp4XD6bhGJBLRzMyMPvjgA127ds2qmb5k/ipBi08YSczy+bxmZmZ07949SbKgn8QbsGJpacnQVN/4eHR0ZE6csZsE1Z7WK/VHuVJdZMohSTLJDc9JgM7ec5I5AU2327VTcEulkjY2NhQKhfT555+bD4Pz/Cr7JvXtSzAY1BdffKHJyUmjCPIOkSeamiuViiWjJPnsQblcHpi+BkBEwIN8YAsZk4oNxDb6XkB+lv9n8AW2Exkn0SQRQ3YvXbpk1SCf1L5qguare1L/UEcmJ+J/qU6TAAEi0JsATZd9IshjL/xZBAA5UMepjvM3QTWJmU9GpH71EP3lOQDq2u223f/u7q5dw1fm2PNRF9ekn2xxcdEAOc4qQ388PQegRZIlZMQUPL8HlH31l+Afn8I7xA/Qb0asiJ3l4FJkiwoUQTH7ih4gY7A1SH5LpZKCwd6gmXQ6PRKIjK4iLwAlxCjQBwHKPQMC0N1P/0QfuSbP6P9f6gNL+EkqPugclEAqVciu75kNBAJW9aUJH/ZMp9OxeM/3Pfrq0Vnj4ZfeXS5MFWN5edkmUKAgBMkcZIZyExiDUJIQUDJMJBImzH6MoCR78G63a4gizsfTO1BKjx7y2bwQBMOjthMTE4ZU8LVHEeFKvgoq74NJ/vCyY7GY5ubmbNIDhwuBhoRCIZtBL/VoB8N9K/DUSfjYK6l/5kMqlbLJCqAIOEYQRv5GoDy9DWXiupQlGddJWTUQCKhQKOjSpUtaXFy09/UqiQb7lM/nFY/HDc0AjSeo8ueQIDM+4UBWfG+HL9vjXAk8MJA4/he9R76HgfHUAnoZkH/PO/c8VPabUn+73TYkhhLwWRcNhvDJaVon0fSlVAxZKpUyw82zeVSe/hPOz+l2uwNjc6U+yuMTWp/oMXEEveb/oX6A6GM0PQ+V4AlbxM/Nzs7qG9/4ht5++21ls1kbKTmq8/UlcZ6B5rft7W0dHh4qn88bnQF6IoEXxhiqDvcbCPQPK/VVDQADqX+AIdfyNMdut2tVIZyHrwSRQAPoEBj6pA/g4lvf+pa+//3vK5/Pq1QqqdVqWbLzqkEL+0di6OXwpz/96UDTazweVzqdNjkiwMnlchob64/ZRG/wH+wvOlcqlaz/w/e/sP+FQkGZTMb03ldE6WHg/QAWpFKpAXS6UqlobW1N1WpVX3zxhf7jf/yP+s53vqPvfe97Zs9fpRqEjCAX2WxWDx48MJoYVQF6DEn+ATk8G4BABF8I+MGecbYD1BzkHJvndZPAAnnydlaSySKfR2UA2g16BLD2zjvvWLXVVzReJVHzFBE+MxwO6/r161pbW1O5XB7o08P+4Rvr9brtFQk7egpVCNkCAICG5QErAkP6gaR+YMckzkqlYmAA901gSN8XfnNnZ2egWsH5V4uLixY3vWpyyz4AHi0vLyuVSimRSOjzzz+3wBP7j71AHpjORwJMYoYdotrgYwqe1ftwKhgE1clk0uQDsBWGANfCJ3ifTSyJjcCXYZP29vbUaDQ0MzOj5eXlgTGwZ1mASYlEQvPz86YPxWLRelWZ7AdjgQQKm+9piCRO3n4Q2wJm+YR6+J55P8Qi+E98jSSLwbGLJN7EjCSwwzR7qSe3VJ69b3qZdaYeDYxgKBTSzMyM5ufntbu7q1qtZpNQQDo8KuC5ZAiVz+hBLkEDpZ7xQlG9wKJUNNn6bI4kQtIAQu2vy7VBM+ArM26UwIEgj2anV0UNpP60CnhvJFNMa8KpgSB7NI9KBT+H4oIIEuDhFEn8+DkSFCZ3ofAs7sVzcUHfGfFKcAgCjYMie8cZXb16Vbdu3TIO6XmssbExLS8v66233jJF3t3d1dbW1sDIT6orGEf4nL4/AYMWiUQsSZb6VR2U0ycByK6nZ/F7yDhl3vHxcTtQDEoDqDQOJ5VKDUweonoF0oIzR0/OunCU2WxWExMT2trassD48PBQ8XjcjAvcYXQHQ0R1C2NHrwqOVZJN/+LwKpA7eNvoJAELjdVck33DcZH0IMcYM08J4d+gum+99Za++c1vGliAYfc/f9aFg0MmMpmM7t69qy+++MICBcrYIGnYQGwLARSJvacXEJSwv9hH7BT/h5yyN+wPQRkyjS6yb8gacso7Pjg40OzsrN544w1NTU0NJDzc26sEyixvgxKJhL744gutr69bck0SQIDTbretqd5TYCVZlQ25IzmQZPdNDxqBJsAJgdD09LQlEDQFQ8fzzplAniZ1SVb9aDQa2t3dldSTP0aBojfn4R+4TiAQ0Orqqo6Pj/XRRx/ZNEeCCz92u9Pp2GFa+FKAMt6/B14YmwuAQ8Dmn4Fgg6/xiZJs/xnziz9rt9sGlpDI+Sq6JN25c0eFQkHlctmCd+T0VcEoqa+3IOm5XE7Xr1/X5uam2XSopFTV8KMwIPzACZ4dX8xneGoQyyf9NJhTQe92uwZi+gEF9Owhz7wjEh6AHaYu5XI53bx5Uzdu3BgAi/y7O+vyCTv3C1gjyeK4dDqtnZ2dgaZhdBKEHhqRB9YkDcRXxCpQ3ILBoNHssXH4KipwxHDIFf4AIMyzW4gJqVaRjID07+/vK5fL6datW7p+/fpLHzo3vPjMWCymq1ev2jEIpVJJjx490pMnT770rMQDHozi/3lW/AGf4SuMUMw8OCX1+06RCfSKRA4d83Ebv+f7Pkji0EcqJOPj46bbqVRqAFh5KRl72U31FIZgsHcg0+XLl7Wzs6NIJKK9vT1rvAM9hUPnqxk4XZArginQNH5+2NEQdPA3m+aDFD8+sVKpmJD5TJpAEUNJ5h6NRlUul/XkyRPj7yPcvtN/1OWFRxqcUBQIBKzxi7Isyi9poBkS5A3kikCUcmOpVLLGWEYewln2NBifkRKEeESA90IABQ0BOYjH49YczO/BxV5dXVU2mx0IUkddw2jw3NycTWJZWlrS559/bo15JGfNZtNmU8NvBQEg4CP58JM+ut3+JBz/+SQWXJt35408sohzAb0CqUe2cWw4Xwwnp0xTEUTW/R6cZcG5pvLACMlIJKKdnR1zpjgCUGCCTk+h4V59OZ9hAdLgCGIqmY1GQ1NTU5awY7Ro4iZIQgdw+p5Oxj7z/MgZVY1oNKqZmRndunVLi4uL9syAGaNWIP2eA6x0Oh3NzMwom80O9P9gqKEAcP8kiwQjJG21Ws1onlL/oDSSEGgvPsnEphIA81k+UUMPa7WaUTXYz3a7rWKxaDo8PT2tSCSier1uz8dUHvT1VapBLJBFqGy7u7sm2wS2nGMBzYCqhKSBoQHQ/xiUABCCM8XWkJTAQU6lUlpaWjJK0NjYmDXFUyFBJz1nudPpaHNz0+wxiCuToPAfBMv83qtWNKTBAOb69etqNpv62c9+Zn4V30nShq2fmpqy+/Ajv7knP8iC6iLP7UEp3h1ADb7W93746gFIM1RqqgO8Q6p48XhchULBbCzXGZabUZcPvNCHbrdrPZC/+MUvLGj1VX30jQqWt3VSHwUGIJF6Ni+Xy1mTs++5I76g8ut1OxAIGOPDU5KRT09HPz09VSqVMjuYy+U0PT2tt99+2xIjDwCPuofYWGTOV7BmZma0tramzc1NVSqVgV5HABP0VOoDXCTiBKkE1R6Nx49QWWSABfuErPqgGzYDwCL2CsCOZ8APkDgC9DG6+ObNm7pz545WV1cHJqmedaEv/tBakv50Oq1KpaLd3d2BQUeeAoVN9gc1IhseIPAMCpIAX0H1CQvX9yNz2Tupb9+4FkkeMRAsD2QKQKFSqejk5MSAvLOsM/VocHMYmcXFRb3xxhv69a9/PYDG4yzJNv14Vh4EQcX4+zIN5UoyUIypR6t80EeT0PCoVtBqqCA4X6gzjOii6Rwl2traUjKZtMPnENJRhdHTSnzw5Euqt27d0pUrV7S5uamPP/5Y5XJZz58/1+TkpGZnZxWPx83pYRxJRBid6gNrEAYyVOZ2o9QEjASFPviT+hUjAmWSGl8Jgu6DsKfTad24cUNzc3MDPL5XcSIoMoYvn89b2bper+v111/XjRs39Omnn1qDHPQfDI4PpqkoMR4Zw48MIt8YXPYIDq0vRfoeJH4HpAJk2KPLIDKenuKb3d5//3399V//tZaWlkxmR90/aHIecSeB4B5DoZDS6bTRzki8GbfsjReOF6NOuRodZu89Ko4T8D0fnuPr13DiRqAuacChAjLEYjFNT0/rBz/4ge7evWvoFcjNqyYZHiHFoMPhxlmA+lIChw5C4iD1RxB2u71zHfb29iwBAF1HBtknDsvCdpFoEMwBqGA72+22JRjIJVOS2G+cGL1Mjx8/VjKZ1MLCglEUcECvUtXwzg/HFQgEbBrYz3/+c0u2qM7yN1Vwn2xKPblJp9NaWloamKTFz0OrYJ/Z30AgYBU9ONQk3N4/eEok55VQhZNkiC2VjWw2q3/1r/6VgSv4Bp79Veg/7CG9D+FwWK+99ppisZh+8YtfDFCVoSF6ewUy6UEBZIrnwQ6wlwS1PkHAThHAERSCpOI/pV7iwXAGAjuSFHQjmUzaiGp8reeVe7kZZXlfwzsADOh2uwNnnqBnVBH8oAEPeCJjvGN0n6SB/cbmQV2ENkOFlcSXapmnlIXDYUsg+UxkLxKJWN8R9/aNb3zDejqJpTz97FUXz0NF2g/SCQQCZj+KxaLZCrj9JKveltA0TMIKgMVzEtOQtDPJlISFZ8NnS306kaf++uRZkvknr5dQ7+/cuaNLly5pZWVlgHnwqot3TLJ67do1tVot3bt3z0Yae2CYdxgKhayPCt/hGT/4b58geBog9FjfG4JucrYL++ATfBJbwAjikFAoNAB2drtdO5yUiVlnBUHPBDUTDGA8YrGYbt++bU4OxNLPXvZlIYIONs9Pv/H0AoQQAfaGAAPGpiCMZGA4C68gUr+syb11Oh1DHZaWlnTp0iU796HT6Vhzs+eIv2rw4ukQJDySzPAGgz2++dzcnLa2tvSjH/3ITptkTjloAWiLRwtQZgSKZydrJUmQ+pOTQEiLxaIFiyD+vryGQPmmfpx8rVZTPp/X7OysneI93CtxHihfOBy2g364HgHZ5uamoXMgTDgc3ht0Op8sN5tNlctlcxwko8gpxgFHzNfsOUGd1JdjHDdf+6kmVA44mIwTiq9fv66/+Iu/0M2bN03u0LVRlg+2MMIcviRJ5XLZ3hHykslkjJKB4QIN8WVe9nN4yo3UPyiQr2nKwwaAJPM9T0kA+WT5UbJSXw47nY7S6bTefvtt3b171wYnoP+vmuD638duhUIhQ6dAlNmDYDBoKA8jdxkAgMOTNEBPY99wNgymOD09VTweN/oBFRNJNtVK6idtvAsa+niXBCE4KV8ZOjw81OPHj+28Dq9TZymH/779Q/d4vmg0qlu3bun09FS/+tWv7PC5TCZjnO9qtWqIHkFOq9VrOp2ZmbHKCL4BHfH7iCySHDDtp1arqVAoGH0hEAjYVB0CPfYWu4VMebAqFovpm9/8pt555x1LWqjeetl5lX2T+sEU+nrlyhVtbW3p+fPnA1O0ksmk3Xu9XrfADBCAcZugziR2Psml+orOA0q1Wi0bwMIeYQfQDU/n9UEyvhk/EwqFVCgUjMIGsDPMFDiPSpqnXxJgPnjwwICq7e1te27PdCBh9QMxiGOg9XjWBLqFr4QVQIWJKgjXlXr2wp8K7pFqPzSEPlUSckZeUxHCzni0/1WWT/SQdwJ3Yq9sNqu9vT2rPHK4Ie8b3+bpUcR5BMkEvsga74uJhiTMUv9YAKqJJDWdTscSOD6H6wyDBHwGvaTj4+NaWVmxHjt89yj75wEpn5CTJFJV4ZmQI0AEHxtxnycnJxbj8ezIMc/K+yHhlWTsIR8zAFiw13wfu0o8cnh4aEdTNBoNAx+JHSQNUMNG8RMjcVp4YFDj27dvq1qtan193ZqBQqGQGUHQSQIomgQxcFL/BGb/GX4UZzAYVLVatcAF50XCA1qMkYCr5xtjxsbGrOG52+01dN2+fVt3797V3NycxsbGVK/XjdtLYP+qtCkWws/9IqR+QoNHI3d2doxSQ+BAlYfgFWdKcOz7EPb391UqlYznCS0H5SdwxElg0AgK/T1hTH1gWq1WreQ2NTWlfD4/kEx6I3gehlDqGROUQOrP32fyCs6ZgBcUxQc9ZPgoLME1isn/gy7wcxh95GqYO8/XOCnkkP0maQbxi8fjOjg40NTUlN5//31D5kmEziPoY+/m5+cVDodt/GculzMKTr1eV7FY1PT0tDqdjnFLPeeTJAAjDhUI2UBGPcde0kCQjAHm/4PBoBlKP5LUU8pYGGz29ObNm3rttdc0OTk5UAF4lb6M4eXltt1u24F6u7u7A3xtkhtPJSAIodoIUkr5ngASR83+gEKjb4AsXM/T+rg/nxBhF0jokCUCpEajdyheLNY7wwJeP0jleQUuPmjxdm96elrJZFKXLl0yBPTg4EDPnj1TuVy26g5Irq8WgAT7efL+sEPsoQ8uqOrgLwhq0um0gSzoM2AMvUSgfdizeDyuW7du6Z/+03+qlZUVZbPZgYDW6+2r7p2/Fhz9d955R0+fPtUvf/lLxWIxO6vGU0HRL35/fHzcmoZBhf1I1NPTUwPrsHFMYDo9PbW+PPaNM22wHQRE9PN5mYNSODU1pbm5OV25csX0w/fRnQci78EsH59sbm7q17/+tQ4ODkz+sdW+YoisDdsPfKMH7fxze5oaP0ufIMkWvhkQBTvGXvmkGn9FEgH42mq1tLGxob/927/V8vKyfvjDH1qF5lXX8N7xjFTKJiYmtLi4qGg0akcLMGkN/4As8XzIF3vFvnt7ipxCs2dEsrefHqjxCT+VKmSHd4jsEQd5uzg5Oanl5WW9//77unPnjrLZrAXSr5LgYteREw/48A79Z2DfJQ3IIXviwVImufK72DBAUfYIu+Wpr8NUNWzA6empDWwg0cBmjo+Pa3Z2VteuXbOfn5iY0OXLlweYH2e1cWeeOiX1Jx1x89FoVNevX7csnUkjBHUkBiQJkozzxeZigHC2PiuD7uN7NyjdwkPzJaF4PG6K60fTeSM3MTGhq1ev6s/+7M/szAycPtknwcB5Bck4TJQAOoMP7H3vxfz8vNbX1+1+UF72AmoQ++KdXqPRUK1Ws7J0Op3W7OyswuHwwH5KPcNAJccnEr7pioQLJel2ewfPzMzMaG5uTteuXdPi4uKA8TiPoMXLHV8TCGBoDg4OtLOzY+VlAlh6MzDw7BF7R28PqDGG0vdu8P++vA/lzicZvtrkZc/LIBxvksd8Pq/V1VUtLCzo3Xff1fLy8kBwex77xh6xL+gVwZbUQ0OYOPX8+XPr6/AIke8H8Hx+ZIU9GKauoKvokucrgzqTBBOsIHcgQVyb3ykUCnr33XeVyWRMJkkAfZB2Hk4YVImpPaurqwZ+MObbU+uo9rJ3mUzG7CJIJ44dB4rTxNb5efDo5LBOednj55A3AjjfNwS4IfUrUcVi0aY64WiwTa9SDeJZhitqsVjvDIVsNqvd3V2To3K5rOPjY6PKIZccEsnp3wTBfg9AJMPh/tkIBH2e995oNFStVq3aCirL+MlIJGInFkuyKhXjOjm07V/+y3+pu3fvDhzg6e23dH72zicbY2Njunz5sv76r/9aJycn+uKLLwaAJ09n9H0YoNHoPYgnNg1/APIPzx1biS4DAoCsU40kecF3euQ0Go1qampKhUJBP/zhDzU1NaXT01Ojvw5TKF+1GuT3zU+1nJ6eVjgc1vr6up1NQnDle33ot4HqDR0qnU4PJFaeDoTNoZrjexa63a6NSY5EeueCsV9MwQIk8DqLDaUiSpDcbDZtwhEMh/NYw9U4PtfbEvw/cRH9mYy8pW+NPcVuSjJ6HtfDRpOMEa9AW/SUYWJM/Dz7R1UZW8vnoL/opSTr10yn0/rggw/05ptvKpfLmZ68CuMC/eQ+hwN8zsYarvJQmcHm+UoksRv0TqmfDEJ5JH7z/g4wzgPj2HZfsUOm6KckPqDSsrKyokuXLlki1mw2lc/nDdD29u1l9+3MFQ2ECCcJQre/v2/I3nA2S7M16BHXGBsbU7lctowP4wC6RwbF5hEIgqp0u73RrAjicCkXJfHCTeDzxhtv6Fvf+pYWFhYMwW40Gspms+YAQcvOsqEvWt7xQu8hofEOgUCAEt/CwoIuX76shw8fWsMOvRTcD7Qrgp1ms6lqtWqNO17ofeNpLBYzKs3x8bEJr9SrEuzs7FgPA+VTgvF2u9fsNjs7q9XVVc3Pzxv/FmU6r0BveB95jxhj0BAOBeLkdGTIN5sRJJOg+kkrGDmMKpQDglxQGkl22invTeojXaB4BKcoM/SDWq2mcDisXC6n2dlZvfbaa5qZmdGVK1cs+cFondeesV+egoRMEshOTk7q9PRUe3t7Aw15Ur8si55SlcSIeYqdD1RB5kgQCIJ8WRm5IhjEwS0sLOjatWva2dnR5uamstmsMpmM8vm8FhYWbCIQ9CwoC+eRpA0vjDMyh604PT1VMpk0hMgjPeiw1G9q9gkHFRz0DuTYT08imZP6ASJgDbbD94rwPW9TCJwAJDKZjJaWlpRMJjU9PW12FLssvdqZN+w7+s+1fMLzZ3/2ZyqXy3r06JFOT3tTYOD4T05OWrO6Hw86NjZmE8s6nd5Us2q1avaeahnor9STx729PUPiA4H+1D8qVCcnvQNGQQZ9PxCJSqlUUjQa1c2bN/X+++9renragiP/3Ocpc8MJM4Ht9evX9e/+3b/TZ599pk8//VSlUkmzs7Omu9Ah4PcDIHm+O/Rjqo/sVTabNQACQASKDnLE1/7Qr1AoZDQk7B+0lHa7re9+97u6ffu26QD+Fv1HXs5r30h8SJw4ZA8anUePx8b6Z7ngT5ADDzZh74rFooFw2GjfL0mvG2AVsRDgjQfzABWGgRLPXuBaoN75fF5Xr141JNz721ddBKs8C2AIZzsxrWt6etoS0GAwqKtXr2p/f1/1el2VSsXO/eA5hhNwgnFJA5Rcjhcg/iKBwz5SHUbv/Ah1aNWwGbzP5r1ev35df/mXf2mAKzL4qntHbMez8I6xLZubm5YQ+UOisS/4Xyov9Xrd7CF7gJ3z9p/vQWfnefBXUr/fmdiaAgFJDP4TsDmfz6tQKBgICsuHWMgnZWfZt5HHASGM3Pzu7q52d3dNcSRZ8AAaCKrWavWmoxAgILAeJZD6JzETlIAu+VFwnpPH90FqoGpxbf5cvnxZ3/zmNw1tJGtrt9tG50IRzrqhX7W8E/LNNwQfcEE9pzWbzWpxcVGffPKJSqWSCStJG/0wvnEbB+EFDURhb29PoVBvRr0vg7Pfnm9KkIhAg2KxHzMzM9ZQlc1mrRTur3ceaxhtQFYwzCgMz897J2hnggfPRCWCZInghOQXQ8b/eUPl+exQ0KCKkeRhXDAoJL04vlarZfvFmQ9TU1PmlJGNV0FZXrSHkgYcCN8brtotLi4O6BnUvL29Pd27d0+tVkuPHz+2QNhPW/GIjSRzlCDGviGV6g4Lh5FIJPTGG2/o6tWrWlhYUKlU0tOnT5XNZjU/P69AIDAw7tpXD/xznNfydkOSIaA7Ozsql8tKp9MWhHjAROpzjEF/+UNyxR6yjx7dHeYYD6NIvsJGcowtJXHACfEurl69qmvXrml+fn4giR7++rz3jwCfz1ldXdU//+f/XD/96U91//59FYtFlUolC0BisZgymYzi8bgqlYq63a7peCwWs5I/jdE4d0lmp0CHqXAwLAR61MnJiTY2NlQsFq2yPFxtBvU+Pe1N//mLv/gLXbt2zWw1iLRPBs5r+eAMP4d9XV1d1fT0tBYXF/W3f/u3ajR6h8XR2EovEBUGElqCFAISgkV0k8lmUGLZF3+gmacnS/3zg3wAPT4+rkwmY35ndnbWEhLGX79oIMR5LM9rJwHyiVowGNSDBw8sUcRfMM0IneTn+Xc8Htfp6antJQGtp/Cwv+iiB1WH+4qoEhGbeJYB7w4/msvltLKyokwmoxs3bth79gDmeS38qjQYA+EXJyYmNDs7a0APIMDJyYl2dnZMlz/88EMFg0E7F8xXwyORiFHDSApSqZTRKpvN3snrnDuBb4WJgM9lzwFtJicnbT8SicTAgJDp6Wl98MEHWl5eNlT+vPZu2G6yf+12Wzs7OzYggYoZiRMT96Akk/DCusHXoDtSH1iD9UJM7Q8zPTw8tMEFJP+AYeypnzCH3aXinslklM1mbbKZZ0P4JONrTTR8qY+bjEQiWlxcHJhugqLhFBAyT2VBeED32SwEEZSVABiDKMl47nwWCguywvdx/jivRCKhhYUFpVIpexEeofi6kBbvOFBmHIHnMOI0PcVrZmZGhUJBq6ur2t/f197enr744gs7yA8eHYEvASIlYoxcNBo1FBDOOIkOXFIaMlFgymkgGij6+Pi4lpaWtLq6aoc/Sf0S4Ne1hgUcBZmfn5fUe89UdHCY3W7X0GVQFrL0bDZryk3Ah+Mk+QQB9OgsThLUzKMujM8kSKzVatYomMvllMvldO3aNS0vLyuXy2lqasqc2nkHLC/aO+4fOSNwT6fTmpmZ0e7urorFojXhSrKxns1mUzdv3tRHH32kzc1Nk1+uC4qEUwARRLfYE3QO+5HJZPTGG29oeXlZy8vLKhQKhgJeu3bN+PvIrkfscVpf575Fo1Fls1ktLy/bmTY4QJJKnpOEE+42AQhIFAEeyCpJHcktgTLyAKKJjUNXeXe+kZzqEBXndDqtlZUVLS0taWZmRtevX9eVK1esQRoE+7xQ0eF9k/o659Hv27dva3Z2Vh999JH+83/+z7ZX09PTOjk50fb2tvkBgmSoAdvb29rY2DCQC4okvodxlZVKxUaJMulK6k+82d/ft0oQe+mDYCol8/PzunLlim7dumUIoQ+Svy6dHXbq3A9ASiwW09OnT/Xxxx8bOML5B+yJ1xGoGTTWkgBj16iG8/zIKlUvgm7vs/iaxAO/TfB0dHSkTz75RAsLCyoUCnYPHvQ4z4UuRSL9g++63a71IGUyGa2urur+/ft69uyZPcf+/r4FXAB/frIUPXbsCzbIT9oCqAT8Q86g6uFvfXWUxGLYdpycnKhUKmlubk4ffPCBrl69qsnJSV2+fNkqJecJRrE8kMfC93m6MnEAOkrwL8nAOIAzgl5sfSqVsl5EP/ltb29P1WrVaHz0ExGP+bgiHA4bSJfL5eyk+a2tLQP0KpWKDg4OdOnSJX3zm9/U7du3zfae9yIm9iBhONw70HhpackAFIZgeDoY1L3p6WnrHZNk/WXDMfcwtR+bJPViDQ7W88wjEg1fafK9HmNjY5qdndWdO3d0/fp18734tVH6MvwaqaLhS2wIHnz9Tqej9fV1M/bNZtPGioEmkX2SYJDxg4aQjUIx8A0+GAIUnetJ/aQHNHt8fNzKwZSGAoGASqWSisWiZmZmNDU1ZZxl0LCvw+l6R0R26ktdGBu+76dQMTd7bGxMuVzOgmn6YGjwBRlfXl62pGxra0u7u7sDlAyMnKdUgTpLsilUp6enymazWllZ0cTEhJ2oKfUCmKmpKZvdjhEATTqvNfwevHHtdnsNnpcvXzYKSqvV0ubmpj755BMrSXraiSRLXv3sao8ES32qCs6SEiYJtEef+D5VC3+asectR6NRvf7663rrrbc0PT2t+fl5FQoF05XhvTvvqgbBCsiy5/37ZCCRSFjlBwcSDod15coVffrpp9YUzUAHGgRxCpxiT8CBLBOot1otPXnyRJ9//rlCod7hn9/5znd09+5dZbNZ5fN5qxIwBQNbQlO6r659HY5jeGHjXn/9dY2Pj+vw8FAbGxtmnzx1jqAfGSEAZIwwwSz8W5BfEiZ0E0cwXOngHfkJSthWAiJfHZiamtL09LTeeecdXbt2zXpioLRSufs6FnqF3SGwnZycVD6f17vvvmsUqc3NTU1OTg706ZyeniqXy2lmZkbdbtca/2OxmA4PD41Cxd7xLghi0E3kmIlvfI0sUR2jWkGg2O32RqN++9vf1uLiolWQfEXp61zDyYYH5qLRqK5evapf/epXarVaSqVShkiyf1T0QeCRD6oSvhnbByYgpfgFj3IzylTSADWV0bUwBECz79+/r3/2z/6ZfR8Z+Dpkjj0isEXuGETQbDatOvrLX/5SP/rRjyyB8NVdT03xTe6enkn8wc8in8iV7x+DCo6PAJQFyPJJBu8slUrp6tWrev/993Xjxg0L9kehrpxlDe+dp8FK/UTd03x9AlytVu1wQZrKsWFQILFxxH/4V+xnMplUKpVSKpVSsVg0pJ7q0vz8vG7evKmlpSWzlc1mU3Nzc5Kkx48fq91ua2VlRXfv3tXly5cHJhp+XckG71zqxXmM5EZmisWiNjc3bZS0P2ODg2Al2b6wT1wXmcOHoIskUNVq1eI0XyUfBgMAmom5p6en9d577+mdd94xOjCyex66OvpJauqfbUCJemZmxpD0jY0NQ4mYCATCDMrO//PwTEViY8jK2GAEmqyMjeM6njqFoFPq7Xa7hkRKPYdN8E5jEujFHyJwYf9IoKA9+abNaDRqqHe9XpfUo+wcHR1penpakrS1tWXGjX0D8chkMgM8R1+GK5fLRjXiHggAQCASiYRmZ2d1+/ZtzczMqNlsanNzU81mU8lk0mb/Q5fyTUhfpxMeTtoWFhaUzWYtYaWB1J9aj4MjECEx4v65rp8GgoPY29uz0mc8HjekDANKkHlwcKCDgwObo+5RA/Tjrbfe0u3bt+3wMcqSft++roXz8J+FfHg0ioOHuBeClImJCV25ckVra2tWWgWhnpyctHGMP/vZz3R4eGj0F9CnhYUFSzTW1ta0v7+vZrOpb33rW/rud7+rmZmZgb4XPlvqy70P7HlHf6gVCvUmDy0sLOjq1atqNBqKx+Pa2NgwihgcW/aXkjgNqVR5ffkah+uDYSocLBwFaCvN0/B8aUQnqaM3bnp6Wu+//75u376t69evm70774rt71ueXjRMdY1EIvrggw80Nzene/fu6eHDh9rd3bVEk2ejkVvq9UjdvXvXHOnh4aFKpZKNfcUxQ6tCVqDIkNj4ISIkG75Hj8No/+zP/kw/+MEPbMqPn4Lzh9g7T5/yABGVUoLVYrFo1Z9AIGDIMmhmqVQygAqmAc/t6R/0JEDPIZjxFC6QfEDEVCpl3Hd+Z3FxUYFA7ywT0FmCl69b7rg+9w24wn7EYjH95V/+pRYWFvTLX/5S9+7dM93zdCZAS1+94Zr+UERP2aLfKh6PG3Xv5OTE/IjU7+njZ7EN+OrZ2Vn94Ac/0L/4F/9Ct27dss/0z/Z175+nnLOogmNH6HnBV9IHUywWbRz13bt3rUJEH1qlUjEgFB/JWSvz8/PK5/O2H/v7+/rZz36mzz77TKFQSDdu3NC7776rxcVFO0Hc7w1BfDwe1/LysmZmZgxE/rqqtpK+BFR2Oh0bFQsIvrq6qnK5bMnT2tqatre3VavVBioMjPr1/UZUZD0gAFjF52MTX3RgJ2eVYFOYxDY5OanV1VXdunVLq6urajabBpae136NnGh4w4TTILC9ffu2MpmMtre3VSqVFAj0RxN2u12j+8Cty+VyA5xrehfInOHUU1L04+Sg+MTjcWuoAekHyYGnFo1GtbKyojfeeMPulRdxnn0F/9jixaMcGEEyeowTzfCMoASFJ1iB28ikgFgsZiNtcUqhUG/MsOePU9Kjz4DD3dhTMvFkMqk333xT7777rhmIdDptyCkBqi+t/yGc74sWAagkG2M3NzdnZfGnT5/qiy++sOSYBJl9IREDVSLBPTo6ssMBmVCTTCZtMglJIuVKZJJGSagKNLpls1k7jZ6qHJ//de+dL+tKfaCAUn4g0J/njW7wMzTZZzIZ5XI5FQoFe04carlc1u7urq5du2ZjLeHyJpNJk6nj42MVCgVlMhnt7+8rHA7bmQQ0nnvEy1MqfU/IH2OBNL711ltGV8zlclpbW7Ng3yO+Ui+w4VyMdrttzyD1zy6geRAEkKojAR8JBLYN5J0me+iBnPbMpJA///M/15//+Z9blcgj8X9IQMV/jWzhCCORiK5du6Z4PK5arabd3V3TCxLxg4MDQ93HxsaM+np0dDTQe0WyT3DnmyChDHpkkGoHCQZBe6PR0Pz8vJaXl/W9733PKioeTPlDLOScz8b5Y6cqlYomJyft/0iiCFioygLwefSZa/PMyAb0H3ynr0b5MwH4farpmUzGAsVyuWz0izfffNMASGTgD7G8nfM+FzpeOBzW/Py8bt++rV//+tf6zW9+o4cPH1ryyUQebD0VMuSK4Sy+KkZFxfcHorNMEvLUN8A6fAX0qx/84Af69//+3xtCDzL9dVWBXmRPh/WW9xeNRi3pp5pFzBYOh3X79m3TO+wYgC/XePDggVGGgsGgLl++rDt37tg5K61Wb7pXtVrV+Pi4fve73xnAd/v2bb377rtW6aaaRC+kJL355ptfGtpy3pTu4XfhWRE+maYyxr1OTk6qUCio0+loZWVFn3/+uT799FOLpaj4EH+wx7wDX+EguYDW6KtNJIqhUMgmhS0tLVmDd6lUUrvdO5Ed4FjSl2zci/TorOuVKxpSnzYTjUaVTCZtIw8PD1Uul21yDOh7IpFQuVy2TaP0zYQMlJUXRMmMqQMINSNCeXn0gOB8fJkWrvLw+C/QfAzwH8oIDis25xAgMKChkmysIP8eHx/X1atXLWPGSeO82W/6LRhtu7CwYOVsSqEgL3Nzc4pGo9rZ2THUNJPJ6ObNm1peXlaxWDSnMzExoXw+bzxxFMCj5X+IQNDTgSRZXwCKR3ARCvUOW0MeSDIocVPp8iMFoRhAM8BYBgIBQ7q8MydInJiY0MrKiubn5xWL9U4T/t3vfqeDgwMlEgn7w/57pPcPtXzwAv/V03no2cCBQJ2CSpHJZDQ/P29Bjy/TxmIxLSwsmIPBQU5MTNh18/m85ufndXJyoqdPnyqXy5kN4P34kj2INNMzpD8cZepFa2xsTDMzMzZXPhKJqF6vGzq5s7Ojn//85/r8889tj6H5UBFDjnAijUZDpVJpINklAaFiBCUEBzMzM2NVJc7CYJJSu93WtWvX9P3vf9+CFezKHytJ8+AUSS39J9iVGzduWEMpNAuSDt9bUK/XrU8D2QQhJmjjXVFFiUajSqVSyuVyA+dk4LdohJ6YmNCdO3f01ltv6datWwNntPwxwRRsGlSnVCql1dVVdbu9A0sPDw/t4FWSMD8d0gNbUv+wU6qX6Jw/xIx+IN9Qir2IxWKKx+NaXFzU9evXdfPmTV25ckVHR0dGn56fn7ckjb37Onv4vmoNB82AmtFoVFeuXNH8/Lzeeust/e3f/q2ePHmiWq1mh9GSlPhePnSX5MCPKcUXQqNlH6FehUIhA1m5FmBoPB7X6uqq/uZv/kYzMzN/EFDg98mzj/Hw8+gSYAfPxHNA8fbBMpS/er2ucLg3uSoYDOrmzZuKxWJGz4beBHjJe6Cvcnp6Wq+99pquXLlijAISQwCFiYkJpdPpgWT6D+0vvIzzNXtI5Rk9mp+fN6YI8Wi1WrW+Mp4RkJhKLwkHwD0yirxhY+lNWl5e1uuvv67Z2Vk1m009fvxYn376qSRZfLO/vz+QVLJvryqHr5RoDC848WwE9KXV1VXrhMchM1/4/v37ev78uZWOCHBAUtlQ6FKUfPxnUZJjhCHGERR5cXFRkuyF+MlDPuj6Yyxv/P1MdE/xAdHE2VGlePvtt42XiwGMx+Oampoyg0+wTZDdarWMg8c874mJCZs04EvGHAjlueagqQTwOKU/BCL/on3z/6Y8SbWg0WioXC6r0WjYIWFUjED/isXiQKOp1A9OMFzIFygo6F+327WyKAcgFgoFFQoFc16RSESzs7NaW1vT66+/PkAPItH4OqavvMxCzkg2QLxBfDEq7AX77KeGeFoCh6z5Z/OIPUgP+33jxo2BShSJK4GUd16guIABXxfH+2UXNBuShnw+bzLU6XR05coV/frXv9ZHH31kDYDsESg9gRuVMBApX7bGWWSzWc3MzCidTls5/tq1a9YjBbUNhEuSZmdnlc1mB+hBf+zFO/OIHA4sHo/rzp07Oj4+1scff2yyQLLJZCoalpkKhS3wNMZut2uBSyaT0czMjI1c5ZRgDoCVZCDBxMSEpqendePGDWvAHW70/GMvr7NLS0sqFAr64osv9PHHH0uSSqWSnT6NvoH4EiD78ebDPRi+P4EgqVgsGuhCoJ7P53Xr1i19+9vf1o0bN5TP5+1nqRBR7cSP/zF11oM63sfCWU8mk3r99ddVKBS0u7urnZ0dbW9v27kGyFW5XB448BZ7Rq8HfpzKB/onyfpOkSvoynwvn8/r2rVrNoEIO4Gd/WPsn0fj8X8MQfHJEyAu/hCKKNUvfHMgELA+Mf5g372c4HPYw0gkokKhoFQqNYDa+54uAEPfZ8K+/6H2SuqDeC+iu5Eg4A+mp6d1+/Zte34qspIG4mFoiejw8GdCFYXiSzwTCoU0Nzenq1evKp1OK5PJKJ1Oa35+3kD/+fn5gSldvAf27VXt3islGi/6cFA3b1zg4ubzeQUCAUPt2u22vvWtb+nhw4d69OiRNTGCvFHBIDHxlB0QaZCV+fl5ffvb31Y+nzfjAbrHfTHRAMrDsLP7Yy0+39NouC8qHFAqKHtT/el2e6Mf4eYiKNls1hQU1BkOM2N9j46OzODRZEbwTKMozttXmQgAcEaeL+8V6+va0+HreiUmEZNkiBUKRwk8EunN6P/000/NmEHNgwLo+3Z2dna0tbVldBdfEsVJg6LMzMxocXFR+XzezinI5/PG1ec0YQJxqkR/LAfsjTFGiv2AjuGrE1QDQdYxROy11G8QxQn755RkFUcmcqCj0M64Bwwqn3+ezWmvsvxn+ykm2D5JunLliqampnTp0iX99re/1ZMnT1QqlVQul80RS/2DSzlfBUeK3cQhvP/++3rttdcGZsDTeOuHFYDS+8l+3Jv0ZfrcH2t5x++dciTSO+MoFovpk08+sWEizOdnX5BLqpcEx6FQyHr70GFfGQdVjUQiqlardjbB22+/rbfffluzs7PGy8c2smd/CnuH7SNxhIJz+fJlPX/+XJFIRJcvX9b6+rqq1arZHxDedDqtarWqZ8+e2VQeKtieYkKwNtyP0O12lclktLKyouvXr+vu3btaWlpSIpEY8FN+34c59H/MxecPj3+HGhUMBjU1NaVWq6Xt7W3Tm2azqb29PatO0rBMguHHouPLqa4Tt0BBZTIfn53JZJRMJo2ZALXL0yL/FPbNU4I8pY5EiOlFVN7wHx68SqVSJhPQQn1PHjGdB0wmJyf1+uuv69KlS7p69arm5+cHel+IcYaXB3H/kPvn4xNPO+L//B5K0tTUlB0PQKVhc3NT3W5vgNLp6anS6bT1IZNQpdNp1Wo1bW9vq1KpWJsBep5MJi3xXVlZ0ezsrA13CIfDmpqa0nvvvad6vW7X9/Gc3zfiuT8qdWp4cYPDm+ybHxGwyclJXbp0SZOTkyqXy6pWq9rY2ND29raNtGTGMgEziQpHo1+5ckVXrlzR3Nyc8efJBDlsJhAIGKcP5+EpP39sRSbg86gjykzvRiAQGOCnk8zxs75s5huv4Ibi0OnDYEKX/1xKyggbzoezO3DmGGcfQHoF+zoTtxe9K+5l2KF5R7u8vGwKdHJyounpaTuojz3GyLNvoVBIly5dsoOwkJlQKGTOigpaIBBQoVCwJtzZ2dmBk+v9CGNKyX9IytSL1vBeemoLz0XgQdCBHCFvPinxU1SQFT9bnlne0GAk2WdwPRyw1NcLPx3nj0G9GF4kPL7EjB2hGpvNZvXmm29qdnZWGxsbun//vnZ2dsx5YIPoLWNqD31nHKq3sLCg1dXVgfn1fj8Ibqj+0NfiE+JhEOBPYXk6BvcHDfb27dsWaJVKJf2P//E/BvonkCkmpoyPj2t+fl71el3/7b/9N3U6HS0vL+utt97S6uqqDQjhJONyuWwUFhqZ/aQl7mXYtv2p7J3U77GSelMA33rrLT18+FDZbFZLS0tqNHonSpPQJxIJFQoFBQIBra+v68GDB3r48KG2trbUbDZtrDWHOnKuhCRNT0/r7t27RtdLJBKanJy06jhBDpQQn6Sg538Ke4d+YlP80A78xNHRkebn5zU7O6vPPvtMW1tbBiJBTcbPUokkuWXSJaP5+RxikG63q93dXRs1OjY2plu3bumv/uqvdOXKFT1//twqpb5vhnv/Y++dj534HkkB/g0QCh9CHwpACHuHH/QUK4YbJBIJG4+ez+d15coVO5V+bGzMUH/2FVkjGUJuv44G8FEW9yYNgizII8lnMNibznjt2jXNzs7aGH76dElE6UuDcgvlCVA/mUxaD2owGFShULCDOIlbTk9Pzf7x+ejDeSdn50qd8ss7EQwNwSAPQEAxOzurQqGgSqWi3d1dayJjoeSJREKpVMqClKmpKa2urtpUAR8Yeb4gpTnuCeP3dTZYnXV5R+YzfI84U05DmUGOQqGQTbthqhR0Kv/7NJ+BtjDlixIkgZNvksTZcl0yZl9e+2PTCXxSK2kgcMEoUtlg7zqdjgqFgu0PyJMkQxKq1apRXqR+YyrPzsQVSRYgMWKYAQVMEhqmHP0poXzDVSi/dxg1nIkvcUsaqPJ4Pec5KZePjfUOdaKp3r8z/04wyL4ax/X+2JWM4eVtHMtXfBj3Ozc3p3Q6rYWFBT1//lzHx8dGb4lGo9rf39enn36qWq2mTCZjJ+9+8MEHdp4IMkglRNKAfQUhxHn7kbVfZ3XxVddw8ILTjcVieuutt2zk7d/8zd9oZ2dHjx49GnCoc3NzunLlinZ3d1Wv17W1tWUB7w9+8AP9m3/zb8zG+USfhNYjtegoqKz09Z2RcR6LPUPWLl26pPn5eTvsDEoQeuhtfjKZ1OXLl3X37l396Ec/0rNnz/T06VMdHBzojTfe0H/4D/9hAK32DAXsJZVwTp33lVEP4kl/fBs3vHwvBRQq5I+eqNnZWd26dUvPnj3T1taWTVP67LPPbBjL+Pi4rly5omKxqCdPnuj69ev6t//23yqRSGh/f187Ozt68uSJDbmoVqsKBALK5XIKhUJ666239N577xmV6MaNGwMjTP/U9g19Yd+QQQJ9/z2pPyqX2AwAk54zEg1APD/kIpFIGDBI8EsFjko3gKoHtz299o+1R8PLA2gk4XyfeyYRo0/HU8789EUoialUyiigpVJpoO9j+J3470myOBybIMmAQg82/mPP9bLra0k0fIDnjTgP64MsHGMoFNL09LRyuZwWFhaUSCT0m9/8xoIdzrzI5XJG24nH4xbMcYgSAaMPTrg+Tpk/f2rL7xGVBITNN/9IfQftee8+YCawxrHwh74XEFEEz5fzeH+tVssQBkkDIw89Z/9PZXkF8Y2b7Kc3PCRbBB0+SPaNVTS7SVI2m7Vr+2lNp6enhhyShGFg/eFfPvH7U9o3X9YdTjrQG/7PV408bYVr8D0SLfaBKhposU9GoOfxDhj2IPXPmvlTSzJYw47Xc1ox2gRjoEzHx8e6ceOGJaePHj3Sw4cPVa1WVS6XbaT16uqqpqambP9YnsbjkzSfvPGO/pQDZZYHf3wVZmxsTJcuXdLU1JTK5bIdrnl0dKRYLKbFxUU7d4UDzhidXiqVjP7kwQDfmwcFFOfMXv5/Ye+GaQzoSCwW09zcnPWqeJkEXfdIMkDC3NycsQo4sTgajdoUH2QNEIoqHD6Fd+irnH+qe8fyyYa3ewRskqzicO3aNTt/6+rVq9a8TWXiyZMnWltbswlmnN01MzOjS5cu2d6Xy2VjWSwvL+vu3bt2YjQ+xfdk/CkuH8R7H+uDfH5umEYUiUQGzhohUWi32+YfPUWr2+0OMGF80OxHWUv9+OlPpertF89CHIft4TlfFK/43kX+7Y8xIIYBRKDHkQqaH+YiyXwwsY1npfiejK/Dzwa6f+rW4GJdrIt1sS7WxbpYF+tiXayL9f+59aeV9l2si3WxLtbFulgX62JdrIt1sf7/Yl0kGhfrYl2si3WxLtbFulgX62JdrHNfF4nGxbpYF+tiXayLdbEu1sW6WBfr3NdFonGxLtbFulgX62JdrIt1sS7WxTr3dZFoXKyLdbEu1sW6WBfrYl2si3Wxzn1dJBoX62JdrIt1sS7WxbpYF+tiXaxzXxeJxsW6WBfrYl2si3WxLtbFulgX69zXRaJxsS7WxbpYF+tiXayLdbEu1sU693WRaFysi3WxLtbFulgX62JdrIt1sc59XSQaF+tiXayLdbEu1sW6WBfrYl2sc18XicbFulgX62JdrIt1sS7WxbpYF+vc10WicbEu1sW6WBfrYl2si3WxLtbFOvcVftkf/Oijj174/U6no06no2Cwn7MEAgEFg0EFAgEFAgF1u111u1212221221Jsv8/PDxUt9tVJBJROBxWIBBQq9VSt9vV6empWq2WXT8cDiscDisajSoSiajVaunw8FCSFIlEdHp6aj/DZ7NCoZBCoZBdm3vwz9DpdOz7oVBo4PdZd+/efdkts/Xpp5++cN+GV7fbVSAQsHvhPtnDer2udrutSCSiTqejVqtlzxWLxdRutxUOhzUxMSFJOjk50fHxsf3sxMSE4vG4MpmMgsGgDg8P1Wg0bK/HxsbU7XbV6XTUbrft60ajoXK5rM3NTY2NjWllZUXZbHbgPfpn+Kp169atM+/d5ubmC/eJ1W63B+SN/eLneLZ6va7Dw0OFQiEdHBwoHA5rampKiURCUk8+xsbGNDY2puPjYx0fH6vVaqndbisUCqndbisajSqRSKjb7arZbNo7HH5+3iP3xX1+1c/6nx9+Btbc3NyZ9u3Jkydf+h560W63Ta/8syN3w/8/fH+np6emH+FwWKFQSJ1OR81mU1Jfr0KhkD1fJBIZeC/sCdfmPfE+w+Gw2YRgMKhOpzOwn/z+6enpl77v16VLl860b5L09OlT+5p77Xa7tk+RSMQ+m/9rNpsDtkXq6d/k5KSi0ajtD8+XTCZNv9iXdrutWq2msbExhcNhjY+Pm+xKUiKRUDgcNp0ctm/tdlvNZlPHx8c6ODhQqVRSMBjUzMyMcrmc7bWkL9nH4dXtdkfau/X19S/ZAP7N/kkym9Rut83WeV1ArrzfiEajkmTyxzWRj3K5rEqlomazqXK5rEQioVAopKmpKY2Pj9u9IMOxWEzhcN8Fci18TLfb1fHxsenusE3+ffu3tLR05r377LPPvvQ95LrZbOro6Mj20OsJezU2NmbPhmwhD4FAQJFIxH630Wjo9PRU8Xhc6XRaktRoNNRoNMwO1Go1NZtNBYNBNZtNTUxM6PDwUOl0WrFYzD4fm8H+8Df21PtT9NzL4vC6efPmmffuiy+++NL3+Ex/b6FQyO650+nY++fZfbzR6XR0enqqaDSqcDissbEx0zOucXx8rJOTEwUCAVUqFZ2eniqRSCgSiWh8fNz8Oc8aCoXMFiJvUk+mG42G+Rv2Fxng5739ftG6cuXKmffuRb5Ckr3L09NT0wvetb8v/zfP4PfWx2Psx8HBgdnuQCCgg4MD1Wo1FQoFjY+PKxwOm9/odruKxWL2mdgJSWq1WvaHa0UiEfs59mw41uP5pH58dVZ79/z58y99j3ft40cf//p9w4a9KGbyvjkcDqvVaunk5EStVst8Iu+EPWIf2u22/b/XMa+f/PH3gT772B1ZG7Z3/p7n5+f/0b166UTjqxYvdDhQ58ZRqkAgoJOTEzNcCOzu7q6q1apisZjS6fRAcNdsNi14CQQCikajCgaDikajisViOjk50cHBgRmCTqej8fFxM7iRSMTuE6WORqNmjAkMvAPxQvz7jOF5LF40+8a/EUjupdVqaX9/Xzs7OwoGg8pmsxYY7u7uqlKpKJFImDOdmppSLBZTt9vV0dGRYrGYJiYmND4+romJCUtKAoHAQMDMPeAIDg8PdXBwoHq9rmazqXw+bwbwq4LjF+3j172GA01/H3yNwuzs7Ghzc1OZTEZzc3MKh8O23/xN0ooSknRgSFHoo6MjHR0dKZ/PmzGQZI7ffz73wzv23x/eJ7+/571PkUjE7q3ZbOr09NScwnDg0mg0BoJj7sk7yFarZUkcgQtGlvsnuMQW+OfmZwl8vAONRqOWSHP/vCf/fr+O9aJgudvtKhgMWrDmAwjvZA8ODrS+vq5isaiZmRmtrKwoFoup0Wjo008/1enpqZaWlhQMBpVOpzU+Pj7wjM1m04JgbGEwGDRny96Gw2FzPsfHxzo6OtLe3p6kXuCUTqdN75Hfr0pmh23eqPv6Ip1H/7rd7oB8BYNBkz/0k/vkudlbnKrXHa+H/M7x8bGKxaLq9bqq1ary+bza7bYmJiaUy+Vsf/f39zU1NaVoNGr+IxgMWpCC3xnWz1fdn7OuYaBO0gAQ0Gq1NDY2plgsZjp5eHhoe3twcGBg3tjYmJLJpMnqwcGBut2uotGoxsbG1Gg0DHwKBoM6Pj7Wzs6OxsfH1el0VCqVzDdMTEyYfjabTZ2cnAwkFj6Y4t8sYga/p1/HvqGrXlb4PN4f9hC5QIaOj49Vr9d1fHysRqOhsbExTU1N2d5HIhGzj81mU5FIxABAAAafUAFMjI+PKx6Pm00k3gG0mJyctISGd+xl/kUg5NexfIJPosH3G42G7R16x9fIzcHBgQGbPhHhGkdHRzo9PbV9ajQaA/p9cnJiCWqz2bRnR+6wtZIM5CGxQea4lg/6h8Gu895HDx553+XjY/839wpYB9iGTw6Hw7b/2IHhWNvHjcTXPBP3wDVLpZKOj48ViUQ0MTFhMTL34H37i4DUUdfIiQY3xtdsEgrDTXc6HcViMUPhQEoqlYqOj491enpqD49TZJ2enqpWq9nvkSiwOQTA8/PzlqQQDExOTmpmZmZAYUlCMDweJfUKPIw0nrcyfxUi4R0Yz8HLPj091cnJiSqVisrlsnK5nGq1mqEROJpgMKjx8XGNj48rkUgYcorhiEajOjo6UrPZtPcgySpEgUBAY2Njhgru7Oxob29PyWRS+XzeUMaTkxNLWHjXL0o0XlS5edXllW442Rle7XZbxWJRH374oba3t02+Dg8PdXR0pFu3bml2dlaBQMAQ4E6no0qlolarpWq1qvX1de3t7en4+FixWEypVMqCQ49QHxwcKBaL6fLly5qbm9P4+LjJmr/X4eTW7xt7d56y59+/R4JBQvgZSQPVSRIDHAuBDc9EcrW/v69KpWI2AcSf64ZCIUP3JJkjHXYIzWZTjUbDvu/3jJ/z1RC/dy9K1l5l+c9qtVpWLUXHPErrDTn3fHh4aPrVaDS0srKivb09bW5uWmDG/ofDYU1PTyudTg84laOjI0tcsHsExdyf18eNjQ1tbW2p0+komUyqUChY1ffw8NCSQJ8If5W8nNcadp7+viUZcsnPBgIB7e7uan193ZDjeDyu2dlZxeNxlUolPXjwQJK0sLCgiYkJk8tqtapisahKpWLVSyoBExMTSqVSJrPxeFzJZFK1Wk2np6e2/95hs7fDwMWwnHxde+d9gQ/auS9fFcI3npycqFar6dGjR6rVamq1Wkomk6pWq6bHqVRKi4uLOjw81O7urg4ODpTJZBQKhXR4eGiV86OjI+3v7xsY1mg0tLW1pVgspsXFRV2+fFkTExPa2trS6emp0um0UqnUgIx6O+D1xvuFrwJcXmXfQqGQJVDoGHqMLcTnUzlF5/b391Uul3V0dKRWq2VVMhK4eDw+4Pu8XcAGTExMWPUzkUhYVRO7CdhZrVbte5lMZqCSMezbfGXNB4FfVc0ddQ2j3t5ffdW7Ojo6UqVSMUCYvZSkeDyuo6OjgeSWZE3q+YN4PK5qtaq9vT1LPojpYK0ALh8eHqpUKikSiRj4CYBMQukBbu932a/h2ORVZe+rwBsPpvkqgvdjngGAXEoy4I14kVhjuGIEUEPii29FNrmPUqmk3/72t3r27JmmpqZ0+/Ztzc/PD8RTXl+/aq94zrPs2ciJxnAwwIdLMlSKzfLOmcRifX3dHCiocb1eN6SeoIOgmOAkkUhoYmJCrVZLxWJRR0dH2tnZUTweNwHH0Z6cnBhlAGPjy7yggtz7V2W9/nuvuoZLd8PoDkaSn8FAplIpHR0dqVgsan19Xfv7+4pEIqaMtVrNnEEymVQkEtHOzo7RLUC+VlZWlMvldHBwYEYfxA9hjUQiOjo60u7urorFosrlssLhsO7fv2+GdmlpyZR7OOjnOYaV6rzW8H4NBwE+cNnb29Pz58+1vr6u3d1djY+PK5vNWsJLSfLo6EiPHz+2QBukdGNjQ8fHxxobGzN6GRUkqReMUz7HuK2vr+vdd9/Va6+9NpCQv8i5ShpwFC/aq/NKNkCVfXDPs3pZPDo6Mn0h6CIxRncmJyfNcUJDicfjisfjVvoGeAiFQorH4+ZcPc3n6OjI9g2Uz6Npw9Uhn2B8lRHkGueFynsEimf21VLvmHG0s7OzqlarevLkifb29nRwcKDFxUWtrq7q2bNn2t7eVi6XU7PZVKVS0fr6uiYnJw0oaDabRtWr1+sKh8MqFAqam5tTqVTS5OSkOeRQKKSjoyM9f/5cpVJJklQoFPTo0SMdHx8bTdBXRF5ku78OZNkHRMO2FzSUveM5nj59qkqlosnJSZ2cnGh9fV0PHjxQPp9Xq9VSuVw22koikbDq7fHxsVUiSDKePXumUCikcrmszz//XFIvsFlcXFS5XFapVFKlUtH8/LyWlpZ07do1q5xLsmTwRXSfF8nXee4jfhR9BQzi+bxcUtVi1Wo17ezsWMWG5Pbo6MgSCfTx8PBQqVRKkUjE/q/b7ZpsAspVKhWzfQBf6XTaKkqg19wvwBWJkfRin8f3z3N5qqb3C+xZNBodQNI96o7/29jYMICSfaPaBXjabreNKdBoNIyqPDExoWQyqUCgR6kCnZ6cnNTx8bHtQ71eN7oViQpBIlUC3vEwECr1Qd7zTDaGK8Y+SKay6OXw8PBQGxsbqlQqymazymazOjo6Mn1EVg8PD7Wzs2OV73A4rHQ6rXA4rKOjI2NQhMNhJRIJS1rZV94PSR/A3srKilZWViyGIdbxgThrOEY5L7nzgTn7x3vyCbYHDbg37pnfGRsbsyQXahQ67OPHUChkeliv19XtdpVKpSzxAuTxyUoymdTp6amePn2q8fFxzc/PW+Lr37FfvhLl11n2b6REYzjTRpCGszk2kkCFMmOpVNLTp09Vr9eVzWY1NTU1gCSxcZTtvEFgI2KxmGKxmOr1umq1mqEL/BzKDAp9fHxsSoIQEiwMO9zzrmD8vn0c3lOE0nPk6ZGg/2JnZ0e7u7tKp9OWXNVqNUl9/vL4+LiOj491eHioVqtl5d96va5UKqVAIGDoycTEhNLptPEm0+m0IUE4bvi6+Xxe09PTmpyctPv3iZNHWHy16DwU+vc5egz08M9Dg6LiQN9KpVJRvV7XxsaGnj59ahQOKhU43WKxqGAwqEwmo0qlos3NTUUiEc3NzZnxODo60vb2thKJhCYnJ7W7u6tAIKDZ2VkVCoUBLr93evzbB2PDydJ5yOJwJcW/I4IUyv3s4enpqckPwT3IHPeE8z0+Ptb4+PgA95hAxhtU9Lbdbtt1x8fHTXephKCbwxSs4QTTl41fJF/nIXPDdCMMtn8u/15brZa2t7eNtrO5uanHjx/r5OREklSpVAwlDofDOjw8VKVSUSQS0d7enjkVnOXk5KRV4U5OTrS9va1Go6FCoSCph/IlEgmrDgMWrK2t6ejoSKlUStPT00YTBE0kkfTl/a9zecSMAJTl6bKxWEw3b97U5uamtre3Ldk4OjrS5uamxsfHVSgUBugupVLJgmJkEp0DAUXeQdu73R5laG9vT9vb23r+/Lk2NjbUbDZ1+/ZtxeNxuy/eu/RlMOPr8hW+R06SBcAk9p5KBmpKNXBubk5Pnz7V1taWJe+SzLZNTk6aDEBLIcmFwsi7gkYEJYj9TCaT1rNRrVYN0f7Wt76lyclJu2dsAdX0YXvH3+fpJ4bBJx+f+M8HIWdPm83ml/oKJicndXR0pGq1KknWJ1SpVCw+gcrdaDSM8oPscB3sHPsaCoWUSqWMAlSv1802EixC0WQvvY1h+QTuPGTR+3IPhBEQD/e4EBhns1n7eWIXQIJyuWx+EjAZOYPehh+CghuLxTQ7O6vZ2Vmdnp5qf3/f9ho5rVarFuc0m01duXLFZIx79frqA2gfbw3Hrue1hmWQ/eVdYQtJnhqNxgCVk0UijK7ir4lHAITj8bhu3ryp5eVlzczMDPSTksB1Oh1Vq9WB5/d78yLQ8zz0cuREw2/i8Ib6Jk9JljiAIFPCJSj2QocT4BoTExOGfHpk1SPKOGdKRyhJs9lUtVrVycmJut2uksmkBVPDWdxwouGf67ydyssgsb5EVq/Xdf/+fctUx8fHtba2Zs/f7XZVrVYtEGy326pUKup2u2awqHYgmOPj48pkMpYpg+BLGkjOJJkBgG4A0sL+DWe8w9WN81je8H0VIsG/aaqF+vXs2TPt7u4aytLtdq33xD8HVTNK3lQwCoWC0um0KWwqldLJyclATwH712q1lMlktLOzo6dPnyqdTn8puPdoxz8W5J0X4uL3xlcbQUkoOVOJqNfrOjo6MsdJFZHmUhIR9hNHwv+jVxjM3d1d001kdHJy0oYTBAIBowr5SgsB4zA6+ftQqfNyulzDAxy+euGNNHsL5fD+/fuan5/XysqKKpWKnj17pmw2a0EE+1SpVKx3bTgAQ2eH+wYkqVwum/2cnJw023dycmK/l0gkdO3aNZNrSRb8+ITj60L5pEEOMXL/oveFPI2NjSmdTluS63+PoBBZ8/bm+PhYpVLJ3gN7g//gd6PRqA4PD/X06dMB/1QsFnVycqJ2u610Oq2lpSWTw0CgxxknAf7H9uhVZW94n7ATHjH1VQHQcvYmGAxqampKuVzOKFXxeNz0DyoyCYDUA5JASLFjfPbu7q7RkUGfDw4OLLgh0RgbG9Pa2po1i3sOfb1et+SY6/rg+byW153fVzVhL9FtbBs9eICb2CXPfZd6tG0qu1CvQO+DwaBOTk4scAyHwwYWQh1KJBJqt9tKJBJqtVo6ODjQ3t6e0foAHD1dCj0lcRqOT85rfVW84ysq2Lph4Hd/f1+lUskoZ1tbWzo8PFQsFlOtVlMgELC+F0nmY0miqWyQqNBfBDCIHIZCvaEuDDMIBHrU5+np6S8lFC/aQ+zeee6dT8z85/uvsbueCoV9Jg6p1+sD9tj7Qa7dbDa1s7OjR48eaWtry/R3e3tbly9f1htvvKHl5WVLjIkbsfnYyFKppEwmYzTv4QTT3/eL1svq75kTDa/IoHL+xuD300wLrYQGoXK5rK2tLSst0vwk9YI1kAE2lzKkr4iQsIyNjRnax9QIFMAjDP7nfFYuDSLLw8/4daFVw4kMn+P582S7zWbTqFKlUknValWpVEr5fN4Ql2KxKKnXSJbJZNRoNFQqlRQIBExAJVmlJxDo0TsODg7U6XTMcTCVhCZCFAInz3QSDCcObhj1fdHznZdCe1kb/kypX0E7PT3V5uamHj16ZInHo0ePDPHLZDLK5/MmW1yTgAeObzAYNL43DYGSzAAeHh5qcnLSKib1et344J9++qni8bihC57q4Ev1L9q781wvMnZSHwDw6DBBMEkHDqJUKhndjCCFRAsaQrlctj3rdHqTRQhsJdn0pPHxcaVSqYFkBMeC0/GNmdz3i+gBw1RE1qsEMX6PcPiSrMrn6T+eaoftYeDAkydPFIvFND09bcE0SDDJ/MTEhCVYUn/KCDSLWq2mk5MTTU1Nma3c2dlRp9OxZBhqRr1et5/1fN9cLmf8fU9rlQantvnnP69EbThg8iDQMGCBrESjUUPF19fXB3jtgCFUbgiuj4+PDeHMZrP2Dk9OTpRMJpVMJk22SqWSdnZ2VCwWzfcUi0ULWJ49e6ZCoWCNzQQHHhR4ke3h+V51ebSY/eFrgljel5/ORcX7+PhY+/v7A/4kGo2qUqno4OBAY2NjFgjToIwNLJVKBsxBvWCgiKcJ1et1610AlJidndX6+rpmZ2dtSp4PLH1w59+p39Pz8hPsH7Q6JkPxGcQRJBuRSMSqZ9j2aDRq9hGWAFWIiYkJ69vi/2AFkJiQFCCf+FnfCN3p9HpYM5mMNdMD3PjFO/b64vfqPMCVF8VCLP+Z2ECSbm8LDw8P9ezZM52enhpjxFdN2X/8Lj83Pj5uSbEki338JDn8STQaHZicubW1pcuXLyudTqtarQ4MvPHgEPozLGPnnXBwTWmwgkGsjGyQhKIH9Nk9f/7cYpBUKmX7Mj8/P1CVhAIOS+f4+NgAvaOjI62tralQKGhiYkLBYFAPHjzQ7373Ox0eHur4+Fiff/65Op2OLl++rIWFBYsnh6eEvShW5dledo1c0fBfe0fFg6Nse3t71sxDQxCBB8KF0SGrwuFgoED1KD/yxyN8lNwwmKA2NJrTTAg6T9+H55T6wE86/6lT/xhX0Dt7mthpWuZrgj14ozjfTCZjU1SYRkOiRaO9H3uLwlWrVUNjPPeSUj1oIJWhg4MDVSoV3blzR6FQSOl0eoCD+1UJ23nu4zAy5RFTjB2VLrL2YrFoxqvV6o36nZqaMhQFTiMIM8oGAoqRq9VqVu2BikVDGtMcbty4oZmZGX322Wf67//9v+v73/++7ty5Y6gYqJdPODxFYjhweVUj6H/fV6BAvtGbVqul5eVlJRIJNRoN7e/v2ySaYrGo/f19ozRKPRllrzKZzABSTjMpDpWqWrfbNYoUJXTK4pFIRLlcTtPT01b2Be33fFv00icZL0IwX4W3jMwSSIA6+aopnw/yiX5Qpkav9vb2FAgEzJbRRxWPx60yBt2HCWckplAEpqamNDY2poODA+3s7Ojw8HDASVHhPTk50ePHjxUOh5XL5bS+vq56va7r169bUuGrqcjh8LO/6t75rz19hoSCz/aoHvfC9Ky9vT2dnJxoYmLCql6MrIUGykhRAu1ut2uBL8kF/R70uflgp91uG4UUVJapVTTPI9N+UMlXgVHnFbT4oM4HmB7RZDIZwA+VD3wusoquoEvYdWSWoFqS9a0g0/ho7sn7zXK5bPseCASs73J5eVnz8/PmS3Z3d41a49//ixD5V/ET/K4HB/g3ekz1goCfPgEfd8ACQB55bk8dJdmiuouMNxqNAUAF2cQf805oxGcMM8EkiDZVKV8VfpFv9V+fZ/Wb5e0EOuyr8QyXgbHCcAXkgpiLRA/wiHdC7x7Xxu6+aIiAr3gEAgHlcjl1Oh1tbW3pk08+0fT0tIHQ8Xj8SxWMF+3RefjX37d/XN/7J2IAqQ8sMfhod3dX29vbKhaLRkn2VSP8JHEeTA0fW7RaLT169EiffPKJtQkEg0Ht7u6qXq+bTymVSjo4ODAQoFAoGA3Qx2wvonbzHC+bbJwp0Rh2QL78zkaCdPLzrVbLJlt4w1mtVq1UzvdQOMaGQgMAJU4mk7bxbDQcXUbykaAQCBI80khJXwMBs59NP7yRX/X1KGv4hXiaGHsKsuyrLiRhno5Wq9VUrVaNb8eUKV9d8k6dd8LXUAokmQMl04Zudnx8rFQqZQkGDv3g4EChUEjT09OKx+MDe/NVycZ5JBnDxgDl8+if1KMAbGxs6Pr16xYYJBIJTU9P6/Dw0Bzp+Pi4dnd3DVkeHx+3/8OpM10KWgYVOWgIOCMUHXn73e9+p8XFRQWDQVWrVW1vb+vGjRsDo5V92d7zv1+0d2dBDob3bHjvPe2Hz9/Z2TG52N/fN2oYVY5yuWz9LKVSyYYyQIOMRCI2ccRf349JzmQyhnBRSh8bG1M0GrWJODgt6DP0aVAd9dVSDKoPyF4kH6PuGygnsoBu8rnw4Ulew+GwnV3B5B4oTaVSSe12W8lkUplMxpw0QbE/74ZpbuPj45YEknyghwTjBM28y7GxMePMk3iwz+vr65YQIxfDwArPft6LSrfU7z0AKYZmQ+CGXX748KGNU6WJPZVK2e97tJlhFvTs4W9I6Gmub7fbKpfL5sQ5lyKTyRiSx/hM3sf+/r6Ojo4MUPm6KD8s71P5N/qPT0APsPlw+UEqHz9+PHAmxvb2tl3fj5/2VQXQX6q2yCzBLwkJSY0HEmgk52veQyQSsfHri4uL9mzDz/v7/n2WBTDgAyR6Ez2YyNkoVCV4HmSL/QRcILDFh0qyEfrsM7+HXvv3Q2wx3HNKQlKtVi1xBJmGUpRKpSyegiY93C80/PWoezcMhA4vWBbcP+8cah1oOwEvoGilUrGqDwAJlWoqRPT/SDJAlWp5LBaznhhsFsmNBwgYVuCnn/GefT/T8HpVmft9FRIq2Qz3IKH3cQtgXjQa1fT0tPWMJhIJs/nb29va2toy2vvs7Kyy2az5WSbrIa+AwwxzwEcSE7VaLZVKpYGJXbwjYgHe+YtiY57zZeXupRMNv3FekVFOBJBNptTslWx/f98CO9C/VCplpTU/yQCBRYlBXHHSKDoGgKAGpfQUmOPjYz179kxLS0s2FafVamlra0vdbteao79OB+JRf5bnwKFE4+PjlpRBYzk5OVEmk7GZ6DhXHA4IDROQIpGIBYqTk5PmgDAm3W7XAjomPDASkobK3d1d7e/v2543Gg3lcjkLDA4ODiwA8ojLVwV3o+7rVyERPrkgGcrlcoa8z8/PKxAIaHl52TjETOmCOrC+vm7zpDc2NgzdZJRoJBJRLBazpLdardqUlsPDQ+XzeZtQguGbmJjQkydP9F/+y39RtVrVwsKC1tfXjfImSffv39fq6qqy2azxwr/OJHf4OsiBpz7Bga3VasrlckaZ2t7ettG+BPvsBQtHDfrJRBaQmqOjI3U6HcXjcXNWlNfh1E5OTtpc71qtpq2tLZs3TwCBfgcC/Qk82J8XrVETNOnFPHlfjSK5IPkmgKHyNTExYaNta7WawuGwFhYWDB1Fb3d3dy255d00Gg3t7OzYeTnxeNyqwrVazRwWDgqbi/43Gg1LhhkXSdCSyWQGpt4M6+twxeOsCzkellk+B2R3f39fGxsbev3115XNZq0Bvlwu6/Hjx6rX69ra2hqwyYzwRvf5eaoXkuzaACVMI2y321pfX9fz58+NisEUFo/6l8tlBYNBffTRR8rlcnrw4IEODw/1wx/+0EbA8pxfx/IJoF8e1eS94xcI9CVpb2/PaLa7u7smB/V6XePj43aOBrQX/AiBBsMrmGgm9QI/zmdhZDyBU6fTMcAwmUxqeXlZsVhMz58/1+eff6579+7pm9/85peGALzIT7xqwOeTCf74nk0v19h49JYYAgAPcA/6tkfGsTskclRroe3gx6Fs+0loxDH4ddBj4pW9vT1NTU1pYmJCJycnisfjBqIO92a8aA9GXX6PXhQ8+4CYykU6nTZdW1xctD3x1Ut8M8MG0LNGo2FBLYkHe+9BIk/npVrB8ItGo6FYLKalpSVNTEzYUQj1el2lUskmjvozPniWP8QiPkZv/QhewDL8GkBMtVrV06dP9fz5c5viyAQ5zpsjoUU2YWiQ/DNcgAQOEE+StRwAONDPy/lO+FYqx7zHVx0Y8tKJBgL+og8EYaMcTZmNhkcMuW/Kg0J1cHCg8fFxQ63YNEpEKLU3IszkZy4zJVxJxrXkHlBQAmi45Gyg1OfmY2xZ5yWQIEj+ev5raEzBYNCqOsVi0cZi8hyJRMImqGCwcBo0X9XrdUMBCIhITvhZsl7ugQSDcjIKzd4TRE5NTSmZTFqyQQDp+12G/35VhzzsIIbLut1u1yoRw+dbrKysaHZ2Vh9//LEeP36smZkZU0BkEhodBymB+oJsBoO9AxKLxaJ2d3fV7XatCU2SlblJWOPxuLrdrjY2NhQMBrW/v6+JiQmVy2VVq1Vtbm5qY2NDy8vLdgbAi4K6F1WHzrpvX/Vvmh47nY6hTBhodCQWi2lra0tra2uGrsViMdMlqo0EEO12e2ByFUEvk5V8Iz6GC2SMJmlsRblc1sbGhmKxmPVxkSDCDWZOPYHEeS6Sl2E+L7aEygH7CgJ37949bW9vDyDFIOhjY2PK5XJGG6NCsb+/r2KxaI27VHvZ27m5ORvVLcl6gkCpmIZGwgiCik09PDzUkydPrEIEpQCHc97VDB/wDV/P29aDgwP98pe/1BdffKFCoaDl5WVJvSScQRZQRkFLuUeCahBVKtvsK04XcId7YtQ1ABbNuOVy2fZVkn77298aRTASiahQKFh1CnCGoO9FezeqzhIIkUwNI6PoVaVS0dOnT/XgwQPNzMxodnZW+Xxeu7u7+vzzz7W5uSlJhtwzJp5RmMFg0OwUzcyMmQe191RBqFag0fgzEjjsRzgc1sbGhorFojY3N3Xv3j212229/fbbA/IGIv8iuRh18Y6HwUJkotVqWQ8i+suUxWKxaKgzlSyGEQSDvYmDgFBUd7D7xBl8xtHRkflw6M6ANNgFePe8U5BoKi8HBwc2jvro6EilUsnGwHq2yHkBo8P0nmHd5RlJBtbX19VoNGwstweKYZs0Gg2TLaikJHZUYtkfAKpwOGzTM6nUST1/Rb8aPgIQkP7A9fV1q8bxnqH3YYuR3a/ag1GX3y/P7oB+ODY2ZnExP0PFj3tqNpv62c9+pr/7u7+zE8fb7bYNqfDtBVRvu92u+djh5JrPZsQy7xGfyohq4uhWq6WHDx8aCLa4uKipqakB8NH7i7NWdl860fDI4fDFMdq8RHhfJycn2tnZsROt/TUITlutlmWiOBUcBAEJ0xwokeFA/SExGD6y5JOTE+MQosg0ONOgTqMgRoFEwycGPuAYVRgxCv4aZPYeJeEgIKY5MIliZ2fH+KAkDd7Qg75gPBFq9g7ngdBLPUXwvFGoUSBlUr+yBNpM4D05OWkc8pOTEzsIi/fkjZZHIEdZw/v+osoGysM7JghlXvTa2pq9W2SQCTUYb+hnwWBQyWTS3gNIUz6f19bWlkqlkjlhnBKIbLvd1rVr1xSPx7W3t6d79+7ZTOzPPvvMeJPf+973zOESLHlqHPLxqskG++VlmeoXSFyr1RvHurGxYcaJ3gwSSZAXAg+qMAR3OFwCWOTMJ8NUNjwyB+JF70utVrNyOAkGDZiXL1+2ihBO66ucxqs6XwLIYWTfB9DYDJprj46O9OzZM21tbRn1BpuWzWbtPXP+Db0/xWJRtVrNKpgkv5LsOtwL+old8COoj46ODAFjqEahULAx2KDatVrNxuZCLzrPZMNXM15EIWAfd3Z21Gq1tLGxoXv37tlwBm+bSeASiYSBVFAK0LdUKmUN88gY0/EI+PwUNQIOT6chaAGkAOBpNptKpVL64IMPDKRAhnlXLwrOXsVPDH/N39gcfNuDBw+0vr6ura0tffrpp6YLBLvoK83zXAefCNjHNEFJhpwTdAM4kfTiI7LZrI1EJ8lljj/9QaD1nHtVqVSMwuJpr1CBPO131L17USUNP+enTFarVQPXisWiJQoktvSeSRo4Ewj7V6/XjfbEPgaDQfORnBBOYodfpCeBa4NOU5Eisel2u8rlciqXywoEAtrb27OR1sQM2FH090XP/rLL++vhGEUaDCrpn8JHsC/0QfHu2TcfD2Dz0DOAo263aw3eXC8QCFgPUrvdtkE34XDvTCCq3VD69vb2DLWfnZ21qjy0NGzl8D69alyH3vsEA5ss9U9PpwLOsJDd3V1LXoljP/nkE2P8AArTe+ETS4BQH1fiiwEASUR8dcKfV0UiBGCFjD98+NDaFRYWFrS/v68nT57o0qVLmpubMzCXxOdl6ckvnWgMJwr87fn/OF+CFB/E1Wo1o/TgCHEMJBEYuOGpR0wiwSiRWVcqFTtDIx6PKxKJ2Gcj3JQwm82mfvnLX9q5CJ7qgTHE+NFgN4ykj0onGM7+EA5fmuVnSLzq9bqeP3+uvb09M1g7OzsDDUJUgXxZDDoMjgdDy0x9PhdkrlKp2EQa5tH7/hACaZQFgc1kMvaOEfKtrS3l83lL9gimX9WBsIYDcV8GB+kolUpaXFw0Xvra2polQ8lkUsfHx9rc3FS5XJYkGyXIQWckUDSIU4aVZBO9oP1JPaO2tLRksothYXJOvV7XvXv39Itf/MKCvr/4i79QMBg0pMtX7rxBOa9SLwaICUUYfcb/0qtC1QEDynQVf0AXzwY1z1eQQJf9e8dxgJZSJubnxsbGLOlj3Cul9YODAzstG4TPo/0TExPm3JBr70hG7dEABAE84ZpQJAhWi8WiVcZard7J1FC/mK43Njamubk5xWIxQ+LpgalUKnr+/Lk5JZI6KKQ+6cPpPn36VNFo1GiNOGKQw2QyaT9HBen27duq1Wr6u7/7O33nO9/RtWvXjPaA3eMZSKJetZLmHTAJKNcG0caRUoXI5XIGCjAWmsbR3d1dnZ6eWrBKkEPFrF6v275R1WYoCUFlIBAwNJBgBZkmCMT30HM1NjamcrlsPTnS4EF6VHx5Zt7jKAvZ8oCINCjHzWbT6KGlUknLy8tWnQfJRYagBKXTaU1MTFjgQV8UyRx/6NdDlhjScHR0ZPaSCglBIbaEfqv9/X0LlKiAEwhRdWOvvCxgG0bV2RcF2tgREkNJduAtwd3e3p4ymYydE4Xc4l+xNXztG7qJVbxsAORR4Wm326pWq5YYE9NQQWd//KQqYqhisWiJIaAgv8e1Af/OCyDwugp9WOpPgfKVG1gE+AqmUiL/fsode9bpdCxBpapO/EBcgY8IBoMDAwwSiYQd5JdMJs1HEAMyjAAU34/KPj4+toTaA13nFZtI/YTN2yFJRtXk1PkvvvjCqmkAa+zjwsKCUaCosCFzgHfE0oCjyBgJm6f4RqNRm0JIooevhtZL3Agw8+zZM927d89sQb1e1+bmpi5fvqz5+Xmtrq6ajr/seulEwyMCCBJCwgYTjNTrde3v76tWq2l/f19S/yRx6Be8BB+ckLBQEQEdRbHI5GimJXvDWRAMYwAJsEC34ReSkCSTSbVaLU1NTdncdG9sCCh45lGdL3vj95CXi6D7higczf7+vjVmn5ycWECK8qKcwWDQJvjQqIvTQaD9yEIMFhQq0Blmg/t5yzRp+rF78ISXl5d1fHxsZU1pcBKBV7pR13CwPVzdwKn+4he/UDqdNl73wcGBfvzjH1ulBwO1tLRkE8rgFiNn4+PjqtfrOjw8NKoQSRqHNvnKwPj4uKanp1UoFAYOBfMnFPumNfYQQy31k0RkwQd6r4JSsTAq7Bc6trOzo7W1NaNBoTMEIuwtlTWp/z594E05FRnnM4PBoAUvw0gKgR3JATKOMSbpQo5pKsVRox8cGglyNpzUjupEeH5kl/vFRvF9fwgkU5IInpkZT8CLU2OaFgsZJBkj8OJ7UK1wDPQJUU3j2QkqpR5SylhIgnR0mQoRdCSoB+ydT9hGWfy+Bzqwn/gA7hunNzU1pWw2a30A3W5Xm5ubFnRjw5DJcrlsoAFJLfYHB8g74/fwN/F4XLlcziqgNI16P0ZSDEX3V7/6lSKRiF5//XXNzc1ZpQBAisSUNarN86AWsuD7EfkZPwUPXeM+6DMAYAI1J9j3lBYqltCJpZ4dIrD1/VXomU9m6GsAzPPVTXwRAWI2mzUQJxaLmR4TMHuQZdTl6dBSf+R9Op026huDVNifYrFo1Gt/9gfJk4932AMCOGINUHo/3IMYgj1EvtA7KpcAUsQxvD96lBhjurq6avcE5QZ59dW0UZbfc2TOJ9UMuHj27Jn29/e1v7+vYDCoXC5nAxmo6rJfVG0AQ3zsAKhEZd0fUSD1bB+N0MRDyBFAwdHRkVHeqKIAOB8fH2t9fd36WwAVsA3oq080RtHZF/ka7ChxSaPR0PPnz7W2tqZisaidnR3t7e1penra+nCkfuWMmJQqA/EabBYokFQI8VVSL0afnJwcaDiH5YNOD1+P6nm73bb+NOwpOhyNRpVMJjU1NaXp6emB2ORlQZWXTjQ8D883+4B8E+Tv7Ozoiy++UCgUMqXGueGsSTZA+QjkQPUlmfOj4YyAA0MWi8WUTqctIyOQxoARFNG0ynUPDg6USCQUCPQOeFlfX9fq6qrm5+dNoEHyfx8P9ywLwfEOGGMEn3Fvb0/ValWXLl3SwcGBnQDsEWapfxaGz1gJTHGeLI90gB7474MMsmcYWoJuz4EkuJF6zjyVSqlQKFhwyGmxlOV9gPsqi/fty7sYc9BmDuBaX1/XxMSE9vb2tLGxoVarpXw+b/cl9c4amZ2dNRQFZOrw8FD7+/vWKEWAzR+cNIo5OTmpXC6nmZkZk00MaLFYNAcOAi8Nllqh0fhy+3AFTfryiaZnWfwuiTXUqGazqa2tLX3++ecWqFJB9CVyknQCGJwwyImf5EHAIWlAVqC80JTK/Uj9E+9BnLvdrvXQYAT5HgiaJJv5jdPGsAMoIPOjIsugab4/bBgYaLfbWltbUzAYtArF/Py8tre3Dd3tdDpKpVJmb3yAAu94cXHRHC52jool+8RnkgxWKhVDNkGp2AOeGwoQcgVyyp53Oh3Nz8/buQsM3XjVapDXU48O+yCMqSl8PTExYUFBvV43JI934ceRk8RJGjhYTuohh7lczpJB7CvBHk6Zsbe+Gi/1K1noBIEOB3Y+efLEAj9knoqkf95RF34CX4td8dPWOJdnYWFBU1NTajabymQyZrsr/+8p89wHARZBLCAM04AIvLx/4NkJlLz8QQFkPwG5AAAB9xgHOz09renpac3MzKhQKNjELx+Qs4ZpfGdZHhhA5jzlGhtHDyPPEwwGbWQ574B7QP8AOLjHZDJpv0vyQQ8ZiS+AA3+wgfRP4kc6nY71YHF/9XpdOzs7Wl1dVTDY6y2am5uzvT8+Pjb6oKefvWoF11fpPCgJ1ez+/fv67W9/q263a2fOAJgBWuIH8B+SjDoKLY8BFjwPMo8OQSMDBAOc4d4qlYpVdLkGVZXd3V399re/VSqV0pUrV7S7u6twOKzp6WmTORB/P6FslDXsq4mJvQ0lIaeiE4lEtLS0NPDsjUZDW1tbtk9cg73AJ7B33PtwEuzpWtg6/h96Iqwi7AmVMlhDsFwAW2EI3b9/X7du3dLrr79ugzcApl5Kxs6ysTgyXjjoFBt7cnKicrmsvb09C7R89u0bfKhI4AgwaCg1wQ1CxNcYIwJNHpamNT++KxAIGH3AIzgeVcWJ8flMBkBpRw1W/PKonk82QChOTk60ublpE34mJib04MEDcyIEUaBZJGig8b5aND4+big8ewAHmX3nc/lsmiAJBrk3zt4gEQTNoRRJOfjJkyfa2trSa6+9ZofIDCdor6LQXnH9PpKAUG1Atmj2B7kDyYCrOzc3Z3LgE1x+H+Xz/Ty+tD8+Pq75+Xlls1mjlZ2cnNjBdpubm186kdhPv/HI/69//WtdunTJKmreOHCP3NdZlg+2qaBQvSoWi9YbQa8Dcg+X35e9CbIJZnCOPAejkv3Bhr6HhWRFkqHpOGlK6FBW2HsoGs1m0ygu7GO1WlWtVrNSOIEYU6tYyPJZFzoDqsx98H8gxARNN2/eVLVatTI9U5+wIcgqwS3XjEajVmErFouWdGJTJycnrdID8omNy+fzymQyRkfhd7AJyBD3Drceqtonn3yi9957zw6+8mM4eT+jLOwxn4/dh8fPxKx4PK7FxUUbfczEHUYtA7DEYjGraEsa6CGjWkligl+gNwCbR8IQCASsT4XAGLn2ZykQXIEafvzxx9rd3VWhUNDi4qJWVlaMSkLyDijln33U/cMegXyjw16PoEIhE4Bq9KuQ3E1OTlo/DvRIDt/EPoGo+woZwQiyBYfeV9EBDUguPEec/WfICIgt1CACKfyhr0qOsvAJ/E3s4UeKkyAVi0XrNWBiHLaPBB9ADwQeW+enUYHAAybgZwjY+ExpcDQxVSbkm4AZ+Qa8297etoSiVCppZmbG6IBMkgMwe9XKt9f3QCBgtDoYHt4uwL7wiR0UePTM9x7W63WlUikDYKj2klBjT5F7KiJQKtEtkgl+jnuBHodMn56e6uc//7meP3+uUqmk69eva3Z21kApfDkJqKSRQVFv53yfL3I0MTGh2dlZ7e/v26TFYDBolWmqV/hLqjbEAsgTYCmyhQzRf4HfIUnETgD4E0d4hghygx3wFVL8CjH0s2fP9OMf/1jXrl3T3bt3zS6de6LhaR3ctKcSEChU/t9TainxsFBiXw5iioV/UWyAJCsHk1zw/wTc9GJgFBHYaDRqtAsCHX4PQ8iUDUk2ex2hBqkhyfF0oFEWiRmBmyTjvodCIePL7uzs2MQB+OmcRM2YN0/f8dMc2C9oUFwjEAjYXmCMCMo4ZA4DAHrskS0CHuZ7S70RbI8ePbK+mE8//VSSNDc3Z/PSobO9CkolffXJ7V4RJyYmtLi4qKdPnxq6DN+QoAE5o5Q4PT2tVqulzc1Ntdtto1NAr+OAP5wjSkxFhHI8SkllZXNz0xp1M5mM7REcTOQY+WIi0MrKij2vD1h8Gfus+4bhpfdhf39fOzs75jyo7ICoc2+eysD+k6z7RN3TYOhngZJI8iXJTsNGlpBF9BaHBVpHUEUF1dPSpB5iUywWB0rhODsCMM+dP+uiHM994hzYk3A4bNSVarWqH//4xwNNh5ScsTsnJyeWMBDUEmDQG+DL0a1WyxwLTfJMe8NmwGUOBAKampqyd8S5L76fBOobSOr/+l//y84QYhwpDpJ3O6rO+kqcR/l3d3fVarUs6GWqGNNM6D/DwbFvvnHW0yhA4arV6gDn3QMkVCYBZwAVmOvPvXoEn2AcB9ztdgcqRjh7fBFJHQGp919nXR7cQn59wApYViwW7b4IagCffOWbc6eazd7ZSOyVTyS73e7AGQUEidg930TqqTtUvFutlvW/ABqC4tJ7ValUTCbxqVCAfRA7DFCdZflKN8EPiQvB+OnpqZ2zVCqVBvqGADiQNXwXyQvvmmQF/WefAf6YuseYUa4HmEKy6NkCvgdL6g/X2dvbU7lcVqFQsAbspaWlLyWj2KdRq2m+Asl1ut2uTWwiXut0OmZjkQ+YLFzDg74kwNh4gmY/aKXb7Z+UjY/BbvIOoVhi2/wkNPaVAJz3zEj5YDCoxcVF1ev1gaoVcSGJ8qg6SyIFs8bTbNGfJ0+e6KOPPtKHH35o1T/sM/R4qGLEBZJM7yKRiIFqHnimlYD/p4qEP6QiWS6XzadCi5cGQSH8Pv+HfHpQZ21tTR9//LFV1wAPXmadabwtgQ/UGgwfHfWhUMiEzh98hKMjA5P6NACMOE4FwZQ0EBwilBgOhJ+XgnDyMyCAGF6EkwqAf1koF0iNR498wDXq8mgLlQeQJvZ0enraxp/SPOQdLUbQnybsDTSjDH1m7yeOECT6SpAkO12TwM9z3dlLro8Qdzod7e7u6h/+4R8sm85kMmZQ2F/6QHwwOer+ebTfI1DQjvL5vDlMkKxGozdTHw4nSReHzYG2TU9Pa2pqSru7uzaqEYOGc223e83HKysrNqYUdN6fSs8IPnpqaM7FKSQSCe3v7+vHP/6x8XCvXr06IGMebUAmz7pAhaFIwEWGBhYM9qaHUaUAZUIek8mkyRPI1NHR0cA7RT9JQGnQ8/rkqyAEyQTxnU7HEjGQeH/YJlU3qZcc835LpZK9d5AdQAKeAWc9qrx5meP+uR/eE8ErVQMcDnI2fBgVtE2pb9sADNBvgjzfHwSHHpvmOcY4NtA6rs25Mehio9E7myORSJgN3d/f1+7urhYXFwfQKW8fzroIWLgesnL//n3bh52dHf3qV79SMBi0MnwymVQ+nx8AY9ChTqdjnGECO4IWZIrn4qwInzxJPX1A9rEbJLJ+3whCvM3GTzDukcZzAmX8FcnGqAvbjb55n8oZSt1uV9vb2zbliZOYSbLog2BvGdbheyKxKSS/6DJ/sDsABCQzJFr4zkQiMdA3RMBLBRy//stf/lJXr15Vp9MxKunExITtHz6FgHOU5dFYqlrQpaAac0/SIE2LYJ93js3ivSInAHcAJLwfX3nudrvGf4f6gxwR1AIwQHHj2thRkhwCTZgKJIj46JOTEwtaSd5GWR48Qvc7nY5VvkOhkOr1ujKZjC5fvqx2u23Pyrv2vVBUDQCgfELPO4IeWi6XzUYh97AJ2DffUM79UtmEiUIySSLDEAfsnD+zDduOzI0anxweHmpnZ0dPnjyx/jKAT6qn+LStrS3TN3pkqRp5Klen07EKB+8ff+b9hD8x3CfnvjIIk4HYhOmiUp9Kz9+8f+wOgAp6RKz54MEDXb58WXNzcy/sT/uqdaYeDZQPY8TDcCO8MAJSX+1AEEFCKLsOVzr8uRsILklCp9MZaBSXZAGkN/A4GLI9EFvpy+ds8CI8XQqlxcj7kbCjLAQCx48y8tmRSES5XE5///d/r7W1tYHsHIfixz16SoZ/H1RrqNz4sq3nLRM488wYZBw790lAz+J3QCS2t7cHxhhKGqB5+CawUfeOoBWjw36iEMhEpVKxig+TGCirkjCg/NwXp2DPzc0pkUhYiTEQCNg0HpLVaDRqVKlYLGZ/47z8vHTu9eDgQJlMxqYj8f1SqaT79++bkvqDLD2ChtEYZe+8ccGIeLkD3aF0e3ram+gD7xsjx3kC6CQBSqfTb+KDFoTeYbwAG5Ah70CRYZAT3os/xAl02tNvQKMfPXokqT9pjUObeFY+b5SFXJFAEsRMTk4qlUoZBahWq+nRo0fmNNA5qIzIEs8L2sdYWeSaz+H9gIoiF5IsaWT/sH804nIwJ7YSm4hjPT3tTTiB4z89PW2Bj0e/CGZehTol9W0e8vb06VM9fPhQ//AP/6BOp6NcLqfZ2VlJssDl0qVLikajKhaLA9UzwBHstrdNUBd5ThJXntkDE1QrgsHeZBXe0zC/nuSRfSdIr9Vqev78ucbHx+2kewIuH5iOunfYtWH7zhSzVqt3QOHHH39sle+TkxOl02kVCgVJPVtPxQwUVOrx5KnQ+Eol1GLoOx7VpCqEbw+Hw0Y5470i84wr9r6GYPjDDz9UoVDQn//5n9vghEuXLpnPwGd53T3rQu4AmngWqGJQe/yZM/RwsB8EncQhXnZIktBvEllJA2gwgAKJIWBBNBq1Kkc2mzU5xLZ4ui49JF53mViUzWaVz+fNx1O9I6EZde/8s/4/7L3pb6TpceV7cmWSuW/c12LtVd3qllpqWevIli3Y8sxggPHAX+YPHGBmPnqAWT02fAVrb6mlrlbt3MlkrlySzPV+4P1FRmZXy8UkWzYu+ACF7mKRyfd9logTJ07Ew/uS/SEYTyQSWl1dNRvM2mH7sF/sCchaSBAuIgaHYHvIQnjJFHtJGthjXyPE97F+2EUfLJKNbjQaev36tbVkRrGCr+WsX3bU63Xt7u5qe3vbCCWkmKwlWT+y1L1ez+yYx2cQZ/gzlAj4Bx9U8W74SPAaChX+zcsbIVBIDHBWUAaRHSY7ig1BXo+94/O8nPVtxqVqNDyrjAPkBWAykFDBPhFxYUCQ7TDZkkzTTGoVAwCDiEFHWsHhxNDhXP3385xMKCwDh5FJgyE9OjpSrVazIjuiXe/oxjWCRIXMBbIxfsfJyYmq1aoymYy2t7eNzeUwEqhxIHydip9DacBmnpycDBUcIYfwRox5ICvBZsUo+s42bDieGaDEpu33+6Zrjsfjdgs0YOcqzten9xhouZPJpHZ3d02yg0Pg4NM2GfkUewcZy8zMjBXrwoTCYvogK5lMqlAomPQqGAxaNykMjNfxMrc+fe7XGwbs9u3bymaz+vnPf66HDx8OAXb25zhzR3CczWaHupwAdPlcpHYQAB7I8ofvIVMDWAGc+I4WkoxdSiQSdourl2awp5gbADjzJA3aX8L8Ud8CswXoQxIWDAa1urpqLIsH45cdZEPIJgImveQjGAwaWN/d3bVzE41G7eJMTy4Q3AYCAduLnA3AEaw02SScDY6eO2IymYwRDxAHOC6fSeCs8xyHh4c6OjpSPp9Xo9Ew2QOXPvmuMdTdXHawvtKgPujs7ExbW1va3d018iiTyRhTzL6IRqOanZ01Wz81NaVyuWxBKASM190zt+l02rLE2ExJxj4TgOCvfEDY7XbNkfp2kpxRznw4HNbu7q5OT0/16NEjzc3NmW1ljdi/4wzWyUuXyH4S6L5+/VrPnz831pPAtNlsmqRFkjHdkoYkFtRN0C4T0NLv922/ENjzc5xDupbh35FinZ1ddJqE8Udaho+KRqP60Y9+ZMArGLy4BC+Xy9k+IVi8ysDfYS/YA2QMGDD0EIw+YwB+8LJZv8a+FhAJI+/MfsdOeu07ZxNiisAECQ3fz9x7xr3X62l7e1t7e3uSZDiHvesDhXEGwJS9g+2lOJ31B7thN7x99KSANCi0pwUr+yQQCJidkWSZLXwieIX3g/ABb/rgjj3LueMCXAqeJyYmVCgUTFJ+cHBgdw3hc3jecfZeMpnU0tKS1XchU2o0Gtrd3bVAiOCTm+PxFfgGL33j3EgD20Wg4d/Nrze4FsyMFJB94fEmPoz96OuawYi+PpE9OjU1pVQqpfX1dc3Ozlp26G3HWwcaPJh3DJ7xxgGQkaBYGF2YP4Qe0ME0eWkRTg55lk+t+XSXnyw2mi+YYwGZfJ4PEA6A2N7e1uzsrKWob9++bWwsBusqumUCA5gxFprbyknHwyB5EIHhoX0lhhogQtbF154wjwAzz34SicKEYFQA6RhG2D8OMfPH4Wy32+Z8OTy/+93vlMlkTFLEAOiOM3AGBAhkwT799FMr1jw4OLDovdW6uFn69PTUmF5uv4ZloTc/TCY/hxyAQwkzh8EkmPLBdCQSMUPIup2fnyuZTBoL79PKGINGo6GJiQmtrq5qfn5eP/rRj3R2dqavf/3rZgjHLWaWBkxTIHBRF1Eul1Uul7WxsWGBLE4DEEIbPAAgzwiI9ay7P2NeRiDpM47CZ8h80MiawU7hfHzG1GdGkOMxx/v7+xaAIMFh/10FtLDHfes/zqBP35O988wdxhmmKJVK2SV6MHr9ft/ke8xTJpOx7BetIjmHXirI93N5IYXVAG7OKHsWW9zv9+3zOUP0R9/c3NS7775rNhat8DiDZ8VxeptOhhCiyl/ixr4hcwGphCzKy5wINGBSKTT1dQre39RqNetqhs3nZ7ysBbmaJ6mkQSFvKBTS5uam9vb2dPv2bdtz+CL23Li2jt/B+5GVffnypTULYHh5KEGoNGD0pQugAggkI0kgxn4msPEgm7UHXHJBqwfYsMy1Ws3aw3K+8efhcNiKmff29vTJJ58onU5rYWHB6v68byLIHXfu+CwvH6GbGcQTcmtfM8HwhCjDE6nsOc4tZxFig2fwGXX8MfWokUjEboVmnxDIQvhBwkCUkcmSpK2tLS0sLJispd0edHEad9/xfsid8IdHR0fa29tTJBIxaaL3ixBKPivKOeUdkO8QRHhCzrP3BFkQbfwX0gZ/LmnozDJ3BIsEHthL1vr4+HgowPH37lAPeNmRSCSGsuhnZ2dWcwEO6fcv6tOq1arV1/Is+AKygz4r47EH5AXSUPwjGUtqpLyd8ooOsAr/TvAvDZRK2Gxsj5c9g6EkWYfPVCplnQzfZlyqRgOwRHpKkunfcf4YNJyfN5oAEgwcm6/RaJgTZuOw2exB/z9n5Os4WGA2GADDA+xeb6AtRR7AJpQunEKpVNLHH3+shYUF68Zz7949A6JE2+MOnpP/EmSVSiVjBU5OTnRwcGDzhyHC4Z6cnCgejyuTyVjXCT7T12wQCPK8OF1S6bFYzP7fy8dgpWDp/UbFgXNIASQEYqRuX758qTt37phsCkDj06DjzB1/vGxCkhUcIu/h74eHhwZKAalcGuklPwRQzF00GlWhULCbWL2koN/vW0GZz4pgFM7OzszAJJNJ5fN5K3SlkwSO9OjoyG59bTQaxu7u7OyYwSQdj9G87ADs8s6vXr3S7u6uDg8PjeUIhUJDIA0gw1nz8iXOJ0CMcy/JziDO17P3nqnkPhMAIIbes3d8DYYGVgeA7FkZOrQlEgm9ePFCJycnunPnjr3XuGBZGrSI5XdJsoxdoVCwln/d7sU9ENTsHB8fGxvo5Qi8k2fKCcTIUlAAzn4HRAD2AOKVSsXmEWcGG+8vy8TWAqhxGDzD/v6+3T2DnEoayB/HHV5WAUB7+PChNjY2hgJKbDg2z4NkuqPBgvv5A7QRCE5NTVnQj8zEM6sEeQRqXA7os4yct3A4bD6CP51OxwqwZ2Zm7ExDPuC4vVxunMF58RIu5GF+bghG8Y8Ebsg1crmcAQo6TJEJxI8DtPEDZDMJ6Pv9vt2DA9vtu8EB9sgKkVXi7AOevHz16dOnunfvnnK5nBWvwuzy3lch87zszwM16cKPVKtVHRwcmC3DNhEcQaywj7xdArSy5gB9CAYIP7K1gUDA/Az21N+Wjd3ysu7RukqfVT87OzOZoL8bS7o4F5CGVxle8obvOTg4sHfL5/MG3AncfC0p9oz3IZCA2GM+IVLAcZB07GlftDyaJfFz48lpiCHOMMAfOdD+/r5isZhu3bplzTn4rHGxif9ZfAQXGXNukN6yFzgX+EnOnid4OfvBYNCUPrwnxC77zGcifZvycDhsckvm2Z8zssPxePwzwTTvhE2lFov7SZLJpG7dumXSx7cZl7oZnCiy1+sNRUmHh4fa2tpSvV43oOS1zb5eA9mDNJA00debYjqfymNz4mQBdjgUDIlPJXrpiSQDRywmBsbLf/b39w0806WJ3z8KOC47vBQH8Aa7B/u+vb09pHP1tS30NKaQGePnWQhp0MoSJ4OxgxUkJYwjk2TSGJgD1sEzgr6LDpue30fqmcBtb29PhULBfv9VUrrSAIR64Dc5OanV1VW7lIzAFWabSJtgh7Q4Bo1ACOYUQ9DpdEwi5XtJe+DEfzEYGF4fSM/Pz2t+fl65XM4Y9kgkomq1qhcvXlgR7vn5uf7Lf/kvJt368MMPh3SPnJtxBs6xXC5rb29P+/v7Jm3wmQcYeQAGhop17XQ6SqfTduYDgYA5Gt862tclYFRH07CSjEElnezrbACDXvLji6gB09yxwdoRHEsXd2wAXK/CjmIzfGbwxYsX2tzc1NLSksnx2JMw9l6mgVwHx+blYzwj6fdcLmf34MB84XDYZwBuSASCa5hoT/bQ2IHgkTXAtgSDQSsOp0MbNpH9Pc5g77D27I+HDx/q008/Nc0374ZfwN7CzlYqFVt3D/QAc9jjaDRqPgV/AECHXGBfkf2Ynp5WPp83R99sNu3+DmwDd+oAOL08g/tzyHZTq8WeH9feMXcwwdjU2dlZ7ezs6OTkxDJfFHUiSYG5hxFn/9Pq22e6aHPtO8DhBwEcECKjMkoAJmoD7Cv+iEBZkmWPIcmazaZevXqlr33ta/Y9+MZRkHrZwZwDQFFWAIZbrZa2t7ctMGcusGG0Bfb1jgRaEE5eygNWYJ04b8ir+L34Tn9fEhiD+yYAdL4gHJJMGshuveQcDEAm6Cr7jvXHtnOn0uLiohYXF1UqlQynUTOLrSHg8WfeM+qQpeAej8/IiACaYfR9higUChlpLcnmkznxLL4PSiBqotGoEZEAap4dXwuAH3dgz2kv/eTJE1UqFcvWQnriUyQN1aAxbz6AZO+wzwhoOSvScODlu6b5wX72PpUgF8KLOiwkZkg4yfowr5OTk7p9+7a++93vGpnxtuf1UsXgPp0Si8XsNlzasMGcp1IpuwyIhyT6QkZCZoL/Yqh5eH6OwhrS6KSePDvN5uWA+E5SgCJYXBYHA5tMJm2im82mZmZmND8/r2KxaMXFPvtxleE1uLAoW1tbevnypfb39y0F5gMmFprNwQEk4OK5pUELYZ/VAUiOajpx8MyHv3cDB8uG9yk3nAF/aNPLZ718+VJra2sWlMFuwcZddnhmXBo4ppWVFT158sQCUA4TzFy5XDb2EuMIoPUBJMwaoFWSisWiut2uDg4OhooCu92uOSqCMJwVAA9H4uVtZJzq9bo2NzeHWnn++te/ViwW08OHD5XL5T6TjRpXskfw6PcVsjmcI+CYP8h9vH5WugAzZCbD4bC1hoTl5FlhRGH6MMCcRdYBME5npOPjYx0eHppjBxjhGM7PBxe5+aI4gFSz2dT8/LylsnFu4w7PdPI8Z2dnevr0qX7961/rJz/5iYrFop1naSCvYm6RKUrDN8VHo9GhwnoCWwgBSUYw4LyZT59NZr9SPwW4Yn78+QfYwKKFQiGb61qtZiw9/+51wpcdPCfrw14qFApaXl62Zzw7O7PCXH8fCoEWpBUZZYAha+GlJ15i5p/j+PhYlUrFLhyTZA0PYPdCoZB1V5IGna7wM8xzLBazxhx37tyx4AxgyXwDmsYZ/LwkA/AUeyMB8y3P+Tcy0vgKbLlnvf2eAmQBXHu9nmWB/C3WniTiZ7B1AGu+hg3BhhJ8T01NaWVlxYJB6iOeP3+uubk5exfO+lXIPC/ZARgTsO7u7toFwki2AG/YNV8fR4BF0Hp+fm63LmO7UCTgjyFrkNKyv/g35pLPH5WqgGn8QGYeiUSGCr9rtZomJiaUz+cNRF81gysNQHev19Ps7Kzm5+dVqVTMBicSiaE6Ct6Hz/C2k/fFDkB0eCk6c8EcpNNpI7h8cxpJQ+QoPglZpZfk4pMI7KjXYO81Gg3LRBOwefXM2w7k7N1uV3t7e/r0009VqVSMBMB+FQoFywqQwZEGtYwe20D2+KBNGpBL+CRpcKk1pDvEC3I9bDHz7aV5XhUCrgcjSLKzcHJyYpgpn89rdnZWxWLR/v1t/cSl7tHw2kzPbnhQDFPMhLDBvNGCYeBiMEnmUNl8b+r05CM5UsloSwHuGElJZiiYaDYVDhtgxCZAK724uGiXYdEfmYh8nOEXFqCFJIKNRycaNh+FdxRF4nSYe4IFmCsMPX/3cjLSX9Fo1NhWHwEDWGCsfeqToI//sq6BQMA+m886PT21tHg+n7dOVldJT0qDvceByufzdmkZrev6/b6mp6ct+JmYmLBgF7YcdhOA57v0sL98hxBfo0K6Vxr0Rac7kJcUZDIZA9TUEEkXe3Z/f1+VSkXlcnkogAsGLwqZ7927Z3tVGu5vftkBWCJgR4LB5YaSjGEiCPNMCgGTJAskYYzZu6NyB9gSr/WGJGAdsQdeNkN21DOKzAFArtVqWQtlAhHqnDDIKysrQ45r3D3HvvcARJLy+bzVu1QqFWUymSFghDRsbm7OnA1ng+CIs5hIJJTNZjU3N2dd2wB8zBUMFuvHOZBkkot4PG57yWchyRLQwhgWkOwKmcvJyUl96Utf0vT0tLHR/i6eyw5ABfaJ/YzdzeVylj0lIPMsHxlW/o5NjkQiVkRfqVSslgPCBZkmhANsOkw1IAfQxjzSFILfzX71jQ/q9brdszQ9Pa2NjQ29fPlSKysrKpVK+slPfqKFhQUtLi6OzchLA+dOvQdZikwmo5WVFcsOSBo6Z6PgmPkmSMY389lIpryPgVmHVffyO5+5JkD1agEACj6I/UiGmPPM3BwfH+v58+cG4vFNAMhxBraWM0DAD2D1TDekJcEc4A4SjnfCLwDaUGj4xjQAc/ZeKpWy3499hOAhyzY9PT0kD8fnYgOxN8wn54DnKxaLVh8kyXDDuPjEZyGZPy/TmZ6etgw/th4CD0IHMs1nglGoAKaxbRBPDPYSgRwY0xMtvL/PMrLunFmf9fX4js/kc/b29izLhg8cZ2xvb9ulj9RgRCIRaxLBuvAc3h6Ce7Ff2GxsJziaZ/b+zPsIsigEJ6MEj8fVkPDe3vk5IgPEPvey8nB4cF8MNvYyge1bBxr8cl+8w0tTGc/LYCSZPBYZpsHXTrChAEahUEj5fN5+DpaLjdTpdEzmwgIA1gDcBAiAJ9gXDjOGgz8Y2mKxqEKhYLUe6PvYiONEvZIMCPPzaDG73a4ymYwkDRlbDAzFzKQO6RSCk+ECGx988Hc2DXp1ggJAMn84qH5NcXRIGdi8BJAEZZIMVEsXARWpfYwX+2HcweeEQiG9ePFCf/d3f6d/+2//rQU0jUZDOzs7WlhYGJLM0G0Jlh4ZFAGb72SDI+r3+3arPew5GTqMJwYWVp6ibwKvfD6vYrEoaVCYCTPDHkKaw36dmJjQzMyMgUYYsKvKzjA4OEL2CP8G+MXwownFGMGI4LS5qIrPISWMBIuivEwmMyRLIKhgT7ZaLev/z9nGwMK8sG98eh2JXigUGtLB0t6YPYyMa9x9R0DA76XF8d27dy2bQ10A9ohgKp1O69atWzo6OrIaDupFWq2WUqmUrSmMG3sFWxQMBk1+VigUTBrmbSx2j0wbZx+gyLpzNtm7EC+Tk5PK5XKanZ3V9PT0kLztqueV4VtQIm1izxOkA0ba7bZKpZLq9brdJM0coFNm70E64I/Yi5yzbrdrjTawp15WAZjF7iFP4LPwK/w+5BrdbleHh4f6+7//e3W7XX344YfGku7s7Cifz4/tIyQNSYrp2La0tKRms6mlpSVtbW2ZjfadDLkMlHf14Bo/y/tjz6m9wndms1n1ej0LzGgX7utjCEZ81gtJBUEjwSp4gXMLeOp2u9re3lYoFNKDBw/s/EPmjAv6/LoRJCE7rlarKpfLFmxit5hD8ArPjEoAmRKBF37QZ6w8EeTJGPacz6pHo1FlMhnLnvGZZKTYrz5L79UDdCuibnJ2dlapVMrImnHP7Wjm6vj42EgJSUONYvCJvgkG0ijOng8WAf/4IHAc+MJnxlg/T0gRpIIffaYaogn8g52RZP6OLBBZB3BpLpczSfW4ZF6tVlO9Xh+qjaBrIEEFvgF77bPQBKTYbfYAASw4xHeNYxDQcW8X70CtjJf+Q8QTwIF72afMpVfC+EwLc9TpXNQEnpycmJz6bYONS98MjhwCsHl0dGQavn7/otUekgw2ZjgcNk2Y38CAaTaF15wRyTFZOHYidyItgJq/qRTwzGLDYrN4OA80r2j4mGAMEAyEZwvHGT6dByP34sULVSoV2yieBSJFicFm3rnp1m9WjD9zQbs4jIE0uCEcEEkE7VkZNqLXWBK1wlawNhhkaeCsA4GAFhYW9PjxY01PT9u8887jMn38nmAwqI2NDX388ceamZnRV7/6VevwACjf3d01jTX71LcHDQaDdk8EBdlkz9DFc/B5fwIaWECAYjQa1cbGhoEbugDhMDHCGHGMKOw1bAEXjJ2fn+v58+daXV01KQfPPY4UY7Ton8v6er2eGSEAAEAPg+5rcWDA0Sz7Nns8VyRy0ZoVBp7PhX1FTiANiuF8Qaa/v4TzzJrDVGJE+d3sQwZOjvNAsDPOwLFDqmCUAQ60fUR6AUPKMwJcV1ZWjAHOZrOW0QoGgyoUCvYzAAyCdmzr5OSkFhYWVC6XdXh4aIyeB+E4r0qlYkQMdoS9HApd3JPjW04zvysrK8bskXXAMY87dwSXBBbIn/hMbFgymTSgRCCCrUqlUlb8OjExoUwmo3A4rL29PcuUeTkATh7b7YMcbJfXOksyP0SQBpFD8JhIJMw3Aax5v7/7u7/TL37xC01NTenevXv67ne/awDtKpk0gBb2nSCAM4GtZ+0BoD748qCRYAQf56Wd2CRkJaMdwACNABz2B8/qwSWZd87m+fm51Q8gkfPBD89BnQj+d1yJrffRvd5Fcfze3p5evHih/f19s3/sLUlDMjLk02AAgBcdFZHHkQXBLnGe2DcetLKW7CsIQ4JF5EiQtewzaorIqlMbEY/HJUmVSkWxWMwujoUUfZNG/22G982NRkOlUskaW/isP223sYfYCsA93TwJTgncWR8yFOwrzp806BQGCJYGGU3ufTo7OzOih0w8dhK/whyAubwS4Sc/+Yl++9vfKp/P60/+5E/MBvP9lx34WNaYoBZ1R6PRsGCKs+ozWfxO/Bb+zRPmzLOvY+LcYtd4f4IPziyEJYQqz8n+Y41QGLCv+Wx8uVfhcC8Ndbhva+veGsGwSTiMALRisWhyDJgOquq9rpSgA3DrLw5h8jH4JycnFnnCksBOwMQy2alUypwCwAQmChbRG00MiTRIW2H0eD8yCRyGUTZ4nOElH17ihTQLJoxN6o0drAAROIw8Thwjy7t5tsE7FowW2lUAta9x8LpVgpFRWQLMMe/kO6AUi0X7/sPDQ8sGjKuZ53D5dOyPfvQjffrpp/bvBLeHh4emXWVuWGcKxiWZ0Tw6OtLh4aHy+bzy+bzK5fJQgDk/P28FuqFQyCQcMHCxWMyAo+86g0aXoDcQCFjhOcaFfe0dc7lcNqaZQ+7TxJcZU1NTWlhYUK/X097enrEvgCHYV8DA0dGRsfJeT0zQhtMgAMJJYNB8ip+gORAImAPks72eHNAhDe6qSKfTFthJA225JAOUPCM2wPdqPzg4UCaTsUzgOAPbBmD3DJxvC12v1+1MnJ9f9FCPRqOmCY7H48pms3aDbCqVMsBM2pvA04NyACfvjzQvGo1aD3OYeAZsMOQMILvX6xmhAovNuW632xbYemfjO4JddgAAAAUEtzs7Ozo/P1elUjH7Rd0Z70gwlM1m7Y4SPrPVatllg77jDJkx6SKbRMaSz4aRRodN9tpLEQAlnmSRZG2JsZ3eX/A98/Pz+vKXv6yHDx+anb5MNxY/vISmVqsZ6CIIkzSkNSfAJwiBEUUKASOKDWEPszd9Maw0kOtxpwg+CiBNpg+AjX6efetlLf5erKOjIwMrBD4PHz7U3NycBZsEp+MGuKwlfn5jY0O7u7tDl+f51qcAP4CX9xe8N+wwmXqkQQTJkJmjnwcYJ1j0EhgCReaT7AW2BkLn5OREodDFPR18ls8I8LWTkxOrOxqXWJEGWOjo6Ei//e1vjVlHnw/5wP4HtGLXkYf54AFZEuuOjSYj7esfPUbgzBEo87nIUMneEfR5uSFkDQEIxFmn09Hu7q6kQQCDbG1qasqIsMsMgp+9vT0dHh6q0WgoEAhYJ79KpWJEim9QQYbbN7FBUkvwRjDuFSycNcglX3syaq/Zc179gp31BDb7b1SpAmbi3Ha7Xeu66M/ptQcaDF8IBNiamppSOp226IioDDBKIOLbsSFhwmgR7Uky9gVtGcEJ4NinokgNS7JCKc+OEiSgKWeT+T8AeA46nW5qtZptnstM6uigsJVon8BiY2NDBwcHkgZAgQALB+G1fHT6IGrluTjMPgND9ojDfnJyosnJSdVqNZVKpSGmmI3E7+cSIoIaAksYXoITmAa0xByO3d1dvXr1Sr/+9a/1zW9+0+Z33LkjAFxYWDCWGFCFwSczhoP2rCDgBgDA+1Boh8YRcEwAPT8/b9Iqf1ERrJmXbkiyz+IyLQ+kAafMpzTQpKLP9zcAw6TjgC872C+pVEonJydDLBMtTsPhsGVivC4T54qRIWD17DKBqC9SZt8BisjOUdPB8Jp81pj5wkAyzxhR7MioFhVD6SUSu7u7CgYvLtTj9unLDK/998EqZ4yAfhQY4jhwAMwJWUPalLLH6vW6tre3rbjOp8wZBAQ4sGw2q1QqpWazqVKppFQqZfuyXC5LGrCDnsCJRCLW1Q6AkM/nLXP66tUr/fKXv9TXv/51ZbPZsYkB1v3w8FC//OUvdXBwYNKJcrls2SvWj30IUI3H49aIA1uMEyQAnJmZMQaRfUvNBmCS/U/wDyiORCIGxnu9nmXWOM/Ie8lYAeaRbhCQEER++OGH+vrXv665ubkhOd84w3fQKpVK+vTTT+0ivFevXplshf0ISZXJZNTtdk1+QaDR7XatcwzsPPsnlUoZUKV2jSwE5x8GU5LJKpF3Mqf4IvagNLh0Exkf4AbpH4EsuvaVlRWzj+Nmvhm+rgKlA6QBARkBN/aNs45dJvjg74AqQJtXH/BzEGHU9zGHBFbsCa/K4GyS0fOSL3wa803Xrlwup+npaS0tLWliYkI7OztW8zXuJZteVkiAyb0zBFzSoAibgJxsLfMK/vPybwJbn9H0aghJFjTBzDOXzFkgEDAfDcajVTckD/NMJy/ei7PAPmSNaC1MreU4w3/2/v6+Dg4O1O0O2p3XajW1223F43GTtvkmKMwR84oNS6fTNs/Um3opIgXtPmjgfLKf2fuQLexbyG32NgEswRjfh5IBX8X7+swkZ+ttxqUsotfC+fQKWluYNNhdJoJMBvpQrxHz6U5poFskQmPDcccDB5Vo1AcMMMew+DwPEh4iOw9WiGRhj3/2s58pmUzq0aNHQ0WEngG77OAA0DWKjl3SIGXn60cmJyeH2tiymQgKcHak3NgMOE/eh7QeDGIkctFi9fDwUJJsLnyQQNs9UvLe+aCJhCXw0XSnc1EX8zd/8zc6Pz/XxsaGVlZWLHIf1/kGAoOivAcPHmh7e1vPnz831pTsGM/ntYeVSsXme2lpyS6X4vBTFIXG+OTkxIIXmGueAWeEIYXNItNFFg22gb3pteTU4xAAFgoFZTIZW+vd3V1bD8AV73PZAfsDmyfJWoUSwCOB9J1PACCeZfI1PLwPRANzzX0c0jCR4AMCz4aSzeG8Y3hhsMgM8C7UFkiDonKfekZyVK/XtbOzY8zfO++8M9bcwXxLg8v5YBQBVMwx7PurV6+Gnmlra8sC/mKxqHA4bJdLQpRwKZbX0cdiMbu9nYArnU6rUChYsSkMbC6XU6czuLG4UqlocnJSi4uLmpqaskCF7CXv1Wq1tLm5qf/9v/+30um0Pv74Y3U6Hd27d2+s4MwPzgtZVYJm35WHd4Ws8IRTo9EYqg1DAsZZhs2r1WrWeclfPgp4Q3vPfmbesR2QJnwd4IgzpTYHpy3JZFW0evzGN76h2dlZ+wzs+DgjHA5b1nlnZ0d7e3sqlUpDbdzZX9gdn+Eg4w8bji+guBkWncAY4IBvHSWUIARYO4AP9TV8tm8OQWANecV5AUQeHR3po48+0vHxsd59910tLS3Z/TEEieMMny0hqCcLRTAFLkH2yfxgsyExseNI0rxkClvm64XYowSKgG98JMQExJ5noPm9gOV0Oj1UUO2z4qHQRTfFZ8+eaXJyUtvb27bXsRPjnl2AO+z+z372MyturlQqZrM5S6PKEk9acq68PJfzjRTL+0tpIKlF9o1NQLYL0MZu4Bd93YE0uKiWM+hrcLBJc3NzOj4+1vb2tsLhi/sm8M2XGQTNENKswenpqXXDQtrNWoNHfc0FJDx7k0CO/8emsRc92c4Ah2OzyHR67MZaSYMaD1QKEN34dy6SpkYTu1mr1fTTn/5Ur1690oMHD7S2tmZk5e8bl7pHgwgd8MLk8qK+SFu6iICy2awV6fASfqGItmD/kGHA5rLJfLqfSWUjw/RzUAG9OFcGxk8a1Jz423oBYM1m025i9Qb6KqlJ3geQi/H1BXdeX+gzIDCdkoaKp2CciNBhgplb9KBkL7h3ApDD92HkstmsFRYCPJEloSXHybO+/B2H87/+1/9SvV5XoVDQrVu3hgzRuMMbrQcPHtj6SLIOSoDDVqtlHcNgLAkUaWdXqVRsLXyql3XiTgPmn65LGDCvMT87OzNdJrIkSeZcfHYA4OjlUhxibpHO5XIqlUqamZkxJzJOkHZ6eqpyuaydnR0dHByo1+spn89bMIpxBpChIQbge+clDV/mxDyRTg+Hw5ZZkgZdm8gM+VQ7cyfJyArsABdaeQaRc815Zl/CTBGU8bPtdtu0sePKMGC6qMtJJpMql8sGpAB2zWZTyWTSbBPnmW56yEnT6bRSqZTV82C/CNZ8W1ovbyJNTVvBQqGgiYkJy3qtra2pWCyq0Wio0WhYDQZ7EJCMdhnQhc2r1Wr6z//5PysSiahYLGppacmCv6uQKoHARWOEmZkZ7e/vG4ily1Gr1TKZAMADKQVzC4DAH3C2CXwhT6SL2+DJFGPzKFpkP3opGvJP9jT7Fj8AIGi1LlpAY28nJyetQDgSiWh6etpkZ5zVZrM5dkE4AZUn3ghwqDvi+biR2N+PJGkoMONMecmNr+Ngfgng/Zx7AgA5FUENpCLBINpyP4cAGX4nAQA+4/DwUPv7+1paWrKfH5dUYXjmVdJQIxgu38WeolrAfvl91el0rDbDZ1o5G5xvT3JCakKkEswQaHg9fTQatc8g6Pf1NjQY8bJZL3V58uSJyuWycrmcFhYWrPkKhOo484YEvd1ua2lpSb/73e+MVET+4zORPrgCc/B1sAdr7UkriEFwIn4HxYCXjHNumRtsC3UevjaVoJv9enR0ZFiRf2ccHR3pxYsXyuVyFliPIxXlPizUEtPT0woGg1Zjk8lkVC6XrWMd5Dv/Zc4YPKdX5PhAk33ta338OiCJJGj3HbUIdFkXsIf/nTwPBCQXo3IWyKzu7u6aIuf73/++bt269U/O1VsjGBaRKBND7IttCURgQHHSpPEpuPUsLz+P7IdUNZuQ78EheWZUGvQV9pkVv/H9Avrf51Nt0oA5X1lZ0erqqkWDnvkY1/ky0CTG43Hrn0/kjiND8+8PFY4xGAwOsci8BxkigK1Pb7EhAS5oKjlgbLCpqSkD12x0v3H5/QAw3scz+xz+UCikXC5nTC8OepyBocWRz8/P6+TkRE+ePJEkcxhnZxeXVgE6aLVbLpcteIxGoxb4ekmP73bCu6DpROvN3MLYMYdIBr3ukUPvGxIEg0Gbf793cVKBQED379/XnTt3tLe3px//+Mf60pe+ZAb2soM+7xRiemPLOwaDg1a1MB9IMAjCkDsggwDEwlYj/Uomk7ZGEA4+c8S7j4IJL00BxLHmBDoEZmReAOLSIDiHTaPxw/T09JXYUYAxWnYCXeaiXq8bSwtDNTMzYyD08PDQgnQYHy8dJeBDasXXqdXhd3g2i0xtLBaz1rgEa57tZx0IYmAOaSnrZWwUcM7MzFgnlnEDNGnQipo2nthnHPnk5KR1BCRjRKABA310dDSUecYm4QcIOprNporFohEh8XjcgA8SKc8GYxt9JyVAtZfXku2TNLT38DH4ISQGfE+73R4qqL7sYN7T6bSazaaeP3+uarVq4NRLLAD7zBP7k4wLZ4yAFpuOrQGEY8NpUOHBNr4WOS1AnvmGPCObyAC087v4Pj5PuggO33vvPWvpDdvNub7sANgTaPusbCAQsLOB5NdnXNmbzBUM7yjYZ2D3sKPpdNrsJrYfUgli4vT01NaRInAYYqQu/H5uWAfct1otK0bndm6wDHYTYDrO8BfLMY+zs7Oq1+sG1sEUECWsE8Em9pf34I803JlLGrSU9gEZChXOvLdBrIUPpNhP4E4GRI33bdiOdrut+fl5RSIRa7CxsrJi9Q+XHTSLgbwIhULa3983H1epVOxCZubZ2xFPPmPjwASQ734OpGGFhyek+VzuNYMggeCUNLSXPaHCH2wIGROCRkg0MucoH54/f67FxUX92Z/92T85V5eyiLCwGIRqtapSqWStQzl4vr0iLEYulxuSg9DBhoieyJ9CGA6NZ99ZUBbIbxAcLJ/r+317g0IU6DM0sDowGYBrX+CGMxlnwCrxh8U/Ozsz3bIPkDiYgFs2IYZAkmlvOazMAak7HA41BmweHALv49PCOGLm138uum5+r2cnOBAA67m5OU1PT2tlZUWpVMqY23GHDxgBtrlczsAG6XmyQ+wLgDOsRqdz0dedrNfm5qaBOcADBtO3HKROxzsQPycEzcwjKUw6msFM8/0+KOF7Tk5O9Pr1a3344YfKZDLa3NxUuVx+q7Tk581ZNBrV0tKSyuWy6vW6rRtngWwQrB1n0wNDgBsgH7mF1yUDwP17weJhpAjIWCdqLiAjML44HsgHDDjBrS90ZZCBoTYmEAioVCqNHdxiF/gDaGm32xbUIrs7OzuztsZ8TzKZVLvdVi6XszaA1WrVaoUIbLvd7tCNxAQ1tVrNNNIEXz51TvaYLBrsvdchA04gcFhn7CGEUSKRsEA6l8sZiztukOYLLWn1XCqVDMRTp0L3GJwfwFYaSON8jRJO2MvXPCjjd8PAUWTufxYWnwAWm++zG5A7+B/AIrJMn+26c+eO+RzsNBmOcQYgSZJmZmaUyWS0tbVlHd2QNHjbDkBDnw34nJiYMOWBn0sPapC/MAeShoAJe04aZMj9GvN11g0bgm8jw+cVDufn59aMYnV11bL7+Khxa4MIGilgZj2xdwQhAGNJltlgfjzWQBVBEMb6g398LSh71wf9zK+vqwkEBhegEWh4nOLZf2zoaOYdQi+TySiTyVjnKQiecQY2GpuN9I5giv1/dHRk+Eu6sCcEpfhQfCzBGj6Az+A98DWj9p69wt5kLghe+V1eKeH3DDaS+fayV/wEYLpSqWhlZcVI9MuOhYUFw6G1Ws1Izfn5eVPCQLpDOOE/ffbfYwrWPxgMWi2Hr+cheCID7qVkvuYRHEK2MxKJWAaPufOYmP3NeuJbvOQKLMB+LpfLWlpaequ5eutAA+OKE4ERgWFhsqTh/tBkJ9CbcfB9vQeODSfB5wF4cBh87U3pHoybT08BOqm/8AGFj5xhW4PBi8tcqtWqCoWCSRkw8uOmxDk8GCqyFl4KwOFgs7BRcBp8rw80kDbRms8feM8EAmq8BIw/aPQ8ewhjQUDmZT+jwYXvfsU6F4vFIf3euIwBewkGmMMH+KOwCmPNHMPA4NB8UTzOmf34+vVru9iPfba3t2fMlNdHc+BxaBRRYjxTqZQVxgcCASvce/XqlaVyAXJI1XA+5XJZP/3pT7W4uKhbt25ZUSh3ulx20IaX/QY4AxT5FCnzzO9ifnznLJwp2UNACPPGPvMF20jXPMvF2fNMMxIYz9BKMmdHxxffgpRsAuwzbHcodHEPT79/tYvnvH2Ynp5WJBLRJ598YmsoDXSxZLrIpJHN9RlRX1wMyYFdIlCVZGtCwO9T4IB1Ahx+jnUhYO12u0NNIVgzyAWK3dnTFAhzVq8iX8EphUIhJZNJvfvuu6pWq7YW7HsyrTwz+nwYVN7ZSzWwgZy3bDZrbC5scbfbtQtDmUdAKCQTWVfmifal2DtYcW8Pke/6bBA2DU12Mpk0cDbuABCnUindv39fOzs7doaw3cgJ/TwBONHT+3oqT6r5s+nZYHyjl5Fhx6RB5hDCxtdUcTalQccm7CvZD2wDtnhyclKZTEbn5+fa3983Kdq4A8advRKPx+0OGvYLZ4vnRqLm7RGgFxuPDeUsQsyhqsDH8t6Qq76GlECGbBEAjqCx1WpZVpSfw7cz90iDOp2OEomE5ubmNDs7a5fDXSUL6W1dMHjRervZbGpzc9PsPHaOs4SfhTjzmWjvXzkPkNHYToL9Vqs1lGnjc30Q7Ak9ssueCIK59/UE2DofELMHX716ZXeL+fqEyw7e7+zsTKVSyYr3JVm3s4mJCSNDqJsgGEZtwLORESJA9bWNNEgicCMDLMn2LPaebq0+K4I65fDwcKjBEHsdbI+9xO9IMgyUSCSGCIGpqam3rm1560DDS3cIImB/eCHYEwwdk0SkxoGRZKxvv983Ri+VSg1JMJhwNG8+avMbio3O10nd+9S47+REFEpqlI5M4XBYz58/18TERQ/8dDqtx48fK51ODz37ZQdgmeCI9/WduDB4ME/SoO+7P+S2cP8fA+olbayNJItQYTq8xpGUGKk2fh5HA9hgDWCCDg8PhzSlno2Kx+NWJFgsFq0VLMZnXDmBz2ZgEDHeJycnOjg4ULVatcOKhIrfB6jwcjPWIRaLaXp62nqZez0shgswy57EIHgZR7PZtNalFOBKMvnWysqKXr58qbOzM7sjgz1IbQkG4m//9m/15MkTpdNp3b171975sgPGmyDHD86BJDNOsHHsE5wvBm004APwsC8xgpxL2BTmDUPr5Ss4NmnQYhSAjcMG9FGcxh4lEGLf+ywW+7tQKIy15yQNMVWcq5cvX2pzc9P2lSSzfWS9fLoZ4BEOX7THZC/jTMlghEIhy0gQ3CWTSdtPnqhApsGaehAOCYC8DPsBoE4mk9ZumM/F2bGPfTvxcQbyFNZ+dnZW8/PzevXqlaRBLRXzhpPHliPPwOFi+zmzvd6gFz1d4wCBXpY3ylCzZtg9AjEkQbu7u0Ndu3y70Hg8boAVW4C9w8Z5Zvsq9S08dzR60V1reXlZn3zyiQ4PD4fsEcCAOfHZb84Skhw+k4Cfz4dp5o9nVPE1ZFkAfthWPhOfwrpzDvm9SDkqlYqdW0hLCKKPP/5YoVDIpMTjDAgHnp9GCZubmzY3EHVgEgIFbA5klc9IeAJtVNoCvgF487P4VdaHFs8QWRCYgFIIFTJ07FVfP8Dv5RzHYhcXo0K4ABDHGYBagnhUA+l02kgq36mNPehJBf7fZ76YD7KytVrN8BsZYaRf1NAAaPE5nijArpAxgXVnDrFj7D3WBIULAH9jY0OPHj3S9PS0MpmMBamXHV7i1Ol0VCgUFI1GrdUtXdXI6vF++EvwLetH0AOBhQ3Gbvmsjifr+Ux/7gOBgPkC/uv3Ib6JANZLstjbZCAlGZHg8djs7KwWFhbeaq4udWEfE4OkxB9QjAeFfxRh0e0BhgDggW6SFyPQ8PUXMJhew8jh5sARsMBASQN2g/SkN6xonAEPLBSTyE3TExMXLdmWl5et2MrLNS4zcATn5+fm6JFIkG73DDMGDTBMsCVdOEEPsDCg/D+HnMDKZ4tYBwwu6yTJJE44d1gENiNAEseDMWXO0Y52OhftFmmhSBZo3GwQ7yzJjHa1WlUqldLMzIyq1aoBNJ9lyGazducDMhQfgMDYAR7ov48m2Rsq6hR8Rgzn0m63lU6nNT09bYWZMBhkVNCgl8tlnZ+fW8YEx8y6h8Nhe7fFxUVb03H2HfutVCqpUqnYu6DjZq8QPHnpIYaMwI0z5MEb78fZ8c5gVAqDo6cYGEBHwIKMCrvgJSEwRpVKxbqlEdh6hwfY5PlmZmb04MGDsfcboPdnP/uZIpGIFhYWdHh4aJdnedYJg09nJJ+eZh5gIff29kzqwp0p7CMv3YTB83VSsILMKxkR7Co1Cl5rDnChnSNnGDa5VqspGo1aViEUumghOW5hqU/9s+b5fF47OzuW/SSglQbyHCRHABlAsDRgyfEZ7D8v4QFkeGkotTxe2gibTle5TCZj961gS73ETJL5EfwF9oDzwI3r5XLZgMI4g3khcE4kElpYWNDu7q5lsCEkUAeMSlv8uSPzwVkhqPUSJc6PDyy8tBh7QXDo2WnvOwn+/D6IRqMqFAqKx+N2qZs0kGc1Gg29fv1az549MxnauPIf9grn0mfa2VPIpHl29hSD9UQSJGlIGgpg5etgES/R8RknCFnmE5tKYAdjDIjj8yCiAP5gJn7XqEyGIHHcQIN7O/D5ZN2LxaIODg6MmSfYpOmJV7PwjnRRZC0gPCFWUCUAZCl+R8LJ8KCXLLk0wHZeasY8EMgBqMn6AtJp0LG6uqr79++rUCjYs40zIDa8xA3CGt/giVZfU8HXUYxEo1HLivKZZNQ8QY49490g9vg3r2hhjvAt4HVISG8nsDvI8MiugDVZX6TBXr77VnP1tpOK04TlxNCx8DCfpJbRJvoshy9M5KHRBuJEMIQUn9KRhcXEgLE5cDw4I/T1nv3EYXCAfQESAREHpt/vq1gsKpfLmeP23SnGGUTlh4eH+uSTT8w4Hx4emvHGoPif8awin+HZCwIm5kaSAWCYGjYmGxudIgwFkg+YqHA4PJRuhq0CDGOIuWQpFotZf3W6K2QyGeXzeZNk+BT9ZYcHru12W5ubm6bBBqjxXDhagD3z6tvjeVCHQYKJoZaILlNe7jMq82O+A4GLblbpdNrYG+6voC4JEIdWH20u3SP4PIzQ7du39cd//Md2R8K4IxAIGCt1fHxsLZaRT/G7vUSO802QCYj2GQb2AD/HM7LOAAlf3As5gNTNZ5i8ftZfwMT3AMAwrN5JQUIQZGQyGa2trenRo0daWVkZe8+FQheFfc+ePTOgRHaDAJUgjcCoVqtZJy5kLdKgvzzBRqlUsqwmYL9er5tjwR7iPPhvOp22feMvheNZOCvsZcAPZAZZFxxLrVbT6empnVeK2XE04wyCTYAdASAZFy9xxbbgYKmXwoZ7zT+ghSJzCu0B3+wRwByOkqwH+yeRSFgBeSQSsRvkq9Xq0J709hegJ2lIOrq1tWW25eTkRBsbG/b7xhnYFC+/yefzxrrybMjfuAQUHbgkO0/4M7IKPmBg3lkr/7mAVYo/pQHoCwaDVp9Au1CAJL4VQAighoyampoy+Qe/b2NjQ8+fP7euQ2SIxhnsp+PjY6sJwu9HIpHPFIBjM/waS4OaUPyf77qErcEmYrf9mSPQkGQZEz4fksDXaHFGmXOfmaIdOfJSfDjvAF6SBnf/jDP4OfYMDQgA/vV63WwC54r5IOjm3BGIePkre4ssjw/0aBRDy2iCGeYY4ot9zdd9dp11Y1+xz5h/MsH8zrm5Oa2srFitRrFYfGvA7Ae2jDNFqQDENwEqygfel++XBvIrMm25XG4Iz7G/CHAhFxgohbDrfr9AJJ6dnRkZwrkEG4GnwVi+bME3xAB7QnxBos7MzLzVXF36Hg2vu+RhYH+8Tsx3sQDY8aJ0mWFySaF5UEl0zX9ZEC8nIitBNyvfncoHRT5FzAHl+Qg82ATLy8t69OiRstmsgU4CJIDDZQcH5ejoSAcHB6ZVxZj5jgsECfRTx6gwFzgxoneCBAAgzhIgSIbCAzQ2Er9PGpYYefkVTA4OCBkGGQBu42VvkP7lwMFQjSs781KYzc1NvX79Wo8fP7bWynS2IS1fLpct00UxJEaJYAS5COAjFAoZACG4xLEHg0Fls1kzRAQJgEwPfKSBsaZw3tcEeQCD4SEgxEivra3pww8/NNDnta+XGay/bwQAEwx7wdqy/5hvz7b5TJ5nSbwsg8yYB3knJyc6Ojqy4ANJJIYfIsLXKbBfeWbPSns7A8MD2GTPhsNhzc3N6e7du1pbWxv7ZnA+b2pqSisrK2a3gsGgSZeYs1arpVwuNxR0nZ6eqlqtWuttQB5zls/n7T4b0utkc9ivtMRFIkZhIeCP80p7ZW59Rzbq98z09PRQkwJ+nr0fj8e1tramubk5CwyvGmj4fQ6oQgLns7d0u+NrABQyNcw19q7ValmARDCHTSRQ88WqkCQAwWKxaLUAnANJFhj7cz6q6ZdkQLvdbuvJkyf69NNPlU6ntbm5aWs8LkOKPfYsaTKZtKwovxtgy1kiQ4EsCfLPk0fYaLJyNIfA73qwQsYHX0QmGXIuEAgYe4rfAfRRS0KjAcg88AFne29vT8+ePVOz2dTt27e1vLw8JNW47PDSHUAUdiMej9vaMK8QdCgw2F/Yamlw3xE20F8QCVGAD5EGXYV8ZoygnmfzmXH2GVkTMuIEbAB4/KqXzNChEyIBnDDOeFPgQ4bOExjgMq+0IBvjiRGel+fjD/NAMOHxDi19se1cVFmv14cIbGmAJfx5ZZ2Oj4/tKgXwITaRGonFxUXlcjnrEka2d5wBOUlNJQoe9lytVrM58/InCFDWl4xOMBhUPB631rLgDLAt5xC86LP6HsMxfJ0LthgVBc8PBun3+6bqwJbSuIX1R+q2uLiohw8fvvW9LW8daLCR0VpnMhmVSiXLOHgdIZPgi+WIMmGf+JxYLGbFyBwiD4D5PJ/qwZlQcMPnetbM10T4VD61BQAUn/aKxWJaWVkx3S5GFcMwbmoSdhbg4Av1CJLozMNcIzPh+yl69NId+uEznzh45h3HwIZlbkl5kbKTBqwojCapO4pYfeqdFKiXW2FgMpmM5ufnlc1mzYmHw2GLyC87vJTio48+0u7uru7evauNjQ27pwBnenJyomKxaIYMA47xZx44qBwggDWsXKfTsbXngPrsD4GBZ2NheQicSeGyJl6ugIMCGJyfX/TIn5ub0/LysnUw8sHxOMMHBf1+325lRl4DsCCgJLhAruTrrHAkBB3sK89mecbNs1h8L5ICMmbeEZPixUGzfjyHD6K9RhzJEC1fZ2dnlcvlLLNwlVEsFnXr1i198sknQ21+KY7jRuaTkxMDZmiBIRZwLDw/AXCr1bJOVMz5aO0Mto8s3N7enjkGguVud9DMgmCVDEssFjPpCuw2LB6gilqAR48eDQWc4wS30qBtIjYBvXIikVClUlEgEFAymbTOO+w/UvSwZ945e6kJdgyZK3sVR+sZZgI+6QIEsjcA63R4wnax79iLx8fHQ9IM1oN9+uTJE/2n//SftLKyoqOjI3344YdD0t9xBgQBYM8HWIAAJKHlctnqR8hWSYN6SoIGpHe+cxF7B1/C1znrgOVarSZp0IkN4MkZ9FIz5sgrCJhHmmaQtQwGg2o0Gnr//fe1urpqd4SMo5WXBuCT399sNq2rnpeveMklgSr+3dsvbCO4guAWUov54u/YVI+BmEtkgexxP+9kVXzNC3Yb20KL1F6vZ4QNaw6ZAZE2zgBMHh0daXt72+q/WPt8Pm+NRMissE/ZA4zR2p1IJGLqFAgD5hRM4xl2MBy2kK6PzBHYxhMCqGD83yGmOQcE5ARsW1tbSqVSmp6eNhLnsgOybG5uzubu8PDQVDb4HzDk6emp4VovuWW+2G/+5wD4PnMjyc4dJALEubff+HrmFrvqpdPgHQbBoieJ/D6h09na2pru3Llz/RkNDgYLOD09bd1EMP7pdHqo2AkNbafTsVSsj2jpcuLvsuDQ+sJOD65Jzfne0Wx2nC2T5zXlMF8AetgHqvBh9wCK1FP4PuXjAhc21fT0tD744AP9+Mc/1vPnz83J0l2IgIPfk06njYEim+NbO3rDxyV10qC7FcaNNRllIGCmvBTIawlxPAQWAEYMNQEimvlQKGTs2/Hxscrlsm3OcZkq1uXg4MAKm3/2s5+p0WioUqkYS4XB4uuJRELNZtPuBuD7eE7mTrpw7rlcbggMSoMaAuYCJ0X3BVKS7DUYdOYHQEp7WRw/n4VECykMRXEeYHo5w2UGbApG2rPMBA8YmkwmY2CGziZekgErRKDBM2G4fUFkt9u1z8b5cj7JcBDwwuhgRL1hA9R4ppX9ibMm+CWgTKVS5nRgH1Op1KXnjj0QiUQ0Pz+vg4MD7ezsDAELAijeBw07QQZyHWwSWYZIJGIyLGwndi4YDKpYLA5Jn8h28O6hUEi7u7uWjucMk/Fk7mlOALnB3pMGxYWQPGTtIH4gj8YZ7JO9vT0dHh5qd3fXghpsdbd7ceEcWR+y0thoztiohJPzytnjzANQmEPfLY15i8Vilo1ifYLBweVaodDFpW60tYbpZO8ieYCowMY9ffpUh4eH+uEPf6gPPvhgSHI0ztxBPkHMNBoN7e3tGSHFWSNz0mq17DZnwBm2HVKIPUEAxRnDlgN4yZBjO/C5kBJIHvFR7E2CQHw7fsyfVR8gJpNJLS8v6+7du3r33Xc1MzNjMqFx9x12h+d68eKFOp2Ocrmc+R/sIMEOATi2hOyqZ+0h3mCW/dyTBZNkNV3snUKhYJI1SUPz6cGiJFMlMI8EEpK0v79va0sjkWw2q52dHYXDYd27d29IDTHOYI+Xy2W9ePHC3lG6wCBefYEtIrhkrjyRJA0IB4ImCpJ9BgIf12q1VCqVzI72+31VKhUjOfGHHpQHAgED2NhlsALPx76FQCGLv7Ozo3g8rq9+9asmFR/Hx2J79/b2zD+wz2KxmKrVqj0H88X+8sEmgRaD7O/ExIQ1DKLFspelIv9MJpPm+zjjKIiYFy+HIsDBfvi6P+wnPweRRyMImnvcunVLa2tryufzb7fHLjOxbATSJ9xiTBQEiwsTicHF4HkmhQMlyarxJRmr4UEW0RVOmcMLU+MzDmxUfo9PPRLUTE1NaXp62iI8n9k4Pz83YLiysmKRMEBqnIFjCgQCWl1dNWP84sULS1sdHh7q6OhIqVTK2CcOqJ8LDhUOGyBTr9ftYPl0JevCQUJWxIEnCOPiLmnQnhhDgAHH0FKjQzaE58E4xeNx1Wo1bWxsaGlpyYD+OAOnmc1m9fDhQz19+lTb29v2b2R2MPJkWnCIMECAQICCNJACIt3ja8wLzATFhb4oLRKJWE/2er2uarVqYM63QaSQ318QSFCOMTk6OtLh4aHS6fQQ4ON5xslo9Ho9lUolHR4eWrYBg0FwSzBAxo1AFCPDWRrVjPb7/aE2rhQT+ywNcw5hIA0zqZ7RYQ0wuH6vY0N81wsf9Phno1gTdnXcPYdT6HYv7pZ45513JElPnjwx5rjT6VjGirNFgwza6/paGM4/Z9bPMwERdz9IgwJ6zhhrhIQD6QpsnTTon063Kl8jAouIE0N+kcvltLa2ZkQGbPq4WTTG8fGxfvvb31qA6QNGMocA0H6/b9rkWq1mWSPm5ujoyEgOabAHqHFir7IHkeqw/xKJhBEOSGMgTzzJRCYIYgxbwb9zppHRTk5OanFxUd/4xjf0b/7Nv7EOQDjlcUa73dbOzo6ki30IK8954f1glDlfECv4Kc4AmXFADiBklBwIBAJ2lglY+DevFoCM4JzD6uJXCJLxJZ1Ox2R9nP1cLqfHjx/r3r17yufzKhQKdpGjl31cdrB3sf3sOxoj+CwCMi5JQ5kt1hi8wLkAK7BGXtLLz0iDFt2cy9EsB58lDepeCRI4c8w9Z5yfm5ycVKFQ0PT0tGKxmBYWFixDN67EVhpcHIvN8PJzMgQQYtjkXq9nmWQy9t5e+SwZGAufwH+xT3weth7MhmQ5GAwOFeHTbYt1arVaajQatkZ+Pn2gws+kUinNzs4qlUrZWR5H7jg5Oant7W1tbW1ZoxcyydgnnsFnrOPxuNLptIrF4lD7fJ/Bxf97Hwgxx+dRq8pcIgX05BW2nz0rDS4GhfhJJpND9tkrP9rttv0efiadTmt+fl6zs7NvXU7w1sgZI8/hYDPwoJOTkyZjojgc3SjGlxQOBglGlK8BLigYxel6qQegM51OK5PJKBAIGLsF2PVs3+jPk/JlI1KkxoK8ePHCsi3vvvuuOZbRqPMyw+uOk8mk5ufn9eDBA9MTTk9PWz0BHXlwbgRx3rAlk8khnackA0BeCuTZYr7mC8hGgw0cO6wenwEAha1h4/J8aJZLpZLp9vf399XpdLS4uDjELl528PyJREJf/vKXFY1G9dvf/lZHR0dm6HZ2dhSLxVSpVAzIt9tt3bp1S9FoVAcHB2Y8PevnmXecDAVdgEMKo9nXfj29Q4ehxmgxDwR8jUbDOnrg5H2dzfn5xcVQd+7cMcDiGbVx5o21oac20jxaFhKcw2r4IkhYaObIp8LRUsN8cjY8SCCYCIfDn6mT8rUiXrIFEPZyI77HS98AWUjayD52Ohddm2DDrtrpDOcXCoWspWQ2m9Xh4aHJKSAppIvuRBhkOrnw3J51B+xxWV8mkxmSe/n6Cc4+xZ7sF8+Keq1vKpWyonsyd5JsntnXaIDX19e1uLioYrFo6wiRMM7A5sTjcbPL0uAcs5/IAAIQAHZe7uoDSPyOdCHl8DYQO4RdwtawV6PRqLLZrGXuyEBSBwcAZo3YY5xVQKkHN/F4XPl8Xh9++KF+8IMfmLxEGtjVy452u23Eyc7OzlDNSTabHWIrsdl0EvP+ze9JAjbOCXPVaDRsjfm9AErOJ4NMg+/lz17xNsLfbYO9QNZHdhLbB0D0+m/+fdxBEJ3P54fmxb+bL0j35EkoFLKCYb6fuWI9fWaIufbtpwF4ZMFRYEgDwgibwpwS8GMbPNPPuoFNCBr7/b6WlpZ07949STLCYdxMGrYmn8/r/v37ev36tXZ2dgwPEHxLGsIV4Cre1wdlnpSEFWdvsscikYipWpBkgXPi8bhSqZR1+WOOYPDJAkkyhQDrjZyb/UQmpFgsanJyUisrK7p7967tNZ77soP3w5f6ugeystQ7EID6JgME8ASK7FXWxPtnbDyZdupkqYMFwxD4+s+B1OGs4iuQWxEcsY/5LMgbVCnBYFDT09MqFAqanZ216w3eZrx1oEHWweu1Mch0CfD6Uc8Mc1A8U+7lEmQwmFwcKg7XFztPTU2pWCwOFaLyuRhbaVDbwYbgaxhRJrJcLg/1SK/VatZfmZRbMpk0Kca4A8CI7CKTySidTuv09NT03aSnSTczAAX8HHOOXAoGDnDEH/T/yDqQDREVSxrS//lIVxpkl7z0gfn0zH21WrXD0mq19OMf/9gKr6QBMB9nsNdgfd999101m009f/7cGCMyRhya4+Njzc3NqVAoDN2a7FPgAJ1AIGABq9fHokn1bBGdHAB9gBsMAfuQeceonp2dmcOBOWS+yTTgPGZnZy0I9hKuy45ut2tF+RgpmhBIg9S1D4rIwBDk+Hof1h/mhKBp9JzhbP074rj5WebGa0E9m8NnERASHPt/kzQELPkdzWZT1WrVHN84g3Xx59CDE34X88L35HK5oWwWbQCRI0oyvTKBGm2aMeRkM9Hj83nBYNBqkvwz8QwwnqwxkhmAJvbASyNTqZSy2eyQzWE/XyVIYy4eP36sg4MDC9Y4G95GAfDJNONjksmkTk9PhwgsJI4EzNLgThiyj7VazaQ9vAsgAAIMh47OncALmSqyAq8H9/IQgMn9+/f13e9+14rLARjjZoPYczQQgKDAZvH5+FcyYwQ/sL4esI3q5ymK9TJY1hs/go8nO95oNCyw8cEA+8+v4/n5ue29Uqmkg4ODIVAdDF50+Hry5IlOTk5M5srlpVdh5cEHs7OzOj09tRpSgCe2guwo9gVAl06n7Yx7vEK7d37HaIMA3gt8QRDmQZgnWkezhrSL9e3iAdWSTDbD2vMcBJq+zm3cAehfXl62zKLvLur9F3aXOWG/4jP8OhKMMge8k89+c9aYa+aQjlPsYeaLQMbjlVFpPnshlUqZkiAcDqtQKOj27dvWNW0UZF9m4D+xC8icwGsAes4TZ5bAGmwLdvPvCSmKvxiVKCaTSWWzWQs62IM+i0bmjv0MmcmcQTzhJ73slPoq9nmz2bQAL5VKmcT3bQnkSwUaAFnSqERXgBMvt/FRsNdu8+A+zUq0xeYB2PISPh1L21kiVRwQB9nLPZBZTUxMWAG7D5K8bg0jm8/ndfv2bT169MiMvZd0jDMAwGw0nAmpNYAvtyzCpEuygzwxMTGkw4PV9B0ZPEDFgfrOVkigcERs0FAoZHdNSDL2wDtcGAlJxsDv7e2ZRARG5uXLl6rVanrw4IExgj6zctnBs/JsuVxO6+vr2t3dVbvdtsv6YMRarZYymYxWVlbUarVULpeHgGm327VLpNDrtlotzc7O2uGUZFkxWHTY51gsZtmJdrtt0iSMAXvV7xWMC6lp1hMDHQ6HVSwW9cEHHyibzQ7JDsedO4L32dlZPXv2zOo16DqEXIy1RZ+M8ScoAPRiyAD17AMGtoHuHex5QCyGlvnl+33tgDSsASZjgd1gnQl6MKh8XyBw0Wp4YWHhSswo+0QagIjZ2VmVSiXL2rF+7IOzszMVCgUzvp6YISPo5Zeca99dCpsA8IB1Z1/ze72dC4cHl8vBdtJu2UvH6N4C2O71ehbUNptNVSoVzc7OGis47uBnp6am9PjxY+3v7ysQCGhjY2OIWT8/Pzenxp7Db+BjYOfwKblcTsvLy8YSegILe++13Ay6Xb169crm/fT01IIg2ql7508HGDLFBISTk5M6ODgY0vxjJ/3+HGew11ZXVxWJRPSb3/zGMsnYbu+TyFD4OZdkgddokIst9cESQQufn8/nTUJ3cnJibdDb7bbJ2qQBiw5Q8/6+1WoZwcOcAkI5F/V63cgIbLCksedOGr6TZWFhQWdnZ3r16pXZcewPfpFgPxwOD9WyEJQToGPzsMvU+OAP/AiFQla7B54hkPWdhjxphyqkWCwqHA5bkxckQ76I+Pj42GoTAfrYvnEDDR+kgekgKJDCM7fIbr2SgUy3r42TNITlyCRBKPgAD6zSarVMqQCuODo6ssCQwA9fBT6klmpqakqHh4eWZU8kEobxWEeaXySTSTvr40riQ6GLCz/p1pfP59VsNlWr1bS3t2fvPDU1pUKhYIFUr9ezu0N8NszLzLzsGkUFgznkDHPGOWPYBC/D5XmRyEEuYDvYq16+hxIBjDg1NaX9/X2l02mTg197oOELcdBdenCPoedQYQx5cF4SxhNmi0nxWnQPtEmn44RJqSG9GpVTeN2klwtJsgidP57xj0Qimp2d1dramtbX1604jc/z7O44g9QyzA8bjM4spPhJZ5FiZaNyTwOGEQeHI4btYMC8kkHBkZDRoVMSxoLNDZj00hnYfeQNBDuAgpOTE+tQQVA3OztrNS6wiuMMnK/fS4uLi5qentbLly/tnQqFgkKhi7sPJBmQYW9g2NCHctstn01Ggrn0ThldIrp8nAdMBQAHg4Vh9Ax4JpOxoNcHHDhe0rmx2ODuGc7cOAxpoVBQp9PR5uamBZSsKY4JoEBKnvfDYYRCIat/IZMzmk6HgULzzvv7DCUkhJcNsedotuBlUz6QYf59Kthr58kITU9Pa2lpSd/4xjf08OHDIanNOANwR4BERpD3m5iYsAJ+wKDXzTOfOA8vW2G/YLzZCwTz2AmcDnOeyWSswJA5JwU/GuDu7u6a/FGSpfgpfqYhBpKY3d1dra2tGeEy7sVp2Eueb3Z2VvV6XYeHh9YuMxAIWOAOOPYyqFZr0HEJoEAxNzVXBAuj7ap9lisYDFrrXGSNfD439/J7ffY8k8kYk8vvovg/kUio1WrpxYsX2tra0osXL+zSRWngJ8cZniGdm5uzRg7Pnz83iR32FraUQMmDJq8G8FJn9i5ZEGwnrKqXpWCzsZHYd2mgoQcke59B4AqgxicDiLlfKJ1OKx6P69atWyYL47PGHTDp+HxqkQhksCFgCuaI90aN4d+HveGBvZ9z5pjgjMCM/YAaAymhZ7rZJ77NN2tHAO0Bdbt9Ue+UTqdtjjOZzBBzPe68gcXAILOzs9rY2LDgChyAP2WeWF8yND5T40G+ly2DAX2QhHKCuTo/P7caG/aqJ2/43dhOSB/WlYCNTIwnFFhzbC3PetkRCoU0MzOjx48fW71HpVLRq1evDH9AMh4eHg5Jhb2sDv+A3HZiYsKIIvAiZ837bU/ASrK9iWTWk/deGUA2w5PAfn9zLrwv7nQuutyRVX769KmVTLzNuNTN4Gxm38GISJcHxlAxwRwOJs0zLGwIadCKk0iZje8zE6SYJA0ZSe9kvLMhMABg+XRkr3fRHhHWJRqNanZ2VktLS3YTOKCMdxv3IEuDtmSktyKRiObm5oy1AnzRTSubzQ45SF84xX99epe1QPKAUeBeCP/7AXgYXKJsPosNz1p4A+ulTIBQottEIqFCoaDHjx/r/fff1+zs7FA6bpzBnPM7WffFxUXrkMG7EFAcHR1Z60wyZl6OwnsB2AhMvSHifhAif9aAdDyBIVpuHA+6RkASevVisWjZIQCo/73SRZAG8z0qE7rsiMVimp+ft7tb6BfvA2ueB/CPxIG1Yt3YUz4ryTyj4YT1hC0H4MCQkSLn/OI8cS5ez4vRBziw52BjPCAj3b+6uqoHDx7o3r17BoLGZea9rfPp78XFRT179kz1en1o3/X7F5d81mo1O3cEG8wtwSPv5Wtf2Nc4GYIpmL7T01OTPeJ0mWNYTw/ocKrNZtOyZ77AmnNKkJdKpZRKpSxLDegcZwBa8AuxWExra2t69uyZ1aRxFpEvsk6cG1hc5H50n+n1esaEA7bK5bJqtZoBcH8Dtc9YU9sCE02mlzPqJW8AH2wyYJtn5ALM/f19u4CT+bqKjyBgjEajSqVSWl9ftz308ccfq91uG0HS7/etGQod/jxwBgDgSzmbnoVHmgb5RIZVktkIbx9GA2rsKvbC2zxPDhBUT0xMKJvN6vbt21pfX9fy8rLW19cNfHsZ5jiDMyDJADMAlK5dMN8EuLVazYIizwBzBnl3Txb4QSYGP+FtYzqdtnd/k5STTnT4XIAnJOnp6ald5IkclSY8c3Nz1m2I/Tqur2C9+P9YLKbl5WV9/PHHQ5Jjsjq+ZhSiBKDqs1qcP5/hBQ+yDjQ7APgj0/G/h/3J94xKyCBl+J3d7qCJDoEMfon6X+w3/mjcuYtGo5ZBPzw8tDNE1z8APxlY/C5YC0KG4NTjOZ9Fw+ajZIGsxh+gbCG4wsZh5/CH2AJ/5sCHfC44kiQAa0qw1+1eNB8igHmbcemc0aiB8VpY2DxfSAdTzCbw+kcCFK/N9jp6DgCLIw0DTjaH77uMrMvr3QCUXhozql/FMM3NzQ0FLzynN5zjDowZzzE/P6+5uTkrAOddQqGLVotsFA4St2FzYGgZB+ggICBLEYlE7GcwJBz60XQaazjqXD1zxqbysgWf1ZqYmNDCwoLm5+etMwQG+irDs9kAimw2q2KxqFKpZHPA+7KvQqGQlpaWdHh4aM+B0+h0Opa6p92oZ6/6/b45I+90fNcMHBa/C0fns3OsJfeKYPAwLpVKRRsbGwqFQnr27Jm63YtaFNg97zwvM2CVFxYWdPv2bdVqtSFAShAQDAZNNgLA88E478gaEsyxx5hr9ip3D2DE/BkHYPN3v76evfPkBQO7gp1gf6G5vXPnjtbX19XrXdy+7vXOlx0QFkg+ms2m6X3T6bQ9g7/kKZvNqtlsand3V+fn57b3medwOGwtKwlaR4N8H7giUyE9zRnHNkoasg8ErLD/2EluMyegAcji2LLZrGZmZrS3t6e5uTnNzs5eWXaGbeX3kuGs1WpDdQb+4lcANBd1NRoNO+ueLSWIw7niVDudjgV6ZIa8pAmA4Z0854D9RsYdaYg0qPWDrTw7O9PBwYGd8dEC4NG9fZnBGWGf53I5A/609yZLBQPsi5HPz8+tAxRyEsg0gjGkTh40AwiRuMBQe1kG+83r4L0chbnEZvBMfj6wSZlMRktLSyoWi5Y98fM47r5jz0MwzczM2L4DMBGsk1njfFerVQtGCS6wYaPsuwe6/Dt2kXmixgBJEZiJn+W8g5vwtz4zwfknI14sFrW2tqZHjx6ZRp69jN0cd+5Yc8B5r9dTLpdTp9Ox94GEoKYVbAaxI2kIP0A0e5CLrUMlIQ2CDElmI3u9gczcZ+Yg4/g3Ah3+vdFoqFwuG24jmGMtWq2Wdnd3tbi4aFKjq8i6se2zs7OWMTg+PrbMHfWjr1690sbGhmUrIKsgfQOBQbteMCxZEVp9o4Zgn+ET8Qf4GxQJnE9sFfvUq42wOawRdgCMg4LGyweRp10Gl1wqo8HEIqE5ODgwdocXBZzBQPkDwAQxwbCSvLwHt5LMUXkDxEHHqOAIvL4MpyHJOr9gfIgafacA/28wCbynT+lehW3BmUmyDgvn5+d2jTuSBh8I8B7e8OFkkVcAnHHGGIFYLGZFfxhBL7sCnPgMC4bYs/UYGt4fwB6NRg0YsnaJRELz8/PWfo+DfZXhmVv0tch1pqen9ZOf/MTmDIY0Erm40Ix7UABUodBFu8hRaRjPyhxIF5r2er1uh42Dxr9TzB8Ohw3weR0+z4zkotvtGmsqyUDg69ev7b//9b/+V/3RH/2RvvOd7xhzwZ9xBrrblZUVvXr1ygw75wpA6osbvV4V2QhsOmCAs+Ylj2dnZyb1ALDx/9LgJmp/RwOGEkfnnTXPj2P2HU5guAD/7DvkJjD5VwEtzHu73daLFy+so1mtVjMNc6VSMW23b3WLdIz37nQ61t7byzGpwSCohYXmnAJ6kMNwb4GXYEDAsBbsQ/agt71Ih0YLT7e3txUIBPT1r3/dPndcUsVnIH3QeOfOHW1ublp3ML++0qBtInKJZnNwWShn8OzszOrUmEe6BrZaLZNQ8O4ePPf7/aF9Lw0uJAMgS4MC4XA4bLKrdrttkkyeF1Z5cXHRCkv9u48zvC+TBt0SFxYWtLKyYneSsM8ajYYxmcwpdt+3myUT5DPzo+QUBBdKBIJaH0yw1wB2rB/+gLoipC/8PKC71+upUqmY5JIblb3/voqPZfA7E4mEpqen9fTpU8vEsjYETEhCCdI9k87Fktgcns8HlMwFa8J+hxxkLb30HEzhSTwkU/gZvwfI4K+ururevXtaXV21+4HAXuNIf0bnzGOwXq+nubk5zczMaGNjw2pOwAS1Ws1sMPPj9xZ2GwIyGo2a3Ud9wZnzQb4vlvdNQ/wdQARqnU7H7qfi76wvJJhXFUgyoHx0dGT3q4z6vbcdnviCqCbTODU1ZfWh29vbds8G544AG3wH+TQ1NWUd05iLQCBgxIEkC5zYT8wz2W8UHdhg9puXkUNY4YOYU4grngv5oQ9YDg8P9fTpUzUaDSsu/6fGW8+uNwAUIB4eHn4mbepTl76Dik+nenAXCoWGNLWktwG8fD8smz+sTIAHsxiu0WAGTZo00OtJA1BB14Bf/epXSqVSunXrlgqFwmcM8ziD3+GBD8AMhsobImm4PWin07FOOty/4Bk1AhFpwJYiNcN5UTvhgxUOPKwj6U9YIb5PGnQp4HswChwWWrO+//77yufzpiemm9dVgzQvx0ilUnr27Jl2d3clDWQ4GDJqCWq1mg4PD20OANOemYONYU8RlNJJy68fhiSZTGp6enqI2T85OTGjz/6WLs4Be5KbpKvVqjkinq/Xu7j3giJ3gulxnS8GF/0x2Z9qtWradc4Daw+o87pQ7wRhywETOCa/HzBIsM0+3c17IBGE7fPdp3h2n0HDTng9bTB40U/9wYMHevjwoYrFoslernpeOYMAr2azqa2tLVUqFZOfeIDU6XR0cHCgdrs9VHNC4B4IBIxl8g0bwuGwlpeXzRFz1rFns7OzdrEdNXHITf0lWrBhECawtcz12dmZyeQikYiKxaIVTu7u7iqTyeg73/nOUMOHqwx/3nCENNnY29uzOaOLm9cL02EHsodgCufoZbKARN91hYEfQtKSSqWsyBQQHovFrNjUA2zOHUHx8fGx1TH4WpG7d+/qzp07xtT6wGmcwc8DWAHHiURCd+7cMZtH4w7PGpP1B1x46bLfb/i+0blin/i6FJhM9jEtfGGkpUGzCog5/p/6H7JDgGi6JhL4UZg6SkaOO3/MIb6LS1B91ygPEAFbaOKxe9g5sj+ShjTurLknlUYz9z5LIA0uw/XkipekMQ/MAUFMOBzWysqK5ufnrfAe28k6XKW+xZ8dzmWn01EymdTCwoIF5LwzXTJ9xyj+HYwAbohEInZxYSgUsk6bgFjOIoNgFnANlvP/zvqRCQOzsM8h6UbrUaPRqHK53NB8cdbHHd5P4y8gNjOZjMrlskqlkubn5w0jQA4wn9g+n5nm/yHAwXNIGbGRKDC83I96PI+bpEGDFe+XsBnYZK8Gisfj1oKcYIg9vLW1ZfL6txljBRo8bCaTUSKRMO0vL+brN4i0eEh/iPzmxikBXEk7EUV7FhCDiJFAdgGDyyaCwfORHxPqGQA28+Hhodrti/sXlpaWhhgHnuMqw7NV1EGQTsXh+nQjhovFJDiSBr3NiWJ5f0mWSeB3EWEjN/COmQwOf9jkPrDgoAPKMYwYC5jlx48fq1gsKpfLDV0Cc9XhM2Gk3mOxmEqlkgE0HIlvyXdycmItQWFdAGvIrLggMRgMmhSN4CgSiRgzQAclLquhJoHsCUyAb1fnW9l1OheF2YAa0qNnZ2fWCpiLcTgn48qmRgdFl0ij2FeQAUijMNwE797owaJ7yQTfj+wMY8e64zg9s+qzHDRCwLH5mi3S5L7+hvovGP+lpSU9evRIKysrCgQC1iGIIGZcB+IDfm5pJrCiVTKMGOeX2h5sImCvXC6b8eZzWBPvaHhe5gDyQZIBG5wNAQu1ZDginhudLkQLTB8a73g8rtPTU+3t7SkcDuuP/uiP9OGHH1rm6irDkwregfX7fa2ururw8FA///nPh84L0gz2mC8O5g9kSTAYNDZPutC5T09P6+zsbOh2bBh6QG8qlfoMIw+r6DNN1EQAknHiSCSli2xmPp/XBx98YIER7+1Z88sOAAtnHntHRqjRaOjv/u7v7Lxw5ggcaMhAtoMg35MAnFvOFXuH3wOrj/3j/EJO9HqDznKeDJAG90iMSoywgTwHWS38NZll3nmcMap08AEWQRiZDoIj9h2ZsG63azJS5hJbgz0juB1ticp8kXHn9/M9BATM8ShBOtqsxcv+RqVmnpDwgcxVBgEOdopzQ+thLnjlnQiCyYrjY7E5ECH4SK8agCilLsiTK+wnfp7gBQxGYIGNgxT1wRLBOcE1fp7Oo3T6A1OOa/NGzyrr58l2ulL1+30dHBxIkg4PD83G87zYL18vxN6DQKIrGDiYzCBEvi+4lwaEHO9H4OvnGRUGZ5RMkCeafRYYP/LOO+9Yt8O3GZfaoRxmGHNu2AaMMcl8H0aciSD6RRLgP9cfagyUl1LgJDCWHFSyJrCtPlMCwwIb6xdvtEYBzT03M8NM+me8ihGE5cMo7O/v26U46XRa/X5f5XLZDFSz2TTgjwFARgEgJn06mvXhULJJiFS73e5QuzgcpC/49rU2zA8pSH4/68ItxOl0Wg8fPtT6+rrNIwGmdwDjDBy3Nwj9fl/z8/N69OiRtcCD3eWdAMqkvkezKrlcTktLS3Z42RsASdYaB8Lhy+fzFlyjo2beWBd+rtvtqlKp2Np5+Vs0GrXC1Ww2q7/8y7+UNOhSwvOOy5L6nw2FQioWi1pfX1e1WtXm5qbNLcyQL7YjGODffAeZbrdrAQuEAtIKRiwWMzDi2RRStMFg0NK7yF78WuNsyc4RvJHN63a7SiaTyufzdrcMNSi+dfFVBnMHg12r1cyB4vyRKNIxhDniXoVQKGQMbrVaHWpNOjExoUKhYMSMJz8IVM/PLy4iBPASuFEQGo1GLVhlv5KVovEB84B9JFCBmfzggw/0Z3/2Z5qdnR2qXxiXIPA/57PFPCN3huBMJRmgJVsRiUQsIOPZAaNkd71kgQxDMHjRHYnOhOiIaewAMRIIDGo22OvI3zxY9c8DOUP3sa9+9ataWFiwNcPvXSV7i732mUzvN+7du6fz83NrSMC9H9RmwHYTxHnNtZcAE7jzLuwj9pk0KCLHP/Js/DygD39Rr9eNhfYZYp/NBLCXy2Xt7OxofX19SGvPnrnqYN4gMpBPeyKT9/f+z2cbURqQdQBQ8S7el+OfmRM697Fn+QyeC5YZe4tPhfjBxuFv19fXVSwWlc1mNTs7K0mfAaJXyaaNkgNe+hSJDG7o5p3AZp709RmCYHDQOp9zRKCHPQc/9Pt9k/R6SSWfT6ACsAb3sQ9Hgxw+p9vtDklEe72Ldt7T09NaWVmxQJGzMM7ceYzAc+D3+YMNppYU/OtJID6LLAV2p9e7kKMjv+ZZveIBbAb+AXOzN3wnQmlwEeDos/vsPO8Bwc/3tVotZbNZfec739Gf//mf23URbzPGCoVJR2EEj46OtLGxYYwck8Lm9Nrq0bQlzoYXhTGBGfWMHSyx7wjCgfN6b2kQQLBgGEUm1UeipMGXl5c1MzOjubk5u0AI0Hddo9ls6uDgwNJnpBPb7bYqlYo5PYwWmwoWHqbSg9bZ2VkLJnzWh3nGGMHUeaaddeL3+UyHpCGj4aNXnlOS5ubm9I1vfENra2ufMR6jsplxhs9osEdisZgePHigVquln//851aomclkLNUHw00KEgNEFyguZWSfsq98fQGACKaOTlQnJyfK5XKW3g0EAia34nPYe2iUCfDIOLXbF11kvv71r+srX/mKisWi+v2+XUh2VcDng4NAIKBCoaCHDx8qFoupXq/r6OhIpVJJvV7PWk5iAAOBgK2hd3rMA+cT6QpzEAqFrADVO63j4+Ohy6UIMkjfsudwvIB62MZisah8Pm/BIPPI3zG6BIRXlbCw3yKRiJEpOAlsniSlUiklk0lzhJKMZfJsOc9DkWAikTAbhqYdpy0NatzOzs6McKCbSS6X08LCwtBlTjg2fh/nk8wooLNarZrd+Ff/6l/pL//yL7W4uGgZFq9zvsrwYIFM4/HxsT799FMFg0GT3koymwG4Ye6YD7IP7XZbpVJJ0kDGwvkG6JGFBBzS2ps1abfbSqVSBgixr7w3NXv4FoJdzm4ymbSmIXSf88XzVwF8PsDg7EDWYHuXl5d1fHxs3d6YD39PFIE72UYPrLFHAIpQKGRMqDQMRADo7A0IB7KyDPwGGSe/7kh8WC8Igy996UtaXFy0z/FZ3HGHB8tktSB/PFbAtiCx9YQKBJkks2XgEEAeXfYIXMgo4VO9DIoAjcCFvUFg6AGqz4b7Ln39/oXcL5PJmPzP+5JxgbIfoxIgGqQwXwRf3OFB7R4/69vISrK9xZnisyBIfGAAPmPf+QDZYx/elzPv691YDx8gt9ttC4DZd/fu3dPa2tpQJ85xfaw/q/hNTxzxbpVKRY1Gw3AUNh6SHGzAz0HMv4lg9XUU7GewNb8T/I0CwKtyOp2OXSwIlmKdvEzenxlGLBbT/fv39f3vf1+rq6uX2neXDjQAFPQW52X6/b5ev36tRqNhBbkYFqJS0pO8jC94hVGBGeYF0ccSRXtdHuDHF5VzsDn03gH7VC/AOZ/P6/79+/rggw/sIhcuc8HJEbRcdeDQTk9PDZzAEFerVWOJMejFYtE0fRw0n5GAYYNpgOllozGPgDcCFIAIm4uDTsDmr6bn3QHOsGeSLMV8584d3bt3zy4cBAj2+31jFK4arI2CbgDv7OysUqmUVlZWjDU/OTnR/v6+tc6bmppSPB43aQVGjvmhtWCvd1FbQOrVg2pJJjthrpgfjD9GBrDrpUITExMmMZQuDHEqldJ7772nv/iLv9Da2poVlxOgePZsnAFA8Snr6elpTUxMaG9vT/v7+xbwsmaS7JzBfAPgOT/+bPgGC/xOAgScqD9/XjqAgeYZCYhhtEmtkzVj7lkLnIvPprCfsQHjDIwnZ39iYkLvvPOOzeevfvUr/T//x2HyfwAA8DBJREFUz/9j3ZGki/24srKi/f19C6r8zbZIT6anp03+Q40Cz7m3t2fnDOKA+gzmDjBydHRkHcwAi74Al/XAeWN3aJX7zjvv6Nvf/rbW19ftGbERZDWuMvj5YPCiqHB3d1e/+MUvrGjey3OkAVjFRno/IQ2yGgBDJEPMF3/3stp0Oj1Ul8bZQjbpWz4D9HyxKbaPQAl/tbOzo//23/6bFhcX9YMf/MAkbFcJMkbnjXMmDdaQf+fZPPnmWUz2Dn6E/eXrKvCPXjMuDV+yRsDOmmEj+Xdfr0VAgkwN30C21AM76SIwwocDWHxAdZX58zUk+DP8LPI8ujhSu3N6eqpGo2G3oL9J4uRtKXbZB/me0CRDQhDBH3CQv38AUIdcCWDJvPizSyMU9rT/jKuO0fmv1WqqVqtKJBLK5/MWwJMprFarkmR7BSIU1Qs+BHl3OBw2qRwyTebUk3y+thfbjj3nrHtpOF8n6OM9IFD5e6FQUC6XM8kSZ+0qZ9afV/4LOXFycqKDgwOdnJxofn7esDAtsdvti0swwVRkJ7FV4FoIaTJo4JZ+f3AVBOQ8exUMSI1MIBAwPwKR7aWR7HN8MmRgp3MhYY7H41peXtY777wz1CTpbcdYNRo+DRoIBFQsFvXOO+/o+PhYm5ubpl/HIDJJXnPOxgG0np+fm24Oh4OB91Fqp9OxDeTTuSy6T6kBOPh5NgUGeXl5We+++66+/OUvm84bgDnK4F9XViMWi6lYLJpBosd3rVbT0dGRAQkONEwqAZjXiXa73SFWEHA2CvwwbhhZBtkmnFokEjF5CiDaa0ZhAPl6LBbTV77yFX39618funiLehAvJxh3+NQefwdwsc7FYlHlctkid2omSBvSzxyDSSB1fn4+1HffM9aAXRg5HKuvZYClADhy+zIpWzoUcQ6SyaStQS6XU6FQ0F/8xV/o4cOH5ngo5B1NZ487mCtJltmJxWIqFAp2hgl8Y7GYsSu8L4aaM4OBY/35XNhPCtZ8oOQlMj5rBhnBGvOeOC0AYaFQsOAlHo+rUChofn5exWJRxWJxqN4Le3AdGTRp0E3EZ/kePnyo7e1t7e7uDpEbBLa+ZSdMHQETwJi54ryXSiWVy2UDjMlkUs1m0yRhMMK+Jo12rbD4ABxsqNepn56eqlwu22Vc7733ntbW1mz9PLC8ruGZSkiBSCSijY0N0yuTGZIGzRwgYajHgUDJZrMGuJAZALiw2bDJfA3JKBK2SCRixcHU0PiB3/LAkL1MMEfLyYWFBcvmfd7+uczwNg5wBPiCraxUKjZn2DTOMRe/+gC31WqZPWZeYJTZh9glfsb7Svw2e59nJJPL9xBgANIlmd+ZmppSs9nUysqKisWi7ty5o4WFBQtCr8PWeT/B3GFzkWeVSiUdHx8PtZYmqAZQUV8lDYg0zhPsMNkIQCXgF/sGywzTjCSK76dzGmfU20Nva2n5nMvldHp6qlqtpmw2a/jgugfzhs2Yn583+4aEFL9H5oeMBTJuSGGvSGFfERxzNvFLZG3p9Mgagnd8G2zf7turKkabR4D7Wq2WdSVcX1/X0tKSrZnHd+PsO79nfUZAGsggw+GLy4Sj0agpKLCLlUpFW1tbOjw8VLVaNUwHkY895p2kQT0zZCCfxXx7ggRyqtls2jyBkdl/rI8n//g6F5qur6/rG9/4hhYXF62JDDbnbcdY0imf4sX5JRIJ3bp1y6JgIjbYXH4Og8Bm8PIgjKqkIYcpaUhuJQ0u+IMp8dpiUk98P8AIJ93tdnX79m197Wtf09LSkqanp+26es8kXXeg0e9faL4XFxclySJINMtEwGx6HBvRI8y8pCED7Q8xjgHZwKgz8k6Uuet0OkM3FGNIfZGgLxRno62vr+uDDz7QysqKgX7We7QDx1WYKg9EeXb0h1NTU/rWt76lo6MjvXjxwsADwItbo6PRqGq1mh1imDjen2wb+xJDgYyCvY4zpzjUayLptEJTAUALBxfmr1KpKJlMan5+Xu+9955yudwQIPeB81UHYMkTAxgg7hF5/vy5OQUvt8L4BAIBkyf5Yjc+m7PuL5vjv8wR7Cpr6BlO/j8QCFidVCqVMmNL2nt+fl7Ly8vK5/PK5/MG1NkPBGvXkUHj58nKsre73a4Vw+3u7urJkydD3ZO63a4VTvrPwSGQhfTtCs/OzlStVm2/cNZoVSgNGjoQ9FMgiP31Ekiyxcw9GdF8Pq/l5WX99V//td599137Hgic65SJAsy5RO/09NQCLYAnQTV2x3fZAUghVeHdM5mMdcxCCuoDAc4QABeGFMBE5zj/rr55CUDLs52wr5yH8/Nz5XI5ra+vD4GB69h3/E5pkMUhYNra2tL29vZQZxjsrj/j2DCYb+QZPriljSZADkCN1ArShvnv9QYdEGkqgESJ9ZFkrCwk09TUlA4ODhSNRvXtb39bq6urunPnjgqFgo6OjoaYfT/v4wz8hAex8XjcmgsUi0UdHBxoe3vbCrpp0OBbunNOyU5j9ygwBqQR5Hu5HYGINLAdBBB8DfvO18mi87t6vYvWsqurq+b3C4WCXc4nyYKl6zqv0vCFkc1mU9FoVDMzM7bmlUpF0WjUgg1IIs6vD/CkAUYh20UGSJLdtyTpMyAXqSeZEPAHeJDz7vepl4lj9yABC4WCdYHyBdiMq8j1JA29B/sXe5LL5UzpgV3OZrNGTi4sLNiFus+ePZN0USxOm2pJQwGZLxaH9MAW4IPwDSgwAoGA+Y/R9uGQhNhEzgIEd7FY1Le//W19+9vf1vT0tCYnJ5XL5Wy+33aMJZ2ShoMNmEnAU683KA4D3AN+SQVVKpUhuROHGcDM7yBC5iDjEAEzpOEx+G/qi0zKik2fzWb1/vvva25uzrTpsKKe1Rl953HHaMCCQ8WwcQkYQdre3p4xadJgAwGmwuGwKpXKUGszaVDAx+eSwmO+RtOKGGYkKwQZ/n1hvmAYKZjM5XL68MMPtbS0ZDIi9oKP7K9DcvamAasbCoW0vr6uP//zP9c//uM/6re//a1KpZK15MNQ0w2IC5AwXGTfWq2LewqQCXgjzr7AUJyentodJdyQeX5+ru3tbQOMvsCPzBxz1+1eXMr37W9/W7dv37bMgZf2XRezDPiBkUNSQoC/tLSkZrOp7e1tA7UE/OwZ3h2w4jvI0UUG0oCOIGhyMfywd+xh1g6njYOiDoFbb0OhkFZXVzU/P69CoWBAE2CA7fiinC5nRBrIssjiPn78WK1WS0+ePLFz5hsskA3h1uZyuTzUsAKnS6F5oVCw/cdAT55Op1UoFIwN9IW9NF+gGB7WjGJnbPPCwoK++93v6utf/7pmZmYs84NN8Iz6Vfefr/fgDPLZvMMnn3xi84oNQt7IeeDn+T7sPMGar7Hiezmn7Hdf3AgrChECYYGdQjrlyQYcPVmMTCaju3fvWteVUfnEVQc2wmf2AaTMCT6KzkC+BpH6NMAaoI4MLb4FG8V+8qSV15ojd/EZR9hXwDXZdS4aIzPO/R0ffPCBHjx4oGKxqHg8rkajYfbuqgHG6GCP9ft9k3EjVzo+PtarV6+MBJUGPsKfLRo9kJngTDJv+FjmAj9MVoTsHMEEwa40CA69dIznQLp969YtI/BodkCAN1qfcJ3DB1WQR6gCOGeLi4v63e9+Z3dYgCf8/iAriQyZPci7cg4hP8E6iUTC6rG8/wD/eWwhDRNBkkw6ybmdmJiwuaROkzX9ovyGz5JJF13qwL0+kAoEAlYvhprFB040NYFwYG4haLyigO/xOBFfio0n+PKyZ+Y4FAqZvwWTrq2t6c6dO/re976n1dXVoY6ul52zK/VF8+w4oJbUPACOhacLTSgUMq2kB9BEmgxYJDYwQIYFo0MGhsEXq9FJg8JdFqjb7Sqfz+udd97R2tqada5BcuTB3nUCPi8XGw1gONjLy8taWVkxoFoqlWzD+LoLz54z3zA2p6enkgaZEjYuz8B6UWjmn8f3GWctPCvd6/Xs9zSbTb377rt6/PixAVC6dL0pG3RdwzslH7xOTU3pwYMHmp6e1urqqhmpk5MTzczM2H0VOFVa2pLlarfb2trasiwEmZt2uz0kZavX66Y95WI4GMNWq2X3yvjDDmPgf9fMzIxWVlZ09+7dIab7uoMMBp+H8cXp9nqDrhaZTEbPnj2zC7X8GcDYkw1Kp9MGZhuNhoGyarVqN+z6YItBEaV3OF5LCwianJwcylrcvn17qIgQFh5A9EWON60FbNHs7KweP35smQeAMhK6bDZrARPF7wQOvD+tv5PJpHUoQ99N9zvOJA4XR8l8djod60/farWUTCZVKpUsSIxGo1pZWdFf/dVf6Z133tHMzIz9HtbCO47r2H/sNUAHNoQ6pGw2q1u3bunJkyfa3Ny07EelUrH3hAhg3ak94Hx6gEgGCHYOxhrQgnP3rVmxbbCAgHcvKaCQdXp6Wt/73ve0vr6uqakp3bp16zN1B9c9fGZzcnJSd+/etSA1lUqpVCppf3/f9kc4fHH7PBfpYusgAtlDEFKcW4iIUeKQPZpOp4cKnGkAAfCk0J7MEEEP+/orX/mKfvjDH+revXtDSobrtnPScCbS751sNmvEUDqdVqlUMmKEjC1SLoYHe9KgLTL7BVtEYEKgMDU1ZfIifA7nlHMwWssxOTmpbDarO3fuKJPJaGFhQcViUalUyoJJadCO9LoBsp8/fBVkgXSRnbh3756mp6f10UcfmX1hwJBLMkAqDWoFwBLMA/4Om+8z0pKs/sPfV4Stxy4g8Sbw4/uxnZFIRIuLi/rggw90//79oaY2o37jOvaiJ6ewz2AWiKhut2sSWwB7Op3WxsaGNU0ggODuNN/2nRoearP4ui8hIMPGQILK3qV1MHPOz/Iz2WxW9+/f11//9V9rfn7e5tdn5i47rhRocGiIwEiNw7pTNEQqCyPP5mNTY9T850mDSA3QwtdhszjIo23oaG9IwRl/4vG4dZSamJiwW11hpP0BYFzXYfaaWH9giL6DwaDu3r1rIJb0mW+BJsk2HkAPze1owa03mIAJQBwMPsA3EAgYYOx0Lu5HwZFgrNHscxPkzMyMgYLZ2dmh4OWLDDJ8sEHwxNrm83m9//77ZqR2d3ftjgiCiFarpWKxqJmZGTv4gBI0uTA1yIx84IJUytcLlUqloQAQQ83hjEYv2kjyOTMzM/ra176mxcVF+x3+3Ubf+ypj9PNggHyminWTpN/97ndDFw+yr6QLA0QDCMgCWt02m03t7+/bu2DYMF6+WwtsMp+PwUWCEYvFtLS0pIcPH1rKG0fliQXApmdbr2uMroVnXXF0i4uLxkD98pe/tCxlLBYbuoQrkUhodnbWgnSYOeQCECMAaeyiJANl6Ji59ZlzGw6H7ZzOzMyoWq0aq8wzFwoF/et//a/1/vvvq1gsWlYYm+sZ+eti530w6ZlDGhK0220VCgUtLi7qJz/5if7P//k/Q23KGV7f7i+E9MOzzn4ePdsOoMbpk2H0n8l/AYD8DAzz1772Nd27d88kSNcllfq8ufN+0++lubk5VatVOxeQKOl02rKlsKqZTEapVMouC8MvEOyS6cQPQ+pJg7bD2D32Gc9EjZA0LOs4OTlRrVbT3NycHj9+rO9973t67733LMPE+n2RYNnPo2ds5+bmLEOwt7enarU61LyErATSWPysJ+4IxKSL/ekLuSXZ+eNdAdIEZgQo7EfwDQAR0i6fzw8FTBBbf4iBnQVbYWchqSDakGWCnSABIC/4L++KrwgGg0qn00NSM7I8kMM8Bz4SmynJ5gxfxQ3lvqlFJpPR+++/ry9/+cvWvvvz9tt17kPv97AnSMA4P6hR2Btzc3Oq1WqamJjQ6uqqSSX95ZzIigOBgN0/1e/3lc1mjWTA7zCQvREMkw0pFotG+lcqFWu6lEwm9a1vfUvf+c539ODBA8OI42Qx/Bg70PAOCRDLxWPBYNCK9nwRCpMcDAaNKfARPuwIBw5D6DcZwQSgEccsaSjVRzQJOCbyTaVSKhaLWlxcVDKZNAbLF5d/UYPP9hkO/t7tdlUoFGxx+/2+SqXSkN6agAwQDIPqdXf1el1TU1Oam5szQObrYDACdPjyRUu0EZ2enrYMCcwLxqLdvmjJ+urVK52dnen+/fs2t18ku+eH/z2j2vdw+OICskKhoE8++UTPnj3T4eGhOW2+//j42JzJ5OSkHj58aEwfXcCQ5AFCyEx4B3J6eqpqtWpsP/sIR04hWLvdtlvAv/nNb+oHP/iBCoWCJH0hQJl5Gv1cjLD/OmeGfcglczBUGHNS951Ox1odVqtVO7M4DN/H38vQCMAwrl5uBEjM5/NDEql8Pm+soX9mAMRo+vu65vFNnwNTBVvPn8nJSVWrVR0cHGh+fl7z8/MqlUpW3EhLSGp8ms2m7t27N9Q0gXdAVkFwRxE5skofzACCkBucnZ3p4ODAgE6r1VI6ndajR48MhPpiVU+qXGeQ8aZ5kwb6dC+fmJiY0J/92Z9pYWFBP/3pT/XRRx8NFbGz1yACYHTxIwBbAA42ThpccAoLSBE5jp95prWw36f8fWFhQd/73vf0gx/8QA8fPhyaty/a3vnaLthYSdbFi/U9Pz+3vzebTS0tLdn9Ptj2TqdjNk2Sdf1CNUA9H9kkH8BzySf/xu9hjfh3/DMt2GdmZvTHf/zHevz48VBRvXT9Wds3DfYHAWMikdDq6qqq1apJmYLBoHWKIyPP131A7kEzQT53hkB4IP0MBAJDt3Z3Op2hTnS+oQoYBwJmf39fhULBziu1S6Nn4oscnsxjn2PLYcR/+MMfam5uTj/72c/06tWrIWkxWQsa1/DzvoMUmTkCLX+Wa7WatSWGNOXz8K/ehvA94Jx4PK61tTX98Ic/1MOHD5XP503q9qZ9N+5e/Dx7Ca4DnOPjeE/fvII/yWRSa2trdhnp7u6ukQDI57j8LxQK6X/8j/+hdrut1dVVra6uqtVqaWdnR4eHh9rc3FSlUjEcTZ0GmViUAmRFX758qadPn2p2dlazs7O6e/euNWvAhvyzBRr+l3rn0e9f6Pdp/UhEhtQHbd5o0TfMqQe1bFKCFVhlzwB7vZ0kK4RB0gMjxb/TqQaDgUF503td1xgNXkZTdxwAim/QHv/93/+9XfRFwRUFexj7g4MDk1vBCGOcKOrhIOJkfMpsVNbGswKQ0PABeJAfnJ+fa2FhQQsLCxY0sh5f1BgFQx5cwqZg3JA4NBoN60hFMIBB42eDwaAVZFMEl8lkDGzzvgQoPssGO01QR6qXwjOMTLfbtWLm73//+1pYWDAj9EUxe6NzxvAGBGPP2kejUZNe4Bw9q+K1/x4cA5A51xSicb6mpqZsb8PaIZvyTnR6elozMzPK5XLWxQZWjdS7LwIfdbrXMY+jc/amDCeOGB3s0tKS7X8yEKFQSOVyWbu7uya7k2QdoMj8wnBh/zw77Nl6CIfNzU3TPpOlPT4+1sbGhvb3902Wgj0AVLM+PpPh2UbGFylp8eeWhgzhcFizs7N68OCBHj58qF/+8pf63e9+Z8ErZBIBMbUK2DQYf4gGQFwwGLSg1wcp3I0AaOK/gGTWIh6P64//+I/1H//jf9T8/LyBotE98UUNzie+lf3V6/WsiyBjfX1dOzs72traUqVSMYkGsjLkGmQ0IawA0146y9pg36RBTZzPpNTrdZVKJSNoyGrDVM/MzGhpacnmdpRo+0PMoc+Egw2oy8RGh8NhIwBoJNNoNIwxZi0CgYBJ0bCh4BXmlPmkppE9SoMSsA4yIfZxNps1dh85N5lOfISX9V33HL1p+KJr3p8gATVIOp3W3/7t3+rly5eGQcBW+AJkaV5CKcmIPD4bsvTk5MTmsNvtmi0E//j6XzKX4MqJiQndvn1b/+7f/Tt9+OGHpiiQrt+ujQZkb5pPj005Zz4Y893eID4518ViUaurqyoUCpqenlYymbTW5ltbW7p//76+8pWvKJvNqt1u6+joSE+fPtXPfvYzffTRR2bHyHDmcjn9+3//7zU9PW0EMpJxzus777yj27dva3Z2dkiZcNWzeiXp1JsmlBTi/Py8gRBSNpI+k8YOBALWlYSNTDtJSUMSFf6dv/f7fdMwkh5mUf33B4NBTU9PW9U8n0ELVJ7f68m/6OEBOfNGerbT6Wh5eVl37tzR7373O5sfb/Qk2WHGiHqWE8DsizADgYBtMJhUmBRYUFrD8rmARS6pAhh961vf0qNHj4b05n+I4ffc6AEn80AaN5FI6N69e6rX6yqXyzYfyFJ8KrrRaGhzc9PSxHRTor2yv7QJZjgajZq0hzoOUu/xeNwydNxb8KUvfUkPHz60zmE855ve7Trm6U2SmNFBJoqgh4vxarWayuWydciiWL7dbg9pXfP5vFqtlg4ODobqDXBIXAIoXRTFFYtFY0sBg2Qm8vm8ZmdnjbmZmZmxexD29/ctoOHncLzXPX6fQ/JOgyxaOp3W7OysyXBqtZrC4YsWxtgVgtTT01NFo1GTsiBFJOD3gCQQCNglhzhl9i5SEEkql8u2R3O5nM7Pz622a21tTbdu3TJCAJ0+rKx/p9+3T65zeNtPUBCLxazt6Ze//GX9zd/8jV6+fGnnD+DvC2cBcTCZ0kBG5ZnzWq1mQJvgn4EshbNO0Af7/R/+w3+w25jfRHJ80fPkCTwGa5/P560GLB6PWzOWSqWiTz/9VNvb2ybFxeYjGwIkE+h7iST2DTBH56TNzU27n6jT6VgmA9aURgSh0EVr1AcPHqhWqxmxx5x90XVVnzd8VhWFBfUTU1NTKpVKajQaikajOjo6skANUg8yiXtC2HfcbRGJRCzzSPDVarWMHAUwo8OHaU4kElpaWtLa2pru37+v1dVVZTKZoZoR9vQfwt758zkKpLF5wWBQc3Nztr+i0aiePXtmZF+tVjNsgCSKYIKgAbkxZ5b9h7SKLDABN35TksnYJiYmLAO/urqqDz/8UH/1V3+l9fX1IfnpH+q8Mpg3vg5R5O0ug1qziYkJpdNpa7lPcEBzFI9Vv/nNbxrGgbCjFTo45/Xr14pEIrp//76WlpaMzEHujE1955139P3vf9+aI7HuEIDXQR5fKdDwg4NAhMpNpThbmDp/qyj60p2dHZ2fn1sXglAoZKw+Bg+HBLvpU+Gk9LhRGc1pJBLR/Py8bt++rfn5eXW7XT1//twCFZ4b4PLPPTyACgQCVukPS4WMrNPpGCuczWatUAwpBgAWXR+fDYtSq9Usm8MNxRxKAKckk4VkMhmtra3p9u3bxj7OzMxY0OazS3/I4YESASxfZ6+88847Ojs7069+9ashHTfMSLfbtVStD+akQU999opv+dvv9y3AoOsPPdp5FoLg6elp3bt3T+vr6xa4fVFOY3R+Pg9EBgKBz9QIcb8AThhGyd9Mncvl7P2DwYt6qOPjYz158kQ7OzvmLAA+ZB+y2ayWlpbsLgTAMd0xCoWCZmZmrLUtchFqhZh/akrIZvwhgPE/NYfsi9XVVUWjUe3t7SmVSln3nWQyqUAgYDeyAlpw1DDQzKckkwaxRwhsuKPDZ+VOT0+Vz+eVyWR0fHysXC6nu3fvanZ2VrlcTu+++67dRSLpM/Vbf4g5HB2cWewvDCbtSL/0pS9pZmZGpVLJ/sA4c/ElmmQCMOwnhBM1AUirCJIZZDIAIjhu6tTu3LljYBDQB9nwhx6sk5eNsG60msXn0hSDTmcff/yxXr9+rb29PaXTaSPlqMvj85hT7KEkLS0tDd0thc/Fhk1MTBjZQn1NLpfTzMyMdZhCZup9yx96sG4AXzJcyWRSq6urNi80s2AP0CmQPXB+fq56vT7Uel4aSDmRMVPXwkC2zR5PpVLK5XJGrqytrWlhYWHoPioyGdhb/v5FjDfZAd4bUon/l2Qqk1wup9u3b1sWnG6D0oUNAyQzB9RMIaXzLbnxiY1GwzqkcV+Ll0Yx55CCs7OzSqfT+t73vqcvf/nLunPnjmWCfCb1useodOpNUirmjq9zDnwgJckIeuqP8/m8BfEEGAQpoVBIuVzOzhV7JZ1OD93ts729rV6vp3g8rm9961tWJyrJVC+ZTEa3b98eIvc5H37drzquXAzO8JMXDAat9zOsuTRIHXFLJNrDvb09u7iE24hhUfb29lSv142h54ZgNJWAEYozceyjxV/SRQpveXl5qFgaR/eHiHil4Y3n/5+/S7L0aSAQsE4UtVrN2BK6KpTLZZVKJet4Q5EoG4rLqOjdzMV1R0dH2t/fVzAYtJRvqVTS4eGhGUPkLnNzc7pz544Bl3w+b8zMaBp39H2uY7wJ5H1emtIHEWhfe72e3nnnHUUiEf32t7+1WguMojQoSg6FQkPaYw9cMHbsW0nmjOv1uhWm9XoXFyx98MEHVoRGRxv6sMN2fJ6h8mPcfellMb/vs329EOeWzARAIZlMand3V/3+hSySmifm7PDwUKVSSQcHB5qYmLDsoScP8vm8VlZW7FLOYrFohpQiNOoyCFBCoZDJiEbbupI9+kMOz5IzcP7JZFKNRkNzc3O6deuWms2mdnZ2rFFALpdTq9XSxsaGnj17prm5OS0uLur58+daXl5WMBjU06dPh9pEQyAwj/l83s4cdwCQCUYqOTMzo7m5Od2+fVuPHz/W8vKyAUD2sGcoPXMp/eGzGthhyBPOYDgcVrFYVK/X08HBgTlYap0kWZBB8A6JRa0ehA1ZMLJKkcjFxaQ4ZABLLpdTIpHQ7du3rYAS+QrB3R+KHf19cza67728lWJlbsPm/oV8Pq+dnR0jn6hT6PUGtwqTeaMlru9I1+v1tLi4aHVlBCjsvXA4rHw+r6997WsqFApGxJDRZJ59XdAfcvggDYkoRNnU1JQxx41GQwcHBwqHw0aKQEb5C+ioN/W1BNlsVnfv3lUoFDJlAEASEiGVSimTyZgMK51OK5/Pq1gs2jNAKnAmCNC+KGLKZzCYq9G5Y92Q9vhs/Pz8vN5//33F43Ht7e1pc3PTMjn+/gvsOP4Dm490qNlsqlqt2lzB4nc6HbvfhbNKw5DZ2VllMhmtrq5qcXFRmUzG5uyLDDJ+3zyOzh+BgP8esvMoJzzpQgMMJKPUUfFOBHIet05MTBjWXVhY0Pn5uW7dumV7lqxbKBSyy3n5HAJwAhlvY64Lz12bdEoaGB8eko5OPCyaW1glNMbLy8vWcYkC0/Pzc+3s7Nii4XjW19c1PT2tSqWi3d1di44LhYIxeDAAFBxJMr0yUTGgkTTgH2oz+oV7U+0GAza80Wio2+1qbm5OnU7H9MWBQEDz8/PG6tGnen5+XgsLC6rVavrv//2/6/Xr15qenlY2m9XDhw81NzdnqUzf4QFAR3vObrerBw8eaG5uzlJx6XR6aBOOSpe+iIzG5wUVn/c9vs4Eh5JIJPT48WPF43FL6/7f//t/LaDCccDOsYemp6dVr9f1P//n/1Q4HNbq6qreffddLS4uWgodBpQAEKA8OztrUjayHDC3b5q7z3ufqwz/Oz7PiXjjSGEd7DAgY3Z2Vg8fPrRiet9JA+CPBCESiWhpaUmrq6vmtCUZiAMIoUdFnscfAjGyS8j9vAzynyPIGB3MG0ycLzjs9XoW2C8tLRkDjNyOTCJp7Xv37lmmY3d3V9PT07pz544++OADzc7OWsOHQCCgTz75RJVKxWqNkLMEAgF95zvf0fr6urXtLhQKnymmfBPQe1MA9YeYP34nLCUEAcWwFDYvLCzok08+0e7urtLptGZmZnR6eqr9/X1Jg97y/s4I5oBaBuRAFCpLspuiIbEeP36sP/3TP9WtW7e0vb1tQTX77V9C1pt9xzr6jATtuHlm31oeOQqgeXd31+aCTBn27+zszOZvcXFRMzMzisfjWl1dteCCPYlUNBwOW2cufHIymbRsk3/mf67BM+AjuJwMW7K4uGiXCKZSKcve4Ct9k4Vut6vt7e0hv7u+vq733ntP+Xze7mQ6Pj62u0Sy2awKhYI6nY729vbU7V5cIDk9Pa35+XkjFgDnvlj8i8x+v41UdJRQBDfAqiN73N/f1/b2tpaXl/Xxxx9bPYWvr8tkMsago4KpVCoql8tmOwuFgnWSor0vmC2ZTCqdTmtlZUXJZNIa2FDb4ptr/CH32yhpM/pvfv/7wIOshZeDQsrjLyB3u92udbGkoQFBn6/BffTokaanp9Xr9ezCQK4h8B3zwEgENARF161QuTbpFANDBNPn08we+EuySYxGoyoWi2Yoo9GoNjY2jKkhnUiKka5Rjx8/NmAEs8XvRNfnC7eIxL005A+9Gd92MC+5XE7SMHOKNIdDiuFvNBrWtgy93uHhoTEA6CHp7kNxpSQLvvh/X6xLpgAJC+OfQy71eeNN4InDw823uVzOWhrOzs5qf39fL168sHqCcDhsd1xQwIsMK5VK6U/+5E/0l3/5l1ZHQ4vg0RaaPnDl373xeVNm5ouej9/3dR88ekAPG0yhN84Wpg6ANz8/rz/90z/Vhx9+KOkiqEC2wmfDbMIqsr+QSDFgEJlTHBrneLSu5Z9reKfCnKVSKVtbmlwwf9IF6/Tee+/pgw8+sCBsbW1NU1NTevnypVKplHUoQ8ZCkejs7KwSiYTW19eto1WpVFI+n1csFtO9e/es8Ba7B4j3Xeekz2qJ/7mGDzYINLDHoVBI8XhciUTC9P6vXr3Szs6O3aT+5MkTyzbGYjHdvn1b1WpVm5ubWltb01//9V+b9v7g4EAvX75Uo9FQIBAwHXQ+n1c4HNYHH3ygDz/80LLj9+7dMyLinxsgj443sY74XM98ShfZjsXFRc3OzqrVaqlarerFixfq9/tWD8T3BoNBY9XZcysrK7p//76y2ewQyQAYQutNhoiaFwIMApl/zn3mhw/QIEd4PmTHgDhpcGkwrDKA7+DgYMgeLS8va2ZmRsvLyzbXNM5AqizJbCBNEKanp5XJZEwSiW1j7r5IudToeJvfAynlgSoDpcXS0pLy+bzu37+vcrlsNRwEDNxvVqlUTGp2eHioSCSir33ta0qn0+r1eqpUKnZ5sS+Gnp6etoJ+JL9zc3NDTWn+kLjuTb59dIwW1r8pGCKoZR/4IAKJFHuWvcpn+QYgEJzFYnFIfgcp4Z8FDAx+AcNc99xde6AhDZhtD4g9ACMSk4b19ch+kL/s7e3Z5KB1pyc9siufRvK1Ft6JeRbCt9f8l+Q8Pm+MavmYDw+kmdPp6WmT+uAMAoGAyYF8Wz608XQmIH0GSCGy/n0XtfxLCTIY/hk9C+SlJWtra8Y4ISWj/mBxcVHZbNZS5txJgLwPOZmXZLBXCUj4rw94GaNSw38pw7Ms7DUCeGngXAg4+T7/dTTOkAXITgjyfX0ANoHg1l+6BhFAMSXnmnqSfymAZXR4e+PT5zDh7AsvUbt7964VoiKhIHBANhYKhazbG/In6SLwghkk+8n5xZn4glX/jIx/7rn02bZRJ8f5wu5FIhE9ePBAd+7c0eHhoarVqtbX1y0Y5V6XFy9eWFcuJAIQCGtrazYn3J9Ai8gvfelLdpuxb0Aiacin/HPPmR+jWUgf+Pp2mrRDhg1NJpO6ffu2Go2Gnj9/rv39fdPFx2IxC+zo/gYx4DtR1et1A5DsOd+sAb/0LynIYHjwBRYBuOHzOGucOwIPzxz7TotgETKxqCekQeGy75CHJGi0nbU0qH/4QwYZbzN4FgAv/g1bg20j4ET2TeciCM9EIqFaraYnT54oFotpf39fm5ubqtfrun//vhYWFlSv1xWLxbSysmJ3/yANxT4CqFOp1BBL/y+VPPaEip8/8JWXZ/rMAv54cnLSGlb4TmTYAE+A4jshnPDr+F1+N2cUv/tFYbpA/1/STr4ZN+Nm3IybcTNuxs24GTfjZvz/YvzLoqRvxs24GTfjZtyMm3EzbsbNuBn/vxg3gcbNuBk342bcjJtxM27GzbgZN+Pax02gcTNuxs24GTfjZtyMm3EzbsbNuPZxE2jcjJtxM27GzbgZN+Nm3IybcTOufdwEGjfjZtyMm3EzbsbNuBk342bcjGsfN4HGzbgZN+Nm3IybcTNuxs24GTfj2sdNoHEzbsbNuBk342bcjJtxM27Gzbj2cRNo3IybcTNuxs24GTfjZtyMm3Ezrn3cBBo342bcjJtxM27GzbgZN+Nm3IxrHzeBxs24GTfjZtyMm3EzbsbNuBk349rHTaBxM27GzbgZN+Nm3IybcTNuxs249nETaNyMm3EzbsbNuBk342bcjJtxM659hN/2Gzc2Nj77w+GwQqGQer2eut2uWq2WOp2OQqGQYrHY0Pd2Oh2122373mg0qomJCU1NTUmS2u22zs/P1ev1dHZ2pomJCfX7ffV6PQWDQQWDQXU6HU1MTCgcDiscDisYDNrvlWT/3+/3JcmejecMhULqdDrq9Xrq9XoKBALq9/v2JxAI2B9JCgaD9v/8d3l5+bJzrNevX3/ma91uV51OR4FAQL1eT6FQaOg9JanVaqnX60mSotGoJicnbf56vZ5OT091enqqaDSqVqul8/NznZ6eqlwu6/z8XLlcTo8ePdLk5KS63a6azaba7bba7bbC4bCmpqYUj8cViURsbk5PT+33BoNBRSIR9Xo9m2NJikQimpiYsOdlbpjHXq83NK+MlZWVS8/dq1evPvM1fl+325V0sU5+jf3v7ff79s6BQEDB4EVszTPy/8xrp9NRJBJRPB7X5OSkAoGArcfZ2ZmOjo5s/zabTVWrVdVqNYXDYcXjcc3NzSmbzSoajdqe8r/Tn5PR93nTOzJWV1cvNW+//vWvP/M1/86j/2Uumbt2u61KpaL9/X11u117p2AwqHK5rGq1qsnJSU1OTkqSstmsneWzszPFYjFNTk4qkUgolUopm82q3++r0WioXq8P7et2u23nlj1dq9XUarWUTCYVi8WUSCSUy+XsnPj5Yc/592G88847l5o3SXr69Onn/pvf437/BYPBIbvDfux2u7avut2u7Qn2h3Sx1qFQSJLUbDbt/PF9qVTK1gR7wb6MRCIKBAJqtVr2PN1u12xtv99XNBq1cz5q80bPqB937ty59Nz94z/+42e+FgqF7HcHAgGzX/wd+9fv93V2dqZ6va6joyOdnZ2p3W7r5ORER0dHCgQCmpqaUiqVMvs3NTWlQCCgs7MznZ6e2vv1ej1ls1lNT08rHA7r7OzM/MHJyYnC4bCy2awikYhisZjtn16vp1gspqmpKUUiEXW7XZ2fn9szM7yN82ec8eGHH1567n73u9997r/59+p0OkO/l+fCXofDYdt3o88djUbt8/x/m82mzs/P7WsTExNKp9O2l1gnfG4oFFIgEFCz2bS56HQ6Q/twcnJSyWTS7AbzxTN93r67e/fupefuTX6Cc4d/iEQi9v5nZ2dD8+PPLtgkFArp5OTEbFMwGDQf0263bQ2Y31gsZnua9/V2FZvBeR/1DX4P+p9lTbAr3t5d1U9I0tbW1me+5vezx0bYav+ezC/2rdls6uzsTL1eT5lMxvYM2O7k5ETtdluJRELpdFrHx8eq1+s6PT1VKBRSIpHQ+fm5JiYmNDExYeuEP5iamtLk5KTZTPYev9/jEv9fzgrfNzoWFxcvNW/Pnz8f+nsgEDBsyrnhd7GvJNnaSxp6ZvYA78J+xVZGIhGdnJyoXq8rFAppampqCD8zx+BK5kWSJiYmDOfxbNhlfCrn5U04gfV+k79YX1//J+fqrQMNP970EKObrdvtDgGCYDBok+ZBlj+IHM6pqSlzrJLMeEYiEUUiEU1NTSkcDqvT6VhwwuFj87XbbR0eHur8/FzRaNTAil/k0UkbPbx+017n6PV6BgSYg36/r1gsNnQgvBNhMNfn5+eqVqsql8s2R4eHh9rd3dXZ2ZnC4bAajYYSiYQdykAgoOPjY3U6HcXjcbXbbW1ubqrVamlyclKtVkuNRkONRkOdTkeJREJLS0sqFApDjsLPnQ+SRtfxn3Io4wxvxD244zD6+WPwNZwDP0PwFI1GFQ6HhwxpLBazgKrVaqlWq1mQkUwm1ev1dHx8rOPjY21tbanRaCgSiej27dt68OCB8vm8otGo7Xn2MsaI+eJw82+jB/tNQcg4wwNjaXB2Rx2K33udTkedTkflclm1Wk25XE4nJyfa3NyUJHuPYDCoWCxmZyyTydjPdrtdTU5OGmg8OjpSrVazn2cN+P96va5SqaTd3V0lk0kVCgVzrhAQ3rmNAtXPCziua7xpPTxI8PPp13UUVLRaLQM72DTsHKQM+xsbx59wOKxoNDrkTPr9vs0HjsQ/CwDQA5Yvcp4Y3plhm33wzt9xxoC4o6MjHRwc6ODgwIgRgo56vW6BQjKZNCDC+/DZh4eHqtVqNs/pdFqxWEydTsd8gvcjzBlfZ9+Fw2HbY5xlfp+3O8z/dQ8fFLB+7HVvX/k+gAbPyzrwb5zFcDhsAMQDSWzA6enp0D5i33jb4H0kX/P+8/z83L7GPvD/7p/7Ogf2zvsg5oT3YN1YT76XPSHJntmfcU8U8HP+fHu7zTkF97B2zANzwB4DNzG3HuT/PlLgi5g/P/zeA6zybJJUqVS0vb2ter1uZyOXy6larer09FQ7OzsKBoOanZ2VdGGPqtWqDg8P1e12Va/XdXJyYmTC8fGxzXGr1dLJyYkmJyc1PT2teDyuWCymdDptZEGv19P5+flQ8MGaeXzi34dxXXPq5wfsO0ooe3/F7x7FS+wNHxCwZ+PxuFqtlpHG5+fnQ0EC/nRycnIIf/MZEMrn5+eGp3kOsAl7bZSk4LM8yfK2Y6xAw7Mr/N07U3+wYduYUKI0HvLo6MjYAyYA0A344GuwVkRzHGJYCxYP593v93V8fKx2u62JiQnNz88rkUgMHXCe00+aB69+gq/LII4aEQ/ivVHD6eE86/W6zs/P1Ww2VavVVK1Wtbu7axu8Vqup0Wio1WppYmJC9XpdgUBA6XRawWBQZ2dn5ngBhhhAAjPAXDqdVrPZ1JMnT3T79m3dvXtX8Xjcns+vr98Xfn8wrjPYGF0L77QwcIAo/u6zHDgQAgr2F0CDucvn83boK5WKXr16pZ2dHU1NTWl5eVmZTEZnZ2c6Pz/X8fGxjo6OFIlEdHx8rNPTUyUSCQOPAG4CnTeN33dwr2Pfje53/3XOjp+/TqejVCqls7Mzlctl7e7uqlQqKRwOK5VKKRAIqNFo6OzsTM1m0+bj8PBQqVTKmKhIJKK1tTUVi0WdnJzYc3S7XSUSCUkXbGowGDRwWalULBh58uSJsfoEvf7ZvRMeZXiva4wCI+nzGT/POmPoIU2Ya9g57BoBKZlHAAlf9zaOd/OsF/vaB97exnpb7Z/JP/MXMTxz6+fK/z/kFOeSf8f+n5+fq1QqGQA5PT3V8fGxJJlfCQQCOj8/NzLq7OzM9iXz3mw2VS6XlUgkNDExYXuvXC4Prdvk5KSdRRhqnsuvrWefvQMezbZddf5G1+bzSC9PJHjQC8HB9xDgMvewxtFoVN1u176G3+F38v5nZ2cWqHmGnt8zMTExBKh8sM3cjM7PqE26jjHKyvIsZBqlAcHHMwPSsNn7+/s6OTnRxMSEpqenbR48EPN79/T0dMiPj2baPTHiFRXYX/CPD5pH9x+ByBc5vK0YxUd+DVn78/Nz7e3tqV6v2/6qVCp6/fq1+eLj42O1Wi2Vy2XF4/Gh7BtKDLKHnOtIJKLT01PLthWLRTv7nU5HhUJBKysrunXr1pAiBIKA9fVB4pts3XXYwFEcx9eYM09I4A+YS/98BP0E+mdnZ6Zk8XiFM8w8shdZL6/s8Z8JXiGIAHt7nwleYo29jfPv83nz+aYxVqDhJ9E7LP74Q+0fDocZj8cVjUZ1cnJiDtJPUjAY1MTEhL007D+Ar9VqaWpqSrlcTqlUyrIlbDR+l0815fN5TUxM2PNJsoPC8zH8ZmGjMvlXHaPp99EUn8/IwKxjhEqlkl6+fKlarWaZiWazaZvh/Pzc3qder9s7TkxMGLN0enpqgC+TySiXy9n7d7tdY/KPjo7UbDa1v7+vo6Mj9ft93bp1S4VC4TPBhQf5/l04VNcN/KTPAhb/X/+7eVbeiyxEvV5Xs9nU0dGRqtWqms2mARPSt7lcTslkUtIFO7qzs2NMJyngUqmkSqViWSRYGfYaAQzgZFRq5tmWNwGu63bAbwrUfNaOdex0Omo0GgoEAiYhOzg4UDKZtDkiiG+1WiZBwTF48Fuv15VKpUxS2e9fZC1hqNvttkksAC2BwIUso16va3p6WrOzs/Yc7ClvLzyA8WTHdc0X//95TsmvrWemms2mzQNnjACBZ8UReGYe0JtMJof2Mrag1WrZXAPyeC72lN9L/pl9Zotn+CLGqHPyc+cdrJeY4Tx5TmQSnvXzstzT01MLjD2LzTtjH2H/wuGwETVkuzOZjEKhkFqtllKplMn+AN2jAabPzPtsOv7kOs7s5xEqo5/t2VE/f2QjCL48W49v5ZwQtPIuft8hkwIQAgrJirBvJQ1l5Hg2T6iNZpTfFKxfxxg9+6OSJH63t1HYJubk2bNn+sUvfqFYLKZHjx59JivN+/L+5XJZz549Uzab1fLyss2FJx0gDsiSs1Y8HxJfnm8U6I/6uS9i+N8x+js9Ow74JIhaXFxUIpHQixcvjCSp1+va399XNBq17OPU1JSCwaABZkiX4+Njm69Go6Hj42M754Dug4MDI2kbjYa2t7e1u7uro6Mj3b9/X/F4fGgfcx743C967vzw2WueiUCe/0f6yvlk/T0h4IMUvp+sLD4SRcrU1JRlO5CeeaKHAIWApdlsDuHs0aysD4T8fsDnjvqR3zfGzmhInwXho+Ccw+XlAKTwp6amzDBjAKVBqnJiYsIcKk51a2vLQF2/39fe3p4xVNPT0yoUCsZOwK7u7e3p/PxcsVhM1WpV2Wz2M5kKDvybWHL+e52GEGfkU60+GmZTHR8f27Oil4c14T1H2QcvewEISlK1Wv2MzKzRaJijTiaTZjgmJyeNoWdjz87OGsvo38EHbszVKDi7LpZ5lC0Y3YcecPo59QedOguc5mg6W5LtnUqlYulKPv/8/FzlctkOaqVS0cnJiTneUCik2dlZxeNxc/JICkYBHZ/J+vG10fm8juHXyjNpo//OmTw5OdGzZ88UCFzIBKampiz9jf62VqtpampKsVjM0t/8PMbw7OxMW1tbVhOUy+WGmCoc7tHRkWKxmJrNpqQL0FSpVJRIJIwB4zlHU8/+71/0GAWdXr6CAwaAEnASgAKoR4mVdrttutter6ejoyOFw2FNTk4qGo0OyY4gE7xsDXtBFgogw/l4Uz3QqOO47oD2TfPlx5vOLs621WrZGeV72JOcWYgD5jWRSCgSidiaMDcAGs4U2Q4CD84+9Qj1el17e3s252+qa+H5PRj0we8XCWa8PcW2weCyB8hScFalga3xAXqn09HR0ZHtO+Sf7DsvxfMZNJ8BBRwBIlutlu1J1k8a2LdRAPhFBrmjfkgaDrL92UU/3+9fyL1OTk708ccfKxaLaXl5eWhNOU88P/bsJz/5iVqtlv7kT/5Ejx8/HiLfJA3VCXrpInuR7x2dE28vsNvXiUd+3/C/gz3kfWq73VY0GlUikTA1AIGoD+KCwaCRLuw3cB3njDkeZfD5WWTdSOf7/b7q9bqePn2qZDKp5eXloXnl3CcSic+QU6Nzd9W59PZh9Px7gmo0k8P3t9ttmzdIKG+D+Dnmksxuv99XPB4fylg0Gg3VajUVi0WrZ8M2SBfkzPn5uZEJ4G9/Rkf9nJ+/cebsShkNz8D7wSJTGwCzR5TG90QiESuohZkj+p2enpZ04RiOj49VqVS0sbFh4C8cDuvo6Ejb29vq9/sqFouan59XsVhUoVBQrVbT06dP9fLlS3U6HdPrvvfee8rlchYx+w0+Cl75+nWlxEcduweafl5HWTMifLJB0kBucnp6ahuINC/zA4PCJolEImbs+v2LwtuNjQ1FIhFlMhkDg8jZSKfD/iGZ8XM1yhyNMvHX7XQBlf73+wyaB3c4DAwWP396eqpGoyFJBoiRZfB5MKGhUEinp6c2v2QnUqmUzs/PdXh4qHa7bfv79evXVi8zNzenxcVF5XI5ZTKZISmBJAOd1x3Ivml4R+sBEnPGH9L329vbKpfLOjg4ULVaVSqVUiaTkXThYCuVigG+bDarbrerarUqSeY0cY7oSJHzkZkgyCVQYS/DupydnSmbzRqwhoEm8/H7nMV1Bbd+vMlJ+QCNTA6BFsE7TJQkC0KQc0ajUcs0lstlk6PNzs5asOClFq1Wy5hhpKRk46ampuyz4/G44vG4MdCeXMHhwf77jNZ1kynsbeyQ3//83TfzgBgJh8M2J/3+hQQW8Irv8IXwnP9wOKxEIqHj4+PPFHHjiAHH1FthayGtIGq89AIG0e+rN4HkN9n0cebOD88i+rnl7wT+koZkYdRHkQXzdhLyD/9br9d1dnamQqFg+5Y9xxwznzCmBG00hPDMKszs79t3bwoErsvHMgD7PlMLsCIwYl+dnZ3Z76chwPHxsXZ3d7WwsPCZBjXsP+r06vW66vW61R28iYxjr6NUIJNCHZEnLfzP+/l50/667gB3lPyUZLp+fh+2DVKEwL5Wq5lP5Xv4GraLYOP4+FgTExMmy+Yz2HsUO2Mntra2NDU1pXw+r6OjI6VSKcXjcZOJ++cnSPlDDU9wMCAyvMyOTAO1J/hggqdms2nBVrvdViQSGWqyQH0LGR4arsRiMZPWU/+SSCQ0MzOjyclJdTodVatVC9bYz2R6R9UWfi45v6Nz/LZ7buyMhncio4eBwcbykoBAIGCAl9TaxsaGDg4OdHJyomg0qkKhoJmZGXMAHHaChng8btIUdPJnZ2fa3t42UHd4eKhXr14ZaO52u9rd3dXp6ak++OADJZPJIUlDq9UyA8xEj4Lo63DCo6CSz+12u0MAioxFo9GwjUdHHuRgpB2DwaBFsUS9GDLpQq+dz+cVDAYNKPuf6/f7qlartvnD4bDy+bw5jc3NTf3jP/6jisWidf7xbJcPyEY333UZv9HPHP2DE4UtoHiU7/e1FIeHhyqXywYMJVkDAq+BxLEit2g2mwqFQkqn0wZuvKFlfT766CNtbW1peXlZxWJRKysr+spXvqKZmRn7XM8OSW8+tKNB21Xm7k3r4M8uRr7Xu+jKQ/cx9Jy1Ws0yXblcTvV6Xel0Wul0eshgMX+kZQkq2G84HeYbkA0ogYWlMJy6okajoUePHlnhtM8A+Tm6zmDNf9Yok83c8XVAFnYJIOKDfGSMHoz6s769va1Xr14NdRAJBoNGLhCMnZ2dWaDc6/V0eHioiYkJFQoFTU1NWX3C5OSk1Rlgg/0ZfVPq+7r2nAfDfBbspt+LEEk+MwPzOTU1pUQioUqlYgDl9PTUMlyBQMCkfOw5nDnZj1AoZOcNmQDviVOvVCoWwE5PT9v3IeegmQG2hbX/vED2OgHfm0gw/g4TShaC7/FSEfaZL5jF73kf8/Lly89Id5LJ5FCW7fT0VPV63eauXC5rcnJyaN9R/8c55Yz7OfM+w//3Osg8PutNPsgXulM7AZPMGQ2Hwzo+Plaj0dDs7KzK5bI++ugjtdtt3b17V7lcTuFwWPv7+zZPn376qX75y19acLq7u6tmszlUZwppxbP5DAVSPewwXfk84cjcjAab/h2vi1j5vDXwpAT2rdls6uTkRL1eT+Vy2WTZoVDICpfBgclk0hQF+AP2aqVSUaPRUDQatTor6nm9pDgWixkJFY1GdX5+rp2dHSUSCT148EDpdNrwTbPZNOmz9FlfcZ3D4zlPhnJ++C+qCvYd+AHCCQKgXC5bPQpEJ5lGGqZsbW2ZjUqlUkqlUraPsGvHx8cqFovK5/OGGyORiLLZrO1/AkKPTTm34IJRnPJ5mP/zxqUDjVGJ0ShgwpkAFDqdjiYnJ431rNVqdti73a4ajYZevXqlbrer4+NjnZ2daX9/31r9wUrXarUhOQLF4JOTk0MM1d7enoElGGjYUAxIp9PR/fv3VSwW1e/3lUgk1Gw2h6JKP66LLfCGIBAYdK7wkh9p0Mp2amrKOv5sbW0pmUzaZpFkxcY4G0nGsMPsAXBCoZABFA5DuVzW6empsV6wy3SggnU9Pz/Xb37zG62vr+vOnTvK5/PGekkaYg1H583/9yrj84wqm9539zg5ORmaFzIO5XJZpVJJpVLJ2CdYPGlQl0B2AsfE3GIgJRl7wO+Gner1ejo4OLC6hUajoZOTE+ueREcm9JfS4Ex5B3wdY3Tfsr+lQRca32UCR8a84TilC9BVrVaNFcHojdoC/sAAs8cBbBhanDCsDS1N4/G4arWarReF5oFAwFLB/D5vc8ZlWsYZ2DufjkY64t+dgAlg4+UrJycnqlarqlarSqfTisfjqlarevnypdnAFy9e6NatW8pkMtYmMhgMWqHl4eGhIpGI1cAghcnn85qamjJgA9sIYOS5sQvX7XjxAZ6QooDYS8AIALyNAsz4wl3q+XC4gLhEImHnk8wN59YTRjh8XzDKGvoat9PTU0UiEc3Pz9tz12o1Ixt8kernBe5f9L6ThjM/yWRSExMTQ23LCfhHgysCsEqlYrLEyclJlcvloX338uVL3b59W9lsVvl83tYR8u7w8NAAeSKRULvdVj6fV6FQsFqsdrs9dMbJyPPn85QQV5k/D+AZPouPfWMe/ZwBWre2trSzs6Nnz55pa2tLR0dHqlQqRpxQ6Pzzn//cgOD29rbOz8+1uLho2ewXL15obW1NkqzhgSfGIMNYI5+1TCQSlnkZzUK9KfN4HSTLmxhrabiQGbKCTm+efD06OtLOzo4ajYaOjo6sbTnzTbt45MXI8GhlC/aDLCRTlEgkrNU12Xb8Jz4YjHh4eGjBGUSsb+jwRQ3/+Ui+vG/0dbe0/oVUYV59iQC1o0dHR2o0GkakZLNZFYtFC35LpZLhx0wmo8nJSaXTaRWLRSP36vW6Xr9+PaQsyGQyyufzajQayuVyKhaLCgaDmpqaGlKG4I9HSyPGGW8daIwyeKNf90zKycmJGo2GgVZvcIhI0eE+f/5c29vbQwVpgH7Sr0TEkixVBOPFRCPvkWRgBsCI0z87O1OpVNInn3yiRqOhBw8eaH193epBYA8Yoxt03IkeNQSeRR79PjTvvPvOzo4+/fRTO5iNRkP7+/uWIp+YmDBmPpVKWSqOdfE6wKOjI2sjR6AXCoWUSqWGWgdLMgfcaDS0t7enyclJA5p+PsgWARrelHq7ytx93s/7vwMgut2uHc5EImEsAYap0Whoc3PT2tECGmA/YFd9JgTnRd0Qn0MQBigaXU+MJ3tzY2NDsVjMDCpZOUD9m5zkVebO77VRNl4agOVgMKjJyUmdnJyYYaZIO5PJ6OjoyGpQPOBqt9s6Pj5WJBJRrVaz9H8gELCAot1uD3XHICOEgyEDRGH+wcGBBbb8yefzyuVyJmM4OTkx5mb0Xd/0/uOO0Z8fDajYV7RJ9aDay1KQOJL14ed2dnYsS4vTrNVqBmy3trYUCoX0/Plz5fN5LS0tKZfLKZvN2j7e3Ny0s765uamdnR3duXNHa2trWl5eVqFQMNkMmc7JyUlzzD4gGB1XsXWjn+uZbGngjLHz+A6aLPAHZnRqasr2IJlKHLRnVDmLnpVHIsDvxUZ5O0+25Pj4WJubm3YuFxYWJF1IJjm76KElDZ3X6wIzv2/fwez2ej0rKpYGdoq9cHJyYvuO5wMk7u3tGZA+PT3VxMSEdTDsdrva3t5WMBjUixcvVCwWtbS0pGw2q0wmY/Ozublpa9xut7W3t6fbt2/r9u3b1rGPecV2elDoM6ij4yp+4k1ZHw/MISRarZbdK4OtarVaevbsmT7++GOVSiW1Wi2VSiWVy2VFIhFVq1X94he/UDqdNn08xJV0EfDx/wcHB/qHf/gHVSoVKwzf3t62rn3UGCCdXF9fVy6XMwKNro/MIXLzN72nZ6HH3YOf97OeteZ87O3t2d00ZJbJ4lDfdHR0NGSfkTL7eiF8AWfRB31kOvidvkU1BB3/lkgkDAe9ePFCjUZDBwcHKpVK+uY3vzkE+KXPklLXMUb3LBk86pwkWWkA2USIoOPj48809EFRwbsgR3v27Jn5if39fQtcCPrj8bjhmFgspp2dnaEsE0QJUslqtar5+XlVq1WVSiXNzMyoUCiYjN5nH99EGl9mHi8VaAAYRgesFAwRTLG/bATncnR0ZA72+fPn2tjYMHnGycmJJA2xIaS+fQoWMO31ftwr4QcLSxaE4AWDwCFeWFiwNJ8/QBjDq27MUXbvTXPLPLLAgDbmHIfpC5cB+DhYLqXiuQHCgFjAH0EL9xQUCgUlEgmFw2HVajWrVajX6zo4OLAuV1tbW/rGN75hjhjNPC2DffHf523Oy47f9xleitFut61YjI4xgL3NzU397ne/0+7urjHBJycnSiQSSiaT1pbPR/MUpfJ3X6zHHiHzBNipVCo2dwQySDh+85vfqNlsKh6P6/T0VPPz81pYWLCMH7/nugwhn/N5KXXPHpP52t/ft5QtYI42x7DO7Ef+DttEYEdGhKwSKXJqXdjD6EhJpcN4kj2SLjJ2GL6ZmRmrH8rlckMF4qP7hPkbV5/7eQwhc4mOmiJ50vuwabBrtOgluPLnDzCMLAwJGYE8REmtVtPOzo6ePn1q97Ps7e1Zowvp4rJEurLs7e1pc3NTjx8/1p07d5TNZu3ZR4NbbM3o2brK/iMz+ibGmjMFy3l+fm6BbDqdtj24sbFh9o89R1YGAEPASxbDg0ocNnaJwBCH68EnAIizXy6XDfSFw2Gtrq5qamrKHDNZGR9kjGakr4uQYmC/2Xv+3hUCDzq+HR4eWsabbJAPUMjI1ut1I+doLSoNOtOQRX/y5Inu37+vfD5v2eDd3V31+33lcjmdnZ3ZfU40K7lz546SyaTZVC4WY9/Bknu7dFUtPT//prn3mdpSqaR4PK58Pm/3MRweHmpra0s//vGPtb+/b9KWUqmko6Mjy0Kfn58btsHnUBfpJSjIIBuNhj799FMjX3d2dhSPx5XJZBSPxzU1NaVms6nt7W3du3dP+XzeZGecVbqHQcT+vqLdcQfz8yY/QVBIc44f/ehHkqRUKqV79+4pkUgYycEdSciDY7GY7T8Kxfk9/sI9SRbI4ysgGPCpXr6H7J0ajfn5eX3yySd6+fKlSQRTqZSRpp+35646d6O2c/T8g1lR6+DfsFc0RCqXy4ZJPLmOnAwZFMQu2X+P+QjMjo6OrGX3wcGBBTHYV4jmarVq94Eh1drZ2dHq6qqWlpYkXdiCTCbzmWDN+9i39RWXkk59XlSDQ4CJ4oBUq1UdHx9rf3/fmFIY+levXllg4Gs4JFkWhMWMx+O2aBhKfg4ASMTLQhFFAwByuZz9PJs2FAppc3NTjUZDMzMzxvpls1m79ZjPuYrz9al6P4de/oPxqNfrlgbLZDJ23wXGrtfrWVtaL92AOfJMNc8uDYrHAbX9ft8CDW4e7vcvWt6yfjD+3AnBBl9eXjbjQZAHuCAY9Gs0umcuM0aNqd/gMMk0CyDF7QvPKCAjDU4ATAYIphlJGX9H6iPJZHienWfPwkDzDNQoSBoq6C+VStbVJRQK2V0RXDpE73ovdbhKShzwgz6UuWTPcVZYW/bW6empdTgjSCJooPATiZ0kNRoNe18uxPSFjUgB+N3olcmWARYhG9gvuVzOGL9QKKRkMql0Om1khs8cjJ4t1ue6NMsM1hIdsZcFBQKD2rNms2kSE3THaK8DgUERPBnWo6MjY/SwVchPAcG9Xk+//e1vlUwmTRrDv7MuzWbTsj441fn5eWWzWcViMbvcs1qtWr2Vv2viOkCLJ2iYM/7ra5OQbgJ49/b2DPTt7e0NBf2QKRBOSE2QA3gdOB2oODP8G9ltL4Xs9wf3QhDwk4Gk73+hULDfA6jG+XqCCEB2FWb58waML9kz5o/3iUajlj17+fKlkQV8Lxccsu+azabJR9lH1OURwHnZ3yeffKJUKmV7m4L6brdrDQd2dnaMKGy1Wpqbm7NCe2Sq1WrViC3flvk6zqknVjwQIiCEKPvoo4/0jW98w+xDu91WuVzWxsaG1T/hJ5LJpCYnJ42E3NnZsSwOfg8/nUwmbV95wo9AOhKJWCaAYt5ut6uFhQW7Z4jGJBRIp9NpyxCzFj5YG33ncYfPXLxp8Mzb29uqVqtqtVp68eKFdnd3lclkhhpSUCs12nURzMHzYwsIwiC1ONfsCbLnPMfU1JTJ85C8BYNB7e/vG7ufTCZ1//59k+tDCvH7+drnEb9vO3jO0QDDZ2Qgs9nvwWDQgq5Wq6W9vT1tbW3p6dOnpiog88N59dJDaSDhpiMopC/ECddGgH8gjdmzfC0UCqlarVpQK8kymrVaTf1+X+vr68pms59JGlx23711oOEnk03JZieFDRCj4HNra8smnbTO3t6e9vf3Va1W1e/3rbC20WgY20l7PgwaRpXJ4XlwEDwbgQGFmQDrdrutbDZrnap4ZnR8SEaWlpY0MTGhVCpld3TMzc3Z7/Ns62UGzhUNv0/dt9ttVSoVA1WSzNB/8skn+tWvfmXsIy0fkZ+RImej4SwjkYh9HiCCA4lj9Zvk9PTU1hJ2GwYaYwAA39/f1/LysmWcYLUBAKzLqNG/ivP1DLVvr9jrXRQy7uzs2A3CjUbD/g3jR8ALKOt0Ohak4FDZp8fHx0omk0omk+agRoEz349RQOKGdhk5GWwGjKEP/ABYd+/etXX3dysQ0Iw7b+y50Z/36VCCU9heUuMHBwd2jmFaWH/2lQ++AeA8P+Cw2WwqnU4baAagI7k6Pz9XrVYzx+2BG2BOGhQhFgoFnZ6eGjva6XR0cHBg2Q4PXK4CXrzzYO96SafvoERRH+sbCARMukfmAUkU5wS5BvbNB7CwrNgl33TAM890VWLPk/HEFjx9+tSA9Pz8vKanp7Wzs6OXL18qn8+bvMVfCPr7ZKNvOz4vY0twiGM8PT3V7u6usefSRWYG3TtnD+fqM7leniUNWtZyLrH/yPn4HuSOfp/wmV52xM/T1WtmZsbufuK5fI0SmeirjjdlljwQQzUA+AKYeDYzkUjo4ODAglzIIfYdzDyBE8/uu79Jg1as7Hvmin3X71/UrwB4CFZ+85vf6Pz8XHfu3NHCwoJmZma0u7ur58+fW60R4Jnfw1pc1d75OjnOLVmFH//4x1Yvt7KyYrLC58+f6+c//7n29/dVq9V0cHBg75PP5y37in+EWOESUS4Bbjab1iWNAARpFlIpFAPYV+Rv+/v7KhaL9jOSrHUpWQECTX4PcjTOwlWCDQ+QR/0O2KtarRqpRlYNTAHRmMlkLEjnzNOpykukkNF6qby/X4T3wwZye32vN+gMFwqF7E4v/DAEI76F34UvhqRh3/uA9Cr+YnTefU0G9rlUKpn95lnwu69evdL29rYRTpxp/CjYl3MPuQa564kd/An2AkLx6OhI3e7wvXETExOqVquamJjQ7OysIpGIdnd3ValUbE3n5uaGfAN27rL1pJcKNEadL39HT4ZcBK1epVIx9oW7CA4PD3V0dGSbBlDAIULmBIhFbgX76Q0Ksh0Wlg3IQrEJODy0s2PzU0sSjUZ1enqqvb095XI5ra6u2lX3vpZh3IPsnSWfg+FqNpv6h3/4B1WrVT1+/FiLi4t6/fq1fvrTn6pUKhnI8s6GdKLXwTOPgDRfhMXmTiQSQ5ewwbiQHcDQIAUCHMEUJBIJ1Wo1k55RjMmBwLByuL1WGtB42eEjaP4f54jW/fnz51aAhpHi+wnaYOZZw0AgMKTt9mlOJB2SzElLgwv1YGnQmcOYcqswvx8g7cG973bCecnn83bxJPP5Jlb4snvOgzHYF4JM9h6gCWdQq9Usg4NDxdgRRPK9BLyZTEbpdNoCCYyaf3/ar5LxYE35Xl+nQgcv1vr09FSvX79WKBTS2tqarUe1WrW58tlBX0c07vB7jjOBpBODzZ56+vSpyuWyZf0gNarVqgHCWq2mer0+1HbWSw0J3kKhkBqNhrrdiy50nskkMxQMBpVOp61WCIcPGyoNNMEEvTs7O/roo4/UaDT01a9+1Wyh36teCjDueeVZ/b7DRpEl5vkkWSamXq9b1pHzwbP4ji08F46YvcLv8bI+5tfXcPFskC6SDMzBHlJQXa/XLfien5+37C/1bOwFf+avUlw/ysaP7jvsKX3wnz17pkqlolgspnq9bpkwABf6dr/vCDRYa94FIos59iAlkUiYT6VWAzDD2WYNkPqw7w4ODvSrX/1KlUpFX/7ylxWPx20NPJklDTeruOzAriEtwma9fv1aL1++tG47uVxO//AP/2B1jr/5zW+MKC2VSqrVapqdnTVs4m9OBqfAqmezWWtOgY/xWTZPHOzv72t3d9ekZGCLV69eqVKp6De/+Y0ePXqk+/fvK5VK2X1h7XZbxWLR7v/iXDBPV8l6+33nFRHSQA4vyeoICKSQDMOI41eo4SR7Kcn20+npqTKZzFAmCSIBfOBVLXwfwRYyKOoH/t/23vTJzfM6877Qe6O7sQO9r9wpkrIWy5ZiJ7bHTuykajL5NH/m1HyZD5mpVM3E8YxHkS1LUUmiSJFskr2igUbvG4D3Q+d3cAFSJmyQWuqtvqtYkqhu4Hnu+6zXuc650XfvYQHAkaTl5WV98sknmp6eVrFYjKQFHe3UtW72D133Cgl75rEqCebTp0/jeZmq1d/fH/f2MLmNO6WIz3woSyaTaYv3vM9IUgDRxDXoA3GKV8P4DsDZZDIZAEUul1M6ndYXX3wRMgjDxmOoF10XSjSc28ofeGJkYk7/yOfzYdgor2G8e3rO74AgWAUdgs8M3YDyj5e4MWSgUyjI8PBwUEE8OHM+MqUlkGa+j0Rjb29PAwMDmpub09TUVPAKL7qxvhwF8EbtRCIRUwGq1arW1tbinZrNpubn53V2dhaTHPjn8fGxNjY22gI0Aj8u+Ws0GoHqccEcdCCeBWNAydb3hsSGBulEIqFcLhdTSaAoTExMROM/wRm0GpT5ZdAWz5xRHigqKBwygmPkXHGCPT09MW/b+3bc0DDKFioBMupNa/4djBw9OzsLCgIBCogWNAVQeNB9pqZBZ3j8+LHS6bTGx8fjrhLnfXezdyRF3mdEkEry4COlueWcJNMX9Af20YNQ6AV8DwEmnGin0hHYUCFyJLnZbAYq7zfngqaOjIwol8tFhZN9hRaEg3tZqh57x+c4DQtQw20OtJGVlRWlUiltb2/ryy+/jADa+83oG4D6g2x7/xgUH5zs2dlZyMTw8LDy+XycFyV1GiSR0c3NTWWzWfX39+tf/uVf9OGHH7Y1hTNlaGlpKbjMBKaeVHe7dwT8JPA+rYmEaHR0VJOTkzEMQFKAGsipVzFwythiEg3kiD3x/pDT01NlMpn4fqo9DBOhWuT0PCpvUDDL5bIWFhaiuuHBpyfdr2I53Y99ajQaMeHPk6+DgwM9f/5ca2tr0Wf25MkTDQwMhK8E9GH4BJVu5Bs9JjAEAETuuI9jaGhI+Xw+Bo8A0uzv70fiCD2EqtSf/vQn/eEPf4jvIChdXl7W/Px8JGzeO/MyOos+uf4j08ViMSZKEZQxUh96F/Q8qI34Cunc/kEvYQgLSRsoNJPypNaUqePj89uZmdi3vb0dus777u3tBaUSZHt+fl4PHz5UpVJRuVzWxMSE/uN//I9aWFhou/hTat1O7lXYbvaOPUN3qMDAmkgmk5qcnNTHH38c1W0HS7HJ2C7kl8/D5+JnJYWfZSQryYTTp0g+ffQ/8QlUQk/yDg8Ptbq6quvXr2tkZEQ7OztBkYY18+9RxV50eTUBQFhq3WuDDSPJx0YRoxBPQDVj/K9XIzhfbJxPlaMKhF5iE9k7p3FzHs1ms40qRVWsVqvF9Q8+fODTTz9VpVLR3bt3I67zSi7v/O+tCycafkC8CIJDhsSGkJ2RHICQcxCjo6MRdBCE48g9+/QeDdBKN5gIPKg6L4+xZWN4ThrJ/SApzW1sbGh0dFTr6+taWFhouzfiRTe1c2FUCJJ4T9APeMCSYgQv91jghGu1mra2tsIZ+zhenDBlWpItGmZ5f5AQhNDLYT6ZBoEkYOA+hIGBAS0vL6uvry8QlkKhoNPTUy0vL2tiYiIoGV5d8iS12/1jodyURrm8Bw4wSIEnVP67kgLJZR+4BR0eotP0oGKA+kitCTAYR+bJQxEiUKeaR5WOIAq9wWh88cUXKhaLunPnjq5cuRKzv9mzboI+nteRDZJAAqmnT59Grwjo3t7eXlQnCADgYiNvvLujTSR7p6enbTLp70+SdXBwEBU0AvJEIqGRkRGNjo7GDeHsERU9nGyz2dSzZ8/09OlTvfbaa8rn8xFovEwJ3PeOJNT5+wRG2EF6p27fvq2Dg4OoDrohJojA2UF54HdJTAFTsI9UIpn446ge+klw57QhR/lSqVSgZyTLzWZT5XJZ77//vo6Pj3Xr1i2Nj4+H3lO5epmKhlMzkRXsMs8MhQFKAaNrHdXGtjcajWiclFpDPtgvGnQltSUaAE/cn4Md8elnnQ6TCYTIHiMiNzc31Wg0NDk5qVQqFd9DMM73v4ydczqHA2r4RD6byunNmzdD7tBxwI3t7e3QKW5MJjCDrswZEEwyNvjs7Cz6DrhMjWBKUtzlBMDImcC/R3/phwPgqlar+uCDD3R0dKSbN29qYmIi/BFUrW7lDlnzSi4gEOOfScKpum5vb7f5RhZ2Hz2VFFUe/Aa+Bopoo9GI/yaoQy6dzp3P5+MWes4bkGpvb0+/+93v9E//9E86PT0Nqltvb28kvPhUH9tLYOn9fRfdO39/YjGahkkExsbGVCqVgqIHXalarQaYjM8FkELGvNcMdN3jDL6D/Sf59d4KKG38LrrKOyDDfX19+uijj6ICTvWJ4L7z3oiXSXI9LpZaMTGyzNmMj48rkUjogw8+iEo030vcQcWsWCxGMgIIQlXJK37YVa8woYcwE3gmfITUShR4Tq9eSud2l3timK5GNXNiYqItQXvRZO2FEw2UgtKo1EKBESJQn2fPnkVzFaU1xtvRrEggcnBw8JWAWWpxwTBWlG/r9XpQMOD58fugDWyipKAu4KgxRhjKgYGB4AjDtdzb24tmubm5ua9MSLjoAtlDmNwJ02z26NEjDQ4ORiWhp6cnkgoMvPOTPWt1dIN51SgTCgrtifIxBpCfoQLC3mPMUG7O5fT0VKurq1pfX9eNGze0sLDQloA6zzeZTIbD7taB8K48F0kic/Wh1IHmctZSC6GhiYx/J4BhbBxK5sExyQjBhieljcY5bxqkEYQAJyepLSkBAaJJi2SJSlGj0VA2m40A6NatW1FNIsjtZt/c8XI2ULTgV9MzJZ0bFWZs46gZp9dZBSNJorwrKZxtb+/5pYYEiZKCMgD1gMonuuD0CanVbwXCs7u7q/v378eef/bZZzo7O9Ps7Gw4XG8afBl01J+bgAMklP9HwtPf3x9jQD/88MM2msvR0fm9BKDo2DGCC4Jdgi13fjgN5qKT5ACQ0EvAcu6xpDZaqlcse3p6tLa2FrrDeTMQgosAXwbt86QPvXF6m3ROe1tfX49mePYDuZPUpiveYIucQUkDrKIiNjQ0FNN9AKucUtPT09N2D5DbNoJ4AhcQPp59b28vxgxTjcJ3OaDUzXKkGoAHe9oZYNJcPDs7q48++khnZ2eBwh8eHobcsSeAdegstpSEFd8KWDI2NqZisRjfiy3h5nre1emj+BD2CmYBIMfq6mqcWSaTUbFYDDvhiWC3C7mhMs0YaICNzc3NQJRPTk6USqUiMaayVSgUNDg4GAAj+u7TxuhdI0Gl2ogfcQAWFB3qIPftUF1DhkgYoQ6m0+nwZVRQqFAxmpqElPin2xjFwWP+/fT0fHDP8fFx3N+1/a93oKXT6RiTTdXWaVde4UZPWVDWHXAlKMdv42cAjknkxsbGQo8ZXQ/oIJ0D3diS1dXVGOrDGXpPL1Xlzt7fi6xOUIv3dwYGvbNeMV5ZWdHBwUEAethxrwTzO3wGssbzSq34m4q/V5HRcewfYLH7GYAlt1nEQEdHR6rVatErTfLoOi29OMX2hRONnZ0dVSoVLS8vR0kQQ0WDWL1ejxIMo/Podqcsi4Mki2LTUEiCEBIYjCMZmTdiejkdpNAVht91Ph9/1zklAQHGkJfLZa2urmpubi6akbo1hCgTXDuSMp6baQsoAAgQFCCycZIMkjeEBCMF75qA22laJFDOKeadcS70YRCE8DOgsWTAIFa/+93v9OjRo6iUoNjw+zkbp59ddDnPEMSWEm2lUomG0t3dXW1ubrYhm2ThJF18HnviMsb5SC2uJwGgV59wxn4fAb/rwYH3OIDy4SQYH+uJTb1+fncC6ND29naMkbxx48aF943gnbMm+AIV7+3t1cTEROwbTdmgciQSBA84H6e0EICRgGG4OGucAQESzpEmPkltfSDuCAhicGJnZ2daX1/X3//93weQkM1m43cI2Pker9hddOG43YERpJKUA6hUKhXVajU9f/48+qbQTVBPpmoxvQYqFRVgp1biZJlM0mg0YmY6iQlACXuFTOO40+l0OOVUKhXJIvKbSCRCvz/77DONj4+HnPKd3e4d74JMOwUDqiyUL6/UOY2nk/Z3dHQUQBJgFYEIyR5/2A/OyxvFncePzuMzCJxBPQmQ6HmBbw/QBlBE1YE7nfiebpYHjy533gR6dHTUJnfPnj1r6z0DZfZqD02wjMT14Iv9w8Yid83m+eAP/AIcet7f+elUJkdGRoISRUBdq9VCb5A7Sbp//74mJiaC/sH7dbt3u7u7MX4YWiuA1NraWsQM7OvY2Fjb6E7AOGyeJ1fYKoA5fDcxDDeoQ0fDL7O/+CvoY5La5BVdq9frbeO/m82m5ubm9KMf/ShQbkAnqgd8J2fbzXLGAWd6cHCg5eXlAGSr1aoePHig3d1dpdPp6A1jfDb7jfywT/yhskVsg60mQXZKKb/vg25cL4jnXO49DkTeaMzf2NiIpJIg3qu/krpKNJxmDdABCOJg/OrqagwFWVlZUbVaDQCZ4P/4+DhAQOwiAIDLBLbQzwl9pYLGMzjlyoEYfBDJCT4NO5jJZL7CEOD+ueHhYc3MzMSUtBeNiV840VhZWdGXX36p58+fB2qH4XcUjNI/AQ6KjOEmUOtEMFE454eRAWJgpfaudxwR2ZrUKt2TJeIMcFB8LodCsEiZHWNTqVTi8hk40t0uDhyFBpXEIZdKJd2+fTt6HXg30A6SL6gZg4ODgX4QUOF4QZfg1GNAKHd7hUBS203LzDuH5sOIRJwBZ4Qz3tjY0OPHjzU9Pa23335bMzMzkezgOEgyunUgOAEUBOPNczUajSiDM96W7yMzJ7DjfhRofdA4PDh2iglJDYEdzZKdvGSSOueLOrcfxItgrtE4H4pA4ENT9dramh4/fhzJbjabjSrARRcy5HRGAnScXj6f1z/8wz9odXU19gjkBe4t1EepPQj0nyd4dXQJQ+gNuv57kqK/gLPhO3wR1OHUmdVPuZifkRTnC+LSrcx5xRF539/f1/Pnz8Pxrq2txahHZruDLIGoSoqKIEkCsnFycqJyuRy2C/QK1B7dJ9Dm93A40E2c5iGdB+xjY2MaGRmJaUkki/V6Pe4smZqaUrPZ1Pvvvx/TYkqlUjitblF55F1qBTD1+vms+EqlEvLPPQNSq4LqQA/BgNt9EEwcrtQCBdwpesCPjh0eHoZ9hQ5Fdcl9lPsK5Ken57yfkIvusEn0PSDXPuWvW7ljD6GYcOMyusJ0JPwplSjkjoDeaYtUZQnCNjc3IyAnICbJIdDr7e2NvkrnhfNsjpQODAy0yV2pVIrAjtGsfBZTHN9//31ls1nt7u5GwkGC3s1CR/f397W1tRUjOYeHh7WxsRG3vmNTCeqQLXSQfkbGLVMBSSaT0c/hlDZAFIJbkluvqpJwe/IMZ59El98bHByMhvvPP/88pmbl83n19/fHXRveM0TFsBuKrfTVCwCJn2q1mr788kt9/PHH4dOhCvJduVxOAwMDMWQGeXGWgE/HAvzAxmK7CJ75w+9VKpU2+pjrCYkCFQ4+D/ru9va2vvjii7iUGUQefXYmRjdAaLVa1cbGRjTu04O5t7cXdFD0Fnoigz7QPdg90nmyzJhk7C/xrAOl/CFx4+cAQ7GfVOJcPmAGefIPoMqzARzwfY1GI2j7q6ureuedd3T79m1duXLlhYc3vHCiQVmxr69PtVotNhKOrXPUvdGOF5EUlQEvBfMyBLJSO7+crBEUQVKU4gjCcOZOSyKLc2ftGXFswL8KOGVKgkqmaDiF60U39euWf5aXJ6kIsTckaZLCiREIU8qn1OicbegABDSgJwgVaCtBG/s2OjoaigmiwFnRu+BcVZQUJ356eqpSqaSf/vSnWlxcjGCJ9/TJLN3umydSBBVe4drZ2dHy8rJ2dnbCwCNjIFReFZEUlAiCFqglPlLVAxqMHc7LA0ioMn7bOFQhGsGQVYKT3t5ebWxstMn15uamPv/8cx0fn4+HxDB2s3dc/ETAAe/c0fZKpaJ0Oh1N4G60+OPNfQTIPC//TmKK0fSEw+ku6Brv72MaBwcH44ZwqYX4Uc2A2oAsYBDpacJZ8b4vQ5/i+ygff/HFF9rZ2VG5XA4kHCqPgxxw972XxJMHnIfT72hq9J4BfsZL31SZSDCYskYiyYQ/p1h4tUhqIY4k5729vXr8+LF2d3f1wx/+UG+//bZmZ2fb0N+LLuTEAaXDw0NtbW1FVQW9Qr4I6v2Olq+jhmBPoEs6VYm+JkART16waZyBJ7PQd71xGpCFoJfnPDg40P3791Wr1TQ8PBzDQkCaAUReJklD7ra3t3X//v0AUHgXH+BBpRFdgXqJ3CE7fpbYTnycI+vINvabBIWA5ezsLOQOamO5XFYikYi+QL6PQAZbzDPs7e2pt7c3qNXvvPOO3nzzzbi8tFu54xI8aM+7u7uhm9itbDYbgACBcU9PT1S9k8lk3AuBT4Arv7W11RaoMa7f2QOcITReAl+mrQE4+cQ1ZxJMTExEHDAxMaFCoaAnT55ofX1dv/vd7/THP/5RxWJRV69ebatmEFt0Q7H15XHX2dmZHj58qLW1tfCFsCtI5PlOaGbILkE1+urN4x4f4G+hMQJOk5jRY4a+Mm3NA2Rk3atPJL9MY7t//77Ozs60tLSk6enpNlYDE/u6WfSnVCoV7e/v68mTJwFqAHhSaeJZHaSnEuJxCTZNaoGeVLfQM57ZY2v2HLsFawg5ppKJ3DG+m4SQ7wVQoIoE1bJarQb7IZ1Oa3Z2NmKqF1kvHDnPzMxoampKu7u7ev78uZ49exacPZQKw3RwcKDtf71hGvoNBgQkgE2VWqi1l09BRBEksjcEiYAzkUjE95DFSYpEg0CdjWdTnULCDZSg3zg8xvQWCoVQ6G6Wv4M7vnK5rIcPH8aNq6CNBBQoNMpP4INQUB4HUSXgxUHj1DkT0BQMHg6dZAzqDMEfTcM4N56HZAhlKpVKMfnEG8glBfrc7UIO/ByZIPL555/r2bNn2tjYCDoZy2lQJHYkvwQ//PFkjudGrigzYrzYO/aYoMw56eyzUzpwQIlEIsYPS4oAHyWvVquam5uLm2tJFC+6KCUTRFBq3tnZiVukue9hbGwsjCWyBW+YIMOTFe8zcLlAXzkvHBEBCJQF3j2VSsXELgJonDBBgFPLKBOn0+kIDB4+fKixsbFoPqRfx4GLiy503SlhJI+VSiXGRPf2tpqBASs6S/DoG/I1OjoaMgwaKSkm3XjFiMC1t7c3qsGACtgSEm7sGpe1QR/BUWOD+P5KpaLd3V0tLy/r8PBQ9+7di3fp1vFKrQoO/94JJlHNlVpBL8k8Acbh4WHsPYEvcklA4lU2HDKURr9olYq7398BaIDu8/vYPGwbtAZoCEz929/f18LCQjTRc4bYzm7tHXbfqRHI9NbWVjS2JxKJCM460Vn/LAIFElDsp3Os9/f3Y+oYCDR650ixAy34efx1vV6PC0m5f8iBvUajEX0J0DS5/f3OnTsBRnVW2y+y0BNkpVwua2VlRdvb20EjZEKeU/NITL0CMjQ0FDEMVGCSe2TbqZkAIgAP6CJ0skKhEDaD5vRyuRxJTiqVCrmt1+tR7R4cHIxR+5VKRZ999pk++OCDoDJjA4eHh3X37l0tLCzoypUrF947ZKezokYVl7iJ2IgJk+wJz+90G6jmvhdOPwZQ4Nw4ewcSnRXjlFOn7/X2ti6IdZlzf10ul2OSKNMe+XyPtS66CoVCDN95/PhxDBpg7/h3Pn9nZycqHPwMsSxAMToMEIxNwR729fWFn/C4GV08PT2NyaMAPfx/9pazIH5DlvFL+AqGdaRSqTbqa29vb9sFlS+yXjjRcKRweHhYpVJJ/f39cd15Zybm5USUn4MH8cJxEGDwGfwhCPMyEHOpPQv0ABS0EAEn06PESaDoCBkHu7Oz00Y58Mt1ujWAPJ8fSr1+fpN0uVzW48ePw/hw8AR1kgIhANXkXage1evnk2mY1gMiQHDK3uBMEWSoYih9vd5qMOWMOBuEjzNhf6l0fPHFF/qv//W/Kp/Pa3p6Wvfu3YtAVWo5vW4XWffZ2Vmgo48ePdL6+npk8I6enJ6eBv+QgI4Z3rwPSRW0FHd0HtwwYIBAE1TL0QCvFjiX1B0zBnhkZCTOaHx8PL7fKTUYZmSmk070IgtD45QU0G3QpsPDw7jrQWolJ9CFGLuXTqfDoXiFh/fFkJJ4ITfYCkbwQT1A1jgDKDQkE1TuPGCDDkflDd45Y1ox0p6YdCtzgBoeeC4vL0czKaAENBP0hQCZIIDKAZVFDDxBDgg7gTeOgj10gGR8fDz2xu/UYd8YtoFu0nODzQNJ5qIoJu6MjIxoaWlJ4+PjYU9JZLpZTkdwXeI2Xyq4yL1TjbDhOGmCCgIR71NATkkq+cN5EUA6J9sr5gQYJHSAMX19fWEj2AP8DUi3g2A+Fcf73rpZgF4EGfX6+RjW9fV17e7uBq0Hu4QMoSte5QZUIMjAp5A8uI+g0oXdYvpUb2+vxsfHI6nw6VYEhdB4+Hy/xC+RSERVnEoCA0lGRkbi4jwH4rrtMwBo5GypDq+srKjRaMTdNp20ZPYRJkO9Xtf29nbYJBILEmD2zFkcyCryMjo6qkwmE0FZoVCI8dwrKythOwHthoeHI0BcXV3VF198IUlKp9PK5XJB2U0mkzo8PFSlUlGpVGq7OJLKw3vvvXfhvUOPqDqA9M/MzOjZs2dhl/AnAJzIEv4XaiZxmwe77Bt2n70jNiCpQB6hIOFnvfKGDSP+IaFGd6Xz3ohyuRxU+GazqWKxqFwuF3IitUCVbippNMV7rwI6R/UW/0Zy7n0r+H1sCE3yxKfEvF4JQse9vwRZ8sSeKjn7ip0kbsRmkZwh58SADJYgzh4YGIj4DtrX9vZ2UO//vXWhqVMEeSBmNPmQ6Q4MDMTGDg8PK51OR0Ymqa205yUbL4NLCp44gYWXwdlsgmQyf5w1n9NJ/ZBaAT8ZN5QWArtsNqtSqRT3UUBDgFLVbeBCYOHlb7/YiADAkRb2DAfIvyNMOOmxsTFls1klEomg5RB8w0tE0ViUK5PJZCgBDtnL/k5bYg+9LMzPfP7551pbW4tRcrwX50LA0e3ewVWG40iwy3sQnICa+rlTIYOrTsUHKgAyjLHCYIEcgISBuhFAS4rqh1dDvEcBA+rNgcgp6BhBuaMT3MyJM+xm7wgCCIL592QyGX0XGxsbWl9fjwCE/SIIAeHzaTY4ZQJIghB+h0QeWh4GFmPMn4ODg0DVuSkc+ePMCbg4H861t7c3ENqenh5tbGzEnT2eTHdWF150cU5MJMvlcuHUAB8YwOBBlU8HISDjXKnUkJTiOJEV7BXBsSfPzrF1CqHTRSVFQum3pCOzjhTy9wT0Dx480O9///voseqWviK13zLslQuawNfX17WxsRHyTfAGOEBg4UASU82QTd6JOwxyuVwb6MQ8ej6XgIX38n4YZAVZIlhBF5C1ZrMZEw0Z/dpsNlWpVIJXT+XvZahTBOP0aEFl4E4F+kew7y53XgXETzo1FJ0CXOM7CeSk1pjeg4ODGCRAwsu+8M9On+IXh3FG+A9sJsHN2NiYvvjiC/3+97/XxMRE27SqbpbT5KhWra2taWNjI+w9Muf7xP1KDhZA8yMBw1f7ABdsO4kdVSPsLECXgx7IDE3zBKUAO8vLy1pZWYlkdn19Xc+ePVMikVCxWIw+RRqyU6mUUqmUJiYmNDU1Fc9y0UXSyHtgw1977bWYMIkvpxLgw2Z4XpI17B1y5f6FPeSzCIqhueMDiTN2d3cjBsM2orMAUuwLDBt05uzsLOKR3d3dAKnwXW6nuwGSqZgiK/Qara2tRTJDjAs7gj3mXdh7+jkkBRgJXZh4EJnDx8BWoapdr9fj4mx6jkha8KU8Mwm3PyeyCtBC3MA/sU8AXisrKy++Vy/6gzimSqWivb09ra+vRxN1oVCQpHCUBGpc3uONuJ4AIAw4URyJc+f4ew84EG42COQTYeeAcNYgBvw9GTVGFCNACRUhwgASqDIGt5tFogY/FKVAcAgCOWCEgelFbgwITAiAQUZJjkBNCfz8ojqcB9xkqCz0oJCouOIhxI4We+BD0LO4uBiIAdw+nrXbtb+/r42NjVBeAjcSWx8BiLFCsZEdAhr2jyAPxB06AkrI34O4SAoHjUEgOZVaAR7DEUhGqEJ5Qyt0JFAb6dzQE7ycnZ2FA6IC0O3+IVfee3J6eqqNjQ09ePAg6I9SO3/dy88grLw7Rg6ZJFlDp9Fdn9RG8O96zxkRsFC55I/bCg9ezs5aY3Kl84Dos88+C06zU566pbAQHD158kQ9PT0qFAoRpE1MTCiZTEZ/mk80wlbA20ZOQL49ecVJ8F68I7QwdJc9SiQSUfl0veNsqS5yASoySFA9PDwcNocKXb1+zjXf39/X//2//1dzc3M6PT3V9PR0V/vG3nnQi+zyT0cgJbUhlsgqNo1zPjk5iUTNqQTsLRMNsesgcQAQTi1wyh8OH90FeXcqIDYRZ59MJlUqleJeCM4dewoS2e3eHR0d6fHjx+rr61M+nw+5m5ycjBvlNzc3dXx8HIk5QBhJCJQw5A6KH1QMvx+HSiu0Is4F/4tfgRbriSD2EdAKHSfpo4JbqVSUSCQC4ad6cXR0pPfff19zc3Oq1+vBn+9mua3nuaAao3unp6eq1WrKZDIaHx8PgBRgE53f3t5Wb29vAA3YOddT9oY94bPpacT/oe/4oEQioXQ6raGhoejRazTOp7DRb4ZtpB8TGiT3b9BLwqSmiYkJzc/Pd92j4XREB2mmp6c1OzsbtqqzwuAyRKUVn4bPI0ZD77ENxA9UWokdAQ6934DGeZ6L5ADZwwcBLiB7gKyrq6uamJho+zlofshrN4kGFQPomPR3ARCS9ELDB+Cm+s70TuwXwPrR0VG8M3IG9bher8fdTNiA4+Pjtv5G9hU9PTk5CQoz/hYqqdtoSaHHxOzE1Hz3wcGBnj59qvv37+vatWtaXl7Wj370o393r1440djd3VW5XNbm5qbK5XJMQKLhFeeHcWHTUqmU6vV6BEwkCKC/BIRkUgQhVBpIRHDSjkYT1PF7/hnQCxyJR7gRbIIYnFR/f38IBLzOs7OzmAaAg7rowvmQOHjDN01l3EiOQ9zZ2YmMHSMqKRq+h4aG4iIvqhGcAYGa1AqqUXR+l2TNkX/n2fN3GG6UCsMHEsHq6enR9PR0vCPIju93NwvDzahElBfZAP0ADZUUz0mSQMAvKRJhpxOBjkutAQNONSMxc7TdEyyCY74PY+1BOAbS6TacMU6YBArOq0826WbfvKKCM6MvhUZkkCM46aBDPAu9HTiIzsoh70sFBXR3cHAwED4QL+QN4zUwMBDUGD4PHXY0EOSFgAljDFWDSh5jF91mdLNwYn19fUG9wC6hC8PDwzGtif1Jp9ORRECzwqiTALCvY2NjgRzt7OxEMgAAwohaAu1Oyl5PT084KJylO18oSlQXHbQhUCC4hof+29/+VgcHB3rrrbe6TjbQc2wSQQN76EmjN9Rzrk7bQgZ6enpULpfbZMU525wL1D/k0quxx8fHsQ/YQ2w8oAC2FDuKnyKZ8/M5OzuL85EUAEU3uupyh9yurq6Gfel8v2w2q1qtFk3i0NKOjo60sbERFCBsJ9UNqHvoOyAD7wXnn3GjnCUjz0GTkTun2CYSiaBREJjy3TAbCJgI/BkA8b/+1//S/v6+3nrrLc3Ozna9f8g2FCAHx5BBYhOSUPaLhPT58+cBaFKVJT4g3qDJ3OWUGIaEn3fv7z+/HLBSqbQBdlDLHagAMCBJwfYBUD1//jyqpFNTU/H3//Iv/6J8Pt81sOLVd/QNOab/DVljb/F50rmeUd3Fd3p1or+/Xzs7O/FerifYTr7LAQjkzH2CxxLouVeeHOUn8RkaGtLy8rLW1taUz+dVrVb18OFD3bhxI6agdaO3/jtcbIecDQ8PxxQnZ4Bgn/v7+9uueuDzsIFUNZAhkg6qNVRNYVUwkAVgHcCNOA6gioo18QhDf3iXTvop9thB0a2tLX344YdRTHiR9cKeeGNjQ6urq9rZ2VG1Wg0jBY+QpiSyV0pWBH9sJEgxCtbb2xt3bYCoulMCRSIIQtBZCDnZv/NNOSSCbLJr7xFhAzlAhCSRSOjJkycaGxvTzs6OSqVS14ELDoISXqVSictwoHBBO+vp6YlKEU7SgzsCNZ897egeQYs3i/L+GDeQf0cZQFBwyJ4Ns3dQyQi2vVKSy+U0NTUVt736iD/f54suysEka9zQC2WOwMJ5zZLa5M8DDpxG51njAAg8vEcC2fTkDCRje3s7kkSSvE5UF2OAjPHdBP0E3rwLt3WfnLRuMb3oIklF9g4ODlSr1UK2qAx4/wjGhwZx5IqkgWAF1AZn42OrqU6kUqmouPFzjixjJ7x0SykbOT89PY0xmejKzs5OGEIPcJwrSpWzW7oe7zw1NaVqtRo9FqB6DB7wyW2Hh4fR4AmAcnR01DYWU2pNFuLn/MIrAr58Ph92kqQB3i+ygn475YfqHLrLGTGuWFIE0SBWoJF7e3taW1vTF198oZmZGV2/fr2rvcOu8oeqDNMJ8SHYKJ8SJbWaIAEq0POhoSE9ffo0vkNq3YmDQyYxR7fQMxIadAkqAHqNHKGf+BN/J9fhnp6eOKfZ2VnNzMxIUtDpuvUTyN3k5GRMtOG89vf3YxAIgQcJAHIHKMAFdZlMpq1nBB31ig9yx5AFgl3vqcE/468lBXWL4B25w4ZA4+A86vV69GsA4GE/nz9/rrGxMc3MzOjmzZtd7Z3UGpNMwz5yjo/1yirU7r6+vqj0gSSn0+mgyLH/BNFHR0fRwM3/IwEBLPKBMoyhp5LcbDaj8tRsNmOfpdZUTgI7AK1qtRqXqTJQgyAf6u+jR4+6rgZh+/lObJtTfjl7pwtLCjoz/WkACNypxXMid8gDUz2xk4CsgJTIkTNfiCvwMSRdxDbIIz7YqV2ffvqp/v7v/z4AgkajoY2NDeVyubBZF11Un3p7e9uuGyDRgUXh9pnYgO9jP/FpxDLEslR4mVBGku4DYhyE40xIzqDS8vcAndC02HO/DgHqKZPbYP4QI9XrdT158kQTExOvvkeD6gWNoaCj6+vrEfg6cuwIMqip1EILnXdG4xobQZmTQ0JAHelECVFcvsPpMYlE6wI8NonAG+Elg280GsE7RKBpCqtWq0Ez6mb5dxwdHWlraysuxaMsxQxyAjccgKQo/+KIUCyMAM6Bey/gSWaz2bj/gYCTn3X6GIaZ/SOQhJ5EZsstxT4aESoRwkxwQZm1WCxGJaWbhVEhoEOBydIJmKRzpYGiB6KL0iErJycnbdWxr6PYgLo5hxLZ9UAKFItEhSAaucPpoJz8k+cBDeTWVW6Arlar+uijjzQ1NaX5+fmukCoqVBiuSqWiTz75JO5+8Moie4q8Efz73hBEoEPsp/dLgIY0Gg3VarV4FvidoJo+7QLjhn4zDtCbgPlOkj0MdSKR0Pj4uO7cuaOpqamocHQi2xddjuQmk0k9f/5ce3t7YQ/QL3RYaqHvJLKuazSVgwZj19hXZKunpyeqQbwfYwgBWEg64I1zXgRzJLuSonHQbSvJHcEU34M95jycx3+RBUiBHuzv7+vp06f67LPPIqjobGZ3qhdnxzmQjPf2njfVlsvlSByQSQeUfB9IHtin7e3tOA+vKqO/+ASSD2SVIAsak6QAoHDYmUxGkuIyrm4WtgVAh0sga7VaTHGE/06QQzBFMo/t4j3ZYyrjXg3m96EOOz3Fb6/m2U5OTkK+8LteueLMqYrQV0fwRxVJUtgO7KSkCKq6WfgC7LF/N9UaKKlckEtQjH/EF5PAIcv4jGazqXQ6rXQ6HcEasoO+S62+wmazGU3BJKFUMfAX9CY1Go24MR2/MTg4GAwIKvbNZlPZbFbVajWmFnHfxPj4eFd7R6KB/jj4Q5LFciAAPwyYTKWHKgKTAKEpOcOBd4GtwL5xlqD7DvYhc67vfC8BMs8LlQiwqV6v65NPPtHh4aFmZmaCakuPFQH/RRbN0CQQJBlUs7e2tuJZnd5N/EBVD32lGlSv16MPMJ1Oh032RBlWCgAqfS7YOq+EQP3krKXWHXWwf/BbJN3ED/yOV2VIFo+Ojl59ogEyRkOaT72gbATdieATOoFn7HA+nbPLpnkpqqenJ1AD31gcAQKFI2Ez3WkSUBKUU65CWKFvOcJzdHTUNsWEisv+/n44k4suDpskKpVKxYFy0RD8XpAsDplgoxPxwwiyZyD3zhsF3YG6wu+D6pHNgn6DNBAoe0P56OhooHj5fF71ej04yqenp1pbW9M///M/R6Vjd3dXi4uLgZJ1iy4j4Owb74ZjBTEnwAXFxOHw9ygwyoriwp11ZJRgB6eHIfV+GfZNavFQMbAYDQwlhhC5dXSfoKxWq2lvby/GLK6vr2t5eTkqhhdd9Xo9KlTJZLItsNre3o6+J+Qep8E7V6vVeBeeHRnlPdE7p+JgPNEdgksSdwIe5AFAAIfD2YJwSQo99f4OAhR6KEhG1tfXVSwWw4h2u+r1elCP6vV6NK4T+IJgEagjowQcIEf9/f2R2CFzBCROD/A/VDLS6bQkBfjgSQr7gCyThLCX2AbsKEACE4X8JmGCJsZAej/TRZdTLCmzI9s+gtrBJn6eoAWbD/JLxdD1meDf0V3eHd1iLwEN3GF3op5ULZAj7MvXVWi87wr7wdhoAqluF1Rd7AQBJTq0t7fXRl1yuSNYzmazQTfEt0mt29epkPh3soeZTEbFYjESKxIddNYTCrfpAA6dcgcgyF5jG1nIxerqaiQG3Sxkqbe3N3qnqMQyAZHqPEESVFxH3QmOATs9yedeI2iP2FBGu3vgjb+h9wP5kFqBsdRiZHCWjON18CqVSsUliPwdcQnB6dTUVCDaF11Ojzk+Pg47t7m5GaAossTzO4CMj+eOB+ItB/VcPr2XifPxpIHfBWwCCMPWYTMajUb4D+w0gLdTmjkPwIdUKqWlpSXNz89HUt8NmAfQQC8PPaOSvtJD5nYB2XAwHfCOmIEhBU7lxN+hd8S00E6pHkutpN3BG/aYOM+Bdn4e30AlmQEPHsMSN2J/X2RdqKLBxTUkGqDsjUYj+GkemHt2RZVAUmywN7p6k4xXKTAEBDDutL0qwvdILZ49nFOpVV4iKHREB2Wlaaevry+M+8zMTIx+7LYkTrAGWkVTHBWEarUaTg7UlPeDyoIDJPHgnXDmXhYnoICziMCD0KLkfBZIsb+j01KcosVZEcj65Tx//OMf9Yc//EHFYlFXrlzR3bt3Q5GRhYsuDxYxymtra0EHwYB5Tw/JhgdiVKpQHkrD7gRRVhwRiuyGS1Jbo5orL9zbTgXvTGrYeygEXPQGggs6vrq6GrO/L7q8IRsaxfXr1/X48eOgZFBpgPpDkIeBxpFhzHlPqf3yN6pDfCaXQILEcdkdeo/NQA9HR0fbLrvDqELz43cI2kl+sSe9vb169uyZHj9+rE8++UQ//elP227+vegicGs2m1/p2cEgMykrn89LOk9Cz87ObxZ2Z0uywu+ydwSOBPYkbfv7+9H8iTPAljoKDNJM4IbDHh0dDeQMmhnJI/KGfIFk8/MnJyeanJzU7OxsJDkXXdvb26FPABa5XE7pdDrek2dxOqykNsoBPT3eLMv7OwLY09MTU6m8+sY+Q0Vhub/w4QVQE0Dp8UEkGyQwBIPZbLYN5PFeq25ReZ4TYA1/xffgL/v6+gJ8QO6q1WqbDWOvkTuCMZIk+hz5993d3aCrYQcAKvAN7KVXbOnDcjli3C4yRoJCgicp9BNqy8TEhGZmZl4qWMZnUv1Ej6mUZrPZ8KOARNBRvOKPH3Fq69DQUNsUSvaVijo+l7iGs0GG/FJeABmCbvaHRQCI/4VWNj09HT6CauHx8bHW1tYiKe9mEWfs7+/r4cOHevbsWQSsa2tr2tnZCT/oVQXeP5PJBO3Tq2vHx63JhdBvGH1bLpfDlnHPEjbh6OhI5XK5LRYhWZBadDGqolRJeX/36fwOscvp6fl0qIWFhaB5k1RedGUymZgGRxxJzxu6QDJbr59PLIQp4sAZvSyS2uIlaNcAUCQl7K1TTqFzEmc4I0ZqJXA+hY7PB8hDf4hj0CFoWcgrPSQzMzOvvqLR09OjSqWiSqWiarUaWRcv3mw2I0D27N15XmR2lKmcS0tgRtZEcEGnPAEOAuYojAeTbDA3hRIA4UhxahysZ8gIO02cx8fHevjwoSRpfHxcg4ODKpVKL7plsUCAMOz9/f3KZDJ68uRJKAecdC/V1+v1QFBA+dhLDKHTggisJcUEC+dz4yx4V/aBz0bwcSYoDxnz2dlZUEVIMkDHvIQ/OTmppaUlFQqFr1QFLrow/iCyJBAkICQZvHcymYwAulKphLPFkeAs3Qmyn5RrcT4kbyQlKLE/B8GyB6eOpjrSzHNCUyKAwMmUy+WYKMK4Zb/E5yILJAmEh2SXM+eskB0Sc0khD+iD1ErUHc2FVicpgg+MHU6FplP4yThy5B1HhF5T9cRxHR8fx8VZXppn7/b29vTf//t/1/7+vlZWVrS4uBiNcd02R/LZuVxOg4ODqlQqMXWLZJ8AoJNKSgIMZYMys08jI2nt6ekJxBM0GHvAWEdkjX+CftXr9ah0jo6Oqlgstt1ZAiJVrVYj2Pk6Sg96kU6n4yK6mzdvdh3wEVAODg7G7cvJZFKTk5NqNs/7j6RWoiG16JYgnuyVo9sOHHgAAfUEh0zTKcEav9tJPyB59iCToJ7/j88ADeRzaBr+9NNPw5469ajb6i3PTFVza2sr9A+ZRKdTqVRQXqn68JwEbsgd9ongJpFIhLwSgGEP6QvzZI195FwAUsbGxlQsFsPmUkmrVCpxESc+jXPmHLGrJNULCwu6ceNG/PdFF36+Wq3q8ePHcUkjNjifz4deAnr68yHvnlwRA1DhIFYAsIKRABixuroaPlFS6HKj0Yg+U+IAfsbZByQiyBS+E5kfHR1VPp+PGKWn53xIwsnJScQpv/71ry+8d8Ra0EKdkYLMA/rwPsRwvIsHvNgrQAJPNp29QfICTQxUn33muwBQiVXYN69SkOBiB/Dr+BuuMhgYGND09HT0kAA2e4XvRdfY2Jg2Njaih4KrH7wZG51Angj0Wdvb29HPyvjsWq3WVi3z/k+AEpIrt2vsJ3tLvEJ8jCwBOpNoQJcnjud5OmMfWEXValUDAwMxmOhF1oWmTkEZWF1dVTKZjIcEwUDxvFrB/6dURJDBBkGBwgG78UfIpRY65ZQL0GH+H0G4BxiOapK0kPFKLSeEYvAMHBolXShYd+7cedEta1sEdg8ePFA2m9XU1JSePXsW439BkkEICHJ5HxydIwu839dNjyLII9BOp9NtvFr2mKCXRA30lj/e2Ob8PkltjgvFHx0d1cTEhG7evNl2t0G3dAKnMuGY4McfHx8rk8l85bM9IMHowQ8mmHY0HBnBMLKv0H94fqcfeflWao0cZt9wTlKrwgYSznniuDHOcLDZdxKTbpI0R24JxjKZTOgtCZdfluclUhAkdIP9pEoGmgndSVJ8pk/FoELHGRFg42xo5ObzCZQIOECycShOoYSywi3nxWJRN2/ejDPodoEoQyPgTgGvLJBIgLojA1AK+HucIKCAV808ISWJB9FyHSZo5L1BpPgnfT0nJydBmyHh8DORFJRAHMjW1labvQEE6bYa1NvbGkt7dHQUQR82nsrV2dlZDBZgXyQFes6+8X4gcp7MQofx0az+3PgB/APJA7oFBZLKkdOl2Ct0wIEXzmFra0tPnjyJ8ykWi8Fd71buQFe5LyidTrfRDUFEPeH3/gCnnNCDwJ6STDllgmZmKBCnp6eqVquBGvNc2Hr8CSAhdwhga2E6IHf+/di2w8PzuyoYhY6//Tpb/qKLYK5cLmttbU2SokelsxeMoN4pxT4wAUCSd3C/gywODg4qn89HgL69va3x8fGwd04BBIzyCi3nTHA3MDAQ1CwAHOxYT8/5pDGoYKlUKvTCn7GbPgNJEVxiXzlL1zcol1T9qBo5vRSEnSDVYzr2ARplPp+PagZ7yzREkhJsIzJOvEfAjl4i185+cNCZKmN/f78KhUKM9Ofdu6WJUhFmSAj2Az+BPqfT6fj/Po0TGWMvnY7pzJ7j4+O2aYuwVPCXDmzgXzxOcZvlY5Oddum2hD1238FgE/QXH/eitu6FEw0ySqbsUP6Bn43zhV9KcIgzcF4im8kLsTA6UutyPxTTESWyQpIUPtc50Aia81O99AaqiNKDsrgh4ICq1WpMiupmObrNZSrj4+MqFova3NwMwdvf31exWJSkqGqggDhdBMaTBYQah4DgYsAp7/b1nU8rILFgX2hsxCGACFARgqrW19cXe+/oHs9CxWdubq5tHj2GoJvFPkBn2tra0s7OTlTWKpVKZP1OnaBy4BMx/FIop1Og2DjTzmCDhAPFd4TUkX8PklzeQG8xfHw3e4Mss6/7+/uqVqt69uyZUqlUV6NGMSRQKzC4hUIhgjaep1KptAV3UuumXalVduaZ+f+ehBB4IA8ghe50CTA5I5o0PQhwh0twyjPhENkvEjXKyKVSSZOTk/Fe3Q5vYCLKysqKPvzwQ52enkYQxH0uZ2dnMdq2MwGCkkhV1wNenDh6i40hcQagAd3n/XlPL41TPfMLPSVFsOAOr7NCSeWIpIQRpN0mGCyCSYIPqkDoFH6ARIHgwcETqRUoEAB51QP9wc7zWSRpJM8ELDyLI4s8Iz8Lgks1iH1EJ3gGzimbzQatFWoIHPVu0FFJMWTg6dOn+uijj9RoNCLp29raij0EeaZaRLAEcssUOK9+eyUbXSSRdmCABNFl1mkl2A70m4AZdBkfQRDNWWIDsQHYSPruOoGbbhfyTjJGkgnoScCLvUZnuMQUvYSeKaltGhcjkaGPkIQkk8nw5dhDKnrENB4Y4lvZU94bGzIyMqLx8fHoQcIeQ8V5/vy5dnZ2IhHt6enRxMREV3vmFRU+D/BYOtdp76v1XluvjHllC70kruG9vCfN95k4EkaH1Ood8RgQ+hAyiY0kRiDWJLHwkdX4plwup4GBgbgvxeOhiyzsfiJxPnwglUpFJZdKNZUrzpqfoQEb4IcKNEmUJws8P3vh/hQ/4brGWXqVjNimM27mn/w+z9qps8QmDuLR2/ki64UTDTiYGHmMCdNLyG6obJBEeBkcJ+OGHkOAwOCIKeV4RotwcYAE4D5do7+/P4I8eGtOk0IRHIHuRGNAYUAvJYWSd7OcFz0wcD6FIZPJtDUuM6WBvaF87aVWN1gIAfvnFB3QWC8hEuh2lvV5BugmXlnBYTKykSTPA3OpFaiPjY1pbm5Og4ODWltbi5syOxPKiyx39jRe4RQo03NTKo6e4AVUmHPEIXvFgf2gD4PqB8ig1OpJ8QqO1LqbxYNuDOjR0VFQWfh8jB57zfM415vn5ucmJyc1Nzd34X3DoaMnNP+CJkKr8+BVUiSoHvxz9oywBNVDpgk6oDzRS8X++2ADbAGUKeQWQ893sd+egIGm8RxuX8bHx1UqlTQ7OxuoebcIH8Hc2dmZlpaWNDAwoOfPn4f92N3dVW9vb0yCKZfLqlQqbc2s2CBQOxwd+0DQ6kkAcuJUE9d55z57Gd2dhVNTqfrQTwNyiiMGoUokEsrlcm0BvyfiF1k41rOzswjooJRBu6HCw3ly1p3VaPYG4ITmSEeD0R8CXfaK4Bn5gBKE3QIA4//jgL3STdUR+4zMYZ+TyWT0FuTz+TjnbvfOKQxLS0thRwmY6AsaHR3VyclJm9xhe1zumGbUWVVmiAFAlqRAVvlvdBvbBxMAWcMmA9qBfvvfc658DoANtqjRaESvCb/XbUUDG4I8+HhiR5yxXwBKTtN2f4bPoj/Sqwf4D/bIKyebm5vRHOwDc5Blp/ZgE0iEaWBn8tTo6KhyuVwAvFRLJGlzczOoNlSLXqa/BfSdnsyNjY2wE9A6d3d3w8509jR4guhg1cDAQNg57Dh0Xn7PgV302CsNfi4kg94fSZyEXILGIw+S2irPUKuh5EJ16mbfsJfZbFaZTEYrKytBW4aS50wA4gze3f2gpLYYjBgVqiMxDMkrQBL2nv3xahKLmBm/DGOBc5dacWUymQyWwfDwcFxjgH2C6pZOp1/4ksgXtoi5XC464QnmarWaSqVSBA+U98jIPINCcNhcNgsDieEBZQAZ8wAEw8/nYxTZfJwm/w5iiANwR0LgiqDg7BkPGxv0r3+Hgepm8fnHx8fR24DwcHhw8tkDeHlwTUHoCXDg2NEf4eVGqaVMkuLMmNntgsm+gyBLivf3CV1eDSJb7kT7BgcHA0X2+diO7l90cf5bW1taXl4Oh3FyctLWEIrBAvHw56FPSGoF0k4FQCmpzHjZuNE4v7vDHYEna17NwxljIKTW/R9eyqSEDCLOd8NhRS4JhrpBSL2awjs4YkQyjTNAByW1XUpGIss7guSB9vHsXkHju5vNZsiu1KIWEfShr05pYO+cekCgyvmSBHjlcnx8XLdv39bS0lJMjukWnafUXiqVdHR0pKdPnwZ6vb29HfLsfGYCKOzX2dlZJL5wWQn6oc75MAIauam6kYhKLYdGggFyjJ3jvPh59o0gkLN0JNE5u3wHSV6tVgtbftFFQkTFyhHJTpogDhX/4cmt1JqGhKziJAGDkB1sjAfHfC9Jk9sg7Bzf6wGNV3VIVgcGBmLMJMhjX1+fJiYm9Nprr2l2djYCiJcBVaA3FotFHR8f6/nz52HvfTADSDJ0H+78YeQx+w4lBV1CDgj80CEQeRgI7kOpfDgAwh9v5uePy503tSKXUmtcpqQ2f4TcdbNWV1fV09MTFRqnJDrYwd+ThHqlxy/p9UoEup1InPPneedG43xIAUlNrVaLeAc9R454d7+HqJOtQWP96Oho3B4unesmtG8oj/Tx4T+cqtvNQndGR0d148YNVSqV8DskrfwcYA/JjVO3PAaTWug4TAiAXknRQ4OMODUeP4Cd9J4rbB5VFqrCngT68AYSaOScc+usOF10AfYy4tavesBf8Y7EJcQPVISovnVWvUgEkDV0222j1Lr4lN9HPqTWhYadSTT67L6EeJGY7fj4OJ7dWxo4d/b3RfsgL1TRmJiY0Pj4eNBsCMQQNKl1hTnOgAfykYm+SV72Qqhwojg+0FOMQ2f27FURHIXTFBBSJqJgCAminb/L90I14RCGh4e7GjMqtSY4kWhUq9VA2Sgdk0A5csK+k+QgsCQalPExVBhRMlF+NpVKaWhoSLlcLvYJ4wjFo7+/P5wpQk1y4yizI8r0O8BZpRyJweTscUrdrHK5rFqtpocPH2pjY6OtZIoykLiyv+w5e+IX1jifEyTOJzE4hYPgjWASfjQoF9M4cEwgrcgkn4fyw73f3NyMyWycn9NhnD61sbERk40usgh4PMnFwHYGDCReTjvEAXt/CA6vE83j+0BX6vV6TFYjCUX3aXDj99FP5IPn5Fw2NzfjThZJsf9HR0cxrWp4eFjT09MxfMCRoG4W1Sdsk1PnQOMqlUrQF7x/4OTkRNVqNQLETCYToAC0nk4EnYCWgJH3p+GPPUJ+kSlQYlAnr7Y5xQw0EhoifQ0kBAAOiURClUpFm5ubmpyc7Aohdarn8PCwisXiVyZGUfn2qo7TSgg+2H+qpZ6ESApABoTNKyZO80DOPTnB5rLnHnTiTwj6OB9HpUdHRzU9Pa3JyUlNT09rf38/7vjodvAFoBiVY588hd4xCha5854q/NnY2JgymUxcuumIPjx47DJBJCADQRAgh/tUgkFYA1BlvLoGcops059DxRd01DnsiURC5XI55K6bBZ12dXW17X6bZrMZU8kAQvw9JEUFkcTKfd/e3p5qtVrspVciqKgjd/gR6ON8HndkAdihA26XkW2Gv0jnE5+IHXhmLmHE95Nk4JO6Wdhnvofq8JdffhlgCj4RsMNpX8QbACiOyDslB+CJeIJqCTQ2dNJ7gUiSsaceS+CDSXjpT5MUwzs4256e8zuKcrlcyCIDSroZ8MMC2WeiFDESMoftkxRJO2cFAO+sDc6QhnB8OPuF7SJmxt8CgvCzTuPGn/Bs3jsITU9SJBjERvRzso9uCx04fZH1wolGX9/5SL2ZmZkQAEbAElTy35QuUUDnGjufrBMB7dwUD0AIzKXWtCoSCAwXRsIRMh9RRzIDxQFnhBJ7UIFAc2CpVKqrgI+FkUkmk9Hn4u9EgEzJlRuR2RcECmEkMYKPi0ByVgMDA4Gqel+Al9f4Xnj8Uot65p/pgQ9ojU8moXJAcyzBEfvoGfdF187Ojp4/f66tra0IZEn6KpVKGG6SsL29veA6I6c4F5yoN8NKCooPgQQBNwkfSows0UgIpYNAjSCRfQa543dxek6xcmQPGaQszEV+q6urF9431zUcYLPZjEvLSIxIOkmMHPUG0XK+v08R8yAOhwNNEMeFPOE4JEWAx83hkkKfQUmoduKwSVwoMycSiUA/+/r6lM/nY4wqFZoXRVs6F+V5nhcDT2B+enqqra0tVavVCIwpgXO2yWQyKhrsNQEGyTKgjDfB4iy56wTnRAWOJBD7hhwnk8lItAFTqBr09/fHhJLR0dGwAeg+CW+hUIiA0QOEiyyvBvT394fd3N7eDh0jqPKKtI9mdKorSQNJhVfK0U3klYSMfSEY5OygZ2EHpBb90cEn7B4X1LqNoWLiATe+hc/pdu+w/fgcZN0BOm6qd5tDMIC9R684A5Iw9BsQipuxE4mECoWC+vr62i6k9Aoa58WzkdxQtQB8RAZJ1vC93kvC5XXc8TQ+Ph7+yUHEi6xSqaSNjQ199tlnKpfLbXIDEwCbg66BzvPdJNbOOGCfsdNUnTkP6ESAL1QGOUv6hkg2AEk2NjYCOED26IvgtnTsCEk2lLNsNhuJO9U1dLebhe+kKtHX16disaiNjY0Yne8LW4Tsk7SSEBDQdtLh0FWpBU5Kit9n77ABABbEToBMMDSY5IWco5/ILUky9oLYDt9Nr3EnDexFF3oOhZbnBMwj+dzf34/YiH3m+dgb4oiBgQFlMpnwhewZyQAgBu/se+Rn6YAb+opP8UQRe41PICbBn3kSTswqKSagvSgYdaFEgwAsnU5rbGwsaFLe6N3X1xeXChGs8nCecbMZUqupjwU6iDMhYCOL974PH9HnDh10j6Z1Ag9KTR7kcTkZyL+P0uTzs9ls1xUNHN3AwIDu3LmjgYEBffrpp21TKKDKMIUKRAbqBQ6WQIAJYN5XACJQr59PWGo0GpFZkwm7UyK7dQTQAyH2Fe4eMsDPEgh5EE8Jk6QvmUy2cdcvuqAAQNUB4YNbCZUHx+CVF5w2qJE3i+OACR5JCAg8JLUFvVRBCOAJzggwfG+c4w56jeHh5zHqTj2jxAx6w0SnbqbYoB+VSkUPHjyI5+eeB/TSaYckJQSa7A2BnFMfcQgkZxg2592TtDmyzj6BQpPMkQyBYqOnvDuoHTrNtBKohZlMRvl8PhJeZLObxXPjKKk20mgoScViUfX6+Wz09fX1QHv6+1tz1EH5cBZO3cHG9fb2RnIBSIJjILhAx0CykHECFeSWZA699l4l7A/nhUPGbuzt7WlsbKztDLpZ2F+SMe8t4zuxL14J96QQ2cX5Edx2UjO8F4/3J1EmaGF5IOjfTWLv/UTeS4UfAHRCP/l7qjLcJ0RVq5vlcoe+krjwTIVCQWdnZ21yR5BFIAv1j71ijzp7ePL5fFszKWglz0+y7VQiEmlJ4bf4/8gdz4y9xN6gB96gv7u7q0wm89JyR0WpWq1qe3s7mrp5fipUnugCtGCHuJsHkIBKTi6XC3vEs5PQUgVgP5BZvoeeBwYw0Ova03M+GIbLe7nMtFqtxmhgbjDHJlSrVe3s7GhhYSESSUlRbelMCF50YROgFwF+8E78DDLhlGX6HNA/pyTze4DAvDe+z2UIG4X95IzwwVSGvX8AnSWBBQhEh12HGo1GjD5++vRp+Cf2uhtQyit4VPFhItAfRaKKzgLQ+lmREHnV36nvHpO4HmEP8Tssp9Aim+gd+4wPcWqWDzTB5vD87OXxceueIc77RdYLe2KCCxSOBmGMmysfL++jz3yzMHieATui62gXhgsh8o3kuchkQa95eYQHYcfBwvHmZw8PDyMwJejxxCSdTmtqaqrrGd+88+DgoObn5zU6OqqdnR198sknbdxhBKPZbMYtupS1cXxUeOjNwIGQiJFYEJCTPUPHoakQofOyKKh0NpsNw0MViH/irEHGoC6gHGNjYxobG4ukzKsQ3axCoRB81YcPH0ZJEUXje6G1SAp6F2fsCgHSBkLCu3nC5BO6cBgkGFL7yGSnjeFo2Ktms9nWsAUC6FUAAnaqMZRSoW345IqLLPZoZ2dHT58+DbqKT6wgkMZZUg0iMCQZxeCR6HrQ6kkosiUpdB8n4wiOV248GMR5SC29J3gExSKJBqTA1lA9YO+65cnzmdxjgW5SjeB7ms2mUqlUlODRQRrvvdrD+eGE0ENkjeZPend8X7zyypl5ogLlh0CzE5UigXMOdaPRaGtOJKldX1/XzMxM2IduFsFirVbTxsZGNC0TSBKA4OC4A8PH3AIOoEMEzZ58ILNUH6jAUbnj/7mdYN8IqKUWOIUDpUme38fm4aOoaBDoQYXkdmcPPLuRO2QDv8B8foJJSSF36+vrbXSIZrMZlT/0lMporVYL9F1q9YMAtvigBxZJHu/ltsArmgTEBDP41ePj1oVtLndUBNLptNLptMrlclB0uk3SdnZ2VK/XNTk5GckFd8iwH4AbnDm2HVvMuyOH0PAAGnw/oQ6jp57cI7P02zhYADOkVCppc3MzRloPDAxEY7/LnNNM0WP0ljMH1e+2guuUMvTU+8uwa/hK6EI++czZI4C86B+/S/UIeejr69P29nbsPfGKAy4DAwMqFosqFAqR3EAn9wQaQIV7dACIoQFSWXj//fc1MzOjdDqtnZ0dzczMdO0rsDvYFWQXKis2BR3r7BvhGbHpxGL4Zc6dPw6Owhoh5iJW82otthFQ1OmSTq2SWn2A6Cl+y2MZQKNqtRrMnFc+dQqOOZQVgnVKkWyCl8wwyCMjI4EGEXCwGQgcL4qBlxSbh9PjEAj4MB5Sq6TEz4DMEAzxvaBXOASoXQQPW1tbgbjizGmi7lYg2QuM29jYmJaWlvT8+fO2qg/8WhSFCgUJFE2fBIcoPaVqhL2npycSQVBzlJfSNUYdVFRSVCCc5gTKwTNhJAgafU51Op0O/vL29rZyuVwgON3cbi2dl+iQgY2NjaBL4SBQDs4HJ4bx5H04dxTakTrvp/BqhistMkuA7Mkw34dzdeoHco8c4oglhYzy8yQXyBxc0m6QKpJ+HBVyJJ3fbSEp7rCQWndHUOpnPwjeQEKg+JGwkbx0JlA+BAInwvcgb15FIiDA2DpgQDKHvqPzJDGpVEqlUikSXvSt22C5E6UZGxtTNptVrVbT8fFxcNN5Nq88DQ8PR5M/z0h117nyTidwqhY0J/jhBIfIF86bxMGrr6lUqq1Zj/0GECAJIJinWtfb2xsVUqgz3VTReB/AI+wvgRuOELuE3AMQ4LSxP9BDeA9sGJUlzonkw6cvSQr5Q1e5f4DfkVp0XeQKXfPKB//udhZf9/Dhw9ADgLhuF+/Ic9EUvL29HXJHrwiVd2+yrVarbTRhZA1qE4E/5+HnhR5DKUHPO4Em7yciseeOGfwpv+cJkwc2BMTYCXoqGCDSzXr8+HGAb5LaqsrII++ATBEDOMWJhNQpUI4me3URgBL/AUsD9N0vceQ7SHaQt729PW1sbIQe1mq18E/oCLTIWq2mqakpSWqTQ6ZTdTt1ivOq1+uRnAFMIUvJZDKoYuwDoJ8Dc8RsVHCpNBCzYOedRkk1DX9LT14ikVCpVGobEOD0J6eQO9BDvNNZkT49PdXq6qr+9//+37p27ZoajYaWlpa6rqJ1UtW9+gR9i4QVwMzph4lEIpr5neLPc3PGxNR9fecToRhnzJk5QIcf8aqG64KkGDiCf+SziZPd7rLwY4BwFBJelKnywonG4eFhcH4pB3KPgc8jRsjIplAYTzIcSeBFUXqCBF6eYMQ5a/yOVyz4p/+9l3dwrhyyBzscOsqBIUBxaLzu1giSyGCIBwfPZ/5nMplAvL13gCALYSEYc2QERQNxQJBB6hi/iGPhnfg8Zj1jHBFaqRXAdSYcCKajeRjBvb29UJxSqaRqtaqPP/5Yr732mgqFQteNahj+ZDKpUqmkg4MD1Wq14Jo7XY5n854M9sAnFxEw4xx4XwI0AhTkFDSJKhwGkdK6VwqcE+kIgSOUGGOfh8938/yUMzvLoi+60MOJiQm98847+j//5//o8ePHkXgyzxwuOmefTqejUR1ZRXfdQcCtJuni79gXKjEEQl4NA41BX0lcSdSQYal93C0IHwka1b5CoaCjoyNVq1Wtr69rcPD8Mq1u0VHOXzq3D2tra9rd3W3jd4PUIXfQVED7SDI9qeAdncLHPuAQCfJdtngm5MirxiSkTMyRFE4PGe6UQ/pYOE+GZJDobW1ttY0HvchyBPzg4EDLy8uB/iaTSe3s7LQFr1Di6APiM9BD5xtjJwGF2Et8E7/P5wOEAYIwWc/51CDpgEtSqyfH0WoqwJLiefv6+vT48WMNDAzo9ddfD9nvtvKNTccmra+vB6UNQIgAAZ+HnJFIOVCCz/NpZ41Go40WSUKIzp6cnLT16XlVFzChr68v6LxUUFzuvPpN0ITc+Z5S/cTWkSh1s9bX11WtVrW3t6dqtRogE/Zke3tb1Wo1JtJ5MAa1CblC/zOZjBKJhLa3t+M90BMSW/w3gBwVSgKy7e1tlUqlsOPsEZUgfoeqBL4M2cau9Pf3K5/Pa2hoKILwoaGhtqSo24AZuXr27JkeP34ccogNIGHg7PD96JHfCQJQxHNTpQf1R1aRN++XpELDd+AT0WWqUYBffDd+B3BNalGyOtkv6PbBwYHu3r2ra9eudQ0i4+ehFNGfurOzE4wUPtv7VPv6znsKR0ZGtL6+HgAWdr3zs/GTUgvQ9IqrJ3cee5AMIxue/OHfiZWkFgjImVCxxJ4T40FdLpfLr76iQaBJIzMvjiOs1Wqq1WrhbCllETz19va2XbHOZ4Iy86JkX17eJ+Mj6OA72VCpxev1CgnOSGqVkQhsEMzd3d1QfpTDucGeQHV7EROfiaKgJJKieZMSqDdJUSLHqBBwErwMDQ2pVqu1NcxT9QCd5jx88hL/JBBBUDHOIAUkFJwfkxwo3WFknZIgSR988EHcoTE7Oxvn3A19yisXTLABBcGJIj+eUNVqtTBqIEOgjgQ1IDL1ej1QfAwUThp6lVNZvJfDqU9O8WAPMeJSK1gE/eEiI0q8JBgkxlTB4MtedN94lytXrsQzPHr0KBzZ1taWDg8PlUqlwvgTeHiFhkAFw0OAXavVImDzYAxklHfx+wt4JoZHOGIstag3IMad1SYqkK7HoPYY9/n5+bgEqttFJYGLOqEz8T2VSiUS7/7+fu3u7sYMfZI50Dsm7aADnjxBo0B/kGccBk6WBFVSnBegiXRu3xh5CkrM52A7ent7464eR87YS9BpgqtuFnYW8AM0/ezsLChiBKJwu3GyNMISnKDLJFd8rvdbUL0FTcTeEwRTUQWx9r2QFGeEjWVf0F8ufiMox/F2Ut9GRka0vb3dlqB0s3c7Ozvq6emJ6VJUUaEqIHfsy/7+vtbX10Pu8LsDAwMxiQxZlFr03Gw2G5fDsm8EMNhIggqCE5JZD8oATKhIgPID+KHPXODKf7PHyDBJUrdyl0wm9fz582hGZ/IWgSr2jfcjmYC+yn6SENGr4ZQn7rFwSjJ7TO+AAy74qEqlEjoGbQU5h2JKwovussckIqlUKqg2zoCgD+rWrVtR7bjowkft7u5qeXk5AmN6YqligXgjXwxKQD+8Oo+csQf8IdBHpkjeSPA8WMZWEKQjV1TY8cUE2Z0MAb6T6mc2m9X8/Lxee+01Xb9+XXfu3Al7142v6Ovri33ye1qIBwCNiLmw5dgVj0eI087OzmKUNc/EvtG4ToXW+yaRL6faEb9wxsQYnB+6x9kC2uJffbAFspBMJiNJAqR6ob160U2FQ769va2VlZUYiUpw5VQPynygnbwopZ9SqdTGneQAnD/GZuIscUoYAzafefwYUoy801i8IdcRVD7PkxMyucHBQdVqteArY3S7WV7mQkC8ZIzwgSCT3HDIBHtMA0FByZZBQHGqBKiSoofGBUhSoEmU4Qhs+V0UgffGSYAo4NyZWEVG39fXp0ePHmllZUVvvPFG24WO3SwCZPjHk5OTbfx3aAUEVqCkJFYEz/78KLe/P3tKYuJBiVfSvAwMJZAAkMqQJ84YSAJvr7KxOEevqBBMZjIZLSwsXHjfPJkeGxvT/Px8UOZqtZoKhUL8N/LtlT+nSRG0uVPo7e1VtVqNoI899T4VdNSrNOgg6B5GmSQFEAGEGuOII3OU9Pj4WOVyWf39/bpz546eP3+uTCajubm5cELdrJ6engBNGKmM44fzy/NCi4JbfHR0FLfRS2oL3ghMcdb8HSg/dtN1BWdDYN7Tcz78gLGQJHZcYgm6T/KFjaXSkkwmgx6KvUP+GIlKtaab5ZUK6FyAONh8kgJ0jmCAd6U5Hp1zOWEvR0dHdXbWumOD4JWgg+CRf5JcODWKJNWrbSS1IMvOVZYUvi6RSOj58+eanJzU2NhYoPFUpLtZgHCJRELr6+tt1C/kDiT46+TOx0Cjy/g17Ir7AMCYs7OzsKNSO10KZB3ZhY9P4ozcEVSh855MOAMCX+fB+tjYmNLpdAS43azXXntNlUpFlUolZD2dTiubzQYLgx40TzK82khswcjs/v7zO0tWVlYCbKHahO4Ql4DycoM7+4HccRZHR0daXl7W8vKyyuVyxCNeqerpOR/FWigUVCwWw64i24CI6E6tVtOzZ89048aNruVOUgAd2Fp8JvJMMIyeoVueJEgtKqM3YlPNojLBZ5J48nP4Daqg+CWp1beHr+d5vSEbfSFBQYenp6e1tLSku3fv6vXXX9eVK1faaMXO3rjIvtXr5z3LT58+jalOAwMDKhQKYVOgg1EZw4YRd3h/D7aK50eP2CeSAz8ff3YAT2waoBL/LamNNeMAKQmQAwbYS/qCisViW5XplV/Yx0tQDjw4OAgUgoeFWrC/vx/ODeXEcfT09GhiYqKt9IZgkmiwKfw+DoGEw2kyVEkclYdmxR+EwktEoNT8Hlk773BwcKDt7e1IoOCxdrPI6hEsL7U6vYHEjAACY44isYe8k9SitOF4CE6lVvnNOYMYzLOzs0g2QFo7jSKBH/zber0elSsEHaH37Pf4+Fhzc3P68Y9/rKmpqTBM3SznbOOUqPyAGnS+G0GT8/ml1rxwHEB/f3+8CwYil8tpZGQk+k1wvn4+GAVPIPl7EFECIHcSnfxJkh1Hlx2hOT4+1tWrVzUxMXHhfUPekZ+RkRHlcjlls9lAqZANKitu1Pf39wMVRQeOj4+Vz+dDpzkHp/k5d5mkjT0guSDYwfFIrfsXSEbYCzeioNKSwqFL50nJb3/7W/X09ISz7bYcLilkGd30Bm+Ser6bxLLZbLbRntCxgYHz2eTr6+vq6ekJYISk8/DwUOvr622VYQJW9B171mw220YpekCEE3ZH5rJGcuKXCu7s7ISDcUAhkUh0VUVjQcebnJyMqjHJBYEK7y4pqC3YMShxDgpBF5UUVEUAD3pZ4DsjW1Jr6psjwZ3gE+flFF6oR9jITltaqVQCad7d3Q0UEkpRt3LHOWOnoH76NCepdVEX8un/n2COvjb2zJOrw8PDoBj19vZGkuKBJb6KPgEqAtCPoPGw5/hhfAWIKhUlvp/nRr6hmiUSCaXT6a727vj4WGNjY5Go7e3tKZPJtE1mA0DzPh4WNhy98wQEOwX1lvOAVu2JNQkA+8K5IkdQa5yyBuBJAkEljsQf4EM6l2eax51F4EHhRRf+KZ1Oa3FxUbVaTZVKJfTNUXrscr1eD8oZcQL+2O2R9/15dc7pnMidpIhj8F2wWYgF6bH0fkv2EZCUeIl9HRw8v2Ojv78/rmjAzuFru6GdoR/YHuycsxh4V0nh10gA8B0HBwdB3fNxtfhj+vaIs7Hv9HRIarPdxCyAJvhh9hv7y/c7rQ9ZQke8Mgdg4K0ML9p7+8KJBqiIl9DgWiNAu7u7gXiQ6aMgcKvZaAwcQb5ToMjyPNAmUGFjKfVjvPh7NgYB5eBx7GxQJ5KBkNK/wKxyMnXK0t0svt+bHQuFgq5fv66NjQ2tr6+HUmPk2Qccn5fgCIwxVggrgSAJFQJGEARaQKDMSDO+D8PFfrDH7CkcWJy+8wgJVHC2P//5z/Xee+8FhaVbIwh6xP4T4M7MzMR5bW1tqVKptPHheQ5QYAJ/gkJJbYaBn2feuU8nwchKrZs1Hd3ne50DivP2UiefgYP1Cgqf41Nnbty4oXv37sUFThdZPDsUxEajEUkDN5339/eHYydBwAj5bfIkQVSSqGJh8DCKu7u7bb1c7KEHcT5kgf4UKng4Z2QQRB6HcXx8HJdYYbTpoVhdXdWtW7fixlzntV50geww9AIqA4gk+iOdj8b2Z8FG4IRo1sSou+2RFHIJfYh9Zd+wu8geyZhT4wADnD7K+UPtIVnELq+urgYfHwc1Ojqqq1evan5+vmtUns9Cn7hHY21tLZJt9hKuNRORqOq5bnnVGYSSCu/e3p4ODw8jcMNJeyUC/T09PW3rveK/HVGkks0YTvSVgRtQZZrN86EhJycnmp6eDvtG4tetrSOxR+785mMqGVQZadrtlDuqENBlndICqIYPwC5iR5E7ZNGpWPhS7AOBCb5IUiQZ+ALsKe/V398fE9qQAyrVV69e1dzcXNe0s0KhoEKhoCdPnkSARlUUP8ZzYT+cbeHN7U7Hg3EwNDSkfD7fxh7AFzUajUgI6QPChjOGG/n1+AQ9xoZSRUcGsakALo3GeYM/gCg0y+Hh4egn6WZhm8fGxnTr1i1tbm6qv79fq6ur4XNhLaCbTrchRvD+Kc6RahXgG/RsryAiBx6DIavQYR3IwR+TZAC8Amhh15LJpAqFQoDHJCvQ8D157gaUwrZQyfCExys0ALe5XC6+B5uBrhEfe/yCLHkFGNokzBViMOj2xBEAlugZ54xtcPvW19fXNvDIQU8SYWiE+OhMJqOZmZk20Pv/uVcvuqmDg4Oam5vTrVu3YiPgLJIBgYYzOYdAx1F4L8tChWAigxtBnLkbMjaKwI2NdXqLo8IIHdk2Qo2xBIHBKPP7BGUESicnJ5G9d7M4OAQPikyhUIjpBwiHjzzjHZzPSoKBo8T4o6SgTY4kESjRi8Itlny+N/5IrcZWkgh4gzglGtf5TBSfsbZ/8Rd/oV/96lcx9vDrEKQXXSSjnuWzp7wjSk0VhiDa6RRk+VIrmfNLpJAjV06cjaRI9Lzp24MhD474ff4bA+JKjuFA3r3akUwmtbS0pB//+Mdtl1ldVOYwrs5zBSna3NwMPWIPkSscKOVur/6hx95Yyh4gk7yPJ1Nwen3aEIkutBqCdyqKTv/g3HHMNH+DXM3NzWlpaUnXr18PXn23zeBS+7QOghbQRd6Z4IxSMg7OHf7g4KDGx8c1PT0dwWKj0YikjJ/FJuAA2SfkjKQVOgeAjVfDkDNAGu47ckQLWWYMNp/HJLw333xTxWKxa5qo9NW7bqgySy1UjwZsEkz0kLuM0B+pRT0FKGDfkTcAHBBUzgiqD5VN9pLbqjlH9oazo5pB0osNRqckBb2RoC+RSLTdh9LNQqY66VIEkXwuibvLnVewSE5KpZJmZmbaRsdSAeLnSKo5LyhWTj1E50h8vNfBqTAEcU7t8x4bbwDv6+sLYPLKlSt66623lM/nu5a7bDYbdtIvESTIJKgCaEQWsBXsT61Wa9Oxo6MjraysRFxDUuDUNews4AkVZHwQ/sArOfgap+5gDwcGBmJcMn51cHBQlUolQEVP0AmmuwUHCPr7+vqUTqcj2Ye9QKDK8wPe4dtJtpxeRpxGotXp+4jLiBmRN6cEUY1CF/EtHufB9OCciVEIxpPJpHK5XPgM7iyZnZ0Neek20cB2lEolHR4eRhUIvSWhIWBHXrAnVBDwcb29vZFAoDPEFU6dp0/Re8rwxz4tDH3lPZE3vpO9xT4S63pSh9zTn1ur1dTX16fx8XHdvn1bc3NzL7RXLxzB9PaeXyx18+bNEDC4nSQZzWYzNpjgNZlMRrMT5Vzn8kEFIMjACHjCgdOXFAmMpDbjC6oOeuWokjeUcjBwHaEzwE0jyeDnBgcHA53rljrltC3eCySyv79fs7OzgQJjQJxSBeIitXoEUHQQLpSTffJRuOyfB4U8F/tEMsL34sD57EajEXxrAiQUhPNIJpMqFotaWlqKm0oJGLulsXTyDHEaXNDEvnmg0Fl65P3dEO7s7AT9xlFTjCwOCdQPNJTAEqRJapWeCVD4HMrDjgSx9wT1Z2fnt/mCxJ+cnGh2dlbvvPOOFhYWujaCBEXsHQZvYmJCn332WSQeOANKo41GI3SVSouj7fwOcoADgSsOusf+e/USqhVBBoYN+fPxpO6UQZjRHRrpK5WKBgYGNDMzozfffFNvvfVWUPXQk27W8PCwisWims2myuVy/H2lUgmaGRQQHBgBhlconN4D+IITkFo9PDgeSuOgpU4xGxkZUblcbqvM+lnzTxIsgr+dnR3VajVtb29HMLK7uxtoPzoyMjKiP/uzP9PU1FToQjeLM+f3nb7IuSEnULmww0wv9ICZAMR57CDG/t7YP6f0dVa7HXDwRkpH56H98Q58tjtgLnSbmpqKe5Hg6Lt/u+gC7JKkjY2N+BzuXuHcOTt6rDyBhTYCmk8DN58rKeQNn0lSRh8W+0WQgW9wShRnI7X3Q0JJpTm2Vqu1TUsiKQLwGB8f109+8pOXljuANrdN+EbkD2RWUth1gBAqBQBnu7u7MQnr+fPnQbtyeYBKSSKAzBDAgUgzRMbliv1kzxy029raiurA+Ph4MBoAfCTFzeo053aOpe9mYQ96e3s1Ozur58+fR+8R9GQo3yySA5IHZBQ7eHp6qmq1quHhYWWz2fhv7Bigg9SKM5AhZF5qZ3ggd8RnJEruJzkv7IQPnCD5cVnuZhGXFQqFtpYCKpL+Ttgt9srBc5JNbJczGIghAAzxgYARLOykV6A4E/aB7+SMSEyJI6GBcT+GVy4HBgZCFhYWFjQ7O6srV668MMX2hRMNXnJsbEwTExM6Ojqfnb+5uRkIFIaeB4LD5dwwDI4jyHw+/+40FKmVfAwMDER2BWJAII2jJsj0pMYDJHeEGA6Cvr29vTgQAjMUqROpvOgicSEI2tnZ0fLycgRLlBd3dnYiyCLrR6HITglgKKkTrIEq8d4kLhgKlJsGd+hS0LY4Aw+cMeAkOuylV0D4XvY0m83G9CoUyB3dRRbPLCmck3R+F8SzZ8+0ubkZmTooIMaLINvH93o/B8kCiAqIlCdyGAmoGlJreoTzTKEWoMw4DYJn9hqZk9rlPJvNxlkvLS1paWkpGiS7TdJYoMggEePj46pWq2HwmP6UyWTCIGIgvaeA4Jlkz0usnDOG3HuyQH6QFUeGPYhzOffqpZfEHRGjhIvhAxH1d+hmHR0dxQQp3mdrayucvFNqGBwAutgZJPOctVpNg4ODUXFkEARyRvXRkU/kkKqv83D5bAcO3LnxHo6CQ+Ui+Ue2x8fH9atf/UrXr19vm5zWzfJKHpSZXC6nQqGglZWV+E7kAX3GmSFfJKfYm87kxat8yBNVNO8zwEe4HXSHj6zx3w4osN/sVW9vr9LptMbHxzU7O6tbt25Fgz2UqW6rGZyXyx0TzgiSkDv2ioElJGiS2mwWFQzehSQTOeV3qDwjd06jYuCKB8JOVZEUFRKpZaOdpsYFX+5zDg8PNTExoV/+8pe6du3aV+gcF10DAwOanJzU5OSklpeXAzR0WhKyAYA0NjYW78x+QTfzm7qp/rFv6D3JGQAkVFRoQlKL5oyvcCAVHaOi1mw2tba2prOz8wlJ0KgkBRgwODiovb09bW5u6uDgQDdv3gz6XrVa7WrvODevHoyMjKhYLOrJkydfYU54kIy96uxZQ2+pQCBDDs6R2AN6uXyzH8gLgAuxBj6FOMXfg6oQ/RoAiuPj45GQ8UdSmw29yCJmJC7O5/NtFdbt7e0AYomjAKQA1plaRoUXyrUnB96zKLX6RZFvBxW9okQMdHBwEPEYI5E5H86QzyY26qyEANiMjo5qfHxcU1NTMcb9RdaFE43h4WFNTEyor69PhUJBz58/1/r6eluTGSiyG303/k478APHoPP/QVT8EjbKjGwsJSYyOCguoNZ8D39QFKe/OLoMLQjBxqnxrN2sToHu6+vT8+fP9fnnnwc6BQoHYuBTXwjOQDZ3d3cjU5UUQodzllrNYZwJhp/EhAwWp081ZGdnJ8Y0MvmKag/7z3dwDij68PCwFhcXw9ji0BHmbha/R8BJFWtg4PzG0NPT0xj5CG8aqgnnh5HkM3xShSdTBBtQOqgISQrDRfLpJV+pdas6QbEjjCgvBtQHGkhqk7tMJqPZ2dlI1pyD2s0iAKPa0mw2I/CjiQ2jjc7x8500KRAoDA+B7u7ubqD7yLBX8HCy/DdUHvj26DCGCwOOrJHIUDXhuxuNhrLZrJaWljQzM9PGI5XUtb6ura2Fk4B6cnR0FE2N6XQ6HAD7lclkVKlUglLhAbPzkJmIAw0TvZRapW3fQ6cLFAqFNr481Eb2xClSJBnYAWwjzpk9v3btmv76r/9af/ZnfxZIojv9iy5sKlXCsbExzc3N6ejoSOvr6+rt7Q1aTWfgysVvLCo83t9Ela1eb78IzJt48QfQz/g7qhbYAuSXz3YZRXdJ0AEECoWCJicndfv2bV27di2oDlS4uk3QpJbc9fb2anp6Wnt7e1pdXVVfX1/0u3Cm9B1wszY0T2iL9EOC2kLxItBiz0no2R+nOXGPD1MiqQYhT8ie/x4VZtdTpysh11euXNGvf/1r/fSnPw3b+jKJxtDQkJaWluKd/vEf/1HlcjnOhWQVmw5QynOR8ENPSSaToWfYYcBUqo6pVErJZLKtotHT0xMyAbLvOkXlFrmiOgD4SK8QtpTxoWdn5+OhCZ5XVlY0NDSkXC6n+fn5GCffzWJviE/QpcXFRT18+FCrq6ttNDrsGbGKJ5WAQVTyj4+Pwy7z+dyn432pJH8MC0E+k8lksE8I1IkPvXrEs2UymQAvoJuSFFL5wZ9hp7plDezs7ASY3tPTo7W1tajA42/9gkP8qzd8E0dILVYK4BZJL7EaMuNMga9rTwDMdxtG1ZIz4Jw7GQQAiiSVAA3IdyqV0rVr17SwsBCf9yLrhRMNHg4eHwIzPHx+WziTOMrlctzkyIagZI5qSi2emKPeHD7Cwc9jtAjgEEqviOD8fR41G09AQBXFhdlLg9zqSV8GNw6/DKrM82LU4fPhJJnDjIIiGJRnCbIcscM4g+BSBvbPoCzMz5F0eDUH5Mf5jvV6PRRcUowy5nwIIuv1evD7T09PdevWLf35n/+5CoVCPP/ZWevW9W4WcufBgiTlcrmgXPAO/f39cSvz7u5u0F/YR6ctNZvNOFenJBDoeICIAuIwuH+D/3bdcE6mI1eg2TRXY7D52aOjo+jZmZ6ebivDd7PcoPA5IJwkl+4weFanWW1vb8cZg66QrHqwD/JJMMb3OlXIp5I4H9VpThhRkmzkHH0ggYOqmc1mde/ePb333nsqFApB/XAUrJuFLHGp5vr6usbHxyPBolmTRG1nZyduTR0aOr+h2cd/ozsYbcr2k5OTajQabWMRobLRDwLPlv30Syc9oSLB8Eqc88OxBQSZQ0NDmp+f13/6T/9JP/vZz4IGgly8TMDsiz6NmZkZPXnyROvr66ETTsfj+3BeHmgQHEK5oDJN5doDOeTFHTHOE9uJzvO9yBZBJ5/DuXmTcLFY1MTEhIrFogqFQnCXScA5j24WclcsFpVOp7W+vq5SqRQBA4Hd2dn5BCTuryD4hfJAUMi+IIcEQBMTE1E9R+6ooDA0ADmTWpQaqTXFS2qhx/7/SFqoirHn+Hnk7m//9m/153/+5wGqEWC+DJg3MjKiW7duaXx8XOl0Wv/tv/23AEF4Xvye960A2sGYoPoBjQVAE3kaGRmJiVAgxfhbv7dgaGhIxWIxaGzYL+4howcO/j12C/+E7k9NTQUFcX9/X9VqVYODg5qdnW0Do7qlnbF/7nOOj4+Vy+W0uLioL774oi2RRf8Y1oF/B/xFf7wS6AEswCPvyd653SGo5XPoj6HqyfAb9NzBGvr3OKvBwcHQ26mpKU1PT0d8QlzWjb3DljB0JpPJ6ODgIPaDZAEQ1JvGSTDw78RxgASeuCKb7B86hV6yj/gmqhbYR5Iy9hlbxsIeAiQ4+0c6Z4/Q63Lt2jXdunVLi4uLEc+/0F696A/yYKBhJBv9/f2amprS1tZWoBqevTkNgOYShIPSmqP3np06bQDnwQHwu9CaCNocRaEETsbK37Gh/J2jtwRk0FmmpqYCuXqZhWPDyQ4MnI9SHRgY0LNnzyKoQ/Gc+gH6Mjo6GvPOHTXuLAOC2kmtCwE5A38WL59LisQRgw8ywL+TKEEp4LwJvMbHx5XL5SL5AOXuNlhm8ayUYD1hyOfzKhaLUYVxigiBDD0HBFkYMWSK5NUbzjCQfC+BGFU95BvE3ZMGHIbUaqwneHQUje93BJz5704D62b5GfMcDG/gLAlAMFZUY1xOnRZBkoyzBCkkECYgwsiyT/yd7yUBC6NJeVd03Uv1PT09QRdEd0ZGRpTP56N5GdTlZShTLPaFG36npqYiaHr69KlOT0/bGug7qUZO/wLkwCHjCD0x9WSfcjf2EQSPCq1f8kViA+jgySLnTsAjtXraCMpu3rypt956K8aAsvcvs4fuJ7AvyFY+n1ez2Wzr05Bal3uB6KHHnAG6h6P2JnqcJp8FSogMuew5tRFdJ2DxoBwghqARxz82NhbUQx+U4DQsSV3vnctdT0+Ppqamwoc9efIkUMnOPj1H61k+FQj5JOAmqQCxbzQaQQ8CGPDpPrVaLe6GAfQaHh6Oz3eqIL9D8st58pzJZFI3btzQm2++qUwmE7bagb9uloMkk5OT+sUvfqH79+/rww8/jGflOagWgEgTGKOv2GTeR1IkHwSCgHSeNPO+3j8FeLW6uho9NVRJ0G/sn9TqSUSm2BtsSqVSUa1WUyaTUbFY1PT0dEwOvEjg17ncTxDc9/X16cqVK7p3755+//vft41B90osukLASgBOfACFmqQWO4+99t4C7DuJFXoJKAjojD4DGBL3MYluf38/fPzg4GAMC5icnAzQjHjL3/8iC32FNZHNZsNX5XI5VatVlcvlqEifnp4GdcoTJI/lJEWSD40VufA4lvYDfgYbgB520kc5V6pL7LVTsvh9KuU9PT3R6zQ6OqqbN2/qzTff1OLiYjTYv+i6UEXDA1tK4Dy482b39/eVz+fjd52viBEiOaCkT1AL0gmXEifqyKzUKm+7sccBs7lermM5cuocYILp1dXVoK+k02ktLS3p5s2bLzwv+N/aO/7w3jQTMmVqZWVFGxsbbbQesl8cAsEn+4ITItMdGBgIhJXvJdnDoLoxwDAxsYHMGf44ioyQd6LUBDkEfqA/Xl1xJ9PN8rImKABUAJTwxo0bYbApY6+trYUS8gwE7Zy9I1ckuyR0yB2ovXMWveTp3EbnxPOzcOuhxkkKRUancEaDg4PK5XIxxYYEqJvAxfebPdvY2NDy8nJU7ur1usrlciAdzpnlv/l9HDXP5sglxs9pZQALkkKWSfz6+/vbKI5OwWB/OXenYOJwuczq3r17WlhYiO906hv2oZs1MTERFQCn4YGGIk8MiHAdWFtbi3fgD7ZIUlBfAD0SiUQM1PAKKxNX0G0qH/S+Ibc4b09eCeikVg+E20poJn/3d3+na9euRRDpycrLJBrouyPdm5ub2traiufCjpGogeAS4HB2gBWdQAnUBGwMNh05c+CAPSJJ4XvRL/odcNhQdgGXsBVzc3OanZ1VsVjU6OhoAFZOK0L2ulkTExOhH/X6+QW5TjWTFHxrkte+vvOm483NzXhW9IcAg0oces3+E2gjh/StkZDiH7e2ttpGxbNHyJ1TntER9FBq2cKhoSEtLi7qb//2b3Xt2rWYvIZ94my7WR4w4puuXbumzc3NSDTwtdh2gqz+/vPJeyTyZ2dn8e9UPjiDRCIRVeGDg4OoQDYajaiAIHtbW1va2NiIuIeqyOjoaFCLCHil1t0o+HafAsb/p/pDgz1Mhc3NTR0eHurevXtd7x92hgr82dl5X8ji4mJUI/1neSbAXj8HdM9pU+g2spNInLMDoKulUint7Oy07VGj0YjxwAAUbjsYhOCAHQwG/Dj7SbWOHiinTXYTn3j1ihjYAd+jo6Po4cpmsxoZGdH6+nr0e5JgOMhBwoSdktQW+/HZUO5JjP1M0AH6sjwZxtf7csDAKff83vT0tH7wgx/o7t27KhaLcZnwRdaFEg3+idHv7++PYA3u2+HhoZ49exblG9BLjL+XzEDwqGog4ATBzsmnNOf9AV6RIECS2kvG7tClFg/XA0ECRD6Lsmg2m9Xc3FwgTC+DlBKwJxKJMBJQtDB+nmB4lk5ZH8fIs/JOBCMIUaPRmkYlKWhZBCdktygw1alGo6FardbGvyUIYO8w2hiAQqGger0elR+QHqcevCzCTHDnyQ685Y2NDfX09Cibzerk5CT6Dz799FNVKpWvNOGxCGBRRhpxoexB1/B9lBTBLjLsE4dAWj3gIblwvrSk+N6dnR1VKpW40XphYSHQIUeou9036fz8nz9/3hZYZDKZoEd5gInhRt6QS+SAgLVUKgVNkYQDPrIjfB7soctQgKB58JnodCc6S2LoQfvs7Kx+8pOfBD0OJwxC9DL75pOh+OxsNht6srm5GQkaE0Ky2Ww02iJHyL5/HntK0Md7IzM0VpbL5dhDAkdGiSP/vDN20+mB9FURPDcajUDyxsfH9Ytf/ELXrl3TyUnr9l6nErzMItGk1wZZ2t/fb6suSuf2l8mDBLskRwQWBHvQYAjOvMGXgAdZxlmjhzzD9vZ2W+UBXccmYl8ABwiMCOzz+bxKpVLIGHrvQfjLyB3JNkFwNpsNpHRzc1Pr6+vxTs1mU+l0OqqC7Cff77Q59A4fQpLGWRGgra2thdzhR9l39gkb4n1B7KdXSpwWQvX55z//ua5evRqVY9D7VyF3UstXpFIpvfvuuzo+Pla5XA4qCefLpazOfPDm+u3t7ZgACZABtdEpcvRvkZSBAEPhxZdjP5zuTTVNaoExBM0s6GbQXvv7zy+dI9jjfXwgwMvsHXYWW5xInI9Jzefz6u3t1cbGRgCVUgvQJXEnQAZsgFHg9DvOGmCqp6cnEjypZX/ZG2ioUM6dbsy+AbrweQwkASykYssCkHkZYMDpRYCEPAN9PuVyOWTDByM9ffr0K4AM/o0KEMkxlVnsmCcK6BDxEefg1G4Hf318NCAPtgZwAFs6ODioQqGgd955R++++65yuVwbTe0i+9bd7ThqBTFeQSCjGxsbC2fBAsEl8OBlMDg+XpWkxBFsDAUBD4eHAyEgxKm6AOGsydZ53r6+vqCAINSpVEqTk5O6e/eurl69GkiYG/CLLqdNSYppEn19rYtSQGwJRDh8BMwRXhyq1GrM81K6pCjXOereWYpkakZfX+vyLEnB7SNgYq94B84om80ql8upXq/rzp07WlhYiKAFJ8b7v2yywbs7Wtff36/JyUmtrKzExA2/Fd3L1VRoKPl6ky20Jjeu7K2XJV3B4PbS3IdMdgbMGEUPKEGhoCSMjo7q7bff1r179yL586ToZVA+gvudnZ1AwnCIIIquf8ViMShNGGYqD17Z4XMJtjkPP39v4vX+H7jRVOxIein3EqR7aRfbQpJ048YNzc/Ph2Ek+OG7XzZwYe96e8+bInm2sbExlUolVSqVCCaq1WrQXB4+fBjOH2dKgEYCzh7hoAmYOwMuZIv/70k2MuG8cpoSvTncKxw48B//+Me6e/euzs7Ox4/i4BzdfhVBH/pGhYZkVGrZJ84fmwjnnIQC5AwZ9WCEwI93lloAQidq5zrrvRfYXw+Y2FOab/E7BIm7u7vBAef5PHB52UXF4MqVK/Ed6XRaExMTmpiY0NbWVsjdzMyMGo2GHj16FHYd34jcMFjBx2KSFABkudyREPpURhITB51GRkaCOgIDgfN0W4cuvPfee3r99dfVbDbbgk+XOw+yu1luA+bn5/Uf/sN/0P/8n/9T9+/fjz0A7U6lUioWi8rlcjo4ONDKykp8BiAme3V6eto2etSrN4lE606Eo6OjGNbiN6inUqnYLxYA6/7+vtbX19tinrOzMxUKheh33dvbC/sxMTGhK1euKJVKRYXjZcbv+95xvlS7Hzx4oHr9/H6b4+Pj8F2AUcQhXplhAYhKCvsDgMn3AEDQe+eACbKPznoFwGM5ZMerCoCB+LeBgQF99NFHajQa+uEPf6hUKiWp+34qvpfP6Ok5H9YB0JpKpVQoFLS9va1KpaKtrS1JCprb+vp6UDYdOAH4xk9glx2k95gQYIYqkcfdrrdSqzfa4wIHmbAN/O7IyIgWFhb02muvaWJiQqVSKWLKi+rphRINNtQNKv+9s7MT5SlGX+EwuNKerJWEAyFw7h4vTUkbnp03viB4IPkYS5yJlwEdCfXyHRuNUYAXPzMzo1/84hd6++2322g0L7N8v3guN6y5XC4c3/Hxsb744ou2gJVslGfu6elpc7oIH04XIUAZKaETzBEEk2RwTlIrKfMEkrPh8ykXU5nZ398PVBJHI7WXWF8WlceBYMzYQ8bwEdB4Np9MJtvGxrGQO8r29MCA+BGoUMHppEQhYy5PzoPnWXkOEFJvsAfJn56e1jvvvKNf/epXmpuba0O/X8W+SYpZ344CPX78WJubmxFoUkHjroi+vr62IQMk2ycnJ9GUCzKIHKNv6DM3YiN/UvuUJehSOEloeTibzooSqPwPf/hD/fCHPwyHTCDNvr4sstwpszRmO+KUyWTUaDSid+Dg4ECPHj1SNpttA10IqKVWAu9UMtcRp+dh0KlW8E6g8E4hg8aDsz47O4s95XMYRHD9+nX95V/+ZVS06IVwGtzLLuSB/QI8yWQy2traCpSYoBi55CxJtD345TOdpktAQZJCPxGVGyqW+BWqljwX9o/zIYgheAZkYTJQNptVvV7X+vp69Jw4Uvsq9o0FTdHlgIRjfn4+Rq9+ndyxp5wnYAr7TCDH9zkNEiCK72NvsLWAFfl8XmNjY2EjAB2Y+gMKnclklMlkdP36df3qV7+KPh18OOf9KuSO5Rz18fFxXbt2TQ8fPowK18DAQIyWhh5XKpVCzyS1XTqMjeSmc0lRgSPZRZeazWbbpWs0I2cymbjgEb8ACMXUMM6G37ty5YoWFxe1sbGhZ8+eqVAoSDq3IwsLC8rlcpE8plKptvsXul1UePB/DGegN5R/h9oJOOK3b3uQTKKAP+Q7nLrtwAj6SuDNOeIXU6lUMDR8CITLLzHO8fGxqtWqisWistls3B7vMs7qRoc742CnVp+ensblo9B6GWFfq9WUy+Wi2kvsyvP43UO8F37Q9wp7zz7z+7BJiF94FuJ0PgMZdnAJnS0UClpcXIx+jGw2G3Rrp8K/6L5duKLBgxF0YigI6ijzUiEgUCFD5sbBtbU1PXr0KJIEDwQdhSew9v/vlRGpFVA7tQOh89K41ELGCaokRWNLsVjUn/3Zn+nnP/95TObobNTpdmFI3aHjPEEMenp6VKvV9OjRI+3v74fi0vuAIJFgbW9vh8CQ6FG1cPqIG1CoHK4AJHX0jvgUMBQX4ca4Dg8Pa3d3V8vLyzo6OlKxWAyFRuFeFUoltRI0HCCLIAakACoeHFvKgTy7pDakAwQJh+GNZvwdskNgSADDe3YGRV4+xVDCpYYOMjg4qKtXr+qHP/yhfvnLX8ZFcyQvne/+Mgt+ebPZDIOVy+X0hz/8Qfv7+8HvRq8Ijj3w6qz2gPA5/xbjxmQlAjWpRVnEINbr9eDhklhAJ4RWxlmS5PT39+u1117T22+/rWKxGDqP0/J+q1exHLHiM7EtVCukc3na39/Xw4cP1dvbG+AEKLikoJjhgEmKO/vPsK38HvqG/tE/0Nvbq1QqFegwyWCz2dS1a9d07949PXz4UI8ePdLk5KQKhYJu3LihO3fuxPm5nncGe90Gfu6AONtGo6FcLhfgUq1WC4Q2lUpFRZUkU1JbszH2zim0JPo8v6S26qv3ozkIg8P15ZVy5B1wZWZmJoL4XC4XOux0JNeLVxkwO7DXKXdUB/f39/Xll1+qp6cn7paC6kWiKylkrdFoBA3Kvwc9wqZJrWmPLnf8U1LsA+9/48YN3bt3T19++aUePXqkqakpFQoF3b59OyoZBJzoTifd52XlDpmQWr1li4uLunv3rj788EM9fvw46I1MikPWBgYGNDU1FRQq3u/o6Hy0NbRlqubsIdU6EmQHDvwMJbWdE8/IxEESNqZ/3b59W/fu3dODBw9i4AVyMD4+HraWe8X8TLtZJICAdkzerNVqYV+k1iV93m/Bc3X2mUCx9+o2548/dx/MBc/sJ5Qj5Awa2f7+ftvQCpIXwBWedXBwUFeuXNH8/Lzm5+c1OzvbFpRzJi+zZ8QL3s8JhY64Y2xsLN7l7Ows2B8AnlzS7BfNou9UBvHLVNjwt4DUTnP2PiQAOypR0Cez2azy+Xx8P7EmtNGFhYXoySgWi+HruwGPu6JOYZicLpLJZGLEnqSv8PtReKYmzM/PR6kVfiSoqDexIWz+9940A9LPoePgna5EsA33nQoLzhwE8Pbt2/rZz36mhYWFbrblhZbz8qhEcPAExLlcLnilvDP7TNAPskR1AyEHzfOxmuwRyACIqCcvjGGr1+th0FAgDBgj7hhJ+PTpU21ubmp8fDz+nzdpvyreLYuAln92DheAskdgOjY2pufPn0fjlaSQJ1Cq4eFhjYyMhAwSsGIwUFSfTOW9GC7jJByUQnHeHiA0Go2gat28eVM/+tGPNDs7GxxTr3a9yr3zSWEgffSIlMtlVSqVSPBJMDDalL1rtVoEKwR9yAznQ2UIZ0JDuAc9TknDqLkjllr2g0oLtK633nor0CACSxyHG8FXuVxPJLUZdw9kM5lMPA8c8HQ6ra2tLf3pT3/S4OCgvvjii0CBfapb5+Jz2AN+3kEWkhfkNpvN6o033ogm+cXFRX322WcqFotaWFiI+484E2yvUyZeVaCM/FKByGazcT7Ot8aeIEPYLallP7Df7jj5O6iGVHoAC0BHqaJTIYOjTEWOYIiEjs8BNJmYmFA2mw3aDIETuuHDB76J5VQg/uC3kDun3yaTSaXT6bjX5eOPP1ahUNDnn3/exiDg8lH0kAUA5dU354dDNSaYGRoaUj6f1xtvvKHXX39di4uLunLlij7//HMVCgUtLCxobm4ukkm3A8idy9+r2C9JbYFfNpvVe++9F4n+s2fPIkitVqsaGhrS5uam9vb2IqlfXV3VxsZG3CXiQJSkqHJR5eBiRYJMp4QzGAefgL3D5wLcDQwMaHt7OwL7vb09FQoFjY2NBUWKCjKJQCaTCXrVyy7suvsuQKNCoaBGo6Fnz57FuwBQ0EcgtXpNhoaGwk8SXHtl24Fh/KjHN8QtBN9OHXIA2CmBxIT8bH9/v+7du6d3331X+Xw+brLurJK+7HLb6dR86MiA2FyMCd1cUlscs7W1pQ8//FC7u7vRK0XViJgHu4NOptPpYN5I5zEa4A79o07JRd6mp6c1MTGhfD6vo6Pzi0Kp0jYajRiIVCqVAnQn9mLvLrIu1Aze+SUEYo4AE7T5AfC7IMFw96anp7W9vd1WBkK4+Bw3hDhaDgnUHgeBgHG4XGiUz+dj9vXZ2Vmg8CC8Q0NDevfdd/U3f/M3eu211+JweYdXiZCyD+wfKCzcXzJhUPdyuRyBi9/SzB4SnFI2JejyqQ0oIMKC8LF/lNLcmXFjZaVSie+iQRW6GSVTuMM0zfN+30TQh8wRiLKvKN7o6GjscyqVUjqdVqVSicZwghUcApcvgQr5tBUSBmQTxIlKGokxgTlyJymcMYMFKC1ns9kYS3jz5k3NzMy0JYOves+QXxAeDE5/f7+uXLmiL774IgI+LlQbHR2NxkVQKueQkih5+RXEhMkuHjx4uderXThiElTK7KyBgQGNj49HoP3aa69pcXExdGR8fDzswTcV6LFwINgGnCIBhyT94he/0Nrammq1mvL5vBYXF8MRk4C//fbb+u1vf6tHjx7F3jj9DlqQ/zuAC/vjNKlkMqmJiQn95Cc/0bVr17S0tKRSqRSUwunp6egDQl8IsKVWQvAqgz0+F1oStAJmsXPxHDIkKagpLPTMe8pKpVIb5YwKiANeyAKJGnQPgBNQPwcRvBpEBZIKLQmH0zQI9L1n4ZtYnQmuV0mhCqKXa2tr2tnZUT6f18LCQiDl0KR+8IMf6Le//a2+/PLLaFLGB3ARJUktvR2SQp/xIYAHw8PDyufz+ulPf6pr167pypUrmpiY0OjoqIrFoqamprSzsxMVK0/s3D98E3L3dQlMKpXSm2++qWQyqT/84Q96/Phx7C0XbTL9DeooCSrJG9QnbLrTgRqN1lQ4gD/8BGgz1C1sB7Tw/f199fT0REJ7dHSksbGx6F3IZDJKp9Oxh/hdYi7e+1XsHfLld4cNDQ3p6dOnSqfTmpyc1KNHj9psN1OUADDo/fQGbRIY7pZwkJeKEEkHfhgEH73jZ3gudBc/fHp6Gklab2+vbt68qb/+67/WtWvX1Nvb24bKv+qFnyVepdJEBRvALJlM6tq1ayqXy3GnEH1p09PTGhoa0pMnT1QsFvXs2bMAk5xBcHJyEnRXbBDxLAkG8ssfbMbc3JwKhYKmp6c1Pj4e1Tn6SE5Ozu+UmZyc1NzcnCYnJ6Oah4x0s1440fDD8QqCd6v7bcrOo+vkMA4MDGh3d1epVEpzc3M6PDzU1tZWzJN2rhoGE4cktaaajIyMRCkcZJXAfXh4WNlsVpOTk5qfnw8kgIB0ZGREX375pdLptG7cuKG/+Iu/0Pz8fFvZ7WU29t/bSxw8wikpEGaEhsYrplMQBONA+TmcBkIHik7zIig2yQSL83A0kbNhZr0jCUx/QZnu3buniYkJ3b17V2+//XY0o34TeyZ9vdzx3/xdo9EI1JIEzi+f6u8/H6PnP8cNrwQZPjoPBNjPigqPc8l5b69M4YxBDzgPyuKzs7MaHR39VgIWFskTAdvNmzejgXF9fT0cDSiKT45C73C+jkohI47SI4dUODgvHDAUBsb/8f+ouuFQSSxHR0e1vLwclBanVX5TMsf+dVKCPDmE8tVoNFQsFjU7OxtUBoK569ev6/PPP1cmk9H09HQMKXDnnEqlooQ+NjYWVBVJmpqa0vz8vLa3t/XgwQN9+umnGh0d1eLion7zm9/o7bff1ujoqAqFwleqk1KrCgNQgY191ZUMXyCGJEqgtiCyqVRK1Wo1Lj4ksfBxsegVNptA1Z/X7VhnxRj5IwClUulIPU2U6DKTqaAMYhM4l06e8rex3E8QXNFkTJK0uLjYdp/MwMCArl27pk8//VSpVEoTExPa3d0NEAkfms1m23osGe7Au8/Ozqparerhw4e6f/++xsbGtLCwoN/85jd65513ovEVuYNSxudAZ3aQ8FVXMjr3in96FS2Xy+nevXuanZ2NBnFJbVQXppuRfE1NTSmbzQalj8qapKj29vX1tfUWEMMANhEE8z1QfQcHB7WysqJaraZisailpaVIKPr6+jQ+Ph7xkvvtr/OxrwIQ7ZQxH7yQy+VioEg2m1Vvb6/++Z//OWww/oKGcfwEVTD3Jd7zSkUWAJTk2Htt2YP9/f2gXAIA0oPZ09MTQyeGhoY0MTGhH/3oR3rnnXeit6WT5viqF5/tcS+9OAAfvA99PD7BbXd3V1evXtX29rYSiUSMmgYccUpnrVaLuAPwo6/v/DLtqakpjYyMaHl5WU+fPg2A//r167px44amp6eVy+XiuRkcQf9LoVDQzMxM26XInuB1sy7cDO6LB5BaykpJi0tM+B3nZjMKkpI6PLXNzc1wkPAP+/r6dP/+fSUSCRUKhZhLPDg4GLz8Wq2mlZUV3b9/X+VyWaOjo5qentbS0pIWFhY0Pz+vfD6vgYHzOyKePHmiTz/9VPv7+yqVSnr33Xd19erVyNy+aXTUy+EsqD/j4+MqFosaGBhQuVyWdK4gTAKh0sHnsDCmoK0oLUgyFRPn1PJPGjVBBdlnyuyUmwk0BwYGNDs7q7ffflvT09O6fv26isXiN5pk+N5JLYqNl1+dmuT82JGREU1PT8dNzBg/bxilP4aA5+DgIIyANy06jxnn40EKCQwN5tPT03rjjTd069Yt9faez04vFArK5/NtvTO+vkkqhgdh9XpdhUJBd+7ciQBwdXU1DA9762MdR0ZGArHDsG9vb2tw8Pz2VQysTxchEEL+SIr53GKxGDdvg5pyey4OO5FI6P79+6pWq7p79270cXwTVaCv2zOpleBKrQZanMXp6Wmgnp0Usd7eXuVyOd28eVMPHz5Uf39/XBwFvQpn+I//+I+q1WoqlUpxkzPye+3aNR0eHmpmZkbPnz/X4OCg/uqv/kq//vWv2+gTlMyhF/mUF3+HbyNQJuHkO3GG169f1+rqqoaHh+OG652dnXhuAhN61wjUent74+cceEkkEnEOoHdexaPqjVz6kAgag0Eej4+PValUNDs7G8AZPo1ADNn8pvdOatFMsHEELgSD2Ww2pgLx89j8dDodzdC9vb1R7aI5mUky//RP//QVuUsmk5qamtLVq1d1dHSk2dlZra+va3BwUL/5zW/0m9/8JibtOLItKZI3D1i9b+bbWl49ASTK5XJaWlrS3t6eHjx4EOd4584d1ev1kIGVlRUlEuf8eig9DAMAGOjt7Q2aJEkGLAkC7uPj4zYqTKlU0o9//ONA/bkb5Qc/+IFu3boVgT0+vbNC/E3bPGSN5JDKZDKZjPH3P/nJTzQ/P68PP/xQjx49Cv+Hb8EnOIsD/+iTRzsrkfQteAWRIBzaHvpAA71TrgYHB7W4uKj//J//s/7yL/9SMzMz8QzI6TcN6jmITFIPsIFNdto2crW3t6eTkxNNTk6q2WxqZmYmzt+pmkdHR/rss88itgNggqZI/+LKyor+y3/5L1pdXdXCwoLeeustXbt2LaahURFGNxqN8/tYGBzi7I+XXV2Pt2U5uuSlRDJ/jA0oJcjm6OhoZKdMNPCbQkdGRgJ95c/Vq1ejlIOhLZfLevz4ser1uh49ehSGpVgs6u2339bi4qJKpZIKhYKazaaePn2qx48fK51OR4IBkkAg/W0YQg+QPROem5uLS/c2Njb04MGD4ImSLPjkHt4XwXHeoqRoHETBeUf+iZKCwDt1am9vL6YUQG+hQej111/XL37xizDcGKNvI+j7ukAcpExSWwDS39+vpaWlQHRB72mKJhCUzhPWtbU1bW1tBVLTady4XwWnDvoEBQYEIJFIaH5+Xj/72c90586dQELhQTry5cmGo3Hfxj7Sr5HJZDQ6Oqr/8T/+h7a2tkJfSb6hyx0dHUX1Ebn0Zj6cdF9fX9B7QDQZp0mVkjItCReVNJIbqhp9fX3hVBYXFzU3Nxdo/7cRLHei/u7oCUI9MfN7BSQF6DI5ORkJHcEEs8lPT09VLpd1584dHR4eBuK0t7en0dFRXbt2TcViMfa9VCppZ2cnkEPsgqSQRwJzgmWqvbzDt7UIVtgPbM7g4KBKpZL29vb0+PHjGBnMZDR/D1C/er2uarUaySfcZECszmSAaq7UuryQRAzd4wx9Olw6nVY2m1UymQxH39kw/00v/y4PYNx3IFuSvlbuenp6NDEx0VaNLJVKMTGrXq+rUqnotdde09HRUfQT1Go1jY6O6urVq9GDd3h4qFKpFHs3ODjYdjcPAIPHAA40fBfLEWzsVLPZ1NWrV1WtVrWxsaHj42P9/Oc/171798Lu1Go1ffDBB/rTn/6kWq0WICXgm1/kx8jrkZERbW9v6/Hjx0G74t2R3dPTU2WzWf3gBz9QKpWK4QySVCgUVCqVghnC90itaVDfpo/l34kJYEkQo83OzmpxcVGffPKJPv30Uz19+jQSeeQApJ1qNtOqAKtgmvj7URXzqYeACFREoK0i89iYbDarv/qrv9Lf/d3fqVgsRmWksxft21h8l7MCXDclha4kk0nNz88HLa9YLMaIafZdkp48eaLt7W3NzMwEaDk/P69isRjywyRQ4hHsBH4TW8flxvjfZrMZMbgnZK9i314q0egMkqWWwUcgcHBnZ2eBALgzJpsi0fDmIFAkAkV47ggd3DPvGxgaGtLVq1f17rvvRuMo6Of29rbq9XqM58vn8yoUCm2z6T17+yaRZan9ADEgIyMjunPnTiDrc3Nzev/99+OiHCZpnZycxN0Q8GxB9Tq5yfBDHYVDUb0fAY4jwg96QRCTzWb19ttv67333tPdu3ej54Vn/7aDFxZIifMSMYbIkHMaPSjh70nCoFVwQykjfCVpa2srqHY07nGBFhOuqA5NTU3pzTff1PXr14NPS9DilK9/K3H6JpfzSZGper2uhYUF3b17Vx9//LGq1WpMwPByOgaTRMxvJj0+Po7khKSOuwsIHJFJSVFx29vbC5CCZJkKH41oo6Ojevfdd3Xnzp34zk45+DYXNs9BFt/Xzmovfz8+Ph5DHKCakJDNzc1paWkpfoegBts3Njam2dlZzc/Pa3BwUFtbWyqVSnFjL2ADe+6NlVCLsJffxX75WRG4O8UGGlW1Wo1+oZOTE21sbATyBnDlIyCd703S4BRUFg203KsDj5oqXDab1fz8vK5evRo0WpdL7OK3HbD4coqmV3UJprwHiupOX1+fJicnAxDioliCwdHRUV25ciV+j2ARvctms1pYWNDCwoJGRka0s7OjYrEYPXvsIRReqXWbsVOkvgtd7fQT0CxhMjDyfWFhIfovaK7NZDJaWlrS7373O3300UcxTens7Py29KOjI+VyOV2/fj1iFKbnraysaHl5Wbu7uyoUChofH9ejR4+0t7cXk4/6+/tVKBTapjdB3Wb/HPz8tn2s1JIt5MonMRKwFotFXb9+XX/84x+1trYWfWog+Ohks9kMpgA+hOpPIpGIRnJslU+WcmQdJN4p+Wdn5/eOXL9+XX/zN38TSR4y0BnbfdN7JrWuHQDErdfrcekq70C8QrwMo4X396SrXq+rWCxqbGxMMzMzkhSURfqjkaGRkRGVSiXdvHmzbeIcfoqKm/cB4ofQfezfd1bRcKPhgk+gxoPhFNhwOIteEsZhEHx5Yx6CnEwm46C8DAd6tbOzE0jUyMiI3nrrLf3gBz+IUbsnJyfBA8aQOCWkcyTat7280cYpJUwrmJyc1Mcff6yVlZWgnxCcEcwdHh5GtkoyIrUyZhASePFSq0m3VqtF74U3+Pb1nd8APTk5qdHRUf3kJz/R7du3AyHzktu3gbT8W4t3xhj5xDP2kSwdVHdsbCx49PROQEmDokbvBmPqQKFBHtbX15VIJFSpVAK5S6fTmpub061bt3Tz5s1A3lFoGlEdHf8ughYvj4PqNhoNzc3Nqbe3V48fP1a1WtXZ2VkYO87XR4+CqDpVDTlkVCGBX7lcbpsARGIIzYMKC5TK+fn5aOQrlUoaHx+PisB3Fbiwd258sSHYOkfU+YMx99K51Lo4FGcLWodjBtEjicDmvfHGG6pUKvH//G6Ezrn1/L3b3u9q7/x5QNSZ+gf/G707PT3V1tZWXOpFQEGA7bfL+2f29vZGoyr2DES6r68vxtTSnE4/3+zsbATTBNySwrbwHd8GvfbfWgSgPAvBik/bcRCBQFVq3TyM7/RbgpFJaDp+JxKVnp6eHr3xxhtRSWNaErIKau8VhJdtIn1VyxMx9LBUKumdd95RvV6PngmSW4CjiYkJ/fznP1exWNSDBw+CFvv06VNtbW2F/yBZuHXrlq5evaq1tTV98MEH+vLLLzU6Oho+dHd3VwsLC9rf349L/JBZ/LlXfyW1xT3fxT66r3D5cnufz+d1/fp1TUxMaGNjQysrK3r69GkEyD5xCl32gJxqOfpF0oZvQragRdLvRYw5ODiopaUlzc/PRxWg8x2+i4Vf9SQU/+HUYpJLZAl7LrVYQ2dnZyoWi0ErRX+RC2cX4AcKhYKKxWJb30w2m417Yuh9wY46EC3pldm6Cyca/9aX4vxRZjLZgYGBcJagbGyMIzE+rcozKQJvfg8UxtFC5vzOzs5qYGAgGm9985rNptLptPr7+7+CdHmg9SLv+k0sb2Jk/0i0FhYWNDMzE6VeUAHuI4FexZ5BLQNVBlmg3Os8eZwLiPvY2Jimp6c1MzOjUqmk2dnZqDSNjY21zbT2APG7diQYP0e7nR4GV51qGqgMv+MVNJI7AuqHDx+qXC5rc3MznGsymdT4+Lj6+vpULpcjUc7lcpqdndXc3FxMESFJIWjvpL19V0GzVyMZMco0lKWlJVUqFe3s7GhrayuqbVtbW6pUKpF8MXUJx1ir1UKW4IIDBmxsbMT0jOHhYW1tbWljY0OpVCr6i/r7+zU1NaUbN27o+vXrKpVKymQybffxfJdJhq9O6g3PhM3hD9Vb9hcknveA2sPvQuvzRAN6o6S2KgAjFNk7fo9eLrjAHqh8H/ZOUgTK2Dm/+A36CvaQnoqzszNVq9U2ug7AAEHv0NCQFhYWomLkFSUCZ2gWTr9jrjw0WioZvr7LJMOrZ07jcsDHAzhvPiWB9+AfuZQUton9gnqB7ZLOkWQSQnwrt1UjcyDMBN486/dhoQNSy9/CknAKLYEgVfJSqaTXX39dt2/fjmlQW1tbMcp/ZmZG6XS6zRbQ21KpVKLnbXNzU8lkUtPT0xocHIyGYBa/S5wDWICd+a78BftBcsFZo5s+gEc6H+ixvb0dFGMqE/w8fVfsF0E0Ms3eYMPw21TOHHRhvPKNGzeCnuzj+79rYID96qQTft1kRu8xBSxmFDLUxc5hHg6UO82Nd15YWIipmkwGBQhkAEInSODx+6uqAl1ovK3/89/6GVdmMjEQTN9c/tuNmHNleXF6CxA4si/n+c7Pz2t8fFw//elPo4GQ0Wp8NokK6KzUQni+zbLa/2t1Og4PCuDacrEbTVO7u7taWlrSgwcPtL6+Hk3ge3t7ETzTK7O/vx9BIvxIKGRkyLdv39Y777wTkwkODw/DkZPAOHfv+xS8OMrn5wlNwMuGOEcUyvmUpVIpEK5ms6mtra02ehYGANSexl5GsTKqlcAIRNQnp/l+fZd7504LhA1q3tTUVFvFq9lsampqKhJdAsGZmRmNj4+rWq3qH/7hH7S2thYUjcXFRU1MTITTpMJBnwZ8+UqlopOTE125ckVTU1PhSEhsnef9XdOmfN/QAX+2Tr3wYMJ7pZAvuMed1V6CoWQyGXKK00WfCbbR9X8L2cYBfR/0tNPO8YwELcgfSTqN8jhir7RVq1WtrKyoXC5rcHBQ+Xxek5OTUXn1vjZJYecYs76xsRENzJlMRvl8XqlUKmyG79v3wU/wDH6W7i94PuRCUlt/gNQKdqBJAEoR+HngiK6hf7AD+Hy/zwC5816I74Km928tB1akFpOAOIPKjw9xgOJEIkFCjw46Es0ZEJtMTU1JUtyxMTU1FXqaSCQiuOxE4J3q6JU01ncFSnnS6CAxwy6o2ICif/rpp1pbW4tx1kz1oqoNk+Xw8FDNZmtcdTabjd41SbEHzWazjWbLHr/zzju6du2aKpVKUP08RvmukgxfPIPrhSemAKQweIhXASjRR3wolaKBgYG4gbzROJ9Qure3FzKXy+XaGChUOpyqB/gsqS1ReZW27qWbwTtXp/PFgXwdXxN0hYCM32HyCEYBtJMgBUfEZxMwezUFdAeB9N4OLzN5kPl9cMJSCylldSIZ7AlBNVWIzc1N7ezs6MGDB1pZWdH29rb29vZizGZv7/kdCaBQg4ODMcqsUChodnY25qFnMplI8Hp6egL58Wf8viQYvrxs7/KH0ZbUNuIYVI/Aj/8vKZwzjVT9/f3RIJrNZlUoFNpQZB97CF8cGfOL7Tww/T4tjAyNyLxDJpOJAIR3SiQS2tvb097eXjSQVqtV7e3tReWHZI6y+ejoaKA1BCc4MHikUusiOahm0tc3Yn/XyxFmggfXEWSC98NBMuKyk+LX09MTJW5opjTLHx8fa2trK5I7zsqBEsZIetJMwPR92jepfbyp0zB5F0Aimr2l1qSv4+Nj7e7uamdnJ+6PgIoyMTGhyclJvf7665qcnJSkGCNMYkZyJ50nF8lkUoVCQblcLvYaJ++J3/dFZx0BRm7cR+DjkCMCaW5fd9DPJ+AgmyRj0LIY/uB+2+0el7U6o8ED6u/T8nfopMJ503EikWhLHrDp3j+BX6WXyicSuh7y2ZLa4g9iGai72EUYB1+XZHyXyyuDrr8OuhC8Dg0NaXp6OnquoM6OjIyoWq1GhYLRrdwk/8tf/lL5fD7kanNzs20s+v7+fkxqmpmZ0e3bt4MCjY/25/0+LM7P96pTX/iZer0ed2f09fXFtFHkACooek1/c2cs23kRLrKJbmLbAJ29kvFNDG945YmGL1cSNtkP35GDTjTv+Pg4gtuhoaG4iIVmWqde0bOQSCQCUXbH3znhxzPl74vzYHUGL1J7AoQB8kCfCRDFYlG1Wk2FQkHValVPnjxRpVKRJD1+/Fg9PT0xpQDhvHLlisbHx4MmVSgU2riPcEh5NkdLvy8G0Ffns3UGLgSCZPWSwsCjgPx/SdGr8d5778XveIKMY+DvkTfOztF4nuv7LnM4Ehwg70Ryy7tRzWk2mzF9hiTBhw+AysMLBzRg+YVGPq7Q9+r7LG9SC3Xz4Ar0CnRcasmf0ySwV6BVbge9Oc8DTNBmABUqGXwHtu/7VHHsXB68Mx0Kew5tySktIHgE0/v7++rt7dWXX37ZFqAhp+gyVIxOBJXphoBV7JNXgTyY+j4tD16l1pmjt6Ce3mfidD4quz5Aw300VRBkDKCKS2Nd7vi5zgTj+yhzUvuIdN4FIIqYwBM43gXqTufFrV65hL2BLMKD52y8CgLQxd55ovN99bGdVSv+rlMW2btUKqWpqSnt7++rWq3q2rVrOjg4ULlc1tbWVlQm19fXNTMzo3v37sVo3+3t7bg8EYrkzs6O9vb2NDIyorm5ubY+S+mbuW3+VSxPar1vycFjt/v4Ao9dJMVIeWf1YOs8WfXLnZ1KhZ/itnX8Oz/7TcXEieb36TQu1+W6XJfrcl2uy3W5Ltflulz/v1jfHwLl5bpcl+tyXa7Ldbku1+W6XJfr/zfrMtG4XJfrcl2uy3W5LtflulyX63K98nWZaFyuy3W5LtflulyX63Jdrst1uV75ukw0LtflulyX63Jdrst1uS7X5bpcr3xdJhqX63Jdrst1uS7X5bpcl+tyXa5Xvi4Tjct1uS7X5bpcl+tyXa7Ldbku1ytfl4nG5bpcl+tyXa7Ldbku1+W6XJfrla/LRONyXa7Ldbku1+W6XJfrcl2uy/XK12Wicbku1+W6XJfrcl2uy3W5LtfleuXr/wO+UBw7Uc6/+gAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAxoAAAMWCAYAAAB2gvApAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy952+kWXbf/63AYmXm1Ll7erpnelJr82otrXKAbUGADRl+YRgOf5zfGoZgvzBsyxCwP+1qtRrt7oSd1NOBzWZmBVYVK/1eEJ9b3+d29UyzyJldGHUAgmSF57n33BO/59z7pIbD4VBTmtKUpjSlKU1pSlOa0pSmdIGU/nUPYEpTmtKUpjSlKU1pSlOa0v97NE00pjSlKU1pSlOa0pSmNKUpXThNE40pTWlKU5rSlKY0pSlNaUoXTtNEY0pTmtKUpjSlKU1pSlOa0oXTNNGY0pSmNKUpTWlKU5rSlKZ04TRNNKY0pSlNaUpTmtKUpjSlKV04TRONKU1pSlOa0pSmNKUpTWlKF07TRGNKU5rSlKY0pSlNaUpTmtKF0zTRmNKUpjSlKU1pSlOa0pSmdOGUfdkPfvbZZ1/4fr/ff+7/4XCobDb73P+ZTEa9Xk/dbjd8r1AoKJfLaTAYqN/vK51OK5vNqt/vK5VKKZPJaDAYqNvtajgchs+k02kNh8PwMzMzo3Q6rV6vJ0kaDodKpVJKpVLyh6Dzed6T9NzffM7p5s2bL8uyQI8ePXrutV6vF+bOXGdmZiQpzJG5nZycqNfrKZPJKJvNJsbW7XY1MzOjmZkZDYdDDQYDZbPZ8Pfs7KxyuZy63a663W5Yi1QqleAf/EqlUuF9fvgcP71eT4PBIMFHrsHnnZfQ1atXz8y7nZ2dxP/9fl//5//8H/2X//Jf9KMf/UgLCwv69re/rX/5L/+lvvOd72h+fl4zMzNKpVIaDAYaDodqt9tqNBqSFPjhMgGv4Vs6nVa/31e32w18d/lhDbLZrNLpdJBLZBz+wAtfM3jM+jj/kHP/HLS8vHwmvj1+/Pi512L5j1+L32O94QVyAQ+ZO99Jp9Phb+bX6/XC9TKZTJgf33M54XOsXbfbfe5zrEWss74+PqcrV66ciW+S9MEHHyT+T6VSyufz4SeVSqndbuvw8FCPHj3SgwcP1Gq1dO3aNbVaLb333nva2dnRa6+9plu3bmllZUWlUinIRTab1WAwCHODl71eT9lsVrOzs+p0OkEX6/V6sI+8hoxns1n1ej01Go2g39lsNthd1hFZ7ff7YR19rfiM02uvvXZm3n300UfPvRavl69TvP5fZJfdXsGHwWAQ5JB5+DyZfyaTCa9h69BLl0v8kuuw27QXjS22da+++uqZeffuu+8+9xrjYby5XE6zs7OSpHa7HcbotsTng4zAi9h29Xo99Xo9tdttdTqd4Hu4F/dDNjqdjtrtdtBvrst9WR/u7XyL5SHmGfTOO++cmXdPnz597jXsMbKN7XC75LaKz7qNQefieAL58M9i/7CV8JrvIKfc321jOp1Wt9vV0dGRDg8P9eTJEz18+FCNRiOMqVwu67XXXtOlS5de6Es3NjbOzLsHDx489xp6xN8nJyfqdDrKZDIqFAphvLw/GAx0cnIiScE2IRvOd2wevMvn85IU+Mt14Bcy5d+Hf+4b+B/ZJQ6MYxHWexzduHHjTHz7+OOPE/9jSxqNht577z2999572tvb09HRkT799FN1Oh1duXJF3/3ud/XKK69ofX1dGxsbmp+f13A4VKfTCbGe22jnSRyPcV+PMdzGI8PYiUKhEGxDt9vVyclJ4BvrwDycf8Tc42KI27dvfymvXjrR+DJyhXKjxwT5jDsIZxDM8YkgPDMzMyHRkJRgjF+Te0sKzsaDXx+nj80Z69eUks7vInmFQWYusfPnc8xlXDIknQbO7lw9CctkMpqZmQnGEt5xHZTRgx/GhMOBL6wBvBgndPzvfP0ihzIJuWx1Oh19+OGHevjwoX7+85/rzTff1F/8xV/on/2zf6ZqtRoSB5wqyorh8zV3fkmnDhXH2+/3w9wh/9+Tg5OTk4TzlRS+D7mh8IDIv+P6dFE0zkiMIw8MMOzOJ3eg/jkP7FzePAlBHuLX4/u/yDm43YjXzz93kfrqckDyjjMj+R8MBjo8PJR0asAbjYY++OADlctl5fN5FQqFBHgwOzurVCqlVquVSNY8OOv3+zo+Plan01GpVHouiMtkMiEZc16QGCL3gAyeCEJuL9CVi5Q59ArygMHv42vndg87MzMzE/RZUvAL0sg5xnLD/OEpuhbz24M9HxO20ZMOrunBjzv/iyb3P91u9zlf5oEucyMA5D1JITh0kIn3nY/w0uedy+XC92dmZkLS3Gw2Q3DZ7/fD3yRC7mv4fdH+4ItonK8fZy9cHgj+0Sd46UFerD9c222P23y3nz4mrjkcDtVqtbS9va1er6etrS1tbW0plUppYWEh+DqSZYAE1tPjoYugODby+fv4/Z7Yf/hFXAKvc7mcJCV8sDTyneg5tsrtEJ/hnsgp1/cEhHvAf+xzrNtfBTGvXC6nubk5LS4u6vDwUEdHR3ry5Im2trb0+PFjtdttdbvdkLRVq1UVi8VE8t9oNNRqtYIP2N/fD3wpl8taXFzU/Px88AHc32NK97VuuyASQpIN1sptLtflPfgd284vowtLNKSks6BqwYJ7ZtRut5XNZlUoFDQzMxMcOc4QA+9BmKNtcWYLIhgbYBYtFn4WwwWY3+6YeM0N0UWRG31Hh2LEF2XBoJycnCiXywVjg3KCbnEtV/xqtaput6tWqxWEiu+ThDiiBw9PTk7UbDaVzWY1NzeX4EeMPsZBcRw0XBQNBgNdvXpVly5dUrVaVavVUq/XC6hyJpPR2tqaXnvtNRUKhXD/2dnZ4IRxmATNvI6sgJDgdJEbnJAjq76GzJf1ihEzV3yX1dh5wb+LTDbi68djjj8TO07QJw++YtlFZpEr56/rPwmdB3jYCzd46Py4BMlfc9Tqq9BXtx+DwSBhr3K5nIrFojY3N9VsNlWpVIK87OzsaGtrS3Nzc6pWq6pUKolkDD0m2EN2ZmdnVSwWdXJyopmZGeXzeZVKpQC2eNUyl8sFO+tATMw/bEssSx58w8e4sjEpeSDMOJj7i8Abl8kYESUh8qoDcoRuMnYHStBZly1+vFrJd9BJlyP+lvQcf3w+Fw2qxDbVK9usq6P1zodcLhd4FusG/HTk07sP3Je02+2Q6Lm9crAEG+DVJZLBF4EJ8d8X6V/je8Rzj5MPt9Xw1f0k+vQiYO7k5EQnJyfhu14B4BrEJIAMnU4n8Pzg4EAnJyd6+vSpnjx5ouFwqEKhoNnZWZ2cnCidTmtlZSUkenzP1/Gi+ee8oyrm9iebzarT6SR0A99QLBY1Ozsb+IEu4/8gB3HS6bQ6nU74PNVakl3XVb+GpIQcxraF73yZHJ6XuP7s7KxKpVJIIEqlkvL5vMrlsqrVqjqdjp48eaKlpSUtLy/r4OBA0ikYkM1m1e121el09OjRIx0eHqrZbOr4+DjEJJJULpe1vLysGzduBDnJ5/PBjjkYEifLcaznfIkBfSkZF/P5sya3F+JRYpRiHCLF6xgknEQ+n9fMzEwiS3LjGGdRkoLyejuWJygw1o2GC1ssiK4MXDue20UpsWeacTDnjthL/AQilNVIkorFYgIF4G9p1MrWarUC30HpJYXsmPt5wIgRYS1wcKASHkyzNh5A8Rmf00UoNIJfKpVULBYDYkCSRXD2P/7H/witLOVyOWTmINAYLKoc/LTb7URbAGgxgR9INuvhFSHmGSdhjjKPQz0dGUUOoIsOXKA4gRmnu/z2YIdguNPpBEQJmXO0xI1d7Ow9+PQA0BNkR8EJnmLD5sExQdCL5ncR/EIfaWlqNpshwWeu+/v7Gg6HQTZrtZrq9bparZaGw6Hy+Xww5I6QelUEOSmXyyHAQ28dxfNxOTl6GAM2zvdYPyWF649LSC6Kj/yOA3kfP58jqJaSiQPzcRDKE1q3ZdjQ2dnZhM0i8CPZg79e1Rxn97GHbkekJDB0ERTf14NkT5jQDWwL8/Rg1q/B/LF3BI2uh55wIG8AVW7zx4ERTuNkKA4A489/FcGyJxXcx++FzMNH/Ku34NBG5gBTq9VSo9FQs9kMuhP7TNZrOBxqfn4+VDglhfbLWq2mzz//XI8fP1a9Xg9JBut7fHwcAAXX7xhcuQjevQgEcB5xL+QfdJ6xeTzI2JAjB1J93OjdzMxMgn+06mHjsaGxjff1jeMO72rxyu9Fkt87lUppfn5eq6ur2tzclCTNzc0Fnez3+2o2m/rggw+UyWRUq9U0Pz8fWnNPTk70ySefaGtrK1S8sTfYwVarpSdPnujx48eqVqt69dVXdfnyZQ0GAx0fHwdAmvXwxB/7RuUHvjhY4sm2+2J+n9XHnjvRiIOU2JB40CA934eNAywWi8+1nDjK5igWwsJ1YZ4HBBhRV04MaoxeOHM9UIwZe1HkqJnfy38wMtJI+TGCXs3BWWIEcrncc8kVvX9x2ZK5wTuU2/clUNLD8DH+OMDh9Vj4LjpYZkzXr19XsVgMCojMFAoF9ft9/eQnP9HHH3+sjY0NLS8va2FhIaBSJAtUeHCiVEcajUaQIWQum80GR3HlyhUtLCyE+3rw7LIC0uwJhssa6xrLwji+XhTvXuZanixKClUeR5K83YIEDooDQQcIYnvg4IC3VErPt15A8MyRF9ehs8z1yyiVSiWqXj5vknoSUhIP5KxYLAanMzMzEyog9MxyfUeY+Budm52dDUBMu90OMuooNrai3+9rdnZWs7Ozz+0Bc1viiQ4IGuS8vAjydfmiIJOxeSDnQaz3g7u+oYOepGIbkVs+53sNPCAcDodhXbxS4t93v+XB04tk86J4JykxR3+debkfdQCEQI3KmAd1vV4vgFAkF+4DCLJjpJxAxwNNqiu0TjFmH++4pMJ/fxU0Tu7i8TlKTFDlgJJXBrFpnU5Hx8fHOj4+Vr1e18HBQYIv2Hz2snnnAfutWq2Wnj59qk8++URHR0dqt9tKpVKhCkU3An6oWCyq3W4nWqwh15uL4Bc0DvTyADSXyyVkBDnt9/tqt9sBYfdrUrGI91FwLeIV12XknOtia70inEqlQuXHbYXPw1uC4sTgIvmG3HiSyfh8fVOplLa2tjQcDnV4eBgStlQqpePj40S1kevCX3xuKpXS0dGR/umf/km1Wk3Xr19/Tqa5hleikH9k1isgcYHA2y1flKx/GZ070fCKwzjmxosNg3DKIH0YSL7rwW86ndbx8XEiqPPSMVlfHKz7/Sjj+WLCsBhh5Hcc/I0LrieheHGYowcOtF+QZFGWRbG73W5AOhwR9euM2zjv5WxKvggSSRpCyv4O2kMcEWPcsTJ8VYGyK8TJyYm2trbU7/eVy+WC8Wq32+r1elpYWFCxWFSr1dKnn36qjz76KPQ1ZrNZVavVEDBitE5OToJyUy3znud6va7t7W2l02l98sknunXrlu7evatSqSTpeaQG50Qrg+vHuIQiNupOF+GMXZfGvfcikMDLr8fHxyFZ8B5aR1TRTxI4Sc8FMdKIX+ifb6Dkmv75cYCGJ3CxrXlR0nZWnkkKCCJVRRwhjjWuFFKRWFpaCgGfB360MkqjIIEkhiCQtovhcBiqac1mUwcHBwFZJsnudDqq1+uBrw6oxHYFZNRbbdwWunO/CN55e4r7Bl8bb/HyBAGH54k4SZ0nW3zPZYKghe95yxGtLalUKqCloI3oLnLuQbz7NH68Lfii6Itk10Ee33sGwR8AJ+y6J7DILqAMSQJ+x6sVJC++dp6Y0u7B510P3ad6IOx6G8/tIsmTMykJXHhrtXcyIFt+wAryeHJyokajoVqtpk6no52dHe3v76vZbCYqR8iWt8yQ0JPgbW5u6uDgQKnUKXBGmy+200Eu92snJyeJNWFe8VwnJQ9K4/WEp8hMDBpJI1sPMMKaEld4sBv7o3h/kDTyE8QsnugQE/kBL1ScuY7zxEGP2G9Mqr8vSszgRbVaDTEa9gxfyjx3d3fV6XQCcJrNZkN7HLrYbrfDfKXRgQPw5/DwUD/72c+0t7enK1euhD2qxNQkcth9+IddZF8Vaxon3+N082tJNOIsi/8dpYVJLphx5u2JwWAwCCgLTpTPUDaTRgaWdiCcgTsoGOYtCSz2zMxMoh3DBY2//YfxnleRXxRAxo7eHSjCgAPEMJIUOC8wQs4jfjB4zCPeUMV9YvQdp5LL5ZTP55XL5RLtRXHJ9iId7ouoWq1qY2NDmUxGpVIp9C8eHh5qZ2dHV65cUbFYDMjxcHi6L+jx48caDAYqlUoh0YiRK0eVcBh8FlTl4OBAP/3pT/Xpp5/q3r17unnzZgJhhcckhnwPZNHl3fkWB8gXxctYzqTnkRz+diQSvfU1Zo4kvMim6487Qkc+Y2TJx4JuOpqCM2IMPl5k1BOc2CadJ3CJddIPCWAvUDqdDvan1+uFsj66l8vldHh4qM3NzbB5j6SVpArb5mgoG225B46U6iInBPE9bAJr0W63VSgUwnricKiwIKMErF6Ne1EQeB4euuyMA3aYBwGV22oHN7z6BWHHAVWkUVDCCWEEgZ4weMAUV3jhEY6fyieAzTh557sXkeDGY+F6bnMZCzbOk3UCG0nhfXgMz3kfPvDjCRqf8aSVhCwGTrg+gYlXcx3YcooDvNguTEqxP/LKJ/fhvbjy4j8ewHe7XTWbTdXrde3u7mp3d1e1Wu25k5c85qGtam9vL4AHnrS4jOMbGHu73Q5AYr/fV7Va1dLSkl555ZUQRMaJxnmBULd5Htf56161iO/roFEqlQr6R8eAy5/rtMcZADesgSccDoTEQbvvZaPyE/PD5xVXyydteYx55KDb/Py81tfXNTc3F8bP3EhOmRN7Z5vNZtBradSuTEzo/tYTgmw2q0ajoY8++kj7+/t6/fXXdfXq1eAH3GbRhpZOp9VoNHR8fKxut5s4MCKe15fJzJfRmRKN+KKxYDJ5FM0zRy9TI4QoOZOmHIkwFIvFxJ4ED8JRVs+MvXxMgiGNeo+9XBdn7lJyk6A7W5/fRZErnRt/FzBJAdXo9XqJkxxArDD8ICC+Jo4GE0D7JjZfLy8b8z9BlSs/6+bGJhbMryLZ8GBlZmZGv/Vbv6Uf/ehHOjw8VDabDRvXP//8c21sbKhcLocAn5YS5osBIovnutKozYRAxeVWUqJNYHNzU48ePdIbb7yhd955JxxB684bWfZ2BnjNZ+Fd7GTPm3CM+14cuCB7jDl2LB70O6orjWSTz3IddJp7OMDgPJFGcuxO2o01CHwcDMTB8TjbdF45dBvg9sTL+tigUqkUHB8/7XZbR0dH2tzc1OrqqkqlkgaDQWjNc4fitpLgguoI9pENf5VKRdVqNfT6AgJIo+NHkTGuz2eoSo1bb5/3eZM0vy7r6wCGV5Xd6ftY3Jdg2z0ZItjyCizVIdYMfScRATX1/Wku11zPE1/2PZCwMF4+w9i53kUgy85LT9SZg++RkqTj42Ol0+nQbsf8SDSwPSD1tJ6wHuiQV4Z8nZBVAmJfR4Jo2kt7vZ7q9XpIfNzOQrHOehB7HnoRmMd7JOR+Ypyvtwdw6AenyNVqNW1ubmp/fz9xqIr7FQ9uPTEGkfa2F2SYSokDmlTXM5lMqNCvrq5qfX09Uc3gPq5Pk5LrZ6y/vI8MsGHZkwTnhQf0Hhxj33mN67r9Q+edvMrhyaDb28FgoEqlorm5ObXb7bCPLvYVTrFtOivF1/TrzczMqFwua2VlRXNzczo6OgrxqTSq8hC3kWgOh0PV6/UESMThDlS8qGIWCoWgf8jbs2fPdHR0pFqtpjt37oQEwpNqPwWMqhkxtwPwMYjn8z6Lrp65ovEiYfYAndYoL9EyIRhKhQKBou8RFNlPNEB4MX5e+oe5BNJ8F0ZgEBDsYrEYxusOzpk6TujOG7jEKAGvMXacIkbOgwwv+/MZeJLNZkNG6ggDZTZ3FnyGNXLUi+/REy4pOCQyb47oTKVSIXCHzpIFn5fS6bTW1tb01ltv6f3331c+nw8IcKlUUqPR0O7ubjiGEV77hmFPtHzzZ9x6QpKA3HpLFYHbz372M21ubur3f//3deXKlbDOnmwTGFDK9GDa20nGKe9FIaR+rdhQeHtePp8PLSau0+M26jma5f2y/D8OZYudjqNJ8MVRJyl5ih2vezXqIhONcQkz8yFAI+AqFAoql8tqtVqJ4MqTTdYdhBz97na7oQ2jVCqF8jbvO5pK8MHBBJTWWUNaXuLSOHYR3mL/vNVjHF1UVQPyIIxAwvf+xECCt0p4QE2wA3/dHnk7LTLqNh6984qbB7h+LCZjIkCsVCpho6a3zr3IV5yHXC/jYAzClzoYII0SYt8z4Am8A0NeLYr3WThfkVnkH9/k7b1xhTGXy+n4+Dgx1hhcGzfn8/BunJ10O+N21095830UPgZiEp7DtL+/r93d3QCwOAgQg5VQDOoxd3zRycmJarWadnd3dXx8rEKhoFKpFNp5y+VyaL2an59P7JWM5zkpKu/8c7/gcRHvu/x42yX+w2MT5BDQLk5cXTYdyEGX4wqb2wmXN64tKVQEaJVHV79I9lin8/LNr8WYK5WKNjY2tLKyou3tbVWr1WB/2E9H8tvpdEIy4VVJYjWvwGIDsVVxTNdsNvX++++r1Wrp9ddf19LSUtADX0tJocUP+fTjbp1n59HNl040XhSAx0bRe7oQRnbTt1otSQqKDcNB4HCyGDyMG0yFWEhvI5JGC8L1HY3u9/uhn9SPjKPMBjN9Y2sc+E3K6Lh1xMkTHueZlNy85Cgev3F8fsIIexWcH56Q+RpyH8YBb9xhFwqFRFWFa8F31ic+ZQijfl6Kgz2oUqnou9/9rv76r/869Hyurq7q5s2bWl5eDmXb+KQuNtkio/DR+7IZvyNcXkb3dgR4vLu7q7/+67/Wb//2b+vevXvhhBKqQo5MOLowLlg4K1rwIoplN05yPSjzINUTIGn0QDlPHnC0jkLG/cN83vtzfQy8Bx88OEcXuY4HK8ialHwY1EUluR4UxHyEH5JCuR6dwYZxUhRzJGhoNBpBn7zVyU9D83uiZ65zBMPdbjc8W4OxILN+8gv93iQdlUoltFBJyX1nngCeh4+shVMsewTs0iho8CAqBpD4m3nCU2/3dHvt9sf77X0c/O3+hNf7/X44zlk6rd6Vy2UVCoWwwZp7xUnxVwG0OGKN3/N2E4j3sDX8xschZ/CPebjtxv/Cm/jEL9YH8Ir748fdbmDbvFr3Itm4SEDFye1r7GvxYXH728nJSTgR6vDwUPV6XfV6PdgrAlwSBtYiBo08FuIeg8Hp/oVaraa9vT0dHh5qOByqUqmE5yrMzs6q2+1qY2ND+Xw+gAvoiMuez3MSYnwvqmR6W5zb45OTk/CMIPaNsc4k7N77HwfknoA53zwh82QZf831iONiMAGZhl9UNvyo5Vhnz8u3mLBJxWJRa2tr2tjYUKvV0vLycgCmNjY2tLq6Gmw6p15SccNvUi2kdR0fyBwAvAA0/VSzJ0+e6OTkRG+99Va4F3zK5XKan58PvMNO0CrqlXS3DfE6vgydKdEYZww8QJAUkAwm4oEJn+ezKD+lOJQXRA/0EibgDJioK70LEJ/x/j53IlRZKIE6KuOMjJk7qSGMr801ed0rGJQj3amgECQSXkKjZYqABcTBnXqcJPqaef8sQSIOXEoiByQiuVxOtVpNjUYjIF6sq9/P29ImpTgwduKptcViUUtLS/rGN76hd955J1QyKEfzYCmcijtVDJdXzNx4OILi1SCv+iB/3W5Xf/u3f6tGo6F33nknrO24a4wLwn2+56VxRv1F/AUxZ/P/cDgMpVRvmfK+XEenJCV01e/t1USXefgYtxtgPEnkfHNhvGHcPx/P9Tz66tXNmKfIeLlcDrzwE0PS6dO+VxwgMsWJUV7Kj1s4fPMeehzbNrcZzWYzJDsEwO6gkS8cL8Hl7OxsAF38yFJppAeTOmHfY+H2k3VDFkiaaOWi5Ye5kljCGx+PV7VixI3XPcmAeN9bUT3RiO0xgSE+7OTkJCDO2F8fB3yflHcur3FiRoLQarV0fHwc1hx5YawguDxkj6SO9/CL+A2vMrlOMgd8t/MZ4KHZbEpK9rfTwoVsEzD7oSMEQvGcL8L2OVgDeYAMr/jxfRF8fzA47ZWv1Wp6+vSp6vV64jlVXJvkwoFEj3W4N/ENukF1pNFoSJKWl5e1vLys1dVVra2tBb7ibyuVimZmZgIaHidmHoyfh2fjknBkgjX1Sho2KtYx75zAl/p1PP5z0Mr1J15Hj0P8tClaz5AtAvbhcBjaTOk88I3iF53UxvrKeLPZrNbX13X16tWwD+LatWuh2sGBIcfHx9rd3dXjx48TwLf7VPjonUHIVHykOXEc+4i63a7eeustra2tBR6Q9PsBElTqsRXO93E8e1k+TtQ65YlFXALDofkxjiDsjkY5ghtfi/v4ovG/O3AfE4EeVQoPvjHUIK5k0K1WS51OJ5SN/D1Hyc7K1Jh8Ts47d3yeTHFfL1PHx8gRQHipG0PjJTdHa7iXt55gCDHA9JOilL5hnP/pDWf/RrFYDAGTG3Xnlxvfs/IuTvoIxMrlstbW1nRwcKC33npL//E//ke98sorGg6HajQa2t7e1tbWljY3N7W7uxsMe61WU6/XCyVpkFWSJr9PvHasEwpN1SeTyQSU6n//7/+t3d1d/c7v/E5oaZGSm1HdGOHY3TAzZ5/7WSj+DmOIkUvI21W8ncIDfUcrX5SYe6IZJyd8z0u8yIy3wcBb33Tt9iKTyYRy+bhAL57bJBTLGw6Rcc/MzIQjkU9OTsIhFt1uVzs7OyGYo/0Qm+T89OqkH+9IMO6fIXEgGZFGthD5wxYw3larpXa7HeQc++cnLfX7/aDr3EsaBVFnpTj4IUB/+vRpCOBJFA8ODrS3t6ejoyPdu3dP3/zmNxMO0xNGXwe3c96uh01ETj3B53cMOOAffM8D12TNB4NBCJgHg0Gwd6yB+xns9iQU66wHaPhM5Ihkx6vWMb9AL716Bv+w48yXz0vJ9kXG5ZULeE9S47z0ShQnp3mbEeMkqfSW3/Po7Li4wYEB/Cdjh78AK/inwWCger2uvb097e/vq1arhXYc5MdjHfQI24UPwTdT0W6326rX66E60u/3dfnyZX3rW9/S7du3denSpRC7/OpXv1KtVlOhUAhg2vXr17W6upqImfg71ouzUpwgu+76Ub/SyCe4r2IsyKo0Om3R1z0GprzjxEG8ONlxueF/7AQJHIExus1xwanU6ale8/PzIa6JE7NJZc91LvZ9Lh+VSkV3797VysqKcrmcqtVq4vlevd7pAw7pUDk6OgpJnVdW6fCBB+gW8o0dI5YjtqFSkk6nw6ECxOWsJ2CYx5vMERviyc9ZeXamRGMcyuIIemxsPVB2J+klWM+axi0e33E0wgWbHxIYFoSsjnE5OuU9lh5cerbuRv+8QYsHQx5MoWwohzvLVquVQMDp8fZgxIMzrunBgmf/8MtbEHAurKEHRI66s9EVhR4MBuEBVzgK5kDyMi45mJRc7uCjdPoQnD/7sz/TlStX9MYbb+jq1auJtpZqtar19XW98sorqtfrevz4sR4+fKjt7W01m82wRwjjIyVL+3HA7/Ng/ZAz5JLvvPvuu8rlcvr+97+fqAjg2JELWv0ICiZJKsaR8z42hLEhYj5S8qFtzn+u6egK78VOzpM0ZMPvwbU8efGABYMqjdBkSQkk1Huq/dpuACfVW098Yp6SkB0fH+vo6EjpdDqUn/v9fgJBmp+fD3uevN3JAQ3GHgdpvO5665UPxuJPKScRQre9FW5xcTEco4itJEiKK1E4lkmJk0wIwtvttra3tzUcDgOSi+05ODjQp59+qqWlpUSbjwc7bt+9Bch55MEzQbEHR3FVyL/vQIyvCd+h6s3/R0dH4Uh2nH0s/5PQi4AF7kuQ0u12QwBI+0i73Q5JubfzIDfIA/aZqgR2J/bDjMf55u2LjGdc+7KkRO8536tWq6pUKsGvMDevQp3X17rue+uxJ6MOHLjOob97e3s6ODjQ0dFR0BNJwf/5s2w43tyDYenUFvizNprNpg4PD3V4eKh8Pq8//uM/1u/93u9pZWUl+BI6QYrForrdrq5du6bFxUUVi0WVy+UAFOCj4mr4eXysXw9f1mw2VSwWQ8IYrxOy5IG1ry2fgceeGHEv7Lj7lrhiHScaJLHSyHZiA/ErjJ99ENhd/IvbB8YzCc/iOJF7Y+NpL+M0rEKhoI2NjRDPFYtFHR4e6smTJ8pms7p+/bo+/fTTYKtjP+fJEXpHvOY6TDsVJ37RafTBBx9oMBhoYWEhJDAOrFN9y+fzwae4P3J7+5UkGs5UjLM79XQ6HY7SIjMDucAY+QZEBowxc+TcBSrur+UnRp5ZAFAZ792GQb7Z0g1kOn3askTFxcfH3M+DuDA+FJJrMw5ptJkTJCSdTgcl9xK3CwT/4zhJohyRdiSHzxOMO3IKDzAqruwILQpJjzJzI2hHLviuK/KkAXQc5PIaaMsPf/hDfeMb39D8/LyKxWIw2sgSfbTr6+u6efOmnj17pl/+8pd6//33Q+sJTsYD3hh9YW4vQkvpR+VkoWazqb/7u79TLpfTd7/73edkiGQc+fZE2asOk9K4xCx+DVlwtDNO9F0Xma/rRlxFc9vgvHJdZP7MGX2OkxavsvBddwreAx6DIOcJWHAWHnjxGm2LnlguLi4ql8tpe3s7fDaVSml5eTkxPlrT3Gl7H7Mj4cifgwjw2NsVOBHHkUf4StUPMIWjqd0Rl0ollcvlRBIdt7OdhT7++GPt7u4m9kbxzIFKpaJmsxnsRa/X04MHD1Sv13Xp0qUQMLi8EPh4AOMJswc/MRKKrOJbSGSGw2HiBD6/Hs46BgYcXZQUHrzmT/t15z8JefUZcpmmCuD92vhVPy7VK8tUQbyKiN4jb8gKvMMOIOPOS04vQ8dmZ2cTyS7zR5+5n5/SRJXLq1F8blKK/XO8lvCFdYfXLj/NZlPb29uh6kBnBn6R42pbrVZooXMgFNuFTtbrdbVaLTWbTe3v72t/f1/r6+v6D//hP+hb3/pW8M3ERSR/r732Wrgu8pVKjR5I53uw3G9NmmhQWaIdczg83US9vb2tfD4fHjgKCIpMsIbj2trdV8YgUJwAsz4uZw4ouw2URu180qiqSfyELwH4dKTfu0K4/3koBlJd3hkHOprNnj7AdW5uLuHneG9tbS20Rd6+fVtHR0ehrZVre7wa+zx0DhuBrJA4cPAI13vjjTcSMQ7dR8R3vsfV/c2kYMDEz9FwVB0h8KAJ4wzj+dsDiXQ6nXikPO+78Dri4QIWJx4ItxtmBMwNOAIA0oiSxS0evuHUlWhSQuncgCM0cQDiRhHEjPG7c5BGPdXxA/48eHOnHCurB9eOyEP+t1eF3MEOBqM2F+iLEO9JyANbjAQ8io/cRekcyUQO1tfXVSqVtLCwoA8//DAxbpIn30jJvd2R+X4jeEcgREtPOp3W/v6+/vZv/1blcllvvfVWAhWFR3wf5+HG47zkxtl5x5xI5HnP+ez8dgOKvLkuxDIz7rtulD2gdqMZG2wP+NEFlyeQWWlUiTlvksEYPWB0pM43yHFv1r3Vauno6CgcrcxRgd6jXSgUlM/nA6rvFTQPeH1vTLx2EGgVGwhJcrG9fmof/cGZTCY4sG739NkACwsLkpQIGL3v+izUbDb18ccfS0qijcyNxB9QJJvN6g//8A917969IF++R8+r5eg9dou1jgOSuFUjRnxdTjyw5n2XZV/jRqMRxtDv90O7HP4N3jlIcxYiifD7DwaDUB1iPnHw6Xt94qDMK9ZuMx2ZdPuMr6My5klIOp0OJ9R4iway5HrJ3+l0Wq1WS3t7e+F5Bx7YetLCdc5LHhMwT0828A3eydBsNkOLLSdNuZ9mX4V0emjB/Px82GzsstPtnj4np1arBd08PDzU3t6e7t69q3/37/6dXn311URVwANfH58H3Y70MzZJCd5PGjgjy/V6PVHxbDQaarVaIaHysTmP3X7HFXHmEFc9fJ0gl1v3TfDXE8MYYMbexteTFIJljx09zjpPksb1/J4ud7TVzc/PJwAdEluqDeybq1arqlarevbsmX71q1+F9cEPxmBlXHnHvuJb2u12aA+kEuenHLot8+qYyxjgFHOL4+yXoZe2iDGy6cbLg0pHTmAqmWS8vwIBBJ3BcDoaQ5aFYnpWjAKSWXtW6wmKOxSYg+BTwmLDmt/Hg6DzkAsH8/K+VS9Z+ncGg0EoYXk1CL44skXmjEFiHjECD+9wyGw8c755ywWK6HNw4+fHH/o58yAgsSM7K41DDdyhxmV7PodhhL8egJZKJb311luqVqt69913wwZGxs5PvLk2RlBdlr1Xks+Wy2Xt7u7qf/7P/6lqtapXXnklOHl3FMPhqLzvwY4niZPyLuaf85S5eSLPd/i8f5/v8j1kKJYxR41iffKE20vsHvRwH8YjKRGAUV3zsePkGNdFJBweYNEmQbtdNpvV0tKS6vW60ul02IfW7/dDq2G73Q7VCjaDn5ycBFTr+Pg4oXPOZ2+NZCzwLJPJhM2N2C0ciqP/rVYrIc847kajoUwmo2q1GnjlD7f0BP2sREl+b28vYYe4Hq0+29vbqtVqKpfLWlxcDPtI3LbAA0AQ9wUuG24PAAlcZ5AF5MOPjnRQRhq1WQHYOH+wxegra4xMsAl10oAvToQkhevSguFPMPc9VbFuMTfmj//15MsfRMh9Yx8Lv0mu8dHeqsfetGazGe5PUitJz54909OnTxP34bcfVdzv98Pxy2elcXYKnno1i7X0g1NarZa2tra0t7cXKhCuh81mU41GI9gATm5zWWGdarVaQKPZUL6zs6Pbt2/rP//n/6ybN28m0GzG6gEqfPa2I0+sPRlzfz4pQNXpdHR0dJSojvV6vdDSs7CwoOFwmKiiSaMk1jsjPM5wHYz9DzGQJ1DxehJ7xJV2v6b7GbcdPPUe3vR6vZDoSgp2E5BgkipkDKQxTgJ9b2UkVgZ4gm/Ebl4xlKR33nlHx8fH2tzcDJ/NZDIJ++OJBsCog3Ltdju0jNG+h1y+9957Wlxc1NzcXNhv2Gg0As889nC99UIAr70MvXSiESPJMBdGosz+GgG0oycgPh6UOErqgQnf/6Igj7F4wsP/cYA2HI4ePOeoF9+lNOiZOU7yPCizGxEWy+fO/ccFX7HixnwCeeJ/R0VjvnE93xQfO2FHLvjhfdCOeOM364nicm+chzu/SfnnfHQl8ATSAw4piZbHaIkkXbt2TYVCQe+++27YIM68vDTLvWIUFNkgwfJ1IYEul8va29sLycalS5cCX1zOcYReOXNkZBJiHB6MOB8dmZCer3jE8uctKM5rH59/3wPl2CFwbeYI3zzwQyfdQWFbJCX2CHE9rwKcJ9FgTARNbsyRefq1pdFT40Gca7Wa9vf3Va1Wg7He398PRy9TfWBdPKDwSqMnadzD+8Td0dMK5YkRxDMN/FlF/iA6eEyAOCmyvLq6qrffflsffvihtre3w4OnPGDY3t5ObHjc2dnR3t5eqADBf68oxklXjJwSTDgwwutuD9AzTzQINJDL2FZg+7xqUS6XQ1uNbzxFryYhgi/vDMAuM85KpZLQF/eJXl2WlGij9Yo4/ER3vHrkNsBRYOlUNmi/cCSYRNf1gaoevoETsrg/wOLx8XHwu51OR2traxPxLvZ7jB877KCk29/BYKDDw0Pt7++HYMtjDpKxYrEY2qWownAv9jayvxGQql6v69mzZ7py5UqoZEgjv+SVOYJElx9fY09gsZP87dWPSYgklOeEAJrs7e1Jkl577bVE/OH348GCnhgzrhgs4HXmHssbvx0w9DgvtvW+hj4+xujP14DnHigjs37C3FkoXod+P/lgYNY1k8mo2Ww+91lPUr2CnM1mtbCwoPv37+vg4EDNZjOskQPBsX/FNnmr7OzsbDjZjzZHafScDcAmrovtgS8xCIbcx6Dll9GZ9mhg+FBEVxSMLorphncckuGBhmdQHuCMcxYefLFgMCduP2Eh/HdcoXBFZyEccQAdOw/K53NgDL6BM5/PJ/Y9oGgIIlkqwolRQnkZqyMk7ngc+XX+OdJPEOUGz8ftmbhn6fATRJT7+LXPYwQ9CPP1clmJ26QwOsgnQZMrJcbg+vXrmp2d1U9+8pOwkZf7Qv55vw7tH75hivdQ9FKppJOTEz18+FB/93d/pz/90z8NqJ0HEshvnKw4T8/KN9cbN8T8z0kUrovx/fz1cTx3PZfG9897YBTzdlwi5fdyPnHfcT3Kvv6eBE5CHvy7gwSEAIHiN/OWlNiI3Wg0lEqdnnrS7/d1cHCg/f39cPQoGzzdUcM35NB5jk4jcyDozJX15FokSH6KHDpcLpcD2kWAhWPy5PmsNDMzo42NDZXLZW1tbenTTz/VgwcPEj36u7u76vV6YV9JvV7XBx98oKWlpWD7sFP+UFfWwR02v2NE0p2927i47O/y6qikB6vOd/d7JJ0ghySPk4IqDpYxx5mZ0+OLaY/rdDqhSubj531ON8JeD4fDsCEW8koHCUO9Xg8tQ35SEi2nzA/+sdcBAonnb9pBh8Nh2NfSbDZ1cHAQAnav4lLNoI1vEnJg0PcL+Jp5i1cqlVKr1VKtVgvvIXfuT+mW4PkW6CgBM8dWe8LUarXCXP/9v//3un//fgKMcCTdg0dpVFnGXsd2HD32JMPjpbMSFcbd3d0wZ9YfxN2BR2kUY6B7+DAfg9t2uh78x22XxzIe5GJn43ZKPhsnKQ50Ifcea/Ge72dDVs9K2ASfL9ekhSmdTifsBnHWcDg6sYy157eDCnfv3tXPf/7zBAjnD2CFb/DEjwinVcsTw1RqdBrc/v6+Hj9+rFwuFw4aQtbgO+CnnzrHGhAvvgydqZnUAwgvN4GmwTxXcCl51JkPEgXz4AeH6g6W93whfU+BIwBeHfDA2xMOD+AQQhAXnjLN9xGOSftuY95xTQJMDxD8ydvMnaTN+0UZDz+OpI2rAHFNxkHy5GVzUCqCJEdbHTkjc/brc0pBtVoNCIfvd4iR87OSB74ePMSGzANmSYkTVTyYi5Pg9fV1fec739GPf/xj1ev1MN/YMUgjY0LrBE7LAzxPxHjOhyS9++67unr1anA6fMfH585yXAD1suRzjBN21tArKe7QWPc4OeVvD3r99bga4u1hvO58clTH18YrnKytywJotiedfMcd0aTkyZ7L03A4DBuv3YHErTucFkIQT2J0cHCgp0+fanZ2VuVyOXFaFYEHbSle+YH/vE5AySk1BOSsHbaKJCebzQbUmaCPOdAOhD04b4/8YHC6b4YHU+VyOR0eHurRo0ch2eEzPGTq+PhYv/rVr7SxsaE7d+4kdBW+O2Dh+3Uc/eSzyILrbHyiFZ+N19wrIvz29cfRe2LorbvnCfi8iufPTEqlUkFW3LmTvJFc+DGsBFX4Gp5uzZjT6XQIitlXQHDpvpFEIQ5o8CPoHONyH0syQbJbq9W0vb0dTtsheSFJWVtbm5h3vl5SMsh1O+Xt1YPBIDwPiiQjBhul01Zb9nRik+EdiZnzuFar6dmzZzo+PtZ/+k//Sd/5zndCK7HLk5OPCf46UIfs+h5NQBdvqZmEnj17plqtFu7jVSk/TMIrXRDJh4Nm8H+cD8FvsGYO4MEH76IgyUAm/Qddw595hwY8ct+AfXRfOzs7+xyY8bLksSRrx6FC2P2ZmZlELMR9HUT2FlOuS9x5+/Zt5XI5vf/++wmg1+fqfoKYkb1D6CmnwOEH+NzDhw9VrVa1srKiubm5hH5zvDIxHWNjTcc9fPNFdKboGaPCQPjtwYb3qPsg3BHALBAPN+Rxds89PZBxJ+NBCpka1/A+Z09mYpSQh5QgAG6kPOk5T7DsiQ/z8kQBYfAgPlZED7g9k/Sg3xMPdzjwC4fhiKmjX35v30fipV5PNsi8STJzuVxI1FxOzutAYqPrgbgjK77WLqv+47zEQK+vr+utt97Sz3/+84AIcl0PAFgPR/TjU8G4B2tUKpU0HJ4+2O1HP/qRLl++rOXl5URATXDB3Ag6nYdn5ZvrTIyIua5hAOFZHGC7jvO664RXetzhuzOQnj9JKR6bgwbw0WXW1zl+jfE4UjapvnJSHnP2DbG0SPT7/RBgIJ888dX15PDwMBxrSJsQx3ziYED3mbfvMSBI49SbRqMReqpp2SmXy6pUKiqXywnnLo0ONmANcXzeQkPgTx8zTmkSIrBFR9bW1nT//n1Vq1W999576na7mpubCzYPWXj27JneffddrayshJYvDxokJWyc772KE1535p6I+RjdZsZVDj7jyc24Ch42D9sYA1xnJbdl3lpCsM8c+v3To1B5DhR9155I+MNcmRfBcKwzzJcAG3DIAQrGA3pPBZ4N8vPz85qfn08AciS6kkLLFQ9P5dQu2kSuX78eEPRJyFt5Y2BFGiUeyA1VnJ2dnZAweGWAtWeMDoigJ/CXQxmazaaOj4+1s7Oj/f19/dVf/ZX+8A//8LkEgvGyVr72cZyD7HFKGBUUByK8u2AS2tvbCzLM+Gh5Ozw8VKPRCPbLASZ0gjakwWCQkB33BySuMUDNfGNQmDWDJ9xvOByG5Bhdc7/s/hdbVCwWQ2zKdwaDQQABGdtZCRsGoOn+wkFIdMqBQ99QH8d7zIWKws2bNzUYDPTpp58m9gL6WsQtociz3weeplKp8P6zZ8/C3ptsNht4RRxA8k1sSkU1rl59GZ35ORqOdkvJYx/z+Xz434WD77oiICwE+AioG31Ot/BFI+PlMximOPiNg0t3DlzL++HZuImwSEn0A8R/EnLj4grlAk/S5UEZn/UqRSqVCg4BIXdU2g1ijDCjGKwRmTyZLiUyFMf7KzGmccDqfcvcE8cojcps503SPBDw+RA4uXwge/5ZTxj4m4AIunbtmmZmZvTzn/9c+/v74ZqO5rgxwyC4bMeBjm9i7vV6evz4sX784x/r93//9xMbw5GHcZWzSZK02Ok4YuJG2cfHezHFiey4hIBrjkO9PIGPq5f+vyfecQXJEwdP0nnmTGy0z0O+F8OdI61wbPLEhmDMkX8CFEASTnlC354+fRpOraECIo2OaoR4InGz2dTR0VEiqOTIzMPDQw2HQy0sLGhubk6VSkUbGxu6dOmSLl++rIWFhVAWx25Iyb0JOJk42JiEHI0cDk/bF65du6Zisajl5WX98pe/TBwaQTBRr9f10UcfqVqt6rvf/W5A0V33xwUgrvOxHGPv6NEHTOEHHnhyx/wHg1E7Htf3I3GZA2vodm5S/vna8L+3+qBfR0dHOjo6CkE+90bWSCiazWYITPCP6BNyy98ktG7zCeoIRLguiW+/f/rcid3dXVUqFd24cSNUseAlJ6yBxrZarQDAlMtlLS0tqVQqnRuQcnDJbTB2wn0rc3adGg6Hof07BpOk5MNu/TkxHH1L4re7u6taraa//Mu/1L/4F/8iUUVz/8xrXjlhDE7eN++gFrbFwVWPXc5C2DSP3bBfjUZD7733nt5+++3EEffSCKF3O+7Ak8dXxBf47BhIjUEFPyQAO8FaeLzItdFX9xFxhWU4HIaqHU9b94T6rOSJjj+gmpgofhBwKpVKVCW4hselcSLK37dv31Y2m9XHH38ckv04OfFqj8/ZfT1/cwjQycmJHjx4oMXFxZBQIPf9fj9sEPcN63EC/zJ0pj0aXNjRQzdeflSmTzYOQhACBAHlwjh4UJxOpxOojC+COxk3tP59H4MrNPdFQB1FRGD9tKzztBSMGzeC5YbfUSaE3z/HODEwcSUGg+pBr6N6KAGOgn0fjMcfRMQa8V0/Qs8DadoFkAUqM54k0lowCaEo/j/38RaRuPrgn/cfaSQPjgAgo2traxoMBvroo4+0u7ubuI7LkyNj0gihcFSMZJH/Wbef/vSnun37tq5evRpkjTWjBOyI7KR8ix2ANApmvHIXJ4mxMYkROQcEPCGghB/fP94/w2/k3p0VTsSritwffvq6xdcDafHE5KxEhYH5kchLo75YHsblgQO8xVBj8zwpI5h5+vSpSqVSMPA4DuSq0Wjo8PAwBDEEQO5we72etra2tLW1FVCmXC6n1dVVffvb3w7P5FlZWdHy8rKk0xOnaBGt1+vhmthOZG5SffW19qdwr6+va2lpSel0Wh9++GHiyESC/aOjI7333nuan5/X22+/nXBsjNEDErfpkp5bc5dh9zfoolcN3PmzXugha0hlBEdN66E0As647ySEnONT3b4Q0HY6He3t7YUAIP4eAS8VDZJcaFyVzhMVQCN44McdU0khaDw5OQmnTfV6p0c3dzodlcvlRKBKskN7VzZ7ui9nYWFB8/PzOjk50fHxsRYWFiYG88ZVT+ENgZLbMfiE7/K2Yw9+vcLEpm98b6fTCVWMdrutZ8+eqdVq6V//63+tf/7P/3nggQMlXBN59BiGYJUxu02MAT0/Xc1t9iR07dq14FP39/dDwsPm/V/+8pfKZrN6/fXXQ+WV+7r/Q4c86fF5ENhj25k3/oS184R+3L2wo9gaKrDcM66QsL6uywTVniyclQBgWU94lsmMDtigooJdZ0zOI9bNKxteAWHMV69eVaPR0KNHj4IsYBeJsTzx8YSO+wCipdPpMMaDgwN98MEHqlQqKhQKWlpakqTEvmHsOLHguOTwC3n1skzloh7IuTEkgCUYIHPD6XrAyN+uGJ5Nw2hHdDxwcUV0dArl93HGGZcj/x4A+L4FFNnLQ57Jn5U88HQE3P/3Pj7mxnuO5vuJT/ALAXV0xJ0U3wWJo0cPIvv2p4LzuhtHeMXaOfIL/xmft5a4kZiUf+744qAO8qAwRi1dVjxIjhORXC6ny5cvq1Kp6KOPPtLTp0/DKV3cg+v6nDyQ9sBIGiHkbH49PDzUP/zDP4RjPVFe9gpRWcMwToq4eHLgSQtz9U1qGGp46M7WkRb00xM7dzDx2rj+oz/Iqjsb7ufVOXfOvp7uvP3UEAJoEp5JET7sDs6Ie1LdGAxON/sdHBwExwtCRBXU0VDOMycoqVQqqtfr+vjjj3Xnzh2trq5qODw97hYUmvYSDwjdxqFfrGGtVguff/bsmYrFovL5vI6OjvTKK6+EQIZgGGfDQy5xjl6pnoRYc64B4prL5VQul/X2228rm83qH/7hH56zb8PhULu7u/r7v/975XI5vfbaayF58rYHR/zdtrid8EoFSDCfcRnlNe95R248MGBe6AfgGHo7GIzaRiYN+EgW/Enk3W5XR0dHoeWIe+Jj4wdz0VrDWvoc+B+d9dY/+Iiu4xOYO37VgyEPsNh4So86ByA0m80Q2KG/tOJ0u129//77YVxLS0uam5ubmHeMxwEOCH9FnHJ0dBSqob4nis96nAGv4Ss+Bf0jyej1evo3/+bfJA78YGzuH5yHnhz5ffms9PweLhIS/DKJ1KRUrVb1+uuva39/Xx999JG2t7fVbreDjWi32/rZz36mfD6va9euPRcfSEokBpADIjGA7ElcDMpwrTimcdAGuXTU3pN+5Jz7ZDKZcOQt9/QkcpLYLgbdpNEDWB3I4x4AALxOjIm/cr+KHPt8i8Wibt26pePjYz19+jQRkwKaS0rwFIqTPU9oOQyAtl7aNPHDxC+Mx8GIl7V1L51oeNDJxb0MxGKxmCgFE/YEhewcpuKMfMMUhpJyN4G5M9B7E/0UBhbcg2MCLRdWrueJhgeSsdLH7SgvS54QMG7Kah4AYgQxLJ7oEMzDB8ZE1klbhl+LYMnRbD7vgRMIFQEO3wexIwHzBI7KBfNBcPlOLpcLQZGkxKknZ6EYsfHgFB7wPmNh3VjTWBn8u+4AfI6Li4u6d++eZmZm9OTJk+B0WUcPwJE1R6AcjcCBpFKpgIh++umnevToke7cuROuheHwZHhS4r4Yd9BIDBOvIzfIBQETiZGUfGBQXO3wYM/nLI2eKE97iSfR7ijcYOOEPIEhIHXDi1ySvPlJd3Eb4lnJHZg0etgjdm0wGG1mRn9A6EkqpFFwwzrw5FdsiyR99tln6vdPT9zZ2dkJG1NjsIbAhmSF1hkCaA+eG42GHj9+rBs3bmhmZka7u7sqlUqam5t7LrBMpVIJHrLxb1Jbx7rh9D3gz2azqlarun37tj777DM9e/YsEeByz83NTf3oRz/ScDjUq6++GmTAP+d/e0WQz7ns+Ck2XsFljaTkwyixyX6cpMutJ5x+4ERcEZmEfMwnJyc6PDwMP+12O+Gn2KPjeurBxrgKUKw/blupXNCOGusfSRCVIWxCtVoNx9my9uhLqVQKPr1YLAZ9WV5eVrfb1d7enj799FP1+33Nzc0FNPWshO3Ef1FNYN7wIJ0+PXyAh9EdHx+H9/2kI2QLnwYQh1+khazVamlnZ0etVkt/9Vd/pT/7sz8Lx6oSiLm99HVyIMXl0MFNBx35Wxq1KMZzm4RSqVTi2F6eJ4Lt4VTMd999V5J0+fLl5w4+cFCL132O/jlkxIFqZC0GltyGu565z/S5e+w27nuVSiVxQhtA3yS+Ik5o8fPME4ANG0FM65V/nzOxhesj/3OPSqWiO3fuhCq3P1KAWAveesUIWULGaW3nO/1+X1tbW7p8+bJarVYAoEg44DWHJZycnDy31eCL6MybwUFdGo1GOKaQs70dDXXEzY8WI0B1RmC8yPJ8IWnn8fISSlAoFMIxkW5MHRnw/7kHm4DS6dERlWyEmZ2dTZyLzgLFCPZZyEtlCD1BOE6CPRDeisZ83ZF6H50LrwdFzBue85AsHBcbgSSFVo4YscG4oeyU4GdnZ8PmZq8cLC4uamVlRel0OgSXbhQndb7wwn97gMqaxNd3g+UGQEpuaGZsvrmMz87NzenevXtKpVJ6+PBh4nkZHni7weN9xgAxZhLq3d1d/fznP9fVq1fDsZisn88dBzMp3/r9vo6OjvTkyRMdHx8H/SMIRg9o0QF5B8EErcTQkdy6YXbH4qi4y3Amc/qAuMXFRVWr1bCni1NTXM98veABaxm3gdB2RIBBuw5J+SSE/LOuVJq8jE3r4WAw0M7OTqgS4kQJfNzZooedTie05WUyGX3++eeqVqvhCcqdTiec+ME9fPMtyYaf8OZtj71eT0+ePNGnn34a1i+VSml5eTns13DAhmddYL9x/JMSaCItAzwgkLWqVCp65ZVXtL+/r6OjowRyiU3Z2trS3/zN32hvb0/379/X/Px8Qm+l5w8f8cQDQgbwN3GFFT3xqgnrwufdHnqbETJQqVSCvY2DyrOQ+6x6va6joyPV63Xt7u5qd3c3Yf8IJvzkFxLSTCaTeGgk+oq+uD+BR1QmPAFl74TbUPiCjZidnQ0HG0DHx8fqdrsh6SZwmZ+fD6dLkZRXq1X1+309efJEi4uLunHjxkS8k5I2n/m4D3Nkud/vq16vJyo87ks8wfC9GARrJP3Y1T//8z/XH/3RH6lSqYwN8OC/J9TIngeqsYyzHi6PkhKAJIHgeRIN7j03N6fbt2/rF7/4RTgYAnCsXq/rH/7hH9Tr9cIR1n6SksdpMQDFfeDtYHBaFQZc5n3fo+cgoYPEPl7mTRxJ/OKAgCc5rAF+wtu5zkoktj7Ofn/Uvs9cWas4+cJ2+cmi2BHsITYG3ZudndXq6qru3Lmj4XCog4ODhE0ivvUT47DztJh5codMz87Ohsrp/Px84n65XC7E3FQyuP7LJmgvnWgw2J2dnWAAa7WaWq1WItt2tF1Knmfui+lC4K0tXnZ3owFjQN0cuZEU0DKOzIvLpggC52H3er1wPjn3oN2A3mgM5bNnz3RwcKBqtar79++/LMueI4KBk5MTHRwcaGtrKwTLJGXucD0QdrTb+YqAeXBE0EVQSNaL0Ye/fH5cJYR7sPasb6lUCigA9zg6OtL8/LwODg5CAlKtVsM9FxcXNT8/r9dff/3MPPOEDwfLmnuA6/LliIhfg+8QjDia4Mkd/AO1vnHjhprNpra3t0MwwD3dkXA/bz/h+iABlHDb7bZ+9atf6a233tKrr74aZByDjaL7BrezEMbg448/1uPHj7W1tRUMCvLkTo7xupFDb/muOw2MqDRCrcehdvSNOy8KhYLm5+e1vr6u5eVlzc/PJ3puPTGdnZ0NR097Fa5er6vf74cjM4+OjgK/dnd3tbOzo0uXLumVV145M++oxNKjDIH6E2RJSrQceiDjlUpPiJlfu93Wzs5OeLjfwcGBJCWckm9GlpK2zgNr5NHbCjOZjDY3N0OSQUAlKQR3mcxogzQ2BxDiZc9HjwlnRnl+ZmYmJEWMPZM57Td++PChtre3g20HOGG/yeHhoX784x9rZ2dHb7/9tq5fv54AGRwF9n00vObghAcuyBDX4Inb3urhlRKCBa94ECCwZjyDpFAoTMQ3X9ejoyM9ffpUh4eHiSdu+2ZTqsjohidrvscJXfJKOPP0w1jghftx7CnXJbHhXnNzc8/ZqXq9rnq9Hiql9XpdnU5HxWIxVNZIPnu9XjjettfrBb2dhDyIQ54Iurg+VV020TM/R8DxHegc1Urfl8L/m5ubOjg40Pe//3398R//sZaXlxP228EKeIvNHefD8OOOsMeAo1cK0WkHsSYhvov9WFtb0/7+vh49eqR+f3TQj3Rq737+859rb29PN27c0Pr6ekhESHgYjz8jKPab0shPYufgTexrvIrB/7Qzw2+SDE6MRM+xp5LC08+x0SsrK0FGJiH3hcRwvpboYhxneRdNnPR70otPkRRsKWtx/fp1DQYDffbZZ+EEQrouHKyLExvfD814OKCh1Wrp2bNnWl1dDRvmYzve6XQSid3LytxLJxr9fl+PHz/W5uZmqGjAPEpR0ijL8/YL36QMg0EICGwJIt2B8LorPsLjjpUgmzPqS6WSlpaWgpMlaOJ6R0dHmpubC6co9Pv9cHTk3t6eNjc3tb+/r1QqFfrhisWi/uIv/uJl2fUc78gW6Q9lUx0/zCd2/BDCQjDgZWIyXg96yZK9rYOAyE+LwHGhkJTEKI3i0OLjb9ns3eudHvVXq9UC6s8RnLu7u3r8+LHu37+vv/qrv9If/MEfTMQ/NzhxdcM/43wDuUARYmTTjZ80QkddwXFO5XI5PB3VT1CRkser+n14nWAddIDklucLfPjhh9rY2EiUon0zKIHNWanX6+m9997T+++/r0ajEVBrdNGDKk9sfdMzRKDiAS96HFd13PDAYzbNIX/7+/va3NzUw4cPNTc3p5WVFV26dCkgns5Lvs8Tq0HzDw4O9OjRI33wwQf61a9+pePj49BfWqvVNBwO9W//7b89M9+YuyPZoHnMDbuF7rqMOfLtyQDvwyMCboAaWjE8sXY9RcbK5bLy+bxarZbK5XKivWMwGARnwBG4jx8/Dhv8uActEtgJTzo56WrSgBlb5LpYLBYDyAIinMvldOfOHT169Cj4ElrO0BP2uzx69EjPnj3T9evX9eabb2ppaSmcE++IJrJLcON66T3Q0ii4wonCC7eJw+EwUZ3i+GmqTZ5YYze5/ySE7Xn69KmePn2qZ8+eheCeMXo1x/dzQZ44ECRWKpXgJwn+JAVfgp4SRJDwINfYTPhAtQPAiepOs9kMQBY+xU9JAxXluR/wq1wuB5CQhPSs5C2z+Dja9QAosD3oh5S0bQ7sof++9uh7u93W1taWnj59qvv37+sv/uIvdOXKlURyHl8TvXYg1gNSB648mXZ5JDkimOT7JNqTVjTcfiFXV65cCQ/ww1+wr6bX6+nRo0fa29vT1atXtbGxoZWVlcRJe/g/5Jb40PWPRAld9koSAE8MIrK+8AIQADALW+IdHwTgyD7J5sOHD3X9+nXduHHjXHtcpFEbP2Pv9/uJBIr9cSSpgFZeWfYqiNsi4lO6RdLp02fU3Lx5U5L06aefJvZTIRPwGJ2iwoc+sxnck7HNzU1duXIldBsAipK4wXuev/Sytu6lE41nz57pk08+Ua1We24jkqSgzPzvAYeXqkDRcHqgMwQ6McrKAsAcnAOLF5eyaf0gUcBZYwS85YYfxlIoFNRqtbS5ualCoRCeVNrv97WwsKBvfOMbL8uuBDUaDT179kxHR0dBeHAgXiLzjew4Hcq03hKF0eOzoNT8uHPFMXhwTKCD8joCwPdIFuNWg+PjY+3v74f2kUajEQwKSRSVFG+XuHLlykS88zF71YDfvp7jEhLvkY+RejdgyCsld3cC6XRaS0tLev311/XRRx/p6OgoUTr05NgDdA+Y42SDUuWjR4/CmfIxyuYJwVnp8ePHev/997W/vy9ptC+IezhS7oikV7Hgr/Ob9zBazNORdF87DCl7d7wCUKvVdHR0pIcPH+q9994LrZD+1GFHKv0kHeTs8PBQm5ubunr1qq5cuRKeSF0ul/Vbv/VbE/GOSiay4o6APnPK4yT0casXYAw2Br7xHugSziCuhgFyuNN0R1IoFFStVsP+LBJ/guHhcBiO4a3Vatrf39fS0lLicI16vR6qnSQw9Jf7cyfOQtgCgtp0Oh14hvzxmdXVVV27dk2PHj1K6BK6znhoK/3888+1s7Ojq1ev6ubNm7py5UrgbxycOeLpdoG5E7w7QONO01sY44ooCRN+jbU/ODgI4NbKysqZeXd8fKzNzc1w7GoMMuD8SULxm94ygV7ib/GV8BeAC/+CH2BO8EgaHZICP7x6FiOy3H9ubi4EPfGzSzw+QN4khb2EhUIhgGdnJfZ/ua65TSaRZW+G72/yaoAH966L0GBwehTzkydPdOvWLf3e7/2eXn31VRWLxUSVN/YDXmFze0nC4P6NGAjZxNe4nfFKjbcbTULxeGZnZ7W+vq7FxUXV6/XQUgef0Kler6dnz55pf39flUpFq6urIeFy3rEWBKmO2mOrPCbzWCf2q4PBIFQv+Bu/QKznG/xpNyXwBxRttVqq1+v6/PPP1ev1dPv27Yl4h374GjjoPhgMgk5SJYfX7A9if0wcT3gMQkxF+7O3Ue3t7YXTwpAV4ktp1KEBr/045n6/H8AA4r4rV64EYM/jI+JRwEDiz5fi08sy9PHjx3r27FkwYl7+cyMfb0oGnUW4pJEzpeoBU3zvgaTEcx4QGg+IqFCwEGSNMIyfGAXH6PgZ2gTE3Fc67dGnbH3p0qWJT8SgSkJ1h+eNNJvNhONzw4KjZjFBWFzJ+Lw7U/gKQo5xBy1ESGMnBjoGaoGj9gCHsXFkYb1eD4LPKRv9/uikkcFgoGq1ei60hfl7y4KUfACkBydxsuGG0ZMTgj53rNLoaD0/kQWDuLi4qOvXr+tXv/pVgrdefSIQhLzCwT0JMjOZTEDG1tbWAnraarUSz1aZBCH9+OOPg/Hx6ooHzqlU6rmyMQgU/HZEijnEPf7wm98xWkdFwyti6CGy3mg0dHR0FE6O4vqsH0Gdb1IEABgOh6pWq1pfX9f+/r5OTk5048YNra6unplvkBtnT8hBd7zKhywQ1PnGd6944Uz4HI7HbRN6Ewd2fpob6GK73VaxWAzJmzQKkHEmvV5PBwcH4USrbDYbHpgnKTiUSqUSEEZs5iQEf1xvZmdnw8PkmF8mc7qHY2NjQ/v7+yFo5sd1E//AdR88eKBHjx7p0qVLun37tlZXVxMtlV5lY42wY14V4D1vy/BqTLxfDhlgzWnjJej2Z0rcuXPnzLxjkz/JC+ADeyWoNDtfPdFgvG7r3DYOBoMAdDg4g4915J+qhvtsr3wRcHvVkTG5LyVOcP/jwRlPJAdFnyRBk5SwxR4TkFT1er3wFHCSLdab38QWfoKXB8e8t7m5qZWVFf3whz/UN77xjdAHD9+RKSl5EhoBPa87fz2oRn7dZ3qiixyjF14hnYTS6dGpZVA+n9fGxkYAyVwPsUOModfraX9/Xzs7O3r06JFu3ryptbW1REDqiRLyxpjjJN6RfQc58Rd0hvA632Fdj46OVKvVJI38sR8Ggbzs7e3pl7/8ZdiL8uqrr56Zd165dn4yb+THT6TjffjNuhHnwZ+4GgYwXywWw4Mky+VyaHXz5+b4/ll0geegoRP4M4+DpdNYf3FxUYVCIcS8rN/8/Lyk0wdwjosfXkQvnWhsb28nHJG3KrDQKC9C4kxlUF6SxGjRnhP32PIbRfD/WTwnHKRn0yCCCANBNItG0I5hIUA4OTkJ/aaSdOnSpSC8ZyU2eIKU0u9LwEX/vqPyBHme0WMMPHjxgEwatZtIoyDJWzyYnwu3G39/+BnGgOv6g5o88JMUAi3awhDI4fD0YWIg62clR2ri9h2U0Q2zv+5GCp66TMJXvxdVJmSd652cnKhQKISz3/1kIf9hbFzbHUqMeDkif+/evfBQLIJSgoFJgj56neEdSToBG9d21NKNPjKFwULnuAaG0xFOXyNHp7yyA89orfATfOAL3/Fgm594IzqIebfb1dbWlg4PDzUYDHTz5s2J0VE/vMLtjicVlME9sPDEgCSiWCwG/ZMUko24tI4OevAnJStJnrhwLTbuDQaDkKAdHh6Glizp1Clw5O1gMNDq6mpIMFhrbCB2ldaSsxIOlAAEu0MQKimRtC4tLYVxk4B76yP2iOQNnvR6vbD/6O2339bNmzcTJ+d4ohe3IDofsbMOPLhz9sAVx49c4EMI/kmYJ03SkLt+vx/G76f2oZ8OFjEuEG63kR58ck3WZWZmRvPz84lWZObuLUNe0YYXVNkJ7vFTHjhyXxBdfDO94FSpnj17pmz2dE/f8vLyxC17vrfM22B4rd1u6/DwMOGzGJ/bQ77j1QZih5OTE+3s7GgwGOjNN9/UG2+8EQ7CQSc9UI6rFFzTyX2SB6gufz63OEB3XZpU7ogtsOOMg+cqELvECU2czFGF/eCDD3RwcKDr169rfn4+EYg7n2PddNvm/oPrexeMx3Kg8yTIbvfRCcaMnSEhPjg40P/6X/9La2trZ27t9goytssTCLfd2Fav4AAsMndva3SgFJkg5pBGcVsul9PS0pIWFxcDKA4/XY8dbIQv/OaQEu7LgUFUObA17J0jVvW5fhm9dKLBOd6pVCr0QPuJMQw63qCEEvI7ztpB53AksaDxPwaR7zoCiBL7qRAEAR7AeysSRpLFRYBxZuy0T6VS+t3f/V298sorEyMGn3/+uXZ3dzU3Nxf65ei1I3jHgBNsIJgQc8ARYxxBlxm3GzcP0jBy8J/vwk8EBuXh8568+ZFq/E2w6EeigWBnMqebPn/rt34rPDDsrITjQwGZgyN1BAseSMRIHY7QE404iHOkBkXmPcZSKpV048aNcEIQih0jVL52rAFrhxy1220dHBzowYMHOjo6CpsJed8d+SR8gyce7Lnewbs4WXU9RQ7hI7z2thN3PL5mBE6+fszPe4zRWUeffCwkjn5NroUhzWaz2tra0szMjP7iL/4iPMl2EsIhEIBxfd9kK41O63Hk259Rw1wJfPr9fiLYdkCANYZP/tA1jLwjgjg1T7Lr9XpYY55cjq3jAYFzc3NqtVphP4y3YSILOJRJCH+ArjGneCMzulKpVMLRqHELCLLnwa631EnS4eGhfvSjH+nTTz/VN77xjVD2R79JaFkLlyeABciTDK8uSaMAifXxvXVcC/8XB5MvS2yQRjZ8rwQywt+e3ONrPRmDkFf3yyC40qhv2ys7/I2eus+MUWTvLHBZzGazoQ3VkV1+2EO0v78fwBsAg/MQ80ylUokTe0B0vTLjssZr7v884eAAlydPnuju3bv6zne+E2TN/Q7+iTE4cDCuyuTkftorF3zHx+xxFXozaXxCS5mDYfCDPYVc3w9dQDf9NCNoc3NT29vbunTpUjj+mJP7qNhlMpnEvlGvQnr3hgMG6DOtb8Qh7rN9XzDkvotYr9s9PU3w448/1vvvvz8R7+gC8WfJ0BIlndp2f2gmOkws4JUztx0um1QtHUjFZufz+bAHb2dnJ9gsbBVyBFBBHNLtdkPHUKFQCO1lw+Ew8Nb3mhBfk1hVKpWwPi9DZ9oMTvsD2Q8bY90JwCAcHovNwseG2JMJN/SODrIQbFpB6EFWpdEj7jGIbILBYSOg/jAjHND8/Lzm5+dDBk/g8Oqrr+rSpUu6deuWLl++PDFiQDmPdoZUKhX2g/CQLYyEI8U4HIIKgmGv/HiAKI1Oo3C0wZ0j5MaK76Dc3vfY7XZDuY0Ml/Yp9nGg3OVyObQcVatVbWxs6K233tL3vve9iUvizANeeJCFHGFk4vXxJMudqFcfvALmCYMb9BiZKhaLWlpaUr1eTzgHH6+XjN1ZzM7OqtVqJfYu8LCc5eXl4Dz4vP+elJgT+uvVNB/nOBTdkwSCB6+aue7imEGefNO0fxZZQ5a4pgfpyC46T3BCsre4uBgCLiqE9+/f1507d/Tmm2+Go5YnIdbckz539B7MSCOdJalzfhFsUK1iTM4XbxWCB6BdvoGbRN4RMZIXNua6/WWDcip12rcM6kcwBJjC/jQC1UkDZciDYq+aOc9whhzhm8lkQsDibRmeHMM3bLzbcU5qunv3rt5++23Nzc0lqk3Ik/8/rj3Dk0S3PY4s9/t97e7uhid0VyoVXbp0KQTVk+orz2Mg8MJnwh/fl8EYuV8s6247CBiRD9afOeVyOZVKJUlKoJXoKG13vu/O5wkaKykkbm7zfL2pfjCGcrms5eVlra2tBXsxCTFPH5dXd9DJOMmIK5GeXHglodPpaHNzU/l8Xq+//rquX7+uubm5xHH+0qgqHPtXl0XWgXEja4wtrlC4rXU5dfDMQdKzkvs/rk28FycwPk4Cd2I//IPP4+OPP5akcPgONpV9isQ3zjtv7fF4jmQ1roK7jYjb1NChuDJEZcuP/z4rEX9y9Ha5XA6+iCon8gUvY6DdASaXW9bAwTe/Xuw7SqWSqtWqarVaOF4aUMcPr+CeLqf9/mm7O37HwTNfF3gXx40vQy+daCwtLYUJ0x/sSQLK6SgyFYo4qEFBvJQL6uGJDEzg7HjuiWK2Wq3QH8nYcJy1Wi0cD0jPO8xhUZaWlvTqq69qZWUllNwPDw+VzWZ17do13bx5MxjDYrGYKF2dhVZWVgLCyP4Pyvy+H4CgAlTHFxb+5fP58AA0RxbgrRtrqhCcyODtaW5U4T2tWQQlnBQSG5BisahqtaqFhYVQicHYofTValXXr1/XD3/4Qy0vL09sBB3NjBXVUXZ3aNLIWDoi6cFDLLtukPx+JLTuwEqlkjY2NsKzZLwU7/LulT7G4MdgVioVNZvN8JyL27dvBzmMkcWzUrVaDWsK6ujG1wMTguSYhzgLSYnghqqcBzleXaDv2lFQD74JyGNZY88PRpvPlkolraysaH19Xa+88ooWFxeVyZyeQPXgwQN1u1299tpr+u53vxsc2szMTNgXcFYi0Yb3bMzFnpHgSEq0ojkaBV/9JDPWFKfiMuXO0j/LJlMvvTuCypriJGjXArwggPQSeq/XC7bTkUqveE6apMV9x9IoWfVE3q/v+zJ8rh7kID/87c+HgO8HBwf66U9/qo8++kivvPKKbt26pbW1tSDHrtuMkaCDdeKz7vQbjYY2Nze1ubkZNhPjV7rdrorFoubm5sJxzfD8rMSeB9aURIpKlZ+J70DbOJlAttB35yHBsbcNkyDDJwf3AJgkJeTNn0bsa+anR3qlwxFzArT5+Xndv38/nHQTo/wvSw5oSs8HzRxa4pVmyOXA0XPfK7m9va1arab79+/r7t27WlxcDEmy23q/ZixLrIsHaw58YYP5PHOKT0Xzqr4HpOPm9jLE6UJeXebe8IX/CUA9/vBkwZFwEstut6t6va6Dg4Nw9LcDOf5sMOJBR+MdQIHXsd0k+IYv8ML1fjgcPTSVOfZ6PS0vL+vWrVtn5htHNdNOBJ8YOwD3uDjA9+Z5EuEgsqTAP+YKIaP4y5mZGVWr1bBnj7jNkwJvkWYbQ7fbDY+EAHCi0oQvglw2ifdfVuZeOtG4fv16OBObG1I2obSCorrw+yYcgs1isZhw0Ai3tw1xXZhJUIKxJbkA8eSIs8PDw/Ccj1QqpfX1da2vr4cNdSjn4uKiNjY2tLq6Gnrd2ENRLBa1srISMl2Ef1K05dKlS3r8+HE4xzmVOu1l9E2jBDYYNpA7eMlnSTb4G0XyQFEatbGhUIPBICh0XPokICToY11xoJISrWizs7Oan59XuVwOAWNckbl06ZL+/M//XBsbG2GM56G4QuaveT+slES3PAmTRgGQl/F53w2c9DzSA3pEVaVUKunw8DCBXkE+X3cgBAig8v1+P8F3HnLmyPIkzvfq1auh15IqmG9e9nHhYAiqQZVwcBif2AG7AXXEmdJro9FIlLAJnqiOHR0daW9vLxz9XCgU9Prrr+vu3bva2NhQpVIJ+s5zNzi7XzpNCG7duqWZmRldvXo1bAxHpybVV29FiCsbHiSz50EaHZ/KAz89qHWE3hFS6fkT4LyC6UkeQAS2Cv4DuBA0cj+u4xVQ1trXHDvi9ph5TkIeqFHpdDTXq1YQ+gcfmK+313nFDBmCX8yB4K7RaOinP/2pPvjgA62trWltbU23b98O7ULcx22nJ9fofavV0ieffKKnT59qZ2cn8RRpPywim81qb29PH330ke7duzfRs1sY1/HxsXZ3d58DPqg8eGWDjd2+ZwqeeFLnSGhcVSRho/rvR9UzJj8O2VsmpecflOqAlFdKPSlkv1g+n9f6+rpu3bql5eXlsD9uEkK+/NhhT0Jp/QYsRLcZp9s04hHkrdlshmfSXL9+XWtra4m2zBjUkhSqP1KyDca/42vBeLwC4zLg18F+UJXzNsVJCB0lofQKQLvd1v7+vrrdrubm5hKJealUCofIABSgiwT9hUIhHH5DBYF5cB8HJ/x/SYn1hNx+sV5uL8adiooM0tXiFYH5+Xndu3fvzHzDVnl11StM/jrguttc11dk1WXYK64xGIhvhgeAc+yNhZfwwRNH7utxrz+uIJ/Pq9lsSlKIhz0xBlj1mP7L6KUTjWvXruno6Cj0kZKJ+f4CFhyhQyil0fnHTFZSMCxxmYgJIBwefNMvKI3K6JyLDNqUyWR048YNvf7661peXtZgMAjJymAwCH32oBKZTCaU9YrFYniKKccyMvZJjeDly5d169Yt/eM//mMioaBtisqBlwm9wkNmScCAAYJ3bowIMuCZZ56OVnB90AZ3MjxQjeAUI80azc/PhwfyxQqRy+V08+ZN/cEf/IHu37//3FGCZyXfSxA7Lw/GYhSI19zYx5+DN17+5vvOU2+BwUjm83ktLCzo4OAg0UeKMYEYrxuMfD6vk5MTVavVIJdbW1uq1+uan58PRgmjO0nAfOPGDe3u7uro6EjSyJiReKBj7qgwNARSjvq4M3TUnUDGW8Ho3QQpRXe9csHJIJ1OR5VKRd/97nf1e7/3e7pz506oILFeHLfoD4qkKsIJHMgjZff4FJWzECd+ScljFZkbQZu3PzFWP7JaGrUrIl/eNoaRjpFf5ufteNIIyec0Il8bTuPy/WfIKwg7sgt6yCZAruHrOen+lriyg6whV27vHYX25MSdots40P2Dg4PwtHF6v52Qw/39fR0eHuqzzz7TP/3TPwVHvLa2Fh7OGiPuBKP7+/s6ODjQwcFB4pATR/QkhWSYDffNZlOrq6v6Z//sn52Zd5lMJvgwAjjWmOSClhMHV7DjBIDxvgG3mw6cYdvxnd5u4W1snATHNbxi7j39kLf6uu0ggSTJrlQqunHjhq5du5Y4aW4S8rXxcZI8e0LlSbWPUxrpuXcV7O7u6vDwUG+//bYuX76c0Ce/HwldnMT6Z/m8o/Kx/2aNPEiWkhvNAcX8lMBJCR2gskicROLAvWu1mmZmZoJNx8541QG5BDHHNzBfZHpcgsE1+Azzdp8egwL8j6wSI9Hy5z6bewJUcK9JTyhEjh0sppqOHrFmXoGRkmvq82R9AQ+wz6yRrwv3dP0qlUpqNpuhyoIeeIzm657L5VQsFlWpVBJg8v7+vmq1WkgSkS/icTa/X3iiMTs7q1u3bqnb7erJkyeBad625E5VGu2b8HIWSi+NNqJlMpnwWZiO4aCi4ecmYyjZnOJPT11cXNTNmzd19erV0Kfb7/dVLBZDiSifz6tcLodNjxhwnDAbJZnXWRj6Zbz75S9/GebPiTQEdAgOWeO4nmL45E8/Bw2Uko6FJIY1ICn0TNgfqARKgbGhjYv2AAIw2r+4F33gIANsynQ0fHd3dyLeeXXCDbg7FkdiPfOOkTcP5LzC4YiQo/zujBgDf2ezpyelzM/PJx5e6YmhB6msB/oijRAFnhVAed8DWQ/IzkL5fF6vvvqqWq2Wdnd3Va/XAwLPOLyKk06nQ8LE2vI6cugVJOaHg3aDjyF3VIcHevEU7GazqXK5rLfeekvf+MY39Pbbb+vKlSsJVLtcLifK045C4tRoI/S5MP5J+AbvsDHYhOFwqFqtFhAf0HkP8GJ5IyDA4SBjBHQEVe5I4mBOGpXaSSIYE59Bhv3gC+yXH9fM84VcFnxstKMdHx9P3P4jJY+ARRYAiDxpYK1cjhxA8KqZBwnItJ8QR/ANvzyIJEEjWHr48KGkkf75vgfug/x4dZ3qiQfQ6Ie3qE7KO/qkQY69EwAZJzDwgwmQM/evDsK4boKYsiYOIGHf/PkujhQ7+OXBpQeYcfDM92ZmZlQul8Ma05782muvqVqthqBnUjDP5wm5vlE59oA8HquDTB7DPHv2TJVKRdevX9fKykrwhV4Z47pcxxF19x/+Przgvdhm8b+DFryPjaR9zUG1sxJyQZsmXSLEGxyTztqw/8DjvnFdBa673MMrhvjRGDCMfXm/3w+xmvt2r4p4ZRNAmhPrfA8c45FG3Rd37twJlYCzkK+NjxuKE1HfpwE/3M65TfTDM+KkJNZPT1q9gsz48C3EfN6ixcEZpVIpPJQ2k8kk9jJzT/SIRBK//DL00okGBpSs/sGDB9rZ2Ukgh1QGEHqcDBP03j8PDGCYf5aADGdFEM7nHcHr9XrBEFy7dk0rKyuhF95/yKwJlhBenkzKA6K8546xIsiTEkHVwsKCPvvss3BcME5uMBhobm4uBPE4fDf2zjtHFLz0hlBilOCdVwRIdLzilM1mA8rnASXnNXsPszskHtRz+fJl3b17NxydiSPEsfnpLmch70t0NJ3xe/Dic3QFwyniCN2ZxUmEO0fG707BEz/faOW9p1zD5Zfx+zGCPi7aiDqdTnjiM4ZpErQqnT59yOD9+/f15MkTPXjwQIeHhwm0PUaSpPEIC3OHL14lcwfNdwmkqdSxxwqZzmazunv3rr7//e/rjTfe0NWrV4PuUVGkhczvzZj9VCS3P/AcAz0pyucOzh0YOlIul8M9KDG7I0bunMfYNwI8D7Y9cHO0j/n45khp1AbCPdBZjlb1pNGDFxDser2uSqUSQIJyuaxyuZxwWpPqKzrD+H1NvJ861lGeR8Fc4Cnr6ggora08e6XT6QQQydsbSdBcjmI01dvK0EWfh+vHzMxM4qQu9tRxehxtBi97tnxMg8EgPI+I/R+Sgqy7H8NmxTbO0XLkwxF69xX4aZBT5MWf4O2bQuGhA4cO3Hg7j6TEd0nOeZbLnTt39O1vf1urq6vBlpIATUIeqHvVeTAYJB58iTyMC4zhqV/z6OhIrVZLN27cCO2Z3r7tvsOBKOReGoGmHoiiy/5dl/f486wr84hPMDxPfEK3hMsP9+CoelqrGa8/44zEtlQqJXR6XPKF7OITmSM88rnDE0+qvToqjWSbBMODcuTx5OQkUWXj+t3u6clLb7755kS+Al3x+zJ+r+I4QEol232lt+3ha5hDHHNR8Y1jQiqZ3W5X1Wo1oYteVcZWOLjKPYnxiAs5CfP4+Djs4eHzXpl6GTrTqVMI08LCgq5fv67Hjx/r4cOHAaF0B4pjweGQEDAhAmGY7A41RlIcWfdNaeVyWVevXtWtW7fCWcI8XdgDZDfE3B/nCtPYdONlJpSP+07aTkAGmc/ndefOHa2uroZE7fDwMIFWeouXtzV4guTtF/ACZfYWM3eojiRKow1g8/PzCePrT8zFcPnfxWJRi4uLWl1d1crKilZWVrS8vBx4yXV8rDy1cxLCKLjjdycaI0XM1dEB1tENqaN90iiY8e/F1Q/+9qCXyphfzwMWXx9HUrzi0e+fbto/ODgIeoAhiK91Fr5ls1ktLCyoUChofX1du7u7evToUUhoMNBxQoFsoa+ORBEsSyNDSBDtZWlO9QA1TadPnz799ttv6wc/+IFu376tq1evBv6R4Lv8+JqRsHog6YEQjsarQfHGurMQ16TihLMCGGATHmPzoMuTC5B0bJsHjy7DXJ818CCF8WALkW+cSKFQCI6ISqSvKcS4Op2OGo2GarWa1tbWwkM12UjuidJZiWqKNKp4u1NifVynq9Wqjo6OEgiwj1ka7YGJW0V83yA8xe7jlD1wcefMGsWIM/xmbTygZ0z9fl+1Wk0nJyfhQXDoBYclnJVWVla0ubmZCDI9yZYUQDZQTW9n9OAW/xFXRj2Iwd+QgPrhDQ6U+HGhsf1kfZFzR2ixB4PBIASmc3Nzunnzpl555RWtrq4GH0EScB4/gexg79nLhHw4v9BjT0jhFzas0+lob29P6XRaGxsbYW8G12edHLziHs7rcSg9P7we+69xARyJoc+BSqCDqJMQeuOgDZXT+fn5ELj6c4yoQKEjJCy877Ya0MaT39iPx0mbg3r+7DH308gbMZpfH/LqoyekrVZL3/zmN7WxsTER31xH4IcnAd66C19YO9/g74mYy5PbJ+TKY1Jec1/BpnBAauJwT1jgHYkO38d3zM7Ohm4bl1XAQF+jC080fCLpdFqVSkWvv/66bty4oXa7rd3d3XBMpz+Ii3L14eFhaA2BcQQkHrjQXkEbD+hmPp9XpVIJKPr8/LyuX7+upaWlkIl55cGdcCaTCddwZJuFZpMQffMsLgEGizJp4ML3cA70CvN07d3dXe3v7+vZs2cBQel0OioUCjo4OAhOwxeaMUujQJYeVMYKH7yvl+oCm7RoBXBlwXlUKhXNzs5qbm5OS0tL4bQuTuEiSUOQ/amhlPYQ3kkNoKTnjJEHoq4IUrI/N04K4kTEr43R8CqR39ORCSiVSqlaraparerw8DAkiW5sKTsyhtjRe2BAlcsTokmrQRgWrwAsLS3p+vXrarVa2t/f1+7ubjgJBIQWFAsHTesgFUrvbyWZoF+e6k6hUFCpVArys7i4qEuXLun+/fu6du1aqHp6sMkPMkug6AmOr48bcpdrD6ombcPo9U6fvupJFmPDrnnLo6NLvnkxDhAdofN2L3cYHtACdsTr6XaI7zhiy7UdjYeP8M0RNq8ESgqo+iQUB3PS6Lhb+OTBc7/f19LSkp48eZLQCTYgS0rICTJBj3CxWNT29nYIatEdb2Xz6lZ8TU9uHOXzYAm99YCGat3h4WGo7CPXk1Y0Ll++rEajEeylb1qtVCphzxz2HfCKYJ0WTnwhsgpPPdnw/VO0zyIX8Nn54S12Llvs5wClZlM5/EmlUrp165auXr2qS5cuaX19XdVqVaVSKegROu/tb2el2E4jc4A4Xk31JM71Ep7BL9Z2eXk5AYrEMQQ89cqFA2NeZeKH/z0xg6fIsDRqi/RrxGvDNQGozkrID3+TdEkK+1TRW9+DSNArJR9IxzUg3/MR84vkwQFqaWRHJCVsugfh3uLoYCy6yne9mkdSXavVtLy8rD/5kz8Je94mIe8WcZCLBMIrpvCXOJAYySsXDpC4zUc/qNJB7qPYtJ1Op8P+36OjowTw5DEZ/PHEiDZ5bI3vxyHO5n4OnH0ZvbRUulCjkJRrCCpWV1fDEX2SQp/cs2fP9PDhQ+3u7mp5eTk8xAX0wINjmMJ1ERqqEHNzc6pWq4lMmbH5U2U9GGVxSSy8VMWiOfLviCRjO0+igbA4AkDiU61WQ+K0urqaeCDe8fGxdnZ29PTpU9VqtZCgeK+9K5EfbYvx8Od2LC0thWNPETSMO5tqCRTZjMj/OG7PyL1HFcfvBpdez263O7HzHWecfV3dcKHojoRwDVcQ/647Nk9YXIH538mrYwsLC9rb2wsIgI8X5+yy6Q4DucAR9vv9xIlTnpxMwjvKosyVc8OXlpZ07dq1gMRSBj46OtL29rYePHig4fD0qe7Xrl1TpVIJckO1DEcuKbQUMUc2mHmSCs/h3Thn6UkHsgMYAN+kUd+1I2GOEPlnJ+Eba0blZDAYhPJxvV5PHEPtSBGbTUnwKWdLo2cU4Jy9BcYdsTveeEwOWmC7uI7vOSBJjXug0VucGUGto5nI7CTEtXxfD3OTksffskZLS0taXV3Vo0ePQr+3B4DjEELmXSqVQnmfqpDLl6Pw2ATkzBN9KXlcMwkI1TiCAkAf30Td6XQCmFOpVFSpVCbi3cLCgpaWlrS9vR2SiFQqFQ44cftGq6bLO7qJXsAzfJ7LqwcR3n7Id9kDBO9YT/iCzwB8wNdTSZybm9Pa2lo4Jn5paSlxiIj3d8eVzEmItSUoxTbBEyr9rCP65EGsB3ySAnC0sbERjs321mLXEbdBnth58jAOGIOfHjy6f4M3PmbsOEAHQBSnFp6VPGD0e2Pj8/l8eNAnsodMeOser/laeCLFONFnP4TF+chvTyZ8b1AM7sS8dqAHUIy/Dw8Ptb+/r2KxqH/1r/5VONbWKyBnpX6/H/bEcS2vLjpogW3xCoOPmcTFfSV2HVCB171zRBq1ZnvlhqTHk17u46CPA+qSwp6+ZrOppaWl4Cu63W54MKF//svopSNnJsNich4xT3WlAgGa5p+/ffu2vv/974cABAPjJca4XBuXyNLpdKhIOBpIoiKN2kW8nIcC+2kx3raCYHjLVLvd1uHhoaSRAWPBJ6E4gAKpIpiZm5sLR57GrU4cfUrpioDdA2HP9PmOP7ERntHjK40cChvECY4wLgg+hoaTTLzPj897dYCA1Y1POp2eCJWHD/z2IA25cBSJH8bCZz3w8LmTNDmf4OO4972c607GK02ueMiio82O2IAG8rRNd+g4e3h8VvKkis3mJPDwAONF5WJxcVHLy8u6e/eu/vAP/zBRqmXucWsLBszRZkdgWHvXPcbCtRy5wRjCA5IMP2iCAAv9kRScn7canQcdZc0cdOBAifgUNnjtpzgxT0ey3DYxT0e8YoQzRuo8eYaYI5/lfh6YYBfQFdYKfWZdsKuOCJ6V3Ob68efSyHfECWcqldLNmze1s7OjZ8+eJWTHZQaeMweu6fs64InrPr8zmUwiuXBZdjviTthBCwK+4+Nj7e/vh+oz187n87p8+fLEDyfN5/NaWVkJDh6Ah2qj98g7uIbc+J5Ib2PkQBBvyXUfe3x8HBKUXq8X9jdKoxZl+Av4RBWNCi62BIAqk8lodXVVV65cCVVw1gVQqlKpJCpOLjtnJWSCQB/Z8tZF5NEfOIh98meK8HN4eKhUKqXV1dXQYhz7FE+GvQXFQUz8qdtNTzhcnl03vS0O+8j1sIF8h1hoEsLWUF1y0I5qFf5rc3MzdJ5QeXRU34N6ZARbBGCDbeG+ntz7+nt7T3xkODznc94SSftnXNmr1Wra3t7WcDjUX/7lX+pb3/qWyuVy2Gd3VvKEkfFLoyqoJ/e8RzLgPCAh5n2v7mB/fC+tJ2CQ6w/Jvic2fmgAPGMfnwN0UrKtkmdbeZyIzXCZ/DJ66ciZCXr5xUupTMyzNVo2EBZphF7AVEeYXVHdAY4LGv3HN7HEiQpjZ8F4H4b6WBCCbvf0yFc2pyIUsZN/WfJAzefi5VE/khBjg8LSY4pDRTm9j9/njdOAnwQ5/vwSkisp2YeM0fDkwcvjrjhxAIkCsHmIsXriclaKDTLzddnzRMtbBBw1cqTM0Q+/fmw44iTGeexodKFQCEev+jWoohFY+/WoFFHOh/ecPOPI0suiBk7x2FknKnOOItIqlc/nde3ataCz7kCcl56A8Jqvl38Pgwbf40pinLy500Uf4Ttjd7nlWoyLalDs2M9C44JzR9qobLAJ0uXJUVGXhXgszB876UhTvME9Dj5cznA4ILe+idgTF0cZST4JDNmg68HGpISsetDhrUcOdLhNnpub06uvvqrNzU11Op2gOzF6KY1kxpFLr9JgGz2Z5ScOUJA7r6A4uu/2IJ1OhwCUdilvFSkUCnr77be1tLQ0Ee+Gw6FWV1dDcoDvY7z+4DwCKao/PlZPNNgnRcDtVW++h49h7WZmZsIzW3iW1OzsbHhuAvacihm/nfckGd76DI/pVkinR4cW4DsmBaQceMPmEOy57YpbWz12cDvGgwp5Tgm/3S4TZCGHHht5Uu2+xANJ5N9lz+Mhl1kpmSB59VsaVQon5R33caBTGj0rwYGy+PQrr0D6+LkeNgXbzcEJ7P/why7HQCKyyYluDmzGoI2kxLWo1rEnbXt7W8ViUX/yJ3+iH/zgB+EUNGz2WYk1wsYyf28x8mce4Tf9XozdbS5r4cAZ/3s7pMej6J239rlc+9pQvea3z384HIajrufm5kKyBNCWzWYDkO3trV9GZ040YCoIGKgjTEERPesmWHBEzs/KxzC6sWTSCJ4jzbyHsvkCYABiB8F9PLPEyTEnHA6Bvx+fCNo3CTEe7xWmR5XgieDPg1gSIVBoNmp777PPnzXAqHswk0qlwtG+GGAPiCBHF+CzBw1utDGY8J7PU3lB+Xytz0oe5HngHScAGB93GB6IOOJOABkrcRzQeFDncufX9EAyTmZcF+A1ekSA4mOKE6BJEXl45UkZsuFz4nMLCwuJvl9H5xzZ93VAnv015znXceTFk4ZYNhmrr5OXdl1W/X/0x4+gflFw/7LkVQWCC8aPLBAwe1BP8OVz87G4k0QnWCd3ClwLHQUhxnE7T4fD0RGy8AubjP2gxYV2HOwAyLKX1rEt5zn9RxqhuKwf8j4cDhO2AXlIpVK6fPmy7t27p5/97GfPVcvjSgZy7ChdfPCH23v+Z01A6ajyjrNlfN7bNgaDgXZ3d1Wr1YJus0/t+vXr+uY3vxlODjwrEaRsbGzo+PhYmUwmIO3SCIAjOMdekZjit/gMz45wH4yv9rnFCRU+Z21tTevr61pYWAj94XQV8DkHD0jCr1y5ouXl5SBXyDPgE/6HNmnk8DzHyHugzlp60k7SxmvYM9/f6X6ArgNOo2R8VHNcn/37MUDnP97lEfvXGOjy4B8k2cFXP8kQQGZSH+vfQ6fws8gJ98/n8+GUQJ754jzAX0jJPbezs7PhNCRP4BwA86DYkwzAE/fBDnp6gE/wzLU6nY52dnZUq9V05coV/fEf/7G+9a1vaWNjIzz/ZtJWUcaKPLMevEcsSSLu+8YcVCYxxu548k2Sx/c9PnPb5zrJj3ew8DmPnficv8Z9U6lUOODJx+57g/26X0ZnPnUKRrL4cXbvzEcp4uzLUTZHIF7Ulx4HI+OCkLjqAOO5jgeQPk4PqkD6PNBpNptB0SYld5KOsiAYMcqBwXMn7XP3YM4dqicDvibwk9MEPLjhXm7ovsgAe98uFAeyjmDy/6StGKwNATo8JPGLUU7kwZXRkyV4x7hinvN5rzrFiZgnBXyGv1lr+tQ9IPRreDncK1JekfEq4lkpNmY+F+TDkybG7smNJz0uU57cOSoMubzwOw7iWAP44WuDLKPDblB9LeGRt3e9KIE+K+8YF39zTU/gHSAh0BsXaHig6JUg+Io9cJtEMBGjg7S5+Vj94YrMG131ZxXhePxBdTwgcnd3N4FanifJxUE6Gi+NTmvypNR5ncvl9Pbbb6vb7eoXv/iFBoNB2PzowZnbdrcFLoMesPA/gIw/kb5QKGhlZSUBpMUVUUf9ut3TjeDpdDocDZzJnD7E9Pvf/77W19cnljvp1JYWCgVdu3YtJETIudso+OonE8ZtYfCcYANk2QMLkE+SWapcly5d0u3bt8NDbWObRfBD0E4Vanl5WXNzc2Fc8eEjHkCyp8YTmPPwzpFc7JW3VyM3biuQDbdnfGcwGIRTFmkJI/CTkskNvPFKmvtrPhPbLyhOMviNrrDGsY+KwZVJiHETcHuyQSyQSqVCC26329XS0lL4HFV45we26ujoSPV6PchENpvV8vJyCMDdl7ieeQtgXHFwm4xdZl2ITzjwpFarSZLefvtt/fZv/7a++93vamlpKSRnHFgwSaKBbhHLemXR/ZWDeLyOH8hms2GfEwSP3QY7eE/S5ZVuTzg4TZTtDYzHE2+ALhJIvuugAzE5AAAyi612YPXL6KUTDQ/oQPq8fcqDZRbRE4I4GMMoSMmj+OKF9M9wH4wBzCEg8qzOg2lXHubgiCwKxVNmmSu9rf5wvEmJ++GEpdGGVt8kjqFCMGP02xMpfqO03MORUnjn/Xoval+RkmU7R+XjJI12LoweRsPXHePEdSclT0ARdE8GHVGL7wUvnB/IaYxKuQFHJjzQdrlxeeNY0GKxqP39/XB6E/tb3JH5BmpPtH1TJg7Yg7BJydd5XBCFrCFPcXLpSZs70HFJvsuKo2FOrq/eTsDfBAhx8uFj8GuhFy4HMVBxVmL+Mdrke3wc9aY9xeWT4A77F4Mu8NeR+eFwGOQAG0sw50cNekLo+kBgiu5RlUUWae9JpVLhAA+Qq0ajER5wKinh5CbhnwMP0kgO41YS+MjJL4VCQd/+9reVz+f14YcfBtQ7Ru/4HSeFnmSiS4yJALJer2t7e1tPnz7V7OysarVaOLCA67BuVAyQWVD6UqkUkrZyuaxvfvOb+t73vneuBNftUblc1t27d3VwcKB0Oq1arRbWmITg5OREs7OzQf6kZOuaywqy4Emt6xf7Mjhw5PLly+HBtdiI2dnZEHCDhNZqNXW7Xc3Pz2t5eTnIK/tJ0E8Psll/rkPb8KSgCoQt9go3RKDk+8hi3YxbSDKZjKrVqpaWlhLPmHLd474ehHnM4b99/iDvLi8xIi0pofd+/XQ6nfC5rh+TkI+TfUH4dW89LxaLwa5Xq9XwfT8hDT3koIlqtZoIaN3nSUnABt1zMMUTM/dDyDb7I2kZr9fr6vV6KpfLunz5shYXF3X79m298847WltbCzrGPSflm68X/HIAEhl3QI33PL7DJ6MX+FH/PtUar/5g01zHSOZLpVLiYBAHSoihOUXRbabHC8gEfsPtnx/F/jJ0pug5DkDdUMXO14Mo/44Hfu5sYjQGxAgmuGF0ZNETGA98IW8X8WAydnwcnyuNNsOQgXuAPym5QL2otO5osTRqjWJuHijDR8/0ca4gp66gbpC8GuTX9sqLlGyH6fV64dQBlJQxgFjxPjz1DZ3n5R8y4UE+4yZx80TBgxh449UYR5VdcT1R9Xu4kfOkDOdF+V+SGo1GOFaZ12IUxgN1HLMjG76v5byJxjikxfnFPPx/nyty4QGuyw9rg56M45WUlCdvG4udN/+7XMZ9qR408L14PhdByBxJIOvqGxu5F4EDOsJawide96SOsXuQ48k510O3CYBAkV2m/SSs+MmtrVYrBImFQkGLi4sqFouJY0hTqdHhEOcBVtwBEtwiL+Pa9+IgbHV1Vd/85jdVKpX0/vvvh025JJRu87gPf2MfWBuXfeyWNEIUM5nTZ+F4Yt/tdkNLiANS0mjzNTxaWlrSO++8oz/+4z9WtVp9TsfOyjfGGZ/2xyb5dDodTkMiOPYHu7p98YAN3YQfHtgTQHICIr85SY5gzk/OA7HOZrPhGHppdOjKuOAKtJWgtN/vhxY+ghhf20mIhIij9GltczuBDHpiP05W8C2cmOc2KQZjfA2Zq//wvTg5jhMS9FZSossDfeG7AAis83kSXMjjM+wGtorglFML8U+ZTCYckMHeC8ZDpdFBPq/wx3zzdkru6eCCd61w/VQqFRJt1nBxcVHXrl0Llaj19XWtra1paWkp8Il9UAC/k/COmJT1olvFZQKAymNd4g+Pufy5OMQEXJt1Qefjw1HQNeTc5cpjGz8t0v2422ISQk55xQYhD97KyVq8DJ3pyeDjlAXDLo0C47h68CJ0E0Z5kOIbqTwIjNFNDIZXS1wJXRBZDIyut3TwOZjqyLIjhYx1EoqzRHdgcXkSQZNGgjuu3YQggsDMjwB1vqLozJvxsDYeDCKEPh6clvf8MnYcBGgZG7xieTgP2uIOgkDXg1hXTmm0iSyu6HjWTjbP9R3FjQNYPuNy74kyyuzBOoaSfUyO6npFYTAYhDPnWRtk0pPrSZ2vyy2GmtfQH0eIGCPve6LDZ/z78NURuxgV9GvBX/8Ouh8nuN7aFes3jtCreD42AtpJyY01+oUOMFYC00qlEoJzB1ZA4l0O/WmtjBsH444dOzhOBtyBg9A7Gou9IkjZ29tLoF3Ly8taWFgIzwva399Xr9dTtVoNhxOcB+VjvQjqWSd/xoUnDfDIbRGtSO+8847y+bz+6Z/+Sbu7u4l9ePz2BMxRSh9HnDzncrnQPsGzODxBZP8A+pFKpUIASIKRy+V05coVff/739cPfvCDsCfBk/FJ+AaBYqbTpw+LK5fLWllZ0dOnT/Xs2bOQbCB7g8EgsaGbANR1htd9n0Y6ffpcp4WFBS0sLIREg/n6uf2ezBcKhfCcHK5JLMA+Ef4n2Oc5WIeHh+E9n+e4SsRZeOdBvrfRYKfx7bQOxjbJWzzRdSqTvjbjkg33RzEQxZgISONEw+MmbIjz1LtFABE5vZOE6rzk1/D9HiRYXnH2vVBe+ac6yMMfsYP9fj8xd08y0E2AXY8VkWvk2GWj1+vp6OgotANWq9XwUMVr166pXC6H086oOkoKbV7oj6/XWcn9slcbPXnx7gTshlcRsCf4LOyixxrMl0RjXAXCZZB9LV5VlBTsMNd38EFSiFWGw2E4/CGOcTxx9tjyy+hMsJU74FRq1LPHBP2kEJjjQbIrPtfjt6Mg4ybgGb07wRhRcCQ4dupxtQO0mRYXDA4ZsgfzZ2Hqi3gXI5k+D98T4dk/C4vDpITG6wgjBttPpuBeHux4wOz8wCF4AM4YfLMp13bElHYMDJKjjOPmehZyo+1jjQNkpxch28jPuPYyTyZ8nf1/+O9OUhrJdb/fD/tgut3RedOOMmKIfPzwzsd0XmTPZYA50FbgMuHz9/difiJ/jkg7mhIbPdfX2JA732OU0A2oO3I+y1iRPeTT+1b53nmCZebNWnP6Dgk264jTJ9DzZAfKZJJHGsIv5oLeeUBM8MG8HIEdDofhVByuy/2azaZ2d3cDIoaTXV9f1+LiokqlUkCp9/f3QzWDvRznOSHO5yWNbAeotVcZHPRAXnwfAjL7+uuvq1Ao6L333tODBw90cnKiRqORqLj4teJEl4AbUIr1oPUpTmZJZvifZIT2s0wmo8XFRb3xxhv63d/9Xd25cyf4wXE8OCux1nEluFwuq1QqhefS1Ot1HRwcaGdnR6lUKnHQAryAYtuOnGGP5ufntbCwEI5Zp3oBb0FlOYq9UqkkkjyQYQ+m6QOnHYuHvPJMi+FwGJ7ddJGEDUWfqBQ7sutJlncsIIsEat4+Fyca8Njfd/sNj93OOnjCWOPAG6CJoJL1844R/L93ELh/nJRvri8O9rj84P8YJ/6g0WhoMBiEalivd3q6lFeK3Od5Rfzk5OS5U7SQ6Zj38AhwZG5uLjyfhWe5ra6uamVlJXTEoBsE33EMOWls5wAc13HQA5vnSaS3sMc6ijwCCsY2MrZt/O+AFHrtR4F7EsSaEat79xDP62FtPLnBT3g18Cw+9sz1cRdoD8S9H8yVD4fswaH/dgfAwH0yCCkM475xMIlxRhlcmGC+GwOuzxwQ7GazqXq9HhBAR6fO60BcCOLrMz8yVmkUWHnW7ULrSotQMi9XMEeNmIcrfxw0usNytBiBxIDiSAj4fHMgZd2L4N24a3gAGxsvRws8UYCvXrHwoJf/uab/7WMYh8jErRgcRem9jDFy60EiRsp1xfVgEl65fmDEMCCgJ3E7ksujgwaOfDhYMK6dwHnr13ID62vjiAnE/45kxboerzuv+7pMQtzXZYxgmWMWpVNwgL1K6AbzcVtDkMY8XR7hq88NG+ZtCNgNgiBOTfK2pG63q0ajoYODg4CqpVIpLSwsaHV1VVevXtXGxoZKpVIIvkiSmLNXZs5DzIfAzR+k53oaJ6PjdHx5eVnf/va3tbCwoA8//FBPnjxRq9VKHB2JbHmgRGKIDUPmHSSIgRSSO+wbCRgbLCuViu7du6c//dM/1auvvqparRaCF7/uJIS8eOUHPhFQzs7O6tKlSyGI3tvbU6PRCA8sxO6j5wT1VJYcAMBm89wBr1L4BnBJ4QGc7FPo9Xqq1+sB+ffKAG0dPBuKvSzD4QhJlkbPH5JGfuY8vJNGSYA/INZt9jjQzfdFuM2JkwBJCXuDbOHPed9tLrrlFSbsvM/ZQRLXaT9UAZnAt4JY+7wnIU+cGB+yzHwJnJENkk98HG2YJByp1Ok+sKWlpcQzWuIko9Pp6OHDh+r3+1paWtLi4qKkUcKFD4S3XkFh7KVSSdVqVaurq1peXtbi4qLK5XKwlR40U9ECyHFQelLexX4KsJXqk++58bjW9zg7v5k/esy6+yluzkNfP++QKRQK4YGiqVQqcTS1A6a5XE6tVkvSaCM6coaPazab4Qj/cYnSl9GZnwwuJXtwfaMQDHPmxUGybxhyphOssSC+gKBz49B2gh6MKZtnXIDiaon/jQH2kqkfIRsj2pNQHGA6oo4zc6PmiAgC5ULM397/zHteYaK1AiQOJUfhEBRHEOGvJ2Y+HnfWHJXpwSaVDj8K9CLIEx9Pdh0l9vnE6LYrCPNwGcU4OK+5r6NTMeqP3PupF5LCw9tQ1rhS4calXC6r3+8Hp+ybs89jAMfxzxP/OLhzfkgj/YoNGuSVDdc35xffi42hJxnw0RMb/47zHd10JMmv5feclJhzPO9KpaJ0+nRjbiqVChUrvnN0dCRJAeH2EjXBmbcHwGM28nKoAIgm6O/x8XGosrKfx/dLEfDwHA3GS2vW0tKSLl++rEuXLoWNrQT/8/PzOjo6SgROzvuzErrp6CUAEG02JGvuQ2LQA95jZ1KplO7evauFhQV99tln2t3d1e7ubnCkDpzE/sFl0auP8Mz9FYRt5gnXGxsbunTpkq5du6Z79+7p2rVrCWDA+TUp7/w6jvZ6q+9wOAyJgVdPkQVkxO0Ytgn9gO+ARJ1OR3t7e1pYWND6+noCNGQdSbhIQAhGisViQhel0VOFPeju9/vhSepcJz5c4SyByzhyP+b88T18XsnwRC62YfDL7XGczLpvdrB0XPzhNsUrZoyL++M3Yx/mwF4ulwtVJI9lJqXY/vuBJcRf8ZjwW71eL/yem5sLSTv7cHK5XKiAOa/hWbvd1uXLl4ONdDvOd4bDYXgWhld5isWi5ufnQ4JMy58/34F2OfgLuOuyct4YhWt7ld1PVMMmYo/dr3mFSBolKezX5D3G7XEp14JH3oLM674vkM4d7oMce+svY2MuvV4vHEfM4SEe/7ys3J25ouGGG8TIEQPPwFgET0ZgEsZpXLDDwvDjCCaGEkHlmiCBCKtfw5MW7sF33CB4dowDi5OlSSjOmgmcfHPOuKDejRvf881BntWS+XPcGtm/80IaZazukPneODTYgz+UH8eFo2KcGJTYyZyHfOwuWy4fzitQOk9uWXtP3OJg3p1dHCT5+pNUONriiCqGDb5zoEAcvEIEUkdHRxoOh2GzMdc7T7LmY/b7M16fcxzcuUOB91wLvvr/3A999//9fbcBsZ66vnMPD1rdNvg14a8Hi+d1vLH9IEnwtgICZzbu+pnyrj9eCUKuvOWBdUB2vPLkQWScBLsD8wCTtZVOn9dz+fJlXb58WUtLSyGp7Xa7mp2dDWijo7jndb7IEuvH6SbIdSYz2siO84fPLoNUA3GwJCtra2vhAVyPHz/W5uamtra2Ek9s97XEycJTl3eCUPrxCXhmZmY0NzenGzdu6ObNm7p3714IaqrV6nN7WVxfz8M311WCDPa6+LNRqLARtJOYeiXLgwYPrtExKhGZTEaXLl0KNs0DFU8U3F/H9gE7GFcmpVM99r59xk+C6aDWpOT2A6JFrlqtJtbHA3xstleWHZThwYKxvYp9G99124luwhtPbNymxT7G7aAHl/xN9cp92EWQ+zSvwBMveBsnlTDGRhLkzwejvdMBEXjW7XZ1cHAQklgSVpcpB40ymUw4ApkDLQBpSSi9agqY6vtyORnSq9DjfMpZ+BXzzitjyJwDToBKtODiL73i6uAp7/uD+BwIjEFD5o3sATyPOwVTUiLB83um06d7mnjYJ/OLwZuXBQcmTjRwAp6xc2M3uPFGz7gPl4nFKJT3gSEQHlizGHzXg5NxGZe3YBGc4MzIQNPpdOgZZdE9YTovMVavMMA7nC+K4X3bGOdxyuG8lZJH2WLQY17wPW8fiwM+N7remkIFCKEl8RsOT0/T8s1GF02M0cva0kjGfE7M05GyuNzoyuJBJY7B78nfUvJYVYI6roNigkDEY3A+I29sCGdDro/P1+08FOumJ1PczwMMghB3gp4o+Fr4eD258MDE5+GO2JFA3vNrMlYPbDw4Z3wE5/EYzkOsGeP0KqA7ZRzxcDgMJ03Bv7gdzpMYT2Q9oQNhYt0Ikj0wgt9xIueV2Xw+r5WVlVDNWFxcDCjVcDgMjsRlkuucV+biJK1er6vdbicCN9dXXpOeBwc8SM5mT59Wvbi4qKtXr+r111/X5uamHj9+rCdPnmhvby88aAqi8tpoNPT555+rUCjo1q1biTYg/ibZX1hY0JUrV3TlypXQ701LCQmAO3NkYtKgxfnmf3ugj8/1081AuKVRBcudv9vJWIel0Z5GvxeBCD7RkzX0zv0E36eKR7CTSqVCnzxJBjbP0VhPaM6jt55EYCdIxAqFQtgIjF3yDcrojZ+mSHyAvx4H2IxrYXGfDBDnASIyH/tuSQl/4j6NdSBwd/T/IvyDj9urJG6vPPEgmGVsjAd5JB4olUoh4MdewzeOk/YWcq7ngADzczvP3L0l0NfET+AD7KACPQ6InoT8u/wmIeIUTp4355Uv98PIlT+XwmXM/YDLrsu3+xn0j8qSx7xcm/G6DMYnWg2HQ9VqNa2urmp2dlZzc3MJ3+vxwsvQxGcYejDBD0LD646YeGDnyukTx/C4UHMtKRlQepAnJQ2ql2TjBeaeBOGSEifEgAq9bKZ2Fn7FgZobaDJzR0Hc4Pg1HPVzBAlBdAQEZfXqDcbPr+PGyu/jTpX18w3gGB3apUB1L5riANINoCNUsawxxli+nP+OpMQKHTsPl1c3yH59b2/DaMbldxxap9NRrVbTYDDQ3NycqtXqc45rEop55bqEfHtLjzu9GJWTRrLkc0c+4kDRgxDnXewMeM95F8+dz/rpXT5Gb6W7iAAZ8jn62Ei2Mc5e0fKNpfDf+9HdMeKMJQU02u2jJxieQMAHb4VkfN7Xm0qlND8/rytXrujy5ctaXV3V/Px8IjimbciPEY9l5zz888QVoOfk5ESVSiX0UEujoNADiziZ8uTeASBOl7lx44ZarZYajYbq9XpiozzOP5VK6Re/+IUajYb+4A/+QKurq4mqkXT6PA9OIJybmwsIIA++8oATpzvOLp2XPLgqFAohwHfZIemkKhWfUOhjcz9B8Mx8WBcHiBywQ1dp2SJpcBvK/R20YQ8GgQt7lcrlckgEPbk4b6IB39znMZ5isahSqRQSXgfg/LeDKsPhqGXMq0R83lu+4QOfdXLfEoM3XgXyYNX5KikErrHfiQPI85LrHDrJaUXYeWQDnfHAE97HIC02hv9brVawD55ouM3A3sIzP6hBGoE5xFAObJCo8CwPjl8mFniRfzwrr/z7Pl+qEKyvA6BSso3PY804JiGx8mNz0SNJCT/sMTk653zzZNe7gtrtto6Pj1Wv13V8fBzWy3XEE7y4E+hl6MzP0YgNQzqdDud4dzodlUql0MKUSqUS/V9Ssv3Hzz52JrvQwUiEKg7gXEjcSHjbhaOmKLkvQKfTCQ+MQqHckF4UuSFhrCx4p9NJPDJeUlBGHzuZLzzz+fG/B9teIvcg2bNqxuVK7ALvrQt+BBrBCoqEs7lInvlY4ixcSp5G5sivNEo4IUqUzCmufsRJHb890PH7+3gIgCjN8vkYPUO5eVrt7u6u9vb2lE6ntbKyEh6CFCfgk1C8lryGUX5RqdfL3J50uIOLjaN/P3b0sc1g3fx1d+6+1tIIAURHWLu41znm03mdr1ek+J/fcbl7OBxqZWVFh4eHiYenFQqFcDQ08uEta1wPJNorNfG6+fyQITZ1Hx8fq9FohPdnZ2d15coV3bx5UxsbG6pWq4m9U9hI56PLy3kpvoYfyVuv18ORlLTU+F4yvo8zBVnHBvmzLPr90YZ2P+bXQQWviLzyyitqtVq6fPly4AlInm+49rEMh6PT5lgfJwePLoLcn6F3VFTwhegwiYaUrNhKo4ocesn1vLU2bk/0zztI5+OKddODJmywdJqY0E7jviT2ybFNPw/fmKe3QhH0sW8OcMyfO8BcGJ8j9uin7x/1MTu/HFj1WCP2LdxjHJjoYAVVAm8/9M9eVIIBxeAQ/GQvEJU1P3DA/SzjcfkZ58uoMrHmMcDsvsev53GLpITPcoBrMBiEh0kuLCyoUCgkkhFPks/LQ+6JvcAm0/UxHA7DiU4Ae3GC6EmHn1A4rqrjdskBHK4Td1CQfDmg43vV0Ad0o1gshqOuefYS92Nd3Fe/DE1U0fCLIxzO4Gw2G3rNMf5xC5UbRQSHxXJUL51OhxJbHGyCHPBZXxhfTAIGFt6PxURxWDRHaL+KgDnOphmvH08IeuK9fXzfUQMPEjyj9dYLP67SkRLe9/KiO1CEiO9jGGIEzPc1cC1Hns9LMVLg13cj5k6FqlR8HXdEcVVnXKAbJxmO5sRr6Ei185r3GS/GmhPO2NhbKpW0uroaZN1/LpKX0vPGWVIwgC5HfJaxO+rNvJxH0shRcr8YofEf57sHNBhDb08DReV1D4KQ57OiLF9G6BgtM97+4ck7gUDcc8482Qvhvcrw03XIk0AHO/gO1+A0laOjoyBTBJuAEWtra3rzzTf19ttva35+XplMJrGhnM9yz68KHHAk3f+u1WrBLzAG1tZ1zB9ghg7GQRzkx0n6/Lzt6ubNm+HzbksJRDOZ09OXQPDYuM6aEmABTPl8L5r8muOQcuy/B4TuG+BD3J7myb773rjK6N0K6XQ6ESy5XjugReXo+Pg49N7Tt08s0Gw2wxzc1l4E+ZgcoIRYW3TOky30mhiBwN7lyX2GAxHOXz7rCQfrIyX9gIOOHq9wXz9KG//stvOrIJel4XAYKkD5fD5xpC5jYP09eMbHxYfCsC4+ftdh90nSqEXeZdT1HzlEvuAdR9kSLI8Dx+LXLoJ88/VwOAz7pwDWedjhOCCbfVheqfaKwjg9cd+JjeBUwXK5rEajkfARxEbMvd1uB3AslUqFGI84in0tHvN8Ebj3Ippoj0b8N6VpFhxj7OdxM8g4SMUBkHHFyLsLNEz3dgWvbGA83MC6wSShoGSfSqWeM4JflfK+iNwgYWxQTnjK/L007sEv/6dSyTYhFwgMrj9LIUa0XMnjE75YC8/Wi8Xic8nGeVGpF1Es0J6MIkOezXvJEplyowhPfcMU5Mafe3uy4BUk5utP8nVkRlKinYwE8uDgQFtbWzo6OlI6ffo05I2NjUTJ+aLI54bcjKs2YEzioMQRpBhR89/Oj9iJxIEh6+eG0gMEPgO/XKbhJWv9VTheD8aQHwz2cDgMAQuBsFeBsH/YFq7V7XZDaZrxU0H1FhiXXz5HxcIrGX7+PPaNftpr167p5s2b4SFpe3t7YT6DwSBsqIzbbS4SJXUdQK68Xa9erwe0DFvnD0vFVzAvxu6HdMTy4oGlJ9GOkHorKE7V589adjod1et1SUqcDOiIs8vKV0HYZvwj/tRbUXyDP7IojQAZTl4imWPMzNWDLU/uCZAYx7igmPWk6uIV+UwmExINDlehi4ExfBX+Apvgtp6ksdvthmd64FNJwONNrzxN2oE/D3Kl5PHvfC8GBB0Mc0COKonrCLzxqjPjjP3URVM8VgcIqMi6rXMdxI657OD3HBzwxNL/9sTGfQ5212M/b6ci/vPOGD4/NzenUqkU1skBMPdpF0FxwsJ6eRXZn5XkYJkD5nG3AeAHvEPeINYBoAvAEyDTuydclgApvK0xnU6HllVkfWFhIXFYEfyDXpaHE1c0PEv1cjcIoHS694EMyZEqKEYdPPBxNMyDZfpLERQvdcIkHA7lbgwcT7Zmsw4bAL1H96sKlJ1coVFCkiAy2na7rUqlEgwRAb4HfPHJE/DXH3QDT32zI4aCa8VoMoTyg6L6Qwxj9DZGtr8OHnqi5SgwY3fEg8+QlMSGzufsxyF6SddRaO5DO1k2mw1Iwvb2digL9/t9HR4ehs/mcjkdHx/ryZMnqtVqIYC6du2arly5cuGVNDcEzBV9jY23NNoPFScFXIvA269NwOI2gdd9Hfjx5JTPgSA72sXn0Gf0nWA+RhEvkpxvvtHcj36El8iS2zF+Z7PZUAlxdDhOkJErArFut5vYvIrtAln2I115lgEl7xs3bujOnTu6c+eO5ufn1Wq1tLu7G46zRQ4zmUwIrsbN+yIIPrhsUHXhGFSvVEDuTD1w9o3GXq2N7YAnxFQvHUQhGHVkG16zFjy3BPn2xOSiA5VxFAddACfwgiob8oS/4xkrLl++X9JtZZyoe285usfpag4CkliQNMagAPtKBoPTFhavxsV24qsg5hXbOp4XUK1Ww3h9b+FweLoJttFo6K233tLCwkKiokCw6hvJvROC/7EJnuh4pc6BQhLIXq8XjnBlPfFFBKBfJZg3Tp7dX7pM+Tx8fLzmwT/fHzd/eMl1HHCNfbzHGH4wgidgBO6sLzEV33e9vUhQRUq2ncW2mfgXW+axMDzi8w5OeeJHLAvPHHigpZ59FScnJ+EYdqoZ3mFETMizMdzPEs8sLy8HX+FjmYQm3gzOjT1QizdD4jClEdqEo2XSfkqROwI3iDDX0cX4B6FEuR2BkhQYzv1B0BqNRjA+XyeNQzoQHg/GPBGRkpUdV2SCWgII3mefB0bKH0zlSRzjQND8Hjj3VqulcrkcxuFVkLit5iL59KL/3fExH34YjztpAgoSVkeoxpUCvUTO/x4wInMYw2q1qmKxqHq9rk8++USFQkGlUkmDwelGbxDrnZ2d0H5BsnH16lUtLCx8ZQ7Y9SAOzngf3ngg4IGFyxG8HYcse7LCGsUgAnLsr7kMoa8guZxU48nfVx2sQJ6c8T/Ie6lUCu0W/f7pfoG5ubnEg5Jwhn4CC9fxFgOvLHiLFQhhnPSTcKRSqZBkrK+v67XXXtP3vvc9vfHGG8Hh+IOq6LslAfqqA2YPFBzVJIDz93wvB/JFQuFACp/hrHp45OicB33YR2n08EX3UTjxuFXDA1Q2rXKdr5pvTuhGq9UKiRIBgbe/kiigl84L1xnmwGf9/1wulzi1yxORwWAQNnQj87RgUH3i5+TkJFSEBoNBeLaC9Pz+ua+SZ2zuz+fz4UQylz9aqtGnw8NDHR8fJ/rTkVN/LhI8xUa5PXO+e/LqwTN89WTFk1rWFhmN24q+aooDcnQynpt/ftwcHID0SvY4Ox4nw3FF2WMm5yE8xrdTrW00Ggm7M25+5+VPTD5O5oE++DNuvOoGP9ElkrlerxeqGsPhqJXd7RuJl++jrVarOjw8VLFY1O7urnq9nvb397W/v69qtRr2YKRSqbDHmur48vKylpeXtbq6qmKxGE7CPA+dW9vHCQonTXi2e3JykghgQUrIODGWCLGfe45y+14KL4/GjsgNrysJwRTVABb9qwqSv4w8mPMeO28V8VYpb8txRItTs/r9ftjg5mgVJwhQLnM+xFku90LQCYRQHAIeT2gcpfg6+TgOkYBnvE627orvLRBQXBEZl+C4Q5aU4HEmkwlHYh4eHqpWq6lUKmlubk7D4TA4LZwYCMPJyYlu3Lih27dvh5Mxvqogehyv3MAhYwS5/h1Hj51PkBv8uNLk5WB3ssgLgTjIK7yFD95uE1fevk5584SUv7EhjUYj8K9YLGpvb08nJyeJdkVslVdlAFEgeosx/lQwQP6lEU8pzVerVZXLZc3Pz+vWrVu6c+eOLl26FOwnJynFD32KW0UvGuGLeec66NUB5NDRegLScUGWJ8XezoFtcrsZBxkuUwAGji5iF5BL90HeevF1kd8LGy+NNtdLSTuE/lGVgFfIjNsvT/I9KOT5B15BiccCX/3p9PDIEW2vGqErX0eS4ePN5/OhhWtvb0/9/ulzPTyIZZ7tdls7OzuJh5vxVHT61eEbchP7bOTN28TiQBc76PLngGPcojSuYvx18TAG8LBFPLPr+Pg48JLxoU8eMPs1/fOu//H+Pj7jABM/VACoRsX8BzjwI5y/Lt1ljnHsWalUQgstbXxxhwAxMbG0tzPGVRkHC92vIr/YMQB1ntxOQsbT3GnjLhQKWl5eDgfTlMvl5wDpSehCNJ5Ju7Ll8/nE//SJwRiCXxSXHjIPRDzAkEYG1YV+XEbtmyM9ePanMvr9fp2EAmBUCEzoU8bpUiKXRhvaKJc1Go1E3zFCTlBDpQQ+OsqMAsQBOWinPwSM6yLwcUXpqyrpfhHf4uCIYM4REUegUFhHLN0Ju1H1dj4MPYGIbyjEGZRKJc3Pz2tpaUnXr18P9ywWi0qn00EmOY1lb29PlUpF77zzjq5fv/6VBc/OI+eVGw/XE9YXR+nr69UH56P3xjuK5/x0JzAuYHfkm/fQUcbhCe3X6TQgN+bYI2RnMDjd+8AGxEajkTjLHLTYA32vskmjfRy0BwEkAMZ4MJnP5zU/P6/V1VUtLS3p9u3beu2113Tz5k0Vi8VwbCFtmNjbmZmZECDGgexXSW4zPKF3eXeHShLmSQf656gnY4fPVIfwQ1Qh2AczGAwSDtSTWm8hpDXVN4f/OoI9J0d2CVLdRrtseqsK341bhN0HgIhKoz0g3r6Df+VvjhCWlPiMV31IOGJ78HUQ8pbJjB7cVywWdXh4mOChV6qPj4/VbDb16quv6tKlS4nrse+Aa8ayA1ASV4Ag35PBOsX7HbzKx3W5D3P6dRH6QUziVTXm4W3H6LEj98gFQKUDx7EtYv3cnzN/5ApABp9Mp0Kz2Ux0e3zdNG680igOLRaLOjo6Cq1ygFGAxsgKOgmADL88JvZncOAriIOWlpa0u7sbWhaXlpaCH+j3+2q1WuF0rkKhoGvXrmlxcVFLS0uan59XpVK5EL9wodCCBwyObmPwvb/ZH7JCdiwpUQKPAySMJP+7seC7noR4kO1jIqj+daCi4yiuusSONN5T4A6W3mxOR/HsWXr+ATjcx3sB4Q2G0VvZUqlUOD/dz1/nc94//XXz0RF2d2D89nYpftzYwys/CADlBhV144pjR8n5jbFNp9PhAASOUox7bGkroA/4zTff1P379xPlya8rmIkTd+bI/1QQXc/iAB8H6IkYTtvbJL2Nw/cQ8XmXH2TPEa8YWft1Bnygv65vviEWPSkUCnr69Kn29vaC7uEYfC6gwbQlptPp8KR4DzTgkz9Fd3FxUbdv39bdu3d148aNkOR4IoGN4Om53ivvc/o6EjfXWbdh9MojJw6E8B3kM2799CPUPQF04AnfRHCMbo57qJWjsey18oT7102uiwBTcVeAJyIEgMgsvOJhYsPhMMgtNsyrcF6B4HUQY3wqPoU2tnEAoPuyr5NSqVRoZywUCtrf3w++gUTNe+p5oOPCwkKw58gT3wOIg5e+38BbmeN18GRQ0nMxDJ/1wJLPfN0dAzEPkX/f44R8eALlz6/BLsYb6nlQsu9v4bvuc71rhe4L7K5XyByoYW3iBy1+3eQ8khQCez84hoSIPcR+chY+AaCUzzn4SWWb5MWPf5+fn9fi4qIqlUrYHkCVI5PJhHtiH0qlktbX11WtVrW+vq6lpaULk7cLTTTcKY4LEDyIc2TZjdlwOAwbH+N2KYTUA0UQRVqEWETuhUN1wwnqxZh/3eTO142Kt1sQnPj+FWlUmkRxEUT6xvmeI0p+7Jz3CmIA/Px6SWENcFZsTI8rIl8nxSizB7ouV+4cHE32vlnvG/Yn1kpJdN1l2VuNMAT9fl+Li4vhfH4288IvL2EeHx/r1q1b+qM/+iPdunUrwb+LlskXGVmvTkgjwygpkWRxDe9N9zVHB+Ghl4wdHPDEzgNvdNcTHW+H9Dn4Ovy6yG0W1RZHcAeD0xOnbt++Hdovjo6OQvDfarWCI2Ye7Lk4PDzU3t6ejo+PJSl8xxG/XC4XgqCNjQ29+eabunnzZkC+hsNheAgk/bqO7PtTc31OXycxb2RnOBxt2owTU0/oXPc8oYg/L41kBf3j+jhXEkLkzNeUazJGH/OvkxxoQkddH5Ej9JaqTByoZrOnT1in7cRbnkDVPfjFNiKzVPHiahtr4sGRg1+/DnRZOk2QVldXtb+/r8PDQz179iwATO4Ljo+PdfnyZV2/fl25XC48RBXfJyWf6eByiYzBI6qJ8JSeeOcTPtkTkti2xkDa103YBk/4iQliffN2bI8PXKe8HRsfEwOdvMca8b7vcWAsfM7H6gnfV2XbXiaBcZ8KD3w/CQ/oBQDhqHRPSIkdkKVYDonhPBFkLWZnZzU/Px/8AeAo1V3+z+fzunr1anjI68bGRjgW+CLowpsl4+CF1yBnHs5BSh7f6purMJLSaKFwNp4J+yYtnCpK7Uc4YkR/HQj8F1GM9HnA7KVB32zvLVAIo6SQLOBsUqlUCED4LDwERYQfGJBUKhXOivfSrbeJwMdfh/PwtXNeOVI6Dj0lqHFEkCwfZ+rvx3sCpFH5E8ft10yn01pfX9fW1pYODg7CZnzKuTyZ9saNG/qd3/kdvf7667/W9j0PXJxP0ght81aAGGXnGtKoHdL5R5Dn5AiUOyKu5dU3582vu5Lh5DrogYOUnEOlUtH169e1s7MT9m0QmIHEDwanezyazWZISJA9ytzD4TAgViBVy8vLunHjhqrVaggoeTiapEQbF2MCxPl1IHwxOdLnFPsP5AUe+wk8BCEEbI488zrtB9grKG7L80Cc9YvH+ptA43wFr3P4hDQ6kYeqDSAfPMBPuDx4xYjv0BrDZlGu66CWB+JSMggi2Pp1+4lisahr166p0Wjo4OAg6BxBMTL0+uuva21tTcViUeVyORFbUPUg4HUAxOUIeQXwc/74fgvfP+DBs6SETfl1JWhQ7FOZnwNTvt6lUinRCuu+w7s1PGkAuEun04HHXpHwRMzjN/f/3rXiScbXbe/cT8W8Y03juIX33X+wl1Ma2UnkytskAUw5QAA9rlQqunz5sgaDgXZ2dtTr9VSr1cJx6WyWv379ulZWVnTz5k3dvn1b8/PzF1oJ+koSDYhBeqmHz3jph/dB+2Ds4eFhIovO5/Mh+wMtnZ2dVbFYDMoMao1Q+vFnrsy/bsUdR7EgersXJTV4JSmxEQp0if7JVquVKEGyZwYFBtV0Y+f7OGhlY318T4IbxN8EPsYy58qBrLlxcgRLGiEx3kbgSuwBNwkcn3d0mFLx2tqa7t+/r3a7rXfffVfVajWcZpJKpfSd73xHv/u7v6u1tbXnAulfBzHPcQCBr7EHNnyeYBv5YJMln48TCHcmfn0Mo5/1zzUczftNCfjiwMBRO0mhvYJN2KVSKezbqNfrOjo6Uq/XSzx1lfI3stJsNkPboiTNzc1paWlJCwsLunz5cnh+Apsz2ZdRKBRUrVYTz3XBVvimzN8EcmfsoJLbaXfU8IJg2JMQT2pB2JFFWhi9lTa+DuuHHfBA6TeNviiIIdCiZYXTnkhgvYKTyWTChlQP5gCnHIFG5/GpXonEBvoJOb4H6TeBh6lUSsvLy7p3754k6d1339Xe3p6Ojo7CwQrXrl3TnTt3wgluHJPqth4gFLAp3usED6TnW4rjxIv3va3KP/frrGTE5LIWJwzEDrRN0c7D55FF9wfjklF8gz9Ph3vzP/LpSUWcyMT68VXy40Wvx3GI/3Zdg28OuLlOeus8e4R8P+9gMAgH0NDRA+i3uLgYnhszMzOjRqOhzz77THt7e+EAk5s3b+rq1at666239MorryTa9i6KvpLjHxBEz8g9QHbmxUEJJxl4yVEaHUnI5p/BYJAoM3EfFk9Sohc8Ht9vKrnD8IqBt1J5cO8O03t1MWIEML1eL2waj1uy/OF8fI8x4MS5B+v4m+I8IMYSJweeZNA6wucxWjEy6AbU2+0whHF5GEdTKpVCsFgsFvXs2TP91//6X9VqtUKZ9M///M/1O7/zO5qbm/uN4t+4ZMPH5w7PP8Nvb3vxVj9vs8Mm+FNIpefRsPjePobfNEJ+fDO8lGyvSKVGR2yCiDYaDR0fH6tWq+nJkyfBHs7Pz6vb7WphYSEcWJFKpQIau7a2Fvh1eHio+fl5lUql0CbJvgKqdPC71Wol2jB+kwjZiqu5MaLLuNFBeM8+Chwwsigp9HxLIwSRz4LIMwZPwn7TEttxFFc2/HUH6Ehyvf2CpwHTVuf+mKAb1NQTMz/JB+Qev829vc35N9FPLC0t6f79+5qZmdHu7q5+9rOf6ejoSPl8Xjdv3lSpVNLy8rIqlcpYIITr+IPWBoPR0+Kdb4CDcYdCv98Pez+cPw7k/SYlGZDLWVxt8GCf5BQbhFyVy+VEm56koL9c07s24ooHe4B8LHHr1rix/jrJEw9PLr0TBZ2Tks/m8s31xHXEZKlUKuyzwKc2Go1w2mUc4/T7ff3qV7/Sp59+qt3dXVWrVb3xxhv65je/qTfeeENXr15NnGZ3kZQa/qasxpSmNKUpTWlKU5rSlKY0pf9n6Nff9zKlKU1pSlOa0pSmNKUpTen/OZomGlOa0pSmNKUpTWlKU5rSlC6cponGlKY0pSlNaUpTmtKUpjSlC6dpojGlKU1pSlOa0pSmNKUpTenCaZpoTGlKU5rSlKY0pSlNaUpTunCaJhpTmtKUpjSlKU1pSlOa0pQunKaJxpSmNKUpTWlKU5rSlKY0pQunaaIxpSlNaUpTmtKUpjSlKU3pwmmaaExpSlOa0pSmNKUpTWlKU7pwmiYaU5rSlKY0pSlNaUpTmtKULpymicaUpjSlKU1pSlOa0pSmNKULp2miMaUpTWlKU5rSlKY0pSlN6cIp+7IffPDgwXOv9ft9DYdDpdNppdNppVIpSdJgMFC/31cmk1EqlVIqlVI6nQ7vxTQcDsPr6XRaw+Ewce1sNhuuwd/dble9Xu+560hSKpVKXIPvptNpZTIZDYdDNRoN1et1bW9v69mzZ9re3lar1dKtW7d07do13bhxI4yZeUnSjRs3XpZlgZ4+ffrca/CFcfr4/Z6Mnf/jOcXz9rEOh8Pwk06nn1svvx+f4xrxdQaDQfi8j8c/E489po2NjS9j1XO0t7c39nWfG/dkXPFYGI9/ZzAYJHjo1xgOh+r1eoFXw+FQmUxG6XRag8EgyOqL5ikl5Zzv8jrjG7duPnanpaWlL+DS8/Tw4cPnXvP1y2azidd8jePxOY987nwHPcxms0G2/LOZTCboHTIIxTx0vYh54XIff497xd+5du3aF3BpPH3yySfPvdZqtdTtdtVut1Wv11WtVrW+vq6ZmRm1222dnJwE24TdS6fTarfb6vf7SqfTyuVympmZSdiwdrutVqulk5MTpVIp5fN5FYtFzczMqNVqqV6vq1araWZmRtVqNfASfsMzXkun0+p2u+Ge8B3ewZ9+v69+v5/4bkyvvPLKmXn3+eefP/ca/Oj3+0F/hsOhstlsuHesz7yOL/F1Rb78ut1uN7zPPVxW3Fa6/KTTaeXzeWUymbAenU5H3W5XnU5H2WxW9XpdW1tbqtVqOjo6UqlU0r1791StVlUul5+zl9JkfuLg4OA5O/DRRx/pgw8+ULPZ1PXr13X16lVVq1WlUinNzs4m5IF5DQaDhM5CzmP3I5lMJugun3MddJs1jtyOjaMv8hXjaH5+/gvfH0fj4hP0rdvt6vDwUO12Ww8fPtTPf/5zNZtN3bt3TxsbGyoUCpqfn1c+n1e/30/IJeTxieuR69vMzEzg3czMTJDNmA++Brzussoacg/+jmOicTSJ3H322WdhXIwxm80ql8tpOByqXq+r3W7rwYMH+sd//EcdHh7qjTfe0Pr6uorFoqrVqnK5nLrdrmZnZ5XL5RLxSxyvMJ9MJqNer6d+v69cLhd0Ft51u93n4hF4h3+WlNAB90t8Hh/FPWPece2bN2+eiW/j4rqY3KbF+jXObvh44ljFbSgykkqlwnyw+cQpPoZxMR33Yj1c/vzzX6b/LxPXvXSiMY4QfpIKV1AYEgc3bgDjgAamIhiDwSAY01gZ+Y2yugGIgxRXWBKMTz75RJ9++qnq9XpwuIVCIaHQrnhfBXlQBa/4HS+2Gz7/ns/ZEyP+Zm7OizhAj1+PldYVl2uOC/a+Tor5JikEVrw/Tpnd6HCNL3LKUjJR8O95QIOMeiDF6yg/BgDdYJzj5vVVkfPMx+XziWXRXyNA5FqSEt/ntyey7ljHJTMxUOEJnTslD+DdDvi146D0oqjX62l3d1eHh4fa39/X+vq65ubmgn0igWBsMzMzYbzNZlOdTkczMzPh88PhULlcTrlcTvl8Xp1OR4PBQPl8XrlcLsjbyclJsK0EMr1eLzF/7K7PP9breP1ddr/I6U1KPgacIYHFyclJIpHn3p50xORBltvzXC6nTCaTuCaEHGWz2UTg4UmY+yv8SbPZ1PHxsfb393V0dKQHDx6oVqtpdnZWxWIxrBcyNw6QmoT8+4zl6OhIf//3f6//+3//r9LptO7cuaPf/d3f1auvvqpqtapSqaTl5WUVCoUgH4wrm80mdDUObl1X4gQn/j0u6PD1jb/jev1F8/TvXSQhT/l8XrOzsyFxrNfr+od/+Af9f//f/6eNjQ29+eabWllZ0cLCgm7cuKGrV69qaWkpfM/1EBnJZrPqdruJcaN7bpvcN3i84smHk+uC++NYh78OwoaRNAyHQ3W7Xf3yl7/U3/zN32h9fV137tzR0tKSKpWKrly5oitXrmhlZUVzc3MqFovBHp6cnARe5HI5nZycJGSo3+8Hm+Z8cmA5lUolgGUPwJF1T2TcF7vuf518jJOeeG2xQW5/PU5A5rClxC6ui8iW63Wsh3GMwnt+T2kU53jsG/uSSWniRIMBenCBIsZOxrNQHDCfj6/nGSiTc0FylG4cYoqz8SBFOg0UarWaBoOBtra29PTpU/X7fZVKJQ0GA7VaLQ0GA7Xb7cTiMLaLJHeUHlx51hob85hHXMeFyY0718ARxolB7NxRbHfCPtbY4HkC8+tKOsYZZeepf875k81mE4EOxow54UxiAwZP46QiThpepJCeuLgM+1q7gn8V5LLnr3kgz1z57SgK42a86XRas7Ozkk51DL3le264YjTG5w6C5nrA2FKpU5RrZmYmXI81iq9PpfNFznwSwh4RrHQ6HR0cHGhvb0+9Xi8kAYwfBwCPZmZmwpharZZmZ2fDGs/MzITrw8t8Ph/m1mw2NTc3p1KppEwmo06nExzQycmJCoVC4DeoPuvo6xQnYbE+O3hzEbo8zg+wZn7f2M66fQfA4jouU3Gy6fZqMBio2+2q1WoplToFkNB512FfH58za1yr1bS1tSVJqlQqwSa02201Gg1VKpWwbh5MXiT5ejx9+lSPHz/Wu+++q/X1df3whz/U9773PQ2HQ62uriaSp7hi5XLpeux+gvWIwYc4oI5lxgO8cejny/LkIm2eAzqZTEbFYlHdbleXL1/WzZs39dOf/lS/+tWv1Gq1dOfOHV29elXNZlOtVkv3799PJGn4xe3tbe3t7en4+DjIUKlUUj6fD0kf8U0cCEtK2CvsFOObmZkJvELeuU46nU7EQ3HAfNEAAXEUspHL5VQqlXTlyhW9+uqr+slPfqJPPvlErVZL169f1/r6unZ2dnRwcKBvf/vbwVZLCvZtc3NTu7u7arVagaflclmFQkFzc3Mql8vP8Q6Z9SCZsVFFymQyofLC+KVk0NztdoNsOtr/VYAr4647Li5wnxXbXveVPh+PuZGHOI5DVl2v/f6AVv4ZruM2dZzuj5vny9K5KhpxGZFBxBPz8n2M2CMMKJ2UDILIhh0ZHg6HCYSB0rdnhzgZnEOj0VC329XOzo4ePnyowWAQnPTJyYlmZ2e1sLCgXC6nYrGYYKLP6SLIM1oXLs8unQfQiwJQ/55nxO5A3JnCq7gK5NeK231OTk4S7Qkv4s/XnXDEyca4scXJQIwC+GfiioQ77LhtzQMnv5+vb1xR8rWKg/rYeVx0suG8cgPk83WKHZ7PzwMM12Uve3PtWL6Hw2HQS+ZOcOjBozSqUhHMx47Yx+zO6EVG8qw0HA7VarUSCNvs7KwajUZAuUkcer2eyuVysGfIB8HG8fGxGo2GqtWq8vl8kA/nkcsbMkvyAX+z2ayOjo7UbrfV6/USgbSkhD2UkknjOBlz3bnIYNn9gNs7t1EOjFC9YZ19fDH4JCkRnKVSKXU6He3t7YVgkOvlcjlls1mVSiUVi0UVi8XEfaTT1rh2u639/X3t7e1pa2tL29vboX3DKwOzs7MhYHJdusjAhXmvr69rY2NDc3NzOjw8VL1e19OnT7W9vS1JunLlSmjfWlhYCH9Les6WSae+rt1uPwc0SAoBeVxd9ITE7UCcIMbJ7ThwK74nr1+0rfNgmbXO5XJaWlrSvXv39Prrr+uXv/ylstms8vl80N+trS09evRIt27dUq/X0+zsrA4PD/XZZ59pe3tbx8fHYR4k/YPBQHNzc/re976n9fX155I39BAk30EBxumocswrabQO44LWcZ8/K69i3wBo5InQ4uKi3nrrLd27d08/+9nPlM1mNTc3p1wup36/r62tLX3++efK5XKSpFKppGfPnunBgwfa2trS8fFxsNEnJyfBri4sLOgHP/iBNjY2nmuvZGwOYMFzTx5i2Yt5F3dpxHQRejvuGqyr89jHEMcOJFC+XYBrO2DgyRjzh7e08zrYxve63W6iVXJc3O1xaRxbOZ0lLj5XojHuJh6YeHnRmetGDoWLk5OZmZkgVMfHx8HJE5y4QB4cHCiTyahcLqtcLgfHPBwOg/P59NNP9eTJk8BYFojrUw5NpVIBof2qUINxPON+sYH2BXe0D9TKhYTxxpUl+DiujI2TjAM8v+84R+Lkmblf46smN77u5OMAJx6XK7mj8HHZ242dK5+jw7znvGAM/tlYfnx9HOUdl2Cel+J18+DIKwL+WQcH4At88qQfvvm10CGQJvjovbH0xMdtZAToBIhxQOTrHDsWeOk24rxEMA8vCEy63a6azaZWVlaUTqdDf3+hUAgABnzpdrsBVUPmOp1OCHBmZ2eDvaQFqFAoKJfLqVwuBxml9YrEggqtgwI4cWkUiGPzXB/GOQ9POia1d/F34wDAbQnrhFy4rvg1mCM22m34ycmJ9vf3tb29rd3d3bDHwtF7n1cmk9Hc3FzYX4HvaDab2tvb05MnT7S9va3BYBD2yngCiIMulUohoGKMF51sSArytLS0pP39/ZBAVatVDYdD/e3f/q36/b5u3LihVqul5eVl5fP5gA6zJrSsIWPonlf/stmsGo2GZmdnVa1WVSgUEmCTB8ixDMVAQgy4xDIS04sC6EnJbbikRGvj0tKS7t+/r1qtFvxis9nUzMyM6vW6/u7v/k6fffaZVlZWND8/r8ePH4fgFrSeane5XA4Vzv/+3/+77t27p3v37oUKJAAJ/tqrjsyXwJ7xxpVa5kMnSEwvCrDPwzvuzf4JYo/l5WV985vfDLpG22I+n1e73dbf/d3f6cGDB9rY2NDa2po2NzfDmKnUMsdisahWq6WdnR39t//23/SNb3xDr7/+umZnZwOfsZEnJyfqdDohkOa+DkCg83E3RhxPxUH+V5HoOi+9isJrjNd9reua65nHww7UwEt8wzjgj+tSVec951O73U7E7ZCDQD5ep5fl28SJRmxYYkPhSIg0Ck5ciMcxGMXrdDpqt9tqNpva398P12ajXiaTCf3OKDMl7Xw+r16vp4ODAz169EhHR0cBifAAqtfr6fj4WO12W9VqVa1WK5HhfZX0Mk7dAwjPZp1PJHOxwXdjFQfYfJ/3IfqoPTsmSSF4GRfE+5y+yoTM6UWBEr/HoRwEbB5sxQlVnFjwXeeVtxXASwJm759HLr0EHN93XLD8VRjAL7qv88N74R3xQM/c0MeBFfyIkXMMWozWOV/diMWBCdUEAme/hpTcN8N9XuSUz0IeYHIPrj0zM6NOpyNJISHCXvE5SSGgo70C+ev1emo2myFg7HQ6ajabwXmTZMRVT/Saqmun00msl1ddWBOfT7fbTQTI4+Z8URSvkV+b93w/ATrqekwLlFe/WIvd3V3t7Oyo2WwGG0VA4jZvOByG6sXJyYkePnwYkgZ09OjoSHt7e2EvTT6fD+PjN21yvnnf7aGjqxfFv9nZWV26dEmlUilcm4CDgPcXv/iFdnZ2dOXKFV2+fFlLS0sBwScpdfvXbrdDizCVMYI4/Ey1WtX8/LyuXbsWeIFN8/HxedpZvDoXy8DXTS7vbr/RTem0KkElEtnL5XLa3t7W5uamqtVqaJuLdVAaBbfSaVXsww8/DJulV1ZWEm2Q6XT6uT0P2AdsBO95xVn6etpq/V7EFt6WBO8YV6vVUqvV0sLCQtCTXC6ng4MD7ezsaGlpSUtLS8HeoOfeeow8N5tN/exnP9Pe3p7eeustLS0tJQ678EAaexmDhHEMGvs7fMI44O2i5fRF14zjDF5jrt7mhT3J5XLPVR6YDwmgV888vnV+sOcIf4W95D4uy86jOFGahCZKNHwh3Qm7gmDAvU9SSpZnHH1Eydvtto6Pj0OCcXBwoOPj48B4KhCSAuJUqVSCMZROM7StrS3t7+8rlUqpWCyqXC6rVCqF9/0+9XpdrVZLxWJRc3NzL0QNLkIYxyVlMTkv4ZP3Lno5H0WNhcqVTFJiHWIlc4H3xDE+iSTmQYzexUH7uHtcBGGkUbLY4UujZMB7GWNkntfiJDgux3olyeXXFZx1icu5ODmv7sW8jNfqqyLmy3j99VgmPJnFEcInTljykrSDCs5j7gUyEq+PB0783Wq1QmLjveS9Xu+5E01i+eN3JpN57lS6sxLBE7/39/dDIumtNDhCnCenFYFiNhqNRMsFCBQOBICEdtBOp6NGoxH2c1CdJdnC6QKoeJBIogL/aB/yBNJ5N04vz2Pr4u9xHy/Ve3WC+RL0uxOVFOz0cDgMVbJ2u63Hjx/r6OhIg8EgnIqD7JCY0jLlc2y32zo8PAy8lk6rBlQ6OCyENhfG1e12Q+vb3NycFhYWnuPXRds5koP9/f2QGFFhITkoFouqVCrqdDp6+vSpnj17plKppKWlJZVKJS0uLoaks9/vhxPSms1mAiQBSOJvdGdhYUE3b97UzZs3Q6WOsfl6ui3AtsS+yL/7IjDlIpM07k2AOzs7G6oQV69e1fr6ujY3N/Xpp5+Gtjp8az6fV6VSCR0SHNxAfEO8QpUikzndeD4YDLS3t6cf//jHevvtt3X16tVEt0RchaftyCvM2Ev3Nz4X/x+6iATX1wRbxrioCJXLZd28eVPXrl3TgwcP9PHHH6tQKIQqr6RwElWlUgnJLid64Qs98aWtkfarRqOh3/qt39KNGzdCMg3PuIcH4Ng+bx+NkzX3T85Hvnte3sXxRwzAxb6fOUgjMAOAAx4RM+AXvVKLTHMv/LQD79zPE2tiJz4/GAwSwFMsY4wv7vAYF+d9EZ2rosEk+ZuF9RKjI8jxRkDP6DGAjUZDW1tb4Tg6LyX6Dw4IJ4rgIognJychG8d44qBxyNyDFohKpaKbN2+qUqmEuTHXiwwCnQfjjDC//XVK3F4ehBdxGZbveekrNmZ+/TghIZikrIzQUk3y739RsnHR5ILuFYI4ePZAmTH5xj4/yQL+w6txLRDjDIa35fBZggC/pgeV4/YtjEvgoIsIWsatU9xvHTvlcUkR4+a7zAt5iTfqemLmjivej4J8uazS5kHV0isZjHdcxSqec1wZOQsxR+ySJxy0Og0Gp4dIsKmR5AYnSFUWO0fgOzMzkziVhQSgWCxKUtA91sEDZlpbkGcSHLeL9Xpdg8FAKysrKhQKAb3udDoJpxPzNJ7/eSm2M/4adp0+d/jhAQ6yUygUwhyPjo707NkzHR8fBznB37j/iasfgEsE2fCCJC6bzQZeSaeyvrW1FVpyh8Ohms2m1tfXVS6Xdfny5ecc9EUnG+l0OpwqRT98rVYLbXO7u7uq1WpaWFhI6Fur1dKTJ0+USqXCBmVphEZ7YoAMwjf3M91uV5999pk+//xzffjhh3rnnXd0/fr151rdYp/A9ccFXU5uX51/5yW3q27LsMP5fD6cmvRP//RPevz4sZaWlnTlypUgh364Az6D6kSr1dLx8XGiguOBbrfbDaeF9ft93b17N9gGByawe1SIvYvAk45xPIn9W1wBOQs5392/8tvB49nZWV2+fFlvvfWWfvKTn+jzzz9XtVoNlS8SEuw2csb/HNkdxzPwrtls6uDgQD/+8Y81HA519+7dYIvhS7wu/uM8jhNe550nGl9VvBKT+/pxwDG8QJfwXx67eKwQV3+xY/45P3wJfcBPx7xxHnjC4bIQJxov8icxnTnRiLOdcQGrL2SMoHtLAU6YtoFGo6HNzU0dHByEzyK4zgiUk7YBZxyn14BOIMzD4VD7+/thEx9Bc79/evJUNpvV4uKi1tfXE6jpRVIc3I0Lkpgfn8dhujFGOFFiWi0cXXK034UbpY7vxfecX/CVQIhgh2CTwMBpnNKe14GMQwS4h6NoPjbm74bHeenVjbgH0QNvT2Li/QTQOGVF7kEhPMHxQB/EgXW9qCDF5+njQg5cj3FoBPkYPHdgnkj5RkacAHyMKx3j+OOJAPrK5zKZTNBNgnZQF0+wx1Gc5J1Hhzl7349inJ2dVbPZDA5tMBjo6OhIMzMzajabkpRAPtlg7I42nT49WWpubk7ZbDYg8cViMbSCEgyDrLfbbc3Pz4fTQgiGWSMQ1bm5Oc3MzGhvby+g++xvY80Zmzv5WJbPC6yM47/baMbuJ251u92EflBxyGRONygPBoNw6hL7DAhyfd8G6DPJGjaRz2K3uDbJcrPZVLPZ1M7OTgCwms1mSDYzmYwKhYIqlUo4aSduKbjIJAPeZbNZ3b17V1euXNH+/n44xrbT6YTWsbm5ORUKhSBDHuzT5uU+IZfLJU4+I3jziqMHM51ORx9//LGePHmib37zm3rzzTfDsy7Qf/f73rpIgPIiezDu/0kpBvAYm7cLss+pWq3q6tWrevXVV/Xee+8FeaFK6KCJpP+fvTd7jvy67jy/icSWyBX7Vqh9IYssUiqRlGRrs1s94wmP27ba7fHDRMzDRHT0Q0f/df3S0RE9M9322LJGstkSSUkUi0ttqMKayEwktsycB8zn4vs7lSUVEqCkicCNQADI/C33nnvW7zn33oweJ7CFt6AddCsUCup2j9eO/pf/8l+0tbWlN998M6H22Fl3CGMdvgMx0a71G/dZ6Oi2yJ/hwBLvHh0dVaVS0dWrV3X37l398Ic/TL7c2NhYJksBDzpg7DpdUpJtnt/r9bS7u6v19XX9p//0nxLtxsbGkn1xIEI60SXQy51geMCrOXyM8OdZQClv/Xwdf4frWzIXlOD2er0kq8gUm41I/Xe99GoW3u8BCPf5Anr0M7ak1+slfeC0cJ7wIIPv/PdvamdaDM7AeGF0nnEkGCSfY1z29/dTOrper6d9y7kuOkqxfmxoaCg5JUTcklK6TjquI9za2tL6+noqfSDNBzoJ6jM5OZkWwP02ItyIwrqTJCkZRnfcfG9lJh+h9nUcrqD4n+c4guXOLk6il8NJyihY+oMgEJS5Q/+bxnoWOvG/84c70fxGcHzthHQSWMGbUnY3HheylyGU/m5o7M577G+73U4O5sTERAoK4/qaGMSftUW0xv/24IrxSsoE2ShAr0/2MXowirGNPMY7+vXB0TvnRYAEf56XGNGvUqmUdsnxMZ+1EUzhqMI/LoMY1PX19VRfXSgU0iJvaurhP4IIUuAsPoU27NtPMMLz0XE7Ozspa+Klph584ORAO8qvyA7hiKJDzsu4vipNYxaSw9SinEJ7SQncePLkiVZXVzOls9JJeRvPw1jDm8wb2QuCPxwQgjHsgq8BrFarKpfLyufzevbsWcq4+1kotJcBD6dt/XTd9PS0bt26pZ///OcqFotpS3Z2P6vX62leyeSTBXMwyheIx6y0O5LIm5eYSlKj0dDf/d3f6enTp/rWt76l+fn5DIAiKfGn6xeX+WgjzhNYeZkj5I6XH5o5Nzenu3fvam1tTeVyWTdu3FCxWFSj0cg4z17a6Ui6Bxheood+R25/9KMfKZfL6c6dO6rVapnsbb/sW79MoP/9MkDqrLSMtOunl+GnmZkZvfXWW/riiy9ULpd1+/ZtVSqVBObu7e1pfHw8s5YJufJKE2iHDR0bG1O3201nnvy3//bfNDR0fH4Mpe/4G76hgR/uBx0jGOk+k9N1UIDA6fSy+fDPkUmvGqCvDoqjWwBNoE/0gaUXN/NhzvgOGeb52AzoQsAc/SgvvSJAeVkA9SrtXAINDKMHBT7pXtJEdCYplS2tra1pe3s7rcVAcTl66QSMwYx07BSxEwjE29nZ0dramjY2NtRut1MAUiqVEmLFVpDsWEWa3hXieQYd/ZSsR7gROZf6lwwh9K4MnO7RsXNFz1x5xErUG514rscAoyyYH357zbqkjLE5S4vR9ctoh3CgxOgb6Kan93lu5FOfozhP0MOzRE5z3snYfYcHX8gG2kP5DU6PlxqcR4M/GKc/2/kmKjBKB6jhdhnz7I8/C8Mds0l8RkPJRjp7CQLXQXdHFSkXkY6Vdr1eTyUv9L1araZ7B5VbUCbWBjiP+WFtW1tbmdp5HL2IUvpzAV3a7bZGRkZSYODOGvzB3PiCUZyc8fFx7e7uamdnJ80diHc+n08LqFnrVigUtLS0pFKplNnJJbbI+4O2KD8Yq35ZUPQPyLMvUDw8PNTjx4/1+PHjtDCcfuNc+LbH6ELmr9PpZA5KxFY1m820zoFNQKjdv3Llimq1mhYWFtJp7O+//77+8R//Uc1mMyMbPtaz0u1ltC8Wi3r77bf1f/wf/0eyX8PDw5qfn9fi4qKmp6fTYbOUiMEjlLMg844084PucqQZfUFpGZ+122398pe/VL1e1ze/+U3dvn07I6/96rk9uIklGy9z0k7bXmYbcOokJUfWneW3335b29vbkqQbN27o1q1b2tnZ0ccff6zt7e1MliaCKNE2OW97ZmRvb0///b//d5VKJY2Ojmp+fj7xKHNyeHioRqOhoaEhFQqFBJTBrw4weDsv36Rf0Izt5zPAtE6no0qlort37+rhw4fa39/X9evX9eabb2p7e1sffvihNjc3U9BPNskPIo0+BqXFBGCAwQcHB/rhD3+oiYkJXbt2TdPT08lXIZA+ODhQvV7X0NBQAvKkE9+BIJBMMN99WQGvN8YYbSnvxD5ga+A39BWZNMZBcItNcDpic3mO22S39fArzzo6OlKj0Uh2LFY8eJXLoPz2yoGGO9/9hDo9cHj4BacT5uEHIWu323r69GnaKs2dVgiOkPFuj6z8edLJVrnNZlPPnz9Pi+gmJia0vLyshYUFXb16NUXMa2trWltbS9kMdkhwpzY66oO0lylTN45eAoRwx7UpkhJqF9EOf1ZM6cNkCDW0hTkdUXfBcKMBrT016s/wtCQOYjT+gzTGjZBIyrzDszWuuJxncIb9XsbLZ/yGTjE4i6iBIzJOV77HoHvztQc4RxiQmA3xPg3Ce95ff64/2/fsRon5PDofeNo2li95wOnPd9q4LvD+eQo8GiEMnad89/f39fnnn2toaEjlcllTU1NqNBrK5/NpQTXI7KDNd9CBv+gTSpiAgrn0Q6pwcnkGCLPrMhA8X6zN2H280klGyeu6CVTJroCQNZvNzE4xONkY5EajoVqtlnG6PYPZD009r+Y8TbmT6wzvM/R6+vSpHj582He9GNfiTPIblL/dbqdtRikZI1BrNpt6+vRpcuyWl5f1ta99Tffu3Uv0QSYODg7SCdJbW1uZEpgIXkQH5jStH8BBY23BxMSELl++rKmpKc3Pz6tcLqtQKCTnSzoplQC483Ua3k/X0f4bnU5zcLDXOy5tWV1d1X/9r/9VzWZTb7zxRmaXM+jsfIUOga5Rt55XsNEPgIrIKwF+r9dLu0PV63UtLS2lDWZGR0f18ccfq9lsJjnBiQNEkk5AkWiHkHsWQbfbbf30pz/V8PDxtq7T09MaGjopbUMW4HHfqcntC5/5GOPfZ23RzvIDQDk+Pq7R0dFUQvf8+XPNzc0pn8+rVqvp7bff1scff6ydnZ0ElKCT0Oc42Q7SASwgr2zws7u7q5/85CcaHR1VuVxOWUYAArdj8VyjOP/R9kvZnbRO2yK/+Wc8t9PpJPnwxex+jg96DL0PYM44otw4qOcAKLziJW/0z0FSSSmwcCAL4MvXxDgI2m+8r9JeOdCIiiA6lV6+48ay0+kkJsOhqdfr2tra0ubmpra3t1PdM0KLEQdhB6VzNMbTZiCJ29vbydA0m01NTk7qK1/5iq5du6bFxcW01d/q6qp2dnYknWQLVlZWtLi4mInyzhLB9aOdR5PSSR0/DIQTj5JyZx5hhHF5lhsLHLWYAXEH2B08+hQRGvrsETOM6g58ZEI3LvAE/UHATtu8D15e0Wg0VKlUJJ2U+zj6RNTvjpQvNmWMcQw+XzQfv8+jB7k4TzHIgPYRIXCkCGGPZQZfRoOv2QZUyq5zYa5A7aOcuxPiQarzhH/mfObODD8e3OKIOC8i32QkJaler+vg4ECrq6uZjMrk5KSmpqaSoZqfn9fy8vKpaeR6i3VgXtbTaDTS9+xKU6lUEr2QXX8ei+eHhobSM6Vs9gu95nwJHVzu0IWU4tXr9bTAuVgsprM2oAuOaLVaTcYe1JRTsCNSOmjrN8/SSbbW19XFckZfPH9wcKD19XU9ffo0ZX+QKy/78sW+lFsQcGJTHGQgm/Hw4UM9f/5cly5d0rvvvqtvf/vbunLliq5fv66JiQnt7u7q2bNnyZZUKhXNzc29MK+AQYzjPEEp5C6Xy6lUKmlqakqrq6t67bXX9Cd/8iean59P8tVsNrWxsZFOaGbL3729vaSLkV3o4XLo9sL5rB9QIR07f2tra/rbv/1bNZtNvfvuu+kgxH40cJ37MjT5rMGG2+uYXaakkfGR1WNjBmQbZ7parery5ct68OCBGo1GxhmWsocVuxPocu219WTmmMvDw0NNTk6mzGUsdcNe4fSBxjuI1s9ODUo391E8WIKHyDh4FnFoaEhXrlzR3Nyc2u12+q5YLOrq1aspK4Tj3E8vxDJbAjrfXtrBpUqlounp6cRrHvh4hg796LSTTsq0aGcBBiINXY5cd0d7xrxiF6CP20L4Kc4HNHHfAz3Xz7eMvp5XmgCyxKoD6AEIBk+ir10vvSrtBg406Hh0LlDEOE4ugL1eT41GQ1tbW9ra2koH5viBNigFHB3QGAaKQ4JTzi4r7GZQr9fV6/X0ne98R9/73vc0Pz+fomrqLpmImzdv6sqVK5KU9rOHSTGGPv6zCLIbXJQFiCbfIahsBydlFyFH9NcZOGYNogPoDqIzSXTsCHigEQLjwVe3203nlnACu3RyKBLj83e9ai1fbL4jA1kvdlW5du1aUjBepwnP+enx7rDFuYkRuzvAfq8Hex4ouEPOvTHwcwXC7hs4Se7oRwGOAeCrNvjXx4bhcBp4xsj7D79ENM3p0O+dkZdcN0Qe8HQu88b7QLbQCyA8nU5Hn332mdbW1iQpg9aCZpHt+NrXvqa7d++emnbSyVaDBGUEPHwXy98oVRobG9Ph4fFhfvAlQYYfQAgf+c4sZEvcIOOsuFPj9xaLxeSIt9tt1ev1VCLCYW/ValWNRkPVajVt/3p0dJR213tZFvQszQ2vgwD+OfNKgCWdBMJbW1t69OhRclQcZOE5ngVy/sWpQd4Ab/b29rSxsaFPP/1UjUZDt2/f1p/92Z/pnXfe0fT0tCYnJxOv4ryQ7Z6YmEjraDzYJGhzJ/QstIt0Qw9UKhV94xvf0Pj4uG7evKmVlZXMlqOMj8PjPvnkk7SxCvXy2AwPvpC3qG/cnmDTAW1wjpvNpra3t/XjH/9YQ0NDeu+99xKazLPjs/ifa2KQcRYby2/PlKKX2TLbEXUyg9KLSDOBABlT5Bj/AF1F8Ovr/ag6wJEcGxtL64AeP36sn/3sZ7p3756GhoaS09xoNCRlQUJJmR3mKLGiRTtzVtrxDAJyaEgpHuODv303vIODg6Rz8P2mp6dVr9czpT7QzgE5dGC0MUdHR5nM9Keffqof//jHevvttzU/P5821MDn8/LSXC6X2XIXnmde3Nk+Czjg9s1p6XYMWqGXHaTEJmPvPMvhIJ/7pa774tzH6gD0H3bUy2WxS+gC5pvsMUFZzAzFoPRV2kBrNCBiDD4cqYoGM5fLqdVq6fnz56nOlcXYIFhsWcsuHyxehNlc4fnOLCi89fV1VatV/fVf/7X+4A/+QIVCQUdHR2nxIEqlUqmkCJ2ARjpWNru7u6lOPTpYg7YYmfr/0JIgivFiPHEoUFrep4goe2DktPeAwe+PzOl9jY437+JZo6Oj2t7eVqPRSKgLjNvr9ZLS4Z2DlrJ0Op1UhtJsNtXpdNRoNPTRRx9pbm5OtVotU+oCX9IPb2Q7ELp+6IMHDI4uOb1c+P3Zjjz0czw8qCPIpM9eysKz/J2nbbH8Bn5yY+mHgHlJjzu+0MoVuKN5TkOnj38f6Upz3eAKK5YteYaAMxckpa2wCfxYg5XP51WpVHTz5s2BaYeipfQBY0C/2Lnn8PAwndDNQk92UMJ4osgdIUKeeVZEizyY83MyoDVO39HRUQo2CoWCdnZ2Ur0yvFUoFDQ1NaWhoSFtbGxkwALQXOe5s4Aqfp9nHjxwh88cjCDIGhoaStmEer2uRqORdnsiUHNHyOUcXnEaYSuOjo5Ur9e1urqqer2uGzdu6N//+3+vGzdupF2meNbOzo5GRkYyB7XRT8pAisVi5iyKWE541ubOD+P72te+pps3b2pqakrSiaOA/oInp6amtLKyoqdPn+qTTz7Rr371q7T7WC6XS2e6EEzxPtcX3uAHnBacNsAmtnItFAr66le/mqnxhm+dB3B8oo44S3MHCDvousmD/0KhkHSKl3lje718+8qVK3r27Fkq9QZgcDrxDGjUT4/6mTcffvihqtVqyoZWq9UEmsLbPA+dQwAE/SLYcxZn2WkXnVv6AMjHRgT4JcjExMREyqbiXF+9elVPnz5NByZTiuj63v0CeBhQmM8IbA8PD/WTn/xEtVpNtVpNh4eHKhQKyXfkGunY1vIcnjE0NPTCwcO8Y1Da0ZxeDoqQUYSvJGXWwiIr8KyDbdJJ9sJ9FnS/Z4N4BvzuOtxtgfud0MsBWvd1mEvG4CAq7VXpdqYD+6QXtxeNu1UwSFLhW1tbKUXuTlCr1Uo1faA0xWIxLc72SWq322q1WgkVZju0lZUV/eAHP9D169eTUedeGNAXxiG8EJ3nI1As8DwPRegBBjRk4h0t9Xptj05jcICzwP9xwY6PMTqG/n6CmVji4/1AsaE8Ka9ZXV3Vf/pP/ymhgyjydruta9euJeem0+loeXlZly5dOjXdDg8PtbW1lU6w7fV6qSzA1224gGMoer3s9rJ+rQuhz40HdxHd6+e8x+fFOecdjjxJytTY8w767+Uzgzp9rni8j/zvcgD/+Y5Tns1wp9kdXucpR8WdHg44uDKlxbrRfrLmz2Mv++3tbfV6xxnSnZ2dBFoQZF65ciWVhp228T53RrrdbnIsMQ4gPWyZDSCAs4sjB2pPrTZzDvrJvW5MnGZuPJBzRwm9r2NjY2l3LtBIzmLI5/Mpizw7O5uei/OAjkQOBmkRoHCD2Q8lk04Ov2Sx9xdffKFWq5XJZCEXlPyRPULOXYakY74jy9TtHm9DzNa1V65c0b/7d/9O7777bnKcuYfx+7kbvOPw8DA52NTa+8F/nh08S3OZ9zlnxyk+9xp3KVuGMjo6qpWVFc3MzGhubk7vv/9+ynbhPMDD/WrUPStAc+eIjB98WK/X9X//3/+3xsbG9Prrr7/gBOOU0lfXd/75WQLcqJMcxCDY4PBeZINgjd3rfCMCgMkrV67oF7/4RQaQdD0IL3vlBf/Dw/Dx/v6+Njc39cEHH2ROcGeLfQfMfIdJSSkD0M8OuQ9zlhYBIfyxw8PDtNkOssXYOMDSQVuyrTdu3NBHH32UfEJ0DFsAEwjgiENbdILL2+HhoTY2NvRP//RPmp+fT6ASmyN4+TF+m2df0M8eiJ4H7SLAhv5ENjzAjr6c0ysCwe6fEeTjozl43A8M5Te+BDwFD3kfvRSfH0oLPdPuJVo+R6/STrUY3Inp0VtEdCLBut3j0zLZlx4lB3HYfWpoaCgpAkqHeA+1ehhqDA5BxtWrV/W//q//qxYWFjJoIYsh6QcEiohAdKL39/cTIn9WAfYI3h0vSS/shsRYXdgdqYfpPMB42fWeaovOtTvPHshh1Bw1dRrRx1wup/fff1//8T/+x3RAGDQdHR3V7OxsBh36q7/6K92/f//UtDs8PExrb3yHGJBHd5wjEiydpGCdV92wubFzZxxhdsfJHQp3iCMq53PjhtMDFxwVN4K9Xi85pR5kDmp8fX4jSkUDGOAaaMf/nlmJfXGnwTMe0JoxeOmf8zB0iE4NvBd1jc/vyMiINjc3tba2pocPHyZDUigU0noJP8n4NM0P5PNF8qByoKMYErJT+/v7aV0HqKnXEnc6x+c1UIpAkOGK3kv9UOT8jUF2I8Hf8DH0RJ96TS4Iqi/EBqXFCWI+B83k9nNUYqAJ+ki/MWqcbt1sNpNRrlQqKWNKoMH8e0bEgRIyUABazWYzHfI3Pz+v/+1/+9/09a9/PdHCy2pxbKCRL7R3+8B1BEAEjRHxOy3toBk0xJY5LWnoIe6LgX4ud7we4I033lCxWNQPf/hD1ev15PTwTi/H4z2MI+p85NYXK0OTra0t/f3f/71qtZpWVlaS7vB1LFyLznGdyHsGaW7XaQ6W+Nq0fiXEjMdLg/j86tWr2tnZ0erqaiYI8DIY9Dbzge0lW8niZnyWX/7yl1pYWFC5XFYul0snuLvcAQB5diRuVuN0HVRm0dXRLno/PMvr9wFuwKceGI2NjSXaPXnyJL2DTIR0bN8p63Odi9/mVS+swfrwww915coVTU9PJ6eYAA9eBrSg351OJ7ODWkToB5FZ9+P4P9oy95v93b6GLPoJ3A89PdOAHUCm4Ave50Fut9tNoIzbzignvBO+JVBjLrwczkvf4vh/XRso0IiOqxtSV7R832g0tL6+nvbAd6eDwXG6KelLlAPoF4sEUfyUWW1sbGhhYUF/8zd/o2vXrmWcbgwZhskPcPKIDALSX0d4I9o1SIMhHGWGySkF8RSu09CzEbGu0D/jXlfa7ghyH/PiTkg01Py4M+NGnP6++eabevPNN/XTn/40ZaNQJA8fPtTOzo46nY5mZ2cHRpehVaPR0NraWspqNBoNPX36VLdv306Kqh/dHcVw9NEDZacn30Un3Z3kGNR5IAl94T93zj3wdgMOH/rBWnwHKjYI3aSTQIp3OhIW++/vZcyOEvtnPBs59fs8SI0BC8/AOXMa+3OgtxtvDBRrmMrlctrOkFJLdo+7d++e5ufnT003xuVBCsqWtWCUSmHkkGMWDbszJWXlHxQYEITxsUga54bvoT1/93rHu/5wsrUjXCx+5GDBer2uUqmkXC6XypDo7/b2dtrFiPspW3Bn67TNeYZxM+eexejnVG1sbKSabhw5nAMQVO6Fduhq+AfbgH3Y3NzUs2fPtLW1pcXFRf2rf/WvdP/+/VTWIJ3UTzOP7nA7UIFTAO0p1cPxjHI+aHM9446bO00e+MfADrlB5vL5vK5evaqRkRH9wz/8g7a3t5Me79fnCLj0a+hOeIa+Pn/+XH//93+vSqWiqampTDDR7/kOIMRA6jTNHW7sPuPDUcaXYK49MCcQ8X4gX+Pj43rrrbcS6AVNmHPPYnhfkH8AkN3dXY2Pj2tpaUm7u7t68OBBOiB4eHhYMzMzGh0dzWx5TnOb7tUG6BX6PyjtvITHUXIPuKEp93gGx+2Zl56NjY3p7bffVqfT0cbGRiaz4bRzkNrRe3QhJdqXLl1Sq9XShx9+qKWlJd2+fVuSUmmlby/ucoFO8wDKfbKzyCxjf1k5ILLB+112AY/cV0Cf0JB7p28MNvgfuuN/uO5we8pnkpK/7bY47kSVz+fTelwvFWQ+f1M7delURKr8b2c4Rzo2NzdTqROT4ILCFoQQCYTJF3zDjI5Ura+vK5fL6a/+6q908+bNF5w6T9E7w8XzIhAYFmzBHHt7e2m7u7MKMn3i2TRHkKMzRn+js+tGBGaCgaNSj2ip/45BjQtJ/N6FAMNy9epV/fVf/7XGx8f1d3/3dylK55Td/f19lctl/emf/qn++I//eCDa7e3tpdIpxkkGrNFoJBTZnRsPGHDAnC+j8MUyKc/4+Hw4SuHoYUQIXC6Yf39nXJAYM2uuiJxvTttcmTmi4X1zvoE3UFK+INDpwH0xQHMwwo2fG2/4h+vionrogTJzZ5p1EpVKRQsLC8rn85qfn08llNPT07py5Ypee+01/fEf/7GWlpYGopt04nzu7++ncYLscMgnTqkHlgAUu7u7CYlzlAunA1lxQAQ6sqiXcxAIpIeGhhIiGoPkXO4YvYauzB+yjs7EeZeUSmlwGF1OXjUlHht8HQNUD2YJFJj7TqeTdiKkFJY+uJH28is/LA0bQba83W6nLc5XV1e1sbGhsbEx/dmf/Zn+xb/4FxnnhrHzfHjYkVr64BsU+ILW0dHRlNX1zP4gzWWlXwbVZdjvceeKPnuWIp/Pp41PfvjDH6rVar0QyPAeB5YiKOFgCeMlm4xz9OjRI73//vv61re+lckOuq5g3vmOdw9aPRBtPJ/x3FgeFoMaBwD9Bx4ZHx/XnTt39MEHH6TF4TzTF9M62st7yBbCs9Bke3tbDx48SCDr+Pi4arWaxsfHU3Ytl8slXwjHjz7RP69CGKR5oBFBSebUecP/j4BktIusdXrttdf005/+NB054IFZRMudv0dGRtIaKmR/YmJCa2tr+uijjzQzM6OZmRmNjIyk89HQwWQ2eB+yyhx5hnKQALefT+Y+CLbCz/ChuW13u+n8GmXGr/NgJvKt+xj83Y+/vd/47y6fyDd9Z57g/V8HRMR2ql2noiPr6HccKJO7tbWl7e3tVL/nCAOMQ8QknRhZAgru4x5SaBsbG9rb29Nf//Vf67XXXssYbCbLHawY3fmCKkd2nBFIs5KaG9Th6+eg0S/Ks1zIaTCxM5U7d3zv6HFkZs9IxPHRt/gOPo/993f3esco48bGhubn5zU9PZ3SoCz4LxQK+s53vqN/9+/+nWq12kC0e/Toker1elJEktIaHnYc8505nNb019FPp6mjrL6PdVQgPMsF25V7NNZ+Dy0uKnUUh7nGeWR+3BE/bXNe4LnQiT664XJZduUDv0anw/vM2D1IRwc4HV6Grrhzgf7wRXHME7uNNRoNlctlNRoNFYvFtIf7/Py8vv71r+v+/fu6c+fOwIbXjRDgx8HBgXZ2drS1tZUCBgINTsDtdo9LRA8ODlStVjPlNTxXyq5ro2zI6c+iUTIrzEMul0sbZUSnyueM5zpoQ50zazeq1WpyyuF9TjcHVR2kuUOCvDkfwQMe0KDPG41GApV8Zx8vXXIHiPG12+10GjGbhLCzIQDFX/zFX+gHP/hB2oMfOkdZjQAU/SXIdaNPhsPnhoDtrM31WJRDDypcl3nfeUZ07j2zwSYbjB++dJCDZzjy699JJ4iodOI0OuIcd8tx4AYZ66cTB6EZzYMM6BedWM88RCfMv6fvi4uL6na7ev/991/QWwShvriZsXmJIJ+zYcTnn3+u2dnZBCiwuxm62e0SPODIuQeVPv5BaOe8zfOgWa/Xy8wz70cOeQb08xIraHd0dKSf/OQnaSMgB6OxT+4bUWrGphxDQ0PpEM7h4WF98sknWlxcTIdSsmW3A4iexXKwIwZVg9DOfV/PLEAH+kyw5j6UbzbkgZ6Dcy7zDhpGP8zpDr1d7zqwzPfe3/gO7BvPbLfbKVhCTrnuVdupS6ecmBAvOq1MLiVTvouAC4ajW3EAGA0vl2LCtre3Va/X9Vd/9Vf6wz/8w4xT5AioO+KubHyCYkbAlTnfx4zEaZtnVRwV4H39nAanuTu89NPRN5/0GBB4gwFdUfn8OrP2Q9z5jtTm5uamnj59qlqtpnfffTejPCXp8uXL+g//4T+kReGDNBbgotCYQ2r0nzx5kjYOiClQF0rmwWnBbz5/mbKOKA7092e5UXdkywXceTM6n/2U1qBBhj/XAyDoRv/d6EM7/gYR6scnMUjz4MzfyXtjwOsGMjo00Il5BkmmTPL58+cJ4WKxdalU0qVLl/Tmm2/q/v37unv3bnJ0B2kYKwyVAx/NZlM7OzvpnArpZG92Tqh155MxedbNSzqhkdM2l8slxR7BG3gQ/UjpkBt80Oput5vKvCjLIEMzMTGRaAuCSmCDDhykuRx4YOqIGIbW15PQT/gE+qDPfA0WvOuLw8nYsFEIZ4t0u13963/9r/W//+//e8r4OEjgssm4CZCYE/oPQsp5JR40EQjjnJ2Fdvz9Mv3trV9g4eOKOn1oaEgrKyva3d3VT3/603RGhAf4XOvP88+inDM/tE7neGfAn/zkJ5qbm0tn27h+iWWFTvNBmusVSRn5ikGBo7v8z/y6XY1+giRdunRJm5ub+uSTTzLAlQcCPAue5bnQkcwifs7Dhw+1uLiocrmsZrOZso6cb4O8+BapklKgGIGcQRoyQX99vZHTC0cYoAonnv9jECSd7Jq3vLystbU1/fKXv3yBdlSVeFmig2AEGWSGer1joPPBgwe6evWqarWaDg4OUsDmwIDvkkYg6Jty9JOrV2kuY/zvsoFv4ZkClyf+h2a+XpLvnObQHV6L73ab7uWDXOfBB75OP78U+rPLZ6vVSuCPg2GnCdBOrREZhDuidNTTe2z7CNqEAMfBQkjuA5mC6KB7GKlms6l2u62/+Iu/0B/90R9lEAp33CEk/SUyh1g8GyXX6/UyW8lFRzSmXk/TXlaO4I6GM7qnfvmesXmg5IiyT7grPebJ6cO4GCv3eKQLQ7kTRD9yuZx2dnb0wQcfpN0llpeXtbW1pc8//1zFYlH/6l/9K73zzjspXT8o7ebm5jI8lcvlEnpRr9f14YcfqlQq6fLly4k2jp7GoC6i564UMRD+v9PXEbA4fy60/Dg648YoBrzMB3yKAj+LEvSyExQ2ypx0dD9e99YPOaF/0RHx0jSnCc91hyciM5Iy97teyeWOM4ubm5v64osvVK/X0xwQNA0PD+udd97Rm2++qcuXL6tUKiUnfJBGaYMrWxR3sVhMizsdUYc3UOzNZjPNA7T30gAMHoYTmXPgA/5iy2/0Gid840jncifnBEUnmQWU9Xo9OebValULCwuamZlRu91O2Rfn8UGdPp9nKVuWAR+gS3HcKUWBrwhA3F44fbAJ2BXGzcJvfiTpf/6f/2f923/7bzUzM5P40R2cfs50p9NJ9GZRajTwrpNwlABgANUGaa4rYglQP/pCY/run3kQxXc4MteuXdPw8LDef/99bW9vZxz/+Kx+NrbX66VF864fHRB7/Pix3n//ff3hH/5h2hLWn+VrJ3j3WTIa9M2rFNAPBLrMG44TY+V6H7fTme/z+ePzt7a3t7W6upp4Fn1LWXZEnslcUk6DD3JwcKBnz57p2bNnqlQqyuVyCTxhXamDDZ6RJuBw/XyWhs5hLOgttjEGTGEMDiBBR9f1yAx6Op/P69atW3r+/LnW1tYyJVPQTjrZWTCfPy5xnJiYkKSkd3nX0dGRVldX9fTp0wRmUvJI0OJAmCP4rP3yYOa0ze2b6ykaIAjv9oDTbSj3ut8qZTcm4D2+m6rT39czu78JD3p2lnHDmw7kOO+yhTdyE/vdrxLoZe3UpVOeKXCnFUSNFzebTTUajYS2ubGJzhYMxwI+rwXz+kQG/Td/8zf63ve+90L9YBQ4J0K3e3LaNpPrgQXPiou/6QPjHqQ5Ihk/R/k443ifuQ7685uAiesddXGFE507/9yDiugEeGDhQpTPH6+R+Pjjj7WxsZEWk7IbTrPZ1A9+8AO99957iXldGZ22Xbp0KSnytbW1TKQ+MjKi1dVV/exnP0tbeEaExJ1Wd+KdNi6QjsA7L0UDDO08mOF/p6E/A8Mad1oi0EWJIkvQdBDaueJCfnzxIvzvmbwYFLlj5fRyXvBgyPVBdI78+ZG3vL9uSPmecxWePHmS5m5vby8BGcvLy/rqV7+qpaWldAgdRnqQ1ul00hk+3W43syMeASAKF9p6GRVrHfxQN7JuXr7BHFBuQ7mS06Xdbqe1Y/Alu14xf57mPjg4yKw1a7fbKQPcarXSe2u1mu7fv5/o5PrEF6GftqFfnW8ZS8wmHx0daX19XfV6PTldvN8dCmiCLm61Win4inRqNpspqPr+97+vv/mbv9HCwkKSMUfeY4CBo4IzJWXP5gBNxsAS3PEd4zuLs0xf4KsoZzGIiyABtHUgz+0hfw8PD2thYUEHBwf65S9/qc3NzfRe112ehY10Y6z+G30D/T744APdvn1bS0tLmcNVHRGXsoe9DtLcfsE77uAxHrflgBXQl+bZV57pwMfU1JTu3r2bTmDnHbzHg3aCMXe8fW0SQS1lQKz3YRtj5wVsHwueCTY82BukOe+TyYA2DqAQbEBHPxvCnWO3pW5foN1bb72l//pf/2vSdz4HBE/IHQE/uu/o6ORcNEmJf69cuaJCoaD9/f1MttZRfuYCG1woFNLC+7MEaW7Xog2NACmy4bLo/IbtiyWGEZSMvkYsC5dObKrPo/ct8jhyyfvJcHM/gRKluG7zf1M7VaDh6Lgj/J5a6/V66QRWshNRcN0IwQi+da07zLyTXQf+l//lf9G3vvWtF3YX4FqEOCL5/PZ6UC+p8oO5PH3vCn5QA+LIhveHyYZ+GPsYNDny65E5z2RM0JL5cUPk99O8Tx7t+zN83DDaZ599pk8++STVIEL3nZ0dff/739c777yTnGSC0EEFeWJiIp3JMTw8rC+++CIxOCeu/uIXv9D4+Lju37+f1oLwPs/u+Lg9yIwBqdPK595535srUu5ztCLKhwfdrggd6fV5GYR2/Rx6lyu+Y+Ec4/JAyukDWhsD4cjXXBcDCA9mHbSIKApOM8BDvV7X559/rk8++URbW1vpvTiVo6Oj+rM/+zMtLy8nPvTs1CAN5Z7LHZcwYbjYAx8jxSF5vV7vhXp3ApGdnR3t7u5qbm4ufeeySXkWaXzfeALEnh33vH++WF5S2m2JMq9ms5l0b71e1/PnzxNd9vf3k4O0tbWlnZ0dLSwspEPFKpXKwLrOF0kTSPkcY2iHh4fVbrfTTnLwCxkEdjMaHh5O5Uos9majCS8d293d1dbWllZXV3VwcKDvfe97+su//EtduXIlySVBnjvHboQ9MOZ/ZNSzf/QRWwEfn9b4xuY6y/U+MuP9oUV7Ch092Iu2m9/j4+O6du2aisWiPvroIz19+jSzGxB6qN9iWXjc3++bG1Bbv7m5qZ/97Geq1WovLMKN/oDbnkGaZxZc7/p8eKDlfZZOSuC84Xz7vORyOc3MzOju3bv68Y9/nErmfKMF53kHVNmpzPUxyPyjR49SBgHdUigUUla11+slvic7CjBzFjCPsdHcD4olwIwH+8vnAMIOKMWzK6D97Oys3njjDf3oRz9KOxmxvsJl0IO3brebdLEDF51ORw8fPtRnn32WgGR4r1gsqtlsJoCNclPsHNdTsXLa5nLnDj6bUfA+KnIo68KBx5+Kz5ROAG7AMuQefQU4xeHSrnd4BsG7g66+GyL9xd7wDPcBYhldBPBe1Td55UDDEVgMnRPKGYzUNUR2RnXH1UujqL9j0J42ajQakqR/82/+jb73ve+lCXDCRmexXzbAnXh3HmFq6cTZQgmhZOI7TtMicubbmDpNY7/c6Y2oiRtL/8yNZjSgOLXuSNE/TzX7jyugw8NDPXnyRO+//37qC0y3ubmpSqWi9957LzF1XIQ9KO1AicfHx7W1taWNjQ1JSsqk1+vpo48+0sTEhO7fv59OvO4XrDk9YwbIeYb/ucaR0Gi4nNYxSKRBb/jLET3kKTrsZ2lueHw8jIm+eJDrgYCPyfuEzPJZv4AmBizeB653BevGi+CHQOL58+f67LPP0raS1OO3221tbm7q1q1bunPnjkZHR9Vut7W/v59Z3zBIoy9sRIFBZy98UDA+73Q6mX34yRyQnicjwyYG1FUzbpxlnGA+o4SULcE99e7ACte6jEFHdm3b2dlJfYL+29vbaZ3V22+/rbt372bWegzSMODQA1SRdyIH3W5XW1tbaa/7o6Oj5KRRluFyCaLqGW54mWzGs2fP1Gg09K1vfUv/4//4P+rSpUupjM71GX/HrCf6GN3mgI7bOgx7DMDPQjeay6wHBsw3/0MX/+22jeu9hNLtMPw7NjampaWl9MwnT55kgKFoJ72PsZ/uTOLUSNLHH3+s69evpxIY+hNBr7PYWLdp0ANZcVDO/3YAystO3Fa47YZu6OzFxUVdvnw5rdcgOCa7FfWng3nuBOIcP3nyRIuLiwkoYOvu4eHhtAga3eqBr9NvUNoxJ+7YOx0csHPZAUyAfg6WeQAqZc8FWV5e1urqqj777LPkhPsZOW7/fC4AhZnjfP54t9DPPvtMKysryT6MjY2ljAU+Jag9z/b1C4M072On09Hu7q62t7e1vb2dQDHksNs93qIXPQhYERfNu6yz7stBdXiLsRcKBZVKJU1OTqpUKmV0mT8r6iZ0p2f7crmT8zNcNuFl9N4gmcdTZTT8x42HGxAWTBJwuIGUTg5WIwUTgwwUEMK8vb0tSfrBD36gP/7jP9bIyEjaSrBfpsD/9n7T3CHiPTjFTB7PRhHEZ562ufKPqJI74byXCNLrgbmnn5PqjmI0QtF4RoMVFbwbK0esWXj1/vvv6+DgIFOfi4D95V/+ZaqVZFs3Xwg1SPPUbK1W0927d/UP//AParfbqZZ1eHg4rRkZHR3VrVu30knI3A/aksvlkiPE/McFWK7AI6qIYDInL+OzOBfRKYD//WAclCwH+XkAfNrmBtZRROchaCGdHBzJmDwgc56JAVAcl/OWGyUHD9whoG+Mkyxos9nUkydP9OjRI62vr6f7KWvZ3t5Wu93W1atX08JBrsHoD4os8wyMlu8+V6vV0gGSIEssAC8Wi8lJ8GCOYIRtVmu1mnK5XCoTwFklQHFngh3XCOpxZMhgRCcXA8VnBF+UcYGC5fN51ev1ND4OSb18+bKKxeLAug57gDEl80OwhJ5lwTY84IvloVcstYrON9meVqulp0+fant7W6+99pq+9a1vaXl5WYuLi4luMXPpegH96TLh553EYJnfHqT4HA26NsjBI2TQA3KXQ/6P/fIAGxrxXQy2oOno6KguXbqU3kuJYsw6xPd5ZsIdGweh8vm8Njc39ctf/lKXLl1SoVBI8uVAGfZ20OZ08wDDA0h0LDLC9cg6dsCdOviE5/jp1xxIt729nco4kdtisZje4/f7fLid6fV6evr0qba2tlStVtNxAOwCR0mfAxLSyUnbPj+nbT5W1/OURiHLXl7pfhQ6BFqiF5EpZJp1gdDuxo0bCWzwnajK5bJ6vZM1Gx7MR2ec/jx8+FDr6+uq1Wra3d1N2RTmHDphF3CqnW9P29zn5eBY9BxbkLu/wXwBDGH7sfku32SjudbL6z2LLR3z1vj4uIrFoubn5zU/P69araZisZhK8FzuXfYcqCZQ9PJH+B39vLOzk/y/4eHjrYaXl5d/I61OXTrlKK8LpaSELjWbzcQ0TKA7TL74mpNycVpx/DDMzWZT3/ve9/Sd73xHpVIps3DNUXlHKF6GAEFMV5R8Rh9d6BCQmAE4bfO+IISRsV2AqIGLqDsGnH64wcAoIujQORovnxMPdqLD7NdzQM5HH32USm2cybe2tnT9+nUtLy+n8VHb5yjQIA2lxnjn5+e1sLCgzz77LPVzdHRU1WpVh4eHevDggY6OjrSysqLFxUVVKpXM2gxHBBxl6leux/h83vsFizzLAwvmChSH9UcuQ55WjQERCoPU6GmbL+5iHN7cOfIxR0Po16IUWbvgZTHMFdfFjAIKLQbWzCEKeGdnJ53C+/jx47TewMscQY8WFhY0Pz+fARyge5y30zTK/nw9gJ/y7c5lLpfT9PR05owgnGlS+BjdbrerZ8+eqd1ua3Z2NuOYwRME7mzTurOzkwEfoAV/e0kVgYijs8wFQYdnT/z8g8ePH6fr3ECdtnnQQ7/jInWyLaxxcAfZnXrk1gEh51V2I1tbW9P6+roWFhb0jW98Q3Nzc5qdnU1BDo2gwQNu3s1n0YmGpxgL/2N43VmGNwbVdR4w4KRFh7/f9YytH9jBdQ7Y8JmPMZ/Pp403WDvjejAGG64fPcMDDZ0vj46O9ODBA929e1dXrlzJIPLcj5wMCg64jXB6IFcxYPKMA/PnvBXBNwcfvdSkVqvp1q1b+vDDDxMoCl0dXEVf0gAKcCjz+bxarZaePHmiubm5dBYPgQY2l2f4b8ZylkCDAC3aOpcZxubAkNvQl4FtDqB6SWWtVtPt27f1wQcfZEBpNtxADpyWvV4vAScALbnc8eY0jx8/1uLiYirvgW7oIBZm93q9RE/8rEEDjW63q5///OfpgGJ4gwOKoQ0lU9IJuAyfsXV61EHdbjf5CPAI/gv3uQ3udDp68OCBqtWqlpaWdOnSJS0sLKhSqWSyiQ7auC1z/udg2s3NTT18+DCt9dvc3JR0Aky+8847ev31138jrV7Zg/EULIzDlojuVOBMeVrGHTsG6CiCO2Uw4ebmptbX1/XNb35Tf/qnf6qZmZm0haErO3cycIwjcurXg7C6I82kotjZVYFaU4KmQfdH9/RsP0cF+jgq6wbXHT1+vNTJ5yUaOs888azofEKD+Pne3p4+//xzffTRR6l8zY0BBuXo6EhvvPFGqj31d3jGa9AW5292dlaPHz9Oz6T2kfE/f/5cOzs7evLkSQpMyuVyCigifT2i92v6vT8qAzfizAU7EbFglQPl2HbUFQkBB7xYr9e1ubmp/+v/+r/05ptv6t1339Xs7OypaeaoFwpcUkbGHGF2g+K84kYX9Cp+xz2OukArnLhYu4+yh18pt3z69Gk6ydn7QT9JfY+Pj+vKlSvpsE+MS6vVSjuhDWp4CTT4Xa/Xtbe3l1BKxuB9Ya2Gb6vqsovBAVjJ5XKq1Wpp0Tno2u7ubkL63YnodrNbfsOPMVDDwMGPbJNZq9XSd04vsi9kkba2tpTL5XTlyhWtrKycmnYY83w+u0UlDfloNpsv6K9o9NAbrClhHQylde12O63LKBaL+trXvqYbN26oVqtl1lAg087H9NEX5yOX2DSCNngCHmZu0H/MLfw86K5T7rR5mQr804+f3VnmWg+A4nWuy+LzxsbGNDc3p263mxznmLmNPI3u9Iwo70P2yWrEk7B9EwPPPgzSXB+5nnYZkbLZZQ8wPPPhAW8E3oaGhtLBnUNDx5n7xcVFPX/+PINS8y6eAd8CxLJZDv4SQTNAxOTkZApCKHHj2t3d3XSOD/317bZP29w/g3buE7j/ghyR7WB+WUvlQYfrPYK0UqmUQJnx8XEtLy/ryZMnCQRxH4j+EJC1223V63Xt7Oyks9mYM85YeuuttxKgRUBJuSsAFX4d70AHn7Z1Oh398pe/1Mcff5zmJpfLpTJW+uZZLecLlxH6glz4roReFULQynPgAQAjdOunn36qra0tra2tqVwuq1arpYAjVsp4SRuL7dfX11Mm8ic/+YmazaYqlUpmm+Dx8XFNTk6+Go+9KlF90YwzHq3b7aYdPyiH6vV6L9RLO8IdD3uBmLu7u3r69KneeOMNffvb39bly5dTLZ4rcc9A0Bwh5H8pW+LiCiaioF6rziQgGIOWsWAAvL8eZLgSj06/o8w+HsbhxiIGJd5cUfIeN6z+++joSGtra/r000/17Nkz5fN5TU5OJsPr6CvO8/LycsaB5v2+i8QgDcFyJ2FpaUmff/55cip9vRBCfXBwoPX19bTl7uzsrG7evJmCIeafvnlw1A8Jd+fHDY87LqDROKY7OzuZjAUoBP30+nqU4Pr6ujY2NvTw4UM9ePBAY2Nj+t73vndqunkaFGSE9DS87PzgxthRSg8SCMRfhpT2er1M7W6kk9PK0UEOfnz27JnW19fTvLJQ2ucWp7pWq6UDtECm6DsGfVB5xTiga5rNpjY2NlQoFDQxMZHGiEGLGdbx8fF0L+PlYEl0T6vVSroR/uh0Ool3cNTZVcaDFzeKXobi+gTnAyewWq2mEtVcLqdyuZzKXJvNZma9CUHAoA3Z8nOQmJuRkZG0fg/aMXZki/57iUGr1VKr1UrlIwQZa2trGh8f1+3bt3Xr1i2VSqV0urLrQBwf50V4OmbCnVfj+jLkgp1vqC8n0Dxri0i6998DM29uB7zv/iy/ztHMCHyMj49rfn5eBwcH+vjjj1NZIDoDeXYbxr38cD39Rk5WV1fVbrfTJiJ8744lC6ZP23gnwYv7Gcyf6zzX2ZEXHCTrFwRxD/0sFouanZ1Np15Hm43+bTab6TBJgCgAPORlbW1N29vb6dybo6OjVIZcKBQyNKWcyudkkIb+cL1CcET2DpmOfhzvjWAg/pT7W9CZkpter6dSqaT5+XltbGxksjS+fe7+/n4CcDjYs9lsand3N/WZbYK3t7dTsCwpZaKpKvDtxL28aRB9t7Ozo2fPnqV+M0YPBgh2pBfX6fhCft96nuyepLT4HT72M+coEUa3EeAwF61WSw8ePMjwCxkeDwbJmhC4sBsYayQPDg40Njama9euqVQqpfWT1Wr1lQ9ifuVAw7cFI3olWOB/tlH0VA8E9t1keJZnMTA2e3t7evr0qZaXl/VHf/RHeuONN5Jz4TWQ7iT1Y5IYtdFi4MHfMLWP15FDDwJO2xAuBM4jbmcM77dv9wdtHJmOAQk0wRiADnCNI/j+m3fz3LW1NX322Wfa3NxUr9dLKTcUhy8WAlkkvctzcB65bpDFQzRXUjyvVCppcXFRT58+zSDPXtLA2HK54xrKTz/9VE+ePNH169e1srKSjJ1nMKCf09gD4Og8w5eSkoBSqwv/OKKKg+R13DhUXvYiHTs0P//5z/Uf/+N/1NWrV7W0tHQquqGMWq2W1tfXE1KGzJEF8lIAn6fR0VFNTk6mNDZ9ckcGGWYcONI4Y8yfK1TPeO3t7Wlzc1Off/65nj17lpw31vaQFh8dHU31uugRFkqCwiMv7Jh0lrVBBwcHybBRvgSC5hm9Xq+X2SfdgyGcAtA4gnLOrCCV7/vUO8IJvTEEPgcOjmCI0SXIAgdfDQ0dp+3L5XIm+OXafP547Um1WtXs7KyWl5cz8nza5ugghpx3YT8Yu++gQ1aPTAHjQi6QPbI2e3t7ev78uY6OjnTt2jV95Stf0fz8vKampjQ1NZUy0hhplzfX/f3Qb0d1PbvpTgKGenh4OGVLfdvRszR34voFBIzDx8O17szF6932P1EvVgABAABJREFUeWDlz4df5ufnk2OGLufZMYPrSK3Lrfdfkp4/f6719XVNT0+n+x24ge6DNOTOUXTpxfWNNM/8cI2DqNGhdj5w0BD9v7S0lJwyeNfXeHpWDqfXS3/oX6PR0OrqqpaWltIBkziTHjwDwqA/zmJjqbl3vwpZ8+cSXOKzuf53gMllzG0FdKS/7Dh15coVPX36VM+fP0+6AYcYWqKL4UcyIO7b1Ot1PXnyJG0CQUBDAM1cYreHh493D3R7dZrmNsu3BEe/O++R8cR+SS9mOChLxgdxPeL+HHODzPqOX15a68GiB8/Mh78DEIjSNaoCxsfHNTc3p/39fVUqFY2NjaUSqunp6VfWdadao+EKNhpXInaiIgyyEy2iwhFN6fV6WltbkyR95Stf0e3btzUxMZHSjn5Wh6MrzmyuUKISdeUR0Z1YWhQR/7PsLe+IOfXtOOr9jAh95F4E01G/iJo48zpq44FMvCcazc8++0yff/55SklyjzOpN2iKAPFZVOq+BmFQ2tEQYldEjNdRePrL2FFsH3zwgTY3N3X79m1NTU1l3sX1GAh38iIfuQJkATPBBYqAa9zRcYTD3+k0Y8Hu0dGR/v7v/17379/XH/zBH5yadkdHR3r8+LH++3//7/r8888TH+dyuZRKJYj1wBq5LZfLmp6eTqUo1Jl64IfhAYH/TeUQvA906vHjx1pbW8sEBtA5IkFeHgifgcb4wsXoIJ62kZUCeQdccUNOGRKnlBNg4xQzbmhGuRQBAFkN5IaSCt4Ry6OQf+juJaROa4K6GHCzcYLv3ESAAeoHalqpVAamHbzP3+5wgHwSGKHPcRo8kMWm8OO09+17q9Wqrl69moKMcrmcsk7wgesiDLKXDEovbhLifAt9KRlAt/rCXHQojtKgLYJPUSY8+xKdYZeNlwFwbrsj2MRYccBmZmZSSRC08lIjz1x6ZlNSRiYACer1utbW1nTjxo2EWMcA6Cx2Av7x8fWzlw5sOn0dUIqlp/QPmkV9ADCzsbGRnGHe4c/oJxM0fKdGo5EBsBgPesh1oWcbBg3S0N0OpsYAwcux4zqV+JsKA57ha0ChlcvP+Pi4pqentb6+rr29vcRb0Dj6Yp6pdz5sNBra3t5O/OZrb7HpAAJkIp1nTtsAnzqdTuaQQBo6g+ejP9yHcOCN+fWGbsHX4ceDfZdj/o7LDBygkk42o3Fb7XaX38ViUWNjYylIZqt0SqleledOXTrlUVVUMI4aOaFdKH2Rogt5t3u8w9Tz5891//59vfPOO1pYWEi1xJSXQGQnbsxwOBPGlDyMj6FhHBggFAyRtyuFQZEqV3aSUiaAPvLbUSh3cKE/Y/M58NpjKburkTtkvMOZiXnZ2NjQr371K7VarQx9fW6hY0SxobWX19AnHAkyDYO2qMikk0X1vu1fLAeCDjyDz9fW1rSzs6Nr166lbeFAoD2o4HocHXfIqYXEgeRdjsB6qRn9ZT5wSt1o8z7QsFqtpo8++khPnjw5Nc1YYPYP//AP+tGPfpSc8Vqtlg42dAcClMgX6FYqFe3s7GQcOA6e89JDlCGGCUPjBh4a7e3taW1tTU+ePEm720QlH40XzqmjpcwpdPTSH4zVoLvYtFqt5PhSmsBhUJSEssg48hky5qUCo6OjaXG1G5Ve73hnPkozO51OOmUcR8xL4LjHy8rcseP5yCRBBXMCeudrDXK5nKrVatoVxvlxkOaZJ+bQA8But5vkhlQ/TofbE8/wEWxISnzbaDRULpe1srKiy5cvq1arpbIpMmv+Trc18KovRHfHyBvf46iQrfHthJHXWA582ga9oo2NzrM7wK73HXTh/hhMeFASnXx35sbGxlSpVHTp0qW0MDS+wwEet6luJ5k/ePvx48epbDCXy2Wye3w2aPN7HajzDDWyB6odS52ivXf6wh8Esc5budzx2Rosoo/ADWsFAE3JTsQsC2WajUYjlQ4SbMSxus6TXtwR8LR0i/wH7Tzjg7MO/2MTud7HG2lHqU8cdz6f18LCQlpbGW0GuzKxgN4PKUQ2PRvEomyyphEoRDeNjIwkn3WQ9S2+YN1LnHz9R6fTSdkU96mwE9DdM3ARVIh+GHPG515a7CViZKroq6SM/+KBkPMBdha7S2lzo9FI2fB3331XX/3qV1N28je1V+ZMN/7uvCJ4XMOPO08YPncc/FoEc3V1VZVKRW+++aaWlpZSjbE7mBEtdYYF+XNEh/vd6ICwu7KMhpUMRjRKgzRo1mq1lM/nM8g3BlE6WXDYr2bZUVLKcVAs0SDFFunBOHZ3d/XgwYN0mJcrLkfGPKiEZh68xEVg0omB8fkftHkQ64EqSo6+ucPgpVBOZ649OjrSxx9/rKGhIVWrVY2PjydEnh94AsFFmH0dCO93tEHKIi+839FQR0xRhl63fnR0fJr0zMzMKy+48ra9va33339f//iP/6h6vZ6U9fj4eFIujlJ5gI1ziGLZ2tpSuVxOi8mmp6czwZk7PswPYyfjICllMVhf04/HJGX+d7mN61pw6prNZlL6lKaVy+WBg1tO6e71emmfcp7vsovhdTTQ5VY6KfVyfcK4cHgoNWQ9j++j73rUeQfD5jzJvBEc45x7JisirDjllHHwPub2tC06Zy6PBwcHajQamYXd3hfXO4zHywAw4mxvTrkXazIIBFznu75wB9zXjXjffQwsZu+X3XFd7PLPtriDNPjcM1dRb0c96ii8g0neXMZc//Mdvz2DMzIyovHxcVUqFU1OTmb284dPHNjz7DLzHkteO52ONjc3tbW1pampqfSss57dQsM5Que6E+q6xfmAPsTqgKiLkD2/P9rJcrmsycnJtJU0/A3azTkx6GKyEbyfTL2XoLPpAdf5vDM+78cgjUwKejsCN/5c+Av772vZPDBh/qGhg6kuf8zV1NSUZmdnM4u1oRXlPDxjbGwsHXPg/QNE3NzcTEAQMuwl3wQZfEffT9sAH3zNg1e/wNNu792fc52Ejox2MAbK0kn5E9exkQCVFb67lmeXudYBHMqpI7Ccy+VSgER5crvd1vLysq5du6abN2+mk+xfiVavSlRHkr0zdJ5JR7lj2CAUguLGGLTt6Oh4O73d3V19+9vf1p07d9JJ0BCf6MudGhSdK9E4Ef7bo8HI+IwJp5kafnd2BjUgOBOsY2FRLn0B0SwWi2lrWJxC6E5Q4QrMgy5o4swNTVCSRKjb29t6+vRpOsSL+XFB4F1ukEF2Kb1AOAiOcJzgCXem+gVAr9KiYwTaBm/gnNEc+XUaeQbLFefR0ZE2NjYygVNMZ7uS8Oc6vaEzvNoPKXRHAofS1zr5Pukgt/Pz87p169ap6fbZZ5/pxz/+ser1enKYOawNZMizUNAO1M3T8Siwra0tjY2NaXV1VdVqVZOTk6pUKqpWqxlFKR0vlAOpJMVcr9dTWYA7zm6sHTyIgASoKOdYtFqttE4DPmBh81kMr6QMwo+Rw3ihwEGzCCBxFBi3X4MjTN+oT3aDhOPqQSenA7NVIzoUens2AF3F2FlM7sgXO7Cw/SO715DR8vroQekmKa25cKeNgAa0LaL3ABPROaR1Op1Uq025xfz8vMbHxzPlUru7u2k+4CEcIOcvB06YC5djL1WB3uga5twz7YzxLA5fP5DH+yplA3GnkTt2PM/R6ohcevPAgXtHRkZUqVQ0Pz+fFjE74AM4hf3wMhH64nX0o6OjadMHNnhxG+OA4iC0i0GjBwTwAO+JP34Nc94vg8R6Ca6HntiYubm5tIAe5537eI7rg3w+nzY5wPnb3d3V5uZmsgXtdjsBJ/BcP7s2iLMsnZQ2M378rKGhoQxYAQ2iTwXPwgv9aMcCb3Sn633pWJ6Wl5dVr9fTEQaUdKFTisXiC7oUkAn9SGkP2Xp0Jz4DAQz60Rdyn7bBu04npw3y4Rme6Ph7EAsvOniJDDv9nX4EiWQy+I6GnsWetNvt5Ksz1yMjIyqXyyqXy2mNG/5vu93WF198oU6no/n5eb399tu6ceOGSqWSxsbGzj/QQPnCXFEhgHggHF6nB4FgSnfQIMba2prm5+d18+ZNzc7OZpjSifeylJMj6R5xu7MdFQspNFfYsa4vOvODNA60++d//uc06TDT6uqq1tfXNTExoRs3biSFzMLWyclJ1Wq1VN4ALaWswXABj8qTHS44l4T9vhHOONaoSF0QoBElKo1GQ7Ozs+l7onzQPYzJoMaXsTj9fT5BQLhWOllIH41+RARjUObvc5QSQXfjxfNwyHkP30MjviPooszAFbaPVVJaD9HpdDQzMzNQoFEulxPqw7Z0R0fH51TAj6D1zFHcltPLXzw4IkWNQ1qr1ZKiQiE6uhLXr0A3d4z4G2NLoEogdnR0lHa1azabGSOBYw5fwK+D1srzDF+MDa/EGlzm1R0s11veHMXyfvqP8zsOAA6JBzSeKXTd6vov7jCG/mBXK5DSer2ug4ODpB+8HOO0jcyvgw/SCWCAwXOZxZg6Chd5jmBoe3tb+fzJ+qFqtZoWLfo6HS8Z80DagQDnF3fIPWhgob7Pn/OvBwc4HmcJNNwWOUrqzm8EzbiX5gFKPzTfv+M97qjHMXKuCmswvbk9j/yNTPsGDp1OR41GIznPnvU9S6AR58/n2J/rGQp4pR+6HDMfHrQBGvZD+yuVStpqFh2Izse2w29stOKyCMDEIYCg7vQnlzs5P8ErGs7in8Ssk5dLSdmtz73c0EuD3f7FzG0EEwBhpGwQODU1pWKxqFarlc5i8znx9Q38EDy4jt7c3FS9Xk8+JHR3e+K0g+6nbVNTU1pfX8+A4dgEr+aAnryLcbFez+XSAwnmBFvEc10/MAfYWPQrfwPM4J8XCgVdunRJy8vLmp+f1+TkpCYnJzUxMaFCoaByuZxZHL+/v6/l5WVtbGxoYWFBy8vL6WwvQN9XaacKNFwoPV0G0kgU79s/SifoNqlNT/N3u8dnB+zu7ur+/fu6dOmSKpVKcs4w2HEHKO+Xo3seYEgvKu+ofDyS9Wswhu60Dtr29/f1t3/7t3r8+LEuXbqUHBMQxFarpcnJyYR0bmxspL6RYmWRJic+EqG7knBle3h4fBYJi9Micuy7VfAchMEDITdszHu3201Bxvb2tu7fv59Rhr1eL0W63DMoQhoNI/3w2sL9/X3t7OxkUr9kX3x75ejYw8vwozuA8DXK0p2SGMh58+DEUdBOp5O21nU6onSRFxAzkJjr16+rWq2emm6Li4uamJhIKAW78LA2iCAC+XEauKMiZYN45NDXEIGITE5OpqwJtGPOYiBWKBQyvIWMuxFnbggk2Iq13W6ndSZebsSJ244mDtKgAQ4ejubw8HDiZZxQ+uiG1dPXGF2Mm9MQw4Gh5DtoisOEjvCADNpBHzd2seQBtMsDSWhcKpU0OTmZUu9ra2tpC9xBGnorgk1kGnyBomfNPIh3RJByKQJcdrmrVCqanZ1Na4bYRQ3nAoSReYmZWXfckGE34NHGuJx7v6nP9sB60Fr5GBC4HEZAjH5HFD9mMLgnfh5thn/nz6Z8il2o6vV6CqaiEx/vxxH0MtT9/X09e/ZMrVYr2Xn/GbS5M+dBTr/xRvDJdV3M7ksnyLVvLer+Bj9kDCcnJ7W9vZ3spHQsF5SC53K5VP7D/DF3ZE23t7fVbDZVLpe1u7ubqh3oG7JMnzybfNrm4Bc08Hn1ANvn1xt6J67PA2BCLtHxDo4wZ5TlkjkDPMJ28m4yGswR72T7brZIZ42GZ2gcqOF56MLTtkuXLmlnZ0dPnz5NNr3TOd4e3OfUedB1CYAP74av8DvRnVQgOK2w2QQTlKQC7KErCVYXFhb0zjvv6N1339XVq1czW62T8fFSPpIG8PPR0VHSr5KSHaQc8Dfy2GkI6yifT5RPakSIpJNI1tFJd2qfPXumyclJXbt2TXNzcyli8lS3GyRH3aXsYYKO6L1MiUS0wh1I3wOZMXNfRHxftX300UdqtVqam5tLQoGTVqlUMjvC4Dh1OscLqIlENzY2EmNOTExoZmYmUxYRURcY1Bc7RQeqn1JgbghOHHFC4cLAa2tr6vV6unPnTobm0WGI/HCaFgMdV0qVSiXVY7KVJmUu3Ovz52UqNObBFZE7cyiyaJT7ZZWc/+AzTyu7Y+NBtCt43kWf7ty5M9ApzSy4rFaraf4ODw8TclYul5PsSie7HDkNKKehYZBi6/V6KdDzmlXnLwyk7/5Bfzyggy79AlsCjcPD43M0MGAcSOSB96BBBuPBoNFGRkY0OTmZ+u4ZLt+61UtLMHJ+bgC/CUgI2NyQeCbAMxfQBSPgzrPLdTQWbMEIilooFDJ14Tg9oH5sgXsW+hH0Oz+5QXW5dOePoIzrfK0GZYDj4+MqlUqpnATQAUMpZUsMPNhx+8Q7nVfcIadxvwcs6DZfbLm3t6fd3V2Vy+WB6Aa4QT+cl+EL72O0bz4Gd5R9HP551Nd85sEMmcNaraadnZ3kOHu21h1dn/s4LgAuZNkzWZ5NGaRF1J+x9KMrvAcfOggWAxHmPDrO/egNn5RKpeSUEeD74cYvs8X0VToONDY2NjQ1NZV2ZfOyLXwjX9A+aKDhfhRjdhtKlQr9dZ1OoONAHDRxeZGyRwY4YEdAOjQ0lNYBsuCbMlS3J9COslXmRzrmn7W1Na2urmpyclL7+/sZf9LBct9gpJ9d+02tWCymYAP757ujQjvf5jsGue4nOJjuP9hBPzzag5VWq5Uy/X7GiCRdvXpVX/3qV/X222/r9u3bmp2dzfAeIDZ+hwdDgGMjIyMJtOU7bNer8typoRcYzB1b0MN+wu6Rq6O7MBj7Sr/22mtaWVlJqKh0wpjOSFK2jCum4R1FdQUa++UCgcB4GhAF9LLa/tO0Tz/9NCEaMBYZCfoPkutIGWlmP2mSaN63vXPD4xGzKzJXph44uBMfEWSaf0+Qsb29re3tbd27d0/z8/PJiWHOXVDOEmjExjgoLyqVSimKZ5cFsikYf+kEQe/X4Cc3jv0MjjcvCUNRQOcYGOOIOlLvi7J8/kZHR9OC1+HhYb3xxhsDIaTsvFQqlZJSxkhMTEyoWCwmOfSAtNc7LkfzLCKlfI7mScosGGQc0J7Mhjs1/CaQxVmGTq4jnEYcLFev11Wv11NWr9PppJPfC4VCygowp4PynO+cxAnTBGVxO0nmBieK9L6ULc2Ltc6Mkz67XqXxTN+BCtlE53r2zd/pJQrw3NDQUAo+fVtm5iWXy6UgZNBAwx3X6Ny5ofeyPHdSXH85KEXJHxmEarWa1q+Uy+WkF53P3FmKZTKebXG6R55xhx/9SEkoY6Ksizkc1Fnm3ujs0xxV7gem9Qsa4jP6ofr9bBt6G/vB1ses4fLgwHkWWYkIOPqh1+tpa2tLm5ubWlxczOzIE591mgaY47sdeTmN2yOnH+NwR9/XFfo93j+/Fxrzww5oa2triUfQAb7mgPvgJX5jA1ZXV7WyspKcV9DkKPfuTw3S0DMODHF2ipTd5CdWgFA+436Ur631fvlnDu5Bd0np7CbmiO3F2W3KgQnXG7x/bGws7W527dq1pF8d3PP1Er5w+rRtdHRU8/PzOjo60qeffqrHjx9njmBg3IBI0skBxATjzDn88TKd6QEMoD0BLJUllMUfHh5qampK3/nOd/Qnf/Inunnzpubn51/IArmsIJ/oH/wE9xWlF8tPXxV8P9U5Gvx2ZuJo+IgQuZLDQXGUDUOwvb2tYrGoq1evprUZoFpeNuUGyRWFv8P74ArY0RJnUEd++Bvn35FXT/UN0nh/NIbuTCEgBDi8j7IA6djwgj5Sv+3IIc90BejM7N+78nAHAOcPAfZ6QXY34OCvYrGo73znO5nD76Jj6UphkOZz5k4kZ03UarWUrvT66EhnglWff+jgn7sSROD6BRzc47Sjf65Q4Xl3ephLp607iqyhePPNN7WyspJR7q/adnd3M6lNX4iMwsZJgudwThl35B2XSbIXXu/KszxA8TF7tsbTxFLWAffAmx2KyFrl83nduHFDxWJRBwcHKpVKaQemWHY0aHO+8bp0FttBH3e0oB2ygAPl/IWz7/oQEMGzFv3AGmSS+1ymnF8dZCDAHB8fT+VT9JmAiYxVPp9XqVRKhzIN6vC5rGDI0anwO/11XvLskOtmjDDyzXyz7gjAJiLZ8JA7JlHWcU5o7pSiCzxoQNe6s4T+7na7yRF8GaDxKrTzEiD/3O0efYwOUj9HOs5JP/tIn50u6CW3iwBl/uxId2gfdSpznMsdlwdRguVjdaT2tC1moV2fun3vFzg4nXwDAPjVAziu57nOuzRQYoI0B0Jp3B/nzTOAINSVSkX7+/vJAeddbD7BvYOW7HnALZ0s4Pc5dv3isuHAgWezXc6ddu5v8GyXQTZ2YH6cru67xO+YN3RppJ2XCqOXzkq7XO4YMF5cXEy02traSoe9AuJgM/CXoQVzSYYAsM/X/OGTkfknQ4I+93WQnU5H5XJZr7/+uv78z/9c9+/f19LSUmanyQhKObiOnYljpNEfbP5pqnxORV0XCHcaqI2LaV83sCB4nj5ju8vLly9nTnPspyj8uT5BUaG5s+t9jsSLCig6w+5I+I4Cg7S33npLH374YUYQWfnvziBoESiuC4MLK+VLPl5HPqUTZ9d3BWCcruAd8XTUwgXdDUin00knQ/7gBz/Q1atXJZ0s+MMJc/7w/p+2ocj9/SBstVotE7h6GZIrZNKkNC8hwPmL/eNzF/jIh64IHIl0JCjKhM8hzhD3sSnC6uqqyuWy/uW//JeZTQBO00ZGRjQzM6OtrS3t7e2lOkyXXd8lCScdZx66+1Z9LkteAuDOM4vPcEgIcDzQgR+ijuC378Dlp15Lx3WxCwsLyuVyqXyG7Wfp81kcZelE0R8cHJ8QPjQ0lOkLQICvQ2IuCQhAzd0p8JIS7iHrEJ+F0+0L4x15ZD5YnIn88wyyJY6oMo+AFZybMzR0vJ6JLEGxWBy4TNQdVRC6fuVc9It5gm4EDgS5jBUacZYLgUaxWMw4Z9HJduc1BnCx3zGIiM40z3GQhx2AKOMYBBSg9etnP/BDetGuxezCq/C/jyk6vt4X3sVZOpQv9nq9zPzAizFo4Znw/9HRkTY3N18IhNC5gzTPJLuT7E6b20Z/bww+vLmzzDgdXJKy50bAg5zPxNoy1ng4L0MLz655CcvW1lYC9nAAkXUHazudzguZktPSzucCXcwz+V9Sph8OksUA1IMwB1F8MwinK3ZmeHg4ZTVYw+rrnhxYpaSH52LLut2uNjc303o+dCc2Cz+BTL6vPThN86zE/Py8Dg8P05o3Ah1K5+ABP39HUhofpepeHobPvLu7m0qheO/w8LBKpZKmpqbSYZGXLl3Se++9p9dffz0dxBr1mlcM8OM+tKTMxhPDw8Op3FpSBsyDV1+lnSqjAWM7MkcdN0YFZonIgiMb/M/BWCsrK2m3Bk5rBI3yZ3l60RWD/45KhL5LJ+g4yoxJiHW9PNuVyVkcl8XFRa2trWl3dzfVQXe73XRuCGktr1/EcXBHmAADA00GxGuzI5oQ6RPn05WDp9IisoVTtLa2pufPn+srX/mK3nvvvYQkjI2NZZQQfSFIG5R+UZm70iDbUyqVkkAydsqovETDHWJXiM4T0gnCE/nMm6PuzjP+faQx/OdrYTxb1mq1tLa2psPDQ/3lX/5l2oWs3/t/UyuVSpqdndX6+rrq9foL6GREeR1F9tOjPYBDflE0cYE/POIyA++yNsCNYUyDu4PgaAvOaaVS0eXLl5NRYlEwxqPX66VFbYOCAlI2A1OpVNKZD+5UOr2gQwRYMGzSSXYH3pSUSZX7POCQcF0/B9YNpS9SdV5x+R8bG8vslU9QxCYB0rETQYnhIDzHu5hzLw3DYEXEDP2F7vOyHN/Ot9frqVQqJUPOhhhk5yJyGlssi3S930/GXQ8yFzg8XobFszz4O0uwQfPAol9JpwMdcVzuQMSA6WUBRZxz7nMZHR4eVrlc1tbW1gvlZg7mUFrm9t5LTbFjBJeOtA7KdxEshBfc2fXP+ZvxOUDA305T/nYnLWbe4APpZCtWd9rch3FglL74AmBJydGG15gPryhBnhwYHZR2jN95iIAj0piABzln/twWRv0egUdo4UEGAS208/UhsdyHls/nM2u1hoaGUlmoZ07Qg/TR9fkgQZoHU6Ojo2l9MSVMrNWiL6yfYKE2WY98/njHrUh/5pbnYNvImBH4VyoVLS8va25uLp0pxLx44Oj+u/sjXg7FZ3E9DDTD18MHeNW1LQMFGigEnF93QmIaG0aFCUn/HB4en70xMjKi5eVl1Wq1zF7TMKILQHTY3BHsh/Q4YuPOJEztSsIDIwgbA5dBlWCpVNLCwoJ+/vOfp1rDXO4Yke12j8vH2GaUSXTElHER+fs6FwQMZvE6S+7zgIHP4m9XnvzgOHJw0PPnz/X48WPdvn1bf/7nf65KpZIYz2mNYsDJOIvj4jxQKBQSukMgxiJ6z8wgYDgtHjjQPNvgiFI0vM5/HjzwHkcIoKUrN/8ePuU+5IB06OPHj9VoNPQv/sW/0De+8Q1NTk5m5vI0rVqt6ujoKB2C5AgyyAl0cOXCQrydnZ0M/8MbnO3iu355wIJjHcsnHfkiw8HzkTkPKuA53wrz6tWraWcpMhnT09MZ54KtJd0In7YRjHmQhTFhvggYkAH6EHkBI+wOhuvJ8fHxjMPFd/Awz40ZDEmZHbfIWNFP32KafrmxAYHvdrup9JVtis+CLDPfoGl+GGVck0JfmXdf/+POFX3H0OIY+BicFyPA0g8scnlkzl0PStlSQYK6mGlwRwxeGXSHPXfG3Ma5XvZx8duBlH5ovY/Zv+N7/z86hNAGOk9MTGhiYiIBCh5o4dxwj+vBGOSA7nqW7yyN53qgik7xDALXxfdGfYYseqDnyL3T0Z1l3gufevAHL/EMdGIEpZgDsiHu+6BH0EW8k0Bu0IbP42XTbNYB+Bt9Kwdk4t+OfPNsD8ahHevaPPjybfeddgSy8JJn4ulXPp9PpUbNZjO9C/vW6XQSuOJ9HhSY8mARx79UKqVqi273uCzq6dOnqtfrycbOzc0l+075k5fqefkh/ePQXKo5fCF3uVxOmWqvQnAfxnkIG+BAAL99PtErIyMj6QBZ59dX5blTh3HxRZHxGBCfuZPh5QVs2Uj0FREQDA/OghPKI2Le40Tpd50bBkezotJ2h8HHchZneXh4WAsLC3r48KE+++yzlPLf29vTyMiI6vW6JKXSABBHmN/RE5DcOG4P/nw++M5LdNzhgMGdVlzDfc1mM2Uy7t69q7/4i79IWRiY0h3WoaGhVENIvwZxlr1FtBeFWK1WM2Nw5IdAmD7AW1yH08PC8m63m1KUfIay9EDZaYoTwjscqfIgHPrww70srl9dXdXe3p6+853v6Pvf/77K5XIGlTttYyez6elpPXv2TO12O5MRot9+DomkpPi4HseBuY1bu0onit+BAqeTlJUvp5OXUqIXyB6wbV+pVEpruIaHh1UsFlUoFDQzM5PqeekbPwSagzRQJcZZLpd1dHSkRqMh6SQrwdxCS75zZ8vH7ql7nGd0ka8Hk0620sWgoncdOYUfMdJePokTwu4t8Hmv10slmmQox8bGND8/n9Aw14+DNGQdZ4Gg0eXBQQ6Cboyf6x4CT6cTc+TOJPdEh4H3uBxGh8edYjfEnlWLz/QyPZDXCGYM0lw23EnyoJO/PXDtZ38lZfS5v8Np4vbXn+8ABAEwh8lyFhO0IdCFXry3XzmbdLLrGvw7qKPnz3N752ssmS+AOA82Yr+cTs6rbsPct4j38DcOJe92pFrKrknjHmSf54N48y74N5YencVO8F5fFyopU4bkAbQ7mNH/IzPp/kuUP6enB2ZS9lwitoLHb3TQ1TMu0Mv5p9frpbIpeJs+8DxJSVeexmF+WSP488Cbzzud4019OKrg3r17qeQJ8MVBFnQ+fcSecYiz8zbv9J0eI9gc++nz4vRx+YjVKayJxV7jQ7yqX3fqk8HpKMQB8aZjrjheFmhQs7a3t6eFhYUUgXH/0dFRqq2LC8EZPL/9PR69+T0e0TEZHnj0C448yvVAZZCWyx3v5nL16lUdHBzoyZMn2tzcTI4M76JUAiaNhsYVHbTi/5h5cUZwJNGbK0EyOE5D9q5n3/Nvf/vb+v73v69KpZL67ozLHPqOQh7UDNJcuSJMoMCdzvEal+npaUkn6WdOFnVedCVKpoYFxsViUVNTUynQILuE4wfPel2sBxievo4Bq6SEakCDTqeTUqdra2tpQ4Tvfve7+uM//mOtrKwkdHpQ2oF2zM3NaWNjQ5999tkLGRl3WFkUzEGB8KRnP3x8/r8jdP140emBQ+bAgq9DILtDbXKpVNKVK1e0sLDwwnky7FrjChZjdRbHxZ0FFHG73VapVEplorlcLjnBBCAs1nRkyksavDyIwCyXy6XyH3dG0JeOKLGoTzqWC0orMTSO8EvHaCFrwaIMHB4eanV1Vc+ePdP169dVLBZToCENvqDZdcDY2FgqcXJdxXUERJTfeuYRvYF9ifo/l8sl5BM683yvo+d6B5bcZjjfuu6Tsrvt8Dx3Gj0LSvB5Hi0GOtFmeX89IIxgGH/72Pg/Issx2xFp4XYRR4b7PNDBYYVGDmC5vsDe8bk7joM01ykeGPhnyGUMfhwI8nHR90g3/3HdF/2NUqnUN2iN8+dzhs7BPtFnB6hw+n3OeP8gLTqb/O2baqCf3SZ5EOEBvOsyl2UPkrjfUXXoRsmq+5FkRLDp2C7PaCAj2HXPCuAH4TM4X3p24zTNAy3fRdR3aURnvP7667px40ayHX4Omussp6f7p8geQJqvY4O2yB9jcd51/dsPfHHAJepg9DR2LoKJr9JeOdDo50BJJyeC+8mWMeMRI9lut5tqD8fHxzPbmblTh3B6zWRkCN4XMxTOYNG4+L1MkCtM3y+Yd57Feen1jlHxpaWlFOGura1lUvNHR0cpNeWGwcfBGKKicrSAMTjtHCmWlJDnKPgwGCjkzs6ONjY2lM/n9ed//uf6+te/rlKplImGoYkHSyCRrsAGbRHtQThxfnO5XDpnIp/Pa3NzU7VaLe1WFFEoBL/dbmtra0sHBwcqFosJkfCDazxIY1z+DMYeDY+jCd3ucWmKO5mtVktbW1va3t7W3t6eZmZmdP/+fb333ntpDQIKNyJup2mjo6NpRzdOS3WDB69Q2ojD5wrOdzyDnxxB7+cYO82RXTdk/AZIwADgVLZarVSWtLi4qLm5uRRkTE9Pp/Un1PIir15y5AHgaRtygeKGPswXRioGsawL4n7GSX9wnD0AIcMRAQ532rx2250meNZ1BIYMo0fmgnvIoj1+/FhbW1uSlNY9sCUxBm1Q2klZ1PFlTpXU/3A8HyfZLejpmRqyvwRY6NaItMIb0osLgfntQQ7z5s/iPrIqvkiW7C27Bw7a3OmPcu9y43aIPvjn/RyFCFRFxz4Cbf652063v7HUA/2H4+b2JAJgvN+zDt6P0zbmivfybj5zkAn5ct5zv8H7EMGSSGtJmWDXac62yyDXTst+7xweHk7lQXyGH9TtnmQ2JWXkOwaJp21ef0+LmZ+oU6FftIFOP7/Gxxp1o4Mx8E61Wk1ovlcTOB/xbO8nsgq9oDl0ItBwHU1fTtvc9lG+6v3ywMw3A+EwXveNoF/UhXFNivOOgx985nSOIIHLPHSHZmRN/HvG4j5qPp9PYCR9fJV26gP70o3/H6NTTw2hPeKl454aggBMLDuIxBIcd9SkrCGIaaGXKVp/hgcbLlAQzPeld7TqNOmh30S7sbExLSwsqFgs6mc/+5kePXqUlC4OjJ+s7vc6s3na1PsH8/GbumKvMcYwuoJw2vV6x4vMt7e31W63df36df0P/8P/oMuXLyeHHtTDEQHPPtGXiFAO2tzYu4Fwp4AtTiWlU1mlkz2s41qi/f39hI4jOD4ed6wdIfV1J963fkEo7wGx39vbS+ePDA8Pq1qtamlpSW+++abeeeedhNpHFG1QmuGEV6tVXbt2TR9//HGq+fUUaK/XSwEFfZWytco0dyy4F9q4w8uPG36niytB+L7RaKQymYWFBZVKJc3NzaUytpmZGRWLRU1OTib03euHfV2D8+IgtCMgcB7Z2dlJ23KiIwBLkK1YyuByxX3oOUoNoBs60BcnRufTkal8/nivc+SZPruTQMDipWjPnz9P+60TjHLg4fDwcCqfGpR2yBolRZ3OSZlMP/BpaGgobQeK3sbJ8kOqoIMjp9AbmkJPWj/d4zzqjg7XunzwXsrSACKYX5BnKVurPmhz2+XORz+HLgJR0bnw5nzo9jU6vdGpdodjaGgoBfwjIyPpYDDWBPmGILF/US55j+vcs9pZZCNmXTxoZWyRByN9PBPiNrJfEAsP+bt4B/LspdDci33hOpxfZBsZINA+PDzMrC314CkGgadp0Ib3OtruAX6cS2jiDrsDt+g79w3cB/QMlzvC0Zdzvecy6ruBOoBGxsJ37PIyVIIX9+8GpZ3PPf1hbNgEgk2XrX5BrpfEue2MuimCef4M6O/fcY8DWtBLyu7MJr2446oHeK77TiOvp97elgYxfYW7pExq30t3YkSKMHMQkKeCIIg7LxDTCeIOjCvlqKR9Ijxy81X5MKIfPkOLKNggjUmCab7yla+oWCzqV7/6lRqNRjqkZ29vL4PSOursY/V5cISGz2AQL/GJdIFWsSa+2+1qZmZGf/RHf6TXX389LTxCidI35sjP3kCxOLNGR/M0zZnfFT3848rCT3KGRuxcw45UZFrIHnnA5nR1pABF6VvpuqKkn85/ZJH8RGvWJM3PzyeH+ebNm7px44YWFxdf2EHHHYzTNniYDQc4WOiLL75IDr075l5XKimN0xEhp1d0WHhnRFSi8+08AX+yJa4kTU9Pp93nJicn064a09PTGhsbS2VTHNqHvkBOHGUa1HGhz5T1sGPW0tKSms2mnj17pk6nk6EX5UG5XC4ZOvriWQsa/eNzfjtfc50jS1zjRp/3RAPD55wcy3a2fLa7u6taraahoSFNTk6mQO6sqLw7GtJJhggd4aWh0onNcHlGfigf8TMzfMvvyHPeB9eXZEL82mhXoLfXTedyuRRgMLe+cyCBO7Lr/Ri0OVLr8h+dWb53JykCdN4Xvy86pjEo8ObBBnoCHm+1Wi84qDFIdZq70+8O9nkEGsiT2yf//bIsXZQn6OrObUSD4eOYpXO+IvB0ucReMm9kJQnEoQO+kAfbnjXygMQDp0Ga+0CRJxi/23//zjN9bvtw6N2pdUAFeY70428vu6KhE1zX+457zlP5/PFaQ86cAHzBB3A97UDaILRzWx2DFzJ2BI5RFmLwwXeu26GZB34RYPBgyf2QfvoAHpROMlfQwDcW4rp+fXBZeJV26l2nnKAucI7ixTUGPkCcCwbg0XN03mJgEQMM749fw984RN5XR+AdWXXkKBrt0xL1Zc3pVavV9NZbb2lxcVEPHjzQo0ePtLm5mbY7g46+0p9gw0tfnM7QDhTdP/Ox8ANa0mw2tbOzo16vp8uXL+v111/Xe++9lxYfsYgJpJN3+3kH3W43c3Af9I/0HIRm0I05c2PgygiFWKlUkiJptVrJOSkUCunwt6GhoZSm9qDTnSQEKpbz0a+oJJkXHCSUIk7O4uKiFhcXValUtLCwoMXFRS0sLGhqairNT0TEBm0+D5zYDtL37Nkzra2taWdnJ+MoOE/BZ+wu47wTZcyVuPfdacT10Ih1ISwSZscOeB7eq1Qqmpqa0sTEhKanpzU1NZUcYhw+LxdyRHtQeXUHljUYudzxYrzZ2Vm1Wi3t7OwkXqDU0EsQcMicNqyfQBc6EAJtUfQ4a66jYoaE326kCLrYUvHJkyd6/vx55uwKskcEGoVCIZVPMQeDNgcgCCygJfKL3DoiCjghvbhzlJ/Fgo5xEID73BF3OrlD67RzGXHUD3nHkfEyB3cu/UwQrjuLw+cN2eFv5zUfF7wUHU4fa7SjjD3Swq/16yNgEDM/2HN3UrwP/D46OkpbinoG8LyqBnw80AmfwsfB+9Ebrre4Dj6ItHIfxZ8X5RC96AEouirW8nu23bMDcQe/breb9CP6Bt/JeeS0Ld7v9IIvcMoj37s+gw+xedH/Qye6Ay6dbL5BphLa+JktZEXRtb4mwrMZNHQYdpvrC4XCCzvIuW44TXOfhj742kYCaj+nxGUIunC/y40HC56hftl8uaw5WODBHz8uI1G2I8AOP2KHBvWFT7VGw5UbHXDmccbju37BAlG6K/eIpjjxIL4TN0aGbri8vzRXyvzPde58cx2nHJ+HAnRHwdH+oaEhLS0tqVKp6Nq1a3ry5IkePHigtbW1dOgZiAeKJaJdkSkJHDjsr1wupy1xSSOi8P2wsNdee01vv/12OtMER69QKKhQKCSUCCQcdMGRSujpDDxonXxsPNd5D8ULjREUlBhlDiwOB5k+ODjQzs6OdnZ2XkhfwyPUtrMGSdILht8NgGeOeLcvBszlcpqbm9OlS5d0+fJlVatVlUqljCHqF1SflWa93sl2gTgCZBHX1ta0ubmZ6OML6xwQgGc9WHBHwWXegwsMdnSUUZwE3Nw/NDSUdpQik8GhfMgJjrHvjgEPu3NwHg4fGduDgwNtb2+ngJvDpPykcN6JbPR6vZRx4ToCYYJcaODBdL+yTTdSTivnrXw+n4wy8o0jGPtGdq9UKml+fl7Xr1/XwsJCyiSdJch1p4v//Qc+iIGGAyOMiQO5KI8j2HCwC7rEXYY8mHED7gis09YRa5wi5suBM2QIkIYAg3efBR2NdHRH1gM1+hKBN3dAfA68+Xj9Xujoc+/3u4MOHQFvjo6Oz1/xOY8ZdO5x0MhBs7OCeP2CpAjcRAcs+hBuY7ABktLcRuQ69jn6L/Cv8xDP4D3syOaHttEXB9agG9un9nq9dA6ZVw+chXbonqg7o2/GZ/0yFQ5iQjsHTjxgcbo5r5PtILtKGaMDCu7rsD7K++LZKOhTLBY1MTGRdnrc399/ASwcpLkP64Cl76jogKg79tF2xsDb5eZlPOuALvOADDh44hmxWHaKrvTyKq6nxJZ7HOx91XZq6IoBxoVJvgsCBHLn04kMcTEerox8LYcrDIjoCDGEiZGz1wLH98fI1Y0L/cXo+ULLs7ToPMIMoAI49rVaTdeuXdPa2pqePXumzc1N7ezsZNYLwFRxjCitnZ2dJOR7e3va3NxM+zqD7PN7YmJCCwsLunHjRiqPop7Q92QGWXHH2x10V1Jxzs8arPVTSAgD8+8oH7StVCrpQL9CoZDqiR0Vmp2dTYGTIxA4ZK1WK6HuU1NTqlQqib9ioMEYHcUGcRobG9Py8rIuXbqk6elpTU5OJsXjqdV+CMWgLQb8OEN8h3yCEruxo1zFeaxfkOwbNvAemp9E7ig2zjvb0qIEWW/BKa21Wk1jY2OamZnR/Py8ZmdnNTExkdnvXjqpHfZSMDdagzafz16vl3hnbGxM5XJZjUYj48T7wn1+mHs3RNCBHVRQ5K5L8/l8KtsCMCB7AwDimSHG3mq1Mutu3BjwHk6KHxkZUaVS0c2bN3XlyhXNzs6mU7bP6vi5EfQxxywNMoLhgucdnYRHfX0Ezj2lkq6DvN+O4LkD6bbJ+0pDhzivu2MO3SVlTib3+8/aXHfSf8b0Mn0aHUJo4t9HveLOiv9P8+udztLJgZY4yJQPuk1ycILnerY3BtNnaW7DeafrMecP+MoBE6d5RJ39Gvcx4AWXZ3eIvUxIym5Xin3Z29tLP74DnzuI0JvnuLN3Vvpxv9tuB57Q+26fyCa47ecabCzPi8h5tCseoDMmnoc9BbzDhjUajVRyS9Dvu0LiJ7q8cxip6xuf19M2nhGDdgd+PVjtVybmWR3PXOAXS3pBD8Ssof92+XQb4QGG9xVb5HPB9y43Z1m3J50y0IhCCnPCEAzMdxyKhHWBADHy/z3o4DM3PO5gRoc7ojEx+ovZEBjQo0Ce547DlxFoeB9hgnK5rGKxqGq1qsXFxeTQd7vddKIkqOX+/n5yvEAwNzY2dO3aNa2srGhyclIffPCB/tt/+2+6ffu2vvOd72TqBDnLA4SVOYShXDAcXaHkJQoX13rKlPGeJdiI9yEYXq/uCAH3MK8sEkdJo5CY50KhkBa5UwtLpgZUhWCmHz8R4EETaAn6zmYHU1NTqtVqaaecWNvq20LGAHKQhmzEIAyUCIeNdDJbyrKuhIxX3L4aZYVSomSCAGF3dzeh/5OTkxnHjHnxxbzFYjH1ibnI5/PpUKNarZacYOYfw+UGBfAh1v8P0pz27iA1m01Vq1VNTExoampKhUIhHQxFxrBUKiVdSABEvyPKLp3s3EOj7NHLO+FJAmA/5I7ssDsp6GdJqUZ5f38/ARfdbleVSkU3btzQrVu3tLi4+ML5PYPqvEh3D6ZYrO6H7nl2EjrEIN71C7zhC+bd8Xe9RWmk05+5gfbuDHn5EfrEQTR3XDudTiZY5plnpV20l07TaNNcr3pA2Q/17OeQ+vsiIBBtaZwj3u3lP9DRUVanoTvyhULhBZDmLM1pAb/xG3/B0VufZ9fHPm63g17qw3XQwrP2/fwG+JbsNXw7OjqafKVIa8qsPEPK+6lYiADqoHzn78eXQO+g47nOHWPX5bH/gFsATvhX2BIPpHweYiULtpHfyOLo6Gja6dRtKc/2sm4HyFqtVmbnv7PQzn0gBySQiWh/+fFSUfjLdZnzGdfCs2QS8ZsB+/BRvHwxyrDLvwc59M/HhO2Drv6OfoDFb2oDZTR4uUdYTDiL6DxVxn39nChPS0IA/81zozJyZeppMn67sHuA5M69O8KgiL5NWcx2nAdqQH9R2q7cQStcoKDb3Nxcph8ot6hoGOPe3p4qlYr+5E/+JB1+w/M8uPIgw425dIKe0WecBWcynoOxAd1xXvF+nrX5HFMT6YgT70LpgGQ4DxQKhTQenwOUZrvdToumR0ZGVCqVMnNIQwGSIaFUjRRtuVxO//tuNc4LKGvoFxHBQRt806/cLJc7LuMqlUra3NxM5VMHBweq1+vpsCNo5FkfeIha41KplAn+8/m8Ll26lGrpoW8ul0tlFpRccLo32TVoUa1WNTk5mU5C5ZRzSRmjHw0xsh2V6qAtBst7e3vJcHKWTLfbzWwdDf+DtjsK6LW6GD53NHK544XHEZlzxU5GD1kkiHAEkvln/liDtbW1lQzg7OysvvrVr+rrX/+6bt68mVk/ch5Bmv/f6XRSwLO3tydJKataLBY1PDysRqPxQpkdctkPqHHd6EGAG0+uhd4EBS57jmZGZ5yAzY0rckD5ns9VBNLOk4bwhzsk0Znwa2nuRHmgwLXwHvzrdHPUs1/AAi3gZXZF8vd7Vkg6mVd8h/OQ09jvOJ4YwNFX+hfv9eAWG+l+hNMHsDTaYS8Tc4TZfSbe72AddAKNl5RZo3R4eJhkyW3eWenoMgBPx5Jo+sj3BA+MGTmExl4W6vTxd3qZD7KJY+3ZDL6PIDHvcj8RfejBCZllyqwcrBqUbjG48rHG9TnIntPL7+UaaOE0c77hfweEHLzx+6PPCa289SsdQ8955QYH+ELH07aBV/05IsBkRnSKDvuPrw1goLR+wuJKgu9hMnd84j0Rce+nLHBUOcGTyD0qlPNWhk4fflywPM3fD0n3CNfH5YqH8hN3+hHk4eHhZOChg/eN/93Q87kjvDA4CtCdpsjs59Gi48e4oJ2nvbmGaBxH31OqUQDhqWazmYwRNbY+Bn83wg4aT18oD4qBtBtaV+b+ufPfeQS3vFdScoxzueNt9xYXF9O5I/v7+1pdXU1/sw6HNDUgAkocfkV5sjUz4x4fH0/rEwqFgq5du5Zx7AiuKdcbHx/X9PR0oh3lfJ4p8lp4rzv1vsArZ2kRjKC1Wq2M048R63Q6mQXitIjawTMeCEY5Q9bioZcOEsSgIIII0Id6ZA5bIpi5deuW7t+/r1u3biVkle/Pg3aus9xZpWQG2cNgut6ImSoHBGiu/2LAwOfulEfUlXs8i+Fzw/04mwcHB2o2mzo4OEhrvTzAjUjkoM35zftF5pAxORDm9Os3F7G5/uo33w42RaCOH1+j5wdOxhJB589cLpdZiOvVDOfR3Al1Hety4n1DfqWTQzRdBuPzPBPWz7Y5n8XsF/fBc24jncboCwIh9CJAlm864aDKeTUH3vw97kdga5m/uN7WS3CgJzbHgwW+l7JnYLhe4P2eNXLwwOUe3qJ8lHWS5XJZY2NjKTvv/tNZdZ33CXnEMecdDlR4qSjjjCV90XeK9OcdMSBGBhmXg5YRUHH95nxLkE4fvVTPs8GnbacONLyz3nACCCZi1EbQ4XWHnvlwhd/vnRBO6l83KmVTgP3Qh34GEMcFxnZl7sbjPIT5ZX2KKIZvsetOqjsZMEKsf3QUmbIYF1ye49G8M5k7vIzbI203rL4eAeGFnj7/X0br53BFAwFNWMjE+MnweJkJNGHc7IrGgm03Kj5voFNkN9xAuyC7waX/KE9Hb8+zuVGl0W+MQ6FQULVaTUFBpVLR7u5u2o6XMipS6n4mjjseLLDP5Y6zJZyLwKLnfD6fWWzsioz1NGxcUCwWU6bEU9/Q2LcfdcDirFnHlzVHFjGY7kiA9JDF8SyS6yfXP77wPip66cUUNvLnCLKjZfQHHiRQYdODw8PDFAAuLS3pvffe07Vr1zQxMZHpy3kbYMaDXsUIS8o4Yjh6jAfklr3wOavEdaLrJmhKc8cR2vdz7F4W2LvexfjCczh8rJdxFP+8ArX4dwTP+Kxf/18WbHvQF//3a+PYfVz+bhw6dz54Jvac+QG4YQxs+vBlNM/c8O5Y2uXBL39zD9d4tYFv9OE61QNTD2rcRiPDfNYPVY718/A5gE0ul0trq9w59Dk5D5mNwbb7CAQWHuA4mJfL5dLhhA6eeJWL6y+nr8syOsFp7NlapxMgCTam1+tlznUBJETnOO0iaHra5v5qlEH3n/b391O1BDo6gi0x8PX5dV/HgenIi7+u9JH7mS/Kr7zfDuZgQ3ytzVmAlDMHGu5webTrSDFMMDIyknEQXmaEeb4r14geRKXphsQVsKPd0UknMPJo1DMskbDnFWz0QzOcsTx6dwc0osFudF25u6Jy1Jf7mBN3cPshqpFp/Zo4T9DTayZd2M6jRaMqnRgFHFqnBffg8DtKApoeA7qhoeOdwObn51/gJ3dCnKf6OYw+r35eRa93Ui7oPOEIhbezGA93Ut24Dg8PJ6SYLICfwjo+Pq5yuZx4hw0AKKlyxNCV09LSUpoTgrtcLpfZ5WhhYSFj4Cmj4jc7dbG4GQOFk+o7jNCHiGaflW60+CyyK04XMj3+/e7ubqIlBhOD6/XG8CTlRB7Eu+H1gILxeukkxgojxpqhra0tra2tqdlspgXU1WpV9+7d0/Xr11UsFjOy+TJdPCjt/Nn5fD5tzgDghK5zB4NgwT/zmnEQSy/LcBQdWey3mBUa89t1aESgHa1l7nq947N6cFxwmvoFMGdprufciUWXIFuM82XORb+/HRTiu5fpnH421/vmB5956Uo8P4F5Q4/k83lVq9W0TuO8Wz/9j8zgi0T9EcfuzpUDGP18EA9UeDegJffGdTzwagQK/XmulwFxZmdnk36MAeNZaeZBInPtu/mRvUK2cESdJjjLXnbm4InT0X0W7nW/hTn0MjLXi14BwnMc/AMwZldFNhjxbJfP+VnoFvWoj8UXqiMfznduRx34dP+DPjog775GDDpjH6Of6NUs7tN5cOfXuw4apA1UOuWCAEpG5DY0dFIT73VwDMKDElBxSZlrHZHwvz1FJCkJar/Bu8Mdd6rhO9JojtijFH2yz1sZOlrgyEC/MUADDIT04qIs7o/I1MucZK7BuMaAzmni/XIhjsEETkEc53k2d4RcYTF+D5o8cPBxeB2oC7ILelT8UYmg5PxeF3quc0M7NDSUUAT4n3LDGCzH8Z6l0T93iFxePQjiO0rMMCgcKFUqlTKBeZxvR9o9K0hwIEmlUknVajXRkHt8V6z9/X21Wq1Uwgad3HFnvgkW+zkLZ20um+gc1lDgBOBwegqcMiXQNDd8oEgedBBwQU/feQa6+t+uD/zkeV+70Wq1tLW1pUajoV7veKvd2dlZ3bx5U3fv3lW5XFa9Xpd0so4u0vE8aMdPPn+y2xhlZuyoRcmlpIxTI2UdF+gFDzj/kFXCCQPQkl5c48C7HB0+OjpKCys9I9Rut1NG088JcrDGHc7zatEJcptJ4ARK6vbP6R77FJ1kKbvvvju5fBfvwWZDO+gIXX1jBv7e2dlJJdMHBwcql8uanJxMQZuP87yaO3FRv6PnIgjn9MOGUBbmDl28noacu6PsdpHA1x1j+MwDXQCMkZERzc3NpT6wqPqsSHy/FoMF/9z1G8GHHyLotCAYpiQdHvXyqphpjDYXGYRm0AjasYEN3zvw1W631Wg0EmBYLBaTTcNmILsvs7unoVk/+WI8BEKUXrI5hZf4ul/nvIP95Joor1514vR3urpvGANYB7MclEH3AQT5XLiPeFq+G/xkJp3U+/rizG73eEcTDKo77wgSi04vXbqkUqmUSRs6cXAsPIXDte5oupPnxHeHxx1R3uOOfL/67kGjt1ehm7/Dg6J+iFNEYLjHx9DPqDia4O9CCHimt5iec0crZpfcEYu7T3wZLTryfEa/cKDdCWbevZ+RZxw9gAaeqo3KMJc7qTV1w+7C78KMk+SBa693gnKdd3ARaYZhcpQONBLjTx8dafLgCAfba0z9WukEbYkAAwdMdbvdtFDed6KBHhiV3d1dNRqNtADNjRzP/3UB9nm2aPiGhoZUKpUyC8OfPn2q58+fJz3CNoqSUk01ZWMOEng5QRwXRsn5kP9zuZyazWYKYllHc3BwkLa4hf8BfWZmZnTz5k3du3cvg4oS8HwZNIR2BNWsY2o0Gqnv6Dov3+Jnd3c3nSckHW/XjS5igwWcRpww5MqzJq5fXR+gBygPdCcEO+W2BgP/mzIC59leBhyhn72MxL+D/tKL1QFOEylrF6TsblzRtqI7sMfusPR6veQ0Yw8ajUbaUrnZbGp0dFSTk5OanZ390ujmtoHfrqeYVw8S3QfhHnQf/OlBhuvU6MS5H4LMU1LudsZLzdl+HUe50WhoZmYm7cYHQEM2+rdJO+Yyl8u9kE1G50VQlrKlfD6fAF1o5llq3hl9FbKKZDS99ElS8l8AVSjz3dzcVKPR0PLycirHpTSX4LefzA5Cz18HDMYAggxpv+Dds1r0kTM+3Afr5xvCk3EjjAgeeGDr/O6ZIMAWNnqRshsr+fyetp15MTgoHQK5t7enVqsl6QTR63ZPtmI8PDxMi0uvXLmSFn8yIE8FO0PHAUJUN84uxChhX3PhqflY+uIO7Hmher+OdvFdMIynEt0AuKKUsum22H+nl6e83AD5DjgxyHEBccTQ0WwCs5jx+LKCMx93NJT+OQbE+clp6rRwoXOl4cEo4+qHfHEfz+Iafx708+fFoHgQhOC0NAMlccUFqod8uuJxtI8fzl6IisqR5Yi+ON0wUnHHF/ju6OgorQ1pt9s6PDxM9cnQy09fdsP+Zbaoi7rdk1O+c7mcpqamUgbm6OhIxWJRlUpFktJ5G+70cRo6fOpB8cTERGbxOIvPCT4os6Jc6/DwMJVJgRpT/w69hoaGtLCwoDt37mhlZSUZPc8iRT14nrRDT4yNjalarWpra0u5XC6jlwli2+124p/9/X1tb2+nA8oIVvL5fNpG2LPiDgg4f0gnpw/zmfM95zpwjyPIfgqydHJODvMW6fVlAi3wujv/HqgyTndmom7r90wPFPxznufPgYZsZV2v1xO9ABvhqaOjIzUaDW1ubqbs4/DwsJaWllKw+2W2fmNDttB3yIfzCvPqGUe3kQ5a+RjQhTh9vd7xNr4E8r51Ok40fTs8PFS9Xk9rkgBsKTdkMXi/TPKXQTN3YiVldpWUTjbycBqgw5GdCJZCO3xG14nMAZkL5xfpZOv5w8NDzc7OpnlFZ6yvr2fWE05OTqb1lWxW5MHOecnpy/SlA4/OWw50xKDBAU/66v6D+1vYTi9NdDp7RiX6iYB8XuII4Ogluf6O3zTe39TOlNGQjgmH8SgWiwnRoL6aFCu1fhhLjF+1Ws2kYWFEBuXIgyPtMWLjXv/O080IOYxGes9RMM8u/DaaO1AwFzR1IfTa0oiaxCDMHd9Ig5gBcZp5NsCDNkceaGSrnCl51m+jxfdExeEBmTv8khIK4kFTDOKcFyLSImUzXSgOhN0dbg8spJM91nE8fT6+7BaDDcbMSenICH1i/rnW13LgoHrNsTviMYD2AMORMWQZBJozKeB335owZqO+7IA2tlwul9kBa2JiQmNjY2o0GioWi7px44bW19eTwZOkcrmsWq2WHAc/XCo6vswH2wdiRPkdM8KxTIMgjR3POL9lb29Pi4uL+vrXv667d+9mSrT8xGLG+GXQjcaCeTIbrVYr6RrPKrhOYntoxsRuefl8PmVGMMj8eJAcARjozjuhnQNTvA9kD/no9XqZzMlvQ985GOR6Fjoxh67f3S44KMDc8x2y6fTh+W5jPMiK9uLx48dqNBrpvBvO0+EgOkrP6N/4+LiWlpYSYPFlgyzRVvpYI/jiQRz8E/VWPxTesxv+k8sd70ZYqVS0sbGRsQPueHpQiK0aGRnR9PS0arWaCoVCyt75pi7nTaf4d7RjDiR6dsyb854Deh7wossdifc1V9JJRoPzk5gD+N2z5r4JBDp0fn7+Bd/SNyP4spuDbT6/+Xw+U0oM77g/FTeRQee7r8JuUA5QR1vi9tv9QXQd/i8BInPTDzzs104jt2cunZKO664xbDs7Oxl0F0ZyZ67RaCQDIp3UeDpawPOdQaND6cLvRsTPoKBkA+NKv1CWEfVw9Pu32VzApBedafpHNIqQeS28KwWe6QozBgQEcTAVitYXo3vWx51UN1i/7UDD39VvrtxgutFE8LwMxxEZhNq3v3XH2YXOlSnX4BjDf/2Mvs+H1H8f6y+rYVw9c4HSYrysP0AmY2AaHR7nLV+Y5wEYiswRJekEXQR8AAjgvdTd8+OIWuzLl93gEQ+gfE/xcrmczlZoNBrJcfbSG2qvc7njrYUxtpxZMjQ0pN3dXXU6HW1vb6fSJu4nW+zbLu/v76ddpcbHx1Wr1TQ9PZ10xLVr13Tnzh29/vrraRtv3hUR2S+juU4gaORk9Zgt8G0VSeOzzfH4+HhmS25o1esdr53AGIOKRr5EFpE/BxugFU4Mcu5lM7zTSxB+Vy0G8XFnmH4gBrbXnT+aAwN+j4N6PBf5rFQqmpub0+rqqhqNRtpK1B2Zo6OjdAgoZUKLi4u6cuVKZn3GbyPY4Dc+gpfeSCcbOTj663+7vYG+jky7MxcBxOgUs7AbZ9K3/MUmF4tFLSwsaGlpSaVSKdHry3CWf50NjbyEz0QmMJfLpSys09jp443xQXcPkP3eGMhAp0ajkRxktwcTExOSjv2ncrmsxcVFzc3Npa3T3Zn+bTW3/Q6CxzUa+J3oMGTMd6DyzQQkZUAo+MYzJ55Bgt89aPFKH3QtPrHPR/S5BwUHzpzRkJR2M9nZ2dHExIR2dnYyxIBgkpJTce/evXSwV4zWHaVjYtyRjgoq7n6BMnCnzpHBuIXt7yKb4a0fguDpSFeM/WpDXUg9WPKxx2g3phO97pOMRaSHK4KItMXU+2+rvSzgcJQA4cVxcCfagwEckJhBiql1V6Q8C0OOInZnwIM173c/4/5lN4IN5xMfG4bM0ZW4AQNbe0one8qjoHxsvjuJGw4cXVLh8J+jin5IFeVS/Yz+b1te6R9rNHBOycDk83k9efIk8ZPvNiIplZmQ4d3b29P29raazaZ6vV7ajYdyCTI9BC2SUg13sVhMO0y1Wq3kjLP3/muvvaY33ngj7fQFf0tK60t+m3TL549P9a5UKtre3k6ZnaOjo7S9Mg5Fu93W9vZ2Kj0ZHh7OZDZwvAhccrlc2owE3o3ZC0o24GEMuoM7HjCTBXc7E1He32ZzA9+v1Ac95Wgo9zmCynij7HvJKd/zE4PTarWq6elpXblyJWWaAC3gdwLBSqWi/f191Wo13bt3T4uLi2lMvw35dX8APYwNdGeVeUeH+zkfHiiQeXPA0svpoCHB6/z8vDY2NlSpVJI+5WRreBFQgSD51q1bunfvnqamptKCZi9tOc/Wz3F0h9IzGei5eHYWelo6Xhc2MTGRCezQ9QApgKRedueBAOcxLS8vJ/2InhgeHk7lp9h2R/1fe+013bt3T5OTk6nUEjCHMfw2aOjfMc+MEX1CgAuN4qYnkjL+RwQKPIhFn8HHvCsGvNznJavoTp7Vz2eJ/5+mnUugkcsd1yk3Gg09e/ZM9Xo9o8xonU4n7QV99epVVatVTUxMpPpDjCkCS/M0lHSymMuJB/Pyg/GXlCGe34fBYEI80vxtNwSaPsUo35F4V3LSSUouBh7ROfP0mBsmrpOU2anFmZFrPA3q2abfRZDhLc4b9ItlYfAQAhmDJw9AnP4u+J4OdtpDWzdqnm2TsgftuJH/bTfGG1EQgjNadDAwtq7cpZMdfKCh86rzSi53sqDQ691xyqWTTSYwQr4z2u/KyfPm/WWsGIzh4WFNTk6mXZ9YswFYMjQ0lBYwkkInO+LIlKSEBjcajeTwcsYJz+h2j0uyhoaGUlZ5fn5eN27c0P3791WtViUpGRQQcNa+/DZbLndcSlKr1dKOWDgH0BU9AgLpZTcciMlBpN3u8ZbJnIsjZRcvQ1PPavo89cvoOsDjsuoOqOtIxvXbai8Lsh3ZdHlzVNnpHMGQ6ITh/EQHB/keHR1VrVbT1NRU0gnSSc04jh3Z0qOjI927d0937txJwKI7QV92g17uQHnmBT6EZ3Bo4QOcsXg+C7SXTgIV6ICNmJiYSP5RvV5PTicbOhC44IhWq1XduXMnE8Tx/ZdhZx1d9/9pXvfPdwC1lLtSEkm5E4EIdECXeebDdzZy4DNmKlgDt7e3p1zu+DyRra2tFPQxB93u8bqWN954QysrK6m8lSAnju+35bPEEv5+fkW/SgoHEBzQcv514EE6WXfnQAmyCciCDWq328km7O/vJ5vgoHSk0aCyeuZAg86Mjo5qcXFRW1tbqtfrWl9fzzj+vkDs5s2bWllZSYII0oyCBDH0jIanNn2CmLAYscGwUnbvZZ4XHWy/93fZPAiCttEpdDqgLKUT4XdHjGe4gEcH1xEtGN0Rbi9/c5TDEf7fdaBBcxRPyh7kFsfgtARJ8Jpl+DIaaE9L+sI2D2Q8MHQUw4Pf3wUiT4vBIf33zAVyFjON0DJmdXBsnDcJ8ghK4Cea0wBDzU4rGCOvwXUA43dFO97P3NInEDroUSgUtLm5+YIjB58RLACc+AJKTvQGseNe1i10uyf1yuzic/nyZV29elWLi4taXl5Oh3USkFA2h0Pwu6BfPn+8kHtubi6dWO6H31HXz/8YP8rSQEuxKew+RbbGz7fwUs/x8fEECnQ6nUQbZDjqPA9wsRnO37H9rvSfy4Hr7liS6SXF0Af9FwMnB6bgR3fMx8fH1e12NTs7q42NDa2tranVaqXgb29vL22CAO/evn1bf/iHf6jl5eWMnf1t8SA0oT+e3QAckpQcrljxwPakru9ch/IMPnd/JZ/P6/LlyymDsbW1pVarpfX19Rdsca/X0/Xr1xMiz0YI7qSfd+uHWr8s2JBODsZkbNC12WyqXC5nynRYrM1ZSp71ihmh4eHjDWfYAhtQ5Pr16zo6OtL6+rrq9bp2dnb09OnTZHs9m37nzh3du3cvrW0hQMSXZLwvc6QHbb+Jj4eGTjaZ4P8IBAPu0j/PLLBhEnwIL/iuZvA0c4M/xzu4B9n3eXQ98psCz0HauWU0pOO1GleuXEmRe71eT1GTdLLT01e+8hVdunQprdPo9XqZ1BY7L1BLBroJ8zlq7E5Nr9fLlGBE547rPHMQFc3vskVB4DN36tyAwJw+fmdeN0DuEFGHH5HrKHSx7EpSBv2Tfr+CDOlF4UB4pZNAKgqS0wdkxQU/IgeOBKJoadDDMyjwGDT2VOjvuqFkIoIrZRdSuqx5cxTe6eKGxp3rXq+XEE3eAQ2hmW+NzTXS70+QQR+8uV7K5/OamZlRtVpN5QIbGxtaX19/4V6cEoIUTtbFWdvd3U06gECDzEW5XNby8rKWl5d1+fJlVavVzHa1jpICzHip6u+qjYyMaGpqSgsLC2o2m2l7TzYJabfbqtfrKhQK2t3d1ejoqGZmZjQxMaHZ2dmkfzjRHoeCcgoHZJA3SelUd19L5A6no4huoD3r1k9P/i70X7RtDtLFTAHy0m/M0ou76kWQzkEZaEtWbG5uLm3vzG6TZOrI+N24cUPf/OY3df369Yyu/G3zIHLk2Xu3BS6/+BLYSmRHOjmwVcquneReno8eQ6fOzMxobW1N7XZbOzs7GbAKZ3xhYUHf/e53dfXqVdVqNY2MjKQdgb5MukAD/z9ew9igjQehcW0OZaHwSqVSSfaSEitkzMtkuYb1u0dHxzt0ra+v6+nTp9rc3NTm5maah7GxsVSOf+nSJf3Lf/kvde3aNZXL5RSgOVAVg6jfBg86XX0ZAQ1+8YykA+fQF3AKn9ptAvc48Mz7WM8CvQFS3C/yzC/3nqdeO5dAg5bL5TQ/Py/pmLgffPCBNjY21Gw2dXh4qLGxMb355pt67bXXND8/r+XlZZXL5bSVJeUIpMNGRkYy6II7Pq5QUQbSSY05CI6UXZnPsxCYiPz8PraIokdHi2i1nwMtnQRY7mB4uY9HtB6EEdigUKKDHFHx34cWBcRLKfxzzzRIJ8YDJw0kxLNljmh6tiKuL3BHm4bh/n0KMmhOH/jI++dBrMsZyou0eDQ4XmYQ+cgVKa3T6WQONIz9kn77zsmvay4/OKIuG4VCQeVyWdVqVcViUTMzM8lpYL/83d1dHRwcJGS/Xq8np5kF8qTOy+Wy5ubmNDk5qXK5rKWlJa2srGh+fl4TExNqtVra2dlJ/fGdnIaHTw7Q+n1oExMTunz5cgrqKQljobsH/YuLi6pWq7p06ZJmZmY0Pj6uSqWSysK4d3d3V9KJgUUWWZciKTlCznuggY76Iwd+0Nfvm67r1x93/rzPnpn0e3E4fEMI+MV1mvTiOUxjY2Oanp7W9evXVa/X9eGHH6YNBw4ODlSr1XT//n299957mp6e/r0A87zigXFFUApZBm2HFzwLdHBwkAFEHFDhmayBYn3B1NSUarWaHj9+nDIAzEm329Xly5f1p3/6p7p//34KqMkE/DZ4L+rW+D+08z57EBrX2roN8BL33d3dlLHGpuIDQrdisajDw0NtbW3p4OAgrVUhgGFXU3auu337tv7yL/8ylYt2u91EOx/L78p+xKyRA7fQAD5yMNeDY+yj7zJHoIH8xgCCoNABQq80IDPcD7w7T1qdu9Uh2ACde/bsmX7xi1+o1WqpVCrprbfeUrlc1vz8vGq1WrqHtFCn00npcpAXiBTRGEdePPqjJs+f7Qv5Yt3471t7WTTpRqRfcxTdyzlAFZypYay4YB9md4UZ13/wnt/XFoMwn/O4y5SPxRUpaJaktGuFo/ZunJyefO6BMNf/vmTO+jV36mPpHUgp//Pby61coSFvLNj1+vGIuHpZlpckOB87fX/fWpxvR0UJqIaGhtKuVDgke3t7Wl9f16NHj1IpEzuq+KJBMr+93vGi2qWlpbQteLlc1sTERJJdFj6y/oH5KBQK6bvfp1YoFHTp0qXUr/X1dTUaDTWbzbTge3FxMY2T0orp6WkVi8Xk8LXb7bQo1Y21Z+AcZHIgiiAHnvQzXiIo9fsWaNAiEh3BuAgMIVPSSaDBwlQvnYwy6s4lZX6cXl2tVvXLX/5SIyMjmpyc1NLSkr797W/rnXfeUbFY/L2SXeQS5J1xxi093T545QTjd9+EdSmU8rjzxtoDdFur1dKzZ8/06NEjNZtNzc/P63/6n/4nffe739WdO3dULpdTydHvk531IJNyMnSeZwldd3tJspfeOSgHf42Pj6eMK/NAGS2y2mg0tL6+nnblW1pa0l/8xV/ou9/9rm7cuKHx8fEE5vy+yWu/jJGDuwS/BLZ8Fm0K+q3dbicaUaoHvR1A9t2leJaDBm5bvyw5zfV+32bjol20i3bRLtpFu2gX7aJdtIv2//v2+wmvXrSLdtEu2kW7aBftol20i3bR/n/dLgKNi3bRLtpFu2gX7aJdtIt20S7aubeLQOOiXbSLdtEu2kW7aBftol20i3bu7SLQuGgX7aJdtIt20S7aRbtoF+2inXu7CDQu2kW7aBftol20i3bRLtpFu2jn3i4CjYt20S7aRbtoF+2iXbSLdtEu2rm3i0Djol20i3bRLtpFu2gX7aJdtIt27u0i0LhoF+2iXbSLdtEu2kW7aBftop17uwg0LtpFu2gX7aJdtIt20S7aRbto594uAo2LdtEu2kW7aBftol20i3bRLtq5t4tA46JdtIt20S7aRbtoF+2iXbSLdu7tItC4aBftol20i3bRLtpFu2gX7aKdext+1Qs/+eSTzP+9Xk/NZlMPHjzQD3/4Q/3qV79Sp9NRuVzW4eGhxsbGtLCwoLfffluXL1/WzMyMJicnNT4+rv39/fTT6XTU6XQ0NDSkoaEhdTod7e/vK5fLKZfLpc/z+bx6vZ5yuZyGh4c1NDSkbrero6MjdTqddP3o6Gi6bmJiQsPDw+r1ejo6OtLe3p46nU763t/LTy6XU6/XU6fTSeP0duPGjVMT+eOPP36R8MPDarfb+vzzz/X48WNtbm7q2bNn+qd/+ietr69raWlJ3/jGN3T58mVVq1VNTk6mn9HRUQ0PD6f+9Xo9dbtddTodHRwcJJqOjY2pUCgol8ulz4+OjrS/v6+hoSGNjY2l8XW73Uz/RkZGEi343e121ev1NDQ0lO5zuuVyudQP+uX0u3Xr1qlp9/z5876fM0dHR0eSpHw+n/iE5v3mWp//kZERjYyMpHvpaxxvt9vVwcFBhie5Dn7M5/OJp6Alz8zlcqnP8Ky/K5fLpftf1ubm5k5Ft348x/voPzT0OYLvnZb028fEsyQlGfNnwSdHR0eJRt1uN43Xx0qfnF8ODg7UbrfTe/P5vIaHh5PsM0fej/i3NBjPPX78+IXPfB6d3yOPO62c1vzv8+z3wzvQK5/PZ3gFHuMz+B568Fs6nsPDw0MdHR0lmnu/fSz+O87L8vLyqWn3ox/9qC/t4AenAXrZecZp5fdKxzoqn89naDgyMqJer6f9/X3t7e0lmUX/l0olHR4e6vDwMNEPOtMfl9+ot1zHRDo5D8T27rvvnpp2a2trL6WddKLjGDtjjT8013WRZ3k28u7XYBeR2dgPv9btALR1mYWu/HYe63a76R5vs7Ozp6bd6urqC5/RF3QZtqrX6+nw8DAzNngLm4it4HPvN8+RTvRUp9NJOgq7wrO51sc6NDSUbA928/DwMNF3a2sr8UO73dbOzo663a6azabGx8c1PT2tyclJzc3NJVstSYuLi6emXT995zbQ++VzCm/xt+sceBN6QH9oDn34n/dAC2gHr+XzeY2MjGT4LPoika9ic13cr51W3z179izzf7fb1c9+9jP95//8n/V//p//p5rNpi5fvqxvfOMbunnzpmZmZlSpVDQ/P69qtaqJiQkNDQ1pf39fu7u7GV3juhI5dZlzfSop0Rk6wvfQz+ke7YTbIOj463yR2Obn53/jNa8caMSGIhodHVW5XFahUNDDhw/14MEDra2tqVAo6Nq1a4lJR0dHVSqVVKlUMoLa6XTUbDa1t7enXq+ng4MDNRqNZAiKxaJqtVqaFHf4+jkbTAjMTcvn8xodHdXBwUHGcKFMEFaewwT3U+BnbUz+8PCwisWiyuWytre31Wg09Pz5c3322Wd69uyZ9vf39c477+jatWva3d1Vt9tVoVBI9B8fH1cul1O73dbR0ZEODg5Ur9fVbrc1NDSkUqkkSapUKmms0Ibxu4MXDfjw8HAKWlxpO4PTF2jtwuAK4bxadEqioY/OSuQ1hA4HwwM2jADfo1Q9mIuBlStbPkd4JSXnxvvlz4zNHazzbChfD35ckXEN9HHlE/syPDz8wuduEFzRO0CA0YZvo0EhIPaAln4dHR0lXTI0NKTR0dHExzHQOK2i/E3NHZT4vn4t6iVkAJ3k/DQ6Opp4xvvPuJFJB1v60d2Dmug8up5jzvvxcD/ZPo8W5YffTsvo5COr/owYTEU+AahyB+Tg4EB7e3sZWkBXf1cMdmMQGWWgX3B73jLrdHN56RfouHPH3+7s0Vz3RZ3mQTL3E/jixLjMQvP4Pnd+0BVcC+/RcK5wUL+MFoN/frt+4TcBqdPVA3+nGXK7v7+fkfd8Pv+CPHtQ2+12k+/E9zwTPffZZ5/pgw8+0Pr6erquXq9rd3dXExMTGhkZ0dTUlG7fvq1bt25penr6XOkVdUx0bF1O+ukep4XTmfsAkwnykUdowzucdzxoJLDhO29Rln+bzQGx7e1tPXnyRB999JHm5ub0jW98Q1//+tfTGMfGxtLcwkPwmfu57ptAk7Gxsb4BrMsszWU12qZ8Pp+ZM/dVfO5e1fa9rA0caDDYSqWiarWqSqWi8fFx9Xo9tVqtpOB2d3f1xRdfqFQqaXJyUu12W6OjoxodHdXh4WFC2jc3N9VoNNRqtVLmAQKUSiVNTU1pcXExTdDY2FiGABDEI0LpxNGJSKF/506xC1O/yTqPhiJjHIVCQePj4yoWiyqVSioUChodHVWr1dLDhw81MjKilZUVPXnyRL1eT8vLy0nZtFotPX36VNvb2zo4OEiZIhTD2NiYisWiFhYWNDExkRw0mJfxIxydTidFvQQlh4eH2tvb65s1gE5RKTjdoqM9aHNHJBpaVyooGXe4UGreZ+nE8PYLKBkraFU07O6wcS3fYzgdfXCnKCpk/+00PY/mc/Ay9MIdEPiCz2LWz8fHZ+705fN57e/vZ1AUeM6Nid8X59ONcsxIuTMe+dFpfF4OczSwsUXl7c5pzLhBs8PDw0RnxgkS5VlYvgd4cR6PP5IycxZ5Ojpy/jz6e1aDElukl/OV8x79cb3vhpf++w/XeKDhPAU90f1xXvb391N22B1R9IRnBOJY/HPaecqsv+9l+sm/Z86dZ1wmo7zzN44Reg65BiF1NJRnMkc+d9KJk4Js82ynT7/sAPeed6AR7XfU2yDoAABuDx048747zbne7TlOM83vZx4d0IP2klJGYH9/XwcHB1pdXdUnn3ySroGPd3Z2JB1n+w8PD1UoFFQsFjU+Pn4udIs6wHnAx+XBJeMGsHVb0U+XxPlwPoWv3L4wZx64Rl0QwZN+Npa/v6wAZHZ2VvPz86rVaiqVSmq321pbW9Pm5qZGRkZSZmN9fT3Ra2RkRBMTEymrQb/xj3d3d3VwcCDpJDAfGRlRqVRStVpNz4n0ZcwehLi9dLvL//47BufxuadpAwca0klWY25uTpubm1pdXVWv11OpVFK5XFar1VK9Xtfm5qY++ugj9Xo9Xbp0SZVKJQ1gb29Pq6urevbsmVqtVgZ1JhV+dHSkVqulR48eaWxsTFeuXNHy8rJ6vZ7a7bYODg5eSFf2er0ULfZ6vRTQvEwAmGCUZET2zos5Y4kMGQ0Qo4mJCS0uLqrZbGp/f187Ozt68OBBYsadnR21Wq3EIE+ePElpVYRwaGgoMefh4aF2d3e1sbGhyclJ3bhxQ5OTk4l20Jj5xDi40yMdZ6Skk0DuVVA8j4bP02mmuUMVv4/IvX/G3+6s4MTiEMcyK1di0CYGWGQyPAPEuxxBfJmz2u+z81aI/YINf58jm+7wR4cAo8j3GG0pm56VsjwPUuNOkAf67sjwLKclY8AYgwzCn3x/Xo6y0yYGaPwfaeoOCQGCpITA4dRgNAjy3bmBjxytGh8f1/DwcDI6GHfGf3BwoKOjo2SUyQ5FnnPUvx+a7f0/T9pFOY2OAe92/iBgQA85n7hh9GDZaXh4eJgZJ/dB0/gsAhtHm3EqeZcHNy8b63nTzecn6tUYWKNvJCUZ9We5I+YZHuTcgRWe7c4u73b9yZi9rLcfUEeA4gGH68bzCDZiAOZ9jDbD5z22CIbQN+cZngdfwof4EozN38ecufMsZYEASr3Rtdhy6MU9jx49Uq1W08LCQkYHnpV2bjv70Ys5ZMx85pUh8T70HeXt/M+43O8iy0UQ4xkkD3Cdn17F34j6+7wazwI4XlhYSOD53t6eSqWS8vm8/vmf/zllvNrtttrttqamphKfMKbd3V3t7Owk/xZa8bfr/vHxcc3MzGhqaioDzDhvQpNYetwv00dDHn1uGOtp7euZA43x8fFMjXtMrTabTe3s7GhsbEwPHz5Up9NRsVhM6exer5fJYriTR+1jt9tNtZP1ej0FL9euXcvUKzuC7YEKjOvKxonn5T0RBaedB2PGyfTJw0kFvczlcokRy+Wy1tbWVK1W1e129eTJE3W7Xc3NzWUmH2WE0oQx8/m8isWitre39Ytf/EJXr17VwsJCxoj42CUlQyspY4yiw/XrmM4N9Vkdv0j7fk6fXxMDRQQVGkfkFB6K6IijrwixBzF+3cHBQZoD1si44T2vzM4gzfn3ZX2Ijgt/w49e5uPOLvKK4XGEmfcip9znTrk7SrFMj+e4Y8d3XtYXMxt+/1mb08WdgZfpB8/6xEA0ykQsz3MHkLUFAAjINkYJvQbAAthCEMjfvMt5O8rLeaBWg7SXOYL0F6ctfufrLRi7Oz7MP8/3bCzBB7SHhwkEnb4RlMLGxbnnuy+jOd/14znX226HHenkuhh0SdnA08fI3wTLLo8OHkQ+f1kw5jKCvvB+90POz9peZrf72bbR0dEMT/E9ttmdM2hC5gcdGXV85GWnP+Nvt9uZeRweHlahUMjIKJkm/CSc0729PT1//lxra2sJwD2v1s/Guq11cEQ6qfnvdrsJOHXgGPmKoIJnqfsBOk5DdCI2Z2xs7IW1LnG++wW8X1YbHR3V7OysxsfHM/ZPOtErDx48UKvV0vz8vBqNhhYWFtKaXewZmQxoCoi0s7OT8VGZi1KppOnpad24cUOFQiGTAfPgsF/AzHdxDpxWrp8HaQMHGrwYB421GkSrECaXy6W/G42GHj58mNJ8OGEoRIxBq9VK9+DAodw7nY7q9bqeP3+up0+famVlRXNzcxnEZWRkRKOjoxmDiiGh9MpRhVjT5u1VHOpXbY4QOaKRy+XSGhRQAYRqZ2dHMzMzScFQFkVAwmLvo6OjlKHI5/Pa29tL9ckHBweZEoGPPvpI169f1+XLl1UsFjMBlwcpBHhePkWLQgSN+rXzMiCu6H5dEOPC4hE5ipn6UOmkppL5gDccxXLj4MYYJYoygD/JBFGm1u12M+Vs0knQcZ789euaO/P93uPKJTpYXibl18dUNvTybI+XW9APDAW0o1yQUste7zhjQXDigTmfO+rPvBDQoU/OK9CIqE7k5VzupORMUiag8gChnwPNuDzAgCcJ7DxQ5Xtqw2m9Xi/DuzjQ9BeauOzwvSOJPOs8W3TOo7PsqBvjZD6RK3jJr3Ee9LKA0dHR5Px6Ric6NMj72NhYmhfWt3mtfuxjpFl0sM+rRXpFneH07fVOyn16vZOFubEMzJ0yd/IiTT1zjd3xBdTQGt2JbfCF8wR00dmJwboHJmfVgdEexUwojf7DH55V8UytZ/fgIR8LNICH3CeKNsr5Znx8XBMTE+r1etrb20vzBZ8vLi5qbm5OH3zwgba3tzU6OppQ7lzuuHyqWCym+f3iiy8GWgj+stZPRn3c0cY6PXCMI1Dk8gk9+73HA2h40rOtbgMceHGd6za8XwDzsrEO2jwg3N7eTr5ToVBIdgvfbGJiQgcHB1pbW1O9XtejR4/SXJK17nQ6yeeTpN3d3ZTdcFohm1tbW3r06JEePnyoa9eu6caNG4m/oGHkZQ8E3T/guS63PveDtIECDTf8KK7p6WktLi7q008/1dOnT9Vut7W1taVCoaDJycnjl/1/QtFqtVIUz3MkpSCFhcju+MDAXNdut/Xw4UOtr6/r1q1bun37tsrl8gtojDsdno4kxRfRqThG/n4ZMnJauvUzUhMTE2lHLulk4Xoud7xIaHt7O6Uct7e3tb6+rmq1qqmpKZXL5cSckpKAk2Ij0NjY2EhGeXd3V59//rlWVlZ09+5dXbp0Ke3QJZ0YJTesfBaNeDQOL6PReTrRbtzj3/QhOhk+1670vKbWywV4lpcB+OcYXU+j+/MI0HBQoJmXHkjZulJvX4bD4o43NIroEUZXOim78FprD0T8M2SXz1H8TnsyazgvKFF0wdjYWELzUM780Pb29l4w5CCKruz7IapnoV2cDw/KnRa+voy+xYA3Or3wBfRyHYgj5+iUO9voOgJa+uMOjQMqEVTxgIP/o4M2aOuHitFvnxsP4OCX8fFxjYyMJFCA+YzyE2kiZcuvmAue40AB/7uNgHc7neNNSiQl0MobctuPbuchu1EnxOfGv905c90Cb8FvBGXR+fc5iO9yHcl3oPxewgEg4eWCvmbSZdL1cXQKz9q8784fMcDxrJjv0EaAgez5elL66Avd3Z67gxb5II7VA0Q2ecE3Gh0dVaVS0dbWlj7//POMvSWoabfbqY+PHj3SnTt3zkw3dyw9oPBgwsEyX9ciKaPXHEz1TKIDLnzn73Ve8XdIJ5lJQDz3FT1jAh9yD32P/OFzcxa60cbHxzU5OZkW69frdW1tbandbmtzc1Obm5uqVqupEgi6bG5uZsACaIx/zcZBY2NjGT0PmODP2djY0Orqqt544w0tLS29AOS43czlcpmy8ZfRpZ+Pcpp2qkAjOnSSVCgUVCgUNDY2pnK5rJmZGT169CgtTnZB9h0sEErp2DhjqHHQ+KEWu9frqVAoJIFnQvb29vRP//RP2tra0t27dzU1NZWYD+ISQYP4gSCMj4+/IEBnJejLGkFZNFgwyfj4uKamplStVtVut1MGoV6va319PQnw6OioarVaWnDfbDYzpRMgdDh6lPG4w5zP59VsNvXhhx9qfX1d9+7d0927d1WpVF4Qwpha84VKnU4nZVSk31ze9GU05g2lhcLxDJh0omxGRkZSQIeS9rUV8J07qx6MolQdXeX5jijSD8qnfC4wOP0Cm350PA8a8duNrjtbklL2MNZ1+xoCHFY2Y5CU1gU4SuLv8fdiKFh7QaaRdDHO3vj4uMbHx7W3t6dGo6Hd3d0XSq8ckY/oy3nsYhPnJNb1u8F0XRf5QlIGseQ+R+O4B8OCkfS1Zx7gowsIDCPi6CgtOnd4eDgFbV7KEWXUnzVoi44WsujOr88b8kKgCWjEM3wbRvrogJIj08iYO7Xu+DhyzBy5zmBTk1wul7Lr0Do6lk43DyTP0vqBJ+4sxEDNZYvyMa//x1H2a/o5eTEQ9myu6ynnc3cefSEwesRBHfoZ5crl9izt1zn3rr8j/bjOM1uu/zwQ8cygO8RuJ1ymmQv+d+DJy3XRsczx+vq62u22crlc2pHTAyDnj1arpWfPnqXA+Cz0c3pE+jjy7fIbA1OvJqHP6EfeMzo6minZi5kL15NOuwgWAMBCk1hWFMfQj8fOK8BFp1+7dk3z8/Pa3t5WqVRSsVhUu93W8+fP02Lxcrmcqm+QUwffHMiK2WkHN/vZi8PDQ33yySd6+vSp3nzzTd28eTMtGne9L52AZO5XO+8zrrPS51SBhiMn7ixNTEwon8+rWq1qYWFB8/PzOjw8VK1WS8IrnZQUgMC7Iow7VcBwXjbgzqI7N+12W1988YVarZZee+01Xb16NaNM3ThPTExkdqzyn6hQvZ2V2P2MB/QbHh5WqVTSwsKCZmZm0p7g7OpVKpUSM5CCI0giCON7DI0zEgEIBhZHe2trSw8ePFCj0VCz2dTbb7+t6enpzK5TPAdmBmH2BVy+OM15xcd+nq2fgXdnxRW30x5nC/TdU5TwSreb3Tfcf0dD70rWFQEKkHuctyP640bDx3ceRvc30c/lg8+YW8AD+oK8MQZoCv+CivRDTqQTBJgyM0dqnM/ceZmYmJB0goqyg92jR4/STmwLCwsaGxt7IQXsc3AetHPny42hZxrgvVgW6g62O/6MjeeR0eFdPgb65EGgI4aORpO25552u639/f2kj9mdjnnpl/k5Szbo1zmPHvzFoMz1zsvWyvFM1z0+zx4QOijgDi+10Dwf3vWFpqOjo2lnPxZnEggjFy+zCedtJ9wmOV3d+fOAnnE6n0Qn3OVRym5lyTvjmkeX9TgfnsFDp/V6x2DXs2fPtL29rXw+r8XFRc3MzKQMnDuOPOsstIvPcKcpOv6MA1uBX+ByRJCBDPuZFVzr7/N5cT3owUd0oJEDX+iLr4LPw+f0k1JT5qbdbqterw9Mu1/XXKei56CHr+V0mQR5x8ZyJhL9jZvKRHsagz2nvc+PdGyzPMiOwXmUqZfp97M054lKpaLLly/rwYMHyX/ztXbYWEAzB73dtjoPxewQvMm78WOkE7Cq0WjoRz/6kZ49e6Z3331XMzMz6Xr3Rdyu+3o4H9tZ/d9XDjT6IRGSUoDx7NkzFYtFzc/Pp+1Xr1y5ovn5eQ0NDWl2dlaFQkHNZjMxix8ch6LHWS4UCi8oLRBn9uHn/17vuKZ7Y2ND77//vvb393X9+nUVCoW0kxVrSCAcxuz58+cpkgOt6KewzqP1ixR5b6VS0eLiYnKC2S6YGvbx8fFMacX+/n5S1r7TDFEuqIKXt0Bn3l8oFLS9va0HDx6o2+2qXq/r/v37unTpUmJW0uIoDsrPoD2Bx/j4eMYx/TJaP0b3KN2dQenEgDBmsgtRsBijI+yeGo9omGc43MB7toLtXSmj4h2+q5XvCsS8857zCDQcEPDmzok7HFwPDfrVcxOUOXoXeTrqCncuoSFz53zr4IGXKSAnuVxOGxsbevTokYaGhlSv17W6uqqZmZlM+aZnaAZpUYnHcTDPOJ/oE18zBY09sPBsjnSS5Yi17M4HvuanXwqc691A82zey3XtdluVSkWVSiWtVXIeiUZ5kOb96dd8nFGOGBO2Ad3lcuyoL7Tzxd08D3QwZh6Qdw/QuBb5hybYDHdofEE+4z1PIOXXBS8+3+4kjI2NZbZLducdu+r6QDopL3Md1w9BhteguZfyOQILLVxu8vm8dnd39emnn2pzc1Ojo6Np0TLnaU1OTmpxcfFcbG4/3cPnjhQzNiodnA/dCfM1Ag6MeIBAi8Etz5GyW+07LX0HPmzO0NBQ4ueVlRW9+eab6WwxXwfT7Z6Uf2NXvMT0vOjn9ACAQz+6nkPfACLDX8ip+yJxLRrv8bmKwZtXC/g7eRbnSvjOW94v6O+69awZb6eZ/18oFHTnzh394z/+YyqBKxQKmp2d1ZUrV7SyspL8Wy+Z9X4DOnmlgGe9oB98R5DsAenQ0JC2t7f16aefqt1u65133tHKykpmfrkWfdjpdFK1jPNtP9//NO1Mu05JWWd5dHRUV69eVafT0cbGhqrVqi5fvqx8Pq9yuaxSqZSi262tLW1ubkrKrgmQsgtXHamEEDjRvlMTp4xvbW1lgo25ubmkKLin2z3eRrbTOd61wJ1CdxDcGEbk4iwtolIIEQvEisWiJKlWq6UzNdhJAHTt+fPnKZKPtaL87wLuzp0714VCQe12W48fP84gK3Nzc5nzSqhzhs44qTGt7GUc0Ow8HOd+LTqUKG4PVCPShsKkz37eg6Ml9JcAwMsFolGSTko7HIGBbgSyw8Mnp3eiTDx4cb6HPwal26+7152RfD6fggfKIOMuHh4IuOOG48szfZ2EZ3jgxdgHeMb7iuMIH9IP6Dc5Oannz5+rXq9rcXFRIyMjaQe7zc1N7e/va2JiIpVQDtK87CMGGiBS8Mje3l6qlUaeGDcIOABGRPPdoDpqxHX9SjGgHTLoZ+LwHdlH5sM/oxzDD0B15ygGO6dtv+5eN/ReCuoBP/Qn0HXHG6AjOuPuwMU+RJrS0JU8zx0hmmc4er3jnV2azeYLQATvPGt7WcDSL4iHPr4NL3zrAYBnDVw/9etvDI6dp/jtusOzwOg89CTPAoD68MMPtbe3p4WFBV2/fl1bW1vK5/OpRIjS6zgHp6VdpGEcK3qK8Tov+QFwbhNcB/GMOOZ+ts75kWdRgocNcoccX0Y6yVzevn07ASx+JgNlUrOzs5qZmdHMzIxqtdqZaNcvSHMbm8vlkq6lxNEztr7Dogcl6PPoF/Db17E577pORFbpE3oV/4NrKDWl3IwAJG5ocl6BretMpx1Z7YmJCd25c0fValXT09Oq1WqamprKlMHiI/j6YQ/mHNSI7/X3Q3dozRlqjUZDT58+1Y9+9CMdHBzotddey9CVecCv5v3w41nBJ+kUgUZkRu8o0df4+HhCFSnvKRaLyfiChu/t7SUUxveKdiLCcO5Au3GCqBhrDOnBwYFarVYKbqamppJziWLGWUd4EH5XENHBOEvz/rvAIBQs8j46OtLS0lK6b2FhIa3HaDabSQAJkhAmaEdJVES2XJn59pcYgomJCbXbbT179izR/t69e2kXi34IEe+UlFGevAO64USc1RC7MDvjR+ED4fPULRG794fnuTHwFL4HtxgnD4SjQXEeZm/ruC6DdCmOfLwfRegGcFDkxY2X0x70JwZQklLqnqCMMfv8eeDqz0fhOw19HQulfe68eGASjY87pBgUFDcy/fTpUz158iSdQzM1NZU2oKhWq7p3796p6UaLYzs4OEibXOzt7SUe39zc1PPnz7W9va233npL3/72tzO72kUnzXmJefXadlD66Lw4z5MJI7tLX9xZRxboe7d7XNJ1dHSkZrOZyjJYPyQpoycGLTtjrLRoDN2R+E1OGjTkurh2CCPs5WW+IBRefJkMoxMARxzwgjfZqIB66snJybSNtQdKjPUsQRrPiLTs55CiU1jfGB2OfiV2sYSP58MzTisP7jxLHJF75/OY7aAkhEz37u6ufvrTn+qjjz5KWfrZ2Vk9efIkHUD22muvaWFh4dR06+ckO02Za1rcVYyxQzuyZy5PPm4a/Os87c6sByxOLwcP4Fv8Ic7Q2t3d1djYWNqohSzfyMiIms2mZmZmdP36da2srOjatWuam5s7Nd2cdv1srNsf5w18vpghRG49k9DPxnoA7BkT9yucns733IPuAvyEz3w9kr8jZmL6+RGDtMg/kpINarVaun37tv7gD/5A1Wo1AQPtdjudM1ev19Vut7W7u6vNzc2U0XJe81JYf6f7eozRF8HjK9brda2tremnP/2p8vm8bt++nSlf7PV66QBTgDHsBs/tF9y8Kt1OHWjQ3EkZGRnR7Oystre3NTk5qaOjI21tbaUTqVkxPzExofX1dX3yyScaHx/X8vKyHj16lJxoV3jR6CD8sWYZhmINgnTscLMgptfr6fLly5kzJ2C03d1d7e/vp3t9z/mY4j8LI7pwuYEky9Lr9TJ9IbV8584dDQ8f76+Mg7C1taWDgwMVi0U9fvxY9Xr9hZ1k2IngZUgFzvf4+HgqDWD9BfP285//XIeHhynNRz+dOREIFgeD4jpzukM1aItolTM6dPRdzNyJ9bSgOxzuHETD4EFGv744b3IPskAa21EXFKyjLvAbfOGKd1BUzxvv8+yTz4P/jTIiWHfF6U6np3GdNtDDs1lx44NcLpvViIbNHYEIMGAwjo6ONDExkQEC1tbWtLq6qtHRUVWrVT19+lTFYlG1Wk3T09MD0253d1eNRiPx8/7+fsoigigCnGxuburjjz/W7Oxski2vQXaaer23G0LmhEyEl2XkciclUP4ZMg5/R97kuRgRLxnc3t5O63Bwsv2dg8os44nOGP1xoAjnwp0TwBdP1/cLHqQXD1mL449/IwuunzzT6cbb+00A3ul0VK1WNTk5mTlcNraz2ArPZtGXw8NDTUxMJJmh//2Mfcx++XPd4fI54m/nIRrjjrIJ38GDXrfv+pb53NjY0MOHD9VoNJJ9GhkZUbFYVKlU0ujoaMpCDgIQ/Dqa01f6iQxAS/872pj4udMzykzsh4MEro89848dcFBga2tLa2tr6nQ66YDearWqUqmUyqiGhoa0vLysO3fu6NKlS2n91aAtBhv+OTbJ5RAb6oFYlH23kU6DaGM9mHkZLd3G+ny6jfVnEwT5idoO7sVyoPOim2c/33vvPX3++ee6deuWFhYW1O0el0gXi0VNTk4mO7+1taVPPvlEa2trOjo63h43Bn2e+eW90MSzmNE3wc+TlGzVP//zP+vw8FCvvfZaCnx4FssZoKtngmKQEefo17WBMhoRzRgaGtL09HTaD393dzezcwiKqtc73jnq2rVrajQaaYHYBx98kIwx13pGw+tmITARLd/DWDyHRWhci6FmVysM297eXkoBknpmUuPPoC06syjg8fFx1ev1ZMA4yLBQKKQFc9B9eHhYS0tLunTpUtrRa3Z2Vv/8z/+sra2tjKF2QQRpJxDwsikUBjv8HB4eJiaHeQuFQkKlmH/KRBzd9sxSRKXP0hx16BfseqAZHVQXfHeCHWlyR9ff4UrTDW0/RJAf3/3ClbDX9sKPvhjMFaWkFxyYQegYnT3/PGYQ4UVkLipvmiuzuNA5Xg/9PNiMBgwDjmPixlbKBmD8n8vltLKyolqtpidPnmh1dVVPnjyRJJVKJc3MzGh4eFgLCwsDo/K//OUvU1CB488W0WNjY2o2m2q1Wik7+umnn6rRaGh5eTnNrTvFHpy5TEed6qiR61bXcQQL0smiP9fF/m5HWslk7u3tpf3V6/V6OtMI3Rv5/bTN5cPn3MsAYqaFufWSGzeyni1zFNrljPf1C9B4fnR8vJacz92g4uTzHWAMAA1lVP2C6kGa61GnmwdHXnrpMuc2xrMzkceiHYqOojswMZsZHZioZ32eyNQzrpmZmYQ8/+pXv1Kj0VC3e1yuWalUNDIyopmZGf3hH/7hQLRzp97HDH/121TG9ZmXRXkQ7/yEbESfIDpfUV95f+AnL8fynbuazaYajYY2NzfTjmdsl3p0dKTJyckkJ9euXdOVK1dUKpVULpcHLp1y38plwOc9l8uljCiy7Ou/or6LttbBFAfdop3uF0C/TD9K2d08nd/cn+P+X7fObdAW+4ncjI2N6atf/apu376tYrGoXu8E7HE/BX+UrYwfPHigX/3qV3r+/HmmX6ync3A6+taMB/o6eIf/0W63tbGxoZ/+9KcaHh7Wa6+9luyvl9uy/S4+IrQeJMiQBth1yn/coc3lciqVSup2u2m/Xw8cOHCEHQkogajVaonAIOLuoLkCd/QLxw6iI7BEb6CNDx8+TDtN+VZgXp7QbrfTfvOcxuioDG1QA+JGgP9zueNUMu9jZ4IrV66k61utVnJ2HOkjO8PWn7/4xS/S+QI4JCh8mAPnzYWc1COLvUnnbW1tJYHECFSr1QyCivOMk0I9OsrUHcizCnNEmdwAen0oRthRKleefB7RPFeC/h5vMXjyZ6HsaG7kfREhfc/nj7czRnmQroyydRa6ucJxxBpFj7Jj/pA9L+0CnSeIp+SO5zstCDqd7nEunKaewfF5dMeTez2DNjY2pitXrmh7e1sTExNpYwICt0ajoWq1qvn5+bTW6bSt2WzqwYMHGWfs4OAgOaaUDeRyuXTA2/e//329+eabyUlBQbsDje7xgCDyM3PmjpzrUZrzbHRmoiMESJDP57Wzs5N0RK93nEn1vlG+cJasGn2JQQffMb64rskdFw8woSPP8mALPnZ02R0Lpx38BdDSL5h3neU1+0dHR9rd3ZV0skU2JSxk9d34D9qinnHb4XyBrvdgw/UMABC0cxDD9ZAHtTHI8PF4MON2OTrbLrM8s1Kp6Pr164mvms1m2vmLzOHExISWl5fPjMq7rnGQyZsfeub09UDX58KfzWexHNjf7fMGL0nZAwyhKY0gDZvPd9h9/JVOp5PK05eWlrSwsKDp6em0W+RZm+tk1+9k69mW1dewuS53WYs+ouuAfn5B5CUHvmK/kDFsLJlJf+/Q0FDa7Qp+9/Kifnb+NC3qWRrZOnb79JJyeAj9ywL+0dFRLSwsqFKpqFar6Uc/+pGeP3+e0VGMw/k5gnjOu9htAFBs0u7urnK5nH7605+qWCzq2rVrGd4FiHR6uk3w67x/v669sjWJUZMzjXSioBkcjcWGXvOIAI6NjWlqakpf+9rX0gJnmCCfz6dJYFFvRFNx8IaHh3VwcJAWsrJOA8H9+OOPVa1WVa1WValU1Ol0EqJCQOIKxdd+uAM1qPGNihoBYNtJMgquxDudkzUYjrzRh6GhIdVqNb311ls6ODjQZ599lhCjoaGhpKxQ3F7f6UqOsrFSqZS2zm21WklBfPrpp6pWqxoZGckciEjam8j34OAgrXtxJPplyPppW1Q07pS549HrnZxK77WFMSvhaLob636OmqOKbsQ8mPNAxmtN4XNfKEeNP4E5MuNOub9rEGXoNGecTse9vb2UEezH+/BO5PuIXEbFzjtyuZNMZHSGeKfPmz8fHovBJAH5/Px8KjHkTJx6va6DgwNdvnxZt27d0q1bt3T9+vVT002SZmZmUpknc+dB49jYmHZ2drS+vq7Nzc0EmpTL5UxZhKTMLl04ffHMjeiU+OI/17U8h8DanW34XVJmc4i42HliYiJj+FggHtd9Deq0RFl3+XcHlPG43IL2EQh5YOWyCqqHHopOIM+Dd9w5jKBEdHrcKffNIziVd2xsLAFE0GhnZyfjTA1qJ3wcbi9yuZN1hNDIS4A8SPIgj8+gNf1z4CFmdGKA70EbdHdk2PkzjgXaVyoVraysqNlsqlwuJzCLzUXm5+e1srKie/fuDSyzUY85Qu5+C3zlsiRlt5l2JDgGLf18n8jz/YAV5iuWwDgwwWF9u7u7maxlp3Ny+nO73dbS0pKWlpa0srKi5eVlTU5OJr4YlHY+VpdT/85tLvoL+ZNOMkTR7vvmNJFu0NJtrt/vAYHbZ/d1YjUCMjs2NqZqtZr0Lc910MHnd5Dmc++Am/fVgb3oQztNh4aGVCgUdP36dQ0PD+tv//ZvU9UPtPISRX9HtL/8DX3gdzLyOzs7Gh4e1s9+9jNNTk6qWq2+EETjs7u+8ICE579KO1Wg4cSi00wUyCdOLhPnqUnu9Y4ODw9rfn5e7777rv7Lf/kvCSGUTra/9Elhcn1BNcZnYmIiOcuOyu7v7+tXv/pVWmtALTWBihtqV8yO8ESmOk2jv0z64eFhWpPhz+WcjLg4nTpqd3ZpHqitra1lUCc3CI7aMAd8zwFVIOyU0RD9fvbZZ6rVapkSKqJ1zyr5PuDu5EiD78vvhg6Gp7kDxbx5qpRrut3uC8GkdKIAuc6DDRc6r5sHIXGlSso2lqsx5xgKVwzIS0RxI1ITHa5XbdABB9bLB72cJmaB+NsVixsED4oi8tcPfXFD7+NzxF46QY19obS/m/IlTlcF4aPeFX5877339Prrr+vevXsqlUqnppskLS4u6p133tHPf/5zra+vpywri/ubzaaePHmSdrnqdDpaW1vT2tpaqqP2rScdbHEeQz58Ma+jgdIJr7ph9K2nmWtoGwNKD9IIwKFlsVjU6OhoWnjq8xEDwFdtblxdl0rZXX0I2HyO4xicdyQleYigja9LQE6hN/zmQRzPdSc7ovQODklSsVhMmYzh4eEUQALU7O7upvsGzaS5HMWFyIBprvOc3k5/5jwCJi6j0WlgjmK5oetRD0T4zGU2lhlRara9va2dnR31er203WetVlOj0dDs7Kzefvtt3b59W9/97nd17dq1gWhHIEo/nJbQhDl2mULvuJ/iNtaDuRgAMk6/3mkKz/numK4z3Z/q9Xopu4N/gN4h08iOT4VCQdPT01peXk6VEGfJosWg1ucX2YIOzlfuozjdvSHrPs5INwddut1u8ot8HSNgTwQFsLEEF65LKBN10CXSCVmKi9BfpbmTH4MGlxve3U9O/Ro+Hxo6Xn/zzW9+U3/3d3+XMqnQ2cFN9wX7BWq+UQjg5v7+fgo2Hj16pB/+8If65je/mcDuKOfoGuY3ysCrtFMFGq6E3InF2YSg0smCZFJH/A3juSHrdDqanJzU3bt39f7776cJODw8zOzqAcMyaY7qsV0jyDGOJc9iz30i8NnZ2UQsPvN9jZ3xMSiDOsuM0SN/Vz693vEJ35Q/eaTu6CTz4CktSapWq3r77bf1k5/8JDkMUraEIe4yhHOM4pKOjalvkcham62tLa2urqYD1FgPsbe3l8qAoCFIOft6+7sGae78+KInHM1cLpcWMEHL6DChhBzJwnCPjIykNToIGYqCU+kpXwOBI/VOoIBwM27oynPgQUfFHFXmsB7eT6lcREFO07wsxZFuDClBI4Ev13rgLSmT7nV0xOeGMbpy8kDBFZQHGv7caKj8HTgzOzs7evbsWdqTn/FMTk5qeXlZs7Ozunv3ru7du6fp6emBD7AaGxvT5cuXNTU1pdXVVX388cf69NNPkwPQarX09OnTzC4d9XpdH3zwgebm5pJ8ohfjYUyuJ93wxnn2ufMgJCKNMeADNInOIXSUsjvr5HLHJWBsQR7BjNO0fsaOPrtD4eWXXO/lGM5r/jznN/8MWvh73aGUlNGnEQGE1u5oesmq2z8QUvTA6OhoWhwOaj1Ii6CcO7u+UUm/MUrZMgp3BN0J8gAwOn4u99F59rIid9ZcZuO8SceHbD579kxra2uSjmWrVqtpaWlJ3W5Xs7Ozun//vt5991298cYbZ3aY4R/mJtIBPuQ7lwlHjh39difZnW2XwX59cP6N2SenqSS1Wi01Gg3V63Xt7++r3W5LygI7bIYxPj6u+fl5LSwsJGDVfaFB6YZeQk75myoR/JUYTDBO5MLpBN/iP7kPxfeAINhp3+Lc5RLZxU9zvYZtcT8L4BYQCr3IGLyMalC+i3wBz7gMux33QKSfDoIuuVxOy8vLun//vn784x+nINMrg/w+51mvIIB+8Cxb3gKa7u/v6/PPP1e5XNb9+/czwDH6jEymZ5Gcz1+lnerAPv/tC0RwmKgl9MG5cgPFdUHnZ3R0VLdv3057bsN4TjiPnt0ZpM6cQWMYWHyD0/vkyRMVi0Xl83mVSqXkOEvKHKbGOxFwjMegxlfK7nzha0SIFknNM9FczyLtSAenfz6f182bN5XP5/X//D//T6b8BUMunSgEN1KMCzqNjo6m1K0L/aNHj1StVjOOE843aG+vd7IdJI6/IzeD0g0B88VK/CYlXSwWMxkKaODOlAda/Pg5CL4bFO9zpcffvvkAfIbwgxD71raOjjoaDc+hREB5oyM6qAGRXix5HBoaSltPu0PAnI2OjibaulKDbm4oHC2OPMb9rjeYG6/1ZNyuC6IjxXxvb2/r+fPnSTYbjYZ2dnY0Njam119/XVevXtVrr72mWq2mer0+UIDGeAqFgiYmJlQqlTQyMqKtrS09fPgwLdbs9Xrp3BHpWH4//PBDLS8v6+7du0kP+q4ejJm5d0ccGnkfXOaRJxy9ODbXje4w+Xs98PU5g4fJCse+nKa5HsYZ8L67AXOj7/zm2S5o4M9w4IH++/sj70BP6AK657RDznyNgzv+0kmAgfyz9/3Y2JjGx8e1u7ubssODNi+7go44YugOz9j4GCNYEgMPxuoON/LmepH3uvMSAY9ow6Gx8/LR0ZEajUY6o2lkZESNRkP7+/uqVqtaWlrStWvX9K1vfUs3btzI8Otpmzt77gyxXpFrXBd7FiZuGhDHC93i+2KLzp2Ds/5+BwVyuZxarVYqPeZ3pHcud7wOdmlpSfPz88leAVz9v+z913Ok2ZXdga7MhElv4IHyrqu7utiG3fSc4UxIGkkjhSYUodCj/kQ9KPQmKUYjM0GJ1NAMyW6yTVV3FargEplIC5PmPuD+DtZ3KossJKrZvDdwIhAA0nxmn23WXnuf8007Yn3xJAPCUVICZ3Ht6KBXFblPP44/FNlfn5Tg8j+6xDW4z6Bl1jfs4F74XDqdDpXISbjU8cA0w/XEk3snTTyR8NjpSVSMjdxX3b59W7Ozs/rZz36WqJq6j4sT3rjrw+NuOn3Wyn14eBiI6d/+9rdaWloKFUVsh2uGqKba5ITFq4xz7TrFhDlr4b2NAEImE6FjxB7YvPcOoJjJZEKP5qeffhqehOmMMAJwp+oPeMLReNmHSkG9Xg+fgbVk5xgPcgQRFonTIjbtcCYSwOqVC66XzBtjxDnHThSmDSXlO3fu3AmLw5kPB2ru4JClb1k3MzMTnn3S7XYlnfaYHx8fq9PpaHNzU+VyWcfHx2EffgAfbVewFPTQc58XkR/GFV+7t0CgDwRlKhHey+wPxXHGCTn781nccUzSP5cbTo/EgrI314uTo/WDMTs7q8XFxfCsGVrWvOI3baJBMhhX0hgkR3EyD9DyBYkMZ4wcFLgtOpPC9fs8+n25449ZxnjeW61W2ImlVCqpXq9rd3dXvV5Pa2trun79ur71rW8pm82q2WwmAPx5B7pCUKOVamFhQf/4j/+oweD0CeAeDFOplLa2tvT//t//0+rqqkqlUmJjC090JSVAo9slw2XDZ7zVyAO16zLzIb1Y1fJqiFdBqKpBHPh8TCM7fsc/3IOzia6T3kYoJZ9lw//+fiwv7svZd+Th340BIvrv7B1VeK/UefUWO/A9/GlzmVZ2JCnoroM6GEUH/q43Xil0kmxSokHciKuHLkted1uOKy58xv0p4Ho4PH147vb2tg4ODpTJZMJzAur1uubm5nTv3j395V/+pW7cuBFs7iJxgvvjXp3h5X9/P670+L35/THihDY+XyxD95FxDPG5YW1Gv98PcQQbJJ5QzVhbW9ONGzdUKpUkKeAX4to0w+/VbRX/55jPyUNvKXY86G1Cjm/oaiEm+oir956kkag40Qcbz/8cz3fiQz48zJBdUSEtSAiI6dPKzm3PY47riNuyJwfx5xj4oXQ6revXr2s8Hus3v/mNWq1WAne774qTFsfB/I9sPc6zjfsvf/nLsNaQa3DixY/hpO6rjFeWroNcf1gLk3x0dBSe7ImAfGvAOOtz8OnsWjqd1p07d5TP5/XRRx+F/erjJENS4nV+fO0FnwN8npyc6MmTJyqXy6FXdGlpKdwbT9uM++ddBtMM7plFhd1u9wXmgCdJ0hLiWz96YCGD9/t2UHjv3r1QDnPGwYEJBuxtCzMzM+FBc7SdsageJdvb21On01GhUAhMAY4H0DU3NxfkOElRp5WfA0cPapxnOBwGh02VAh2jHezg4ECNRiMksIAG7ttLjDhMHjDp+sqzS7ztjVJ3On26c9nBwUFILpz14TscO5vNqlqthh0nbt26lUggvSJ1nuGLHqWzthFsAzbDWVyXt5TsI8amPSGQkju1ONhlnjxoM2++qNR7zWMwzNwBULa2tiSdVg/29/e1t7cnSapWq3rrrbdUKBS0v7+vw8PDc5V148F14qiz2axu3rypcrms9fV1/eQnP1G9Xg9JOMCBjSf+/u//Xn/2Z38WnvnhQDe2aU8wYsaL4ZUub6EhYBPo0RU+44DVdZB5xJeUy+WQaMQ9+ucdk6oJxAhsxskT5O3rhxy8erKBr4rfdx1Ddq5r6Bjf88Ta/agzq04kxP/7A0pJ2CFg2u321LKDNfS4ybXPzMyo1WqFp2jH+u3JvyegyChOZH2uXmazrkPeq8/xPMmJwUin09HOzo4ePXoUPkM18Pj4WIuLi/rhD3+o69evB329aIIb32fsv2LQ5ToU3z/fZ6A3/jnO69fwMqDn1+Zgk5ZQyBHwldsMcbxQKOjatWva2NgIMgW8A5gvMmLix6uJ3Pvh4WGipRj/z7rcVqulVqsVqvSw5/w4VoG4oiXZSRe2/UenaC1nnvv9flj3Q0cFhKHHcNbrrqyshOeN3LlzJ8Rl90fTyIu5dKIS2/BdxiQliCW3vUm6hOy5xtu3b6tQKOjnP/+59vf3A96KSfdJiYxjPOTiDxVmXfTTp0/10Ucf6Z133nmh60BSIIncF76qzr0y+qOVBlDpIBLhwmR7uRKhcWEOsONM0I1/dXVVvV5Pn3/+eXBOnoVxDtZxUEbkeKlUKig3AQfQ+Nlnnymfz2tnZ0eLi4uan59PsN98FzbBg/O0g/tutVqhTYF75poBu1Jygt14yPTdocIgwLi98cYbOjw81NbWViLzj9lDfvuCYOaRn36/r729PeVyubDtJ4v5qGoAFAALrHOBfX4dDKmkMI8oOtcKm4PT8nU2vHZ8fKxWq6WDg4PgCL2ChcF6PyLOlIoFSWCj0QiOHSdHyxj/U2KMH7TFZwA6jx49Uq/XU6VS0crKivb29rSxsaFisahKpRKqHNPIzRleB2cEERwzx0fWzlwhZyn5MLA40eN+3Kn68TxJdDIiZlw90WD+6vW6tra2wpog7Pj4+FjFYjG0XG5tbQU9h6mfZnB/7q8ymYxWV1fD2q6f/vSnIdGRznZ+ajab+vWvfx02aYjn3O0AeSF/Z/Ti326X/I98uF+CmCcd2KcnhLDvrCugjcvB47Tteh5AmVdvV/GkyOOEn49rd1LJkybuifO8LODGfnMSu8/g3h3Yocu+nsoT85OTk7CVO20lF+339iqW6x5yoc3TEwnp5Qw7n+EYk9qruH/305MqlC53T2z8teHwdP3c3t6evvzySx0cHASf3e/31W63NRwO9fDhQ129ejX47rjKMu3wJMvBeJw8xHKK5enkFsdyW4oBYpz0En94n98k/A6oWSwPOYa8AIV0C8zMzKhSqahUKiXYaTohLtoC5IkGyZ+kUDHB1/i6CmRBokCi0Wq1ElVhfgPIsRWSdeI252cXQa5pMDjbltVbnEejUUj8mSePL4PBQE+fPtXHH3+sxcVFbWxsqF6v68qVKyoUCmGnwGkG1+W2wZxICr7E8aPbH7L1eXBi0Mm78fh0XfFbb72ljz/+WPV6PdFdQOIRkyeeZPDjtkHi2O/3lUql9Jvf/EbXrl3TysqKhsNh8Dfc49zcXNDN84xztU55GdKZDim5EA3w5zePsnmAiAMbQA/ncPXq1cDOA95Yx+BCdmbUHS/Xy7M1CNSNRiM8AXtnZ0dXrlwJrSZkelyzpMRWoNMMJgVj8t2bKNHH1QFPDJxVIPB4+xX3yzVvbGxoZmZGP/vZz/To0aMAvDFc7pVjM084Dy9Zjsenpd1ut6v5+Xltbm7qxo0bWl5eTjBv6XRaxWJR4/E4lIABRzHAOq/s/Ifg60mG795FIgETjhzRHdqafDEZI24z4j3khm7yOQdUVFGk04rHaDTSyspKcIIYvz+NGXtgJyWY+0qlouXl5bAYbGlpaSq5AS6RvzsY7MZZyZgFjYPOpNJwDGy9F9aBgwdtzj/J4cLinJycqN1ua29vT9vb22GvfeYX/cpms1pbWwtPy4WdQuenGe6gkR3Hnpub0/vvv690Oq2//du/DfrA99LptPb29vR//s//UTab1cOHDwMbiQ8hKfHk03XOQT++QUq2Qrkecr0EdpdrvNDfAz567RtAxDtanXd4Mut+BDIIHaKC6my2M5KuH54koUckgm6Dnhx7awQ+g+M6I8d5xuNxaBvjdUgDBzi0mbGGByJgfn4+tIXgj6aRncdK90/oC73VJIsMT+SdTHCGE3m6fvhnHKBIZ9VKj9kx++qVOZKJ3d1dffrpp3r+/LkkhWdo4YNzuZy+9a1vJY7p1zDN4Bri7zsrzvB44vfi9xcnDk6W4KPi4YAy7jrAxzKPVL7r9boajYa63W5iVzb3k5wrn8+Hh79x3eglMWiaEZMB/I/8SATwq55IEGMB1ZBuJCHeBuvX7HNA0u76xr27TrBTZyqVCp0uKysr4TqRH48LYB4lhU1EWq2Wdnd3tbS0pOXlZa2vr+vhw4ehXeg8A3nha7hOXo9jncdCr5DFfmzSsbnvjY0NZTIZffLJJ9rZ2Qn+HT3nWE6yTNJl8CekHba5t7enjz/+WNVqVYVCIdFa5gSUJ4WvMs61GJwA5OVsSYmbxMlS5oqzfv/fExGCJIYjSblcTnfu3AmMfLvdDsEDBZ4UjAieBDGUjrag0Wikvb09raysaH9/XysrK0E5fXcmSmE8jO4ifXzOKBFkcSKcj8CPwTqL4vdGsJWUMFDklslktL6+rsPDQzWbzcC2I3vvLWcuXMn5DN8ZDAba398PC1+fPXsWkhm2FsWQuFbmlMWl0wYQB/w4P4Dm8fGxDg4OQgJ5dHQUdgPiHhxUkGz5cwyc7WcuAF2cd35+PvTk43DROc5Naffw8FCNRkO1Wi2hL+hrLpcLQeH4+FjZbFaLi4vB0DnO48eP9cknn6hQKKhcLp9bbjFb5wmF99zC+sTspZTcTcWDkZMHMXABALpj8+vx34A5lyeyarVa2tnZ0fb2thqNRng4H1vzYSswUgAYSYEpn5bh86Dgtues0BtvvKHf/e53+vzzz0OgdXbp6dOn+h//439oPB7r/v37CXnEQTTWbym5iJ/7c0LAmVvmjs/GzKq3Q7j/5Dj+sE2fx2mGBzYqnCSEVJc9juA7IDyQubPBXJMTUz43DpoJ4FQluU/mx/0tdiApoS8ksZJC1YdrmpubC4CvUqm8sJmGM9nnHV5F8bjmoNV3gfM1LU4QONBxoObXNanH2u3W5evv+7ncdvv9vjqdjvb29vTs2TNtbW0FQqzdbqvb7arT6ajX64Ud3fiuVzSmHdgFesxwsM97HtvcdjwGEKdjubgvRR/j91zHpLOWOD9nr9fT3t5eYO5pPeKcnvCid5VKRdVq9QWA50zzNMOJMHSQ55ANh8MQY0kstra2woJ1fB/HIeZ6RcZjLPJ0GXkSLynhB8A3HmOPj4/VbDa1sLCQkAN+jeoOROTc3JwWFhaCLqK3T548UalUCoTQNHJjribFOcfHManhOuoy8Zjoia/74ytXrgQ92t7eDrJ14ndSwuzkAKRMoVAISRt45OnTp2o0GmEpxKSNS7zK+yrjlZGzg19nrahccEJ/hgYC9X72uNREIGQyYIy8JHj//n2lUik9e/YsZNAoIPtISwqtLThhN/rxeJzoeUdp2UO+VCqFViuAKAvM41al8w5XErZTZdtfgjxB0Uv8fBcj5F4cCCE7Mkzmh8rG3bt3Q0k2Ts6cPYZtRAYEa+TI1nuzs7Pa3d1Vq9UK7ApKDKPFOQAU+Xx+6t5vjGY0GoXKCkx3p9NJrI+gIvMytgp54xxdPyQlmBn+dhlxPK6H+6ZqRhl8ZmZGS0tLQaboPz8kRcipVCqFdoNSqaRqtar9/X09evRIKysrunfv3rnlRjDl73Q6HRwwOoQNZjKZ8HwQ5t3/Rq/ctlOpVKLlBgcUVylilgf7dPbaAw/9yvv7+3r+/LlarVaoMKLXAJi5uTkVCoUQuL0dkd/TDGeIvC0T26Bl5v79+6rX6+p0OsF+T05OQjL57Nkz/df/+l+1u7urDz/8ULVaLdiUV/mQL7rnOobeOthGVs5CooO+8QYBxZlUPwZ6yMYNkkIifVFfR9UExt/njrjhgc/9nreFAH68coRMYuAMOESnWIcEUcV5ASsxQ88P7Lv7YxKyo6MjVatVXblyRdVqNSQew+FQGxsbYa3GNAN5uK/GXzDHXj2MF4fHZI8no86auk06wPHPkYg4QI/JPOam0+no4OBA9XpdX3zxhfb29sL3nDzodrvKZDJaWFiQpEQb2HlAy6SBX/H5ellygI2hK55QxbE+TlyQG+8xL3zfQbuThJ7wdLtd7ezsqNlshu2y/RqceGQh+OzsrJaWlgLBh34A5PHT0wyPkdgM1XXWG7I5DO00MbbiPfCgJxgeB5zUi/Xcr98TaK6R1kE2FyDpwn/Sfo7NOFmRz+fVbDa1t7cXYs/u7q5++9vfamFhQdevXz+33NyvcW/SWbyNE9iYwHLb9CTbq0BOPvA5un2Q2c7OTiDQx+Nx6Pjx9ispqa9cN5VYfFsqldLBwYEeP36stbW1EFPcV3A8//sPjXNvbxuXTlzJ/D0Uimw7ngwHO84sS2cJAwzY2tra6cXOzGhzczP0M3Iu2nP8+M4M+MJgD971el0LCwuhXaVYLIYA6fuip9PpqYMHwwOFLxzK5XKJTJfPcg9xzy73OAlI4EA5zvz8vDY2NsLC5E6nkwDQyN5BJ+cFLAE8YJJ5suvOzk5gCYrFYjDe2dnTh8KQ1AGALhp8u92uNjc3A8Pd7XbDMb1a4sHN5YVOMtxRMjfOnsRVLBwnn/ddv/h/NBqpUqkol8uFxJVAyvzV63Xt7+8Ho2dBODrX7/eVyZz2z9frdX3yySf68ssv9Z3vfOdcckOnvIJBL7kDOOacdUqx3DyZckDMvHhLJIHSGdX4OzH4J6j2er1Q1m42m2o0GqFKAckxMzOjQqEQwCLOkuOiDw7ApxksesOpS0qsw+G4165d0/r6emgR4R7ZijSdTqvZbOrv//7vtbW1pW9+85u6ffu25ubmXmh94VzuB7w6wd/YPXaM3L1i4Nfi7US+lst7f5kDEseLtIlyXJLA2dnZMLech+odsnS9cVYU2ePffMtoXidhwJ5TqVRYL+G+HhKExANixFsDuP6Tk5OwNg/ggo7t7Oxod3c3bNE6MzOjUqmkdrut/f193bt3b+okzUGps7ow4tyTtwlzD64bL7NFb+NwAicGuXxPSrZWeRUUcoxF3/V6Xc+fPw9PMh4MBmFBsD9fqFgshjYVYpYz2s5Qn3c4kHPg6sDI9d3vz32aJywet2P/5XLz73Bc3udvkq3Nzc1Q5XFfga+mcs4uif5wSPSZa+P7xNtpBvdNtWJ3dzc8hZxKqsuG39gc//NZb5uK5cHrXgUmcXLciB/yHT+p5hFjq9VqYtMfznVwcKD9/f1gtwcHB0E+R0dH4TlM+/v72t7e1scff6wnT57o29/+9rnlFmMyTw6cvIhjUlwxi3+cAPXqBH9ns1mtr68HH7i3txfitxOjPr9OSnjy4x0pEP+PHj3SzZs3dfv27fAZJynjZO4PjXMnGjFTEbNlOBaMBbacBdBuDC5oX+RIhu8PUrty5Uo4Hw4MJ0GiQbbt7J6zuvzu9/saDAba2trS4uKi5ubmwuJmdilwJeJBdhcpiXv/ZgzknDlyAAB4R0ZuUCRxzvhJCnJGHuyykE6n9fz5c+3v74eglUqlEoDHKx6+ZgQFY6eHYrGovb294ARhXOIFnoxUKhUSw/MOHNenn36q3/72t+HBT3EQcXYeY8Ihx8knOkECKik4dX5ThQCgcw6vlBD0nfnmfj24xYAYBt7XG6XT6VCdY7F5tVrVcDgMuy2dZ9Cv61UpWCln+bxy5Uk/yQnglYDAvbscfL69wuZgxRMO6ezZDQSznZ0d7e3tqdlsBqBKq+NwOFQulwvH9ecWHB4eqt1uK5fLJVhEBwHnHT6P2C4+gfnEr7355pt6/Phx0JN2ux3smrVYo9FIX375pXZ2dnTz5k29//77WltbC8/o8GAMcYBOIFNnqP3zEDlcX7z+wP0xQcl3t0PHvYWJQDTt4Hjj8Vi7u7uhPYR59zVS+AYPrK5fMLpehXCmEj3ivB5IkR16yKYOHMufnzMej0O88QCKH8BXFgoF9ft91et1tdvt0MZXr9fVarX013/91/rggw/05ptvnltuzobjR30HNe7XHx6LTVJtzGQyAVR5JcKZVE8iiSvYpicoTnIxuI7Dw0Pt7u5qd3dXz549U7vd1mAwSNgpz4CCJKCSL536W56g7oBnWrDslUASA+7PsQm/PUHwe3O5uA25T/GE3RMxt0uv7KLzjUYjJGPsPOk7sPk5PEGmepvL5YIuOqngZMM0A7/w+eef65NPPlGz2QxzArCUkp0ZyBhb9nZDtz9v7ZYUFo07niJ+MvgseuSJFPrh6wU5Dr4U+2HLYO5jfn5eCwsLGgxOH3XQ6/U0Pz+vVqulZ8+enVtusY7EyQay4LcnEn6vrl+uM5Nwg68HyeVyWl9fDzbWaDQSvpHvOBGPbnk1ifONx+OwE+XOzo6+/PJLXb16NYE7mbvzxtdzbW+LMsBYxOUeDAeFgJkhyNFGA+PkxuWGinDYZQalWlpaCvtw067gkzXJKZLw4Ijp06NfdHl5WfPz89re3latVgsKjVBZS+HO67yD6/O2nbi9AyfPD3KWks9vAPzwOkrklQ1vtfAnsdJ2hFPwyoZ05vC9xYbX3HCpaLRaLS0sLIRdwAjGXBdB3EHEecfJyYmePXumjz76SDs7O0HHABCU9SQlDBz5IP8YqFGy9nYprpu5QD4OsGNjR0/8ujinJ4RcG4CYz8AMMN/o5sLCQmjFmCZJI1HAydbr9bCFYtzbDVDFFp0R9s8xcH68hsy8NcaTGCnpcJmjk5MTdbtd7e3taXNzM2yl7C0NztLGYInzQBQUi0VlMpnQXgmoOe9gzki40DNsywPkysqKbt68qU8//TSALEmhJM2uRIDGx48fa29vTzdv3tQbb7yhmzdvJvwX+uX26Qmas13OAqOHHuB8obUnyTEphBzH43FIRgeDgSqVyrllB6hktzZsjHN4Qo9cfXvLuLXR/Ty+yqtj6ALv4fOxSSrI+DW22yQpI5El+crn8+E92oIYEGfj8Vjb29vhfmk1OT4+1scff6w///M/P7fcpDObxZc3m83w4Elnxx2QM5cAT9dZt1+vSvAdB+cM/4wDHye62Inwiy++CNs8O/HlyRn+pN/vq1AohDbI2dlZlUqlkLRQRZoWLDMvk/yGdFbVxj48QeD+HDS6PLzqg33yOjbKfXuCxvdYO7i9va1Wq6VOp5OokrwMpLovnJ+fD/Pu3yN2eBw87xgMBtre3tZvfvMb1ev1cK+cm3tBv9xf8D9/45sgtkhApTPCFZzCPfA+9xVjEvdh3tbtySLxZjw+bR0qlUqJ+E8VM5PJqNFoqNlsqlar6caNG6pWq1MvpI8riGC6SYSQ6xi6g5zdXmISL27Nc/+dzWa1srIS/KwTXeilnxcfyw9+lvjEA5hPTk4fBeGty/H5ua9XGefadcqDnTO6GJiXJlFShASYY2Jcab1FyUE5wIxtX7PZrJaXlwN7RHBC0RmwXAiMc/B5gNvx8bGeP3+uUqkUWoLcUVHiPTg4kKRE1n2eAUjxyeTeMBAHpQAI7snLYL6HuiuzA0WcLlWdxcVFjUane1zzJEhnER0Meosbxoc8YQDK5XJYrLu4uKh8Ph92XHHHSJLnu0Ccd3S7XX322WfBOfuzL1zRMRZP5Fwf0c/Dw8Pg7L1320u9MatA0oTeOnOGzJw95PVJ+2qnUqeVOuZ0OBwmkrNUKqXFxUUtLi5KOm01uH///rnlxsLoTqej7e1t/eIXv9Du7m5YIxSvxyHZoIrGg45qtVo41iT9d8DvrTyACddVZ+yGw9NFhl9++aV2d3cnBnj8BboDgwYzyg5U9XpdGxsbGg6HoV2HBYzTDPwD1w1L7A8C5L1CoaD19XVtbW2F+/PdnbwNyVnIR48e6cmTJ7p+/bru37+vtbW1sOaJc3j1xBM3B51ehZTOWjjwHYA+kn58gwMliALWpzm4Pu8gkMFWYxs838ZbKLHHdrsdnnqLPnEdML9cv9sf9uZ6jN7EgJL5lBR8lftZWFOvkAJOaGn0xZaA64ODg/C5arUadkmbZgBgYVh//etfq9FoBP0DQJEoSWcsbjp9+jT71dXVsNAa0OX37vIF5Exi7Z2k8Gtrt9t68uSJvvzyywBu3C/iA4htXB/rXjKZjA4ODvT8+XNVKhXNz8+H7VqR87Q7AHGtYAlPwmPQJ531/TuuicGeA1qXhaQE6eDg0BOH4+NjbW5uhjUZDhydkHUSzIF3NpsNMTQmHDg/yRo99+cdnU5Hv/vd79RqtQL+AGfw47HU46bHW0lhrn0b+UnsvssMvEeVFdm4Lfo88LdXK+PKlONVjg1jf3JyooWFBa2vr2t2dlaVSkVvvfXWueXmvtrXGjkWdfwRJ+5ct89/fA/+v+sI+Jl4vri4qIODg7BI33E1thmvh4aUcJIK4oTt4nd3d1WtVhP2IClB/rzKOPdicK9YoPj+ACNnLONkA3acz8bVB2cgALlMEspfrVa1uLiYWIDpTI5PNNflx8Fhc+6Dg4ME+CSp4YcgggymGUwy7GusnA6IcDS+mN2VNGY/HNjBJpPIAHJgfNfW1tTpdBKZsvcmu5F7ouKMBd9ljYtXi7h+QEar1QpgcdqFfixOg9FBF5ztcVZJUkLHXD60IWQymQR4RmYkDVwrZWvmzoM38vLAjYFzbfSXemXPk0MYiZmZGTWbzRCgj46OtLW1pUKhoDt37ujatWvnlhsJ5+9+9zv9+Mc/Dk+0JrDXajWVSqXETmVSciFaoVDQxsaGrl69Gp7r4a1pcenU17YQ5J3ZI4AfHx9rf39fz549U7PZDHPmn8GJ+mJiEkF36IeHh+EBRjFIh52fRnYAdC8VS2dtVd7exLN4sB3fvpjAK+mFtQ/D4VC//e1v9cUXX+j999/XnTt3wrNTHAzhB7g2dMqJAubDCQoPwq53HJsFgL4eIGZVzzu8R5+KgJM8+DsYNZhs7y+mrckBjRMx0lkC4fcIYPGgHSfAcUujyzQGVul0WoVCIbTy4vfQe5IM7Jz7fPr06VSyw2Y/+eQT/d3f/Z1+8YtfBNKmWCxqZWUl7PIXJ6Fcf6VSCWuH2BnLK4Tcu1fQHfxMqmZA2O3v7+vp06fa2dlJMKf+48kgmMErTDDd9Xo9+CPpDLz3er2pZYc/doJDSgLTmIUlbhArXgZcGbHPi9txsU2OubW1FdY7SEokfsjKK+oxgYhP8WtyUo37ZGvmaQZdCr4lrO+mlk4nH77sbVXIwPUfGXM87NQr9xwXG/cdN8FJ6Ia3rUoKXRz4O4+xfAZfQ4yVFBKpcrms8Xis/f19ZbNZ/ehHP5pqMbgTjswr5/VqgstKSsY65MF3/X3/2+8/1kfWLq6srKjZbIb2Y8dsjhu94sK1cr2QKJJUr9e1vb2ta9euJSrinFd69d1Ez1XRYJtP+qeHw2GCiaJkjrIQdGODQiG8fMaFk+EDUPicJwm1Wk17e3vK5/MBOLsSO7sFU8f10soAsISpwtjo4fOyVqlUCuXdaQYT69cV75CDoZIsOUs+afGfAysp2WvrLQYMFiivrKwEphCDdWNx1gAADUjwnXVOTk7UarUSANDBEXOCHrhxnGewm1C5XA5K7YCN+/Qkjv9JtvgMCQtPKGUtBiyNt/+wIw/36sCO16Qzp49TdFCEXJlX/y0pMKicX1JYrDY/P68HDx7oe9/7Xtgi+Lxy29vb03/+z/9Z//t//++QjLE/Nsm2By/sod1uazw+7VnnmTNsrbiysqJqtZp4kKAHOGfina0j2APE9vb2Eg859GvxeePaaHNBfp60sHDc7cePd94Rb8PKNfnaLW+vLBaLKhQKgQ30IIJ+ecLutpVKpdRoNPR3f/d3+u1vf6tvf/vbunnzporFYkKWtCRJyWekuL07C+0EheuuJxBOEmBTL0siX3X86le/CgGdRCK+rpmZmbAYXFJoY4x9msvSmV4Hcx6IsVeO45VaZ57jhNUJH09YnDHmHtAzqgs8kwhf+MEHH2h1dXUq2ZE0/6f/9J/03/7bf9PR0ZHm5ua0srKifD4f2sxIpnxNGclQuVxWvV7X7u6uFhYWtLCwECqT3iaHznjyibw8MZNOgeiXX36pZ8+eqdFohOv1BMVjlrP5voOXdFYdbzQaiTlAX1+VIY0H1zo3N6disRgqddgH1+s6w48/QM6TT4bPv/sdzuuVBgeFrMfgOSxebQAveZzwY1F9BCcwx5zTk0aq4tMSoR5j3facuEEO+DhsDKKMZKTX64UKI1VM73jBd0pKVMPw27Ht8l3kynHAFA6isU33d/hy/ALkcbvd1tzcnN544w392Z/92VRbyIMVHOPiQ+KKhVcESMScMPOEhHjJHLsuoi8MZJHNZgMZATnrSU9sV67TkPhUtFkDTTXurbfeUqFQCLKlxdQJ5j8oq1cVKu0UKCNMD4L2AMrke1bmjDNOxSchrnb48VBISj/5fF6lUiks0ma7NcCRs1exQo7H49AK5W1d7mhgMnHIBKFpWT7OhexwDjgbKbm1IUbrMnPH77JzUMt7OE8P1LQ8kUz1ej11Op1wLHraMR7Ox7XSZsD1eQnO24r4DokbpelpkzR2aKJKwvxwbzhrD8CAHGeDPBnGMeRyuWBY0llbmuuKy5rj4NBwerQ+wXZPClgOfh1QMe88D2IwOF1EWalU9M1vfjNRtjzP2NnZ0d/+7d/qxz/+sY6OjlQoFEJrBdty4oBidterPLBx5XJZhUJBT58+1ZUrV7SxsaFarRa+zw92OBgMwjaEAA2qhrCWsc+IbQL9ItnFBv1p7TMzM2GrVGe1vPQ+zcB3sIaG/wlW0pnTZ9F3Op0O6zTQd6/uYIvYB/ICSHz66afa2trSgwcPwoMasXn0PW6VcubMKxdOQDip43Pk691qtZpu3bqlcrmcuMfzjqOjI3355ZcvVFFYx+DMLTpIW6Z0trYFRpS/HZS6jXo7GHJABziH+7GYMWY+8PH4E8gE9120POLzAJvIulqt6vvf/76uXr06lez29vb0t3/7t/rv//2/q9vtKpfLqVgsanFxMbRMOWj2h27hg9nJ6ODgQLVaTZVKRZVKRTdu3NDq6qrK5XLw1a4nHtto8R2NRmo2m6rX66rX64m4zH17ouK+kmoGwIs4zbVT7fb58mRnmoHvcBvwa/SBDnq1x9tM/B45Np/zaoMnvYyTk9OtyhuNRmgXc18fJ/J+HLbPjteqQYb6egfOFR//vKPdbmt2dlb5fD7Ygyd9nsj7ttAkRHHCBInFMX09AMdzf8QcORmAv/ct1KWzDgTu23dK9NiKvbsuFIvF0LpOZf+DDz7Q8vLyVHJLp9MJmyR+Iwcneby64UlurJ+8hhx43/WZH+TI+Ug2WNfpusHx+KyTgMPhaRs/+uUFAFrglpeXExV7SWGh/auMV040qGTMzs4m2H2UIy7/eSnGd7Txm4gZT4As3+FYCIMdpQDt5XI5gA4GQIRjc26eW5HL5UIw9YfmsdgZUOZGRrCZ1pBhB3ySyfSZNDcK5EiW6SwJ78eG6i0TzsY6I0vLEFUdFjACzgngBFIchbekOQvBw+mWlpbU6XRCInVychL23q5UKqGaMM1oNBo6PDxULpcLoIJ5mVTGdieJvlGdQK4YjLfEkN0jK87Bew4unWEmKfSNCaRTo+73+wnHIZ3tbgXjwLFhlweDgcrlsn74wx/q+9//vkql0lTB98svv9Qvf/lLHR8fq1wuB5BRLBbDmhlPrNwOsR10tNvthrazdDqtZ8+eaWVlRVeuXAkVDm8pIjEgsWBnnvF4HJI8Ty6QncvcZQYQidkX2t/oweX8zoJPM/x6sAsHVM46MfAzzhRzzV6dZWAnrs8zMzPqdrv6h3/4B33yySe6f/++Hjx4oI2NjQTD6IHHj+3JgTNog8FAnU5Hz54909OnT8P24KxzG41GKpVK+t3vfqebN29qfX09rBE677hy5Yp2dnZeaDcj0WTtRa/XC+03DkQgANgpC9/mbHkMdPGJgCT8JP/HC4VdRjFbyBw52+/rIlhPABCHaZ6ZmdF3v/vd8IyIacbHH3+s//k//6c6nY5yuZw2Nja0sLAQWhyJY9JZ5ZAEgxhIbG632zo8PNT29rbm5+f19OlTraysaH19XWtra1peXg6xBT/JQ/U6nU7ioahOnEhnbdT4YPebnuw56YAfxi9TNWW+JL3gK88z6FxA37numDl2HYgTEgfX6I8DeF7zNiVnhrnXdrsdFsnzurfP+Pk9aUaGnMtjF+3d/X4/2JOz49jHNKPZbIaNd2ZnZyfOLZiMeOc+EXsgfjmLTpLkxLOUXEQdk6gxKYIs6EJhgH38s349ENAM4shwOFQ2m9V3v/td/dmf/dlUa4KkZAsYNsSI/TT3zPBEIyZQXBaxTbguuu6Q4LGwvdPpJMgel6W3+TpBXygUXqhetVot7e3t6caNGwH/g1/Bja8yzrXrVGzEDrRQBJyNXyw3xf+eFeMo+c1nXcDepoDA8vl8YHvJ9pkAlCsGGmRjLCYliLElLAYNiCSzRoGmXWcgKQBzKkNk/c4gu+H4/8jTmTYH1O6kcBbI3bNmwBdKdXJyEnrk3TFgODELQyLoW0Pu7e3p+vXrarfbwdkzJziMiyRp6JgDF59Xby2JA4PLzPuEuR+AAolpXB73gMnrcVtPHGR43VvcnHGVlNjLn2PQgsiWqX/1V38VAOY0lbQ7d+7o9u3b2tvbU61W09raWggO2WxW5XI5LDB0Rq3b7Wp2djYkhiQbDta2t7e1t7enzz//PLQWLiwsqFKphON424zPl29r6A5QOtNBX9s1ielEn0kWfaeimK2ZZnhrJwy725DbpQd77oEqhx8HZhd9InlDB2Lf0m639eMf/1i/+tWvdO3aNV27dk1vv/12mDPOw/E9sXLf2ev19Mknn2hzczM8aBPZ46+R7dbWlj777DO98847+uEPfziV7BYWFkJLK36IJDMGccgBe6BiTbXagZ8HYJIAdIA545792QQeOD0JZXgFjc/gXwmmVDL8mQboHA/o/NGPfqS7d+8mdp4777h27Zo2Njb0+PFjLSwshN5owIDHSfSFxJ34RXUMu5AUKkZPnjxRNptVLpcL7VS1Wi3YCzqJLACJPhw8+X0SI2F1sW0IFG81cltwcAa+mHZMIin8muNEImZ6OYbHAHQIH49PQ2e4ZwY7cpFIeduzE1fO3sc/0llcgzX3JM3jNCNOms8z8Lvcm/u2mPmOZcXr7uO4N/wzmMUxHvHE2xOd7EReyM/lz8BWvXLG9yBRXcb421wup/v37+uf//N/rvX19SDXaYZjTezPk22O68mDk9j8dt3gfz+Wx5pYX5AJ+KtSqahcLofYDW52Asz9CQQg1XjaQdmBDwLe18rEZOwfGq+caDjLhxOmP8/BgJcRnU3ntxsYnwF4+9oIlBjg7GsDcObFYlH9fj88MM5ZDAcFsdKWSqWwB78HO3Z4QOkpJZEMTLtdJuVTL997NuzVnzjrdWbFwROfZ6cG7t3ZXP7m+8hyfn5elUolsQYhbu3AgN1p0I6CYbOegF1qvOLkBuGyP+8gIeNanblxdtN1zpnNdDod2i/c6Tmb7PcWJ5hx4oIRumyczUD2njByre4Y4lY82h9u376tf/kv/6UePnwY9vWfZhegGzdu6N133w2gC6YIQM49ID8qWAA8krt0Ov3CwzFxNvV6PZTIs9msqtWqlpaWwnU7O+V6S/DEdxCQ4wCP/3Bmr9vthrlBrzKZ0wccFovFxNxMa6/cO/6HHXSYY2fPuVYSwjg5j9kk2FzASDp9+mR4HpDJ+WnTqtfrajQa+uSTT/STn/xElUpFi4uLWl9fVz6fDzuIeaICYbK3t5do4XCw7ow4u8axzfDe3p4Gg4EePnx4btktLi7q+vXria2osd1utxv8hT+BmPnFHmAjmed8Pp/YaSlOROP+eGePkbszgFLSZgmgkGjoKnrJ+hF+IFpOTk60tLSkH/zgB7p//76Gw2HYvn2acfv2bT148ECNRiOQYcPhMLS50iftu8OlUqcbSHhllPsG4HOfnnzQZrG0tKSVlZXg12KWHzkARnwhusvaEw/mk8SMOEryJ50Rb5VKJUFGXbQKSZXGYylkk1c3sFVGDPqwDwd4MePM5zleu93Wo0ePtL+/nwDEnuz62kvXSf/BT4ATkFs+nw/+zpNPrnVasIyeoS9ODIPH/NpimYBDqPZIyQ4XjudEEnPmiSXXj177PI1Go7DWhc96xUxSIDTwu04ugg/n5+d18+ZN/at/9a/04MEDFQoFzczMqN1un1tuTn5zfsdyzLn/9sQhjhWOl5wk8djpOsz9eZLGeuRarRa2F/a4FFe9iKF0CLAuDD0YjUZhnVG5XE7oWFwh/n3jldFfnAnFJT+E6U7aQR8X7WwHN8qxXCBeeoVZ8YU2sL/SGVD0/mWfABwgCcvR0VFYYOvgy7NDdwQkNtNub+tJE4qPs2BiPfN1cBozHy5rT1JcDg6CuAfOy2eKxaIajUYigI/H42CsOApnNiYFGdogWO/A/RKYeBL1tIkG7AeOkPmQztazxLL2648dIsZIAOYzGLBvP+x66fKk/cmBpjsWTwK5Hhww50CXuf5cLqcbN27oX//rf60PP/xQ2Ww2gP5p9vguFotaX19XrVYLOoRux32bksLckWRy3yRq/J4EBDxB4Onz6HrMKiMvX+gYr8lALr7oFbYV4AI7xeJPgqWUtJtphieqtFTiJ7zyFeuFs+qeVLpPBID1ej3t7OyENSCAfa9EOuHCQsuTk9Pdfz755JMwJyQbLme+Q4DFbtxXOvFxdHQUtqVkC+FpRjqd1p07dzQajfTZZ58F8E0PMWCL5BmixxPw8XgcwDXPX3DW0dvn8H9OcND+4WvUvAoC4Hbfjv6he+h6t9sNNuHJ78LCgu7du6e33npLtVpNkgKbOG1FY35+XsvLy2FhqhNMHje5D68++FoIb+Nk3R3+2IE+BFW9Xg87ZyGrGERQqfAEze+T2ILO0WVAwnh8fByqfKwXLBaLifvEF08z+D4x3xOJmNRxG41jhCcByDBmqJ2Uk059Z7vd1meffaZWq5VIZt2WnRBwUsFjjINjxzpOyDq55hhp2sHcYn8kN1xXbB/8zbV6ksbxIPZi8phE3Yk8fJQnusiD48cEI8Pb/9zXetUM+ZRKJd27d09/8zd/o/fffz8sak6lUlOReTE2iOXFZ/yanQR2XUPH/DtxLIljb4wHJSXwXbFYDI9s8ON4coP/pCoKNkIPiMOOrfmuEwd/aJwr0aACEDMe3hsPUGaSY+fjjKorD0rsEwEg8kSAmyXYFIvFUI3g3O4MHZh6Ruc7YY1Gpw+GqlarYTtGZ0y9dWLagcH5fXopK+5L9KqAg5kYoLqCco84JmSHXGBFANLlcvmFHlxnImIW2tvccLw8cA2wR3CGPfDdCqYZ7gRp5/EElmviOqUzFhNH72DEgasz48gEGZDY9Pv90NoRM/pSsu+SeSCIOzhg/vjNz+zsrGq1mh4+fKh/9s/+md5+++2w5oF5mybBhe1mjnGAbFns7SLcF4O9tH17UWdN4nvGZvmut1V6ou/B3kGjs0IEJO/HpXecNoxWq6VutxuAGc+gAFRxHdMOAi16S3CERZaSW8Zyr+z8AwB2X+msWiqVCjuEHBwcqF6vh4oMO4KRyDgwREZu27QoxYDGq7jYvleSKKv78y1Y+OckznnHaDRSuVzWW2+9pUqloufPn4d+Yek0AU6lUioUCmHRIrvgxRUO6QxEk+zhz903MXwtoLfoIpvhcBh8E6DP19Y4GCLm+ENjC4WC1tbWdPXqVb355psBnOMP8vl82PFomsG1FAqFRMIzM3P6VG2SP+6F84zH40QijpyIM3F7EvbqmygMh8MXQKwzrFLSfjmvk2L04g+HZ5uB8GwM4sFwONTi4qI2NjbCAzbx45OIo/MMB7Wx7fpgPrFz918ODP3+UqlU4jiOf3Z2dvT06dPwzBePA5yLHyfpOA7xxlt8vWuAOOHbpWOfXnmddhCrqDo6vpCSW3oz/FqdyGMdJYQQ1+f3hHyJsRAvEHDoHL/jarcTyGBLT8aZL+aPZ0J95zvf0V/91V/p9u3boWKIvk7j7/Dv6H183VyH/3b9ch3z701KOny4XcafR6epULBpE99zAgs74XqQK1gJP3pwcBB8uOvwecYrJxoOFlEoXsfAPfHgpj07diDN+86+ewkcw5QUgrM7dT5TKpUSZXYH1QiQiXTQ5L192Ww2YQBHR0dh0SwMvzuW8w4HwFKyX9hZXpwIjsOTLW8viKtIKJA7Nt91iuN5SxlgAkMZDAYh0ExiR9wwCMBUYpg33h8OhyFAEuimDb7Ly8va3t5OJGnxw7OQK0mhlFz4BYvK671eLwCsOCl1JhhH6Uy6J9Tcs+s+thGvu+Gz6DFJ3927d/Xtb39b3//+94MDRLdxYNMkGicnZ7uIzczMBODO9ZEseoXKk02vgLnT8wDjFR0PBAAHnjDu10+A5zxxkIxZ1PF4HBanwkSz24UDQNZSeNVl2iraeHz2oDO3I19r5EwiTHa9Xk+QAe78kR3O3B9UNhwOAztNUCUh4LvezoAeca3OysZsFb7TkznprOrbbrd1cnISFpqyA820D+1jXvL5vK5evarFxUXt7e2p0+mo2WwGYojEhmcXYROeoGFH0lnlGbuL5zadTifW2vGaJ8YkVMQut2MpWfFLp88egLe8vKwrV67o2rVrqtVqAXQCnjkX7UfxuoZXHd1uN9GiyxySfEJ4eUXB20DxTf6sJn/Pky5vdcYHus36fXmrjqTEcZy9x+5YE0KiMRgMEs+GyefzKpfL4Rq4V1pPphkcZzA4XYxNNQzi0Mme4XAYWsdqtVpoASfxiSvUnrB5Vev4+PSBv5ubm8FXO5CTzvwdNugkrTPV7oPR9bgiwJbik8DoRYjQxcVFbW9vh+8T+7CjOMb6Wk1v38F3+ff5jO/U6KQr5BEx1p+Nhtx8HYf7wrgS7sQPFSBi7Pe+9z392Z/9ma5fvx7mhg2C4irEqw7XJ+bdbcqxp8dIn78YU8Z65+9PwsCOGaWzKiY7s/pDE93fxbqHHF2HHQ+wQymbQTFHrzrOFYm5KBeoKxEndmbNF+Xh0DzRcGVBUARi9ob2CcPJ8v7s7Gxgp2nb8MQHNmwSg8s1xw6byk2cAEwbQBzMekLgCoOMfPKQDwrhi+h5z50USR0B2rdbdUbBDZLPIzcUjev2hbYeiL2tyo1NUjgec+/rGc47eEAj7JszjTDuvAcgxEGhm+gs71O6Zb9o3h+PxwFAsHODO0LAurdbvIxJ8flF/pnM6W5pLPR88OCBPvjgA924cUPr6+uh/cxLwDG79Kqj1WqpUCioUCjo8PAw8aRXZ3vc4eBQWAuBXAuFQqLv3Cs13Fdc0UBPAUn5fD70wxIYvLUA0B77AZhXjttut8M8lEol5fN5raysJIAqZd+LtOuRjEGSAHidxXLyZHl5WY8fPw7EBAwxwwOMEzHssrS1tRUqDB4IfTMAZ6QkJWQJCPcKBj7HExZshwrh8fHpc0jq9XrYiWppaWnqNlHf2pJq3dramobDYUg22Mnk4OAggMJSqaRGoxGAKXOJ7XmbAYkZm2tQzXbghY8l2eKaSOBoTeT7/M0aGBZU5nK5sIB6PB4HEM058IP4OicWzjs6nU7YVIH1btwbfgpCiDmXFKo0EDBeCXH/5oCC3xBrft3cc7FYDOuTYlDkQMlZea7Rq6GwylR9qtWqVldXw3voLIB/2tHv97W/v69Go6GdnR09f/78hbUDXC/6OTs7q4WFhbAwnt0snSSQzhJdfFKv19OzZ8+0v7+faDt1v+YdCZMIFScreI3joOPEn0qlEtagOSPtLW3TVoOISb1eLxxvPB4HG/O1PY6jpDN/T1tpjCdYG+bVN38YJ/GG6g2+3dsi+Z7HWH+Wlsew+fl51Wo1ra6uan19XW+99Zbee+89Xb9+XVeuXNH8/HwgDB0LTmuzUpJA9KQH/Oi245gprtI4dvHPM7wyy3t83sl5fF61WtXe3l7AYNJZa7SUfEizD8frzHGj0Qh6xjgP+X7uROPk5CSsTncHEwPJSRUFnxBuGqDigiYgxOymZ4QObjgHoMSdsKSEs/X+ZI5L8HXgSZsOjtYzv/MOEh/AN/dOMI9BnwcV3o+ZDIwDpcVRM7g/T7o8IXAHx3lxFp784WS8tQhl9cACo4NDHY/HYfHatHKTFLZmJZkkYADAvDLhAZWkgXmVzoIjOoJxxtUJX4zKveIwvco2CQCyGNRbMgjaV69e1c2bN3X9+nVdvXpVa2trqlarYZedWGe4pmnYFioasObSGbB1tsxZYhJ83mf7UYavt3G7jdkREjxeY2tigqHrM+tunN3Er5CwcK17e3vq9XoJEmN9fT0AA84XO+TzDhINkj502DcKcPuZnZ3V2tqa1tfX9fnnn4d7wiaYR3fMTsqQAMO+TmKt+J/Eh2DgvozPADD5n7lC9swvW8wCUKl+lEqlqbd8ZJDwjcfjwGaXy2WVSiU1m00tLi6GymK73Var1QqtW1SssE3sr9frhfn1Nh98arvdDhULmGrADpUBFkqyRoB2NRJLB+gQTwRdZISO+Nw52z8taEmn02FDhb29vZDg0nKEn8OO0KFCoRD0Ml7M7p9zcoThPt4BJtUZ6WyxMMdwu+LenaVGbuiYx6X5+XltbGyoWq0m2FivMk0zhsNhqKI0m009fvxY+/v7WlpaCn7Lh9vVwcGB+v2+6vW6MplMaDktl8shHhLvWF9EwuzYh9/oBHPgJINXBzwJcTxFvPXNSxYXF8PaHfeXfv5p9a5YLGp5eTmsR8J/0arnpB7DyUvaHR1Yx2BWOmuX8nVqTn4SM8BFcbUBn0fiD9lMNapcLuvatWu6ffu2rl27prW1Na2srIT4ClmAzOI1bOcdXrmKyTvex+d727FjYB9eTfDX/Hwcz2XqFW4GesdGEcRlJ0BJzNw+qQT5EgfmgvXEjlNfdbxyohEfPGbL/MJcuA7IUDQvbfvEu2BJJngvZoqcLfZ+S8/wOAeJAw4aIwA44Fwpt6LwOFh6eqdlDFx+nt1jKA6SPRjACCEzT3a80oHMPTHxsiOGRFKFXNhlyEuTtO5wz6PRKPT4Mc9cG9eE08A5+kIyZyinGbOzs1pcXEwEx/gJqV6OdQaq2+0G4IID92qGdNYa4xUg9MVbpdB9dJF7BJzA2LOoly1f19fXdf36da2urmppaUmVSiVUGlj8Kyk48hgoYAfnHRxjYWEh7KjhbROcM+5fJpiyAJeeXXaeiqto2BnJB4EBR+jrQTypeRmL4hUD9JLdzer1egCBgMXr16+Hp2jDgjFv064zkM5kT1IBePAqDNeNb7h37552d3e1ubkZHLZXypxwiIMNINhZO47N9RCsPAlz8obvAGa8guwtWCTo+/v7IYHHRubm5nTjxg2tra1NJTeuwatKXCOAgEXIznZCInhC7y07+DJ8CTYJUGGnM2c+SfQBJ/ymsuYBGx/M9eMvmEf8gFfp+Q73Hcey8w7aljY2NtTpdBLxjvM6ccK1z8yc7hzG68Q6Kj7OonLP2B/2Lp3FY2/1IVZ7C5B0Vmn1ii3+hDnhOQYQk7VaTQsLC7p582YAQKlUKuj9JMD0qoMdzdrtdogPJJHOYktniZODJ9YtDYdDHRwcaGtrK4Aw5p856Ha7CRJBSq7PcwzieMbBqANdvutJhrd2p9NpLS4uBr2NcQ6+c9qRyWRUq9USiYI/5yTeqtvvGbICnXMCy6t9xAHHN8RhrzZ6dRD/QfKXz+fD2sNcLqdKpaKlpSVdvXo1dAUsLy+H9aIQXNwTGKXf779A0l5Efp5A4g+4/jgJjCuvMRHF+7H+MBc+HFO6bnE/xERfo8w5wHgvW/IQHw9dhYDjXl7VXl850fCTc3GefTnAI7C5Y+LCpDMGKi4dOaPp4Jnz8YPzpB/XJ8/ZJQ90MLneJ40zBlRjSAQYepUB6tM6QY7t9+ry8Gv27fm4TunUOQLseT0GIW6YyNAVFQVkET3HRRlxDFwTbA6O1hmXfr+vZrOZcLx8Jp1OB+aZ70wru1QqpWq1Glp/0AUcst+3Gyfy5n1JibYxrofv4gwdQLjBI0MW5cGoFItFVavV8GCtSqWiWq0WGCie7lupVEISwi5BHNMTUJLceHeSaQa90Wxb55UbgiuJJIy9BxVnGbEV2A9ffyMpsXidQMrn0CEHoPyN03I7Rv5UM5rNZmB4x+PTh6ZVq1Vdu3ZNq6urks4WfzvDNm2ige54+wOBA1/ijh9brdVqeuONN/TFF1+o3+8nWFsP0t7G4oQKANB7lKVkn7i3SnCt7kc9QUMHOBftOIPBQM1mU41GI9gR+l4sFvXBBx8EuZ53eELO+b0aDdCdmZkJz3CQFFoo/H3kjd9yHxMTXl7h8Fji8SmWaSwjtzXYQNZa+QJ9QFQ8L3xvWl+HjGDTu91uiKEkPJLCwlliVDabDWSPJ/zYDxUl1nh40oTuOVEV676DINjomDz01mNsUFJ44Gi5XFalUtH169e1srKi8XgcdhTjOBcBe41GQ+12W81mU8PhUKVSKSTO0tlOZZwLMonkjsTTYy+2i7wBwzGbOynJcD2LySLXIccFJGdU0+mFL5VK2tjYSGxl7SCW67pIBbdUKoXWNcdwyBC/T3ySFHbvRG9IvtzmwBvon8cJHifgZA3fY4ctYmzc2ra4uKilpaVQJSXGcg9O8rgtoJt0GsSA/jwD/XC/4dgCWfi8EMMcXzg5Es+hJzH+Xc7jSUt8bnCEY0p00asjkDfMAa2hfs1eXXJC5lW7Vc5V0WBQESD4uvOCVXQnhtPif+8JpeLhLBbG5DczqRzsQQkABxvABHNuB3YcNwbOAFdn/egPvkgA8YwR9k5SAgzhoLgfVwSSKgfQbkQYjbNtMAYeVNwJcH7YeFqGPGFkIEN3gEdHR2ERPQ4GAEbiwXEvwlQh+0KhEPp6c7mcms1mIrg764iscTCZzNn+8vTE8x6MFXLwvndnTwEeS0tLIYkoFAoqlUpaXFwMLIuvHULec3NzYa2Cy9cdqzsPB0xxsn7eAavHnDmLy9aw6XRazWYzAFFArzsgnBa6DMAAIDhQ8TlxxgZmBHbLE3sf3DOAuF6vB52en58PlaK7d++GHXoo97o+XkRuUnK3FfSIe3WmzJntGzdu6Bvf+IZ+8pOfqNvthkWvAFbmdFI1gvd8PQ0BMk56sLNerxd0Vzrbopq5iEEk+ndwcKBGoxHWr3H9N2/e1Pe+970XWvnOM9BhqnP5fD5UQgEBrufp9GnLIQAKYOIBNpVKJQCu2waynMQoIkPXQ4bbH/PJ61R2XaddF4bD4QsPXmVepwXMxL9qtRr2wWfuSRKolqZSqbBBAjYbP02d+OLklsuGzUBc9/zanRBwUAHp4BUz/00LztLSUohNCwsL2tjY0N27dzU3N6d+vx+qTF5NmnYQ67ySQ1LgSaukYFPscubVO5IFZEgVHxl5xcrjj8stTv6RixM2XhX2FiS6KtjtUJJWVla0sbERrs1BtJRs1ZpmOMhcXl4OfnZ/fz9RNYOEkk7tj80XmGNvbXZQTHsTcTAmP70bJZfLaWFhIbQ2sjtdrVYL1Qx2VCJR4PtUNZk/bz9Gz5zQuWgVTUpWMh2XxXjV75e/+T664jrBZ2LdYr48SYnJUD7jSYV/zyseTirgM5AZ9j0JL8edQ39onKuiQf82xodTcwfrQDmc5P/7GhUIAA8TTx80hhtnuM4KxILnQWGHh4dhxxQExDVSmqWqwTlwAN6y4krIueLFhucdgHx/HoL3RDsbgdE4q+7gzgOZB1ZP2BzUxIHVwQoBladB81myVy8PU7b3pMXngv8BFBi+M4fTDua/WCxqcXFR2WxWBwcHOjg4CECUxaUYA0xfXA2DmWGuAWnFYjE4MuTP52kxI8nwrVRJjEkoANE8ZMyBJI6BQO9g2/vBcYp8dhpH6JWexcXFsMMPiakHSdaQsCWlV3t4SI+vwWFO+PG2IBwbzLy3mXH/rpckMegNNn5ychJaIZDHzMyMFhYWtLKyohs3bmh5eTmwbc42Ay6mBXzYFQHdEyEnMDwQcN5isagPP/xQx8fH+sUvfqHxeBySIW+TQPbI0n2fO3CXGXJjx6adnR3t7+8rl8tpfX09ACuvKvE9X/A4HA7DlrrMDwD3Rz/6ka5evTqV3LgX7gNGFBbUWV3mB53ydjD8r/v/mP1DR/w1Z5qRgbf6xb6KzxKH0F8SHRhlBp8h+ALCPKBfxNcR7LPZrDY2NrS3t6dmsxnmkmumtRG2vdVqJSoUfh3YJySH+xevfEhnwNnnymOFXyfz5lXio6MjtdttpVIpVSoVpVKnu1f5zl08oA/AiJ/weZ5mZLNZNZtNSXohDoIn8LHoxeLiYiCx+Kx3BOAneZ1jI6tYT12Orq/eMoqvdzulqshaKRZJHxwcBFKFLc993ZITYY4Fzjsc9LKGiS1hWTvVaDS0t7enVqsV5p3NetzmHbs5o+4xFnLPz0nlAhIPwg45Exe80uGblKA7jm+c8ECuHqPwN2xzO81wn+KJrONFbMl9lBMhcQLi/o4RYwh8IHrpg6QQXO1VEb8GyAk/hye//M09uv34+uJXGa+caHi1InYuKJf3nGNsKB+sCwKFAUfYXhIkMXHWNM4AccoovfeiYbhHR0eJiocHXAIGhs+IGUUy8YsAZoxJUmApUqlUYu2Et/dIZ84SxfIWCF73KoW3J/iiPM+OXWm4JsqxMzMzoRoE68Icu/P1ufLkhOALq1YoFMJnvdVjWvlx/eVyOayHWFxcVL/fV6PRCE8c9q3y3IFTNnVDx+nR+0k7EXrMffKZUqmUaDVwhsmTFmdbnelABmyj6IvM3agBNM6aTyMzEp3RaKRisah2u52obKArAHMCR/z8DIbPIXbpvbi8zrx74hADZ8AZibWvQep0OoFthxzIZDJaXl7W4uJi6MmljJ7L5XRycpJYhxVvJnHeAfh1hsxtMk6ovG0im83q+9//vrLZrH79618Hm/dkwQOHM6AOVly+zAWtK81mUzs7O3ry5Inm5+fV7XZDfzIy9gX5bBvJ35O2CP7e976nH/3oRxdK0jx5csBBnHA9951lnCmGgEG+Xq3wGBL/dnbPg7IHZ+nFh7B58GRtUtwi4my+AxWOhZ+LAcJ5B7GmVCppeXk5JP+sd+CaSWBTqVToPXcAgd/xeOv27DoVXy+6jH4gW97zdlqSSXYsk063SwVcslnD4uKiVlZWAkMNUHFCJU7EzzPwN4BbX7ztCVoqlQqdD7xOkoFde4XPGWApmUy4z+PcDh6Jv7EPdRIA+/adl1jQfnh4qMXFRd26dStU251Qwb/GfnqagX4Mh8OQBAL82bCBXeFYixNvTctrjkey2WyIn1T8AcLETsgiPpNKne0SJiWJZz7nFTlfeM48+nHwvzHIZj3pRezV/V1MiODD0DMn97gv/yyfd6zrr/u5Jl2zx1R00R9syrz5zntOxHhLX5wMS0okt5zjtScaHNRbQgBEXFAccL21wo3Le+jI6HEEcfaEATozMB6PE5ksww3O11648JlYB0Szs7MBdDorxHX5/U8z+N78/HwC8CITKgUxC+Ly9iwdZ8iIFRGZOhPryu7H8woUsgeMYhieWHAO2oOQrbOV7OICg34RJ+gGzNzPzMyoUqlIUnjmSa1WSzhrnI9XrJwVpEzri9Q8wURmOEGSDy87etubl7RjJiBmnWB5vceWFj3kRU8xczXtyGQyKhaLWltbC3JgfqniebsdMndHwz247vjwIOwJBcEAGceJF/rH/PLwR5h2ggXOkqoSWxWymwgL1ADTnghMM5ytZV7dZuNr5959vpeWlvTtb39b+Xxev/rVr3RwcBCO7y1+Dlg5DgBO0sREw+8RGZdKpVCJ4/ppJwEIOsvtJEWtVtOHH36of/tv/60WFhamrqJxbP/txBM2GVct4kSbz8QEE8eNQaDPmwdm5OuAO9Zjr14BUHkCO7HNq+CSEkBWUtidJ773aUY6nQ6V4CtXrmgwGOjJkyeJLWy5Bk8IHJx5UoyeesIQy5S/nRR0EtBBE8QT9jAYDAKBMT8/H/rkSShmZk6fdcWubOVyObS8uE++SHxlDIenm484IAdUAajc/9PGibywZ2zQZRknqZOGA0U/Bu/5fXqsdvvu9/uhkkUVaHV1NTHXHjecLLooseLXSjwsl8s6OTkJ2z4TW9F/J0MgFPEtTsIxJ8Q08AuEAz6e+3M/6zHD25KdcOWzyJdY50QafpXPeIv+tMOTBMeY7rsmJeyuDy5z93N+Dvct6GR8PL7v1yEl1yrTKossIQqo3sbVTWzeuy58LetrTzQ8GwRwuaAJbCgZk+hl0UmVC5ITBym+qMwNwJkt6WwdAT2NKJL3EzpgiJMdnAZlOK7T+5knBa/zDhTDs1q/rzhzdAOLnaN0tpOPt3BwTO7PjVNKLiryz8YtK3wHxUKhYR64NkAMzgRHc3h4qGq1qkwmk2DhLiI77o85A5jhpLwfV1LCwXgiHDMHnhh4YHZGhkqHL852JiL+jid9zJe3sDhzREIBEPD3PDmeZrjzzGROdxUBcG5tbSUYWpINrzwxp1wPuubz6AHY50tKAsVY7g7ScX6U5umv9ocNplKn7Q1XrlzR/fv39eabb6parQbAAjsFCPL5mWa4M2dHI9aAMEfMT7yg031kuVzWe++9p2w2q5///Ofa29sLdhIDbcAsOuvvuZy5p1wup5WVlZDIlUqlxLok2i/wy1R9mQNkvLGxoR/+8If6J//kn+jKlSthTi6SaDDXzB16DvHh4MTBgcsB2bveOYk1CQA6USO9uDCb/5kv9Avf4YviOTbzSyUTeXsVnDmbBBLOMxzEZrNZLS8vhzjw9OnTQHyRUMctt7Q2s6uOy8VjDPrLtbrcnCVn/ji+zwstW2yBTRsLFWDaY9bX13X79m3du3dPCwsLoWqKXP36LmKz6LW3s+JjfZccrwBQBfLvS0mc4evS4sTL4zLH9TjOcH1yO0YG4A1212s0GmFN4oMHD7S+vp4A0hzLyb2LJGkuf2/b9nsDU3mMdVuZBHg9Xjgp7UkTVQoSEuTPsTwmeUyVlEhgHPdwDPe1+Dwnty8aK/w7Xq3gdZ8n7tvl7Tbq+uT2Gttm/F3/jF+LzwuYG7yDD/RjeWLkpNnR0VHoGHA7ihPmPzTO/XQcnIOkRCbtQJ7340U33Dw360rigJBju4IBdpgwL0ui9DAxCJbj+8I+gDGtA9wTLQmUqnlYkTumaYNvrCgMB6keuCQljDXOkvnfkwgv3zqb4u0ebsD+WTcSZ1dw3DBlKPCkBUKAPT+WM38XYQ04Fw4P0ELps1gshkRgNBq9sO+3J7NupK6D6JUnyjMzM0F3YsfAuXwu/Li8j8NjeCXKkxZa+9yYLzJixzQ3N6dyuaz19fUwT7Ds3ibiLSC+fgIb9YfIOavijtSdps+dgxbAii+A9E0SmItMJqNSqaR79+7p2rVrevjwYVhgzfmpYvnOYRdlqbgPfAM71nh52RMx7MhbNVg78tZbb2l+fl6//vWv9fjx47DQ06suzvK734sDpgNr2giZaxJ9ggLkC8fGJgENb731lv7iL/5C3/jGN1Quly8E9OKBX8MGYNCwE2/lis/Laz6P7uuYe2eP3bc5EGQ+4+TC+78lhT7uOODH53bgKSV3FHQQNM3AH2B7zAlyymQy2tnZCdU7vwZ8MLLmfZKkGLTFxIGDCwcgHj98AbVvacq8Sme7GFarVb3xxhth0wbWGOA34vU1nPciA/9EYoueuVyIHSRSgE4HodwL8mFuHa9IL/bN89txhYNwZ4ydbCJm7e/v6+DgQNlsVuVyWTdv3tS9e/ckJTfIAPu4/nr8mWZ40oTfp6XLiR8GcoSo9GM4RvGEAxkjRxIOCCPpxcSX4zoxhn24f3Q9dT32+0NP/TlaF4kT8ZiEMVy/Yx/hdhbHzEnVgthO4qTDkwa/Dk/o2DTEsa2kF2zfcSBkoHfIeLXuVca51mjwEzPAGCdO3Mti0ln7ilcKvO3AqxccC0fkwYpjOuvL8XynEkmJp4x6r7oHXW/Pwmj7/b46nY6Wl5cTk34Rlg/5ObB0BhtGbZKDc4UBAGK0HBdjc0bFgR+fi1uuOI4nhJQ+8/l8uGfvmXYG13e6IojgkLzNLU6wzis3fuOc+B8nB4jhPVoZAMckQdIZmyop0b/oVQUGMnQWlOuYxDLH342DqB8/7gPG6OMEM2bHziM35ks6tZGlpaUAQrindPq0RbDVagX5OYsLuCIg+9oR5Mn5+KzrGffFFrr4AW/hclmiT/TKr66u6tq1a7p586Zu376tSqWSIBrQNQfR7ngvOpBT3M8LiODa/W+3X8bS0pK+9a1vqVQq6aOPPgoJlu/k8jL9IalG/+Pj+655+FrYebcbFnpWq1W9/fbb+qu/+iu9+eabYW7wERcBzB40HWC53+JaYmbbfRjyiAO2+0SO6yRLnOx5okKc4Bq4NifIvLXCwZ30IqPtcxS3RkwrO/clVAaIh7zfaDTCQ+Y8xjowQJ60OjA8uSPxiomc8XgcSLdYzv68E8ALiWulUtH8/Hx4MOnNmze1trYWiIEYFDppdVHAR99+t9sNz5vAT3sLtD+nAplLZ9tzxz/uy7xC5/Pl1+7+IWb8HZzx/tHRUViTVq/XNRqNwq5jb7/9drivl1UGXhcx4PbC/aL7jlucLIofZoze+T3HPiuuIjih4LqA38VH+LEYnnwga/TXk0EGcYzPXTQ58xHH6knktNt3nAzExIpj7DgJi8/hsgDH8T3Id2yV2IkvRsbIglhDxSeVSoXqJfMzDRY+d0VDOisTMXH9fj8ATDcIFxBK5obijsB7/xCIrwfxXkqvmvj56Pn0wIrheMuSKzv3gTOmd92TqkkZ8nlGnLXOz88nnBBBhcE1egUnBpzuvLxVyHtrSbC8vO6Lf5DB8fFxYh97WGQYDUryzCFle98BggDGriKwBnznIoDZ5cJ9uAES9NAVwCpywmj8O+iFty55ydGZI78WgqO/x7m91cDnKXbS8fHG43Fif/Y4CE4rN2eVOX+1WtWNGzeCvVK9293dTSz0ixMproWFgRyb15ExzxHhAZgO6KiMeCXEk0QekIWNXLlyJTxFfXV1NeweR9KIc3f9dqA2LXjxefH2BtpsMplMAGHubwiKzrYBQkl+3377bS0uLuqTTz7R9va26vW62u120CcHYVKyhcgTUAatMt7m6MGZtqq1tTVdu3ZN169f161bt/TOO+/o6tWroa3UWwORwTQjZsbwc6wtKBQKIYn1xENSkKGzpFwLfoydVDgXyQDJlm9zyTyiy3zPwTPDbddBAJ93giFOSDxWvI5Ew2WIzdKSxNaepVJJjUYjPOMB2aAH/B6Pz54YLiVZdUglNrGAoebcsR/gPqlYsH6NzS0KhYJu3boViIHFxcUEuPT4Hcdxjj/tyOVyWl5e1v7+fkiuiHceHx3wOngF9PvzhdyGnYxjxDrCPRBb44qvx4/Dw8PwQFkeNsizd9LptN59913dvn07VBM8kXX7eR3+zufAE2fXZU8cnCzj73gXLI7lNhoTmo6B3Fd6DI6xit93/H1kFFecYiKRNXd8ZtoxKcF0WTpZzPU5QefxNSbP3X/6vXmii6zihCPWCZ8DbwNHNt5x4RiKVitPtCddx6uMcycafvEAdHfqOCp2kpFOJ56kAYFyDG/b4GYocbkix0yMdPaAGIzXg+t4nFww7gxFXDnw7/vCdGfJYidznoHS4GxoKeJafdcsnL9n5SgUv+PExzNfD+Acj8+jKBwb5pNyOMkEssFJM78YrC+alxR2ymCPdzccZDzt8MSAeXLjI2DFLKqzvg64mW/kQEB21i8ezujFQJAEZZLD4tyx8fvckWR4f6ob/kWGA1OqCalUSqVSKaxLarVaYQvNubk5dbvd8JBKkjSqD/xNBdJbTUgUTk5OwpPI3flRCfHFzAAcHmpI4letVrW8vKyVlRVdu3Yt9KrDenm1xecuZocumqg54MSfuT75+XwrzZhdH43OtlDMZDLhQYPtdlvPnj3TkydP9OzZM+3s7IQdhOJA7GDNgyTXiA0ASMvlsmZnZ1Uul3Xr1i3dvXtX7777bmLnH4gFEjgv119UdvF8kCAiC1/vxfy5jbr9or/4EfyOgxrmwBN+t9E4ARqPx4nPuT7FlRKSRz7nunARgDdpOBniDGIulwsVve3tbe3s7OjZs2fqdrthm+90Oh12AYoX7KI3TsogK47hdoSf9bVJ6FWpVArbldL7vbS0pPX1da2srOjq1ataWVlJ+Adk7vJ1P3pRGUKO5fP58JR79/9esYMscBziiTr65nPir3E/bn+TAKQDaI9fVDPb7XbYxrbVaoWH5q2ururdd98Nu3OBW5Dd8fFxWFN6XsD3hwbXyHCiEj/IfSJ3t1WPsdIZ6cFxnHT02O1Vypjg8rY1Xp/02ytGvAZOgVjDnl+nzTpB4cSq+xP3Uy4n/64no37cGEPFONTvxckK9Marcn4cx4bYpuMn/AP64GQ4531V3ZuqouFZEiyk72TjwcFBFhfv23Y6gPNdfHjdldgTGmcyAT0orTsGvufC95Ypes/a7XZ4eFmlUgmJEcd8GZh81eGJABNPL7pXW6QzA/SdbhiU/uNjumLwHXcY7hAcsHhAcqPwIOxA3ueO75Bcst0i1+TGM63sPPAyr85O8TpAmtY9NzhPcl3OMRD2kmDMRnlrwqQWivhe3YHw3iSHwbm9JOy2cZHhQdbvKZPJKJ/Pa3V1NTwYaX5+PgBf+m/REfbGB1TQmx2v1eE5Mdw7T7OHYWTXEpc1iStJ6vr6ukqlklZXV7W+vh5sElvkXmBc4hJ4PLfTyi0GQoPBQJ1OR4eHh8rn8wknyzV4iyY24yQAtgP7W61WtbGxoQcPHmhzc1NPnz7V06dPtbu7q06no263G87BTj6tVktffPGF5ufndffu3VD9JZEDkOTzedVqNV2/fl3Xrl3T2tpaePaCV4cppXvbwkX1Lv6++z0v1fO/s2yTWhrc1hnOrEGo8DlnNt1/cPx4nZR0pjde0UNPAQ9x5cdjy7QkVCw31zm3WxKjhYUF5XI5VatVLS0tqdvt6ssvv1SpVAqVrV6vp2azGXaDgq1H7ugJRIukkAjncrmwAw0VCvwX8iVRzefzKpfLunr1qiqVipaWlrSxsaFisfgCO+tdAg60LkJC+aCDoVwuB/vDh+ED+d/brOPKLdU0nwMqHVRbHXsw0BefS+868DYgEg2ebcQT0rPZrBYXF/Wtb31LKysroVsAm4i7LWJbfR3xgnn2dlTu1WOsA2ds26s4rjPIzJMOT8h8HjyB8fvjeDFAfxkxEvsC70DgvddBqvj5/Nh0ebgPckwa4wSvkDqemGQf8dw7FvFjeqKCjCG1PRlKp89a4pkjMMlweNouCTnp93seXHeuRMOFEJfQYMUoxfvkeebqgdsV29k/Pk9Q9J5Bd+okDTB8DtgBhyg/Sgz7TiDnHARf2hwmJTevQyG9YiCdJkm0VfhTXpEXSQAgxvszXZGYHw+OkwKhKwhOkNe9xO5bzfl9u6Nl3qvVqlZWVkIFhM85uzut7F7mUHxOAA++l7zrCEDGjckThjghdjnx21nAmMlyZxgb3qRqBnMtKQQ9f+Ciy2vaBM2vPS6xMufoPVvHtlot1Wo1bW9vh+eSHB8fh/5r2DRaEXznEdhStrhETjGILZfLQUepYKyurqparaparSqfz+vq1ataX19/oT0A/fbe9XjdBJ97HbbKvOOIvepZKBSUz+cToJlrQPYx6w1gzefziWSyWCyqWq3q7t276na7Yc96gCJOH6Dz85//XJ1OR//iX/wLbWxsJCpO4/Hpw9AAgrC8qdTpA0OpGCO3mZmZxOLI1zkcaFClRmeQB8Pb4dx3eMWG4bboLY8xmGAuJL0Q4HnfmWh02KsAMODejulgDz25CJnCcJ82ye9RjeB5BKVSSe12W0tLS9rd3VW9Xg/POqhUKsGfQyb5hiOZzOm++gcHB8pkMlpZWUk8qJDqNnru/o7tsmu1mhYWFpTP57WysqK1tbWQ9DqLj7y8aozNvK7YSpJUrVYDJvDtrvF/rGsBNMUtdMjawa+vF40TQXQkrly4/8Nf8jcVpF6vp1QqpVqtFnDHN77xDT18+DCx2yF24zEjBqCvGyzHv9Pp0x5/riFe60kM9hiLj3fMECfRXqX0OOuy9ljoVc74x+fOsSYt/jyM1gH/65Sb2yzycbLcEwI+/4d8Rvy+42X3Y+43XQ7ecTEajRK+0r9PbPNEbzw+3XKeauFFHmx47opGnHWx6JBewuFwGPbq9UXBLjQm2bNc6SxIx2U5V1QCPdfi/XjOknE8HAnHwOFyTgI/5Xy26PNEyu972hEbgpdbAQAkEv7EVBweYACZ8BnvZ0apAT8xSMMZegXIW5HIXgEfk5g/kg8AX61W09WrV3XlypXgWJljRgziLzIcGPAbHeMhUMgA/UAufg/OkHgy5JUcTzY8WYsXXsYycofjINNlx/WyKDbeveN1DE9Efc91fmghQPcXFhbCQ6Lq9boODg5CYn54eBj6wblWAme8NgoHx7kbjYbG49MWnatXr4bA5ewoD4daX18PSYQ7SOZ6ZmYmOD3O62xQPBfTjBjs8j/tUYPB6bMDarVaYJJZPOtrDvhOKpVKJPBUY5gf/NFwOAwJHT4yXgiZTqd179499ft9Xb9+PWwlzVoNB6O+wDWVSoUdR/Ab0tkW4TFwuagOuu5zLHyWgw1kHC8KjkkePu8gwuc4bp9023WQ7MGU82CXyMSDNUktlaN2u52IVxzjdSZpAALmDR3gvOhDsVgMCQVkD1W3drutfr8fbNgJPI+hN27cSAAS9KXRaGgwGKhWq+nmzZtBp6mGVqvV8Pyi5eXlYBskxsgfvfb1gh77Lkqo+Mhms+Fp1lSgOp1OYpcmjxdSMhb49SBj7tn10EkDX/8RJxt0TZDw4Eu73a4Gg0F4UCwt5m+88Ya+8Y1vBDziaxq81dr15KsYHmNdb/Bn+CJsyf0/3/eOBuKwV7FiMnoSQRez+jF54DLw14hvxD1n7D0RfF2YhGtz4I5NkeR4HHFyynEmsc5xhd+/f+4PjZjcItH3ayGeMsdx8kU8qdVqKpfLiXY9ru1Vx1StU5wAwIET4rHnPCnSWSAXDgrgi808KPlOGPHwoMFE0iqAAWOYLECklebk5ETNZjOA6Ww2GxZ1drtdbWxshB0rnK1+3QrpDiuXyyWCLIbr24hy3wQbEgFfM+BtG7Gh+//Mw+zs6UMK2+124kF1MTuDQyFYkdUiY28z82Doc/W6RqxDMfCH9WWuMTJnQ9E3l09cieD+YkDjiYobpDPpfn18hmodlQvmna0YnbF9XYDFgR7H9QQaUIUN8blcLqdCoaCFhYXQ+017ISDCmT4HaAQPGHgAXLfbDWB6ZWVFKysrwc7n5+eVy+VUq9USLUm8z/whH54XAfPsyeEkADrNiINQzIxzn61WS6PRKPGUY347U+prcJzdQkYOWNLpdKI6gZ76Z9ny0pOhVCq5S1GhUEiAP783zuWbUpwniJ1Xlv7bg2ZMiHhywWfxJyRTHhf4m9+xnfo8xgQF73uQ9c8B8mhpgelH1g6sXvfgHL4uJK7weAsu662q1ao6nY5arZYqlYoODw+1trYWKuXYJvfs50DG0qn+skHBaDQKay8AmhAkrCmQFAA1HQ34GJIMr9THJN7rHIVCQYuLi9rd3Q220Gg0EtsBS0roFfHeiQ300f2bpES8IM643TuYjKu/4KLRaBQesNnr9TQajXTnzh19+OGHWl1dDbjJNzQhrnts+ipGHAeRFQQtc8/rnjR4Rwm2iizjtnbs1Ukivzf8wqQ47Nfnx/OYQ1JGp4pjka/Cbj0+OFFFlcfvkc/5nDpecJ/Ja7zv772MXEO2+DBk4GQmMvBkmGOjszz8Et/iDxA+r/5NXdHwQQZJwATUIBiCpbOPXsplQnDoKKxnpvzvZTpnDwHCgGJfCAcQANBTAsTwAX481dQXgr/O4UbhGacv2va95jEWz9r5jpdScZDeYoYs/H2Uj/mAVfG58r2S2fYXRcSBsOf37du3tbi4GJQVBzQJeL8u+cXJBnPliZgnqy6PeA7iJORlrIonbA7gY/YhdpJ+zR54qf6Nx8l2NXckr3M44PKKAwGEKh4BYWZmRsViUcViUaurq2H9VbPZDDtTcb9eFSMJ8Xtxtn08Huv69etaWFgINswuOg4UqbAAhL2NEn1k/hmvmxBwB+/H98Tx5OQkbFGbTqdDi4n3UgMy5ufnQ2sK8+5VG86Fr+JhbOiYky/YPwQDJIMHOGfpe71eor1VUoLdmjZ4vMqYBA48kfCEA31BD/27Dgh9eK99PLyC4XYvJasjrke87m2F3qsc++KvCvABzFwu0hnLCOjn3p28qFarIbbxRPG4hcj/jlniTCajhYWF8ByW9fV1LS0tBZn4OjhsnnjkyR42G1cNvsoxNzenq1evajgcqtlsBnnwUN84CWW3POwLjML7k9ZdONHi8YHPe4slsvHKDk/bppXn7t27+s53vqOVlZVgu16BJj5g01+l3jkzj/6xI6JXqnwXJ2Tq8RC2nBiL/vpA3nzHz+3JqMfYmLBgTnjPCZtJbL0f43XLjd/oOzHAE9C4XTAmOfxzrqsvS44cX/gPuuLHR2elsx3DvLUZe+h2u2o0GoFkqFQqqlaribk+75iqosFF+8U5Q4JywWxS9mMCUADvBeWYLiAARZyZ8T8AKZVKqdvthsDCgqtutytJwbipVniLFpOwuLio2dnTh795W8NXMbxaIp2xzSgNiVC73Q4BFqfji72lFxcQIgNf1Mb9xJkzIIXjs0Uksh6NRmFBai6XCzuUDAaDsDOQL7T+qhI0Hy4z6YyRd7CCbHjPgwhz7vvLuwE5G+0JhieHnjw7uMa5xYGVRAy5AvIBgg6AXtf4ffqLHmCbvpuS6yA6h3NcXFxMrL9wh0lAdHYJhol58wQa4EvA4nMkGJ7IeZ8pviauYnwVw4Oag3Jeo30LIO9Mu/sXdI/5d5m7r+H73KsvPI53UuKanLGL1yp4q4ykQKpwHgfzX2Xw9QAfJwY+h3EPt9sf/oVEzAGGywP5efuaV4Xxj9gqSYS3kDKXcXvIpPWHX+WIK4PcGwBhEkHhfj6TyQTyzAkG14F4jUKcWLsOe/XTiR1kQ+z1lhDmNGZqv8oxMzOja9euSZIajUa4ZjanYE69rSb2wfj2Xq+X8P8uG+4fMAuRRLXV27Tn5uZUq9WUTqfDJjTpdFp37tzR+++/r6tXrwZAz7wQY5iXuO3sqxquD2C6SfLBLxFjsUFiG37aZYbuuE1yTy5n9NfBcYxh3P4hQEmMfDMf5vertl1PNlzvHZfgp3k/7mZ5mT92vOexms8yNy4/x9WZTEa9Xk/7+/uJTgLmizk7PDxUvV5Xv98P625XV1e1sLBwIbudOtHgpj048JsA6X3yCNMTEUnBeaOkMEjj8Tgoi5ddpbPEg8ADEM7n89rb29NoNFK9XtezZ8/C7jocV1J4QNnBwYHK5bIWFha0tLQUSkSTsu/XPeIM28E+Mszn84mEwdsKXGlRUgIoQAYlx9lxDr4zNzenUqmkSqWiQqGgnZ2dsN1tp9MJZdKFhYWwdWm/30+U0x0AAHr+GCNmOz3Yuk5y3xgmxucPnUL+HkRxcJ5oMGJniENzps/nwdeQwIRzbGckvkrZxU6Cc9Jz68yPBzfAhS++dpYEeXuwRg9cdl6B9LU/0tnCQmcWkQWv+R7/vv7jj6VvHizcqXMtPo8k6d4nTNUG+WLnw+Ew7NyHzkjJzRicVcUH4s8ALvgJJ324LmTa6/VCa2EM/r6qMQmcMbxiGIM+fJv7FXSHZIrjoy8OiD2YO0nggdr10EEM5JnPuSfKzr5+1cNJDEmhlcFZde4LfXRGXDpr3XN7iRMMYq6zobzvRIDrorcE+VoffF1cZXKf8VXLbn5+Xjdu3FA6ndb+/n4AdGzEQDIASAaoOu4ACDoZ4AmGtxQhC173yhhtUujVycmJcrmc7t+/rwcPHoR2KR+uX3E78x9D7xgeJ7A97I+5nsTWg2Ugi7Ffly3HiROISfFWOluj5yQCc+Bz590CTsz8sYb7Obchx8KxzLifSRXGOAHjuHEnhZM0fIbzouPPnj3TYDDQ0tJSaIdkrnq9nra2tpTJZML26Pl8PuwE+bUlGn7DKBwKmMmc7qIAOD05OQl9w3HWxncciCBcd07Ocrnzc3BDgOfzLL7q9Xqq1+s6OjrSzs6OdnZ2Qg9rrVZToVAIfeJ/TKVEdiRZs7OzOjw8DNUVnlQeB7iYuWLgUJGH7y7jgdLBz8nJiTY3NzUanbV97O3tKZPJhJJ5u90O5Wh/mrakcCwM5Y894oqDBwIydV9Ex/X7AjFnVnAUk5yA65eUfFqwG7909sRm6XTtA+AR5+vH/2MAZndwODm/T8AZ1UZnfWFFnQHhb9cvb3HxqgXH8TYfZ31Go9MdYQhqtBl5idf1/OuSmwc9ZOYPW3R7o2pBAuBtPJ7c8gMLyrEdsDhIZM5oLfN1Mw6i/RiDwdn2ty+rOn4V4Pll84PsCKy0lXjy4SCbRAxw7cCW47g9eZUiJo5iYgbdJWHDb+JH/BxxS9cfY7gcPOHgXrgmfsfJBvfnAI/vehzx1zgfCV2cKEKi8MwK9NF1Oo7fX7XcYrJmZmZGGxsbmp+f1+bmZlgfkU6fbpaA35mZmQnPkfJtgDkWTK901i7KtrQkKsRvNlyQztoTfc2VJJXLZV25ckXvvfeelpaWwnyhr149YXiy+8dMNBgk705QeHuYx1iALYlV3J7sZCn6Kb34XLMY63ms4Bi0+ozH40DYZDJnayEdJ35dw9ei+e6X4/E4QYC7f4+7KfBBnnTG3+E3MZlYgr7XarWwfgkZ9vv9IK/9/f2wCx04eHV1VVeuXAm7tMXY/VXHhRMNTo7y4fBiNo9eYRQS48Wp81kyUm4EUMN5nDUnMABiarVaeMJmp9PR0tKSJIUtNY+OjtRut8PiuOXlZdVqNVWrVS0sLGh9ff0rb5uaJDfAri+UYwEuSuLle8rmLu90Oh16253hcydZKBRekC1VjdXVVW1uboZefACft1Yhb+ms3Sufz6tQKKhQKPzRA7DL0Vm9uCXCqwoEQnrmHdi48XpgdnYKpsSrFCQtsHs4CV8854vBX9az+scYDiJiZttZUT6DsyZZcEAXbwcag2Js3yuU6Ak7NfF9B0xcJ8/XiCstXsX7Y8uN4XbrVQ6SeBa209fvOgGo9kWCHJMg4RWcOMmjqhjrqJR8iB22T6ncW4Em+bivA8AQROll52+uxxfVxm0Y6JXrAfPglWF8Abrpfe8uP3yrP2fCqxq/r7Xhqx5xdYZ7dTtgXrHRuGKDXSILZ4adUfZz4recXPBdlHiN85MUekLrx/xjy21+fl5ra2uamZnR1tZWaKd2kJtOp8M20BCjgGfarf0ZGgcHBzo4OJB0msxUKpUg08FgEEgab2VkDePq6qquXbumN954I6xViwlUZ6bjpPvrsFEpufuRk0ZcnydoxAr8DvcW+2uPKbFOEheksxZoMJBvBAL+c/KTpM7ba7mHP/Zw/8I1xfeC3WCfJOhOnPr/ri+uH8RQjw3ZbFbD4VDlcjm0u8/MnO60Skz2nUKxA0mqVqt66623tLy8nLifacZrSTSkF3f6oJpAlskOC/QwAtZwcOzl79u2MgnOCh4eHgaG1bda40ml7LxSq9WC4GdnZxNPTCX7XVhYCLtUXLlyJTwc7I89nClDQZxR43VvL2CQsRcKhbClpbOEJCHeP8tuIczT/Py8isVi2JddUqhQ0NcNaDk6OlIul9Pq6mrYnYiFQl9HNSM2ZCm50DUuNbrRevsESQmBE2fqiZwHTz7PglG/fwIzyYyzY4AAr8B8XSM+twcSnJ2z8ThDX1eBbk26D69k4PSKxWLigWgxSwaY9kqGr+XyJOPrDBzODjuAhQTw9T+8z9wDqnkf2/LKkusqx4UhZAtTElmeTeHAER/g1QBfzMnnvq7hwMr9moNTn2tvBeV9Enb3n4AT5sbZQ481kkLiLymxy5cn2ByL6/oqqj7nlZkDJ08onHhy0oDXvN1KSj5JOV4rhayw93jhs5SsJgHaIbIAngy31T+2/NLptBYXFzU/Px+eT0Oy7kk38+3bTRNLqE6Ox6dt2rdu3UqsB0V/fK2ab6yysLCgxcVFXbt2TRsbGyqVSuE9ZEiS7fodz+fXNdy2pLOdPKUXt4uXkjvCIVeXjfRilYTvue0iCxKJ2DeyAQLHd8Ls66r+xMNJKIgffnwnKHTRbXyS/Xr8cd/nP9gmlVqeu1MqlQLu5pxekeKZbul0Wnfv3tWdO3deaB2cRqZfSaIhKZGpjsfjwJyPx+NQpowfHIWhOVuCkiJkmK14IS9BFbDMg3soW3I8jGVxcTGs37h161bYv//rUMw4QAJOMFIcn4NmAgxbG5ZKpUQ7kKQEk4eR+45BKD4PZvPnKrRarTBP2WxWvV5P7XZbs7OzunfvnhYXF7WysqLl5eXEbjZf54DhQBfdiKUXA7H3iwLokI+zBzFQcR1x5gSwhC4SpOOKiR//6xqxQ/Mg4QEkbuehTchb0ai48TkIAHf26K4vPHcH7C1YACfWC3Fu7wH+KpOMP+RMHajHtguI8+SLYBGzv6xVc3njB31HPulsy0EHxq1WK1SMmCsSDlj52H/G9/B1DmTCPXqrjSdKyCpm+CRNvD/3n36fnMcXLvM9l11MSKBvfyo+zitgnsgiK9cTrwJJCklu/FwL7jMGf4BsklmO74Amm80ql8uFhNarlE7AfNU65z4h9g/0nYNDms1meDaQJ0/Ys8dEJ6PQIeRGhdGJKrd7nuDOM09WV1dVLBaDL3OfwDx6C6sz1F93C5B0ZrPoXtze6WQR8+8xEKI5lUqFDWZcpr6rGd+hYhG3HkFIOc6J8dPXWc2IByRJnJijc+7fPC44YcpxpCTmdjLTP0OnC8/DaDQa6vf7YTc6/AE6PBqNlM/ndevWLX3rW9/S2tpawm6/9oqGlNxjmotCaJTF+d9BDYxdr9dLBGUcnwMXlJuebe99zmazWltbk6SwPdf29nYQLlWUYrEYnkD84MED3bx5U4VC4WsNvshukhJhdAQG2jL4LMlIvDCPRAIAROIGwPEnCqdSKVUqFXW7Xe3s7AQ2eTweq9PpqNPpSJIePHigK1euaGNjQ9euXVOxWPzajZh5c2AsTd5O2F/3zQq83Y81As7UIC/mwJNjADbOFYfo53BH8KfCtMSsfDyPvI6+cI/I2MEtsgJ040BhsMbjcdBN7NcDPODYq1Fsr+wLW/8YgO88c8Nnne2Lr5F7pGUUJosRM3EuT3TFNytw0E2SQUuWB27X3a/bRuMRB1UGyZbLNU5YvbWAljD3dc7Me+LiC/C9BRRgwzlie3CS4E/Bbj1p8DZM1wlk4FUIYmfcsoc/gzCKqxdegZTOKhm+uUi8SJ9rim316yZX6K4oFAoaDAbhGRvexulxxJNdSDi2dx+Px2GzFORFdwXnWFhYCNuDoqtxe5TrXZzk+ft/SiOuHMb24oDfWXNIKjYYAdtwTP9bOquKE0vRVW9vRC/5Pyay/lR8X4xBfC2QJ/CenHt1xv2gVzomxXGPq/l8Psh+fX1d7XZb9Xo94Dsw4GBw+riDBw8e6Fvf+pauX7/+2pLb15poSEmAHAtVOmNUvKwLK+flf9oJHNjR18xTiyn1oLT5fF7lclmVSkXPnj3TcDjUs2fP1O12tbu7q/F4rGq1qkqlogcPHugb3/iGVlZWvrZKRjxQLncsLk9/dgZOHoa52+0GAwcYUqGglcMXSLFuo1wuK5PJaG1tTeVyWdIpW8pieZ54PD8/r4cPH+r+/fu6d++erly58kddz/KHhrNIk0qMvBcz7M6W49S8tUVKLm5zIAIYBhAzJ85EcV0+t38KzBTjVZh76ew5Bt664ov0CAIwdQQWkgt0xdJopY8AAQAASURBVJ/J4m0znMOZfJep9HqfMP86h9tqDCL8M7zP/yRcJBHIi++xKxprVdi8Abt29hDZE7g9kXGZ/anYq5Rk+Pwa4wTLgypJmX8GYOjrKuLWvl6vp16vF/SW88ckhHS2WYSTYvFnvs7hPg3bc3LP/ZuUXI/F+4Aar6x56x+tn15FRKZuk8ibv51ddR/8x5DJqw7uiTWIVGyIib1eLyQPyGU8Hofqxu7ubtigZX5+XlevXg3EFK20PB9oYWEh4Au/Rk9c47Zpr4D/qSUZMVnHa3+IREN3fEfSTqeTANB0ZEhKxAHWTnm121uJJoHrScTZ1z3cFmKSxclI8AbDY4b04pbATrL4JiCcY35+XrVaLehor9fT3t6efve734UKEUnIBx98oPfee0+Li4uvFae89kRDSrLzHhBhCXwHGd+lwjNXJgXFZJGPVzBYMM3aCm8XyGQyevbsmfb397W1taXNzU1du3ZNV69e1cOHD/Xw4UMtLy8n+nD/FAwa5+wgywMeSZfvKIBiAY4pKaKI/kwEFI/7piLRbrdDEB4MBtra2tL29ra63a6Wlpb0zjvv6L333tOdO3fCdnx/aobsyYaU3MLRWSkMyIOidFY2d7ad92Hm/Rzu3OK//Xr4+08JrPiIgYuPWD4xa8VnJCUYz2w2G9ZZQQTwPUrncZ+vg8RJrTJ/avrmw9k7r044O+k6gI/CrmP/51U5iBmO561SlLzRZdd5vu/B7U9tcN0+v84OeyLqAFZSYNp9txvs0nuhYbI5hgNgT0iciIgrAX9qIyY8ACzch5TcJIPhYExSYpttWpm9WuTVHr7rrbkuM3//T9VWmUvux7dDJcnKZrNaWloKCQgyYldInnM1HA6Vy+V0/fp1lcvlkLDFuMU3xoEE8ATNgXE8l3+quuc2wnA/58nnpNYvxzOefHgrGT7O/47BNufw6/pTTDIYnuwzJsVSr1zwGe+a4DOQosQLYgU6xwZBJL71ej1scPDRRx8pk8lofX1dN2/e1J//+Z/r3XffDYvBX6fvS43/VGfkclyOy3E5LsfluByX43Jcjsvx/7PjT6eH43JcjstxOS7H5bgcl+NyXI7L8f834zLRuByX43JcjstxOS7H5bgcl+NyvPZxmWhcjstxOS7H5bgcl+NyXI7LcTle+7hMNC7H5bgcl+NyXI7LcTkux+W4HK99XCYal+NyXI7LcTkux+W4HJfjclyO1z4uE43LcTkux+W4HJfjclyOy3E5LsdrH5eJxuW4HJfjclyOy3E5LsfluByX47WPy0TjclyOy3E5LsfluByX43Jcjsvx2sdlonE5LsfluByX43JcjstxOS7H5Xjt4zLRuByX43JcjstxOS7H5bgcl+NyvPZxmWhcjstxOS7H5bgcl+NyXI7LcTle+7hMNC7H5bgcl+NyXI7LcTkux+W4HK99zLzqB58/f/7Ca+PxWJKUSqWUSqWUTqeVSqU0Go00Go00Ho+VSqU0Ho81Go0kKXxm0vf4ezweh+8Oh0OdnJxoPB4rk8loPB5rOByGY83MzITPDwYDjcdjpdNpZTKZcDxJGg6H4Wc0Gr1wXs7nw6+Tsb6+/srCZfzsZz974TXOm8lkNDNzOg2DwSD8uGzT6bTm5uY0NzcX5CtJJycnGgwG4fr5m/t1uYxGIw0GAxUKBZXLZR0fH+v4+FjZbFapVEqDwUBHR0dKpVLK5/PK5XKanZ1VOp3W4eGh2u22BoNBuH6XMdfJdXHt8Xj//ffPLbtnz5698Brn4VwzMzPKZDIaDAY6Pj6WpKAXyGR2djahK+l0WrOzs+Ez3MNwOAzHGw6H4T6Hw6E6nY5OTk6UzWY1Nzenk5OT8H4mkwl6j+67DSCnWL9dF3h90tjY2DiX3La3t194Db3KZDKam5tTJpORdKpHJycnic/OzMxobm4uYT+DwSDY3iS5jcdjZbNZ5fN5pVIpdbtdtdvtIJPZ2VnNz88Hefb7/XC+Tz/9VM+ePVO329V4PNba2pqWl5eDzS8tLWllZSXoJPrmtsJ1+VhdXT2X3CTpV7/61QvHbLVa2tvbC/c4Ho91eHioVCqlw8NDDYdDHR4eqt/va39/X51OR/Pz89rY2NBbb72la9euaTQaqdPpaDQaKZPJBN2ZmZlRPp/XzMyMDg8P1Ww2dXR0pPF4rHK5rFqtpk6no0ajEWQ5MzOjmZkZZbPZMFczMzM6OTnRcDjU0dFRuH70bGZmJuia69zJyUnCphgPHz48t+w++eSTF15zO5idnX3pd91++JkUG9x/YzOzs7PBnvv9ftDN4+NjpVIp5XI5ZbPZoM8cv9Fo6Msvv1Sj0Qj+4/DwMBzn9u3bunnzpmZnZ1UoFJTL5YIvZs65Px/37t07t+yePHnywmvuE9LpdNCZ8Xis4+Pj4K+Gw6GOj4+DfrrciZPYu8fi8Xiso6Oj4CddxvhIdJXvYuvu+9LptE5OTtRut4M+HRwcqNVqKZPJhBjC+XK5nJaWllStVoNdo6fXrl07t+x+85vfvPDazMyMjo+P1Wg0tLOzI0nK5/NqtVra3t7WYDDQw4cPlc1mw3XeuXNHpVJJ3W436BH3yj1iW8SaxcVFVSqVEGdPTk7U6XSCjNG1TCajbDYbbMD1xn0wOo98+X4cI3ifuZGkBw8enFt2k2JsfFzmHbn6YN7QK4+Hjrt4j3vhfrgXjp1OpxO6zfFPTk6CD/GYenR0pF6vF84xOzsb/KHjTa7xZTjlvDH28ePHL30PnBnbid/rYDB4Yc4dF4CvsHXkk81mNT8/H3Qrk8no6OhI7XY7xBNscGZmJujb0dFRiA/D4VDZbFalUimBK8Hb2Pgk3xbj5Js3b/5BWb1yohEPn2g/uQex+PMO8rgRHBk3NRqNND8/L0khwfDjItj4fK68OAUHJJOUmmuYlHTE9xjfz0UH53DQ6UGECSaxGgwGQVlRTk/GHOC6cXE8SZqbmwvyBqQdHh4mnGE6nQ7O1QMKQRxldJAJaJ2UsL0MOE87mNfYANwBe2IrKcw/9zAcDhNA1fXAE1E/vjta5uDw8FAzMzNBX9EXDNsdbKyfsXxi/XrdcuO8ngT5uTi/69zJyUkIOPH9p9Npzc/PJ3RhdnZWo9FIjx490hdffKHNzU21Wi31+/3gKN988029++67Wl5e1uzsrAaDgVqtlnZ3d7W3txeCzKeffqrBYKD19fUAGNBV13Guze/jorLz44zHY21tbenRo0dqtVqSFMA9ciCgub9pNpuq1+t68uSJUqmUFhcXQ5LHfKBDc3NzyuVy4ZiFQkH5fF6ZTEbValW5XE4nJyeqVCrqdrs6Pj7WaDQK8iBQkHQ7EOdcBLVUKhWSFA9UMSH0ugZkShzcHewyp3yea4cYiD/rYJfv9ft9tdttNRoN7e7uqtvtqtvt6ujoSLOzs7px44Zu3LgRQO1wOFSz2VSz2VS329Xh4aG63a729/c1MzOjYrGodDqtdrutZrOphYUFHR8fh2TZiSL3n6/Tbif5BP/xzzhQOTk5Sfhrl3sc7wC4JycnAUD6HPkxPKYQK1wWTnSdnJzos88+00cffaSDgwPNz89rdnZW/X5fw+FQhUJBc3NzqtVqunfvnu7cuaNarTZ1nOV6/H/35bOzsyEB2N3dVb1e13g81vPnz7W6uqrj42PNzc3p4OBAc3NziWOTWABeiROcx/GIE57I0+/JwXo6nQ6EgscHZMlxHNPgXzgvBJrf++scjoFivSOO8r/rIPYpnekm78Vks/sAt3+Py3wPXXTf4LiJH5I+Jxnj++GevipZSXrBV3GdMXnCdUKYQiI7GXpychLIP3Tu+Pg4EHeQeaPRSP1+P2Bpjn9ycqJ+v5+YC8d9JCXz8/PhGBApk+7zPLZ6oUTDBcrfLsSYOeF/gEmscDg2mGIHgh4M+TwT4AA3ZgNiBoDhDnjS+35frzvJ8IFROgDh+lBM5Ify8cN9Ik/khcLBvAHUYOy63a5Go5Hm5ubC/TurNRwOQ/LANXhA9fnl+rn2lyWYr2tMOj4Oz69rMBgkWDx3Qm78sSMioXOnxjkB1QAVdwIYqCeJAHGM1ZO8l+mU6/LrlpsnnR6YHVT755ARwdUZmbiqcHR0pC+//FK/+93v9Pz5c6VSp0w/zNTR0ZG63a6ePn2qn/3sZ3r48KHu37+vo6MjbW5u6uOPP9bOzo4KhUJwfrAuGxsbGg6H6vV6Qa/d3v3aX5fMON5oNNLOzk5gxmEsY9/jdoq8YN6azab29/e1tLQUZHt4eBh8GlUakjsSPHSk3+8HhjSTyYTggn0zn8xZOp1WoVAI8o8Tj0msnuv76xyc0+3PryMGzG6jyPNl/gV77Ha7+uKLL7S3t6d+v69WqxUYPciUjz76SIuLi3rzzTf15ptvSpJarZYajYZ6vZ52d3e1tbWlTqejTCajSqWihYUFdTodNZtNFYtFzc7OhsTFr2cSEHtdw22Te0au+H58OWCa9/E1yNx11PXLwcvc3FyQm6TE5xwkAXQlBf2VlKgKHR8fa3d3V1988UUgZAAz3W5XqVRKu7u7Gg6HyuVyyufzoRpz3hHHdscNAPFOpxN0K5vN6uDgQJubm8pkMsrlcjo+Ptbe3l6oXCFvT4RjAst9oaQgWypozurzdyqV0tHRUaiQcE0QAMS0WPd5z2OM2/XrSjYmAXG3RU+ukE+cZDCcyXffOUluji2IlXEyg9+NYxIsvM8N3+EYHu98vC6bdV8Q+ypk5vKJkycnjCGF/B54D9KOrgrXQ46Fr/IEhXMSXyC5mMuY0MF2vJPBr3uSLF82pk40UPJJ/8egT1LCyXmigVPw4HN4eBi+4zfjBsvnPUjzWTJ9gjKTDBMdM0N+nbFSc2/+3kVGDIYmsecxkOe9w8PDICtep2zOdbosOS4g+vj4OCQrxWIxtLGk0+kQGFBiTzpcAeOMXFIoJ+MoJ5VWX4cx+3zFrzuYIvg6KwqAo8UCGXpLmrfhuBPAmZK4cA04O4Io58GxEeCc0Y3BlTvbmMH5qpK0mMlgLknwJ4EnruX4+DiRwA2HQ3W7XX300Uf69a9/rfF4rFKpFNqBOp1OaBcCGH7yySf6h3/4Bx0fH6tcLofKxtHRkVZWVkLrVa/XCzqfyWTU7/dVLBYT4CtmkScRIBcdXqFifkkusT9apdCFlZWVADZKpVIi4UXfSMCc0Ts+Pg5tAIVCIdgS7TywUt5+sbCwoHK5rNFopG63G6oa0pnNAkIngQX3ea8z4XA7xZ/FzC0+y5NYD8axnrqf7vf7ev78uT7++GPt7+8n2m88npycnOj4+FgHBwf63e9+p//4H/+jstmsqtWqZmdnQ9UCueMfqtWqxuNxaAfi/HE1xWX3VSQbLj/pRd1mPkkYJrG8xEO3D+4DFtWrMvx4+4r7NCds8P2ua8RaKhgAJPSf9lxJevr0qcrlslZXV39va93vG44J4rhJa+HR0ZEODw/DXM7NzanZbAYflE6n1ev11Ov1QtIzOzurw8ND9Xo9DQYD5XK5UMHu9/s6OjrS8fFxqO44CcC8eatdv99/AQchR69MIF+Gf54B7hkMBiFBvOiY5Pf5f9LrkhL4g/gPrnOC2OcDe/EkCdBM0uUxmTlFP8A5+AVv14rvxzGjJydf5fBKBbJxrOcx2CuHJOJcKzEG0O96wPFJqHO5XILMcczrCWpMelKxiytj8/PzmpubSxAHnnCfR45TJRoOlBwUxYHFX4sDCEIgW5oEGPy4CJib9cyfieAYnvEyaRgz54zvxxUiztYmgduLjBhAogAebL1Fytmi4XAYytCusHymUCgEg40TAdjlbDabaIuhd3R+fj44LQwaB+tsSlzmZE49CXpZdegiw+811jXO6briDJKkEDxwYHyWYOjsjA/Aigdqjo2c/Tze3+isjztB12/+94T5qxrxOeLEGjDqrTWAaoAM749Gp+XVX/7yl3r8+HEI6G7znM/llk6ftvvU63Xt7Owol8uFa+L7+XxepVIp9NX/viD6uu3Tj5tOp1WpVHRwcKBer/dSMObOn4S+UChocXFRS0tLOjw81P7+fgBZgDBn4vCJ+Xw+ECQkfyQKsO0Oanu9nvr9fmj5IdjjE/EjzpJJyTYO14PXPV4WG2I5MrxtBJ1yZno0GqnX6+mTTz7R559/rn6/H1rP+L4z/040dbtdbW1tqdFoBFl5Ij0/Px/agYgV7lvwEzGhEydPFx2TYmz8Hr7bCYr5+flEi5wnlrFfdhn7ffmccFwH8e4jOT9JGjrKmpZJtnJ0dKR+vx/a2I6OjrS3t6e9vT2VSqULyW2STvm1Hx0dJSox3W43xAp8WqvVCuRAOp0OukWlkFZGrwwSV3O5XCAFsFHWbh0eHuro6Ejz8/NhrST+gtiMvf++6gQ67eDxdfrAOLmYROzFn3cSATLPibS42huTWSRkxAoHxXzWk1hsEV/hROMkHCmdVadcn78KYupl8+B4bTgchnnPZDJB75l/SCZPHObn5xNVao5JjPaKGPrpbVUuL/wcOM/xit8H80ky7Uml484/NC5U0YgTgThYsSiFzztrwk3FbRoxkOSzBAqCZ8yae3bPIHNzNigGzH7NsQLGTv6iyhjL52UMGOdFIXzhMfcFc4rC4hTdcDw4k0AQSCinxQuBCRDZbDYwQDhnAnDcrsa9OLPgCvg6wLNn0vFr/jfXReAEqMAMpFJnLT1zc3Mh8Yj7eSUlkhXmyReioS/Ij/sGFALaed8dsIOb3+fIXzdw8WN5SRl9Ojo6SoBpd/rI7+joKJRl/+Ef/kFPnz6VJOVyuQTLQbse1Qov63I83odAePTokT799FPdv39f77//viqVSpiDXC73AnnBfXxVI5VKaXV1Ve12O7RQOaPrAA8g0263Q4+sB9eVlZUQJFg/wDlocYQNxZ8BhLAtggM+jaDLeo9Op5NYuOytUwQd14nzBozzyO33+U78eNwi4gAWW3KGbzw+rTD89Kc/1dbWlobDocrlcpD/ycmJut1u2LSBVhzkQ7UcYiWVSoWqG1Wp27dvazweq9lsanZ2VuVyOdHSFgOg+J5fF+Bzn+fz5LJwX+v+38khdIU44LqLrD02eALi/pTveCsz50+n0wE4jcenC9LX19e1tLSkTz75RJ1ORzMzMyGmELtoSZuZmdGzZ8+m2rwhHn5vkCG9Xi+wxbTb8ZqkQGpQQUWeUpLIcjvv9XrhnNgpiQO26bJBx5vNpjqdTliLVSgUVKlUAmlABY7uAifv3E69+vw6Ew2O5X7BdcYTLCfIvJOADVPiBFY6a533xdrEyLhVyjsISDTQVRY3+8YXnly+jJB82f8XGT4H3mUSywfbIakk7haLRc3NzWl/fz+BRXxeITfA1V7VYZB0MD/MB5W6brcbrged8ooP8+X3hO9D3siXBemvMs6daEwCd/zNjXsGSo9YfAMuBA+W7kSZDAAejoJjTwqQ7pCddXal8/6+OJOLFdWP+zqUchL75UCAYBD3Y3pyxWdQKs9qnc0hMHJeslhn/Oh3R1YYBIpMCwxswKSqC9/nPBhDzCZcdHjwiOfLwYp0xg4Dfn3BowdU70XmuumtjY/J/94eFrNafM7BkaSwm5IzCMjR//8qRuxsuW7/39lgAAwJGLpwdHSUaIP4x3/8Rz1+/PiFiiTfIcATNAmcOM9SqaR2ux2c78zMjHq9nlqtVgjk/X4/MICVSiVhA5zLj/m65OXHm52d1crKira3t/X06dNEQko1EHugXQD2aW9vT6lUSsvLyy8sIEdenmTEFaPj4+OwYJT3ACfYWip1uqsSDD2LmrPZrAqFQvBl+A3kNcmX/zH0ENnGc4h/J0F1kgp7bjQa+vnPf67t7e2gM1TB+v2+ut2uOp1OaFPBnmHOZ2ZmtLi4GHYZkhQSv3q9rkKhoK2trQA619bWVK1Wg+x/38YX3OPr0EOfD5+rmNwhDrKGiPtxPUPGHk/5nB8LgOTEXEz4OXNMu44z8YVCIYDubDYbNjB4/vx5OCYAhbWCAMitra2w4cJ5B/Hef5Absslms6EdkypDuVwO30WeR0dHajaboRUFu6aSMRwOQwsWJBbkie/Ygy8lqWXQjtLr9cJOQZVKRbVaLTDb+MU4znFf2IPb0e+r+p5nuM6h5/7DnEtn7e2ulx5bHR84serEIGSdHxf94h493rLuqt/vJ3wlhFW8U9ok22HE8p12OPEYJ4bgLbBVPp9PrFdKpVIhPoLrIKp80btXZJAhx4lxH+QUc5TNZnV8fBx2E02lUmq1WuE1SBd02OfLKzD45Jjs+0Nj6oqGdAa8vCzj5a/RaBSMGoGgQNwAigHQdgDOcRyAO8vlJTOUyNlSHAjDS81MBEoaM5STmKqLGHLMdrliujypwuRyOY1GowC2ABNcB8pLNu87dfl9kExxTjJonAAyQ0mZA2/TmpmZCYAPtkU6ZQW9bC8p4QA556TeyfMMT2T4338zfJ0IOsI6HQctGOx4PA5lbljluI9ZSvZbegIXgw0cLHPo22kS8Hq9XmCs46rcJGf3uoFfzDTzv7OYcVDjHvhMv9/Xr371K33yySfBRr3FCfaYLSJxfM1mMwAJwHUul1O321WxWNTGxoZOTk70/PlzVSoVzc7Ohta9W7duqVKpvAB8OP+kADKt7CYFpFqtpps3b6rZbGpnZyf4OuzGd89D51gAT4vGaDQKVTTaF6lacs3YCr4B3+i2DpPqbTLskgTYG4/HAazUajVJp6xtq9V6ocf3qxh+XPepDlb8nvnb2wIYyOTLL7/Ur3/9azWbzVDplRRiDD/eTjEpscLODw8PVSwWVSqVdHR0pFarFZKJTqcTFgb7Gh3Imq9SfvH9I7e4Au9kG++jg/6a27dXHL2LwH2/M/FeqfY5A3iwMQbJMHYwMzOjTqcTCBbiEgQMn2P0ej3V6/XEltfTDM7jsqSayv14hfno6Ej1el1LS0uJXfRY6wRh4GQI/hA9cnAMYepAs9/vB4afxIpkI5U6XYu2tbWlw8ND1Wq1sN6vWCwG2cY4x+OUpBf+P+/w+Mb/jEk4SlLiOryVfTAYBFvydTme9DrZ4GSpJ1f4R+9kAW8yh755Adfh5HVMpsRVDsa0snOyJ5blJDBOzKN7AP/kAN6TE79+x3NxhwtJCjJ2LAImAnewNso3BqJlF3yJvjm29+vhGuId2l42XjnR8KTCX/OKBQpAQjAcDtVqtTQajbS8vByCA8bJRMAS+5Z8OAbv+eYcXjnxSWLECQvXzP73nkFSsuLavypl9KRiUhLD+zgzQAlK5AEa8MU1c9x8Ph/k4Sx7PGcoHo7As3BJiXYLZ/1Ho5Hy+XwISpTBfYHwJAAeJ1SvY3glwZ0WSRTJEPJ0o3fwT2BwRktS4r75nifABFm+h7PkMwQHFgK6jH27RC8/elXgdY1JANwdMPNMkECnnC3G2XB/z58/19bWVoKN9CobgdnBHb5iZ2dHjUZDtVpN6+vrqtVqqtVqevPNN/Xtb39bJycn+vGPf6wbN27o/fff1+zsrDY3N9VsNrWxsaF8Pv9CBcnn8nUMrjV+bXFxUXfv3lWn09H+/r76/b76/X4Iog5kmedGo5EgYVgoTwDFfpyddoCcy+XCGiJ0G/AiKdgd1SaC0fz8fGD3WXTPuWnjcJA/iWCZdrjdu/z47WsInEDCz/mzVgCyOzs7+sd//Ec1Go0QR1KpVEhovYUCmyYW0VI2Ho9VKBQ0GAzCAu9qtaqlpaWwxfCtW7f0zW9+U91uVz/96U9D6xXHJuC+7hjxh47hcSK2YdpJHLhzfQBtj7delXb2378bn9P9IrqCnnr7Y6/XS4Al5phzAbJLpVJY+4Dv4Vkb0wwnHlzXHLdAiNAW7IQA199utxMtZ95W5jgEoiidTidIFnYf5JlU+ALIFyfyAOClUilgkkajESog8/PzyufzmpubCxUUgOMkv+7zf97hth/Hbv+MlGxvdL2gsoW/AwPSjQIoRTbEw7iFF91G5t5Nwee9LZpr8mSX9iLHP544v67hcuNvT8ixLeI8+AtC3ucUDMwcYE++VS06x+c9UeFnfn5euVwutDg7TiN2OEb2qijdH46dwTtxV8qkOPmy8cqJBjss+KRJZ9kpJ+Rz3ESz2QxgxUFezL7A3KGwbtgOXFE0nmHgjIw7NOnFHZ28bMz7bFcIGASgxtkwr00zXuYE3NGjfDi8XC4XFn1iVOn0Wa9dXNrm/mKw7POFrI6OjhJb76Gc6XQ6bKPpxuCtXPl8XktLS+r3+9rZ2QnMT7zwkDl9nSMGkzhwKfmQHm+NwqAADB4gvfyLfDxx9nN6cPf3kKn3oHqJGFnCGDBHLIj0ygbfeR2Ab1KgYKBTfn84mzgB9a08JWl/f19PnjwJgdoXiDtD6okJcuWhdwTzhYUF3bhxQ9/97nd18+ZN1Wo1bWxs6MMPP1Sn09H6+npI1AjCg8EgLJTz5Jh7mfT3eYc75ThBXllZ0b179/TZZ59pc3Mz9HkDhgGztFmwZqPX64UEgEHPuve9OtGCPwSUQ0B4Gb7f7yufzyf2Ty8UCmHO0EsqSSzQbbfbwf94IHewMc14md6h0/hgkgW3EXYnIxgj/3q9rs8//1y9Xi8E0Ww2G5IttzcnH9rttjqdTmDKnYiRTqtU2WxWS0tL+v73v6/5+XktLi7qrbfe0szMjL7zne+o0+moVquFVj5YPCceXtfw5CAefh6vDqAXMVuMPVKB9gqFV0LwBe574qQDQOmvAzw4h7emplKpgAE2Njb04MGDkPiORqMAzN2/sPaI+Hve4UlP/DrXTcUCciSfz4eKttsQbTl0EDiR4vGOBIF7Rs7xNr3Eb5J+kmRA9NzcnBYWFhJsta8Fm5ubCwkyyTjz9DriRezj4mPhi8ADkkJLNXiCz+HP0D8nS/meP/cnni90M157hBx93QqEBDaDPiJXj+PuWx0rXmQ4LmDEc+MJLl0qvM8uZd5hAYkrnWEab3n068eGuT/woxP0YEC3X7BPLpdTtVoNz7Qh7oEHhsNhwJu+bsmx7Kt2qpwr0ej1ei9khdy4L+Yhg2LC2crOsybPhh3AxQx8nGV7tWMSmHHQGPeb+iIthOYVA18EHGf1DhzPO2KDQW4OyHgP9pLMk8kHAMPATOrRxNG7ghO0caLcOwbIPQOAcWY4UAbgDqeKY2frM9ZDTNo14yJMi7NT8fAMm4DA3w6AMVhkEpe2PTmNdSaeL+7HP+PvcU43SObYk6FsNhtYcfom0bGXMUrnHS/7rgc5b/mZVD10e+R5BfV6PfgCl4EnWtgh/c1sIYo+AkZWVlb0zjvvaHl5WQsLC0HHlpaWJJ1WB65evRrmxZ+Y7X27LwNK0wwAiwMyzpNKpVSpVHTnzh2dnJyEPm5f3E3VgJ3e8vl8+LvdbiuVSgV/SMD00jd+0O3bq71egcOu8bMepJwpHY9PFzcvLS2F6rI/tT3Wu2nHy47hJISkAPaIB74JAUkZwOX58+dhkTs6BYjwKjC6QRXj4OBAnU4n7Bfve8mXSiWtra3p2rVrun//vm7evKlyuaxqtRrsYGFhQc1mM7DJtNL8virk64gTLyMHYlKDufa1JsRit12Ag5MlHtNi0pD7YHCcmHRxogbQJym02sKcvvHGG6rVamo2mxqNTp8YzoMSU6mUarWalpaWtLS0pEqlMpXsYl8Vy5M5pfpOnPTqH5UEEg22uYVJhulFpk6kcSwApMsR+2P9SrfbVS6XC+sH+byTNdLZZhq0+JXL5dAe6PfJ3MaM83lGrHOuxxBQDMAxOuG/wYboXEx8xuQVMkOmnFtKPpTPSSxICK7B9c6rKbEvimO248/XIbc44XAMRHJNa6dv++y+nfty+/QNaHxpgpP10lmFCcIcHfVEm+PwXd+SnU1sIJHZSY6EhXP4jmKvOl450YidGVnW9vZ2EB7KuLu7q+3tbTWbTd29e1e3b99WPp8PoM6NMFboWOmkZPsPysI1+GcAS76fOMEIB+3JBRm3L9ZhsjyDi5ns845Y4R3EwXYDIMhAWRDriQhKIClRMoxlGbeUACg9SUSB3HF6FWk8Hodz8RqtGzCFklQul4MzTKVSYVtAb2OIew2nGe44mA9P4JwNgDXmvuhJdAbFHbPLQEoak8+Zt+xhaBg158bw3RB9/QPrWjKZTOiZ73Q6YdcRrmNSwLzImATAffcitxUYGL4HwN/b29Pm5mZiL3oCK/ftC765d0C2pBBgYbOvX78entjMjkGuM9goaxAajUZoQ/CHSjqTfVFdw+F6JZHEG/1aWlrSO++8o6OjI21tbWlzc1O1Wu0FkgAdabVaAWCQHKAz2Ww24ZvcHzkodJBJACoUCiGA+JoX1iuxI1Or1VKv1wt2k8/nw/oZCAZnF+P1Q+cdcdLnxI9XKzg3vg5ANxgM1Ol01Gg0VK/XdXh4GIImO6dIZyAX/To5OX36M9WHdDodFskXi8VwfdVqVW+88Ya+8Y1vaHV1Nehjp9MJjGChUAh6SRLjvsLbYDx2TTu8yiAl2zLwP95qAZjwB3d5rCJZxvc7E8qIiQXpzJ9yTYCyOF74WjMIRiq16Hun0wmbEhSLRQ0GZ4thWZNw69YtXb16VVevXtXy8vJUsnPf7TF/NBqFNhL0j/VRfC6fzwfbBPi5j/dWqlificvI1pOYSSy6A02vUroOMM/siJhKpUJLGsQGFSOf22n9Ht97GUEAeHWf7EkqusbAd7jsXmYXTtK5zOPEBYxEa1o6nQ4YwzcMotXSz88cxZsN+XmnibFxkuHEIviYOXJSDLwwGAzCWmOuAXnwGvoMmQK2AWvgK/0zTlLyty8viBNbqnpstrK3t6ePP/44JN9UNkajkVZWVoI/jTc5+H3jlaPJ/Py8ms2m6vV6cLrHx8fa398PD0OixNLtdvXs2TN9+umnoS/Ye5iZDAfJOC+fdAfPsTL6324oMQj0153hYaLpRwcceBsVCsMxLmLI7nD8eJRqB4NBWADb7XYDcI/l48oovfgEWGddHPy6IbhcPbkgsYgZAYyk0WgE4242m6HflUAzGo1CEOFzHMe3oJtmuIPgutzJcl9cr69dcaNFLm743kYUV+z8fMie97xdzD/nesk8UVFBxpQrJQWm29kHv59pWtD8OG4vALs4aOKsuU5P3DKZjFqtlp4/fx7AA/vB49g5Lk7SEwyAUa1WC58fDAaqVqt6++23tbS0lGCk0VcW8XsLg2+7jFy9d/f3Bc1XHQR476mWzkrZa2trOjo60sLCQgh+3DOOvtlsJgBHvV7XF198EfyhVxJIYKSzKh1JipRcR8N3fG//bDYbyJGjo6MXgCeJ4WAw0MHBQbhG/BwPDXSwchH5ObGCnjkj58ANUO9tD8QWnj0SP/CR+/KeZp8nJ52c9Z+ZmQlyvX//vn7wgx/oypUr4XkuPMDPGUESY3alGo1GoTVNOmuLdOA1bZxwn+3+xxNd5lM6860w357c8T3uGyDCcF3yeY9jleueJ/XInu1e+/1+0H/mjspUq9XScDjU4uJiAGAA+5s3b+rBgwe6cuWKisViIIXOO9y/e2sh5Nfc3FxoF0Tv+E1LDlVBcIwz3h5/kL37HY8P6AXvcZxut6u5uTmVy2V1u101m82wlXwqlQqEzWg0Cuv3pLPKRq/XC8TBpIratEmuY4kYX3nSCnDHb0BwsCbPEyr3Hx4HwSeOY+LYyXe4NscuXr3h+xyLZMxZfo6Lf+TzPm9+3vMO95fergVxwd+sCTs4OAiJO/7bKxFOhPq8OAnhBA1dLl518gSNBMPb6Dkm1+YxX5J+9atf6b/8l/+ier2ucrmsXC4XkrVKpRJiT6FQ0HvvvaeHDx/+QTm9cqLx+eefa3d3V+12OzAXx8fHgdnu9Xqhpefw8FBPnjxRp9PRyspKgi31CXIAFwOsSZ9xp4dA3cG4M/bveV8h2R+fRTlwcL7wknPw+yKJRlwOI0BQUYHloLKBIjngA9RIZ72MUjIJcvbJDc4TL/7HEY9Go7D3P8fyncE433g8Di0z7nhQapwhLK0naa+6aCge7rTc+NyoMDJ3/O5MkBvG7eCObJ5jcY7Y+XBsb8/jO54Ye9DhNWeuCGju9GAmuI84SZhG7yY57/hY6LQv9PL+Wq6NZ6mw/zu7HsVJnsvRGUP2CUefu92uMpmMvvGNb+iNN94IjDEBljn2J50yLwQ3tqlkXtzOLzoAUOzq5AEUBp1nVHS7Xa2vr6vf7wdAICkkTejnwcGBHj9+rNXV1VBGBzB4NcYTNF8L4CQB14hOAfDm5ubCmjN6upnPYrEYmH+XNdVHr2Zxn9MO1zeXKa+57REonfBhLrkuAimyjW3EK7/S2Q58BEfeZ9H49evX9cEHH2h9fT30IBM8HfxAADhrR2XFH9oW29q0gC8mPGJA5ltmO+vu53O5uDzdhibFYubG45zHDq6POYXNhHH13SNpyYPAGA5Pn3WCflJZyufzunPnjm7evBmeKVEul6eSnd+DV9SJk6wp6PV6mp2dVbFY1MnJSdjiE12hAiSdtQyBGbySw3Hxab7NKNfjiZ/HhPn5+dBa5kQB14zfo2+eOctkMmo2m2FnKq6R65iWzHMdjuMt10+FRVK4XveJTpKBDSbJwZMWtzVis1ek/NposYSY9Wt3GWcymQTIj9cMcSxPquLE6FWH4yP/3+0OIoettyEqRqOzTRrwO8QD/x564AkrSY2vM500n747K7ZNPGBjJKoqqVQqVOHB+s+fP1ej0Qjrl6je07WSzWZ18+bNV5LVKycavV5PT58+TbBG/pTNdDodSo844B/84Ad68803E6VFz0QxZO+/84mLM+TYcU5io7k2PuuO2JUeJoZypgN0X1TtEzptO4Ff6yRHBLOdyZw+ufb4+Dg4Ev+OVzW8tctBfAzMPJtHaWGLke/R0ZEODg6CcvpgLpEPvweDQXiSKwYCW91sNlWtVhNB7SIVjZhNwoAATNwzzs77CZ2p5VpwaJRTHRj7/McgHVny44HX5c81x0wkc+0JBU4QFs6ZML+Hi4wYfCCzmKlDDlw/ttnpdEJARj9pmWPePRiTOCN3D/IkpgsLC/qLv/iLxA4wLBCmTIsMvW0T2z05OUkwj76+6qIDlh2Q4YwxvoUWHTZuyOVyyufzAWSxUJIWyGKxqE6no2azqStXroQ58TUZyA5Q6YtGmSP3t+gemzn4jn5sp9ntdhNgne8fHByEa2athAf8iwzXK+Tl/tsDJATLYHD2tFoID3qEAYHIBf0lkSKZ8CoOgZCYw1qNhYUFvfvuu7p9+3Z4BgKtNN7iR7I5HA7D9XDtrVYrsV2nEz4XHR7zvLWR87svQGb4OGQREx0eP9AzTyz9c7G/43oc0OTz+aC3MXnhbXDIcG5uLqwfwk7L5bKuX7+uK1euaGVlJeyKdlGyAP1GLvEOZ8Qyb/1k7huNRth6lJjsVVpJL+g1NuOxBlnH88naFek0mcAuO51OuHeIL8ChY49CoRCevUFiAwnkWOy8g7mP4wJxi3tHZtyrYz1PDFzWTvZJZ6Sjg2Z+e3LtAwyGHJ3p5/iTkhn8rpNQ+EdsinNPS+Y5/iTh5Bohg4h7uVwuAexdrlw/2MRxIdftNukVTMe9YCPHHcgbveV7vkaI+Z6ZmdHdu3f1k5/8RM+fPw/XTYwvFAphg6eFhYVXltUrR5Tl5WVtbm6qXq8nDBGnMjc3p1arpe3t7fCwqEqlEvZ096qBOzvPzlzZXek82DI8eXADcNDkWS4ThBI4gHNn7ODCV/xL0wcSVwxXKmeqXJYOJjASHA+K431+3IO3nHDf7IDj1+/f4/MAJmRHOZQs3NcssOUeFS6e5kr7C20aXq2ZluXjGp2Vc8aJ9z1J9HmKZemJB/fqIMVZLRyms4e8FgflSUFbOtN1D0bS2XMkAJTj8TgkvAAYZ7IvMrhPT36QFw7EExDsj/U4BwcHqtfrkk572713GNbde0X9/p31Qeez2aw+/PBDvffee4lg6tfmzBbf8/VMzsiQZPKQNca0Ohf7DioYBwcHwZk7cYDT9iDIHvj+wMJOp6Pnz59rY2NDS0tLYWGqlFxnBADmeJ5secJAr60nIcibgIY/YwtPKgheEUK2vmXztMODoYN+B8wAYunMPrwyOhqN1Gg0wkYYVCP9eThcr4PneJcZb+OhNXF1dVXvvfdeWBNFIuwAxXdpYv0M61lgH1kD48mnV1QvKjts0OcXXXD/4MCW+cWuneklznrcdMbXPxffg1c5aPXhdaqhvE9bI2sQnIAi8e52u1pZWdHi4qKWlpbCg+pgm6cZbnueBLKg29vpHGtISaDX6XRCq6ZXZd2ncY34PgguYgc6yXe9FdOTea6FlionNkejUXjwJAk4D57kgYgke8T7afFJXF3AZn0dKPpD7HWigM84buM1J5ziBJhrnlT9wFdgb+5HaI32zhTOiZ5xT7TDe/LirdUeE887XCe4D3xAjFGc6PW1Tcwdscx9OzbMfXpXBd/xBM/JCP6Oq8XoWbwInBh+cnKihYUF3bx5MyQb6CC6THUckupVxisnGqurq3r//ff16aefan9/P7ApAPFGo6HNzU3t7e0Fprler4c+r06nE0qtXkb3gOTJh5Tc7s+ZV59cfrza4RPsn3GFJkjAylKhAcwQcLwychFmeTweh/YyBka6tLSUAOQecHz/dkppzlx5xcHvHTmTTQNqWTzKufv9vg4ODhJ76w8GpwsxfXG6O5HFxUVVq1VJCgtzSViQO06V7T29r/k8Iw5+7tA8sKOHcQLAb2TGdxyQOUMqJbeIJGDF7WjOQLheMhfOrDtb7cmiA0PpbC/w0WgUmLXZ2dkEeH7V4brgFR7GpPUgMVgCNNAulU6f9eUS6LAdZMbfDO4NsH10dKQrV67on/7Tf5rYhpUAy//IBWDp8uX4JLboLYGY709bRfPqBQQJoB3HTdCljQCWl3OzmNjtqN1ua3d3V1tbW6G1CRl4MPWqAnNGwMU3ISdnvXmdZIFdfnq9XgDuACHsnXvLZDKhfQhfNO1AblRW3L9yfkAMi/qpqviOP+gkx+Ta/BzoAyAb/cPmeBBcp9PR9evX9ed//ue6efNmsFP/Pr4F3Ub+JDnMM98BTJP4+txMM4gx2BL+DJtkbuNEhmv21j18Fz4wrmT6MTk334uTHOzT7Z3XvOJP3AAIs5YLGeJPYOer1aqWl5cD0++2Pc1wMFUoFAKYzOfzOjg4SFQ/kUer1Qq+8vDwMDykEb1tt9taWFjQ7OzsC9spu6/DzzmJyjXhi3iN6yKJ7fV6arVaocvC9Zx7ItFgTkh+4+6NaQa4yeO3pJBwc1/4YmKhdNZJ4oy5k8Pu12JQjj5NuhbXTfCLdwF4MuzVA0968TH4TXykbxYUY4XzDMcITgpCPI1Gpy3pXI8nEI5nJ1V/vILh1+a4g+85XoH09xZkJ3rK5XIgN7FLKo/siFYsFsN2vIVCIRFHkXk+n9fbb7+ttbW1V5LVuRaDX7t2TQsLC9rZ2dHnn3+uL7/8MrQQ7O3taXt7OwHWe72efvvb32p1dTUAusXFxRCgES5K4MyJT2QsZD7PjfuEuJP073rmHbO3vO6BGnA6Ozsbgsu0hgxTw/E8ECMnN2oU1AE/ZX0HHFyPB183HE9O+BzKyXG8fchZVN+vGoCHQ2u1Wjo5OQkOnQXCxWIxzI+3CwECpx3uuJERIItg7ImCMwMA6tiAPaFDJ/wcXtVwmXp1CsfiRu4st+sL+oqe+yIujoED4fjci+8Y8arDmU4v86P3DrJcpgAsf8jPwcFBKNH7NqzI1tvwAEgO+AiKPLzz+9//vt54440E64O9MbyK50HbZejHJwngWQkXsVfsE0CADgAOPHDg2KvVatg/322dRAJ2stPpaHt7W7du3Qo26r4PJtHbE5gfWKf4ydRUNjyoS6eLT1kz5Yl1Op0Ou3u1Wi2trKyEdQf0Mk/bPsU5nGX1NRQOdp28gVTp9/uq1+sJ0OytCJ6QuN6h417tPTw8VL1eV7PZlCR9+OGH+u53v5uwddcRB0DxTk0k/pzz+Pg4PLPEfUR8zPPKTjoDp54wuT35tcbJtycqfC6OF17593N7xSO+F2TihInr1HB4+nDeg4OD0GbpmztAeh0dHYUNQyqViiqVSiCrqA5MKztsx9cxYn9cM3o+Ho/DGgmvGPb7fXU6nQDkWq1WgvRJpc62ykU26K77XGeXfQ0c77tcSMLG43FY+xKDdogA6XSNBN0EzIv7yfMO92f87+SZJz34e6+G8VknfbFF/paSLdDIh887uewkIv7P9Z7rxUZiIM5vWPu4I0RSWP8S2+555eY+AgzpNuKkDbgYWaLv2I/bIAkRscHvzasW/n7cLXFychKIZeTn1RSvjFJhy2azYZOCN954Q6urq6EKORyetvZVKhXdvXtXP/rRj7SysvJKsjrX9rYYabFY1OzsrA4ODvTs2bNgJF6OgeH+/PPPdfXqVb355pvqdruan59XtVp9gTHx0ifnm+S848oCwnJFdIVy9tmNxjNuFNads7NkHtinGQRN7xtNp8+2XZSSAZo+b8BOv98P1+6Zu3T28JUY5KKMntRIZ0oKSKcP2kG1BxzmAQMiUfJFfdIpG+QPRHJnXCwWp5Yd9+0MJEFFSj5lFHmQfEw6Bo5v0rwToDBEEiYHuMgmdrDu5HGQvv0ejscBpAccd7rchycc5x0O7NzZ8x6BguGBxasUPKhsNDrbHU06W5DL9U1ylPx0Oh0dHByo3+/r3r17+ou/+IuQvDvoQY4Obrg2bBUAyHV42xsAkKR2WrDs58demU9ngei/haFfW1vTaDQKO/CNx+PQB0vS3+/39eTJE926dUv37t17gY3ydhOCLPpBCZsgDHAiqNDa40xXt9sNjBWABv3Fj7BTlS9OnZaZx794xUI6Y9R9Lt0Pua9jgTZJnCfD/jwcKlrOqkpn6z6azWYgbN577z39u3/375TP5xNVAq5FOgMnmczZ+g4SM+4Nmc/Ozqrdbgd/57KftvLtYAvbjxMyrsdZdRJ0f0iXs8wO2DzRk/SCX+XHz+kAEX3lPWIbFTvWcMXrrLDN0ei0WruyshKq4pJeOO60AxvyqiC7lmFHJJrEBeIj+IXNAdg90Z/h4skdcvG2W/dh6IUnDCSosN5cDx0AkAz+7B3Afb/ff6ErhOu+aKKBTvgufvg+6UWd9KqB25ATBxyDz7gexa/F1x/H17gC5zo8KeGATPUWNfATvgO84mD9PMNtyK9DUlibJynRusV1egUKcs7vE12FEI4xh6/l8GvHj3rHBN9DFo43OK6TGpubmzo+Pta9e/cCUUN1/Pj4WNevX9ePfvQj3b1795Xt9VyRGGc6MzMTel1XVlb061//OuxK0Gg0EoC9Xq/rl7/8pVZWVsJzA1gYFicDzqhPUiwp2cuM0+d/B29x8sL3vD3JmSMPPgBvvuMLx6YZrHfwe6Mcmkqlwg5NzWZTBwcHofTsYM8zcl8nQK+1t3tQMXLwOBqdPcKeoM/OF+4kcWoEer7jJXuunQeClctlpdOnTxXnf7bordVqiQTvvIPrdzCGk/dWFV4D4ODgqcwQkP3+PVlz5pjBsT3ZcpCO0zg5OUmUSDk3AYhz4LRJttkeFafgQIZKIfN43uFgOQYIXLdXIbyXllaR4XAY9MsZZi9Jc3+cj/OQqHsrTDab1V/+5V8GBt0dpx/PwXUsF/SeuYcJRe+pJHgyft6BjjlwYyF8Op3W0tKScrncC4H/6tWrYSclEjQCBaAY0MMOVCxs96oJ1+AAmwqT70Tl14qOIgvf8pCWQWyZeaHEDoPL9plUhaYZ+HF0Cb/ClrvMMzron6Nf3VvTPJn17Wpd70jieJiZ75A2HA517do1/Yf/8B+0vr4u6cze3acwWLjsFff4O/gPWl2YKwdq0wzm1W3Uq7JOoOE3ABZOknBdbl8ef5gn953cmwNEJ3S4f2TuxN1odFqB7/V64RkuvoBeUuKhdaurq7py5YoqlUrYWnlubu6F1p3zDBJIzgmZ5/Ph882cEw+8MkobE8k+mAW/F/sH5I6vTafTIbZ2u131+/0Qw/GjJBOQth6DuS7prIpA1YfkhTmYVJ067/CEkhETtsQ+bw9y3+wJpftxPsf9eIzx47j+SWftZcwLfh/5e6JBd4ATahBD+FbfXIPrQU+cQDuv3Bxf+j048eaVFScMuFb00RMSkgJP8NyOfY7433GHtwfGZAQ65aQ7Se3+/r729/c1Nzen9fV1lUolbW5uhjm9f/++Hjx4oHfeeedc1cdzJRrOlNFKVavVtLKyEhaOSAqAczw+7U18/Pix/u///b/63ve+F1qFvEfMQRCBwx0rCuYJjAMPV8QYVDmgcuPEeN15urMrlUpBCS7Sdyslt2gjAPD6cDgMD8BrNBphVwlaD8jEne10xWu1WsEBefmO73vbAgujyGAJylRbPLM9OjpSq9VSJpNRpVJJ7KZwfHysYrGoer0egEqxWAxADCe8uLgoSRcKvs6u4aycZYGVcMYIecVy5n90wMuYyIlgA/PrzgB9ATQRZAn2vpAR8EN1ZTQahSA8Ho+Vz+dVq9W0vLwc9kYHvNAa4szFtLLzipkn2LyGLrljJwn1KgZBxn88SeKekSFgFiZuOBzqnXfe0TvvvBMcL4NkzRNJAqgHJOYcmyWYcTzszNmcaYYHPOmsqpdOp8Ne7fSAQ7ykUqnQ28o1+EJZJzH6/b4eP36sYrGoW7duBdtD/gxnSNEx9BiZuW9AjySF1hXpjFGDiWeuqUKS0CLDadv1uGaqIq5vzFs6nQ426lUoqhg8OR2Zx+ATW3d2lHslqW21WmHxdj6f17//9/9eH374YdhdCjl6xdDBkrPenjg7SEfvJIUK0LTMqA8HZ9xfXNVCrg5ouEZihL/v9u7+wIcnGZ7YSUr4NY6J3jHnu7u7oaWWLgCOBdGWyWS0tLSkGzduhAfzcX/oy7QDUObtPegba7d4loG3vkLy4e/BEgcHB4E0Oz4+1u7urpaXl1UsFhNtPVw/skHvePo5dtTtdiUp6DgYCh+fTqdVKBS0sLAQsAikALGFZy8dHR2FjS98beW0w4lb95meBHhiRkzyBAGdQzc8SffKBMPb70hCpeTCfK8GIWMnJfjbN8jwliCIC0mh9YzFzNgCsXwaUgrS1+Xk1XVIFz7ru03FMue7XCvfccIc+cZkOq266IqTTZzHkxHkiR9G1t1uV5999pkODg4SFTz+/uCDD/Thhx9qaWlJpVIpgWX/0HjlRMNBl3SmKLVaTZVKRcPhUD/96U8TYIOA2+129bvf/U61Wk3vv/9+aKGip9/LZzgHdzqeaLgCc3wSgTggxIHBy1LxZMEc8Rl2AnLQMW1Zly08AQzODmcyGe3t7QU2rtPpJAKg97uzAwuGPh6Pw44UXunw9ggHX57ZkmCwpgYAzOe4HgdADg5hZmEO2N0D5bxy5UoI1pSIpxnu/Ai2zCm/vUQtnW1P6oyH64W3RHHP3ivJefk+QNkTYE8iOL/v7INckGEmkwns1mh0uqPI/v6+dnd3lcvlVC6XtbCwoIWFhYROO8t1nuE2gP57m2HMiCNPElVJiSTBHaMv4gMQsWidYI0c0I1cLqcHDx6oUqkkyubYrJMADMrbDoDQOW/lk86SHByo39N5h1c/fREmFYlWq5VoexwOh4lWQfwHbT+pVCr4AHTg8ePHIRBdv349MScwnO5zCaDoFkGn0Wio2+1qZmYmbLrgAZQ5ctA5OzurarUayA2eTM+zTlj4P83wZN53sEJvvJJBcPR1D87out9mXjy5dEDJ933Xu/F4rAcPHuiDDz5QoVBIBG7k5wmGlGTukZu353FPDhDwja8j2fAY6KSSAxWXkwOBSX7CfacfFxlJScLB790JAB/EMD6/v7+ver0egDzsLBjBAfz8/LwWFhbCbpRc+8zMTOLZS+cdg8EgtDsR58bjcWgdhEQEaPk8Q6I5McCzgsbjscrlcti5jAqmJ2HIg/hNqygg1wlC8BCVO6pAqVRKlUpF6+vrWl1d1erqqpaWlhLVmUajoXK5HDoIBoNBeIgk9jDNQA4uE173Fh5iXVzlwNd6cu46JSXXPTLQDffVvk0vdgdBwnx4RSrWY9/JT1JIxiSFhyWSfDL30xJ5DO6L+MW18ffh4WHYLMTtGrn4OtIYvzpGJQbgx73i41uwO171dTTImvOAKdGxra0t7e/vB1/B2utnz56pWq3qhz/8oa5duxbm/zxk3isnGg4I3PlLp0D6wYMHSqVSYb9ygCgCbbVa+vnPf658Pq+33norBJFKpRIE5kEIp8h5uQZe95YQD7w4CoZn4l7a84lwxshZez4btzWcd6Ag3oJycHCgg4ODAD4ODg4CqxNfoztqlMbLgdyzs1mAXGTDsWEPcYIE67gvczAYhLYdXhsOh6Gtgr5uZ1dbrVbifxheSVMbs7NHXC/6wr06wPV59CDnzCgVFpxDOp0OpX5/RgNGHC88xdh5zRf4A0j4njMMPHcBABizv/l8Xmtra7p69aoWFxdDwLsIcMH+nInyypqDGAZBmhYISaFqANvmDBXyZkG2V5Jobbpx44bu3r0bmEefU5erJ5YOArEJBz6enOC8M5mzJ8BOy/IBepAdwImko91uhy28WZzMg/LQcxalOgPMvSKXTz/9VKVSSblcTqVSKQQcX9cBC8d1+HMTvNopKVQw0ul0aMnweeHeUqlU2KaYXXYAENi07+F+noEMvHQP8SElfTj3hN8fjUaBqY3XNeHz4vlnDAaD0KLHDmc3btzQ97//fa2trQUyAJlxbPxEvO4NPfaeZ/SQ62X9CbbLcS+apHkM4JocEDm443PIL27DixM/7MkTdz8vJA0+P040PImjwre/v69Go5F42C06RGWW+ygUCuHpwh7baO2bZoc9ScHfxvfIM1rw0wBR5o/rnASgvQ0Se9nf39fS0lJiA4ZGo6H9/f3gB3q9XjgvDLbrzszM6bMJDg8Ptbu7q0ajofn5+bDGZWdnJ7Ssrq2tBb/A0+lZP8SziUj6pvV3jq8YXoVEd7zSiY14Jdorv/hxT77RLQfPTrDgoyB2vOMEP8F52VgA2wXH0CbK8SFTR6NR2NKahDefzwf8OW2S5jojJQl58Bi6QJWKNSNuWxBD2ItjUJIRKqjolP8wL27vTnyR1OPTHNOdnJxoc3NTn376aehiwZ663a6y2az+5m/+JugieAs7f5XxyomGT4Yzm7yXy+V0+/ZtffbZZ6En0XdJGo1G2t7e1o9//GOlUindv38/HJNA6kmGO1GE7UmEKzH/e2YcAxYEglE4GJXOWqQ4B72jHhQvApZTqVR4GumTJ09Ur9fDgiGAP0AeJ0wC5CwfxgoQihXM+6D9O3ErAE4QJs7ZCs+eOdZgcLoVJ+AJhpCSZCaTUafTUbVa1eHhofb391UqlfT2229fyAnGjCPOx/UDw3Hm1vXV2dW4WgYQoqUFBwabQkIRJ3rSGePCMWkzcifLd09OTkJZnc95tQEn+emnn+r27dt68OCB1tfXQ6vLeQf2IiV3a8PJ0i7AvHtrj7eLDIfDxNadbi9ujyS9AAXu/+TkRIuLi9rY2AjtEq7TfNarJM4UxySDV5xw6uiI77aB459mEOhcJtgKYAhQQ9BAT5aWlrS1tSVJwYf42gy3qeFwqEePHoVdPAjWDoSRL2DCF4ESqHztCnIisFEBdZn5/VFJ86fUQmJMM/z7sLeDwSAkue5LCa78dsKH9RWwmegT9+hAhPeQSb/fV7Va1bvvvqt79+6FTSv8+/gAgi/H4VgkbR7sY/3kfWfhOcY0I2YdPWGOSSZP3qRkSxN65/NI1dbJBa+QIXdsyEkAWGW3+VQqFYAvVXjmkDlzYhISh2dmeDKD/GZnZy/0YFeIGRIJBnJJpVLK5/MhgeC+kR3XTdWx3+8n2n79Yav4HWIFO7wRT7zyOB6Pg8/3lmiug+PALo9Gp2u4IDxoQcbHeIsyjw5wnTzviMk85sITROIb604A+15xQ+fwOyT/JMbEHl//wrx4Jc+rksRd7JKqGcSgdyJAcLsOd7vd4Ovy+bwWFxd1/fp1lcvlcF2VSmUqfOJJEORKTPimUmeL/p04QfdinxYnYcgffOKkGrYpnWEcYrkneC5D5OjXv7+/rydPnoTHVnj7Ybfb1Te/+U29/fbbiU0wIGLZCe0PjXOt0fBAhCB8MVUul9Mbb7wRdvsg82EiRqORdnd39b/+1/9So9HQu+++q8PDQxUKhcDsMTk4db7vSQcOMs6epeRuBDg9BOdg2ifAAQUOc3Z2NpR3HWBNM2AHSWAajYY+/fTTsIDYgQILTGEupbNeSe7F+9EBdtwrDsiP6aDLZQVQAsw6aCN79urKcHi2iw2Bl8WTJycnKpVKKhQKarVakqSdnR2Vy+WQVE47PMnAobOhQL/f1/HxcWD8vJzoOuGJJdUv2pnq9XoIDMPh6QJoqg8EIHfE6Ajl736/n5iHdPrsafMk3cwh14bOwTA0Go2gG71eT1tbW/rOd74TKoXnHTgcEhvul4FMPKCgT866e4LiPaYOzgioDiSdXV1eXta1a9dCb6wHJ2dgSLi8fCwlq5E4XmfbOK/7jWnXGEgKVZz43A7EAOv4FAe63itM4Jmbm1Oj0dDBwUGiitTr9fTxxx/r5OREN2/elKTgS2kb8wd9ue+Kt0fm3rlmgCbzjt6yviSTyYTdf0iGaJ3yHeXOMw4PDwPjCiM2Go3CA9m4Tq4FWbFLF/rliSU+msSYzyBvZHF4eKherxfac9544w0tLy8HOeK3COC+IYEntvg/2G5AM9fOd/L5fPBHnU4n6Me0hBR+yZP8Se2isJ1eZXV7IbHjNSfwkLnvs49Mff997MrbAz0Wt9ttbW9vq9lsBpDslQGuH3DKeplarabV1dVQWXUiwZO58w7wAEAfubmfQS5zc3Pa29tL9KvjmwGA+E7knEqltLe3p+Xl5fBcjrm5OfV6vaCDJFbEasgBgDOfIzFhbSb2jC5RzQbskVBACmJT6BvrNi6SaHDtXv3hXL7VubcnxmtOsVt8DskUckVH8KEkwcQcSaGyyLz5jpsnJyehY2Y0GoVqL8dmzSlJrSQ1m03t7e0FBn51dVVPnz5VpVLR2tqa1tbWdOPGjakquK5bJDUQczwFfDAYBGzCZ13vsFNII6rm7HhGazvnk84qUNKLWymjI57QxHgaGxmPx9rd3dXm5qZarVaIV8wnW9n+4Ac/UK1WC4kjdstaoVcZr5xouONCaF7+4eI2Nja0sbGh58+fh4tiIvhuq9XST3/6U+3s7Ojhw4e6ffu2jo+PtbCwEJINBk7bnR8T5gDDs0PpDHgTdN15+/HdUHA4nlgQjPg9zSDQ7e/v6+nTp9re3g5PW56dPX1arfeB+yPrUTJniaSz5MMX3eF8qDJggHwWdsFLmM7WMgBWnmSMx2MdHByEayIwOeNB0okjODo6CrsYvGrmGw9vReh2u9rf3088uBBmmXtwXXTHi3z4TK/X087OTmJHED5DEMB5Iw/XZcCFr6vxh9mxvoGND3gIFO02XBMMDtfPotz9/X394he/0JUrV3T9+vVzy4179aCPDnlCyWd9HqUzFtCrXS5L1zkvazPvyKZcLqtYLGplZSVxf5yHawA0+g5rrl+eaDDHnjBzHLd7d8jnGfRnS1IulwtrjySpXC6HxB3g4tVbbFg6bROhdQz9IGAXi8UQKI+Pj/Xo0SPNzMzo9u3b4frRJwIR+/+7b8LOnUH1xfa+naHPmyeOMJTMy0XWaKADcYsSoGR+fj6xPzzECuDe2Tb8PH7KSQT3TZJC6yZzdv/+fS0tLSUWGVMFxud5goGdkxjGQNWTX76TSqXCgxdhp5H5NAM/7ffvBJOkRELFmj2AGL4SffPKBTZPewrA3G3E/Sby8PVCvNdut7W5uRlsHN32dmbsmWTz+Ph022lvnXQG1+91moHNISePh8fHx2GDAO4ZXfOF7hAt+DsHwoDtwWAQEmkSA6pFXgl3xtp1GnlwvcQb3y2N47J5i6/1Aojie7zFb9pEQ0rGfCoHxDZPMPDPMOze6sN7XkUlTlMx9d2fSESp5PgCeMi4eOteNo1wYpbE0DfAODw8DFiSZ7vMzp4+dHFra0uZTEalUknValV//dd/rWvXrp1bZvgP5E9SBOAnsUIe3BcEAj/cO9eO7LBbzuXtpN6pgp57VcirIswv/4Nltre39cUXXwSs4HNG6x6dFU6Sum6/KqF3rtYpLoRyt4N+nMvMzIzu3r0bHuZHYoGAAFrj8VjPnz9XvV7XF198oXfeeUcnJyeqVqthwQ4C9t5U79eNHRaf5zteqeA96YztdYeIY3EWkJYgwM20hpxOp8MCULJHkhccFErFfWFQZMcsJkKRmXTmYVIgRGbMGX/jKCe1ITmjgFF4YPcdHpAdAQf55nK54DQWFha0u7sbyr/nHZSLO52Odnd3wwMMj4+Pw8Ji10MMjR8HPejAwcFBeOAROuVsAQHIE1PYJa6HQEDQ94XgHpgICjyjgGCBTuOgkCXXm81m9fjxY/3kJz/R6urqueUWg3J00BkWSYnSM4CVv7kPPotMnc3yc9Em5iwg1cqlpaXwvycB6ExchXJyAofKPDiZkEqlwlatcZl5WmKAOeGBbDdu3AhBi3UrAD4SdqogvhgRYEUiWqvVdHx8rGazGXSLtrRUKhWqnG+99VZIQmBWuSf03Vth0O2ZmZnQ3uhyymQygcig7YsABwEBcHH9n2aMx+PA7vsc+Xy7rfp6IHwb+uRBzX06vtMr6zDD8/PzWlpa0q1bt1QsFpXP5xPJipMx6LHbCO+RpDtB5tcPmKfyzVPgL9Ky5+w+VQe/T3yK+xuuibnm+37PTrIQM/37JP/oEvfIcDLg4OBA29vbASxT2XFgzzVIZ74B2XuFyDEFMp420fBrHI1GASCTaHKt2BL2DAuNPDypQhedcOp2u9ra2kpUnvBbDtbBKI5fvPIpKaxjZOG426d0mrBCeDFXPISSWOHrGng44XmHJ/ScjyqUlNwsgGS10+kkWmg8LiC7WA9drr7O0cldKhEM8JgTsVzL0dGRSqVSsFvfTMCJklKpFFqq2Lmr2WzqyZMnIZn7N//m34SK8qsOfJt0tiGIr7/Ex7q/cd/lxCh6gj/y6pgTIGAQjksbNNjD9c1bZsEvkL+ffvqp9vf3Q2XI9RgCKJPJ6Pbt25LO2uuIE5BSr2qv59p1CseL0rtx81omk9HCwoKuXbumVquVAHsoDa1BGMrm5qb29/d18+ZN3b17Vzdv3gzlI084CFgI3oE/gJlAxGu8zvdhfTyD8wmFdfXqiS+aqVQqryqyMDqdjh49eqTHjx/r6dOnYUtantrLtXhy5IyfpCA37t8VCvYXWbnSsaUjjgwZuUF7pg1ThvEDND1p87YV2A+Y+/F4HHZRmpmZ0ebmpjKZzCs/qn7SgN1/9OiRhsOhCoWCFhcXtbS0FBZ6xg8AQke4P+nUSZNk+MJZZ+uRod+zJ2k4UwIN5z4+Pg4PB8MZ+roD+lJhvBzg8V0YSlrBRqORHj16pO3tbd27d+9cMoOVkM6YEQck2AW6Fvd0npychGvy5NNLvdyjEw3epw3wXVhYULVaDWwcQNgridgiDA2vo/eu2y5/rs3XhnCcaRONQqGQAB/YIDZBEPbzIj8PJoBobzclEeDznU4ntAFS9Xz06FHQ4XK5HBy8dJbIeCJBRQedRQ7oogd1rwKSfDIX7KY1LWCRzljbTOa0J5q5lpTwwfgb5tXbHiCmvPoQ359XppvNpvr9fkjsVldXtbi4GIgifKXrDrHHA6cDHgdJXDe6DgPrCZRvBjAtIYVOICvaTDimt4thvzC/AF2vWPmceHIOoHdiAeDtgBI5A1K2trbCmgyeqozPJx5IyQeXwWADSiaRg8RAjjXNYMe0GPQ688ucsUU1skZH0QdP+JgLj7mHh4dqNpsBJ2DnXD9rJvg+uuWgbDweBxLRK2jD4TCsEWHDFsgwzkcVQVKozJDwTTOY9+3t7cQWxeg8u2Shg1TzSTbx/bQ/ckxPMDxBdx8VV//4bJyogttyuVwA4/5cDAYJOesiCoWCVlZWgp9jMXOj0Qg457e//a0ajca55YYfhvDl+rwy4LaI7nvy4bb2/2HvzZ4jTa7z7qcWoADUgirsQAO9z3TPylk4oklqRFKUHJalYJAmRcnhC4cjbF/YN/6zfOkrO8I3DoUVkkXRokVxHc50z/SKHbWgqlAoVNV3gfhlPW92NdkooIf8IpARHd0NVL1v5smT5zznOSczsW+swRjr8XzsmNsobIdX3rhPJoh99OhRyEai/5CG/nnK08n0OAlK//BjLySrFxUqDKUb/Gw2m1B6BDIzM6Pl5WXdv38/wS4jTN+g5lHhZ599pidPnujevXu6ffu2VlZWVC6XE84Ko+aRqysxAqaNchqxAfD0j7MvAHVpuPF3nLa7u6v79+/rk08+0ePHjxMbnXD6KCuAFECHYeHzU1NToRzFgxJJCWPO2JEtWQxnLWFrPPV5eHgYjAfy5ZkAF4Cf73+h5AtjmEqlQop9MBiMHWi02239v//3//TXf/3XIQKfmZnR4uKirl+/Hhafb+p0QOJlTBjGUYtcUkhvMm5+hp47OxjrXAyenO0CDPA5Zz3QBRgzANTe3l54/k9/+lP9/u///pnkxlr0YMfnFGPBu539TKVSiZMyPMj0wN2NImsS4JLJZAKopiTSs4WAJwcb9M3XIPs8MNC81w0o847sXC/HaRMTE6pUKiqVSoGFRQdgSpGx2wonQJw95/CGqampkGlxuZIhy+fzSqdP9zZ88sknajabunv37jNjcT2kdNKJEbdrbmPQdewJR/T2+/3AknNZndvQs+odawYyA9bY59dtFtkhggwCDUCIs8Tu7Hq9nur1uqrVagAec3NzunbtWrCjksKeu5h4cuYP0IKeo3eMCUePzrnfwTeQdQYgnrV5qYM0PCQBcORZSMYlKcGk8hz6jj10P8vPCPrdJ3oggIyPjo709OlT7e7uBoBCNh5dw9bFc4ufgFwhW+g67SBp3DXrwTjMOIGDZ7l5nweJyIrSRI4gZ97BLBAlkHe+6V5SouqA+UIW2GECIAi86elp5fP5UD6FzaYc8/DwUHt7e7py5UogBnK5XKhyYP14BuKsjfnd29tL/JzyGT/JzU/Woo/I0Ukq/IDPJ/MS7w/Ch6OnjguZN59f7jjzAJA+EGCw/rGvxWIxVF/s7++r2+2qUqmEzc2Hh4djyQ2y0bNmnoHwE6aQnxPaTmZ7NtFJB2wSNhUdk4Zrx7OJfIefd7td7e3taWtrK5SdoTvScF9MvN9tbm5OpVIpZDwhvrxM70XX6wsHGg7M6DwOFaZHGh6NWS6Xg/H2UwYwlu6sMXQo069+9St99tlnevPNN3X9+nUtLCyEY8hozhrxfmcRRkXQNIyhs7pMOL9jXM5Qjut8qRHd39/X06dPAysvnSpKtVoNd5FISZDrGSF/3vHxceIGW1/gPMNTcSgLRtQDQK+99NQxskEGPJfSOWSOgcCwA2QYw+7ubrjM8axtf39fP/rRj/Txxx+H+xjm5+e1uLioVCql7e3tAGLptwMUDCP65se0SsnSPHTcf8/PYkYQUIvjjLMeMKXIH91GLgSXLnfKmtCLbPZ0k+zjx4/PLDeMEjoQAzX66oGVG0mCTb7HccYOjvm8l43BnGezWRWLReVyOc3OziZkSv88aPOAhX97IOQsmLNcMCv8Lg5Gxmk4Q3SHlPtgcHpBptsevx3a5xFZY2M8mwugJCDy03aYm06no+3tbUnS1atXVSwWwzMd3MQbldF5mHf+BuzhxJEj2RoPHM9TwhKX5+Ds2avidpaSFIAMQRaBpu9d8gCFtddut1Wr1ULZAuzl+vp60H8PLOifZ1J8rwL64vtJkIODGs8KoIO+92rcPRrMp6QECImZTdcbvgPYiTOx9B3dof/I0Es4PDuCPh8dHenJkycJBpg5ddIx9r+e9fSfAUyxB3zGy0zGaWTr0ul0yBSwUdtBmZ845ZlRSSHT75kZxuVgizXKvPjcU+aDvCHyPFPkJ0Z2Oh3Nzc2F7KY0DDjZs1EqlcIBO/l8PnGKEQGa+7+ztkajoZ2dHVWr1TAnBDme5eYUIifHKLNCZ5AdGCUmdZGdZ7oYs/8ePXV7GuubNKymQX8khRMxwSoEdJnM6WXRVFtIp9cuQMKetfHeVCqlg4ODsI9uZmYm4XORDYcAeGaCdUB/sR1xoOFz6xlJqhb80lfmkAoOMlWeYcE2+nOxlawPz3hCHmJr0un0map7XjjQ8LSmG2YEzR9YYY+4vQ5TGt7uiqH2VBEg5uDgQH/913+tX/ziF3rvvff0yiuvhAtsEIhPZPx/d2oe9TqrgxFy9tHBgbNA7tzP2ur1uhqNRjjOFsUeDIZn5mPkPFr1xYncMTAwq4VCIYAXvsu8eGDoixYj53sMiM7jtBuBBOBLSpal+CZU0u847KmpKZXL5ZDRGaf9/d//vX7wgx/owYMHarfbWl9fT+wFYLFhbF0XHIzSbxaoZzWYXx+vg2LkgYzjtKVngKQhuwazCRhkHuMSAeYF3QAU9nqnt8bv7u6eWW5xSZMDNE/tOuPpzBRHNfp6cqYcx+bfIeCg5AOWmYs5vXkJjINkl6EbO9ZiHFQzh8jW+zyu42VNAn5ZMzCP/i6cGDqwt7cX9NMBDuvE63MZM/sIAP7tdluFQkHtdlv3799Xt9vVW2+9ldh74YGAOyr66yV+sM8O7AgQmQu+fx5WWRpmBQF1rDmyojEAQw4Em94n5hJZo2/IgPsbkCuZTg/qPIMGmPD5cSbe38t69+yk719y0I5NYfzj3gVBP1kznv2E7HJ7y5hgTj2o8kwln3fb7qyrg0mXy/HxcSLIcNKOZzJ2+sMz6Te6RLAJo+oBspfGjOtj8Xnu9/m5B9Ge5UNWnhlC/nFA5r4C3MAfPw0N20FmxAlLD+L9EAcOT8G2clJXp9NRo9EIt903m00tLCyEPTHYP/o97oErH3/8sX7+859rb28vbEqmPI4+eTDpgVq8pwRsg5+JM22OTZhzxzhkB7ELgG/+75k69ykxLuz3+6FCxEkcv9sFmf7FX/yFXn311TPLjb2oZJ04dZPMluM1aUhwe0UDdjmbzYYA0vXVx+h2mcyXB27MiWfCHj58GOyjk2L8DQHrRAv4CJ0l+8ahKKVSSZOTk+G0whdpZ17VGBcHbw7mnb3DiLGofMMfykZky4C8NvDo6EgPHjzQ7u6uPv30U33xi1/UxsZGMATOnrkxcKeC4rlhiLMZzuT7sXOlUklXr15VpVIZmx2VpJ2dHdVqtbBJkhQsC4padmqaGRvg3h2cgyuUwx05SuIgR1KIqAkqMGQYClc+B0bMcXxygke/LFx3WqTnMpmMDg4Oxna+XGxILTv1/u44fL+JM1joo6SEzrmRcj1x3fSgFBaKZ7MAcSJeq+jlBgBtB72ASk+f4tzduEoKG9XG0T3Gw3c9WyElT2fBGMKAS8NTq/i3l6ehc56hQRdTqVRgl2H7PHtBv2Iw5DKKS4X4DONwcOqMJPPtQfA4zUEuNdAEO8wbzDgypJ8exPJ538AnDTc48n3PDnpZDN/d3t7WZ599FkoFYf5dDsgPB0EwzLvRJUnhu6zrVCoV9JKSk3HvM8AGoFfIy+fKyRDfq+aA33XB7Qq6wQ3tvhetWCyqUqlIUiLAiEuH6AvvcPY09gn839d8r9cLgMrnFWfO6VdnbQBw3z/hQbb7Ns9QsE6RhWdePChy0oD/uy+RhnaDjFq9Xg8ZI9Y6tioGeh7wAmI8YGM86KpnMWnjBrk+Xi/bYey8Gwzihyp4Hx0kYwf8lCQfl5OcZPG9LNyDNrcLHqTNzMwon88HGfjmavTKQSCgW1Ii+JuYmFCpVBpLdicnJ6EsDh9PgNPv98PJUIyZP27/kT2yc7/jmMurT0aRc8iBbCbjxde67+Zdbv9dx3km+0nYB+bY5+7du/rwww81Nzd3ZrmlUqkQDE5OTgZyHcIVX8T8cWAJBCnrDPkhJ/wD7/D3uayk4amojveq1aru3bsX9uV6gOZyYS8GAY2TKR6oe6UM/hw7dOGbwUlzM/GAMQdIDIoWMwzOmtJYhK58MYPa6XT005/+VJ9++qnu3Lmjt99+W9euXUtEz664KL0bA/rnTDRHnT169Ei1Wi1xo2ev11OhUNAnn3yi27dva319fexNkiwSbuLFGCITAgrf9Mrf/X4/gJ3YCWPgkFnMGjsTx8La398Pm82QvTtVDIrXvzNvvjERRw47iCPG2U5OTqpYLKrRaIRAapxWqVR08+bNsFD8dkyMsZfmeUrbnYYDDWTjwMUN2Cg95hhSjh6GXWRsBNL0AQPAYuQ7XtfsgAcDzOk1XJ5TLBafKf170ebsLM4Vp+uBlwNjKclWEoTgKCWFscfOnXdOTEyoWCyGjBsbmmOn4+veA0LvhztbB64AH8o53Lj7XQDjNP8eOg4T68w18kWPWB8wljg+HKSXEvnJXJ6NQ086nU6iTOvevXvKZrNaW1sL/fCN9dhjQIE7fWTOiT/UorOBcXJyUrOzs8Fp+ByMKzv0CdYSwgQ74zrEZ3F66Lv7APcJnLzDKU9kXJ3AcQDoGTbXYc8AScnSAf5m7rChrFf65PrHZtz45JwXbdTeY38p/aEUJM64OpCNQT8+w4N0B/cOivmOM8KHh4ehLA0ZOKvttjLegIpMeKYfQsC9G56d8T6Mq3fxONPpYXkK7/FsHnqCLfRgzDMi2Gzmh7EBhLEByPro6CjcOA2ZEO/p4g+6y63yMNz4OscvyA9Wnvlz4mdcMpQ1wLrj6G36Sekx8oKoRKbYLccL0hAQ01dIwfiuFmkYWDhG87l1W+F+wQks5s0DCek0eKOqhIzx8fGxXnnlFX3/+9/X4uLiWD52f39f7XY7QTZ6+Tj2g35KSnzWyweRs1dOoHujThbFHvF85mR7e1uPHz9Ws9kM5VS829eH+2LsH89lzw/HsUMIMXdeavmiPvaFA42YzXFmJWaLnNlAMACuOKJyBgIFceBMVDsYnB699oMf/EC/+MUvtL6+rldffVVvvfVWSBk6S+uGA/aH1ul0dO/ePW1tbYWTNPzoUgdF3W5XT5480TvvvKO33nrrRcWVaKurqzo4OAinyXC7JdGhl9SwoAHO8SZaB6cuWyJjmEL+zd+eLeL0Kt+vAbvjbL4rOXPsdcksWE+FMl+8AwdVLpfHkt0Xv/hFdTodffbZZ9rc3Ax1qzMzM5qZmQlGy0FMzHrEDDMN+bHYHCS5U/VshBtXnsuBAcylB0Fe3sC749Iz5IoRrVarYe9JqVTS0tLSmeXmtZ+MAYfE+JAP/3cHB2DGgLss+YzLjnXjRjKdTiduAXYmlsbnnTn2QMTrkH1/jc81/fA14sBjnAZomJ6eDqVR6Dt9coaNvtMceHkAgSFnPbJOXB6At2KxqHq9Hk5029zc1MLCgorFYqLcJNZ1P3cfe0GQ4Swba5MMiZRkTMdpDtbc/nt5EXMeHzrh+8vi9eNrp91u6/DwMJBC1MX7rcOAMF/bECaeefJAxvXJ91wxh373gpfqOMAigBunOenmZJL/kZJ3WvlYYqDsGRt0FNCM/jpRR9ByeHio7e1tNRqNIHPPpjBeJyB4l+ME36PhfXNSwXWUoGac5voCU4wNYi7RFS818ztdRhGSrnfSsLzK/Qx65AEpPtBl5HPo73T7SSXDzMxMyL5QYbG/vx98H7X5+OjYjpylYePIaLhu4xcIhrgThfllfwZZXvbnOQahxMqz4HFAxxxKycMX4syHB8T0AflCpHEHCDat2+2GQyOazaYymYwWFhb0ve99T6+//nrwdeO0fr8fSEEC28FgEO5CgYTw/Xl+l5TLyskZ+o5vBgMzPwR8qVQqEGHValXVajVBIrjsWKPMiZcrxsScE1nsOfKMB2N4UZ174VXtzilOEbpTc6ZyYmIicSoBz3FjBAA6PDwM6btUKpW4GdcF3uv1tL29Hc4C/uu//mstLS1peXlZq6urIXWFY8WIouwHBwfa3d3V3t5e2IToRoY+wkgeHByoXq9rd3dX9Xpd165de1GRhcbFMOvr65JOT6Hi9CaCtkKhECZUGt4i7gwSxt5ZFGmoTM5K8HNnB0jvSUrIljHH2R/k7unO2FjSH59TSYkj5lKp1Ng3Db/yyisql8v6p3/6J/3yl7/U/fv3E0f/MT6AjM9jnG1zJgR9JgsRPyt+Jo06VDeGGA+MQa/XC0coesDi80p/PNtEieHBwYGazaampqY0NzenGzdunFluPoc+t8jHWTyYX/rn33Hm1IMM5tuDARryg61zufBsB1Q8D/DtoA+w4uwXc+c/xzkCBLyEbpwGCG61WpqbmwtMmQdR/p5+vx/KHuh3HLTDiDJ2ZCMlS/7iILbVaqnRaAT9vHXrlubm5hKlbZw+5ew884YMKZ/K5/OBdYet5OK5TOb0IqsXvfE1bm6vPEvjdksaggpOuUNWzq4yn8gQO8M+GcbPCXwcPkA5CvqCLHCoDn6dnHJw7oGu20JpGBAwlwSQzOO4YBmbgROPa+5HZa79/zGb7J9zEmXUvwERjUZDDx8+DIDFP8tz/R3onAcqBNOOA7B7kA5x9gF5jttYl45B0BsvCSXYdIbc7VGMY5xQ8ewH8w0OIqPAHEGkUt7k2Q1svp/chA2l7FRSALA81zdie30+tm9cvVtYWNC1a9d0cHCQ8OH8GwzX6XR0cHCgnZ2d0A/kgP9wgtJJZbdDnrnBXvgGecCvYyGeyzP9oAjmkX56oOGZtJOT08NWXn/9dX3rW9/Sl770pZDtHCfQKBaL2tvbC8/e399XoVDQ0dFROOoee0RFC5e4ci+I4wPsnx9S4IE9f6hGQYf4P2Nwu8fP8TPoP3LlHb5uORwIPO3rCuzCfVgXvkfDFx8vYHE44PTFhvAAa56qcYOFkTk6OtLu7q7S6XRwFL5By1laor5U6rRO7smTJ/rJT34SQDuXucVRGsykR4wwYD4e/t9qtbS3t6ft7W19+ctfflFxJVqv11OxWNTNmzdVKpW0tbWl7e3tcFRtt3t6WkGhUFC/39fs7Gww8jhrFowDf+bFSw1QTD7nGQ4cuDN5brA8qPOgAqbJ2T9Pe3sqmH6Rweh2u+HUsHFaLpfTxsZGKAeYmppSrVZTuVzWwsKC5ufng1Fj7jiG1Bk11z8WoANmBzfoGKDHZQNQQ2eQLbo4NTUV2B8H8tIQ8LgBJuUJo1Wr1VStViUp3Kg9zoV90vAsfpwFc+gA3PsnDUGUr9G4rMLBmAcCAAr0k/IFN+IeDLtTRlb+O/Tf++Y2g98DsgHnjHncxlxwUhL9xLlJw5PFYBapBeazDuJYN91uN2zklE7n10tIvFSCecBhsubYpPnOO++Esj2Cad7NvMLg7ezsBBvLvrP5+fkAcsiawjZSqjNOcwJkVLYlZo8pE3M/wedHBS3tdjtRYsXG6YmJiXAwBmVMnlnA7vEeD5r9XW4bmGfGwnfcZvIMSuHQmXEa4AE74sGZ2y8+iwxj5j0uBXI2ne+jM15a12639eDBAzUajQRYwUe6TrhNjOXmfXOSx+eVP57RPw8xED8PUOo2OiYGkB39jdePB5msFT7vZY9x6aP7EeRCUNFoNBIBA2OHVABDAQ4pV3JCB7/uGRMORBmnTU9Pa21tTVtbW3ry5EmCwPTS6KOjo5BhZb8D4/B1TaCP3CQlCCCY/snJyUSmBIAbkxLZbDYQse6v+V2876PdbifkTHn54uKi/uAP/kDf/va3wz07ZBnG0T2O4j44OAh4eHd3NwD/+fl5dbvdcJgLZAh2m5Jit0luh/mONMyw9nrDu5sok2V9OpEHTkM3wTKxbY5L0KThibBXr159Bgu4T46zIL+unel4WzIUgAOUCMV3obHA/eQdD1b4LMpMmQWMLheocM40Lc48sAiz2WyYDC5lwxB46gmD5OlBN7aMjROims2marVa4r6Qs7aJiYlQW82CoFYalg4DxaQSZaMoLEAP6twJIQ+PXN0wMV8eAXNcHd/HMKM8fD8eN3JmcTSbzXB8GsB4YmJC29vbarfbYUP9OI1Fs7y8rGw2q8XFxSALL+1iLn1uif4bjUZIK8YZNoyWg13XTxwFToQGyGYhejkV4MdZRZehA3XPgOzv72t/f1+dTicEURzvfNYG+Ocd/NsNk4N2DyjoL2sDOUnDTfVu+DybIQ1r1GPn6VkNvuffjcHfKCPI+o03wXn9qAch4zSCRkCmZ88IdjwIZd2y6RB5+4VrrHkYO4Iy+kpwREDB+mw0GqrVaup2uyqVSioWi+FwDK/1BURz5OvW1pZ2d3eDk8X+wVjt7OyESxQ9Q+rBzjgNedAX7E+xWAxy4dm+J8TZbAgQ+kWf+v1+CLT4PoH99PR0OJGHIGNUkAzghlXl/w4KmRNn/5h/ZwHRX3STS83i9fCiLfaro0CmgwnWIv/nbw/q/NmenUC+fG5vb0+PHj1K3AHC+gHM8RxsHTrrffK16n32NcE48btklfGH4zR0lwNICoVCyB5wdDxBnBMGzqwjc5cnNpNgmAwJgS5zg+1xAg9ZcIs2TDv+Bl3CTgJWPVPr5ZjMnfu9drutdPr0fo1x90HmcjktLCzo6tWrarVa2tnZkZQsZYL0cP/APDpDzpqBDGCtk0HiD37h6OhIzWYzBHYEcB5wFQqFRNDFe3m++34Cfsoq0+m0VldXdffuXf3Zn/2ZXnvtteCb3UaM0/b29nT//n31+/2QuZBOg6tyuaxisRh0m36ik41GIxz5j83CR3gghe/wk0GlIdnh65p5cPLc7ZrbCEh48BLPwv4sLy9rbm4uYWt9HybjuPBAg5dJwzN73XhLwxOOpNMIFvbesx4Oil04ADRqE/njioRhjY1R7EQwXp6Op5SBchhPF3lGoNfrhaNjSevv7e1pMBiMdXukJJVKJR0fH6tSqYT6Yt5L2Q0K6aUDXntMHaaXKTF2vstCk5LH92IMW61WosaSTAUy8rkEDPEMBwJsJuc5bFpdXV0N951Qo7i4uKjV1dWxT8Qg3Z7NZjU3N6d0Ov3M+eg0B/WMiXPHS6WSyuWydnZ2EiUuPMODToI1/53rK04LYMF6IGBGZ30ePLhgPvwUDNjwdDqtSqWijY0NXb16VdeuXRsr0MAA+aZjH1OcGcA5Alp9zA5YWPcYemcxnZlEvzFm/NzB2Sgj5WRA3D/miP67g3CGhnU9bqABIwoIcQPL3DpLShDqgAyQRZ2rgy4fhztLD1phC33fGo4zk8no4cOH6nQ6Wltb0/z8vLLZbKLsxUELOohjhXnb2dnR0tJS2Ph5fHyscrmcGPM4DZuCfrMmcMTIi4yXb9LFZsf+hWAElhK5U7KYy+VULBaDj3LbEPsn15FRn5OSOs+Y3B6gw8gqZiLHaU5EcfSmZ3CcBYfRLhQKmpubC+UZbPRnHXk2g397pqnT6ejp06fa3NwM2Ri+xzr0sika3/dn8X/eg856gOTH8DInHoicJ5PGvBJwgDmmp6fDXgLfiOzZx3hPj2dPkT2/Z214tiMOVtHPk5OTEGR4lYJnQAjIvRwIGTNfZDbROTaze+nWuLpHBmJ+fl7r6+s6OTlRrVZLfAZ8xh8/qdIJZCl5AiFycvIok8mEjczIifkgyI7tPyflMTe+N8MDDSofyuWy1tbWtLGxoVdffTUc6INNdzsBKXLWQG1rayvgE2TkN7VT7uq+ENlwcSsZefx/7HO9osXXjR+JzHrz7I5jRcffyAy99wwd/qbf7+uVV14J88Bz/Vlcuvmi7UylU86yoxy+6Fi4/FleXta9e/cSR3j5BLtRYbFT1z85OamnT5+GKBehkOYHGI+KSHFQLHgvBcLgxbV9vId9GwcHB6pWq2q329ra2lKlUhnbCM7OzqpWq2l+fj4AZYAE7AQT3u/3A1uBXFA6ZIAjd/AKmPTAwtkmlJV5RPHc4aJsvAsZO2gBFDMnGDdO2SBV2Ol0VCgUdPfuXa2srIy9R4NNfWSlZmdnw8Y1B/Bx9I4xQVakK/P5fDh/v9lsBj1ABm7c3fG70/HjP5kr143Y6QD4kTUBH4EKhqhQKGh5eVmVSiUYxitXroyVEkff+Xfcngf0nQ111o3mmQj67uUSfN9BkW88w8E4kPHsBURAzOg5EOc7zK0zOzilRqMxdikB6yKTyahUKoU1y8+QA4Ela9cZdGdI0aFcLheAMnPurLGnv92mOcOHM5AUSgTL5bLy+Xw4VYVnO3lBVoFsULvdDvvPyuWyyuVy2LB5eHiow8NDLS4unll2jJ09HhMTEyHgiAEUNlBKBgO+JphTZ/XQF0gad7KAZXTC7Z9nxZgb1j/99jUTEw3oMOPkb88uU6I4ToPhZV53dna0s7MT7KyfakeWig3wlKeWSqWQ4fHx+9y4/Le2trS3txeYy5iw83Hzx/fNxBkf98f4HErKyuVy8AMOqNy+jutj3faQXfe+sYbcrjM2fAt2ifXJGMk4YMfpr4Mv7IHLDdtEYAC45GdS8njSqampsMYh9iCKCEL4PFUJkJSUII3TYONLpZJeeeUVzc3NBd3jDhUyURBs0rNlh8g8rgDw0hsCcw+g0APHbGQ8kIXfYg+QlhTKz+fn51Uul7WysqLFxcVwDH4+n9fs7GzYlwbWwjeAbUb5yN/U+v1+uJwPcgpiBVvAOiXrxM8ctzBWLyt2G4eskJETMOgS/pB3oX8uaycJ0Smuc2CfaLvd1o0bN3Tnzp0QgPpJn475PfD5Te1MgYbvzfDBsXj8s6lUSsvLy1paWtL9+/fDBOB43RnwHRY8E4DRYAIwXJ7d4Lv+bi9poHlg4gotnTp5r7HlRBNKF05OTkJ6a5wGyD06OtL8/LyuXr2qTqejx48fh6ie3zuwQjFImbF4WWiwhh6tOiOKfFnwbrBcYWHXCVbcCWB0UVj6AqOCUSgUCmEx1et1zc7O6s6dO1pfXw+M6zjNnZ6XOpD5cpaSRoDhII7PcKlXrVbT06dPVa/XA2uMXJ0Z8Cge/cCwID9nahyguNMAJLGxF0dCoInBJGW5urqqtbU1LS4ujlWKQT9iBtEzKtJwvRBkOsPozB86Fs8Jzcv60BtYNj/ekb8dkAC4nQmNHZgHfP5ZmBkvH6KeetwyDN6FQycNToBNkImMMplMsA/Yi36/n3BmTn5gNwmgnb2Ks0DoFcCn1WppMBiELMTu7m7iKEMHNw6AvfwSZ0Mm8uHDh4kSTbK64zTmY2ZmJlyWFZdzAsoouWy1WoHgcTDlJQfdblfVajV8zrOybDzm/wRZHkh4QAtBwR/myYGz2w5nvx188zOvPz9PKQb2lRNyHjx4oL29PVUqlcQlr3GQPhgMAim2v78fSDuIFSlJUmWz2XDkZ61WS5z0yFr3zKGDeK9KcDvnwb4DTual3+9rbm4uXETo9sfLM8eVnQcRnP4T7/0BY/ghH+g9toJDUryEzceAjXEyIc5OIhfPDrPePYMiKdgp91foEbIBFxFUTk5OBuKDjcX0c9w2MzOjcrkcjm9nUzobninRYu1B+Lh88XEuH/QGHBLLD9KEfRiMk719/CkUCuHYXfR6YmIi2N1yuay5uTmVSqUQbKMTjgewK1Jy3/E4rVwuh0yZpHAELHaO8Xu1BJiJsjBJ4XJc7LQ0zCCBV933ScPSaF+L6Cnry9cquBD/6AQAFSJUoLzzzjth3xs+xL/b7/eVz+cThxf9pnYm9EeneZlvwnHnKA0NyO3bt8PFP0y6L0yUztkABMQGIDdaPJeF6OkfJsTLEzy16wYQo8aEwdbjzKh15mjJjY2NsY4ZlRSYB0DJ3NycVlZWgpHnNBgUEHDm7Bm15zzPWSaADYwDm91Jx/EMd44ecPmGLp7JovA9DYCAUqmkfn+4AQ0nyJ/Z2VndvXtXN2/e1I0bN8L+inEaoAgjJw3TxL4Jz+fUHYA7ZX7GCUClUknVajWAHWeC0Sl0kUXp+1PcMbPRL74IkfkiKCKQxGFMT0+rWCxqeXk53CxaqVS0vLysa9euhdPPxpGbM7IOAhwgYPhxHjEDzBjpt5cIIUvmiO+6fJA5uoOe44B8bXpzYMP8sQ5iA+zlbh4IjBtouAwIEtiI2O+f1lx74AuYh8n3y834DIEcNdqeGcFWAW74HHbIyyZYx2Q+qXH2k6Lod5yZSqWGF/NRmtrr9fT06VPNzc2pWCyq2+2q2Wwm2OCzNPcHceYbEAh4IqtHmSUgxg/+8DlxZ8dzCWqxmTj6VCoV9ASZ8LcHvN5vacjSxSDSgZPrI0eDUqpwlrrluHFEJYEG2RHKZwEkECJOGEjDW8k9k42sCURhhjm5i/Xtpy/SYtvpfyN3vueMNLrOnDFf5XI51KLHMvb5HKc5CUUpCr6bwArZOKhHN/m5k6YwuWAEdJiMTkx2YgMB0JRv4W+dtXb5OcuM3eX9XkrE2mGOWq1WWPeQsOM0WPdyuRz2F6LP+XxeS0tLYa/q5uZmKBFCnk6meabPy7kIlrDrExMTmp2d1ezsbKL6AOKSkmeIOA4HIvsCGYEfL5fLKpVKibuFIEW91N/LtTxrNU6Au7y8HC5hrtVqYS3Rd3AEMmBd0A9wnGNg9Muz8XweOTEWbIGXyPpeXifjvAwXPfFy+mazqVKppLfffltXr14N/UBevvcF+dO3F2kvjP58YG4QvDTFDQ7CWFhY0O3bt8NGs9nZ2QTr4TXKzk577aGUPGPcU0p83tNKzorGrAo/81IPfsamYVh5NhSVy2W98847Wl1dfVFxJRoOFuYJ4DI/Px8UFGXA0SMLT7FKyaPLMFZ+SRcbz5whBOigkA4QpaHjwEk4y4qzwUBihA4PD8OZ9R6xA5DX19d169YtXblyJQCYcZoHocyVH9PrDDGgjbHQdx+LG/JsNhucn++58NQgutJut8OlfZSYxJkN+uQyR+dmZ2cDUPbjK2FiFhYWAmuztrampaUlFYvFhJ6fpY1arx5IOsD3dUMwBGB3A0ZwRAYMoxVnQvjbg4SYVUavnRmMAyOfW+RAkCgpUYLAGOM9KeM0Z6P6/b4ajUZCRm6f+EwqdXqEM2UbOFr0BL10u0edK89iLfOHwxs8yMXww9whs36/H+qYnQTCjqC/yIsgmNT/kydP9NprrwU7PO5dEJ6Vwi54dpY5BOxCPAG0kBFjQD5kyPgjDR2wpETJAEDIfYfrE/PGWvDgwnXUy3ni8lbGwZ40+kXp2jitVquFU2y4aNDLP3H+rpvOojqA5zue9YF1htFHNl7eKCWz6TTWIHL3fUTIlfXnZAvBcj6f1+LiYgB9vh7or5cOnrXFhJvbYGezHehJp2udzchkf5g/xuuAmvH6vPgfD5Q8s4FOk01jTugTOod/Ru9dv2dmZkLVAOuZDfTnIQckBdAOeYGdY/5mZ2e1uLgY/vYTMBkXASVjx5Z4cJfL5QIbns/nA/GBT8D2sJ58Xwg/4/RJdJ6gyP2lM/oeMGMnXG/ZVzGOzChZI9tcKBQSJY6MybNA7kMhJzzbTRaBxvgh1LBD7ruReYxpnQR03wNhQ6CRy+X02muv6caNG4EkIrsE6cwaKZfLoWTvRXXuTDQzHfAoyicxju6Z5OvXr+u1117TD3/4QzUaDZVKpUQqURoaN2eEPMPBczEgsWLwThhA0m88y40AgnbDKilcilOv1xMs7tWrV/XFL35x7A3NAJFyuRwMMRvDWcwYZkCb74PAkQAUHZwBCgGIlCFgUJ2NZ85wwp6pkIZBRZymR/FJR+7s7ITneNnI1atXdefOHW1sbGhtbU3Ly8vBOI7bnJX1flJuRMbFmVS/Yd2DWWfTGTvBgQc0fI/gwwFho9EITgWjgePiBBzmZHZ29pmLgyiFoo66WCxqcXFRS0tLodZ0ZWUlYSTHaXFQ7nLyPUA4CXfOzpwDnHyznIOXmNWK06kOzvk/z3awQfOSFTJMAFZ3hh5IASjpd2yoz9oAdege6X1KFWDn6DvOAraWG6vpD+n1mP31TcQEc84Gu3NAZr53wQNJJxDQVeTkzCmBBTedT0xMhDIa+t/v98e+RwNQ5Wy5r09puO+Kcol+v696vZ7Yn0M/kHW32w2beikbcSDmpAf64nL2bCI6iT/wEgPkSZBDf5gnJ4DIZjjI9n1jZ23ObrOnBTvt4B9dIROUTqe1srKS2K8iJU8Nch1iXmieAfFAz09MQ0d5Fj4LGTOvgJdWq6XDw8PgS69cuaLV1dUEM+uMr1dHjNMAatjqdPr0IBA20mMnkC1H+PJOD1I9S41tpMVYx9+N3Dwr58w5MpQU9AR99Qv3YpKM9xEEsFYoI3IbM67snHzL5/NhzRAYYL84FttJK8bj+w+YA/ZUIefZ2dmwJwEfHmeGCEj8MwSo9BEiBLDrWWgPbqQhtkSO6XQ6MQa3BWdpYEzKzSg35coC3octJZjyElX6zTj5HGMnsIpL/LBDcXYcW8u7+ZzbQQgKLoKcmprSa6+9prfffjvYGwIMxw6+Z4PnXnhGA2Vkwt0g8UIWqQ8SgP3uu++q1WrpH//xH9Xv9wNod4MH2HHFd5ZJGm7U9O+yuNlAV61WNTU1pZWVlcB++jhQRBwPxm5nZyccZcvCWFhY0Je//GVtbGyMDV6YZO738H0fGDIieQdP9BEwg1xcZgQQPMNLYGJ2WVLYTwFo9sWGoXWlBtiwP4UTuAB8hUJBKysrWl1d1Y0bN7SxsaHV1VVVKpVEMDAOY0BzJ0efYEInJycTp3XgaJERsoAt4t8xAPbgDZlg7Agg2DTJ+3C6MQPqTJYbYmclZmdnValUggMmBU49NkGo6/5ZmgfYXmLm65U1Sh/j/jszGo/HU7ieDUHGDmyQJ/oM2x8TCv48L8WKx+QMDn9jcPnjZTNnbS4P1gEOIs52USeM/sBWAcaQO84DJ+s6S2ra5wb2lDXvz/VSIQAaaXccHKc5uY10/ZdOdZLbgAE7OMtxSx39+W6vsOswn5R8wer6HhNIAc++oReSgt56H2PQSGDBM728YNS659nMuTOsfM7JCp5NPwDYnjU5a4N483EhN8ZIgE8ZKSwuwACf64GWZzBZhw4QWHv8nr95Tuzv42ynzys6x/w2m03l8/lwIiFBBv7MS0fOw8gjNw8mU6lUgiRwohGgCUvuJUnZbDZkDWD3vTSLte3suWexAMquB3yWwA2/5fPqesg6d5COPOfm5kJZEWufuRqneTbFKxeceefnlHDGxJ2TJowzlUqpVCoFoAyJiR9E7u47nVDi39gCZOOZIeTtxI/LIfYVvp49yzVOo7Iim81qdnY23KcBSeB+ye1KJpMJmSgnBFlnYDD25DDXfJegj7F7hsxtp+PCmARgfU5PT+v69eu6e/du8JkQKPgpnstF2Mgf3XmRdiZv4k7DI0EWQ6wMvpdidXVVX/rSl5TJZPTRRx+FhepGzAFOzIK6A4nTlQiyXq9rb29PT548CXWZc3NzIb0tJS8+wTB6hOdlOsViUR988IG+8pWvhIuxxmkAh06nE857r1argR1lXDSMogNfT3e5w/QN0R618n9kBwPnZ1IThHnZQewESqWS8vm8jo+Pw02lmUxGCwsL4Qg5Ao2VlZWwcTabzWpmZiYR0I3bHNQjBzc+6ItH7OiLly95sBo/n8+7HvpcSArlb9zW7CyS6yIlA9z0C/uCYeJkDM4up/4f4+LZGwz2uHKjb16e407Ns3sABPSHNQ3QBsTHwMMDDGfu6T9BM6DE7QJg2zcAe4DN+31ucPbO/jsgPU+AxrjdFuEIJyYmAvCA5aEuHsBSqVS0v7+vRqORKPdxlp915iVhUjJApe84FOQbB+1ej8waz2QygXFG/6ampkLAjHw5uYaT3DqdTuJ0vHGb22v3BwQYACxKbDzL6g4MHYrXFXKYnp4OjhkHyOd93XrQ5jod21dsivsy/iagdMCHnrP/7jxAWRoGUNgYBw7S8PhMSQlQ7YDJdd4JO++f67b/7YEc8kHXXB+QbUwwALgBNJQhX7lyRdeuXQulewDr2FedN9Bwm+TgjqyGk2qsWzKyzHsclKI3cabKiT/0ixIXDzIA6/hbz1R7n5kHLwtkvaRSp5dvAsD9ziDkHWdZxmle5pNOp4Nee5CFvDyYcJ/gcmZMMPOsUw8u3G77/PMzdBBZu09w3In+OKCnn05UMndgObcLZ22pVCpsTD86OtLCwoL29/eDXyKjzLgZnweGnslDbgSq7DdxWTFPYEZsBDbPx45eQig1Go1wP9zExISWlpa0tLSku3fvhhMJCWrQJSpwPIvvWdEXzQSdeTO4M7NuJFwI7jidAV1eXtaXvvQlFQoF/eIXvwi1kVIy0oyVjp9hoFAq/s3ESkNghmMgCictj+A7nU4ocfCJwgCUy2V98Ytf1J/92Z9pcXFx7E253lqtVnCoXOaCw2Tvg2/CigMHmCTAB86bRcgfSnVYqIA9wA3KCwvh9dhkK0jN4vwPDg5ULpfV7XbDpuX5+XnNzc2FS/rK5XKQIWl8GJDzyg4dA5iwyJ0pxYE4k5fP5xOBm9fmuqN19trLq7wsjRNT4tIWDJ7rMk6MDYS8g81sZDCKxWLYC0QamcDgPGDZ5xMQ5WvTMwY4Vz95yo2eNAS8HuB7Xa7XmTpDSh9w/u6U+F28tj2wdqaO55Cm982TrBfp2U2sZ20x8EI+GFt3cNgdGGWOik2lUqrVasE+pVKpsHZxBu48pSEw9PKSXC4XZI9ckY+zi5AYLkvq/N1p4XSazWawf5TEcfwm5YTjNPrIfhMcaQz+XQd83uK9EOhBvV4Pl/XF4IoAy0uGACOeYadvrDFpmLnBscYBpme0er1ecNiMDwYQu+BB4jit3++HY7f5P3dkQJx4AEBGheDXdcvLcxhvHFzwb/8Tl2khL18X/lnPmsH27+3tqVaraXZ2Nuw586CdIM3l5ThinMaz6QcZ4lQqFYihUX0+OTkJgTnZReymz4vLC9lj71ivXsbpVQX8jPf5/j6yygSR6MDW1lbYfFssFgO55/MDWerkyDjNAbvjN/wma4DyM8bs62TUPPA51pfbA/cTrlsx2YdMnIiJiQya+263H0620Vf8+3l9BViOfrPvFqKJqhDWkROfTvo5MeBkmwcRvnXBy9XwUeANvn90dKRarRa2BPT7fRWLRRUKBS0uLurVV19VqVRKYEOvViDQmJg4PQSINcE6eVFy4EybwfnjTB0K40ylR/9u4DjZ4K233tLk5KR+8pOfhM3RDMAF72lQd9jOqLjjmpqa0sLCQojIcKCkjVKpVKg55zI+FgqKNjExofX1dX35y1/WN7/5Ta2vrwfHO+5C9oWFAez1euEm9FKpFDaSVqvVEEDwTk/zTk5OJphc5ASIxlhKwxQu33NmzFk7xk6AwCatk5PTjXKAGMp6SH/Oz89rdXVV8/PzKhaLwWDCXLncz8O2OLshKRFoAUw8wEBuzlK6c8Shxc6WgMyBCM/meyxGjBjPdHZvMBiEYMyf4awOm/tYsLBUgBUMi+v4WVoMmDzo95/zOz9JxZ2kpLDW3aE5o+nOApAcO1kH/y4zabj3gWe57OOsJ7YFOcfEBADTZTBOQx+wOwAjiAC3fbyHI2e5ibjX64WTyHjO0dFRyI4yFvrvOuTEgY8D/fG+ITeeT6kjl9hxx02v1wsbjv0EFBwKeoudGLfF/XVwD1GFfSbo8VIyBy2DwSDU+7tNRGelIcPnAWDMknodM/L1rIDbGEgqQJU03KjPplv66KULcabgrC0ObmDGfS8jNsGzh76WWL8uvxi4uR1wIlBKZsFjG+mgh8bYyQJwP8vBwYEmJiY0Nzen27dva2lpKTEH7rN8vZ/Hx7p9T6WGR5V7OTH7J/w0J7fbEFmecXC5OFnl7DkBvtsr1pdn1OgDMkP+/X4/MM7ValVPnz7V0dGRZmdntbCwoPX1dc3NzYU9Vfh2gqd43s/SfJ7dT7ovwDdIyX10BCD8LpYBeC6eHwfbMXEcBzg+vzHucxIr/gzAG+LVx+Sfi33jiza+Nz09raWlJZ2cnGh6ejpBBmBn8e9eWeNrjr57BoPmmUjmhz0eXpHAuyYmJkKAcHh4GA6XcJJzYWFBGxsbCULTS3tZo+gH78b3xuVsv6mdKdBAGVEeQB6TSudcaXD8KGSxWJQk3b17V1NTU/rFL36hJ0+ehJrIeJOVs5k0f5czY+l0WsViMYBklAygjmGGbfaoPJs93Zh469YtfeUrX9F7772nubm5ALzP0xxQefDEJuqjo6Nwe3WlUtHe3p729vZCypc7K5A/5TUYSwfGrgQADT+lx2VI9DsYDEJZBaw6MmY/gW9UKpVKWlhYCCclsdeEvmJc/X3naQ4eAOdusL1WdBSD5IAa484zmQtfRHzXsxb8H6PmjsjBC8bHy9FiIO7BRq/XCxvmHbA4IzuuzGjoB+sQQ+gOgnnzOx9cb/kOco7ZXuTGz5yhcQAJUEfu7lx8nr3/2JvYIXmw5M8BjJ0n0IjBWAzUWIOeXUE3qGUtlUpBdhxbyrwSiMeBlDQ8BtHnkXFJClkKPovsICNgp5zp9uCYOfY54d/nOemMfrrTJGPq5JGz4zHTJyWzDJxugu4yLzh43z9DXTf2D/n5u1irNCeYeAbydSKHMhbsKySHs3/jBhjeKCNzG+L79PBXkByUW3l2wIGLZzhYLzHL6kDCM50O+Pi9z5M0LEvD1x4cHKhWq4V1sLq6quvXryfAHSCJIIPfnaf5OkFO/Jv9SqyVbDYb/JzfN+W214GzB5Cu1/4ZmgeczqpTjeD4iH9TZgYpUa/X1Wg0wuZbgo1cLhc2gs/PzydKdC6i+VxgS1ib2Cqa7y+Q9Mx6c6Iknl8H9zxnlL2JSSlfY+7n+b+PgUAPrOcZGQ8sz5NBYz1RieJYI5579sLhZ6Wh7WbtQsCwHuP5cDLe12m/308cgZ5KpcI+jHT6tKqDizLz+byuXbumSqXyjL0rFosJfYfsIMh0nT1rUHvm0ikPNignoFPOzvF7jCECdOdBSVKxWNTHH3+sRqOhRqMRJsNZFS+t8OiNCY8j2uPj43DMK/3gezFbyxnMr776qr72ta/p9ddfD4aQXfbnYeQ9AidLABNWKBSCg3DDwuU5zrw4eIf5dQNGCrjf74eTGjDmODC+h5JOTk4GFhOQSG1tzNrx7oWFBa2trYXab5QTRcT4xYD+vA3HmclkngFiOGPp2ROXYoYTB+T1sO7YHaSOCpgwVMyJg6mYuXGdZb49tYx8MXw8H5meF8DE43ZjCGCShpkADE9scJzFc9myNgjm+R5lHBgmz874fLgjcVDjbL4zoTHj5mOMg7rzBBouJxjQTOZ0kyTrxx2D38hNmhmmnns3AGCUTrKuHLTAfCIjrwFmXMwJ+sda5pQ6z3b43hx0juOwAWGFQkGrq6vh3qLzsKOus3GwKw2DCC8diVllwCD6yZqfmDg9Ppa1xoEiOHqCvzi75XqHPCiDk4Z3meAjmE90kBtzPZh2XY+zduPqne+vYS+dNCSInP32oDpm8B0o4xvpG6SMB/u+7uLAg4Y++LpDV9Hxg4ODcP8H9xvcuXMnjIv3+XHP2EU/HGLchlxcJoPBIFE+CJmCbAGeHmQg636/H+YdWy4NGWa3kRBxZHV4FvIhG4Y/4XOUU1Laxd6+bPZ0g/H8/Lzm5+e1uLioiYnTk7ogA7jDgfecx8862cO4OELX/YRjPOSEL2Sdomux73MZQlTFdyK5H3S77rgytoG0OAjxvTa+NsBUfMfJ6rM0xkB/sUcc+EOp0uHhYSD4PKjFZ3pfCEbYD+HrDvl75prqGL8okb6Rxeb7a2trWl1dDVUuzC2Y00kJ97tOXGEXz0qAnulmcCkJmmHCUS6/SRODFIMDjCZZB0m6c+eOyuWyKpWKtre3dXBwEI5opbmiOpvtisJC6/V64cQIZxBQvFTqtA55fn5ea2trunr1qm7evKnXX39d6+vrwVixSfK8YM+NOQETE9VqtUKAETOSfgQbSuCLzYMNHCIbfTCq7AEhK4MMpOSxb3z25OQkHD8MiMRwULKEcaAki02ZKLyD5DgNeNbmwFEaHjJAmRH6FbMbg8EgGEg3xjg4/ng5GYDfQQlGxB2w6zfHucY6wjzxPp7lTt7Bny9w3kPwdFFsn6QEEIWpcEMeB+u8HwDGd9wG0Him7/PA+DFP7pTiueX3Pj8+Bub4eRusPVCLx30e2bm8+v3TmnkCC9dvAuwrV65oa2tLvV5PpVIpbArsdDra398Pe7XYY+SZK3SqWCwmjg/mwABq8r3kREqevALYBmhLwyCk2Wyq0WiE8qDl5WVtbGxofX09bP48r7z42+eH/rJu+BvmETk6keL+w4NyPpvP50OGwQmvuCY8DpqxX7zPwRBrz4M1wCDP9mODpeGpeDHwOWubmprS3NycDg4Ogv0g4GJNoesEwOilnzTD2nJb5Rty3R979iKVSgW/4RlyGvLxaoF6vR7+7O/vq9lsBtD9xhtv6NatWwHQeImb+0Bf/+PKz4Mv5i/OBuVyuYSdYz2MyipKSd1xFtnljIz5fbvdfubABghA9kTRX7Ip2ERsRDqdDvdVcLmvM9Dc1eDr6jzrNg40ffO34yXvI/qI3JCTl4O5DkHyuv6yB5T1Q19obkOcTWdu3EewniEy3F5zb4eP1f89LhnK+9wO53I5lctlLS0taXd3N5R89vv9ECCmUqlAXDEmsnzI0v0o78G+1Go17e3tqVgsqlKpBBvq+outoHxxcXFRhUIhgc28+qXX64WLR7Fr9GF6ejpUraD/bltepJ0p0PBFRWepeWSyKPFhIZO+YbE6O1ooFMJn19bWVKlU1Gg0tLm5qSdPnmh7e1vVajXcKRHXFcdRnjsnJk8aOmFA1tTUVEjpvv322+G0pEqlEhgQjmd1J3fe5v0GMEsKLB0GkT0OGDTk5vdpYLAwNpISt1F6uRrMJQaQn6NIMJw4LzYHeakCYMdBHHKdnZ1Vt9tVo9GQNCyHYFFdBOCThgwlfeMUIJhbnD/zxVi9jnEUMHYD6o7KmY84NeysPuPj3f6H5zlz7Ywbxto3/dK3GDifp/maxKHgAHACOALXD9YtG8KYAwe0ABvkQMBJOtmDEpcJcnX2L2bWYhmi184QjVqnFxVkuCPNZDLh+Ot4U540dJL9fj+xnsmEzM/PSzrVk1arJUkB/KCbgH2cjGdukS3y9iDH2W3mEocWB48OTAeDQTgpzuV8XvnxLA+WcWze0D+cLHrh+uWlJ75u4iOB3Ue5k0aXeG4cvPD5mNHFh/hRkpSXUhvv/T5vRiOTyYS9Xcy72xjsi5NRjBNw4qx8HLAzPgenceYUucRrlmdTgsSm+FqtFrIZVCNks1ktLi7q7bffDmW3BBvSqQ4T7GIPPdgYp/naRwbYIcAzaw25Ehh4FgN9dDDGmB0Qx7IBBDph5HbOba2P0wkZP1iiUCioUqmEy1w9i+dlOheBTWI8Rd/wSZ69RdasD7cX9MUzPw5KpWftchzc4V88q4ZsfKwu4ziz7YGyX+7HKXt+sM95fGscoPjFerlcLuDZbDar3d1d9XrD+ym4tZ5+Yn8gQdAVKibITnCPF6V04Afvk3R67PXy8rLm5+c1PT2dsAnIBQIawtixQSqVCqWi4MFmsxnm6KzyG+u8VgcUMHteduIp6nghOEtFaVImk1G73Q77FJaWlnT79m1tb2/r6dOn2tzcDNGh34BJmqnRaOjRo0fK5XLhuFAMs6dkp6amNDs7q+Xl5XAcKwuXVPVgMAjlTD6J5wV7MWj0ciYMP3JhbP470l3ORPN5MgrSELi44SPD4YotKXFEJwGJl7khO5Q9BnvFYjFsBN/b2wvBULxn4iKAMo0F4+yYNNy34xka5A1QGGXkfPM1ix1n7s/HmbhhcXDtIJnmTJMzvc7s8jOAJ/93h3Xe5jrH/MXMjzs+Ah9n+TB0GEBYLb90Sxpdr4y++vilZKmJgzWXQ1yu4Mw980WZljvCi2gOvL2mm8sLB4NBSItzwpKX3ExOTgai5OTkdP9SuVxWrVYLJSa+vyAu6/TgD/2JAy0YVHSz3+8H9pSabw5xgNXOZrPhwrJer6dKpRJsd6wz55WfB/MOTNApDxw8a4ZMpeGRzB50QTDA1sdr2G/M9kyDZ9hjUIJ8kSMsI3atVCoFW8sYHJS6jo/TeA+6RWBIvz3wcYaTsfgYWbvITUqe6uXj9v87487a4m9nlrlR+PDwMATffkjIl770JS0vL2t6ejoEH/hU5Op+4rzNiQppeGBI7LOoOff7NZA9dteBrhNLHtwTCMfBrAdqMbjzuWJumNO4pp6yqaWlpXDaoZ9W6P7iIpuTA8gEHfI9UKwPJzrcX6F/nnFw8tR11eUvDX07+kh/3EYxF/zcv896BB8Ckv1eI5+r89o6ZEAw6xcGp9OnF1ZTCp9Op8P6JVDw9eX6B5ESr1NOBEVOEK1TU1Pa2NgIp0qxj8/LFp2s5cAQ37uCX6UiCJvnCQTW01lI5DMHGg6QPJ1IiY4DXQbngMM7DLviLA7OJJ/Pq1Kp6MaNG2q1Wmo0Gtrb2wvOk0khOPjxj3+sVqulb37zm1pZWXnmKFg2xKAIMzMzITgqFAqhZhpjBLvNmC+yuaNyVg0FjJ2fpIRBY7KJ8pkTFDGTGR6PC/PGRiH/PJkOmGNP0fEHR8vv0+l0iIZJx1WrVR0cHIT3eosDrPPKjYXpJROcVe6pUDeUyA8AHfcrZprc+MXGzEFFzLB40AGod7l5vbwDcrJKGA4v9ZDOp3/OrNEndMx/5v1mfGQoCUoACNLwqGWvg8W4s67RJebKgy2Xv8sUPcYhxQ4BuVNSBEh1dt/n9zzNg7JUaljffnh4GDI8lFa6TJBRqVTS3t5e4hhAQBe3/AI2KHukbpsx8F30x0syONUNMCgN2WLKb/L5vObm5sKzyK5gXxcXF7W8vJwAVszRuG0UQEN22G5sHSdPYWuwg75RHiBGYIW+xCAP+8Bc+CZQbIGn/x30MTcAcd84zGmJc3Nz4Yjd52UEztumpqbCzcLYj/j0xU6nE5haZ5Kl5BoGNPLdeI6kZKWCgxpvzujzb4JZjqjnkJepqSm9+eabev311wMo9tI25EZw6HbwIpr7RmyCZ/HRO9Ydze2H2xr2cnhVBnpEFYD/wd67fXNA5uy8y5G1PDMzE7IZGxsbunXrVsAqnIR20eQdbZRNhnDjNnVK5fEjrmuMPQ58+bfviXSb4D/zDAg2z31S7CuYm5gQ7vf7IcjFv3pViOvLuLKM1zt4gZ+DlSjBp+KDsm/6BVnPM9AvSCvmodvt6rPPPtPU1JRu374dDpEBq6ZSqRCMMk701TMWg8Eg7OFlHF49gH6yt6nZbAa7HWdPXkqg4Q91ZcFANZtNFYvFEAEhyBik+WkaPAPAT9CCY+n1Tk/lKZfLunLlSgJsumJev35d7XZb6+vrKpfLwcDAvFKShDGg7oy/WQRuuM8iyLPI0IM1X1jOJkjDaJ9gCtCP/JGVO17GCmPjwI1/u4H30hM+Hxtd+owyAl4kaWtrS/fu3VOn01GlUgmXWsUp5vMaRr7vNfwwmjRkCTCO2XIcTgzk+W5sOOOMRJyd8ODC5yAu1QKsxOVRzJUHOTyD91yEDrrh834DPp19S6fTYV1QxhMHV86Aen+d7WK9ccuopET6PXYMrmMOegGFOH2CZ2eS42ddpBOOQSm1vpSs4Czz+bzS6XQ4PQ8gs7KykthI7Bu2yUZ0u101m81Etsh13PcHIHfP4AGgBoPh8ZyUd83MzAT5ZjIZVSqVwOrOzs7qlVdeCeDa9eW8Ose8MGfuhLHtThLglL0kyjdwAtAYN4ErekuGB//CoQYOuF2X6SN9AITwe9Yp+kvm/PHjxyGI9vV5EToHEUJAg47j89BFzxb7uojH5/aK55Al8vJWfw/f4zvoEnp4fHysZrMZshjMEf7m1q1beuONNwLYcbLHD4ZAHy8isKWhC7FtYD7BGYxnMBiEvaJOKDgx6hl/7BJBDPrK+zxbhl13vwGRQKDabrcTxOlgMAglN6+99preeecdVSoVNZtNFQoFFQqFENyM0jcH0BfRWB/IpdFoBLtC5sVLmjx76QSdB7LI1wki6dkDfdxPM4fxH/dn+Gp8FHju+PhYtVpN3W43gGt/BuMct/na598ENV6u7wQxFSp+CTRy9Ay+kw3YzitXriTIekmJsnhK352EcAyHj6ZPo/qGH8GX++Eh/l4Pqn5TG++qayVBljQ8dYqUnkfeDtowXl76wh9SOBy1CrvHaSMYSWcOENatW7dCXxwQcTxtJpNJZDFg8+O0u4PNiw4yaIwVufmGKC8viBehAzCCJj81w9Obvh+ATVe8TxoqNu93hh6lw/h5ug32Kp1O6/Hjx3r8+LEODw9DgCHpwhZx3OJgw7MuksIC8uDL07foaNwvd3bMTSz72CnyHJxRPHc8n+8ic98ADsDzoMz7dFH6Fwe36AuBDmDFT6nAUDoDzHpjbbkT4rme4SBTyMkYfMaDZeTlckaugHMCYz+1wxlGDwReRmMtAg6cQYKFBFTjQPnDfjDqwSlfJINFYJFOp0P9LWDbiQR0xMvGKA3AcTebzcCQHR8fh2MxYWUXFxcT4AgCxxnIi9I7f57baTa1A+SRnWfOYuaSzJEfdetBK8EaQSB7GHCUvrfPSRR3mF46w23MDnCOj4+1ubmZIAd8TV1EQ3/z+bzK5XIoR52entbh4WGwNTFh4D7A1yg6Q5DiAUpcvoLN8nWHbiI/AmJuRceXclv71atX9c4774Q7M5zldzDme/1ehp/FJ7AunFRjzXhwwMEz9BeAm06nE2W3PtfuL53kc6LQT+UiuD48PAz/5r0E1oVCQUtLS3r99df1xhtvaH19XbVaLYBS5tnfTV8uuqH/yFBSsDUEZvgMPz2JTIcTAP67wWAQcIRnRrySQhqWOBLQIWcvw8SHUX7W7/dDVlJSsIcEHtgXnnVR/iImNHm+E5qxj5SUIEsgXFiXTjp6gEagxP+RldtF38ZA8ywic4s+cWgSWw38TiMP2jx4P6vOjVU6JQ2Vm8EwABgQnDMblzB20vBoQ+rUUDgcLs/2G6pnZmYS5VBucBEcqSYCCAcvvuHFo14/WSg+yYDxXbQhjJ0YIAW5IicvDyEFHQdu9BsWzwMD/vZ0oTM2zhb4u2Mw7oFRPp/X5OSkarWadnZ2VKvVQmAYM2svqzl48QXjAYizAb6YvWzI++pMuxs8N7g4I++HBxr+RxqegOPAQFIou4kdLnPAsy+quQ77vHuZUyZzWhPP8cjoU6PRUCp1euoI68treHkW+zU4TrrXG55igROOT4ryTc0+T85OAY7QWZ4DmPBA52W3uH4dHQGYAsziMj1qrJ88eRKyIDxvMEhmSbx8zpnmONhn3rBZXgaSzWa1sLCg1dXVwE6RyeCZc3Nzunv3rubm5i6cWaY5WeLBEhkudKlUKqlWqyVABWCM0gBn9rj0kOwWQSg+gWxGbGPddiIn7AdZHsrW2CfBPOzs7IRgBhvyMhr9WVtbU7/fV7VaDSTZYDAI69OBkpeZIWvskgMgZ0kdrDiD70EuINiDXs/0nJyc6PDwUKlUStevX9d7772nhYWFhA1D333NuH+56LXrJCTP90Cj1zvdkwQbX61Wwx0EBP9ebkLJCrjESRdwDc3JOeTHhloOS6nVaoEI8D1ACwsLunr1qt577z298847unr1ash20Fc2FjuAfZlBhpTc7wPOYGxksRg7a8+JtU6n88x+ImfYpaS+eqAMQy8pYefRU89wus9JpU6zptzQDUnxvH3DFyUztzWM33GGb96GvCBg9+sIeB66xHw7do1xHDJ33XBfy+/dp5IYQJaUx6VSqWD//G678xBRY28G95QYL0YQGKs4qnJQ62wXqX8vpeL3pL8JSnDa7jziEiM/zsxrwwEnrvC8k4lh8j6P5swTtY/U6/lJA7ChGG0AG7JyAOKyZcwYdy/RISWGEvq9F8gFNhEA5SCAutKJiYlwsznf/TzkF8898nIGGOPH4mKcbtT8387CedTuThJZOlPnjt8BPLL2wAad9vJBn7OXBZpHzQnj9GAWI0Qm8ODgIGEcCea8dMd1jYZz8YMKRsnFiQv/A0B28I2zc6flzPnLbgSxTgp48EFpRK/XS5xA0u/3tby8HNhgPu9ZTGe5OL4yPl4ZnfEALZvNhj0jg8EgHNAA2eIZ4sPDw1CCsbq6qrW1tbDpn3bR4M+DDQfDEFCwuAcHB4k15yCXDfXI4Pj4OHE6Vz6fDzIE1Dpz507YQXY6nU7UKnsGCR3rdruq1WrhAjU/JORlgDxpSOxcuXJFknRwcCBJQZ9YF2RXfF2yPrDvbsudnImDD4IsALDvv/IDCSjFwwdI0tWrV/WFL3xBGxsb4YQbP8QkJrmcJX8ZLZ6XmBzt9XrB1pVKpTBWKVmpgX90oiSWIc/3QIS5IfsJaATj+MV9HId6584dvfXWW3rrrbe0vLys4+Nj1ev1MJ8EiNiTUeN8Gc3XEOPEBnIwD+sB4gMZx+uNdehgmj/I2P2n67QTKmQqvG+UrjIHBMSfx94Wl1WcRXAMFX8O2fEdiHWXpQcU2HP3v4zJ755jzbF+acwd7/XAGDmThQeTXxTxOXbplIMLWPRRAYj/Qbg4DAZEcyCMo2aRpdPpEK06u+wKSdTqjgNGKs6qOBvpkW6siJ8HgIHB9eAiBqNsbiS44OI3/g/QcSbfn89CdnDuTLxv8nIDKg0NA2CPTYCAFiLxzytAczDkukUGIZYBOoPT9T0FbjzRZeQTl+Tw2Rhc8y6CQGlYj+zp+8FgEIyeO6rPEyy7zDyLkE6nw30unkKdmZlRvV5PbGD0jKQbONL7lNJxqgW6zdi91ExSMKq+B4FLrpgXQFOxWAz9iJmxl9kcMEtDWwUQaLfbYYOu12FLw9OEbt++rc8++0xbW1uhPpuyEy7qGgwGif1ino3leYBj1ixzQHkNWd25ubmwWRcQzv1B165dG7kZ92XI0hm2OOiYnp7W0tJSOOjDCSQCOs+GwJqWy+XwXGqSsZsOtp1E8Gwc5JUDEOaJPgD2Op1O4qAT7/9FNn8ehMT6+rpSqZQODg4CKeFAwIkML8Nz2+Zgzd+BfFhv/sczH75pl0Ck2z09afL27dt67bXXdOXKlXDhI8QAx9qyl86JvJe9Zp0k8owg++ROTk7CBvbJyUkVCoVgs8EKvp+ONeSl1U7eIWvITi95gRkG+LHmC4WCFhYWtLGxoS984Qt67bXXND8/H2zzxMREIrOGbjt4fFlt1Bz5Omb/l2cdWWvIm6y4V6mAQ/CL6CR6RTDnJVQEDycnJ+EeIHQaOwhh4nvnyMB4VcHLxihOyDnJSbCRSg3v0EBGHuRLwxNHPTDCVlFi5UGAByuDwTDrLw1PFiWIYX6QLTYA2wKWY81elJ0bO9CQkrXt0lA5ESyD90jWjQ5CYLBe5oRQY9DsTCoAGAfG5tNUKhWi7VEBDwYUZeBnMcB+mc0VvtfrhVs4kReO0fdcxGUXMJWAQi97osVpY2dOceTIO5VKJY6NdHDC98m4TE1NheySdL7TG87a4vnh/yxkyiYIRj2yRwdiwONOkOd4TTPvcAbHDQn66PW/DpoANr6pkPn6vAMNlxt/0KtCoRDKIZh7UvaSEjfVM370BOMJq1IulxMbej0g9FSuZ5Oc8SNAJODg2Gk/ZenzlJtnZpzhI1A4Pj7W8vKyZmdntb+/H0Abc5zL5bSysqKjoyPVarWgRx50kpnwLC1kCfKiD3wPZtYdOCVRfI+jvSuVipaXl8NFgp+XrYudL/ZfOi3D4fhHAgzsnZ94RC1xNpsNDGahUFC5XE6UvHh2F9vpmXZk5gAGRy4Na57r9XrICPEMz0B+Hi2bzWp1dVWTk5N6/Phx4lhTPySEMTcajWeCYM960FhXBCY8hz19TgRwq7VfgDszM6Pr16/r/fff18rKSvC9kgIIdVsoDQHR5yU7B5fum7xUm6xrPp9XtVoNn0+lUiE7CfADqMUngvlJXGCadrutw8PD8Dnf1zI7O6t0Oh3u7lpfX9fy8nLwv5T6uMxgsz8vH4scpKSuY7NYu/GBDQQZyM33BXjpnjTMCBMcsHY9A0kjqPPMju9JoL9OannfP2984lUVXvHgJIhvBEc/wB3guZhw9+DffZ9XHTgpiA5zUig4BcLYS/iwc45JLqqdK9CQkkGGd9D/xrCzgZnFiFCI/jH0ngLzdwAYnY3iHdRCemSHQnvdGhPgoM8B+ucN9ugrht9TfygiwReLeDAYhHO3Dw8Pw0KjptFLq3whe6lPsVgMF+3hgDgxp9vthppljCkAk+PTPNP0slOSv0l2nu6WFMABbJ0fm+ynjyB3QKPrT8yE+Tv8b2f6ACjoNk7eHZ7Pq2fYPu/mwQ1jy2Qymp2d1WAwULPZDHNdr9eDIeNSSMYPyE6lTssqyBBWKhVduXIlMCicgsHaZr1hG+iTs4kAgVKpFI5NRl/p/+dRPjBKds7S0Y9Wq6X9/f1QukQmhtIMgojV1VVNTExof39fOzs7IVuDTTo+Pg7svjN6x8fHyufzajQaYeM4ABJn4iVD7XZbrVZLi4uLWlpa0urqqq5evRqCDLefPraXZQOdUOKdBA5LS0uhREpSCBxqtZrq9XqQY7/fV6lUUjab1dHRUTh2lu9Q8icNNzM7UMvlciGg4f0e7LbbbdVqNfX7p6freXbcAdLnmX2cnJzU8vKyMpmMNjc3EzdMOxjkFBtArzT0HZOTk4mjzLlnhSCF49+9BJB1yhpvNpuanJzU4uKibty4oddff13Ly8sJMAlw97Jf7MRvw8e6rUG3Pfve6/XCmkJfJAW9wU+wr4KxgEW8bBFfi64CHpmD2dnZoP/5fD5cqnbz5k0tLCyEe3YWFxfDSUmSQqWGY6LPqzlhRoMwkBRwG3jAM9Jul5z0cILYq0i8tB3b5MEFcxIf6sN7/Ls+7/Q9JmFfZvN3jiox5qZtrwzA/vueM/rM/xkfREt8pDq+geAZuwdZLA3xNbeA9/v9RKkv/Xcfd9527kCD5gEHf6M4vqPdmWIWDgL1ujvSce7MUXpAIE642+0m2ARn+H0ji0fUvrFmVMnU59nc6HkULA03Tnokj6OjnIoNgjhwL0fDQPJMDJ9ndRqNxjOb7D2b4cbNZeb9/20GGv43jSABRx2DNt9o7/sIvDQCQ09Qiz5Lw6AXY4iMWaywxV5K6OU3MWD+bQW48fthg9DFcrmsg4MDbW9vJ5hJ6sMJeCcnJ8O/OYqajJeXBHrQ5alfUsIuF9hV0svoK7/HjnzeDb1xIoP6/VQqpcPDwwBQGZ+zc7CaGxsb+tnPfqbHjx8HXe31eqE0wB08DmVqaioQDJQawCYDIMnmAQrv3Lmj9fV13bhxI5A9o86Tf9kNYgkH5sfPzszMaG5uLnFjOuVz6IU0PB+/Wq2q1+uFC1rZt0GwxXrDuVJWCeh2goTsGRuCJYVj2gExowDD59XwmfPz88rlctrb21OtVgsBk68pv8eKLBBBG+UW2KGFhYVgFz17FBMzlP0Ui0XNzc1pY2NDN27c0OzsbOgbjD8gHpk6CPw8sxneHEN42bADt9XVVaXTaW1tbYV9VPGeTuy4nxbld6qwJ4NnM3buxuBnU1NTmp+f19ramq5du6ZKpRIyc8ViUa1WSzs7OwGkI9vflp9FX2IsBoZyAM08eyACyYmcvEyWjKMHKQQQfuohGNKz746bHGOytl3XPs8gw5tXSCAT+svP+LcfVuPYgd87OUJGyfEPRCbEn1e8kCHm+QSIlDh7f+P5voh2YYEGzUtMpGHHPTBAkK6ECJLfS6PPAff/w3Dxt5+/zkTByEtDdgenHwcZvw0jSHMD4jKA8fNyKn6G8sBAwdYAOli8AB3kQWlKo9EIig5L4RtOfW+GbxqNAeNvu7lRYbwEXjgK76+zDSw4TheRhqVrsDKeokVvHaTj4KUh+8Q7nQHzEgbP1v229M6zjf5/r2stFArhXP/Hjx+rXq8nzvjnVIput6u9vT1NT0/r9ddf12uvvRaC5IWFheBoRxkwAImX+fimffQdRxRnFH4bDaPN/Hr2ypkjALPXwKJ3hUJBGxsbOj4+1tOnT0NGk0ue2BvD/FQqFU1MTATgB6nCpYE4mHw+r1KppFKppPn5+VBDT1YURpD2eeofzhA7w3gkaWlpSfv7+wHokWGt1Wra3t4OMkilUqrVarpy5YpWVlaCPjBeSgTQbbLplPIQiLmTJsDAQXvmnfnyNf15NvqZzWZVKpUCo7m/vx+OM47LQ9PpdCh1AmjE2WdsD8GtH3Pp2UVOwSoWi1pYWNCVK1e0sLAQWFPWIv7Cs5W/7fLQuHk2w31BJpPR2tqaSqWSHj16pM3NzWfIEGTj/q/X64VbpyUlfMTMzEzAI9lsVrOzs5qZmdH8/LyuXLmia9euhSwUAaJnK11vPUj6bTT3dx4keL/whXG5nPtb94/oFvpJiST65JkN9+cO3ON++Vr1APF3hUj27J6TH/SfShLHDJDKZGSpMInL0whMZ2dnE+Qoz3DsS/YSgs/x9MuwcxceaNAckPF/KRmA0BC4s8meZgMg8wyPrD0C5Hf8G8DpG+H8Ob8rQQbN+8IiYgzS0ICzGAFkzqhyLj2sSyqVCrXtfvSmB284CBTdy8lgrKRhvTOA2QH3b7vFDAaAFGCD04yZaGfFYTVhVHwOMHLuVB3o8iwPJlxGrmuxs/9ttjjYYM45zjaTOT16sd/vq16vB8av3++H4wNnZ2cDG7y0tKS33347XCw0NTUV9gt4mlbSM+sR2WFomUP66SzkbzPIoHnWzDNn2CU2afuGv06nE8qDODHp5s2bmpmZ0aNHj0JwwWkp6G2cqfU9DN3u6RGxi4uLoQRmenpalUpF165dC0elSgob9H+beseYsPu5XC7sw1lbW1Oj0dDe3l7Isrbb7bCpfXV1NRz5eefOHVUqFUmnjvPKlSsqFouJgzSQs5TcK8i6RyedqHAg6ev2txFkSEkbgd2nROn4+FgHBweBbIJwwo77d91GttttVavVoJ+AWcg4Sjk4eISSnlKplLh92EumHOh5gPG7EmQwj27bvX/p9OkldCsrK8rn89re3la9Xg/2EZsOCCQo4GQp1iy2jvU+OTmpYrGotbU1Xb16VTdv3kwEf+zp8KDWT4vzMqDfpuxie+cNXIes0AHkxZpEd5F7XLrsGIPnIhcHxTzf8Qi/8z46Qf270JxM9wCNcdNvNo/73hXPbHlZlWe0U6lUwIJ8ZzAY7g3x0lU//MAzRl7ufVHtpQUaNAfN0hAAeioI8IZSwOKxuB2QwLaQAsfYkTKTlDB2MTCOHcjvggGM269L+yEPD8z4PwsRhoufcRSkL0QYO5TQz4fHMXsWwDdLugP5XQgyaK5XHlDAlniA6s7YjZ1ncQjCnN3DoXCEsgMR3wvDO7zsgz7+rgQZNMbgwdPk5KTm5+dVrVbV7/c1Pz+v69evq9PphEsaOcoSQLi8vKy3335b8/PzajabIcBnUy0Bn6dqyVi4PgGsyST5uv9tlUuNah6wjmKBWq1WYO2pU8Zudbtd1ev1kMFYXV1VoVDQ3t6eDg4OVK1WValUNDc3p6OjI3322Wfa3t4OgJs9VouLiwEAlkqlcDrS0tKSyuVywrlQo/+7ID+IJC8x7HQ6KpfLeuONN/SjH/1Ijx49CmPJZDIql8uanZ3V9PS0bt26pXK5HE5G42JISYFQIVPBbdasTfclBK4QEqzvGCR76dtvu7m+UYPNvgD2GLAepeF9JYxVkra2tnRwcBBKqtbW1rS4uBhIFpjn6elpLSwshEwKpwyO2pjsFQL+798FfaM5DnBc4oQLZXP5fF61Wi2U2u7u7gYQzclRrDdOsCIIISDklLf19XXdunVL169fD7eRNxqNcFIcjDTYJp/PJ+6b+V1osez4mTQkhz3j7GXrgGXwRVzG6FUI+GQ/BthtK+vRicI4wJBGnyL622pxFpF/e/BLqSN+DiKBwJNsOH4EbELpthNx09PTicCfbJH7Unwv7/A5u+j20gMNKQmoWKij0tFxpAVLQnPmwRlOnktaCgDNc93YxSzG71pD8Zxl9jQtY0J+gDFng72GndQrZRUoqTsEL8uShsEhi55Im379Li3guMXzSj9hgNE53wjr7Ce/S6dPN/fCNCFDnIvXp6J3nHQWG7u4L7znd6l55sZTrRy32Gq1NDMzozt37qhUKumf/umf1G63w6a2lZUVvfHGG7p161YwjBwZSfmG77/w09N8vePE0D/69TLSuRfRWA/OwjlwlZIX8cHgE3CxByGXy6larWpxcVGNRkOPHj3SYHB6sV673dby8rJOTk507949PXz4MAR5X/7yl1UsFsNdNvFxouzr4PO/S/JDFyYnJ1UqlcIaGgwGunLlira2ttRqtZTJZHT79m1VKhXVajVVKhWVy2X1er1w+7zvAXLW05l+yg+kIVjxch8yUvzfSZnftRbbZd/wCcnGplLfZ4KtymQyga3P5XK6deuWZmdnE/rjZWfoLRvtnaRy3+q+Xfrds3PSs/cisVbwnxAk7KViDGR0Hzx4oCdPnoTMLtkePygDArRQKGhtbU1LS0thw3cul1O73Q6BHodBkMEgmPtd9LOeIXDSwrEZOogNj6siWE/OnHuJaL/fT+x9icG5P8f9q+O93zUSlDYKe4LnPOiFnPRsBGvRDxiRkkQC8iK4oEyVeYAw5Q94Jd5vc9EtNfhdnI3Ldtku22W7bJftsl22y3bZLtv/r9vvHlVz2S7bZbtsl+2yXbbLdtku22X7/327DDQu22W7bJftsl22y3bZLttlu2wX3i4Djct22S7bZbtsl+2yXbbLdtku24W3y0Djsl22y3bZLttlu2yX7bJdtst24e0y0Lhsl+2yXbbLdtku22W7bJftsl14uww0Lttlu2yX7bJdtst22S7bZbtsF94uA43Ldtku22W7bJftsl22y3bZLtuFt8tA47Jdtst22S7bZbtsl+2yXbbLduHtMtC4bJftsl22y3bZLttlu2yX7bJdeLsMNC7bZbtsl+2yXbbLdtku22W7bBfeLgONy3bZLttlu2yX7bJdtst22S7bhbfLQOOyXbbLdtku22W7bJftsl22y3bhLfuiH9za2nrmZ/1+X5KUTqeVyWSUSqUkSScnJxoMBuH/qVRKk5OTmpyclCT1ej2dnJyo2+2q1+slnjcYDDQYDNTv99Xv9zUxMRG+1+l01Gg01O/3lcvlNDExEb7b7XZ1eHioTCajdDqtjz76SNVqVd1uV5J0/fp1XblyRZOTk0qlUpqZmVE+n1cmkwnvok+pVErp9OgYbHl5+UVFFtqDBw+e+dnJyUkYeyaT0cTEhDKZjHq9XujDYDAI8kO+yNRlxjxI0mAwULfbDTLK5XLhe9lsNsjq5OQkyJux8j5+3u/3w7sHg4GazaYajYY++eQT3b9/X41GI3xnenpaN2/e1MbGhm7cuKF0Ov1Mf69evXpm2X322WfP/CybzQadkxRk5n/T/4mJCU1NTWliYkLZbFYTExNBb9DDk5OT8H/GenR0pE6nE2TQ7XY1OTmpUqmkzc1N/d3f/Z3u3bunR48eqVgs6itf+YrefPPN0LdY/5ET+oxs+OP6Rt+9Xbt27Uxye/To0TM/ox/oOn3MZrPKZrPh9/QJXUJXer2eer1e+DxrjWcydknhb5ct88J4fS54Pr/n8zTXJ5cr/US+cVtfXz+T3CTp4cOHI2VHv13v0A/GwGclhbWFrKTk2mNtIUPXX+nULuRyOU1OTur4+DjInncfHx8rlUoF3Xb7e3x8HNZxJpMJ9oN58T4+T34bGxtnlt39+/ef+dnExIRmZmY0NTUVbPhPfvIT/df/+l/1v/7X/9LS0pJeeeUVVSoV5XI5LS8va3V1VcvLy5qfn1exWNTk5KQmJiaCPmEzu91uGOPJyYmOjo6CHiL7Xq+XsH+pVCro/2AwCLJiPnK5XNA3Poc+Ym+ZW3xTbJdv3LhxZtn93//7f5/5ma8bSZqamtLMzIy63a5qtZpOTk40PT2tfr8f7NXMzIymp6cTa63b7QZ5sF5zuZw6nU7wN91uV61WS5OTk5qamkrY9lwuF3xAs9kMtgEZplIpzc7OqlKpJGwodhSdp9EX5snl9/77759ZdqPwidsH5i7Wdd7t/UBfRq0R/zlr2ht2jGe7H2D86M7z1mBs32ij1misd+Pgk83NzWd+Rv/wFW5L8F8+DvTB18jJyclI24OvoO8ud0mJtca8uI1jPhn/8fGxjo+Pg4ywqT6nvB/dHyXLlZWVM8ltFK7DN7o9Z+0hNx8zY/BxI+94XbAGj46Owtrj+47xXJ/QP+watm0wGKjdbuvw8FCtVkv7+/t6+vSpfvnLX6parQbcVKlU9Nprr2lpaUnz8/Mj1+uL4LoXDjS8+UJjsM9z9PwOofsk+IJ0xUaIk5OT6vV6+uUvf6l79+5pZ2dH7XY7LNijoyPdvHlTX/jCF1Qul8Mib7fb2tnZ0f7+vgqFgvr9vu7fv6+JiQmtrKxocnIyLIR4XL7440V8Uc0Vw4Ff/F4HUYAMAiOMYdxvByr+PRYaMma+MASDwSA4VZ7Du7vdrur1unq9njY3N7W5ual+vx9k2263g8P+dXpwEY2FiywwYhgiX2DokoOzXq8XFr2DBgwo8uU9nU5H6XQ6yPvo6Ei7u7tqNBp6+PChfv7zn6tWq+mHP/yhfv/3f1/vvvuuVlZWtLCwEN5LfwBDExMTCcAXB5HowPMM4jgtfo4bPP89f7MmJSX0Ig6Q/DseiPhnHDjHzvrk5CTxrk6n84xj8DF4/2JDPWqcL7PFAaKvV/6gO9587gG47oR9bfKzOPBCH9HhUfLy+fHPe7AU9/2iG7YN55nNZjUzM6P19XXdvXtX//AP/6BPP/1U7XZb6+vrWlhY0OPHj7W2tqYPPvggkAPI4+TkRI8fP9bOzo46nU7oe6lU0szMjGZnZwMwTqfTQXaQOMif+fGgzAGPzxv6mclkEmAqBqWjiKDzNOaU90lKgBc+Qx8lhWBramoqfF5SCIiQI33Fhna7XR0fH+vo6EjpdFpHR0dBNoPBIICcwWCgfD4fgpLDw8Nge5vNpiYnJ5XP54M+OThst9s6OjpKzEFMdFxUG2XvfI05mebrMSZ8HJgy5+67aW7D3MY9L1iI+8PP4n5/nvYsfq/bYf8ZfaLfjiEIimP85AGJjzsmkNBXCAIpCcRZh+l0OuhmJpN55vPMV7/fD7/3tfLrCJaLaC6zURjZAwBk4f6R8Tpu4/PgCvTSSSc+A5Htto9gw595dHSkdrutg4MDPX36NBAG2ASIoXK5rG63G+baEwsv0sYKNBBkPFFMsDvcGFA7uxQrHq3X66nT6ejp06f66KOP9PDhw0T2YmJiQsfHx2o2m/rbv/1b/exnP9OtW7d069YttdttPX78WB999JFqtZrW1tY0PT2tVOo0q1IsFlUsFpVKpQKTw2TTLwfq/Pyi2ygA4krmkbkvGgISBxbu+Fz+BAuAORYm7GgqldLU1FRQHObh6OgogPder6fDw0MdHx9rZ2dHDx48UL/fDzLtdDqamprS3Nxcwsm8jObBEIbdQRYsGcDBAyg3bs6yOah3B5zNZpXP55XNZnVychKYE+nUCMbM3f3799Xr9bS1taX33ntP7733nubm5kIf6XOcCXBZjXJKF2EIY+CLvOKsCT/j5wAIAjj6jtHydeOMIT/jb88AuIFFDv4cAr24X25TGNOo9rIAM83BSdwn/4wTBJISTDzzHMvLnQ5/xzYTneXnrGV0y8GBs8ixQ/dMzMuUHe+nLzjK+fl5vf322/rRj34UAOrc3JympqbU6/W0vb2tBw8eaHp6WtlsVrOzs9rd3dWnn36qzc1NtdvtMN5Op6N2u62TkxNVKhV9+OGHWltbCzIflblFBkdHR4lADicdB8TIJ86SuD7G2aLztlF6RSDOu2BLp6amlM1m1Wq1dHJyopmZGc3MzISxEJxgw3K5XGI9uj602+1EsNHpdHR8fKyJiYnwrFqtFgiZdrutXq+nRqOhTCYTsiEOfqQhIGVN8E4nGy5Sdm7vfK5icsVtVbwG3Bb5+onZcV+/btd4tn/O/RfrGj/lNiH2D88b50X721FBmuMSaYj/0K/JyUlls9kQiEOmua9we+mycNKUz40iQ12m4KOY5BqlQ6OCilHB33lbrDuOS9xngOPi7L/L2G0Q2VvP8JycnGhvb08HBwdqt9uBEAXPsf5zuVz4Pv0ji7m/v6/9/X09fvxYT548UafTCfYZvZ+eng7Pdn/m+v4ibexAwwWDcBCML0I+x/8daBFQOMglI/Gzn/1Mv/rVryRJ8/PzQVCtVkudTiehnJ9++ql+9KMfqdfrqVwuB2N4cnISwCJpd36O0/ayBpQgbi9jMcdGzRdwJpMJRnoUQOD7OFJnMhkrIKTZbIbUoztUQEy1WlU6nVaxWFShUFAulwulRsfHx9rb29P9+/f16NGjBIDHIbdarQDuCeZetuwcaCELl+nExERwyIARB2s4QeTlC9/T/KlUKsGM4nAzmYyuX7+uDz/8UNPT0/rhD3+onZ0dffrpp9re3lY6nda1a9dUKBTC+wiU0cHJyclEAOnz7HP6MlgXByrxO/y9DmAx7LGj9XXtc3J8fJxwDMyBl4HExstLG9zJjALAvNfn/mW0UQ4pDnhipsp/x9w6O+7rmeaZhlwul2BdyRI5qcAf9Oro6Cg49xgcx38/T+deRnPbDyOGk1pYWND777+vra2tAG57vZ6mp6fVarX093//9/rss8+0sbGhq1evanNzM9gTgDU6OjMzo1arpe3tbf23//bf9Hu/93u6c+dOKLmiHEhSYO4lhay567wTD56VlJKBIj8/CzB80ebEkf+hHIXsq6RQLgaR5uWKtVotjANiLZfLhXIr5gjyhLIsfwZlvTCcZLAnJyfVbDYDK0qWg6xI3ACjsK2eNY/Llc7TRgFl/o6DDX4erxnsnc+FY4M4AHFg6EGqP2tUBsPXq9vP34XmeE4aEkUED05MOWkLKRV/H9kTsPrzANAOzONgwwO7UbLywM7xqJdx+VzHwdN5WuwnPIjwgIryKSeQnCx1TIOtZ50Q4O/u7mpnZ0dHR0c6Pj5OBOpOUmWzWc3NzWl2dlaFQkGNRkPZbFbtdlv7+/t68OCBnjx5osFgEAIS+gmxkE6nVSgUgu3k2e4/XqSNHWj4YorBMoLyyXZw4uze5ORkgnnrdDr6x3/8Rz158kSTk5MJJQXgImA3UIVCQdvb29rc3AxsjSS1Wi1NT0+rVCqpWCxqenp6pBF0gPcyF/vzouoYLEvDtLcbKY/86a8zAADidrutZrOpg4ODhDGglAijT7R7dHSkw8ND5XI5nZycaH9/X48ePVKtVlOr1QrOyFkXnMrs7Gxgv2K24qJBjJeOxVkB3k1gJZ0yd6T1W62WpNM6Z4A+xpGAJHYYztR7CRlG8sqVKyFYS6fTarfb+vjjj/UP//APOj4+1uLiomZnZxOGxwG1A7HY2fpnL6o9b07oj2dbpOE+FgyXBxfSsKwKPYQQiNPccdmBO1ccAXIFHNLi4N/l5uMZBSguuj0PVLpj8Hcjg1hP+R3jp88us1FBJp9xYgHQCXHzvCDCyYrYwb0s2bmjj+fR7Rq1wmtra2q322FNNptN/eQnP9H29raWlpaCw0MfY2IDcuUHP/iBdnd39eabb2phYSE4eK8XR77YLthY9zvIMtYzz7w9L+gct3lgQV8dnGInkFG73dbx8XEIvtAFL3tiP2I6nQ5BBnsovIbcmVMIG74jDckB5F8ul5XL5VSr1cKei+Pj42BffUz0HwCDzXPwetHr9jfNCXbb++cYgLHGgYWva1+/NMblz5b0TBkP84n+jer/b/KhL8PPxrY1/p0H4nHWUkriPwe/tDiw8KDeMxP+XQ9O8BcEwXHGhD5484BmVGB53vbrsDBjYN3QH//d8fFxyMx6Kb0kVatV7e3tBcxFFsPLx5gvbOLR0VHY44pdyGaz4VmdTkfZbDbsA/TA5vj4OGFbYnLFM3Qv0s4caPy6KNDT9J614DvOFPsCd5D6s5/9TI8fPw7GDoV2MNLpdFSv10MKiBKPqakp7e7uBiHkcjltbm5qZ2dHd+/e1dzcXCibgg10Z/frAPJFLmZk55Pl7Kyz7IzfFz4Kw8JDdp1OJ2zW29/f18HBgZrNZlicME6SlM/nNTExoWKxmIhWW62WNjc3tbu7G1JwhUJBhUJBg8EgKHir1VKz2dTh4aGOjo6Uz+fDPpmXyZLGYBd5uON30OYZBU/5M253LDFD3O12Q6QvKQQag8FA9Xpdh4eHkqRisaiZmZkw5m63q4ODA+3u7oYgw4Py+MCB2Cg5CDqvLJ9nQGMAw2c98KGRqoV15mdOIPg+oHQ6ndisxufdeTAv2Ao/HIGgFuPrDFHsAD24fNnNa2Z5t//tv/c9Fawjacha+v6wWNZuOx3kUMaGg+Vn09PTgYAZDE437MbBhhMVo/TpItm9+LnMOeuVbGmxWNTNmzd1/fp13bt3Tx999FEgQDqdTjjwo1AoaGZmJth4yqvQm1QqFUrIcrlcmIvHjx/r8PBQ77//vq5fv57YIC8p6BZ98qynP9sZPGTkWRC3O9LoTcJnbaMAm2ew6QeAnjVHlr5cLqtYLIbAM5PJhD0tnU4nEAKURtHnqakppdPDsimCLsbLHMB4Tk1NqVgshhpuAhoPiHxtIm8yLO73XMbjNgeZccDmvj2eN69sYN1h1+KgiL7GpIkHF3Gw4n+wfdLwYBP/nLPgMSB2Gb7MNoqg8LXA+ov7xLz75mwP1F1eMfZyfOO6E5dNsS79D35VGl0aF+Osi5SfPy+23/wfXQevYr8JElKp0/0S4DVsX6fT0ebmZiA49/f31Wq1wgZ49w2Os6XhAUlkPXq9XqhWodqi2WyG36GX7XZbjUZDtVotHPAQB+xuz1+knat0CiEjMDfiGDI30igcC7fT6QRD2O/39dFHH+nBgweBWfIyIIxfs9kMkVyz2QyAxsFLq9VSLpcLaWA2x7ERBgbQSw08I/CyFvEodiUGTIBdDPEo4yQpwcAhj0ajoc3NTVWr1bBp3pkCxkpAwgJIpVIhik2n08HJ41CJfFk0R0dH2tvbU7fbVbPZ1NLSkkqlkm7cuKFSqfSMUb8oxgB5OQjz9zC+bDYbsl4EIAQbk5OTKhQKgdVDzyQlauB9XtDlZrOp6elp7e7uql6vB51GTycnJ9VoNFStVnV4eKhms6lcLhcWqrMynU7nmfIF3udM6UXIzZ/hsnJdd2fqDtUBQ+wg4t95CSKZMWnolP07DpowtAT+/h0HBvz81znaUUzSRcjO52KU0Y3BlKRE1lBKnnKGo+bzztx5KZkDHA8efE3jZHnm9PR00ON2ux0A4fNA3PPAzHmb21QHyxADuVxO6+vrevfdd/V3f/d3+vTTT1UoFMLpgNgcMpD0DQaOLCwyRaemp6eDf9jd3dXf/d3fSZJeffXV4OyRMbZWSp7+B7OPTHwMLisPKJmbiwLLoxy7lDztDBuCHZ+cnNTi4qLK5XLQL/QNwCENN9u2Wq3gO50URC7sYWG8zAfBHv45l8uFUwidlILwc5A3ah9WPPbztpiQiIG7/+3YZBQZ6v2NAZbbNH/vKPKDd/BZfLj7aHQzzjJ6e5lBxijdc9zG2NA3SQl5PM8nx/33n4N1Rvle7B/rD0DtewfdR8T+DSDP8142oTLqD/aE9cc4vDoEnSBzKEn1el27u7uhGgNined5NtAJ+Xq9HnQr3r+BvGdmZhJkDQQ9/To8PNTKyoqKxaKuXbsWvhv7wBeV45kCjVhhRjn8OJr3MiQHL7CV0qmBv3fvnu7duxcMG8fhEsECalutVliInU5H+/v7ARjjvOr1uqamprSxsaFMJqODgwOVy+XAYPd6Pc3MzCTq5CkrelmBRjwpLNy4TMuBBooTAzlOFuFUkHa7rXq9ridPnmh/fz8sLpymL2hXeldwADWgxE9XGQwGIdUmKeyR6fV6KhaLmpiY0Pz8fDjR63kG8rzyo7nhcNmygCUFhq/dbodyORwjqUWfd3c26DV7TwaDQdjo3uv19PTp02fY92KxqFKpFJiHRqMRytYmJyc1PT0dNqH3ej0dHR0FMPU8gxyPexyZjfq+z4+nnEcZQZwloM+NvdeHejbIn+2G0Bk/17s42HanwR/fFzQqcBolq/PK7jc914OsGJC4nsEaSwoygyn2Z/nY3XE7SPeSjRiQ+P+dWUPHvSQofs9FtjhYZhzuGAksZ2dndfPmTb399tva398P9oySWsbBWMjaAIwHg+F+K450dRvearW0tbWl//7f/7sODg70xhtvhCDC9194Nt5JFfrutteduttvB1nnkZ0H+sy9BzTdbjcEX4zh8PBQpVJJlUpFhUIhkCP5fD5koD2YPz4+Dj+XFIIBP9Kb8dKQr7PwhUJBrVZL1Wo12Dr88PHxsarVang+8nUC8qJ9RBwIOuZw8Ind9nXGM/i/+wWCAXTS15jrnJNPvJd+eFDiQbj3130QP4vHOEpmF6F3z/uZ+wlk4xlE39Pj/kFKbhp32aFvjCf2QU5QQE7gi/mdl+V6gMjcOvEdv+ui2ijf7QE7MvCDFMg6SsmjyNPpdNift7m5qSdPnuj4+FitVit8j3H2+/1AuPA78Ct9kIbbEzKZTAgWqNaAEE2lUmGvFT6LI8m5FmIUOXAWfTt3RsPBAYsOQbrR9KjYWdNcLqft7W1tbW0ljFhsBNzAO1CuVqt6/Pix8vl8uMdBOmWv/uRP/kSZTEb/+3//b83Pz2t5eVmFQkGHh4eq1+uqVCrBob1MlmBUG8W0uCxjoOuLEUacfRj1el17e3uqVqvPGFYHQh6wpFLJLAaK75smj46OdHBwoJ2dHR0cHOjk5PTMdoALd5FMTEyEQO55gPmiFzf6EYNOjJkfx+hgpdc7PWwAZ+f7hTgWk5pEFhZ6jbMhO3Z4eKhe73Tz6sLCQihN4xz7Tqejw8PDcARkPp9PODsH0c6AMBYf17hyet734/RyzBo5CPYAle+SkRz1ntjJxGvef8+7cDCwLJ4Spl6UeffPXLTj+HXN3+NzGPcNR4DhJ82NTiFLiA4chQMwZ0NHsZuMPS7p4PPSsLSGeXNHDSB6GfKL9c1tl4Mo+jE3N6cvfOEL+vjjjzU7O6u7d+9qdnZWOzs7Ojw8TGRuXac88+BsOcCEvXrHx8eq1+v6q7/6K6XTab366quJctHj4+Ng07zMQRoC7ZjsiUGij/15bP2LyC2WkQMHnzfYTUDEzMxMIhMuKYAWQCEBLuSdZ3UIQvmur0XucWFs+Hd0i837vmkV+RaLxQC8PECLj+e9qBb7hPj57lvjAA7g6iV2sT/1khfWmeuf+1fXeX7vh5N4SVEcWCIvauglJfSSdp7gIpbL837uvsDH7riPuUc/nXSSRped+thjWTjRFVdm9Hq9sFad2ET3sWv4bX/2y9C3UbaZ97kd5/+sRWwOa2FqaioEGdvb2zo6Ogr3xknDDBgVFB6YxftjcrlcOKCB79ZqtYD5JiYmAnFP9c/CwoJ6vdMrDMCXlOWOCnzjwP7XtRcONH6dIrqgnXFE4RCQbwIjIut0Orp//34AbR79xQAcUAYY7Ha7ajQa4ZKhfr+va9eu6Q//8A9148YNzc7OamFhQdevX9f+/n54br/fD5cOce66G+hfxyaM20YxDsjOF2G8GN0QEm0OBoNQNrCzs6NqtRoyPRgyr3/k3W6kHLx0Op0QMMDa1Ot17ezsaG9vL0S6HJlGbZ/v8/B9Cs9jXc7Tnvc8v3yPcgmyMpTvjDLO7NmI60xhDdAvfufsNZkfWEHplNnb2NjQwsKCpqenlc/ntbS0FAJpNoZjGHHcOG0YSPpxlkU8juxido9GUOFAnpO3HGS5k3HZoXexs/fv8G4PFj0j4KAxDsJ4H7rt9fDnAXkv0tyRECT5XhSXKQ6F8lCXb8xaMsZ4Phy8xMEGn/N68ngDPUGIZ3Ips/TT1J7nFM8jp9iGYsv8uWR6pqendefOHb377ruqVqvhbqSDgwP94z/+o/b39wMxgg/xO2/8vbDqjMcvpet0Ovqbv/kbTU9P69atW5qdnQ1rnf52Op1wYRUnFvI+5lhSKAu6SDvHnHlwg+yYf5ha91/YKWdNvVQKYMY7HCRj89FnfDUkoF+SCODj2Ez8fb/fD7Yfu+pzVSwW1e/3A2giG3/R7Tf5nlHg3wE+f3t2KwaP/JznObiLgbLbQZ7LXPkf+sO8+SlC2AYnynin68p55fa8FgdC9KnX6yXKG73c3QMwJ0/4GQEDz/Nskr/LfbPLmu9hU/CffCf2X3zfyWved972PEKQ6gl/n8uC/rDWsG+PHz/W5uZmwHecjudZYPcf2HQ+F5fKUz2BDQQvT01NaWVlRa+//roqlYrW19c1NzenwWCgH//4x/o//+f/hEDEA+Vx29gZjRiceBoZI8+EO6jjz+TkpNrtth48eKDNzU3VarXAwEnP1gjyHARMupYNu0zawsKCXn/9dc3NzYVa5YmJCS0tLUk6VXTugPBd9b4HYhRIehnRcPweZBP/zFnSwWAQUt5Pnz7V7u5u4mx1X+Qxa+LGMq7Fx9k2Gg1tb29rf38/OJCFhQWtrKzo2rVrwTHv7u5qf39fuVxO5XI5ZIdigOzGdJz2PMPgYBwQ5UyBj92DjX6/r3w+r5mZmcCk+1GOLp+4pIq+wDAxXwTA+Xxe8/PzWlxcVC6X08bGhkqlknq9XjiZam5uLpRa+Wk3kgJ48rGdJ+B4ntw9kIUdxYjBYHgARD1ofBylz0+so8gMZ+gb9ZxNd6OLrqNjXsLiqXPfFB3rmjuui2pxAOgsH+/zu2kAYA7aWMu+Hly/XB68y8G/z1m8KZjmoIfnUWZJYEHwDVs9imE8z3r9TbLzAEga7mN57bXXVCwW9fDhQ83Pz2swGKhUKun999/Xr371Kx0cHDxDZDEOiANnP3HcEFNkjA4PD/X3f//34SjYQqGgdrudOO0FnYSx9+d6BimWN/8e10/E4NdlSIkKWdPJyclwHG2tVgsBA6AjnU4H8B/bfT7LWqcxNzGDjOywqfyOYEtSODIXssHJrlQqpZmZmVBJ4IGT//28bPiLtPh7LkO3MciA4D/2t0508rN4Xbg/jefOQSDjjNeYA2rPnPjaAJB7P/gTB4uM8SJ8bCxDtwXs2cEG+5GoBPes0VGX97rd9JJb5oSxe5WBjx2bQQDMOkQ/fZ54v1/k+7wxXpSte97zsVP88bn0awc2Nzf1+PHjIGPWPZlc98P41VarpXq9Hg5iYLM39j2bzerw8FBPnz4NMl9aWtK7776rN998U/Pz8+HujampKbXb7YCfq9WqCoVCeBZzwdycZb2OfTM4L/CX0RkE2u+f1m3j5FA0FvzOzo4eP34c0q5eV0c05gCFFC51vLAmxWIxgNxr165pYWFBpVIpRHKwMiikG8tWq6V2ux2E7SAqduTnab5o3bB4+Qj98s+QqQGI1ev1cNFKtVpVs9kMvwO8oISpVCpkaxgvixAQRKRbq9XCLZCHh4eam5vTu+++qxs3bmh1dTU4pSdPnqherycUbGNjQ2tra6EMLS6RucjF7E7e9YXj2XifX2RGYOAnsLBR22XlDJ3ryihmhGDZ2RouHZuZmdGVK1fChX08o9vtam9vT6VSKVHDy/sYR+z8xm0+B/48Z+zQd3QFgOYMEGP0Y+5+nTP1Z8dgOwbQfIdgDYeCbrpTYT75jr+D7/Nu78s4cvt18vMMhPRs2Rnzyc9dlnGAxTP9negeesbnHIigU9gM7KWvNa8r93tjZmdnQ2bDMwPen/OAZZebZ7xIx3OaCg4V276+vq7Z2Vk1Go1Q0pnP58OJUfv7+0qnh5dSxeUYOGPkiYOkjLLfPy33+/TTT5VOp1UqlbSwsBCCCZyt75/BzkxPTwd2kOYlBa4f4zb3qR6cxqfB9Hq9cOeRZzPYx0hphNdle2AHeMEW4jd8nfohLGy8RzfRqXa7LWl4d9Ps7Gz4nes/a5k9HgSN6LbvJRyXJIjXqtsh+uhlK9gLt+/oos+rg9dRgQX/fp5d8z74v9FPZOw/90BNUtBbL7tCL9ENyKGLkB3NbT/vQUf8UkaXC3YQEsV9dOwr4syRZ2iYF9ZzHDB7JgVdxl56mb0TADG2Oy8mcV8Y207sHeOMySGvaMC2PXnyJOylSqVO7wrijhwqLJgPyrIhSPwEVXSTypT79+9rc3NTCwsL+v3f/3197Wtf0+3bt3Xr1q1AtDx58kSNRkPNZlOzs7OhGgPbSAYLnXTS7EXaWIGGLz4E5yU+HpVTv8fPUTROSDo8PFSj0VC73Q5lORy356CVycFB4ih8n8Hc3Jzu3r2rXC4XDKOz7NRC+0kd0mltnCunAymU5zzNFdqf6UGaMy4xcKI/h4eHOjg4ULVaVa1WSzgUjDvB1WAwUD6ffwZIAKZxFI1GQ0dHR6rX64Ft+oM/+AN94xvf0NLSUoKhQF7ZbFa3b9/W9evXJUnlcjnBLLKgL0KGccDioIu5z2ZPb/HG2GC8PeCVlNBVWD9k4UFmzPj66WQ4RgcjgDja5ORk2LPimRSexQZMSQlnC5h3YzGu7J4ndww2TsBP4Gm1WolSCuTlAH6UU6KvMcuBY4gNkgdf7sxGBREYYzKalIQwV84+/rpxjys/nuXjcEYOwMu/R5UzjHJqMRvu2aBRgJ/vexCPnJChs2XICVljE6ampkLpy+Hh4TPO/rxyi8sbPDiCSabMwUtyYEj9hJRSqRTmenFxMWw4xo77KWWefXP2E7lBZKFT9+/f1w9+8AO99957Wl5eDodasM/N2cfBYBBAPXbZ94Z4jf95ZDgKmDEG7Fkmc7qXjE2g/I75JTDo9XqhnNb3ITLPrBv85Kh3xj7eST8Hnzz76OhIhUIhzN/U1JRarVYoASkUClpcXFQqlQoBpxNgUvLwmLO0eN07cUcwBgaQlNi7FM8jdgmfEBMB7kvdTscBA5+J5SgNDxWgj9gOtxWZTEaNRiPMLfOG3OPS03GJUR+PyzAeh29E5tAe9JXmgR3P8ufxWcbwPBl6kMb/4wDQAwf3FQRg2ApsspM2o+bprC22zf5/5OR6jY3CrtC3g4MDPXjwQPV6PciUz/EcL9FFVpCd4AqwD0T83t6ePvnkE+3u7mptbU3f+c539OGHH2ppaSkcu49tAyfOz89reno6lMlTjg7+w8bGweJvai8caMSgkQnydJenWN2YxdkE6s92d3fDMaCUQGFMPXrF6PupUKS+j4+Pw875L3zhC1pfXw+bfTFk9Admm41s/JxF4eUajDlWpnFbzHjERoWfOejCgEhSs9nU9vZ2kBcb+wDb7XY7ZGcA3pSUxc4C5SGCrVar2tnZUblc1l/8xV/oy1/+cjgaGNaKkrbr168HxwWTwHN93wbzft4WMwbIEnbdj6dkHwnBKD+LU9CeeXPjhY7Rb3R+1D4OByLpdDq8z52S19V6//3EDj+ZCOMS7yvxDMeLNgey/icGEgCoUSxZ7Cw9YHV9doPqMkB/42DAZRnbEX5PP2CjkQMMGv0FnDkA4NnnbTHhID17RCUO30u74uytM5+uC+4s6T//joM2gKY/xwMb/2wMinwPkO8RmZ6eTpSOOvs3Llj2YMkdI3MFaUGpoQMoiIp8Ph/2zsGM3rx5M2RTsXE4SfrtpBJ2D8aTMTEfx8fH+r//9/+qUqmoXC6HckpsqZcKOqPImgHcIy/Xj3EBn9sLyCZsC4E8+x04OYaT8LBJMZhxm0YGlwCdv7FHvieNSxORAX2ADPT9QASP3e7wQlO/f4kAjvctLCxoe3tbkhKgRdK5fUYM6J3UcFzi2VoHs2AMt/00X6vxGvH1GgcjfNeJFX7m9iX2+WTeKbvF55BJhzTge9zVc9bma9YJh5jwIRtGP7x0OJajBxoePPJvyBm3rf68OOjx/jl5iNzAhHyH0j7Gx3v9EAB/9jhrNrbjLs+YAPK5Rh/T6bSazaaePn0aqlM4oXJycjKcUNnpdEIAxXsdt7rugssODg7CfWgbGxv6L//lv+iNN94I5aTYQQ6qYauBywqbEY9vHEJl7EDDwYZPHIuACBKj3u/3E0dx1Wo1HR4ehuNpC4VCcAj5fD4xKB887yfFDZAslUr68MMPJSk4omw2G45qlYYBi6fPEPrExIQODw8ToMaB0EW1UaAFp+ILyJ10p9PR7u6uDg4Owm2uDgA5eUpSuCeCej1ni6jv5RZeavx2dnZ09epVffe739WtW7dCMAK49PQ8BpVoGnk6+GcTpY9nXBl6EMB8kOanHnEUY+ynMzjrLA2PGKW0gN8zbge/qVQqBBGU7ZG2jIEGY2UjugPJ2BACFgaD03Pnu91u+L8/Cz05j+x4hjtInAP6QolTXLYFWMN5uMEEQEpDJ+Fz4c7CDVPslFzeyJz1S+0vBtqzSGQ+0XHIDMZ+nnUbB2W825+PTroDGBVQebZsFAgZtUcongNnAp0NjYGKByPYTgLJbrcbyuM8CPS66xiojdNcbrHsAKTYCF8HHJO9uLiYuL+B8ti7d+/qJz/5SViPnpHGIZNt8ACPd/venm63q52dHf3DP/yD1tbWVCgUlMlkwkVWfuQkdpLx5HK5UDoSzykgYpzmaxO7dnJyEspjkUMqlQpHAbMPYxSYlhT2n7hfi8szfd3xHPwSwAUddttG8ONkCuw7AYff5M53JiYmVKlUdHBwEH7m/Ri3xYE28mRMHrz5e0bZXLdxbi/9M/78GHg5SRETIG4z+bfrkeOCvb09/Y//8T+0v7+vmzdvhgDw6OhIN27c0Pz8fLAP169f17Vr184st3iczLVnTAgsuH/BSTr38V7ZEMuX32EP4syFf96ButtVt4eu06x7Gpm/dHp4khq4JQ5+4vefRW7+t8uK/2N/eaeX6zWbTX322WfhICTGgS8D6xFceraWUjowFniu3++rWq1qa2tL1WpV165d03/6T/9JX/rSl0KW0+UqKVTBQACBBcAH2Ww2kDCuu9JLyGjETtudbAwMYFZYLDgG2JmjoyNtb2+r1+sFxsMdEeAW4SNQJtUnNp0+3fT25S9/WXfv3k0c4einCnkUORgMQu2b1+fC8AFS2BMyavxnbQ66PDqnsWg944FSsfGaumZnXPyM9Hw+r3w+H8AEjWCFS1/402w2tbOzo+vXr+vf/tt/q+Xl5WCQYZ/8rhECD4wRix4QT1Dp+3LO4zikZzepwt4xdwSunoJGHzluFz2KQSg16u5cvdbVgQTGnWxco9EIaW0MAwcc+FrwBY1uu4EmFQm74Gwh/RhH92Knx/icQXTHghMmAKPFpTp8z9d3DMLdiDubjZxdf91Bwxp7MOtjOTk5SZRk+OlCyNed2bhlGNKzGzf9Zz42f78HBJ7p8Z8/T578LGZQ3UlLCqAOu8j33XnzXQdXmUwmlNIAEOknWWY/jIBnn7XFAJafMQ7PSvtnyV45GeUbSnO5nK5fv65arabHjx+H4NeDJz9whPG7T+K0LexVs9nUT3/6U12/fj2U9DgzzTqOCYgYXKKr57V1Mcnk5R+eGXQ760APQEMmzY+1dcIAoiY+MQ07RnaVy74YZ6lUCjZOGq7HVCoVsun0J749XFLYK0lJH3s/PIszrp91OxKv0VHPHXWggq931wOA9aiAIV4n/N5BtNsEKWkD/N/+Wf7/05/+VP/zf/5P7e7uJkqXJyYmtLy8HOSfy+X0/e9/X++///7YsnNb43rt9ioOjjwb4j7U5R2TVx5kxOP1IGOU7RvlK8jGOjlMkMvRy753ywPAeK7O0mKSx8eAzvmF1Ol0OsxXp9PR48ePw56rdPp0KwCBEUQadtH3GHmf+RzYhC0JtVpNy8vL+vf//t/rn/2zf5a47wQbAPbgfWBdz7yBa8AN2G/HTC/SzhRoOAh2I+UOyk+mQSDOgPR6vbDhmN852+plU7GCenkCk3dycqKFhQV99atffcb4S3omQEEJANIYa9hmvuPAleey0M/aYqBCHxkTY44nbjA4PQVqb28v3IjuqTgmvFQqBXDvpTgEItySjZH30rWVlRX963/9r3X9+vWE0aMvOAScFkGkO1vfZE5Q4yVN5wF8bri9jtVBq6REvTLGh7kGWFE6gJOlTKJYLAYQ7mDBjaAzhshTUqLkw50FgaobBpxu3H90gHGQNsXQ+Jn/L9piw+cOwccZs4nM56jvxWyeN/+sg10HmMwRMvGNfqwFzzjC3Ljz8HprgJgzSDyXvV7jNsbr5IQHnQAjZOnyRv78zn/uBAp6hYz4/Cjj7U4WucUO2QONeAzOUvM7xsRttNgI3jdOc4fvBIBnVrCvlHrAsgPq/XAGJ5omJyf1hS98Qb1eT9vb2wng7L7Dx8AadD9Ur9eVyWR05coVNZtN/eQnP9HGxoZef/31RLYCpyopEYADsLzOHCccl3WcpbFGsBP4Hi+pZC346TK+rrzffqEmGSQ/HY05wQ4CNug/vtbvcdjf39fJyUniOFsIFWwWfUUf6Of8/HzoG/3nuE1s6ji2zvXOM+ysLQI1t8+sGffHMfB1zBK/y79P82DH15fbEX+/4xhn8N0nvPHGG3rjjTf0wx/+UNVqNTGGR48ehSqM1dXVscvOPCvFeBmjZ2MB9uCnGGu5HGJA759zH/C877quY+tdtnF2HZm4vJGjY8k4OAIDjuMr/B0xdvUyRMhaZAB5XK1WQ8bQ1xFZDLI0YGQv6+N77XY74LmDgwNtbW1pb29PKysr+t73vqf3338/rE36QvM+ur56gA0GcXzDevL18pvamW8GpwMe8frk+QJnItkUS4qmWq0GAWGUYGFQPJ4BWMZ4wEwh5MFgoA8++EDr6+uhVtoXo//hXQjYAaT07JGvOLezRG7Pk9uof7uRc4DF+46OjrS/v59gi2JANzMzExyqy8o3h/NclxsnuHz/+9/XK6+88owh9swBDcfk4BCWntQdY2Fzf8yWnLW5LjlQovnpKETnnG7CiVrSkAVy2TMmdML3EWHcPN3K75ELrB3GBvAxyuDDrMJquFPkfZOTk+HsagABLOA4ckP2PMsNfjqdDg6DfyMTjKaDF58/+uNla67LMXvv+uTPx2HQH5hO5OKMnwO+mKnmvbAvPqfjNDee7kSc5cF5eRCC3GOWyx2sy8d1zWXvjJ8DbvqG7vDM2Nj7Wnan7IdN4HiYFy54AnSMG2h4RiGWA0TJKKDBnAOO3XHz3Fwup1KppNdeey0cse0ZTSc7yEb4ONgA71mh6elp7ezs6Cc/+YmWlpa0uLiodDqt6enpsH/BA0vP5BMcuR85Dyvv2R6elclkgp2hVLjXO90DMTU1FUoeAPmcxogN5LNsdvcAELkfHR2F0lz2S3L0NgFaqVRSo9EI9nZqakr5fF6FQiEQLQSO2DLkQDYdOfpezJmZmZBpYy2P03yN0XydoRNxsBHbLScTRgUDtFHkoT/XSTD/t3+H5n4gBtpXr17Vd77zHWUyGf3t3/5t2E/FRbDdblflcln/8l/+S339618fS3b03YGy76Vyks0DXkjIOFPj8+D22vfSMWduE33ufe4gGzwz6sEP7+Fn+Lo42KXPjAU84M85S/O59r65v2DNuk/k5FD2tdIvD5LQQbYIuD8ER1MWyZUEOzs72t7e1sTEhL7zne/oG9/4RuK54ETHY/SVPmI/Xf7YNzAUVTVx5urXtRcONBxso2AIyOu7PG2NkYdJ4eeAUoyaO1wG6SeSuJFH0NVqVfV6XWtra3r33XeDkWPgGDIWNd93tsuFl0qlQtZAUjgjGoEz1nGaG7OYHXW2BcDH+KvVqqrVaphYwBT/xlEiZ99LwJz4qQv8nEv4/uIv/kKvvfZaUGAUx4NFD2zotwMtgKIbXvrg4Hpcls8NC5uimDsWYavVCn1EL0nLezbK++mssDs432DlYI3vS8msgwdkLicp6UAwlP1+PwA65IJBog4SVpN1M47eeSDFGFgHfmEWxtYZDfbaxCCY5/laBBQ72cDzYkfLWPmdM66pVCoEWPTP54XPTExMqFAohHIZ74Mbe8YwTnPwwHPj5xPI01iPXmrgwR7P9ZIlZBMDG57ngZnLgTH7nPA7z8L6WLDHrnPuWLLZ07td0L1xWwzA0H1IG/TEs9z87aU3LkP6gz6urq6q2+3qBz/4QQAJ7icISny+ZmZm1G63w30P+C1k+dFHH+nKlSvBnmJbfJ3Q9zgIdOLnPLYOthF5EThTLlgqlSQpHLHLhnCAS6PRCJkCL0niVEE21+NP2u12OBRkb29PtVotcfINdokj0n28JycnyufzWlxcVDZ7evwve2UgpAjE0Itms6mjoyPNzMxof38/3GOSy+WCTxo3wHUA60E5QZDPU2wT4z88z5/h4MvXNc/wNTqqb/4nJh7RGX8On202m9rf39fq6qpWVlZCwLm9va1ms6mZmRl94xvf0H/8j/8x6MdZm2MciAnsOwcjeLYUuxsDbMcI/N8JLubFbWhsH/msryfmzueCKxGcvIhtHsGF+wrvh2ODcXyF6wBjRn6x/+NzBPW1Wi2sQ9/7SsDjNhwyhcAEkv74+DjcJ1etVnVwcKB+v6/vfe97+ta3vhX2nSGzmMT3cTgOwCe4LXa8nEqdnhrH4QAv0s5UOuUA1DMMzsTH0S2OEYBMJO6MiU/yKGATg5N2ux0M4ptvvqlKpRJSYH7CEP3w7zuLSu0ZhsjPF3fF9k1R4zSXnT/necas1zstLyNNzULwSae/MUvgES/Bhdc7Hxwc6ODgQH/+53+ur371q4kAyAMNZx49onWD6aybB0oeffO9+AjYF23oFil+P4qNUxL8ZCIHvYwNw+LsiMsfRtdLrngnThenfnh4KGm438KDPz7n7A+f9cAmNt68e2JiQuVyOYyTcoY4df8izXWe5my1r09nsgjokGUc+PvPqcGm5McZrVHlgO6EkLuXsaG3BMlOCngfp6entby8rEqlEphn/0zswMaVnQMWfxYOzIMr1rbrFrLl/772cQDuWBxsuMP1PsSG353dqP03PmfuyFkz/JzMc7w34qxtlO30PXjYB0owYh/htcie4WY9Ia8rV67o6tWr+sUvfpEocYLgyGQy4ahcSiYZazqdDkAFYqLVaumTTz7RrVu3VC6Xg03gMBHPXPqNyIwJ8O+A9KwtBl00t7mAEfbsdTod1Wo11Wq1cNoiMkMOExMT2t/fD6VprVZLzWYzITPKl/r9fvCL2LVu9/SeJY65RF6SQmnH+vq6lpaWEhlw9EpSCJokhc2v9XpdhUIhlEux6X2c5kAvlqXLcFTmkeYBpAfkPC/226Psi8+T2984KPH3O6HphFe321W1WtXu7q7m5ub0/vvvB8z02WefKZPJ6OrVq/rP//k/q1KpjG3vnPTgGdhT9Jv5iwNpJ/CQ7yiCxHGE2zHeH5NRcdABAUagzL9ZA54FdeA/PT2thYUFzc3NhXXrGID+j0siS0kc57LwMWEvGo1G4ght9zV83y+tRvaMm1J4Thllryh3D/3lX/6l/t2/+3fK5/PPkCCj5tvni3fis5AvOEsaEmx+gMiLtDMHGnTcmR53Gg5Y+I7XrpLFkJRwAK5QMduHQDw93G63tbS0pFdeeSUokG9agb2PAZKUPKVg1IVVRPQYbo5sPU/zBReDE+TJ746Pj1Wv10PJVBzlx4DR5QMgBjB4VoOjIUmrOYvqwMWNCaDAQThOn3/7JiNXaE+Hj2sEAegEKvTXM2Fe38hnKNdD9yQl5Ai7AIs6PT0dTl8CMGIk2DjPiV38HAPlwZ6/I2bn6LdvvMKowLL66WsnJydj1yzT6CNyQ9/duNMnjAiGUVLIPHLKViqVCifPEPT5gQkOTngm+gm4wej6iTipVCqsbdYCQVacvofVW1lZ0crKigqFgjY2NkLZGmt73OYGOiYDPIBD3ykLQFfjUrdRrB3P5OdxYBGz49hYZ1U9e4LM4+d6MOJBno+Hn8/MzCSyVedpnllBToBSbBrrAADjGaznBbcO8F955RVtbW1pe3v7mQwdGS0unWIeZmZmwjqk1JJg48mTJ3r69KkWFhYSa9sBI/MDYPH1BWgZN9DwwBZAybyi15lMRvv7++Go85OTk/A3Pg9Z0vCzrN3BYBBKan2tohONRiOspVarFc7Up+QOwCMpBCFLS0t68803wxn9lHthRynpSqfT4ShhNpuvrKxoenpa+Xx+7IyGs9UemD3P98TkgQM+Z+k9AIgDDf9ebBv4XBy4uM2Ify8l12utVtPPf/7zkO1Op9OqVqv67LPPVC6X9Z3vfEfvvPOOrl69GvpynhYDbr9o2SstsA9gAN9o7SVd6BtldZ5ZcjzphCg6CXZzotJJYHQR3ONHi7uthLRbXFzUwsJCuEyXgB27NA6x4nPv8ovnlb9ZK6xniAue4TjMK3AoPeR7AP1msxlOHB0MBvrud7+r//Af/oNmZ2fD++P++hzjTznFlI3nThZ78MicY/vOUp58puNtpeRJOIARBObGzQEx32+326rVagnmk2fF72EgAFmUiWxGr9fTxsZGOGXJI1W+y7P540L2Gl7/PKkgr/nzC3PGaTGj6yAUB+XOiVONYHtj5fUgAxkBmuMyApSTxf+Xf/mX+vrXvz6SSY3nxI0tQZwbB2fYmHM38sydG+6zNr5L8IexIVWP0fJN8ABUjJQ0zLD5puSHDx/q6dOn4cSdubm5kCWiBpk+tNvtRA0zMsHwOdvKPDhjjNy8DhuZxTL2cpZ8Pj9W/ag7Pk/Lug5iqL0czuvQ0XuOogbQkDkE0BPo8Q6AC3tkCMoojcJ2ODMKw+4g1+Xma7fT6ejRo0f66KOPVC6Xtbq6qr29PS0tLWl6ejocAXre9YozGAX+0TnP5qFnbqTRHwC9B+jYSC/J8blDLzxLR+Dlga2vt5jood8OfhgHP6eOGDbNg8ezNnwBeoEN8qxGNpsNWT3k7KVOHgA5AItlPT8/r7feekt/9Vd/FYCvZ7cI0slC9Pv9AHrQUzLrkBm/+MUvdPPmTc3MzITPs7ZZP7wHeQIEqbceN9CIg0LXJUkhoDo4OFCtVguBOWsIAOIsc7fbDcESgI3Nr37fEDbn+Pg4BBqcYrO4uBjGSjUCPhmfXq/XlUqlVK1WdeXKFa2srARgyTrhSF7IFI5kr1QqSqfTWl5eHntflYOiOIDw9cv6c3DH5+K54G/PJvrcjrIxvoZZY05MeLkxn3NyAnt9dHSkjz76SAcHB4FRJiBut9thoy9r5jzEgNsKx0NORnjJttuwfn+4eXkwOD1oYdSN1eAtdMGBKrqE70H3/D40aXjgi2eNeS99xZe5r3jy5Ik++eQTFQoFraysqF6vq1KphKPdx8V2BNEenCEjLz9Dftvb22EDuJ9i57YEvMBnIDidNGfNE2R0u119+9vf1ve//33Nz8+HNU3/pKFe0UfmBB+NLqNjEGfoqu/zjEmuF5LViwrVgZozozhKDzzckbmRRmDU0Hp0OyqzQUP4ALV2u61SqaRXXnlFMzMzwUk6g4agvRQGAdJXIkdYbyYa0ArjxXfPA1x8McQlAT7GTqej/f39cFwZi1UaRqSeHYlZJmeQeV+9Xlc2m9W/+Tf/Rh9++GGYwziYoK8OrnwOUC7m3GXubHjMDPmcjCM7wClyYKFwVByOz0Eb/YQp9wDp8PBQDx8+1Keffpq4aR1ZT01NaXZ2VqVSKWQ6isVicMzouQeo9Onk5PTs8ydPnoQNm9IwAOJ7nD6F7mN44n1LL1oDOao5c+Qg1wNR1ieBBMbNGSYHZO6c3Um748QewFi7bXBHLymUhxGInJychMuDnLWCDed7Jycnevz4sba3t1Wr1bSzs6O5ubkQeLz66qvhNKVx5YYuSUn9JwikL8gYmXlw5CUI8TwQCDvT6aDI9Rjnw3M8e+H7sbwc1QMR1gf9zeVyqlQqITPFvPL/OCtzVvnRIAcoi4prhvkZrDtrFIDstpwSPdfD5eVlvfnmm/rhD38Yjvnm5vNYng7K2PsgDe/c6ff7un//vu7duxfkg00oFApqNBoBVOGg0WucMuMcV27OkvZ6vXCazObmZjimEwbST4vy+fL1TSYEWUxMnN7FgU4iT9ZaKpVSoVAI+zek4YV82CN0NZVKJe6e2t3dDfs12EeFrZuYmND09HTYozE7O6ter6dqtarp6WmVy+XAxI7THPS7DD1Ql5TAK9Lo7ISTks7aS3rGx7k/ft7znCDk2U5CSMOL5DKZ06P97927p3v37gUfB/ZpNBr64z/+Y73//vuJfU7ul87anJSKx4guua602+3gK7DZyNeDBil5qiHjdZKV77GesAWONZkLB8UcIFAsFsPeI4JnJxkIWHZ2djQ5ORn2M1UqlXBT/bVr1xKnMb1o8wDKM8o+78ih1Wppe3s72A/PIPhmb8gCP0of0g67Q3C/tbWlbrerb33rW/pX/+pfaW1tLbzfSXR0zvdZxQSOz4djb/Zo+YFMBCRgnhdpZ9JMT6n40bDx7n3SUTgO38wiKdwICwPEswFbMGI4epwlJUUTE6c3GS4tLSmdHp7igwA9jRqnifgcP8N5Ayz4PeVY3v/zGEEH8PQtLiuCMWJTOiydAxEm1oMMUtBxkNHv98Nelj//8z/XN77xjTAPHoU7SHTWxg1ozOTExhKD7hG9B1T+vrM0z06QbYD18GANJxmXa1F3TBlAtVrVgwcPtLm5GYKMx48f6+OPP9bBwYFmZ2eDk2QDZrlcVqlUUrFYDDfe+h0OzCUGY29vL8GgwBA7MAE4eW3pyclJqN/0PUfjlAExjx7E+4kSGDCMGUAGnXIg6+DOAaxn5xwcMSZ0wwGuNLQjbG5jjur1usrlcqiRx6kdHR2FG5Fh0CSFy6M4QU2SHj9+rHv37mliYkKvvPLKWDoX2wgAOGPHYDN+AkgIlfhZGH30NA400Gve5/aAdedlaN43HK6Xv7gdiPf4cM9LPp9XqVTSwsKClpaWgr5Jp9klZHzW5mRKTPy47XJgBesJYPLsTVyixPOQda/X05UrV/T06VM9ePAggBOAF89Gnm6PkD3/z2ROb2L+5JNPtLGxES7SnJmZCXcsARz8NMKY1Ry3eZBIySLHYG5vb6vdbgewTg0/WRfPWsGIIwsPpNxnk70iUHVCgADLfapnySUFXea+gl6vl8iqo6v0RVK4RDaXy2lpaSkQBen06Ulf425o9iAh9utOpsVkXRygeBbCsx7YBNa9lARpzL+TAb5W+b2/z7EJvzs+PtajR4/04x//OOgo8gQgf/GLXwzrgHn1sspxGv12koL5JhNNgLG1tRX29LAGR9ksnuu+gvXMO/DbkoIt8P1OTty0Wq2QvWs0GioWi4mLM9lHNDMzE/AQ5bn4jc3NzfC+J0+eJPa6nLV5NlhSQhZe8QEm8HuMCCB93wvfwTZC1Hm1AYHT1taWGo2G/uRP/kR/+qd/Gu5UgYRAPzyLHOsggUKMlX0N+GldXk7u6+1F2gsHGgArZ5w4ps4diS84/mCkfAMJTsRBtEfBBCqeBgaQ5PN5XblyRYVCIUwwgAZGAGX3KBNlQ/AYDQSN4FEGjC6R8LgLOWaBAc4O2IjY2SjXaDQS/ZGGWQ9nmUcFGcicm1e/+93v6pvf/KYmJiZCnbwHFzGbGrM9MSPKd3xhMP8eEHkm5kUV8nktl8uFOlVK5yijiu+14J3oD/O2tbWlx48fhxIogowHDx5od3dXrVZLtVpN+Xw+1BlzoQ51ktPT04ENoe4U5s4zevv7+/rVr36lXC6nhYWFoJseHBFMM6ds6PIzqwnax2k4PMD6ycmJGo2Gms1muJsFg0aQ4fLid8jZm4PXWE+c4fKsV1yXzNjpUyaTCTX0tEwmE07PQL+Zj2w2G/aPYDv29/dVq9U0OzurlZWVseQW6zHAyJlsiBF3ok4kOBPoZSz+HWyRl58RcLrD9vXN+wGHzKuDKAA7n0H2klSv11WtVkPd8urqqsrlsiYnJ3X16lVdu3Yt3I49TnM2DVmQJcQ2E0C77cf++/4l7BRZFuy0f1c6Ba+3bt3SwcFBsKHIsFgsSlKQtZdtOIPn9c/37t3Tm2++qbm5uYRfYVxk1QEZmUwmMKkx0DpLY/1gCyCRdnZ2VK1WNTExETIYfI4TqZBXp9MJ2RpquLE1kCfY0X6/n9Dr6enpBLhhbKxltw+cVNXv91UoFIJdq9fr2t7eVjqdDnve+v2+Zmdnlc/nw4EDe3t7QV5kVNl8P67sPKjwTJbbHBoAKg5CPEBgHcfBpH+Hd/j6c1sgPXuJn/fRgxEOJPjxj38c1gm25fDwUPV6Xd/73vc0NzcXKi+ouojHd9bGGPClqVQqnEi2v7+vZrMZSCgCj/juibgkiDGCSZCFB9PolK9tD+DIyPGMg4MDtVotZbPZkHHEtkoK+kM/IKexC9hMgiaO4Z+bmzuzzJg/sOzU1FTwtYPB8G42bC7ryIN+9HBUORh64qRys9nUkydPVKvV9MUvflHf/OY3tbq6qvn5+QTR4LrgsuT/fJZyNi+L8vHRmDewiVcqvUg702ZwBoBhIvjwlLRHSA4MnIHisyxGX5ixo0ZA1KrheDjhgpQ74AbwDsjEMHoUDUj2FBLv4rNMim/0HLdumefG4AO5IlOUPy5R8c/SLz8pxIM5xru7u6vDw0N9/etf19e+9jUVi8VQHoQcaMjcgw0Hm/ze94uMYne8VMSNBX0fp6FHzj5mMsNbjjFCyNXrDelDt9sN5Uy7u7uq1+sh0Nja2gq1wyw0jBK31gMKYRRY+DAaADnqG6VTp7G5ualsNqu7d+9qYWEhAJNYFvSR8XC0JrXf44A+gtejoyPt7e1pf38/bOh2lsfBDevFQRgBrQcWNJwCjg5H44G06y7OEdCI3Obm5kKZ2uzsbKKcAOa41Wppf38/3By9u7sb2Orj42Pt7+8rlUppa2tLu7u7Wl1d1Re+8IUzy42+SkqcSge48vp0iA/m3MvNyCYwDtYKMvLNjs6eEkh4RstZZGkIKAkcYQA94E+lUoGBdxt2cnKinZ0dtVqtcKQp+yMePHige/fu6Wtf+9rYDD1r3+UiJUtEYxsYp9+dnXf/4CwdJwSiu5VKRbdv39bPfvazcNx1KpUKm5h5j69d1rXvh5OkWq2mR48ehbuZADt+qSCHGKAnbGqPbetZWrlcDoHF3t6eJAWASR/QBXTT15Ez+ZRm+jxgSwkiyJp7pg299uOh0X/WO3PpQQF9oSYe5pnnzMzMKJ/Pq1wua319PbwPIgGdGKeERUqCdgCRBx+ui1LykBNn5N1Hx4GLYwvHKLFP5H1xgBOvCWl4VOzh4aF+9rOf6aOPPgq65FmZarWq27dv68qVK4HEIxPq2GKcxhi63W4oI6YUmwoLB7vooLPtkgKxAYZirdI/b5AhXl3BfLDWISj8d6VSKWQY2V9B/9FpSoso+alWq0E++GXuKKvVaqpUKrp79+5YcvNsvVdxeEYj9queofXvYpfAcD6fZJa2t7e1t7enGzdu6A/+4A+0uLioUqkU7uBy+SJ7J+vR2zjbxvv4Hj6EzCbz79VGz8MFo9qZ9mhIw/PE2UiC0afzsCAAD1+csO8Yaxa0b2T2yA4whGGHnePIslQqFS4iYsJdgDwnVnJ3cj6RfI+aVBqp6HHrlj0Qw/iQ2neWxBc0iog86Jszo4Aa/xtQvb29ra9+9av60z/9Uy0sLCQYCM9ieHDBzz1L5dkLHIGXRKCcHuW6HNGbcfcaMN/U27daLQ0GyZMuPKCQlGBMpdNjE8la1Ov1cMTc06dPdXBwkEg3YrRYSJRMSMP9Beg/74BV5HsYjUajoXa7HTag+uYx9BrGF3bRg2fmZ9zSqZOTk1BK1Gg0ngkyHbw5OycNjxNmnfo69iBcGpa3Aa6ZHwA2Rs6DF88EsXZjwgLbgpwAdK1WK+gTB0F0Oh0dHByo0WhoMBhob29Pm5ubZ1c4DY/lZK8ChzOgB8jGxwz752QEaxK5ewAXn/8eZ0Hc3nqa2kkBarYBc4PBIGR/+C5smQdM5XI57Fuin3t7e/rpT3+qdrutvb09ff3rXx+L5WPe3KE5Q+x2A7l4SSRAw/XfnRwOMJvNqlQqJcoW19fXA8g9Pj4O5Tye1cbXcLcEG5nRSek0+/H48WMdHR1pbm7uGeADmGJDu2/Anp6eHtvW4VsBc5RLYQ/Yg8J6LRaLzwRifq/SxMSEZmdnw3xIwz1R0un6hdjKZDLhziZAkR+yIimAX/avlMtlSQo4wP0Qx4ATWNdqNRWLxXC5GIwutnNpaUnXrl174ZrvuMXZBmloT7yCgTXnwYSXMPHH/WMcPEjDU65ifBFjizj48DXMfNy/f1+/+MUvwn4XvwQvlUoFX//GG2+EUiEHqt7ncRp2Z2dnRw8ePAil257Nwea7z4/JXHxF/FmfC/wDn5eGd5Z5Q74EXfhP7Cj+HvlCSoGd8BtHR0fhYkvKRfHN1Wo1ZAi2trbOLDdsKJmYmCCWFNaCY6ZRJC9+gtOkIInYqwHRxql4H374oW7duhWOsQVrxdk15jCuqHA8GRP7nrmA1PKAJfbNL9LOdGGfp+jj9DedxEk6y+wMGx3DoHm05NEttXsOivlspVIJ5yKz0cwZdD7rjKobW6Iy/u9BT5z+xtExWeM0LxXzrJAbHk4QIDXpBscDJ+aBBSslF3Sr1dLTp0/1+uuv68MPP9TVq1dD7THMM+OKo2r+9uyS/85BDv93Fs0NO4uHeTzPBkmvw3Rg5ilHxgTTRznDwcGBHj58qK2trbAfgNIhTm5xliFmaCiR4KZdDEK1Wk3st4B5hyX0s64fPHgQjtbzRQ8zCVvqmb1UKhXOlWe9naXBgv3yl78MZQrS8E4Pzyh6NoMMh6e1PTjmJlJnregjAAz9pg7VP8OcwmhxVK7PYQw2Kf0AqKB7lAGmUik1Gg1tbW0pn89rfX09lI6M0wjwOWHHa5EHg+E+KmTT6/VClozAA93HtsWMJ89CjtgFn2df1048oP+ZTEbz8/OJgwy8xNAdFZdWTU5OqlKpBDBLkLS1taVaraZ+v68f/vCH+uCDD8aSnQeFbkPQKT9u1u0M9had4vdS8gx+d3TIq1AohGctLy9rd3c3QQogP+QB2bC/v69qtRoOKQFYd7tdPX36VPV6PZTf4VgpBwLEuO67bRqncZpUr9fT9PS05ubmwuW00jCwd1IM4sl/j+wA837iF+sF3YTAYb2iF9ip6enpRNa20+mE9er2ggoHP7HMS8uYq8FgoP39/WAT0ul0CFogEsdpnkH1gBZ9Yf25zsUBMfKMwWKcmYirI9wvOingAXYc1BBI3rt3T1tbW0qn02GDPLYZHSZjubGxkQhusB3uO8ZpmUxGjUZDn3zyiQ4ODiQpgVfwBe4DPAuOvXNMAjlMSS5zz9r1/UXS8Chdn0P6wXsymeRFnMgy9mXpdFozMzM6OjoK97SQIcxmszo4ONDTp081NTWlK1euaDA4PVnxrM374BU7nt3wLDhjcJuE7iAvyqN8E3i73dbu7q6ePHmicrmsd955R6+++moo3/Ygh365HF334oyz+6Q4mwe+96oZSsQkJd75m9oLoz93bgwG5g8sZdeYAAEAAElEQVQjjsB9ESJMoiLSy84yABC93Aqj6elxLk9aWloKN4piSF0x3dA7Y+8sGc2VlAXlaVdnC8ZN63pZDEEHi4dIkdsdPaUsDW9tRBn4Dn2VhqcfHR0d6cmTJ1pbW9M3vvENvfnmm+F3sG+My4Mymgchbrh49yiZuhz5bKyAoz5/FtkRDHiU7SAEp+VRO/JlXwYGzxkZGEF3vF7OwrxTcpTNZsMpZwQB9KNUKgXW0evm2+22Hj58GC4Nmp2dDXJ6HihhPNSTsnn3LK3ZbOpXv/qV6vV6WFtxsIIsvGTCWSpkC7DimFtkRd+9Jh+2CefDPhaCBWlYwuHZjFHO2NlIKVl244AH4D8/P6/FxUWlUqcn59y8efNMMnO5cAyh/4x7VAgoAGWwVvycteOnAjHGUUAKR+F3weAMpGE55ygWilplbBsOjjYzM5MYA+sQ2XEKS7VaDUHI06dP9fDhQ7377rtnlh0MpDsx/IPvn4qPrMSRScMjat2m0GJ7DbHQbDaVTqd18+bNUCJJsA8YIzhoNBohuPBjXrH70inof/z4sdbX18M9SuxnQHboIgACpz9uCQvlbNg87M3ExEQ45pqsDFkcJwgg17Ab3W43cRfCYDBIBHrcMZBOpxMHQ7Dm3F5gwwF76XQ6cTeGyw4f5fOPjPL5fLCN6XQ6lFgVCgUVCgW9/vrrY8lOGpbXYI88Q0FzXeKz0nBPqZdC/TqizfFGTMDxu9i38v/t7W19+umnIeBijWJ7HdhDPDqh6hl3J0HHDdI6nY4+/vhjVavVMDav24/tGYSdNATYDvQ7nU5YY/gB5OMZMrL4vs6dlJWUwIjI1IkpJ6+YU58P1jz+k6x3pVLR4uJiWEfj7OfjdDv8ETrj5V6sKyerwBgeePht38gDDEPJVCaT0euvv64PPvhAy8vL4YAaMgsegCKrGF84/uFzHmQwzwQlXuaVSp1WEEHGOOHxm9qZ9mj4WfnxYDyKIpjwQflpIkwANa9MFApIXTEOgHp8HNDc3FxYeA5CfKHFqXfe60w+wmVhO8h04PS8SXvRhpHxVCfPgvnkIjg/StAjUJSYsfizWeSk/9555x3dvXs3cV488ndmcBSwc+VztsbH7qDQv+My4nfOQowrOwCFB6LxXCFLnMVgMAh7EaThpVXHx8fK5/PhpB2+x5zE5Wxkmfr907s75ufnw2bZZrP5TFDrzoqNesfHx2HPDLfYo/cARoJLxgaAkvTMprsXaQAq1owbcX+vNHS4XgLpBtyDX2eqY9bO09cExV7HS/bCWUaMqjOGXuYQOzvejU6xb6tcLiudToeMxwcffKCNjY0zy01SuGkVuftRg15K5iev4NAI+D1AJvj2lDZ6S7DqANVtLT/ju8wZeupBvK9HnAR1zV7/iz3K5XLhxB9KURkrLPpZG3oUEw4+f+6gcFrogmc4kIsHWR7gogfS8EbwfD6vxcVF7e7uqt1uB11zn4W98KDMAUqvd3qCzd7eXgBUJycnYUM7c+X2ldOUYlLmLI1SDthNSaH0g5OdnAzzU+t8Y7CkZ2y8NARlBL5ckAcByB/2iEnDTBRr28FinMHxDCTz6VkKD3LZqF6r1cJauHHjxtinnfEMt1EAtVEBAzLib2fvnWDxoDG29TGpybOdoOMdyPnTTz/Vw4cPE3jH9Q676f2UFLASze0uYx0Xn3AaoxPDkJlx1oY+EVgS/Gazw8t8GXscXDjh6+VhPAd9Zq0RhHjA6DYwljlzFmMY/Br2YH5+XtlsNti6V155JRwNe9bmgSnNiUr2cvmJgARSzLljNNamZ0pqtZqOj4/Dse0rKysql8uhTBN75FkwaXiKXZxBZn6Qj+NMaXgipuN47KvbYgjIF2lnCjQQHoDo+Pg4GF5YSxYPv5dOJxy21Jk6BkgQgTMAjJA+4h2dTiecwe2MszP7KDcgN85KYHh8LwiTQCqP/jIWnjOuA/GgxcGA9zXeaI6CsICdWXa2BeWqVqva2dnRe++9pw8++CBcmATgQRHd+cSBhAMXN7o0QLDLzo2Lp+W8xCMOAs/SeAbAkv65E/OMmht66tcBCKMABkxgqVQKi92ZJYJdDEqtVgu6yLyh2w7UPTVJ+pEgEtlgeJhbPu+Lfpwgg7EPBoNw47j3xfvnoJ3Ut29Yhzmj74BrX8s4Oddx/qAz6AfPxAExv75hjd/zXd7Bdz2z6BsnAWm3bt3S17/+dS0sLIwlux//+Md6+PBhYMmZY9YoZSKu/wQa/MHG+N4clxXjx2Z6kOrz7yAcXXdw7EGZNAR7zhoyNwQXnCDT7/c1MzMTWOWDgwPt7u7qj//4j3X79u2xZCclbarrA2NEx9Ezsq2saV8DMbPOeDzz7MAxm81qdXVVm5ubIeh0/aTeG7/C4QR+KlWvd1oKx+kuKysrQQc8GIJUw1466Bqn+YEN7I9Crzh5SxqWS8X+AN8M0+q65iCSvR6UQZCRy+Vy4Y4N9MfvDYGk8Xexj8kDm3j/kZfNSArHcEIiAirZDzOuzrFOyDQ6y+zrwgMObFNMALDe3Pa430Sv3H86WeJEwmBwumfsV7/6VTioIGbqHUSzFrxfDk69L07qjKt3fvQqffDMCmVRyCSXywVf4XtG8CWsLdYVWW5k5njKyT3sH+SW2z0+w9w4gYH8kBuyY31KCuXOZGparZYajYaWlpb0h3/4h2MFGl4iSF/oH7aP9ewHh8Q6zlpHzmAQSWFj+9zcnF599VVdv349BBnFYjExPg+SkQlZcs8qOWEbB9/oLKSDB0lkXvyZL4qJz3QzeAxQB4Ph7cF00MGCg30pees2dcQIxEGps6I8A4PGxmAXEJPHYovBPEFQvFglJUDfrwsmnBk5a4tBgEfgOFFn8TxtRZDiqS7Gws+63a42NzdVKpX05ptv6sqVK0FGoxgWZ6FGReJuMHkf73Jw78/0RuTLWHFE4zQWCOCNtKSDETdQvJNNrQSvLldnvHCYExMTYWMkoJeNtQAgAoZ2u61CoRBk5Awk88wC5VlkV9BRd8TSsPwNx4/cTk5Oxjpb/vDwUOn08I4ZZEAwBDgGQEjDjAyy9fXH5m02tnupGfrlDBjN/+3H5PrBBMgDpxKTAx7s+nqn9MMJjcnJSb333ntaX18fW+eOj4/14MGDcEEapYfU2wKS3AFKCodX4IwhTPxCvLieHvvInHtJkTQsSYxBrAf1Pk4nhFjHDvJ4FjaEPUtsNlxeXtYf/dEf6cqVK2PJzks6MplMCMogPbx8yn0JdoxxY/t4jpfYecaQ+eI7/X5fi4uLWlpaCnvdCF7IFHMnSyqVCpnxWq2WCMYl6enTpwGEIec4Oywl9z2Nsocv2jj9isCLm7MnJiZCZsODd9/D5/4OOTlj7ASNg2kYV8ZGqTLzQUbSsx4EeRBAfNfZUWymg6bBYBCCoMFgEI78zOfzunr1arjDaNxG0MocOnmDXSPDy9px3+AYBFl61iEGt3FgMcovttttffLJJ9rZ2UkEGM7Q8wze71Ua+E4nJh2wOqgeF5+gb6wFfAP2zTcDe4baiREa8w/TTsbSfW287qXkhnbspPsKZOT319CczY8zUOgBxDFjQ+/ffvttvfrqq2OVxbsN87WP3+fYdso0kY+UJETdHjt5zslYqVRKy8vLWllZCZes+t4rxu7l9P4ens18xjqbSg1L5Rznu146Ic4zWccv0s6U0YCBY+IBbO48na3z5uwbyulgi2egoA5+vD62VCqF8hME7UpLf2IBeODjixIQhWCp6aVukmjc2Y+zNgds0rOlU9ydETMZDvg8qmTxAIq5A+IrX/mK7ty5o7m5ucCkuAxd+TyQ8P/7gh9l0GJ2yI90xDj5xi5ncsdpXr4iDU9mkYbpZObF39FoNBKBAwvRgTObOxkLcohLBCYmJoIxlpTYOwHjiAzisdO3w8PDsNGT5g7cHaIHJ6MYkBdpHFEIO8G4WXfoNU6BgMMDHPqCHrCG6TtjcSAhJUt4YhbRdcKzGM6OxLLjZwR5fM5PXuPn77zzjr7+9a+rVCqNDfjK5bKy2WwI1ovFosrlshYWFtRqtULQCJCCsQKk+fwjb8/4MOdkB2MnHDsjN/w4DICTyzheZ+i073OLHTgBVK1W08LCgr773e9qaWkpYR/O0mAz0RdKHj1D6uymkxgxI+f+xAG1Ozm+Lw31LpfL6erVq6rVaqpWq2FO/OCFmZkZZTLDzc4TExMhA4JvqVar2tzcDCSCf5+1z1yxX8LB6Vmb17RTgkbwxfMBINKzBB3BN7aEn+EL8Kmw0DybbCDv52dOKMZrXRr6avSW72FrAaa8hz9OWKyurur999/Xu+++myhnPWtz20nZo9sU7AP7bSAs/ZAPZ9aZS/44ARITH07aMQecakgA66SE20n3S/wMH0KQQWAXA0XWs+/hHKfV6/XgK8BH/A05C3GCv4Ngxk84XvDsq/sQt3M+bx44OKngBKuvNQ9OsKe+D877yHe8zBVC6I033tA//+f/PBwPe9ZGPz3I9nnk9K44m8GYXR9cfqzNarUayq1XV1e1urqaILAgdWJf6QSNB6hxME0/pWE2mHG4Xvr2BubCbc+LtBcONHzTtTOTDMwF5ps+RzlDaQgKHRCj0DiguCRqcnIy3MqMwQfo+uKIo2R3ZgiXjXIO8J2ZBYi5MMcBfLwvBt7+u1arFdgkggIvn4jH4OM4Pj7W9va2FhcX9corr2hpaSlxKogDwjgb5RE573Gl9/d4JqbXG27sdaaHOXNweR6GjzHQV8p70AUPZn3+MHDMISlc+ow8AJLePyJ7ajg9SPMAluMb2YCJnGdnZ0O2jgCFDX3UvSMXv3cDXac20vdTxGV1L9IICly3PUsmDfUKUBhnsQAJo/QFkM28+HcBte74cOS+UZM+eBANOCFjQt8Gg0FYJ9KwHBOnMTU1pZs3b+pf/It/obW1tWf6dJaWz+eVz+fDxWOeqaUMxBl1jiPkD3PGaUi+38ZtEs+G7Y/LOZE17/UALs4S4gC8TBL2D5CFbDl5ieCXG6e/853v6J133gnlROM2B6U4Lc+0YEtiB+3MmzR0fg5GvEQyLmcCdGQyp6dxzczMhBNcsK1kBcj0uX0nGAJ09Pun9xFx1wh9IivIGBz8uf85a+v3+8FWEABJQ8a53x/eBE+plvsJsm1ue51t5W/PICJDv9Hb9wgibw5fgOjxcSJ71gFjcTsAkKVsj8vSbt68qS9+8Yu6c+fOuW6kJ2D+p3/6p4Tf6/f72tzc1O7urmZmZnTz5s1EsFgqlVQul1UqlcJxyYzJ/8bOIRcHjryLrCDrCjDpR8LzLGTkPtb1hvnhFKLl5eXwOWyQ7+f0dXPWBrZzIOzEMAGlk2GeRXZZ8wf98/JjB7wuX7cP0vDEK682cf/ggSyHOcTvhLzFd3D8OFUD165d05/92Z9pY2MjsUH9LA17w/d5Bv4NPXSiyQMtH5cH5hBA1WpVU1NTmp+f19LSkmZnZ4NdQDaOk8GN9CEOKOI/HjBjaz0o9Own78IfMw8XHmi4QXYgGrNNHpF5+QXCjicIRUOJMbYONJgUaXiJFs+N05UuJNgdd2Jeq8bzXYk9c4Oz5tnjsvLxu4gUPSplQaIsKIwz8nwXkNHr9cLxjO+8847W19dVLBbDYvN0mhtM5hBl9JSdBxv+hznwgMMNhn+fBebB6bigzwEGady4ZMqdfCxjN6CelcHZEIzAYMfHcjoYBLD5wiPQoF+Mnb7H7MvR0VG4iZl5YoxkWJh3gCI19Gdp3CEAoxJnM3iHp22lYVCJkyG48xKpOOvmQb6XYngg44wgGSDAHzpI0ODz7oGFrwMPRiYmJnTz5k19+9vf1ltvvRVYy3HkJkkLCwu6ceOGdnd3E/aMd/qxt+xr8CyQpHD2ORt5uWeFxnzAVANgGbtnCh2gE/Cm0+lE+Zk7Wz7LXJB9IbPBQQHM6auvvqo/+ZM/0Ze+9CWlUqkQaI3TWFPMu4NaxuaBkwNg/pBF9E2kBBYQRA5k0WmcJBnppaWlUJ7D+uz1egmCgYADOUIucITzzs6ODg8PVS6Xg0+Ly7gc2NPHcRqBJuMh88DeI2fApeTdVnyO9eMZLi9vnpqaSqyxw8NDtVotNZvNRAkaz8QOcF6/210PeAiQer1e4pAXnkkZKiTf8fGxlpeX9dWvflWvv/56omxnnHZ8fKy/+Zu/0dOnT7WyshLGT6bm8PAwHIrACT+MlZO9pqamVCwWQwkXAFtKZvKRXbfb1cHBgfb39wOzDOBHx12P+R7+zPU1xij4FO7w+b3f+72EH3PswzPH9bGFQkHLy8uq1+th0y+VAqwxMgT87QEJeuG+xMnHWHb87ePw7Ij7KScufcM+mMkDXn+/b6xmzk9OTo/XfuWVV/Ttb39b7777bpj7capV3CY7Dobc8b1nTvq5DXFgz7o4Pj69d6bZbGpubk4LCwtaXFxUPp8PGMVxsJcIgkuQs9smZOF43efD5wxizEkg9nR1u92Q/XzRAO1Mu4cAE35muPTsPgdXfAcGLgCP4B30eorVBYhS+glGCNmBJwrqjI4DIgyHswoodK/XC6wNfcMhumM/a/PIEhkhAz9m0ZWVz0rJzIQHBZ1OR9vb26pUKrp586aWlpaUz+eDc/e5cDlIQycVGzn/rDPSBGAe2PlceurN9QWnNa7zjdkP5op3OWs6iiXxMjyXO/J1lsrHSKBEeQU6DPseL2jvH31xRgBdxlhLyU3pksKmSNhBSaGs6azNT40BPAEyYJdwlgQSMFWepkZODnJjOfg+GPTTmSd/Fgbds1LOCnrfcbYO9uOSrnK5rDfffFPf+ta3woVWZJRcF88quxs3bqher+vTTz8N64F+Adg9UMQBY+dwKLCm+Xw+6BUsIbYGHcnlcuF0IRw9OoR+oqOAIPQKubut430w1gQcfLZcLuuDDz7QH/7hH6pSqYSSQd8Dd9bmDK3bFQepHsRmMplg+7x8ISaQ3KFKwyCZ57CWsTepVCrInaAB/QYEusP1bJ+TJzs7O9rc3NT8/Lzy+XziYk63xawJ32cyTstkTo+A5fmMkXXLOAHlrA0HXQ7umA9kB4HBRmwyPgQLjD2bzYbA308IcpLQAwqCEj8J0ufKS+jS6bQWFxf17rvv6stf/rLy+Xwox3ZW/yzt5z//eTi21PFFt9sNd+vk8/mQYSabBrGUzWbDKWMEH/Pz88/gjbh/Tiwx/hgYx3gFu+g21Eky7Mnh4WG414Kbq93H+Ro9D5nHiWmDwfCgADL7fowtNsQvdXSAjr5KCn4BHWONEQQ4sSApYdOdfGJ9A7BjLOlVCr5/wE8DRGfn5+f1zjvv6Dvf+Y5u3rwZbK1n7s7SnLSVkpU9jMUz+dhrB//MtwdJ3P+VTqdVKpU0OzsbyEl0ycuuvJLHcW+MJ6VkmXOc2fDAkT45UY8dwKccHR0ljk//de2FAw0cJIuSzrpieYTtzs7BqKQE8PRgwJlDwA+paf7vx5wiODdQTO7zUqDO7MeZGP8ORtRThlxuNE5zh+Zg3h2/R6A0lI9F7ECNqPLOnTtaX1/X3NxcOFrSDYG/D+V0cMKYnTFxcIgC0hwAjApUPAvAs8dN63KEJKCMcbFIMISM2Q2XB2c+Fk8TIgOAHkap3+8Hp4n+kdrHgPE52Edv6fSwBA6ZYgwpI4j3LBHMUl/szM9ZG3oLS+vBC+yEOzsyas5W4ShhqUnjo7MOrpAtzyfA8c2g/B5H5mDd9dMdhmdgpOH6zuVyWltb04cffqg/+qM/0traWqi9xsmNkw5HdktLS7pz545SqZSePn0agBAAizHOzMyEoJQ7CADOngECtKFryJP1yoZfggKcqjsB/ibIiO1ezGwiW7cF3MJ8584dff3rX9fy8nLInnhmb9wgjblF993pevABWHW/wBqkL6w/X5M8w0G0E1VuY+fm5jQzM5MA6vyu3+8nDkqIM5z0v91u69GjR7p161YYh9tJ37Pk5Ng4DVbdwYrbVsboWXYPdj2rhuycKWVtSAp6RnAM8w+ZB6jk/wBoB8cQI27fkElcwiEpkAALCwu6ffu23nvvPa2srKherwdmeZyL0yTp008/VbfbTWROcrmcyuVyAsw5eGIdcsgDesDt6n66Xgzi46DeA1z3i070OXPtIJ3Ald9zQEO9Xle1WtUbb7wR7nnA9uBrzxOc0QCQBP2e/eMd3W43nAIKqcIYnDRA58jo8jknSyEVWHsE6nwWOwvWxLdSJunjRWddvo6X+v3Tk/WuXr2qb37zm/ra176mxcVFpdPpsE/L8eJZmuOpOMvv2Mszla4f7vs8KGIT+ezsbNiTzFG27G/yTJbbQvC2kw3YWe8vzfGwB04+t2CVfr8fyiOZxxfVvTOdOgW4AET5QnLGis97kOHRngtFGqZ5MZawKx6NovxeD+t9c4MQM+5S8kQcT/ehpIzBo81Y+ONuVPN3+Akl1OKNijjpuzMgHvX3eqdlU9PT07p27ZqWl5cTm4TiPw4+vD9xQOERscsvZlb5vH8PIwMYi/syTovZSgC4H5noRjqVSoXLggBuPAfj42xIt9sNfXWGn3E7yzoqY+dMPCnYOKAE4PlidybLGRoCDwC8G5GztEqlou3tbUnDuwqQCe9gTUgKQQ6sN2P1YAlQ4oCY7EccDPgajpkqyi3cQfjvfM05W0TKOJ/P686dO/rSl76kr371q1pdXQ3PgK0d13lICmB3fn5e165dUzqd1v7+fpBBNpsNp+fQnDRw5+MMkQMDL39CVxwse5Dldpb5BNi4TcUxIC/kUalUVKlUtLGxoRs3bmhjY0MLCwshDe6lMl6uN84JQOg0QMH75D6B36EvrE364MGKEzHOVjuwcPuNnKampkIJGN+nOfEEyGIesV8Aduq7PTPlc358fJw4dWpcP7G4uBjuQsLOMTbPDLsvQ1f5Dj6C4J8Ay9lL2PJms6n9/X11u6cbTwEQAAsnnPgu78WmxFlJJwIo/fIM08bGhl577TVdvXpVy8vLQT8qlUoAkuO2wWAQ7gDBdngJEME86wL9mZ6eDn2FuYVcQv9iAhCZOHHl6zf+4/aW+XFQ6GuAIK/2/7H3Zs+RJtd591OFwlIrCksDaDQajd6XmZ5pziKKy3hoSqIZlEVqoUIh2Yxw+MoX1pX/Nt/4zpbocNiySIvbDDlLT+/Ya8dS23eB+GU9b3b1EChghvwikBEIAFXvknnyrM85mVmtKpvN6v3330/MM2ONA9q4f8dtxWJRm5ubidIYt53YRNflbitont1yEMrLXLHh9Jfxcy3Z+7hKxdf+ODgNf7p+JFjkxPm7d+/qnXfe0Ve/+lXNzc0lss1evnbSFs+1Zw0ByxwI8jJggEz3odBd7DZXLBZDKR9+Y1yC5zrQAWG+j0Fh150xD7mf4XaMH8+6EPwdF0A+UekUg2LyMQbxQF2puePqzBAHKThtvpgRAWXAzpRMKEzDJDni48zAO/lMUsLZcWPjDiX98nM1Ttp8Qv09ksLOBE4r+ufMBG1g1kajoe3tbV2+fFkrKyvhEDne5wzFmD0Qi1FmaODMybtfFdi5AvZMFkoCJIR5G6Vh+OEnabBg2lOsw9K4Xqbk2SqEhmdRKoeyQxnC455xGB8fDwbIS7IoP0DZeH0vNPAgETrzv++yRlYhXjh9klYoFDQ3N6e9vb1QaoOyA5WA/5knR9ocRY3lnHt9PF425KVYXq7CnLnMu1zEiCCKFRR0cXExoKGvvfaalpeXdfHixTAnyCrGzcvSTtIYK6eLz83NaXd3N+xiRCax0Wi8tF2mr+9yI0D/XKZcd/EMz8oNkz/oAn955ozPp6endeHCBc3Pz2thYUEXLlwIp8jGQI0HSy5no5QSQDtvXirmpZUeaEiDjSQ8SOc66ACdHBCAD2MbQEaVPedbrVbQofAZz0Sf5HK5hKPMs7a3t8PiZewRAYXzHU7qqJnvcrkc6uQdFPH5Zk2FL8aFdpVKJQRUyCQ8SPAGjSqVStiZjrVGINWUlICeMn8xT0xOTiqfz6tUKunw8DDsXkQGlUBkenpaly5d0rVr17S6uqrl5WVNTEyo1WqpWq2GTIekkbe3vXfvnj788MNE+VKtVkvQT1JwpLHpBInDgmCcW+QlXnOIXo4RYyl5gj3z43rBgVeaZ6UqlYp2d3f1/e9/X1euXAm2iBYDt6MGGdJR1cDs7KwajUbIALK7XrVaDZtw0D+yFZ6tdv/PsyGvOu2aDC/60W2FpFA+Kin4XtDW5Q+HHcS/VCqF7a1nZ2d15coV3b59WwsLC1pYWAgBpJemus49SeMez1J56bUvgo/BSewq/iDj41n5fD5kNPDtyEg6n3kg4PPAdbFPCf08I+I8FGdKADyYd4L0k24WcuJAAyfNjboHFe7sOvqN4nOUxhnThdaNr595wHP9byYcAwW64BPB9TE6TH/jTIujUo40nEaY/f30zVPX7nR4IBAHZjQc28uXL4edjhBO3uGOqqOBjNHp4I6805R3D8t+eIoc51Ia7Lzi6EOMvhy3ufJnTAQBbJHojnq32w3byBIk8DkIF43+MgavOQZd82AG52NiYiKBvsFjjUYj8OH09HTiPXFw5+uA+MzH5fw3SoCbzWY1Pz+vZrMZFPn4+Hg4kwMD4BkzysL4Dc3oBwrSkShX1q/aGhO6O3rHPOAkgz5TPpLNZlUul1Uul7W6uqq1tTVdvHgxoPMsjANZoa9+2Nmojf7ilJTL5WDEyuWydnd3g1GemJgIjlKhUEggzjhdntFzHRSXZnp2K5PJqFwuh0wYKDsGFdoUi0UVCgUVCoXgUGWzWeXzeRWLxeBEu3NN428P6hj/aeUV4+SZPQ8G3BBKemlLT3jLA3xpsOGHHwrneh/+RO+xkxB6g3dSWhSn/wnKyU6mUqlQl44+g3cp/5MUnFKX3ZM2nIpKpRJ4yIMn9Dg8gW1yJ4aMpQNTLm+AKCwyBj3HmQT59zIN+sX7KXFjG/VUalAuiJ2cmpoKiHKhUNCFCxfCOQAEdMgEJSwEBaO0paUlbW1taX9/P3EO18bGhvL5fNg6l3cOQ7ShTavVCjzIdvfwl6P28K7bbQcrpSSgKinhH0nJDWwIblgXdP/+fb3zzjuJDOaw7B7O7KhtcnJSMzMzYS0T+mpubk7SYDt39KqX3SGH2Ae3Ce4Ux3bY0XGnBePErkMzl0uCYHQvtmJubk6XLl3S6uqq5ufnVSgUVCqVQvbZt8SmDw6qjdIcUPWSZ98h0QODuFzMx4jO6Xa7mp2dVbFY1OzsrEqlUsgQOojrzf06Amf+j/1hv9ZBP3jRqzqQCXwlz3a6Xvlt7USlU1ISZXcF6EoKgYAoLoB0GmTJF1/z29NQvuONowIeCcZOs0dobsQdtWAsPIP/YQYUH0J12pSuR4j018fj9PKJx1n2yT48PFS9Xtf4+LiWl5cTCzmllxdSxn3wz512XDOMib20xRdz8jkC7GhGzNSnaR6QkkpNpVLh4Dzmt9lsBmGLhQwHxbMkMZ28zMB5C2e43+8ntptEWXl2gHeT2eC0XeqQnWbO68wz13vW7qQtnT46mGx1dTW8D4QPJT42NqZarTY0iGs2mwlkMkbkHBBwnvWMpo+Vv5kHEBoCBgLlUqmk+fl5XblyRVeuXNHS0pLm5+eDM8J8Qj+QahAyp+eoPIeRZGwYqnQ6HYwaOzdtbm4qm81qeno61AtDK19cCyJJ9tLHAX8ROLicgSBls9lEMAGP8D96GJ0xOTkZ1l6gG3yXLmmQaWMuvaRhlCwaDUcXY4Uz1Gw2E0il62n4hr4SXNBvAnzmx20F7yQYg6a9Xi84zIyR+YlRVnfKpeThpXt7e4kFrfSVoBh+YR5HDdKmpqY0PT0dnH/XtcydL2bHsfGTmj1wdVSVPjHP2Gt0IIueyewQ9BcKBc3MzARZoHSRndQIMAg82ILe/wdEoOwMfUKJSzabTQAVo7RisajFxUX95je/CYcb9vv9UDpXq9WUz+dDkIQeiwMbAlAcYXjS+cqDchr8EoOZMVgHzaG7lxY1m01tbm7q8ePHunHjhv7sz/4s0N5LkV23+QYBp7GxhUJBly9fTvhq/X5f5XI56D2CUwcRAdj8HCG3WaD8LpsEC64D0a+SAr39f/gEXuL37OysVlZWtLKyosXFRc3Nzb20XhKZxG77BiOjZm5prrPwVR1w8/ETAHglADZVGpQ5jo2NqVAohEX63Btn3hyo8bl3Hy8GqD1jzDzyN/4HvO/vYL4J1vATHHz+vHbsQMNTKyBPdJrmBOQeHCiEiZ96vR6UEgrRd4RwpDQOahxJdoc3Rnc83UZ/3EniWi8ZYIwedZ6mbIrmkb07H3wXv9cDBE8vIijNZjMR4TpdHC2Qktu+etDgf8M0jmbGzCwlD9SheYAjDZx1nhc/4yTNkSLPPnmWwPnMMwDOB04/hMgdF/rt3zM30uBEUpAd1jugGFgYOT09HYywr2+g/74wDKVDkCINDtNytHYUxyWVSgX0mywX4yJA4vkoYJQM94HKeCkUPMvYQJowIvSd74aNHwcGVJ6ynvn5+YDggKLOzMwk0FgPJGIkEOf0NPxGc8eMoAgdcXBwEPo2OzsbSkYcaZSSG2hAa0e94EFfe5LL5QLfMm++KB/6uW7DyYhrvzHeBJBkN5AHD8QdhTyN0+I8Bg197VKMsDsq7wbNwQw32P5seMCzKFLyxF6cGuTa50NSoLHLHNcxHoLuGJTyjL7X0I8KSvX7fc3MzCR4fHx8PJRTedZ4bGwscSaFb2HrdouMmq/ZcKcXJNb1g4MDyCiZCV+g7+t6KKXA8aK2HCcMfehgDDqIzIEfxnnSlslktLi4qKdPn+rRo0fKZDJhl6mJiQnVarXw3lwuF8bgttj5h/I3n28PQvncbW/sqzA23+XK/QBpALw2Gg1tbW1pY2NDd+7c0Q9+8AMtLS0FnekgG/OMU+vBzCgNuniGyu0o8op+IqjAr6vVaiHr56W3yBQ6i6CTdTTIqY8REIZ7MpmMCoVCooyoUCgEO0HmNpfLqVwuJyo4vLxXGpSzOQAS64OTNuYU3YzM+VpQnu9govtb7te1Wq2Evoe3/H7u8b7HAS3zBq+5b+v6yX0o19n+DOYEOfcNeI5rJ44daHgqRVJiH2MI486+lDzMjOABdGh3dzdRFgDajEKlvh4FGQcvcUYD4XOjJSUdVYjjytSfg7JG0NwZ84U7J22eKUE43WnFMQdlpv+OkMCg1Ibv7e2F+nRowHUoAUdlYscZmvGeONiJAxFHvf0ZcTCBc+COmtPgpA2l42gtfAbi6bRxReXZFebS62wRXMbCeLwkzMfR6/UCau0KH6VAsEEZDf3hfTgJHnzHi+nINmDIR+U5n7uZmRldvXpV4+Pj2tnZCc4mfXVUB/6q1Wqq1+svoYwoOTcG1P5DC+QF2ZqamgoGwsuM5ubmAkoF6OCLzGLZlgbGwvUBtPNgE74cpblDGoMBKFvkdXp6OixqlZTQFfAez0ulUiHzgrxSfoXc+CYHMU860u/Bvju4nm3zxdQ4E65XCKKgI+9yB+ykzXUE46DPHtC7LLiBY26xHR6oOj9gV9xAetDAezOZo+2F4Q8cIZ7l18UZc2lwHgoy4GBKt9sNpb3MzUlQvrjBX7Ozs+HZjIczKtDr/X4/IMwEucgQfEA23p0Z5p/n+Fal/X4/ZBYLhYKuXr2q27dva3l5OWQjXHfSL+hC9giedmCHUkT0Ne9mXqHxqKVTBAerq6va39/Xs2fPwiGt8AM8Q7YIuYmdTv/OHTpHnvnc7Qt23Z0/R65j9BxwoF6va2NjQ7VaTV/72tf0R3/0R5qdnQ18CV8jo/1+P7HrkwOJp23T09O6cuWKxsbGtLOzE5x97MDMzEzCJ+GgRGxFHLyxTgf+mJ6eDtkzz3R4RhP7AD8RtPqW4GSZ3ddD17rtdoDVARzPziO3J20+F74t+f7+fmI+4C/KkwHFXIe7zDp47GCS+3DOW/x2P8/HH9PH++S+mgMucVDLfPEMAK3jtmMHGv6S+KV03I2J//bgg865QGNUUIpcjwJ0wrpS51o3bu6Y+d/0w1Ewb64IUACMCQf1NAYk7gsMSkAVI90eWcaRJgoNBw6GjbNAjs57H9xQuGC+KqPi/9PiKJ33uCHy7NeojXtBwDw4BLF1R4RrOU+Eg3qk5CFWCD67XDgC4oKHgKdSg/IFR1wZOwGepMQuJigOyiK8nAjl7YukCUA8cB8FIXV+GRsbU6lU0tramubm5tRsNsPC5kqlolqtFpw2nFAajgg092ANp6JQKIQSKDceGAqMBPe5c4dxoQwln88HdNSRHw9imTvPbLhjAIp2Gnn1+XBAxWnrgYCvIXAgw/svHdXhO/oOLfzHgwFH/Xi+9PLhmSB1nq2Lg9thus8DId9GctQG/X0LVmwF/Ey/Yjq6oXMUzumE7vS+83+cjWGsrHUBJGDxOH2Mgwy3V26LfIyAOPCwl8ScBh1Np9NBd1HCU6vVNDk5GZwRziZgUa0vDEdG0I++1gpdQAkfaLE7rCymvX//vt58801dunQpBGrQAz1AoIG8egDsZ0N5zTj6lcAjm80G598zyaO0iYkJLS0tBT7Z3t4O8sv8Ukrl4JjLBJ+7zfI6dLfH7nATOMWOnIOEbod4R7Va1c7OjtLptL73ve/pq1/9qsrlckLfud+DnYGPYxB11IYtg/8uX76smZmZBOhUq9XC2lAH+ugDm4Q4YEnGGxtB9oH1P55l9WyHb17gcu3rVbhGUkIeXbd6UOb0IfjGno1KO3S06yHo6f6W9HKFiPthAO3uCyJrgJjoGgdy4kyb0+pVwZPbHKeF86qD+Z5dJlPabrdDouA47USLwd0RRfG5YouR9Xa7HXbJcIcJ5vMDqhzZhcgxIWEwLy9x5oM4jt7RZ3ek6KsT1lNEkoKhZi2AOwsnbXGgQdrTF4J7dOkOny/YRQnyPYudUPAepHmAwLy4s+jNAxt3sry50wOTQzd3wB0p9ADpNEoQBYiSdeZ352xsbCyUSczNzQW+8wPv4EEPYLyfzI+kBO+wW5MHJowR5Qqa4Q4ya0JI9fJu5h9FgkJEiCkZOg26TAPBLRQKKhaLoVwCI8IuVGSF+CHjxpjjUgkCKt/j21EnX4gczwN0xin29SuggzgkyDVyf3h4GBbfSgMHjXf4jmSnaY4sSS9nAd0BcbmIMw4elLuOit/hz3Y94N8TuLuOQHfxPboPp87vkZQYk+8kArJ8Gn7DAWLuKKujD/CWO3du8FzPOJABjR1IQS+iDzwj5MGCjydG/5zfvA/oB/gvPt8GGUJGfS5O4ywj75QPcqBet9sNZyug5/b29pTNZhMlnDHfY7/IbLmTRsAFLSYmJrSwsKBLly7p9ddfD1sgo+sIXnytmvMz61Uog97b2wuyn06n1Ww2Q/kNjnY6nQ7nLZxWXtERCwsLymaz+sUvfqH19fVEvTx86VlXAjCft2GyB196NtXXu/Ae+jIsIOFv39FpbW1Nf/RHf6QrV64EIIJn8E63Gc6/8VqvUZv7FtLgzJPZ2dmAwrdarTBXXt4eb2MLPdGF7E7mQJKfcO3ZWugLbwzro4NVbivgcWkATBIASklgCD3lJVyj0AxdND4+HuiA3+HzT0POGBt+sW8HjKzBqwCePgbXs+6Xxbzgc+q8z3UOmji4Tj+hD/1kt7Fh65Q+r514/0cmyZkDZczAcUK9BtQFxPdIdwF3weUeT9G4QYKIfq8T1NOcbpTceXTji8L0khDSwqfJZsT95TeKGWHhPVwTZ3UcYaGvCLAHetDYDe2wvsSopl8b/+8ROfTDMBM09Xq9xOFjHnAOy4iclH6My4Ooer0e3omzjuAXi8VwX7VaTcw5RsYXRKLYCKBxaNlJCtTN0+OOYrgR9jIidljBmZaSe9tjdFHK1BQ7ajEq7ZzveA5ZsHa7HXa18Ppv+MzT/W50Gav/MGZ38ON1BKz9cAXLM3FGPTj18jfGQoBBTTnBhesFnKjTyKvzexxkIKtxKQ8yydheNR/DAnhHkXi3O9iOjsZG0fUXTjY7jXm2l/fGBqrb7QY9hO51GoxCO+aKufPMhMsY/eE6B3vcGfA66xg0ctDKyzp9DMyTf4dDTD/QCa1WK+EUEsT4AWSSEvv+e/Zg1MXM3mcHknK5nFqtliYmJlStVlUoFEJfGo1GcD7jzAX0j0vEnA5eWkvdO4HGhQsXwqJwdwyhsS/+5fn1ej3hcOKgUuZCxqHX62l7ezsEIpQT4lSdhnYg3Ol0Wm+++aY+/vhjffLJJ2o0GmHRPO9FT6BLXG/EziG/3ZlDX/Ljc+B9wonb29tTo9EI8zY3N6f33ntPt27d0uzsbFgXgr3A2XSfSEqeLeWg4GnshPMFz2MRNjbDg4rYd3KZ8efguCJHnsmI5dODfNfrrk89OPHtdbEXzE28Ron+kHl2GzNqoOGBqJf4ezY2zoYNy0wjw2xsAp0Y67D54TMPzviNTnXbFIPE+MXwFf6IrwFEt0JjDmyknM555be1EwcaPmAfoCsJJ7DXK+NEMAifAFeSLuTuFMaOnTSYWEdmvB6Va+gXxgsnJUb+HaHGKXVnZ5Tm97lS4J1OA5/A2OnAIcG4eRmOO4L+/FjpxZ/HzuiwoIjfTlvo6w4RzBs7Dqdp9Ie5gD70hc+97I0+g6DU6/Wh43JF5pkDFCpIIYbbHQlS/x6wMp8YBxQ18xWnNik1Ygxk9uDRVwWLx6Wb87XzDzTybU+dx1yOoTUGzfnGr/XAwgMNng1dHB3xeXAF6Uij8xcGFxqhZ3wNz2lKprwN4xPfatsNraNNMfARyxe0c9rE2QY+8yDd5zI2OgQTBLCxPoSO7rT4ONG5p3WSnQaxznUd5WgY8+kggut0AoI44HM0150ynEa+a7fbAZDhbACQOa6nZhyaeykR8y4Ntvmk75Qd+doCD05HoZ07PJQmcO7E4eGhKpWK1tfXVa1Ww8JMAkfWajg4xyYGcbaDU+lZY8X2oLOzs1pcXAxbanI/vAPNvNTJFztLR7yP7sxkMuH5PPfx48fa3t4OdHOeHtXGOg2Rhenpad27d09LS0t6+PChnj17pmq1mjjTBqBkbGws8ErsjEnJwyY9o+XOnutEBxBarVZYx9DtdrWysqJbt27pnXfeCcFkoVAImWJfk+FrVumfyzb0ZuynpR1+jzTIrmHrAdKgRwyEOI38e6533895MaYf/OoBletRz2T6ujO/n+AOAA094ZUQw4KrkzT0jGdgmBP3kwB63M9lbA7e9vvJw0p9LWAcMMQgXkznYdlcnxfnT/xd3uslWvAigbIk5fP5sH7suO3YgUYcTbnhcuTMIzVfiOXP8HQWEZwPjMG6A+HoPs0zIrEzFBsmaZAlcMbm2Z5adiHHMYwF5yQtdjLcKXYD4M6Jp6WcaVA67nzFSCdj4B6Ez50nGDj+PxY4VxBeIuAOkKcI6SPXxfxzmuZKB8UBagFN3JF3wXcH1VEHeIrfKHRfqI+xcMF0Y0K60xWJ0w/ninUMkkIGgDpsR0Yo5+JnVNp5YOmBdKvVCiVbnrJmfhlfTEN4wY0EhgPj4eVQLoveD0d/kDM3Gh5oMQ4pWRsvDdDxVCqVOOTwLJwW7zvvw/FyJ4MxuK5y5NPlREoG3/58rnOj432J58PRTGTNS/YcwHCnyTMEzBNz7wbwNKAKunyYDnPjyvXQw+nggQP8Ar/GaF0MBLmu89KNarUaHAKeDXDBTn6UR/EsXzgKr6dSqbBYlc1NKEE7i8Z81Ov1oCeWlpbU7/fDtsazs7PhwDtO9e73+6F0EKdFGiDyzAnyiuPIrm+FQiEsBGd7W9eVPM+Dei+bcXqCypdKJc3MzGh6elrlcll7e3va3d1VvV4P2Xjs7mnk1f2Ofr+fCPw4A+fKlSt6/vy5Hj58qK2traAHXV/hj7i8ujzAjyx+Zrc49Lif4+OH1Y2NjenmzZu6d++eVldXA42hOQi2A2g8zwNf9xnc3zmNffV7HRTq9wflcXFmzB1nz0LyE/tKboNcR7t/5f4Cz/OgJwajhgWE6AIyatDfM3K+BuEsbEV8f1ylE/ufHhjgm7EkIJfLJba1dYCu3+8n/GPogU5l/mK75bxCn9xnYw7ijXIA/Mi2ICdeqn9cup0o0PAHg2CgXJwZ3Wiys00ul0usw4iRDHdeYueE2l4cCgTcI1t31N3Z86DCCRtnTWLn2xnRDdiozcfmDhSC57R1h86DN3fyEURnGITen+MBl0feKFWeJQ0YMEZiaXEE6+9xZ9B54iwCDH8GjrjXn/N5XH7S7R6dg8L2ewQibE/rCCb8hdEEHWT9AtdDh263Gw68oi8Y2zjYzmQyYfs9siC+0wYo0c7OjprNpsrl8omE+PNo5s6pAwPDAkpXJM6vnqWJAx+CqBjVip1o6OEoHde6Q+qODfwWo/V+n2dSPZtxGtr5/fBTp9NRs9kMpW7uLOPkQ2/XadAIo8m8ekmkG0k3Usi7I3+e8XFZjXUKfzMGdwrioMXBG3fST0M75z+cJvqAc8n39IG+O5rpMoRzGwdyDnLEjgf8G5cRYcz7/X5Yq8SuL/HaFn484PAySHes3I6dhn4sAh8bGwtnBQF8LSwsBBmanZ0N4IgfiOu6EL3m/IVziHMDjX3NFeODhgT10N7PInFHs9/vh5Kb+fl5FYtFFYtFSUc6bnd3V4eHh7pw4ULgCQ+az6JhO6FZqVQKG1NcuXJFW1tb2tzcDIdverY6dnzhKwI5AktJajab2tjYCFuwSgo+z/z8vLLZrBYXF7W2tha2+4135/JSFIDEeEtx+JZrz1pmXcc4Kh+DJFKyFDIuyUP3uI/l8xoHRw7WMFbXZx7Exj6Z24rY7hOguSMP/3rQdhY+nYPhsU1D33Gd87rzmDv67F5JYATY4LREl9EPp0Nsr7nGQXb/8WoEB0ugM7rEzz6JafDb2onO0fCH+25MPjCQBFf2jtR5va0LcIwux0GDMyPvAsmWBot6Pc3kURzlMI7GuLAQuJDudUchzhicpqEA6R9MGaO7HkQMi7pTqVSC+dzxiDMOji64AfegKg4k/Z1uyF24EKA46InRibMKNqCPpJB98K3ySAFKgyADfoBv2HuexdAePHAffMA1nDQOwodBwrjjDHnJD3ONnDjPOiokHfEuiz7hzbOgnTuakhJOufOFK0J3dF02hznO/A0toGWs6FyO4tIsfy50dXl3hN2VrO9M4qUrZ+0ou+MISuY1rAS9cUmhGwM3is6L6LlYybt+crlzhMtRT4wLPOXy7sbcgRnXfxg/H/uoNPQAAH6nnzh+8Ts8y+FgEI0AmFJE9I3v249tcV71AIB3+lkk6Cwv5YI3nZY48jh/0A9Um7l2WTlN8yCddYIEG5LCWSuZzNGuUb6lMbIO7/kGC8wBesDrsVkY6zvHwbMOhvmcsa319PR0ggdZB4HDjY7e3d3V8+fPtbW1pXK5nECWTwsQODDgz2Cs/X4/zD0Hg168eDFxdlKj0Qh6GHoRhAE+7e7u6vLly7p06ZLK5bJ+9atf6cc//rHW1tb0jW98I2Gn2YbVM3FOY3fw4B1sD+tWaPgN8HQczJ9VgOY61vkJnkQnudMaO/kux7Hv4roSINpll/HEwY3TApl03Qr/OZiDHiB4ZrOCYWuBRqGf2zH+x0fFF0FnT0xMBFl2G+x+mKSEbk6n02Fdo+sXdAx8xaYUPNNLzvjMS7scoKMPBDpxeTBzRT/cd4xBx89rJ16jISX3SoepHFGWBmlwj/DotC9sgiE8iED4IC5Ony/KZrAofp9wZ1I3OihPkJ3YicdweRmE9/G0zY0AQRrKxgMhlLo7qe5s0bz0xZuP2R1aF0Dow/vccYwzGnH0733xFKc7fKMajM+jHXQg2EDgKANwJwtFVigUtLCwkHB2nDe9XhclDj+Seh2G2PAs3us7MHm2jnv97IC4vCCbzaper4et/bxO+DQOnzeXBUdbPEilf8igK3IPOt2Z4pk4eyigGLmK+zastMb52+fR7/esC7XVXHcWTh5tGP8CRuzt7YV3O+/EOpD+uh5BZpA9RwQd2XRk0PVsDMB4oDZs7G40mBfqwOFvyvlc5keVX+eLfr8fdqEZ5gCMjY0lAnVoSGAUB1k+Tncw/Ll8x3MoS4xLceEv+B5d6U6WpARqj74G7UemhwEto9JumA2rVquhX37ODPpHSp6h4hkb+ka2w4EE7nenxW0sdHEZg76eWUJfcg399szo3t6eKpWKdnZ2wnkKXO9B9Vk1nFefD8YHH+BUIVMXLlwI8+BjYcyuQ1OpowXx+Xxe3/72t8NuhzEvermaZ7Ghqetc5MSDcd7vAOVZ6jlaLD/MMbIQ6wTXP7FfENPLn4mMQ1v4Mqabg1DDfBh3zj0Ycb8NR50SQWT0LAMzWuxHEphKyUNfAQ/Qx+hyQCdo5Hzr43K/N/bNuM+zg+5zeuWO05J78VvcT2+320GXxGDaSfTcSIGGZytgyKmpqcTR7tLA+EtHi9I8euJgMv+RlIiiXHlxrxteCAjjuXPnjM3/CI7XwLsi5CAVD2owSmfpOLsg4Fh6LSLjxjnGoLETl2dl/HlxH2PHwWnowUR8j9/nP94wJKBrsSPhDD+sb6PQjDn3ANONyNTUVOAvypVw/A8ODlSpVIJjAY0dqYNXfAeGiYmJ8D6v3SUQhBa80xEqDIqXZuGgxihMt9sNtb5nrQjpM44DO+TwHfzkjr/Ll/OX802MeHma351hnodz4vohDpJ5lstInP2BRm7Y6Sv9OqvmY3anit036J/T0Msahhk2/vfd2TAEfO9/84OMxUhSHMzF8+NBDesV4tOK3XCcla5DhyM/fq4C/UX/sVaELCRy6uUbjIP1EHwX05f38bcH1DHqGcs+z/H70S1sJ84ibHTxMBqO2uAHt1+Hh0enL5dKpaCPyKR5IOAAnZR0JBzckJJleB5Q+ML62HEGVPEyOM+KelUCjUWjOzs7qlQqGh8f18WLF5XJZMLiUi9lOU1z2se6yunp5YeegYwdO3fiYn0kKSykh7Y4Y9hGTlL3zBrz6/wVvzeWZ+yKO3kedJ+1raAP8APZA7dN7gPG/YjnIX4uf0NP/xzd53bUHfD4XT5PDiBDNzJH/X7/pdJb7o/7fNLmffH/fVcsB86cJp7F8mwPug0auY6K/4efh/mq7hPHlTIxkONllc1mU4eHhyFIi4PuYXb789qJ12hAIFcmGA9SjE4sdzRQkjQMjzNaTGwI4Kkd0AgnYBxkuEC6cEBMDB/X+HoFd4Be5cSfZcOhpdTAnRPo7gGZo/M+dp8np7uURIZ9LB4Nv2qcr1JmnsolM+IpvLNyXNyQ07y/Pm/+v6NAnqKkXtnvGUYHAuh+v5/gVejvGThpgI7yOaVtBwcH4WBF7wPvAOHh9F2XkbPiO1eobizdMXaHxct03PGTkqj1MFTZUflhjlwc3MRofWxoXfcwT/Q73n//i0Cq3AAS6LD1MbvyuFPt8+c6KEa8MdzwkAd6r0ItnUfjzKPLt9OQeyhlkZQoAfM58P6dRfP5hP8psfW+w5cezPviWPrFpg9efuqBe9zgKw9OQQ+dT5F1B7o8KCcLRObAgxw3wmfh+Dm/j42Nha1F2b0OQKJerwfEGdvmm2J0Op1w2BfPxQ7DywQP7vhSSuX87FkHAK94fskiQAOCMxbMdzpHW7ouLCyE8iTm6LR0c953YCL+LC4hcZQ3DhjRmW5fuQ86ZDIZ5fP5RDY31rHeD7flsY2M7TM8yvs9qPPrzkpeY5q5PneA0vvg2UKnGXLuNEBm/BkOOkgvV2NISVsZ6ynXcfQn9keQC2xFzGtnAQ74XOIL9/v9cEq4+8sxAEOpXLPZTOyG5/rZaYuf7H8Py6YN82H5Pg4o3aZQcdRut1UoFEIQxFx7QHVcmR0po+GOApGiCxFMyQBKpZIajYZyuVxw0lBIjuZBHN8VxQ2hH/AnKVH/GaMSTmQXSP/x6JdtSH0iYqN7Fgzp/XChkpI7LXjU6PRxJcXzXBHG8+SCHTvqw1BTZ1gMsGd2mHeQMKeZO0ox3U/bXHn786AXNABtbrVaoU+pVErFYlGlUik4Cl6j7shM7Oj6HGDs+fHSifHx8bC/PfWM0Kjf76tcLqtQKCTu9+1scR5cmZylw+e857XsUvLkW8bvaDd0cIcO5emK6lVK3OfNlWAc3Ma/vc+e5cP4MY5YoZ51cyfEtx/0Q8mkwXk77ghgUIYZyDhT687vMHlyfnVaxroPOfDMp5+0y2JcdCfP/CLo5RkfHFh+2MGLH0Ak1yc8w8s43EjS4AHnBd7n5bW+6NdpjVMSZzg9+AaZ54Rj32N+2DyNSjucJbd/lPmwe106nQ5BBU5JrNMJmOi/Z5OgnwdJvNc3KiB7hLOGznOgIKYBn+VyueCg0P9SqRR2ZBpmg07bXmV3Ytvrjp+U3DSGvmD7XLe5LnOgwPnRHTfmx0EG/wy5iPsXg00uy7EePssW98P74nY21jtuK+LnQAdsgZfdOxjl9I3lP24xsEAfnKZu4+BbBzjOml78TqfTYScxLxOTBryBM+/j6Ha7CaDewXYft/OTA5/YmjijSZ88o+HPp3zSd67r9/tBH/O568aTyuvIazTcqLnBJD3PgDGiKDlQIQhBRCcpsUiPH5w7FJcvSmHi4pIW+uiT4ynNsbGxcBBSt9sNiA+LfWPm/iIYE2aEKUDM8/l8GJej254Wj4XJlZ8j957ejIMGp1esXOjnMMSB+9nVAYbzd8W7Fp1Fc2XmtdaUwbHIOnZGGAsGulKpBPQSAYrL9DCoMULHdzjhrhBwEgkccEaZm/n5eXW73dBPakcRYK8XPku6MX6nIeAAipf99F2W3cGCLl6643zmyof3DVNCGI6Y59xRYdzx3I2NjYX1Mp4149pXBdtn1dzJx3FKp9Nhl6J4nRC/XT5j1MkDenSO60t30mPU3IM07xvvQN9xUGQmk9HBwYGq1WpAYuPA/aydFimJfLphRE7ZIjbeJAQHhBI1FuWCJDsfuoMHfTxzzbvZqclPEsZxQ5adH1utlnZ3d5VOp7W4uBi2nvSDKT3AOUv+88AUXvHgHPtBdpY+o0egB8EJa5ocuYxBLmhLmSe20B0TaO6lWO6MTk1NBdCFw/qgC7Z7f38/PPesAoxhbZidi3k8Dt75zOfTwYBhTi/XuD7ifvjdgxG3Oe5Y+7v9ma4fX5W5+yIa/fTTvn39IdfAE85bLkvDfvv9LrdxUCcNypv9J36/2y0HoXzRs4NdZ9lioAdZQz59K+RutxuAKWjrARE+jAcF2BsHXfAt8J/jtYHuJ0FD9AH3YDd7vV7YSQ0d6+/zefXxnqSNdGAfv12IXQBIMzMgr/HDCSsWi4k1EQwCouLk7e/vh/3NcYggUqlUeimKhZkwtLHD6YzJPe64xkL0RTSez4m2OO79fj/U4bqS8i3e2u22Go2GLl68qGKxmNjpyFEDNw6OIHhQJimB7LgQwsyOdEEjFwx38nj3F0U7V+DunDkS5+UAXNvpdLSzsxOcDq8jdqfbo3l2GIoDN2gYBwSOXHOiLgqv3z/a/77T6YQ673Q6rWazGfofp8PPssUKyBFGlJ308v7f3OvGFdrHhtvpPczoDnsW/BT30WnOfCHL0MlR1S8ywGDM9DEuvWDbbj/MzQ2anz7sC7Jjh8WNlc+BOybQww2y03kY2ILjh97wwz7juv0vgmbeH2lw+B1BOci5AwcxcOGnAQNwuC4iE+EgjpdbEVCTzcTRBajx79h5qNPpqFKpqF6v6/Lly+HQOdfPUrI88Cxp5zRwsIO1Zr7NKWP3coq9vb2wg6JnreAteMDnB/2FM4lddhvuPAdfOwCEPvX5kxSyZ5RhuFN/1i32UVxPgGjHmVC/Flp5MPSq/sb6y/0IQFX3jdxOD9PLXBN/H+vWL0rnOWiELkJ/oMPoj88/4IGDof5Mb7Gf5bYm1m1xpsl1Iv0BJMDWS8lF9nznP2fdoAU6H1C8UqkkMovoPeeLbrcbdjvzzRugE5U70BZZgu6+ls3tA/rNeZq1ZW6/fQ2pz5v71Yxx1HbsQONVqJcLJx0iQ8HEe3BRrVbDhMAM8eE2zgxONBb4euToRtj75E42J6x6SpjnubJ1ZvkyGsqekoZms6l6va5isZg4QAgUHWehXq/ra1/7mubm5gIDenDlCiBmFlckUnLBqBtq6OO1ub6OxYMLV36nYcbjNDca7vh5HSPCKQ1KJTKZjMrlsrrdrra3txNzAKLpqCblVxh6nDKuc4PpAp7P5zU9Pa1UKqV6va719fVwOFM+n1epVFK5XFaz2UwYaJyGL7oNM7hSEpEjmIKuPv+utDyA97mJES43GHGmzvsUIyakktn5goXDzIkHHl8G3WI68RnBPo6Z6zA3urGTNsyYxgaAxlzhYHrZJzzJO8iQcW27fXSqKwEl22vGzswXTTPogmPvTiogEuMCOEilUondxeBNr9v2EjAcSA7zJJD2Hfx8W9zZ2dkwZ51OR41GQxsbG8EodzodzczMqFQqhd1XcLw8y/RF0c8dU5wY6rnZ2plg0jMxrVZL+/v7KhaLCb5yWfXsvf/tusF53X8ccSXA4X/sdKvVUrPZDP3D5n8ZqLw7p7EDHzu5TpthaH0cGPj3bot8XNDRW1x1gH514MIdPfrisv5l+Cb+rlch2p4J5RpsxjBnlWvj0iunf1wu6D6Z84tXqPgcUzGAPvDMQZy9/SIadGJdVLlc1s7OThi3NNDV7XZbzWYz0Gd/f1/ValWLi4tBR6KnAS1joA496AAsNOV/DxKxAy6v+J6sRSNg6fcHmdB4TkdpI5VOeXNBcyPpTDk+Ph7q43d3dwO63O/3Q7066DH3UJdKqjWbzYaTlTGm/M097ui4Q8x7iNpAvLmGoOSLNhxxS6fTmp6e1u7urnK5XDCMbHWKo0ApGtmddPoolc8BQO5suXC5gmJO4lQt44WJHfFy1CA+jRyngO/jAPGLbLHShR8IJhEgP0wPh+XatWuJ8zb8/AWcMxBqF2rK7EBDoZFn4shQ9ft97e7uBsG9evWqlpeXwym5KDzmzk/R/qLp5sEkfIW8xCd0eykajl9ccwra7AbBEVg3onHggcz5dVzDAjkUHsGYl3DFqP6XQTtkYpjSB0nv9XqJHZbQQ68qC/W0t5dGwstOF5cxaO3ADkEGAIQ70eiUuIb3i27DMl1x1sY/i0Em+uoliq6zXA856MBcUV7kehRaI4NkznxzAXhuZWVF09PTicwA5VdfZEMGHflstVpBRyEbDhbwm8CNkjOqDOBNsh04M8wDJyj7NsM810uc3c7SKBdBVp4/fx4WgJPN8IM6v+jmwQZ08VJkrnFn2D9Hfvhx3RkHKK4XYhvIc6FzfK8Hd+7kOf39PV92Q3bQU3HZlwdLyBv+gmdi/TBYz2LEQRy6VEpuqezZT2jifgrP8yoP+vlFVgx4gwbIAtUNnIvS6/UC6ENmARrn83nNzMwEQJINZCSpXq+r2+2GTYM4V8c3pYl9Oz5zcIWgC93Gtvy+Jov58ENNT9tOHWhILwueOyg4BxABRNKRZAQNhzZOu/b7feVyOc3NzYX1FJ6mJfKi9Xq9wNSdTketVis4nJ7B8Lr4LxMxoKVSqYB2l0qlcDAcgoxT4IJSr9fDPdAB4YX2PDvOYtBcMF1QmQfo4bXQ0gAFc7SAz6Wzr1P+vOZG1RHTdHpwyA0LTEEHoMna2ppqtZparVbgN3dyMCqFQiFE//v7+8FBYScqp2sul1OpVFIqlVK1Wg3KcmZmRnfu3AlBIeWCkhLOp5cTfFEtnps4kHDDQDbQt4IeljnydT8xishvzwbxfA/w/Hk4zwR2bMfqyIw//8s0vP6uGFjx1DjNAyn0DQGAp8693IK58M8c2XQ0MV7sy2+eAy273W6oz3d5+TJpR/89S4PDitEFCfcyAOTCHT4P9Jxn3SFkTly/eylBp9NRtVoNtsM3FiiVSuEE6GKxqOXlZV24cCE47x7sfhnNgzLAMmwb2dZ4zPAAWSxpsJGCO4zSwAFH/ggIcPrgSd/Rynf0oSa9XC6HzF69XpcklcvlYLNdfr+s5joillV39KWBvLrM/TZAw2nuAYE0sIfQDHpyH82f76CZ8/OXEZh9XvPMtsuVNFhf6mtRJCXGS1AfB3809D/XuA50P835WxoczEtwTZmR797pff8yGqAmB0PWarXEOVouS/Rrf38/AJFUP7gv1mg0At0mJiYCEOpb9jqvSoNSX896+Hk5Dv7hQ/paOafbaXXdmQQa0st1kQgHO+uwy0ipVNLu7m5gFo+QQfeIWjOZTNjVZWZmRisrK4Fx/aRUVxDSIHqGcBgrR8dYB4KxduH4Mlsmc3Syaq1WUz6fV7ValaRg+DwljrP7+uuv69KlS6GchOsJ2jCECHqsGKCBG5LYkXEUjd/UA3ttt9dLf9nKcBiKxGcEoigvkJZ+/2iHp5WVlaCgDg8PValUdHBwEEoOXCm4scDxdaQPvvZsBWjB2tqalpeXJSk4Uxg60FTnvy+bfnGq2pFgaq0dJPCdgRw1cuPKGGMF5bWkvsMPmTx+cHI4A4W93N1g/7602PBiCDicSToaNzXzU1NTIesVy53T0J/vWSbP2mJsQJ7oCzv6uAP5RZcNHKc5Sgyf+XbByAflrun00eYYuVwu6CTPeHk2yFH7VCoV0HfpSM7y+byWl5e1u7sb0EWeW6vVEgskoW2329Xrr7+u1157TeVyOQSJ8anNXwbd4lI5+IDNCLLZbOiT6+eDgwPt7e2FMx2kQcZDOjo/CrvJOphhNpPM2cHBQaCnLxilPBm9OTk5qcXFxaA7PCP+Zcuv+yS828El/na9hS3lfvcduN6dMP9MGpQTeako9ggd4UACz6Y/Hhy5bfuyZdjH5uBRfI2XsuJ/Ocruvp6DUp7B9coMbAXzAp18rQg+iaRgm3wdVwxIfVm0AwgoFAqanp7Wzs5OsHFUgxAsHB4eql6va2dnR7OzsyHDWCgUgpz5pjEApthIxg/98HOohJEU/BzsLfRG1wLoeJY2DnZP28400BiWEoTxEJZSqaR8Pq+dnZ2Q5idlg3PtWYi9vT2Vy2VduXJF5XJZvV4vOHaxgLpQ4qCjBL2fkgJS7YT8XTgw6XRas7OzqtfrevHiRQJxccQJGmUyGa2tralcLodyMhwxhHrYDgSOcHpAhhLke19cyDVe3sJnMKyv2/hd0M8VCP2Ky1GgDYKVyWS0vLwcDCepTJSXb1/rSlQ64pdmsykpeR4HaU54fWpqSisrK3rw4IHm5+cT9CUAJ8j4MmqWh9GN8UjJDBhKKK4Njktb4A2UHtfEzmQcwMCPOERcTyOA9mwHhuN3lc3wFiNy0MERIKeFG1Qv5eMZGEjPQPAeB1A8IPSSCr/Pg2/e61s6/i6yGTR3mJ1+9K/VaqlarYaFlKzrwyiDzjUajQQYEBtcjLMHEQSuMzMzIehLp9NqtVra2toKgQbgVrfb1czMjO7fv68rV64kDv78MrKPw5qjuGRr2UzETzCnTC6Xy4VD8eBDMqpxltEz4e6MePWBn7KMTsMJOjg4UKPRCMFhJpMJqLJvvvG7Ago8OyG9nP3yjO2rfALXf+4su7x5EMi1/kxAK//eHWd+3Kn3IOd30YbpjDgI8xI/6eUzlPjeN9PwYM11lwcyrvM9UKO0z9d2QUdfg+Dv+DJbKnVUETEzM6PNzU1Vq9VEP9x+MfcOFhQKBWUymbDhj+u1YRlcQBa3sVyLfkWWmQ98NgfboTXfeZn0adqZBRpScttbKemQgBYUCgUtLi6q2+1qY2MjMAYL3DAClUpFlUpFk5OTunbtmm7evBkQmfn5eRWLxcS6DkdKSSlJg8NTUM5+9kGMiH9RCjA2rLHCmJiY0NLSknZ3d1Wr1bS5uRmcCeryUGI3btzQ6uqqer1eYiG5p2kxwtCDbdXi8Xq/vPwFWtFccUJfD4g8Bfe7at4flBXji8tLpCNndm1tTVNTU/rlL38ZnAwEjO1vCURYmwFawIYCpDmLxaLy+bzGxsY0OzurO3fu6PXXX9fMzEyYB8+w0E8v/fiym/Oh/+0ZCw8qhxkSPiPY8B2CoH9c/kNgipNESQ3KzhfHEzC60Yr7+7torjPcaeBv50UcC8rk+Fw6QuJAqRwpH1bS5nzED6UxHkjQFy/j4rvfNd3c8YJv4C/6S5A/PT0dgjhQdhY6e6mFpIRseVlAPp8P901PT+v69evqdrva2dlRvV5XrVbT8+fPw/bXyH06ndbdu3d1//79kM1gZzF3FH8XtKOxporxx2guzp1nvaE5uqvX66nRaITsBwHMsF330I2AWZRv7e/vh9IOL4mUBkHRF21jj9Pc5rl9cMTb0XfpZRDTHX8fo+tHB0PcvqIvkXEAFkBWp83vS5BBc5vK/x4k4eM54EGLqyycP5FTdCP+mq89wodxe47zDCDmuy950Ogg65fZ0EczMzNaXl5WrVZTvV4PICaLwTmLiU1kpMEObb75ies25JzSdkqc0Z9sngEfe3Y9BhQAXLCz2A3ofFYB2pkGGjRnQo9oQUUuX74cnLJHjx5JOpqYWq0WyoO2t7dVq9W0urqqu3fvam5uTp1OR6VSSfPz8yFL4duAOZLqtcpeOzgM2fuiFWD87GHvKhQKunLliur1uqrVqiqVSjiBVho4+A8ePNDKykpinQbGTzpatMx9vvsM6bFhWQwUCMGFO07Qx6NhR7xcGf4um6MFrujc4IJaksYfHx/X1atXA/r39OnTILRjY0e7gFUqlUC7SqWibrcbnORSqRQCjFwup6WlJa2ururWrVsh4yQNlHS8q87vMsigebCJA4Vc+P8oIw/sY9ST8hWMggdXjtDx24NfEBZHBj0T4GtBfl9aHKh7cyQNHkTPeCkUxsTLRz0rJCV39QJEwHmLHRff5x76Dev377LhlMBD7mTF/AIavre3F4K16enpwBMEqzgZOB7w4MTERMiidzodFYtFVSoVra+va2trSzs7OwH94xTcw8NDra2t6bvf/a6uXr2qXC4XAJzfVZBB82AbevlnxWJR0mBbaGng7EuDwNczhGy8wJo1sok4wAQQyHSv1wsnGHsWxRFp7IQj/L8PsjsMFKAxnrjcJgYJGac/Lw40eI47asOeF9PHAR6Xid+1zNIP+ujgI/MsDXy/ONPjDd+MH0BonFx0vvO5r+3intjPdPvivsrvgnbQZmJiQgsLC6rX66rX66E0m11WG42GGo2GZmZmQmZxaWlJhUJBc3Nzwe4VCoVQdtvtdoOP50Gz85ofiOkAlaSXfI4YNIamZ5kFOvNAAybzLUGlwZ7u1HiDsrPoTjqaFA5JOjg40PLyst555x1dvHhRBwcHyufzmpubC4rSDWwcSLhydYXHxPm9vw8tnT7aSUo66u/Pf/7zgLq1221NTk7qtdde0927d7W4uKhLly6pWCwmDpfjb0nBCDMHrlhd8NxRof4RZ1tKLgD31D1G5/fBeNBi9F1KZtVQ4mzlxs/09LTu37//0kGT3W5X8/PzmpubU71e16NHj7S/v6/Z2Vnl83mlUkcnjl+8eFGrq6t68OCBlpeXAz1ZJAnCLw3o7fz7u24xsiclSyik5MmujrZ5oIoCpMQPZQ/qjjxSa8u5JzGCwjuHKcDfp+a08t805ll6+fR1Al0cZII0T3M78gcdcXbRYWTWCF48oPHsye+Ls0JDl/jiQ2nAd4wFORkbG0scMkWg2mw2w1bWkkLZLah9LpdToVDQwcGBdnZ21G63Qy20r8manJzU9va2+v2+7t27p7/8y7/UV77yFRWLxZAJ/12DAjS3WZ4BkxQyGPDD1NRUODwPXiNj02g0ghPCid3YET+PiDWWyGm73dbGxkYI6Fhjk04P1ka6jf59CTK8xQ5/rP+GgZCxc804+d8zt9JgTuKsiD8vps/vWybDW6zv/DMp6UtIyUOCuc+BNmwA8kxwHJc/ecYE/Rhnuh20i32832XDR7h+/XrwKyj9ZH3U9PS0pqenNTU1pcuXL6tcLmthYSFkUnO5XNBxbLTAxjTIrzQ4E4y/pZcPj2SOPFjz6hdoedZ894VkNBCcGGViuz2YLJ/P6+rVq+r1eqrVagFNKRaLWlhY0GuvvaZ79+6FiO7ixYtKpQYlBl7f7uU7fh6HK2VXxr+Pyi+VSmlhYUHvvPOOJiYmtL6+rg8//FCNRkOFQkH3798PpWflcjlxHylLP+zPUX6YSho4HjhBHv3H26WBIqKEod3vo+MnDV9wSoNPPJDq9/shK3bnzh0tLS0Fuu/v72tiYkLlclmHh4eanZ1Vt9sNgp/JZAKflkolLS0tJZQxB/dIA6OCAf59MiDSy+erOHrlfXXEylPf8KAHpii+eCtQD8S8tAh59rmLZfj3rdFPL5VwZ8XlJkYqXTbhFxR/HCi7EQWd8tp6X9gnJU+W/n0LMmheb+0bD8TbGcclZAQRZMiR915vsIEBW0tShkDWwtdG1et1bW9vq91uq1ar6fLly/qLv/gLvf/++7p69arGx8dDKe/vG/1ixNv5Bb5DbxM0tNttVatVjY2NaXt7Wzs7O+EsJt+GudPphK3kyQKzRoVgzOfIec9LHunP76udGOY4x3LzKvDFs/rIILyL78P9XO/AXAw0uTP+u0Tif1uL9V2sY4bpeYBlD8RYO0SFAL7HsPVP8LADN07/OJPmfs/vQyPYuHHjRtjh7smTJ9rY2NDh4aFWVlYSQQYbYQCCUhlB6SZgsANN0mBukGNpcIYINPZSW/f/3KZ8EXyX6v8+cvN5O2/n7bydt/N23s7beTtv5+3/1+33Fyo8b+ftvJ2383beztt5O2/n7bz9/7adBxrn7bydt/N23s7beTtv5+28nbczb+eBxnk7b+ftvJ2383beztt5O2/n7czbeaBx3s7beTtv5+28nbfzdt7O23k783YeaJy383beztt5O2/n7bydt/N23s68nQca5+28nbfzdt7O23k7b+ftvJ23M2/ngcZ5O2/n7bydt/N23s7beTtv5+3M23mgcd7O23k7b+ftvJ2383beztt5O/N2Hmict/N23s7beTtv5+28nbfzdt7OvJ0HGuftvJ2383beztt5O2/n7bydtzNv54HGeTtv5+28nbfzdt7O23k7b+ftzNt5oHHeztt5O2/n7bydt/N23s7beTvzdh5onLfzdt7O23k7b+ftvJ2383bezrxljnvhT3/605c+6/f7kqR0Oq2xsbHEd91uV/1+P1xDS6VSSqVS4e9+v69ut6tUKqV0Oh0+Hx8fV7/f1+HhoQ4ODtTtdtXr9ZROp5XNZpXP53V4eKhOp6OxsTH1+311Oh11Op3Qn0wmo7GxMaVSKXW7XXW73dBv3ut98r69qj148OC4JAvt448/fumzTCYT+tJut0Nf+Nzpx3eS1G63NT4+rvHxcU1OTmpiYiKMv9frqd1uBzru7+9rf39fvV5PqVRKBwcHymQyKpVK2tjY0D/90z/p008/1YsXL1QoFPT1r39dd+/e1cTEhHK5XKCdz1O/30/QyOnGe53G3q5fv35i2n322WdDP/c+9Ho99Xo9SUrMN//zGXzB/+12WwcHB+p0Our3+0qn02E+pCO+7vV6ymQympycVKfTUbfbDbzOGHu9XqALz6Zf6XQ6zCnPTKVS4R6eQ/9jmtGuXLlyIrp98sknL32GfNCP8fFxjY2NqdfrqdPphHmWjvgQGYzH6vTmnk6no16vF/gSnkAGu92uDg8PA22hUcxP8Cp03NvbU71e129+8xt99NFHqtVq4d1TU1NaW1vTysqKbty4obGxsYQOkaRr166diG6SVKlUXvrM+4sc8DnfMbd+j8/nsL8ZSyaTCbSCDyXp8PBQh4eHgR7Oa4yVz/gZGxsLcxu/y/nsVbxGK5fLx6BWsh1HXp3fXR6kV8urpFfK6+HhYZgH5HVqaupz5dX5jOf0er1gN+I5jWlMf3lu3E4qr5L04sWLoXSjL9hA74vrXrfD2NRYtvwexs93NLe10AZedr0FbeLvXDZcHof5AsPa0tLSiWn3+PHjobRDVvf398P78QWQFX6QmZhP4mc6ndHt6NWJiQmNj4+Hz3we4KPDw0N1u92gM9HF4+PjymQygWaxbXGaDeNDSbp8+fKJaTeM75h73uVjQT5cD7nu6/V6YXzcQ9/7/b4mJiaC3Lou9XdiM5wO0HtiYkKTk5PhWnzEZrOpnZ0dPXz4UD/72c+0vb2tsbExTUxMqFwu67XXXtPy8rIuXbqU6DP9OynfPXz48KXPnM8PDw/D5z4G5yHXPVzn8+0+GP4I98BzzjPdbjc8G35jHpgXdB823t/BM+inN9d/3tbW1n4rrY4daAxrsaPkjiZEgfAuGM6UCLtf58IJQ8SGqdPphIn0QMKNL+/3fg3rO0YrFma/7ixbp9NRu91OKHlnPiY6HjeM0u/3NT4+HsbtjqI7ywcHByHYwKHs9/va29vT5uamGo2GXrx4od/85jeqVCr66U9/qj/8wz/U22+/rWvXrunChQvhPbGg+HzFwSO/3Sh9kc0VuRu5uM/x9TjeHui6cUWQuQcjFAeuPkfwcyaTCYbEZYPnZzKZhAKXXnb+flvQe1Ia+dhczuJ38n2n0wnOrwcpsQMDP7uh4T4P9gEF+JzA2BUitGy322o2m+r1enrx4oWePXumTqejXC6nXq+nVqulw8NDtVotdbtdtdvt4Ch6sHdWtPPnIYuu12LeG6ZPML7DHDf+hl4+R+gnnuFONg0dEsuCO5MOyDjPnSWtjtvid8ID0CPW2S6vDibxG17iWh+3y2scrEmD4Kbdbr+k0zx4lY74EjlwGzJsTKdt8XNje+hO2rDAl89jQEQa6CH4EZrHYJFfG/MttHe9FQMmsc34spqDGpKCniEIcIfLgTq+m5qakqQQ2MIH6XQ6AJwAMbEc45fweRz0w6vOR+4LOFjgtsiDCtc3xwENRmmuR2Ig+VXvhkfdh4t9Q0nB/sX+IX6M38tc8T4HyeCpRqOhVqulzc1NPXnyRKlUSjMzM5IU/KBaraYLFy7o8PAw6NmzshXoaud3d+jjwNBtpXTEcw4+QxtsGrbDgQ/Xlfzt4Kb71a+yPe67YJcJBGO6DwMbjttGDjSGMYkr71hhewedibgWovsgINT4+PhLguyGw4nW6/V0cHCgycnJxERCTDfe8XiGGYzYETttIwigPzG9EOqYaWCyycnJcN3e3l7oI8w2NTUV7odGRK44GIeHh0qn0yoUCqE/jUZD29vbarfbqlQqarVaeuedd4Kw9vv9gGQ4wuj9pi+MyQXgLNuwoIE++mexE4XDQQbJkQBoCKrk6KGjLMzZ+Pi49vf3X8ryIMwYihhFiANmDybjdpZOoDu/sZxiGJhj+IfvHUHmMw/kPVjb398PWTd3XNywwqPQm/t4f7fbVaPR0MHBgba3t/XZZ58F4w8iOD4+runpaWUyGWWz2cDvPv9n6dh83lwMC3Jdx/G56yy/jgad+U4aGADoOD4+HvjJdak7ze4Uxv3kmW70YkfhLNuwPrgc0GJ0kWvRVx6EeRBAJsjllWv8ekkvySu82+/3lc1mNTk5mXgO73dHK0bxnXZnHbTFNtRl1wG1mM6xPvQg1OkdOyjQDLrE2Z3Y0XVghu89Ox+PJe7nF9Wwjcwbc0Z2a1iA5NcxZn7gL+4bHx8P+oxgjUoCPpMGSHPM23FANzExIUkBfPQsnoNXMc/5vJyljXX+iXXGMJ/Os5HesH1erQFvcX+n01GlUlGtVtPBwYEODg5CFiKdTiufzyubzWpiYiJBQ+e1nZ0dVSoVPX36VA8fPtTBwUGw4/BxqVQKwNkXZSvwh1xHuZ6OM6t+jdOZ3wTHBCBerULg4DrBbbQHpu5LeiDLdZ4BifUL93sbxa87VUbDOxIHGjGzDss0wARc54HGMJSYBgO7IPMMFEK329XBwcFLBtgVpzOC3zvM4J21sxwbRR+3KzMMbCp1VOoD0oKgeeTL9aB+OG7O7J1OR81mU+l0WsvLy3r77bfV7/cDMvzw4UM1Gg0VCgVdvXpV2Ww20HliYiIR0Pm8+1g+z+idpr3KcRqmKGIlDB1cwbnC9vIod2J4RqfTCcovfo8HKW6QQFolhaxSjETzmQdAMb1OqwRjxRb3Hdk6PDx8ZQDOHMdpVcbn6fC9vb0wfr/XsxaZTEb5fF6FQkGTk5OhDLDdbmt9fV2ffvqpnj9/PjSQa7VaIctC8E3z4PCLcGpip89p4X3gcxxXdxzc+cA4uPFzw5NKpRJ85/Pl1zNm14c4VjEvMTde3kA76+D2VZ/HcsDn9AW02OfdbQnyCmjCZ9Cj3W5rcnLyJePOe9yBRNYd5d/f33/JtnjQh7w6Ku2G+otow4KFYToQGsX2xQMndxChi2cs4/fG+j3OVPDjjmXcvsiA1huygKMGPRwQiasJ3OfAqXU5cXl14FNScGgdUMJnwQ/xcl23QZOTkxofH38pA+P+jveFeRvmKJ+1j+Lv5zdy5PrI/Sf66gE7f7fb7eDL7OzsaHd3V1tbWzo4OAiy5GPhmRMTE5qdnVW5XFY+n1ez2QzA6ebmpj799FM9evQokT3C12m1Wi8FLdLA3/S5PWlzfQLveFDPONAx6Bz4M/YDJAXecnlzOrvP52WhHiS32+1QTko/0Vl7e3uBRq5rnZ/dZ4bnhoFkX3qgwWBiRQIxnPBO4FhZOcoSp3TcsYlRaE/tMpFevoIDNzU1lTDs3ldXul+ksZAUJg9HyY2UZzGgBYqvUqmoUqkEoWGsCEsul0soewKWbrcbylC63a5qtVpwCLvdrhYXF3X58mWl02lVq1UdHBzo4cOH+vnPf65Op6P5+XmVy+WgTONo1+fG5xraflEKMA5sY0Fxg0pWRxogD3HZlDv6LuzuXKBI3XH2vmSzWaXTaU1NTandbocfN0Bc73PvAe6rMhxnQat4fmiuFBkj/fJyHXe83FEmPd1qtVSpVIJxofSAtRvI5eTkZLgeJLlSqejJkyfa2dkJwbBnhVCU+/v7KhaL2tvbC3MYy1Csj76I5gbR6TmMjpIScs11kl5C5OMsrM9ZHEjFAZ/zF7/j/nl/vqis40maj83njeB1mLxms9lQwiK9LK8YUvjTnR6XhWw2q7GxsQAyYKQ/r5zRA4rYdpyl3XB+dscznmNH6N0Wcg16athY4kBs2H1xIEwWyfkScMvr0oc119FfhJ11mkiDYJzvPONAPzy7LA2AzKmpKWWz2eAIM1bGODU1FWwKfAoaT6CBbMeBrusrdB3BkMtCTJ/YX+B5Z9Xcdn7edw6AOjDS7/d1cHAQdLPLZ7/fV61WU6VS0d7enlqtlur1ug4ODhLrNeBLMj2Hh4eq1WqJNSz9fl87Ozva3t7W/v5+sO/Qu9vthuz6xMSEWq1WYg59HKe1Fc5zvNt5LNbXbkcdNMJnm5qa0v7+foJ2BwcH6vV6ITB13kB/0YdMJqP9/f3wXPQTGZ1U6mi9LnojLimN5xz96brupMHtyIFGjAI4eunOH80nk45DfC8VYkCO/qJAp6amwoQ4UTwo4ZmgpChIyoxQNK5c4j4Pc8bO0hjH4/X3SgMkEkXFuKempoIQkw6cmJgIjI2yg94oWeqPW61WYqytViuUmV24cEGNRiMgeSjASqWi2dnZBOrnqBjMGwcZX2Sgxvic2Yfxg5Rc0yNJk5OTKhQKQbk5f/V6vSDgjMlTtq4MmBeeEaeNfQODfr8fFkjT9ziY4FpXDNLL6ejT0Mvp5HQDCSFj5TwSoy70keCJRXjNZlO7u7vBiECrg4MDtVotpVIp5XI5jY+Pq1AoBAcvnU5rf39f29vb2t3dlaRg4AuFQnhHt9tVq9VSrVZTvV5Xo9EI15AliZ2/OPt0GtrFwfOwwMLnKs62euDhQaujk46yOtrE/T5/3E8gC896/2LHMZ5PnhXroS8iG+S6fxj/8z26sdPpaG9v7yV59Xnu9XrBoUFefSMCeBDHmOBkmONOWRV0B/nke+8v9Hd5dQfpLOnF3zEP0txR8sXM6GZ3znx8MeAhDdbBoM/chsSBCLyGY0OG0Z3fVznDHui+asynaTjBnU5HBwcH4V2xPacUpd/vJ0owCWjdDsf86s4d/3sgQ9DqVQATExOhX1NTU8EhxOGjv8zXsDIvnzefm7MG9FwP8Hx4CPphN7y0Fn1OhYRvOLK9va1araZ2ux3+3t/fDzYUHQc9oZck7e3tBRCA6gBsCXzraD/l4ICzhUJBMzMzCT/B9chpbIX7EHGw4fPiegQQDf5AL7nM+toOD75ifeAlVA5mwd/wI/yKj8jcUYqcy+VClntYJtj7f1JeGynQeJXRGua0xxmKXC6nTCYT0Ciuj2tjud8VVYyoOsLuShgB5XOcRYjWbDZDMBIrkRjdoJ2FIDuDOJLoka4bZAQQ5k2n0yoWi8rlcmFnKE+3omClgWMCXWHAarUa6L23txcczFwup1KpFBCGVqulvb09HRwchF0beAfZEJx33/0g5oth/5+2fd7zcCIwHtCcEgu+Z36Zb892QC8EHz5lvnxxHwrD08Wkwb1sgeaK2+XCnb649MB3rRqFVsNQCpcHjCDrTuA56IhcoZRISR8eHoYNBciSuXHxrMj+/r4ajUaQt0ajkUCoUW4u7y4f7ChCoHHhwgXlcjmtra2FtUbOG64rTtOGOdwuqy5njqZ7adIwmkvJXaAcicbRGxbQuKIfhki5oxhnHj2Y8PcPC0hO6zAPA5mGOZbu1HrpE6l/dFosr6CdZLyQVwIvl1d25uN+dqzxrJvXx3OfOwoekPmzz1peY/p8XouDX2mAjEITB+wAnIbZ2ZiP0JMxDzrf49BRGsR6K6fnbwtc489Payt8jngefen1jjaRKJVKkpRw8uGRTCajg4ODl2SUucYhxD6zFo2xxmCBbwgiKXE9c8L10IrgCFnGuYyBKh/jWdnYYYAr/8MTThMHTqRBBmlycjKRxUBvV6tVNZvNsIbGF9T7+PAx+N83tcG+TExMhMoB6ch27+7uBmDq4OBA1WpVFy9eVKlU0vXr15XP58Mzh/HLqM3H4H4XffeAiOZ6z+UWGnrQ4hkF908J9rCx+Hb4x+g06OwAPz4hOvBVvgLji23FSdqJNOKwF7gjxaShcCA6Uf7U1JTy+Xyisy6IKHee5ylHZ3xHAJzwnnqjb91uN6Q6HZ0mleZbeHpwEjcPAkZtfj+TzN8wRByIgA7n8/mAoIOUOBN4CQ8Kkb8xvNTBs+gqzgAVi0VNT09rd3c3BGSUXI2Pjyufz4eUHEgEBj9eWD1szKdpvw1hRbihq1+PkuI6MkIgAdlsNqx98TUE7oz4+gXqQ90pBo2KjQrIbL9/tOAUnnT0I3ZkvA377LgtVgquCOm3B+4ETfwvJdeQ+E5PrVZLjUZDz549U61WSyAuzscY74mJiUQ6VxrIG8YXZJ531mq1gIw1Go3A+2RDZmdntbi4GHjQxzkqzWi/zTGKlT4IVLxjh+skV/BxEOIlAe6UMxafN/8fGnMPz4gXVcZAiRuN2NCeheMS8xqf+d+eHXT6ttvthJOBvFL6kMvlEugz8urBPjqP5pleSQl59ewRfB7Lq4MG0CfOPkLX0/LeMLmNAzUPhPjfg1D66qgmsuYy5vzjQW88Lx6sSMmtdp1/4GXnq7jfPC+Wsd+m449DMy8RA9CsVCoBZU+n0yqVSjo8PNT6+roajYYuXLig+/fva3p6OpRxxgBmHGh4JQEAi+s+92M8APGgBzrAgziBbC2P/cch51lxkHFWLQYCCCz8e3dkY8faS4S5b319XZubm9rf31e1Wk1ku6EtWUgvc3d6SYPMLpUE9K/RaGhvb0+NRiOAp/V6PQEKZrNZra2t6fLlyy8By4xjVDoydqfH/v6+6vV6KPOl+oSNdhqNhvL5vK5du6aVlZVQeUOfPVPlMuZrzqATQZcvcnc/LA7ioBvzRPZkcnJS7XY7ZHYpzec5w4KMk9DsxNDL5z3cAwQ6yGC4b5hj5cRwpQgz8l7+51k4lChGr62FcR3lw2HOZrMBCSMl56j2cdGXkzbvu49TSi68QeFg6BgDdMBIwhTQHcfCzyBx55jx+w4/XEf5FG12dla5XC68hzIGFmB6DSUM745r3L4Ix4XP/WdqaiqgHLHjj9DTX+kIeaHWFv7y+mPG50FZrGwxwsPOQ8H5dITPeZYxuFM6bHynbcOe6+NhDKTz3anAwB4cHKjRaKher2t3dzespRiGvENHKZn18XpneGZycjLw+t7eniqVijY3N1WtVkOZASWDksIGBTMzM2FNTIzs0u9R2rBnxd/HOsgRYGjgzldMZwyzlDz7xR0IDyziIMWdGdcNblRiw+OBJEGd68th7z5N82cw/nhOXF7hO/pEgOHyyh76OMzD9PYweY3BLOSVOSAgI+PhDjqOE/yKrH6R8hoDAi5jcYDpgBsyhy30zIZ0xAOAVHzntth1kzvZXAMP+f2OtrqD7TYcZ9KdUR/PaVun0wmOrDQojarX66pUKmo2m2q1WpKkR48ehbLgjz/+WPPz85qfnw/nKMQOtC/0JhBgvSc8FPOZ79DooCjPHlYuyW5JU1NTmp2d1fj4uNbX11Wr1ZTL5V7KxHk7y4CD5vMU8wJjoJyJecWGdLtdra+va3t7O5Qw+Vbm+CLoJs8Kuh9BhsftJ7oLFL5Wq6larWpiYkKlUkkLCwva39/X+vp6KLUqFAovAVLDdPVJWqfTUb1eD5kE+KFer4dAg41LPvvssxAEPXz4UKVSSblcTvPz84nss/Odl9vio8DXZHzdHsRnWFGN4eVugGK+BTMyXSgU1O12w1zl8/mgF0/Lc8cOND5vMpgwiOWKxpWlpERKHKUnKYFCQ2QI7Q55XA+IIfAIjf4yAY4YIAi5XC70lVSbZxnOssVCGjdq51Bq7shns9mgpECEudYdG2iD4nIUxp0hd3S8FKbf7yuXy2l1dVWXLl1SsVjUzMyMFhcXlc1mVa/X1e/3lc/nw7zB9L47liOxtC8qyJCStaLuPJMC9wxbvV4PiBSBUzqdDigL/MNhX9Cb+QM19QXKGFb6GAsju4eBrKEM4swLQUosL2dFP5obRP52Pup2u8Hh6/V6waD2+4NFfqyn2NvbC+ieB5g43U4L5Jh3k02kVrnT6ahWq2lrayss8MtmsyqVSioWi8pkMiGrcXBwEFBtr5P+bQHCcVscOA2jpQdTMXrpv7lumGM17NrYueRzeA2jhE5w3cj98Cj0xsDDdx7UePBzVjIbI2jxM+E5D6B860t0OGWcvV4vbBpAMOpOrwcqNA9ufee9eBc+Gn8DClA+6oeDuW3wHaf8/tPQ7lX8EX/m8+V857zpNtjlzoGu+L7YofSF4FwTg4hS8pBZNn9w+xQ73d4/7PwwOp6kPXz4UM+ePQu2EztIf6ADm51Q/4+jiPPL/eh3d/AYK+CUA5iuU523HLmH5m6PpcGhnH7QXyqV0tTUlGZmZrS5uRlsB8CKz8FZ2ddhn8WAFO+FP3ynKMbTbrf14sULbW5uhnIpMjNSclMMB1PcgYZfHETBVyGorFQqSqVSKpfLWltbU7lc1urqqubm5tRut/XBBx/opz/9aaAv72EMTsNR2qNHj/T8+fPgdzHH+JM0Ao9U6ijb8ezZM21tbSVKN92GUnbmWVl8GD5zmY7ni3G5rALYSAP+A2TxwI9McbVa1c7OTgIEpPm8HbedunTKv2Nw7vi588uEe7SKkXaj4wOSkts9Si8rRK7x7xEAfwf3OAKBg91oNBJ1unFfTiPMMVPENKOBTrbbg8PKUPJEy9AYZUfA4GUpThP+j5U9UW0qlQppYJRbqVTS4uKipqamtLq6GhblojBQvJxr4MGLK9SzRkWHfc5c9Xq9IBC+QNvPaYgXV/kprsy9n/9AsIKD5yWBOHteBgTfQ3tJIRXvO9qAroA6uvPgadPYQT2rxrsIrNywOtJBnyWFmlkMCCgOJ9oiwzjEzoMehLnhBTWu1Wra3NzU9va2er2eisWi5ufndenSJV27di3I8/Pnz/X06VO12+1wDUAF8+rO+Kh0GxYU0GJHzWnnpTvOCz5+f647DO7Qxe+MA5JhpS5xc8Pnz2ZhfqyLvgg+8+ZBDXRiwbXXveNIobOgbyyvHLqFTHp9PToO5N71EY4LPOJOsqSgCwFh2u22CoWCxsfHQ9AjKTGOYYHBadow3mO+mVdf6BxvAsC43L7Efw8DRtwOeyDDWGNb67aba/lBN5Jdd2CQZ/IM+oUcjdI2Njb0+PHjxO5DTiuv5yd4SKfTunDhgm7evKm1tbVEIOSZDO8nvwle2E6U/jNed/LQDehaX1fp/EmfKN8DHJibmwtOOyCLZwPiDNGoLfZHYr5Gd3uZFA6y66SNjQ1tbGyExd6AkL5mwB1pnO1Wq6VOp6N8Pp8AjClL3d3d1cbGRljfNz09rfv37+v27dtaWFjQzMxMqCCo1Wrqdrsql8tqNpsqlUovZTolncpWrK+v68mTJ8EGOnjImLH/6DgWXd+6dUsrKysJ+joo7jI6zL/y8jIHjzyQcr0Y87I0CGh9x71UKqVCoaB0Oh2yaQTc8frfk/DciTIa3uLo1hWOp1pcCNyIxrWesUL02kCEPnTaSqZQav5uJsZLEjzyw4gweePj4yqXy8Gw8P5XORknbT4pvNMdltjhh26sg0B5go6DAiG4TmcCEi/jcaECyXFkzxV/KpXS9PS0stmsLl26pHK5HISXvm1vbyuTyahcLifmAdoyP2cRaLyKhrHx4n93dimHQrETGDnSFmfGGKMrU0lhDqCXK2V4lWt8kfPY2JiKxWLiOpwjKXm+htPRxzgqvby5Q4HywSBLCuP19T/wSaVSCYciVavVkA72g6YwFv1+Pygldxa9/AD5I8PUaDTUaDQ0MzOjr3zlK1pbW9OlS5dUKBQ0NTUVTrH3YO3y5ctaXV0NyGKM4J4m0PC5jfk4VuTOC15OM6wM09FPV9LeV3j5VbLJtfAGfOKlGHHgwjwdHBxod3c3OFuSwi5rhUIhoVdPy3exvCJ3XpLj8oa8gipLCrXLHvjH/Yt3+WF+4gDY9SPPgb8dmc1kMi/JK85Uvz9YLxLrPXcMzoLvnJboeC/DgedxcHx80CpG2D3YjYGAuP9xsOOfx0ASz4yDb+6juaND/30tyGnsxfT0dCjNxKbHyC0lKIeHh6pWq3r+/Lkk6c6dO+r3+2FnM58L3+jEdQL8gkPJuCSFdztdsbupVCq8B/vgwZW/l8xdJpMJB875mk13xk8jszHPxcAGgJD08hokAgY+397e1osXL0L2uds9WrsCHd2+8rO/vx9sh2/cgN5gkfdHH32k58+fK5fL6Q/+4A/07W9/W7dv39aNGzdUKBTUbrf15MkTVatVHR4ehooMsuLxWja3E6PIbKlU0tjYWNgYx0HPTqcTQBN2/Nzc3AwZkAcPHiQOV/aMCyAez4MOZNAIMjz4jddFQXcHuZ3neBZ0R07wH6UjmfKsMiXLcabkOO3YgcawiXDlJCX38/bSJ88U+HM8eHAUNEZe4n7Enznz8h5HJ3g+xPa0Kv0sl8sqFApqNBovZVd4p/f3JC1Wugitp5pB6zzip5+eFeJzgjl3iD3ydQOOU8k73WHxsx4cGUunj3a4clSQ/heLxbAVrqQEquFGmzn0MY/ahjl7jNdRTHjMkQHo7LuEOIrmPOnK2w1o7Fj4mHBocFpcEeO4g2442gfK5eVycVDsBvw0zR0FlyHeSWAabzJQq9XCtrVsTQifMlY2F2Chti+I5vmeeavX62EP9Vqtpn6/r/fee0/f+ta3tLS0lAAqQLn6/b6uXLkS6qgxHMgCitrX15zG4RuGEjoPOronJQO5GNGMf4YFk/4u5zGeF+s9vxZ+8qCb/jO3Y2Njevr0qT7++ONQhuSGA6MH4DE/P6+ZmZmR6Oe0ch1O3+gPQWgMTCEPfsKvO7eMDUQ1prkjfVzP/9LgMECXPXeq4G/PRqKDHR10HUwf0IOnoZkDGMypb8XqpXAEjG4D+d91Vxxc+HtifocP3L57EEFzZBNZ9HJSrm82m6rX6+E+Arz4eadply9f1v7+vj788MPEOjDog43AqXv06JGePn0aMlXurzhaDI+5I+YBmzv4HpBCPwcVfV0U84VtwKFmPvhxn2Nubi5UFcTVFz6fJ23xfQ5w0U+fXwJyl8Ner6ednZ3g6ANgxP6gryt13oQfAOGw2awH/PTTT/XkyRMVi0X99V//tb7zne9oeXk5ACQOVoyNjWlxcVGTk5PK5/MqFoshI++LqD0rNEqQe/nyZbVaLf36179WtVpNZEn7/X7wjzgH5OOPP9bDhw+1srKS2AgE+g3LtMDH8AI0p++eaXDQiRJUxuu6dWJiIvAqG+U4gAX/ZzIZzc/PJ05td94Y5p+/qp0o0HDl40orRpa9ftgFOHaanMBuHLjPHbvYuXTC0FzgXHhcgdI/lAFGB4ewWCyqXq+/tLPTaRwX76dPEnWLXlqG8+mBE4ECTMczJSXS+TEa7wgVRhWFRvZmb28vsT/91NTUS84KTqXPTzqdVqPRCDXSoFQeLXsQehq0ihaj8ryz1WppfHw8gRqhtBF8X2gK/zA+AiMvhfAdkBxZYGw+t/TH0W1H8nGayALgDHANcxBnNeJ3jNJeJQteHoLyjx3iZrOpFy9ehF2mOp1O2AyAmvhWqxXK0ljYi7Fwo0HmguCiUqloY2ND09PT+pu/+Rt94xvfUD6fDyUh6fRg0ery8nIoNWOxZyqVCnRFcQ4bwyjNnS6XVw82uc55yp1e5wWe4ahgHEjESHPssHhgERsFfvt3Lqc4NxsbG3r+/HnYfSeTyYQ1YBMTE8rn84HXfe3LSRuy7/Lqet3XPjiYwnU4f/4Md+48UEceXV593YyjxXGAzTxgf3ie78pHWYH0ankdBg6M2mK+87lkPASD8JvbYGgR20zXw3GmmxaXkXxeQDJMP9FXbFq/f5Q9YmtTzx6xxo8zc7hvVL4bGxvT2tqa+v2+nj59qt3d3TBOHEx2vmO7VXbLe/Lkid55551gN5xvmF9sMmPyeXE6Oh84+BbLKTbJ14v47kPS4GBZ1g2l02nNzc1pZ2cnfBeXz4zSfH5d5xBgQBcPuH28+AKPHz/W9vZ22CDES5lB9QEPnNdcXgGDsS07Ozt6/vy5Xrx4oQsXLui//Jf/onfffTcRRJMFyGQyWlhYULlcDv1lLM5Xrpf9GSdt7XZbi4uLajabev78eTiotlgsqtlshj7t7e2FhfGcAfX8+fOE38Zvl3MP5mieTXW/xL93kInxOhB9eHgYAEGCGfQK8wu9MpmMZmdnA8/RR+/DcdqJVz77oGO0yo27G2UvpXFFRYSFcXCkIyZS7GRCSCegM20cbbnz4WVFvvOIpLDAdHd3N5EW9T6N0lyIx8bGEmlFLyfw9+DYeb0tCpwgBTrjOLqS5JkIYrd7tP0buyH4dnOxkcAJ8AVv0mALSOaWaHh+fj6UwvDuswguoJ3T0LM+BFVetgONuA96OOKE4udvHBxPiSPInt5nbD5GRx2gkfOhp5ZjY8OcolToowd5o2xQEMsp/UMxwPOU5zkizvqdra0tVSqV4NB7o9yJ8bI4G+PCHBDMEpDw/+bmplZWVvSXf/mXunHjRigRdISbZ/sYPHXL5yjOGIQ4TRvm+DtiyzzGgUQchNDHGHn0a318fO8gAe/hOu+jP4+/49/+3U9+8hN9+OGHWl5eVrfbDY708vKypqengxz4DnQnbT5uaVCqB81eJa+x4WURdiyvcXYhpjFgDe93WmBzPKAH3USnuLxKCo5iLK/Qj2BumK4YpQ2TXfo7rOTGbYvzhNPUgUG/xh22OCDxZ8ODcRDpfOylHXzebre1vr6u//bf/psqlYpu3rypZrMZHLCrV69qbm4u8Pnly5d1+fLlE9NsbGxM2WxWN2/e1MLCgh4/fqwXL16oXq+r2WyGwJFdqFjzMDk5qU8++USPHj0K4Ab2mKCTeXd+dBuED+ILdaGvZ6X4jrlidzPmwUt73En2+Z+YmND09LQqlUooz/G1HaO0WF7jwIM5dV8A+9bpHG3i8fDhwwDQus4hi9FsNoO8OI3R+/hk2IiDgwNVKhWtr69rfX1dV65c0X/+z/9Zf/AHf5AIlt22EdB4Zgp/hPPbWKfj/tSovgrzduXKFc3OzurZs2fa2NgIW79TZsk4dnd3w2Ywjx8/1rNnz0KQ6WCCl++xAYb7oh4E+u5T3icvz3Y/XBrIaexP+bz7/5yjRiDl1TfHbSNtb+tG0Tvs13jkJSVPxo3TtO7gcL07ixCVv91Z88+8NtKjVX+noy2k50A7QLKYEFAYmBanZ1SaubNCGc/4+HhgLPoMyiglU4lxgIVQMR7ozNhAYbym1w9c8y3/KOtB+CmriMsWHNHB0Dsiwx70RMTOzKM0N27QKHZM/D1+HYiCLxr1a5kHaOjOPfyIEHoNpC+igodi+vh4HcmmRC2dHuxOkU6nlc/ngwL0QOUsAjZ3KNyYxTT04Js1GRhbl3nO0pCOFHg+n0+gcfA4Bz4SzJOm3dra0pUrV/SjH/1IS0tLCcMBvR0M8L654+koGOsOzhJZ9ue4s4oTQvNMgjspw0CZYQGAgzTQ0N8fO4CM2Z0/nvWqcfR6PW1uburhw4f62c9+pn/8x38Mcjo1NaW5ubkQJM7MzGhlZUVf+9rXRqafOy2xvLped9qxvsu3msbIur7G6XebQoAUy6sDAb4w0wMUl9fYZrlTBVjj8ooe9G2WR5VXf7fzADqHa/jtpUtOV3dO47HEz/V3ej+kgazF9p17mTsv6eBdPCeVSulf/uVf9F//639VpVJJZAUo0Zuamgrz88Mf/lBvvfXWiWnHxig4k8ViUcViUf/7f/9v1Wo19XpHJZ61Wk0bGxsBoZ2YmNDTp0/1k5/8ROVyWbOzs4lSY/rKj5/M7I53zN9OQz7jOr4nI0WQwD3wojv48BZ2fXp6OtjaGJw5afO5dcDRfQ1f0+qyyS5K0DiVSoUdPR1kAowiyGBc2F12NOSspnq9rvX1dW1sbGhxcVF///d/r69+9asJcMGD3EwmE2yNz4vLiR9Ky32e2Txp40w4/KVyuaxyuax/+qd/UrPZDKXCm5ub2tzc1MHBQQCONzc39cEHH2h+fj6s9XAfhPGhXzzLRX/jIJXxuByiP7kGfzMGutBx6E0HTOA5qn0IZE7Ccyfe3vZVRk8aMKnXSdMZV9iu6ByF4h6IyzMZrCNecVoXYxErTk/vOPPFaXff55+Ubq83ODCHvp6mQRsmzku5nC4eCDmCinLyoIk1HihGmNDnyJ00N9qx8x4jW0Tf7gwwN9Dbgz6YE8eU0hzGPWpzhQeDx8YPY0zQ4GMiQ+MBLsqNNizCRzD5G6PjhtX74SiL90tSYt0C7/cTxNk3nbIWL9sbdW0Q7/cgg0Ypnjup/M02s+zEFhvSTOboDAv4kbENK81jXsikbW1taXFxUX/7t3+ra9euJZBR6EY/cQrdGUQRck8qNUjr0zd3zEZprj88QyG9XEbC3zR38Jw3oM+wwDkOauKMjPMtvOMIvwMrDrB4gNTv93Xz5k1du3ZNv/rVr8JBiOi/9fX1IMOlUmnkEhbeibx6hs6DDxyNV8krjqM7WAcHBy8FH84bLq/wCbrK5TXOOrlu4jN42ncUYsE5gcb4+Lj29vaUTg9KzeIg9CSN8fv8wke+Dm2Y0wqduJe+eFDnfOryxu9Yz/O8mN+cTl5q5MEy85rJZPT666/rtdde009/+lPV6/Xw7k6no6dPnwYndXFxMYBuJ20EB4CFqVRKS0tLunr1qjqdTijrgeeobU+ljhZnf/TRR7p3757K5XIYY7xVPnSTkqV+BFsO+Dl9fR48YCQL4w4jATPfu52dnJxUvV5Xp9NRLpdTKpUKZUr4BaM05tLlj77C/9h9+oZMbW9va3t7O5Q7ebYPe0AWgyoJ37SBkqpGoxF2nqpUKtra2tL6+rrm5+f1ox/9SA8ePJA0sLEOgsaZPZcdeBiAD90CkBWXGZ6kcZ4K61X7/b4uXryoK1euhHVAGxsbIdODbiJz89FHH+nWrVvhpHp0kftUzivIp1dzuG/r+pD7oJn75vTBgwQCQNef6BsAR7a6J+vkWePf1k6861Qc8TJoBMg76fe6E+tCyD1OMH+PE8mNppTcci4ubXGl6KiaMz+OtBtcCInwNpvNIISjZjRcccNELiSkxxBGhIJo2R2G+Dd0wyDEKJU7IowNAWNMnnYjIPQgkOd4aZsvAHcnAMSAgI11J6dZSB+Py9HKw8ND5XK5hLNFf/1vRxodKWBHjDg74mgIxt8NgWeU4H93mh1tjuffjbUHaJ5CRpCl0Uv2YgfYaeC86KjP/v5+qCXd29tLBDvMN9vfYWBBiD39jeEl6CDI6PV6+uEPf6hbt24lgltoDr3pv6+n4p0YVS+JII0MOnoaUMCBEBqK2dPXTk/66vXbHsy7U+h6bNgc+fgd6fIsrxtRdxKkl3exQvYuXLig9957Tzs7O/rJT34SyiZZoD8+Pq6lpSX92Z/9md59992RaAdPuzwir/BCNptNLD532vCM+HOXV3dGnQbOPyeRV8+OxM626wI37uhOngPY487kSZvPO433u83lb88qeNAL38E3UnJRr7dhNHcwyoMyaOhzQ19j585ld21tTT/84Q81OTmp//k//2fI5rMhxMHBgUqlkr73ve/p29/+9ki08z64rrh3755WVlb03//7fw/jyefzIbuKo761taVf/OIXYT0YAST3pFKpUGng2S/G6vYc+gEsuL/DNfBNXILigQZVAuhRngVdcXIB847r9MUtnksfG32j+oLW6RwdVre1tRUOcpUUbL3rgEwmE7bkRTYAn6isYC42Nze1u7urFy9eKJPJ6O/+7u/03nvvJXgcGnl5Mn1G1/Aelw9kgjnDR3Fg6SQNuw0ww5ks165d08zMjJrNpjY2NkImh6ANgPPFixf6xS9+ocXFRc3Ozr7SzjvPxbyC7nJZdV3q9ob3u//E+PHZmWdsLD++dqPRaLzE17+tjbTrlCs4hMKVsDt8XA/T+ndMOorb0St/b2xUnbH4PnawvcEQEDRGaD2tnE6nQ5lHNptVLpcLh7uNKsjSAPmAyRg7isZPcnU0Dked/jsy5XXFGFhPeUF7aEbKkMDAhQ56wlQIJULr89brHe0G5IEHTgQ84Ys53WE9aXPjEZdytdtt5XI5jY2Nha0AUe4eXDpt3MlwxeMObhywuNKMgwTnKV/r44GaG3PnZd/Ra29vL5SrOQIzKkrlhs15J0Y8oTHv3N3d1e7ubiJYcGM7MTERaI6x4HwcdvbydDs/PPOHP/yhbt++Hejhtb4x8ue05n/fkpfvUZDU9uLEjko7nu0K29Ey+MEDSQ/a3GFjzt1RdNq7Ix3rtVhm/N3xHDvaTfP7+/1+WHOztrYWFuh2u91wfkm5XNZ3v/td/fVf/7Xy+fxIdHNeAQH17E42m31JXqGPgyaxEXXnmYX/x5HX2FGO5dWddp4TBxiUcpHlSKVSQaehowkyvQTmpM1tm9Oi3+8n1pc5X6NL/P5hfIvcx8AdP4w1BvPi5/jzY34dFkxLCot6FxcXtbCwoHa7rcnJyXDWQjab1be+9S39p//0nzQ9PT0y7aAVfMfGFPPz82HR9YsXL0JJJ+Ut/Hz88ce6cuWKvvKVrwTAwp00L3WN5zgOTmM9Fmf0oTf3AnLyv6TAU346s/MmJ4hz5saoDrOPM5YTSYn3ct3h4WFYdwB46Vl47vF6fgA0shitVivYDzIZ1WpV29vb6na7+tGPfqTvfve7ifV3cb9dxpFHxuN+JDRDTzIvlMqPCiJ7ENrvHwGf2Mi33npL7XZbW1tbAYgDhGVDjI8++kiXLl3SW2+9FYJKB41iR196uQLFbYJnaYaB+x6IY6uhD6AT+mZsbCyA7ugOSqioNDguz420RoPfrhR9Nx2UGkznKUgnlCs6/3Fl5YzEvTzXHWUPNLgHp9e3MvP6Pf/xRdf9/iBlzmIrdmYataVSg61kfWceEDrP6CCU7tw6c/nYHZGOgyk3LpJCyqvRaITrMY4EQN1uN6T64j3FQWJSqVRiqzOQimazqYmJCRUKhQSfUHc5Kt1QED7XPJu58vIZggx36rwcx7cRdBQkfi7PcKF3Z9N5jPd4YBQbcFd8yAyLraGtGyQWyo3iuECrWGl5hiB2QOr1elDy0BJnDGNHJjAOBFhU7oYbOlerVdVqNf3VX/2V3nvvvcCn8GrsmHvtO/zpitR1i8uFB5WnQfjccMUG1nnAnQuu92AyllV3ZOP3OM8Mc1g8QHSjwfOhlfMx142NjanVaoUdYZaWlpTJHB2A1Wq1tL6+rqWlJd2+fVv/4T/8h5DKH6X5vDDGYfLqAWksr4yJ8X2evOLEOa+7LnW0Dz1CbbzLq8+ff8cY0umjtXPsme8LxLkfPT5qoOHremJe8EAqLuNxp98/i8cT689XOQkeqMXPiPvGnLrt5D7s2O7urjY3NzU7O6t33nkn6LmHDx9Kkq5cuaK///u/1+zs7Mi0IyCk9fv9sKNVp9PRrVu31Ov19L/+1/8Kma3JycmwQ1AqlVK1WtU///M/a2FhQdevX08ECICE9P1V8+xy2e8Ptjh1sIv+Yndx+jx7Getq6EvAsb+/r4mJieDgxrbjNG2YLfRgXFI4OZp3x0AKY4F/oLkHGPv7+6GktlarhW2Q9/b29KMf/Ug/+tGPhp6E7jrGbavLMt8jLwSagOHoU+g4SgbcwQz4b35+XtLR+t7bt2+r1+vp//yf/xNOMaexnoTs8sWLF3X16tVAO56PrnF/2fmLMftn+FrMgYOzfM+zoSs60v0jKiwcnJ6YmFCpVFK9Xg869zht5MXgGAw6BsrpSskDiri0xH9cofN9zFQu9E5AiODRqqSXiMjfjpxKyWide9nCM51Oh4NgToNUETFzRkfsKCGo8YJC33GA/kN7mMWRGUmhjg568D4CAeohYVBHB+PSDDcg0EoaZC/87ALQvl6vF1BnhBqEeZQWO3n8wBugAz4GlI5H7AR2GECe4Q4z7/OTip3+7kD7mgDo5k698wx0dEQUucjlcmG3Ls88xAssR2mOLrnDxzj9cxbgYQCGKW2CAujqC7yhOYvHuZ/a27/4i7/Qt7/97TAPPM8DKU93I99cC+3dqCCjHtC54h+1+RzRH6en86TrqRgQ8e/ja/1ZPl/uWPr8eBbF9ZcbdO6LDU+n09HGxoY++eSTUJ45NzenTqejzc1NXbt2TXfu3NHdu3d16dKlxPhGpR1/x1kdFn0yl8PkFb0Uj0lKBh08n4xzHNAjq76xgGdYXF69RNUBqtjRy2azoVzFF1XGWa5RGvyDPokDghh08wxafJ3bQZcH5wsHcPy72Gn0Z/t8ej/jIBE61ut1/epXv9L4+Ljy+bzS6bQqlYoePXqkUqmkP//zP9fbb7+tK1euBLszavNstjtgY2Njmp6e1rVr1/To0SPt7u5qb29PmczR1p1jY2OhhOvJkyf62c9+ptnZ2bAOjXGzuYjLmwew/j/ONXrdnXEcW9fJMY8TyJJJ8TIq6Nrv91UoFEJp1atKb35b87mDZrGuc9k4ODgIh+L5LpN+vZcRuq1oNpuJTDef7e3tqVqtqtPp6N//+3+v//gf/6Py+fxLmUb64IANPOgONllI1ynoAugLLd25PkljfMhBKpUKG+P4Jj7Pnz8POoMMz97ennZ3d5VOp/Xs2TP9/Oc/18zMTDgE2Xmo2+2GjTqQD/chsRPQWnoZRHCfLF5Mj32FX6mwcfucTh9VXaA/uea47USlUzAhExeXCjAgamKlgdKEOaTkwm1HQJxAKG5PEXlA4Eh/rBhRfLESdATN//f6NHdk2JGFIGBUQfb+pVKpUP9JqQzf+VaJHpDAIKDLCC2L6Z4/fx4WredyuZCdIX3Mc5rNZkAxoS+LGBG0+LRn+u+BIk6fzxdBhZ9lAeJXLBZP7TB7sOMGjr6ADKFgoJU70q6kfEyvQgZ4HvODA+1zwz3xKZz0zRspW3ifPmazWfV6vWCAGI8v/D9po8+e2XKnhBQpY6jX66pWq4lTa5lv5MP5EMPL+Rr+Hu6Dz/7u7/5O77//fljHEzvD0iCQcSTNSy09uOZvZMMdeVfOo7bYwXJ9wfcYKDd6w/gndjz9e//ca3D9Hnc444Am1o1ueH381WpVn3zyiZrNZihrbLfbAcn90z/9U7355psvBUWnoV8sry43lNm5vGLgGC/fe1COIY3l1fvsdAWBRhYd+KKcA3rC105DZNHBg3Q6HcAcz5Lv7e0FW3Ea2nkgwXjceX5VwMD18fw5GOf6wJ/hfOXOjAfcHuQgd26D476PjR1trPLrX/9aOzs7yuVy6na7wb40Gg398Ic/1LvvvpsocR2Vdh5guh5g7Yx0BCDeunVLz549Cxn8VOoI7EGPHRwc6Oc//7nK5bLeeuutBPjH86GLy77bQZr7J3zuvgbXwHv8AHSBKKNHCdbc7vmC9tOuDYIe8BQ6mbUM9HljY0O7u7thww8Pxv2ZyHWn01Gj0Qhr6nwtLD+1Wk2dTkc/+tGP9Dd/8zcqFotB3uKMsNsEvndgz4EBZB2nOfatTqvv4Hl8Rg86KL2/efOmXrx4kdhYwsvFJiYm9MEHH2hubk5vvvlmKNuL5Y+xelD6Kv8FefX/fYE3a3TRqcwTuhp/knXMXiJPYE3wdpx27ECDiYGgkkJHYHacETrLRKKsmUxX8DCQ/+2fSUmF60IPcSE86HRMeL/GIzgcfpgwm82qUCgon88HB913XuKwsFEaio1SKWiI0vEoO3ZmJSWiR9DnR48e6eHDh6pWq6HspdFoBGPIOEix5vP5cGgOTu3U1FRQWtDp4OBAm5ubmp6eDsEW9PWteDGsCA7OJ2OBthiZUZorA2lgHJvNpiqVSijZ4TfnOYyNjQUjEStgnueKnWcTHIEgsVVizNMEpQgh9Oz3+0GZIugoXUfYXCkwDyh830EMZ3bU5gAA/I9Spi+tVktbW1uhfhQaxEaU/pByZjExMuWOX7Va1dTUlP72b/9W3/zmN0OpHX2KgYphDhaOqJREb+Er3gWvufGOEdmTtNhxH/Yd+sozqW4A6Ic7zy7zsVGIAwXucb3nz3VaxM6nX1etVvXhhx/q8ePHgWbM3+Hhof78z/9cb7zxRtiEwgPo09LOx9hoNFSpVEJNNoeovUpePQiGrnEmlbH4AsZsNqtisRicCmhEhgREEWBAUgBtHK13WxKXagGocL9nD0YtdZRePnQtlg3ez9hiXovf67aS++hnHKz6O3mX92GYc+3P4FoP0D799FN98sknwXGSBqW53/nOd/Tuu+8mMuEACaM0z8B65tN1Qa/X0/z8vC5fvhxOKgfhnZ6eDmuWWq2WfvKTnyibzeru3buJjU94Pn5PnH1i7F46Cr2xlZ7Ncx6H7tA5BnAcaOF+1yWjoPL0mfF5/1yGsaH7+/vhEFcHQgEYndbIqu8qhW9AgNFoNLS+vq5+v69/9+/+nf7qr/5K09PTiYoBL7V1urle9Aw4esEDz8nJSWWz2WDfeA6+3SgVFx5kEBjCT8xNPp/XwsKCLl++rFqtFvjDAdBGo6F8Pq+f/OQnmpqa0p07d4Iti8fq/rWPwwNEz+5IA4AE2YQmMUjPO+FTAG3XDx68nCQTdKLSKQbsSJqnimJ0bdhgYuTCAwR/tteVcS3PJ5KGad0IIHAwgaOb7mCxMJoMASfjFgoFzczMaGpqKkw0BmxUQXamZzJj1JhAJg7mpKQhPDg40M7Ojj777LNwGmW9Xtfz58/1m9/8Ruvr62FXFw8yPIjKZrMqlUqJxcc0slHr6+tKp9PK5XJaXFxMKB1XcgRJbsSq1Wqgm9NwlOZ1t91uV81mU7VaTdvb29rc3JSU5CG2T8RZ9tOHaS6QIEYeQHnKkAC0WCxqeno6rD9B4P05vlWeO/WOCIL0ORIhDQ4nY1tl5mHUjAZj9jlzVA6ZxPBTfgeq6+9EDj17RMAK3dwxaTQaGhsb01//9V/r/fffT2wUEDvNPh/uLHnQF6M07hxhGFGivqZjVIfP+8U7HJ108IIfxh4HC/75MIfOg4oYqXIgJQZk/F76AL8w9kajoU8++UQffPBBoBvzt7OzoytXruidd95JIIaOlI7S/LyabrerRqOhWq0W9pJnbMiKG99XHQTljkO73Q5BijRcXnO5nAqFgsrlcljUjq7iWa5/Y9vhsjM2NhZshfMaeoVsJPQH1Ry1uROPg+A8Nyz4dF6P7bPznjstrgc8m+YgnTsV3BdnEGMHWVLItP+///f/wvOh287Ojqanp/Xuu++GcbntGBWQ8sXU9JOA2p2oqakp3b17V+vr66HkE4DMd5U6ODjQ//2//1eSdO/evQAE+QYFUrKOPUbb3UF2kMXlGtr5/HqQ7I6lPwNUmudwzSgtBnWYK69c4Pnb29shw0KGygP5mHfxWdyH6Xa7YRvi9fV1HRwc6G/+5m/053/+5yqXy8Enc95039P5z32omB+lQZm+l93TYh170ubIvvMxZXn4H9PT07pz504YqwcokgJQure3p3/+53+WJN26dSvQFr2FnMc+G/43umcY2EHwEdsJBwpp7q/zP78pU8WfOy7PHdua+KIoFCwDcOXljn086f45jivOjTtmPNMzJC6wh4eHodYP5QQa68GEG3sYnmtcSRNdl0olLS8va25uLkTA7XZbly5dUqFQCAu7TtqIcqempgJKznoNDB6OajxmhB0abm1t6bPPPtPW1lbYGu758+d68uRJ2AGiVquF3QFYvDszMxPqId04FovFwDQoOeaGgCabzWpubi6BNrngg/D0er0wL6zLYByjBhoEpWRZnjx5EhxXttTDkODkeFDmaWhfvyIpsdUvCC/GwcubeMfk5KQKhYKWlpa0uLio6elpFYvFIAseRLsh8sAZAyIN1rrs7e2pUqkol8upVquFEiYCtFEW5zr/u3OCokPGnI7NZlNSsl7Yz0GgXpjtCB2Z4QfH8fvf/77+9b/+1xofHw9pcXfK46ACGnvplfMbY0BXxOclMD+ZTCaRMRyluXMvDYAC3+UNY4/ip4+xgnedhzF2HnRdFZddxC1O9/scQzf6VqvV9NFHH+mDDz4IPAft2OzhT/7kTxJyHQeYozRocHBwoI2NDT19+jSUStVqtfAeUFCu7Xa7qlarQX9T9uljiuXVnRF3VuGHqakpFQoFXbx4UYuLiyqXy+r1ekFeud6dFZdXdInLq+/1n81mg7zu7++HPpfL5VPR0OcjDnb5Hp3nDofLjQeu0FBKAhA+X4Az0NN1B83ttvfV+7W3t6ePP/5Y//Iv/6J2u53YOAK6/eVf/qVmZmaCfmPrz2E8f9yGnsKfiIFGnLCJiQktLi7q9u3bevjwYQDJKCUF3ECX/eM//qNarZbu37+v+fn5wBf4Athqp2k6nU4cYOp2CVq7/xM7fm5/mEeXS9chrpdOE2jQBxxb7BL9lwZZSX8vNPCqFqe/lzsSqONUkxn54z/+Y33ve9/TwsKCpqamEmVt3kfXx07vONhy3vUgzuWKYw2wa6OUnQGMePaTOfONA8rlsjqdTuA5ykS9lIqy1l6vpx//+Meq1+t67bXXdOHChWDjPPj07DQy7KBcXAngdhd/lN+MxfkMerrN9tIz/vezyD6vHTvQwMCOj4+HPZExHh6l+u5MOCjOZI7wogB8H36u98mDGKC+0mChn5cB+NkNOPCO1nCtpLDzE896/vx5YPydnZ0wTrZbu3PnznFJ9VJzhQEzQT+i31gguAfluLe3p+3tbT179ky7u7uq1Wpht4bt7e1wqArXM9ZCoRAWEhHM8E6yODjpMKVvU7exsRGYkNIGlIqjZTyfsWWz2bDwlP9HaSiOX//613r8+HFiS0IvZWM8LmDuYFOT7k6204TSHhQ9NIA3e72e6vW6NjY29OjRI5XLZa2srGh1dVULCwsqFouhRCB2OEFTGQv8jOHd3NzUo0eP1Ol0VKvVQiq52z1aJ/TVr341HFh03OYOqKfqXTnjGPg6C+YTx80dVGjI9YwFOWb9z/vvv6/33ntPhUIh1PI6ksf7kU0vFYwNAn3nepSdlNx9yR1Ed8pGbfCN90caZFDcGeBaR9q8uWy7zLhjEK958uuHBfjDsl2AMDs7O/rVr36lJ0+evFR6Rwbr3r17Wl1dDbLswdNp6MccUq5F9oESCsZAuWBczuOoOGCM0w1HBTvja6j4HrvQaDQCOFEul7W6uhrktVAoJEo/Y15yBwKHgDVu6+vrQV45wRj+zmaz+sY3vqE333zzxLRzmjuSyXf+N3zo6+FoyFKM+Lpj4lUF/jf3uC1yexTLhIOMjUZDv/rVr/TBBx/o8PBQk5OTiTKcSqWi69ev69KlS0EnwgOeMRql9Xq9UIbl4BK2D7sGgMgWz6yt8d2f3DFrt9v6+c9/rkqlonfffVdXrlxJ2NNGoxEARHjFMx/MFfT1Sg13yB24cMfZEXj0MAfO4aBKCiWJozR0RKyjYr3j25e740+/6S+Ou9tOng1IsL6+ru3tbb3xxhv64z/+Y83NzSUWyXvfeH9s0+OAl99x1g+94GVL+Ar4Sf7O4zYPAnknpfb0h61uM5mMrl27FnbXojTfQTjWRRweHurnP/+5qtWq3nnnHa2uriYyCJ4xwUdx24c99myOB7auK7xixOnlco2e8QDa7f5x2ony46SCJGlnZ0e1Wi2xLWrMWF7zLSUROCK+eMGeT7gvNPIJdTSdQXs5FYscifBwer2uFWHmORyvzs4HZDlw6r/3ve/pnXfe0fXr109CsvAulJGkwNiO8iPoKGZS89Cj1WqF0005iRKnFGb1w+cIrGBKT0Om00enPxcKBdVqNU1NTYVdwzz9e3h4GNZBpNNpXb16NezuMiy9xv88jxQb5XWjtG63q08++SQsZnUl7bRDGOAZd9y8JACD4woBdF5S+N4RGT8dHgXfaDT08OFD1Wo1LS0tqVgsqlQqhXUx0IN3Oq/jdLGo7oMPPtBPf/pTdbvdkDpG1nK5nBYWFk5MN2TFMwS+97WvJ5EGaWBHhx05cxTZlRlj3N7e1s7Ojr7+9a/re9/7nubm5rS3txeCu9gxkRQMD0orBii4xjMJcSkJAAPfe2nNqFm0OPOCAoceoJjuFLvcSC+fecHffp1nfD2l7c2dOg8U6SfXEEB8+OGH+uSTT8IpvZ6dkhTAmPv374cMUOzMnyZI63a7+vjjj4O8el27p+DdsXRgCR6Ex3C4cUr7/X4o3ZAG8uqgFGuH+B+H7LPPPlO9Xtfu7q7y+bxKpVLQU4wbefUNN8hicG7Ahx9+qJ/85Cfq9/thlxgCp263O5K8MhYPDKAVcwPPudzxeZy9iLNuHiA4+Oey6EFzjG66MxUH1Pv7+/r000/1q1/9KgSHnr2jFKbdbuu1114LW7LGWcNh/H/cBl8TXMAD8A98hc5fWlrSxx9/rIODA+VyucS2pPgrBJvtdlvPnz/X//gf/0OXL1/WgwcPNDMzo3Q6HXgEeXa+Q3c5AoxdBizzjJz7R64LsUeMEXsEnwJIUe590ua7LOJDuC9Gf+r1emLtXtzcF0P3x2so9/f3tbm5qWfPnun69ev67ne/q6tXr2psbCxRoYKugBfhPQc5eWf8v/O+ly1jf5kXaaB7Rwlw8eNSqVQoIYf3oRHO+cTEhFZWVvTo0aNQ8UG/yabRfwDUsbEx/cM//IMuX76sN954I2RK8ccIeKGT8y3Pc78yzn74oXyxX4zeBoCFngD0wwCOz2vH9v5IgxI4UCJDR0mHsbNMJpMJjBZnLXCAvc6WyUaBxhPl0RXEZDIcke/3++GQPRAvkPtYECCm92N3d1f1ej2gVa1WS+12W7/85S/1jW9847jkSjRKzRy9c0eYAMQVrTuDtVotrMdwga1UKqFWXhrsGEWAx9/Mhy+WpVyHz3C8u91uQB5B+huNhnK5nIrFohYXF4Nwg9ogMGSBYOaJiYmw/qHb7Wp2dvbEtGs2m9ra2kqUMDHnniolPU3ffFweiMAPvm6EPvMsBBDjiMGRBs46c0QdvDvqsSCi5JAXSviko3T0ixcvAt9eu3ZNExMTYZcOFsuetIEsIVuuUPi/Xq+rVqsl0Gav74ZXPNBARt0hwAl7/fXX9c1vflOrq6saGxtTo9FIlETEJZAefMTNHWR3yt2RpxwiXjzfaDQSJS8nbZ6CxrBikGjuvNE/L6Fwx8+VeIw2uZ6jLMgRVX8f18Z029/f19OnT/Xxxx9rc3MzABv022uj2aLw6tWr4XtHptyhHaU1m01tb28fS16hkb/PSwy9tMb11zB5HRZ0SoNNOOhHvV7Xb37zm/Bed0QlJeQVI+tocbPZ1IsXL5ROp5XP53Xjxg1lMhnVajW1Wq2wPm6UxnzQL+nlrZYZi8sGQYAHX+60DpM3aBTzJ3PxKmBPSi5+39jY0Keffqr19XVlMhnNzMwEG+/PZx5WVlYSuoV3EwDEfH/c5vyGfscBjxFdaVDRAP9MTk4mshIELWQP2u12OIdmY2ND165d0/3791UsFtXv99VsNhOneDMXcdYRHpUGtfWun2PAwbMG2GfXwZ6txo84aXN940EGOm18fFzVajXIAdkfD0SgLYE+P61WKwBUBBmPHz/W8vKyvvGNb+ju3bsB8ef98LzTznnS9WYMYnl//HNsGHLMGlauH4XvfI0MgA2Ar9sHdNn09HQAOeEtgA7nX/q0sbERwO/NzU1dvXpVd+/eDaXvnAHivjPN9Qc+L3qX98fBSMyrjEsalMchH/hbxwWQT7TrFOsMXElT9++13xg0Fpk644AOtVqt8Bw35jhn3W43GJlXKcWYqK6ocRbjBcE4Xx4Y8T4Ypd1uB8EaGxvT7Oysdnd39eLFi+OSK9EcWYP5KOFCeXiai3EQnK2vr+v58+eBZu5QU79PfTPoOU4LyoCxEpVms1m1Wi1Vq9WgqAgceA+t0+noxYsXmpubU6lUCguiUUbeZy+PYc7JqozSWIuCQfBFn76lH7SlVMsdVVckvmWxo33SwMnwe+BzgqW4DhTBQ5nAp/FaI/iS/mHoSqWSpqamtLS0pE6no0KhIElhwW6pVBoJ5XPkhppbxgDCyEmsXmogJcs23GHw+SV7dHBwoOfPn+vSpUt6//339frrrwdjS7DvzvgwR5mA2gMz+gGNfZ6c12i+1SKOzqibNyBHcebC+xIHHT4mN8I050UPOOLAjr+HIXb+DGi1vr6uTz/9NJROFgqFhJ50vcZ6nFwuF8pfY73L3I7ahskrcsQcSYP1BGxYMcw5lhRKXTwAgjbwpDslruddXn0e+M6zjsjwMHllxz6AtqmpKV28eFHdblf5fD4Aabu7u5qenh4ZlZcGqLfr49j20ZxHHbV0RDjOQnjQz2eeTYK+bmPi+yRpc3NTDx8+1M7Ojnq9nnK5nCQl9As+Azbf5xrniBOSGXs8xuM2dhpzG0spWyqVCjoOHeE+Qr/fD3bBM6fIBHYT/t3Z2dHe3p62trb04MEDrayshGAKnnL74mNCJ8drO+hHDFIwz77OA+DVy30JeEZplK9RlsrYHXXf29sLlRSUv8dBLPMJOOtZAgKQZ8+eqVAo6Ktf/aq+/vWv68KFC8rlcoEvfL1unJVzHevXeFDHNU67uFLDswHwhAfyx20ESOgK7GEulwtjYX77/X7YlEc6kqNcLhfm0AMq19cAy61WK5Rt3r9/X0tLS8EviQPO2DaRZUGnuK71cfMcB9n4DD+62Wyq3W6Hwy6P245tUWq1WkjzOGoIyulKBYEEWccpwPnA4UGgPXJy9BAmGlYP5ohlHOV6KtNX4HtKPp/Ph74jPDwfpx1GIkgYNdBwZ9sX17oy8dpzxiwpIAOdTic4fwcHB2E/ba/LY44wQD5XlUpFksJiRRQJgaI0cGDc0UIB9Hq9UJsf7zDGve6AumMuHX93grix0LLb7QaFSGoRgSD45f2e3gVlgUe87tUjepxraOlZGUnBWPkzUQSOaoCsSoOFcPTFFR5/T0xMhPUdrVZL9Xpd+/v72traUq1WC5m4kzaMk29ry7tdFnG8WP+EEeQ6Dzb82XzHTkIPHjzQrVu3wgYKyJQHGa4A/X9oPSxb4g6OIzdc5587Kh4r3JM0FLCjkx6Muo6KEcZhu+/BF24UhzXvsxvK2Pnr949Q9kePHoXF1v4e+unZjFjXxKg4/UZmHdk6SavVai/JK9kyaOebT5BNgGbuoLicMC98jmzG8uplA9CMOYIv+c7rnv06l1f/AciI5ZXtoSlHHbW5jvBaaAeMYsffgR54AL3jQa2/g+ZBpj/T74mR5F6vp4cPH4b1N8gx8sC8epDP830/fq6Lkd9RZdZ5xbOc0uAAPJdLeI8+EQDAt17m7PYCP4QD2Gq1WtB92GLkyflPUqIElD7EIA6OO/T2NVSpVCqUgQOyoctZYDxKc/vi/OGZq0aj8ZJtg2boF3jVMwcezG5vb6vb7eratWt6/fXXtbCwEEq2fZy+zpd7hznJbgfcB3T6eXUB8+e+osv9SRsZKbdx0kB3uz1wnZXNZsO2umROyahJCv4ezwMgogJhc3NTDx480O3btxN22svKoAl9RMfFYLDTThrIkT8DwH9YQOxy9rm0Oi5Rf/GLXwRnFSfL0V+iHncESJ35Im+UtSu3YU6oR/BScp9sabC4m/4Ma/HEcy330Z/x8fFQgpTJZMJp4NIg6PjDP/xDXbp06bjkSjRHdaUjhZvP59VsNhOOqCNyfMbi52KxGBxbnAFfWEa/2ZGLw9TI3EjJUgvOzwB19kXy0B+6e/kR6WgX3Nh5gnFhTHZzGqXhQGYymVAykU6nQw0u48nlcoko3Z1q0BevcXbU3AM2ny+fDxw2lKjvYAbyQ3/4HCTM0Vjmy4NnnP6NjY1QHtfv9/Xmm2/qwYMHmpubOzHdHA2N0XbGSEDpgbgHJzGyBA8TRJLSfeutt/TWW29paWlJmUwmwaeODrq+gL/cQYgNM9eiJLne5wNnEQSd5zG2UZovBma7ZE83+7ikQRkXQEvsaDjdoT3zAV1ipPlVfe90jk7z/vWvfx3KIn3xoSPbjt7TXKd6AMp3HoiP0lxeQfsBqDzg4ZRoDxZdXp0vnAfRK2NjYwlgBnn1OQLwgh9xgji3g3kAbEJePTB2oIR5J2DZ2NjQzs5OGNsbb7yhr3zlK6He/6TN5Q3AzuvAsRWuS5lvmusblxsPHFwWY7vq6CrPg6Y7Ozv69a9/nShLdh05zIGWlJhbt1n0Bf8AH2KUxvxQCUG/sGtuoxwgoL9jY2MB5YY/vFycufEME2XFlUpFT58+1dtvv63p6elAR+jmoCcOZBwMxs6qZwrQjcgGtrvb7QZb4fIwCu0cKJMUnFPGSQm086PzGQCoZ5OZ117vaE3j9va2VlZW9Oabb+ratWvhnC4yn9zHPLpOdB6TkoemxvwL/bBnPJv78Xe8ZH0UWwGADP8wD37Oj9s+9JRvWlMoFDQxMRGqLPCfOfnd+Q7fbmNjQ9vb29rY2NCDBw/C6fCxbmB+HMhz38eDMwcSYmCNwBvgkOoIXwLw29qxpfrg4CDstOGoLsfHwyAeRbXb7UQanbIRSrBc4QxLH/naCSm5M4lHZI7Axc+AwTyl7opNUugX78KRIkIvl8v65je/qZWVleOSK9EYBw4qKVoEzEtufPIPDg5UrVZfchRgKNaeQIODgwNVKpWgEEjP8Z0rOT/LAYV6eHiYoIMrN0mJzI8j5dCfOXekEYd71C0fWVPhqWbSePCIl94Mc+hcmDDMXgvqqGBsgPmfTQYI3DzF6E5djBoQkKDM2ajAEYdutxsWqVarVS0tLWltbU3Xr1/X8vLySLW37tR7oMB80kf4PM62+Lh4jis9yulKpZJee+01Xbx4MRGAxqhy7ODQmJe47+6UgtZ5sObOOM42cwjdPy978HmNMbDGxJErdJ/rLt4JPTG+7rB6xhZ6xjrLHX+u93c2Gg39+te/1vb2dgiO4+yc862XCEELd7Cdv2Oww433SZqjxIzBA1dsxOfJqweePg53cDwzHI9bUig3AGxBXrkH3QRtXc5x3lKplFqtVoKnmdt6va6dnR1VKhUtLCzo6tWrunHjhpaXl0fehACat1qt4ET5hijYXs86ulPvwQj3uzy7XMbzOywo5v+9vT198skn2tjYCDTwTQSkAV97kMjncRaQv+EHzziPyndeRgSwBf/wXOwb78RZgucJnFwW+MEuxjLV6RydG/XTn/5UjUZD3/zmN3XhwoXE+3x3S0eWXe9BM9fXcdDP/MGvACGHh4fhMLrTNPeJUqnBjovslIQs0VfXEx6EeQBFEL+xsaHJyUmtra3p8uXLmp6eDgCmV53QB+jkshcDgM57DkTFfOlONM+jhB5fZhRwxQ+s9awJz4aGNPw/6IMP6ME648Q3wPYDghNcPnnyRNVqVbu7u3rvvfd04cKFBHBD0OgBrdtDl0UHOPx7abC7697envb391Wv1wMgUyqVjl2efOxAY2lpSU+ePAmEg9GIsthfHwSe4APnlC1OcRCJ+H2C3ej44FFqToyYCV1B8L07AO74YGx97QbOOPuhp9NHC31nZmb07W9/W7Ozs6dSgu7oOloAg7oxRTERxGFsY+WIAwQ6SGkTjX3oYXCyUO4wovRIzxHBuuAT6HBuhxsrdwDcWFNLysL6UevlHWmEjjRXJvEC7FiwoL0LkEf4GBp3GN3hhX6gNs5P3OMbHRAgYqTGx8dVKBTCgZCcX5JOH60Xevz4sVqtltbW1vT666/r9u3bYfHYqItL3bmPgw1KH702nXuQCR8bBgCHjTrl9957T7du3dLMzExQhIybbZZ5/6vQes+8eB9jRJY54loMRSqVCsG7P2PUQIOgnJrjTqeTKCHEoLPdM4Ew23liRFD0/EYnuSPt/ZWSCDW8Ua1W9ezZM21ubiacF9eBkhJzhMx6na07YZRAepBDADWqnpMUduuj7+60eSDh8uq6KHYIHAzBwYKXSOfjOLrNwO74roYxvQCUms1m0FOSQt+Q0ZmZGRUKhdDf/f19PXr0SLVaTSsrK7p//77u3r2rcrkc1nSM0jy4aDQawYZi30CTWUBKzTd6HpsKL1BSFwcPjmq6/XSaA1q9ePFCtVotyFuckfB30UDdoa8DVvEz0EFx4HjS5noBfvfMJP13XR2Xd9J3moNQ0JJdmWJnutls6l/+5V+0vr6ud999V7dv3w4ZPQ88PbD1wN51gQeIXI+zV61W1e/3w/rKdrut+fn5U9lYxh6XidI41Rsn2X0wBw7cR0MmO52OdnZ2VK/Xdf36dV27di2AUi7/zFmMttMchPUAMA4QHFSMy9SwxehG17P+ruM2D6b9XXFVCvqLnbhi/nHd6L4qz8OO+uftdlsvXrzQ7u6uHj9+rK997Wu6d++e8vl8ArzmHudzfntQ5sAVPj39hV5k8MbHx7W6uhoyG8dpxw40pqenNTU1FQ6D81SdG052GvJdBxBSthOkxac2x2hbjGhiCOMo3w0TQhIbYi8hwPigoDGOGKaDgwPV63WNj4/rj//4j3X37t2Ecjxpg0novystzyA4IkqfiY4REDIZMAi19bEThDNBHa0bHJSD7xDm0S/3x0aLQMONtSO17gzgmMVCfdJWLpcDgovxgE9AJH37XOiHY0dw4tkGL/2D37ifbI8Hr/AOwQY7ODBeL1E7PDzUxMSElpaWtLS0pPn5ec3MzARnhZ0mXMgPDg60uLio1dVVLS4uamVlRaVSKQS8ozgujlS4IwZvIZfw1zDn18sRHE1qt492YLl48aJu3rwZDlqSlOABR+8lvWQYHASIkbwYeUU5xoEKChSj5VmZ2GAetyH/H3/8cZhrnsU2vlNTU7p06VKQx7Gxoy2y8/m8crlcCP4Zt6QEiu4ZpHieKPepVqtqNBqhPCdG/6CLG3cP/N2YwPd7e3uanZ0NQBG0Zh5GpRmtVCqFna/IBrm8EiD4TmGUqRCcwGPoD2jiTo6X1vq6CzLB6EKAAWkALrAxBr8nJye1sLCgxcVFzc3NaXZ29iV55V39/tFGHgsLC7p8+bKWlpa0srKicrkc+GDUQKPVaqlWq+n//b//F4JC3vnixQttbW0pm83qxo0biWCtVCppZmZGpVJJ09PTLzmu7mjF845zSVDQarXCFuo4tb5TXyxXnk3x/93hx0FZWFgI/XE7hg1zwOOkzXWYbzpAltUDf8brlQZe3+6Os+tNeNgzIvHP+vq6fvzjH+ujjz7S66+/HtB7L2+UBhtgeHYodvwODg7CJjToAvpQrVbVbDa1sLCgUqkU7NMozYNUB2vpo5dEOZgT08npgo/Fovnp6WldunRJFy9eVKlUSpyJRh8coPLne9DhdkBKAohxUM0z3VdxICPOtJ60OXDmOhS962tq4TnoRIbCdXUcbLhPh11FF/pa6E8//VTValU///nP9eabb+rGjRsh4HAQC9uLX+FzzE6s7XY7nBPErqb0m7+Xl5fD9uBnHmjMzc1pdXVVGxsbAeFDiXDeBKUlLFzBYEJAFjGzkt5X7TsB+AwFAGN5eorvhzn/Xi6F4nOHwR0mJs4Xr3c6HS0vL+v999/Xa6+9pm63G7IxozQXFnaZQoHDoO4YMAYYCUXpmR2ClVhYMplM2EoXI45x5908j/G4QPA/zjvPRqgIzFCe9IV+OVIJsgUjj9JWVlbCwVu93mAPcRanUYfrgonzlkoNFnB7gIFD5ouG4QFHECmT8MVYlNOQwSPqn5iY0MLCgh48eBB2IkGZQmsv7/F1HpOTk5qZmdHNmzcTu2IRtIziuDhSzA/jwjlDiYEmeolBbFSdriz4vXHjhi5fvhzO/kCJQkd43wMNeMPRaUcx/Vovt4iR/zhw9nQ0WYZRnZZUKqVf/OIXev78edjVLZ1OB6O5u7ur+fn5YPjhJdYRMd/s7sSuKpJeGq/PVbVaDbR1tAgegl8dAfNAxZFZfxfzDHK/trY2NHscP2+UdunSJdXrdW1tbQXZcXn18jafX2mg8xgfOhkexNmN5ZVnONhRr9eDvLqhBCyZnJzU0tKSHjx4oDfeeEOXLl1KONPIq7+P8gGyHDdv3gw7+IEEniajcXh4qB//+Md69uyZlpeXg2MAcNdqtTQ9PR3KJ9jEA51P9pOAo1AovIQcO49A452dHe3s7CQQa2yub4fpwBP3ur5kDt3x9HUM7777bviOPnjAiP0YpTnY4EBSqVRKyAu2jtJi5/vY4aevBBvoGXgJMBU0GBvKhh5Pnz5VLpfT3bt3dfXqVS0uLobd3qAl8uwbRrTbbW1tben58+d68uRJIliemJjQ/v5+2Gq32WyqUCiMjMoznx5AevaKtZ7ouRgY9n5Dd6++wC+kDBgaoMuQL94rJc9aQsfHTr2vwXPk3sfEvPLbfSRAZvh0lNIp5l0alFx6eS99csDJgR2nnwMD0BrfigAAXxt/x/1kgoKHDx8qn8/r9u3bunLlii5evBgyoPgVMVAHz25sbOjFixd6+vRp8OWZF+wH72edkCcOPq+d6GTwa9eu6fDwUJ9++mlwlFnM42laojWcOnfuMHbNZlP5fD6BPuMMu8JHwfHjDOcT6swuKeFooDRAgXCGPN3ItbOzs7p3756+8pWvaHZ2NjA5wjxKc4TAFav33SNMF3iY0wMllEpcZiANBApBYtzQXxpkF1xJxKgrDIgSZJ5AhTxN633BIcDx5O9YERy35fN5LS8vh8MhUWBuZBFwxumlP46iO9ruc0PfURYIMj/UJoIqYUjY/vjatWt666239Nprr+nq1auam5tLzB0OQExvL2WhtDCfz4f5xOEchXb+fpQySoY6S1ByV+T0zcvtoBtByMbGhmZmZnT16lXNz88H9ASecAfXZdQzoI58uoFhbuA7WqysHV3luR4U+97kJ20gRKw5gq8BT+bm5jQ5ORlKFzzTyMYElUolZNMmJiZCMObNEXqQeJfTuNTEkWgPJHGGeJbzLnPGAZ+SdPv27QQfMka/d9RWKBS0vLwcdotzecU47u/vhzGRpZSSwSP98gDSnQ4fly80d2evUqkEW4O8jo+P6/r16/rKV74S5NXLYtHRrNuL6SQpsT7O5ZUMyahB2i9/+UvV63XNz88nHMder6disRg2EfEMvDtZh4eH2tra0t7eXgAo5ubmQlkh8xv3D/5hbDjs6P14LRDz4kAivOoOOXpze3tbknTz5s3wTtfNbrtOk9FwXeZb49NvabDJiS/ARf+ilwB5oH2sq3Dunj59qr29PRWLxRDouUz2ekeLoHd3d/XLX/5SV65c0ezsrC5evKilpaWQ2WOeO52jnZk+++wzPX/+PJSk0w/6CZ2Rm6dPn6rdbuvu3bsj0c4de2QNurkP5/6L0xzaeCkuQebGxoay2awWFxc1Pz+fyPzxDN7rGXXvE++JnfE4a+e6y5+LjuEaxgfgdnh4OFJ5MrIhKbwjBos9Q+OHKvqY+PHsvpQshQXoePbsmfb391UoFJTP5xNbg6Pjms2mdnd39bOf/UxLS0uamZnRxYsXtby8HHied/d6vbCZwcbGRtgUCXtPX90W9Xo9PX78WM1mU1/96lePRasTbfEwMzOju3fvqlAo6MWLF8F49Pt95fN5SQpIOLsq1ev1gAQhgJJeQk4RbkebmQAQAN+typEwBN+jRA9KpIGzT3TozlexWNTS0pKuXLmiN954IyCQKE3S56OW/3DACqv36TeOp+8K5cEEAuzpv9iB9YwRqCn9pA7bhQHB49k4kwSOMBNKxZW/94VACUTZkUVXBGQ9iI5P2vyMiU8++SQIms8/NPSyL6cVCgDl5333lDgZBhBgnCTQQxyXSqWiXq+nCxcu6Fvf+pb+zb/5N7p69aouXLgQFGin00k4w04zaE+ZhRty+ovxljRyNoj3UkbnDgkGwVvsnHr5BvNJ+vTevXu6dOmSZmdnw4nIjjIzF54pgX/iDAbG2ecTHndjQ3MUiOsd9fe1HaO0R48ehdOjkQNqwMvlctiJxufFHVxQXgwLjp47VfQPOiNncfbWMwDxvU5P1xvOb166UqvVdOfOHS0vLwf58awDgIakkZHlyclJLS4u6vDwUJ988omeP38eNk+An3u9XqL29zjyynXDggxJiaAGeSVDVK1W1ev1tLCwoG9961v6zne+o+vXr2tubi4BQnjAjUPt8ppOpxNorAd/DnCMKq8PHz5Utzs4ZE460unT09MqFouJMjLohWxzxgH94Ldvv+2ZXgcVPHj3kmPX5dAgznQyN+4odbvdcO4CC1bv37+v5eVlpVKpkOV2593leZTGM5AbAMt4nPzk8/kQHDhfxs6sAx+ABvAZGTKC0Gw2G9aE8IP/wlgrlYo+++yzoKtmZ2fDhi7ValWVSiVR5kvAhjNMf3EYx8fHtbe3p1/96lcj73YW+xs+D16+FweFDv44b2AvqtWqWq2WLl26pPn5ec3PzwffCj5zvvKgmT4xt55l4/1xdth52+0NfXf9AU3jbM5J6SYld+iK308bGzsqrWWXKcbuIC8BmttOP4yUQ5bxfzqdTnieB7cAr9iWSqWiTz/9NATTlIWm0+mQ4fVMHrYDIBJ95GX+9XpdT5480dra2rFodaKMRiqVUrFYDHWH29vb2tvbC/v9E1FNTU2FNQ5uPJgMGM3REZwDFBcZEgiGgMM8rjgRBpAoZ1JpoIQwDFNTU1pYWNCFCxe0srKi1dVVzc/PByXhjj2KAoM8SvO0XIzeePSKspYUjCWGE2GJHThoRQAzMTERaEppGc91ZBp6+3cEG45EIxAeIMLQBwcHgTZxjaMrSkeqT9pABAg22u2jg+ZSqcEhQlJyHYw7C57uZ2Evc+oGhpptNyJex+313tPT07p7966+//3v66233gqL2zxYcHTfHXX4FVoSMILuMrfwPBmJkzYP+lDqjKHRaLxkHFwRO4oS8z1nBaytrWl+fj5sHOCpc5y/YUgUn8eolV/jiBD3O6LN9cgzPOZlafDeKI0Fe2RY43GAXvF8ZMb/jzMulNc5csc8xc2DDsbqwYWjpr4xges8z9CR9p6cnNQ3v/nNV5aVoRd45ygNJw95Ja3viJvrOeQxzuiyXgBnH1mA13xNVLvdDuivrz1CXkulku7du6cf/OAHevvttwOaTMAK7VweHCV1dJtsGXzHfCKv7N43Ku2kwSGG0Aid3ukcbbDBujtsKDTEgYd3ycjBn64XYwAO+R+GHDvP8ePrBwkKnS8pLarX68rn83r//fcTB8BJw3fBOg3fYdvoByi8Z5J9vj07EAOXnr1iTOho7Mfs7GywQ+gc5kQaHHJMv3i+lwCSZYQuvl4SX8S3Zgacog8EL1tbW+FMo1Fo504x9MDZdNp5thU6+n3+vEqlorGxMS0sLIQNUHytK+/AwXU/0H2T2Fa4T+PBStwH1zPuZ7kv4+tdT9q83+4r+Vx7MO1zRz88MIHn3P7R4BcOyfONf/AheA4gQyp1VL1ANoz1b41GI5HJw2f2skevpkB3eBBZqVS0ubmp58+fH4tWxw40KEXgRGPSMaAptVotLFycnp4OaFIul0uk0SEsRtCVmpdfEUmBODvD0UCfyXbwQ9RMvezExIRKpVJI3RHRUT8tDbYec8MRp8ZGYUYpiRhgJHwRNQvFXKGhbGJE2ekDA7ijSm13LLCuGNzJ8TG5keb9oC2kcBuNhprNZnCmPCXJegNX+l6uNkojcMhkMlpeXtbh4aHy+bxqtVooi/AabBwUR0C8tpFAl/IHjCb1rtCDeZiYmFChUAg8v7KyonfeeUevv/56WKcCfd0oY3icb7jOnXrmn3IS6IgSPE3NMoqD98EXlJLE8+/OhdeEIgv7+/va2dnR1atXw4Iwxg2Pxord+Q/5jdPl3ocYQeRvR9tip3sYCjdq2ZR0tC4IJ4pAF55C3jwoJ62NLsJhIE0er7fw62IEzA23lzDQoLOXO8VlMQQgyEWtVlOtVtO3vvUt3bhxI/QPuuIsulEcFRjAyI2Pj+vSpUthLZ7LK/qFvykZQx4IVslSUsb0KnlF3ggC2CFqZmZGly9f1rvvvqvXX3897ArFeOPMrqOCzJUj/fyNvMJz6EZQ9FHb66+/rg8++CBk0CYnJ1Wr1dTtdhNrtaampoLRd2TWg1gcF7Ll8BXPjp2ZOICXkiVVTht+4lI+6IHeIZvxgx/8QFeuXAm6F77zwMcR4VGa20gANgfbHLFlXi9cuBAy5NDLs0Vx9hU6UXZVKBTU7x/twEd5IHxVLBYDbeBPsp2cMu+LngGDvFyQzJCX1BB0oFObzaZevHgRMu2jNJd5d/bxyfyd7odgI12Xuc3d29vTzMyM5ubmwpohArz4/c5XzB38HAMuHhy7/vRnxfrMg2N4At/QgeWTtPg+gGr0O3102VxaWtJnn32W2H3KQUjoz1zwHX4tPMfaM4BWNiDx7IyX/aL38OO9XDUOEPEDY8DdS6mfPHlyIp47dqDhToIjO9LRjlSlUkm1Wk2zs7PBoFDXzj7MvjsIjAoj80wUuiOWbMWZyWRULpcTpRrj4+PK5XKamprSzMxMYOhisZhI02GsKEuhPAuH2pG8GO1g/KcJNDydjcBKR4rLF0zH76D0yEskfA5cGN3x9/UV6XQ6MBeKkGd4Rgm0G8Pp6A+KBoeJuYoVMpkDykW8DGLUhuJgpx9q4Hd2dlQoFJRKpUIgQcDL/uK+6xnlfZISjhZbz1LzSKSPYOdyORWLRa2srISdaQhQcTh8XvlxI44h8bIo+JGsHXzI4k76NgrtXMH6WgfKGFFCLnNuVBmLvxvH8NKlSyqVSmGDBJdXlzEvY/TmmSTPnnlzGXEU1g0azoGXi7jzGD/zuG1xcTGkqCWFkpRarRZOhsagIksEJN1uN1GuiG5z9M4PFozT9hhuvnODGQeu7sj49+hUdhDa3NzUrVu39NWvfjWRBqdfzAV6YNRSAhryOjk5qUuXLimbzapSqWh7ezvsxuXyiq0gsMXZ8803mG/4ACcB/Q5aCF+WSiWtrKyEnd9w0smouLyiv6Aj8+dZA+bNs35kCFlfxdyPquuWlpa0ubkZFpwz1+vr6yoWi1pcXAzODPPP2ih3oB10AdzyUq+4HC92Ej14kJIlldJAd9Jc73U6RzsNbW5uan19Xffv39c777wT9ICPywEwD9xGaQQVlLbFCLaX6vAZ6LLbfmSacfsYPZCjpA3gdXNzM/Avc0MGxwM0ZIztf7k2RrO5D53GNe4HjI2Nhc0ppNF3dqRhAwACPKsYB0QObnhmFd0CTy4uLoZdF1ln5DtluqPL+N2WOG/yE/tizGHso3r5GnTDx0IHE6THNuo4zceMbac/6BFoRH8ALT2IRx78fpqDtdidQqGgSqWi3d3dwPfMDaXYMa/gS6An4C3WiDrY5FU9+H34h5K0u7sbslXHbSeiLh0BFaEzoL0cGsO2V2QtQK1cGSJ0XkuGMmQSu91ucP7ifqAw2SqUhbRMum+fiDPj78VoeCrUlZEzCPefxlmm30yeC64fdAaq4QLDeKXhaK07iO4wOjLgRgVGw+kk9espf+7FeI6Pj4eUPkIqvYywQl/2oMfwnYQpvblT1ev1wsI7zqOghnt/f1/Pnz/X9vZ24Em2qUyn04mDu3CCfT5xjovFoqanp5XNZkPGwrNi0MDr9lGGPAOecmfGnU/654ozVhSeGRjFgHC/O7ie1o/75U4FGULGBhLUaDQ0MTGh5eXlxPa7GGAUnAcebiiGzeuwrAp94bejZp6R84WHvMedrlGzQXNzc1pYWNDjx49VrVaD44KBJHPnusyVtWcn0F0YDC/HAuGNS1Zc6SO/bjBiBJDPHLFj56f19XWtrq7qu9/9rhYXFxMZUEdOoSFjGtXpY/7gYbY0LxaLmp2dDUHb3t6enj59qs3NzQSIVC6XA1Lr50i4vCIr6BkcPjIWAEx8jjOIfPo4+d91JvPijoLvzOZ9KJVKwY5w7agOH2sFP/zww7Czi6SAYlar1YBaehbceUwanAPia6V8cTRyT0BBc53uIFNs9zy4joOuVquljY0NPXnyRDdu3ND3v/99lcvlEGTA4y7nbv9H5Tt3WrPZbKJ0ztFlnEtsXbFYVLVaDWOiud2BX3w9FZt7eHZoY2MjBEzwPzznfEPG2jMT7sQ7uOCZYtdvPOPp06cB4B31vCXmAl0EiOsHMVOO5+sJvQzb/RSAv/Hxcc3NzYV1BASb7vA6D8Y2w+2GA2cxAu9Ap1/nGX34ivdSMuWVF6M0nuvrIPGZ3C/wNX1zc3Pa2tpKlLajg2K7gd+Jj+s2ZGJiQtvb2+GcMXjdg0APctzHRK7Row5aOWDlARrgxdOnT1Wv18NWxcdpJ85oeOchEIuSiVY5BZo0jNc7ujFm0n2nDhd2UDF30FCUENMXfnOvR22+8Jtn4iy6g+CRnEfAvNeZ6qSNMbsDhSBIShh8T91zDczH9zEC4yiXz5cLMaUgNIJAT71jjHCo2boRZMbRUOZPGgQ/jMsNerzm5aTN73Nj5UoKJ6TRaIS09IMHDzQ3Nxd404MMSQklg9FIpVIqFArB2ccw8xvjTNr78xYlu3HAsHON11bDH55FYW7cGRyVds7L/iwccVdorvC43gPJvb29sH0rtOeZvte3lCzn4fmeIYwDev/cy/EIfKC1I7A+nhiJGVZ2dNw2NjYWjMHm5qa63a4KhULQcRgI5i1OkxNYww8s3PR1Bh54oL+G0d7pA8/Aty7b6DpKWXd2drS1taXLly/re9/7nlZXVxMZJtdF0Ml11GnlNQZvkAtKSrrdo9O1cUJu3Lih2dnZhLx6eZjrS+Q1nU6HRb3wstsMAjrAHEcMmQNsALTFFpBNQS+6vEIzdoFCNk4rr5lMRktLS3r8+LEeP36sTCYT1j6Oj4+rWq1KOgoakEPXw963sbGxkHV1u4jTEgdNjG9YuRCOrQNk0Im56XQ6Ibjd3NzU3bt39YMf/EBLS0sJG+16kWDIKxpGpR1j9iwdfZOUCFjpfzab1eXLlwNCW6vVQtDrsgAN6Fush0CZO52Odnd3Q18IwlwmvDSLzzw7Go/fkW90dbd7VP7KBgDSUTC6tLQ0Eu3oD76c98GBVv5Hj3v2GL3HfLImDR3nzr9n7mOaxr6W0zoOgGkOIsdBiNsHSQEwZa0TOnoU3w4/h356f6XB+jPXtVNTU1pbW9P29rYeP36ser0enuUy6S0GtAjUpqenJR2tm/R1P+6fI2/e3M5jM5xeBJfwKnxLpQi6bmlpSZcvXz4erU5K3HQ6HTpAqcDh4WEisnfiUubkTqI7CUS/PmFxKUcc2MRK0iNfRwjidJs0OKvDEQw3OvSVa6RBicJpAg0PljzVhgPqjkLMoDTPzPAsj+AxdI4AMzZHdwnsYNxYCAkwKHPo9XrBmDuC6s6dCytlP/DJMON13OaG1BdbsmWo9+H+/fu6ceNGSCWCZCJU0Nif64aTOfGMRZyJwMHw+lDG7SlynzM3yhifGFUl4MYgfp7xOU5zdMQDAT/hFbrAT4wDgxCX1LGDCE6DOycsTnN0EsU3DKCgxYoYmrjMOf1jxE8anCPgTv4oqXAaAd+FCxdUq9X0+PFjHRwchJ3nXJ/EdcoOyEgvnzrrvEY/X8VLDkTEfOu8Bs+QydjY2FC9XtedO3f0rW99Szdv3gxzgQPtaXV3MNx5HKX5MwB0OKtlZmYm9Lfb7eqNN97QrVu3QlDtAb/LqzsLLhvwipdQedmTNChhYfxxRswDO5cH/o/lFd5LpVIvOd+nkVfpiDey2azW1tZ0eHioZ8+eBbTSMzLtdlutVisRSNOvYb89YGVu4n7iYDjo586TO4n0lfc63zUaDX3961/Xd77zHU1PT4eAk767o+rnxQwLmk5KOxwifyc85Fkn7F4mkwkHNVYqlbDuBzlxecEuO1/Cf/yempoK55y4zoN+rrvgG+wyQbJnKRkP8u96utVqqVKpBN9rbm5Oly5dGpl26A9kVlKQA9fZ8DiZU+7lOhxSyqfd9vlvpwufIYfwgv/EgQd98jnwjEIcuDhg5YufT5NJc3vpDbvoWQ7sUjqd1tzcnFZWVrS9va319fVAKwBOAjDG4ZuboJ8YN6WCjMNp5DR2/eYBngcj6DkHrnxHKw4UJZN85cqVY/PciTMarlBdmTlDepYAwZReRvZ5LoTiHa5sYkZzB5nv3PD48yEQk4yDSPqeFvfTEUdf4zBqY7KpXXSnASfFBQ1mQlBxDF1oHGkmXcv/OHs0TxV6uhannfnz1HAul0sgCTyD9F2MCqKUmX+vw3Wn6aTNUbC4ZMUVBYYS3shms6GvPgfOZ9DBS8H8O2mgFBlj7AjHqV83lh4sdLvdwH/uuHCdO1VjY2PBcea5J23uDNN6vV7YTavVaoVMGGNyY+KNQKXbHWz1zPPIZvnW1O58MYfMQzwmNyD+t9PbnV/ohuwj15OTk4mM1WkavDw7OxvQQ8orSFFLCmWb9BcQw0vU3IFywwjvxWl9L1VwhNmdP3iF7wjw2Mq13W7r3Xff1VtvvaVr164lDuZ0B4h3oEuddsOQteM0z+rguDBO+IP3MQZKYD9PXumTZxpjAAod6AGDZyJdXtG9brfgN/rlO8lJSVALnueZ6MvT0E46mqOLFy8GenHwoYNQfnaHj9sD8DiAcv3mwTDX8A5KUeFPnuk8KQ3WaXS7XVWrVe3s7CidTuvf/tt/qz/8wz8Mu+Pwbs80ojfQ6Q6ejdrgDZ8X9w2wde4UY99XVlb07Nkzra+vB3S43x+Uyzlo4YFAXDqEE0tQ4IE8DiS06Ha7YRE6DV3g8u3ZaAJMgox6va5U6mgnUHbOHLW5H0efvNICGvM71s3SQG9zkCHAgfuFcQksNPKMpcuZgzZx4OFBhvt88fO4zku3YpBg1IbtdjCV93OWmTvx0tE8X758Wevr69rc3NSLFy8SFSdu43i2B7o+J14p4fT0McE78Kyvk3F94RsBxYEHh27W6/Vw5MC1a9c0Ozt7LDqNBPuBbEsKjqs7BwhxjOw5EfweflzomKBXNZRI7OQ5+gVxqX0HfaHvw9AbPncj5ajaKM3HiaPiyl4anA3Q6XTCqYvT09OhLg4nB0UkDT94D1r4uhaEgDpBggsEzxesevDI+FEcLOiCvqlUKijveGGwdDalGDSeGy9G9yCSBZ9x8On8RqDnStNT3Y50uIKDJjFS5cgDAu3oGt+hEFz58bx4lzCUwGn5zlsmk0mcPeCL4hgv8uRrH2jIJ5kup1WcQpeSiKc7d978WtcH/O3ZApchd1Jx7D0LeRbBBkH1zMyMXnvtNf36179WrVZLrGNyI4dcu8OKvkHWcT7csfLxMkZq3r0ULNZrcZkCe9ZfvHhRb7/9tlZXV3Xp0qXEfvv0FT51R8fLp4bN1Ukbz2MBIc4agQ1rKWgeLLicYfw8Q/Hb5FUabI3s+swd62Hy6mVpLq84yPTByw1SqVSg8bDNPE7S0FtTU1NaXFxUNpvVL3/5Sz179izwO+Ue6G7PpHkfY4fMbQ008zEzJqe3VxU4zQAe9vf3A99dvXpVf/Inf6IrV66EDTroE3Rinrz224FJB3hGaTiRLjfwmu9Y5vxN4La2tqZqtaqtrS3VarUwfnyIOBBycI5xQjdfA8W1BDtug9xhZM6wG35oGva6VquFLMbOzo4ajYbm5uY0Pz+v1157LdjmkzZ0LfTi/eyMFAevjIcgwgEPAj2yHcj9sDIjKennYSeQW+nlEioH8Zzf4V3P1DlQ7JlSgDZ8h1GDXA8I4syP87Nncvg/m83q6tWr2t3d1dbWlra3t18Cz/0dsQwxV/Ae7/RyJ57l620ODg6UzWYT+kEalNJDP9YAcR9neBweHmplZUXXrl3TvXv3js1zJwo0nEHckXPn3VElv8/TiXFQEbdhgUeMgPLuYUihMyUoHjW/9BWB5lkYFxQu/8fKYJTmiCWlEigaDksh7e+IB8hVt9sNZx/QZ8/ASMntWD1DdHg4OMKe8bsT6Q4Qtcxs+0vkKw3WR2BEmG+E2ReMs8tJrBxOQz9H1xx5iRFOrodu/lmsvBgXfOPlZXHgGn8OP3vk704hzmKv10vsiS8pgZSC6tGHYQ7zaYwvcoSyZcEgtb2+3gbj4Gg67ydzhAPuAZqjlo4wc6/LaOzo8X0c6HJ/vLMZsgF9/ABMDwxP67SkUqnEIZ23b9/Wo0ePtLm5qVarFTa+kAZGj+aOves7Ph/mLNMw0mSQHDn1IGFvby/Ulh8eHqpYLOrdd9/V2tqaLly4EM6KiJFEDDI6AZ3h9DptkDFMXuFlX9/kToOkBP+4cXUHBJo50uxr8Oi/Awk8m++QV3jInTv0IE4koI0/B3mlD56tYfyj0s1BonK5rDfeeEP5fF4ff/yx6vW6Jicng5OP7nOZ8f+9xQAgPzj9HnBAIx8PAS4HfDUaDXW7Xc3Pz+tf/at/pTt37mh2djaxiURMN8/me398fk8rs+ha1yHoFuTHHV504urqathK9pNPPlGr1Qq6mD462BcHuchYXLrpQR798XIadkVktzTPCDIvyCo8h/wfHh6qXC5rbW1Nt2/fPhXfMR++1tJ9n98mX9LAWWVLZfwFFi+7XmZOeDb6E9n0OfLrPWBGr+LnuB8ar91lPnq9XtgS333GURr9cNvntMDXcjvh4Njy8nLYovuDDz4IWUH42MvfvXzYgxEHPNymxMGP74bmPEfGGflEH7BREPOLPSoUCrpy5YquX7+umzdvHpt2Jw403AhICk6Ho3FxRCYN0HfPNDjy51HssDSaR9RMGp9zr6NYKJB+v58olUKAcFrcGLqC9kjvLBrCKylRQsOkOhrqDjrCivDGJS4u6C7IGEQOnMOQYkChIQLpawPcQFDGw7x6AIjjiZKg3Mt3i2HORxVmH5+jLh7ZU6LhTq4LZ6ygmGd40dEBpysKLv4evnED6anHePeuuE+eimc+3DDFjvKojp/T3+XCa9hjmnhzJIYSh/gAO3+OG6y4Dx64OTLqxoKxc30cwLjRIUihf64bTuso857x8aNtj3u9o4V3OPEbGxsBUQQ8oPmOP16y4wGWO+I4FugGxoHT53+DMLFt+N7ensrlsm7evKl79+6pVCppenpa8/PziXOFeA9BBgYw1r2nkVOayyvz5lkzR2hjICmWVz7HELrucXl2xy9GBOmHB4OxYfWsU4ymfp68Os86759VoNbr9TQzM6PXX39dFy9e1KeffqqnT59qd3dXBwcHCWcdO9zpdF6q9/cgy2XXy27jEj7GgY1qtVrhpO9er6fV1VXduXNH7777bliQ7+dXOdoNjeE7MkDD9LHP2ygNJ86dO9aAeJbBA65+/2hHucuXLwd7+fTp07D4nmxwrJfjTVEIUGPw0/UceqXf76tWq2lzc1Ptdltzc3NaXV0Nu/j0er0g62Q3yM5wllWhUFCpVApnOo1KO+5D13imNpY7xuBz544ucw5oyfopDxZeJWuu091WuI1w2aZvvBOnGx3smTJf90AmFz4dVV5jfwMdNzY2lthS2mnqY8tkMrp06VKoNEmlUtrZ2UmAK7FNBsBCbinzc5/M/fF0+qgMuFQq6eDgQNVqVdvb2zo8PNT8/Hw4Dwv/BSABnxF/8ODgIKzLWFhY0O3bt8O5KMdpJ16jISUP0Eqn0wElRXk7UuRIRYxgecAyzEmJr4+J7s4KzOWr7yUFIeUd3g83TDHChmHm/9MaD2joJTJMIggmNAURcSYGffKyFk8Re5DnW77CMPv7+wGFitEB7nWDipHxutxut5vYJtERPQQFtEUaLHw+jQHxPvricujnO175vDuNXVEylx74xnPi8+386xkLnBbmFGXhpRbMoTuV/X4/CDBKiDll8TqOkCv0UehG/9zZwAB4oO4ywBwyZ8g0zprPhxsKLwtyuqD4YwMyzClzHcMYXObdIeZeFCTOnzsCozZ3utmFjXnBuDebTW1vb+v58+fhfBE3DvCm7zvvhgM6Yvhw/H2zCvQCP3zW6x3tT7+6uqoLFy4EQ7KwsKBSqRQCDN9i0cuxCI4wwPHcnKbF8hrzCmOI3+02IXZG+Ntr4n2uPJuJoR8WxDLGWDfG8sozXyWv6BwWzrq8noXMokOYPxz4UqmktbU1PXv2TJ9++qm2trbUbDaD00y2A8cmDupdp7HBw/7+ftg9i4y+7yAHnUDt79y5o9dff12rq6sqFoshyGB3Qi/75Bn0yevUoTE6xbPzp2mur90u4CPk8/lExQJ82ul0wkJ8FryyCxWy6bztczbs0DeXeb/P7QXnxzB/0IxSSAIKZH5yclLNZlM7OzvhSIEbN27o/v37pwrQXF86YONlRbGzLw2yhHEZHFlv1mw67Zw2DizEc8f/Me/yeRyEeJ89m4FdwzmnFN13+4vn7qR08/47qIEu4owd+uI6jLI91tuUy+VwmrfruRhE8/PVYp0TA33wOplQNjyQFHiuXq+rXq8HnUAGhLW9kjQzM6PFxUXdvHlT9+/fT+jd39ZOvEbDnROMlpcDuJPugsWPBxNxUOGLatyZkJRgzBhNJdJ3wfDFklzjTqILjqM5sSMzav1e3FzJ4xQNc/ilwb7iKJ/Dw8Nw4CHONgqJ9RU4rDjEBBeg0dVqNXEqL3PliswdGw9mYChO3aWcyks/SPdvbW2pUqmoWCwmlNaozZEQpyXKAkeALSB9cZSX9UBjD35jp8WzF46Qco2XsHiqFzpxL3zqgQtOgwc47tSzgN37zzNO0+BxUGTpSEmRAYr5D76IMysEDC47LrPQBP6k/1wjDTKV/h43Fj7nbkxcNv16zySlUqlQahhna0ZpPBtEiJIfdjzL5/PK5/O6cOGCqtVqUNIgosNAFS8ngi5k/xz99d1rcM6KxaLGx8dVLpe1uLgYFlpOTk5qZmYmlK3QTzc+rn+Zby8XjAO607RYl/F/u90ORstLkuB3eMJly+UUGXLQyAMS1+HIq6+FYx4cPOn1ei+dQQHv87nLq6SgK1nAHssrfRu1xc9hEXMmkwnlNZTLcE7K7u5uOHXa16ANc8Q8yPA67M3NTRWLRZXLZaXTyT37s9mslpaWdPXqVZXLZU1MTISgIj5XCBpR2uO6URrY8RiYOK2ei2mIvFHmxjtcb7tziiNYLBZ1584dZTKZcOI2+g1bigMpDYJCz4zRB6+GGObXEBxOTU2pWCwqk8mEg2jr9XrIIrXbbeVyOXW7RxtTSEdO382bN/X1r389bFpx2mwQ/UI+oQ0+BfMV6wqXHcqonTdiYNJtCnzA/d4Pz5D4NXEmgc+xT569ZN6x451OJ+jI05RN+bPpM3rB7WoMjiGbzvfFYlG3b98O60xrtZrq9XooQ/NDRqG3+4bOU15R5PPkMkiJO7uKcvgfZ41hkzgImzXOCwsLWltb09tvv53YXe047diBhj/QhQnDmsvlEugtaAGD5/phBg1mchTGa9VxkjjPwZ1PRw4QEjdyznCxU+POnKNargjo32maPwsF5AIsJbeS8zSvl5DxPQuZQEVQdo4YMQYWPrGQ1csGMNwgWF4yFSPJTi/mytOmoGkbGxvq9XoqlUoJQzJq8/E7XTBsjMOzZo5mgbD49suuqBB+nEpJAa2k9I7voV9cF+08FaNdnmHhtyONyAY8DHp2VkEaP3FpGGl+SS+ldr3FsoKzyNjdCPh7YoeJsQ7TCd7POMhwI+bvQq4Jin0jAKf3aenn7y8Wi+r3+2o0GqE8bnz86NA2gA3Q7larpb29vcTJuo4as3tMsVgMh1p99NFH+slPfqJbt27pzTffDHRDN/lZEJnM0RkLHEoXH6KJo+nBmgfdzOWrMkujttj5Z96QQ/SMB13IKw6Cl1vwTO+/Z9ikgbyyyBEbQHkRz/Lsr/Ovz7fTx3mAezyoRnfE5W+jtngOYvALZBJQYnp6WhcvXgwlSb1eLwS8OKiHh4fhIFsAmZ2dHV25ckUrKyuamZnRL3/5S/3DP/yDrl+/rm9+85sJpJIsALwyNjYWHBWcyhg0APSiZNnH4WuFXLecBaAiJUvwUqlUyDQ7uOZzGWfxpaO1MXfu3NHU1JSePXsWMhvoH9/Wlc+9zJF3x7ozdprhV+aGkrjt7e2E0+cgD/27ffu23n//fd29ezeRGTwN7eg3cuFAB/5YvDlODDjxDPQV/QKcjH0eB2A8+BvGE9A7BrX9Hq+ycJrzw5oEaRAknkbfMSYPbhwodr/EfVunXSqVCmcIZbNZPXv2TOPj4yGo7PV6Yf2Ql0Fia5ynYl/T38P4KbM7PDxUtVrV4eFhAMmYb7Z3LxaLarfbKpfLunXrlr7+9a/r+vXrCd/mOO3EGQ1HhWlu7H1xptexovT5cWJ4Op+J4zeonSsp+uBOjRsjDy48PRcbmna7nTDcExMTiTIGd7DPGnHxRWP0ibUHNJzfQqGg+fn5RMmBK2pfE+BKHYWOQuV5PncoEH5A5F0Bw1Tu5PlcUKqxu7urdDoddiWK+3QaejlPeJYgPisj5gcPvlByjta7IiDIg6Z+Pehn7CC5M4eRcdpJg7pKVwY4pV4D22q1Qo1zHOyO0vxenAdH2L0P0pHixTi4UXSe9AWSvGPYe9y5jfvjZSYeXPg8+TzHAT/ODiiib6N4Fshy3Gf/GRsbU7lcDrXwpOJpvpmEO6mulDHMjnY1m01dvXpV9+/fT2xtHDvZIFHFYjGg7sMCaOgcz7k0WHAZI4hnoeN87qEf/MK6uXibXe7zwNcdHs8uOS+8Sl55tu9G5kF7HOw6sulOHf1BBjDqDvj0ekclLdD6rGgoJc868fH6mSce+He7XV24cCGMw2k6TIZSqZT29vZULBb1J3/yJ4HveCf09iyEL7B1fnK96yV+bo8cyMP+eYv9ilGa6w1p4OACGPlGHDFyD/DW7/dVKBTC1tCPHj0K21tTGuy8CV9gm5133U67g+7rLiSFdQOU98Bb2Ww2lKi1Wi3Nzs7q9u3b+tM//VP9wR/8QVibcxraxeCMZ4p9HQ9jQ++Q3fEgy3d+irNqMXDKPV7iyfzFskQfh/GfN3wY7Bu6BJDQy+Xcho8it7HdA2z1QAZgBd8O0Nx1v3Qkl8ViUVevXtXk5KQePnyYGLtvHy/ppSDDfRCXYZ7tgcn/x96f/8Z5Zfn9+LsWkrWyuFMkRVGSJUtye+t2741MIxMnSNKDySBBkP8x/0Hyw2AaA2QGs2am2zPdtrttaxfXqmItrGItnx/4fd16P5clt1ikLOeLOgBBspbnuffcs77PufdBXviuxy2cKlkul1UqldTvnx34cP/+fX388cf6zne+c24/6avQRMfbujNxhsXBs2eWjkB5kuFIgwsbE+czHtz4/WF8XC6Lx+qnLcFgL/XxYEFHrFCGqyKfGyVugiSIOZOpO7rHkxm99O8ZMk4SIyElkwInD34I2r230QXVDZkj+t53iOJSeve5XoXzcOfLumDwPenEiFDRINnAqXgi6sEO14A3fI+/vdfeZdmDyngvgqPQ7ohBW1kDjvmMFf8yvIsDPV9P1pnXvMLGuPyUMtogpORmX+Yz7p6e+MEvDD8VMV9XTw5jQMK/y8P0hsNhMOqe9DpdVu58vozHUSlO7cBuuOGHL7zniYdXkNwZU9J3pH44PHty/crKivL5fHgfm+jr6jbZ157xxzbbg4CrJNcB9LXf74e9W1ISAPJ9Vqwzhw+4bvt8Y311fmHP0Fe3dV+nr4BabNZl/IzR9ZV1ZN2hq+SlByFuO7yyIClUeF0HPPmQzh9KAT9mZ2dVqVQSKKu3gZZKpaBfnlB7ouaIqgMUcfLmwVYcUHrSeVlijlSyaTOWFJJIHiLp90dW4ifKVyoVff7553r06FEAF9h/hVx4CynEMeKesGIX3c4C1g0Gg/CdVOqsFbRQKISK1MLCgj788EP95Cc/0QcffKCFhYUrAfR8ndymu8543OTJO59nXemOiPdnxcBRDCbFFQivbqDHfh2XR5e3uIXSD76g6s01XUYnIQfTsEeePLh/4kABf0q6854EmLbE+fl5/e53v9OjR4+CDHW7XRUKhbB/wn1ODF66Dc3n84Ff8CeVSoV7+qZ5nmcEoJXP5/XBBx/oRz/6ke7cuRNOD4vH/4dooooGhDLTm+3ZFYzwKoJ0vs86dnQuTI5+uNF0AfFgmP9duFkMR4+lUbCFcydwcSfNz1UYQBdKN6o4KcaDkjqCPhgMVCqVEmVyd9ogXeMMNgZzdnY2sXkcZxKjr76JD1SQezhSwNr0+/2wgYhxcp3X4Tzi66XT6cAPAgRQDAyM89gVzYNb+O/ySomW+0s6ZwAZgzt4DCctLR5gErRgFB3x4FrIy1WQj82RGzfybAh1viAH8Z6drwvoWW+XJ0fv4+qIy6vbB/hH0OhriE6ApsV9/leV3DI+fr/sbxINZJ97u67xGmvhlQbkl6MN19bWEroFT7zXmfd8ro5Cxwin66HbNUdY+bzP77IUyx6vEfjhtF6mr+ifJ5ueJKCvzk9fG0nneOVBtvsKqkWOgKOvvqkYVBx9dfDrqigO/Hzc6Cb+IQ6+nA+e8MaBGvpI6ykbVt1HeqLm1/LgchxQwP+Mwe0oaz2uqnVZPsZ2B7vOb9qoHJjDx7ns4/+IQfwEt8ePH6vX66nRaCQSd/fdXungWrQ7s/fFj692vWYe6fTotKB8Pq/r16/r1q1b+sEPfqDr168nnmV0WdmLbYCDKfgv5kUlF/vMa8yVdtF4fjGCz3wBsNA34g6XQY/JHL13GQeo4R4e+/keF4Jtbw+c1ObF33HdGg7PqmKxH2CuzB/AwO1joVDQxsZGaA9/9uyZJCWODS4UComWp06nE2wiPGTz99LSkvL5fAAMh8Mz8Ap/1el0dHx8LOlsc3qpVFKxWNTOzo52dnb00Ucf6dq1a+c6NVx2/hBNVNGAXMlwjtKo59uzznGbc/hxpXbEKkbVY0Pmk4z71FBWdzSOxmI4UBpKo45auiBeBXmgx/8Y3uFwGMqg/f7oFCMvV5dKpSC8X4fmxUmcoweg+2S7oCskJNzbFZL7lEqlgObRP4qz6vV64XQeHPNVOl/4BeE8cKBsjGesZOue2CILtAi5PHiQHZ//zvsui3HA6ffyxIVruGOm6gSPkX0Ppq6CfN3hi1cLvIUpRih838u4hNR552vD+D2IGwcoePDH2iDrJA6OqDEmPwwBZ+gOPw5sr4q8cuM64bLFeyCh43TA7ZqPeX5+PmEfPMmXRg8jQ7/57eMahxjyGa6LY/c9O6+Lvk5fCb6QPQIwt18xiuprzTWHw2HiFDVPzsbpaxwMIMtxGysJsqQEgIFN9LXwNbgqch/pdsVlziufceKJ7njlbFyi4fto3IfGVa+4RcPtqSc3ruuu8x78x61psaxchlyvpKTtoBpxfHwcNvIzDmy485nkV5IqlYru37+v1dVVzc/P6+nTp9rf31e3200cyOK8d15Lo2PC+duDdt/jwGETq6ur2tra0t27d/Xd735XW1tbiXHHfLsMD10/PO5h7xOJhldZSa4cfPN5osNu7yCPyfibhIXvxaDRuKTbZQ2ewGPAZexNbF/juU9KsT/0+XI0bLvdTsQkyBfz5vMeJ1cqFT148EBra2taWFjQ8+fPdXh4mOi8wW4Wi8Vgo7zFimdhUPXEj/C3d86USqXwDKbbt2/rgw8+0LVr10K1LY6vLyJvEycaMXLkhsw317qixagZmV0cuHG9lzlqDIFT7ICk5FFtrvRspKS/lSdgcp04iLpKig0hAT4oB60hJCDeekArDnzje15NQqhQWiog8KTfHx2nyXedHOWEVzjzhYUFSaOn+2KkQflIVNyBvA7+MTZ+s8ELhYZP0kjpPTD1SoLLYuwUfWOf07hN9wQrsWPBGXv7Fo6FliWXuYsq8B8ilzVaIZAhP8LOkyUPCOgddmPuehsntPCNgMw/x/di+fB7w0eACkdAvd0AwtHFJy1dJb0MePDAi/953+0f5HbQr81nY0cf66E0av2Jq8eQ8xveeLshn/EAFroqQMWJ67Oe6GY6nQ5BGomZNNIZP8yBQMF5FMtcrK9xoMJ7fC8OwP3ebjtjtBqewcNxa3CVvItl2lFh96U+N3gwLvh3Px3fI5YFT94caeZzHiD5jzRa7zg48WTQ53nVfHPE2pFYTqajbXlubi7IlrfZ+ZHz+LhsNhueUbO+vq6DgwM9f/5cz549U7VaDXLrwbI0eqAk/pFkHx67zs7Pz+vatWu6ceOGdnZ2dPPmTd2/f19bW1uhVetlicZleRaDZ5yClMvlwrGonhT4GIgzILfjzlf2d2ALHJB29N99otspeCUp0WJFnMJxzHzHfyPPbqevyubF/HNb75VbwGTG7PYLeUM+XeaochweHmp/f1/Pnz8PJ4li6z0GHAwG4dQoZI4xUREByCqVStrc3NT169e1tbWljY0N3blzRxsbG0qlUgEQYp4OGrwqXbqi4QE+EwGxdcMfVysIiBG+OON11CVOInxxHIGJUSAfn2eM3m5BADjOCL8OelkmzRhPTk7CBjA+n06flWH39/cDz3xzELz2diicOEfieu+klES6YmflioixnJmZ0dLSkiSFp4bzcBd/NsNVIvIxxQEaxhwl8ofXuCKg1B7sUOb1fURuwGL0Bb7GMuq8pB0AHnulgs8RxPjTwMcFClfJM2QrnU4Hx8HGx36/nziyGGeJc+31euGkmq2trYCgeAXG9dmDD3c2ztM40HBH5KirJ61xEh0/v0C6+oAl5iP3cP3wAMrnx2vxCSjYrrgNzRNNfrsce2KBjnpwGAfM8M5/JJ07zvV12rpx+op8YIc9WXB+ur7S30x7pLczYgNifZWU8D/uE/y6BE0OFuAbkC/6nT0xmQTVuyz/kDGCKsAnPou/jFuMPdmN/Y10vsXNfaW36vlc4xZTxhYHwLH98STxdRDXjbsYXP55YCCvY7uZDyfJceQnfIQflUpF5XJZN2/e1O7urp4/f65GoxESj4ODg0T7MYHgixcv1Ov1tLm5qeXlZQ0Gg/AMk0KhEIK/9fV1vfXWW1pcXFQ2m1W5XE4gz3Gb9GV1OPZpzJeHMObzee3v7we/hjzQdeFHrLZarXC8PXqLTvlzZ+Lk1K/BOHjPAS3uz74uPott8Q4R/w7z9Llepe2LE3z4iH7kcrkwNrcz8JIKA48gYF7SaJ9tuVzW9evXdXR0pL29PbVaLR0eHoYHyMYbxpG5fr+v7e1tLS8vB2C2UqmoVCoFf84DIwuFQgAkSSBjMGIS3b1UogFjYQrKgCORkk5POh9oY4C8TWAcguNC55/zrDdMKmpZ8THR6wzqwLFhsQN+nfQygw0v6Zkvl8sh0CO4Itg/ODg4l6XDZ39gH315CCFBJPcGZfc+d3iYTqfDo+gZDyiQb4Tz05heZ6Ihnd9o6ryLE19HRmOj5ckaQY0nmwQ7koJB5VpuADAQOBOvBiBrjMUNM9ch2IkrS1dN6BGIMsmGH6EIIRegVDxYamdnR0tLS6GC5EgKcyC4c+SJ+7NuzusYBKCd0ZHl4XAYWlUcAfQA4Jsgl5+XAROO+qKXMQjiNonx+3W9EiaN9mDFAYYH2R44+fuO6vk+pNcNqDjP4Ms4W+c23PVVSrbvULHEKXvQ7/oonddXr8K5vnq1h3aCWF95MjPXwSb4OF837+AF/GIubufcxsXvjat+jUuSXfa4p/tlXmMtkaO4GukBXgzi+L1fF7ncwwvAOsCluLURWUBfpbP2aipbtJxg8+DZ3NxceI5FrVZTtVpVtVpNtFTxnU8//VTD4VDb29t6++23w/XoYlhdXVU6ndbi4mJopXSb8LI46SqSDchtCcetcujF8fFxsLt+UAjHfff7Z8/5qFaroeUGX8OJc26rx9m/uIrBeABbiGFA/12+uI5XlYbDYYhXPKF+HRSDRsgX1Z98Ph9AYAfj0TnAUl73TdreEsqzkwaDgRqNhur1enguDi1rJAmff/65BoOBbty4EY5s9kRnaWlJg8FAlUpFxWJR0mgfKv7cbYWv20XoUomGL5oPxB2JP8THT7PwDbBuwAkupOT54XyO67txlc63csXZF4bwD6F8V6m0X0eeAbth9KAzl8slqi0kSvPz8+GMcpTNT1pyo44xI/lgsxZKH2f5HtxQDclkMrp586Y2Nja0sLAQqhkkGQSHPq/XTXEA4wEJG/8cUWKe3ooTP0sC4wQPOaUCVBM00QM3D9i4FokLyuyn2HjAwu84QXpd/CKxqVQqOjo6UrFYDGV8nKJvSqdC0+12NTc3p83NTS0sLCSOKHVkPm5d4W93Fq7r3Ie5+wZRNrL5BmE3xMh+LL+vm1xvpWSrkqNnbgs9iYyRZG8d5fMe9Pl34LW/jxy6/fP34Tl22O3M6w74nGK7zL39RJZYX3G4yCL6iqzFLbqvoq/OJ2SUNUA2qbRIUrPZDN9z2f2m+MZY3U940DEukYsrDMig25g4ePAE4mWfY/7uWz0pRMZ4LX7ooevqN8E/15k4iWI8zks/ZhXdKRaLIVD1FhiSFkkheJubmwuVCtdZQK3r169rMBhoaWlJ29vbKhQKwaZ5dQ2kmYpVo9FQKpUK7aFuF14Hzxy88WpLoVAIyT6AZly5SaXOHkB37do1lcvlEMAy7mazmbBLbNImcfH4xW2iJ/gOZpFAAOoBHDpvfPP665a7GEiBYvCJ+CSOwag4sPYOAAMAut2cnZ3VwsLCOZ1Flra3t8/JXGwzTk5OEk9Kz2azajQaIbZ0vk0qc5euaMTJhpeNCAZYeA9IMJL5fD6BCHtbBULnLQfSCHX3gJr7uyHxY/kcIQS98LaO11nOHUcvE0QMoz+wKpPJqFwuh43YoCL7+/vhhAd4Hyd7vmnLN4H7A3RwyCAQmUwmID/FYlHXrl3TvXv3tLy8rGw2q3q9HjZcgQLSFvRN8lBKtlB5ksDae7LqCRkGKW4ZYg5UbLw1K94g7ehdnCyz38aDdXhGsOwB3zdFyFKpVNL8/Hx48q2fZMOYGFe9Xle5XFa5XD6HHMVrPq5Nw/92ZAkdhB8kGBwfia1gXUulUnCAOJtvCpkfRx70uXN2ufDxu21ytN5l15NOgkQnb6Xy4I/P42C8rZJxjQtQv2lyhFZK9qn7nLFnIIC93uiJvszf+8I9WSEpjfXVE0KqZ9JZ8HJychJQa/TV9zB5e9ab4h33dsRzXILJWP39OEGI7fS46jDXBaDzykUs+7FdjK8L/6VvLkmLQSZff54NQRvOcDgMPe2SQpuPVwFBjL1F1Kv5tO54UsdvTo/yI0eLxWK4Xzp9dvofMQnXxrd7q2g8x6uURw9CU6lUSDDm5+dVq9US1QJ00zsk2u22KpWKlpaWwuExtOl6JQKAEl/sD7mDH6yZyxt67SC1V0T5fAxmMadvguL7MCfWUho9B8OP06alH7mDZ77XTtK5uMVBF5dZEjkqcvhZP60PG4fsZjKZxPM2fD6XAaYunWjEFDtML7F6pupZrG/k9O9D/r9vEvQzib2kh7L6axzj5y0k7vwvm7Fdhl/SyCBDg8EggYRzBCHzWVhY0M2bN4OiFgqFwE8/EQrDigNFsOfn54NhyGazifOTEUZOIrh165Zu3LghSSEIpOWMox5jtOibJNZxOBwmkFEQAZ7AGpdg48AP5Y7b/fz4QQIe31TuiJ2jfig0bUjtdjsxhm86yYAovR4fH+vo6Ej1ej3hdP18bVrw7t27p2vXrimfzyfO5cYZ+KlnfjpQLBPIYHwKCIkqP/CagMqfGcD7jn69KYoDGW+BcsPsiJy3kXoglkqNWhil5H4pb+sgkHOHEjtXd0yxbfsmUeVx5EilrzfzQF9TqVQisBunr7zHb0mJoAz58U3lVJjwI66vBKHoq8vYm0zQGC/j8ERdSh6rje3yoN9tDXLlPtDBGL8PNtSDa/jgx5bGbX3jqsnS1R928SrE/TxwYt4ErjwoT1Ko9mPn0SvXcWm04R3+II8kpm7fAPwajYbS6bTm5+cTx4vi42dmzp7E3m63A/rvPvabBkNBzGu1mg4PD0OVGfkhdmu326rVajo4ONDNmze1sLCg2dnZ8GBR73rwxDQGgYk98OVeSfL9pS7jxHXSyO45uCB983I3Lo6VRnuH3N+533AbzZojo1Rp/fv4Qbdh7JfFj1OdwGbi593+oQMAj75R/Sr4duWJhlcbUDxHsZwpOBpHG8aVzZis//BdyJFsb5HyBy1BGEavkLwppyud37dCAuDBGBsh/YSWnZ2dBC/89IzT09PEWd8E4ASQfsylo82MYW5uToVCQTs7O/rOd76jUqkU9ns0Gg31+2dHUnpp700GLi5TGCSXF5yCn6olKWTu7jiRF77nVTUckJca4Uuv10ucCkbCR4WDjf5eeXkTlE6ntbS0pOPjY+3u7qpWqyUMPZ+h1W52dlbb29sqlUrhuEN3rjhiT9o9yHCkTlLCiEkKiIu3VkrJJ4h7ZerbUM2QkqCE26g4GJF0zpE48uxosK+DAwUEemyGdn4iz3HF1xM+D7beJM+kpL56AMEYXV/dBrL2yITrqzvgGPkFKaRKCVhyenoawBuQPNpBOEiDh2l+G/gmJXvoPRFFTrD//O8yh1zCKwcEXX7jhAK+Iod8nvtKSvha7xgYl4C/CXKb62OmugC6Du/Y/O/te57YY+d9P5DHI4CgXIOnLVcqFfX7/dB+yumHnvi12+3wXAMe0vky//q6ZTKVSqlSqWhlZSVsOsZOeYIgKaz//Px8+C7P+2Aenhi4vUKHvdUYeeYZYHGiyFp4i57zyW3rmwBB3QdKIxtCDAYPHOygcuYPXCbmKBaLoQ3Pn20FrzyWg58cJECbH591mev3+6EzhtjPK8tOk8rblScaUtKJupPzZMMDQDfiLnAEOzGSFTtWjAPBtpQ8KQiGxuPgGjHi9yYp5o8HHLyO4hQKBd25c0fFYlGffvqpstmsTk5OwqkXGDKMAQkKzprj0xB6KhqZTEabm5t677339OGHH2phYSEcG4vCxw9Ki0u63yS5E/ENZ47YecXI+6zhLUhAPp8PaCaKTHufP2UUOXNZjFFVSQE5oOr2TcmYGzj/n/Gy54KKxt7eXnAeGC3pTFbeeustbW9vB331lhQMEnuGpFE7nTskT/Y9YWOM3lfvzt1bYDwQ90D7TdE4HrtNctvmCJajzNgmkCb01WXa2wH8tyPtHszxmpR8/kc81jdFzC2TybxUX318npQ4ikllLdZX2jVIYgh6vdWH6zQaDUkKsujPF/q2JBcxxZUN9528H/sQTyzcF0LoqCd2Pn9P9t3eI2e+cdTHGScZb1ruIOyKB35eHYJnnrz5aWTEFl5tQy+lUZsJ1/bDBvzYXD8Snnau+Dvup143X8bRzMyM1tbWwmb3er0eHhLHuAl+V1dXtbKyEroo4J2j8y4XbhO9LYqA16sVPM+B9YPPcUXE9YPX3rTcMSYH2+gEcMDdYzyvFHp1xPfHSKMExjeWZzJnh2f4XtzYFqKzXpVEDzzu/Lr5vCpdeaLhiF3s5OKAwREWR+dwQM4c6fwRto6IOZISO3sPShxFjoP4bwu5Q3UngiHCMBEc7+zsKJfLKZfL6eHDh2q1WioWi5qfn1cqlQqtMSDscVDIUyLz+byuXbummzdv6p133tHq6qrm5ubCEXWsEyd2SMkHJb5JglcgnVIysHIZih0CnyOZ4NheeDwcjh7iR2LmyQr/e+uPV4+4P0bR7/m6KL6+BwyMu1gs6ubNm2o0GqpWq2q1WolKGgb/ww8/1ObmZtjbQUDmFQvaw2jDy+VyieoDhhADhy7HFSb0GL0cF6h4X+63hZzfblMcvZfOP+zP18MTEvjv+yvc+bjDJvCJUUbnmaPTb9LpQo72gQ4zPm9bdL8BebWx2+2q2WyGNhOCQVA5SSFg4778T0utn1nv1TlP3L5N/gFyO+LouTRK2ngv/j2u4uHtKOgu68H3YtDL5S5eI09U3nSSMY5ihDxOcl0uHH1OpVJhw+7p6WlouUK20EEQ/kKhkKgYScnEDQR7MBgkgmtfl9fJu5fJtt8zl8tpa2tLtVpNtVot8QRwnl/VarV0/fr1cFrV5uZm2AsID70TAP55MofcwK9Wq5WQJfcFzpcYSItjxTdNsR1BX+n6GZfYesJEEsa8eb6Vt2qzB4aHA3Y6HdVqtURsjF30+JL1cP9w1cnZa6lojENS+dsNoaOeJB7xZ6RRGdIdt5d8KAvhcHHY7oT9e1JSeb9NTiTmlY8Ro08wPRiMeu0WFhb07rvvho3f9Cl3u91wdF61WtXDhw/VaDRUKpXCMb+lUknr6+u6efOmfvCDH2hraytxAgH9pY70SKMHNn1biLHFSBxKhEL7cYWODPueIebLNWhZ84DEZdtPueKeyC0BUIxMvEliHOvr65LO5O2TTz7R0dGRjo+P1eudHaf8ne98Rw8ePNC1a9d0/fp1VSqV0KcrKRg35xFzdX12R8AGtOFwGDYBeoUDe+BlcbcJ36Ykw+U/Xlfm7IlTDKp4aR9eeU+4lGxni49p9EDP21k8WI8Dvm8Lxfoao37MiZaWr9NXnLA04hP2zY+0TaVSidYD7ueyBtL8bdHVV6EYxXXb5K/hP6TkwQK8Dy8cfEE+/VqQVx/d5vo6fRuAqK8jr8S8TA6l0bHzXtHmORjwMJfLhYrFYDBQu90OMoh8kuiyXwh580A7BlTfBLnsr/uy+QABAABJREFUp1IpLS8v65133lEmk9Hf//3f6+joSI1GI8RfKysr2tzc1OLiom7fvq2lpSVVKpVQYcSvYvfhDUQywvvYQ7eXzg8HoqTz9uTbLHcvqzRDzLPT6YRYDr8JmOeHXngnDMlfOj3aQuBxEPLuCa0n2n+Ib5PYxNeSaEjnHwzkKApBv5R80BTvg3L6ZySFDNhbJkDXPRPjf29fiI3tt62K4RQjj847AhEcrydO+Xxed+7c0cLCgvb29vTkyRPVajVJZ72enALBw+IokWFA1tfXdevWrfAQFxyPHwMb9+p+2wg++Zo7ehSXBOP2E9/jI51tfqfqw6Y832jrrX5ScrOXO+dva9CSSqW0tram73//+5qdndWLFy/02WefqdlsqlQq6f3331e5XNbm5mZ4hguEk+TkFPpK4xNxHHH3xEJSQGK8v9l7WKXRQ7U8APq2UZxw4ATd9jmIgkzyt5SssDLfuC3R5crRd082vFrgQcu3kVxfY3CAMXvV1PUVvfNgmRZPesLj9lHXV1B7b+0Yl/h828l9mfuOl625+xLkxdvX0F1PQLxlzV9z2XTUGfo2B3tQXGlwQNPfHwwGYX+Pb84mGC4Wi4n9axy56kktB7HQNiMp8bwlD5q/bbxLpVJaWlrSe++9p9nZWbVaLf32t78NDxL+6KOPVCwWtbOzo+Xl5dCV0uv1gj6mUqPnLRHjedud+4pxsujvx3Lu/uHbxruYXqabnmiSxMMfWsd4XVLicBaSDN8zCo/Z3+F89INHpNcrc6nht9UDTWlKU5rSlKY0pSlNaUpT+n+Wvj09CFOa0pSmNKUpTWlKU5rSlP7/hqaJxpSmNKUpTWlKU5rSlKY0pSunaaIxpSlNaUpTmtKUpjSlKU3pymmaaExpSlOa0pSmNKUpTWlKU7pymiYaU5rSlKY0pSlNaUpTmtKUrpymicaUpjSlKU1pSlOa0pSmNKUrp2miMaUpTWlKU5rSlKY0pSlN6cppmmhMaUpTmtKUpjSlKU1pSlO6cpomGlOa0pSmNKUpTWlKU5rSlK6cponGlKY0pSlNaUpTmtKUpjSlK6dpojGlKU1pSlOa0pSmNKUpTenKaZpoTGlKU5rSlKY0pSlNaUpTunLKvuoHv/rqq8T/w+FQ6XRaw+FQw+FQJycn4fXhcKh+vx8+k81mlclklM2e3W4wGITPDQaDcM10Oh1+ZzIZDYfD8Lvf70uSZmZmwnX8HqlUKrzW7XbV7/fDTzqd1szMjGZnZ5XNZsN9uP9wOAzf9/nx47Szs/OqLAv05ZdfnnstlUqFcadSKXW7XXU6HWWzWeVyOaXTaZ2enobPDQYDdbtdpVIpZbNZpVIp9Xq9xHUGg4H6/X74O5PJKJfLhc/C+9PT08BnfvgOvO73+2Ft+D7/ZzIZzczMJL4L/8bxDLp58+aFeffs2bPE/8PhMIwlm82GH8ZxcnIS5nh8fKxf/vKX+vM//3M9ffpUe3t7eu+993Tt2jXt7OzowYMHunnzppaWlnRycqKjo6NwrZmZGc3NzWlubk6DwSDI99zcnFKplIbDYZBrSQk5Q75SqZT6/b56vV7gi/MqnpfLRvyZjY2NC/Ht6dOn517juujXYDAIP75+fJb/kbmZmRkNh0Odnp7q9PQ0fC+TyQSesD7IYTqd1uzsrGZnZ9XtdtXr9RJ2AJmenZ1VJpMJvDs9PQ1riR1gbZy/jNHtiNPm5uaF+CZJL168OPear5/f82Wyz1wGg0HgB7xAZvisj91tkssEOo+eQvE68bfLXKzn8Xd9LE7r6+sXYZsk6bPPPkv8z1h6vV5Yt1wup3w+r3Q6HWw1ctjtdsN6I6fwE17CB7d5TsgK8+d/7Cn86/V66na74XuDwUDFYlHlcjn4nV6vp5OTkyDvzruYn0537969MO9+//vff+37+Dt0DTlxf4hdzGQy6vV6Oj09DfwpFAqanZ0NPIMv+IZsNpuwV8is6/ZwONTs7KzS6XT4HsT6Qqwp/IJXvn7Sedm7ffv2hXn313/91+deYzzIjY8Fm+V6Cn/5jqQgp9h2+ItO47dZF3yP+1/4kE6nlc/nNRgM1Ol0VK/X1W63g61rNBo6PT1Vs9nU9evXVSqVNBwOVSwWVSgUlM/nValU1Ov11Gq1wlidfz/+8Y8vzLuHDx+ee40xuz1Dp5AP5A4Zy2QyCRvOZ/HRyKzb/9nZWc3MzOj09DQhd6xfLOvpdDrIJffhnsgU12IMfDf2V7Hu3rhx40J8i22dpKBz3C+Xy6lYLAbZQa6wda5jzJV5wQde93XhdWKx2E92Op0QnxO/dbvdhK/O5XIqlUrhc71eT+12O+hKrK9QrK+vYuteOdFwcufBAHAk2Ww2obT+w+D7/b5mZmYkSd1uNyghjOLaCJALSyaTCc4oTOL/Z1jdQbth8dcZVyaT0ezsbGA6wXU8T1/Yq6I4aPEA0N/nbx8LCjQzMxOcIUZQUnCm7qDhuQeJvC6NDDKfw9m4oY6VpN/vh8DPA/04QHqZI74M7zwhggjgZmZmEonI8vKyhsOhHj9+rE6no6+++kqLi4s6PDzUs2fPNBwO9X/+z//RwcGBut2uWq2WWq2Wbt26pT/6oz/S9vZ24DPOw4NvnBTGlEQDuY6VMk42xq31VfPuZYm0O/yXJYrIl8uepIT8cC1448lK7Cw8WMQe8DoyPS44Qae5Hk7NeTWO11fFP8bqa+XOYVwA70kcQXOc1EOuX+5Uxjkg3sc2+n1ZK7+H64yPJebd14EEk5LzhTG4I/Ng/fT09FzgOzMzE2wX33OAyWUtDij8nszZZRR+4k88cXF/VCgUwvp0Op0A1DjvXgfFOhs7e5cv9JEAzOUJucOnugy7reR7vAfBJ/TWA0HX59i2xUERa/Aym/M6+Oi+NfbnjBmbnclkQvIwMzOTAOhcr2L+DIfDIBftdlv1el3dblf5fF7Ly8thTbBt3W43yBBJBt/hcycnJ8rn8yHR8TVzINZ1+yp5FsciHjvFMuI8if3C3NxcIi7EL+Kr5+bmQuLqshUngXEsGcc5PuY4aeQ14ky3q+MSjsvyLQbdHNj1eMzjN/TP5cL9LYka94mTMo/xHOBz38Fnxo1TUtADAAuX08vSRImGpITAoEgwD8Y5ozwDHfe3JxYw3DPY09PThJAMh6OMelwg4EbTkVjPulEMpzipcEd/lRQLN2iSO0GSKh8TSUAul0sEwG5s/PMYQPjjqDJ8oNrjqE1MLoBSsqI1zslA44LcyxD3dcQWHjB+ZKdUKun69eva3t7WixcvghzhXLvdrr788ks1m81wPeTj97//vY6Pj/WjH/1IDx48CPdGUd0oIotzc3MhUcZhScmgnLX6uiD5KhK1OJGN33Pj87Ig3RNijCZzHWfUMWDoG9fx4M0TQV53W8J4WQdkLg6i4yR5HB+vimIZj+/leuBJFYRT5VqeaLn8Qm4ffW7+EweYfJ/vjhsz9/c5vUxnr4pvMa9wkth7d7roD1UuEs+4ukqSj82Cp51OZ+wYhsOhut1ucNbOH3yVrxt+wgldcWQ2loXXYeu4Pr9jNFMaJQCSgk/odDohSZqZmQlBA8Gso9PoL/5U0jngjYAx1lESDQISqvFuX8YlES53Pq+rkr3YJ43TAexJp9MJPpA5g/7CE6rbVCmIJw4PD9XtdlWtVoMfwceenJyoWq0qlUopl8tpfn4+jIMEotFo6OjoSPV6PQTPhUJBzWYz+BRJwYefnJwk/AlzvWrexesW65+Dje4PO52O5ubmQnyBjFGdxvZz3UKhoGKxqG63m6gcovskfMiaVxa5XzabValUSgTgbl9jOxgDDVeps7Fcoxtup9EjEgFpVLF2AJ/kDFvnPIiBdE/IsKenp6eBf8iR+wzpzHb4OPwzcTfRZeiVEw03ej5BXiMQ9WSDoMLRBElBeb364c6VJMWdEfdzAeH6GFVp1MKCsaVdijKVG2TGzj1ZSDeyV51oeAIUB0wepDKeVCoVBJUsNV4X5sw8fPzOs5mZmXMIYafT0cnJSVBsEpg4gItRQlcmb1GL0dKrJJdBNxrIH44NWWT9t7a29Nlnn2lmZkaNRkO9Xk/lclm1Wi0EIKwBRgv5+cu//EsdHx/rvffeU7FYTKAC8ViQHUdu3UjGc4kD/ausnn2d8fQkgv9jtM4NNIbMk7Fx93LHTrKBrCHTnrAwXwxdp9MJ9/Jrx4EC8shnWXPeiwO0y9K4gP1l43JyvjrY4dVC9MYrsp40xOPwQNdRKl8/t23jgnTnnaNsPu6roHHBePye+waqgm7PkBVfXxJdkN84qMXWYTv9/o7QkdzmcrnAJxJf7kMAwNrQBgjgw/j8HlcZuEDjbB788/WElwQ42Hy+57rs1QV0NK4AEdB4K1vMR7d1nsjFAZ+Pk/Vxnr0OkMB5F9tZxgAAhV1nTYvFopaXl8P/+Xw+BGx7e3t6+PChDg8PE8kFbYGSwvWGw6EODw91cHCgwWAQkrbj42M9e/YsdBnMzc0pn8+rUCgEHnsHxszMjHK5XALAver4ZBzvYnDCK1l8htfwu91uNyRk8IYgWRrpP3Ln30Nv0+l0SFzd7sELB2YdHPDxcC9kMK64+LwuQy/zW27P/W8H1R0c8qpCDIa02+1EfOpxYrwmxHbIuHQWG9K6x5i9gufjwC+7rbtMdePCFY04G/TsNA56WVgEwJ0BqHqhUEj0YiOYw+Ew9JTCcBhLsO3JgY9NUkh4UqmUms1mMJKnp6ehT3Wcg3BGx4jIVScb7mzH3Zv9KONK1SAHPkZJIVhzNIAEhWCHnlLux7X7/X5Yi36/H5I0CMQl7s11no9Dka7S+X6dM/eAgzL2zMyMVlZWtLKyolqtplwup06no1arpcXFxWCgCF7YiwGS2u/39cknn6jf7+sHP/hBcCJ8xh2To+04dwyQBzwvm5c76Kvgm38/Nq7x33zGk51x6GmMcLmu89sDEkePed+vSzAHYoPDcV56u5oHy/47Dvq/KYrXijHEuiyNUGJPTB1gIbBDBmIgxyvHcdIQj8mv8zJyZx8nzpe1dbGcxPeJba8HIQSi2Gv8gQeJOF56kX38XMv3Lkijyjb3RqapgDoaGq+rB87ILfO7CsTvVSleG/TD7bQT/iKdPtsfEAepnuh7xRfbhv8G8ffPeeCTTqcD4u92zH2z8zGeg/++Ch6NI78vcwMhJ8DN5/Oh8kB13+Ww1+vpq6++0sOHD9VqtcKeSvwHeym8/TidToc9GdVqNSQrBG/1ej3wzfv5nWfIveu+z+WqeBfLOdf3e8U8dvvrICd+AN4Qv0lKyAVdF1Qk45jOqwEun5JC9YS9k3GS63ocz++qk7MYPHE7D59YV2wO88X2e0LmLaTNZvOcHYzjaifAhE6nE2QdmcTnSiOg62VAo9u6cdsLXpUmTjS879MNky+o94TOzs4mMlySEt8o7sJM8OGCTcCGQBNAcy+MYa/XU6FQCEGLt9ScnJyo1+upWCwGQxD3rbpiX6UwviwA94AfvhCksbEHQrgwjgiICymZa5zBe6uPo+3SqD/P503AR9kYg+mIQRzkeA/guDlfBQ+ZvyeujIUWDG+rW1lZ0ebmZuBrq9XSwcFBSHR9fsg0yehgcFZa/+yzz5TNZvX++++rUqmEteEejMHHxLxxwrGiukGKnfBl+fWyJMONoY+dH3cSPl7aMOA98gY5UOAoeRyIwTfn1czMjAqFglKps838GFYfJ/N4FXm6aifyh9Yifj8etxt83nM5dhmI28W8Uuv3cZknQCaQ9ta0cWMdJ18ug1eVaHjCit32gEQaBSOxrOGM0Vn/ezg8O3wEnriMEeyit57suhx69R0fEieEVNbxTf59l0Hn8+sIYOJqPfxirbwFTVJiszbJQC6XC9UNZMvnnU6n1Wq1whwIRli7drsd3mPd+JvrcnDGy9DlWP79Gs77q6RxQTI60mq1gg3zPQPM5+TkRCcnJ+G1TqejTz/9VAcHB+F6JCFs4iZAxDc4H/BP/CwsLKhUKuno6EidTie0Xp2cnCiVOmuh4n9JoUpAJ0cc7F+V3Dk67/7IYwmQbuTOq93EJu12O4CVXoXk2iR53gXj1TN0jhiOyhGyRJKXyWRCEs21YpAHGsejq7R10qgKKyVlzm2MAybD4VDtdjvM11ujBoPBOVuHzFLt4frEuc5DbxMnIeN1fLwDCF5p9/HH87woODBxojEuMB4MBmq1WiqXy0qlUgnnCrqOM4xRU66FsLhieukMYefaOIV4kzSK5w6fhMaRGJIgZ9o4NOaqaNzCuPP1vkbnK+N3hMoRdXcEjn64UsMTEj0XWkew4Js7Gcq2hUJBnU5nbHbrTsVpXMZ9UYoRMG/f8aBrMBgon8+HIIG1Xl9fD6gA42s0GgFF8kSDk0A6nU5wSM1mMziYn/70p8rn88HgowMebGMMYxQhLpH6vGIkadzcL8qzOPn31/y6jmj4by/NjjOEnvh64OWy60icl2iROS+7e683PCX5cMM6juKg5apo3HrEyaQ0CpBZ99jRMWdHl1xW4LMHjZ4AxEkJY3FdiPU5DoIZh78WByyXBQbcmbrs8RuZoLWH95AxD0Q9QCHhoH+e1+J7wAfew/e47rM+yCIBEQlNnGD4GMetidNVgSpcaxxw4TzGB8S8g5gj1yGQ9W4DdJ2/442h6Cd7PBytdp/u9s1PvHIf4HIeV0THJccX5Zf/dh56a3K73Q6tSrOzs8HuxGAP4zw+Ptbvfvc7HR8fB5ASGT4+Pla321WtVgvzKxaLWltbkyQdHR3p+Pg4bPimVZkN47SzkCQ3m83QQgWfc7lcSCBdHsfN/Soo9reSEmtGguV7LuCvn6YUg1iebMEr5K1UKkka7UOlKul6H9t/4hqSRGwC9/eg/6p55LyKk434fRJDP0mU7/meDAfdiUHcvhMjomsO4khKgAPoHrEafEFnAQtPTk4Se1zct8fxgtvai/iJCyUaLizSmZAcHx+rVquFjDyTyWh+fl7dbld7e3tqNBpaWlrSO++8o52dndDu40GqLxRZLuVFR7NoJUKwCF5wRighCxBnj6BXoMugEB74eaDO/f33ZcgdRBwAwk8cIgqLIPr7nkh5suAL70LGvV0o/HXG4H22fu1utxuMR7lc1vz8fAKB8faPeG6+vpPSuGDcExrkycvKfsxsNpvVxsaGdnd39emnn4Zj3diQ12w2Q2bf7/fVbDbDpjuuPxgMdHh4qL/6q7/S8vKy3n77ba2srITKhyMCfD7ulXfUJzaYL+PPZZGqcd+Ngz4CFJd/5IzgwzfbIgt+qoWUbJ3jGjGo4AcyOFDg48GQOkCBAYw3rsGjOLD4Op6+Kn3dNeOkzRMt1pZ5e6CM7MaJBN9xuYirT57IplKpAJCMc6RuJ+J9CuOCsJfNexLCZjuvcPp+7WazGVBwqt+cQsP3QP3QGfqJ3Y7Ge3u8AuA8JJFwJ0wAjb6n0+lQDede7u98fdwX+twvQ+N4Hwe9jlZKyVOh8F2pVCrYucFgtLn2+PhYrVYr3CdGgtE5b3fBLqK3gCbehUBABPrvCasHxtzjdSS445KMeD1IMobDocrlcrDfjrZ7q9lwONTBwYEePnwYqhvMiXYoEHcq/sfHxzo4OFC73Q6VIo6vZY8gck7reKvV0ubmppaWlnRwcBDWkv2EpVIpALh+JLPP/bKyF/tZ5sTfvsEbGaGK4/7Ar4EcAU7yGvEbY8fu+z3chhET+h5VfBJ2wZM1r/q5jxsnY7FNvCjPxtkBB3kHg0EAL9FPgA0SNj7nsSxt/j4+YjHpPGCEHPteSL+nx5LIO/rfbDZDV8E4EMBjYp/7q8rcKyca9BKCnDNpMnWOBU2lUvrqq6/UbDZVq9X0u9/9TktLS1pcXNT6+vo5QSTQ8KwYhJnABGEiQZAUMlgYhrHkOm48+BuUam5uLmRwL168ULfbVbFYDIjp63AgcWAiKbGoCIo0CtjcMcfHuXk2C2943Q1EXJZMpVKhtYjAPM5auQ7jA3EZDs/ajkAAh8NhCDohEkHn2WUTDb8WFKN2IN9UGsrlsorFotrtdtjgvbCwEMrVhUIhgcZR6kXpHdHDgfZ6PVWrVf3TP/1TOCljZWVFc3NzofpBMO59kFwfxZ+dnVU+nw8O6w/xaBIjGAeVLnP+Gj+OMjkCgl5xao2Xt2lVZH5c39Hi+J7c16sebqwdmUEnaGUgaHb9vopq2cvo62Q2lm0/LQXdA12Ct55w+dzdCUrnj619GTkwwFjGrS+2Dx3GmX1dYHcZx/uyHwdF/FRBxkewWiwWE3xymy4psRGUwNhlh/F7EkjAQj89gQl+xO0t4BX66sE9BFB1WQTe6evWA175OPyZI7Ozs6HXHZ7MzMwk9mV0Oh212+2gq65jPkd44RVHT24dAGAc+KLhcBgCFpdn9JXrjdPbyyYazqvY7g0Go1bjQqGQ6Hd33xm3j7x48UKPHz8OgbSkkDTwLAs/1IYEhL2OnmwRJLZaLbXbbWUyGdVqNeXzeW1uburdd9/V4uKifv/736tcLofnO+E7PDl2nb8Kcn3hf8iTDJJ1Yil01ztPvFqRyWTCaVLoLEE0hG3kM14x430/gYmkmdiDtSRplJRIeuBfnMxeBe/cLvF/HJjHIBSxQrlcDkmB6x/fJc6KAQTm5nLA9YnpiFk8MQUE8DHhr+jc4HOe4H2drbvyROOrr77S06dPQ68XykimygIeHx8HJRoOh9rf39fx8XFCCTFSZKCu2ATNlDPd4LkRQDhjhXMjSOZ9cnKSaLVi41ehUNDy8rL29/d1cHCQeJAU17oqpMADyVg4HKGDlzg59g84f6TRiSkYPx9zTKyFf88NvQc+BMc4YAQMZcBgS1KxWFQ+n1er1QplzjgLdh5cBe+c3AliuFCuubk5FYtF7e/vh2rY1taWDg8PA6pEkAxvqd54NQT+EVS3Wi199tlnWl5eDs59ZWVFhUIh8MFLy4yFe6Do7XY7BD0xKjLOAU9CceDlfztK5Yi3t+6hLx6cSArr7MbPD2Zww+rr5kmolGz7QLYdsYIvBAN8l+qGB/XuoC5Lfyjhg3/oqqRzOoW++Jy92gWv3Rn5Z7gWcjluLeONvZ40+iktrovjErRxwcWkRDLhiYCP0dE7EoTT01O1Wq2ELAGGeCXEkTznDfyCHCmFxw64eGXcq5b+cE5vY/W2R+QVvxfTZXyF27Nx13X5iUGMcrmcqPJy+AeyQODrLU0EPO5H3CdIo4exORLqXQVxiy+8oneeB9pxbQ9uGL/P9zIyOC7BcB6BJCNL2Gn2iA0GAzUajTDvp0+f6tGjR8Gm87tarSYqPJlMJrToeuWiWq2qUCiEI4ZbrZZqtVpYy1KppPX1dS0tLenOnTt6//33NT8/rzt37qjdbmtpaUmHh4fa3d1NJJFeyb8K8g6JmJcu46wfNsWrCJ6go2eckIVN8k4N7uug6LigGXuC3LBHxeMff+inJ3b4Xg/kuT424TLk9nXcWviztABHaAFDN5EFbJJXHhw09hjNYz3vTPHPcU3nqeu4H74C3/jbk7l2u612u52oSk6io6+caDx//lwPHz4MDPFe636/r7m5uSBYnhjQZrKzs5PIUmGI99A5qupIEokBAhs7eZhPD6OjFZ4sIKwET6lUSsViUcPhUC9evFC1WtXp6WlAxWOjNWkQMy7J8HG74/ekjeSM4BQiw2U8jgAgPPAYPrsTizNT3oPf7oi9bYpr+gkd5XJZuVxOrVYrgWqPM1qX5d3Lxjwusx8Oh1pYWFCtVgt7MyqVin74wx+q1+uF52dIoyOBCYJQcu6BgpL88fyNjY0Nra2taXd3V/Pz84l+cmmUNHqQg6P2cqWXi2O5ZS5XSdwDuUKHHWXncwT16J4H815R80qbJ7Yud66LHgy6fMStfgRGHFWMAfXEzJPoy8ia84exxa97ssE9pZHtIhBlDs4rTyBc3+Ik09fdf9xOODgDxUkFr3kbk3/O7xHL2mWAgfh3zCvnmW9IHg6HoS+dz5Bw0IbifPJ18jYxn7/7E3wTSUU+nw+tVB4E+zX85D3a/jy4HserywAD/t34uqz17Oysms1mSBzi6osHIOguFUmCLwA3b5nC5rsOOgjgAaGf1OVyzLgzmbN9BdhebEdsG9x+v8zWvwohZ7H+D4fDkOgwb0Ae/Dz2CL/a7/d1fHys58+fq9vtBjB0MDjbg3p8fBzkShoBeScnJzo+Pla1WlWn00mAlu12W81mM8QdGxsbunHjhm7cuKFbt27pxo0bAawieM/lcrp37562t7f19OnThMzH+nwZwp64PXVwBN6QbMVthw4YSaMHbdL/j6yQ9Mct2m4P+dvv6RViZJ34x+UKgDqTyQReswcHOYvtb8zLi1Bsn2MQzdfFW/alke1D97xq436CNeAz8boTY5B4OX/hsXdusN4kG6yPjyGVSoU2wZg3k9q6V040FhYWQhkMY8ugHHFjsoeHh3r+/Lkk6d133w2vE4wyYIJWGM57jqj6CQ44AzdOlDW93EO7VRx4ezDJqRLpdFoLCwvBWPT7/bHHzF02gIkNKgmao57M15FNz2QxXI7kOTrnRh/F574EQxgV5uRzg7/eG49TQrA5gYPN1JwvDj+5pxuuqwqWPblyRaTEyL4beOK/Ue5sNqtGoxGMPnIZI6GOukkKm1e73a6ePn2qTz75JGzm63Q6qlQqWlxcDPLrSBE/XhnACbKO6NVV0B9CH5ifByTIBLIXl2zjpNhReNddR4tARiBPfrEJGDgCG0kJg4xzQQ843xu0lAQkrghdJuAbJ7N+Xa/auN75Z2NEflwSyWfj/182Lq+ccE146kGIb3yOHYwntfG6XYWeetDn6Fu8uTo+uINgwfmII6XdiWsR9MQJE/+7TPIdb69lbXDu2L1cLqdcLhccMIE8sua6epU8c0K+XL/iSiFjI4CgpZkknOCesXnygN65PLtvIdFyYC3mOW2m6CNyxX1BQany+vMQPOjzdbqMf42TC2SKIAp7QbuT70OhGk9rWaPR0OHhoZrNZrA1vumbtcCn4Pd8Uy6BpaTwHp0Vq6ur2tnZ0b1797S6uqpisajBYNTHT2zVarXCJvClpSXVarWQ9MVB7mXIYwGXO3hIwO8AmvsHafTkaq5FDOYnZjrfuJ+3Wnlgjj1w8IsuAX/AK6/Dd2IA9sVIZw8FBAT3ZMNtz2X87jj5jWNj5AF9Ie7jcx6Tud5hbxxAipObOM5gjeAfMgyPsbPeIsWDD7GHrVZLjUYj2Bh4y/3j+f4heuVE48aNG2q32/rtb38bFIYS93A4DMdR0uv15Zdf6smTJyqVSgnlhGHOTJiN4fLs2Bnppwp4MI0woqQIFP3w3ltJogGCi1JnMhmtra2pWq2GVpE4AZqUXAlQWsq0nOIEqi6NFA5UwAUJ5ZRGm60cFXLFQdik84G5B4txr66khFOnvcaNSL/fD5s5QQdjRBeKA+yL8s4F240q88WI+PGNPMiLNqlSqaSlpaUwluFwqGfPniXWB4SQa7MGnjiAGBwfH+vzzz/X2tqa7t+/HzYBViqVsMGPa5NAcG2vWmGQ3fjGhmQSR+Lf8ev6316N4MdLvFwnDmwhR6iRv3HlaOevB5oeYI4LrgiYkFfWjeR2dnZWjUbjnOG7ikTjZTzkb8YT6xLBFOvnFdtx44qrSG4bx8lB7Ij8mq7DXjmTlOjNjUEdD2QvS+McnwMdUrK90TcPOw/wB15d5D0HVjyY9H0ozkcPWAByAKZAQT2AY4zYZIAMbIcDQd5rHq/JRSlO/jwAiVsL8W+0o0ijfWEkcNgZT/i4rgeF6L3LMAGSgwvc0301Sb6jofituJIhjRKky/rUmMb5Bm+nxQa7PJEIkUgA/FSrVR0eHmo4HIbnJpFkeqLp1Va3peVyOfgL1qrRaOjk5ETXr1/XD3/4Q929e1etVkuHh4fKZrOan58P/svXrd1uq1arqdfrhc4Bf99t6aQ8dZvriToxkp8O50/wJihFtkiK4G1s92K7QHXaQSLm5l0xHt/RAog+osPIG3aAJCedPmvh4povq2hM4mP9OjHowL3QVypoJEuuk16F8PjD4zvu40Cc88zjPGg4PKvc8myXVGrUfortJH5Kp0ePLsCOcDqdP7gv9u9+v6+jV040UqmUdnZ21Ov19OTJEx0eHoZsibYZ+hCPjo5Uq9VUr9d1enqqJ0+eJMprnkFLCsG+Z668z9/uzF0ZMKgepHMNUCgvn/FZzzbpzU2n01pZWdH+/n4IrH2hX5Wp43hHUkNg1O129eLFi2DIHImCP2yORCgIWhAGn4s7Yq7hyEdcmiRoZnzwWhrtV+A1Tyg9U46zXd8c7PdkXJOQB1luUD2ocj54K4oHFiQABBBLS0v6/PPPdXR0FJwE9yFZIRDifXiF43/x4oV++9vfant7OyBmBwcHYbO5J8Fc1xNkNza+uc5l/LLB39cFL9xTGj38EudMoMrv2Lm5kfYKhv/tQYqDA5An3c5jH7fLko+HYAj02YMa7n2ZYMZ1x6/na+MoHuRofBzwjnNMsZOP+eoo1jgZ5DseYPtau56zPu7QYhswicN1wl4xdg/+nQck9fztMua668FPXBlynvm8HRDxNeQ3R4fiFwimPKhBd/ETvu8gDsT92sxxEnL+u5z4a5yExINHCSYIoqnw8XkPVtA3vx++xB9i634YfvpvAiW3V/gU9oaQJMJTAhnf6xK3BMd8vAjFa8w6EmTCJ2yzlIw7vC3W96y5HLPe/qwWAm78kG/KZ0263a6azaaWlpb00Ucf6Qc/+IFOTk5Uq9VUKpVULBYDcOcBPkAGY8vn8wG4pZsA8mBzEt7hM91ee1xFVa/ZbAYZm5ubS+yPgGcexHr1wIE6aVStdp9A8sGcPLYhqcZn+dj8CdY8YZx7NRoN5fP5IAsODrFuk5DzivH4fh5JIX5wcJikF7ljnG5X3K5Brp+ukyQQse9LpVJBvrAbDj6xbsg8f9P2yD1OTk4CMDMpIHWhRGN2dlZ37tzR2tqaHj16pBcvXqjZbOr4+DhkQ6AB+/v7oc/riy++0KNHj4JAYJQ8C83lcoleSATCDa0jmlIya0S43XGBdDN+/54rhjuLmZkZLS4u6ujoKAQyvnFmEvJSFEcxYixarZaKxWKiv98NvCuCO18XJk/MPFjhGr6GHqw4CoWR8cDGBRtkwB0R92NTobfQeYnSA42LEvfwcfuPNDJIfmoFY1hYWNDq6uq54KxUKum9997T3/3d32l/f/9ccOL7kDBi9Xpdg8FZiXtvb0+zs7Pa3d3VF198obt37yqdTofnbSwvLydaVGL0HzkolUohUPBgzHk/aeDi3/VgAL3CUUoKhtCNmweFnoRyPWkUzMRtevEa8h6BjQdy8MQTRQ92MMQ43GKxmAAKaGdzkMLve1GK5QtexkHruMTLr+E65E533Pr4ff1+MXnCFyc5nmxwDU/M/DtuL2KHfpmEI+Yd83aAibYV0PFYzpmHo/n8RnaQYw9W4+TEbT9yl06PnpuDrHji6nLEuHzvAz9eKXKgw23opPyL5+M235MCDxoIblhf3zjvG3SlUYDhiDQ654GgB1AOPDlPpVGVwu2KV4sYmwNAkkJwhAy4DbwM/+CbP8yXZytJCv6ctZbOZK5arerk5CQcZsNcebAfwav7TPruAQVjoIA9HYuLi7p3754++OADVSqVcMql73WJZYeg2cEY9jDRAhbbgEkoBnRc7zxOYExUc2hD9uAfu+7JBMkZcuYxnq+3+/kYPPZOFt7n+hAxZRwT9nq9sKae2PC+V18uSh7jjAPjsFGuV5AnsPg594kxKEBVCVvpe1jQLQfmAYjhhfONtXIZglfe3TAcnnWF9Pv9kKD7cc6v6mNfOdEoFAohM8vn86pUKlpYWNDf/M3fhACs0+mEUxJ4LZVK6enTp/qnf/qncMwtp+04Y7zs65MmCImRHZj5sgAIoYIpvM+9pCRq6NeZmZlRpVJRo9FIOKJJFZrztjFIZOa1Wk1Pnz4Nff1expeUyMpdIBxx8D5cDyAcnRuHdHgi54kM77nyxMES/AV1YX9Eq9VKVDhiRGYScofma8CYvMTqSRefK5fLYQ34Ht/d2NjQzs6OTk9Pw2kg8M038oHULS8vh1aPbDYbniHzxRdfaGtrK1Qx6vV6AkFxhBZyOcUYeyIN3+OA9yJ8cz65UfCgjuDNE1dPIuKEEV7HCKLf15NC/0ycTLgD8yDO9yzFCFi73Va9XlehUEiAC6nU2QY2ysCu05NQzHdPfuLkPuZp7ERjneXz/ppfJ3Z8cULtSZ0jTOPQJsbKmniQ5LriTt7veVFyG+LBsT/ESxq1Tzk44UioXwcn7OPjXqxxHKz5ey5bBHjwUxpt+MZW+b35H5vtqL63KV2GZ+N4h6x5pZPPuN9jriQ8tIy6zQQk8uMu4yQ/9rXMkftwWiQ2jWu7vHmi4v6F9g3ajGIA6zKBHhTrDzLvQVG8H4AgudfrhedBVKvVREskPs6PSHUglPnGBy70+/3Q2VEqlbS4uKj3339f165dS2zOpaUKcAubSKXFK7W047KWx8fH4V6OrE9CDk647/FgHVvtekgCAWDsCSuBLkkJOkxrnQN/7k/Q45mZmfCcM/dLfC72H74u6Ay6kkolHyDNWBnDpCAy18IHEXP6fHwzuusO84qBmXgt/LO+z819Ou2IXkGiAsscJSXiJV93aVQxPj09DftXqdIwHvYdMdZXpVdONDjulP0L2ezZQ9Bu3rypTqejR48ehSpGr9dL7Fhvt9v67LPP9M4774RN1xhHKZm9xkGNlzY9qIZJzmzPCPmu98TBHNCX2FHMzc2pWq2q1+uF7I29J35G80UJY0Wlh6CXJ03fu3cvEcS4knBsXjxHlB0EwZMnEAWUeFwS5gg+AopTxeG40XClIDimwsG6sY7wnfPE3WFNQo6yxEbHjZS337nB9N5X1mM4PCurr66u6ujoSMPhUNVqNaw142UuXA+HidE/OTnR0dGRXrx4obt374aA9/DwUBsbG4nA0J2Btzd4MOUb3aBJAxgCFq9QeLLqRsQRCg+mfbMs5IEK3+P6jgT7ONA7iL9dbuNk1m2BB0GOVLMuHjyOC5wn5Z+jb4zJ33OexuhcHFA5v+CJzzn+vvOO6yG7sUx4sBiPy/U8rmi9LKmZNGjx73nblMsR1WZPwOGLgwcecMN7d8z+Pog5c2QsbrfYS8bnnf9x9ZL+ZOej9+n7mjlPL4PKe4LkyRVBF+Pk3syTdg3GSXDq1/Xg1W0ngbaDSr5+4wI2t1lxsERwzD0lheoCtjA+scr14zLktoIkA2KzPImW+7o48fJ9MGxq57ruY9yGxjrXaDS0v7+vbrerzc1Nffjhh6HqzXeJPzywd/SfsRF7eFKZy+XUbrcTz+u4LMV+1mMyfgMEuy5KI12jqgCvSTI8IHdyffJEFd/j1RVpVMEAcXcZI+ZxNF5SIoYkFvH4YNK4DnJAwvUXHXHw2JNgj2VivsR+1BMRr6COixPcd2Pr3Iaiy57w8R68JtFwv0ds589Vi6s0L6NXTjQcEXMFffDggTY2NvTnf/7niWPj6FPE6O3u7urXv/61Njc3Qx9jzLQ4oeCeBIsIcYy8uLDDLJgbn3qDsuBUvPzH9RDAXC4X2sIugxh0u13t7u6GZzpICkaCMSCcjo452hQjMsxlXKAf7w3AycDLuPTlG4A96fMgxINVqj60laHAccLINSj3T0ru1FESHEmr1QpHAfrnY4J3nqyk02enjRUKhfC0c5xrnBh5QEygxJGbx8fH+uqrr7Szs6NisRhOKKlUKqEyEhtTDDY8o8xPr6Tv55hE7tx4wi8PDPzIQUfmYmfgATIy6cf0jQuS/Z6smSckJFJupDw5iFEcvx4P2uz1eiEY5PNzc3Oq1WqBd5Mmtz5eTzTcXuEwYiTKAy8oDvg9aPP7uePx99zOeaIYgy5uE12/3ZGwBp6Qu8OKE6ZJCCeOjHhwnMvlVC6XQ7tbzAsPPP1ajNFl130GP3ES5n87sigle8BxzNgzbAF+IrZv0qg6hG32dsDL8M7ngj0fDocqFovqdDoBfffEkTmR0HlAHOuLB1fjZJbr+XUJGKmKuK/168AjlyM+w/fhrQNBjPmy4AC+Cb7hW/FRtNFISrzOvhIPCgni/QQ3ZALbDJ+oeoAG04ZVLBb1wQcf6Kc//Wl4Vgd6iJ9hDQniSCwYL3wtFotKp0f9/+wLZM0uw7s4qQZMm5mZCcdAu4y5PqIjXCfeJM66eEzCnMbpq9ta3ot5FfsUeIVv8ba5GFxhvTyxn0RnGWesQ4yJJ78Td0jJRzi4P3A9dV9Ntcv56Emgr4OPa1zlIpUaPezPQRJP5BgTMuZdGdyDGMdP6vxD9MqJhguGP0OjXC5rYWFBP/nJT5ROp7W3txeqHo1GQ8fHx0GZP/30U+3s7Oh73/te4iQAF27vO/PFjFFAT3akZI8543Wn66gF75PssIENBIRrz87OqlKpBPR60sDl+fPnqtfrwZhg6IrFYqJfODba3DPe+M08ERYPnGO0JjZAsYN2RCVGjp3PKCz3Z624rwc1HhyTBFy2NMk1He2jJYN7xkGZbzZ1g4TS4LyXl5fV7Z49Hb7ZbCaSPpTeURwvCff7ZyeXvHjxQs+fP9etW7c0HA6Ds+EBQ85PHFzMM0cpMZhuVC5Cvv4+Fyl59F1c7YsDdDf8/hlvt3Ij6tfCcPq1/HeMukrng3yXc9YcRzIuKC+Xy4kK3yTkc3bdct1BHh114z3mE/MuTjbdKXli6E5rHKDin48ThthWuo1wYgysg8vhOITtouTjwv5ns9nQuuTJA3LgqCD/Y3uwgdhtD4QdkYdPsfPlGGqCIH64d+wfsDnIWiaTUavVCj4DWUSP48R7EuK7zIXkBvTx+Pg4+F8CffjlASc8YX9E3HrFb/elvOb+whOJGCRwuwjP3PbDE8ATjridnZ1NrL80AqMchZ6EPGhz/UAfHHiL5QMZjWMS9M/n5pu/4TVH5zYajRADDYdDvfvuu/rFL36hhYWFRNLiiDf+BECQcZGM88Rm9mdQZSkUCiqVSoGXl/Gxvr7xfkuASQcM4K3vVUJevVMkTh59H5HLsK8V40BuYkDE/WKctEjJfQieFJOoezLvPveiFPtveIHOkjQStKM3vlYuW/z2yr9vgHe5hjzGw+aTsPKad1Q40AAPSI5ZN67DvqMYnPJk/lX97IW8MaUWbloqlUJW/fbbb6vf7+uv//qvw0QosRCoV6tV/e3f/q3W19f11ltvBeY7U1Hkl6EbsWHEwKK8nvH2+/2QPHivI0LuQSeBlzRyeDMzMyqXy0EwJg1eOKHLT9bBSVWrVTUajcQ5zx50wgtHXpwv7jS9DB7zaRwC7QESPCPhwtDEZToXaJINhNqRJISxUCgEXk9C7sT4n+QwbjFgrnwuDqa4jqNps7OzWl1dVb1eD8EG18BY8r8jnvBBUjju+csvv9Ty8rLm5+fV650dgctGdGlkZN0ZMgZHGZFrfxr2RcmTIg/64I0nthheghI/Ys/Rdoy964w7G4I4D2LGBd8e5DkfuYYnLx54eJCPDJC4+XfRldgovyp5gh3zPw7O3MjHPI4TFl73a3ki7fP2ccTBV5wASUo4BMbkSJ7fn9fcUbtOcO1JeedOVzpzvCcnJwEYoK2WYN0TRcbhv10+0V/foO384ZoQQbrvufL5EswBpGDDaPvkmrlcTpVKJSQ6vqEdGXTbOCnFNtn1hPf9hCif97hrOdKMfCEb8A7gw+UPu+F9+czdwQuvvniQGCcf8Azf5nLpSfpleBfbfk9kuIcHwf6kap6RAc/ZAB7bevetJA79fj8c+7q/v69Go6HBYKCbN2/qz/7sz1SpVCSNkhlppK9un6mkOeKNfPK/xzV0j/D/pAEz13ZwxME2eIbv844HR9/dzowLUN1WS6MuDN4jhoBXJAXETp6Ac11kiRNGPennuqVSKcgyFS2Xj0mTW+IaT/IlBSCEZ7R5AuHxZ5yoMm5vNaeyhJ30OMwTa+dFfIIcck2sDv/gcb1eD8lssVgMCSzyDRiO33abd+UVDQbmiA+CPzc3p4WFBd25c0ePHz9WtVoNgfri4qIajUbYWP3kyRP98z//c9gYzoKxQBgDFwIXUM8AvSfPW3YIzt3hecDoR8+xQc0NUDp91g6TSp1tHsxkMpcKXEDKfdGp6DQaDf3Lv/yL3nvvvVBadZTAjSY8gRceFDsiFwd8ccI2HA5DkOYIpjsVT2ji0zYYQywP0lnQ3Wq1QhJ6EWEcR4zRFdWNGwoXI8gYTsbo/OOaOBAONmi32yqXy2GNfA8RvES2MplM2K+RyWTUaDT07NkzHR0daWlpSZlMJjwACpQ9DvYwmvDIe6sxXpdF+dzIx+vgVSLkH5nzz8ZBMjoYB8HInyclntCk0+lEJcwDRb+mo9PSeCRIOn/yVSqVChvy/fkaF6UYEXMe8JonFzHy6d9zmxGjZx7AeMAcgwToYRyExdUvrunJB+97soxckyDHju8ywR73Qxbi4J7gDr111IzPYtfxLb7unpThL5gnchz/T3ssgTLO1oMSghpsDIANAYzraK/XC8fj8pwe7MJl9DW27x6Q9/tn7ZXsMfFE15N+rxT4QwcdtPIkg+oC80OWsfX4CuypP28iBglcj5ED7wFvt9uhyoK+xnt1LoMuxzxE5jwI4z0P1JApP4iGAI92KuwkMoHs0JLWbDZ1dHQUOjjm5+f1J3/yJ7p161YAaPFj8IZ7e/CJDwBozWQywX+QCHvsxXwIoi9DyICDH+ihtw67bXPbwvp3Op0AzPLYA28zjJO2cTGOb8jncyT/jsyztsRxXiFl/VutlgqFgsrlcpBPEnAHGS5K2DkHvoiLkA1s3XA4DK2LyJKDPb6XBRvsiRwVBwcAxvlE7oWN8xgZv8tDqT0GJjGio4NrEQPTKu6tfL4x/A/RhRMNR2P5jeLOzc3p7t27evLkSeIBbaenZ09qbLfbmpmZ0a9//WstLS2FFqpxlQtHCp2BvpfCgxkP5FBIDD8lPZB6L/FhKAaDQUC+uDbZHCj/pKj89vZ2aB3g2FwEq9vt6pNPPlEmk9GDBw8C2hcHX9736EYzRofdiTiK44mWn4nMNdxBeLLGuqKMXMONmrdVeYDgGwAvYwQ9iUQRY74wDykZXMebPj0IdiddKpUSZVlJYb2RLeczyss1eEDQ3t5eeN7McDhUvV4PCbWkxOY9HBvJBsYqlUoFQzEpQgov4gTZEW3WiXvDn3EOkXliuJyHyJIjLB5Au91AFmL5iytz7oQwkK73yAPXpfVAUkiYLoNUjUO8HDli3H5++cvaZ9yJxj9us9yGcR1v8RgHdDjKJSkRaPt6xsmfB18+L35PmmwAyvj8Sco92HL+enDjIEkcHGJfCKycd27z4Tn6FaOrrs8kGAA1rVYrsb5eJSbRYAwEVLFNuIpEw22dV8M9kXA+cV+SSJIlTgPydea7MagXryNrg157YI0s+v1YH0+2qWKQ7MFTfAsoOfbuMrzz2IQ5sg9ydXU1cQw2/iiVSgU7y7yRU68kICO+d2c4PDs1iiPNd3d3AzL84MED3b9/P1wvTg695Y41xp+5HLmfospC+5k/jBiwa1LecQ0peYoVvPQ26bjqyXg9gWPPivsGr5Q7P+CJV78IePHB6CrX9OuyhiSLnkzDf6oCJN3sM3Tg66JEgsN9uC6JAeQ6y708IXLeur8nRkX+3F/7nlOAAfwP8ua+1ME7r+TxN4mat7a5jSAuxp6iG1de0eCmDBjHCGICI1ZWVrS9va16vR6+h4FqNpvhoS//8A//oFwup3feeScEV56JSgrGCOfAa+6wEGoE30trHkC5U3VnCw2Hw2AkoBhR8uTpIjQ/P6/79+/r6OhIn3/+uXZ3d0MpOZPJ6Pj4WP/4j/+oXC6nGzduBIFzA+gBNeSb2F1Avf0E4+XBhfcpO4rpQQbOy4MPDAXO2Z1LOp0OZVxHfzy4vAy54eOeHmh4hcATp3iNXbaQj5mZGS0vL+vFixdBVjl32w0QPMRognZJoxLn8+fPdXR0FBTz+PhY7XY70TMZ70ViPiAEyGdcaboIvYxPvvbxdQeDQUAt/Brx5ng3Xi5PjN0dJGsQnyUOQiWNTmUDQfR2BU96YuRpdnZWCwsLofeetYt7Yy9KLmeOqnmpm3H6oRMETh4kxKgdfHIbGgeC3NOdEZ+LKyauq3Hv+Th01+/DGvJZR3THgT8XIUfmPCmgH9gffhc7XtaA9fT3PJjxpAJ+YqNpHyDQ9vsjg972A1DAWrJm7XY7nCNPwCIpHLGcz+e1tLSUkL9JeRcnGtLoWG5PjNA3An63EZ44eFuxr7ejqNhMTxDgrwcs8As+wf84OGIMHnhyTeQAv8beSE/8LlP9lkabjr1rgXvkcjkVCoVEUuOxBX6MzfaMnev4KYrY8ePjYx0cHGh/f1+Hh4caDAZ677339MMf/lDLy8uJQz+YM+tJ0uIAC/fFljBGfFK73Q7H4XMiJQG5n7I1CWFLkC/XO+bsLTRu3x0A8AQdPjFn9NDtOveWzp5Z4k8/B2jqdrtqt9sJ4JDTT93O+kMhqf4wfu9YoeXpMnGJ2y7+x6bHLZlxbOa6Az9eZuvgrSfyzJVYy32SA18xmCeNKtmsQavVCsUAbB0+OZPJqF6v6/DwUJVKRSsrK4mT+V7V1r1yBOPtDggjhpdgNp0+23Dzzjvv6Pnz58EgSaP2GwTt5OREf//3f69UKqUHDx4ExxNvenEUgkWlJOclRg8ovVzqBpZr+sZC77UlWOBefgoRCz4JwReCzcPDw7ChK51Oq1AoqNVq6Z/+6Z8kSVtbW0GhpVG7AH97EB2jvCi9n1rkqJQnc74e/tuF3wMh3ndZgPhesVgMxlhSOCnjskiVrwtOdRzi759z5fZ9EH5NPjc7O6ulpaWAWCLXrvTuHLgGrR3IZqPRULVa1fz8fDCybAp3WcV4urFG9h0ln5S8pxM5IqFnPo4EoWN+mIBfCz1B512mOPqadUGukdXhcBie3u1tMchqs9kMY/BeXBxWfIQjSSCnha2srOjatWvhyb8gqI4qXZQ8GO/3++GUOE/M4QdIEAkoSKMneo5YwSMPMvyeyGOhUFClUjl3WISDBzEwII2cdpwkQVwLecRhMadxlZOL8M2DS/iAPfDWPHe6bpdor4GvyIvrDnxzO+ptsl6JIHjzgI5AzZFlr3bDDx64BkDm90un01pcXNTNmzd1+/Ztzc/PTwxGSUoEt/xGrjKZTOKEPQ8GPDDEhoyrxHjC6brulVuXKweM4CP8dVQZ2+c8hqfYDg9gY9DIg9VJ/YQHsPAvnU6HuIJjYjmd0BFfbBhItAehXMfXxAPfer0eTpQ8Pj7Wzs6O3n77bW1tbYXvuu9GV+MqI9d2cI5uD3+GC0GyNIqp4O8kqDw882Tc4yO/piPg0iiZdyDFfRrVCUkJ/8Ca0+XhATqdL74+bAo/OTkJfhk/4qc1ul7i85FhguNms6l8Pq9CoRAexRCDHBfhG/OBb/AB2Y/1CF3hc3yGuIO15X1vf8JP+tz4LH4JOWZMnpQwV+5DazcnqzabzfBQaZLq4XCofD4fDs3Z3t7WnTt3tLKyciEg75UTDQSFAcJkGAGSVywWtb6+rgcPHuiLL74IwuToZSp11hpSrVb1l3/5l2o2m3r//fe1vLycCLZYPATUhdqzfd9AFAfTjtagPB5kOiLkwSmOywP0SR2wo7uVSkV37tzRr371q9BKBpJ9fHysf/iHf9Dp6ak2NzfDMZCMC0VyXjhPGDev85wLV4i4FOcZLzxzIfX5UzrGIfqpECAPCLK3GMSVgYsQa+yBn4/Pr+tK7A7HkwlkwdE7kJpKpZI4lpB9OjgGZIISLvzkXjxA6fHjxyHwlaRGoxF45r3cjMOdDWgDY560ncCdoztdAio/fpqgxXmDbrhOscaOhjBW2pU4A95RLEkJg4nRQ55w7rGu8f7JyUlojZGkWq2mo6OjkBxubm5qYWFBuVxO29vbunHjhhYWFiaqBLlMnJ6e6ujoSI8ePTr3tOBsNhtOgeFkGHpcMdC5XC7s8YIcdWQtHLWMqwwks0tLS1pZWdH8/HxwlL7RFz33hCbWG0dwXeY8aGXNJtVX1ngwODsMZHFxMQAfHkjj7Pz0Ek8kcMLSKMBhf0Kz2QzIJzJK4kQLJD6EhAJekyywt4Lg3J0v30MOcb4EOjjidDqt5eVl7e3taX9/X9/73ve0sLAwMSCFrhCENZtN7e/vq9frhUNJms1mIqH3ZMETYJI1ZAmdc75yLw+4eI0kjA3HbA51W8R6ebLLOHhIn48lk8mEvXu+IReZZI0m5Z0nO9ijfD6fmBtrK53FNMQn0mh/IYAC5LYavgOA1Go1HR4eam9vL+jozZs3VSwWzyVWDua5b4UH2Dev8PlxpLEdaTQaarfbAcScJFiGPAlKpVLhCem85scqe6VKGm3qdqCFOTsIIyUPdUFeAVV54DNPPed9TjH1agfr4pUQ4lCegebg4NLSUjiYpVgshtgKGbnIfgOI+EdSCMadPOb0eMs7bXgf/8Y1eWr88fFxsDv4THSYSj62Dn5hQ9vtdlg3XxvsKRUMTrPr9XrBLnqcQzVwcXFRX331lR49eqSf/vSnWl9ff2VevbIn7vf7oa8NJfE9DdLZwudyOeVyOd2+fTvsZqelplqthsCEhTg5OdE///M/q1qt6oc//KF2dnYST41tNpuh35/gg4DNAyQWzjdQ4/RYaC+1s9gekLmRlBSqGiRGkxpBDAfjWV9f18HBgR49ehSMDXxkz0a1WtWNGzd07dq1gMrAMy//IVxe6XDUVEr2/DpC5YGIIyLw2Ut3BH3Hx8fBWGBs4Uu1Wg1GuN1ua3V1NQjppIGLlEwWWFfGKemcs4sRzXEVjxhFxTGWy2XV63WVSqVgbD0pJejAaSN7rF2/f/ZE2IODgzB/FN6f7wBvqZh5lYM1dtmdhNAHdwwEWgRVXr6PHQPGRlLixAxHmKjuePDC6/Rlg/x7BQoZ6/V6ob2M+7A+ODxQ20wmE/YwHRwcqNFoaGFhQY1GI9iM3//+97p27Zo+/vjjxLNVLkLo1qeffqqHDx9qd3c3oGfOW9/g6Gg4CTbto47UOjKPrsQAhwddJGgkp+VyWSsrK9rc3NTy8rIqlUoCxfJkCLuJ/Mbo4P7+vvb29nR0dBTGXKvVVK1Wdfv2bd28eXMi3jEOEGTkq9frhfZUKhfeCuSBgSfbvv/Jk2SqTF6Z8AMjmBOBIujd8fFxYq080CWQkhTkjXFj/2q1mjqdTniPQGAwGOiP/uiPJgpauJ8k7e/vq9ls6vj4WNVqNSQXXkV0m+BVIfTcfZYnY15xcvvJtQlaCE54n0C4UCiEk2lc590+z8zMhJP3kD/pLDArlUoqFovhCdy5XC60nNZqNZXLZX344YcX5p2Dh25n5+fnE7YFn8g4vV0QYJL4gs85Wu7dDQALnU5HKysrWl5e1rvvvquVlRVJyYoD5MASfsqrMayjxzf4bGyFJywHBwfn4paLks8dHajX63rx4kXwS9hhgC/3Y9h3bxOKASYHMRw8c0CSRM910sEw4kX8CGvk/JmbmwtdFNgTHqh7eHgY1n1xcTEkoTx0+u23356If/gAjyWJXfF1yI3HHz5/rkMSsL+/H2wc9poqmp8i5QAgvBgOh6EyxOc9PoSn2GKXU9+rQTLb6XRC8tbr9fT5558rnU7r448/VrlcfiUevXKi4X35+Xw+9AcSSLCwOPfNzU198cUX6na7IWMdDofh6DcPek9OTvTs2TP98pe/1Pb2tj788EMtLi4GJ+OtKggoCuqGAkNNQO+lNGe0B4juiAiQmCeGmzaNSXu+GRcClcvltLW1pb29vaBU2ezZGfMI3qNHj3RwcKDr169rfX1da2trofXKkz2CVK4NbwlUMplMSGKcP96jKiUdRRygI7QE2vCV9UGQEVjaDR4+fKidnR3dvHlz4qCPtXAUzzeIebWItWb9mYcjLMzVUSaXR05YaDQamp2dDSeoocyNRiMYO0e4MALlclm7u7s6PDzU8vJyQLxBIuCdOxPvg3UkzeV4EkK2WSPG7kkN12+32yG4oQ+duXm7kydYXi30pDRGr7wq5wE1AT2tKalUKpxYxmc88fADHhYWFhIPnhwMBjo6OtJvf/tbtVot1et1/Yf/8B+0tLR0Yb71ej198skn+uSTT9RoNNRqtUJbBWOJbYjPLa4ajNMxDw69+uaf8+siX9VqVc+fP9fjx49Dz+zGxoYWFhYSrXHuvAh0QK+Ojo70xRdf6Ne//rU+//xz9Xq9UCkhsdzZ2bkw37ifP3CM5MDl2PnEWFl/DyxYi0ajocPDw1AZ9GtRIUM+fXMmuuWtlp1OJ6DWLsfSSF+wj/7wNhI0nH6tVgvn8h8cHCidTutf//VfdXJyop/97Gfa3t6+MO/6/b6ePHmi58+fq9/vJ9DFarUaxonuog+ObHqFnuoL4/ZEzMER908uawRvXnnDnpZKJS0uLqpYLAZ/Q9WbhHVhYSG0Mg4GgwByVKtVPXv2TPv7+5LOwI9nz56pWCzqT/7kTy7MN2m0B4T5kRTFewp8XvDSEVxsWS6XCzbb2zm9vZN1YY/fW2+9pfv37we03G2EVxOlZLuNB4msY6fTSez3cp9MckbXQrlc1tLSUiKhuQjhs0kwj46OQoDLjwNM7g/gvVdIvfUGkMTjL5c7735gr4BXZuA7PpfTl+ho8Qcu81lJIeli7Q8PD1WtVgOw1ev1dHh4qCdPnujHP/6x/vt//+/66U9/eiG+YVsBItzHoy8+F/eByBUxE3HC8fGxdnd3g61zWfUkIZvNBr/Ed5EhPgfgSzUePjpw4O1ogDvYP7oNOGSA+C+bzerx48dKpVL6+c9//kqA1IUTjbgsizI4SpdOn+07IMCg0gHq6FmxpGBUQYyeP3+uO3fu6N133w1nILfb7dCrjOFiwRB4mAXT/QQCD8y9DMr3ME6OZiEMtEhM+nRrD/xBedbX17W0tKR6vZ4wEI5K9Xq9kIk/fvxYa2trun79emJzpQckCKbPESfLeiG4/n144IgWRpcgmaeEUsrkXhgnHA19q+12W7VaTV999ZVOT08nRgvicrOjwx608hl+4LU7H0eTHMXC8fLkWvbMYDgJvB3Fx0AyZ4xNtVoNiB2ygxwxRi9REzSxptlsNqD23HuSahDJDFVFP1FCOmvzajabwUCDYvEaAZ3PNybnoQfFMbLmgbRXHb0tiGoYa5DP58OagHbx2tzcnJaXl8OcQNz29/dVr9fV7/f1D//wD/rJT35yYb5J0tOnT/XZZ5+pXq+HNSGAxc55kutHQccJVZzMu7100IP1dhmm0oYOYvx7vZ729vb04sULff755wHFYxO8b7rl2jiUk5MT1et1dTqdsIH17t272traUi6X0+7urkqlkt55552JeMec9vb2AqhEIAxg4wmRg0DoFEhbv9/XwcGBDg4OgjPGPjsIxRGpIH2ubw5CpdOj9kGu70dicpKPy3q9Xg+BWK1WC4776OhIJycnocVhdnZWxWJR//f//l+99957E/Fud3dXX3zxher1emhBdF+VyWQSYIS3pMI7D+wYK4CT66W3AHIf/IZXpJAffAY6t7+/r6OjowQI5K0/7k+QP9rfOp2Onjx5EtqyFhYWdHp6quXlZX3ve9+biHfcl2Cd+eMzACTY34m/dBAN4MJ5QJDH/8yr1+uFEyRpm3nrrbe0urqqUqkUeA3vpORxv4Ay2Aa3n3zGT1nySoykIHenp6ean58PrW2T0MnJiarVqg4ODsI9AZAZB+sHb5CHGLCC77Sf+ZrEbdQOGHBfKpNeoYNf6Bn38ziIa/f7fb148SLILu1fVMepQBEwp9PpAApelFjPR48e6fDwUJJULpfDQ3pp40T2vNrqsRhrsLe3p729vQAK4FMAC0kOkEuvVGM/4TkFAX/d3/O9hHNzc8GmOVBM3Hd4eBjAqEajoXK5rEKhoH/913/Vd7/73Vfi1SsnGuVy+VyJGyEHBZFGm8bp10b4CR68r46AD0eKk6HstLu7qw8//FBbW1vByEnJB8XEiCELEx91SIAnJU+ucnSRUjhCjpFmntznooSS+EaffD6vjY2NsPjMiUCBsSFUR0dH2t/f1+PHj3Xz5k2tr68nkHrm4S033h4EuaFDCB2ZpzfYN/IjyGTZ9Xo99PVxP9bdDcfR0ZH+9V//NZy6dO/evYn4N27MnnS6U0CBGZujJtL55xLEASJIGEqMY0TpXP59Xw98PDw8VCaT0e7ubuiflUa9wYzNxwn/6DH3jetxP+yr0nA41OHhYdAZ9ITjGEGPCGBZdxINxkhyNS7AcSPvxtQNmieKzmd0kTlykopXe1h7yrZ+TdYmnU6HUzGq1Wpo7QD1/+ijjy7Muy+++EK1Wi0BZOB4GXuMDmNDPKj1OUijQwlihM9lAp5IyZNIIHf0OKput6t6vR5smLereNuKb+5Lp9O6fv26isWiFhcXtbGxoWfPnqnVaun+/fsTVYKY65MnT/To0aPQ/+5VKClZ8cHZk8iBLIN8g9p560Fc6XHEmKob+ka1OpZHruMglB/1zFwGg0GoAqE7BC/oDC0/VPF/85vf6N/8m39zYd49ffpUz58/Dy0M3pqEbHmy5NUWr9x7UOrBHT7ZbQpJGv6QFk94BA+QQT+pytssJCVsjaO89NzncrlEwDQYDBKtTdeuXQsPt7soYauazWYYO8AgssP/jAGQIpVKBdsHGONVH+QDuyZJR0dHOjw8DP5iY2NDt27dCgCrn8TJdz3x8pZJ7wpxkMB1H//HWAFp/BrYmYtSvV7XkydPgk6QtPgpgN754eBjv98PqD4JibcyxpV7bKBXPZGROJmCCJrZcxpX/vkOPHawk9ZMHh59enoaQK3hcKhyuZyIzS5CtNf+5je/CXrDyWarq6thnZEbQCZsnetQtVrV8fFxIlF2gJFK0TgiGeTz6LzzkliQMXEPKbnHr16vB3DSO3zQrXa7rVarpY2NDT1//lyfffaZfv7zn/9BXr1yooEy4Bz42zMmlIUEgh5d0BmEi5MzyDJ9szdGjPLd0dGRvve97+nevXuJzN4XA8fMuAjaY+V2pAKnw3V4D0ftaAPzi4P2VyWSJIwFPCqXy8rn8+Gsb+97xGGwyMyx2WzqN7/5jY6OjrSzs6OFhYVEZuyOhtdReJ8TvMYpY1hACVkHjABVDBAhR+bj4DubzYZ1r1ar+ou/+Autr6/r448/noh3jvj66QmetHoA5mVdxuWolhsyV0iuxcEHVOZQOlA/38BKOREFPjk5UalUUq1WC0mzNHJu/hMnhhhCHFtsbC5CBEc4cdBsysZulEk6kAXvBcXQYBgxmp6YIbMYM4w2Ou6VJOTTEW3WCv3wJAs7w0OrpNGxnTjbWq2mbDartbW1BKLG5vyL0sHBwbn1cTRKSu5/4XOQBw7876/7e46uwycIh+Sfi5MRr/Jh8+BPXLV1Z8p4y+Wyer2enj59qt3dXfV6Pe3s7IytYL0K7e3t6ZNPPtHz58+VzWZDWwfJojtX9CmTyQQnyrqR8LLGcSUQnhO84jy9csx6eaLu1XBfN/cR2Av4hbwCgKHL+/v7odpZKpWC3P3mN7+ZiHfwHxvbarVUqVQCei2N7AgJkvMEXqHHzM+fHeABhqOr7keR7bgijg3wKij6zHgIOGlRw8ZIScAIAI+gJpVKaWNjQ7VabSLeUZ1gfx3VT+eR2zfvf/dEAnvtPhOeoGOgvIPBWevS6uqqrl+/rtXV1SBPsa2QRs8vYFzEIbEc8r7rIGtBldk3qOOnJyVOzKINDtlhrdi87608nsQyZnSGeMlBIfiH7yZW8PYs+OZ2kCSKv30zP9eCV6wtdhBwBd3NZrNhz1OpVApjLpfLoY3vIvTs2TP97d/+rb766qvQTri5uamVlRVls9nEQSfDYfI0PeSBDf2ua9J5QJQKI7GaP3AQ++SdMQ5uu3x5GyBJI3rhsWCctFer1RDHs3Xi5OREn3766Svx6kLH2yJEjnhgaN14s9CekTtSXCgUAgJNn5jfB0NPKwq9dB999JHm5+eDc/dkh//dKThaz7hcseNKx2AwCFkpi8+JN2xcnIROTk5CMOrlV0mhbMX4CGRRdK8UeDLx7Nkz7e3tBRSoVCoFpItyKy0n3qMbCxVOWhrtEaCFDePtp7CAmoLYsGZe5iPAZrPf559/PrHzZUzeZoczg1cok5em3cBJI8WN2xHiAAO+MUc2jjlSjXxT6eCQhLm5uYACgBItLi4qm80Gg0NvqQehbrg9OfQjUi9Kv/rVr/TFF18ElATDgUPqdrsh8YevGGbv22TvkCdo3pooJR8cxnqhi6whTgv+gswi8x4UeMXS586azs7OJs77pmdZUqj8/af/9J8u1a6HIY+TeCoZ0ggp9WOx/Rqsq6933D7giZjLInJOYAe5rXLHDt9A1rxigoxxPUdZaRehgvOf//N/1gcffPDKm/xi+qu/+iv95V/+parVamiL2dzc1Pb2thYWFhJ2G34gdw6s4GfQrTjRQF9wsIBWju6CnvqaeFDpaDE2kvXxtjPswLjPS6Mj2Pf29rS4uDixn2B/FOshKQQnXiUkmIoTKfct8AE9ipF2rwJJo+rFuGO9vfID4OKINknjcDhqu8U2klQOh8OQBIHE86ybVCqln/3sZ3rrrbcmBvMYi1e9mROv+SEYzjdvUYorgayBB/IcBpDL5VQqlbSysqLr168rn8+HE7rctkoKJ595BdMT6bjNKLYpDnARQ9Fujo2IKwGvSp9//rmePHmihYWFwAdavwCdUqlUaDN0QAzyVmXG7RVqbKa3mTo/sOXefsdv11dsnoMB2GiqKQT4xDn8z6E6mUwmJFM7Ozv66KOPLnSCEvTLX/5S//t//28dHBwol8tpbW0tdHr4/gnmSczrlT/ewwf6mjsgB9Gp44A7OoV8xAC5+y8HAvw1WuNi8qp5Op0O+9KOjo5UKBReGcx75UTDz5D3DWQePPvgvZ8YYfMH88UMdOGOexoPDg70N3/zN6rX6/o3/+bfBOQSwfYWBRgdIxExauCIgjMVR8f46TNmo/Yk5GVS7o+SeNLjY+OzzA0D5AjzYDDQ7373O0kKx3vCa68keWAkjU4ZoOSGU3U0AgV2h0VQKI1OxyFo4HvwH0c0Nzencrmc4PNFyWXFj/R05B8e854bbQ+6fA3i8iIOmZPSarWa0um05ufnE8EDvMDozs/PazAYhLO5ed0PPkCuaF3wBNeDbH77Pig36K9Kp6enevz4sZrNZmLDGmdmu2Fx4++9tZS40V1pPPIOT+Lys4MG8B9wgaohc/RWBf8b/sQVBpwIQSrIULVa1cbGhj7++GNtbm5emG/xnBxZ9IoMDsEDGynZpunoOeidI57jqoseODBP3vPkgx9/3ceADscgQi6XC0f/YrOz2azeffdd3blzR++8845WVlYm3ljK5uhqtaqFhQUVCoXwGsEzSTRyB0rriX4MHHmC74GyJ2q+l8ZRVK9qcn/fmyCNwBI/n96DwG63G57b4v4DmaY9dGVlJXES40WINSNIkhSCSebt9hcb5EAbc4n9H4R8cj1+4j1AjqKiqy6TyB/IJoAWJwcR1HNq3/LysgqFQnjAJut0584dbW5u6vbt2+HZE5OQ7/uiRZuYot/vh9MSvSXNq80Ai/BWSh7FCnFqWTZ7drx1qVQKBylICtV8R+bjiiOvc30PHFOpVNgn2O/3Q4LCeFgXkiP3EZP4CUlhE7IDeLOzs6FC5GCyxxPYM99P5G07zMcrG4zTee+AFIm9VyqYl8cpDpQOh8OQZCCb+F6SWgBk2vgymYxWVlZ0//59/exnP9PW1taF+UbnTbVa1fLycrBb9Xo9sTnb/RkyCB+dV55YeJePx44OKvh6IBdeLYT/buvQX/jMPZFbZIC4jViBOIqEcjgcJip4f4gu1Drl6CoZJu0jPnkm409ydCX2oJrv8TlHJxFGStZ/93d/p2fPnulHP/qRHjx4oGKxmAh2HWFnEXyxWTje881OlHoJltk0ydwvU57E2HmG6eitXxeH5/srHBHw4AJFwlDQKuNCh9HwsrknZKxJnAAi3Aipj9PRME8u4KVXQXq9nlZWVnT79u2JeAf/XdH8yE4vL7pCMpdxJck4yYAP8DiTyYSNtY6MUuInufWKE4ETLSLpdDpUEKjkxXoCwgF/fcwE1L5OF6FSqRSqBqnU6OzwlZWVxLGg3m9L8uEOLDZIjtTDAy+FDwaDsAkN/XUnCs9xGJ5oxNU++Ai44Se+EIDTalOr1dRsNnXt2jX9j//xP7S2tjZx0EI7o1cKGBNjJbECGYM8mEW2XP7iM+I9IPYKIteOZcBBHDb7cmwrp2Kx4ZokeXl5Wevr67p586YqlYoymYyazaa++OILtVotvf322/rRj36k5eVlzc3NBZsyCa2ururmzZt68eKF8vm81tbWtLq6GqrY8MiTC5cV9IkkBF2Rkm2Q/jrXk5IHe3jw43YN3jgABNLP971FdHZ2NvR4EwjWarUQoHM6FEH0pMeMrqysBJviMui+N94vRVsZ43awwg9DQWe95xqeDgZn+1BIavg+ftEDZ5KHTqcT9urR/uT7C0jKFhcXdffu3ZCAZbPZsJ/o+vXr2tnZUSqVChtMJ60G4e/QR0BN54tXETzR8hYb558Dc8x/b28vtC5xKMX8/HzoTODIVE9YPUHwPUWsIZUCQCh+4AX2hvgIf9/tdhOnbk5q71ZXV8PJaehOqVQKm9rxF+xh8fjMqxYk5myCdr/NPLwCS5WJZAp5dTn2+NGBYAJgxkKCjL1dXFxUuVxO2IlOpxM27s/MzOj27dv6+OOPtbq6OtFBP6urq7p9+3Y4Fv/atWtaXl4OJ1f6HLDl7hOI5fgbGXNbJSlhA2JQTkrGOu5PpNGzYtwHU23zqp4D1C7/bCU4PT0N3Sq0h8cV46+jV040vHxKNsnAGaQ0yjr9CFBOMeDznt3F2T7f935Kfjit4i/+4i/06aef6r333tPOzo5KpVLCUTBefntVgIUnM9vf39eTJ090dHQUAkM2V56cnIQH57lQX5RYWHrhHd3tdrthV3+lUgn8mpmZCSfJUBZzNBSDReWCch1OjkAHHsNX5h8EIJt8snocDPId+DUYDIIR9/WjhO6bwRDWhYWFiU+xQcE8SRqH0MEbT4aRK086XUb8dU+G8/l8OCGFh/ZRdnUkwpFLnKSXlAkGFxcXEzx0ZMBL5o54+c8kDoTz6nd3dxNGn0SNe/Z6Z8f9cTIVaCR8YI1xgvDQk3XfF+UVJOerOyPkBT54AIlRJvB03XHd5aSUWq0WTlEqlUr6r//1v+qDDz4IgcAktLW1Fc75Z9zekucghYMatGRwNOVwOAx8Qy482POqFvMHWfUz2HGu6BgnIB0eHoZNj8ViUffu3dO9e/e0ubmpSqUSHhpWqVS0uroaerCRzdu3b2s4HOrGjRtaXl7WYDBIHMs5Cb399tva3d0Ne2pAyVqt1rmWUHeqBFVerZCSpyO5A4x9iCO7JMc4QbcR/E0i4oc0OFoHzwkKaKdFPuMNsZVKJVRwJt1Iv7OzEwJ3ggd8DtVsWjOZK/fHt8GnYrEYEip4Q1DjiUYqlQrz4Pog1Oiqt0hxtC970NLpdDh+3ZOewWCgxcVFXbt2Tevr6yFoYb9JPp8PJzRhl7wSc1FCBmJbiS9yWYk3g3sghm1kTNiifv/s+UiAj1S/l5eXw0lDnsxADtjwPQ8KHeQDDGTTM22QrKufWNdsNkOgTvvwpEfIr6+v6+HDhzo+Pg52mco8gSr64xVV33foHSmxr/AqhSdEVGXgjz93yUFj5N3jNnhZLBYTlVsSSfbpeLxAZX9mZkbXrl3Tf/kv/0V3794N/L8offDBB9rf39ezZ8/U7XZVLBaDP/WKJ+OLE0wpCdq6reM9Tyh4jc/53HxzvZR8XhOAaWzrPMbwFnV4SrzKZ4jBAVs4MfJV6JUTDYTFg8q49AOTMplMKJl6+REj6IiCGxcCDSZJJo0DZLIkAV999ZWKxaLu378fTmICzfNSaly6arfb2tvb07Nnz/T48eMEAp9On+07OTo6CtkbDnpSxMCrC2SvCKIH0Bx16+ittw54Uke/K9eHz2SkoG18xzNhHIIjC3EW7YaRz3pQCLLl4/Psnc/Ozc3p5s2bWltbm5h3OHtHnFAYly/+Zj5u0J1PvIbCOW89SPEeRI6+9GAEBId9GugC6EWtVgtGx5UZ+XdeM2bW1ROmSeSOKhJHg3ogz34Nkmf2NTA+5IY2CA51ANl0/uIACWK8t5hADzl1tIo18+ATp8P30UUSjbj6wiloqVRK9+/f15/8yZ/oxz/+sdLpdHio2CS0s7Ojw8NDff7552GuVOuoNMUPw/NqpR8ljIGHXzESj57E+gOy7NVWnnNCoNfv97W4uKif/exn+uM//mPdu3cv8JN7zc7Oanl5OVSZ+OGp5SCQJEgEY5MGfGwk//Wvf62jo6MQkNBu65VdAiheH5dYE5ghC9KoTxn+egWM63jLggfiHgjjxziFjbXmuz4O1jU+LIE9XAARa2trEz3oUJK2t7dVr9f1m9/8JqCYVNZBuAla8B3YYuQtrkT5fjquCY84NpPrOirM3JFfztPn6czpdFpbW1u6d+9eAFL8+SS5XE63bt3S4uJiCKB5yF+/31c+nw97C1nDyyQarKknqdL4RJQEjcNPsNeeYCGTXO/k5EQHBwehjWRubk6Li4uhajM/Px/2wPAd9NcTGmxmOp0OG9bxI3HbETEPaLcDXRyC4HOaJFiWRsDKP/7jPwYZYE06nU7wY4BRyBj88YosrwFIsjboIfrl+0o8kYjXk24WH1c2m0084NgB4lQqpYWFhcSJp4wVP3T37l394he/0E9+8pNEK9FF6c6dO5KkTz75RPv7+6F910Ep72DxKi2+Dr7Q4iUpvC+N4jHGjnwSQzjQ67Gu2y74gI4D2jmRYNMGikz1+/2wKZw9Sejo4uLiKz9v6ZUTDQJlBuz92wiFD9jPvSfAdka40YeRsQN4/PhxQCpJIGCcI3+Hh4f69a9/revXr2tpaUmbm5va2NhQLpcLjowFPTw81MOHD/X8+XM1Go2w4AScXmbHQD969EidTmfi89FxdLQP+Ma1xcVFHR0dJTJdlMQRXoyQfy5WpDihcsMFr10A3SASOKH4jj7j/FEUkC9/gJknlRD3f/vttyc+tpAxY9A86fJeTmlU/mNubrgcqYSQQb8235XOTuSp1WpB6b0VA5570sOcGTdGkvXHMCBjngx5kuPXj9fsVWlubk63bt1SrVbTl19+GeZJcOKygTOkJYK+Wa9SlMvlkHB7EunHtVJFODk5Ce1i3i8a95cTeMToiq83KBqnY/lBA8PhUIuLi/rxj3+sjz/+WEtLSyEZuszT6PP5vN56661wGAXJFvPBlvhT4z0B9TK1OxTm41VC5Mb1HSfsFcJ6vR6e2n1ycqLFxUW98847+uijj/Thhx9qe3s76CFBXbFYTATcrs+smQfg8D8O3i9Cs7Ozun37tubm5vTZZ58lnifjR6kSdEkKbRnInwcdjA30FBl2ZNhlhhYY32PC/1yLFkFfM+TQkwx0GGRbSj7HgPPyaZVZXFzU9vb2RGfySyOd7ff7evz4ccL2obPdbje0cEqjVlrkyxFpEg/kgoCatUUGAPZI6pEVgjBadTiAYWFhQTs7O9ra2gr70+AJD/EjKIFHBMcg9uwpZK0dHJyEHEH2qgL3Ru6k5INM0VdeQ26QNfSJh0a2Wq0wp3w+H/w6tjA+ICPu0ohbirwK7PrH656QE8yjI8yXJJTjoy9KuVxON2/eVLfb1a9+9atEC6ak0DroeyKIS+ATCYA/ydqrkL43UUruR6Ka6e3i+Gq6AgAZQO49SaGtx5/X42g/8ef6+rreeecd/fCHP9TOzk6QxVKpFB5Kd1G+3blzR4VCQZ9//rmeP3+udrsd9u6wtwnb4VUBEl34AE/5DLIBuU9kjjxvyKtivE8rGvbC9T4Gnr2bCN57LEklcmZmRo1GQzMzMyqXy9rY2NDq6uor8eqVEw0GQCDEjXG+UvJkJwITkg0PxqRRkIZTRmnoBwN19cekl8vlsHgoLwzFOfKQOBR6aWkplGcpS6PwKDZoKXNDAEFoT05O9Ktf/WpiVB5FwHmxkDMzM2q32+GBRSRP8Bce0ZJRKBSCgHjShsI5WuK9rh6gO8LPmrpj9SxZUiJQdCXwEjS8cxQeB5bL5fSd73xnYgfCGHEG0iih8BMq3HnGBg05c+VCHr2aA29Yd0frvQLn18FI+PdA8Eg0ms1meLK8H+vp6+jfJZFjDpOgLTMzM1pbW9Pbb7+twWAQyrt+LxwaxtZBAPjMejImT36Qa2QbXSE4HtemQcBESZ418nWOkz/sAYHSzMyMbt68qfv37+uP//iPtbm5mdj0B0I4KWUyGa2uruqDDz7Q48eP9dVXX6larSZ0xys7fMf10NfM9SdG9B2RIvCl1ajZbKper4cnenNIwYcffqif//zn+s53vhNOuyHw5SFo6IrbWNYeO+CVBnTXA7JJCKR2Z2cngCgkhl7t8VY+r+RwtC2HFnjQiOy4H/HknyQC8r176Dr7WfxADE+EY6DA13N2dlYrKytaWlpKINxzc3NaWVnR3bt3Q+AxCdFq9p3vfEebm5v68ssvtbu7mwjqaNkksPD2E68KMgevtOE34YWDHyDGfN8TXvSuUChoa2srHOVK8kDFE+AR++g93jxJnJOZZmdnz510g12ahFhnEkVpVPnCh1HhkxQCY9BxgBdHiuFZu90OzySCz7SNVCqVcBJmDOxhL7wqh+/yChN887l44iGNNhF7YAoQ5CdETcq7YrGod955R8ViMTxHCB7il6gUSEps+Ie3bscJpknCkV8+44ACNghd9lY3ZI+x8D52jM4Dvut8Za8Jzzh57733QosfBwYAlDkoeRGam5vT9va2FhcXdXh4GBJzty2eJHicRWWa7hled2DKeeYxJPGipHNJOvemCsk6oAfwLZZ31o7qC+23flx8NpvVysqK7ty5o7t376pUKr0Sny5U0fCyJpP13js36kzGmYUB8IAVAXXhQjkXFxeVSqUSZ5eTrTIeD/zon+S+vOZZIIbG+/3YT0Jw7keQ9vtnvZkvXrzQ7u7uq7LrHDEG7+En4KpUKmF+/GYcXr71BInADjTBg1auHZfQPABirTBoHKvoVSUPPLxvnnXimhhkrsWatNttffTRR9rY2JgIlef6XJN5sjZxhcKNNYgpsuB7YzzpwThxPe+PRIZB8tgQDv9cH/gsDpT32Ozm6F1c/eBvnAgIvpdDL0q0xy0vL+vmzZtKpVI6PDwM98BBgTrBx1in4bmUPGQBGfEq0DgEFpmGZ3wWJ+9oXmxksQMYvYWFBW1vb+v27du6ceOG1tfXEwdCoLc4pGazOVHfMuNbWloKGz739vb05MmT4Ew8+HXkEl1wewcfHd1yw4+zxQ7RquKnDxWLRX3ve9/Tv/t3/04PHjzQ9vZ22KzJOnp7oTs2ghtve/RWA8AiX4NJ2zDcydODX6vVQpuKbzb0ygZyVSgUAiJI654jp85TiNdcH90OeYDmVQzuG4MNyDCn/zhwwB4FHvpVKpW0urqqzc1N3blzRxsbG+EhnZPwjsR/eXlZOzs7evTokR49eqSDg4PQ7ujrxEENnixII6CHdWbOfkiHB9PYLD9dkn7t69ev68aNG1pYWAhVQxIGbxeSRn6HIK9cLoeEBBDFgSx8Musy6YldyADH0LPxl/0O3JfAksCORJLAC9vllV0ezucBMTIK2hvvocAuOG+cr/gAKqVe7aUSClDFdeKqt4OAcavQRXmXyZw9qO/OnTtaWlrS48ePw4lKVMiIEbxNz1ugsDGub+PAR/yblHyQrfuhuAvGwSx/Dd7Cv3w+r8XFRa2urmptbU3Xrl3T5uZmSJLw0yTAXqG/KCE7AFOFQiEcyON+gLV3+yQpVHlLpVIAlUjA4uSEdfKT+jy5in0PfoU1iKsjUrLF3B/+zH5TTh0DLOIo5+3tbd27d087Ozuv3KlyoedoEEgQfGDMWSRHktPps01iT548CUh9jI77D8KG4eE8al73kjEnIiBcGAbuQYaLkQHZihFEEC7v0Ys39J6cnOjx48eqVqs6Ojp6VXYlCKPggRPBVy6X0/z8fKL/0Eu88JYxOSKJkjna5QkE34fHLuwufF7FcGQTg+HIGArgLQWOWBMcHB8fa2VlRf/+3//7sKl4UkIB2IiEc+WeHvyOqzTEiubJhSfCjiI4fx0BJFnE6bjcEuj1+2d9jWxGcyQMfsZtAsyH563gfCflGxWLcrmsO3fuaGVlRfv7++G5NBhDR78xWK7bjrZ7UIgx8+QdnlA5gXeelCKXVA0lhQTNj6SsVCpaW1vTysqK1tfXtby8rIWFBVUqlXNBdbyB05GhSYi1x4YsLi5qYWFB169fTzzbh9N2fJMcwQt2hcCDZN2ddKvVUqPRUCo1OmyAp8oSxCwvL+v69ev66KOPwgknMUIal849YCK5wemwdsiWV0E96J6kisYac19QUE7KcedHwIy9Rbb4ISE5Pj5WtVoNyb4jvNh2eCeNTrbx/SYElSTV/JZGPgv021swXA/8pJ/BYBACbTY8b25uanNzU8vLyxOdYAN50FkqlfTgwQPdvHlTrVZL+/v72tvb0+7ubgKlHAwGARmlnxr9cL7DN+xzNpsNm2ZJqGj5KBaLIbFfWloKybuDXOixtxDFz8aRRg+qYxzz8/PB3pJ8+LUn5Vvs4x1skkZPUPdgjKqK227kgriDAxdI7NLpdOiSAAQBHUcW3Sd5jBEHm8ixgzDSqG3WP4NepNNn+5XoeriKCq5X1MvlspaXl4Ot42jq58+fh0MROAKVSi/7FBkTOog9YO608WCzpPFJBXFSHNOQKCKruVxOlUpFy8vLKpVKwUdwGAJJMWvlgDg06UlncbzEKVcARvgC31/CujqwSythsVhUtVpVvV5PVFjiBAwi/nK5QpfwO+M2iXv1jk4AYmE2gNOy1uv1QjK0urqqa9eu6datW7p9+7Y2NzdfGRi4UKJBEO998Ci2t87gyFhgmA7TXmZQCP5gAE+UnZub097eXqKlCgfDPT0rxslhzGC4O2UckgdzCAw/oMDsoZi0vOZGjzHg7EiqKpVKyPIZBwYQJSTY5m9HpQhOfa0wHo48Q14p8HKsX9v7IBmTGwiCGEeB6vW6Dg4OlM/n9d/+238LJ9vEBvZVicCJ+xPwj2t3QA7gmSdJUjKT92DMDRm8wtDRBuHonwewnvBICo4dRK3ZbCbknaQ3Rp2Rh36/H4JtKWlkLkIETyQ76EC5XNb8/LwODw/VbDYDWku7Hi1erL2fke/zRj/cGcBjAouZmZnEvgkcBOhmpVJRpVJRuVwO4AFoE4ghJ7qQjHhC6ePAgBJIeIIzCRGADwaDYGcwuMvLy7px40ZiE6I75SdPnqjT6WhlZUUbGxuBpx5ge6uBH7nIaXOs09raWjg+M04m4molv5F7T27gmVcvsBHIvyP9k5LfF9ml6gJKDMLN+pGosdEQgEM623C4tbWlRqMRNlsSZHtSks1mQ7tGOp0Op/XxvztVPu9jjhF52tfYx+d7IXK5XFjX69evq1gsanFxUWtra6pUKpdqPYPgC7ziCM3V1VVtb28ngLBut6vnz5/r4cOHOjg40PLysjY2NlQulzUYDEIrI0kWSRjVI0nB1/BciHK5HPjgoAv2wpNcAhcCuXj/C7bBq4D4GW8Z9irgRQmfAPBJUMopVz4G3wDu7YOMy+MGSYkEE/uM7LHZnmTLk1iSK6p5njA4yIetwQ57tdirLlSJ0Nn4BCCq7Rcl1tDBLfbZIAuHh4daXFwMSRMtOQcHB2EjNAdMUFn2mMIDcrdP9Xo9xC6Li4sqlUqJaisAQLFYDIdXcNAH8/Z9QJ6I4JsckPKKqyekk7TssZ4kEj5W7L0/LwifhAxyb09UNjY21Gw2wxPMaU/DflE1Q8eopLF26CIJBnbO4zxPqNHXRqMR9iOSSFK5W15e1tLSkm7fvq2FhQWtra2FJ6C/alz3yomGo71+Ni8MdieIQxkOh5qfn9fR0VEQHK6FASKoSqdHp57Qh+rlyFQqFZCcdDodgnJ32I4eOkpNlQBFdtTTEVtJCQM0GAz06NEjVatVraysvHI/WkyeOPhpWPQvSqOy2NOnT3V6ehoyf68esAZci2tgoAlivA3N186DVkd/CAw8YYuzZBLIVCoVjKp/7vT0VPV6XXt7exoMBvqzP/szffTRRyoWi2EukxJGwo/Ti/ng8+TzyKgnR15ydYcSI0v5fD4Ycu4Tt1/55z1AArlZWloKSKyPz6snGAYSY/QLg0/idFFi3hheDHM6fXYi08rKSiiN7u7uBmSIjYDMxXkOosd7vnEdvVpYWND8/HxwXnEvLQE1QTsBip/VTyUBJ4LhxLbQAsE4uQbggZeVJ5U3r2igT6C66AybCI+Pj0Mg+NZbbyWqDqyF65WU3G8Aksg8cZTc33u6HdHHjrnce4LliYYnYwQu2EPXbX4mJewPT8b1KixyDh+RG6+6cA34Ba/gGy1lPLsC/pJEeOXNwRRvjQCEoJpCsO5IILzj896mms1mNT8/H5JjEkU2405q6wgg+T7PRCIBJ4gBfef3cDjU7du39cMf/jDot++B8cDe/R68gWcEM540sDZUShz4cR5DnkB4goJ9ZI7se2DeXGsSW8e4pORDd5EL7kfrm685QRVxDDYEPadC7zJJcO86jM3xVkgAJ499AFzgE/LmYBlrErekuz2H79h1Wi8n5Z3ba3gkKbTxcdQ7/gF+wB9scqxn8V6s4XAYntfi9ssrKp70+zNGuAa66MmkA+CeCDv/nMfomFd1L0rYY/ZT4t9YZ3yU66vLpjTqVHGQB51mn57HEMSMxCR+OpUD2a7n6K/Het4263vAWEO6ifL5vK5fv661tTUtLS2pWCyGFioHfP8QXeg5GjH660bRUTMmkM/ndfPmTVWrVe3t7QWGwXgXShyJJyOOlPCMiVqtliirOdLuyD1jxBAQ4MVOwHvb3LiyIRGUYH5+fqKnRzIXrxQ4Qk1Vg6QKAWIO8AChcaPgjsA3vnEyjW/gcqQFI8V3QQK9IoRTZRz80JfrpXBOjdnd3VU+n9d//I//UT/72c9CYhbP+SKEUQNx93Yu+BdXyTBo3u7niZYjRVKydQyD5lWNXC4XnmsA/2JZQ6G5n/fcExxzLz7jrX/SCE1FgT3AmoRvfBcHWigUlEqlwpqBzi8tLYU+esbmAahfEzQFx+o8ouWiWCwmHAjBJs6E38i2I/TuZAm0PUD2a6DXVDrcgKP3k5BXPnEUbk9ICPr9fjitZHZ2Vtvb2wGpJ5h3wMPbJ72ixlz5n/vHFUMPvJ3cObmMYpM9QIqrFh40eHVjUrlzeel2u8HZerAEUknS4QmRt/Ehf4wdvfOA0a/rlTWugZ57YMH9QPrhhZ/2Ui6XQwA3GAxC0iuNHugJ6AL6i95OKndehfVWC0nhhDaCQcbp+0f89B4+4/rF9SUF2+1VXvfdvg7cx9Ho2Ia6LXM/QwWAsRA8Uv3Gn7xMtl+VGFO8Ido35mKHHSwgIESn4QFVDvhMbJDJZAKqC9qfz+fPVfodLXe951re/uiAp1cc4T2fR5eIS0ikHOGehDwZRU68GgFfuD/fwT55kMq1JJ3bsyKNWveYMzylBS9G/2NygIU19wNY3C9z78EgeXSux6meCFyUfAzMB5lxcIfYDjnHT7l/cN+FraPCS1Ls+ub3d53xhJvYrt1ua3Z2NoAFvMf6ViqVAOzBG6pD8/Pz4bERtKRRSbpIa/eFKhqSzinNuL0FBO2pVEpra2va2NgIO+sbjUZoeyJocGeAAcAI+g/9YDDDEcI40ASJ5frMwR0YzhiFcWNB+arX62lubk6bm5sTJxrj+IhSOPLc75+dOrK9va18Ph9aBTCOHnTDZxKiubk5zc/Pq9PpqNFoJBBsBAvl9QTFA2II5SEoceHDCHk2v7+/r3q9ruvXr+vjjz/W97//fV27dk25XE71ej2h/BclN8Bxsgs/CUQIgL3KAa/c2MQInCcu7mjJ7Cmrsk6SEgo/rrrBun3dhix0yKtJfMZbw/x7r0peoUFmHKX3gJhTz+ALa81ckBsMYHwilj+JGp2G946Se+UzRr/c6cI7QAmSDGmUNJFYeFAVo+RXUdFg3r5enjysra1pfX09MRcSK2Qe9JNrx85hXKLB/KmquWP2MfK3Xyu+jweGkF+LZJH7xNe8CHEvr3pz5KMnQx7MoleMwZH6ce2tOGFPmOCX9yLzOgGlI/iebBSLxcTmX+Qfm0mSzpxSqVSodGETad/wNbgooevMg0QNnfM2WknBFhGIePBC4u82yXU8Tv7QVQ92h8NhAKDcRztIGK+l2woPWlkH7DT+3Dez+3gvSugDvh+AgjXhAXR81rsbGCe8daQXG4Ns5nI5ra6uanl5OVQx2QtKAgMBIrJe2MC4nQaQyuXUYxVeZ0wcRgDIIinYzEmItSe5yGQyifYfQD4PRN0mMQcSIubreyIcAHJw1xOXQqEQOlliPsa2z+M+t4WuAy77XI8WK5IzEqRJ5c4TVWSPOTjQ6cmT+0j37R4DQ6lUSpVKJeFvsQ103fjckWfGwl4egJJ8Ph+qeL6HqdPphNPT/Jhm9usArnhSx3q+Cl0o0QCNIHBxB4ZhRjH4TCaT0fb2tp49e6bd3V3VarXEBhRJiUDBszvfI8CkMPAuTAiab+jy4BxBwAkRjPrn+JvjSI+OjlSr1ZRKpbS0tKSbN29qZWXlVdk1lnfeV+wtBYwbBO309FRLS0tBONnMGAcNoEKg7RjFtbW1oACOAvITO9wYhYuzdM/M4SGlb3os33vvPf3kJz/Rj370oyCYlKbhwaS8Y808qPR1i4Mu55OjKXzPjQ7zQla97ArCi/Gk4uQBDsafv+Og0dFoX0MMNt+h8oG8xgZ0Er55cMX/8YY49JhxM/ZxJW/GA3obI5UOQPh3GQ/Gizn5ujjS7Mm3lEzq+Gz8P/wigeJ5CpPS1zme2DkwT+/z9XkjS+6gPRGKEy70ld9czxN29CBONnydXEb5DLbHZdjHGydBFyW/p1ed/eSocXIdV/xcDxkXMgJ5Ys74vQ0HNJ1Ax+UE3Xab7IlPjCoTHNCD7gETiYbL+yQED5gDABDBgM+F+QEiwRfnh9tGklYPWuEh64atdBAxBvOcPEFJpZLVshjUcl9C6y33aDaboT3mMrLHPOJ1hg+sI0CJy6Pzjdcc5GLcbNzlMACCN/woaxRXi4iHkKMYAPU1cdDWvw+wx1PZAWsdmJ2EXM5ZE/eLyEUMRvLbbVHsi1kPn59fkzgok8mE1iPAN9bIA3AHfhx09aSM/xmjd6x4rEm8xJwnIeyGJ+qeSEnnj0LHZjiQFvtLB8Pdfvta+aETcUwc88pjEmlkY/gu10Sec7mcyuVyOJLabS88ixPrr6MLJRqOwjvy5QLpVQ3pbEELhYJu3boVjomt1+sJhxA7IBfseCMjAYujnLzuAbgH1D4HAsP4ZADGjDJz0gknirz77rsql8uvyq5z5EY5m82e2+wED4rFYhCQ+fn5MC8vnzFm9qvQw+ubmnDu/O1VCEcTYsOKkPLbHQCoCRskeSr74uKi7ty5o/fff19ra2vhu94vfxXkxtDly0vSHsDAa/+uo3huIEliYhTeldUTtjiQZI25NugnPPYxeXLu6+B8dwd3GefreukG3g2fB8ieaHgrio/BgxG/RzzP+D4YSXSXz3u1Dv7hQFzHPXhyI4eDJ7Gmj/iy5ONyB+ooHG0THjQ4nzxgifniSafbPYKK+PO+RrGc8jl3SgT5viaMy1HnOKC6DHkiRPKFA/Z5eFDvQTNInLeKcOSqJ2EuJ3HFDb6j3+gZ/c3wwHWCgM0THmSP/RccTpBKpcLxj1QdvEXssoTcATw50OZ22atdcUUU+++VBq96wAPkSBolzfAm1j3GAG89kCYZcv3kmh7ssKdFUthr0+/3EyeHTUKMCSCSAHZ2djaxnzMO8HjNqx2eYPm88RG0sfHjtiveywf/3NfjSzxpJPlg7bBvxD6g5AC90ggouyyYB7mc4TPwUy7b8NbBqthXuYy4TqBj7jukZLufVyUg90P+4/f1mMDbz90OwSvW5TKndcXxqvssjyv9sz5WbB32h/99HjEY5ck788OO+55JbB0AA/zliH7Xb2K1bDar5eVlzc/Ph32cxJVsGEcP3Ka/Cr1yosGEMNruCB0VB5X14Ib+ZXrzfve736lerydQVAyAo6Qwgc/5fb0Exvj47c6CMhHHLPpCc71ms5lo1fLTYVZWVnTr1i3dv39/YkV25cNw8BCbeL70uaOklDGpsjgqhdOMERkPXCE3XB7wEYy4ceOaKD69zKzz0tKSbty4ocXFRRUKBa2vr4cjSBFANiB5sDUpxSiJ9zL7Jq54Q5cHTh7wuuOLDaV/1itdXgXysiNjISmmnQJZoz0jDubccHhCA/88sb4MxQkASA78InDw4NmdSoxOuYH3BNIDQE8sXJ48APF7umzgwPxpphg3D8wJBrgmAT8y6mO/DPkcPDCLddqTpDiJ4HOxs+Ca7qziYDWWfXgUV6A8qfP3QN79ntJ5cCYGfC4bMKdSqUSJPUbq3IF6qxsO2v93sClGX30e7ieYewwo+A9gDfrsIAsy5igfD5ojGGB/CQFfLOMXJQ/k3Abww5gYn7/Oe3HiiLzGlWtk2vekcU0/aCT+PONzeYPH7qNjH0QSMD8/Lyn5HJkY4b8MZbNnG+aPj4/P7edzXiFD8A1b7n6SKjM/6JIn9bxGQsj3PKmLA1LWidf8fQcI3T/RtnR0dBQSJT8+3UGhSYh593q98GBg6fwBK9IoJiPJ53MxiOXAn18fvfLr40NjHeS77rf8flwHPrAGbmOoIqHvXllCNyblHXJAi5zHJYzZYwWPV1OpVHgvBtsg13/47e/jA5kP+325B7xg077bAXwr65JOp8MeDDbZ+/G5yMAkJ3RdKNGQRoEegfjMzExYPBZtXOA2MzOj7e3tUEl49OhRaE3yzUcusN6DKo1OfXEE0IWd8ZGlHh0daW9vT51OR6urq7p+/brm5+cD43hKrAfvuVwuBDnLy8taXFzUe++9F07SmZRcOPykABciadTXiSJnMpmwYXF2djac6e0PVvKAO0Zi4BVG0/kH71w5WbPT09PAm2z27JQVHjl/48aNcAwiT3/ntAVO6PBj2Tz4vCi5DPm4kRlHoDzxwtBBHjjEKKgHa2T5HkBiBNlYxRy9lxxnBaHwp6en4dkYMULjSbQ7Kul8kjQJ3zxIdVSN8Xrg4QYwrlDESQf85LoeHPKaO5Y4qHYUddw9CRActYd/XNMf4OnI6mWcRkweoMSIvI/JdW3c9/nt+hXPm/fjZMPXD4oDUMhtosuOOzC3OTh4H48nG1fBO+boa+8VVQc/XGZcJ2K01IMzxumyAg9ehrQ639AH9N11miCCY679sBB/sNZldRXCHjFHlxuvJJBExAntuHvDE/xD3CXgwQj/+6b8+D4EeyRXfmqi2wzu4Z/nuQeMgXnFbUSTkOsMQR4P+iURogLlPe6+NxMewWMPWL2CA9hKkuonprGOceDoOuD2yteZIDwG+7xyQexAwHcV1Vu3DfhTadSuDH/cd3qShV3z5MHHzdy8GuNxnn8mtn8xQIqc4dvhMfsR3K74Z4lZAb4ZvwNWFyUfJ+uLr5BGnQIOVHqSPhwOzx1eEMeY4xJSHytzdPDJeYt+8ZrLqie3EHLlY2f8HD3voN+r0oU3g3vQiICRFc3Ozoad8lLykfGDwaiFqlaraTgcqlQqJYJ8z37d8HD0pzOI+8JsD7oJOBqNRqJNC7Sg0WioVqslzmVn/DxqvVgsanl5Wffu3dP7779/KcQAx+UIOY4Q4fTeTZyto0UEq/Pz8+EBfzyd1jNUnIEbOfZKeOsAyQd8c2eMsSuVStra2tLCwoLK5XI4x31tbU2rq6uhXQD0Bl5iEK4iYIHc8EjJlgv+530cA4mwB1DOcwyiBxa+ZhhZ1sVRdk/OQAXdobiziD/PfFBeNuXH/dM+70l5Fssdm8JwtP6+tzMyDndAfj3QEJ+XG91xgU/MX2+VgE/eLuAO2R0//GKdOQGIsbAGk/KOObvMIE9cNx67G2sPFt1JurN2B+uOx+1r/JrrlH/uZWsujd9IiU3xtY8D5avQW+ywBxeO6o2TMXgFxYGej9NRdL7rgJWDNwQejMPvw+uxzWKNvMWGagZ8ijddX0WS6xUGdJWx+jHf0ig4dX5TbWHuzm/nifOf95EJeIBsx90Ebm+RpXGVM/yN72MZDochSPcT5FwnLkqxjvBk+Xq9Hp4V4p/FX8ErD7Dj5NSfyUDcAk8AbNynwJdYr/wzsc9xeYyrO/AQXksKD4fzo3MvS+5T43HPzIyONfeEw2NB/K3rjF+bSr/bpjjIdzvgMZ2U3AsYJzBxLAOfqAZxbd+E7X76siCyJ+qx/jgPeI3vxECP27lxQIrfj/t4fOlrFM8pThTd17vN5bvoA2vAAzklJezBq9CFDg+OlcPRqdiJwkQP7gheHzx4oNnZWT1//jyg5hgqL0vDVGmExLgjdafiqJgLMIEViskTVBuNhprNplqtVjilQlIwfktLS7p7965+/OMfa3FxMVHuuyi50WKe/X4/8WRPMk+Ugg1Dp6en4aF+nKnMnIvFopaWlgLPuK7zvtPp6NGjRzo+Pg5HmXL92CDE5XrGXigUND8/r9XVVa2srGhpaSkkif6MDJweaH6MiE9CcXDqf7syuBKSpLnj8eADh4jc8L4HHOl0OjxLg4d/eUDJfdm/grMliIP8iD//vt/P14v78xmXncvyrt8/e74HbUaOppMMeYILv/z/GHX3PSselMeBCvPwdhZ3KB4cx+gY9/LSO8aSwDUuq8fzn4R3vh5e/Rt3/XHyxho7YhgnDnGyETsPR/3GfQ8e+lhctsftJ/Lx+5jiNtTL8C5O/AGd2FcQO1OfI/ePdcLlyz8fO+F4TeKkwm2xy2m83rE+DgaDAFRRuS8WiyHg4zqX4Z87fubGcdEAHq6rfMYrFB5AMW7+RzY8WfAjWNHLccm6V1Ww784/R/HdrziqysMtj4+PA7rs97osOMDYecgllQcHRxwF9pOSHJDxVhMP9pgLAT6BbhzYeaIb2wXG4XKJDUyn0+Hha35P+CspPGiRasZVJBou4+goAI7bdq9GjouH4oQ+rgzBC2w5conceQLg78OLWL49GfFE2m0F32PPgrdr8tnL6qyDdX4wksdArqPw3AEf+O/xgidMbusYf7z+DizFNoFkj3uPS+65N3EqD0fNZs8e5plOpxNAx6vShZ9S4kEx6GK8Oc8n6ogyzFxcXNT9+/eVz+f19OlT1ev1MHg/69p/qHy4wYyJezAeN9C9Xi88OJCnLtJ7KSk8SGwwOHsq5oMHD/Tzn/9c9+7du7QDjoMWR3BImPxz8LFUKqnX66lYLKrf76tSqYRSLZvDGbOXex2FOjk50ebmZsKg+m/GwLG4fhRrPp8PJ2zQKuXnyQ+Ho81vtEn5A8ZiA3tZipNZN1puZDxw5z1PPt05EiwjJx4wYjRALb3XExTTK12pVCpUx0C63DB7UOUKnslkQlLDfR01ncSRxAGXO3r2BmGEQas8eInRZkdr4Bmyi0HzKp0nKT4OP7FiXMDkDt8DUNYSfrKxzdEYN+K+zldBHjjABw/gXTadHFFmjHGQzTg96fUkIG5l83mNSzBiXrBmMe/RHa8YXJWe+n19XMzBHSx/O58Znx+YEMtEzGvnSZzwjUso+Cz39GTG23RJMDqdjo6OjsLRojygL07YLss3rultyB5kjEs6Wd+4wg1/8THovfOC73gg4omq21CSAwcTYt/vQIGksFme63U6nQQYFevWJOQJtAev6fToQbbMiyM++R48cbvtSQdjwu95ixVz8vl6kjDOD/Z6o+fGuD54+4v7Fg/Y8/m8CoXC2Ar4ZXjniZ5Xlb3Vlt+eSMTtXiQjDhYwR0+uiB3jk5/47dUxt13w0AEveI598Od+eCLLmJGJlyVLr0puSzz2jPcr+d/YFb7jto7XmJ9XvuNODK/ixsCR2zofp/sotzXw3GWN1nkAgYWFhUSyy3VfVeYulGi4UeZEDD/Fg95OlNb7Hz2LHA6H4Sm6uVxOX375pWq1WmCen5aUSqVCEOTMk0YbW5msKwuJCQEhCQW9fCASvs+g3W5reXlZDx480C9+8Qt9//vfT5TdLkvOB5QK5cXISSNnwNMuMe5zc3MqFovh82zSJjlz9OX09FRHR0caDs9OLykUCokA0p2Bryn3AsUn0GYjJN/1dh+UjPvER1leFf8g1hs+ouDcxxEhnLUbPq8quCF0NMYDcRyKB7RxIMd7nlw4iubO1O+NTmBY4w3tPt+L8mhcQMWDdjqdTui3xGC4o2ZN3Sj5b+biQaInZ/zP551nzN15P87gewDn6Dyyyv6wk5OT8JwGN7yXIXdMnmCNey1GMn3efi10J55zbPT9XnH1wtfJx+Ay4q/H4/bXXT5j5zMpjbuGrwtjjf+XkvuEHBRwtNN75d2eeSDpPPFqG76E952fcfDN9d2+AVLV63XNz88nwIuroDgZc1uOfY3lBx/pVR6XwbhaGAdsHgR6MOMBpOs6rU5xFQm+OW9d76F0+uzkqUwmE/Ybxvb0KsgT6FKppGazmQjki8Vi2LMBcPGyKo6ksDnWg16fl88bnvR6vcRG9+FwmGiDg/9cB/mO12M4HB2OwTOPfF0uEvCNo9hOcV1iq3hzsc/TKwOxfrpfhO9+MpknJfAhPhpWSrbdIfOxjWMe+GuSJBI4xkQbOve7LO+ch3GiG4Manry67LgPwZbFPtO7NPyezsu4OuTADPePQSBPQvi/1+slTl5dXFwM84pt3avavgufOuU/OHuCXl9cWpD4risUSk3wPD8/r9/97nf68ssvNTc3FzaMc7QWjIk3XIHuexUDpWbjEQGn95Yxdj8zeHZ2Vmtra/rud7+rn/70p/rOd74TjjIchyROQvDNUSWU0R2f96BjcFAWP0rRA3scgyPCxWIxzNVRGByJZ6dk155hcz9/uBCKQl8k32WznysJRvKqHLEbaK8SMDYSXXey8J3vxcGrGxn/n7m6w3VEnTFgAEj2MpnMufYQNyI+HgJ+f04K8nqVFAfFyLSjSXGw5nxwPnO9eD5e1YAcZSQwifeqxMnQy+7vQTGHD9DnzXdiQ3xVgQvz8zH42F2+sC8eaI3Tg3FOO07EHEDhtwftsfz6Z11f+d8dStyScNUU+woPYuIAHceLPhH8MS6QwNh5InPx/hnIgxbWAhCCe/Idd/bwxjctc4peo9EIdjedPttcOQ4cmIRiWeC4ZkdCHfSAh27bCeRin8u14Cf2nv/dLmAHfM8C14c/bku4hvOVcXlVCnuTz+fD9513VwUQuO3NZM6ez0Dw5MkGpyu1Wq2EbXIwzv2JJ8AxOu96hhx7Gxoy5Hzz63tFA8pkzlpCScjm5+dDx4CDeVdF8I0YznVQUqJ67UEw33FeSecfpgcP+ZwHz+MCWF5zoMGv43qAzJLYecUbm8B+Jz85jHtdlm8u7xC887gM3fO41nkSJyzImQPTfM9tgMsicuT67YmEx33w0uMPHlZdrVYTHSzE+JPQRJvBffBuTAiQ3Um6k/CqBg4bgeDn0aNH6vf7icelE8CQXPjCecbPMbZ+OkgqlQoIPQaBhcjlcioWiyoWi7p+/bru3LmjH/7wh9ra2jp3Pv5VUByA4DhJqOIgGGHEiOFsMEzulPgcr3FSVSqVCg/24bMumKyJownM2VstfE29tAkiRZsaSsx842DpMuTohStLHDy5XGAIkR+/lrekuFN2wxO3FDnPPSByR+N7QNLp9Lknx4I+0u+dSqXCUYWx0btq+XOnQLscR/EyB289Y07w2H+kkRMYh4w7Tz2BipMWT4JepnMuy5xw1m63zyGsPs6rojj5dJQvRnm4fxzYu1ODX55sxU4kTqSdp34dH6MHy+McT5z0etB+lfxynrnN8znFFQTmRUBKJdLn6c7QEWX008ETBwM8qeKe3iLoiaAHkdi5brerer2uer2u2dlZLS4uqlwuJ+xMLANXQT423+SJ4yfxwL45r5mf/7D+sb0bFxxLo03fsZx4Mu189pYjaYRED4fDAL6kUqlwat9VAXgvI+7HwzsJbuPKDPZPUuK5G/Cd7wCe+rpII1TfgZbhcLSnxn26x0HwCn/u12Zt4CkxjKSEL/a5XpZXyAiVFA9Uh8PhuSTdE/gYGPJYhuszZ+IzT+jcH8S21ecW+390lPESU3JAS+yXkT2PUa6K3N77falEMieP69BrT9T8wB5P6rmu23bI4wvk1g8R8Ll6HOSPq8CGVqtVHR4eKpvNqlKphL06PqeL0oWhGDdYDBqlymbPjpBrNBrhATNxKQiG4EiYdKVS0f3797WysqJKpaJnz55pf38/cSyrpETWzzVhqqMqjJMEBgYhiJwqtbm5qbt37+qjjz7S9evXE0YnDkyvgtxQ+4Ll8/mE0HmlxkuXbrAQrHHBB6hb7KRZAw9gXEg963YeO0rGZ+v1unq9Xnh6pAfj44Kgy/ItNmZxlu5Bns/TDZ40KuO60Y8rPCBQrIcn1t4fi7OP0Si/nwfuXknzHl2Mz7hAe1JjGAdAXNfP2242myFgR1+8uuHJnY/Nk07miIPyPm+nGJGK5cIDJZcz1ol2vnQ6rYODA3W73VBV9WteFcVzdT1hvt46xmfidp1xOuH2MLaNvm4v+x5/x/P29cL54iTitgaf2+ugeB7cF1/h7/u4Y//i843RXwAZDySRSWxtvD7o8Tg5R9ZY437/7HSiwWCghYUFra6uhj1zx8fHicD8KoKWWFaQC6r8nU5H5XI5PFchnU7uQeA76DebOdmD4dflN/6FYMcTYLeLHgD7euGnIMaPb2bchUIhVMOR2auspsU+K5UaHeeNjeOI8k6nE/Zpupw40sxveEfA73snCP6dtw64IB9UCAB6fMzuv+JKL6BKJpMJp13FQfxV0Tg5jvXPOzHgi/PcW3E9XpBGgEBsz16mizHy7m3y8MoBa2+TQnapeNNm6xXwqyKPS5xvyIvvaSVGiufiMbI0ilEcSBgMBqGS5X6I+zkg4GvpgKqPA1n0BAadyOfzWl9fDw+p5mjgOMl4VRmcuObrTtLRKY6S6/V6oSXJnRxGiadLM2nKqqurqyoUCtrY2NDh4aFevHihp0+fhj0cfg543IdP8AYTYTJGt98/O96TZ2psb29rZ2dHDx480NbWlrLZbKgEOGoRB2yXpTgoYB60jTma586P7/A9WsfidXHh8+BNOo+GjNu45YYaPsR8Za9LuVxOIPbxPF9HIOOIBEbGg4v4/gSF8DHehOgOwEv5Hjz7iV6+biQ1Xib3pJhx5vN5LS4uhuqSP38GI0F7gxugy5Jfy4N45lssFkMbHDqEzsZBtTtCd5CSEvLC9fnxOTKWuErigag7ffjC03hPTk50dHSkk5OTxIPSXpesxbrvdo/7xVUs5hH/Ha+B823c+P21+PtOceJNQIhjgJ+eyMRgwlXat3gOMTCCz3DACMccJ0CeiMRjdXCEIMarsr4+8Md19mVgCL+51uzsrJaWllQsFsNJgXHActX8i+2Y213AD4AkR909WPFAxIMbt5lcN67gs2Z+nr6jqtLId7CeBFZxSzWvMx5vUXodxLWJLWgdjqs5dEGgIz5nB0wAoqTkQ2E98HKZdN1z+0GSEo+T78fPFmE/HV0fzMf98lVSDIwwRin5LAhkxgN9vwa6RMzleu2Jkn83trMAEQ5kxW3FrBHxne9h8q4L//7rkjuPofjfbZrHAswDGxwnHHGlgt++BszHYxJk1/2w20uPh7gffp2WsnQ6reXlZZVKpbCvl/1BLvsXlb2JEo0YPUHoWHgCfgYUK8rs7Kzm5+dVq9USDz6SRqcvlMtl3bx5U3t7e3rx4oWazab29/f1/PnzgGbC+OHwrA1ld3dXw+FQ169f18rKiqSzAK9cLgfGpdNpra6u6tatW6pUKuFeKLqX5N1JXjW5s8dxeRCMYXcHg8Bi+BAAD/JciNzReuLkjj2eI0bSUX93EH6vSqUSEJc4OYqTjstSjIJ4guulepyyl/S9bQTlIvh1x8Ln4BEGjE199C8SZDBPHATvs+fi9PRU+XxeKysrWl9fD4bQx+dJkivzVcucGxt3VsgThsYfvikl5SFOPOJgjc/Hjgq588MO+O1BtyfBLrtUR2lh4SGS/pTSlwWoV81Dd1LMf5zueQLhvOS1mE/8HTt4ruf3dt0eZ/Bj3WBsgDlue15nksH4YmDFe9U9SXf0jlNh4gQDfYsDCH7Hesz/zit4GZ+o44CO27vV1dWwIdKTmbi16yp5Fv9Niw92BX+Qy+XCEdvSaG8OD0z106T85Kk4EZNGyYXzhjUiSfH2KNaMBA7fLilxqk+pVAr2xSvwr4M8UZIUbDeHvbgszs3NqV6vh0NQvMUbAKZUKiUOEMA/n5ychKoS1W+3Ra7z6D2BNe97p4L7Jb7bbDbDuPr9s3ZygmWv/r0ugIXrE3dIozYxgGSPIbyC4ICTX9Pbb9wGEft4K4/bLmSPMQHKxfYYGaNtj0TXq8yvi8YBRb6vhfl5xZ9xuVx6QoDMuI75vZAZdI2qpJQEuLD7vsHf93vRQbO4uKhSqRQ6hHjWTGxDL0oTVzRgniM6BMwsMgtMMOUtJNIZgu+n7bAA3ue/tbWlpaUlDQYD1et1VatV1Wq1cNwggtvtdvXpp5+q3++HKgUnRnFy0srKiobDoRYWFlQqlcI8vKrAgrwO5Y3J0SDm4OgQwgNPPDFB2Tn5yxEGRzTdgccBIAruysprOAzfn8CYs9mzJ4W74+e7r5NvcbLhf8dBiQeBjtT4ngL4iBHAYEoKPMAw4HhwKsg012q32+Gn0WiEM6fX1tZUKpXCRnlHl+OAKEbHXgfFso1cgLZxPK+392HI4rHFcuOBtSNLvkagsS6T0gg9Zt1AqEiETk9PQ8tDKpVKPKnZDfXr4lmMInrSjoH3vn/nDUZ6XPXCHa4HfB6geDDr8gNf3V5wTZflWA88IXqdsgZ58OcBiQcX2GPsz3A4DMGqo4FcBx44Qu172AhYkGNQO3TdW698Xfmbz87OzqpYLGpubi5xtHjs/14XzyAPJgAGhsOzliB0gSDQ7Tx6GLdFScnEHlkBSfdjOOGTt56wdvTtwxc+Mzc3Fw5aoRLpLW5Or9NvONjkwRIAJA+9BRl3PaOtFHmjispnqP4is/z24NuDdLeFfBbeefAHD7GB7KdDll93kuHX9bE6mHJ6epqQKa9cMBeq0egJSTpywOczmUxiT4XHHJ7EuG9BF/Cp8UZ15PebiuViclBFGsUTg8EgnCaK7mBXmB88cRsund+z4r6SuSLnxDWevHqS5/cCtKBKms/nQ1xHa+Flq0CXOi7DBd6Vi9cw2ARmrqR8jr5NkgEMA+gq7U4gOktLSwlEEOaenJzoxo0b6vf7Wlpa0s7OTjh1yXvUut1uoiyUSqV0fHwcFkV6vahoTB64kN3iBMehP14+Gw6HCRQGvnh7D3P0DDhGVjGOjpTEjpT7YpCpWjUaDUnJjYvfBMEv5k6gFydjXp1ydAYjz+ec17Tk0F9ZLBbDMcg8xAlZYgz1el3NZlMnJyeSzp4Vw3eomJGIFwqFxMY6Dwqukl7miHiNObN22Ww27LXhCGhHSXzDoqN0HNDgMiaN0F+CO9bCA3H46AEMwY5vUsfRElR5wjiOrloO4+uNQ4G9bS5OJjz58u+5rYmduztjT57RW3e6cXAJ76XksxPiQw1eN8VJLXbYqw8EH46weeuJNL51g7nG1VcC4HEnu/Ad9u4B7uCrvHdZUrCv6DZ68U3wcJw8sJbYOEeRCTo8yEC30EPmF7fxkNR5Qu1y5cAUtoLAycfpm9Z5YB4AARTbpdfhM3xM7rdKpZJqtVr4u1Qq6fj4OAT82KpOp6P9/X01m81QWSgWi6FTYmZmRpVKJcQv8NQf1uZJ7WAwSBy7Dm9ZP9D4wWCgRqOhfr+vfD4fTsRyX/a6eObka4TeeazhCYWkMDcHWrydlOvRJcDcPZFzn0pQ7NUN1hH/7Yk1PpzrEyB78iNd7gngF+UfesSaww/8KZ+hrRD+MV/vAHA+exWR9/yEPfc9rNHMzIxarVZ4DV77GOApiY+35r/RREMa/5Aosn/eJxDhEeYEyF5KAin2o1pjpAHme68pxhWl5wgukBSMoaSAhkoK12ZPhJ+wIb1+dD4mDyxarVbI8pmvO1QExYMbP/rXlR0H7G0K/hkv1Xrw48JI+Sxu3WBdY8TxmyJXKE+qXB55T1JAwHG6XmJkvszNEZV44xboXbPZ1PHxsYrFohqNRnAQ5XI5POhwZWVF165dC7LFusZtQq8LXR53TeeZB7/Ivvd5ejJC0u9PSfcWSUkJefT2CmTX201wYHyO9XDnLCnRJuKJYzwf5vs60VHu4a853zxxHbeucaLgrzn6KSnhfNwxSaMT4VgDb2fzsYKcsY4xovy69Za5cR9sfgwWeWuo67Inbugh/IjtkSN+nqB5YASfYiAGh834xgU/BKPervpNE2OlGwAeEBTEQQz+tt1uJ3rcCS6wdX7yozQKiuAzNgF9jW2irw8BiwMI8Xp/U8T8kCt8ILZsfn4+VKg4kWhmZkbHx8eq1+sBJGWfztbWVpAPgEzmDHqPbvLbW8Y8oSHpdsSZvXKSwrg80Hzd1Vsnjwu8cshvSYnkgliL9Y9lgP0yvjboGz7Fg2tPlrEDyKLLo8si680xwLzGGL8piisN8BJb548M8LFhozwp8XgmBrheBkaRrPjnnYfE4ACukO+Bxu65T5qUruQAcHeoGHEUB4aTuadSqYBUoox+CokHxzAZtBrh9VOAQJ78tKhUKhVKt9KoFQvEIZ/P6+TkRPV6PSANvujfNMXonCsXvMHAuyB5EsFv5uC9et5S5QLvn43RM4wiDsqdcL/f19HRUViTccHfN8U3TxB8DHECIo1OLHPULUZcuY4HFLOzs6pUKlpaWgrVDNBNaVQSB1nI5XLq9XpaWFgIJzcwxvn5eaXT6cTpEY4MXSVvoDggcHmDR4yD99mAzdy8ysEhD+i4NNpvwXVj9M312RMc0LxcLpdoheJISuTQe1F9LvGcvwkZHHcPD1hxgFS7YpSYsfq4Y/11R8JnPDhx9Nrb3HhfGjnrWLe/afJ1QbYgxusHEvjhHcgXthC5ctDAkyg/hczRf9aHQI+ABxuJv3B7iqP1Q0u86vxNkcub768CiGJdAT8Yfy6XUy6XC5vGQTQJ1AiEsekQyZjrt4+FBDh+ujK+mfXmIXkeLH3TPgJdopKDHLl/5SQq5iBJ+/v7arVaqtVq4bk9lUol+GZAU1rCaP3xRA3e4iu8IulVMW+/Yi8NwbP79jdBbpe89cYrDOgI9jqfz4fkgSqay5HbL3QUvwwfCLbhIXLn95YUdBTyZ4Z5O9ebsH0en7KWcSeEVxL4Tio1OpwB3yiNnsfhPtc7BWLdcqDF+ejVNxJu9AG59BjpKmTvyqxl7EARsEwmEwTPsyOyeiZH9kpAy+lVnU4nOCEYTGDmiY0fG8q+BYTXqxoYQJ7TwUbTcUnGNyWYcfDnvcaefCAkvhnRlVUaodLMmc9ybQwC1+QefjwwguZPTfXNRHESFAfs3yTFa4RB9IABg9NutxPBKmNHeR054dqOxFUqlXC+tDQ6kpZ+c+nMGJRKJeVyOW1sbOj69evBeXiwI40MobcwXCWNWxN3+HEg64m+I8fS+ZNcXGalkYF3I8XnHFnxwI+gjfe81O4lc5c/n9ubkjnuP+5v/oe3BDpeLfPEw4EDKXnqllclvZ2Se3i1ydfSbZkH2dLL9zl9U8TcsXGxXWFeVK9ILryKQZXbwQSujf3kPUc7CeScn9hCD5Z8b5AHWb7R9E2RJ+eeSJJY+JOXPegngYNPbo94jXWA+D8OMllDeAFf4yoTCQv/vyliHnQ5MC4H0Or1etgrhHw4v7rdbngq9+npqZaWlhJz9OdcsDZxyzb8JrHx6llcueC+jIX1eRM2jzlgr1lrxuPVFn47X3gyu7f1OLji8oj+A2p5oupJmttWtxXOz5dVcb9p3jEmKqtUYfgbW+Y8QX7i/VJSct8MFUuvnPGeNOoOIMbzAzDgr7ey+R6ZuKJyGbpyi4kiwGBpNFnvQUOgYBKM9fIcn/EM0AWc+yHobGaRRhvdMCxxyZIx+Sbgr0MqXzf5fbys7Qill30JTmLF5zV/LoMnA35yAUEvRsENIp+JDQHkAvymgz4n55c0cnDIkSezjgZ6AMfrfIaHPXY6HdVqtXB6Cd/D6dI2lc1mtby8rFu3bgXnNBgMQrsDcu2IwVXLmMuT64rzxP/3liYPWJ1/bsCQNUkhwQdV5d6ue17KjXWYE2k8qfMKwbhA3uf0JtDScejRuESMtXaK0as4EeH6gAnYJu/BjYPMcXLvrUTuqN8Uuuc0rgXAnRqn+vAUaYg5ejDCPB1B9QouMsffDqI4MOEIIPKL7sbtaW8qcGac8f4u5urgD0mAv4fuUKkGeZZGbRP+WfwFNnFubi5xSAY93cPhMAHoEZzz95v2D/g2rwKhl1tbW+p0Ojo8PNTx8bFarZaazaYKhYLW19fDgQALCwtqt9vK5/NaWlqSpOAvXT+RK9aBE8Dw6bznpw8ha+h73AoT+9hvmqce2FNpQHfiKiIy58kpCT6VnUKhEBJ64gvmTCDOdRwA5F6ur8Rw6K2DNYz9TSa6Dizxt4OgnPToSZLHx/1+X61WK8R0vp3AK5wOnEoKjyAgyUGG3Fc479xPu/xeBb02aIYJ+d+eQCC0oCIwA4b48VoehPBZEgcUP86IuQaC6r3OCLcrz5s2hPBJSvb3wUMWn15mjur17zpCKiWfDiwlkw7fIIgSOAKA0vp148D0ZSW7N0mMzYMu/5/5xMHqcDjaN+TtVRhDAh7k5fj4OChyu90OBxfk83nl83m9/fbbunfvXjh9jcMOpNHmOufzN00eCEvn2514jfF6ksHfGHyCD5wsCT1G36/H3H3vkeugrwP3jp1tnDi9CYodvSdeBLtuA90xut6go458ERT5Pg9ptL/Bg3RfMw+aGUecPL5Jhwv5mLBNPmavNLjPcNmRzo7/hE9+BDJ85nvuRAmw8TepVCpRcScx9iSRqvCb1FcnTy5iGaS9guqX+zv3hdj+OAjyh9s68oqeczCLB4nYS2Te/fmbQpLHEWvpe1NItjY3N9XpdHR0dKS9vT21Wq0EaHLt2rUgq8ViMdGihqwhe7RK0Q7qQAG8w7cwFtbRq9xuc2P6pm2fgxlu65Ap5up2G70jgfVuCzpOkEtPgqWRz6bd3v0Ja8Kxzl7Z5T4OVr1pGYz11W2xt1YhSwCX2LtsNhsOoxgOh2FvELqMTnId7Bgb7bEJ8CwGEx3Mfx1JhvQaEw1pxDzvqZOSveIeaIBipdPpgIZ4rziMIrODQWyedoFDwf3oOAyfC62Paxx9k07FhVDSuSwUVB3l9V5nR+oZN0roxgsnwMZ7N4QEfi7wceLiAcC3KcFwcufJ/94ChMHzE5RIwpBFvg8/M5mMVlZWdHJyoo2NDX311VeSpHq9roODAx0cHGhhYUHlclnvvvuu/uiP/iiU1/2se0dGXzfS8rL1iasBsfFz8j55dwzoDqeN4LBp30D2CF6QGTbS+x4ZR6a8UsZrjPVlqN6bksM42fCqxLgAIZ6vAzDYSde9+DkhMcLpCF7cWsr9Yhl700Ey5E5sXDuYB6lxNQyQCYdIRc3bYrwFBb3u9/uhLxl+wuPY5iH33qv8ppFRyMcQyz8y5D7Dq9Gnp6dqtVphnkdHR+G76XQ6ACo8o4kqAA8rJDj2PTRUJKWkfX3TAV5MBMVUKFhPKtS3bt3SwcGB6vV62H+XyWR069Ytra+vK5fLaXV1Vevr6wHIzGQyAZGm8g3vQd/d58I/gjo//lRS2Cvydb33b4o82eB/ZI32YY/rkDXfXIxM1ut1SckjWpEjAAEqZV6lAwjgGSb+TB4/wMWv/W2geBwx4BkH/1Qs2Ezvr/l7UvLBwB7/FQqFRLyRzWZDfI2eEkv6Phq/3lXRa000Xoa88J4LAkEYkyYAxpilUimVy+VwnNxweHayFQLqm/TK5XLIbqXR5rd4Mf9QkvEmyBMLDypwjp68+QYssuNisRgEBQfpJzBg9OIf7hmf7OM/3jbwbTF+4yhOYqVRkOyBMzzzzViNRiM4WWSQJAFjd3p6qmazqcPDQx0cHOjp06fKZDKqVCr6t//23+oXv/iFVldXwznroAx+Ksu3xQnDK29hiY0M73urlyfrnnzibLzdgrn6noy42ikpAQZIo8Ccz30bZW5cssHr45xLXIV0VN/3XMFbPse1QfORSbeR3Hfc7/jvbwO5/R/X7gQS5/LiwT9H4gIYeHusn9/Pjz9gzRPsuI0APnsl/duir5Aj6XGVz2UhRoJB1Dk+HpR9OByqVCppZmYmdBEQ3ICYch9v4fO2R+7/beNVTCSp+Xw+7B+o1Wo6PT3V8vKyHj58GFpOVldXtbCwoE6no0qlorm5OR0dHalQKIRN9pISOkzii+0HrYePdGsQbLttJej2uOjbRJ5sxBVaP82R8QPgeYtxu90OfpdqPw9j9YoJyZq3kXN9Kfm0etfjl/mxN01/CCBgHg7o8T2Pz+geQI4dcOb7xLzELYA33Jt7Em/HnSxXPvfht02SpzSlKU1pSlOa0pSmNKUp/T9P327oYUpTmtKUpjSlKU1pSlOa0v+TNE00pjSlKU1pSlOa0pSmNKUpXTlNE40pTWlKU5rSlKY0pSlNaUpXTtNEY0pTmtKUpjSlKU1pSlOa0pXTNNGY0pSmNKUpTWlKU5rSlKZ05TRNNKY0pSlNaUpTmtKUpjSlKV05TRONKU1pSlOa0pSmNKUpTWlKV07TRGNKU5rSlKY0pSlNaUpTmtKV0zTRmNKUpjSlKU1pSlOa0pSmdOU0TTSmNKUpTWlKU5rSlKY0pSldOU0TjSlNaUpTmtKUpjSlKU1pSldO00RjSlOa0pSmNKUpTWlKU5rSlVP2VT/4u9/97txrg8FAw+FQqVRKqVRK6XRamUxGmUxGkjQcDtXr9SQpvM8P7/f7fZ2enur09FSDwUCDwSC81+l0lEqlNDc3dzbYbFaFQkGpVEq9Xk+DwUCpVCpxrX6/H+7HGAeDgXK5nIrFYhibj6/f72s4HIZrDIfDxDWc3nrrrVdlWaAXL14krtXr9fTLX/5S//N//k/91V/9lSqVij766CP96Z/+qX784x9rcXFRMzMzYYyDwUDtdlv1el29Xk+zs7OamZlRKpUK8+HvbPZsSTOZjHq9nk5OTtTv95XNZs+tE59Lp9MaDoc6PT0N8+/1eom15XOMKZYBfuIxOa2trV2Yd0+ePDn3GvdMp9PKZrNKp9NKpVIaDAaJtWTt+SyfS6fTmpmZUTqdDvNkvMiVyym/T09PNRwOAy/5XiaTCfc+PT0N1+C73W5X9Xpd1WpVT58+1ePHj9VoNML4S6WSHjx4oI2NDW1tbSWuDW1tbV2Ib//4j/947jVkqtvt6uTkJOjmzMyMZmdnw9yy2WxYw9PTU3W73cAP5np6eprQvXa7LUmqVCpaWVlRoVDQ6emparWams2mJIW1QW/n5uY0MzMTrnd8fKxer6der6ff//73+l//63+pWq0qk8no2rVr+t73vqfbt2+rXC6r3+8rnU6Ha83OziqbzWp2djaslyR997vfvRDfJOlf/uVfzr3GekLcG5lHllKplGZmZpTNZsMYXXe63e65a3G9XC6nTCajbrerfr8f1qDT6ajX6ymTyQT75jLq1+P1XC6nubk5pdNpNZtN1Wq1YA/a7bZ6vZ4ajYZmZmZULpdVKpU0Pz+fkPt33nnnwrz77LPPzr2GPRkMBjo+PlY+n1exWNRgMFCz2dRwOFQmkwm2o1AoaGZmRp1OR6enp0qn08rn85qbm1O/31e32034GPTx9PRUksL/6KP7BLcD8K3f7wc54hpu+7C1blP6/X64Hp9zunv37oV5N87WYcvi1yCfh6Qwv36/H3yb65rbFmSFv5kf/JJG/sHv4/N12zkYDBK2z/nDffie8+uytk56udz5PHjNfRT8xe7E9h//4oS/RG4zmYyGw2HwtZJC7FIsFjU3NxfkG/42Gg09fvxY1WpVp6enCR1tNpu6ffu2tre3NTs7q3K5rHw+H/Sm3+8HexvzbhK5+9u//dtzryE7c3NzKpfLKhaLIfbqdDrqdrvq9XohLjk+PtZgMFA+n9f8/LxyuZwkqdlsqtFohLgFuUylUlpYWAjxymAw0NzcXLBLkoJvIH6ZmZlRJpPR7u6u/uZv/kYPHz5Ur9cLr+O3Njc39f3vf1+FQiGsjdtqX3unH/zgBxfi2+PHj7/2fbc1jAHyMbnNlUaxHHrG9xk/ciopzI84Bj7ANz6HHLsvchsR66yT6+o4W3f9+vU/yKtXTjTGUWws4gA9lUoFhyuNgn4PWAeDgbrdbgji0ul0CBYQNMiNYpwQZLPZxGLyXnwvnBALOTs7q8FgoE6nkzAU/v1xzJ2EEBSuTTL16aef6uHDh/qXf/kXvf/++/rTP/1T/exnP1OlUtHMzEwQpEwmo5OTk3PCgLJy3ThJcd7CL1dMn2O32w3BEM4XRfBxe9LiAaQHPq4oV02eTEg658j8b+QFp4Cy+udixykpOGm/V6/XSzheXwvXAfjVarW0u7urfr+vFy9e6MWLF0qn01peXg6yj2EgUCZI8sT7suRjZ3yMkYDMk0p+MweCV/iUy+WUTqdDYoWc4py5nxt2fjMnAh83xO12W/1+X7u7u+p0OpLOkp3f/va3+uyzz7SwsKD5+Xl997vf1b179xLJUzabVT6fDwH766Q4SPPX4Sl8dGeDfuAYsDf5fD7IJzbJv49OAshwr9nZWUlKyDNrgBzt7+/ryZMnOj4+ViaT0enpqQ4PD9VsNkMQVCwWtbm5qc3NTc3Pz18ZnzyI82CWdfNkAkqlUsrlcioUCmq1WmHubptJNvr9fsIm4kyxbchip9M5F2jAX9YBGxsDaB4UuI570jzOQV8F7/6Q/sc+RdJY2+1zdR9JYgXf/X33436P+H7jEokYfCJYRBde9tmrIsYUjxmbHq+Xg2/xuOAhOutyfHJyEhLog4MDtdttNZtNtdttzc7Oant7W5ubm1pdXQ16Xa1WVa1WdXJyopOTEzWbTe3t7en09FT5fF6pVEq1Wk3z8/NaXFxUu90O9tVlOPaBV0WATfgE9Lfb7QZQCiAAnYF/pVJJ0pk9cj/QbrfD9QC50um0FhcXg63yuC6bzarVagV/kMvllM/nNTMzo2azqcPDQ9VqNbVarQCYbG5uKpfL6fDwUI8ePdLW1pbS6bTm5uYCX/Gz0iguuAr+vUqsgwz6b3/PgT9PkCQFsB19dR1yXxPLvY8ttgN+DfySxwKeKI271kXoUolGTOOMBZNzJUdpO51OgkkIH9lrv98PjsiTFAQmDoDdqZPxO4qDQ+M7Lhz+XQyJpAQqeVU8GgwGwQBVKhW1Wi31ej19+eWX6nQ6ymazunbtmu7du6d8Ph/Glc/nA6J3enqaqF4wP3fa3W5XnU4nEXjESuXOEh66sL6KMYuFLxbyqyZ3BIzdFcedbBwk/H/svdlznEeW3v3UBtRe2BcS4C6KotSkWi31Mu5lpmfa7omwZ+yICYfDF3aMw/bf5wtf2GFP+GLG0Zu7p1sjtXaJokiQxFZAAVUFFGr5LhC/rOdNFiWiAKr7i0BGIADU8r6ZJ0+e85znnMwXwwIIQdcImDCOfBbmxgH54eFhAIWw1wTIDjIlqdVq6eDgQE+ePNHa2lqYx8nJSR0dHSmTyWhhYUG5XE7lcjmReeK+Z+GAGROBTDxXOC/WnKQwvlKplACyk5OTSqVSgS0+OjoKTpOgFqeKrnIvD0zjwMrZlfn5eb388st6++23gwwBrTs7O5qamlKpVNLi4mK4F3KPAc1ZNdcxbBayhbTwDC4AF8csDVkkD8L8N9d0Jj62gQBvnAO6hlzJZmITDg4OtLm5qY2NjfCdZrP5FHsI65jP50MAc1p5HR4eJuxpNpsNGZt8Pq98Ph/8AraOtZXNZpXP53V4eKjd3V3lcrkAGGjI1ZloAk2uxZzEgYQHJaw32GV/ne8yr/z2gCPWj7NoX7bun3UfDyIymUxYq+7/3L45mMaWxfbUCQRe92yakz1OejlJw2ux332esY7THAjF9/WMFDJzP5fNZhPZIEkJcCopZAfv37+ver2uvb29kJ0gEO50OnrnnXc0MzOjl156STdv3lQmk1Gz2QwBNCRAo9EIrH61WlWj0dD29rZKpZImJiZC4OJ66Tp4lsEGY/XACpsVEyWTk5MqlUoJ2R0eHqrRaITrlMtlFQoFSUOsQnVKrVZTPp9PBDNUnpAJb7fbSqWOSdDHjx+rXq8HfUaHIVTIyu7v7yd01dcyLQ4oT9vizF98r5iIdL3zjISvPw+EPHBzu891eN/trWcxPJvhazZeq44H+QwNW3BSW3fqjMaoyCl2wHSQheST4SwVwCafzwfHimNIpVKJ9I87ZxwXiopyTU5OJkAIDMTExMRTjpTUMmUlnU5npIEct7lBGAwGKpVKKpVKmpmZ0c7OjtrttgaDgYrForrdrv7X//pfOjg40Orqalh47oyloWK3220dHh6GH67lSknpGGMnQnaA4+yNjxvFwlHH7BZz4Qruc/4iQJ8vjFGBjY/FHQyGGtYAWTiggCVpNpsJBoxFjBwwDlNTUyqXy8rn8xoMjjMAjUZDu7u7un//vr744gs1m80wfxgQmCquB+hmXhiHlzKcpsUMnb+GoXJQ1u12VSgUNDExEdglyqg8uIQVp/+5XC68RgDCfCHDw8NDbW9vh9IA2uTkpAaDgZaWlrSzs6OrV6/qwYMHIYhhPn73u9/po48+0sWLF3X79m3dunUr2AJntM+yMTcx00PmNQa2vV4vsJvVajWUMgGOWUtHR0dqtVo6OjoK12IcZI2whwSCg8Eg2CsPdnHABD6Uk3omBFvLmmbdbm5uqlgsampqSlNTU6eWl2dGHaxSjkf2iT5mMplAprTb7RD4ujwY8yi7Qnaj2+2qXC4nAn/YV9YoBBL9mpycDDL0PnupB20UMPHXzsrWuS37MpDkfje2iZ7xc9AyypZ7xjO27x5AOIHjwa0DYObU5cT90QPPIDjwOiu5xUAyxiboQNwH1gTAmX6ib2Qg3nvvPW1sbCTG55iBYGN3d1cfffSR/vt//+/K5/OanZ3V5OSkGo2G1tfX1Wg0AnE4MzMTgPve3l4gabws3P1BPPdn0Zhj7uV2iawqmRzs2cTEhPb39wPBKx3b8lqtFspoIemoHpGOgxD8YqvVSgSu2WxWU1NTgWzArj158kSffvqp9vb2gu6VSiWlUqngbyhDS6fTwV7SJypmHF+elY+VnsbF/rqkhK9wbOVrh765DXISTRoGCegGY8CWcU3uxTxB/kDogHU9QOL/UeTAOHj4TDMaMciLFwACghnxIMNBIIKPy0dyuVwwnJ5lcMfAdXC+hUIhABufsDjd5KwOzM+o/p1WLvxfKBR06dIllUqlRNZHUnC2v/71r/Xpp59qYWFBs7OzmpqaCoDX5YoT9fprQDIAjVQmTPDq6qpmZmYC0GW+cAIo6ahgIVayUQyYt9MGaV/VXPEBgRg2SWGuCSbpM7rmKV3Ypr29PdXrdXU6nXAf9JD6d88kNRoNFYtFtdttPXz4UB9//HFIjwNkMAZk8w4ODlQoFBKpZG/u/E7bnMlzPY4zQrDv6D9GCMfCXggv93Jgw1jcwAGmMYxeHtTpdLS3t6fDw0O1Wi2VSiXlcjltb29rMBhocXExyO7Ro0cJkNhqtfTJJ58ol8tpcXFRCwsLCaBw1qUsz2oxuHPHAbDFJjk4iw2867E7EEkJUMZnJSUynIB2B4t+Xz6PrURvcdKdTieUdZRKpTORiQfnOHgy2lJyT4GzxwALgg8C3GazGVjjYrEYrk0w2+/3tb+/r16vp2KxGJhU7JozoKnUMGtI5tf77/Pjzp15+Lrs3JcFHDTvHzLhOx7oAWQAGTTXC77H5/2zyCIuh3NQ5H5ulIzQiRdBQH1VQ9ecBHUdpf/YbMAZcm232/r444/1ySefqNlsBlspDTMA2Ww2EHlkrvf29vTw4UNtb2+rXC4Hm4YcYfilYXbRAZ4TqV5yKj1d2nba5pUnMbvtr7MvAyJKUiDdWq1W8CVkCQm8nDCgZCyfz+vg4CAQfOAY7k02B/zS6/VUr9e1vb2tVCql6enpQMpSqkU5LWVn4EDAOuM4Cx8bA/J4LnyuHA87DnbsEl/TK3F4D1/ie/ocw3nWnfJmSQEbu+55oBMTJqPszkmDjbECjZilwBjFnYoFDuBgcNVqNbGxiO/jODD+g8Eg1IRTY+wsMBkQBMxeCxhF2D/Y61G1ljgpjKdvuOG6ZwFcMGKdTkePHj1St9sNxgiHd3R0FBZUu93WZ599po8++kilUimkBn1jOzKDGUU2KAMs6/7+vur1utLptO7fv6/r16/r5ZdfDkDDWQxk5g6F+fRrP8vAxfN+VkbQr+9ghvsgE9hvr9OGmYkDDMAugHd9fV31el37+/thXvicJJVKJeXzeVUqlcAIwPI8evQoGD/qSglqYHQajYakYYA4MzMTQBVOxOfhLNgWDyRjUAzgz+VyKhaLiSyg19I6+KN5eRfridIrKZmZYa17ANLr9bS7u6vDw0Pt7++HbOL29raKxWIABpcuXdLR0ZHq9fpTByHU63UdHBwkiAPWwItoLkNnphyoQXJggwj8PdDAdrpOSkM9dlDO/AFknFXmPZwFDtXtbKVS0SeffKJGo6FCoaD9/X1tb28HJ8/99vf3NTs7q9nZ2VPJyLPI7Alx++WBqJeTUC5VLBYTpZ+VSiX8Lx0DOAIr32Df6XQCSKHsz0sH4mCDDKY0ZG8Hg0EAgg5CYPW/DNidZbDxrOvwegw8HJBICoCLdeAA1cEkv71cL/YtvBYHj042jLJXo8bg+CDOrJ5FGwWWkBfrBLsVg2l0hODC/f7e3p5+9atf6cmTJ4msGTrIYRZshkamBwcHQcf8kIbDw0Pt7Oxof39fqVRKS0tLocIhnU6rWq2G7+M/er1eAIwvouEXsdcQrBB3TvS6Ty0UCmEtkQXf2dlJVJKAHViLnU5HzWYz+BsCEvZlkOmRlCBL2OtIedTGxkbwAVevXlW1WtXu7q7W19d15cqVcN84W+X6chZr1suRRukgOAA7jd4gdycEuB7rKSbVPSvCuvasI/OGTfM+EgTHmRXPNsb2xG3FswjlL2unCjTiG9FRFzCL2Jk277w7VBcakbBfu9frhRKDwWAQolxPvbuRJYL2jYHUFLJwMIo+qQ6yGAf9HrfFhrRSqWh5eTmc+sLi2t3d1ebmpvb29sLpK75YW61WqG9mvB6hM0aChDi1jVNutVp6++23df/+fd26dUtXrlwJShQHVcjZS9Pc2Y5ireJxn5Xzfda9HMD5ouMzHkz6ovYgY2trS5ubm9rZ2Uks+tiJwrpsbm6G7AQGg+CF+2OIcWzsNyiXy+r1epqbm9Ps7KyuX7+uarWaqCX1tOppm88V/XOmjPvgXCQlDBJryfdRsfa8rMnLT1jjgELYZubMmRtpWOaxvr6uR48eBYc8MTGhQqGghYUFtdvthH7ieNHRWDfPqvmY6LMbY34z1ziDTqcTbJYTAPTd9yJAFqBLpPnRV+ThjsHtFCnzdrutdrsdnDdz9sUXX2hzczPcm8Y+DYLphYUFra6uji0rJ4vQG9/Qij0jEAKQ9fv9ELz7aXmezWHTvKf+GbfvLXIHDTuN3jKfHlhQykGGkZp5NrfyHSc4vLl9Owu9G0XWxSSeg2PWbEyiuU3302icyUWnfIwxg+plV9hR10X8u5NQPpa47zFo4d6nJVVGySe+B6DdbRl6QZld7Ae3trb029/+Vuvr66GyAplBJMDwdzodFYtFlcvlsHk5lUqpVqsFjJNOp7W7u6uDg4NA/jGX+/v7Wl5eDiWlrH23rU6iuM07TfMg0v2pE67uQyEECETa7XYIirrdrra3t8N1WYOMB53odrtBbsiG7GcqNdw4Dv5pNBqhHJk+LC0tqd1u6/Hjx9rZ2dGVK1dUKBTUaDQCluS+MYYbFZCO0+LvIycPPlgfEEHS0A77YUa+jvyQFuTlwQkkFXYSnY7JRIgFiBbvEz6a4Bc8HY/JSQz687yZoBMFGs8ysu50YwfC+366U/wdBFssFsOxhwQCACJABM4YZs9BGI4jjvqk4ZGe6XRaU1NTYYH4xMUpVB9fXG86TnPGM5fL6fXXX9cvf/nLsNGx0+lof39f9+7d09LSUjBU9Acw5fPg+1Y8aEMJJycng9ydeYYpffLkiR48eKCXX35Zd+7cCUymM34EfygjEbmzsHGKdZR+nKbF38cpuSzQFz9MAJmgZ15WA4veaDS0tramer0e9NMNA4vdgw/YCIKMo6OjxNGqAJ+dnR1JCqCcGtZ8Pq/p6WkVi0XNz89raWnpqVOY3JGfRfNAn/nzteLMZSp1fIyhb7YlYCXzkcvl1Gq1EgGZB3jOimazWVUqFeVyOe3u7oY1jCz4LHXKOzs7gfFiTsheAmrIYi4tLalWqz2lK2cV3HrDsPpvALDrBfukMNiAeD6HTjFuzxy67crn84F0YVyum/zwXqFQCKc14aSbzaYajUYARG5TfSxkFmALx20c5+y2WDoGZLVaLTCf6XQ6BNzSEMxyqsxgMAj7ylgHMMKUC7DuHLx4poKgPrZ92A5AHAEda5qAr9PpaHJyMpA37gtehH5Jo0FLHGz4WGMAT/9G7YNgThi7r9d4H4ZnzXhdGrLLsd934hA/zfe836OA8VmB5ZhxjQkx76eDdd9YjFzJSH722Wd69913wyltgDWycOw74PqtViuU33LtweA4SwYY57hYNjxzwAinFHI8LKCPwCUuoTyrxjpljr2yg3XB+D1LiK8FQ+FXAbxu1yWFE6CYh/gAFa4JhoQUPjg4eCrAY+0vLi4qk8mEss/PP/887P27cuWKKpVKIC7cR58lIeBydB2CCPPsApUNHmy7H2DdxHbeA33WNn4Esg3y0NdkfPwvr9N3Dz7AT/TBfRH9pTkR8VXtxBmNmK12ARNtSwr1ec5O0UmvTcQwwuoxyEwmE9KPHs1hQN1YOkPrGyedyQGIAuZhHegnmQIPVuJxn4ZtGWVEFxYWdPv2bf3+979XPp/X/v5+WFyUObE5XFICdCLPONXtbLM7IBY6wRXgjXv90z/9kx4/fqwf/ehH4VkOzpY6k+LOLDbsZ8ki077sms6+MHb644GZG2gCjMPDQzWbzZDJ8ADTj5hj/O6YnKlwWWMUjo6OtLOzo3q9rna7HRwFDq1arQYQxYY3lyMtvu/ztmc5ba7nASqgGEPlzyvAARLkZzKZUOcqKaEfMSvKugY8xqyKlzAgu1wup+npaa2srIS5efLkiTY3N3V0dHz8o6/xxcXFkA2KHchpnPGXMTVOOqBvEBbtdlv7+/uJAABnw+dYN8wBdscZRdZpq9UKdtGPAWevjG8ER4YAeMoTdnd3Qw305uamJiYmQvmflzJgZ9vttur1+lhyc9aNcQEiyHI4Ow55kU6n1W63wz4dAAvkAZ/373NtD+7dBvT7fW1vbweWFYfO9XHq7XY7cXpOJnNckgs5dXh4qGKxGHxUDJC/juaAmeakG3vG8HteIeCBnAcaowIaBzQ0X0/4BSc/HLi4D0DGbgucDBslu7Nmlp0IYx2CMVy36B/f4QS5Bw8e6B//8R/VbDaDDgwGg3BgCJiC+wIiyd6SKZuYmAj2jPtC2Fy6dEmXL1/W3bt31Ww29ctf/lLlcjmsCXCNA76zlJuDYv5nHZOJlJJZ3VwuF0oUK5VK2PiNDYPoBMvxXTI+jkk8E06A5cdec31Ip0qlomvXroUS5Fqtpvn5+VCVALHy+eefq16va3V1Ncgtfs7SWZHH7rvdNrlskQHZZog3D0ToG3L2QAz/yVpHdk6u0AgUWJfI1zH4YDBQoVAIMuBQoampqVDOTwD9rPX6vCToiTMa/puBOKscGxoYeT8NhvQMpRjURPqCJULz9L8zKh5coNSSgiPwGn0mhiPl9vb2ApgqFAqqVCrhPn7ec9yeN030VY1rVyoVffvb39b/+B//Q5ubm8pms1pcXNSNGzc0Pz8fygRYdM4YO4imXCpWJr+XOxCXF4Y3k8loe3tb//N//k9997vf1a1bt4KcYWxg/gBRyN7ZtbNuX2YIcHrOmjpYc0ZPGpYA1ev18AA9yqZYqAS4flqLlNwsiczRMw++2IOxtbUVshm1Wk2lUkm1Wi2wOUtLS+HUHY7/i5lLfo/jRDz4iVs6nQ5MEQGAn4/u/YDVQk+QieuTy9/BDQEHALPZbAY2DHaP0jIAInuocOh+ShpAe25uLpxO9Y1vfENLS0vhNDmuddogw9mjuOEYcRBefscG4kKhED6DnhKAMlZ01bNscaYE/QOoYwu9D/HmUHQVOefzea2ururVV199asMl4Jkjl7Ehvs/mJM3Lvxz04pD8RDxkhM5w5G42m9X09HR4qCWBKnrHj5+e58EqWVwv30JOHmhzPy+hioPVwWBYq+62LwYrZ0mwxNdywsgzKgRFzoxKyeeoSEPG0tl89Ax9dDBJQOz7r7i3l2fQJ2fDHazjD5wI8v7GAcpp25etecbvG5TBEOyfoP+MeW1tTR988IEODg5CVmtycjJk+/DNXJ913mg0QkYDUqlarQYdhjSYm5vTN7/5TVUqFV28eFF3795VNpvVn/3Zn6nRaGh6ejqc9ndwcBCyyC6vOHszTnNiwK+JDeFoXWwuD+njlKhGo6FqtRrIDT5LhQB2JcYJvOYEjGcsvIQom82qVqtpe3tb+Xxed+7cCccDN5tNffbZZ+F7+NvFxcVAlhEkoudnUaHiuNRlz1oA+APg0ft2ux0CKs8c8reXkTE/Tsz7faQh5oEAdEyOfP2zzIH7F1+TnJLIwSwEy37fk2YfnzvQiAGQK6M0ZNR7vV7CYQFiSLf6piDfcOXADmPogvdja11BuScLmHvDfDGBnOiAUiNcPgcwI7L0oIJ7jVvC4o4ililAoFgsanZ2Vt/97nd19+7dxBF3KAcMG31FPqNqKH1OaCxaX8DMA2M/PDzUz372M7VaLd25cyeRNWEBeZoT+cc1vO5AzoL1G8VS47zS6XQikI33mPB9AEuj0dDjx4+1t7cX2AXvJ6VhPkYvLUImAF9+OKmKmtzFxUXNz89rYWFB8/PziQffEeBmMpnAXo1iRhz0nqSlUqnEBjoaLAnrgIDMgQaGMZPJhAyCp2MBonGmyOUUyz/OPElKnG7FOmBed3d3tb+/r37/+OFuc3NzqtVq2traUq/X0/Lysl555ZXA+LCOPdU8rt55CYE7I2frCLoB1oBrnKWzyox3VCrc2Xl3Wr6+HViiJ9SRAwQA6J6JS6VSKhaLweHeuXNHzWZTX3zxRagP58c3T9dqtcTehJPKzkvAHLhTfoEThUgaDI5LpMjmAgTxG87OSUroox/hKw3PmscZxiU+2EvWBVkj+sZJVmSMyLLQf4A5x6N7Zv0kpQSj2igbx+vuQyA4GK8TAIAy+uK6LD39kELkNErP3Z6ji24P48/H5TKuCz4mPu/jGbXezqoB0rgfwS2ZCcCW1763Wi3dv38/nAyILrrNnJiYCGATorLZbGpnZydUSPBdGpntlZUVvfrqq3rppZe0sLCgxcXFcELa3NycNjc31Wq1NDMzE4JnAnOXfzxvp5GPA8g4Q8X7XjLLPibIY+Tqz9Xgu346F/PgIJvx4Fddp7xMslwuq1KphAwt5DBlagsLC7p586aWl5d16dIlVatVbW1tqdPpaHp6OkFEoRPjBh1+uIk0ZPexRV6uzomg+AaemUWAAHbBZzu2jUlOt6lgEXyxr3f3t6MCLOwIe2K4BjKVFOycV/k4rnxeuZ04o4HyuYLEANdBDB3DIROtSQqCdQaSwMLZFDIfOADu7U7ZB8xnUET6UK1WE/WELJB6va5erxeY7FGgGXBwmjbKoJdKJc3Pz2tnZ0d37tzRf/yP/1E3btxQKpXS/v5+OGFhbW0tPHmUumt3rs66+QKO2Tb+djAOIOF7e3t7+vu//3vt7Ozou9/9biK9TBmCp799A6LrB8bkpNHvl8nPnaSX9OBApGMdgn3BmJDK3tra0vb2dqhZ90AFXfagFXlR4gHYYJMvDxMjOzIYDLSysqK33npLV69e1cWLF5XJHNe+f/jhhwHM8LCylZUVzc/PJ5hs5syB6DjNjRIAYHJyUgcHB6GvgCb0m3FJyWwXgAzHgk64g3JWGYNJmZ47Y/qUzR4f6egZTi+LRNY4qnw+Hz6zuLgYnirrKX/6Fpd3nKTF4N73R1Du4PuTPAtDRgx5Opjj2tKQLXQ7FzN98ef5G2BAvzx7yxyTCWLPy8bGRsiQViqV8LwdnGGtVlOlUtHMzIxqtdrYTwf3bAt2u9frhaOee71e2CMnHe/b4AjgwWCQsF+sbV/rnuFhPbpt4ft810s24gMDPGjj8A1q5wGW29vb4RkoHPHc7XZVLBYTT+t1fRk3sxuD8TjwiH0s4AQ9cyIOHY5JFLfFMah0/fL7e4AsKZQe+Ti5JscMOwBivvxgA75z1gGGYxPkhQ9w/5DJZBJHv1NRAUNPRhpcIA0PTWAtgl3QIbKElEYRHBSLxTC+Uqmkq1ev6pvf/KauXbumarUaHsgH4Mzn85qbmwvZEgf82F+Xr/uMcVqMS1hbyLJQKATgCSl2dHQUSn+9fBO5emDHPLDHidepIEB/8RXMifsMbB2k08OHD8Oet/n5eUlD3bt27ZrefPPNcL1UKhWySVNTU4ngz7Nx48iNa2CbOE3Uj9eVpM3NTa2vr2t3d1e3b9/Wn/3ZnyWO3vbgwIMsD/jjDBAydh1wotIxM+W3XI9Am+AC/4u+d7vHp5TiM1jzfN518nna2Hs0PN0MOHemD6XzVD/GyZkPH7A7b17n8+5ocSQuWGlYbsXkuvEk/YmgmFRS6wRBbPqj3240xwUuvrjiAKBareqnP/2prly5olu3bmllZSUoFCU1CwsLunLlivb397W2tqYHDx7o8ePH4Wg4on4U0qNiB/zILu4bc4hTZpH89re/VTqd1ltvvZWIljEafD9mERkrv88q0HBH7n32wNb1i/70ej3t7e1pc3NT29vb4Qmuvs8A4EUGDufgmTp++2Y/GKydnR0VCgX9i3/xL/TDH/5Q8/PzgT31hzH2ej2trq5qbm4uOCGMIYDLWbJxgQtGyEvsnCFHX1hDBK/MIyAqLoUh++BpXV+bzvRiLB0gea0pBgxWB4C6vb0d6ptxRoPBQLu7u2Hj/Ouvv65erxeYcOban2oNKD1pc3Dv9cP0m6yi35sjHgmyCHb4jgdQTsDELBTzxfu+kY/gC7kCfB1Uc1Q1/Wc/UqfT0dbWltbX15VOHx9XTNao2+1qeno6lDzg7MdpnlWiD5RaIAeC7H7/OFONDUulUiF4Z4wewEnJJzQzTi9Pk4asdTabTexHc8DsYJcglgB8dnY2APbFxcWgZ8jQ6/vRN9fvuNTgeVsM+OizNATQADl/L84kxEGKM6GjMh387yy5yxIbwXfdHmF/PRj0tQJId1vqAYyvB39vnBYHVO4D4zJaCBbsC3rQbDa1v7+vzc3NsM7RRddt9JD16X6V8ljPHpPhuH79uv7iL/5C169fDydMsvbQ12azqenpadVqtXCgSLfbTRyc4Hu+RpGtJ2kEgQ5csZ1+kALP8xoMho8b8BJQyDiedQPhF2MoQDDjxb/g19324D/BlLu7uwEMO5FMPwh+wFDMAaXS3W43PD8sxrAnbdlsNpCMZGEODg60tbUVThOjfK7dbmtjY0Mff/xxuL+TZNKw/I6/0aE4O49figlxD0KdiPd1ScBAi0lo7Bo63Wg0Es8NYx2M+v6Xyup5herGyUGXGylPZ0tKlBNg/N15AAYdrCIQF6aXyHj2w5kYhIjRR8Fw3JS2EGXyuUwmE8AegQdslUe74wYZyC4OijBe+XxeP/rRj/Stb31LlUolRLnOCFAOtri4qMuXL2tzc1PvvPOOfv/736vVagWjQyCHUjgzypxhOB1kIkNKZSib2Nvb0//7f/9PuVxOb775ZpgX7z8gC3ni9Dy4Oa3z8O/HEbk03AvkoMxZnmazGY6+4zScXC4X9p7gXHzunaVxBnl/f1/7+/thM2C9Xtfu7q6Wl5f1t3/7t3rjjTeCnsO25nI5lctl3bp1K4A5GF2MOkaZ5oHTOBkNZxMxvBgPrstawEg1m80Aln2NIyfK03xDpTO56BaMF0bJA2C+i4zK5XJIu/d6vVDaxkY0Tr5iDVO/v7CwoG63q0ajoUwmo1qtFsaIcR13zXrQ7XaIPu/v7wenioz4njQsraMO3IG/Az502ME09/UMqjtnrj8YDAJ76nqD3DOZTAgk2u12KDm7cuVKCLSXlpbUbDYDCcOJXpJOVTqFHQcUE5TPzc2p1+sFpmxiYiIRLHF/fArBp4MYZIEuQgjEgNXtHH3B3pFpcQaZ+3ldfbfbDZslPVPjJ7Kg9743YdwgTXq6zNYZTMZFuRi+2BlRvoMvdn2jz/Qz9p8xkePg1ZlSB0H+HScPvA9SkvggEPHxncZHxLKjgQGQAfbcj13u9XoJcoQTjrD30vDUqBgYekAOpqhUKsH+gX84UGB+fl7f+9739Morr4SSPHwN90Zf2UeK//F9Ir4xnHH63J60YXsomWE/AbLjdCd8A7LwU448cEN/8DtxkOl2kbF5wOREAONMp48PuHj8+LF6vV6Q8/r6uiQF27G4uKgLFy6EAzDm5uYSZcEckcshO6Ow2fO2jz76SBsbG4njy6lwyGQywfZScnfv3j3t7e3pwoULYV5j2biuug+PAwLHyb6+PbONL/RSSu7nlT5OiBGAkS2SFJ4Pwz5St9HPS4KeKNBwI4NAuJmnEDHILkDPQviTNp2Rw+F6qY4vKDfo0tBIObPt1ySaRiiAYMATi5sjdWG0O51OeKaBs0fjRL2xDKWhM6Z0jDSrNIxkYdb5kRTks7CwoLfeeku1Wk3vv/9+qP2n9EVKgp64OcPsryFfHO9gMNDOzo5+/vOfq1Kp6Pbt22FOY7kCQH1ennX/08gPEBYvMhaW16gfHR0/wHBtbU2bm5vhpClfXAQLqdRx+RglJOgO89HvH5desa+j3W6HU6Vu3bql//Af/oNeeumlsE5wXt5ndBsd9oBIGqZ+WWc4Qtf5k8qKDI8HFDGQpS+epZIUyvT4YWxsgEdnnHGP2VDuQYAF2ycNmT+MHHW/Dj49U3dwcKDt7W31+/3AlMJCSkoYV3/9pI217gE5gR8gFWPNPf1kvfgHmTK36ClOgOs7ieJOxoN2rhVnHdz+se+CABo7V61WtbKyokwmo/X1dU1OTurChQuSpGq1qqmpKS0vL+vy5cuampoaS3b0z20+ZARObGNjQ6nU8dN8KdVDhpVKJZBDnumIQZ9nPGLb777FSSJIGc8IQUaR1cBmQAJxYANZ7zjD5SfouBMet7nOSMn9QjQPavw3a8bJmTjodnJm1D2fBVbj4Mnv4WSD4wGAJvrnQMftiPfjNI114uyuNMQNzJc0ZMqloe3jPT+ym/WEXcEf+N48MA+2wPfANRoNtdttzc7O6tVXX9WdO3fCiW88swVSyv2DZ4rRNQgOf6Aq4z1NsOb2xbEH2XsCC/8bYi6dToc14llWynVYa6wRSYkKGHTWfQ/jdYaevVN+ile1Wg2kX7/fD6dRIVcnAZhbTvfk2GrkNo7usQndAz7wBXrA/LGH5Mc//rFeffXVMLfolBPqHtDG9oT/+a6XsUvDMk6fW+bVx+jrl99e8bO/vx9sHZkaxkUQDq54nvbcCAaB8DeDBLAToTmTEUenTIYvDAYJ4xELQRrWDLIIHeQSUOD4nW1iAuIFyyLG4bMYpGEqNJfLaXZ2NnEm9GkdCH32BUCfPOPAIvO0rO816PePT2x59dVXValU9Nvf/jY8AdYjV4CRAz5XVAxmDHYo4en1jjez1et1/Z//839UrVZ15cqVRKZEGjp/D8R8fk/jQByo+f8+f4yNzApjabfb4UndlDtxHTJcnGxTqVRUrVbD81XcMXOqEE6DZ29sbW3pxo0b+i//5b/oypUrCQbc+8r1CCbpcxxIe5kQcxMDj+dtMWiFxcNoALA8oIdBY+49k+PGC0aNANn1k+87Yy8Nn4iLE+V1L2s5OjpSo9HQ7u5uOBEI44Yu1et1bWxsBFbKA2O3SzjvcRqgARnyN4CC8SITz555FsJT3m4P4wdX4fCcbWbdOFmDHDxLjM55tiiVSgUWleMxqU/mtK/NzU11Oh0tLS0F/b927VoIMkql0liyI0tBn2Ei0a9u93ivz87OTgD4vqGy2+2GkjRpeDhIrMOeDfIAk3VFsJ/JZBI+ivnlOvFT7MlEIVc+T9/csQ8Gg1AmAjiDxR6nxcEpMvTX8KeeseG72A0an4uzC7zmehvrsvfJX/O1yOv8dowgDWvKXecZE7/xOadtyMiDTfd5rF+CC/ocs72UwQCWpeEzuBy3xGPGphFgsTF8a2tLk5OTmpqa0ptvvqm5ubmnMkjIgeCWzAX3RbfIurE2u91u4qCd0zTGc3R0FMqiWq2WUqnhgQv4I/BKt9sNmdBMJhNKrqVhcIdMkBVrkoyS99sxIHPHBnBJ+uSTT8IeUWynYxH2u+I7M5mMtra2wqmiHnA+fvxYi4uLiX2IJ23z8/Mql8va3NxMVJEwVspQHz16pK2tLZVKJU1NTYV9LsjD9yCzFt0OeYbR9Zp17L6A336anPt0fJuTXMgPvSR4RKfRZw5GgKiXlMB8X9ZORJU6SPCNKVJyoSMEj7z4jB/FyEARgCudM1EeZPj1YjDoGwMBvv4Zru9lHwiM73KyQ7fbDZsC2+12AELjtFGBlQMxB5yxs/GFHTObmUxGKysrmpyc1O9+97tQbx0za84WuHxwCjhcd8T0kTKfzc1N/d3f/Z3++q//WouLiwmWl376E8ljBT4N2+IOBKaIgIhrw/6782s0GiHIQDa8T9lJsVgM5WKkCpknFpc/+brTOX4Oy8bGhlZWVsLmfWl07STsDTqM3P23z49nULyc5qSNtYIuw/owtlFlYRg+5szTu162Q7kBwaofZeoA3efON85iAAlQkQNlU7B8MCocRU0Ww8/+Zj+Nb1bs9/uhPGic5oaadYscPRD0M9nRS2Tg+xCcTXJwgl64buAQabG8PcWNjgA22PCH7AAprlPsK0K2bACfm5sLRy7Pzs4GWZ+0ASoBIplMRlNTU4EU4Ox71h/AnPWcSqWC7PkOgYWDYXTI92zEATvv+8lVkErOJjqbTHNiystj+LyfmEZGRlLYdHqa5vd2H8hv1hVrMw4uHMC67fHA14kb90txoMH1uW+8tmPibtT1ub/Lf1Sm5jREHmPlcAPKPCgHArSBPyjX9GO22cxNsMD44tIWz+5iPx0YQkw9efJEjUZD165d0w9/+EPdvHkzAaaxe046OSDG/mYymQDwGKOXMGGHTys73xzvGW+vz0cmyBLywEkFSYEA8kyRXxe5+h4O7oE8O51O8M88RDQmeJAX9syPjT08PNSTJ0+CrUYHIVBZxxBgJ21LS0v61re+pQ8++EDb29vBh+I/6vW6Hj58qO3t7UBSbW5uamNjIzxEkPU0CgOwNhkvc83nHBc4OeVrzufRiVCvTGFO3Z+z7tvtdtg870fherDzPO3Ex9syOIwKCzKVGqa3EIIHBc6+jGoM0kEqBs7LPwAyLigWB8DFQTr9RPg+Ge58Sb0RnQNeeZCTn8Zz0jaKwXC5IE835ryHPJwp8vnIZDJaXV1VNpvVb37zm+DIuS/XcxDE9/nfWUKXF4uwUCjo8PBQn3/+uX7xi1/oJz/5SeK5D+7wAKqe1Yqd4UlbbIgwLh7s+H6AdDodNqASMHh2y2sj8/m8arVaIouD03AwxB4FHmZWLBb1n/7Tf9I3v/nNhBF2AODAWxoem+tgIB4noB2QNK7z9T0mDpQ9iOI1AClMkZeueEYvXk/Ms691/wxrl3lykAzAZP4wgBhr5AFg94cK8uDDRqMR2D36WyqVEie4jNvoixt37I+zptwbQEz/ya7FAQVywJG6bZCGDgQg604UvcG5O0PND2UC2Cv0N51OJza5lstlpVLHB0688sorYZMnm9pje3MSuXkwRRDEnjfYMvrnNhkdAPgzfrdjfpqLywj58DRwL63zbDc2HFvA95hb5sQDO7edjAGCivWErNk7Mk6L1xHXdxsKOKG5DY5BvtsYP/47Dloc1GCnkc+zgoG4j/5dB0jYWWeesdPub+KA/KQN3QHMEkwA7PntWRbsLfuUeGirE6msN/b0kVVj3KxNfMRgMND+/r7W19e1s7OjVCql73znO/rhD38YAlXuj/11kgFQ54SFB9lkOdjjxNjPIkjzTBlEcLFYVKVSkaRQUsh7kLKMnbXqhwHxfB6qCSDsPFjw9eL+u9/vq1qthqNhAetgM/cpXAf7W61Ww3rf2dnRyspKsNHdbldLS0vhCex+GtZJ2uTkpC5fvqzZ2Vk9efJEH330ke7duxeC1o2NDT1+/DhUEGQyGTUaDb333nvhyHGCKeaauWQePPvPXMWEMbriZIHbEXxKjMccC/sa9ECHwI+AkPJWths873p97kCDCcYoe5oFtjGTyQRGBwVwEOoCcNDt98BQePrTFR8WwgMHN444FN53UMp9Yag8mgRs+4YsNqKyWfw0wMXHSrTpE+z9dUXC8Tk7JSXrKnu9401Q3/rWt/TrX/86AGwMpt+X7yFbD2Tc6WMIAXBstvrd734XHi6Eo0D+6EYcXXvafhy5+e84E0Sf45NfGo1GIsPjx93yuVKpFNgMrochp/SEbABs+5MnT9RsNvVf/+t/1Xe+852E7jhAHsUKxu8zFtaJpKBnGOu4bOl5mwcZPu84TvpbLBaDo4iBFxsA3UnHBALXRRdi9hS7gSz93syndLz/YmNjI6xdD0Bchsik0WgkHBq6vLe3Fwz7aZwv8+UMnsvRWW7ArH8e0sNZXg++JCWcA/97sOaOO5VKJZhzl11MZDCf2DD6wrMzCGQ5IvjatWshQOOUmXFtHfrqdpf9DTxfBtDW6XRUq9XCdynV4Ix5xh/LiHH7sczScKMpuuPOGEDk5ajoVFxW5JkqxuEb13kCcqfTCQcWtFotlctl1Wq1BGt9khYTYlJyoy9On+BtVEDiYH/Uex4Icl2as6TOcDpAcR/Ed+invx5/hvXj/s3ZbWfFx2kw0mROsWfeH8cggHyCw2azGQKOVGpYLuR9he31PRQ+X/gdTs3r9/v69re/rX/37/5dYPqdsHFMQtagUCgkiEHHStlsVuVyWY1GQ91uN/TR52icxrhi24X8/ARCxl8qlQJhgI1xBt1JAD8aWlL4mx/mHV2iD7VaTZlMJpzkhI5QVeCEHg8MJJjzI8bxZ9PT0+Hp4tlsVisrKwkS56SNcfJMrFwup52dHT148CDcJ5VKhT0sjOX999/XysqKXnnlleDvi8ViYv7QEda5+5I42HdM5EG0VyF48/WIvB2voRPYRcdg+BaqP55XbifKaDgji6BTqVSiptXrCnu9XuLJrRgpFNoBFO8zOdJws6wvTmdkYoNOH/wEAA9MECo1xN73ZrOZYHo5KYgozrMoJ20eQcIaeurdx+HG0Fkhj0hdGdLp4cPqFhcX9Y1vfEPvvPNOCDacocGAeVbIldJZJRwHpT9s9trd3dUvfvELXbx4UTMzM+EzbqS4NqBjXAMoJZ9oTosjdX5jdBuNhjY2NkJNLs7MnSJMhgNBGBBYU0qneJLy+vq6tra29G//7b/VT37ykzA/cX+lZF137GS9rMlPN4Mx8rRkvE6et3EkIMDEM02Mm/t5KtU3t/K9OHjEoXh9sAevXMs3TPo+J/52IOMnwqGn1CxzcpE03AMAmUGZDvP+5MkT5fP58ATycRpz5ql2Bxa+bpxZJ6AlSOWgiRjw0XCKHsDEhh1g7vsDJIUMnAPAXq8Xggnuj+w5yIBTUSRpdXU1lEtduHBBvV4vBAOnYeVjMId+0y8v9+BeyNiPXfZ1j6yRDUGGB1hcD/12tjSVGh597GWQACW3IcwpR5KSHUmlUsEueBDIM3nQg3HKMJhvH3ccoLpt5v7ofsx0xkA/1kG3U35PZ8fd79APJ8xiPXE/zet+XQd+jAV/7fZ5nEbwTL896wURFAdKcRCMH3ZmGX1y/ED/u91uYNrZA1iv10MgcP36df3n//yfdeHChQQ7zbUdCALe8bOMycEefaD2n885sB+neZbBMR4YSho+GNJPK3I/DAAtFouhEsR9M88KYUyMK84soi9kQnyNeibYH8hcKBRUq9V09epVVSqV0NdM5vgIcgKbYrEY1j9BGxvDx7V3Xna5vLysN998U/Pz83r77bd1dHQUSvOk4Zp88uSJfvOb32hhYUHVajX4avcN6AiVCR74S3pqDTJn+CDXMbcnriMEJ445HQ+B7fiMZ4QotT/zQMNBLgNyw7C/vx+AmacW3Qk6iPJrAHQxQh7ZptPpoLQovyscfePzXj6FEaF2zx014I00XbvdVrPZVKlUCsqKg/bTCcZtPnm+SJlMD9bcoTiQ8HngWgBH/l9dXdXk5KT+6Z/+SVtbW4nI1aNWZ6ZxjM7CxsEI3z86OtLDhw/1q1/9Sj/4wQ9GnoyFrJmn08jN+87/7mzdIRA47uzsJDb+xSnrOGWP3nCiFIAIpovNs81mU//6X/9r/dVf/VWiFt7ZPBwRv+l7fAoYLCllMBh75hSmIzYOz9vIwjA3zCcBoXQ83xha+oljwEl73Suy9ECZ78Xgx50XzoqsA/LBGezu7mpjYyMYM3dSBBxs2mezOEdDUlM9GAwCWeDlCOM0nzsnAghAOTiAefcfSU+dTBU/XRU7xjr3QE9KPrsAO+aMFnrrxAtBBaewDAaDcPKKn+3ebDa1u7uro6MjXb16VSsrK4Fx83KgcRtAyR0cRM3k5KT29vaUSqVCIHhwcPBU+RtzCKCPM2msJXSM7DDyjdc31/FSE9+IynywDiiVwS9RcuZyqVQqQd8JtgFF4wI+JxRiUC8NWXtnNv19B6N+LZed+xWuMSrI4H58PvbJ3M+zK7z+LCIIO0QJkgdWp2XlmXsCcBhk+sx10U3WBSRSo9EIdo916wGckylc07NZnEJIcDozM6O//du/1VtvvRVOLcNfeCmeEzROILqdjD9L9sPX2mnWLHPJngVsJ2ui2+2Gki5KWJFfXLHigQXBg+/LoxwZPeF1SDF/5lQ6nQ6nRu7s7ATfjP2ndbvH+2kXFhZCZoDAgh8+XywWw8NI6SeZzpM2+o+/oJSqVqtpcXFRv/zlL7W+vh4OkWFNtNttffzxx/rZz36m73//+6EU2Mv64qy3r01fkz7vjMcxugeN2EZfz45HnHB20gBSr1qtJny7f/+r2nMHGixCB2dufHjYEeCODjqjjMN0Bt8ZMAcXML+weX6yDIvLo31nfDBoTBCKTuQMSHRDRESO0/D6fGl49Ne4DQMVl5S4cfbXnEmKWSR/z8tU+O78/LxeffXVcM5z3A8cEsyxB11u1NzJOxNxeHioX//617py5YpWV1cT4Eka1kU7ozluc2OP/Hidxe2Gjgd+OXPuqUEP3ugzcw8L7AxVu93WkydPdHBwoH/zb/6N/uW//JfhDG/WggN4103uyQlPHjAChjDmgDxAtpfrjNMymUwA4VyH9cK4MUTuxKTk4QCeEfTN1X6NGAA76+dsCIwYMp+cnAwb612OExMTiafpHh0dBWfNHpnd3V1VKhUVi8VwdCBnowO4x93Q7IAH5swZp7gsysEDP156gbwAox5Aud2ThmDST1PzfR8OMJ2dJmOA/H1Dspd9ehlctVrVpUuXgiNm/n2fzDiyo8yS+USXnHmlZI8sCgwjGSCCul6vlziFykmReD7cjyAnZ4chwrx8LCYpWq1WOAkGW9dsNlWv18N8VSoVXb58OfFgNsbpgdNJmwf63jzzw+fIPHqgELPMDvxcLu5z8K8Oxp004H78jolGD/7wuQ7O+e3BH/fmOk4KjKt3HtDEhCVZeQIIyqXQAz8pyf20rzHHFvHBApBakFPpdFpvvvmm3nrrrWDHsKUO+Hy82BDWRzqdDkQprL37OX7wK6fFJr5mwF0EMqxPafhMJg8wWNe+4d79I3ssPHgj68HJc/hGSq1YQ+l0OpS0YfsbjYb29vbCfdrttmZmZsK9ncRKp9NhP6mX9TN/6If7tudt4EnHR+Cv2dlZSdIvf/nLp9ZCt9sNezVmZmb0rW99K2RGCJCdbMLGuI9xEtPXI3bON6aD2zyg9/67L3OfhM/mIBkv1fPtCc/TTpTRoAN0uNc7fuLy1tZWeEYBTAWsEFGWpET6CweAgfDTDlj8KDtRaa1WSwzWnTT3cOAE6IQVJCBCoJ7GZfH4SQk8aOrw8DBslhy3sYABfCi7Hz/GhHvwICkB1t0ZecDBe7C5y8vLqlQq+uijj/TkyZOQHnRH5DWO7jSc+XLDw8OCJiYmtL29rd/+9reanZ1VqVRKgBtAmV973OZBDAvJ97fgqLrd403NHE+IYfP6S5czcwC4IBWN40CX19fX1el09Dd/8zf6y7/8y1BOR99ix+4Ojt++bhwssKgJNpxJpX/jMC3ckxRqo9FIPPDMjQ+BWr1e19bWVliLmUxGlUolPCWZfsSpVQx0fBADABK5eBocNpm6aGnIhLNGOZKw0+kkMgKpVCpx5CP3qVQqib4AeMeVHc1Pc2JeKLXwrB16yHdxzIzBSRqva+YerDd/Civfd3Ye+yElT6Tj8IN4w2oMqh24VKvVsKa73W4oQ/N66pM2WG4/9hLb2+0eH12L3rAPiPWKvjIuggLGih1CLowndnpORjngwW9gY+kva77ZbIbN5AcHB2EvCYEtQeLu7q62t7eVTqd18eLFEOBmMhnt7OyE+uVxZOe2CnsVEwSeufesCt9Dfk5UxaDfgxfkggxdPl5a5T7IATmAxH0R/XU7x7yhb8wp+u7ZkpM2z6yzLinVcTlwHycRsYOszbh6IPbZXAuft7e3p52dnbBuXn31Vf3oRz/SwsKCstlssFf4MGSM/JC/l6QgI/QKGXI9MAHBLmTqOA2Az7rxIIA+7e7uhk3LyNbtl2MW+k0QxPrGLtF/fLOXS+ZyubBvi8CCLBGBF7YTLICu44fjkmh8XLPZDKVduVwu7PNoNBpjnRTnxKETepnM8V6bu3fvKp1O63//7/8dglvPXm9tbelXv/qVCoWCXnvttfB9yBbkyFpCl/1vD9BYs+gZ69Yz9B4QOZHgWSYnir2ixfF7/N5XtecONOJNxaSUnzx5osePH4eF4adiYNC8bMONpTszFr6/BliCES6Xy6pWq+F0KIIYJtlZLRQcgXpEx3j8oX1xuUxseDjRZpzmjBPNmTRn6zG+MCoeDMVMJg35okQYs6mpKd2+fVsTExNaW1sL443nwwEozseBEkwLr+MY7t27p4cPH+rGjRsJlsAdlwcc48rOyxoczCFHSSGwJAtBqtQXJT8YafTVj/XDIJLJaLVa+pu/+Rv99Kc/DU/z9vv7uFyn/X78j15yb+bCmR5Pm/q1TtpwPDCtqVQqHOELGCWgqNfr+uCDD0JAKg0zLpVKRbVaLQT75XJZ5XJZlUolGDkP/AD3sXFC7jyHhCAEffd1iFN1oMrn3bZks9nwFFbui7P3IOikDWfB+vCyQOaEPjFPzC3r1gMuz3i47XPChvGQ2fKMEuuTa5N1Rff39/e1tbWlZrOpfr+fWAP0EcDAfJXLZc3OzobAz/X0NMQAAQ36Q3bRS5XcWSJvxkGmCxaSsq9+vx82qruDjB0n8iK4471sNhv8AZk1ZMTDqRxsc+96vR7exxccHR3p8ePH2t7e1sWLF3Xt2jUtLS2Fz3jG/iTNAwL6488moH+QbcxdTAZJesoGI2fXuTjzwPyxzmGv4zIs9x/ords3D5JYG1wbZpR1jT74PohxGgEP4JinMvuxphCSnj30ddbpdNRoNMJ69ANGnDzyEijfQ9DpHD+X5s0339TLL78c/AV2A7lj83jPAw2aV3V40Oa21IEocztOc4CMLOP1SWUKAB28JCnYaQJeiLtyuRxKg8n4uE7EZYadTicQeRC9Dx8+DPbJcRD6xf198zkZVcbCGHu9nnZ2dtTr9cIx6B68nLQ5ZpKGJDc/xWJRL730kj766KMEwebE5KNHj/QP//APkqRbt24l1pVjPl/PPjZfx8jUiQmu4WtrFEkNFvBMHjrOvf1YZb575oEGF+cYuI2NjfBUZU4EgDXH6HlmwetXvb5dGhpQZ/t80txQpNPHafdSqaTFxUXNzMyoVqsFQACwggkAxDBxsGjcH2ECvh49ehQ2ZVHXDKC5cuWKVlZWnldkobmhd+DtpRfScNI8oEA+rqB8hms7COEzvF+pVPTKK68olUrpiy++SJz4IA1Lr2KF9X7zt292nJiY0NbWlt5++22trKyEKBzA6A9oOqtG5M1JUe4ECBrIsnmq3EE8BsfZdcABbEur1QonR/zlX/6l/vzP/1y1Wi3IGv1Fx5xZdqASO844++TzCyvLBm3mdFyWzzfE8v2jo6PAvsLcrq+v6+OPP9bDhw/1xRdfqNFoKJVKhdNP0um0qtWq5ubmVCwWAwjk2SM8XRqHfnh4GJhxWNeYMdne3k6sT+YARh45UnZAMOEggflqtVq6cOGCSqVSAOEEmeM4DylZgsLJW81mM8w9etdqtULgHbN6zIHbGWlYR4ttc5vJcyQIktBTnCeMrTN4rVZLW1tboT4csI4dBVS7PU2lUuG5GcwL68dBzTjNn8fjgIpxo8/oJiUQZLQIQmdmZsJzjAAIg8Eg6BzNg1ScNzYQcMR9WVfoGgwrAMhtKgEbPwTBgJInT55oZ2cnsNlXr17V8vKyMpnMqZ5ILx3bA87gb7fbwd4yh9SvU+LJ3huvJmAPDLIgMyQNmVjGDDiJAUkul9PU1JRmZ2dVq9XC2kfXPePiDKkDGdd9X1P4XHQGMDOu3nnmC7sAM8/rrDfWRSaTCadDOQmAz/DvsOb9M5RMkQmrVCpaWFgIx0UTqPjBL2RiY18AAeBBmwNSD/DYhwDbz8lH42a/sc/0AVtKoEP2wUE5PtaxB2Nk3Ht7e0HO+EuCYWTInjc/iht/vLW1Ffwhc4hueyYDeRB0Y3fQN3AV67dQKISMTDqdHvukOJ83r0TAH3Cvl19+Wdvb29rb2wvjoTKEYOPv/u7vtLm5qTfeeCOU8HN4hQfGYB2CV8+CYuc9gxfbNQg8Txwwz+BvrhFjJbLU2FC++zztRMdj9Ho9ffrpp3r48GHYdAvjw0RRYxenr+gUgJ5FR5QcR20uHF5ncKS76vW6pqamdPHiRS0uLmpqaipxFCvX8cwKC6fVaml7ezswkxsbG8FppNPHZ86TqZmYmNDc3Jx+8pOf6M6dOycR2VPyc1l4WjoGqZ6hiJmpUUy3M0ooI68XCgVdvnxZzWZTT548CXKhP66sGFwPWri2Ayo24n7yySe6f/++bt26FRT/8PAwZJq8X+M0XyjOwHF9DD8GH+OH8XTQ49kPggo3nmQ3Hj58qK2tLX3ve9/TX/zFX2hubi4BmJwFdJYJPY77Clvl8+PGwBk9jK0HK9z7JM2fW4A+A0QAWmtra7p3755+97vfaW1tLaTluX+1WlUul9Pu7q729/c1NzcX9k8gz4mJCW1sbGh1dVXT09OJGmNpSCLAim1sbIR58k29GF+MaLFYDOsYxw9AoFwgm81qZmZGKysr4dx0AulxWSr6g4GHpSO4Za5xls4ic7Z9zE56gAsDyRn0zK2fi+97KtAn31SOXhweHmp7e1vNZjM85Z7PDgaDp55r5MQKJQTNZjMEPjjN07CjAB/0luAIsO8PQuN/nJnbfoJO5NTr9UJmgRIOHKSzzHyGMThI5zUnvnyDPmvPwSS/2WC/t7ener2uer0eMhtPnjzR2tqaXnrpJd26dWvszDf27MMPP9SDBw/0+PFj9Xq94NxZz24P0LW49h+75D4HWSGvmAzhO4Bx5gPwOTMzo+XlZc3NzalWqyUCDg9iOeQCsOdrG9zAcyb47tbWlra2trS6uqpr166dWHaepcZnAnAhPyiJ7vf7oWrB7QkZQQf5rHe/h/ukw8ND7e/va2JiQpVKRa+++qrm5+cTJVHYMc8QYA/4H1vga8d9jc+PpHAcNftiT5MNwg4Dksvlclgb4DjP6BEUYBt9jSJfdNkfDoreMhcu61QqFbJo/X5f6+vrevz4caLszk8PdeZdevrZEe7j+byTW8jMM2EnbfTVAxv3QfT14sWLWl5eDj7WcSzf29nZ0c9+9jM9fvxYd+/e1Y0bN3R0dHxqoe8PdILaAxDPhHjAz3qIMRzy8woY/IbrJfLy6gD64wfCfFU70R6NR48e6cGDB6rX6wFQYqgZYFx2EINiBg/TRE0yEakbQBYk4MjrwpxtePTokdrtthYWFsL1fJORNEydASg573p7ezs8dXJtbU2fffZZiJoBZ/Pz8yGLMk5zVoL/HWzGQQRK5AvHmSP/HE4bBwMD6PXqpApv3rwZGH9PW2IEMWweYPiCgZWEvc5ms9re3taHH36olZWVxCZQ2ETPnIzT0Ct0AOfmC7vb7aperyfq3t3QoyueifAsiO/JADh84xvf0F/91V/p0qVLoVQsdt7IPF786Jrf39eIp3NZP7zOYve6/nFkRzag1+slwPfu7q4ODw/1xRdf6LPPPtNHH32kTz/9VPv7+4mNdAAEnhJN3xjv5ORk2Hfx/vvv69NPP9W1a9f08ssvh0DU67w7nU4IWFjXzBcBEMbLN9uzfmFTJyYmVK1Wlckcb3bnKfUcMcoJcp1OJwDvkzYYVmwUQQNrEtsCMCAo8bS5r+2YUAH8EKjBXmEvPRPrIJqyMmlYv7y7uxvKpmj+HAj/HkykpHDKVKlUClkC1naj0Ri77IxyJJhK9J/UvDNp9JVxxhtGWZ/T09MqFAqBCGDfDv5AOrYv7PkBnADaGL+vNQelBKQEpz5nyInSPQIXDjKgbO3999/XRx99pL29vbH3BnW7Xb3zzjt67733wrUBRYzRwYHbEwekUrJMyn2Lgwcn+/x7XltPkLWzs6NHjx7p/v37qtVqWlhY0PLysqampp46Ph57yOvMS71e1/379/Xee+/pww8/1MHBQXhYKnr57//9vx9LdjDojG3UOvRACvabuY9JOmSK3AFXvu/n6OgoPCC3XC5raWlJL730UqiIoF9eEs73PIPEGog3RoOB+B62AR/Lg9M8QBqnsU8qn8+H0nTIWAgK9I3gA/m5P3b7R4aWwB4/zXcnJiY0MzMTQDal6UdHR9rc3NSjR4/C6XiM2wE3Gb3YRiJz1v3u7m4ou+90OqpWq+H5HJJUq9XCCXInbfg5aUgEOQ7wLM7Nmzf1+eefB3lzBDIZBvaRfPHFF9rY2NBHH32kN954Q0tLS6pWqwmbgoxZv+gjftszGfgs7CE2xO07c+uZX7CWZ8tY015l5ETGl8rqeYXaarW0ubkZOsCAicocfHn6z5kWBo5TA4y4oBi4NCw9oESBzzChXpfXarV0//79xIJ2R4RxwRHidLe3twMwh2EpFAohaNne3g59Hjc16QGXZ2qcYXcFofn7/O9pag9EHFDHWSIM5+zsrF5++WV9/PHHic2NzsJLyeMAPZihL75BttPp6N69e9rZ2dHS0lJiPM4sjWsEYT5i5+qOg7p/GJ54Y5PL25mkmM3b29vTgwcPdPnyZf3oRz/SzZs3Q/mGf5+GjmNcMMoxw+iBJfpOH7wMRhqeOsVmWc8OnLRh6AG1bKp79OhROJHs888/DwE1oMMPUGAMLkc3pNJwf8xHH32kwWCg1157LbH++v1+KLn0bKbLI5VKhZIQ5tgzfciQ1Pru7q7q9brK5XJ4EjSp4wsXLmhnZ2fsEhYyFYBf5OY10cyf2xgac+3ssoM8T+W7IwAMo+dxFhB95zjg3d3dcJKKOy0AkWfUPGvnqXMcFpks7jPuPgM/bYtjQ3mAmZNKTmo4gEMulB1ISjygTFKCwfV1wvzEmRkAs8+DO1xkxbX8ugAgf24BIJzyYYILfOS4snv48KE++OAD1et1ScM9BG4HsD/u/57FZnsQQVDswBVZuX1hnQGi4szv9va2tra29Nlnn6lYLIYySmeFWd8AeYL/vb29QAo9efJEV65cCaeePXnyRKVSaeyKAeY5nU6HsjFfP4w3HjOkRDqdThyP7XYejMN9aNvb2+GUsWKxqIsXL2p+fj5xHD62nOCCflJSBZbBrjhA9NIkbA7XRI87nU7IyIyrdxw5TRaZDJqkQMSxVplrxuUZq1Rq+KwabCg23p/tw9j8EAeIlcPDQ21ubiZKphi3g3dsGfhga2tLjx49Cg/TJNDgQADIF/rnBAR45qTNSQsfC7bEfcTCwoIuX76sg4ODkA0nUKNKgIDz4OBAX3zxhba2tnT16lXdvHlTV69eDb7D8R/zHmd4PDOBj3Kf6kS120xfN5498sMm0AvGPTU19ZWyeu5AY3NzU7u7uxoMBonHtrM5iFQawMAXEEL1xeRRsAcazkQzaQzSfxPQuMB9cxlMlRsXHAROrVAoaH5+XpLCgsXxkG3J5XJqNpsJx3fShkP3ifTJlkYHG/x2BXMQ7ey4G09k75uceX96elorKysJRaEvBHPS0KB6VslTcziuTCajR48eaW1tTUtLS2HO2NsybiaDFqfCvTwL8EfZCKAL+fDjJTo4zHhxHR0daW1tTXNzc/rhD3+oN954IwAy5sKDOQy+99ODEeSFPHyOnW12wEVzpjIuP3ze5vrebDZDDf/Ozo4++OADffrpp/riiy+0ubkZZOl61+8PT4rCSFPDz/sO3mB27t27p4mJiVDOmE6nAxvqzyhhzMgxfrAnffdTgFhH0rGOHx4eamdnR3Nzc5KGdiGdPj5icHt7+8Ryk5TYxEgdPLWrZFE9sKRflBY4i+lAD6eAbePMf0mJ8+mxgV7+KB3r2Pb2dgDvfqoOpzl5Npi14MDEgwwPNg4ODgJjhf6OKzscHA6XjbJem+5gyoNw9ImyC07FOjw8DKV8gDSCKrJifpABc+OAhbVMfwArkoIOQ1rxOZ76S6CO7+BQhP39fS0tLWlpaSnsMxnnBBtJ+vjjj0OQ4SDBAwrWitsN5OaZW2lY6sNrnulyO+VEGH+T/eU11im2Eru7u7sb2Gu/PuQjRKEDz/n5eWWzWU1NTWlpaUkbGxs6ODjQ7du3gz8+aXOCApvpD3UDi0jD7ADEYyqV0v7+vnZ3dxNBqo8dLAF+qNfr2tnZCYzvwsKCbty4EbK/Hvh4dtv7B2Mczwl9jDPxbv/YA0B5TS6XC1mhkzbKu9yfxcENgTf65ietYe/4nusf40KmHBYEEcE1JKnZbOrzzz/X1tZWIruJvjHP6LRn0g4ODrS2tqbl5eWQJSNTg9/3zDzPG6I/HkA+b/N9QYwdvOj4KZM53le1tLSkBw8eJHAE7/uBI44tPvvsMz18+FAff/yxXn75ZS0uLoYN844b3B878eky8+Aitu/oOfNE4OTX9ixvv99PbJn4qvbcKJDNc9LQoXMsWCqVClkKN1QMUhrWDTu762wM/yN4B2ssSqIxDzJYBN43f9w7Cx723hc8aWImoFqtBgfHHhAe1FSpVMYCfDTPQLiC+ITHTP2o5kAiVhovU3KGD7nhOKenpzU1NRWY61HjciDoDKf3l342m009fPhQt2/fDk9yhlnCqI/LtvgYMCyeLeFkGJgz1y/kBaB3WXj51NHRkTY2NtTr9fTaa6/p1VdfVbVaTQQZ7rBwotxnFCh0ffZ5cufu/fGgh3G7YThpQ+/96D5AP+wiJTLuRHy8/lwRKfmQS0lPyUc6Bszvv/9+qNVPp9N69OhRMOqUqbmhJXPpmRIAJAYOGcPySgqBBiecSApjzeVyWlhYOLHcGB/GFWMaZ8ecJPEADVsDyPF9TQ4O0SWC1v39/QSQ8MCPz1N6Fttdz7h55sXT44DBUqmUIHFg2PzwAN/8etKGDmGni8WipqamEqCVz0FGEFghGwAYcux2h89RyufzKhQKymQygUn2YMaZXl+3Ti4AFukPABkHXSwWE9mEwWAQ5Obr5dKlS+EUN45XJrAfp21tbUkagjzKMRz4ug3yz0rDbLNnLaSnH7LppIn7RLf16I5vRgX4YdM924hc6aODZuaC95AxZc+cKnblypWx/QTkF3aLUhTIEd+HwNokk5vL5UIg8WW2mPHxcD7pOGs8NTWlCxcuaHV1NQR0jl/on/tt5Ou+w0+Fi32H2xx/doaTYePsM5CSTybnRM98Pq9ms5nAG1LySe+jKh88C87acT9JkMLeln6/H4Dz48ePw54OMh5ui9A/SBvHhO12W48fP9be3l4gBgDwyBg7jA5jJ7e2tsbysWAKbDj64VUcHsTPzMyEOfL16LZ4MBgkAijG/cEHH+jzzz/X3bt3de3aNU1PT4cKgJgMlYYYMA5yHWO7L0LH+XFf5HvXIB8Z//MSUs8daDgj4Y91Z4HSYZhJHxgghkyHLxoAny+oURNaKBQSxszra1EkBxswKQAb+kLzsgb6wPV3dna0tramer2ufr+vO3fu6Jvf/KZmZmaeV1yJ5s6X384aovhuXDxd6O8zB+54uIczDP4dd+T9fl+lUkmXLl1Su90Oi8wXhRsQz2g4q+WLY3t7W/fu3dPu7m5gRhy0jlvv7eMDZKZSqXAqA31ot9uJshYH9owFIOIZLhwqaddr167prbfe0urqajh1yQMl9Nb7xlwyB14aEwN32NBnLVBnyVk3bkhO0gjsYY149kmpVNL09LQuX76sVCqljY0NtVqt4MBw1px2RLkDQLRcLifm19PHMJeeJavVauE1z6whK66BfBwos17caXsQxFrFsDPPhUIhgMVxGsCV35lMJugDuuzZRA8WvezCg0kArTOVfJ/DE6Shs/D9Zd1uV7u7uyGTEZ+uEvfB3+O+lEUAqtyJl0qlAKSpex6XlScwwFa43+h2u+Ehkr6u3L5IwwAWYOKfc1sOUPE1zv0kJU5TYt48O+DZJtZZNpsNsqEx/6wpSeG4To59Zi8FgdA4zUEG4NOz2ehEXDbMd0eBBvcbMVPvn0HeHqQ6scAPc8F6xodjk5lXrus+2u9DsMZevn/1r/6V7t69G46EPWnD7zE3zKVn0egLYBW5ehbK/WDsE9HTzc1N1et1pdPp8KTppaWlsMcJ0pWGvuF/kKEDQPS81wwMnUYAAQAASURBVOuFigT3G076MYdeyu17eU7ayNrxg27xIE/2ZXgg5PhFevpwG7fJBB1+uAOlznEpO0GhZze5fhyAIT+CCcgNL8+UhviK/UbME/sYyQyftDFPsZ448eMZKewsY3Ssy1pjLO5DJIWyxb//+7/XBx98oDfffFPXrl1TrVZL3B+chB2IqybibAfrEnm6j0Xf3B46Rnf781XtuT0xQIQNSxgZ38GOkfHOOFDGgfh7fAcm0EuEPAPC4D3a5TcL1VkC2Cdf2PywWAeDQYJhBWBxDFmlUtGFCxf0zW9+U8vLy2Nv8pMU2HcvV5CG6UWUxdNdzhS7Q6D/oxSV9/nfP+MOoFgsanZ2Vnt7e8FojDp1wK/PfQGkbsDX19e1sbGhhYWFwDzGLO44zQMd9IrFxMJmbH4v9MqzBzGIxfE8fPhQExMTeuWVV3T58uVwogo64cFVnHXiHv4e/fY55O84i+cOhTH5Z5zZPkmDifd1KinUnM/MzATZbW1tqdPphJprNlLjqD0TQ4kNMnC20AMGSVpbW1O73Q6ZQgAKhg5Wnrkgze3r3MseHZhnMpngnGDBGBtO/jSbwZ3pJ0uKHHxt+f/+uts7Hx9kC7YEI87nKYngWoPB8KQjNvIjj5jJgvFzVsr/djuJnmHTfXPnaQINNk9LwwMZuDbgnPE7oKYxzwCIdDodZMU6YV4p86LOnsCQPX3Yel93gG4nKpgzfyYTdeYefMRsX5xlh93mgWMnbW4XfM0xdmTq9sD1xF8DnFLSN6os1m0jfhAwHPuC2OdyD1hYroc+I3v0tVgsJk6lo3+vv/66bt68qddee01zc3PPDVziBkBzMOX3Yp44lID6/Wx2eGwr4EzSU/JCdxqNhnZ3d0OwQpZwZmYm6Bbgknn0+cUO8r8HZqxhtzWQAegxAS9j5Z7FYjFsTD9p4wjvSqUSnl/D9X1NMMeOo2IS0v2WYzv0qFgshsN4sHvYtsFgEE6UAz/EQNmv7b4GG0EpHH124gU94R6SQl8cP52kgQ3Qozhb4H6SADSVSj1FnDshz+9eL/nwVPa6fPLJJ1pfX9etW7f0rW99S4uLi0HnwVx8h3HGBKdnWtxPMK9+KAf7IZvNpqanp3X16lVNTU0lyqu+qj13oAGjxkYWlAGjRATrLILX1rnA/bcrrrM4Dgg9snfh8JvBUprB9zhX3o/qk4bKxg+TzYbwVCqlS5cu6cqVK7p7965eeuklLS4uqlqtPq+4Es3Tayi0syk+WXFw5YslLtXwz8f3cKfoyovcS6WSlpaWtLe3p83NzcCGuJPj+r54YAw4oWJ6ejqkQdfW1nTr1q2wsckNxWk20ktDltOBfr9/fNKIB7OMwdkMZ/icXe92u+FY42984xt6+eWXwxGuHFSA/JwFdUMcB9R+3/g7/llpyEj5HHrmzR3QSRvXg11l3shOAIoIzil1Yhz5fD48NyMGg8hQGm7+9U2jlB9y7Or09HTQP4zTqOeseIrW5eOMahzkUotLlvXg4CA4s3EDDXduXtvuezPoF8EqmTxnjtwRw2h6o17YGX4HS5RoPHr0KJS5+dpPp9OBJJE0EiTyec/mAVR8zxhzDmA7DeDz5gCfwAM220sZAG7S8LhjxoWuIHf2+uzv7yf2DJCpcQZYGp4Og19iPp0EcFBJEIEesp/DQTR97/V6oVSK020qlcpYsvNjRT0I434eyFKe6uCL5kEJ+znYd+L+0ks+9vf3wzgBt7Gv4n1/ICSkHP1Hp8rlsubm5rS4uKirV68GIN5sNnXv3j0dHh7q1q1b+u53v6upqamwjrnWSRtjwjYAmByL4Adjv8jeGweIZJKw4wRsGxsbAZhms8dH43rfq9VqsAlOtDFXBCIeLNDoM37ACVj6BSnQarUCYCXbOi4RyvhYn2Anz3o6CcI4PHvo5e4xu87/ZKuwZaxZdJnyZ0oj8Xt+VLsHFx5sENTu7OwE+eHner1e4kGy5XI52Lqtra2xsQnl+p7ZcNKQOXSfweuO/xgnuuD+Fn3wzBe+4e2339Ynn3yiW7du6dVXX9XKykrCrzoGxFa5zrmNRLbNZlNra2t68OCBdnd3w0Nf0cFKpaKPPvpI169f14ULF56bVHnuQGNiYiIIFgDDSRvScCOMlxN4esiPZvS0jWceEAiT5cdeOviNHS6sFo4Up+AGr1wuP3WUI8KnfpxAo1QqaW5uTtevX9fly5fDQwFPUwPpDB3A0mXhQUA8Zk+joaDS07Wwzg77oo8ZPa4FQCO48v7G/fdAg9prHuTGIkfugEICRsY/bvPyAcaNDmAQYVG9PMAZJHSKoBhm9OHDhyqVSrp8+bIWFxcTZ+4jJ2c9Kd3wAMTf9+8AqDwz5KlNlwnydTZ43NIfSeGIWIAojpQ+uyHmicvu5Li/O25JCcMOKDo6OgrgDyCby+USezI48hHGDsMZlyrgNJFNOp0O15aGD8nDgVESdHR0FDamUqLjNuIkrVQqBQfvGRtpuBY8m+DrxcsanHWMnUm/Pzz2kayCA1+CPvZlMH7XG+yBl884OeFBOuU/7KHyINcDDK8DH7d5iQOOH30giOn3+4mSMZqzatjAOPCJTzjy8ivsnO/DoKSWvrHG3Q67bGHqCabxKQBIiCw/DAHgVy6Xx85orKyshD1HntmPCRRAAfPvQI0sC2DNAxCvEnDb1e12A9gmePNMMRtz2TC9vb0d9noVCgW98sorevnll3Xx4sXAimez2VBS5PsbDw8Pdf36dWUyGV26dEkzMzMByCL7cZuDOdYetha5UWLkTDdycUbYyQx8c6vVCs93Aauwn4FA1mWKv0SOXhUAcOf6vO4VFxCk7Ddx4gAdkIas9bhrttlsampqKrGXxtdhTO66nJzE9L7HpBt7tZA/3+FIYifwKG9iD4L7HK9GYK65B4EZuIY+kuVgPRcKhTCXYFm3Ec/bvELCD0hCBjHGY95dNhB5yNsza45NY8IVvd7f39fPf/5zvfvuu7p48aKuX7+u1157LWTF0A3sBbrsxKd0TN589NFHevTokdbX18Npq9g8rlUoFLS2thb2i7z11lvPJavnRjILCwvhdB/ABUwJf1P6RIDhP57iBXx4pIZhjctbmCAWKk9AddbOTxHJ5XKam5vTSy+9pCtXrmh6ejqRRcGJMtGUgnS7x3XsU1NTunTpUjidCRAWb9A5SQNEOrDyIMIDCI8ypeSD+GLDx/hx5FKynj3OavC+G6bp6elwgg0OxsuEkL83Uq2dTke1Wi3UOJIdmJ6eDuNGL8bdp0E/HBi48wWEwsjHeyhwXCxkGJputxtOUrt9+7YuXryYeJqutxgUx6yAf573fH6ZJz7rfXKmGz0kKGVxj6N3zA/H/WJoyUS5MUyn02GTFwG7NGSS4wCZ/uLQYaVY0+40vGyB0zhwFAQcpNb9WRIQDa1WK8gfu8O1JyYmND8/r4cPHwanRDYNgD5u81p9gnIACkyxl7EA1D3r4ps2vZSFvmI3peEmdv5vNBrhiENkKinh/OmHbzCMSwPReQKIVCoVnH6hUAjZSfTSGf9xmgPeYrGoWq0WbKyDPtaxNARaOFoCEAdpXk7AfXzzJfafuQOUkWlDRjFzKw0zWPy4XfXAggAWJjeXy4VN4Lu7u2q323rttdee67jHUe3y5cuBMWftc39sjz8/hDWNTsR+EbIN/xqXFrss8KFHR8MnoGMPeKYHVQ2Hh4eq1Wr67ne/qx//+Me6efNmkC82bmJiQouLi6EmXRoSRKVSSYVCQdVqNeiLExfjNPdVzA0g2IMXdI0MDpgDfwl+mZiYSGQbCcK63W6wi5CPrCWeteUZSq7pwQd95HN81n2ck7Ject7v9xMPVXV/Ni4xtbe399QzSCQ9VcrqAYeX5Djbzvsug0wmo6mpKU1NTSUe6MkR+x4Mcy0wDRgT2xSfNAWZJw0rRzwb5b4bInxvb09PnjzRkydPlM/nNTMzo9nZ2RPLDXuEfXJ/Fgdd9AMbHROYyJjr9XrHzzvjCO1UKpV4Pgvf4/oEB5988ol+/vOfa3p6WnNzc1peXk7sz/O9gNjMra0tbWxshEN1IJzQKewPe9F44Ob6+rparZZefvnlr5TVc2tmuVzWzMxMMKg0GBgGzkLFGKNwDqT5rJQ8yhNjQVrWDScLDPABy8fETk5OanV1Vbdv39a1a9fCMWDO6jMxnuYD6LHIyHpcvnw5HNXo2ZJxWpyt4N4+Zjc6HhTEbFb8GQ9g+N+DOz7nsqdls9nAwO3t7SVAspRMxzvD5YwjygurDJhExg40x23OCHvQRHbCz9WPgyovN/C56HQ6evLkiYrFoi5fvqz5+XmVSqUEM8Xn3WhxD2eoMah+b2dk/QfH7p/3mnmMESWK3P+kDUNdrVbDAxrpc6FQCOUeOAicPyeCtNvtYJTcGQO+OC7QmWQHQel0OqzPg4MDFQqFRMZGUii14tpuV/iep98dTLKHyh/QBvtHSee4OgcoA2wdHh6G+3Q6ncRmXy89cqfHevV0NUEGcgOwAOjQg4ODAz169CjYO6+XRYeKxWJgj2lexgZgdDmwXicnJ1WtVkNZjWdAfEPvOA3bwV4+yhA5WQaWls/4vJFJQAbp9LAchACTNcWTullPXnbrtpC/0RFnsCWF7BjfpTmgI7iMfRfggowAweO4mbRCoaCXXnopHLDRarUSz0hwMII++SELsU1h/J4d8bl29p2ABp0nQON0unq9rlarpVqtpldeeUXf+ta3dPfuXa2urgZghx2BTXZbwLxls9kAWBxU0Y9x9c4JDM/ySUP/4VUTHI/tsuCznmEAyzSbzXDYBd8vl8sh2CSzAaBzX8s8+X3i+zqjTT/Qbw+43RbgkyB5RpWjPk8jK1av14MN98DKgwl0jXXn+wog+hxIO4HLM4/4DPs0GKcHSox1MBgEO4HcpeHeNfch2GfPVmF/vGz08ePH2tjYCPsSfV/fSRp2Eqzr9sL10DMyrueOB2Pd97KyjY2NULpH9gx5eLUH39nb29Ph4aHW19f1/vvvK50+rhTgGGQnyPCr+DtpeKoscnNd5VS9er2uTqejP/uzP3suWT13oJHP5zU7O6tOp6MHDx6Eh9VwUgCLgcWL4njKx1NkMFcOhBk0NaD8jyMmE0LtNwBzcXFRb7zxhr73ve/p4sWLYSe+NHwytjRMdTkAlxQibp5WOT8/H87mbzabQQkpXzhp82CL8TszyaQ7EyANsw8uIxa2K6qDW77H3yiVZ0C4Fu/DbGIEmAsHwXHdoGeiYB85FQeGENATs/4nbR7YYPz7/X5gu+kDsuF9GA53wsiHh51dunRJKysrmp6eDuPwjXw4aGTmAeezsh8+l57JG+VEmRNnyn0OAPAnbUdHR6GEAXak2WwGpt4zNNns8ChP6XidwNiPCh5gvxyUxmwOxh7D6kDPsyxkIJCD679nxJBVJpMJJESlUkk8r0calrfBqo/TYDxxpLDFMGvd7vEeFHTFnx0hKRFs+7z7OFutVtBfAHav11O9Xtf6+noiC4X+S0NygKAYB4XM0PU4K8xrgHdnqgg6OQyAoGecxpqL5zMG8dJwszjrGn0lkOV7XnIS+xXAja9zZMbeDAf+XIv58aw69oonzKNHg8EgHJkO8J+YOH66Lww/AWixWBwbLKfTac3Nzen111/Xw4cP9fnnn4fSM880ewD1VXMBqeKVAu47+B8/CYnHDwA7l8vp9u3b+v73vx/qwdnHxW/mjzlG1u4jHNh49oj+jZtJc5KMYDWdToejTt33YbeYfyfw3PZ6uQ7H+wNeK5WKarWaisWi5ufnw35Pv7b7Ap8TP/7WfxwrObHFZx23sOb7/X44DGNcIjSTySQyPGTTIU4cLI+qTHEcwHrzQIh5RpcODw9D/T/kiK9JD2gmJydVKpUCiIaJ533PwKHLvv6wD9vb29re3g7+nBKr+DTBkzSCK7c7vqeFOaNP6BbHBsentCFXAqZU6rgUc2FhQfV6Xdvb28rlciGYpzwKO+uZHLLY6Nz+/n54IDV67gQLMoBk9ZOznLw6PDxUo9EIwczzZtGeO9Cgnntubi4wbRgy6jcd+MYA2JkVP+YNIINi49BhEimNwfD7Rt7JyUldv35d//yf/3O9+uqrmpubS6T+pCSb4VGbNHQ6qdTxMzRmZmbCMXVew8yGK2djT9IwYl6S5Iw598F4sDCdffK6Z3/P5Y3CYrg9u+GK7PM0MTERDCanaXjWx8fgLH4ulwsODEPYbrfDQ4/QDeZgXNBHUOaBmj8Yi9edQfMSMD/qEkBwcHCgra0tZTIZLS0taWFhIfHEU09JOhDyHw98aC7b+P84m+Vz72Pgt29exJCcpDlAy2Qy4Yx0jPIoltwZaD+NDcDmdcUABYwrRt8fIkfAxmcoBaH8BKfkeuV9ojEv6Df9rdVqwSmztiit7Pf7Y5ewMG7sBiUjXvrlrBAZgkqlEuYPmxGPxQM/rw3v94/T35ubm8HhS8MAgTUHmPFMEPMsJY/rlobPoXG5S8NTWgDYXoLl3x+34eziAAhfwLgJeAaDQSh58TWMbrDu0EFn2vAf3Bd9wFk6i0rWhj7FMox9DGuc67nckDf7bJaXl7W4uDi27Jjj6elp5fN5LSwsaHNzUw8ePAgnw8WBggcQ3mcHpL7eHaBxPWwimRkvnyyVSrp7965++MMf6uWXXw7lxGQOAXJuN5lfaciOxtlQ+kd/6de45T9kKgDegFKCRP6mP/l8PqwhB2ieccDuHhwchIf2QhZAkFCK6ngh7hf20LP8MUnohJUHGG5nwDX0mZLAUQD7JI39tx58w9Jzfx8HeCOXyyWC8Ww2G0B0NpsN+wQZHxkI9A+bQ1aD9Y1ccrlcePgeuM1PR/NKE2flAcP4LWy2B5RkgtPpdCDHT9oGg0GwmfhH5of5i7FWtVoNz+xyW0hfpKH9xeaUSqVEht0JaAhBl7PbJu8rmCIuK4v7DEnjWXkCC9ZWvV5XKpV67pPOnntVs2BbrZZmZ2dDYEHJAwZdGp7+BEviYJiIFIPPj2czcMIuWBSETcgrKyt67bXXdPv2bc3MzIQ6436/HwICnG6vNzzLG4XDSORyucAQcqwpxpuJKRQKiQcXnbTFwQPycMMRsxdS8qnYLF6u5wyNOxV3PNyD+/s9nY2v1WqqVCohPU5try+UOB3s/aZ/3e7xKU4eZGCAThNoeKAGkOv1egnWzfs3in1xx9poNLS+vq6ZmRmtrq6qXC4n0rMO6l123h8HyPHr/PayMU/JI3+YI8CO7zHBCBGYn1R+vt/B9Q7dJ8jnb9epOHgEpHi6HOAP64WxZyMr2RnWGfpPiQZ/Y6ydVeH76A6b+yQFVsyPCvTTsghoBoPB2IEGwcrGxoaOjo5Ur9f14MGDMGcEIsiTuWeslFXwYEyfa0khIOP/ZrOpra2tUJ6FvXId870UXqqKI3BHie2MH5KIbDmSE3339QkIGLd5ih+gQqme65mXSnBPnBtrnfHHgYh/hzGx3ijNcqKg3x8eLe7r2zNN/O/3h9AYDAYBsLAGvH6d9+fn5zU/P/+UnXze5oAUADE9PR2eeVSv17W1taV6vR6O9CVzR7aNUhLKKyDvyAoScDabzZBFIminHI+69QsXLuiNN97Q5cuXE88Vcl/C+vNSDkkJ8Of7COKSrrjUZlywjOzcJsRPfgYfeMYO/WD9eFaF7xF8ScN9UABVdBK755kV98v+P2xz7C/cTnugDPDjWtwH/8C4nGA9SfPxLi4uBqDumISGL8V+7ezs6PHjx4m1zT6KwWCgpaWlAIjJ/jWbzWDbnYx0vwrZy/jjQBmbxiloZJzm5uZUr9cTx/VCdFar1QDaOdafOY9PBHxeuXnJmHRsp73cn4Cd/+fn5/XZZ5+FIBd/7OQjPwRK3GdycjLImn1vToI4qRXjFebRiUXWIX0kyMtkhiWZYHJO9KrX64GonZ2dPfuMBoOixpdjQMvlcogeAfle3uQbtZ2dGgwGISJn0BglwAcAg5NxCAouXLigCxcuhCct9nq98CAozxr4AiFzMjk5GdJxGDrKEGBYOdKr3+8H9sbZ8ZM2N8ruzJCrv+4Rbvyeg0WfYDc4/j7K6gyilNzHIR0r2NTUlDY3N5+K7p1R9WCO+7DIqFGEGclms4n6y3GdL3PqLEuv1wvO09PwHox5KtVrDAeDQdizwJHF1NbG/YydQLwxLmbwYocR113GhgGnxXXQT4we+sapTSdpMEYAVkDHzs5O2IhJ3SZsHccUe7Dq88c8u3Oj1IYyIBgq5A2JwAlyziJ6SRyOx2XENRwgwvjD7KOrkB2VSkW9Xi9kFMZpR0fHD0eCgXv06JGazWYA556R5DfOFwfMmi+Xy5qamtL09HTY/0N2Fp0CEAEgeI815/fzUlAPbpE5+o4NBmgeHByEox4rlYqKxWLYN4F94/o+rpM2B0vYAIAHDwDzz6JHnt3h8zg+t4f4GLLesZ0fpbN8D3vv9i8mJ2LWFlngjAE9BKM7Ozva29vT3Nycpqamwv6EcZuP2zO45XJZs7OzWl1dDfOKzu3u7mp9fV33799Xr9fT8vJyIFBY1zDJAHtJYT8i64usZ6VSCSc1+slIrEu3kR58SEO768fk8hkPzOLAmzkcl8yjL8ViUb1eL+AHlyu6s7+/r0ajEQIuz9ymUqmEv+h2u4GAY+55n/F55pi9EqMOxPHPS8mjoGOG2bPB+BzP/uHzIIrQlXEafogADFKDB7kyPoioRqOhe/fuqdFoBDvO2J0gwD9zsAW+jsANP+ilPw7+ybLlcrlwXDo2FpvmJAo2h/t4ICMp8bDZg4OD8LgC5vykDflTesq6Zf178EJ/lpeXtbS0pE8//TTYL7e5np3mmv79VCr11L5E/vZMhusC5E+c7YztH36ZteJ7tZgzbF+v1ws+5HnaiSxiKpUKG6xnZmZUKpW0v7+vWq0W9m80m009efJEm5ubYWCVSkWLi4tKpVJBUdyxeGqJTbCAocnJSU1NTWlycjLsJZiZmUmcX+2MCgDOU0X+XWpKmVQiXsbHpHNEoU/gOMr4LDkSqXvdZfwZXyge5aII9M2NP6/RV4AbyhtHvDQMswNMj3w9q4JDxkGxsY6gzzduem3uOI2+w1jiyCgBilPx7vgAvV42RylMJpPRwsJC2JvBHCNLDxZY/O5knMlzhpS+Au59HIBlL5PyDAGAzwM0nPZJG7WzgDjKPjCyvmmVNUTtPgDEN1+7fDF+zo5SluO6zZOb0RGCUn5idgqQhpHDAfBZgJ0726Ojo9BvvsvxreMe93h0dBQejkfmlrPXOY2G+U6n0+FkHkAGgB5Zb21tqVwuh+eSOACLnSyOCjmzfvicp7gd4MUMmuss5Ww4H/ajwdjz7BHmGv0bpxFgoTsEGOxjYS1Kw/I++gXL7qdJoU+w/NLwnHkHzcgGRpv16SVYbuc9E4vsPBPuxATZNw9qYPgAW/Pz81pcXAwP4hqnue0iSJOGZW6UuBHcdzodTU1NaWZmRi+99JL+/M//POEP3G56c7sTZyNgUPntpIPbPg+m/V6SEnaZcTmgAoR7+V9Mhp20xfbfAau/nslkApHIj8s5DhLRY+ywX9/LgMAU7hewX76WRv3twXncPBvCGCkbB8+wzsdds8x9o9HQxsaGpqamAknEWLC529vb+uKLL/Tw4cMgd2wTpBJzS6lZp9MJwZqvIc8aMv/oHCAXX0Iw6iVSHrhCclFOC5nsm8c9c8Z8odfjPL/FcRGkue+7cF120vell17S+vq61tbWAk7BNvn+kzhQAUsTTPt72FD+xgZ7P+OMJHPhWWPHlgSfOzs7ISB3P3flyhUtLi4+n46dRKieJiIFhTEvFotBIfb39wPYv3btWgAQsGvOmrtzdFY5n8+HunnYS4ILP6oLVhag7BGgNGTEcdhs5iNbgYIjaBwygODw8DCUoYzb3KkxyVLywSyxY/OAIGb0PEjxUhvYEsbiQBdFdabdAxTk6EEBgYI7Eo94CdQ82PNF6xmPcZ2vywxQSmqP9zFA9B09xRm4EYcN5fQGfgP+nQF1EEcaEbnFQZ5nXviOl6A4YHLnjK5zDU42cYZ5HAeCkXHGmL0DBAfMvbMfvqfFS1WcdSajRNYSYIHOMUacMwEecyIpcWIc8mLdoSsAbekYhG5vbwfbgZNhLqQhmx2fm37SRqoYxgnWFz3wck8//pRyLh7a5TqPbuFAPEinYWNdD12WHsD7GnU2mHXitpjyosPDQ01PT2t+fj7YVmREJuZZRMRJGqCSp6uTmeZe2Ae3bZKeOjI4zsaScXaZAEbwL+ggdtLngevEdhGwG+/9onadjaNci4zXF198oXQ6rYWFhXB8J3ZwXLl5MIS+xNnjbDYb7MTk5KQuX74cmG0v/UGOHsxie2KA78QVdtN1yXXDdSTO7BEoelmt76FBX52MYS2dxsdis53dxTYASrPZ44MUOODFn/vjpJ4TQugwGAD5YafALHwefcdOOrZg/E7+ebUC43B/62WhyC2Xy4WyUIhSgOC4DT/PIReVSiXIxG2sdGy7y+Wy+v1+yEzgQ/xzvo+H7DIBsmeracjIs0WQ1XGVBXL17BnVNgTj9Nufm8L8ZrPZ8ABqP4L5JI059nWEHoCN+Yz3fWZmRjdu3ND9+/cDWeCYir66HrBO6H9MJntmAv33tUbWydc+93I86RiP7NXOzk54QCqVSdVqVW+88cbZBxoIVhqmXGEsAeUEEbdu3dLq6mpgA31D2GAwPC87Tp26MYRV8SwEjCDBR6VSCZ8h8CASQ+huRDF4/X4/pOyYRAwk5Vuwvv6UytOwLR7Js7h8UcbBjveL/31B874rKAvTywecbY+NvPfL2SQPJvg+faYPBDmkPz065nqkYZ2NOWnzvrJoY2YjDjZgCVzHAMoYOkqHyHTFx9r6OJgbjC6BjGcmnBl1ByINT0SJQU7sZClxYE15duOkDZ3gScU86G57e/sp0ApY9k3IgJx4Th0I+YY8DByglj7AUgPOkQn9I0CRFEqVAHkOFKjB9VM9MplMyKxyH4I2HOU4DfuAUWXeWG9cF+A3GAwCaEHfGSvBBHYEgx/vF3BHjf56YObrQBraNgd/BFfoETXRk5OTobR0eno6ZPGkYSkQsmNexs0GedCHLgPQABtkCNwuYPvja8W17MiUU/Kkpw+qiG2iA0HWKveKAQggmewugS0Bc7vdDswvgVutVtPCwoLm5+cTMhhHdvx41oZ+u52emZl5KnBwXXESBF3ELiEn9Nltk5cHYcNjVj7+DnPCa/TF9dX/d38cz++4jbUS7y/0azrrTInl9vZ24sRCH4+Xb8Oww4Z75QW+gDlE97zO3QMpCAX35U5EASLpu+9FgiwqFAoJ++2l6eM0xonNxsaSRUR32u12eG4IB7/QT56YPj09Hey9l8Myz57RdBIB/4tt8HXg+3vcFoJ30AH2n/GdVCoVTtTy0/bAeDwHZ1x752QsQTlrmHlm3B6wX7t2Tevr6/rVr34VqoKcNOa7jM8JakkBHztG9BJy5EtlQbvdDhhaSu7nRVYe2GE7eJYH5WHowZUrV/Sd73zn7EunnPnPZDKhvlc6nmCeKCopbLQhwsT5u7HzQQJSAH1+XS8jgD2vVqthY4+nfkexfK7M1ImjGA6gmFCyGG6UEPC4htBrMl2JAM4sVgfFNAe7cR9GsegOPpDFKCaKz/n16QfgymtCR103locHGARqMG2nZas800KgQ+lODEi8tAU9i+tqC4VCogQPYO9jYsH1er3gyLyO0ZmzmLGL58OdiTOXzL8DI4AmYxhX79yYMoZ8Ph+ezArrwhiy2WwAVDhJ3zflrJ10bJyo1+Q6rBffX+IHOvja83WAofbMAcEQgNUzn5x/zuY7+t/tdsPr4x5HXS6XVa/XA8gCwDtDh62QjlnFxcVFtdvtRGCNvaJMCZm5LfV0uzTUGQx+DFp9HRGEoUP0qdlshkwGe0JarZampqY0Pz8fgjPmptPphL1oPJ9inODW++9j9R9nAAHyzqYD7AE5+BSCWlhpCCzfV+FlUtgCL1H093DIBBYOgpkPP+FGUtjjtLu7K+m4BK1Wq2l6ejo8t4l5GacxtzHBRHPA5ocFeObHx45MPBjx/RA+Z8yXAw7PjMUBMf10v+42IvZV7vt9HO6D+dw4zdeL21PPfLEXigA8lUqF4Dom0uL1iL45eYbf8YDO7RR/+2/GHftaruVy4Rr9fj/xPAh8HDac7Na4zYmNbrcbTunyJ1Kn0+mQ6WWs+IHd3d2gI/7MHMd0lARBaLA2XSax3QOT8DrzCpniJ5L2ej2VSiXNz88H/fMyzenp6YSe+f5f1++TNM+EYkvQGX6zjhkjvqpcLutb3/qWDg8P9dvf/laDwUClUikxZp8fnwdpSAa7j3BMx9pl/xYb5JeWloL8nRR12UrD0z43NzdDoEambm5uTj/4wQ+0urr63Ov1RKVTbpBYnJxlj+B5sJ8brdjoDAbDJ7Y6W08U7GwmxtL3X3BKkBsvN1ge3cGe+Qk3AGFpmIbCADvr488hYCzjNhYQi4vxkmbzelaMeWzA4wyIByhx353RQg7+Q8DoDCpngfOMFAASC4k5dofOvQDxBGntdjtxQsy4Dd3wY/zoCwZPGgJbjG9s4B3853LHx+bNzc0lzn/3+kpp6FS9HG8Um+cy8KwZ64X+eymS65sDbeYCMDGuzgHkut1uqJE/ODjQ0tJS0Cd0zsGv14P7uqaPjMEDLl8b7qABNjgnN47oLXIjkOQUHeZwb28vwRLCmNVqtQTbQ91qv3+c1nWm66SNDISfU47zcnuFznS73QTLyLgJrLwUj/n1tYw8XLcJ7pyc8B/6QaDgQQabBScnJ8PDlSYmJnTx4kVdu3ZNCwsLCYaNeXWC5zTsstt8t9+uB+gbJUmeMXICxnWT71Eb72vby+14DcYcXYoDWpct/gJdIwiiRJBxcYpRuVwO8z4/P6/Z2dlQIhJnZsaRHz/0N/ahsJmjgkLk6SQR12FuRrGvLkdvnsV0n+LzGGdHRsnAgwnWBD7stDLj+vSFsUNIsZkV4oI1UywWE7bIgx/WsR924eWY2Ww22Eu+4zYJHWaMHkh4MAQOcP1nrjlwJ5VKhX6ASfDLTlCN0yBFMpmM6vV68ANuP3u9XuI0UWlI4haLxcThOWAsSCmfWwI534dIptMDND5DgMGapyKB0yYhVAgyOLYYwiCTyWh5eVmSgg6wP4Ostfv8kzbm0ANst3++LrwKJJU6zuJ873vf08TEhH7/+98H/XTilzUTkzRuM9E5J1PA12RfHzx4oImJCbVaLc3NzalSqYR7MRf4X+TH951AKBaL+pM/+RP98Ic/DL7tedpzBxoIy9kTL1Ohzg0D4iAmDjg82kSoDnr9eDRpCNR8obpDcqOF4Lz2mICGTcsoldddSsOsBSA8LsU6TWPMbgw83QpgcSYK+cXgDaVww+Tj55ouK77PNdwwcT8HwjCblBX5IvKI2QM7f3I7xmoUuzVOw4nztFLPlDE2D0xZMHE/kScG3AO4Z8mS67tcPZDjuzGD5zrNRuJYPx1EM06APH2NgcTztsFguF+BgGp5eTk4WkAb1ycj4AwJzpSAgfln7fopSi4nr52FrWNsrCc3xKxt1iaMlWdOYctId0sK5ZSTk5Pa3t7WzMyMisViMJDjys0zLjg9MnTeVw9oHXwxJkB2HPh7sOqgnPs7IGEcvvbon7O1bMpPpVLhNMC9vT11u93wYMrl5eVwUgrgGpDBpnE/DWecFgdL6B8HDOzv74exu67jB3Co2GEPHNA99ykO2qRkRoHXkKPLzhvXJnCTFB5yiW5jMwCdyO7KlSuam5tL1OefpnlQ7fL0LIfrBn1x4sKDFGyw6xJAxfdP+Pe5b2wLyBx72Z+UzAR4sB37tJhoiNtpZQdIov8ekHrmmeZjIfvhAQYb/smcs0cQu0hVhYMxdJrrM3/oNnPpMmHsvI6d4TuclMVa53AK7LLP40kb+pLP5zU9PR2qUygP8+Aqrp5AXo5ZHHzzP+MnA9vtdhNyd91zHez1euGEOQKNvb29sEEZ/wI+wGf6A2eLxWLC5ngVCCTLuGQoJAWlX/hFJ5Zc75hjbN3c3Jy+853vqFQq6d1331Wj0UiQut6QqWMuru0H1TBnTr4gC/ZLs08Qm+d+hO/h0/j+9PS03nrrLf31X/+1ZmZmEvuavqqdONBAWIeHh+HEA2ckUXiUzAfvgotZAylprJgkr4d3p+3g0P8mEuPHF7b3gWjMNzFTV8zYmNSzaA5iMYDIAaVzkMvnGJN/l79hNtxoO8jx6NiNvZejAYwAHV4nyOtep+n95sePm5QU2FwHjuM27z999UAJZp5jNF1PYLMIdllMBMc+N6MCMh+j60LsPNDZ2EEzz/53rzc8g9+NHkw+D4La29s7le65LnF0KnPKMa0Ybg/WmU/KpzxglYaO3EsoOcIQUOabIZEHDtNfJ/Dw8sRutxuO7JyYmAhnocMksy4p95mamgoyy2az4VCK0wS3Duy8bp8ADefkaxejjx6QmWX94gwpJZSU0GMHR1wnXvfupJEjpROAYlgn1kS/39fFixd19epV3bhxQ0tLS8HOEVT4fjUf+7gtJk6cxPCyVD9cwEknQAg6g04hDy//8fIIv7+vV+4BCPE6ZCkJ7LEX/X4/lNr0+/2Q4YIV7fePHwh5/fp1Xb58OTzL6bTZIF/z2Aa3P64rDs5GZT08sKK5PXNf4uDO7ZjrooNj35Ph/joOil2vCVSYN/obE2enbQRFHsxiX1OpVJgnatcpKfUy0l7v+CFl7BtzeeM7nFSIMzyOO7zWHqzEfMVkX7FYDJ9HVzm8gywzG59ZK7RxZcc8DQaDYM+xDT6nZFFyuVziOQ74DydHpWGVga9Xzwo5u+96zbioREGHsR07Ozva2NhQv98PG79rtZouXboUngfDHBWLxUB+QvjRD3TiNI2+QpBj12Ki3AMy94vZbFbValV3797V5OSk3n77bW1tbSVKh7GH2DDu62t+FImCri8sLAT7W61Ww5yCjyFveYaa7yHGdi8vL+v73/++/uIv/kIXLlxIZOmfp5040MAgHR0dhQel4WhhfnhKorMbGKuYJWFBeVrIj8LEqEnD0wI84nNDSUTmDxlDWDSu59fh/q1WS/v7+6EkzCPws2oECCiQR/vennVPxst3fU+Lg0k3YFLySbYorTsHT1vC1BwdHalSqSSCH+YwdnIsGq4TA/PTBmwsKJ4NQabKmU1kIykBnhxww0Z6Ro3r+xw5E8YYGEcMvj0j5nPk/UF+AHgMOSAL8AqzHAPXkzbXq1TqeFOXzxF9hxig7A1WxrMu8fhxlhgh9Bnn42OOgynAt38X3fS0baVSSWRASDvTv16vp6mpKS0uLobaZcqnmOPTNJw6JZfoH8G3NCwBjUGWlKyrRc4ub3cIDiQ9OPUggyAZQAzjCrHS6/WCE6H/qVRKCwsLWl1d1bVr13T9+vXEe15TTnbQa3RP0zKZTNhcSp/dtvvxxbzu68ODNGSN/CE0CKYYj4NedCbOxHo2yecRJwsR4GSB6ykyr9Vqunnzpr7xjW8EHTxtkOGN+8M6egbCbQJ6FIN0B4+sN3TDfY3bKdc5110POEax8H6d2A77vLDBepRt9TU2TnPiCTvhsvKSHx8rAY9nJfgudenoJnNA9QY4Ij4SeFTAJg2fUYMMXCb+cFPfh4HPwh7R1/iEtrNorD/Whvsg5gqbCENeqVTCiUR8D1uHDGIb4AE0jLo0tEv0g4NG0A3Kgfh8qVTS9PS08vm8Lly4oNnZ2cTJmVQR7O3tBfmxnuLM/TjNyV10GlKWMYAzHEN5oE7pWCqV0q1btzQ5Oal3331XX3zxReJ5I35P9AnfEN/P11MmkwlH4qJTEE1kMthP64fBsAZqtZpu3bqlH/7wh3r99ddVq9US5OrzthMFGj44IqJut5uoqeY9BxBEjb5REuExQSiUNARHLHIU05WW31yHheEgjutzzWcxBjhu2CvKTFg4DgpO29ygeobFI1I39DGodeaJ+YgnfpQiuvGLnQGfo1SMDZekJjFwzr7yw7wzjwAzFrs7uHHlhRwkJbIrPg5XendsccYBI+PjRvYeDADsXH4OZBi/O814Y66DBRY578EWeWBGqprSs5Mu5rg5SOO+ADjWhwfisQGShuvKA2M2vXoJAadZIH8aKW0+50/0doZ0f38/ceIUOlWv19Xr9UKJAnagWCzq+vXr4bOACy/XGVd2nCTjQYafsU+ASPBK1g875YwQv1kb/kA/9MeDOHfqrntkWn2t4XA5mc/tGCerXbhwQXNzc7p9+3bYu+IpdZw/R8cyrrMgV3DszWZTOzs7wUlxtChy4rkjABhsHn4FRw6IcceOTFzWvikTG+AMIGuVeQHAOBPrABAd4KFt+XxeV65c0e3bt1Wr1QKr6qTLOM1BBOvCy8Xi8kI+56SS+xf6E9tfJ6Ji+wlQdtKKa7oviplZX2/ojwdAsR/wvnlfTiM7X/fIBRvKXh230dKQVHLg52NEXyFhcrnjo2UzmUywZ9ht/KOTCXH/CEw8yMa2ptPpoGMw7pBOjMf9gsv/NI1rcv1yuRwe+EkA5qSazxl1/477sGHgJg8qYxKOwJ514xUWPI2d73HParUa/CflQEtLS4n9lqxTaZiFh+jC3yC7GFON29xG+Vrw/RP+P2MFo1BK9eabb6pSqeiDDz4Ie+78eSBu61zGEC8uRz7L+Kk6YB2QMXI/NDExoZmZGU1NTemVV17RT37yE73yyiuJfc3Y1edtJ9oM7gtYUkKBPD2OormSeelAnHaVhg/LczDI/wAb6sl94WGIac4uO1iPHQdAGJYBVhDljVnF0yiiAwaPprkmgVYsN09vMw6fC1dUT/l6IBCzK1LySEe/DsoDmCMNSLARBy1ufHggF3snfMPraRyIlNxcmslkArByg+3v+yJ3EIdDxXn4Jm8PGtwwuBGKmbw4Y+Kyp9/0z0+J4VoYDZisiYmJxEPu4nk7SfNNsS5HjFaxWAxP2Ub3YcskhRS9lzpICueOk1nyPR48rMwBBHYBh+wMMWw8ho816WCY41nL5XI4laPb7WpqaipswGUOIQVO6zwmJyc1OzurnZ2dEBjAiJF+B+RKyQcioT/YO7IGbOQkcCIwiUsnYFKxccwbIIlyAvSGdelZKEqTVldXValUdPv27VAy5YGIpMQ+Kmf8x5VdvD6wKzyoFfmxUR0ZHx0dhWf5kBGP/QxycJ1xx0tD/u5k0e8YvAEO0BuCLphWgBBznc/ntbi4qFdeeUW1Wi2cLOZ26DS+wm2l230nS9yOOKBmrKNAt/vumLyKy29cJx0E+/fiIMSDCr7LnJGpdRvsYN7vN27z+4IRsKOOP9z34nNZP6lUKhBZHohIw6NTu91usEO+idsBowe4XCfe34Wv8coLiDlAI2vafRZji8fo+jKu7PgbOXCoCyRRPp/X1tZWAjD7iYLYJMZNhQkPenNMg8xGkX8esLuu+x4pX7MEGJT/UObY7/dVr9dD2ZkDafcbroMnlRu675iB574xz4zL7ZnrHvaN0l9Jun37tmZmZvThhx9qY2NDW1tbYV+d4wv+RpeQY1zaRAkedtODPPSuVCppcXFRq6urunz5sq5fv67XXntNKysroVSarN0o3fmyduIng8c3cWPim7hHsd8O3hicA2IcCffp9/vhaC1azOZ4hI+jZ8H5BqlsNhuiXaI5L4sCDJJi8s0yZxXxSsmaPgerzhghGz7v4AkZ4EjcYHM9l7fP2ShmwutmMZIx0ImzGqMAeD6fD8c+suFoVBp5HHm5vnC/UqkUyts8GPSggXHEToPv4xhicBU79DjIRs6SEul5l40DAJ83d7y8B8CEbcBInaY5i+fzJB2DpWq1qsFgEB64x/34DM7NszAwTIAxPkOKm2DeT5TD8LGWUqlU4hQYdzD0lTWMXKrVangYWqfTCTW5rHuOanX29jTrNZ1OhxPY2BuCHmBHAAQ4Mcbo4IL148AGu4Ph9rIcdBZ5cA0cOrLyQJ7reqYjl8tpcXFR1WpVKysrunHjRmAe/XAMgjcHPPTX7ey4jX4BVLrd41Oa2EcjDZ+EixOdnJxUtVqVpITeuo8gWGE9sdZ8U6cDFQcDzWYznPeP7L3Uw8kWgklKL2ZnZ7W8vKw7d+5odXVVmUwmlKt5icdpGWZa7B8clOEvfM5iG0Vz4mXU66xj77/bbf+cB0FxkBH30+2g35c5i/dbnmbNet9iGR0dHYWAHzk5HvHmII514ZlNz3SPKl3iPX74DPfE9zuxhTyQO/f1vQyAZ98/59UaZ9GYJ0poeD5Rq9VKZL09AJeSD1r2NetkWhxM+FjBLPFryMYDedYnPnJyclJTU1Ph2Hb2Z6RSqUQ/GdvW1pbm5uaCbz6tnXNdIvj0E0R9jRLAOTbGz3m5F5+9cOGC5ufntbe3p7W1NT148ECPHj3S9vZ2OKIZX+JrN5PJhPfQK3SdvuE/OCWsXC7r0qVLun79ul5//fXgPzjdcTAYhJOqmC/p+dfsiZ9o5aAKINJqtUKggQI40HWm3R/U5EGGKygBQmzsnOXyyNjZJL7P91BOZ7BhA1zJDw4OwoMIYbNOKsyTyC6OSp0l8o3KDrw8kOB6bshd2eLgwrMbfNeBDqk8DA2sqBsYZxfcwXCKzd7ensrlcigjiJm5cZsHWz7vsEzUh/rCdeCPYeY9aXgYAHLyjEScmYjZQP72zfRScl9KHJADRpz1YwypVCoEGe58TxukefApKRzrBzifn5/X0dGRNjc3w6ZIsnnIBKbFS0IoGWIdDQaDwBINBoPA/jrLAhNNc51Gj3x+WbMTExMhyHA7QKAI4HQygrGP29DparWqo6OjsG+LQANmxx+YRMlWHGjGABDb6M7XgzHGGesesuAefvSjp+MnJia0tLSkWq2marWqK1euqFAohEwI80F5JKVnbm9PKz8H+F4ShZ7zNGPGFde2IwsP8KVkZgId9XIB9CgO5GGG/eAD5hifgOzwVciLo4Knp6d1+/Zt3bx5U5cvXw4lgR4g+9o+TfNxu4/kPWyhNPSDrFMHuXEQ4P4nDohiompUi0kWn69nZY89G4OsaE5qnIWPiJsTbvhRiB765ziFvyFUwAAO6tE3J+fwMZ5Vch9MsON9jP16TDYwn7lcLjzvgWt53+jDWemdy4NjZ8FHBOfIAjnSPJD19eBlOoyZ9e2BmOs7OA7mH5yJDePaxWJRs7OzymQy4TSuSqWSyBpQLv/kyZOQqTmrtcpYpSEphL+g/J73sUu+yR5fgOwInjyDVavVtLy8rFu3bunRo0daW1vTw4cPtbGxob29vVBuJymUce7t7en+/fuanJzUtWvXwh48yqfBI+xzWVlZ0crKii5cuBB8K3YZ24i/8nX+vO3EGQ0agvLjKikz8HORnaGPS1ycSUbpCFa83IQSBDdYsWP01KVPPovVN+p5vZykwHzPzs6GUxfi65+2MU53mjETxNgYpwMvZOxgJXYoLldndTwYcafjbJJfOwbrKGUsQ94/PDzUzs6Oer3jDboEaw5OT9MceEnDzIukwDxzOoiDFmfpYycQnzrG+LmfNMxWcA0/ocKDDZdlXE7l13T9BexxQhD34LOnDTLoo7M29BeWaHFxMbzGs1Nglh1Qe0DR6XS0t7en3d3dYMx5zgDpa844J+DAacAsenCXSqUS5Tu+3mGbfW9GOp0Om8ApqeQM93iNjat7GHuO0c1kMiHzg60gECoWiwnb5lkadIJ573a7wenFIJAN7JSf+boElFDCA7BhXwEAqlgsanFxMTyZ98KFC1paWgrBhbOK7DnB+SOvsyRVXP7YD/qAnaIMZXd3N2y09vI775PbTuTimQ7PwjqpFPsJ/FPM9sWEDnNZq9X05ptv6nvf+54uXryYWJsQZ26DT2PzRhE0TnywJmL5uK1zX+J+JmaWsQ8uyzgT4cwr/pJ7eVDh8mQOvWTKfQ1gJZ6fs9Q/+om92dvbC2sX8L63txf61+sdn77jY2OTM+CWgDZe354R9OyYA0rANnJ1f0aGMpPJJEpZCoWCKpWKpqamQj88sxr7xdM0J33Qi0wmo1qtplwuF+THqVP9fj/s4ZSSpToeAJHJxOfgB7B3VD8gc+aCTfCQb6lUKjxDA/vHZmWenZFOp4M95qnlEGrr6+th87oTaL52x20xTuOn0+moWCwmHqOQSqXC4SXScO+E2w38pZ/qylimp6d148aNkJmt1+tqNBphryA+W5J+97vfqdFo6C//8i914cKFQJ6Aq6kKKRQKKpfLQXbd7vH+FjL3+DrIxXHs24kzGrFwASpMFEwbLJ8zlH6MJQJ1RoZr8ZuIzpUhNmwO8GID6GCdBUoJCGACZ0J98FlGul8lP37jOKTh08M9G+ST64EETid2cjHD7kbd3wNMIi/miJIRd8Sp1HADMQu90zl+QNjGxoY2NjaUzWY1Pz+vWq32FFt2muZzj9FCVkTwnM/Phi/XhVHBF7LzPUPONkvDzbL+eWTntbkefMGuo48+L+4ccCRsJPT091k5XMYOi4iDZ7w8R4T71ev1UL/earXCmChfBIhsb29LGu5r2t/fD0ANGeKcPbDw7J2fE08Gz+tLKZlC3mRM2Ii7srISSglGsd+n1Tnuf3BwEADT7u5u2B/Aw/xcpgRJbt8IzgnwOJrSbRLsobOv/O2n5fA/euxP7p2eng57MgqFglZWVnT16tUQHHotOPtsyFz6+mKezkL/PBBH550Zc4fPXFPPja1yGwXAcR9AAM/a9NJb9y9eAgdI8RJa+stnCJZnZmZ069Ytffvb39aNGzfC2maPkoPks9I9ms8BdguCwrMXUvKkPM+iOSkTB2y+9p2M8EDDP+/y5HrxtZ00BGADfNyPuw8/q+CC6xBguE/jfgS8HECAbSFopL/I1zPiADDXE4IDJ0g8K4luYfucyAPr+LNXAO4QaJQvra2tPbW/lfvTThvgOgaDPMnn85qamgrBOIRLXJqIruHLyI7jo6vVapAnB0GUy+WQiQD/ANAB0tgJni4OoO52u5qbmwvZjGKxqFqtFvaKttttTU9P68KFCwHwF4vFRNWDj/00Oui2nPlk7vf29jQ1NRXKe8msImPuD2bxZ/Z4hnswGB6+1Ov1VKlUNDs7q8uXLwe5MX/Yy+vXr6vdbuvy5cuh1Nj36EG6oFNO6NM/TxIw1q8l0IgNAwtHGjLHpP88/cN3/XseBXt0Gd8PIxGnfDGs3jCGnop0503qE8Z0MBiEzaZxoHLWLQbfzvr7PZGh7zcZFTA4YxIHYs8CXs50wSzyGsoNAOc7Dtzd8KK0bM4qFouan59PyPKsmjtClN9ZMj9NDGPn6UhKHdhDEDMv7pAJMJy5Qu58dlRmyWvp+YwbMQ94fEM04CjOxp1FYy0gF0Av81sqlRIAFkMOiAVw0CdnpXHO8UPN0EHXT2kYVJPBwAYgZ0A5rA/9gYFMpY6Pa7127ZpmZ2cDSI43Q54W6GGTYHp2d3dVrVaVyWS0s7PzFHGBkfcMmW+4Yx6k4drmHg76vC4ZXUAv0SkOaMD5ZrNZzc7Oanp6OgQQly9f1ksvvRSCCQft6AD7DwCuMeA8bYvBrNt5rz0ngKXvPHSQvqKnBGJefsF13Oa5rcdRkwlyZpp5wFbEJaKUoN24cUOvvfaabty4Ed7v9/va2dmRNMzsnjaT4W0Uw8868vKFeF3T3FY7cSIl7ai/7hnFmN32zJxfJy7j5V6sY+bWr+eVBH69s2zxfMAO4/8lhWwoQafbXPSOQzp4MF42m00EIX5aEuNxXOPPsvEqBffFrA8HmfQLHPXw4cNA2iA7b2eld27vmVc/bYvS8vX19afsu+MZxo8e+GsO9FnDo0rTyBJRFtRsNsPnyfyurKyoWq2GzLI/sG9paUnVajWx3xQ/x/7CsyJUYvlJSoyRZ2L5yX58HnvDPlj0hDXngQOnn2G/UqlU8NvuX/jezZs3Q98cq5CtSKfT4fANScEXcG3mxgP1cXVtrIxGDKCcKXJljQGZs1AsPoQcA0c+48wK/3vw4I4ch4Fz8hpmXxAIltSebwA8q0X7rDaK6XcDBOhCtr1eLwRNbrCdXWJRMj6AhYNnrhk7Y/+cy8MZi3Q6HYCnp/Hr9brW1ta0t7enXC6n+fl5LS8vBwdy1rJ0UM89er3hk0N9fwjMAelWQE6/39fy8rLm5+cTR8x68MJ1PVCJGSmvR+XzAB+ckYM25jWuUXW2+UUEuBiouA/oVSaT0eLiYggYpqamQtZPUqihp8yG+k2eUusBsDNc/O/sSNwv1jvO2I+QhbEHYFPa+Oabb+rChQsJsHpWAQbNM1pzc3Pq94/LBMrlcmJeGRtAlrpcQA0supR8Rojvw2E9OSvoWUbkgwy9VKFQKIQHxeE0Ll++rFu3boXn37CmCQqZH8qUpGTG8CxbDH65PsEoY/YxTU9Pa2ZmRqlUKpRrjAK5Hsh5NpsgjwMH3E74qVzcz20frHSlUtHq6qrm5uY0Pz8f9I3SYNZ/7J/OsvlcxCREHNTQJ8+wuk49i4X0a41au75Gec0zSn4PXxP4aO7pPs1t6otoLgspeTIPwSx16rVaTbu7uwlfSkCaSqXCGvF9AgR3lOm63wWQO1CPgzzm0j8PAJYUAmrsytbWVihZch1wu3uWDTzFPTi6FvmUy2WVy2U9ePAgkEYw+Ol0Opyuhy3H94AfkC/z4f6VINXXNmud8U5MTKhQKOjy5ct65ZVXwvOWmEPIIXAAgUUmkwkPNPVxnlVz3MoPNpuAiYCLOfYgCAxHts2DVdcZZMCYKcNCVh6ooM/YNX/mGngIX8Q6IUBEf/F3pw3KTlU6hWBjo0LHYKKkIfPzZaDOoykPVPzaTIgHGjgMT3fGzoD3mHjYCEBBbDhfZMOoP8sJePDEjxt0xoP8uY5/z0sWPGviTCx9IZLOZDIhxcfGKVgJah4xkAcHB3r48KEajUZIQ6+urmplZeWFMVXIxrMFyBJgXKlUJCmxAZSx8qTX27dvh7PQcSRe4uL3wskgM/4GmPB9T506A8HmavY+YEwByBjRswZ53uiLrz8MCkH53NycNjc31Wg0VKlUlM1mw/M8/HQR5IPh4nrU7hJw+RGsbitgYMiSYQxp1JmWSqWQ1s3lcpqbm9O3v/1tzc7OBrCILp4VCz+qZTLHZ5tLUqPRCOWD3DdmGtEhZCIpOAyYet9vBoBhDfshBQTBXpfc6/VUq9VUqVSC46D06MqVK7p69Wri6a8xc+drX0oGAC+iOYAlIHC7DnghkC0Wi2ENc7oK45cU0v6eScDWAfwAavgK/Ax66QQLx0lOTk6GpwvPz88H5i+TyYRa/VFlSLQX4TdG+Qgn9zxbGX/Wgwcnk+KgwdlQ/6xfR0oelsH3HYTQ3K84W+8k2rMCn9O0mKSJgyjPkGF7FxcXtbm5+VRGi0Bia2tLjUYjBOvtdjtxAECtVgs+Aln4umas7iv4H4BOAEzwWy6XQ/C9u7sbCA4nQuNA86wb6xTsANmDXszPz2tzc1Obm5uam5sL9s8JAWyTH1rBcegEesgEIIxv4Rrs72CtU3ly8eJF3blzR1NTUwEzFgoFLS8vhyyukyjYWN+w/yKaA3aff+wSD7SNCebYf5EZRy9iP4o+4SvYAwIukZJBLbKjf8iZ+fXADn/s+hWTquO0sQMNKRlsuNH3KMyBFIYMo8DCdEfd7/fDHgo/PcTvF2dImCwAY1yuwGdgGzDOGB3f/P11BBrxWGL5xAy6LxqANoAFoBcHaVzfjRv/exBGH7hetVpVsVjU/v6+7t27F9KlnFBAac2TJ090dHR89n2r1dLk5KRWVlY0NTU1cpxn2TBqgNF8Ph9KLpz9gx2grn5ra0t7e3uJ56k42+VHhhKweuAgKcEAsEBxAA4QPQhBH71kwE9jcpD6ohpADMOPDvB3v98PTBAnsOFcfcNwv39cv8656PTfGRIPbGFtcODIkGcpOPghfewlIYVCQXNzc3r11Vd16dKlxMbL+FSPF9XI1qVSxyw74ygUCioUCoGxAiy4o8OGScNMEvLyuvuYEKERDKdSwxNWCGCox5+amtLVq1e1srKiYrEY+oKO7u/vJ47k/bqb2yTmyu0S686PIEU/8vm8Wq2WWq2Wdnd3ExtJnUXHJjrp5UEOOkcrFAqqVquqVCqBJV1eXg4lF+l0OjxzA//ijDLX9zG+iBZnNuL7eKbWx4tc3Nc62I3tWpwtdgLR7ZlnTXjN+8VaBxzBdsck3osIyka95jjDfT92ZXZ2Vo1GI/FZfygsfaVsqlKpBBvKQ0QBsJ6lZI07YEem2AR8MLjEiYfd3V11Op1wup3rwNfR6D/zD46DULp165bee++9UM2AbgCmPYvAHj/0iQCf05G63W4olUXOZD8goPFPV65c0Wuvvabl5eWQccrlcqrVapKkhw8fJjIsuVwurGMH2S+qeWbV59QDHGQqDcunwKeUgEvD01H5HKV8zAdkCFgFPSSoHwwGYbM9mIPr+fNP3F5ICnguJqlO004t9ZhpkYbO0Vkn3xBG1ORRJsJw9okILQbjLHyctZ9qgDFhUbM5mBQeoIm0JYbx6wwyniU7B/5urDBKtFGByaj+f5VDdODL/gWOOms0GuHhNwQaGI/t7e1QrkTkffnyZd24cSPxhGj68CKcCowxm/h5kFCz2Uws8lwuF0qoNjY2wuZxSYE9LZVKYQ+ALy4WfMwQxicLOVj2vUEw2RgTB+LM7VmncL+spVKpxAPeMObIdGZmJmR2dnZ2QlaCrJ803KxIKZDrIuNnrfPAJ5yMA2rP9rBZsFwuB33COC8uLurWrVu6fPnyU8/rwAG96ECDcc3OzmpiYkLb29sJHclkMuGkNcYsKQAcwAtBL+MAkFGHXCwWA0NINkc61jFKFiQlArxyuaylpSUtLi4ql8sFxw57zzMg/MmyX6eNk5RYOw5OAV0AFcYD+0Z9eKvV0tbWVggup6amwr6gVqsV1h7Zijhwx7Hn83mVSiVNTBw/TRhGtFgsho2js7OzYU2T0fVz8eOM0NfRPHPrIB8bArkWl93Ge6SQRcy4Q165P3L/i/w82+E66AENzQlEB60vso3CItherw4g8OF5PByP7vKCnAIvAGjZ1FwsFkNWHH2LSQLHKA6aJQXAR2YYObFmsRf4DGe9vy4i1LNkfhDD5ORkOBr93r174fQj/B3AfzAYBJJAUiAV+v1+AlBLChlqfwgvVQn9fl+VSkW1Wk2XL1/W/Px8CCTQe+aq3W6HQBlQTjATz8+Lar7mkCHrAdkydifmkZ9XHTgJ7D7TfWlMuriNh0TxwI3AxskG8IrvL/WKoNO2Mwnv3JHgXDFWgHqUy1NkOAWEyQAROKcT8OP1jF4yReDiE8T93dkDAFKp4eZCzxbw3tfZXHZurJ0Jio0MBox+e8mKK5E7FFcmT/HyGsayWCyqWq2qWq2G/RYsdK5JqUaxWFS9Xle5XNbdu3d1+fLlp+T3Ipk+shqVSiUccecsMca72+0Gg3ft2jUtLS0l0oGwpABH9Bi5o8POQjhzyh4GxssipWwDmXFP+h5n5b6OhkNl3DRYplTqeCNdPp/X/fv3A8iinAqH0Gw2w6lTzmYh816vl2CcWH9+EEM2m9XMzEyidI8gBGf2jW98Q6+//roGg+FRojgs5uLrarlcLoCL3d3dhB6Q3eNISmeEOp3jJ+TOzs4mgi5A9P3799XrHR8NvbKykgC5kkL2lQyOs4vT09NaWFiQNAz+AEmcIObPynA984zv19FGseAQGGQbkKfv6yHowgb1+33t7e1pZ2cnPAOG/TT+YEBOsEJvnOwqFoshoMlms5qamlKtVgvn7HtwQvAt6Sl7/HW1OBPkc+m2ngwi4/R++3fcB/A/P7HfQE+cmPL6cidosC/4jVGB7Yv0Cd53GuvUgwL+X1xc1NbWVqKG/ujoSPV6XTs7O+H1dDodiJhOp6PZ2VnNzc0l7JHrMNgFWfDATC/lgWD151BRzo3OOZHiwdrXhVecwEQ20jE+IdjgZKTNzc1wWEYmk9H+/n54GBzjxQeCWfw5SMwdWZFqtRqIwlzu+Lju5eXlRJ+8uiCdTgcsAKHghNnXae9GrTsnJPGLxWIxkCqMw7FrvBHbbaikRJbCywLBNKzHZwUkUlJfIevPMsiQzijQoAESECgGHqal2WwmarndQMLQoIieavLIzlOQkhLC4XMwGBhTz3pIT59P/ocKMmijjKO/7ilsKVm+42Da65NjBskDOY+IfaMb4IjNRgAU36CLk+YJw/v7+3rttdd0586dkCn4OuTF4q1Wq9rb21OxWNTOzk5iXASfbOQsFAq6cuWKpqamQnDgZUQEsc7k+W8/RUNSQvbO+PEeC9uzGM6aoctfB9sXy8/H4gFQPp/XxYsXNTc3p8nJSd27d0/r6+uJ+tZ8Ph+cLNmidrsdyqk8w4b8fMMeGYyFhQVNT08HVp+nug4GA1WrVX3729/WW2+9pXQ6HZ7VAQMeO+Gvq+HM2KdE4EAg5exjvPmO+msAGtmlS5cuSRru5cDBSMk9SWxGxZFyxj0EAwENTgsdd0D5h27YLbfB2C3kxgOvstnhQwU5ipznuJBpu379eliflPux/vv9vlqtVjiSk2wrRJM/hdezabB6vOc19l9nBnJUc983isF3MOflTw5WPJjwLJMTf15qBMD0kkh8rQckcYDiAPnrlI/Lhual0pTm9HrDY0I51Yi9QqxriJF+//iZD7u7uxoMBrpx44ZKpVIAuMjJ9RrbTsDhz2/hfYAiaxZ990oLZB2P8etqrj+MDfuyuLgYiAEnkXu9ntbX14PfBPdJyRPOOGWKfVqsP3AdWc2FhQVdvXpV8/PzoXwbnSXIq9VqgexJpVLa398PgeLXlc0YJbs4MMJWo1tS8sh8dBMM49fh4CS+gx75dySFI4KpHEKW4BH/Pt+Jg4yzbC+kYA120uuLMVb+jAGPzshS4ICJzKjbZtFiJFh8KDIBBYuQTUcENR5VenTnSvCHDDRQMGlYL+uGGqfhbBGsPWCa6yDbmJ3C6AF8peHJOX6PqampULvsT4BGmRuNRtgTce3aNf34xz/W9evXvxaHEhtZjNDOzo52dnbC3hEHMGzEXV5e1tWrV8PZ4DAmjN1ZvTg16WlGxg6bw+bVeOE7E+gBoAcZfyi9wzl4BsazE/l8XtevX1epVFKxWNTjx49D3T8gL5PJBNZ4d3dX+/v7QWY4HoCwH5NXKBS0sLCgpaWlwCBTxlar1TQ9Pa2rV6/qypUrIZjBWbj+/6FAnzPd3W436AK/XZ6sIWwRoBmb6CcgOVhhzUlDMqVSqWh6ejpkgAAkOBUyGQR4lDwwH+48vu5shje3bYAur0tmDbKOCchcr/L5fCgl41rs2YIVBRzWajUdHR2Fzd3x8eaUTzFvAB6ujQ1w//KHbF6WgV/0ki4HC97fmNBgPNgB5gW9AxQ5ieUBoe81QOfctjmDS3tRti4OunzczB82iLUGe7y8vKzt7W09fvxY/X5fjUZDe3t72t/f1/b2dvAx7AVcWVnRpUuXgj3L5/MhC4H/5aQ49lh4yarLirKiVCoVMmzYS+YvJmRHBZgvssUZK+Z2MBiEB79i23jmBlmher0egv1UKqVaraaLFy+Go6zX19d1cHAQbOTu7m4od2ft37hxQ7dv3w5lbv7AO8rflpeXQ5BGNrfZbIag5Q9l71zf3V+B25yY83XM/9gjz55jB6WnH/xMMIH9Ojo6fpYHtg/f6eS9kylOPJ7lWn0hgQYD92doxBkJBoeg/DdGnZN6cB4AFzY2SkoInHs7CEdYXkfKZHpa6w/N+I0yJO6Q/TNe9++ZGwwoQMbZFWkoA9+s5fchHZ7JZLS8vBxO3eCIyW63G54K3el0dOXKFX3/+9/X7du3vzZWftQ9isWiVlZWQjnF3t5eqHtn4WQyGd28eVNLS0sqFouhFtyjeKJ/Z/k8XYwOOzghcHM5o6seVCB/Kfnguj+k3qELBFEeUGKIFhcXNTs7q+3tbT169EiPHz/W/v5+OOqz0+kEhr9QKISH9yFXL/eBMa5UKqpWq0GGc3Nzqlarmp2d1dWrV1UqlUIQiL3w8klPHf+hGo6LtSQp7I0AIMOo7+/vh+95sMaeDRj6ycnJcJgC65h1zfu0brcb7ueEg5cEen29A8Q/ZJAhjWab8RlO/gAGfZ8J2daZmZmQkSQDweECHDccn07ljCvyZ9M55ZXx4QYeZPyhdS5uDvikJFMeM+DI3G3UYDAIQZs0PDEKVhkZELC6/fL9lNg45s4zaD7Xf2gfC1gjKwjQz2azunjxYijFg0jb29sL67VarQYS7s6dO+FwCA4U8BIpNiDjp5ET+oc99Ey4989JlNhH/KFkiC+jn46lpOMHhrLPc29vT0+ePNHGxoZSqeMKiKOjo/AAPsiQjY0N3bt3L5DF7XZbu7u7wZcsLi7q5Zdf1vz8fMCTTizXarXgRzjOFhafp5Y78fqHaDFgj4N/D8xp7ls8OHEige9iM7HzyId1yOd9kzhrwMn+2KeetbzOPNBwZfRIXBoCGxaTb/rks9SLscBxBgC8+PNec9btdhOOHHDiZVjudM86ajttiwEBDRn6hiL6HjMkMDfUKruDBHBjaNPpdJA1ETDGcGVlJQDD3/3ud6rVamo2m6rX60qn0/r2t7+tH/zgB1pcXPyDl2akUsfHs77yyiuSpN/97neq1+uBHaG+8+bNm5qamgony6AzBBg4UH9KpztxP941Hq+Dc0+D+gksHuD+oYMMmvfB15SnpamPX1hY0I0bN0I5VaPRCPs6KHcB6LEH6uDgIABEHA77e27evKlXXnlFq6uroQ7fddRBX1z3/cfQPAvJ/g0MOcFpq9UKGS/sESxnLpcLR1jiUNig7HuF0E1nSylXI4PifXHbJyUPmfhjaZ7NJtD3jCw6wDrxwwvQB0r14iwt4+T0LdjWZrOZKJ8hkKPkzB9u6P37Y8lk0GICKs5UuW1xht/JOOzTYDAIR2jyWUCIZ2h9LuIAzEstYn/vv7+O9qx78Tr6wmk96NzMzIzu3r2rX/ziF/r888+VyWQ0Pz+vQqGgixcvan5+XpVKJQBfns/gGUoCNGlYVttsNoOs8NlkiNBTqhHI/jo5+zxj+roa2A2b7K8PBgNVKhWVy2XVarXg+x48eBDsW61WUzabDeVn29vbIZPDnjvpeK/Z/Py8bt26FcpKyaCn08clqAR4yBI2/+DgIHGU/B+Dj3Uy20mgUQCf5iQRY8Qmeom3NDygRVLY7wa2cZ/ua9mJRelpm3LW7YVlNHyx+IR79kJKPk3RGRE2Q0sKguWBO0TJsAY4Wd/4iEFkwmIAJf3hGZZRbZRieLTKYncW2iNilAs2hTpTKcm+4pSpD8WBcyoTDx57/Pix/tt/+2/h4Ve1Wk0//elP9YMf/CCcwPHH0FKplGZnZ3X37l3lcjltbW3pH//xH7W7u6vJyUlduXIlHA/KxmY3nDgIWHNnbWD8vG7ZnTDGAFlT3uctns8/FrlJTx9TLQ3LH/1ZAt1uV9VqVdeuXdPc3JwajYY2NzdDYEEWZ3p6Wnfu3NHe3p4+/PDDBNNCNmxpaUl/+qd/qrm5OZXL5QB40GevCfes0x8T4JOST2FmTwH/k8b28+ABZ6zFarUqaehYcMYEvQSnbO7jQAtIGs/wwFB7kBH384+pxXY/ZuVwlr7eaJ1OR41GI9gsfjsTjw/xYAWdpkSGwDZmulmvf4w6Jz19klfMiMZZcQcS7iukYdkeZXYAN+QNYSAdl6rwelxmEWfkuf8fUwNcUfYDjuA5Uaurq1pbWwvY4sqVK1pdXdXh4aHm5uY0PT2dCDK4pjQ8OYmgw8kAL1OFsffMtgNOPsfff0wNO+WZW8Y0NTUVTuWbmJjQ1atXw/HBW1tbAZPl83nt7+9rbW0t2Mlr166pWq2GQIH9Z/icUqkUiAZwnqTwGbIYHEDyhyY/4+ZrJAb1BPlxdhL7jh1kXOgSPoVrIEv8hu/J5aAWJ6XcHrxo0j01+GO0ouftvJ2383beztt5O2/n7bydt/9ftz8+muu8nbfzdt7O23k7b+ftvJ238/b/+3YeaJy383beztt5O2/n7bydt/N23s68nQca5+28nbfzdt7O23k7b+ftvJ23M2/ngcZ5O2/n7bydt/N23s7beTtv5+3M23mgcd7O23k7b+ftvJ2383beztt5O/N2Hmict/N23s7beTtv5+28nbfzdt7OvJ0HGuftvJ2383beztt5O2/n7bydtzNv54HGeTtv5+28nbfzdt7O23k7b+ftzNt5oHHeztt5O2/n7bydt/N23s7beTvzdh5onLfzdt7O23k7b+ftvJ2383bezrydBxrn7bydt/N23s7beTtv5+28nbczb+eBxnk7b+ftvJ2383beztt5O2/n7cxb9nk/+MUXX4x8fTAYSJJSqZRSqVR4bTAYKJPJhNf6/b56vZ4kKZ1OK51Oh+/0ej31ej31+/3wWjqd1mAwUCqVUjabVSaTUTqdVi6X0+HhoZrNpgaDgbLZbPgc9+P+3W439CedTiuTyYT+0g/vd7/fV7/fD+Pxz9JWV1efV2ShPX78+KnXuO9gMAhycVn6b/opKXw2lre/Fs8D4+/1ekFWyJfmf/s1eK/f74fvxu8/b1taWjrxd0bJjjnKZDLKZDKSFHSIsTLGbDarVCoV+o+8+Z/r+XwgA/RuMBjo6OgoXBuZ0JrNptrtttLptLrdrh48eKDt7W1Vq1Vdu3ZN5XJZR0dHSqVSKhQKmpycDGsgnU7r6OhInU4n9PksZFev17/yM8jjWfPp6zP+XKwfsQ4iY9fdWMZ8d5S++TX9u6OuM2qd0qanp79SDnF75513nnrNdeXo6CjYImm4JtFFWiaTUbfbfWrdMMc+Htbn4eFhGFs2m1U2mw3373a7z1x3PpfcO5fLKZVKqdvtBlsYf/bL1vFrr7321cKK2sbGxjP752uOMcf68Cz7Ncr2+N/dbjfoW7/fD2sXm+6yie1m/DfflRT02PvzPPZvfn7+OSU2bJ988slTr/l9MpmMer2eut2uMpmMJiYmgj3z/vd6vYRsvf9ck/fQi8nJyeBj0XFsVi6XS9glX5tcv9frJfwZ+ssa8fu6jx7Vrl+/fmLZvf322yNl1+/3dXh4GNZVqVRSpVJRNpvV0dGRer2ejo6O9M477+iTTz5Ro9HQYDDQ8vKyZmZmtLCwoOnpaeXzefX7/bCe3Q5UKhVNTEzo4OBA3W5XhUJB5XJZ3W5XOzs76vV6QbY08Ag+wPGRz3mss7Eux+3OnTsnlt3HH3/81GuxzqfTaU1MTGhycjKMHdn+9re/1YcffqidnR3l83ldunRJMzMzWlxc1NzcnAqFQsL3drvdsK4KhUKQ3dHRUbiHJHU6nXBvxyv4deTJNeO553dsT57Vbty4cWq5cR/XD3BpbPP44bN8F9tNc5w6MTGhTCajw8NDdbtdZbNZ9ft9dTqd8F6n0wlrN/Y3yI21j266fGL9+6r1+jxye+5A48ta7DxQ0n6/P3IQAEQXIAtYOhZsp9NRr9dTLpfTxMREEBDfxQGnUqkgVN7H6Ti4dGHz48BglAN5VrBxFi02uvQ1BvQOmvme/3bZuiFjbPH14vGMcuoxYPoyhz9OwHHa5v3whSwp6BGyxEDmcrlEwMD3/bcHISzaVCqlw8NDNRoN9Xq94DwJYLrdrg4ODoLsP/vsM21ubobvpNNpXbx4MXw+m82qVCqFAOZ5gcuLkiNBFnrmgbYbeNcj5OKvxeDDDRaf8zUbgx/aqDUh6SmDzWf5/TxBx2kbugHQoz8x0JOSQfDh4WEAf76e+Y28CDjd0cTkB6+5TLi/yyqXyz1lYx00/6F0zsHUs+xyDIQ9yGfMNLdf6DLjjp0jsvTPxIEI88bcQh7EBM+oYOVFNZ9DQEUulwsBACCfvuIPJyYmEv7YSZdYhwB3Hhg7qYJf8O87aORaANBR96DFvuRFNq4Pnuj3+5qcnAyBlWOH7e1tra2t6b333tPFixdVqVR08eJFvfTSS1pdXVWtVtPBwUEgv7LZrMrlciKIYP12u90Q4LD2M5mM8vl80FVk4nYkJgNjYutZenjWLcYkBO3gsFwuFwBtu93Wp59+qi+++EJffPGFbty4oenpaV2+fFm3b9/WlStXND09rXa7rc3NzTCufD6fsIW9Xi/ID/Dtvp0WB2yON1128Rrlc7SvQ3Y+X4wrtnPeL/ru+ALZILdsNpv4n4DD/SP3dbKK//19x0DPGgu/HeeftI0daHj2wAUVO0YES2cRFJEYyuVAgs8xOe5AfdAwdhhBN7Qs2tiZ0xeu5ZGyO7j491k2B8E0B3AOXPzesWFx2aPYrnzxuPhOHGzxml/DgbDLLQaUyPDrAi0+n7EM4gUDUAHgS8nMWgwWATQTExPq9/v6+OOP9dlnn+nJkyfa398PTvTo6EgvvfSSXn/9dc3OzobvN5tNbWxsaH19XcViUb1eT59++qnS6bSWl5c1MTER9H1iYiKhW24wX1Rzffgy3YhlGwe+cTYMPXLA63Ph+sY442DPr+OgeJS+uX3wPrzIYGNUgCMN7Z0H+y4vdClm8x3gSEqQIwSzrMM4oIP9gnAB4Dng84aec33/rH/+RevfqPl3G+2fc3miWz4WroO8+Y3s3C64X3EgHOsov2O9gligvy67FxlwxKDEZej3jMGAM6RkT/kuQAP9A+z6PQhmjo6Ogt2MCR0PNmisWV7rdDoBBAFOHfS8aKKF63pmxTM2TgbMz89rZmZGjx8/VqlUUrfbVS6X097entbW1pRKpfT2229rY2NDu7u72tra0t7enl5++WX99Kc/VbFYDKQWth35ebYSeUxOTiZ0ydcovth9eFytwfg8GHkR8qO5bUdvIIEXFhaUz+e1u7urbrerzc1NTU1NqV6v68GDBxoMBvrFL36hra0ttdttNRoN7e/v68aNG/rzP/9zlcvlYCtpyAH5OSHmNs8DC1+DsZxi/DLKlp+VvOJAh/t6ptH9aGyvHAN64H90dKTDw8NAIPh6L5VKmpiYCMQn2TUyd1RSgJldxjFGj8ko9+nxWJ+3jRVoxFHoKCfvjoIGAIZd4DPOdMYRlrMFseHwNJCzdblcLkxqnAmJhRYrowO+FxFkuGxiJ4KMJCX6QIsn91mBk7PQOGNXMHfWLgN33h4d43hc6eN+jOrfi3DCGDnPXNAw6A5QpGRpizs6ZwpZ1IeHh/r888/14Ycf6uHDh0GXut1uMG6NRkP/9//+X7377ru6deuWrl+/rna7rYcPH+q9997T9va25ubmAkuYzWZVqVS0vLysVOo4Q4Ju+pji8YyS6VnK8atecwOErDz4kJ6djvagYRRI8uvH2RS/Fynx5wlmY8N+li127oAEdAp9jDO4sJjoUGxbkAGfn5iYULFYTLB9yMrl4+WWDsa9jAVQGf84seDtRQS7X6bPowJGd3T0yYO1UUDX7ZykhE9y/eLHwbHfF5nEPs31cZTTZVxnrXOjADj2iDHjB2HOaQDVYrEY7Myz9G8wGITSFeRI6RR+lL/z+XwiY0R5iGeKuE+s3/yOWepn+Y/TNO7N2sjlcqFPADBkKUlzc3O6cOGCOp2OZmdntbm5GQCwJK2trandbqvdbuvg4CD097333lO73daf/umf6vr16yEbTrmiyxTb7xlRymAA2mQ8jo6OEtkiSU/561FA+qxkN0qfWRsESZJUKBS0vLyslZUV1et1LS4uam9vL/Sn2+3q/v37Ojg4CLgPm/nJJ5/o4OBA/+yf/TO99NJLgWRxkom5Ys1BwDC/+FKuCRZ02cQBSCy7s5ab+8xRWRQH92QiKHmi/3E2B5s0CvgTuOZyufC9fD6vTqeTuCellqnUcQl3LpdTu90OZKzLNR7TKBmeRHanLp36MgPrDLkzSDAKHgA4KCWlyeL0qJYfLw3ienyXVLAHGQjQAWrMBLgDf94xnqa5YsZAJo64+ZynMN1x+O84FQeLPkox3BhLQ2MWO2h/fdQ4nhU48Z0X4YR9wXk/YfNGBXGpVCoEFM5odbtdtVot/f73v9eHH34o6bi+H5Zlf39frVYrAWg+++wz/fa3v1W321WtVpOkUP6SzWY1NTUVFj+Og/8JQmgvmk2mxfKIWYp4rvifwAgHCgDxa8Zstctq1DxIQyIh1llfs6PYqWcxVmcd3Dq4pe+eZYhBqKTg8OiHry/PvvEZgBBBFbrC69hD7B5OI5VKhc8ydsAADO4oOcRlQx44nmV7lm45MB1lL2KZ+Xfite26hH2XkjrmzLDbfbcdXNNlwnW8xfd7UbKLCS9/PZvNJkqB0AnKTpxMiddDHHDF647AxRl3mNTDw0MdHBwEQDxq7cb+3pvXhI/y+/FYx23xfckkS0oE6KyRVqulVCqlYrEoSbpy5UqwdYVCQc1mM+wJJcio1WoqlUqSjtfTb37zGw0GA129elWHh4dhvI5PnFgBEOZyueBXmDvWiZdRuU66P3Y7e5agOb5PvFZ5vdlsKpvNam5uTvl8XlNTU9rc3FQmk9HU1JSazWYoLWaMgFzpeA39/Oc/1+HhoW7duhXGFO+jRM4EYfSJ9Z7P58PnYt/jr8fN1/9pWgzIY0LN58fv6cG4k5qOZZEDJeBc04PYVqulbDarg4ODsMbIYnhZpPclm82GoHiUDZa+HLudRHZjBxpu4EYZC1cS35QdGyeP8KShgfXaMpyugw6vXQPIOavP52OGX3p60yb9iAX3IhyI3+urru9ZBx8HfcOxehDH79jZ+Nic9XeD5nV+/IaVITo+yRhfVIsB8aggx7MYDjjI7vhnpOM0/9tvv62HDx+G+l1pqOfpdFqHh4dhcaN/xWIxlFY509NqtVQsFjUxMaFarRYc86jF6eMZteBPK8tnXTu+RwycfW2ibwBZX09x+n5UUBB/zm2Cg3ZnS50UiMfwrL/jMZ9F4zoedMQ2a9Q4fQxOcni/Yeh4zwMAggicqMsTZ+sbIQ8PD8M1CUKwBW47PMiLbdGLyGrEsovl6jLkb8bGeuPzo0iPZ+ktn4ntv2d+fDNkJpMJe7NiBnFUQOTlC9zrrHTO++3XjO14v98PbKbbPPSt0+mEjcw+BjIg7PXgfpOTk4H5BLTQDwc+fN/rw2PZwNB63yUldN3He5bNfUM8fw7a2dxcKBS0uLio+/fv6/Hjx9rd3VU+n0+UeUM6DQaDUFomKZABv//973V0dKRbt26F99x2xhtvwSeFQiFgHPxsbEPjNRnbkbOWm9uFWHb+fr/fVz6f1/z8vKanp7W9vS1piDHy+Xwg1tAz7JTP/zvvvKNer6c7d+4k7KeTJx6osVbBgE4wevM1GcvrLINbrufXGnXdWJ6MCx2K3+90OomtBXwHvIZs2u12Yny+B8N9LrqLffOM5JeNZZQMTyK3UwUasfH16CxWWB8wikc0hSD5PEYyThXGJ6c4CPfXuabft1AoBEPqTidepM9670UA53ghx4EahsgNuZ8o4PWfztRIwyga+cQnDPjn+Y47FUmJkx2+rK8uoxjw892zXMzeZw+UnBFi/nnf5QHj3G63gyP4p3/6J62trYVFzxiQLTrVbDYTtbbMw/7+frhXJpPRgwcPtLa2pldeeUUzMzOampoKMvb6ewd4L7J9VbDBZ/jtQMfB76i+sub8PZ+XmOH0+0hJZtgdnH/3WS0ONs/a6fpPu90OLKTreMxy0weAvNfD8z4ZVweFLjsCLq6NrngQ4QGfOyOv+eV7vhcizibEjPRZyc7/hm2PGVIar+M4/TOuN9jDOLjzsfnach+AY3Z5QKTwPvXPZMjpU5y5GhV4nFV71tzEfi4O0L15EAmwkBRIOXTD9wU4Y+wAj/ckJcgofA8ZXGdcXe6jshu8jy2OyYrTNLcJPk7XscPDQxUKBdVqNU1MTOjo6Eirq6t6+PChWq1WCJQoZeL7TmC67GGT33nnHXU6Hd2+fVsTExOJLBP6Rh/IDtMvKjF6vZ5arVaY868CfS7Ps5Sfk8noPTpB6dnk5KS63a6Wlpa0srKio6Mj5fP5UGKWy+XCKV+Ug5Kh9XLuw8NDvffee0qlUnrttddUKBTCHpdnYcx4bRQKhbAXBvm4TeD7Z43r4mt6i+2tNCS644DDg3snPDy77+S7zwdriWtJSpwQxroloE2lUjo4OAiZOicYfL2OWrfjyO1UpVNxesqdrYNl36DX6XSCY3RD75GqG0cvbWFho/jpdDoEK17K4REwToUNuHEqies42I6BLGM7C0MYO+BnRcExYAfwulFGVl7f50rN51A8z+g8y9G7Awa8YCQA2MzBqKBi1GvxuMdt8X3c+HF9FiiZHgcr6KPXi3a7Xb3//vu6d+9eItIHlEgKxymT2SHVzZwUCgXt7Ozo4OAgnCrV6XRC/Siy5/Q0mDKXzaiSvRchu6+aF19fjM9ZjJgQGAVSnUGOxxU7B/QTgzzqmMKYcOD1ZxnBs2oEUNgSslhxIIYddDvkR4J6wIE82Tzq3/NgzW2NO6ZYLqnUcBNlKnWcfi8UCiHYdoYUBtDX5yjQjIM7jdykZAAZO0O3sXFw6QDUAbQ7aoCfl43FuuKAMA5WPbBwO4HPmZycTJAVLi/v84tosQ9wm+8A3vUTedN8LQEyOp1OIFeQgeu1pOCX8cHxOo7rubkOm1CRKToImB41Lu+zZ2NO02JygDVCVhAf6pl6bFkul9Py8rLa7bYODw+1tbUVxkBJ2cHBgVKpVDiyFQzB9Q4PD/Xuu++qUCjo7t27Cb0H5zgJKilxIiLyxIe53EYFuaMCkLOQH9eO7RxZRi/hIZhaXl4ORByZjVarpVKpFE5azGQyKpVKarVawb/0+321Wi21Wi394he/UCaT0Xe/+90QmLCOvdTPA4ijoyMdHByESgSyezEhNAokx++dRm78juXmfkBSAPROYPn6Rq5gBcbsG76prnCyIPY37svBcul0OqwF+rG1taVOpxPmyNe427nT6NqJA434ZrFSspBwel6C4+CMjVUoBobfrxnX0bsRckdClOypZo/EPSIkYiyVSomoGIP7LHbvy6LW523PukYsU2eoPFXpmRZAC/KZnJwMiueBCJ9HRnFtrDtvHK2ne0c5f16P2YZR4+H/08pu1DW5ri8Kr2uNWUgAlAOIjz76SB9//HFgQWDlPAhuNptqtVrB8LfbbdXr9VDWkkqlNDk5qUajoXw+H561srm5Gc5gR+fn5uZULpcDCCND9WWs/Wnl9lVOyZ2+p6elYeDpa0tK7uVxnYhBiOtvfI1RAWkcQPo69r6PchZn2bxsx9cAay5marFhuVwu6ASkCuPEcXifAVhxOR+2EnuATsbAjPtT4oGMfW22Wq0EqzqKoXdZnoWdi1kxd4I4RsYZA2mfA5cf69fr7T2Djr5wTw+UY933NeHZDi/rcJLAZY7sRjH1Z9E8WBq1ZiHYsB2+idQDylhPYwAxKlsYv+/18OiKn/kvKQQTvn+rXC6rVqup1Wppf38/cfqUj9Hv73ZnnOYy8P8hx1hHBJd7e3s6PDxUuVzW5OSkSqWSrly5okajoXfffTfUucMIx4QorzEO/t/a2tKvf/1rLSwsaHl5OfhqH6vPDcG3lyhDIMSYhPdehM0bpc+sL28caevrb3JyUqurq9rc3NT7778fAgrfB8BYwVrs3eCevV5Pu7u7+tnPfqaFhQVdv35d+Xw+6JRjPmlYegredPk5HqSN8nnx3ydtozBd7N/wYezP9CCIEkTWOnMdrxdOM+N7rk+Og6ThXmMn6slsoFeUch8eHqpYLIY55VoQBWfVnjvQeNZN4ygbpYO9PTw81O7ubgB6rsytVkuTk5Nh8BgAFEgaBgA4g1GGEsfgk+7POoBlxHB67WilUtHk5KQODw+fAtijxnraFkeIccTtTo/0PSCGdG6cdUEWfm46CuobgKThAnRHydx4KZaDAweNvI7TYv7iDEIsrxdhGGnOuDAuBySe/eFncnJSa2trWl9fDwDF9wUhf2epeR8W4MmTJ6pWq7p69aouXLigCxcu6NatW/rxj38sSfqHf/gHXbhwQZcvX1ahUFC9Xle9Xg+btDxt/iJlFOttPD+sX8BIvDfIv++Mkuuyg1fu4cFgrEvMFzrua85P43JH53+PCp7OssVrE5ASM2qsAT9qOx6jl10UCoVEpsEDCx+f70vDNsWHYsQnqAHina31ueV0G5yer/VR4Pu08kMGngH1LBa2GRmm0+kwVrdBfA9HzZqMg9c4SHLH/Sx/wXu8BruKT2LjqrOvXHeUnzirQC3W63htScNACwAh6aljkxmTn0bja9XHgg3kfRjiGOS5vJ09BZwMBscsrXTsh4vFYqLUw4MgKRlsnEZ28Zx4YAS4Qvfa7XYCowBUU6nhQ/3oI7iENXtwcJBYr05AAOwePnyoX//61/qTP/mTUDrEe5Svsc/AfT46LikAdHQ+JgnidhpbyHhoPsesWcgTsNXExEQIzPv9ftiPWK1WQ+UIdonr+zHxvMda5robGxv6zW9+o1KppNnZWZVKpXCKkh+UgT/2U/18X1vs879MTqcNNkb97/KTFIIr1oRjXGmYZfXnBvlpcpzIxfW99Jp158QV2UvWhGcoS6VSuD+BRrfbVaPRCPbXP3PadqKMxpcFG0w+C5o0Y6vVCs4jBjBxPWcMNHCaKGJsIKXhAgH8SkNW2oFjr9fTwcFB6Guz2Qyf5Rg76vvia5+2PYtN438+gxGPo1Vk54baGTd3gH4tN4Sj5OWL0DeqOriSFFJ1LGSci//2bAd9Ok35xbPk5685IxcHb874xQ+uKhQKarVaunfvXqhRjM/KR1YerAD0Dg8Ptbe3p/39/eAMLl26pD/90z/V1atXNTU1pfn5ed28eTMEFpTtHRwcaGNjQ1NTU+HoSWfOnzXek7avctgOVpzBdYDI3DqD7IDMm2fJaB7QerDrAYhn0Fyf3TGPOinO9d/Hexay80123ly3nWlifnEk/r7LlYAcp+j2xfsfM59+f3cyHojBSPlxib4esY9eGunz6MH4aRrjdRIjHh8NdjmVGpZUwVCiLzED7rJw2+b+w3U3zoLHwS+nC/k+mrgsJJ/PhyDTQVIcoPk4x2mu46OAUXyaGSRcu90OwCUmWLye3n0M4+P6jJ1543v+Ot8BVDI/XmbmAQ97N6rVagg+AKpuG2IZjNNYU/GaZSxseqefxWJRc3NzKhaL4UStvb09HRwcKJ/Pq1KphHJZ+ulVGcyT7zfwEqv9/X29++67mpub0507d4J+U7bth0BwklelUgmvoXtcm/IqH18MoMdtzGk8F47ZsBmp1HEZWrFYDPtJ9vf3g92bnp7WzMxMyGIxXi9ZQ07oomebcrlc2K8xPz+vu3fv6ujoKBysApZkTsBrBLNUyfT7fTWbzbB2CTjPQl6j2peRA3FWDdkyl35Yg/sD9MuxqW94H0UYoOv4AdYh6zqVSqnZbCZKpVjLkoIcIcPcNp/Gx54oo+EgxJtHbgQavgHNDbjXG8fsijMzvA6bgPOGQfeF4QNHcJ52olzG679h0SSp0WgEsOCnKzkLe1YKGjNeOAwHN/TTHzJEX1g0PmafF4yD19Zz3fhzMVjzIMYNKrKmbxgKXwyeVaDPjHUU83cSeflvb+iSs5sut0wmE2pq6VMmk1G73dbnn3+ux48fa29vLwGCHfQCvJz9bTabqtfr4UADjpqcn5/Xa6+9FhiYXu/4zPmFhYUg82q1GvpFLWuxWHwmUBplvJ63xUAlNhKx/vB+nKmIs1/ORsbgP2bE4nFxr9iWxGDU2UL0xzcGxkHZsxilcZv3MR6/NMw2eOAEo+lA2e2iB1WwR4AX+uxZs7hMh3H6uLkGQIkHM8Wfo69HR0fh0ALAgpMNvg7GbXHmyvsdkx+DwXAPhoNZnFusI3Hw4mvV5yomHXz+HMj7nCJ7tyOAUmecmesXAVh8LmJf6/NIYMT7AAPK9vh8DIwBLfjGeEMpm+JHEV4uT0AMlQuSwnM4HAh78FYul1Uul4Pdczs0yj6dtDGGUYRbPp8PAS39hQz1mn7A7szMjF599VX1ej19+OGHqtfrCTbddQ5QR6BBoJLP53VwcKAPP/xQS0tLWlhYCOsd7FEoFCQN98V40A24Yy8D2SIPqNxHnIZgcR8vDdcwgbrvlxoMkqdTsv9if39fvV5PU1NTev3119XvHz/wttFohHnx/TrYS9frdDod5HxwcKCPP/5YFy5c0OLiohqNRuK5VPh49of4NZibdrsd9ojw+bgUbZSPOonc/LdfE7k5XgLj+l4f8KpjLcfI+AIfFzrkeCsmoDwgI9iAgAfb0PxRE7lcTuVyORDLfujNaWzecwcasSGIwaOzQ51OJzyZcDAYJI799AWF84uZwmcJD0EgbBcUC4AJyWQyYQHz/8TERMhqVKvVcKIEbAZp8vjM67N2Kj4u77ezJmxqdsDlDs/ljiP1uXEZ+lhiwOJgKWaIYxn4qS2jApQ4SPRIeNTRc+O02EHp/2Pvz54jTa7zfvypwlp7FfYG0Nv0Mj37kJxFEkWTkkgx5AhLssIKXzjCvvWN/J/5zg6HHGGbIdmy9KUkcjjDWTkzvTd21IaqAlDL7wLfT9bzZleTjQJmON9fICMQAGp533xPnjznOc85makhA+16BDviz4Y8q9WqHj58GBg2MmdeNxsvzCNYZQLiqAi4rl69qpWVFZVKpcT6Iw+S+fzk5KQajUbYWcTZhzi4GDfYiAMXv94oneG5PashDXXUA9VRYxDfy1+Pg5I4++EAy4Ms9MaZNf8Or/vnHeCP63wZe2yIdOLQdnd3g41gMTdreyBFvN42BsT8jjduiG0pNjIOPLmWByjopWdRfB0WOugLxr1siznqzie2BadpvibCA6t6va5SqRQCd96XlMgq+G5aXhrmckBmvOYBkgd3zpjSNx8Tr+eO15u5TSOY4zVnxpEdcvPf4zZ/NuZeTJ55tsYJOQAhn/NMtWco+B+Zc7+4Ntxlyvf4rgcaVAz4trf40oODg7BJAQDcy4/isRynxbL3sieyjVNTU6pUKqGPLN7muQD/zL+DgwPl83ltb2+HORaDPrCM198jl06no3v37umXv/ylZmdnAwGVSp0sJs/n8xoMBqFUz/UbEurw8DAEG5QDuW09q649S5YekCJPtuHt9/thwbwH+ciOeVupVBKlOI6ruCZ6xdykjL3X6+nBgwd6//33g6zYQr5cLgd/6dUuNLKQlMUR2HrpWoxhxm1+HQ92sHtUgBBUoiuSnlqz5+uhHGe5LXKy3oM3J+l51pi8YWx8PSClbxBP7CTGOFCR5JubuH97Xv07VemUA1QpyV4RjR4eHiYW2yIYnE4ceWLcfOcLj9YR1iiAEht4HwD6QYAhDRUMo+wAM5VKqdFonLq273nl5t/nWQAyyAFlmZ2dDYqJcfPyFZ80sXOMB9+V1MstGDM3FFzPWRvGiz7gDKgBPDg4CPfz8iP6F4OucWVH37zfzsTwHmPsZSA4h4mJCdXr9ZDJYDEgBzX5oj9n89AlAtdKpRI+3+/3NTc3pzt37oT6ezJU6A/67Yf0xcGFz5Ozsnv+3Vh+MSiH6QBs8bk48HX5jxqj+CcOWPyzHvQiK09rcw1fSBgDz5i95ntx6nmc5oFAu93WYDBQvV7XvXv3dO3aNeVyuVAu0m63gzPBoXm2ME47O/Dz4M6zc/Hc5jk9uOAa9JWAlxQ9IAhGlzpmnu/w8DDIN7arExMTiQOwTtN8cSys3cHBgR49ehSy3QB1mDTAmmed3XnT72cFl87AI3c+H2fbCHA80PO/3cZIQzDQarUCOPa1f/FcdaB12sY1sBfoB2fyMGbMFX4ISj3j5/2I3/Ngy1lL9x3YUPSUa7hcIAr5LHOC+2M7AOyAea7ruyq5PRpXdk7CxYF8tVoNzDbbr7ZarYT+0ND/VCqlhYUFffbZZ8Hn+dxDhvhHyhdbrZbq9XooUfnwww+1tLSkV1555SmCBRuBjjMW+CSyLL54Gj/kQPIsjeeP+8b/bFlLXyQlKlbq9bq63W4ICBjHtbU1PXjwIIyP+0Zk59lxJyYgfz/99FNdunRJr776aoJgQWaehUFHna1nzFgbQV9G+Y5xGtdyfXB7yrygz9zL13s63vL1QI4/uQf2DTxGJpv/+RyVErGNQm88OMF+IHcOomSdFbbaA1331c/TntsiuqF2EOEO8vj4OJSieIoG4cWMqRsXB2dcz41+rECjlMwHm7668/W/AXn0b2pqSgcHB2o0GqF2flS957jN5eZOyQEdTIezRESxTEAmpDsC+uaG25XB6yxj5fVxGBWlxsYARYfxaTQaiRQhYw07xPd4ptM2V2gPiJCDs0zI0MEJr01NTanT6ajdbmtvb0/NZjOUkbDftGfTXHdwmBMTE8pms8rn86EMJZVK6Y033tDVq1dDhoLMGxOZchZAH/ccDAaJbeokjdS7cVocVEjJ7AwsE59xZsiDNF8M74wmn42D21i3nLH01/3zHow66IiBiL/vwSSvx4HNuIGa75QDc1etVvXJJ59obW0tkc5mUX+vd7LTDgacgMGBKS0OtlxWniVz9s/XqfDjdsCdt/9Gp53hAiD61p4uL8DOOA0Gu9frqdFoqNfrhV18lpaWND8/nyBOsGs88ygQR7+9n05k+Gfdh8Q66b8ZPx8XD36lIZh2UEB/HWh7RsVt1DgNP8oawuPjY+3s7ITAz0En+uEZj1QqlWCOme+e8eL5fQt5ns3Lx1z2rrMeaDFH0UEnbSDSyC4DkAhw6YuPw1kyGg4+sfkTExOBlWWxK9uPM/fiXZEGg0EA1vPz84FUk4ZrncA43Bu7xOnp2NejoyNtbGzoiy++0I0bNwLrz0Y4nn2kHJfrOpsM4eGy494+puM2zzrzv+s3azAgE7HP/hkylfjImZkZFYtFVavVpwJ55ju+0v2NP8/m5qY+++wzXb9+PfjMarWq5eXlQKQ4FgR/4Pd9ATW66AGa29PTtlF+y/Wc+UegwXwjiPUsj8vANynwNUJ8Hl2BAMU2Ykfdf/sz8hlvrJOjEqnX6wVcxP9ksvyasR//Te3UGQ0pWRMPyHQjTjSGgY4H3JXaGZNR7DupnJhxR2BMPAeWUhJcM0BugHu9Xqjf4/v8rtVqmpubeyp9fJY2CmDxP/1j4iEnl1GcAuMaOAGfbO4o4ojbx8kBZsz80Q+Umnt5WnBzc1N//dd/rVqtpps3b4ZtNNvttq5fvx5k2Ov1tL6+rvX19bFkF0fkMRhxp4LxcycIGOx0OqpWq2q1WqpWq+p2uyFogK1xpxqzHqRASY1PTU2pXC7rX/yLfxGcB84WYOCT3J/Ds1pMbAyVj/dZ2ijw7XqFgfJggs/EQM7H38HdqH76vHG9i8eM748qN4qJBA8w4mA5dpDPevbnbd1uNwSjGPKDg4MwXh6QojPxGRUAKi9jQQfiIIJnx8HgKAA0Ple9BNUXv3rfkIOXBlE6ks/nw9q4g4ODp4Ilxn5csHx8fKz9/X3VarWQlqcuPw44CWYAqeiCkxvxeD7LjvrOfK5XtFHBrn/f7xFnyqUTG5LNZoNMAaVkskbZ59M2fJLrXbfbVbPZDFkN7unEG7LyYNT1wp/L+xb7kVgGz/IjDmTctuHbKZFymwer7Iyok48xYDxt41kcb0jDANRBltesg0vY1IHgoN1uB3mur6/r008/DWAf+fN9z3SAf1izQunQ7u6uHjx4EDKi6XRa9Xo9ZMywHxCvyAtyDNm32+0QBPlYnJWcim12PM8YS8g0XyvKwYeOZaSTdTC3bt3SL37xC+3v7yf8KmPkO1M5w0+pai6X0/b2tr788kvdvHkzYDQyVDF2cXafMnmCNz8nS0rq7rhz1uXlFR0+D1utlvL5fKLcy4kLaYipva/gEl/zh575Oj/mHZjEzwby8jICYcaGIAj7wZhymns6nVaz2Qz61ul0JI0+h+03tbF3nXLA7k7KIzomeDzxXTni/YSl5A4/vvAovrezK5ISNfdcm4mIgL0e18tXCEKoIWWnAwcx4wYbPrk8kgYsuANwg+sTwoGVAwEmlX8+ZigdnHtg54FMbPzpm2c6XKkl6b333tN/+S//RdVqNYwdBnhxcTEYkampKf2bf/Nv9K1vfWts+dEcaHE/JgzsHDKB1cBwHRwcaHNzU71eT6VSKUwyaXjQHxPYHawHch4cZ7NZvfvuu3rppZeC/gBA+L7PBWlYnuUL1imLYIwzmUwwknGwM47cXC88xcrc4G8+63oRy991xD/jBtw/y/djh+XZKA9YYl1nzsTjwTV8h6BngcTTNsAx5XI4qGw2mwAuPIsDPXTO+xkv3otBsjQ8B8PrZ10ezmb5/d22uKw8GJyYONl8YGZmRvPz86FcM5PJBMbUAzXmwjjt+PhYtVotlGdxOCYBNc13HPTADR31LIbPgTh1Hweabtd8HV/8eVqsmx5sIw+CtGKxGE6N9nN3COQYx3F17+joSI1GI5Ai2JRaraZHjx6pXC4ngBN65XMI+Xk5FDowKrglmHG77vrkwRvzzeXNtRz0+PdyuZy63W4oU+I64AEAIcz4uGv53MfFpW34ILdVXk7t2QlnjgHWy8vLqlar2tzcTDDl2E0f/4mJCS0sLKhQKIR1n2RE79+/r7W1tQCsCUiOjo5UqVSUz+eDHvhOWPgM+sb2salUKmRPwF7jyg7ZONvvWTHHJ9gG9I31EL6+KpU6KZVaWVnR7u6ujo+Pw1oUaVg+5JUSrKGhBGt6ejpUIHzxxRdaW1tLbD4gDdl/Dybpl89R+uUBuBM34xArMdiO/RN/U1Ln2Rp0iOfxpQOUkOJ7kCuluT5X4zIxsj58Hjzic51++2ZMjCfkq8/zmZmZkIXxTXAY4+dpzx1oxMDWhQ04S6VOWDnfvcIzCz4xPUjwdQAOfGOGzh8+rh+N++X947v0nwDEU+LSiZMg5ReXtHg5zmkbcoiDAtgPj+YxGg6cUJI4gHA22O8VB0YokzuQWGYxy+yg1PuAk5icnNSrr76qV199VT//+c9Vq9XCvY+Pj/XgwYPA5iwtLY1dexuDfWeOfKL6e87GYXwo62NNCYY6Hh+fxDF4dZl3u10tLi7qe9/7XgI08RlfYMm4kYnz7Xa97hnj4sGwpLFk50EC4xIHmg4I/Dv0OwbEvy7odl2N789vD1KQk1+XH3dwrrdxc8aUezjbOi47Suaq3W4HRw8QYgtMrg8jiu6wBgGgGPfFdQ2ZYRP5nM9Dtxk05iykjge2Pq7IBCCJ7rlN83tmMpnARlMqMk5LpU7WZezs7AQg1Gg0tLm5qdu3bydKKmn0my0svUzU33e77/dzkOuZEf8Msot13uc7Y8Q9PTPCWNEPz9xzHcoQxmmM0e7urra3t8NiW3a5u3XrVgIsuO5Q2uL2nWADXfKSOJ6NAMEDPOTi7Cy67hUMfo14Dru8MplMQraMDXObQN53oxpHdvH4e1kSYzQ9Pa1Wq5WwqQQWXu7NvIN1L5fLqlaricwRsorxD883OzsbMohs9b+/v6+lpaWQwYCk5XToTCaTqObI5/OqVqshGPPKEJ7X/fS4LcYFcemk60NMCoCTPAvOfMxms5qbm9Pe3l5gyB38+jjBxKMjlDp1Oh3VajVtb2+rUqkE30kFAf7Yg6B0Oh3IRwJtss9OmMY+ZJzmxCz3RlYEDW7zY7IZfOJzgQAcG+NBCvfwcZGGGJVx8cX6Pi99jRd4GMyCHlEu5c/E9ZkTXOt52qm2t6VzDuToBFEtAnIjj2H3tRoOYjyIYOL5/VAUNxo8ZBzoONhx0IJz4Fn8swBPlJ6yF9+f/KyBBv3xFrNIOF+XkStlPEGkYYkJEzc21CgOSuXXcfn6GPvkYxI7k4iiXr16VX/5l3+p6elp/Z//83+CYWi1WmGhdaFQ0L/8l/8yHGI3bnPGih93cC4/aZjN6na7gZ3e399Xu90OIBDHG2fMcCakLJE/TCO7gLzzzju6cuVKIihwp+7y8yAtDmyY0Px/dHQU1nX4XDmtvDyQcPAeMzujggGemTaKifcxeVbAgjz9b9cvD2z5P76m98sdYvyszu6cxYF4nbVvS3hwcKB79+6pUqmEdT1k7fgBqKfT6cRJq3G/mLO+5znN13nwfE70wLBjN+PymJjg4Ts8Awdg8Qw4afrD2pRxWrvd1v7+vur1erBVR0dHAWSxKBOg5ropDRdMYs9H2Srf9tvnndvOONCI9c4DaWTsfzu54o7eAYv7Jrc/4wYaR0dH2tnZ0c7OTvBtBwcHajabWlxcDLJhfGOw5Gw7n3WASP+xN/y4zfTdZch88Wz4d98sA1sSy59GSRKZDaoOPEDGlrvvPW3DdrqPd9DppCWy82d1csczlDwXO0RxPeYVfUeOBDJgCTAPa0B3d3eVSp2sYwAo+zV8DNPptPL5fAJTkVV1HYU8GzcL6bgOoI+Mjo+Pw5ylAgCd53NOdDjwR1bFYjEswvdSHuaX6xdjiS4QfDYaDT169Eg3btwIRDBsf+wTmIec6s77fuhfv98Pi6Cd1R9XbsjOMxNOcrrvQqd89z2vbIl9IHrtfXXi3IlMD1J8LZkH+o4/PAMEJjo+Pk5sRsR3OctkMBiEM2ae19adentbrxFFsJR/wKzEBy45Y8+PGzgHj7HSjGJKeJ0J6oaL6zobGLM3MA8og7MLlEzBQrBVmkfLp20O3px5HAyGi85iAz3q2d05umH3LIk7Xz43KgCJlX6UfL05A8X7nU5HOzs7Wl5e1tLSkg4PDzU7O6utra1wNskPfvAD/cf/+B9VKpXGkp0Hd4wxz+RsgacHHXS5jEhftlqtEIn7dxwkxAECTrJWq6nZbOry5ct66623guGPF+M6kHaQjEGjNpfrw2T4SesOLMZpPu4eZPC3s3ajQJfL0oNePuPzl2ce9bfLw/+O9c7BUExm+H2chMCwx+n8cQM0Sdrc3NTBwUEYVxg2Sdra2tKjR4+0tLQUgApBIU6FwxnT6XRYhBo/L84jlpeDYWej/X1AkMsprk134oHPeGaG8XcQBghttVpP2aLnbQ8fPlStVgv9GwwGYd0Sa6M8k8wzIg/AGX1x++1ycD/h5AjydH2QhhlPnl9KlqG6DvG36z2yc3vigR2lI/FalNO07e1t1et1pdMnZZkcJsouhOgUuhhnWggS6Zs/S0zIxP7Ggb80JMH4Xhxc+Zh4cIecaF4G4jLlHviu6enpYEvHaU4aOpHiJTOAOgICX0PqJ3QjJ3Sy3++rWCwGZp65xDPQXB9cBuh1s9nU1taWdnd3NTc3F/wWfQIYgkd4LrcnHlDhA7EJZyk7Q8/dF8YBPlkgny+pVCoAZsd4brsLhYLm5ua0vb0dMsXMO/9xjBFXvhwcHOjJkyfa2NjQCy+8IGm4s53LaxRh4FvCeklmXOZ62ua+nLkvDW05mVkPCtwO8bzMHSeTsDnMB1+/4qS72zneJ5jidbCE+3C3rS4r+kDWnv+5/szMTMhWs27sedqpAw0GPmbgOp1Ook7PgR7NB5VI0wU2Cvi6g3WnwX190dZgMAi17j55GDj+lhQibE4G9908JiYmEgPF1l7jAj5XaOTgMkFG7jhi5efezqbEMvUIe1RwgcHw7ER8DXcCHkn75wjo9vb2tLW1pUqlorfeeisYyrt37yqVSunKlSv6q7/6q6cW1p+m0S9nC11eseODGfDf/X4/MIOc7+KTNAa68WsEApTSpFIpffvb39b8/HxggZET93OGAplhON3J8RysyeAHh+3yP01zB+Gy9/kUAxIPunjN56V/3sfH9e/X6d0oHR3F4jhA9jFyG+TG2O/pujCuzo0CpwSGLOrMZrOqVCrhvgAGgm3Asm/36UEEz+Hy8TnupQuu++5w3FHQGK9R+sMCQF93whxnQWuz2XzKbp+mUYtP/3Be09PT2tnZ0f3795XNZlUoFBL22MeWn1FrLJgbv665/vIsTlg4mPLgzQMJd+b+WZ8LDqg8szBu293dTfirdHpY/lGr1XRwcBBKGpwl9SwpLKOvSYiDAj7jMhn1XPy4DjGWAClIPif1fG57BoWSOeq9AUQTExNhMfFZSmw9Q4ePQtedPXYWHqCMXmBnPGhKp9Mql8u6dOlSCP6YY749Pd+n/ImABp/QbDZ1cHCgu3fvan5+PoA0wDKkBJuNuL0k2HR5szC7UqmEHd7GlR3y8jnD+JNlGkVaovejMuPY5lwup5WVFTUaDUlJfxBXE4zKMiC7Vqulzz//XHNzc2EhuIPdUXPZM0ueHYA8ZNvvcbOQ8ToTD8io/PAgnsyU4xCfc6PmKoF47AMcGyEnMhnSMHtJ0CAp+CMPRqRh5Usmk9Hc3Jzm5uYSr+OHIWybzWYiiPqNcnpegToAiUGBpLB4SRpdqw7w4n0+wzZzUnIdiCuJnz8A6GOBjQcEg8FwSy43vM6Gxf1mpf7s7Gwwvhg/BpbgY1y2xQMvbw4s3EiMAoBuuB1EujPxsYrT+VxrFOh0J8k9kFnMzNCXRqOhDz/8UFNTU2EXjb29Pd2/f1+FQkF/9md/pu985zu6du1auPc4LQ4+CTQA7j4xXSaAPl/Ux3fj0g0HF8jfgSwHUbHd4Nraml588cXELg8evFEvjf46GAHAjNpdin7hQHDq44AXN17uIFx3nFF51nc9+PTn8DlM4zpxoBx/znXWx8DBjAdoXJv3sQndbjdsIsH7HoCP25aXl5VOD2vjacViUe12Ww8fPlS5XA4H0Hn2iXH3QDMugYrnGc/kckJ+6KTvjIb+u11xRsvtCr/7/X7IlnFPgFChUFCz2VStVgvAa1zAvLKyIumEnUd3sK+Hh4f66KOPVCwWdf369VBW4hk1+sxzufxHBbDO6Hkg4DLlGl5O5LaPa7mtA3Sjn77I0u+DM/d+jusnMplMqGFnbrJbTbvd1qeffhpk6bYwztTQPCilkWFgbnngH+vgYDAIvtcDx7gsC/kAnjybhg92UORgJZvNBmA+rtxoXg6LfSXQYGE2B23GfmXUHCKYIJswNzen+fl57e/vh+3dpaGuIA+eG9JzcnJS7XZb/X5f+/v7evLkiarVqkqlUjjYD/n42R7IJJ1OB6zT6/XC7mPYFl8EPE5zYsAJMBq1/siE76B7/puG78SWVCoVzc/Pa2trS4VCIXEytuNJX9vAmllOF6/VatrY2FC1WlWlUgmL5pGBP4OPLzL1LKo0PFXcn+s0zQkpMlE+1wDhyBRdxOZJTx/N4H7P8QTBggfB7m89o8g8lIbbonNtfL/vjMYY87nNzU3Nzc1pdXU1kPCQVOyCxn2ft411YJ8DNh8gN+quQM4geckGhsGBngMflAKlxajH28+5k/GdK5iI8R7QPqj9fj+wAQzO3NycFhYWgrEgqDkLK+9AKY78PeOBwXIZjFJG5MLnHWT5fbkGY+J9cHkzNnHZivfFDeinn36q3d1dZbNZ9XrDXTwODg70F3/xF3rnnXee6uM4zScz4+wsO/13Y8Vz8BqZiFg+fh3kz/kXDhiZvICAF154QcViMThIZz8dKElDhtYNiwNpdC5eHDgYDM5UhhEDhvhvB8EAKn8/Dkz4DmPi4+n6EQcgsTziTJwHLs96LX6uWAdG3dfvedq2sLAQxmx/fz9R+pTP59XpdPTw4UMtLi4mmEf6hN54YI5T83KAeGyQIwxozOz783jpATYE3fE1F8jH997ncxMTEyoUCjo6OlKtVlO73Q4nn49bJsoW1ul0OuzwxlycmprS9va2fvnLX6pYLGppaSnYb98aEp0hQ+723Mee+zgB5nPcCRxkRfP7eGDsdtqBNc/g4J6xBwT4Ya/jtMuXL4d1NNVqNQB9shgff/yxpqamdPv27QTzKw11xnXM5eTkgYNhZOFBA7JhdysfQ896EKjyPYCW+ynfKQ1Alk6nAzNPmTLgctzyH+aJZ/IYU0CZEzfxWDNHkSNy8TGfmppSNpvVxsZGeJ3niMk9gCellDwbG5JsbW3pypUrgUWmkdU4PDwMu/tMTk6qXq+HM6sIQKemphI7C43b8Dtcx+cJtoP3PDiLiSqXp/sESYHQ2NraSlSgjPqezzd0WVI4DHFra0tXr14Nenp8fBwOmeNZGIeZmRm1Wq2QDSQIdSLS1+qcpjn2YJ5iFwDy0nDNnQc5nlXDnvAafg1ZxHMQLCQpkPtg6W63Gw5QpI/S0JYhU+YFWMd3Lzs8PAznjE1PT4eyQT//g7nkSYBf1069GNybR7LO4iJIJiNC8bUU/n1W1jvQcqAbO2eE4/XTHgSR0m2322Hva9hAhM4g4IBRDJjCfr8fDvbxiT1OiyNmd2reHyayy5ffDvwwpP49SQlZx3X38TXpB79xxO6c45pa7vnll1/q888/D4pHINhoNPRHf/RHevvttxN1k4zvOI0J58beGQIPtJALE8qDROpCAQNMYtc79Acd8EALNmJhYUE3b94Mmx8gHw8mvQYduRGUO1Pmzg4jQwqd9+jHuLLz/nkg7qedA4JJL7PoD9k464cOMSY+/wAuzFXfFckNFNf18Yr10Js7JS+X4zs0rkcbN9CYmprSwsJCODzz0aNH4fk4lK9er+uTTz5RJpPRwsJC6Kc03KSCMWcuuN2JQWCc0QR8e1Dg89WBFJ+H3fOgnPtTgoOD9UwQBI6DyHFbNpvV1atXVS6XNTk5qXv37gU9YTerX/3qV8pms3rrrbc0NzeX8C2uG4PBILGtIjoYZx6cUIlJFc/Kup2Igw7AiYNprgMri84DXD3Yox+sZRinFYtF3blzR9VqVV988YV2dnZ0eHio6enpsNXn+++/r0wmo9XV1dB3fw4nMZClb2iADWdeImfslgM8J4rctzjjLyUXmCIvSYnSKiesKANCj5H5WQIN6enyL0lh/RSN8aH0g+cmSyAN2XjPtk1MTCiXy2lpaUmPHz/Wzs5OkIkH5k44eLbbgV+r1dLDhw919erVsMulNMzUuh1Df8kYsYZUOgHvlBCxFf9ZG2PBM/t5GX4elQeucaDO3PHdPWdmZrS0tBQCDfxQTLh4xQY+FPmAM5E/64K5H2sevTTQM0OUSvmz0c9xfCzzxfEN1+V6lNrFtp/3fV75NQku6DffJyAHr5BhoIyPzRYcizCuzM84mGGe0k+ut7Ozo5mZmSDP+fl53bhxQ5cvXw7453kPYj5VoOENQdFJAgYEy+mwvjLdB8MF4O8DfACV3NvBLgOCIiNY2AAOPGJC+AEmRGxuHHG+R0dHmpmZ0e7urlZWVsKCLQxHsVh8XnE9JTtng732M2ZX4knrDJMDFK7pDg8wEwM2j2q9zCQGLs4kOnh2Zujx48f6+c9/HvrCWO3u7qpQKOidd94JfcbBxZPptLJjQvi4Y8i9Fhe9clDgwCCbzSqVSoX1EMgEh8M1eU0agpBms6mZmRktLCxoaWkpADhnsZxJHsWQcj03xjyfs5DouLPU48jNgSw7KbVarRB84xR5PvQDYOqHSHmwy3M4I4Kuup1ge8dKpZKoo+W3szoeDI0KhpFvDCoZM2ctz1qGQX/y+bwymYwajYaePHkSshTsd7+zs6MvvvginMmCrtM/xpLAbRS7zpx1R8Ic9te4FrLxUi0PSF3nXB4EP2TnGDecCfOK18fNaKRSqbDF7+zsrPb397W9vS1JYbvOer2ujz/+WLlcTm+//XYovYwDb9cJ5DdqLtFcjg60YxDhttfnp//G7hFI89sDvzhLMIoRPq3scrlcAOHs0oU8stmsOp2OPvjgA/X7/bBNqtsH9M+JJn8eZ46dhUd2Ds7QxVg/nTTgnj6H+Vy8fsrlzeGHkEEA5nHBMvJ34oO+YfvRFR8f9ACCiefGb8zMzCTOW5qamtL8/HxY8+cEDQ0f7wSSV3+kUilVq9WwsJlyLicykZOTqr7DXafTCfOMYGfc5vbIA2z6EZfYIWO39YBj9A/dAqNB8rFpjGdesddOEHpWIiZqarWa9vb2VCgUArZzHZqcnAzlzn4dxgJ99ozvuBkNfvf7/VBKFxNIPL/7Sbdb9FlSQsauR71eLxwy7PMxDjR8W3X8lRMp7tsZJw/MKA9nfCcnJ9VoNLSzsxNKbLvdrq5cufKU3v+6dqrF4DHzhLEipXVwcBBqESUlMhUAGt+SjE6Scm2322ErUt/TGmPlKTfSmNJJSg2Wzk9WjR2Ns06ewqKGk4BldnZWOzs7YWu+xcVFSUqkOE/TYtm5wXEQjUxZ1OaT3d934xgzu+5IpORiLWcL4u8508xvd06dTkeff/653nvvvTA+KDSp/r/4i79QpVIJRhEG5CxMC3qA0YXh41mZmHEtsZc/sQc5z+/BiIN+3kM/WNRFerJUKml9fV2FQiExeWkOWpCN38cDISZybGSdEZmamgoL6E7b0HmYiQcPHoTDxnxekE6GDTk8PAwnOcMoAwRpyAMjxbO6DBzwMY8I0srlctjy0gPreI44GHeG3oM15Mj8d/A0MTEx9m5nGNlMJqMbN25ob28vMHC5XC4AuY2NDX300Ue6evWq5ubmQn/c1gBGCCZ93joj6o6R9x3QOaBEp+Jgjx9fy0TZIHOI9Up+pszCwkIAMqdZ5Bc3D4ZKpZJeeumlsJB5ZmYmrDk4ODjQRx99pNnZWd2+fTts34rNczIGRp/+x+tQXF6jshf+Pi0OUpiryBl9dKYPR87YYivYvtMDpLO0fv9kl6MbN27o448/VrvdDuy4JDUaDf3sZz/TK6+8osXFxbDtJM8aZ6fQCX9mQBb+juem725340AB+fK+pARohNQA6MRrWChzgVhk3MYNbrm/jw0BGvXkgHIawRw+n+/z7Iw730f/IBpyuVx4Jic88QsAwJgo7Ha7Yecqyqe4BuPAulUng46PT7Ycheys1+uq1WohCPKA7rQtzgIx9/CjXB8/5Ycd8n30iy1kHRA78VgoFBIH1MbEADrhZcPo0GAwCLuyPXr0SKurq6Fv7oupKPBsAATI9PR0KAvChvu6itM0z5r0er2wpT8EVbPZDJuDxL6fZ44zg45zm81m4jwdyirRM3QDmVHeDVkP3oaEnZmZUS6XS2xjzdwEJ3lgBular9eDz/j8889Dada3v/3t8y+dcuPOwOGsqtWqqtVqeDhJCfCBENlPncXVbsj6/X6YnA6mnQV0YMECKJ/AZCUODw8TaziYRKTNUDocMWU/BDocEgOYBmyx0PG0zQ30qOemYSS9bjBmOnl+/64HHaOYplEO1yc29/YgEmXr90/SzB9++KE+/vjjUDvqbFW1WtXNmze1vr4eQBWGnWcfdzIjM3eggDY3FDHAQFaepnVw588aM5uAtqOjo7DbxeTkZGBk+NvvE5cAYCg9wIlToNzLA0gPCp1lHqd1u1199NFHun//vra3t9XtdhPbVDrLg1wctAIId3Z2wrMB4GGYvHzNiQGyMYw9z5fNZsMOLqurq5qfn1exWEwwwe44GWtnUgkqDg4OtLGxof39fe3v76vVamliYiKM2Ysvvqi//Mu/PLXcKPcA+MzNzalSqYRsLe+xvmF/fz/Iqlwuq1wua2JiIqSx0RfSzT6v+R0TA8wXdNsDLeSArUAHCcQ9y4we+voNFuICoigpWFxcDCcXn+U8Axxnv9/X8vKylpeXde/evQQpAMN39+5d9Xonu12trKyoVColSk18niMfz1h50Mn7vM6P98cBk9s+Jyhg2dniGPnizNnb32316uqqVldXgy6P03g2bMLy8rLq9boePnwY+g4J1el09Itf/EKrq6u6fPmylpeXgz+EtZWSOwB5c/kCLjwz7oFI7BfirAXjivxYE8f9PQiQTkCykzhzc3MaDIa7NZ2lMa7YAmkIhAlkncGF2Y6DNNebeE0Bi5TBMfgB5t7h4WEAY8iUeQooLJfLwT5wDT/5Gdk5sz07OxuyH2AcdJmy73Ea93NCz8lZ3vN55/PMsQR+w6/JdQimisViqP/nQFR8DlgM+4X8uRdse61WC4EWWRCIIPrKXOr1egFPjcJc4+50hj2dmJgIC9U7nU7YUazT6SRKVhmrmOzzAAQZVKvVsEum2zhskJNV7XZb1Wo1nBEG2Y6tT6VSieAY7AKWQi4QrFyXjQoIUDgjqtls6pNPPtG1a9fCZj+/qZ26dIpTGr0emBIlJpWvrqehwKR2mOxsF8oD+pZ37mB8oqZSKbXb7WA4vFSFwXLjhuJhUOkLaed2ux0GEYbHd/bY3d3Vr371K7300kvPK66nZBcruIMHB3pxsBCzuBhBL3WKwbJH916G8awI2p0SrzPWX375pT7++GM1Gg0NBoPE2gtpuIvJK6+8EuphfTI50zpOY/xgKXzsyTDBlvC8MbsLOCBCd7bSmTdkiN6gGwB0slvpdDqkbZGbG1wPaJAvzxAbcM8awVw6kPEM4Wlar9fTL3/5S/3yl78MBiudToeyKXfCjJdn2pDrqOCT5+Bv5OzXiGtMcQS1Wk31el1bW1t6+PChSqWSFhYWtLy8HHZhieeyy7bZbKparWpvb0+ff/65fv7zn+vBgwdKp9PhFF4+/+qrr55e4ZR0IMggn8+HOQvbw45r6MnR0ZG2t7dVKpU0Pz+vSqWSkAOfc/bSATP3Iyh2B+sy8GAP+RwfH4ftM7G/flo0DkwaLk7kp1araXd3Vzs7O3rppZf0h3/4h8+9P3rcHOCj2wsLC3r06FF4VggfPr+9vR0O5CIwKRQKwWbjW3h2XzsAiPOgwfvhQbXLTkqC8FarFUgwShF8K1MnTPxkeGT3v/7X/9Ibb7yh7373u2MTUr7WDmJsdXU1sR6AoFU6AekPHz7U3t6e1tfXtby8HNYWMebosqREAOdER6vVSlQI+FpIZ099fuNnvM6etXCQU4BOgDB+nTGlAmFzc1PLy8taW1t7boY0bvH8cH/peIJnxv4TyPMcrmecaO7ZUoIRP4DOD4GFsKzX68FWxID5+PhYa2tr4dAz+gJJ5+RoTJbu7e0FAgyw7qWP47QYAIOF/L7+HAB4r1bwdSqAVsbFg1z0OpPJhN0VObeH+xJ8oCceyLVarXCeSaPRCGXM2FjGl+aZTzCrn23kmOm0Db3Y39/X7u5uwA39fl+lUilsnYvu+Tx07OZEZb1e1+bmZiDuvRKFMQEjM17YLMr5Go1GyEBQfeDrRtFlr9DBbyIrJ1qRF8shstms7t27p5/+9Kcql8thA5Bf15470MhkMjo8PNSDBw+0sbGhbrerXC4XIkoHVUSjzm5htAgYMEpMdBbrYtSIQp2B9+bOhUkCo8IA8h5GF+YOZaPFwBxGaH9/P4C+jz76SK+99prefPPN5xVZaChRvPaBftMckPvnfOK4I/fX+A5KEn+GeznA5JkBLc7qbG1t6csvv9Tm5qYmJiZULpcDAHIACOsHExoHSxjOcdO6TCQHeDwDekJj/D0NTB+Z5Ogm9aT80D/YDYwopUyTk5Oan5/X3NxcyKahny4/ZwSQp5eA+EIsLyOMS6qc2RqH5dvc3NSXX36ZOHhuVBkbffMFbM5uOmDkeXyxuI+399sDrl5vuBOHp3MfP36sR48eBZabrS69bMNJCwyq74qxs7Ojg4MD3blzR5cuXVIqdVLbXigUdOPGjVPLTRoGSQCTVqsVshFkO7xuG8ONXet0Otrd3VWlUtGVK1fCQk3mAYablLpnLRgjZ5LdBsRA2bPKpM6drXWH77bZnVO1WtX+/n6w7cvLy7p9+/aZZOfB4srKiu7evatWqxW2hPbSBmS4s7Oj/f193b17V4uLi7p586ZyudxT8nDmHZmOYiqdmMF+8B4y4fkBh4wN84L/sS3dbjc48Xa7re3tbe3t7enLL7/Ul19+qXw+r+Xl5bFkR98oY8zlclpYWFCpVFK9Xg/2xskpnm1rayvUrS8vL4eyEmdSsWcELf6+l345yOV+o8gH5jKfBXhho5ETYN1tEXOY1+/evas333zzuRnSUXLDRiEnzyCTWURuLGR17IJe+OYVyITg03eu5BmxSfSDUnKCFwITvg8pwAF+CwsLiWwnOoa/JZjheXyrdrJAbq/Gab+OHIzJHv523fEsdPzZODtJQEVJJ2OFDkH+8cM8lE7sRKPR0NTUlKrVaigpk4aYyTMkrqPoh6SwTgEsOI7s+v2+9vb29LOf/Ux3794NWe75+Xk1m00tLy+rWCwGDIE8sH0ehHU6HVWrVW1ubgYbzj2w41NTUyFDwZpAStBYH43eeFAIhvJghx3RpOEieq8CgpDsdDqq1+vhvu12O2RBHj58qP39/eeS1anWaNy9e1f37t0LRqrVaoWMBIPoaXscG4NPRoNJS6TsgARFx6l7RIbgvTbSwQ4GkNQmR9UzQfkMrAn/E51Tf43D3t7eDkxBrVbTvXv3nldciUaEPyql587RwZxHoP55D5yQH8/iANEZB3fMfi8fW66ztbWlu3fvam9vLxgyro8RhAEifcuptZJCarrfH9b+8hzjNuThgN6zVJISAaYHcYBA3/3DAzMHtegd+gLAhelbXFwMwTVBQ6y7cUDnYxMbYfrrC3DdkEvj1y7fvXtX9Xo9XMODHh8L9BEd4V6jnoP/Pd2K3Hh+/8EZwb44WEE/3cHUarVwfc/+eBDIPC0UCpqcnFSxWNTi4qLm5+e1sLCgJ0+eqNFohC2Ix2nMPdYYoSdsX0i9K/PQx9XJA04BXltbC6UtAG3YNdYfQEY8S54eEGJLCRScAWS+0xfP4rq8YaMJCsjWPXz4UH/7t3+rt99+eyzZud7wHIDvzc1NpdPpEGAx35ykYpy//PJLPX78WDdu3ND6+nr4Ds8kDXWXhbYOkjw48XHBTmC7cKIE/Q7KAZDO7EtDgM0YptMna51+9atf6b/+1/+qF198caxgA+bfmVF264ntHM/OmCOXvb097e7u6uHDh7py5YoWFhbCXHICCruDbXVgyBi4LDxrydxttVqJygXGj6waW7KCF7Crfk22K33vvfe0v7+vH/7wh2NlIhkjbJMHVnGQ5M/J3PasgpdD8Tmy165zg8EgEXSiw+gWuuIZSObho0ePNDs7qydPnujFF18MhK00xDiUECFb3/p2MBioWCwGAmdycnLsLCTyw+5NTEyEa/q8xN453vI56XKnOYnmZJz7WZ4ZMskJap+7fH5zc1Ozs7Pa2NjQnTt3lM/nEyQd8vPtip2Y9vNUCIyfd/ckbwcHB/rggw/005/+VHt7eyErOD8/r7W1tbBTHLsXMpaQ3dgbAD2BuGNZdBDCKJ6ryIkAzc9bYSyw956lQq7YS3AbOgbB52tNweL7+/thO99Hjx49l6yeO9DY3d3VJ598os3NTRUKBRWLxUTUi2BYtS4N2RmP8omUfEcbKblLDsruzJgzp85OIUiEzoTm+wyWOyAmJK/FC1r39/cT7xENkuo7bfN+cbAOjj5WGGftkAksSgxAvE4POXmg4YCWa7vR4AfDevfuXd2/fz9xZgiyxmC4nOgz7L7fh/eR4bi1t7AggATvv4MJWCOexQGsAw9n3NLpdHAuHigwNtRHAiorlcpTINhLWNwZcx3XVenpHcAc8HnZkINL//7ztt3d3QSrgTFxR+CZDByokwYeoCBz30XEdcTnJ5/FedN8HEYFJvx4fW4coAL0JYW5hBF88uSJNjc3dXR0pMuXLyeC+NM0gh2azxX+J+Bh7nqG0INdDlrb29vT9evXw2YJjDOgAb3yPfedPOCerHOjRMNZv1QqFVg6d/7MCSdm4mCTOtzJycmw6cM461v8foAK7uE2AF3iPV5zVrnVaun999/Xzs6Obt++rfn5+YQ+uhNm7sCG+vNhD2HP8UO+nSr39ZINmm8eEestMs/n8+r3+/qHf/gH/d3f/Z3eeeedU8sO4M34IctisRh2oAJIY4M8uMLX9vsnpUsff/yxFhcXdfnyZRWLxafAMyDY9Rlb4UEJz41cKUV1+4Ve+rokX7/lvoaxdlJhf39fP/nJT1SpVPQnf/Inp5adl5PAAAPePcuBnFOpk3WaZJrxL+ggvsOJULLzPn8PDg4COKZNTEwkdtkjoCYwY3HtpUuXwja7nmnBbjC+o8ZAGgYfHiyN02JS0jMaECNOjPGs+I64JC3+24M9nolxcnKP11lrxFpQSQFAUz51cHCgWq2mVqulSqUS+ubzwueo+2bmCuMzrtx2d3f1wQcf6OHDh+p0OiqXy7p27ZpWV1c1PT2tarUa1qu6HjhZNKp/rl9OAIJx+DyBg9tz91GQIY4v0Xkfe+TKfHWM4uv+GEef35ubm88lq+cOND744AP98z//s5rNpubm5lQulxMGLy59koa1wA74EBrgzReQY+gwRq6sOBj/ccYq8VCTyX2CccYOQmkxg4PRpB6Nz37rW99SoVB4XnElGn2QhgrAuhAU0BWM/rhR8XSt95+/PfBCds62OjvFdTC+e3t7+uSTT0J9LcrsJUqeFcLw4gz7/WRZmINMZDoOY8A9YuaY65FOjDMGDh54Jt5DzuwsQgmVswZE8zgoygSLxWICDAF6HZQ74OS69Mnlz5igm9RI+iJ7L3M7bcPoeuDJ2HFtns+zGvF8ikt2CFhobqjjoJYfZ29G/eBwpOGOVl7KhcFFl5wBp5bes4M/+tGP9Oabb4694xSygDTBoDuTGdf0oqfOijuoq1ar+uSTT3T9+nWVy+WwngSdQU+pwQdw8oMd9R3BGB8PZrkG8gTI+bgyhp6Kl6RCoaC5uTk9fvw4MLKnbciBINuZTxYXYosdpPi8cnslnZwyXq/XdfPmTVUqFRUKhZBpRca+CNRLPH0tSqPRCOsrkINngrxsLXb4gAPAp88ZSmIqlYo+++wzbWxsjCU7slPcj/5LCmeQcE/PeHu2GzvNc2xsbGh7ezuse2FHHDK22C2CVvwy93bdc3/a6/USu0QyVxwcOfHDuDqrzbqGo6OTbeXv3r2rDz/8cCzZuQ+ATIIco6QFYO46CYnHD36XZ0afAeA8jxOHzWYzQUgNBoMwhx30djodHR0dJXbd6nQ62t7e1srKStA31ohS3sLY+mGDBFbFYjGQvrFNet6GD5KSZaDoIbofZ66YB463fKwdc/jr6ByH6Xk5pQd6zEkyVfhJArZms6nHjx9rYWEh+Gn65FlV5pKTICxy9l2yTtt+8Ytf6MMPP9TGxoYODw9VKBTC2OEL8OmOabH5jqNcnv4acyjGc14R4NvRxjL2/7GRqVQqBG5ObjlG9r4QaFAlRAb36OhIe3t7zyWr5w40vO6QrcE4vIqUlzPOPJADZmdKUT6Phv27CNGdtYM6hOAMO/egTx7R+kBLSgidz/pZA+xc0++fnAR95cqVsRdb0T+MMYYMxfHyDACWAzEpmVlwR8j1uYc7a49unanm71arpc8//1xbW1vBeHr9oIN3d6yMBZPGGTg3RpTNubMZV3bO7EjJ7RR9cTI644y7LxT3g/ak5DaPBB/cg/E4OjpSNptNHBzkcnZm0N9z3Y4zOgAvBwXxc6Mb4zT6A+j0uTCKoZdGb6PswUmsZ27IMIQOUJCNl5848MOJ8FlPJfNdZ5c9KCsWi4GFJNP40ksv6datW3r55ZfD7mDjNPTIszHIzrNPzEFfxEtzthd7d3R0pPv372trayuciJzL5YIeoCdefoHj9+DZyw080CCA9qwurztjj81krBz8l0olHR4ejr2gmX65k/WAKQaj9NXT+bEtg1z59NNPQ7kc5ZrMUS8PQm4QBlw7fnYPTpEdek6mwu2tEx7YN67Z7/dVKBS0sLCg+fn5seSGHfV5yRgB3HmdOUrf+GG++7wZDAb68ssvJZ0cCkiAm06flLGx3ojX3W4hH19fyfN6NlZSkB92h75iW+kLfUMf2CEKAD5O4xk48BTgyVx1PeN5PAuBLfPsTmwH3YdyWBwg1nWwVCqFLNtgMAjrUb38CkJJUiAVYtKHrAwbSGQymTA+g8HJBhXs0sZW1eO02I55GZcTvQ6S46CRBonB55w95zrZbFa1Wi2UVvO8fN4JOhbM53I5dbtdZbPZ4G97vV4gmTyj43OZYJrPO37xs4/GIfNYjzcYDFQqlbS4uKhSqRQCViflwJeOpTzAQJbI3IMGfvw5nDDkh4BNGmYrmau+05/PR/fvjoWcGPKxBj8xR/BLv6mdyhPDwsEQoOTHx8dhBwaAhQcJGBUPNBCiA1GE6elYjCzC4ceZf2fOPOLD2TjwiScOqUuAxcHBQdgq8+joSCsrK3r11VcTQPO0zR1GtVoNARsOFTYzn8+HMwf4cUYZmbmR8onsgYnLk/dQ9mq1GmrZuYanHLm2B398jnH2IMMBDd9Fps7yjCs7FBqZYbBRdvQh7oMDsHQ6nVj0xYRnQvo5HNzXSzKKxaIqlcozGRwmn4+Bj4MbX57JnRlbJXKooLML42y/59vC8lwYGfrCM/gYI7fY2Hl2hXFwZ8S1AHfcj78dXEjDQBQn7Cnxfr+fAEAssFtaWtLa2lpYn9FqtfTFF1+oWq3qhRde0O/+7u/q0qVLAYSO4zykpE2h7hbD68GfB+78JsMWG2APushMAO6QbVzu51k4zzgxjh58+7zzIMNBKUSKbwPOeGDH2dXl8uXLY8mOOQARMDk5GWqUkYvrm88DDzR4LWZIYYX98+4/nNlzJ8p1fc66ox8ViDtp4jXf7p8oI0C2KysrunXr1liyY9c+l6EHXTy3L+QEkErDM2sAWF5KRBmKL36P2V/mja9nQ14ezMRAEubbgw8a3/f1QAS3bLGMPs7NzY29GJzzGVKplPb29sLhaWSbfM2Er01BR92+EZy4X+F50QWYa2TGZ2CvndVmi1OCEbJi2AIWxbNb2OTkyVpRACIBYKFQCHMawoXACkA9TqNf0jAAc8LRfbfPJSdw0TOfW/7jdgrZYuMdpzj5zP/4aDYkcoKOcyMYe0lhfZ1nwSWF8h/0kL+fFyzHjU0zHj9+HJ6z3W4nyuac6GF+4CcIft32ICu3a/gbD8akZDZ7amoqZGnQEa4PlvAgmk1X8CsxGcpnO52OcrlcOHxXUsCNZEOepz13oMG+99Rhjkrr00Fp6BgweLzv2z3GLK8zXM5uMsHjiRSniRGoNDwxka09+T5pQEkJw4ijqNfr2t/fVyqVUrlc1ne+8x2tra0pk8mEWsDTtlarpXq9rp///OdB8TG8Gxsb2tnZCQeDAZynpk4Ot6lUKiqVSiFSpt/I2h1pnC1C/kT+bAlXq9XCWFBagdw9YvbgzIEljBnOYnFxMRgYHA7ODQMdj/XzNiaDZ3Y8g8J1mbyxofIszbMMJL8dILuRmJ6eDtvZetmCg5JRAR99RZ4ABz+jwEEjcvXrj8p2PE+7dOlSYtc0z/ZgVHysGCN3gjByforoqH4jV14jMKJ0gPnPXGNu1mq1xH7huVxOt2/f1q1bt7S6uqpyuRwWPObzec3PzwfZpVInJRLXrl3T8fGxLl++nDixnT6O03guZ81xdABgAIyUZEMZZ3dmzmK54/Ndyzyo9LpaLwmKd3TyINGdOeuOaBAMXv6AjhFgT05Ohp1wrl27prW1tbFkFwezNGTle/8z5+IdzyQlnDCv+zPzujOGXgLiwRn/xzZgVL89yOD77mccFPHZTCYTdHt9fV03b94cS3aUg1GOhA0hIGeb22KxmMi4UUrG3PDsB/11UsPL4nyM8OXoJ8FiOj1cx+Dj4XM7xgLui50IJFiEWPCgen5+Xi+//PJYssNvMtcoZ8LuNZvNhD+Lywnpm7/ueokN6HaHdfL4PdZdeFAIacTcAwjyvjQsU8LvgHt8DSB65WtMvIqEgIo+jis7v2dMdIwiap3cQHbup52ociKGzxUKhTAuzWYz9APb5eXbg8Fw0T3zgvkKHq1UKgm7i5y8JEgakqc8l8vgtO21115Tr9fTw4cPtbu7q+PjY9Xr9RAAgjsYrxgveADrMnN5gQn4H3nH48AZGcgFYsf12UlOJ1HdVsdzIp1Oh53/JiYmVK1Wtbu7q3w+r0qlooWFhefTsecV6vr6uvr9vj799FNtbW3p6OhItVotKAcPiVGENfBJBGtG84ksDbficpbNozycCewAwuj1hvvYMyBHR0fhpEYG0ZULZUXZYVY4qG9xcVHf/va39dprrymXy6lUKo0daBwdHel//+//rcePH2ttbS0otW8xWS6X1e/3w+nqDDgnOWYymRBwUCsHGGXiePbi+Pg47O+M4cDROluP0vE9vgt75tf0sphOp6NGo6FqtarvfOc7YYKjpF6uNCpIfN7mSk+Ls2OeXkQH/DUPoJydd4bd2Xj/HPeC6fNrej2jB61+DXSMSe71ruizM2zI2Q+XHAcwX716NWy7ST+8xnwwGAQQzdh4vTpsN3Lx8cN4SUOnJyXBrgfwpJgPDg50cHAQdqOp1WoaDAZaXFzU9773Pf3BH/xB2IGFZyfQ44wNB5qclOtZBy99G7e5k/Pg1Zkp5EPg6EAWRhJggg5R1uKO0gMSwBz3jNn5uJTUAR4sZLwWBhKB6xFEEmz6Nr08w9LS0tgH9rlD5PlhvHndAZdnFTnk052sM6Q4XK7pZQP+OnML/yEN7YfrBp/1wMcZTt/CGrm6n/FAjaD0+vXrY+92FgeUXn7hWa96vR7WOKAXBFjYIw9SPfjCDnnGzxfGQnRIQ/DluuhZUidS+B/759k/iEnPhIATKK+dmpoKu7ON0xgTtsk+OjoKvpxxdVLSgTT6x7O63jj4c0KJrAXYAGad5t/3DDy/IVzYCnt3dzese+V7XmbK/8i52+2GkjOyHmc5+6bf7ycW0OMn/DM+t9yno6MuHycoY3JEUlgkXSgUQrDkmSXXN9ZRON5Bz/b391WtVrW0tBTGmeoCrzCg34wd/cK2j7OGdG1tTeVyWZ999pnu37+vhw8fhuAZXWfMeJ6YVPGMkds0aZjh9qyGy5a/uRaB7dTUVMiWeQDphD9jAdnDNf195NdqtcL9OByXDMfzZr5PdY7G8vJyWBjSbDYT7C6Ok8WFnlpGaf2zksJA8D/gNF7vMbLj/y/YQRjcHyWLF3LSnOmDlYdhGQxO6h5v3bqll156SUtLSyqXy+H04nEXg3/44YeB+Y/LVkqlkmZmZpTP54NscTCkfI+OjsKhgQQdCwsLIWMgDRXHwX4MYpmoMFTOpErDQxEZO3dyHpixLeTOzo4Gg0HYc99Bt7NfDj7GaRgbxposh1+X+3JPB8lx1seNDM8G++HMDYYAEBSzp7wXZyxi54SB8aAZ48fEZptTZOiL48bZ7SybzeqFF14IB9zFjl5S0DVk6KDBDRjG0kGvs8te6uHggyCDw9Dq9XrIYhwdHWl5eVmvv/663nrrLb355ptaX18Pzzw5ebJdIwGEs9vcE0cUG10v+RinAfQpEeM6bItITTUZm1HlA4wn4ywN1zX5uhmAJQ7IrxWDR64BoHNnih66c2duY2uwt4Bm5gPlHNRDr6+vJw5zOk3j2dAZZ8UKhYL29vZCiZx0wsbH8406YF9bgk4QbHhQByBGNm4LaS4Ht3ceJPvnkQ3fQefcKRMcDgYnJRypVEp37twZG/AB3vL5/FNgod8/OcyrWq0GGWATsUeAbQ+8fN54YOsg0fXO5RHbSnQXm4DuuU1BB5Avax6ZE8wBtx/I+fbt2yqXy2PJjswYdtNLVLyKAXk5MeZZCvwlP2QYeD73FcjVy6R4Flh0fJATLq7DzGV2tsQOALq5HnMZMkIaAuaJiYmw7fo4DT/va3MA4I6XGC/ujb1zYOzBybP+dpzCGjXfpGEUPnRb55kTSGaXB80zA3xPGm6sw9wYN9Ag0y4Nq0Pq9bpyuVw4c4u5BUZwrOnEHv1FjthzbKmXhzIvkUlMGvnieSe6/FgHxx9xMMj/lKlycCmHdUsnOn/p0qXnJgaeO9CYnDxZ/H3lyhUNBoOwrRVKQGoeJQUQu8HkIfkNIyMNnbQfOuWRm6TEZPDI1oXIdx2wc31nnj0lPjU1pXK5rEqlEqLU2dlZLS8v68qVKyqXy8FgjdO+/PJL9Xq9oAj0t1KpBGfnaxCYFL1eL3Eyo9ce+iF2Mfvijhtj4Qv1HOzGoJfxdHDpjqbdbodMxt7enl5//XVdunRJksJJqg7OkP24zfWGAMmdgwMzJqFnIqRhZowFgi4nB688O7+dwfaaT2dmfGI6uMG40Te/nxtAB5HSMOBA1yYnJ8dilycnJ7W0tKQ33nhD9+7d0927dwMQ8cBrFCDH0LvjcB3wZ3Z5ObsKY8k2hOhMu91WsVjUu+++qx/96Ed65ZVXwjkJMMjUPzsYcpYaozoYDEuNPNvkxnmchrHm+X2BKcw1QSlzxUv4JD011k6GSMOyKX8+Bxauy7QYHHKd+PoQLjgzX7cBGOIZ0OXDw0Pt7u5qYmJC169fH3uXuPj5ceqMay6XC4QKhAa2G/vnpABtlD3xrLZnF31+8vn4NXferl8E+QBE12vffYzrsmNLvV7X9PS0Xn755bHKMCQFgODfZ33L8fFxODQ13qEMufFMXi4Rl9A5swoZ4M39pJNWTh4xxz2byVzgbw8mAFbYbL8G187n83rllVfGnrNUJqRSqbC+kWt76SxgPs5a4xdcR/CZyAI/gv/u9XqJbal9HjoBhg+FMJOUwD7Hxyc7ojUajVCm4tiHReCMIRlesg8eXI3TGA9sHPqDvOinB0jS04cKu32L11jFeuQ7TYERPaBHdmRguab3j+Cu2Wzq4OAg2BYpufU144etJDD0TP04VQPY6UKhoMuXL6tQKAR9A6uhN9hBsCeldPV6XXt7e6rVak/h4ZgwibGbByNO+qOnkDnuU/CfnlmJiTlsCSR8tVoN1Qi9Xk+VSkXz8/O6cePGc298caoD+2CmVlZWwsJmT5siDD7vzqTf7yfqPDHaHjXHzulZi3QYMEAGk8EXdbNdn4NtBBsDmmw2q5WVFS0sLIQBKRaLYU9kFHxclo/7EngxoADl4+PjENW7o8Ng+SJBgKgzLc74eloOxfR0HDJGsTyiBaB5TaCnH1ksSkYjn8/r+9//fqLUJc5cuMEdp7mzcjDmxpigEbk6q0c5CdeKMw3S0EkCGp1FYWzi/sfBRfzsMWvI2IxiHJG1/+1Oa1zQNzU1pYWFhVATu7OzoydPnoSMQpzB8DIcl6+XpNAndIf5zW9YEIwUJYnMqXfffVd/8id/otdee01XrlwJjJafTxLLMZav98PBsv/wTOM0f17mXDqdDhmNQqEQHBX653rpTLDLF5n5c7jTwHG4HLxMDWDM/IwXbLoTcsfPZyFyYgLn+PhYu7u7YVH92traU/P4eZs7bNdvgoxKpaJ+vx9q5p0MQA7OtLn98HF24OUO0jNc3mK5uPz9f7eB3Bdf5DXQ9KHX64VM3auvvqrLly+fiVhxfaJvZE6KxWIAIw5KYC/xAYAZ+gE5w7zluXyBtoM3bJP7CuxAzMa7njmDSvNF67znnwUnvPnmm1peXh47SANTcEBgqVQKxBi+g88Bcl2PnK2P5w5ydT/CmFCPDzHi48BnfA7GmYxGo6GZmRnVajXt7+8nAj3/HnKnP+VyOYBJJyrHbVR3sHg9Jpgcs7hegNWkYYYwnqP87xkEz0bOzs6G5wAP0TwgJKDDp7Oeg22hfcMJ+uK+FBvI3PIM4Di+wjMvbFBCwIYdiQNN92Ns/pPNZlUsFrWzs5M4VsGDDubzs7CO+2vsBn7VbR73Zp65jfa56Zu0sBQCH3jp0iVdv35da2trIaPzm9pzz2pnhAuFgq5evapCoRD2OGcSkAp1xQVouGLyGerZeGhf6+FsizP1zkQNBoOQmnVngjCZ7NQxZjIZlctllUqlYCRyuZzK5XLYmYNTcpeWllQqlQLYGDc1+dprr+njjz9OpEbr9XrIphBIwE4hM2dq3eAdHR2FZ3Z2j4mGYvM6jc965smNvwNiL7tw59/r9YJR/PM//3NdvXo1MAcOGnwyO6AYp8UOjfUpvOfsJ8/gAa+DPX47c4W+uSxiMIIB438W6Hlg507SmTAHi4AWB8+uz4yxpJC2HMf5ulxgWorFoi5duqRWq5VYiN1qtRKHcPF8GBoHxj4O6GGj0QiOALa8UqkE9n9+fl5XrlzRO++8o9u3b4eD4ZxxHRVQMFZxUOdz3UG6szJnAXtsJwkYa7fbmpycVLlcDjvGebbHwQGAWFLCYTp4dsfg77u9cwc1SiYOnPjxOeulDXwO8iV2PDs7O7p//75mZ2f11ltvaW5ubmzZ4ZCkJKvIZhqeafbx8vnjsvDg2wMq/9/nON/3+e2fBwDEmTl3tJISsmQ+ODhmHu/u7urJkycqFAr60Y9+FADgOA2mncwE5BOsdT6fD/7Bx9aDCmwUczFeg8V7LlvsPXKLn1NKEhGMmZNTbicdoNN33+aeQAn7sbi4qB/+8IehZG7c5vON7Dr67iBfGh6+B6hj3o4qxYx1zTMjnAMBYekL0iHgAO8edNHfvb29sIUtC4mZ956J5Dn8PDLPALJm8iwNgAngj4G6NCyz4vOML88V2xy3Y5IS+ua/ec/XjLrt86wEJA9+B2Irrgph7GL9cJKbsY0ze8/TWDfiJXus04kPynN/BD7ih2z+7OxswFa+bgXSw8lkxoGgEIKdMYLExqb5uryYaGJuehaDXVf5LKWvpVJJt27d0osvvhgSDs/TTjWrHQj4OoHt7W1Vq9Wwu5Mz7t1uN3FyNAGEAwQArx+8RbkQCu+DwuFmgB3SmBgTUkOewiIazuVyyufz4eAiX0jFvXK5nNbW1sJC006nE3acGaetrKxoe3s77KWNweWU9aWlpcSWhTgIjKEz4GyLCVvjE5a/kS1j5ix57Dwc8Dg74RMcgNnpdLS1taWNjQ29/vrrevvtt4OMeS76j8GG9R2XXY4ZOIwWk8YZj1FBBUGEs0Ru3NxZuwy9Th9WgOdzmcXO2rNLXNvLBPgO+ikld9LyxYuwNuOAZvpIkFMsFtXr9ZTNZpXP5zU3N6derxcOgGOHtmq1qmq1qq2tLbXbbc3Pz2thYSHUg8fOjmfMZrMhgGDNEfu8r6ysqFKpKJfLJbJrHiDG/Y4DPGcY4xpd9NTl685xHNnRP8YO5q1YLKpWq4WyBWdBfRyZZ7DJ7nQ9KOY+6EvsnJxMiMtPndV3oOyBCfL0DTp8W1vWf3U6Hb377ru6fv362Awf92OOkXFBDthcFuv67oU8D/rqQZs/F8/vgZbrUywXZO9MpzOCfN7JFpebpOCL4ozIwcGBtra2dHh4qD/7sz/TjRs3xpKZy87XxrkusFC3WCwG9pdNQ7ARXupDdtzJJJ4BnWRe8d1RpTdcD3s0Knh2vXSyymWLH6BvzWZTtVpN+Xxef/EXf6Fr166FvozTHLwPBgPt7e2FNY48B/rlpAiyYayddUYuvqZKSm7JnM/nE9t0o19xRsSxDr6bqpBKpaKNjQ2trq4qm80+5U9iX0+AwyJdTqX3xeinaQQz9LnVagVMlU4Py5UZY0gB8B1zJbY74An3yR7IeTnl3t5eIhCNA1z35+hxo9FQqVRStVpNlF75hhLuS5ArOuKb4DhRcRq58X0yWuBfxys+njy3lAx4BoNB8LX1el1PnjwJa+bwP17p4vol6ak5Tv88SMbuO3YCA0Bus4bIsQ5Zl2vXrqlUKml9fV2rq6uJUrXf1E5VOoWQCAAAH8vLy6pUKmq1WmH7Kz5PFgDBe72aBxD9/smBRwQrfId6SyZ8XAaEEfMo3x0WfSgWi8rlcuGHHU6I/AAOk5OTWlhYCDuvwGaehSEtFApaWVnRxx9/rHa7HUqw2Cu7Vqspm80GkIZz8CwBE4O0IYpAGhjH5EaQ5g7HHaj/5n1Pz5JxYivCra0tPXr0SDdv3tSf/umfhi13HUxJwwlINuMssvM+uiGLDZjXQLqjcPaFqB+nzWTjGZjEGG2MlMuNa6KLbsC8ny57Z+2lYd2wAwM34DhjDowcR34OVv1MDQ4+wshgqOlTJpPRtWvXwoF4UrL+OgZj9NcZPeYrbAuvx+DXHbGPtwcZ9NMdgTP9niF1B3WWhjP0xZGHh4eBlPCNARz0AwA8m+SBh2f2uIcHJZ7a9yDUHaHLLv7h/bhfbCGJjLCXR0dHevTokfb39/Xyyy/rW9/6lhYXF890BgnjiZ0GpKfT6bBTiTtQxtqZbpcNzZ/RS2E9AxEzsB5QuBN2Bt5lxd/x9wAxlALD/D58+FCNRkM/+MEP9Hu/93uan58/U4BL/9gtyW2JHxA5NTWlx48fq9frhY0JAH1uH+mz238PNLF1Hrjz2Xgu8fl4e1FpeHaLz1vIyMnJyQBG8CeNRkO7u7tKpVL68Y9/rG9961uanp4ea9OLUW0wOKly8PVLBF74R2RKcyyCTH0dQSwX9NHxDVUcni0bRYC5T6MUmd0hYZbBA3E5Gs8QZzMcOI8rMy//9IwtQSLz2oN75IC9Y+64f3S/xnckhVO+8cO+e+mzskpu7/h8o9F4ykc7+QKx5+sswQre33FkxriwviWbzT5FiPE51yPGkUY/JyYmVKlUNDs7q3q9HjIL2AYyTn4WEhUJ7jMZQ+wdPoBnd1zGvZ1gI7tIkqBcLmt5eVnZbFZXrlzRlStXEmP6m9qppMuAIEwHC0SnxWJRpVIpCMnXZWCo3TChoCiJp8twuH64iINoV04XsLMSg8EgpC6np6c1NzcXrgNI8cN5KK2iDvvg4CAx6cZpk5OTWllZ0f379/XgwYOw6AuHwkp+IseYUXRARvAVj4s7XPrqz+9skzMrbhh9LJBvt9tVo9HQ9va2tre39dJLL+nP//zPtbKyklh8hPyZ1EwCNxrjtPjZfYx9ovgE8qyH73x2fHxyYBVszcTERNgVyU8S9kAOeTnQQbYYE3dAMXvtbLun750p8v5zLQzIuM7Dgy1JCccQ9w0QOjU1pRs3boTMg6/PQa4YZs++SEo4ZP9Blzz9i1yf9bozZKP01vuAnXC5jgJKp2mATSc1eG1yclJzc3MhE8QzuB30cjf67qAam8NnyP564Mn85L6e7fQx8YDGHZuzx41GIxHwdLsnC2e3trb05MkTvfDCC/re974Xykd9Hdlpm4Mo5MEzpNNpVSqVwOYOBoOwxTGyjmv8uZYHCH7QF+CUg065J7bLA1Ve43UP9OIsE/IFWPM9FkU+efJE7XZb3/3ud/XHf/zHTwXm4zQnUjxz4ECFrc2lpxfn+vd8brgOYbN7vZ729/fV6XQS20fHazWchILx9Ozds/rB2ivkBmPaaDS0s7OjXC6nH//4x3rnnXfCac/o8LgtJkYob/WMgmeu0ClfQEymx32+b/UdE0JkM3h2skw0/JXrEp/1oM/LVqj3d9tPdYOUPIjWdxI6K6HH3AGjOYEZ/0Ai+q6FbrviOYsOScNdurgvRC9AmKDPwXB8DUgM/DaleP4s9J2A0rMLjA33G7c8mYY9m5mZUaFQUL1eD4FoHGigE55RxLd5hiCXy4UzejiCge/yTHHm0EkHSHdI60wmE/rpARw7/0nDbAs4kz7Mz89rcXFRCwsLevXVV7W8vJwYj9/UTi3dVCoV0ntMKh6MgS6VSomgAQcCM+QpMppHh36QCGwzE8sBDIrMoHMNjB7KynqIfr+vTCajiYmJ8AyUKEknylssFsMJnSgy743LVBHAXLt2TUdHR9rY2NDe3l4wqhgtFluj9G7wuQ4KGTP69M2ZJholOPF7yMsZY2dc2U1lc3NTBwcHCadKQOFpZSYMk94d0LigDxYOB+mL/HGMGDiejz65kyPqJ3uE3H09DIEG7EBcosO1Pf3rBt5lC/h1w+IAHL1Dz5yB8drXs+z+4z80AhwHCuvr61pfX08wGtIwG+mO04EkeugMdgxw0L04a+F9HHXNUc8z6n+3M9w71uXTNq4ZZ8f4yWazYd/2er2eWE8GEeMOFsdMvf1gcHIGSKFQCIw5i+qcicamOjgZRUDwuv/f6/XUaDTUbDYT6wsoW6lWq2q1Wrp8+bLeffddra+vK5/Pq1wuJ+qCx2kelJH5Zv5MT09raWlJ0vBUawKhOFhykOabC3B4Y79/UuYBMHOWEr1zGxcv5uY78Tzhuvgz7t9oNLS3txf2kf/93/99/fCHP9SVK1cCA8izj9N8XuC7HBxLCrKcmZnR5cuXtbOzE0CIs7pOuPV6vVAaOTV1chAs5ZJ+uJg0DPyd+MNGIhOfYz7ezF2qBTygYz1CrVbT2tqafvSjH4UM2uTkZAgYz0IOMKasq0qlUmFegVMA0oAk5oZnwnjNz0OQhgGkZ/G5t5fOSMMMBzpG9QQ+MZVKhSCF+1EG7sSqs9LHx8dB15G1P8+4pd1OWtDcrnqmwMkVZOKZEHSVucOzMve8CgCfUSgUAsDF1/tc8OCARlYR/fRqGSfXHCc6AeVge9T1n6c5keYlTtg11wVskBMhPrddT3jNz0rL5XKBBG02m5qdnQ3zXlKYQ17BQcWRryPxMfXM7fHxcdha2hMH+ITFxUWtrKxodXVVy8vLiUTB87Tn1kyv4ePBstls2PqRieILcpzx9h2WXAFiZpQJ5OssyDh4+YWzFgQbMYvFZylRckYMJQfMzczMhB8MAvsH+9Z147apqamwg1W/3w+nvDrDls1mE4bWmQIG1lle5OTOhefmM84mORvA8zBRUTgU+/DwUPV6PWx5+ad/+qd69913E2eJ+BoJjIPrgjPC4zb0wieM62EqdbLVIAbcs2X0jb76NT11yefjOseYAXPH4tmbOHPhIJhrxkx9DJTdITsTTNnTaVucIYizXOiOlFx05xlIB7UeOCEDN9w4FH9u5OSAnc97AD2q3/Fvl+2o4MSNOq+P2xh3ny9ecpFKpVQsFoODqNVqwQkzZlJy9ypJAQCxsBeW0g+qc5n5omUPNgAx2E9n77gvGWUcEzXdZPDS6bSuXLmimzdvhtpwTntlXp+luc7TP2m4TTo2Y2dnR6lUKvTN9Ytx7vV64RyWbvdkMxLmCJlqnh9/gC/y+eXBGn/HGeBer5c4mZszo1i7dHh4qLm5OX3rW9/Su+++qytXriSy7WfJ4AKyAGQETgRf6BU+6/j4OFGuxTyL7RWZhIODg7CmYHJyMnzX/ZvbQWfhIWH4jPtv/C+22Gv3O52O9vf31Wg0lEql9MYbb+idd97R22+/rUqlEnwGJV7jyg52H/aW56FqgHHxMWI+UyoYA1Bp6Hfw207+OaDt9XohqyYNgxICEmy720v6xzxHn91/QU74ej36zVpVfN64zeec4wl0we0MzfGH+ye3VT73AdkEteg3uo1vT6fTiZJrAlcwhT//r/M/joVoLlcvZz6L7FxvCCjoi+sdlSpO4mCDwID+bHFFhT/j1NRUyBhCVO3u7ib8AoFyPKe4p+Mo7AbBBQFGpVJRsVjU3NycisViWCLhO1mde6AhDaNTB1p+eqo0LGfyrcNGKQAP6FEoE8qBIMEAgI6Hi6NHvx7BDIocsxa+JR0LWNm/mj6z2w7XP0vjurOzs1pZWVE2m9Uvf/lLPX78OBgZ3xudAAtZuwyl5IE3yNL/5zdOlzFx4MR4OXsoKTCv7J38wgsv6I//+I915cqVBDtEn1BY7udgyOvnx20OUDHmTEw3Ev45Uo2e5sexYMzjk75pXFsagiUMpC8ARgZeT46u0BeuhaHm834NdJ77xWVAZ5EdzcfXS4HQ73w+H4ILd4IeWPNMyNv76PdxZ41u+ft+PfoSB0N+LWfvvB8eCFDqM4r1Pw+5uc1xEOf1uGz17SQLrKUDs0KhkCj9Qd5kPVz30N04O+IBiZM5g8EgnFuC7jcajXCaK/JkYd/t27dVKpVUKBSUzWZVLpcTJRpnkRvBpjQsGaSRFUKO+/v74Z6+UN3l1u12A9MLwOJaMcEUA2Vn8RyI03iPXZAgS6idr1armpycVKFQ0KVLl/Tqq6/qnXfe0crKSqj7HhWcj9OYFwRS6KCfrQP4Aoj6SeQsFKcvAFTmOSDB57nbH9c75BgTKIyNkzL40FQqFcAxZcecMzA3N6erV6/q5Zdf1tLSUvDL8W5M4zRsqz+v+z0v7ZSG2+8jZyl5crITndh45jL+w4kjH3tfX8MPvgc/zxhQOYDf8GwHY+JAdmZmRrlcLvgKSnTOQoTSv5jMcbIgzuTzGfCb20Vk7OQMz+dl6siI+e466bKVkqWA9IezgBhPx5n0hXNu4oAivu+4cnN9Yh2QY4IYizGO2BvHaOBpxzu+rsM3skCuvFcqlcLupWTKCGKPjo6CvfVrNBqNBMGczWa1trYWfAJnZExNTalYLKpcLoeNPOJg6Te1U+86hSBRbp8wzsLinFEMB/4OFBxwYLSkodFhEnj6yQUMy+MBjO/cEYM9QCPBi5eRHB0dBWPpoP08gAtKn0qd7IH95ptvKp/P61e/+pXq9bpmZmZCDayX1fiEYUI4oEIOPBtj5AeKuQzcyXJ9ggs/lGV+fl7f//739dJLL6lSqSQWiMb7bDNZXDdicHEW1sD7imNwoxMv3PaFUr5FG/tKe5TvQRKT0lOKcZDMa+ixTzQH194fd+zOtDig53p+SqrvnjGuzGge2IzKbsRANn5md5z8H98n7qc72jjT4GVW/roHRPwAWrmWyxe5eaB5Xo3xYo7wmgMGSmYoz/PvIgP66wvJ0VtvDrqQSXwQqsvS9cm3JeTn4OBA+/v7wWFNT0+Hg5auXbsWyjA4yZayqXG2evTG/MAe+5imUqngcKnVZp4MBoOQTY43BcnlcsG+wKJ71sV9Q2wHPKiOdRRGEBtIiVGz2Qx2eWFhQdlsVpVKRXfu3NGdO3dCkAGYchJuXH/h3+v3+yGo8p3n3E4gL0BgNpsNYx6XmNJiVtrnFq85Iw2ZRAMYMy8cgHrmvNvthm2tWdy6sLCg+fn5AGAAPr4z1LiNvjK3mGdx6TN4IpVKBTIxl8tJUpgn/O2VGDFZ5CQEz43MPZBwEjUmQ6hgcIDIe54p4LvYD8ae+zoOOKvsGFPsFv/zOQ9+kavbX/pM/z0TxBxxOXiZo2MVsjQuP6/+IHsExqOMP8ajjhs86PNg5Kyyczvn2x1jv3l+3zggnT5ZA+GZwjibgQxdbtwPv4Bv8jkMKcYOUvhJru3ksus0OwNil1OpVLCBhUIhse7qtO1U52ggWE+VetTFa24UGVSPbGNWl+u4QL2NAqyu3ChTzNTzmk8cSSNLFRg4BOm7Ong2ZJzmfaaP5XJZr732mlZWVvTFF1/o4cOH2t/fDywLfffJFJ8+6o7VI2kWlvnEZ2Jh3HEwBBcwI1evXtWdO3f0zjvvKJfLBQYFRh/D4ZkrFJ3FmB4kusMat8UAi2d28MAPhtDLCOISGAeq/rc3Jl5c/hIbSzdgDpikIWjm86RH45SuOyKeLc4EnqXFAMZbfG+Xt//vzmUUW+eGMA5C4mDJX/N56TKOAxEH/Xze0/Ku52cNarkGdo3sqaSE7fP+wTJ6Jo05c3h4GHZacvDg+hOTAsjRQZ3XIXN/zj+hXhmn22g0gvMtFAoqFApaXV3VlStXAmvV7/fDQr+FhYVENuMsOudj68wXc9aDTxYi49RYSM8OX4B/gguuBRBh/ONMBuDF7Y8TMZKCI/ZDqfADkkJdMls0X758Waurq1pcXEzogOvNWRsykp7e7Ycf/CYlY575JHOOLJ1B98Y1fE5LCiUqPl74LF6HVMIX7O3tBVa+UChobW1NS0tLunz5svL5fGKXR8A1+koGyzOq48rNA6PZ2Vn1+/1wxhc+lGfy4Mnl55miOAvtdp91iMgJ/fPF3fQLm4/OelYCOUoKZ2P1er3EVqasFcH/MuatVitUcZw18+0ElBOGzF+fb4714oCI5/Tx9O+AH/GByA+9c1vpu4LGeK7X6wV5UB7q2TfHSPHaXrclZ2k+39En5gl67H10/OEBHa8xt5lXbl88IOKz/O0yRre73W7Y9MYDC+SKzqFXyBm9A0eywVOlUkmsPeT7557RiCMqBI1jdCH5Q8eGw2vPXHCjGFIpuT+9ZyUcvPMb8OvX81IU7hsbXWm4pzGC9G0BnekYp9HHUYq/uroaTiF//PixvvjiC+3s7KjRaIRgyE+89DSlM088G/W4bMeZz+dDXaDv+kVdLEpz584dvf7667p8+bKKxaKy2WzYWjiTyST2hvZruGGRkiCRZz4PB+yOEAOFsYlTsc5AoWcYM0Agi/eY6AQozhDyPWcMYLTjtHo8FjGA9kDa3+d/B7IwW25MziI3B1rep/i6HkD43PQxHNUX7+Oo/vpr7tTj78QBTPxeLN+YLTyvwIzrowOeacVBxXXE1OBms1nV63XV63VJw924pqamQipbGtpBZOH6GZcg8tsBnwMbzww7myedbK29sLAQwN/8/HwooYGtZ3OHUQH3OHKjv6PYS1/oyfxhHP3Aql6vF3Y8yefzajQa4dRnZOc+CXLFd59xwgNf5aCQMgLmNJtE8P2VlRWtr6/rypUrmpubC6yeO+lnBdhnaQ6SHBTgC6ThNvM+9hMTE2FdIefYdLtd7e3thWfFjyJHJ6y63W5ia1fuCTD0UmdpeABgsVhUoVAItdzoHNmLOEvlh4O63p4l0HD5+65pBA7Ix+8Tl705TqBfviGG+z/mKYEC8xMfTBaKwBmy1VlsAmjG2IM7ZOOYhuwMO9ux4B2dOWvj3lzLAf6oLLcH7rHv8Pcc/ziWQ5c8cwSecIyJjCiDct/k/t5L/twnS8kTsLFJMdF12ub3J2OMryTYQDe8FN7t4qgAgmszJjT/nOMN5rCTD05mYvt4n4wLffJgUVLCRpdKJS0uLoZzuNgZzPvyPG0s9AzoZWEPtWY4t1hgTED/LoMQM5c+2VzQsVHl2gy2K5kbSgbF2QwMike5vOfGGIAeM7KnbTFI49mZNOx0VS6Xdf36dW1vb2tzc1N7e3thASQABeMeA3gACLvgSCdb7e3s7ISdA1CoQqEQttJdWVnRCy+8EOqz/ZRKADXjinEEeCMnn2yxko8KNs/SnCFlXJxRQdf8zAPfEchrdUexnNLobRJdxz396AyKT36/hhtrdNYDcTd2sbM9qyHkGsgJw+Tga1Tg7vf2Z3Egye9R3xnV55h88PnL+6OCFAdD/nl+u0P0+59F7+gnOkNQzi4vMKRempfNZkOATv2w6w272REg8Dw4JZhPdobyBX9xYOFZHOYn/ZGkcrmspaUlLS8vhy3H2a4wm82GIKNSqQTw5Lp7FuDi4+m74kgKwZmUzGBxzlEmkwn761PGSf3w4uLiU331gKHZbGpjY0OtVkvlclnFYjGhP26zfKdBgCm1/QsLC1pdXdXly5eDjLBtlI06oweA8Pl2Frk5MywpAULRQcAAusUC75mZmSA7+kPZl+/S4z5ROrHtDx48UK/XS5Q3eXDhpEo8l9PpdNhJbWFhQXNzcyqXy2Ebdw/MySQ5KKKdJViLSRxJyufzAfjzDPGulp6dRx5utx0Yuk9w/fU5zDwEGA8GwzJBdJVqBcgt97MOkgnOPOg4ODhQs9kMpV/nQRCMkqVXLzgg9eyCE8cepDmwjwllbAyBM1vO+2nt6DakoAcrgPo4UPPP0CdsjZdmegByVhl5gOWbGjmu9bUZPl88wMX2gzu98sJLqPiM+xf8Ot9zPMMYci+XFdd3faVvfIeMJEQZZd2nJVZOfWAfgqUzLIxqNBpBMVAEBO/sXVze5IwWn0PRXBlg0J1p5Brx4LthxslgIJxdwHCimL1e8gCk2KCehW2J+8hvjAqLDXO5nEqlki5duhSMM5Ek21WiYCgADMve3p6uXr2qy5cvq1Kp6MMPP9Tf/M3f6NatW/re976XiFoJNHCcjAO1rbFC4pioqcX4oAuMoYOKszreuDG20pANZaK444/Tju5cn8UGjMqc8T2cEe+T4mXiunF0QMV9fLcRz4x5eRb3cXk563LaFgNyB+XMNYwvAMCDLTeArr8xgPf3/B4eHEjDzQH8s6OCCg/6PaPDePmcRZ48w3kwo/4cXNcdG33C9klDgE8AggPl+wA6HKM7IYw3+uRroWI2mWCHZ6Q8kpbL5bS0tKRMJqNKpRIYZtiriYmTBcEs/l5cXEywXZ5mP0tD/s5GQqo4SHHQIp3oDRt0YI+c/YaRm52dlaRgB5nrlUolMMauCw7SIWQoKWI82F0F+zs/Px/KBTxDik+jLMFJh7PKjeYsreu/b9frdpfdlqQTm0G2mnVDgIhisZgoIfJMb6vV0traWgD//uN19pS2ENCmUicL0zmHA/1inLA9vgi11+uFw/yc8DvLnHU7hR2DvZWSO0sR5HhG1G2dl6w5JiFg8pKewWAQTtIuFArBP/M8lD7HgBN9dgYfO4I9Jqh2u0qps+MSzx6etXEtZ+B5/phccnkiO8cF/I1/Oz4+Doud0S0yFWARMq1OgLHhjJQ8e8RJhtjf8DeYh777WlK/5jhtFI5z4hPdI1jkvtJwcbxng3wnKPdt2G7mD/7FMQ421fXZcTCyQBcZn9jmO7YGD7KzLKW47oOet5060ECwRIY8dC6XSyzIgR1gQsasjw8QQnVHhPDilK8zf56Ci7MTPpF90aUzGb6oiiBDevp02/MAyg6+HYTST+QoKRgyB8bsPY8cmSSj2MFU6qQGtlAo6I//+I+VyWQS4NpLLNyZ+OsYCHd0XvfskwzW18vovormfeM5HTC7vvCcZKU8SKJ+1wMoxsDTiIA7r11nvNwQ8sNnPPhlwnuZDc/C2MFSYxh4/7wAH3/zvMjFQaaDefrtOst78fX8OZ1BcrnEZQtxH91B+OsuT7+3ExF8zuV5Xk6Xe8MaY5x9C+B0Oh1OhY13D3FmzW2UPw8lO+l0Wo8ePVKtVgvf90DY5cR3yT4WCgVlMhlls1mVSiWVy+WwqM+DO2rD8/m85ubmlE6f7JYV26SzBGoeZDgQwma744/1HdtBCRPv+YYdbvcBJpOTk7p//77q9XrY+jEO/t0ecA/AN5mUUqmkUqkU1hTEu9Khx15GGvu089I77oU+MTaetYLBpJwLeQP4AWPtdjtkouPs4PHxcTjTyXf08jnrAMmZW0AhwQlnQCAfwBH+W1KohCAg5JqxDT1tc7vKbwdK/X4/kHWDwSD4RMBdOn2yExoMOnL3IAD9dbCI3JGjk6n9fj+xrtK3XCYYloaklBNz2B3+x95sbW1pamoqnHkw6tnHbT4OyC+bzYZ1Up1OJ+iJ4w638x6cePDBs/j4ktXh/IdR88jxDr4KUsaJQbczvOc2ejAYhE0H/MDj8yCkPPDykmr6ISU3nUEm7kfIADmQ5zWCTX8u9wvuk2Of6I3P02e3qdhjDzQgVI6OjkIATeB92jbWgX2ehqFjfiiTfwZBu6NEUZ1BRYC872CW9/1vN0r8zcBwP3cw9IkIGgfM5PcSCElPDSLXPI/mIBe5eFaBFKqDUwddKIcD7niizczMhF1kaCg5zhgj6UDPgTfjOeq+yB1Z4gBHseDnJTvGHbkRLDqw8eABMMZ3MWyemcCBxMyIpy5d33wSonPu5OOAzye2OyDGhZ3GUqlU2HEsDvTO2mJDBKDDOXhA4XPGZUqLP+tjw72cPfb7x5/x+z2rcR0HIv6dODDy+XpWx+s2x5lr9IP7w9LBsGM7APq9Xi9kI7x58FKr1dTr9cI5FnFWiM+STZucPDmPAiYZ8FwsFhN71UvDRcWUE87MzOj4+DishfCGAzqvhszQf8bIbTJzyvWN8jMIglFBA31tNBphjCj55N7oDdfnHpT54BMoK/P55+PufsHBQuyDztrcpjth4yw4P5QxoI/4DkAD9hEi0Hf2ob+9Xi+cawLwkYZbEnuG2hlbbBn99XvTfM0RtgfwGq9ROktw67Lz8UA2vgaCAyzJaPEdAib0gQDEmXPHGbHdwnfwvp+pw3tkmZxdj0Ey9oBxiskzxvJZJMtZml+P++LjyejQD+waeEJSwqfE2TgHtjRsnPteX/vJ9ygzRZdSqeEht459YuzGuIDvvPwo9h/jtjgAkIZzh4ASjMn94vH2uRjrlWMGPudVQTyjV3VISV+LnN0G+zzx7BLXS6fTYcOCWq0W5Mq1T0smj7VGw5lDacjYUQ+PYNxgOmhyYSMcDI8zKVyDhbs85CiQ8yyF9tIsZ6RgGHxbOncybgDPs40C4byG4fEa0pgFd6WMP+OMKYqXyWQSbAD38+xRHAzGDi0GnIyNgxmcV7zo6Txl6Eae58ChetDgDBGOwwMk376TzwJmPOvjzptr4Iz4cfk7sPFxox8YOXe8BLhx1uM8A1x34j7e3sf4Pr8pAKC5wXM2LGbH/XPPChZozqp4oOcBJboWP6f35Tz1zu2L163zt69PI8B1pwaLxrxx24e9WlhYkDTcFc/1nfuho5OTkyqVSuGzXGNqaiqUdElJEMqC3XQ6HQ7zG2WPkN847Vn6xHh5iQ+NsfaSA2RHZscDZCeqHFCkUikVCoXEd3zuxWQT85c+x2VCPIMz+m6n/dligHvW5nZEUmDaySi7/fYNBhz4OXlFAzRyD3Y08kDDZUZWx2XoTDK2K85YMl6sj2g2m6HMS1IoM+Taz0M6PK/c4qCFeZTJZDQ3NxcCU+aNAzX65MBXUug3Z4R4pskrOAiukI0HHbF/ZdcowDAlKrzOGPNM7NDm88jbedg7t9nIk2BjMBguSHcCMi779Ywz882JM54JWeC7naThWQg6AMvYQp+DyIYgxW1rr9cLC/JZExOT2OfRPHNBia2U3PzES6PcfjgBLA3nMbbGq0icHHTs5XYsxueOy9wuSkmbS1+63W6wo41GQ7VaLbHDHe00Mhx/KyUlt70kzZJKDdONADMUDiPui9xiUO9GZxS44MeVj+/SHEB5FOegEENClI5gpSED+FWVAPmzxiw9xoqGA/Uffy53AM7yoXhu2PgeMnal9/u7I3Fm3sfbG59zMBQ7jfMEffx2Zo7xdHmwW00mkwnv++K1OOvgE5rr4BwpTZEUygP8cx48c+24v/z2lLkDVH/G83C6XGsU6HZjEwOlGKTx+VGBiRsz/6w7yBiExUAgvn+sbw62cCAx0PwqdC1u3kfq4Jl3fhAVTLM0ZC096CVb5tmxF154IbHRA8310Ut5+v1+Qncc9HFdGFHOz7h06ZImJye1vb2dWN8RBwTnwY6Okps0dGy+QYMDeV4DTHhmmc/Gtu/y5cu6dOlS4n6udw52YjDswAp9wkYgH3a2c2aZ+4wKMs4KYjwwZ94xxpySzFjD7HoW1uce10IXuD59pLwonvfOfDpby3O7v8AXu+zx80dHR+Ewy0qlolwul5BvbE/OCyzjB30Th3Q6HcAm4BiG3LMxyA0d8zN0IE3xDQ6s/YwBcFCr1UoQr8jGz0FwAM13WTvp2/S67Rglt/OSHfhIUmKeeRDu62tiYojv8awQvMidZ0RHsFEuB4KveH4ib3/fAxdIHrLJrIvj2WLZeZ/P0nwuEERLShDYEERuf/z+sV3ywAJ5e5Y7DiwcS9JGzUvH7JAuU1NTYUt07EGr1Qq7TMU+4rS2buxAw40YD0mdJhG3K4CzIW70iORwvAyUMyZeyhMbPz7jQQrCZwJgEDwVSZAxMTERzouIU37nHfV6i8FfDJrioCr+rANafj8rMIqdrl/XWQY+y2sOOhg7D2biIDAOkrjeecrMx4QJR0TvdfHOBFNK4vKir0xkdhbi+jgDSgvYJtizAW40eFY3iM6WeX04aXsv+8JIjgoKztocEHlw5AGSzy8H+m60aG7YfFxch9yoIfdRximeYy5/f8+ZcNffmJH/KoKMOPjh3rCQgBFKVbAzHlDibJ1tQ+b+Hq/58zNm7tA9YHYQw/zlO7lcTrlcTnNzc8rn86rVamq1WuF66J3P4/OUG83BUKxzThBgq73xOR8L5Mocd9Y+1gEHkg4I4j7yOkASsOKEGPdzhvWrkB398Wc9OjoKpW9+yJcHF+gc/wNofT2ElCzFGiVbB2UOPH1ecx1nbQGAXIPMWalUUjabHRkInRdIpnmfPTDlNT/VG9n6+KIvnkFjXlG5EW8+QubCD731YMz7wHoHP+ATOZB5JNA4PDzU48eP1Ww2lc/nE2s7GI+vwua5TJCHpFA94H32Hw/qkY+Tn8wnGrqCfhPMx74DPcd38hl/b3Z2VnNzc8pms6GfBLnpdDqx1i4G9+fVfL0nc4KjBnheD5iQI5+PyRUnTp2YcgyGL4oJmMFguLHBs8hhbBsHlWIPvOoizlaOY+vGCjR8cDyKY3GYGzMH7Jy+6g7Uo1xavEOQAxWfkA50cAAOaHAI7tjdmVBmQFrIwedX2UYBFzd0ziDhPBzE+2dcll5HymvekBeAN2ZPpdEnSDso4f7x9UfV/n0VBtBbDNCd8YVxJtAgoE2n0+EwJoyaG1MMHlsIdrvdUOeMEfDFpj4RnVXxAHFUkO2ggL+/CrDizXXF5wiyhCCIA6Y48I6DAL4fB6d89ll6EAcefg90zhlWdi7xffK/ah3zho5LT9fAYsd4fhyLA2kHgfEcxoZChDAe/h3k4RkeZ7gAj+l0OhzS56zr/v5+WPwN6IqDwPNssZ3AObodos8+B1y2ABzfsScmVFx2o4JpPjMqIPN7OVsL0ONz9GEUa/hVzNtRwT5lGW6/nfwhsCAAgRn29QjuZ7zvLrPYhns//LMOapyF9vKaycnJcAYJcoszcV9Fc7szGAwCM8sOXPH4xnaKZ3GZQKJi19EHwPXx8XFYE9hqtcLieuyDZzcA1bxfLpe1urqq9fV1FYvFcN9arRYWmbvcviq753rsft+zo74Zgh+Kyff5cYzGrl8+H/HZZDOofqF0DCw5GAx0cHAQ8Ao70XGtYrGoS5cuaW1tTeVyOcyFRqMRfL3f1/3TeTYfF35Tnoc+xAEGgZcHaO6T4+oQDzzAfGAWcC7XQ4djnMl9PYBm/YufD/Ms8nocW3fm0il+eyrL1104U+dMhjR01l5v546TawM0HKAD2ig/8UiZyUxaiPthnFm0zCT31+Og56tsDsp4/lHycuWg8Ywe/XLNWDG5lrPxGC2apzoxAjgrT32i/HHkzL2lr9YQ0twBIpc4LSspLJ4jiEBP0B8/RM0NEGPDhCTlLimhZ/Fzep9Ie8cH/hH8OsjyMfyq5OWAyOcRxsRrf70vMdvH9aTRi94dzPF9v/eoYNRl78Z0VF8Y369DbnHzAC2uaZeGgTo7SfkWlW4vfe7jfGBRY9nyWWdJPcjwwHViYiKwx3yHOuVRgd1X5XRHyc0dPs+FXXEH7PXebrfQqVgXY7JESgZzkhKEgpNN2DKuBenEdZ3oioOMr4OQcpAAcwt48gXLztjHvtSzqjT3Gw5wuE48H32DlngOSMODRj2jwS5njBdlXnEm+Ktu1P+TsSYwJXOAL/D5QCCBffZycICdr+uYnp5WoVDQ/Py8dnZ2QvlOsVgM5IGXS4E5+MzNmze1tramhYWF0I9araZarabBYLixxNdB4EnJzLITktgyfBi6RfNn43uObbyKggwwpcnlcllPnjwJPtIJJXw1OzQeHh6Gs4GuXr0azrthfrJTFtdyUu+rlBf9dbtM6RQ2CHn57m2OXz1wx4bFeA5bhv2k/Infjsfpl3/XN0TyMYnxqGdTziK7MwUaNDpCqYkbl3gBEHuq++soIIKP2Rx3UjErhULjVKXkuoYYjKO8HuwwWeL08tfR3GnSf2eo/Bm9dMLrJZ1h9u94YPbrAhKf1DFA5D3/zqjIXPp62WUHv86UuFN2pml/f197e3vBALBIkXp63+kLvTk8PNTs7Kzy+XxYzMt2pM5uewkPMkM+nJPgwEAaMjxuiL/qNgrgS8M0qjNYMTMzirV1IOfX8+uPCny5Tmy8YsbUwSBBIvca1Z+vs+G44jIGtzs4UuwgPz6XY4aKZ+czMUnAXPb1RDgYKVk2wndYjAv48b5+HY17PSvw9IAxJpawzwAcvuMghHu4M/XmskM2Dr49sPCMrmeq4pKur0t2o+aSLxZFV5z5REd4JunpU9LxH3FA5gGg6zakiwMf+oLMveSCEiN2u2o2m+E6XwcRxbN4MO46z1b8zJtsNhue3bOQAFtf1M288+19W61WOIOFgyIhuHyxueve1NSUrl+/rsuXL2t+fl7T09Oh4qNer2t/fz+cPQEp+nUGGjGR5sSFNJxzvv5JGpYHObaKCQLI4dnZWWWzWeVyubAtt6+39DMzDg4Owlkm6XRaly5d0tLSUtiSmoDu4OAgzG0/hI7n+qraKDuHfUdGZPsA+uibyxaZ9Xq98PxO0jC/JCVk5b4nDhRYZ+YYBZvBBgS+vTXf9euepZ1roDExMRHAG+kwZ6ckhWgqZpdGsWueYpeUMH6AI9+nms84K+XpzRjceflQHNF9nc0H0ssg4uaZBj6P8Y+DBK7rjjN2lMgt3jXEgaYHPO6sPGL3CfB1BxuxIeQ1tvCE7aMul8CJMcf4x8ww+sROJX4iMA7WryUppJZhIzgsywMS+uKG3BmKr7qNCggwTGRvnLX1vsUBLNdwh8S88uDT56brC2DbHZIbNwc1vrPSeTAsZ23+/CzQxcH6mrB43qBflAlIw/pkwI9/lvs4uGRMCGRgsWhODGCTae4Mv075xXoXB5S/zknjWxyguFy8RIDX3Z7x4/97gOZnQnkfvG++nuvr1jvXNc+cNZtNpdMn5z/0+/1wTkA8N1zOBGw0L8/zbKvX2TvYcH/ic57dG+P5Sb8I1r5u/+q6DpsMewwJwBkjbAcfb+CAfXIZYft5n7Iq9AN/c3BwEGSDrJBRpVLR/Py80ul0OO+Dqop6vR5AaSaTSey8+XU0J5r4iSss3HcQRHjQ7nKPAw3+Zg2Bvz4xMZEo5Wm325qamgp/DwYDlUolVSqVsI1/uVxOZJwmJycDwcdzfNXy83nqrzH3vKQJPArg940mIDfAKFzH52N8X5+fZBSdDINk4noEzr7TF9cAw8Q+6CztXAINOkn06JPJHYwz8nyeqJW0WFzH7ClrV1bAYSwEDEhcGuQKDDh09icG4l9388nnfWESx2sqHLx4usujW3cKDuAAKfH2frzvOyq5c/Z7xIDo62Ll4xYbPl7jAMnDw8NwvsD+/r6kYa14zLz4VnoYt0qlovX19RBgZDKZBLvgZRvOXPje4B7AUE7l7PZ5TebnbTGoc3YyHvdRZYxulGj+96i6UpeBZyZZtEeA4mV67sC4h4Oorxsse4uBa7wzEY3nZYtkXpOGKeujoyO1Wq1Qpwx7yfwEyMVOx8E3BARgh2tTLsKZEd7335bsYgcWl2X6wnrk4Fu2SkM7hLME5HimyPWEeehbmBLAYl/dN7meY3t/m/6Bfnkf0ul02NkIn8dz8iy+EQV6SDYDQMwcA2DH6xQdAPo6FWmYBSLI8F3EYJdZV+X693U2+u9rHOgL+lCv13V8fBwOcvRsjusV+uDYpN/vq1gsql6va2JiQtVqNbDv1Wo1BPqceN9sNtVutzU3N6fJyUlVKhVVKpWAhQChzHlnv79u2SE/5BYHHel0OgQFnu13rMI13H5DxHAgLgu5l5aWgr7u7u6GrYLRVexloVBQv98PAQebcHBGGKdx+/1/GyRyXG0B7pKGu66CF9ityrNmkJJOxqMfXJ97OJ4DW4PJKZ/FBsZbCeP/nXiQzi8DdC6BBs0jeQ8M+DsGEc4sSUPGF6VxgCEN0+UegcEm0ByYkAkByHAtB8cOBL8JgYaUPOvAAZcroX/P2b8YeDvbDlBxZ8x4OHNHQ8bILw5kRrGGX3eLQQH9AtTzHJwAvLu7m9g+EyPJ4nHfkaxcLuvKlSsqlUrqdruhFMCDwFifPBvizoG/fTcHNx5ft+6NChSdHPAgxMsw/HmdxYr1wOcbeua7f/m14+t6IIacPUj+bc9VmgebPjddDoPB8HwC77uf+zI5ebLHOzqLw+C7XrqBrHHG/PgZQDCFMbMV243fZnvW/elrbOc9k+HlG14e4e+7g5eGmTbPjqC76LH7FLebzrZ+U+TmYMMzhJ7hhjjhPWSFjCCVIF28FNZPH/dAxeu68ReAFu7hJSDo8KjdxL7OFpMc2H7KnyAhm81mQo4eoBHYIT/kSxZEOsEauVxOrVYr8cxkJPzU8fn5eU1OTmp5eTn8jT9GroyRl+r+NpqDZbdFExMnh+BCFHvJITYvJj/i0h5k2u12lcvltL+/H+YkeIOAmXEslUqamprS8vJyCE6k4XztdDoJP/PbCDK4/yhMxXOT7fBMg6+viM+vQL5eYjU9Pa1MJvNUNs6zIugz93b/jG47oXPePvZcAw2aT+h+f3gsO0YqXg/gYIxdHWLmXhoqEYAQIcVOQlI4kZHrsS1czLzG5T+/zeZOxNlaBwie9eA7Dvx9pwf/vC+UdnaGz3ja0cfEd2byfsaM4W/TCEpP74SEPmEMC4WClpeXdXx8rM3NTXU6nbCzFCnZbrerZrMZzt64c+eO7ty5E4DM/Py8CoVC4sA/B8HO+E1MTIS6Ud+2jwkfMxS/rebGh/7gTOKgwcc5LrfA+Up6Sod8fsYsCnPWGUIpeQCS9/O3DfRozi4yt5CV17/yusuZhanIGOeLXngtPMw+gAO9plSDz+K4/PRnKWkvkN03SY6erZaSvsMDM96Pa5h9IwfmINd1YOKy80X8PkZ8z3WOcXHf8duUXUyo+DlVXt7l7CZ+2Jl63nM/4wEY8nX5UBvv/iTePIUF3+iklxNxnd9mc/DrGVOCIey1pBCEePkrGULW3rluZbNZNRoNzczMKJvNql6vB8DLNSC1IBQuXbqk69evq1gsSlIIgNgiFwLity03t1++MYCkYI94Nh93aTjHIdlg7yFIIPEymYwKhYKKxWJi4TzZEvAaWafl5WW98MILKpfLkoYg3YM0Sb9VH+vzy+0wWAsZQeZ6WTdzGR2UhptVUO5HsEuQ8KxMONke7sd14gX9zP//TwQazsLTnC1xYcCGEDgcHx+HfaZRQEoJ4jIVr/n0+7kDAiQ6uHMH8k0JMrz5IMcAzI22gzJ/LZY/Ss3nnUGguTzoQ5zBkJLAMma/f1uNfsSZKYwi2wiur6+H3aO++OKLYPD29vbCRK9Wq2o2m6pUKnr55Ze1vLwcWCrWaqCnGDAH49LJGHlpVOywPTX6TQB8sWFJpYanODsb5AGwsyySEqDFdTEOemNGOdbdUXoYt2+CzKRkNs1BGIbfwWu73Q5y9UCLuQj45bo4BBwOoEca6jVZFEgV3xkHuY6S5zdBfqOCUGm40NGZcSmpG57xInCgeUmpNPQTyALZ4ew9wxhnGZ11/SYEGXFDnxhrlxk64BuzSE+fqeTzE9bY9YvStDjbjl9w2fi4efbIs1S/7RYHapISujEYDBIZRXSB0hMCAM7AYDcoyqI4j6BYLAZw2Gq1gs84OjoKTPzy8rLu3LmjxcXFRKlPs9kM2/D6WplvSnPZScnNRHyTAdct7BOEiNvJXC4Xsjz44V6vp52dHdXr9UAuI89isah8Pq/bt2/r6tWricy67/Ao/XaDDJrrXIyXCIjiCh4P1CDUJYVDg30NqKSAcZx45/gGcAg+xtdRSUpgw69KXl9ZoOFCczaKB3GnGBt22AUMFd+FFSbVk8lkglFAeX3tRpw5eVbZ0Te5IT9PXfok4jVXFpe3lFw470bWFZ/XHTg7K8j93LFgjL8JzZk4b2QWOAcDY0Sq9+DgICzCq9VqOjw81Pr6ut566y2trKzo4OBAs7OzKhQKwShgzJzZ8dIjDwA94HVG/5tQhuHNMxA039nMwUmsix6wu6OGifLzTeLA3plldM5fi0ulvkkyk562b/TVNwvw9DgOxQMAbB0BizTcCx05wv5hA0ft9oMN8Gwnv7+Jts6DC9c7Xy/Gb+a2+xVfgAtp4OWhbg/8oC5Yd2mYwYgzGZ4R8gDwm9DiwNHXnEBy+ParHojxmgf8NN+e3jdOoSRGUghsY91y+bqP8SDnm9Jch+Isqs+VmDyh/Al5EBx0u11ls9lwqOvExITu3bunfD6vdrut7e3tEGTkcjm9/PLLKpfLun37ti5fvhx8ArtzHR0dBWzzTWouN5+7NM+8oCfYP3QOmVMV0O12w46O2WxWi4uLOjw81NzcXFj7U61WVa/X1e12tbq6qsnJSb366qv69re/HYA3gZxvCvFN8bGj5CYNCQzPbHgJE7rp84p1p75VNDufYbfidWjYMHwJ9pUSOF+b+VXJ7CsJNGgOfOOH8IWyDjQkhQVqfM4FggBTqZQODg5C6hJnHg+OR88xYPkmKOGva7GBHjW5/RkcrCFXytUos0CxaYyBL5TztLkHJXFU/k1zIA5IKEHxOlImaDab1Y0bNzQxMaGf//zn6nZPDgcqFApaWVnRa6+9pjt37kg6WcA3Pz+vwWAQFux6TSWywbA6K8j7rsvS07vCfFOaAxga8ykeb9fFuAwlDk69lMhlF5+MHgcu3OebPlfj4NyNtjTc+MLZZ5wiJRU4DoCd7zLT7/d1cHCQyCg5qz8qeOG+/P6myi+2X+gQzhCHGxNGHoQy75DhzMxMgtTyslnXtTjIjQmyOMj9JrUYRMTPhh6gT+gMQUE+nw+2CX/AQl4+Q5mKB7LScMOVuCTKWVGX9zexOSD2jIsTkf4+pAG7vLG2r9vtKp/Ph9Ifdouanp7WwcGBNjc3dffu3QAA2SHpd3/3d/Xqq68G/ez3+yFLwsnW38SG3Fz3/PXYF6BLXhLJYvl0Oq1cLidpuIaF67ZaLe3v72tjY0PValW1Wk2Li4uqVCr6gz/4A/3BH/yBSqVSwIOUWn3TggxaPF/9tTjAJSBA53wexfaI18mk+TbIksLmNV5Si5/yioWv2talBt9US3DRLtpFu2gX7aJdtIt20S7aRfv/bPtmLU64aBftol20i3bRLtpFu2gX7aL9/0W7CDQu2kW7aBftol20i3bRLtpFu2jn3i4CjYt20S7aRbtoF+2iXbSLdtEu2rm3i0Djol20i3bRLtpFu2gX7aJdtIt27u0i0LhoF+2iXbSLdtEu2kW7aBftop17uwg0LtpFu2gX7aJdtIt20S7aRbto594uAo2LdtEu2kW7aBftol20i3bRLtq5t4tA46JdtIt20S7aRbtoF+2iXbSLdu7tItC4aBftol20i3bRLtpFu2gX7aKde7sINC7aRbtoF+2iXbSLdtEu2kW7aOfeLgKNi3bRLtpFu2gX7aJdtIt20S7aubeLQOOiXbSLdtEu2kW7aBftol20i3bubfJ5P/jo0aOnXhsMBhoMBkqlUhoMBuG1VCr11GckaWJiQul0Wr1eT8fHx+r3+0qlUpqentbU1FS4jl83lUqp3++r3+9rMBio1+uF9yYnJxOfkRT+59681u/31e12E9dOp9NKp9OJ7/hvfyba2tra84ostAcPHoyUHc/V7XYTz8P96Bt/T05Oqt/v6/DwUN1uN/QTufJMPM/R0ZEODw81MTGhqamp8LzIAJn1ej1J0uTkpNLpdELe6XRaExMTmpmZCffpdrvhx8d3lOy9Xb58+dSye/jw4VOv0Sfk1e/3dXx8nLgneuLydlnx/DwHn+Fzs7OzmpmZSYwH3+92uzo+Plav1wuvSQr6PDExEeTQ6/WCnGMZ+Tzx+4+S3/r6+qnktru7mxiLfr+vv/u7v9N//s//WX/zN3+jTCaj1157TT/+8Y/1+uuvq1QqKZPJKJfLBV3pdrvqdDqSpOnpaU1PT4fr9/v98PyuSzz/qPHn+dBR5B+//yz5IOdYVqM+S5ubmzuV3CTpb/7mb556jbnDc2O/ZmdnlcvllEqldHxh5igSAACoNElEQVR8HOZgt9tVu91Wp9MJMmK+zM7OanJyUr1eT71eL9i/o6MjNZtNHR0dKZ1Oq91ua2pqSvPz80qlUqrX6+p0Ojo8PFSj0VA+n9fMzIw2NjaUyWTC+Kyvr+vSpUtKp094pF6vp1arFe7H3Ha5ua2h/Yt/8S9OLbvY1qVSKWWzWc3MzKjRaOjBgwfa3NzUZ599pv/+3/+7PvnkE62trelb3/qWLl++rIWFBV27dk2XLl1SoVAI88XnK/MstpU838TERPhBBj6OPjfdz8RzXRrq+Sh95nrnZetGyW5qairY/W63G2z/xMSEZmdnQ795/m63G+QQ2xNspttCScGWxf6V7+Cb+WF+p1IpHR4e6vj4WN1uV9VqVdvb22q329rf31c2mw0+qFgsKp/Pq1Qq6cqVK5qZmUk851ll96tf/eqp13zOOq7A3yFf1y+XOTbq6OhI7XY7+OmJiYngb2ZnZ5XJZDQ5OamJiQlNT0+r3W7r4OAgyCu2oYwP/ej1euGe9AsfR/P+xz/ebt68eWrZ/fSnP33qtU6no263q5mZGS0uLmpyclKdTkdPnjzR5uZm0It2u62PP/5YH3zwgarVqiqVil599VVdunRJ5XJZS0tLKpfLmp6eDrKcnp5OYDf06ejoSPV6XY1GQ7Ozs8pms5KGcxBbCbbBFkxOTgZ84teMxz1u8Wtvv/32qeT2xRdfPPM9t7NgO8YTmwSOcJ/I35Ke0kFeA5ug2xMTEzo6OlKj0Qhz/OjoSP1+X1NTU5qamtJgMFCn0wmv47uKxWLw98gYe8DnmBeSnvotSS+88MJvlNVzBxqj2q8DRt5iwANAwRA4wAaw8HcMFh20xQPEvWIAEgMb3vfr45hckM8KNs6jueF2+bhM3Uk6IJiamgoK4O95Px3gxs7CFceDDr/vs0AczodrIlOM5rP6c17NHQKTDB3ycXUj0+/3gyz5rhsCDACOGkcSB7E4dkDj8fFxApT7fbgm+hcDmGeB6fhZz0Ne8Zj3ej3dvXtX9+7d03vvvacXXnhBP/7xj/X7v//7WlpaUrFYTIC14+NjHR8fB1l7gM7fyBY5AFji4NbHwAENMuZaowiHUfI6b/16lgzjYNHnpuuhAz8Mfq/XC/rZ7/dDAMGz8Jl2u61f/epX+vLLL8Nnstmsstms9vb2VCgUtLq6Kkna3NzUzMyMZmZm1Gw2VSqVtLS0pH6/r/39fRUKBeXzeU1NTUk60UdAuAc9LlfAza/TyXFbKpXSzMyMyuWyOp2O5ubmVKlU1G639f7776vT6ajZbOrWrVvBP+RyuRA8oQvdble1Wk3ValX1ej0AjVwup9nZ2RAwS0roHbrojtxBqJMEyCi2G+4LXHZfdfOgwO8dAwAngtyPOoBgnNELiCtk0W63w0+v11Mmk1GpVAoAHPkcHR2Fv7GFnU5HnU4n2IudnZ2go5ISn4PU8mc8z+b+PCaWXI7YNV4DqDnhdnh4GPTMwSz3GUWQpNPpEFS4LSUw4/puS/0abmvdP7uujsJI59W4fq/XC+PVbrfV7/c1PT2tbrerg4ODoFNbW1u6e/eu1tbWNDU1pXw+Hz53eHioWq2mo6Oj8OySlMvlND8/r9nZ2XBt5j46488vKbwPOdNqtXR4eBiCPmwY5Chj7IH3s/DWecjMry0NsYgHFP5Z13vmF3P1+Pg42L/j4+MQpLk9ODo6CqQVfqjb7QZiKZPJBH05OjpSq9UK+uZ4h2BocnIyBIUQZe77GJPYB/6mNnagEQ/OKIDvxj0eVJ/QOBCfPD6xPBhhgvogOfh28OPMRWysn/Uc/vnf9Mzn0bhXHHwhB1gO/ndWKmbkJAWlAPyjOM7uuRz8/nGfuBYG2sGz/4yasLE+nFeLnT3P4KAhbg5e42yNy86zFBg9ScE5YQSOjo7CfRywMUHjQNEDMcbzedp5yRA5ra2taXV1VaVSSfV6XYeHh7p//7729/eVSqW0urqq2dlZDQYDZbPZhOHD+LnTxKDRV+6FDDH83gdJibnNez7f0P94/say+braKFvnwSkAxYHLxMSEcrmcut2ums1mcHp8h+swxo8fP9YXX3yhTz/9VP1+XzMzM5qamtLs7Kz6/b6azabu37+vjz/+WKVSSeVyWXt7e6rVaur1esrn80qn0yqXy2q1Wtrc3NT09HTivvGzxHOWcXAm9Tza8fGxZmZmNDk5qUwmo0wmo7m5Od24cUN3797VkydPwudarZY6nY42NjaUz+d16dKl0Le9vT19+eWX2tnZCY4UmQN8y+Wy3njjjZAFIhuA7cTWuX7F9iEe61G6Fge/XyXY8/vFvo152Ol0EoRSOp0OrC8gxH2LB8ZHR0c6ODjQzs5OyEgAjNCHQqGgSqWihYWFQK4Ui0WlUik1Gg3t7e1pd3dX1WpV+/v7ISuXy+WCDgIIDw4OlMlkTgVUTtti2x4TPTT0wLMfgGdsu2dzXYbIP/aHU1NTQd/BJegc7Hu73VY6nU4w8a6TPjdj/fSgJH6+82iAdPQGMAvOwu6jG5lMRvPz83r06JH29vY0OzurTqcTMpJOCGQymXDdg4MDNRoNlUolLS4uhoAjlUopk8loamoqgGGYeenEfqJLmUwmBILMAfAOoJxxf1Zm8qsINOKxif0fv5nLrm/ooF/XMwxHR0cBbzBP0SF8K3aPjKITNlS5SAp66n1Fx510cdm5v3teP3ymjAZCiP+OmQp3qB4M8PAwenzfoyxnsuL0fuwYEUAcqHiZjQ+aK5gbYwTsz3ReDFYMxpFX7FC8eRTs4BUn40GCpISC4IiRn5evubFy4ORBD0oWl8N4H2F6PMUZy+68mt/XdYn7eJbH7x8Hpy4PJmU6nQ5pcK6L4zg+Ptbh4WF4HXn4pET2AHSXn7OjboyeJZ/zAC9uGCQpk8kom81qfn5eu7u7IY2azWbV7Xb1P/7H/9DR0ZGuXbumcrmsUqkUQAW/kTuMy9HRUWCqYFKZc7CZMNOePsaB0D/XO+npzAb3dRvwVehX3OL5SOAFKOFZmEPoyfT0tGZnZ1WpVDQxMaFWqxUAjKTgSPr9vu7du6etrS0dHR0pm80GYJ5Op4NDZZ4/evRIu7u7mpiYULFYDGClUqlodXVVU1NTgUl0u+rBgxMzPl/5f1QZ1biy47qDwSBkaAAA5XJZL730UsIebW9va2ZmRv1+X7VaTfPz86pUKpqZmdGXX36pRqMR9AYASxlRr9dTtVrV//yf/1PXrl3TnTt3VC6XgwN2gsH/loY6xLUBVs8KNL7qNipT7+w3Y8W8cmKEv9GZTCaTIACw1a1WS/fv39fGxoYajUYAJZICqMNG7O/v6+7du6GkhcxRt9vV5uamdnd3VavV1G63NTExoUqlounp6RDsoKepVCroNv7nWUHAuO03BYbesC/u+weDQShVcTzA96emptTpdBL+g2sxxx0UQ9QR+AISIRMmJyfDfPWKixj8xX2OP3Mejefk9/Hxsdrtdug3dn1vby/M2X6/r7m5Oc3OzgZiZWdnR5J0eHgY/ADYy8t32u22tra2VK1Wdf36dVUqFR0dHYXyUvxMv98PMk2n06EklWtT3jaqVBm/43PC8dxXQRS4fjv2dRKZH8+2IF/GG/1wTOd+E1tGEMe1yU6k0+mgk34//DkZO0mJgEM6sa/T09M6PDwMJbvc17Opz9PGDjRGKXgMyp1tRvgedbnA+YyzCx7l8x2/LmAuTl86cJGG6c0YkMctVoY4iDoPZfTrOih2Wfp9PTiQlFgfMYrx9ciW73tEjcP3wAHlcweF83fWxY2l93VUwBczg+fVPPh8VnPD7IaeIAAwhrwoN/DSEZ/QZNQODw9DlsgdD9dFlp558mvQt1/n9EY967hy8uvCEq2vryuXyyXqPzHY/X5f//zP/6yHDx9qfX1dq6urmpubC1mx2dnZRDaD2n/Sq7VaTYeHh2q326EP6XRapVIp1GbncrlEuRvNdcqDlhgIPus5v+pgI2al4rkjndRgExy4/pGyJjDje6lUSh9//LH29vaC0cdxOhtK4EJ9bqVSUbVaVa1W0+zsrCSFEoV6va5sNquVlZVERmmU/sVlGbyP/p6n7Lxkwplad7iSlM1mdXBwIOkkMG42m7p3716C+aXfDvRwnpACjx8/1sHBgW7duqWlpaXEvPbrMBa+xgvgHoPgZ+nYeetebBtG9YXXYS9hKmE7eT7seUyyPHr0SPfv31ej0QjXdGKFkgt8sSQ1m01tbGyoVqsFEDIxMRGyGNLJHKDUygNxfg4PDwNg+SoDuBiXxD7DM8yORbBvXsbjgSngF38XE3F8ju9CPJDhITiElPCssfvsUc3HNNbH88In6AnBkINaL+dKpVLa3d3V4eFhmH+FQkETExOan59Xq9XS7u6url+/HsqvXO5c8/DwUM1mU41GQ61WSy+++KKy2WwCWLtvQJb4JAfMXlHgP+6nY3t3nrKjOQkVN+6PvUZ+ZH/AKfl8PtghbN3MzEyiNJGG/SK44DoEHI7v8K2Swro+tyejkgRTU1PBpzmZERNYv66NFWiMMnrxwLnh4jVXUmo1XQnc8Pv3icpido4JTdrcAxePgvmc/3aAzLXcGLsjGqWc4zQHJ0yymC3xCNjl4f3js86QY7w8cnVW3bM07jzcqHrqjsnsqUhP6zrz6brA9WJZnZcRpPm6nlFjF+snpT/pdDoYMiacGyccQeyYY8PhDoWghO8NBgO1Wq1QD0n2zhc+P09zPR23Oaijbrrb7QYgS2BweHioQqGgcrmsw8NDPXz4UA8ePFA+n1elUlEul9Pc3FyCmcLoHxwcJErOnIWnPCuVSumDDz7Q9evXdevWrbDQb9Tzelp2lB59lQDFm883d7TSMKD0H8rOKGVxhs3nMAHHxsaGNjc3JSnoZj6fD3OOdRuHh4ehVAE2GYCXSp2sZVhcXAy2jvIklxUgHIcfO+E40DhrWYtf1+0N84/sxtzcnIrFoh4+fKgnT56ExYmU5OXzeWUymUTQ5DaGee1EEuO0v7+vf/qnf9KdO3e0vr4eyjZ8XH1M8TE+T+OA3X/Hf8efP4+Go3cdZN4StBJsOinF2FJWAnteq9X06aefam9vLwG++/2T0pODg4NgGyAWAC6SwvUgXQiKC4VCKKECHE5NTalUKqnT6ajVaoXrFYvFc5XRqAaGcJDK66OIKl8z0ul0QukO2VqXf5y1dzLL7QOym56eDuMBWMNv4GdZ/4cNocWBLv334Py8muMtB5JOukkK83Zvb0/7+/vq90/KoOJMGZsCrK6uhudwxh6ZY9/29/fVaDS0vr6u+fl5FYvFp+QIeUemZTAYhE0x0E0P3OLKlGdla886bx2zEXh5gO9ELsSmj32xWNTMzIx2d3fD2owYxPNdgt1RlT/cF91gLrJBAX6E/uCzsYuOA7Ej2BqCHMbRbfJvaqcONGJAzMP4e/4+yucP50AUAOwLWpxhwEkRuToj5cL1VI4zEzFb7ZM1Bqfx36Oe56zNZYAiAhD8+s6i8OxxoBBHu0wiL2Hh87HjR040XqcvAHmiZPoAM4O8fxPA9+uftY0agziF5yDEQSIThAnOBPNgwo2AB3FeDgUbh35xXUAhmQ0CXWfMcCaj5DLK+Z2X3HiOQqGgpaUlTU5OqlQqqdlsKp1Oq1araXt7W7VaTeVyOTyDB0ypVCos8PM5yNz1rI47Rf7vdrt6+PChHj16pE8//VRvvPGGrl27Fq7jeuu2g7FxHfsq5PM88uP3swgUyJODg4NggzKZTNBJmKhut6u9vT3V63VlMpkQfHipDtdpNBpKpVJqtVph1ynmpIMoxi2bzerq1au6evXqUzaS5iDF9c5t7nnJFZAC4zY9PR2CB0q+FhcXde/ePW1ubobFoThaJ5O89pryCeYt+uK6l06ndXBwoPfee0+tVkt37txRLpdL9A27xzi6s/YStri0b1QAEuvKWZrrgoNU/p+cnFSz2Qxgn3npoBebg9z29/f1q1/9SvV6PQSyMJ4s/CQ72e12VSgUVCgUdHh4qGq1qoODg0RpD6CPuY8NTKfTarVaKhQKymazoe6+XC4rk8moXC6fOZB9nhaTUC4/7E0qlUqU9qBTgFhKQ12/AMcOan1cPOMWrxMAB+Ef8B/IbWpqKuhonA2XNBJDPcvnnrbFzwjIhDhhvdjs7KwuXbqkarWqjY0N7e/vq1qtqt/va3t7Ww8ePND09LTq9bparZZWVla0uLgYbBT+otvtant7O5TudbtdPXnyRNvb27p+/bpWVlZCwEcFgmO7Tqej/f39sOaHrDsZJp8/rg9fhc9wPwA+4m/uBznHxhWO2yhbhKSTFNamYM/iQFZSIBBcJ7xUnjWDs7OzOjw8DJmSdDqter0eynVjAhEs5GSOkxtO+jxPO1WgEStybGzdICLYGKzzOQAKExLF8yDDSyt4oJipd5Z9MBg8lT4DUHrAguDiwIQ+fhVBBo7KHbwPFmDEjYqDfAyjZ2SQIRGps1MYwHiSIWOXJ3J0g+i1p4AgPuPshgc7fh+XXRxEnbaNGhN/VoIx7gUw4bvIkvcw6hgknjPeXpgx4TP8eHYMXWSSEnyg07CzOBZ2AnKW6Ksyfi4/6YTVfu211/QP//AP2t/fD8Eji2+3trZUKpU0OzsbAit30Dgdng0dQn7oNrW6Huiij4eHh7p7964ePnyob33rW3r99dfDFrSMic9bBzEODL8Omf06nU2lhlnEiYmJEAggB2yMNCx3JNX/5MkTNZvNRPkeQSi6w1yHrYdF3t7eViqVCjuD1Wq1sPjUy10oYZmZmVG1WtWjR49GBtijWNHzkG38/cPDw5BVmZycVD6fVy6XU6FQ0MLCgi5duqS9vb0A8Pnt2UVe9/V6XgvPfbFR3Ovg4ED//M//rP39fb3++utaXFxMPDvXch9AVvfo6CjsgOO2zImbX/fcp20O9miePfYgnICL73m/ef58Pq9+v6+HDx/qiy++CMGFpAAePCPJGiFABXYUAI6MmI/Ubh8cHOjRo0ehdG17ezus8+p2u6pUKioWi1pbW1OlUjmXYOxZ8nPdxiZLw7VJ6A/z1xnoVqulwWAQGGBAWUykIBMnZWLQ5f4cJtqxTbzJCJnOwWAQspaOF2Ii1nXtrHqHbHg27BrlsbzGjm4TExNaX1/XF198ETYUOT4+VrVaVafTUS6X0/7+vmZmZtRqtfTo0SMVCgUVi8VEYOQglp2s2HVvZ2dH165d08LCQvBJ2AVn4PkuWw3zGUjRmHCJA7SztJh4YnxdDx0b+fa07ECGbeOz6C1ydzsF3vOgw3XHcQ4+mMCOjGI2mw1BNGXOrPFApnFywLN49Im1NM/Tzry97bMYRsAe4J/JjKAcQEjDre/iSN3ZiFhBfLLRD4wyzSe7T1CcuQcrMbCK23mAZWc7XBEBWR58eMmSR6weOROpsvCTe3mg5QwfTtivw7U9sPP+kgWQlAh8vGyE13wi+7XOMqlHfTcGnHyGnWuOjo5C+l9SWIMAi+Ssgwdu/tzI2wMRXxgel3LEUT7XdUDg2RY+81UB5hgMpVIpLS4u6uWXX9aHH36ofD6vRqMRmJV6va69vT3Nz88HnWNxPHrAvI1l5z8Odt1wuqFqNpv6v//3/+rRo0f6wQ9+EM59gMWOddWfI362rzLg8OZsGjLodDqJADOfz6vb7WpnZyekm93QA5b5vgezgBUYJRjEWq0W0tYsuM3lcrp27ZqOjo60sLCgb3/725qfn9fnn3+uvb09HRwcqFwuB+eby+WCM4qZstiOn3eQIQ2dIcFGoVAIZ7YsLS3p2rVr6vf7KhQKYYtM+kqQJiXXnHkAy/j4HIQJPT4+VqPR0KeffqqJiQndvn073MP1FfvAePq6EN47TznFLZ5HNL83v1kA6z7ESZZUKhV87t27d0OQ4TIji4G8/F5+PoaXFbXb7XDWS61WS7CirOnibJeFhQXlcrmQ4VteXn6mDz0rGeXy8xb7TOYhREqr1VKj0Qiy8jIpAgkIAjYfgNiShmW1se9wOTsjTZ9SqVQAfnyezAFnIqRSqTCHKXEd5V9dhuPKjYDL9Q984WtSCLo7nY4qlYouXbqkhw8fhhI6GPNCoRCyGgDSdruter0eSupcZn6fweBkhzmCjRs3buj69euBrPB57jvr9fv9xHlBPreRj+PL82iuc+7/aNzPz41h5zHmaq/XC/rodpmyZLJrZC/QGQIvabj9LVlYJwzIkoB7WLKA/AlOCHao2vBSenySN//Ob2qnCjRiUO+vuaHmdVckGiwUg++MPA/PNYjafMcDJqQv3vP7eV0cg44Ri7eK5bcbYACOR6VnVUyu6/KSnj7vAVBLYEbw4Z/1QCiOON0BP4txQwYxo+nMGKCp1WolStu4j6REKpMAMZb3eZRgcL841e7sIs8JKOE5mQjI1PfT9nFxQ+sO2+/tOuvGAICIw/H7xXrH59l1wzN5cXnQWUsLRs27weCknvU73/mO/tt/+2+Jw6bW19fDGRrsFgMQwTBms9kwxpRrwBo7cxSXfdB83QBO4csvv1StVtN3v/tdvfzyywlGJiYesB0eNH9VQcYoW8f/+XxektRoNNTpdIIc3AG4DKWTLM/BwYGePHmi3d1dNZvNBHB1W+kLemHofM/6QqEgSVpYWNC7776rubm5sI3o7du3g1z29/cDkMxms4Hdf/LkSbCXjFf8zOPK9dcFfgDSqakpFYtFZbPZsC6oVCopm82qWCzqxo0bWlxcVKvV0pMnT1Sv1xNnQMTsMXJ3XYltTyqVCmwp5WzXr18P61biUgF0jWCZOepzObZB59FGgWX65Oy4Zz2wRV6nTh33w4cP9dlnnyWyIr1eT41GQ/3+8EwEbJikxLkHHAwJ29lut7W7uxsAXTqdVqFQUKlU0q1bt/TGG2+E3dDwZ5999pk+/fRT1Wo1NZtNLS4uPsX+n0eQMaqhj8jEt55ttVphK19IUfcNyAqf4RkI7B7lkHHQHoNb7L403KXRM3zpdDpkUDi4TjqxmWQvfQMYrjsqI3nahr/yNYY8ZyaTCcw6ut9qtbS9va1ut6tyuRx+COI2NjaCj6MUD1zHs7OTFWtSvJoAgI0tpbTqypUrKhQKoUTUd1OjYZMHg4EWFxeDT3aM9VX4jVF4izEikIr9H8FVHAx5tYDjCscZlD46fpmZmQmYmSA23v7WgwO2GackGh/D2B8fH4dAhzngmT1pdEZ8VHvuQCMGdS5gN7iwkHTWt8lDoXBwcYTkwvA0IffxwXNQ7T88PN+LMwEODDGwceCE8M4r0PAUVyxDggl3XM7KxRPEgwgU0DMeDl48SBsVUMRy5H/PLnmWw0tbeBZS6jDYPJcb7bM4kd90Ha9Td3DhJ2NKSgDBVCoVjGq80NJZemTscveAMB4zggoHjc4c+PUYD89++NidVXajAAttdnY2GL5r166FH4w4c5XA0heBxWQA8+5ZrI7r22AweGqhPYsAf/KTn6jZbOr1119PZJ+QtdsKjKU79GcF1uO0GHB7MEA9K/XsvV4vgFF+T05Ohu09nQjY398PQYbv/IHOASRiZp00OmtqsAtTU1Mql8uBPTw6OgqlSDhzGEQypMViUe12W9Vq9SlSgnFxWzqu/Pyao2Q7MzMTToqWpEuXLunKlSvq9/u6dOmScrmcDg8Plclk9Pnnn4c98gEt0tMlr7FtZI5STktpzJdffhlA5+XLl0N2wMklaWg/nYgaFYydh537TY0sFODX2V/mq5cIdbsn287evXs3ZCax8ZxyTfkOOnd8fByymnt7e4GhRn/QWYKNubk5ra2t6caNG3rzzTf18ssvh1Ip+kyW78aNG6rVamFB/rPIiK+iuZ6T5fYyULfbfF4altL6mgLexw5KJ+MOW0zg4DjFv8P3fPMW/GmMRSinZCc5AknXT659FhmC03xeuT+ifwD4ZrMZ7seBotifTCajF154Qe12O2RffW6CJ+J1pA62mavdbjec1XL37t2EDydQ8TWD9B9bwVbLg8EgcTo74+pjPW57lp+NwT3zj4yV+wWIS8bfg0lJCZITW4YeecBOaXc6nQ5kFTrDdVxnCU4gEicnJ8MYP3nyJAQeTnh7RVJc4vnr2nMHGs9yGP6+AyUeGOPGgzlT78KNr/WsH1/HQXMAyaR3YELffFs9j8Q8IIoB33mk2jBo6XQ6RJjHx8fa398Phpw0PQ4EY+V7a8c/tFgx4xQ/1/PJ5UbeQR3pcr7jmR6uhcw8yCHooDlY+XWg9zc1D4AcvHimJQYCHkA6YJaGbBLyiJkndyC+hgi5epDlwMz7BXDEYDJZMQQsvMJ5wUL6szp4OWt2g+fjJ5fLaWlpSVtbW7p165b+7b/9t1pfX08A4q2tLW1ubmpvb0+NRkO9Xk/NZjPhLH1Bclx6Mcr5ueOWTk6GTafTYX3DT37yE9VqNf3e7/2estlssBMe5HmwBxCPA4KztnjuYKCZo41GIzh8B59kNgB+qVQqLMbd3d0NtfCwWYytA9xY1zkxm8W4kgK7XC6Xg7wJgji4z+1MtVqVJBWLxbAYd2pqSvv7+4m0vRM3Z5VlTIwwH3yP/NnZWS0uLiqdPjm/5tKlS4nxnZ2d1fz8vDqdjh49ehSYtbgU0YkZ5CkNM4/dblczMzOBud7d3Q0y6/V6un79unK5nFqtVng9Ln0hQPZSvhisnAc5wHXiAN3v61l4Pg8bTqnE7u5uWAuUy+XC+h0W3XJNSSHTVa/XQ5keffA1MOynv7+/r8FgoNXVVf3+7/++Xn/9dS0sLGh1dTUcRkfGpN/vhxIbNkvAHxI4uX84i691ucf2h7nq5SPMOwgB7Jhn/R0noGteAoWc8JWAQq/Q4G/uE7/OPEFHJyZOtjel7LfT6YStrNlxbFRQPG6LcQOlNk7g1ut1NRqNhG/k/CXk6htVlEqlIB/sJhkgxxdkqCUl1g8h+06no1KppOPjY927d0+9Xk+lUilsvLK4uKh8Ph/sKusUfH0DZUrcGzmetcXzHF/k6+sYdy/T9OyErxlCJ/y7kCsQbuiEB7/gMMc1sT/09YIQefQVv8QmDRsbG/rlL38ZDpplc4Rer6fV1dVAbLG74fO0UwcaMQjioTyadOPhIJDvx+DdlVoa7qzAvfxv/9+BpzsemqeKUQI3AgyaM2P+XX/WsxhA3zufUopGo6H79+/rhRde0Pz8fGDVqI3F+aN0MRPvzDgGcBRY5lndEHmJgIM2FC+WnYNLSSF1Sf2lH14Uy5DvUmp12ubgwY0ykT2Oa3p6OpT2MNHjtSTeJ0/nSkOW3D8bg1ppuBOI943X/fMecJBed+ORy+XCe8jUx4X7++/TtF8Hekqlkr7//e+rWCzqpZde0tWrV8MuGLOzs1peXtaVK1fUarVUrVb1xRdf6OHDh6H2n8XeMEfOksS/eSbXP4wmYJJgq91u6x//8R81NTWl3/md3wkBGWPvTCFj6c3HbVy58T0nQRzMUk7Ca+gQcsG++H7l0smaFBbNslgSZs7rvX3BMz/YL7ehmUxGly9fTpTo4UB8W2VKg2q1mrrdrlZWViQplAXV6/WwHsSZs7M0d3Rx1hQQ40AWYOL2A2A7GAy0vLysVqsVGDYnZNCxUaRGDGZmZ2dDHfPu7q4ePHgQFmayZsO3XKc5Y0qtcuwDz7O533Gddh0ElEHwYCPT6bQajYYeP36snZ2dRCBO1kZKluoBXKUh68l5N26/9vb2tLGxodnZWb311lv6wQ9+oMXFxVB2g6+YmZlRs9kMYBRASo05a+gg+FyG7r/HkZs3t/U85+HhYfD72CHW3XmZMn3zsin66GV2zH8IiVgfYiKK52NdJWV8yBjfxj0Y016vp729vTAu7rt57nHnroNfnglbwjqVycnJsNW2rxXgdz6f16VLl3Tp0qVwNkYul9OjR48SlRneTzCY+1zk68Fcu91WJpPR7u5uKKHKZrNhF6V8Ph/8qtuQwWAQyGVpWD0QbxQzLkkVf59+o+v48unp6WD/q9VqmLuegeC3+zb/28lh/A5rZ5nXcVkn9lYabt3tthncxFjjWz/44AP99V//tXZ3d1UsFgMp1u129cUXXyTW4bz11lt68803f6Osxtre1g25Tx4cR1xe407bB4ZrjErZuTJ6EMGPX5fPwSA78PZ+eMTnfXPGQVIC6I2KDk/bDg8PE6xwt9tVtVrV+++/r0uXLgXmDcfIxPfSCwyAA383NCifgz6PcuMxcFnHYNqZDDfWnl5mktA/3+XFxyge49M2z4rReCYcFmPOe870ATJwFJ7ZiINn/0FmLi8HnX4Pr531/nrw5ZkfB86ui37dODAap40KNrj37/3e7+nVV18NB/J5gMpcmJ6e1uLioq5du6YnT57ok08+0aeffhpS0qlUKsEcuaN1feN/1wsP8mZnZ0PA2Ol09Pd///eanZ3V22+/nbAvjK/L2ueDj+VZ5mtMakgnAAxWh8AIB+pkijsbmGPKCHxxcxyYwMZRpgYgBmxnMhnl8/lgP27evKmFhYUAVLyvOBVqwCuViqSTMjUO/+v3++HU7Li84SykijfPtDIeyGBiYrjTli+K5bPMcUoArl27pp2dnbDLEfOL+cPc4fs+B319GYROq9XSgwcPVCgUQtkAjDxAxO0jpUaewRolp/MIOnwspWR1gNv5VCoVAi/u2+l0VK1W1Ww21Wq1gn440SYlt+dGfpwCnMlkwgJUiC8OYBsMBnrrrbf07//9v1c+n9fOzk4IKAaDger1epA59pexIKDNZDKhhMSDjWfJ9Hma+xsnuLD/gGZq/93mMa7ua53MJLBj7GP84JUaPIPvIuS+z8kCsiMw2r7LF9kpAiHWZdVqNRUKhfB5l9dZ/AT9pRzJA6jp6WkVCgVVKpWwWx7lnDxTpVLRK6+8otXV1cQBrj/72c+0u7ubWIDMM7kPcD2Rhrbj6OhIOzs7mp+fT2Qjb9++HYgS9A+i0Ne4OpHo+InMx1lk5/PU/YVX2DCO1WpV9Xpdg8FJRYGv/UEO+AP6ju1HNlwzJrPigNP9EVkyXkev/cwncC9b2X/xxRfa39/XxsaGqtVqWN/X6XS0tbUV1gxlMhndvHnzuWR1qozGKKbHjS6C5X9azDQ6iHIg5YYivq8L01+Tkmxy3K84M+JG1RkbT08xAHE/xjWCTJB6vR4iTOocY8aDQA3QzsQA6MdgNJaFN99+k2d3Q4qyx8/nco4DF+6H0y4Wi4Hl80wM9esY1HGNYAzA6ZezIIPBINyPyHsUc+cTUdJT1+XagEcPgHkGL6tAjqMWdNF37uP3o38cREZJkgeMNAc247R4HiKXXC4XypO4L59Pp9Mhm4ChW1tb09zcnBYXF/XBBx+o2WwG2eJY0Lc4e+YkgDccAWU/AJtWq6W//du/VSaT0SuvvJIAwDg+l7Hrpc/3szheD+6d0fE5wzP0er1Q6sAptwDAdDodyp92dnbUbrc1MzMTduJh+1GeQRpuHep/O6jO5/O6detWQt4EOJRqAVrY0KFQKITA3LNpgEo2MRiXEBjVfMw8AOd5SqVSyFwgU9cfD0JYT+ELE+PyApoDa+wUf1OfD+hkcbikUMrF2gUPjpnn6IfrSpxRGXe+xt9zokRS+NvtFz6DgHFzczOAeF/gy2vYKuSMvWH+YG88UK7VauE08Js3b+rf/bt/p5dffjls/es7qUlKbE/sJINn5xgH9O68AjSXP3qDfvV6vbBBA3oOm+s+ytf9ObCL5Y68KOVz3+gb2SBr7L7L2eeub2YyGJxkoLArjGetVtP+/r7m5+eDnvqzjys3x0Fu6wDkXhLlO54NBgOtr6/r2rVrgenO5XKanJwMc+n999/X48ePg45wL4Il9MYD0na7rXa7HXQWYHt4eBi2YX/hhRfU6/W0s7MTyjGRd7FYDAf+tVotdbtdlUqlUDXCnHZyYhy5xfiSYMEDHjLM7PznlRbSsEoC/IwuEQA4rkbm7kvjzB3fI0DxOYb9TKVSYSMY+kyi4OWXX9Z7772njz76SPv7+4Gs6PV6ymazIdhcWFh4brmNdY6GGw8EDkjHiAHW/PPxD+85G4HRYwClZLDgIMIdFwL3wZeGjprJEx7cjJtvWxeDzXHTkd56vV4IMmAtSa/5FoWxDLwu15/LmULAEP8jO3ci/mzuQAnQXI4OCrhWDHZTqVRIoc7Nzeng4ECpVCrUOHN4DvL2RUinba4nbhBIg/vEi7M/cYCGccGwuyP0+yE3DgtyOfK3Ox8PdJFvPCaeVZOG2/A6iOTZ/CwY9GccuY1iCeNx5P7xvHJ50e9cLqfXXntNhUJB//iP/xi2xvWaUnfaPreRe3x/SYn1UciqVqvpJz/5icrlsq5evRoMbUxkxM7fWauzNA+0cfpOkODU0A8cKPObQ8AkhUCs3+8H9pzTkT37CwDzgJDP+NaFL774oq5cuRJ00W1ZvMsai9ZZB9bvn9Tp4+xZM9Rut9VqtZ5aR3PW5nMmJjMcvHkAIj29XmFqako3btxQo9EIu2Yx95wRd1vFcwwGyfOVYD/r9boePXqUWPA8Ozurubm5wChiV5y8YI54tjJmUM8iL+QR+wEyaV6jT7DZ7Xa1v78fzn+QFHbmAfhDcrlPIyiL/aY0zI5sb29rYmJCc3Nz+tM//VO98cYbIaBl62DKKCHKkIMHPalUKvyNLgJkfYvScZrPd9cdL0fkefF94JVYJsx7xhn75Vt5Amj5idlmz0BhXwn+fY754mj6gV5xbQJjiAQCtEwmk9jEYFys4niMfjCGx8fHgWgB4/EZxmxtbS0Ebw6UC4WCbty4Ea69sbGRCGpczu4bmU9TU1OBkGk2m5IUSsyePHmiy5cvB/zBRgPsmlgsFrW+vq6pqSltbm4G0qJerz+lK+PO2xjHesYTn8Z1PZPgJLL7TfQUO+TkkhMqTj7j7xxHIEdsmJNefAc/xDwm6Ot0OlpaWtLLL7+sX/ziF3rw4EE4D0U6KfkvlUrKZDJaXl4OOzD+pnZqbxIzU958YgK+fADjCJAJyQC5gUD5fDDjzIhfw99zZpAJ4wbDP+dOFQM06tm8H+PIjDq9vb294CjYvYP9oePAiu+yB7Xv/ONBhoNgFA3jhiN3NjbOBjj74t9HyR0AIFeuEZdTETFjdFBmUsKnbTyDA1UfXxYrjUpPu9F0h+PpWWTozAYy5bo8B+yhG0vPpDB2HtDGAbkv/Ge+eLkhjfS0B5unaaMcbxy885tn85/4Wg7krl27ppmZGf30pz9VrVYLjoHGnHSd9Ewar3tgyLWRd6/X09bWln7yk5/oX/2rf6WlpaVEYORBjPfXDf+4DZvgi7t9ESFgj9S2b1OYSp0cpscaCBbfejbSg3oPjHmueI91nmswONme+IUXXgiy7PV6YWEeTBaAgAwLJ0jPzc2p1+sFp53NZiUpOAtOgD8vwOwgzstOaD7+rqOxLiKXbDar1157LWwegPxgReN7oJPMLeauBzisQ+KU9o2NjbBVMDbDgbg7/VjvPDAfp8XZOPdLBJqAcidW2FiE0gzAoZ927b4yBkFehsHvTqejvb09PXr0SM1mU9euXdOPfvQjvfXWW2FxKPaQDBrED77Eg0HPKvE/88bXII7rY53Y8PUUZBJ810tKtp4FdOMAnoDObQ52yH2unwLu10LG7sc8oPB7+D2xQegEBAUllchNGma7xm18F78DGcFr6XQ6rJVw/EW/PHPjGJC1ZOjg1taWpGGJFr89UCM7IZ3YKM46gcRk+98nT55oaWkplAEhS/wHZGihUAgb1eCX8O9OgowjMycy/TqURzEnJYVSVk4DdzuFjfJr/jp/zD3RJS+PYszcrzJepVIpzFnGjD4NBic7ipHBIHA7ODgI+o79KZfL+va3v63V1dXnktVzBxpxhD7KWQLoXSA8fBw0OOBh4jsz54GGT3D6wv1c6b2vMbCJWV1nEPy+GANPv5/VgbALBydSU+/WaDS0sbGhWq2mbDYbSqZQIEAMRtoZfM9u+ATnWZylxsiNcuxxIBYbC2e53ZgzkekjTKwHQLAS/X4/sSPVaZo7J3SLukL2a0+lUom1GjhL3/3Hgy4HUoPB8DCdWIeow49LZlx3kZ/rJr9jMI0c/GwKv58HNb45wFmcr8uQv+NMBX12GXmAx/eQI8HG5OSk/uEf/iE4JQ+W0AN0KwZRHvS5Djq7eXx8rPv37+uf/umf9Id/+IehxMVZcPrGtX28z8KOTk5OJvY9n52dDcAcoDQqcCcLNjExEco0eJ9Fp4BXPue1tqzPYH6xiJDxun79ulZWVoJ+SUowUwQ8gEcPZA8ODgKj2u12w+YJ6XQ6lFA1Go3wDOM0HwfG1G2HB0Nuw7FXyD/+4XOFQkG3bt3SRx99FFheb9huJw6cyXOnyjU5F6BQKKharWp3d1crKysJAowfL3NwsIleMB7jyg5dAbSySNfBJ+MLmG82m6rVaiG7ALEFgJGSp4sjJ0mBZUf3yIjs7e2FM18ymYx++MMf6k/+5E8CEJUUZEkfkYuXfBAwszaIck3GI16vMa6PdRwQYxUHVWw64fbfSR9ec/3kM57ZcpzjhB9EgTTUB5exj4VnPqRhVtZ1Fx2FBU+lTkpe6vW6Wq1WOAOBtQDjNJ979Juglv5Lw4Pc2MHMfRv6w/UIzmdmZlQqlUKw0Wq1EtkvZ9cdGLN2yNdU1Wq1AJqPjo60tbWl3d1dzc/PJ4Lzfr8f5jQH69I/5i12kqCG9SanbR4cE9QiGym5sB3/zt88O4Gxl8HFPobXuSe6gL0gOJAU5Hl8fKxCoaDZ2dnEnMUngM243szMjDKZjPb395VOp3X9+nUtLS2FgzkHg5OsXKVS0e3bt/Xd735X5XL5ueR06jUasWD5GzAGuPRIzJ2/X8ubR/rxfVBkJqQDJb9HXOrkBprX43uPAkPSUBGcVR43Nfno0aOwu4tncGZnZ7W7u6uNjQ0tLS0F50406nXTRMGAkDiIcobEQVb8TFKSSfSImPF0doIWszee9nMD7EyOLxo7K0PqdY3Izus9JYVFtrBaGEzXVy9HQI4EgL6Dj9e/u3NGL72e1pvLjHv4ORQcdAcLw7XZZxuGh/t5ad1pWzzvfPw8iIybG2Sfs/57MBjo8uXLmpiY0N///d8H1sMZnpgs4PueOaTxN8bPg4b33ntPa2trevXVV4OBxQDHQYWXOo07X2mMn+/fTqBA/x1cokM8u5eEsducz1cH2YBKHKCzy2w9WigUdPPmTZXL5afO33DZAWzIgrLOAYcyOzsbsgKlUilx4CCLgM+y/aMDNcYmzh7SYlDFD+MYX0eSLl++LEn6+OOPA4HhwR5BXdwc/KAjZC13dnZULpc1MzOj7e1t5XI55fP5AHQ8axyPnTQMfj2zetrmAZI0PHvKiSAAGHb66OhIzWYz7AjkWY+JiYmwI5X7Ti8B4jvoDEHG9vZ2WNj94x//WP/hP/wHVSqVYPsdqDuox29KQ9aaDEmv1wvEGXpL8M04nDXQAH8AXNGlXC4XbIUfIufBqBNIMVEZ4xF/34ksD1YkhewDGQ/mAv7T54YHlb6TF76PsWcDA85DgQA5S4CLPhEkATohJchgpVLDOv84Ix2PIeM7NTWlhYUFdTodbWxshHs68HayF5nGlRboEfaMdW9LS0vBHnJfDqBjvjOmlK+nUqlweCjEz2lbTIJ4GVutVkscnul2gu9IQ9KTYA6dxBZAFsREt5MgHiT6RiKUWtFPcKTjGnQfDNfr9fTgwQP1ej3dunVLtVpNe3t72t3dDde7evWqvve974Xy3edppzqwzyeWAwcXnLOkDhgc9I8KQvxvBt2NmYOe+Ho+YPQhTmXxWgzIY6DuE8cBkQ/maRtK5Kl4QMne3p7u3r2rTCajSqWSeAbu77soeImGy8SddMxQoLBxdsdT1m7w4sCMvntNKf33YMzXJ2AcMerjys+ZLg/2fNy5D4AegwwT4rvw8Kw4Op/EBC/+42lR7gfb7LL28gSMmTsTZ8Kmpk5ORp6fnw/Grt8fLgz23YnOonfuIOP5Jw1LSuJgwo2gB1ruRJHZ+vq6Xn/9db3//vshs+HsMfLi+g5KHDzSkA/3gYn/f/6f/0erq6thEaT3I2Zr4yBmHLkxdqyLkBROQ2Y83XbFmcXBYBBS/ixGdVvEfIxrs33xLqCw2Wyq0+no9u3bYbtBAlYvXZROSAoWOrM/OiAC4OD1wV7iyhyhLGychv1GPxw8exAxyg/wfenpdXl+/XQ6ratXr4bD93zrRh/3eH1VTCJ5YN9ut8OOKrOzs9rc3AwyxlbQX/SBMYQ19Zr/cRr2bdS8dSIHIDo5eXL+BXpJkOhrdJCZryHyzU8ISPk5ODjQ/v5+WHf3R3/0R/qrv/orLSwshHkBAGReA+7pr5Mj+AMH14wB44bNxAaPKzv3+17uxhhJSszFGKTRf3wH/eS3z3tpaB89+EJXCBwIBri+Z+HcdsRMOOUtZAQIGtm9CTliI/xsmdM2iCUPwOkDmU4W/qdSqbB2ycfSgS+kqI8JZ+JcvXpVn3/+ecA1fNcDaV8bJSmBOwaDQSDqqAxJp082lnB7wXex4Z1OR+12O6w3IAtSq9USJW+naTHhEBO46IuXDfKczCEnRT0gYfzBfDyXV3bENtTLH32zIycX3Ma4XiKj7e1t7e3thZIzdjsjC/XGG2/olVde0a1bt04VnD13oOFggeaT1Cck78XANmYfPXKL04fxZ+P7OeD19/x/mOFRYCkOSkgDs/CKz8TlI+O0S5cuKZ1Oa2dnJ1zHF4p+9tln4YRfDDBKxmSNA5A4IHCA47KOA0KMAQYLUOfggOs4OJKUAMuSAisfA8lcLhccGGMxrgMm0IgnoDQ0kDgTmBdAmp9LwmRCLkT+9A9nEdeb+vNzH2e1+b7L5vj4OCzI5HvIydPl2WxWy8vLKhQKyufzwfjBxgFexgk2PCiPy+NcV54F5Dw4dB1CTq4flFH94he/0N7eXqJEjeeXkgt1Y6cISKOfPDeG9eHDh/qnf/onff/73w/fdzk5qPA+j9OQD2VrcdrZz1ogG4C9ccMP8wfIZ7tKZ3TpLzrnzJVnJ6anp8NWxAA7Ag4cu8sZ+eJwYLLcqe7u7gYWm3I+WNdx56uDN/rp88hLU2MfwVi67Y9tmNu4mzdvqtVq6fHjxwEcIn/0Bgfv/fOgzj+3t7ennZ2dQEhwyvrU1FRga5n/6J+XzJw1g8Yze312Op0OwQH3RLYEs9gjmHMAi2dd3U4CgAGVLAJtNBqq1WpqNBpKpVJ699139Z/+03/SzZs3EyV+Hhwzvl62h531AIQxjWvP0be4PPW0zdl0/LZjC2d6PSCQkgvv0Re+j07FG4/QZ8/A8hqBOlkmxlZSYk0fNkYaHqhG415TU1Pa2tpKlCsB+hk/nnNc2blPr9frYf3TzMxMOARUUsgSc46Gg3+yBjSeF3mQhVhaWtLu7m44Z4WAGb3hrBwpuT02enRwcBBK8CYmJsKWrCsrKwmSZDAYbuE6OXlywj07GrJZR0xOn7Y5keLPAMnY7w+3fHfiO66E8GDAbZxjVsbIyUG3DwQY2AnHJlLyDBHsHQGdpEBo/epXvwqHf6IbkIbvvPOO3n77bc3NzYWdC5+3nSqjgXD9f38QBOCAbhQ7isFzY+ogKHTu/03bOehhwGIQw3veLwYWY8h7/h0E6WlH+oixdGZonLa6uhqebWdnJzi3wWAQauI+/fRTzc3NaWVlJTwvA+zy4plQKOQWp9GcEXMWBkMaZ6bigM8dvfcHMABg4foY8EKhoF7vZMHp8fFx2IN5VJnR8zS+64BSGgY97ObFyaWwZLBYvksLRgcH4kwBkxk5erSOE4zr6HFu6Ahj4n1w/fagtd8/2Wd8c3MzGMK1tTVdvnxZi4uLIdPh9ZWnbT5XfQydEfHX+azPIWQTZwcBXdIJAF9ZWVG329Wnn34aAmrPkCH72CFyXz4Tz2Hv+89+9jPdvn07lGx5cOIlhfH4nbY5QPV5gU7RH99NDceLXChNItjlWVk75MEopAMAh/ePj4/D2Rfz8/PByTt49o0F6FMulwu7wACoAQduT7wsiHmWSp2UFPj6odO02Hb6mjG3nx4cuo450TTKqbp+5PN5vfjii6rX6+H0c5rbevctjE+/3w/gmICj2WzqyZMnYZ/4x48fK5/PB1DD/Adgenme+7JxgzTsK3rkQa6zxuhJvV4PpaJepuEH0vlcwm4Bgnmedrsd1nlUq1UdHx/r9u3b+tf/+l/rzp07Yc56EOiBvftmAhd0z32rL8ZnTAG0Z/WxPtaj/BsgHRKKccKOo7cEVM40e5mmPz+BEmCae5MdcjILWXA/ZMbnvWLA+93tnpy55X58YWFB6+vrYc7C7I9DSCFzMBLrwiQF/0hpFp/18734jV1CfsgHMAs5k8lktLKyoocPH0oaEmHYPCdf6BeEJfer1+vh4ELm7M2bN8N6FeTGtVm/Vq/Xw25/jk3jMzVOKzt03Ik4aUjeHh4eBn/uWMCxlAcbMQbDrvhuVe6TyAgiO74DyeVYGb3mfwLpo6OjsF6YksxGo6Ht7W09fvxYy8vL+p3f+R2trq4+leV7nnYq6cZZAGc1vcaLiep1y3zPwYoLk5847R4DNjdcDKgL11kxgDpKEINt77+Dcq8NxJF7/eVpGyfPcnT7/fv3g7HjhMsnT57o/fffDylGGn31Z2fnByY0RowWA1qXLeMUG7TYifukR5mdJYXBYLwdeMcgYtxJLCWZXsYIFvbo6Ej7+/uqVqtKpVI6ODhIpF3JZuCMpWE6mD56+t4BqhsLZxVdLs7cojcYFhwoz8776BpGGCeTTqd1//593bt3T9evX9etW7dUKBSeKo153hYTAe5wHXz5+zER4IySlDzRlWdg3s3MzOjq1avK5/P66KOPtLGxEWrMHeCNcoYYXtdF7y/X2d/f13vvvReYfQdjzn7HY3ja5owr+g3Q5PwbB/j02QNSr5P161D+QANokJr2/8kKplInJWqsG8hkMuEMFjKf/OYHBtRZZ0Al8pqdnVUulws7uXA2ijuncRs6EtuuUQSG6+OziCwnVVz/KpWK7ty5o5/97GeBifeAloCCPjiRAEj0NQKNRkN7e3vBd1BaAZngJRH0Ow6ixgV8BK6esXX/56QAO+9QChQDVXTM5weZDLdlkDQ7Ozva2tpSu93WlStXwg5TbMDgjXvE5JzbfUkJn0H/fd66/ZXOdiq4Z0vdNnlQz9yLy1boC8GC636/309sTw2hAT4ADJO9kRRq9bFD/reDQtbWuA93/+EZISotUqlUyGLNzc0plTpZM8FOd2eRn5RcW3l8fBx8q5c3sUiZ8cPG01/fyMSzMIwzFR5bW1uhvFMa+kjkNBgMQjk0Y4VP73Q6mp6eVqvVCj6T7BhjQsBL+dL/r71zbW7ruu73AkCKJO4kQVGUqIsl+RIldpwm08TTNm3S6bv2E/Q79n0/QSYvmzbJxB7HjmXZsigSBMG7COD/gvNsPGcLSkSQlv2fwZrhkMTlnLPXXtffWnvvpaWllBBhH5wYTEs5uI4eUAllvpETAA7GFRHpNccRbgmlghUxjgmRZa7FvZlHyHEYcSPJBfd6/PhxqmaQLAJAVKvVtPMjScjZ2dlE2/AqulBFw4ECDtEL1phgB3mDwSC1F+Q7KuUMiRijx0yAURlKZgTsZHcQyupEw4iakTEMMM/i9gcMOXQZBWaM165di+Xl5ahWq9Hr9eLp06cxGJz3RNMH9/nnn0ej0Yif//znhcPUbNi80N5b4jo4iiie/D2pJOfFVxFj52GUgusyDw7GbWgw5qVSKR3mYrTnsvzj+U5PT2N3dzfOzs5S9WJvby+63W6SPxbdY5hQXhszUAOcB84aBYKMyhoNYKwOpjAQ/NAPj4zh3OCdnwvDyXNwqu+7774bi4uLST6mJcuE0ZI8IMqrO/nrXMNJATwlMFtfX4+Ic1188uRJCqAdHPLbz2fjD5/9rNz7448/jocPHyaUDf4yPx7vtOiobQqtehh3B848s9uNbFcqlUpC0Pr9fkSM955nW2B0A4NPMLS/vx+7u7upzN9ut5OtyKsszKvPfeHzDvxw/O4Jnp+fj5WVlYRKOrCdhpAVy5b/d8JpxxwRL70+CQjhev69trYWb731Vvzxj38s+CPmyjbSfsc2kwD/6Ogodnd3Y3l5OV68eBHb29spsSV44VoABzjcy/CN8aBHEeMzKHiPgLVcLhc2mBiNxm0i3tnM60psAy2ntJ6wPe7Nmzfj7//+7+NHP/pR2royT+YjxgCQfbn9igMetr+1bYH/DsScLFyU8iQV0JA1UiTt+/v7qUpgO5zPQW7zIyIFz+gR7Tfc30k6QaWr+a5Ssn6QhN8AHwe8OV5ijUGlUomtra04ODhIG8jUarUol8vJ1kxD2DPiKqpi5XI5Dg4OUoWzUqkkefd88az8jS0xkOd5Wl9fTxU5gzS24cidwRr+J7A+PT0/Ofzjjz+O5eXlgly6fQjfjt8wSOsK00UI+8JvxpxXuu333YKZdxFgs9wKh502sMEz874TPctcDhJzD76DPj9//jweP34ce3t7hdgInfn5z38ejx49Ss/F+r+IeO01VRfa3pbJ7na78eTJk9TLhSMGoa9UKmlBIkgZfXMLCwvp5EiIsh+BrlEGIx4OIObn56Pdbken00mnVbKXfN5alRs+/naiwfgI5HleL/Kd1gg6wF9cXIwf/OAH0e12U58iJ2ru7e3FZ599FtVqNR4+fBhra2tpvATC8I0DXSKikPn6frzO/05aXhVMGq23MDJ+UD9ex2Aa+V1cXEyBDg58WgeMwRkOzw8a++KLL5KTGA6HcXBwUDgsCEdHgmMFt8G3IoLyRhR3r8EAurWFRMPBM+0CvA9qgjHIjTHGgntYPzg4DflYWloqlK5fl+wA+e2WPeY8T/Tz4M7OO69oIpcGGiqVSmxsbKRg6csvvyzIYY7++r5+doMFbtl7/vx5/OEPf4g7d+4kdMbz5Z9piR1dckTWLSGWtYjijmQRxR2rDGTYsRFUonfItE9xLpfP1zwB1KBnrPfAMeG4sK/Xrl1LPcnogvvo5+fno1qtFipXVEtdAbwoWX+c2NoO2TZDkxKUSeiy7QG8X1hYiNu3b0ev14uvv/660O/uJJDvOLmAr6xvqFQqaZ1CvV6Pfr+f+sJBag002LY6eJiGjMBSTSfR8LUPDw9TewvzTKAREYV1CAT/BFbwmuD18PAwnj17Fjs7O7G0tBTvvfde3Lt3L959992o1WqFRNbzyH0cGFE94h48k7+bn52ArCP70/KPZ0SmvEU0bbW0MhpgcnzgCojHTKLEmTTMD7sVOuFy0kosRNWaJIK4CHI742AwXieIn3nx4nzbYiogCwsLqZ9+cXExVQgugjCbqJCenZ2fFQRggV6QGKEvnkNvjOD4olKpRKvViohICRUVLbaSXVtbi16vl1oQK5VKskkkdcgv8kSyv7e3l1qlTk5O4vHjx3H//v3odDov6QIyaGTfa9eQl2nIgOP+/n5KHH1QZr59L+NFvpjjiEjr7jh7jMNWI4qAm/+GGLcB4Tz+RcaQ/a2trXjy5Ek6rNX2l61sP/roo2i324XKIO1wr9tie6FEgx7sL7/8Mp4+fZoE0wiUna8z2tyIOMtFyGAgAWGOUhDIeeeI+fn5qNfrsbKyEhsbGynxcMLh1iIWTxIoYgBYU9DtduPZs2ep53dubi5t73X79u24f//+67IskZGl0WgUa2tr0el00snQKHCr1Yqzs7P4+uuvIyJif38/1tbW0raCIDNO7sjgvd4g4uV2MiOteaBndM7ILC0g/FBOM4qM8fTR9gRY6+vrqZ9+WiOII+/1evHZZ5/Fn//85+j3+2lOSWxQXIKzPIgiafT4LEeWWwJB5At0gWTPyANyhbzxzA7CXXnCwdl4uvLGNXq9XvzpT3+Kzc3NVCWYhm+WLyPIr0J3+Y7fRy74LD82SowXPV9eXo633347Tk5OYmtrK82BUVnPja8fEQXdpY90bu58r/hPPvkk3n///bh//34B9XFbDOOdhvKknNdc3XKAxfwavfNOcwQ98BT75tYKvsc1HAQ1Go0ks/v7+ykIQBapknBf2zWX40FOCaK8wJLPc2r2ZdoJnHy5MmWnZzmDLJeWpUkVD/9ERDSbzXjw4EG8ePEinj17VkAImSvbx1fJXqVSiYODg7Td7bVr12J3dzf5FC969YJJ7O9lAClXDbAPrNGiFYpEBLQRmYQvzJ3lNA9MbNt7vV7qy37nnXfixo0b8fbbb8fy8vJLIEKeIPo1+JfbO37TjmM9AkH3XE0LEBgpRi9IpGivdbLFZ2wjiS2oKCCLtCpR/WFcVGKcbFhmCTDdUmX/C7iA/hFLvXjxIvGQk8CpdHa73RToR5wH8Z9//nksLy/HnTt3puKdKzGVSiUajUaq3LgTABk7Pj4urFti7lz5JRmnsk9CSRzZ7/dTUN3v9wtjihhvA4s8EHiT8HDQZrvdjsFgkCpXyKZb1fAL6BJnS/AZAIWLkn0k+pgn92xTTJXBybk7cBYWFhKoDR9IvLBz2HKqhE4mDB4ju/ax/I/MsSbj8ePHUSqVCnYN3Tk5OYlHjx7F+vp6uqafH8Drdei1E42zs7P4v//7v/jjH/+YMnuydRtGBubyPg8PObt0gMLnycqcnDgY5FoEvru7u/HVV1/F48ePo9VqxdraWmxsbKR90Z34RBR3Q2Es3W43vvjii/jDH/4QH3/8cZyenqaj1ukj/M///M/XZVeB7MgwbKurq/HVV1+l96jI8PlerxeHh4fx9ddfx8rKSqyvr6cqAcJiNCvfhtGoHrx08pGjtW454/ugeRg6MmxfF9kwKtXtdmNrayu++eab+OCDD+Jf//Vf4969e1PxLuK85ePTTz+NP/7xj9HtdpPScIgaf0MYP7easVNHuVxOCA1BiBEAnLRLkpARFfMUnlE65bt5gIMBxjATjHL40rVr1xIavbKyEu12O7XPTEMO2kmaPKY82MsrGA5S/J0cabYOOxBcWVmJR48exe9///tUlnXA42oLlNsPbAuoX6VSiZ2dnfjkk09iY2MjISqTtnqdNmghaWYxfr1eL9gQ2lZwBOied5jBUFuWcLDo1eLiYpJVgg1K/KzfGY1G6f6cNksCAegAeBIRaVcVo7N5EEoghXxyv9PT02g2m0mGp6E8AUDW7YAd8BukgncOZP2TV0Aixu2y8/Pne/XfunUr9ZZbFl0pJzGgvZegyjswbW9vx/r6etRqtdjb20vIIgGZW5GclF5mfYvbpAg2arVaoV2HoMo93gTNPBd8J+H0dtvI2MnJSdrK9vj4OO7cuRN3796Nzc3N2NzcLIAObi1xokpg6gptxHinIWQ7r0wS2INYs633ZbsGIs7ln93USLC5D9UWdJhnIR5x1RsZIQCFl7SAnZ2Nt2fFbzgxY15IqqjgIP9e/GyAzvwjiGRhOcnUyspKrK2txWg0Pp8HvzgtkSDi4/BPxBZ5ZdeVQsZPO42TRsbPZhTIBP7g+vXrafG85ZeAGsDQVTFarqjAUoHu9/vR6XTSNvUkE2xTzdpXfGFEJN1wvPS65GSUygW64qon8k9sBk/waf6Mdzp0XBYRqS3S3QFcF9nkO7mttU/a3t6Ozz77LLrdboxG5xsS4Vf82XL5fBtxVwuJj0jarryi8dVXX8XHH3+cDDgZTY5SwbR8W8OIYkCBkEaMt4j0++5Jg2ACAovxx6htb28nJhKE0k7lRbk2BAj53t5enJ2dpYrGW2+9FXfv3o2lpaV49uxZ1Gq1+OCDD16XXQVCcRGA09PTWFlZiXq9HkdHR4VypAMWL9b76quvotPpxIMHD6JeryeDBs9pj3BWi+LCNyM4fM/VpIhIBqPb7cbR0VEqbaIkNqooKN9hkfbz589ja2srPv300/jiiy9ibW0t7t69OxXvTk9P4y9/+Uv89re/jT/96U8xNzeXFr5hjH34XV4FwxCQvBLA5WhdjmBbwfMe25yP8IOFu3lfLsbbAbnXtrAl7Gg0ir29vYRG1mq12NnZicePH8f7779/Ib6ZH5OcN3OfB3UOGpCf/DP8HTHelja/N4ne9evXUyWU04shJyyuYkaMnRWvmacnJyfx1VdfxeHhYeF0a65j1HqaSho2hgAV4+rAxGgsgR76x9o1JxgYcoIIBzbwxMkVsrK0tBTNZvMlueY333E/P3vMI2MQc4neMC541Wg0km01unhR3jkZRf4sIwahnHDwHLZfeeXM98DucR9aNtvtdrLrBGcQ8wDaTdBJ+yK+ZHd3N7rdbtTr9dQuyiYcTh4hVySnbf/hesiI7Yt9rivKBCdOahkncsc2qwY7WK9wdHQU7XY7bt68GY1GIzY3N1MF3bbNSRWy6TZCJ4xO5pBzb6rChgokPwSMZ2dnU5/QzE5rn332WTpwzKci4wPyKrerz45lqF7kFWyDdNZJgmoHmtzXAbQX7zvhxhaALDuYjxi33c7NzaXDB7e3t1MlhLVrH3744VT8i4iUZDvI5X6AK/CJyoJ9LrbOcZvbTUej8WGZtVotIs5tFYkD/OL+8BoeASTxm8ouAJoXrpNceBteEsN+v19YhE9gfVFCz1+8eJHkm+eMKO4alQPt+FnLkJPWiCjIJO+hJyS88J258Rkmrl5g5548eRJff/11oV3coCvXPjg4iFqtFrdu3SroqpN3Ep/Xodf2Jp9++ml0u93EQLd82CHkh7VMahGJGAcECIyRIAfF/h0xDkCMjjpANOLX6/VSZpvvZ4whpH8QY8nK+uXl5bhx40ZsbW3F0dFRPHr0KDqdzuuyq0Dckwz29PQ0qtVqOqDPJbJc2ZjI4XAYX375ZXzzzTdx7969uHXrVgooaC8hQCBxYQ6MFuWIlPt3WVfDbibO9DHSGEqCdt43QjgajdLi97/85S/x3//93/Hhhx9O1Xb2/Pnz+M1vfhO/+c1vUgvD0dFRWrtAhcGbDTBmApHcsJfL5/2sDthcfeB6TnJRMLdjMEfMKfLlkjOGhETSjoqSspFDEKrT0/Pt5e7evVs4k+N1ycGYgzlXYZBNPg85uLMxdEk2/zxyaKQX/b9+/XqcnJzExx9/nAIPngXjDO+d8HIdG2X+fvr0aTx79iyuX7+exgCKhKzmCdDrklsYmI9arZaqZnmFkDF4I4zciPNM2CMHN0Y6HUDOz8/H9evXk5xjP92zS5KPjNvG2ubgQKz78Gs0GqXKDG0iy8vLU/EOnmDbJ5GrX7bhyESOnr8K5eb7JPOj0ShWVlZid3c3VYjcusV9XKHFbrmtAUf6/PnzWFlZiaWlpdjf34/V1dVkZ+x/rNeXSTTojadqgcxHjKvOgFAO+EgiGLP5gw4AYLGjGXae9S10Ady9ezetCcNHGnWPeHkhvUEL+xjbXfSb6x4eHiaQCLlFd6eh0WgUn3zySfzhD39IrUcg5+gE9tY+FdnxQm/vdATlCbN9oYPfiPFZGSQKripie0HbaTt2OyX67bgE0IH1Ik+fPo2nT5+maiYdGdMQybR5UCqVUntURBSAF1p9SKCcFGD3TNgz+Le0tBQbGxupmra5uZnO74iIFEzzTMg59+Ue2Gfk6+nTp4n3fmZ8K7623+8XPhMx3Q6FXM+Vp4ixTyUOc0KC/s7Pz6e2MnyNQRN0zgm/NxhwzGA/ZAAUHTw5OYmdnZ3Y2tpK5yVRKQJUI24mMTk+Po56vZ5OoSfJaTabiccX2eTntbX6+fPnhVLOyclJYa2DkWMHD87W/B6T4TKS0UyjzDZgMCRivAUak+iA2uVIlDg3vASVdmSl0nmLwosXL+Krr76KnZ2dGA6Hce/evanbCSg/WlEJeLknwQiOypks42cB2u9///vY3t6Ot99+O1ZXVwt8xqjlp9p6wT2OAcRzf38/LaomSTNibWQqR4EiohDE8z4nS5ZKpfjd734Xv/3tb9NhaxehXq8XH3/8cTx9+jQthPOBMbu7u+msDna7cMCCMyDI82FD8AAZQeby6prnAB7iWPO+W2TMlQCcDYppNJzrs3UhLS0HBwepjeV1+yBNzHMecHNPB+9+L0/w+ayrBv48/LCRywP8a9euRafTiW+++aZwiKMDF/hpuXJSnDszziB59913E0pmFNxI0UXJ8u9DP5mPg4OD5GB437x1AI0TcYtPxNg2+l7IE6BBrVZLJ1VbtgmgccQ5YBMRKaHBASLjtitcC7sDwj1toMwYbE/dusic5+j4X7uWq2lQ3uJnB10ul6PRaEStVot+v19INpwE5QAWyR4gAIEkto0g3q1CBtSgaQIWiKQJeXGQydhclQKlpM3BlQ77P4+T61PBWV5ejtXV1bh+/XrcuHEj1tbWkgz5zBhsI7LG2HPbZ39NsISt9aJcVwUInAi2pqGdnZ343e9+F19++WVUq9XodDoT7TTVRmwjz0gFA1uLzlERdHXOib6BGoNREeMA2yBARCTb79Y3nmMwGKQKPfxk/rBpbIYyGo1S5Y4tqqcht6pjL4iDIooLpd1+a2AJIMS2A59rXuH7SGKoQnQ6nZRUWJ7w0Q7Y4R2/ee3p06ext7cX1Wo1nQVkAJog2sG81xxclLAro9Eotra24vT0NGq1Wjqw2GNBVw8PD6NUKqXF4vnaQuJEnitPcIkD0Rm2o/U5JswZHSnPnj1LLYCeu9y+8r8TDrcgUiHiHq1W67V97IXgAzOBiWdwRtFgBJNgY+zWEwez+edtxDCYTJ4XKzqwQHCcHRJMOyN3OSvvz+O1+fn51Af4H//xH/H+++9PtfuPxwfiDw8IyO0MbXztlDEEjHl7ezsODg7i4cOHqQ2L0v5wOEyBK8LrbV/h5dnZ+V7ePukYhfQ8OEHyPBlhs2Pk/Wq1Gmtra/H555+/dKDW69IXX3yRAtTh8HxXk8XFxcL2e/DLqHCOvvGMlgHGYPn1eHFOVkq+ly+05Rokr6CiEePWQJyQDaargfRQYuRR5CdPnlyYb/DB8hNRTEDME3/G1Rqe1cgq188doBMnvzc3NxeNRiPu3LmT2vJcuXDyy/ddCaUa4N7vg4OD+OKLL9JCwlJpvAaFtoNpEw3Kwhhwl4vRA5e5mWe3ITnIcRIVMV4YCwAREQU7hDywdWXEeOEoKB6JhA/jYw6wG9gBVzK4HxsoEHDyeq4P0xDXIPlhXnPHmyevBlbyhMWJI9dxkOcAv9lsRqPRSAtE4ZvbmwiAHIhAw+H5mhlaLJA3eu7tSxx88+zTJhskGCQNtMNyDyrwBMseu/0DPhKfyGd5HZkAtCHZuHnzZqqSY/fsZ+0bnOBiey1/2DXmLmLc/oO/QQ+4Jno2Df3ud7+L//mf/4nt7e1YXV1NLUX4RK95cJLp9pKIcXsOvecGqwyWOlnCRtmOMS7mlDE6OeUz3N/oNXwzqk1iQVLE85fL5Xjw4MFrbzWa0yQ/huwArJTL5UKlZVLymwf2rvo5ZsAng5KPRqNotVpp63p46uoKvOB9Kju8PxwOY3d3N3Z2dqLdbid7yvUNgmLbdnd3E9+n0VkqEr1eL7a2tqLVaqWzjkj+4Y/5hizYJpF8Me+u3DjJz2MZjhCgekYMsbe3Fzs7O/HkyZMUN3n7cn68rtD+HxnHfuAjANwWFxdjeXn56heDM2AbewSH92xYXoWkOvihpxGFzTM3BuoyN0phZiHUfJ5rsiiSiaJ0xURTcoZpXixWLpfjgw8+iHfffTd++MMfFpCeixKGx32yTDjPZJTd7Q4mK3ilct6v++mnn8bjx4+jXq+ndSkIhIMdHJTPjLBD89w4qaBq5XIgipnPGfNgZKrZbMbq6upUOydFnC9ys3Gp1+vR6XRSuZdkDTm0XJrvRlFdgXHyxvcd8EJcz8GuUSjLmQ0igTbOIk9iSITtiAhmqtVq7O3tTbXOwOgERhqjBjnId2LgZNzvO2nLgwoI2cwrFvPz52dArK6uJuTQSaErnfCaZMOnYYO2DQaD2NraSucc5HPLs0xDzJd31Ds5OYnd3d2E0qEHDp6RNxwoLRmM14uzeUYHaN61BLkm0eD6BAPIMzYhTxAMADmIIgGjd31+fj7ZSbZTBTWbhnKZd1AB5eih+eHkgutZbyyLuQ5D2AkSMaoRfi52vBkMBmlnGKoDo9EoVbUBOGipAW3Og0K3Bk1LXmPHmOEdi7c5TyFiDIohF25jtU12MAvSeXZ2FvV6PQVHS0tLUa/XC9XAnM+Mz61UuSx7Dtx25QALXrmFieBqWlQe38b4qdRhQ0ql8QFlPAdjsb1Dr5ErB9ieXyeZXN8bUuADvFaLqrZReHjsA9m4p6twXKvf76ctcvFDb731Vqyurr6kB69L2CXzwTaX9jL8iY8zgFwhd4AMn5yQIWMLCwsp9ul0OrG9vZ02GbI9I/Glo8E7JEWMt7COiLTWNgcJDdTQQbC3txflcjnZwmmItU7EXo1GIyW38ADZJ7F2uzTy7o4c22l4bFAFPxdRXA+CjHW73fjzn/+c/AlzExEFu+Xtz0ksvdthRDGmi4jU8ucq5evQa3uTer2elAbDhoIRGMNYt1NFjBd62ogaAaAHPc/YYBy7bJBZGTWCiWS/lBIPDw8TIjUcDtNZFZXK+fZtnU4nbty4Effu3Yvl5eUol88PIvn888/j5OQk3nvvvfj5z38ey8vLyWFNu1DNfbU4OYxLxLjdqVwuF7Yzgw8I6yQUz87DyL6DXmedRrLzkqnJCaWNCK9xXZJAAikCcFquDg8PY319PR48eDAV787OzqLVakWr1Uqlx16vlxIPFhISAPj+RlQJoOxk8qTWKLUTk5zPrkoZyec15hMk3kkzf8MztzGQ9HJAG0o8TaKR926ie/ztHzvQHDmBjJZGjBMNJ2gQcpoHX41GIzY2NmJ/fz92dnYKeuFgGTk2EmpUkqrWzs5OfPXVV3Hv3r1CxeiyNDc3lwwqejcYDFJfOQGDe8sJ+Jh3ghOjWfCLecirMHawfJaFnw48mTcQrIiX17gANrBdLffCicFTgAn617nWtAEf13XVjt+ulEH87aDW1Yzc2Vo+HeRCvFatVqNer6fg3GAANhJeOSmKiKTvnF2ATh8dHaWF0pVKpeDIbbOnTTgIiofD8QnaBk5IJhy48j72yeMy//jsyclJWv/RarVicXExms1msjG9Xi/xyXYwrzC5DdRBIToDiloqjfvPkXHaXvHNzK194kXp5OQknTczNzeXkGWCUq/b4hwA66zBAsYF5dUZgziuODCH6LZl3oCs29+YS7dw43MHg0FaT8D12CGT716/fj0ePHhQONPiotTv91PVky15XZGs1WoFAIcqAuMzSFQqlQrzahliLQAgpauuc3Nzsbq6WgCVXTmE14CfdJ24AhIRKUbo9/uFOGh3dzeN6/T0NLrdbvR6vbR1+DREYoS/8HMiY/hw25pGo1HgG/rBnKJLACDeSMHgCnwbjUYJJHn27Fl8+eWXaVdD+Mxc5CAqiQTEc3BGBiews7YL30E887pg3msnGpubm7G7u5u2U82dEWUglw3JHCmX0ptIedZrJ1xmM6JydnaWdgehhJdXM05OTmJ/fz96vV7s7OxEr9eLo6OjqFar8YMf/CDeeeeduHXrVjKoc3Nz0Wq1Yn19PW0dWSqd7w/94MGDKJfPt/VaWVlJRn5SheF1CQFxC01EFBZUYYSZPJQH5YQ3RovhhZXXWTGCjxFj3mxIIoqLfx1IEhAb0XBgZXTWbVO0dYBCrK+vT7297dtvvx39fj/m5+fjyZMnyfi6j9WL/0Au8vYN3nOw4sTXTtQlfM87PbtODI1cwDMbZebf13NVjnsZcfV8zM3NJcT+IpRXJbgmKITn31UsP7fHNgnZzAPDHIV1MgKvlpaW0pah1vmIl9tA0D0HMwsLC2lNjlv/vDYnT4qmoVxuaDnxOokXL16krTnz9kvGRnLqZJ85wJFg3NEdJ6/MC9tf89uIJ+ALQYJbhKrVato60k6HgIz1JiDmzPe0ts7JK3ORI7PcwwmJx+y/cz3L5QWyPcTHYIdwxv4O18R20XZiUIBFkQcHB1GtVhMSiR3055FdZGcash5SNbNN47ftOraG1wlK/UwOHkAwAWfq9Xo0m82UcDqAmTQvjM92xbaWz6E/BKXIBa/jUwGoXLGahjY3N+Obb76Jg4ODdCaWwRbbe/hke+MuC7+fy5hbmp18GRUmsWN+eN98RN+oUAAGkBh5jv0/i/jZbOWdd96J1dXVWFpaStu3XpTsn7DRnld0A54CjBloY0zYGJ4b/bBvJKkn6cU2Epu5IuFYh/iRtn34w3kyg8Egdnd302GbR0dHqSrNj3fVs22YBlhBD0gGR6PztRok0ax3o7XVhwQanHe1gRiQmBZfTbcN4wT4gN+cK9LtdlM8RGwUMd6hkJjaFZ/cXjFX+dpAfNpgMEg+6HX9xGsnGnfu3Innz5+nRSU4ExQEBMMZvfsf8xIiwSsCnbfvEBDj0H0Nvs8JqSQZnPzZarXio48+il//+tfx7rvvFhb3UuJcX19P1QMmYnFxMZWRm81mUgYC62mdbx4s2ZmgiPRcWpEixgEBY3DZmiw33+XIQRnoL4bRlQmPnZ88yIsYVzCYY5SE17yNJM4Kw1CpVGJzc3PqA/s2Njbigw8+SG0kKDLPB3/s5CLGht/j5f08kIEcZPD9HMljLhg/c2Rjkb/uoAbUgp1NLNPIA44sItLCxouSy9rwIDf8k1BYBxB+3whyjipzXV8rr6Rg5Ov1eqyvr6fTp70Y2sGa58dINC0G6MLTp0+j3+9Hu90uGEy+Ny3xfRyIE25k3EmRg2tQ9OFwmFBxeOV2EWSM6pb7YdFzz6FlzIk/1/Nc8WzmGcABaDTOj3u6tWDaioaBCvgYUdxQ4FXylyeyufzl82N0z3pNUFmv16PX66Xqg22kW7rgp+ccPtHzTCWVqpbtsWU/tzcXIQNS/MBPr7VhDDwn97SdyUGos7OztLYDVLXZbMby8nLUarVot9upImAwK2JcqXVlyfzjcw48eUZX/vB5ToiQP+7hzRUuQrdv345yuRyffvpp2r5zd3c3Ic08G4BBXhXi+dx2lsseMuIODXjga+XJMXqHztPOSMAOXyA+zw9AK/cgqXjnnXfirbfeimazGZ1OZypAinFwFsXh4WEK+AGPATCIywA/AUxcvXVibECYBM52wPydn5+PZrOZ2hmdjBrtj4gEJHurYJ4J2+tnYyzHx8extLSUNqlBFokjL0rNZjMlNlRJWJ8BgEPHBbtMsVXw0tJSkrvch5IEmG+2l8gSwAEVJMABrumWLSrc8MV6iq1AD+kO4hwhdNKgVqPRKFTB/xa9dqKxtLQUDx8+jKOjo7SY05UJGzQrLcJnh0yg5QA873e3Unv7QQTm+Pg4+v1+9Hq92N3djaOjo2i1WvHo0aP42c9+Fh9++GFsbm4m5I+Sba1WKyC6ObLlEy8x5jyHHf9FCIF2lh4RKbHp9XoxGo1SQNJsNguBLsruID8iCsEGhhND4EWYCFeOQPDj4NroTsTYoblNxMEB88K1jQTTsnCZhWo4xZs3b8ZwOIxqtRqnp6fRaDRibW0t6vV62noU3np3Bzt9+OW+Rgfh8ND8MYLoCpwDRaoQEM/iFhd0wIpsp2cj7lOIl5eXp3IgnqNJgTz8cGIxKQnxuCD0M1/zMemevhdy0W63Y2VlJfWa80x5hckBQh78cD2MOnrg71+mAoltAPHCDoHwefHmJLmwvXLCgiw5wADVdOXk5OQk6vV6uq5/u/2IoCYiUhKDPCLboKQAAqCpTv4J+rC10wbLyEaeUDj4cqDKGGyLrIPYOif78ID37LChcrmcWl4XFxcLqCN8n7SA2b4BR7q/vx+tViuttaH1J6J4OGhuHy9Klh/7QGQR38lcYZd5flfI3SoGv/KtS+krp/KFf+EaEcXKHvbDVSv8gpML+zhXunmPJBwZcSvRtO0/LGwHSXYgRaAVEWmjCAfy6KirFRHjVh/LGX4NX45tso333DlhJ9gjcXUwDi8JgHNbwTPMz8/H5uZmPHz4MNrtdiwvL6fDfJvN5lS8Y30SQMfp6WlqHaVC43Hm/s6gMbJooNgAJ+AGfpMDdw2+8l3+Jl5EFy1bBgUiitXE3PfzbNiEcrmcEgR80UWI6tnOzk7hEFfinrW1tQQ88bzNZjPFosyXdZVKjSts8Bi/gnzDEwBegzRO7LF1eeXOdti+Hznc3NxMcmmbbLs5KT6YRK+daJTL5eh0OvHhhx/GkydPCjsJOfC1Q7ExzslJhZMUFM+fQaldweDn6Ogorl27Fo8ePYp/+qd/ih/+8Idx+/btVBpeWlpKP+6BxRgySTw7pVy3lTDBr8vUSbxzOw4I47Vr19KzEXiCLmLwHYTxAxltN2JgRNnjsBN0gG1DgBDZaHpuUQIEz/3f8Ghubi4lpHNzc/HOO+8UEJuLEAs7m81mtFqtNFYqTwQTDo55nwALA0WfoccbUVzP4IDQbQcYYOQR448Thi8kEw56HED5XgTJGIvr168nZJF2htu3b0e73b4w35xM8QyQx+fX+P3XgkGPKR+fye9jwLgeO2wsLi4WWjGNuqOLk4JRVys4hf727duFIGHaYC9i3KdKGxK6CMJH8OVg2oGU9cf8tC4zXhApgjj6i/v9fqyurqakx0k8zhrZy+0S8uVEmGCCcdCukNsD7NG0+src+Jk8Xw5iec+ylf/mM3+NLBe+HiDE7u5u6je2X3LiDdBEsODqc6/Xi9XV1ZSgNRqNpP9Gv7GRf+t5/xrvuA6BhZNsHL6BHAII+zCDIySunBgfESmpqNfrsbq6Gq1WKxqNRgrw7BOwAw5+eKY8SeM5/eMqAUEqQT8BpKsybkG8CBG03rhxI05OTlL7j22c/RatM975yj6P8TpZpl2FbZMNxHAfAyJcZ25uLm1eAhKfbw4BX/GpjlVKpVKao+vXr6fTr1dWVuLu3buxtrZ2qTUaxECLi4tpTSygXkQUfJcTUCee5q0BOuuFk1PiDKp2JAvVarWw65/lB54vLi5Gq9VKSci1a9fSWrZ6vZ70o1Qar+ujolAul1McwI6CyP1FiUXXJK8ANycnJ7G6uhq1Wq2QJFLJiojY39+Pp0+fRkSkWAb9IO6w7nP8AHNBG7eBGPsXg8285woGtp65clvU6elpdDqdwq5SnHfjcVxEV1+buzisdrsdi4uLsba2FltbW/Hll1/G9vZ2KmM5OIVh3n0iV06jfnzGi8dQyrOzs8RsBlyr1eInP/lJ/PM//3O8++67cfv27RTA0F9G5uZgwME5AuaAEsPiqgYOfxqyM6PMx0SzjWlExOHhYVJIG+6I4kGFXMvokR0tRp3vuLzpAMAGgf+5ttEwG16u4batPGg9OzuLnZ2d2N3djffeey8FgdPQ0tJSHB4epn5ijLzRcNbuMNeuWrjHcGFhIXq9XuEAPPMKBTVKbZmeJMsR49NeLcM5mgiv2ZrQ5dpmsxnr6+uxtraWFr4vLy/HxsZGrK+vJ/m4CBmBygOCPIFwIJgHhXlgxrUd3JmXEZNRJV+XoMDO1M/l7zjQ5n2j3myXi6OyQ7tMwIdcg/ouLCykQIPeWycVlj0ct1ss0Ls8YbJO04ONbLtPHjmmvcVzSfKTgwTovucWRJVr8nl4y2Lnaau3Bi9MJNh5UpHf33qTJ1C2c3yfz+WyCP/oh3YLTQ6GTbKb9lP7+/upjz4/WwL+unXzMkku3ycgYY4NxLmqHTG2Ydh4Vx0Gg0FqifFi7IWFhcLOXABxXI9r5Im9qzauuPCe/ZLXF8AjB3QOHgmKpuUdc1ar1WJtbS3tBoQcs9mGK/DEHvh8n5mDXrozgHHTIu6E2TYROQacioi0iQhxjU9r97zxP3yp1+uxtrYW6+vrcf369VRpaDQace/evbhz506Kd6ZtTx4MBikQR86NfJP8kNxi75w85u3E8Ma2ysk7YBIBM/6ZqhSVLwfA6C1AFb4WwJHnRR4dx2BjhsNh6naIGCP/03RcPH36NAFl+FtvIdvr9SJivH7Z3T+28fgK5tzP7TUk6EtEFNbd8nnuwXiw49gr9NN+yokGcdVgMCgcrsz8OhZifcjr+tjXTjQYOE603W5Hu92O27dvJ/R6e3s7laEwyiia+9LJVr1bUUSkkuLh4WFiFs6CrcPI5G/duhU/+clP4t69e6n8FlFE/h18utyHsnuxFcxGIDGKnqjceb4ukVVTqouI1JNI1ujebQciDtomLZ71vOQoopMSflzZcEBmpN0BHuQ+ZshtP/BmOBzG1tZWPH78OJaWluJf/uVfpkLkIQIs2kgGg0E8f/48LQJ2HyZzbuOXI/ugwfkhZvCRnli3NXk9BWgYyCxzQEJs9IdkFafi9qtKpRL1ej2Vv+v1eqysrMTa2lrUarW4efNmPHjwIFZXV6dyvg5oc8OSz30ebOXGjutNCt79PQcn+WdyI9psNqNer8fe3l5qG8KooosOtJ30InPI+NbWVuG5uee0wAAOAXng/rRqUbnLAyd0CzSJ3mYnsbYhlgfGFjFusSCgAbGr1WrJ1lmecyQ/onh+DMEVzwx/jIjBP1C/1+29zQnn5mexTYt4ucXOiVieJOY2jd9ONpzE8R3Gz5kaBL4EUW7xzZMzZAy+sfaP77kajo/weKYl84jntU1zwOdWXq8rcNsX+hgRaa4XFxfTab+gwthE824S3z136CvvO+BxosnzoDMg0LSIoPMkgtN2DZBonZ2dRaPRiFu3bsX29nZsbW2ltRAEucQmPouC5zEoUyqVUjLiOcGeGWHmtVwHh8NhOhAXGUO27JPh+fz8+Tbg9Xo9tXy1Wq3odDpph6Rms5mSD9pzHGxflI6Pj6PRaBTampi7iEjVXcaEr8MPwh/0yGQQxLLoLf3pgHBSyLlfpVIpxYG0rVJ1dJsVto2Ei2QxB1J5dhaJw/Pl5eUL8+309DQlZ+gqiQf2lWpjqVRKZ/E4YYDnXgODDGGf0AvbGcdp8BWfgyw5BkSe8a3MAZsLwBdOan/77bdf8jnwEZ/o1/4WvXaigTHBMDCxBIGrq6tx+/btODg4KCzW3tvbi2fPnsUXX3wRZ2dncePGjdjc3Ezb5bKzB8GhqxWsp6AVhgVsnKNAX5orADb0RkFhuheWO/hyqRTnHVE04tMSguKMFiPSaDTSojWqKhHjoIXA1sgP7ztpcCJkVMX/Q64oYfjs9PnbyJ0dSUQUKksu8x8fH8f29nYcHx/Hv//7v6dtbadFl5n709PTwiFKGG2UDb4ZHTUSzjPyHCiZy9dcx4vvSEop8TtJhn/eki8P+DAqo9EoOXfvPkGLFAYSBIuSeL1en5p3fgajj5aZvOJgZw9PTA720BfmIkeM/R3rGrrQbrdjZ2cn8c3GC8NNsI6RRCbslJyouOo2LdFCQyCBHXKiD+AC4knf9+7ubgJLeA4cNvMOf7yRAdemejccDpNceMcS9NJrSLAbbvsBgYL/vAafnEBZXkiOLyNzyJaTBuRi0uf5nSeytl/wMpetSYmtEwgqZ644IK+uGEeMe6XzhIYNGwyMuSLntplJlZWLEHOat57YRhPwWjetuw5arMtUEi2zTvTyJC8HGqzb2NRcHiHzkG3nub9tc8QYNZ8WGIBvECBOxLnObW1tRa/XS/4fOw+AhI6jf/gFyyTxDEAhffiWdRBoA18+24O5AeXn8wZFSQRbrVZKHoh78H8rKytx8+bNaLfbac1irVabmn/ERFQK2AiHSiC+3WtuqeKz9SrxW46ik5C4xQp9ouKKfwXUc2KNvLtl1TGQD+4lppqbm0s7xQFYl8vl6PV6sb+/n+xptVpNO1pOUw1qt9spDoInVFC9zs22GjlA3ofDYeHUbleA0E8DN+gKn8/9sSsejmPdjYHcA6ayhffx8XG02+344IMPUuLpOeW7zCV8fR260BoNl8DIlJhoJp3tFI+Pj6PVakW73Y6HDx/Gr3/960IygBOBMbnDcW80gyVb877CCCyTbUNvw2/UwSVNmMZ4+A6JSB58T0MImq+NUHq7T/fdIYgIhBMio17OfjFaedmb9zEAfA/hNBqTV2+4hueJUnzE2EiBEj158iS63W787Gc/i1/84hexurr6EpJ7ERoOhwnVMeJk58Vz4QgYFwYJI+D34IUrEV6LMWlXKO4DQucSsAMU5mpubi71vLOY34k6lTqM3urqamxubsbGxkZcv349NjY20r0uQ0aUkQ0HY5ZtPucgFGPiwAOCHyaua93LkeuI817xarWa0D6u54oRJWDed3DtsjiOz/p6GapUKimJKZfLKdkol8sJTKEf2IvtzGfkCPTOjscO04jv/v5+4pH5ZwSLH3iEDDr5QX6xndgF+MZ3cYrYXJLsaWlS9TevYPizuT75PQfPTij4HPdxgGzZc0BrwAYbmCdFua8wz0lmsRFGoUnuPM5piHlHPkgekSdXnyCCZuwU1TACaGw344VcYQflN4Jq4AH796okKvcREfHSmjUCL/uuiPGiVCp/0/pYeOSTkpvNZtKLlZWVtPD3+fPnyXc4UMOvkRxQ6cAmAWyi+6DtBFwAIk66PH7+R9Z4zWeZ1Ov1aDQaqV2TwNVB840bN+LWrVuxuLiY1h1dJsHFfpPorK6uFqqdBOHY4eFw3DrDwYzsZkbCw/zmFS7khLnGRhq8Zv0QsYmrxu7SIJnmxy1tx8fHhU1UAAxYY4X9Q66nWaPR6XTSmV4c5np8fBz1ej3xjHkmjgNQwl84FkEHmXPbIOJht7ui01wDezEJ4AE4AxSFJxwAenx8HNVqNR49ehR37tyJUmncIkiCBDiL32N+X4culGjYiNv5g7TzUAcHBynbfeutt1Lfmss8fJfXvJYiD/DtbAgyzeDcsfFMdtiMwVuHkYWjoCirUVGC5MtUNXg+Z6SsO5mbOz8ngZM+MXiuYPjEYK7nBCEiUq9tRKTyHYJio0fZNndcRtDsfI1igd4zv9yfftinT59Gt9uNH//4x/Fv//Zv0W63C9vUTUMYENqdzs7OotlsxvXr12Nrayt9BmXAwTqxcstEHgjli2oZEzLODlIuaXodB4soeQ/nA6IMEu3PcX8SDPqKb9++HZubm9FqteLu3bvRarWm2nbPZAeUJxP5ay7P5mi3X8tRZOurEXx/x6gv3+FQte3t7ZfmxD39RqONTnM9DLzL1BHTB3wOIjHgXsvF3HutD0E7ixtBizDOBClGhRgTgbb1kuSJ++UI92AwKLT/uT+XseOc2BQBp24bTnWO6/Ic0zheU46w53KYA0u2O0YzLWdOWv2/Zce21sm+bXtu43ku5tyyhzP2oZp5NTlvX5tW7jx+Ag6ehXmB7EfxaW6L47282oJ+LiwspPYRggbmPU+6DE7lVSD8Nfy3fudgHfzCvmKzCeLzKs1FybIGr3guNmBpNptpXeTBwUECLZln78w1KfGx3DAuwBBvoMD3AQJc7TU4Bp+o3HY6ncL2xswPYBW+j3V73qp3Wp21DnAfZD2iuL6OnengM4kt/8MTAm3Hbdhq/DjfYf6Hw/GaOHdbMHfuLmGO7bORPRIX7CcAJOsieA/bPCl+fB0qlUppEfdodF4No1PHc40MIJMkZ2wCg2zkbU7EXdhxZMwg0aSqo30ufHOcDL8Aa0kaHzx4EHfv3o2IcRvW0tJSet5S6XzNEFti24/9LbpwokHwaeQRRcX4rq6uFoQPRpp5RvhyJCk3TEYA3CPrv+2Y8u+5XcTBphEyG2cCV57xsugovDFCgoIOBueLmW7cuBHlcjm63W5cu3YtLQwfDocFh8OzGnUHYVleXk6KzF7RjBne5Qv07FAd1DHndg70mjIedjPZ2dmJbrcbEREffPBB/OpXv4q7d++mao0N/0WJ+7NYEbkjiOHU+HK5nFpNQHipTmCQkEU7ZCehtVqtsAVoXvGAP+zGgezzXDwvekH7T0SkYM+VQNql1tbW4v79+3Hnzp1YWVlJC8KdNE3Ltzxh93tOVPNkJOLlsxlsA/Kg0L/zBD931r4e6B/yZ8SPZG00Oi8pG3V1axDzlbdvTJvcYlQJHHBQRt5xjDbkbsmwo+TgJff5Y1/gPbppJBq+kRBQFXOLHpUTghWei+8giw74cH7cn/Hi4LGZ05Dtt52b9Y8xOWm0/XWyxO9Jc2m5srPNZZYtXCOK21zmPsf6wvMyp8ybWySRQ+b/spVv72AHUETSzRwiO/AGPwAvmbs8SCYIRS5YBwCY4vZE6zbXMXBjXjJn+TzYz7oibFlA1kuly51TxX1Jttg2dH9/P43ROkJblbsYCPyoQOS+0XEAoAH8JvhzMsd3fA3zijllDRAyBFrcbDYLnRwkG51OJ6rVagqWsSluG70oEb+dnJyklsBSqZTamBiTUXdvGYxsGa1n5zrG7jl3sknwSiWJKj/zYXvlzhACb8vXwcFBYdtgbLCr91SquQ76hCxchAjE2W52b28v3cML3N3ehd0HJGLOvL7C8Sfta96FC/mJiDT3yJZBMgMq+CliZgBjKugPHz6MDz74IMVWtFjCr7OzsxTPsRD/InShNRo2ErwGOSj1OgM7ujxwsXG0gk9Csoy6u13KJeE8SPb3IaPP/izXzhMqJyHTEgaHicbYO9NvNpvJiHe73SiXywlhsSDBVyNtpdL5okcSI6obOBw7SPPQZAQShYBPGEMWzx0dHaVFRHt7e6mc9t5778VPfvKTuHPnTir70pM7bdDnAJgt+DzPCwsL6XRRHJafHYNuvtkpOCG1Y0e+8sAFmeUzk541IlK5G9mF91QxWAi+sbERN2/ejI2NjbQonB79y7Sx2LlNQpIj4iVnaodq5M5olZ0O1/Z1/B73NF+M2PMM+dx4n30HgehMHghyvUmtktMQxpZn4LpONr1gG3kkmWcc5n3E2BHDQ3ZDQ06pruGgkXeqxQQcvp7n23IOX1+8eFE4+A00DFnkugRMBkMuQ5a13OH5debNgZuTKI/PsjApMbac2EbAx1qtlsCD3I/5XjhY38uLyF3xRAbz55uGrANGJ+1bsd1Gd3NAzcEsQAlBDWsb2b2Mdhnvw2/eWt8AcLgnz2lgwb4UvrpNCn0heGE+LpvgupKCLY+IlHwDAOALiU3gAQE0O3M5aHNga3573QAJQZ5cOK7B/xvcmZs7PyfKLZCLi4upwsGOYLRU0ZoEQu8q1LQ+NmJcqSEZc1WCRIzE2oAkgCh8MXjl+INn9GcjijLjNmQnEQYs0DfsFjrJMQduY4V/zA8Lyb3rHmOZhnckGiTubNcO6BUxBq7hHfIE+JHrOHxDL+fn5wtnv8FDEhnrmTcacpUcHWOjGzanAQC7detWvPfee+n5aP2ild8bSVDByWOjv0UXrrUZCef/iGJAgaBGvIyU5ugUhsrG2qVpG107K4j75oiCnWUeJPl7fMbjsKHxd6YlxgXfaCvLqys4wkqlEjs7O4XqhXv6zA8C08XFxYLRd3CbJ2d5gobADgaDQhVnNBqlE1ZJVKhg7OzspLleX1+P9957L/7u7/4uOp1OElJ6Vy9TDod/RkIjzhdisbiwXq+n/loqLhGRtnEELWEnHRQ5YrwrhhOTPAAncIHHRjmN7kdEQV6Hw2EBpSbJuH//fqytrUWn00kn1DMOnstb+00buFhPHAjlOuWExHrrAMfXsDznMmyZghywWc/gx8LCQtrWleCXRYhGpfxMEVFYVOhWJDulafnmSgr6wXNFjA8BAw0eDAZpEakRXJIRxutEzvzmvv6cd1Dhfk5y8yDOCwkjxpVaPoMdODs7S2e1eD0M6FaeHF6UbG8Zk4GmXJ4sg7yeAx+TbLcT4zyA8XdJ3kgOPQcELug99sWJdsR4LZrv65aw/PmnJctd3hpi2297SNJAgAFiSWDLsztQI2F1ZY0ECt5Y/xmzK1D2IZ4nV/gixokefgE5pMXFycW0vMvlnrG4yo2tIslxgGffjI7Af+w/vDOyjnzxt6tP8BR+eC2jwUMHp/i0xcXFaLfbySe0Wq0kc1TRmI/Ltjk65mKsAB0G3nJfSEXGbaNuNXf3hPnigNjVBPgLj/xdd8AQ28zNzaUAmnkgATk7O0vgAp9zCxM64Fj1olQul6PRaES/34+jo6NYXl5OOzhhsyPGMQY2xutCclvIdX1EQw6Mcr08ORsOh4VEy3J8dHQUe3t70ev1kqy1Wq1YXV2NR48epQ0AkD2ejYqpgXdXjF43QZsq0XDACyONpFhx7Qz8vwU7IgrXM5LAJDjwczIBuYXFiBbKYWflSfD1mGSPxc9/WUKBEbaISEYeo0uGjBC5JO9FZeVyOR0PjxCS5UI5ekKA7P5LI2HQYDBIC4QI4Pv9fhwcHMTu7m4SyIWFheh0OvHOO+/Eo0ePotPpJEXnEBrQkMsQ8sKYmC9QARbFUQEChceoUYEx7+BJXgWzEvGaESyjh3nbR44q2lAavVpZWYlGo1E4ZKnVahWeGfTNxmgavuVJbt72AOVJhH8mIbZ+3wEI/OL+ue470AMNxCDv7++nNSug917cNqmKYoTSunuZBI3xuLJnBBR5xsHlwTOOEnmz7PA/DpWAi15Z64oRrtxZ50CP0VmjsdgRdIbnYPEp1bNut5uSG8YxLRn48bVy++2q1KRE1dfwe+aN37OMGInPA0MHgcyR1135uvAMXruqhkMncLiKJI3nc+LjpMvthBHjfm+CPAJ95IrFn070HCw70cjnKLcDjNv6Zfk3YMU9QPkZG34KdDWXt8ug8p5vxxJUINENH45mkAmbhL67Rc7jztdCOQnBP3m8yBV2iiAa+eF/fEq1Wk2biDC/+IWVlZWk5/gV828awj6RoHI9ZI770M40Go3S+h7riBH33G8Y7DRwlOum+eUttpEbFjzzrPDOwbgrda42s20992beX7x4UdCB1yV47gM8IyLtIsVYuad12foC2UcaBMz1Cf44iXWS7Ara8fFx9Hq92NnZiV6vlxIw2vDefffdtBMmFSBX6VlATzufYyjHSX+LLtQ6lSO3RlhQRgsWzJtkfGFgXt3Ig5lcmXydScruhMMKb+PjQMVO0X2qEcWEadqgxc+KImGMQDN8bYIvdszo9XqphYYqAae8Oki2syZRQehwWgi9581tRnYClNdQ6P39/Tg7O4tqtZrWEdy8eTPu3LkTd+7ciU6nk4wwSYaRlmkNIXPsKhdyUyqVUrDEDkEkGiArBFo4XOSOa9qJu4rlOcMIOXgxsm7++To8I32a9Dd69zS+T3sLBtHJ4DSU65wDAqNTeSLgZMCyz2dwCDy358gBh+8JryOKB375M67AeRth7uNAZDQaJRl11ScPNqclOz10KWK8VmNubi7tRnVwcJDm2Al7ntzZ0WDTmAfWWUVESmRsm3D2tEo4Ccb5ePc/B1k4Uc+rF8CiN6enp8kB+XkuSp4nxmzblI/LhKwZFGJOJwXxDoLz+3M9KA/g86Tbjj1ivOgfe+zEB5tw7dq1tGNarv/TkMeITcp1yr7IwRaySpDgZ4V/3pjDwZb12PZhEm9d5fd82IZEjLsa8mpJXinJ25GmJcuSEwTAGp7RfJmbGx/YSxLiFh/rmuXBYzegYRmwzPJ86ILlzfPC52hvI5lgnv081inPyTRku2WwjviBZ3d13smX5dH8cNyR2yzLBbGKfa+BPJ6PijHbhxsoZl0IIJXlAuDn+Pg4+v1+ihmuXbv2UjX1IsQcLy0txfr6etrZiYoB9hXbChiAXTaAgewgf/apBqaxzW6H5MctgV7s3u1206HGtVot6vV6dDqduH37dmGdINU0b1wCD9Fvnt1btb8OXaiikRukfEemPGg1omcjYqM+ySD6cza6dt6QjZ6fjed11pgnQTbiZHN5AsT3L2MI/WyUChk/QmkEiwlHiHd3d2N3dzcGg0ESWBY/sSOVkf6IcZBxdHSUDEREFAxaxBjV48f7JONMUfqzs7PodDpx48aNuHfvXqyuriZ0HuSKKouTzsuifM7qvX0jfAWVq1arha0eIc8tc8n1clnCwPM9P0Mua3zH4+R6GBV28WDuXRJlXDwPCR0IpBPJaWiSA7RTcEAx6bsOeiYFOnwvD4Z8P4gAx44Yp8W8ssgsP3jKyQ5z5j55J4r5nEzLN8aNnLFDR0REvV4vIN0e46RrRYyTVDsVBzN20NyX95AF97LbQZjPtr3YVpIiOw7QQewOz08F8jL6ynPx23Z3kiwaRbaPcfCay9ik6+eJpuWRZMGtJp4H7CVO3PNhWeI1L0b165e1c/AD+4vsuVIaMW5hpmpBkoGdR59cNfA1vGONEelSqZSu4cTCCYgRfQgfal20LBqkQKap6nouL5NscA0nNe4CIMB1ZdqVioiXt7SNKK55ykFHZMNBr+2V5RZg0ffjefIEmXY37k3wz+vodN4ZMg35Gam8XLt2rdBqzPiwI2xvHxGF+fYudwaJnWC5spjvyJXzDFs0HJ6vWex2u8luAdadnZ2ltTj53NB2FXG+Gyfb0dLGR5I+rd5yraWlpYKuOHY9PT2Nfr+f4jq+x9hcdbPeG6zE1mCjiCF59ry6w1oM7lWv12M4PF/kfffu3VheXk7dJ9iKVquVWrW4DvyNGB90jT5fRFcvXNHIM07QRQuPnUVE0Qh7QieVXYx22NDxHqgCQs81jTQwSdw7N9B5AuQM0orhCb4seQxsHweC8qo2h3q9nsqormSgPJ1OJyLG/cM8P4kFaAStQ2ztBw+8XgN+UW4kgGNxWKPRiI2Njdjc3IyVlZVYXl4uCKmDavjrwGFaB+JAgrGhDFyXv8vlcmFrVJSBceTBG8/IdXCiXB/e4eiN5iMbJgxyRBSQCQeOXgQGlcvltAsEC+49xmnkz99xUDfJ4TsRZ2zWQcuur+cAgd+MOf8u73MvggEndc1mM6H2Tgz5roMBru1NDmwrLhuwwCvPH/ckQbKcMAb60UHV+JyR8UqlkqoxIG3e2cgOCNlz8g8f3NvMtWlDw47YYY1Go/TMDla8s1Ge9ExLTvaYx3zO0V0DLXnCYX8yKah3gOLndsDHHNGq6P72SqWSgnX4bRvBnPAa80igYBDqMsmtx8c4CEAJfO3v8goM9p7ndEsFcol8cAic9dl2rVQqJT7lyCpymNsAz9WrntVoLs+R26CrSDQIyNA7AzdOFPELebeD10vYhnNtV2V8X/iVgy7om30tWy7zuUn2K0/wAAGQScjXuQzfchCERINdugjcXfFEr5zoo1fedSofB8+9tLSU1qxgh9yK77bYiHEiCE+tf66gAjxStUCf2D4X+2zduighI/Ct0WhExPn60X6/H3t7ezEajdKGPXRWRIzPv7F94xldVXDy4mSVBIm1vviP3J8jL+VyOW7duhUbGxupLRnAs9FoxPLycgFkxdYREzFWFv87bnodeu1Ew4EDQukSbZ7FeTKYxBwVyI2bA387Ez9D/h0cpJUtf878mhZ6yqdMkA2oUY/LktEOslcW2aCMODA7NyPhXIMqBckFyUtEJOHFcYO+co4DY3fCSADPbmE8LwJYq9VieXk5VldX02mkGAMQehIO+OqKwWUCF2fOPCvOk7F7sZcrZJOMCMpnZbRxdcXHht0yMcnJ2EijmBHjs0tsZK3EOLG9vb00n+53RT4uQ3aiHmOuWw7ucp3MwYP8e3mgh/zljjon5geegAyZ1/CXucYpEbTgtD3GyzheB4zIAbunOTFC78zfubm5qNfrhTU2IMrMa36Wj20D8+Nxcm3Pg/WfAMDrSdgbvVwup8THaxIGg0Hh9FwCL05Dn5ZyvWAeI8b23wkNuszcGnx6VfDp+bGeOQhm3riffYR12fNDsJLbDFf/+C6VU5KW3P9chhxkYa8IiEGLK5VKatvK9XZS/zbJKIuLWfCJbkYU5RNeIFP2lbbDlhX7V+sPPw6OSXz8fHnscBGaFCcMh8OU0PR6vRgMzg9eZPxU4Q0qGtzBnxBM4zdInGwnDRJajjwu5s0Lm518kKhg69B9zyt+wny9bKLhdSXwDjuwsLCQNulwJT5fF8c1+Dw2E15S6QAsdTIwaQ4ZtwExgAKuPyngtc1BxpBjFtcT9Odrky5K2Jcc8Gm327G+vh7Pnz+P/f39tDEDWy2XSqWUGAAqoavIBv4Du+7qea/Xi729vdSOzXw4/rbOrqysxNra2ktneVEJQsfRCXca4F/ZchgZZn6uPNGA7FTdeoGyucRmRXTQ4ElFsS20HgCCMskI5QgWf5vRvOdgaNJ7/O0ExC1dHvu05IACR4hw8R59mRgmjA+LNuntMyrO6xGR+q8rlUr85S9/id3d3bRuwkbSCumEgVNKWU/Qbrej1Wql3a1YS8B85tvYgsjnSONV8M1yhfFCYZzUTJpD88tz6uechMjxXSsu3+PZIl4+EIv3clmbFDRR5uT63l6T712Gdx6rddIAgZ299cXXgTwH1hn+Ngrj7zjhz8EEl31xBARVPLudK3zh2adZzPe3eMZcYmhxqKzL4HMgQeyn7nG52mGHkY8N+2eH4h1E+Mwk+cMhOXCDHFTy/Dgm96NzzVclhBcl22InMvCMAMFJpGXT/HuV/Pt1J4F+z7qNvORoMDrHHLg67oAShwyqOMn35M81LTn48NocryOs1WqFFjgCB74fMW77oUpolDli8i6SyJqRYCcwgAIGAcwHJ2p+jecnuHQL8STw46L88nwgbwT2jUajkES79RK9s+zzTOYbY/D6pRxQiyhu84pNt10lTsoTSn+fwJwEJm9Xwu9iwy/jZ3NfiK88PDwsdCosLS2l8SwsLMTe3l76ntvtbKdJ5iwryFfEedAccW6nAE4AYr0zGtdG5g0WEu/wPXZOonUckPb69euxsLAQ33zzTRr7ZXSVcbnKzHMvLCzE6upq9Pv9qFQqsbW1FYPBIAX2BwcHybYjKyR2JOUkruwoNxwO08Gh+UF6edLfaDRifX091tbW0s6FzFVEJJ9G27sTDnjC4vlms5nOdmPcFwVVptoXjRtNckyTkggHCXzfztxKmBstXzdvxflriYQJg4kz8/9WVPcmO9DzuC9LOC0UjWdyaw6VDbczQJQXncFCbokBwbl+/XraScD8xXDiOMrl81YttrzEwHA+h9EetwfhIHywHby6LNIyiawI8I9780yWC38PGcoDBDtWnOgkp5lfJx+n+Zsn4pOCKIyr9/XPUbXL8m+SDuE8815l66QDwUn8tP45WLU+e44MNsBzV9hwHmyb6AQyT94wvqBFrujlz3kZvtkxsl6JSgqoHKV8dkMh8XDJ2u2EoGsgc54bUGgCRhL/vB3PgS98nbReBMSLwIHFkIzNffpXAQjkZHvMmA2i/K3vTUrKX+Vrcl/Ca64O5y12XijsxChivC2pK5p8Dv2g9eeqbZzHZJtBJdvASalUSj7B88jz5+BLDuLxm2AR8MvJL37IvtNAhe1D3sLsoOns7CyBWLQM8kyT/O20/EIOCNBckeA5rUfMJ4mBF2fzTG7fmSSHjk2Id/x98y5/3ck0eoJcenMWxwz5M1yVzWP+QbaZo3K5nHr4uVe5XC607DmZ5zf2EPkE8LR/gf+AqMgKSYqvTczh3aOInWi/xebZb8DXw8PDQqsXz3kZnnmusdvct1KpxP3792N5eTkODw+jVCqlccLjiHHrI7a8XB6fJ+V1dHyGzXbK5XJK0BYXF+P27dvpzBUSQ4P88PDatWuF8zJ8AC1ttScnJ4mfru5Z319X7qbedcqOGOPtXS2sPBZMl8IYGJ/FQOYT6ODOn8dY2Hj6WhHF8s6kZ+U73MeLjG0wroKMlvCD0uTPaxQ9R4X4HDwBtXHg5rHU6/XU4sH3nCRERGr5IMngHqCwPIerMZTaRqNxK0FuYKGrdsZ5soMhY+7tKJxgGB1BlpAhX8OtP1wjTzo8pxFjOcqdpoNw5gcdAAXPkf6LIgavQzasBMjcI08Q0dNJQUk+pkmGB57Z2PO6QQcnFQ7+4FOOOHJdr0tiLZOf6yoSNPhi9BEjTetAvjiOgIS9+1lYjN66xcDb47rlMCJSmwz6SABEJcSJqW0fNg50j8BhMCie/eI2mVwnrorgH3NsOzLJP9jH5OCTg6scUMr1yxU3y3bud2w3HChyTetpqVRKlSESF3h7FYDAq4hEgqDu8PAw2V7zgIA+IlJgSqWU1g2SCfd/55UbdNHBV+7r82qrAQS3VVjOCIrY1ez4+DgBBpPszGUoty3MD3rL80VESkRy38yzu5LBWOfn5wuVHXwkcufrYDdcxTC4iK91RRwwg2QMZNlrwvLg8bJkAMcxHPaLdaG0GXq9VR6LMS4Q++Pj48IZG9zPVTQq2FybYNwxj6sYzB1BPYE17Um2mzz74eFhbG9vvzTnFwmYTfl3DNxh7xYXF2N5eTmq1Wra9hYbwvwCIDiBZ1tZxj43d76J0Oeffx6Li4vx8OHD1BbvM3IAh/EdJCYAi8wzC9gjxu3BzCl+An/DpkP58QnfSqIRUURYc+QWZULpHNRY0RxIOQDJJy93GBHFnWv8A7PsvPJn9G+C+BcvXiThxlDbeOdMvGrEj2sS1PkMCLJ0xgFPQdh4PgTIBr9cLsdbb70Vm5ubL43diYJ3aTAiaIOB0c5Lw41GIxqNRgyHw+j3+4U+z0kJ0mWNYW5QHUQMh+O90SH6W/15eJYHInlwDUqOIXVy4WTFpdtcZpzgYOhAa3D8zLEDxlyGr0LmnHh7LF4U6yTfemm5MK8mJfL5PCNnkxA4P5tRf7exoJ/oPcb55OQk+v1+QohWVlbSrhpX4XSdWKKX/O92D1obrE8kEE5IvG4KJ+jEwwsr5+fnUxBmWaWa4sXMnitsLM5gNBpFs9ksJHy0kNRqtbRddV5BY/yXJScUjAHb5kof486BLD8P48tfn+T0nKhAHh96n/skv+d7oMNeg2agCt7mY78Ksq+s1WrpvCCeIWK8McJwOD7914AJY0RvTk5OUvDs5JnEKwcF7BNzW4ltzJMU6w8y5op9HjDm4MpVkRN35D9ivEmJQTvLpu0i34VcOczji1z+8gTG+mC7n/sP+Ehi+eLFi2i326l92gnLVfOM52I9D3HSYDCIbrebDpd1gk7rFwT/vIOR17cgawa3/Flkjs84uWWe+JuF6o4LSQK73W6Uy+W4ceNGRER0u92UwFxV50UeP0VE2gWOWIGAH2Ai4rz6QFIUEYmH+OB8jRX32tzcLKyhioi0oJ5OBc5IQjctewBYBvBsC7g/ie1oNCocG5DH3K9LU7VO5U7BhhwBZD94HHH+WVcnYKIZ6kE42OU+ueLm1zESxWtmrFuP+DGSY9TmKhOMVyUvDkRQFoTUSZz544TNPPI4c375x87SziIPdN0fTBWDbWwxhEYfciW+KsqfzXM7Go1bQfJAZtI8WvbcsuaybsQ4gfX1XHLPeWqEkEqVAwEWww2Hw7T7A8/gZ82f9yooDygZqysGk5BdVx5fFVTZuU7iR17BRE5AuuzgXB53de7s7Pz0anYCOzo6SnuCg85cBcKXJ6Wj0ahQrSM4BamjjcYLRgkG4QsJBz2xIF7wHv0xn9gWEYeVJx8OWM7Ozs/Z2N/fT89zdHSU+m+xy81ms7CLmoMcxnyVlCelJiPAtv95YpsnkL7mpMQiT4aNqBNU58CXtwJnFyrkbGFhIQV6o9Eo7QJoWxdxtfqa6xVtcIPBIHZ2duLg4CBGo1ECLSJePqDV+kQbipNWBxs+h8VgVkQRUMnbe3nfPfpcZzQapR0J7aNAWJ3AX5XcTUpU8ZHWMZJFbBGEXFgHXVFEr80jtwMiW9i5V9lUnsc66LMRkMNKpRJra2tpt0Lm/KpAlVfx0F0NyBQVDuyO5w57FBHp+fxa7kcBYpxATAI9qEA5/kDW6MIgKG40GrG4uBh7e3txdHQUrVYr7t69G+12O54/f542VIBvVyV3ji881waEJ+mK/V6+WQd88va+w+H59rSunnMftxDTDgX/kUtX6NDBiEg7IJIM0YbONbx+yXH3RWiqxeBGLCxIFjwbShgDU/OEgs9bePmuBc/JhJMM7p8nDn5mrk/lgnt4Yh0I8dpVU25YHZjyvxFPjy8iCluQ5ROPYMFjBz0RL+9m5Hlg/A7uQJ8iIh2GQ0DM53xgVd5D+m0Ywty4OZDHKVA5YAwec8TYmcIT3nPiBk+MdhKYwDMQl/w+BCB59SAPtLgP1+I+3wbZuFrn7CQmGV4n6/DfiamvbWcCOYFFrlyZpDwLMGHb4W0pQVa63W46V2Y4HMbq6mqsr69fSY+3eZXbIc8zQQH9y5TtCVa9WJQTdJ89exYnJyexu7ubToE3ulQqldLhnEdHR9FoNGIwGKQtEpvNZgHJzuV5d3c3Lc4kkTk6OoqlpaXkwOjZRTeMIn4blAf/ecXAjpDXJunDqyqr/M/18/nn2pVKJQEjjD+3c25j4ABDfuDT3Nz5oWDsQQ/yapm9KmIsDvKXlpbSgkzv+nN8fFw4IG8wGES/308oJ4koPDTa6cTerWKWf9tPb3kbUdxWl6CENgx3DkSMg/jcV1w15boLOuy2IMZu4MPtmHy3XB73wOfVQ8caOUBk3bQc4iectGFT+A2fKpVK1Ov1hHwju1cN4OW8c6VkNBql1r25ubm0FTdrKLzVM/pKfOKDJNEX+BAxrpjBW659cHAQ+/v76WA+AB3uw45MpVIptRcB5H3zzTfpML/bt2/HxsZGnJ6exs7OThrbtxGfOIbiusgT+pSf84HeoIP4kIjx+hfmwOCmW3nRIxJDxycR44TfQAtyNxwOE1DMOiq3I/P+VSRnl6pocGOUAGPLZFq4EEh/zwGagyw7JQeVObLHD4i7jX2ehUUU99/nuXkmZ+3fhvGbxD8HZfmiRCdCo9EoIVIO2CYh73yXciP3g+zUrRQYNyN9XM/7OmNQaO+wgczl4tsiO3cHIyQbBG+MByeDotvYubUHnuWJKfzzaZiumMErJyi8jhIbySH4y1svvo3ENicnGhEvn56cJ1cOCI0I5vPM+LlmDihEjJMOV3EqlUpC37vdbuHUanY94b57e3vx7NmzOD4+TkHC5uZmbGxsXKnO5vNgvXMpulI5Pw9je3s7Is6NM73cLHjFyXoHmf39/bRAEt65QmFwAZSJ5JnkzKe39nq92NnZieHw/BC0drtdaDlD7kqlUnLCBKbftszlgI/5R/Luig7jzoEQfucJrynXxYjxLkokgyx6JGBfXl5OgWaOTPNTrVZT6xI7sEQUQapviwzcsQAU2R8MBoVtzeEd497f349er5d4TILBGRrIgXXcvpHrOEDL7R+VNJBueIzvZw2aQcZvM7mF8gSQiqLl/uTkpBD85f6UoNlrsHI/55gHPto/40e81pGxwyf+B20muOOcKsun13N+24St4ewJ5KhcLke/34/BYJBsTalUSvaJz2CfSIB5bmQhjzkODg5id3c32TOSfkASKrxUeYfDYXoO1pfSHri2thZra2sxGo2i2+0mxD+Ps74NnjnpYOwkFBBy5JiUdRV8h8TYmxRQZchjXsdCgFv+DLoLiE0C5NZL5gw74yr+ZXk2VaJhZv01J2DDFPFyUDMpoMFZTPoer+MM8nvmSUKOdtG/Wi6XC4uTcgTnTVBuLBxk5GNykMq4HMBaiLgWn7PB9fhyQ+9FrZQ17VBAAEG+jo6OUsDDs36bSEtOk5IaL9SMKBo0khBX19yTbIXLA2Iv/MuRC4wXTmQSIpTPgVEFniFHar8tmjQ/GCMcnYOsPOH3JgJGP11ity5azvxZAkuQ2kqlEk+fPo1utxv1ej1WV1dTnzAIGlsFLiwsxPHxcVSr1djc3IxWq/U3xzgNeT7sQPifZOHw8DC+/vrrqNfr0Wq1YnV1NSWTbIWLHFKlgH/sJsOi3WvXrkWr1SpULkm29vf3077mbgElgKJsTjDKznFzc+fbKR4cHKQ+XubwTVGecESM9dXnAdneGbHL7VeOsuU+xEkHLQftdju63W7BTrLmwRUmtzySaKysrESz2Uy78EW8bEO/DXLy5cP29vb2ku7Mz8+nhabwlVYrEF/W95AM7O3txdnZWbRarUIFFr5FjLdudaWWAAY+o/O0Y9EqlbcjRUQBRHgTts66CmJ+dnaWtqrOW8RctXHPPD5vUqCYA1JG9PEbBI7EGgSdyLf5j9/F3wPu5fb1TfDO8RR+ip0BR6NR7O7uphOvGT+JUcR4B0h3koCa59VA1hFRET44OIjj4+PY399P99/f34/d3d0YDAaxv7+f4pJ6vR737t1Lh87VarV4++230xa8yPq3DSLb53O/SqWS4iQqEV7Dga6QrMM31uM4OUPH4CO66hYt5AVf7l3zmBt3oJDkucpNwpaDkpehqRONScJuZNbZnEumfy0gnTQwFNXBs0twTBjCTgZIaXkSqs/ko+h5peVN0aRAxgHMpLEbIeEa3g0CIX/x4kVahMqYHCjnZUzeR8htGK2czrBJRL6NUuRFyc4L+XM/sRPKiCgEMJPQgbya4aSXsZJkoJx59YJ7RhR30vAWgXkA+yYor7owJi9QN7o5SQY8vjxJmoSCuFXCej43NxetVitu3LgRW1tbsbe3F7VaLVqtVjKuEVHYRadcPm9nePjwYdy/fz+tz4C+DVkkWDFSWSqVkt4dHh7G3t5elErn6yAI6OilX1xcTIkSssJ4HNj4YLaIMWr+4sWL2N3djWazWeinjyie3AtaVSqVotVqRaPRiG63mwJOJ4p8501SLnPoDgCBbbmrhjl45flwwOIf+yOua/CAliOSr4jxQYbs3FQul2N5eTlu3ryZDvwiGH0TiYaJqgRbdL548SKdGdDr9ZK+5m0sDn7Z1hK7TdDoRbL+QU/x4RFRAJ1AYkls4SF+zOswcj/2JglbzfobUHie1+slQHMdiDnhg/AxjJsxWv64r8FSQE5XKHwd+w2+86aSMxPzNhicb4hB+yGABYd9RkTBbjkhgwe0K5LsDYfDQusVcsT9SKLdBs0ZEuVyOQXlCwsL0Wq14s6dO2m7VnZdohrCadz2u9824TeRIf6fmxufaYb+vHjxIvr9fmodRk5JNgGGvF01lTh3TTi2i4gk62dnZ7G4uJgqmoBWJDf5Z3L7eRV0qYpGxMttOflEOmChnxNyIGNn4UngHnY6DlSMrvK/T2zlPlzffZpvGoX/W+RnocTvxWEYQQKwfGs8Po+AYUDdY8l8gRJHRMEBc294xXNxbZSeYCfizVczXnXfPNjFWOdJA/JA1m4jDp9QMpyB0VXmYTgcFloWcMAghzwTiS/zlP/kbX9vijxmCJ5RpcnXCxGUoJM4jTyBsHH1fUBBXU1qNpvR6XTi1q1bKdEliAe1x1ksLy/H3t5etFqt+PGPfxybm5svyd23KYfYGFdLaYsC+aS1i3VNBP1ULebn59MhbKDqo9EoJQPtdjtu3LiRqjkrKyvJ4aJ/3Atb6RYWDmqam5uL7e3ttEDctiDizScZ8IvfBqNwrh6TnxGn69ZZVzG45iR7wPvNZjOq1Wq0Wq04OTlJQTbBCwgp8nZ6eho3b96MH/7wh7G6ulpI8uzH3gQRgFSr1dR6x7gajUZa7IotOT09jb29vbRYnCBjZWUlqtVqjEbn635WVlaSb85BBZIR5BSdx+bZ5zIvtrFUqpg3J+pvkvAT5hn6YFDCSazBO9YOeCeevFLL940qW0Ycr/hcKwI64hLaLV3lMGL9ppNb5gsU3onTixcvotFoRLVaTYCJ1xxg5whkc6CDChe79DUajQLP2BmvVqvF4eFhDAaDdKYDm3DMzc3F2tpabG5upgDe7anIP3P7JigHyr3pRMR5/FCtVlNlB73GL+a2Hl1yAl+r1VLMwSYCERF7e3vR7/eT72H7X66PvCHjfJczm7zWw+DAZenSiYYpR5ciiky3AhGAWXkwZs7gUWornluFMIRMAtdDqIyg2RFNCo6/y4QjR3wmBU/wwcYdgfCCPAwXPZ7wPWKMRhMMGlnOeesgHIXJW32+6yTNaJmflTEgP5Y3J6dWPCMC8MyLyq18KDmKztxRjXLPuduE8jVGOXr1pmiSjnr8tArgWPKWB2TRKLODEciOMmLsuEhWkNVmsxntdjs5dXhDST0iEkJ6cnISH374YfzoRz8qJLxvipxsEPQb1XUv7dLSUuzv70epdL4NL/3CEeeLckulUtrt6OzsLFZWVmJzczPW1tYSmn7//v2IiDg4OEjtKdZb0EE+T9tZv99PTj4iXmp1/C4SDQiZs/yjG8hV7kty+eN/r3UxSm3bhDNfXV2NXq9XaNMASMC5A8I0Go24f/9+3LlzJxqNRkr4QOnfNJVKpXRWAAEUyHK9Xo9nz54VgDjawDhJuFwux+rqatLHdruddrHJq5AADPbD6Dj+ia1ysYXYRYJxkhdeA2T4LghZMmLrwJfAiyDPsYaTC29ckccUBvLsJ727I77HNhPdjyge7Mcz2r99V0TrKpUxbyhAhchtyHmHAP3+BkqRJScu8BQ9M9C6uLiYFogD5KysrMQPfvCDaLfbCaihEkJLUsT4vJQ3SU46me+86mydQP74bsS4g8dxMptVwFt+w2fWn9E+6Y4LZJmqCIf7+VrEhVeZmF1pohHxcgsLCmJn4OCPz+UVDAIRMx4ldD98xHhHn9xpuUSftz1A33WgPInc1mNFtGGLGCN4oHDu5bSDcFDrgBmho/fXwSIK4L2c+a7/93N8V+SA2YF8nmB6bEaJnJQYvTfvjQI7qeNvEBy3elAOh2dG/J1Ef1cOxM9hmWLsOAcbJzsCvuc1Ksge14LQS6PPXiDY6XTi66+/juHwfKHu3NxcQujp1yUofPvtt+NXv/pV3L17t8DPN0154umk1ckup3u3Wq0ol8tp8Th944zx8PAwtTtxnZs3b0az2YzDw8NU4cGRuJ2Fhcqsd6ENDh673TLiu6lmQHnFwYEVAZp9A2S7g+w5MIt4eRcjtwLOz8/H2tpa7O7upvaPo6OjtI4mXwx+69atePToUaysrESn00lnpHhnojdNlUolyQNVMRLUXq8X3W43IiItfmWd07Vr12JlZSVWVlZiMBhEs9mMGzdupO1CCVDyahd2zWAM9oEABjk0Gmp/ZRv4pqsZJmTGa05Go3H7HsmQWzbRLydMHoMT44jxeVwElwTUObDpVlp3LHCNiKKt/K6BAZ7HATKdD+gEdhAiATEIY8DTcc7c3FxqF+WwOncMeOz1ej1VLO7duxcbGxuxu7sbJycnsbq6mtobaVt1W9+bJicMOUjnVj2ek7UZ6AoyQVLP2UyHh4cpPiF2AxxsNpsFUJM5ccLbaDRiNBolIGo0Gm+v7BjxqsDkK080rBR5oPsqBNmBMITwuXeWjC3v5fV+xFQzcoSbazqh+b5UM/wMRulscAgSMOoIBoIDioDx8kGEjNkGEkQCnmAQvb7FPxHjAxNzJOf7wDsHt87ECSDgK7LHYluU2dvnoWxeK+P1QE7mSES4by6HES+vWSBg/66qGZPI/MsrRHlShEwhDxgmV+LydTzu6cbJHx0dJf7Nz8/HjRs34quvvoqtra20W423HR0Oh/H222/HP/7jP8Y777xTQLC/KxmclMQy/6VSKbWp0H9Mefr58+fR7Xaj3++n3mOqHsPh+Y5BN2/ejE6nUzifA17YLrJAGLSQ3/l+7Xk70veB8sqFechrTl6RQ4McBqMsE8irq7PVajU6nU7s7e1Fr9dL16JyeXR0FP1+P1qtVvz0pz+N27dvx40bN9Ki6TfdMjWJFhYWYnl5OQV4oLbLy8vR7XYL52zMzc3FyspKVCqVuHnzZrL3N2/eTGe/gB6TLBhNj4iXbJzXddjfRowDb2wosujW0++SbM/c9ZAH0ciUgz5kj+TUwR9xCMG313xg7xxsE9S5lcg8RQ/yxO/7QLmv8A56EVFYVwAIlccaw+EwJfyAnQsLC2mzBXiET97d3U06OhyenwWzsbER7733XkRE2plqdXU1tUwBAOaH936X5Dk1qJm3hbKGxy3zrpQjrxHn9sDna9RqtTTuhYWFpKMkI05eAG8A8dDxq/arV55oRBQRK2fiVmyTUaSI4u4jCBvv5UkF13XWZqQrL8PngfH3IUg2mXcOQt2/Zwec887rLUAEXAqDL0ZnMJ52MATYefk8orju5vvEv9wA8jeO0gknBpL/Xfb2Z1zyNsqVtxv4O57DHBWAv99lJcPkasAkPXHQhiw48ON7TvhdpsbIwS/rJT/wudPpxKNHj+Lg4CD+93//N+r1etq5qVqtxk9/+tP46KOPYn19/Y2XwV9F+VzzP3LDWqpqtZq2GgW5Yn93empv3LgR169fj+FwGOvr6/Hee+8lx1sul9M2k9xjbm4uOp1OoYUSRIz+ZgMy3wdUFMqrGpN0LyJSC1CekLuVz4m7XyN5IwDkGmtra3F4eBj9fj96vV7aohgQq91uxy9/+ct4//334+7du9FoNAr74X/XVCqVCrtfgY4vLi7GnTt3UstcuVxOC9gfPXqU+tg3Njbi1q1bUSqVUsDs0+gJsrk+coytyNeweecpo9C089mHfB/IgIljC/s3B7Vu6Ys45wv97waOSBIA+dBXADyDLhHxUuLvzVucMH9f+Abltg4d4//BYJCq0vYjw+EwnYjN50jeCaoBQJvNZmpf3NrainK5HFtbW7GzsxPlcjlu3rwZP/7xj9Oi70ajkZJnQCmvR/s+0KT4hNdJIEi8KpVK4gVAHHYQvaRabR7iT6vVagJSsY285w4gd8K4Xeqq47pvJdGIePnAIWfoRqsixk7Dn8M4eQES6DTXtUOJiMKWYA6SIyYfIvd9CpJNebKRK7VLbvDXiUGpND75nJ52+sG5hg1oRHHrUa6TJzERxSTj+0ivUmb4xvhs0FlMmy9YtJHyeg+ugSwio5MSaF8jdzTfF/pryQbjsr65Dcq8wnkbzXNfN0EHxs0BSsS5bG1ubsbjx4/jv/7rv2I0GkWtVou1tbX45S9/GR999FE0Go3vlexZ3qA8+XCF9ezsLLa3t6PX66Uy97Vr1+LmzZvp4MFqtRrvvvtuNJvNNDckLBywRH+ty+ER4/5d72nPs3zfAhYHIJY7yLx1QOiWtYhxTzG6RdCMjcv73KlIHhwcxPb2dnzyySextbUVS0tL8Q//8A/xi1/8Ij744IPY2Ngo7ED0faJS6Xy9we3bt2NpaSkFDYPB+WYCvV4vtay02+0UuC0vL6dqCPIIMop/BcjLkznfG3ns9/tp/rxRgZOg75vcRRSBvNzWRYzBJINFrlI6SGM3pVKpFPV6PX2WZN8BI/fGbvLZ3Fbwue8jwY/c19oPkvzSIUD1JmJchTWgyU5RnJcBCMq6kG+++SadrfHWW2/Fhx9+GEtLS7GwsJDWT5XL5+d7uGXt+0a5f40oHjbNZ7wGw5VqqjXeIng0GhVa3J1EsGW6u1omJSavimGuikqj76s0z2hGM5rRjGY0oxnNaEYz+v+Wvn8p34xmNKMZzWhGM5rRjGY0o//vaZZozGhGM5rRjGY0oxnNaEYzunKaJRozmtGMZjSjGc1oRjOa0YyunGaJxoxmNKMZzWhGM5rRjGY0oyunWaIxoxnNaEYzmtGMZjSjGc3oymmWaMxoRjOa0YxmNKMZzWhGM7pymiUaM5rRjGY0oxnNaEYzmtGMrpxmicaMZjSjGc1oRjOa0YxmNKMrp1miMaMZzWhGM5rRjGY0oxnN6Mrp/wHfbW/dPd+d4QAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]}]},{"cell_type":"markdown","source":["# 설명된 분산 : 주성분이 원본 데이터의 분산을 얼마나 잘 나타내는지 기록"],"metadata":{"id":"oH2LnxFz1VUG"}},{"cell_type":"code","source":["print(np.sum(pca.explained_variance_ratio_))\n","# 총 분산 비율"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LfnndTQK1bJB","executionInfo":{"status":"ok","timestamp":1730701286123,"user_tz":-540,"elapsed":339,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2bc699e6-419b-4aa8-c6c6-f51a3abf92be"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["0.921493287068135\n"]}]},{"cell_type":"code","source":["plt.plot(pca.explained_variance_ratio_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":448},"id":"f3ZGye891dd3","executionInfo":{"status":"ok","timestamp":1730701293982,"user_tz":-540,"elapsed":765,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3e303efb-1cbb-407d-84fd-f492443fdeb7"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[]"]},"metadata":{},"execution_count":13},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 다른 알고리즘과 함께 사용"],"metadata":{"id":"-7nsrk3a1hHR"}},{"cell_type":"markdown","source":["PCA 를 지도학습에 적용"],"metadata":{"id":"GJuq1eJR1kS1"}},{"cell_type":"code","source":["from sklearn.linear_model import LogisticRegression\n","\n","lr = LogisticRegression()"],"metadata":{"id":"Do1v8L6Y1fSS","executionInfo":{"status":"ok","timestamp":1730701323736,"user_tz":-540,"elapsed":344,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["target = np.array([0] * 100 + [1] * 100 + [2] * 100)\n","# 100개의 0, 100개의 1, 100개의 2로 이루어진 타깃 데이터를 만듦."],"metadata":{"id":"ZrRfNlCi1mpt","executionInfo":{"status":"ok","timestamp":1730701345230,"user_tz":-540,"elapsed":347,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["from sklearn.model_selection import cross_validate # cross_validate 로 교차 검증 수\n","\n","scores = cross_validate(lr, fruits_2d, target)\n","print(np.mean(scores['test_score']))\n","print(np.mean(scores['fit_time'])) # 각 교차 검증에 걸린 시간"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rtd7mrpb1rw1","executionInfo":{"status":"ok","timestamp":1730701363722,"user_tz":-540,"elapsed":14900,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"726e47c5-309c-41fb-929b-c7185048d937"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9966666666666667\n","2.8470790863037108\n"]}]},{"cell_type":"code","source":["scores = cross_validate(lr, fruits_pca, target)\n","print(np.mean(scores['test_score']))\n","print(np.mean(scores['fit_time'])) # 훈련 시간 감소."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bd9U3h8Y1s3C","executionInfo":{"status":"ok","timestamp":1730701380874,"user_tz":-540,"elapsed":348,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1a4e2a8d-a2a7-403a-8539-c022a973c88c"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["0.9966666666666667\n","0.035992002487182616\n"]}]},{"cell_type":"code","source":["pca = PCA(n_components=0.5) # 분산의 50%에 달하는 주성분에 달하는 PCA 모델\n","pca.fit(fruits_2d)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dY8fFQdM10iz","executionInfo":{"status":"ok","timestamp":1730701430600,"user_tz":-540,"elapsed":3282,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f4169b39-c82f-44ac-e04d-57a93e671883"},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["PCA(n_components=0.5)"],"text/html":["
PCA(n_components=0.5)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["print(pca.n_components_) # 단 2개의 특성만으로 원본데이터의 50% 분산 표현 가능"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iuBYtuD52ABU","executionInfo":{"status":"ok","timestamp":1730701433178,"user_tz":-540,"elapsed":326,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b60f2009-7b25-4a8e-9f37-8a58d79b4de3"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["2\n"]}]},{"cell_type":"code","source":["fruits_pca = pca.transform(fruits_2d)\n","print(fruits_pca.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Zuun1eYU2BXV","executionInfo":{"status":"ok","timestamp":1730701461982,"user_tz":-540,"elapsed":315,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0618593a-3ae1-473d-c328-c1cf85f69380"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 2)\n"]}]},{"cell_type":"code","source":["scores = cross_validate(lr, fruits_pca, target)\n","print(np.mean(scores['test_score'])) # 특성 2개 사용, 99% 정확도 달성\n","print(np.mean(scores['fit_time']))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5kAGQFgm2IXI","executionInfo":{"status":"ok","timestamp":1730701471054,"user_tz":-540,"elapsed":650,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8741665c-3053-41ac-dab2-eb0c1054bb46"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n","STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n","\n","Increase the number of iterations (max_iter) or scale the data as shown in:\n"," https://scikit-learn.org/stable/modules/preprocessing.html\n","Please also refer to the documentation for alternative solver options:\n"," https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n"," n_iter_i = _check_optimize_result(\n","/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n","STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n","\n","Increase the number of iterations (max_iter) or scale the data as shown in:\n"," https://scikit-learn.org/stable/modules/preprocessing.html\n","Please also refer to the documentation for alternative solver options:\n"," https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n"," n_iter_i = _check_optimize_result(\n"]},{"output_type":"stream","name":"stdout","text":["0.9933333333333334\n","0.056948089599609376\n"]}]},{"cell_type":"code","source":["from sklearn.cluster import KMeans\n","\n","km = KMeans(n_clusters=3, random_state=42)\n","km.fit(fruits_pca)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aGT9_uYI2Kig","executionInfo":{"status":"ok","timestamp":1730701488768,"user_tz":-540,"elapsed":752,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a6ac420a-1ad0-471a-c8ab-e1320dfe4aa3"},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KMeans(n_clusters=3, random_state=42)"],"text/html":["
KMeans(n_clusters=3, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["print(np.unique(km.labels_, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f9QXDrW12O1n","executionInfo":{"status":"ok","timestamp":1730701492624,"user_tz":-540,"elapsed":330,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c505f5b4-5957-4042-add2-f7b6f1931ead"},"execution_count":23,"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":"GHP37FA42P4g","executionInfo":{"status":"ok","timestamp":1730701510113,"user_tz":-540,"elapsed":11592,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"11a81b3b-811c-4842-9a9b-90f406f41eac"},"execution_count":24,"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":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n"]}]},{"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()"],"metadata":{"id":"H0CyMw5F2RZ8"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5.pdf" "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5.pdf" new file mode 100644 index 0000000..9af2f59 Binary files /dev/null and "b/week5/[MLNovice]\354\241\260\354\230\210\354\235\270_week5.pdf" differ diff --git "a/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week6.pdf" "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week6.pdf" new file mode 100644 index 0000000..73a4d84 Binary files /dev/null and "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week6.pdf" differ diff --git "a/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-1.ipynb" "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-1.ipynb" new file mode 100644 index 0000000..e0ddc8a --- /dev/null +++ "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-1.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPs9ZUH1YKHusKwn63Pundk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 인공 신경망 : 패션 MNIST"],"metadata":{"id":"pMTqIX21hs66"}},{"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":"z7AinxRUhulW","executionInfo":{"status":"ok","timestamp":1731233764715,"user_tz":-540,"elapsed":10987,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"11ce1995-b401-461f-bc19-1ca3098b613d"},"execution_count":1,"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) # 데이터 크기 확인\n","print(test_input.shape, test_target.shape) # 테스트 세트의 크기 확인"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yZdfDdAnknLh","executionInfo":{"status":"ok","timestamp":1731233799665,"user_tz":-540,"elapsed":383,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1c198d15-8c56-4a00-8823-a7caedb2bc1a"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["(60000, 28, 28) (60000,)\n","(10000, 28, 28) (10000,)\n"]}]},{"cell_type":"markdown","source":["입력과 타깃 샘플"],"metadata":{"id":"jgRSlXBjlGp2"}},{"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') # 반전시켜 출력하기 위함\n"," axs[i].axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":84},"id":"0s0t_EkKk1W2","executionInfo":{"status":"ok","timestamp":1731233892686,"user_tz":-540,"elapsed":985,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b928c954-eaff-419b-ad04-f62a646a221f"},"execution_count":3,"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)])\n","\n","print(np.unique(train_target, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bDiSX_PflMMq","executionInfo":{"status":"ok","timestamp":1731234068511,"user_tz":-540,"elapsed":354,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"76e4a23d-5895-4f28-a0e1-b098cab063b8"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[9, 0, 0, 3, 0, 2, 7, 2, 5, 5]\n","(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 분류하기"],"metadata":{"id":"ocrmO3RRmGX3"}},{"cell_type":"code","source":["train_scaled = train_input / 255.0\n","train_scaled = train_scaled.reshape(-1, 28*28) # 3차원 데이터를 하나의 차원으로"],"metadata":{"id":"oJLs4rN5lnMP","executionInfo":{"status":"ok","timestamp":1731234177048,"user_tz":-540,"elapsed":379,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZpLq3rtGmRwq","executionInfo":{"status":"ok","timestamp":1731234180520,"user_tz":-540,"elapsed":360,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8eaa4ff1-de84-4350-b8ab-08dd8dd53374"},"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","# loss='log' = 10개 클래스 다중 분류. 10개의 이진분류 수행.\n","# ex) 부츠가 양성이면, 나머지 9개 클래스는 음성.\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":"fuRWWfeZmSoY","executionInfo":{"status":"ok","timestamp":1731234319270,"user_tz":-540,"elapsed":45685,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f6d4e135-b4f2-4db6-9b4e-ed3cbae45b5d"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8196000000000001\n"]}]},{"cell_type":"markdown","source":["# 케라스 모델 만들기"],"metadata":{"id":"PNEHC20cmt9a"}},{"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(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"XwwHCjZxmpP9","executionInfo":{"status":"ok","timestamp":1731234978687,"user_tz":-540,"elapsed":745,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["print(train_scaled.shape, train_target.shape)\n","print(val_scaled.shape, val_target.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lW-vxKh6pVUl","executionInfo":{"status":"ok","timestamp":1731234990257,"user_tz":-540,"elapsed":402,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dc6a3417-ee05-4deb-d8cf-d686e4343df3"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["(48000, 784) (48000,)\n","(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":"2BaJRcqIpXF-","executionInfo":{"status":"ok","timestamp":1731234994102,"user_tz":-540,"elapsed":379,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c0194d9b-f83c-498a-c4ff-b39e599b0bab"},"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":"foUC4BESpZP7","executionInfo":{"status":"ok","timestamp":1731234998510,"user_tz":-540,"elapsed":376,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":15,"outputs":[]},{"cell_type":"markdown","source":["# 인공신경망으로 패선 아이템 분류하기"],"metadata":{"id":"pd6zYFqfqMDr"}},{"cell_type":"code","source":["model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"9DPZ1_UcpaUg","executionInfo":{"status":"ok","timestamp":1731235216146,"user_tz":-540,"elapsed":366,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["print(train_target[:10])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j4b21UQLqPdm","executionInfo":{"status":"ok","timestamp":1731235220667,"user_tz":-540,"elapsed":368,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6aea6160-5ec1-43be-9b7e-87ab89472227"},"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":"BnVrYX2tqQkS","executionInfo":{"status":"ok","timestamp":1731235239058,"user_tz":-540,"elapsed":15440,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3565c42d-4632-4225-de71-9afccb6c4860"},"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[1m3s\u001b[0m 1ms/step - accuracy: 0.7398 - loss: 0.7779\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - accuracy: 0.8370 - loss: 0.4802\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8443 - loss: 0.4607\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: 0.8537 - loss: 0.4334\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: 0.8564 - loss: 0.4232\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"id":"pkUkNCtiqRYI"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-2.ipynb" "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-2.ipynb" new file mode 100644 index 0000000..68cad7d --- /dev/null +++ "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN/vtPx3wxWf6gH31Y2I29u"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 심층 신경망"],"metadata":{"id":"kWhhEcb-rrKe"}},{"cell_type":"markdown","source":["2개의 층"],"metadata":{"id":"apj2LUzeruOZ"}},{"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":{"id":"J-2bShcLrtQL","executionInfo":{"status":"ok","timestamp":1731240273322,"user_tz":-540,"elapsed":1291,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":7,"outputs":[]},{"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(\n"," train_scaled, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"mc1C4N8IswVy","executionInfo":{"status":"ok","timestamp":1731240277945,"user_tz":-540,"elapsed":1278,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":8,"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":"CwRGsW0Zs4dd","executionInfo":{"status":"ok","timestamp":1731240282314,"user_tz":-540,"elapsed":335,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":9,"outputs":[]},{"cell_type":"markdown","source":["# 심층 신경망 만들"],"metadata":{"id":"Sd5dnIpz9o10"}},{"cell_type":"code","source":["model = keras.Sequential([dense1, dense2])"],"metadata":{"id":"JJVu-ai59Sm5","executionInfo":{"status":"ok","timestamp":1731240313523,"user_tz":-540,"elapsed":700,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":216},"id":"E_SCIJWj9r3T","executionInfo":{"status":"ok","timestamp":1731240316797,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c0238292-b4c7-48fd-bc06-b84b2511c2d2"},"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","│ dense_2 (\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_3 (\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_2 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_3 (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":"VQgb3n8N9_vQ"}},{"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":"8xMCcxzF9spw","executionInfo":{"status":"ok","timestamp":1731240407730,"user_tz":-540,"elapsed":333,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":216},"id":"VBmzk8jM-C9C","executionInfo":{"status":"ok","timestamp":1731240411037,"user_tz":-540,"elapsed":430,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"121e6966-9dd2-4118-8942-fc5556db92aa"},"execution_count":13,"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":"9DbBn3pX-Dvk","executionInfo":{"status":"ok","timestamp":1731240513638,"user_tz":-540,"elapsed":412,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":216},"id":"rlvuxQ1z-cym","executionInfo":{"status":"ok","timestamp":1731240516486,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"7c07e30f-9fe5-41b1-fac2-5ed19b44fe26"},"execution_count":15,"outputs":[{"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","│ dense_4 (\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_5 (\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_4 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_5 (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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CPxkNefc-dg-","executionInfo":{"status":"ok","timestamp":1731240545501,"user_tz":-540,"elapsed":24293,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"461cf422-26cc-4b13-94d4-ca69197369c8"},"execution_count":16,"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[1m5s\u001b[0m 3ms/step - accuracy: 0.7491 - loss: 0.7715\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8461 - loss: 0.4208\n","Epoch 3/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8677 - loss: 0.3726\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: 0.8681 - loss: 0.3577\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8767 - loss: 0.3372\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":16}]},{"cell_type":"markdown","source":["# 렐루 활성화 함수"],"metadata":{"id":"r1YJNFTy-flB"}},{"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":"C1Gteh2U-evG","executionInfo":{"status":"ok","timestamp":1731240545501,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"daf5fa13-b04f-4ba9-d9d6-061a1720833d"},"execution_count":17,"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":250},"id":"YEc-id-u-ieB","executionInfo":{"status":"ok","timestamp":1731240548509,"user_tz":-540,"elapsed":320,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"92a58260-e6ed-441e-d7b3-c2b1a259cc4c"},"execution_count":18,"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","│ 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_6 (\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_7 (\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_6 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_7 (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":"0-ZslwS0-lU2","executionInfo":{"status":"ok","timestamp":1731240553876,"user_tz":-540,"elapsed":2037,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":19,"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":"QsTb9swg-mOR","executionInfo":{"status":"ok","timestamp":1731240587374,"user_tz":-540,"elapsed":30447,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e99ade46-327f-4321-ec50-e7bb835bb24b"},"execution_count":20,"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 4ms/step - accuracy: 0.7655 - loss: 0.6770\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 3ms/step - accuracy: 0.8553 - loss: 0.3962\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: 0.8715 - loss: 0.3530\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8771 - loss: 0.3373\n","Epoch 5/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8887 - loss: 0.3066\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":20}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O2Uvd-Wy-nVF","executionInfo":{"status":"ok","timestamp":1731240588916,"user_tz":-540,"elapsed":1544,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8d993398-6d11-4e92-c5e8-89ba03b89ee3"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - accuracy: 0.8754 - loss: 0.3629\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3661682605743408, 0.8741666674613953]"]},"metadata":{},"execution_count":21}]},{"cell_type":"markdown","source":["# 옵티마이저"],"metadata":{"id":"vAHWkMzO-t0Z"}},{"cell_type":"code","source":["model.compile(optimizer='sgd', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"JqB_y31a-rE2","executionInfo":{"status":"ok","timestamp":1731240594474,"user_tz":-540,"elapsed":335,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":22,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD()\n","model.compile(optimizer=sgd, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"rfzh57JK-wjO","executionInfo":{"status":"ok","timestamp":1731240601605,"user_tz":-540,"elapsed":2,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":23,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD(learning_rate=0.1)"],"metadata":{"id":"HdHaGjgI-yPS","executionInfo":{"status":"ok","timestamp":1731240604326,"user_tz":-540,"elapsed":334,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":24,"outputs":[]},{"cell_type":"code","source":["sgd = keras.optimizers.SGD(momentum=0.9, nesterov=True)"],"metadata":{"id":"ahQrV04Q-y9J","executionInfo":{"status":"ok","timestamp":1731240607952,"user_tz":-540,"elapsed":337,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":25,"outputs":[]},{"cell_type":"code","source":["adagrad = keras.optimizers.Adagrad()\n","model.compile(optimizer=adagrad, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"_nOUl1-Y-z1V","executionInfo":{"status":"ok","timestamp":1731240615232,"user_tz":-540,"elapsed":2,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["rmsprop = keras.optimizers.RMSprop()\n","model.compile(optimizer=rmsprop, loss='sparse_categorical_crossentropy', metrics=['accuracy'])"],"metadata":{"id":"FGqJyZ9J-1do","executionInfo":{"status":"ok","timestamp":1731240620112,"user_tz":-540,"elapsed":344,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":27,"outputs":[]},{"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":{"id":"mQrDuZsd-2zp","executionInfo":{"status":"ok","timestamp":1731240625055,"user_tz":-540,"elapsed":338,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":28,"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":"fEeB-uPe-3uO","executionInfo":{"status":"ok","timestamp":1731240656010,"user_tz":-540,"elapsed":25342,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f5279117-9f48-4647-e1b0-6ce312a2f956"},"execution_count":29,"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[1m5s\u001b[0m 3ms/step - accuracy: 0.7737 - loss: 0.6600\n","Epoch 2/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8571 - loss: 0.3950\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: 0.8695 - loss: 0.3556\n","Epoch 4/5\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 3ms/step - accuracy: 0.8791 - loss: 0.3264\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: 0.8868 - loss: 0.3083\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":29}]},{"cell_type":"code","source":["model.evaluate(val_scaled, val_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Dq6UTQVH-5V5","executionInfo":{"status":"ok","timestamp":1731240843522,"user_tz":-540,"elapsed":2284,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dc5522e6-59e0-4dfe-e7a5-89a9437ea967"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 3ms/step - accuracy: 0.8787 - loss: 0.3436\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.34411656856536865, 0.8765000104904175]"]},"metadata":{},"execution_count":30}]},{"cell_type":"code","source":[],"metadata":{"id":"AzguEZFR_s37"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-3.ipynb" "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-3.ipynb" new file mode 100644 index 0000000..a8fbc99 --- /dev/null +++ "b/week6/[MLNovice]\354\241\260\354\230\210\354\235\270_week7-3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMZqHvplwou15RRBZuZ82LT"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 신경망 모델 훈련"],"metadata":{"id":"oHq4Z96e_82_"}},{"cell_type":"markdown","source":["# 손실 곡선"],"metadata":{"id":"h4mhuVo1_-9Y"}},{"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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6SuJ7_ooABOA","executionInfo":{"status":"ok","timestamp":1731240956171,"user_tz":-540,"elapsed":20177,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"907dbea9-f002-4f1c-e578-0d1ca329d5fa"},"execution_count":1,"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":["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":"qSEldzb9ACDM","executionInfo":{"status":"ok","timestamp":1731240956172,"user_tz":-540,"elapsed":15,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["model = model_fn()\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":306},"id":"uwLch-TXAC64","executionInfo":{"status":"ok","timestamp":1731240956173,"user_tz":-540,"elapsed":15,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a73db82d-3a5d-4c53-b72c-0147a67fb6e2"},"execution_count":3,"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"]},{"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","│ 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 (\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_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","│ flatten (Flatten)                    │ (None, 784)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (Dense)                        │ (None, 100)                 │          78,500 │\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;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)\n","\n","print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DrSpe5mqADqe","executionInfo":{"status":"ok","timestamp":1731241086072,"user_tz":-540,"elapsed":27676,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"df9cd43e-d277-4d6c-ba90-5e5feb149de3"},"execution_count":4,"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":"8zn8iMeyAhyP","executionInfo":{"status":"ok","timestamp":1731241095177,"user_tz":-540,"elapsed":889,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a865f531-ebba-400c-9a6a-41936de95ffe"},"execution_count":5,"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":452},"id":"16pwpFCvAqe-","executionInfo":{"status":"ok","timestamp":1731241147040,"user_tz":-540,"elapsed":482,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"46a0ab8d-1f6a-4209-cc0b-573db9e0259e"},"execution_count":6,"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(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","history = model.fit(train_scaled, train_target, epochs=20, verbose=0)"],"metadata":{"id":"U4TXe-koA3Zm","executionInfo":{"status":"ok","timestamp":1731241244223,"user_tz":-540,"elapsed":74953,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":7,"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":449},"id":"YWHRNUcwA829","executionInfo":{"status":"ok","timestamp":1731241248220,"user_tz":-540,"elapsed":862,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c695d9cb-9a95-48b7-aeff-e5e3c8305bac"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 검증 손실"],"metadata":{"id":"DLrrBEl1BaqV"}},{"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":"Tdc0f-yVBQAe","executionInfo":{"status":"ok","timestamp":1731241385589,"user_tz":-540,"elapsed":85166,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["print(history.history.keys())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Q43CGrlcBc6C","executionInfo":{"status":"ok","timestamp":1731241385589,"user_tz":-540,"elapsed":7,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5afdcef9-2423-4d5b-cb13-c5dfe4c5d320"},"execution_count":10,"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":"py7TxyOPBdka","executionInfo":{"status":"ok","timestamp":1731241385589,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e6bac3b2-a820-41cd-9061-66bfc8f81dbc"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 드롭 아웃"],"metadata":{"id":"Snea5YLgBxtZ"}},{"cell_type":"code","source":["model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"C-JLMlv0BetG","executionInfo":{"status":"ok","timestamp":1731241395550,"user_tz":-540,"elapsed":380,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9078c9fc-e031-4242-8606-b51630ccd89d"},"execution_count":12,"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","│ 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_6 (\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_7 (\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_6 (Dense)                      │ (None, 100)                 │          78,500 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dropout (Dropout)                    │ (None, 100)                 │               0 │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_7 (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))"],"metadata":{"id":"OACmMESuB0GS","executionInfo":{"status":"ok","timestamp":1731241494069,"user_tz":-540,"elapsed":93499,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":13,"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":"twucT4FIB1aw","executionInfo":{"status":"ok","timestamp":1731241494798,"user_tz":-540,"elapsed":731,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"312265e4-9b3e-46f9-a3d6-2142877ed4ab"},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 모델 저장, 복원"],"metadata":{"id":"s_HH3serCGOr"}},{"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))"],"metadata":{"id":"SYUSaXy2B2M5","executionInfo":{"status":"ok","timestamp":1731241553373,"user_tz":-540,"elapsed":58578,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["model.save('model-whole.keras')\n","\n","model.save_weights('model.weights.h5')\n","\n","!ls -al model*\n","\n","model = model_fn(keras.layers.Dropout(0.3))\n","\n","model.load_weights('model.weights.h5')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YpLS7iZqCI_B","executionInfo":{"status":"ok","timestamp":1731241553373,"user_tz":-540,"elapsed":7,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b919f4c9-756b-4d62-8c38-6e172b3e47d4"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["-rw-r--r-- 1 root root 971928 Nov 10 12:25 model.weights.h5\n","-rw-r--r-- 1 root root 975719 Nov 10 12:25 model-whole.keras\n"]}]},{"cell_type":"code","source":["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":"oIQJ7hYUCNbM","executionInfo":{"status":"ok","timestamp":1731241554145,"user_tz":-540,"elapsed":776,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5da436e3-2cee-462b-c577-8da64c2ad705"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step\n","0.8795\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":"UlNA2TZ9COfK","executionInfo":{"status":"ok","timestamp":1731241555350,"user_tz":-540,"elapsed":1206,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"069eca2b-c9a2-49ba-c1bd-0181bc8ffd28"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8796 - loss: 0.3299\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.33250948786735535, 0.8794999718666077]"]},"metadata":{},"execution_count":18}]},{"cell_type":"markdown","source":["# 콜백"],"metadata":{"id":"-lzsHx3iCQK6"}},{"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":"bkzaTn23CPIk","executionInfo":{"status":"ok","timestamp":1731241644146,"user_tz":-540,"elapsed":88798,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ebe0e90e-a38e-40ac-cbb4-7393c1ee9fd5"},"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":19}]},{"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":"bbueWVWgCSf7","executionInfo":{"status":"ok","timestamp":1731241645347,"user_tz":-540,"elapsed":1207,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b03f0f8a-1d40-4798-f14f-c18ae0bba949"},"execution_count":20,"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: 0.8902 - loss: 0.3118\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.31556007266044617, 0.8859166502952576]"]},"metadata":{},"execution_count":20}]},{"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":"xH9unenPCTc-","executionInfo":{"status":"ok","timestamp":1731241689508,"user_tz":-540,"elapsed":44164,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["print(early_stopping_cb.stopped_epoch)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yI56gEweCUO1","executionInfo":{"status":"ok","timestamp":1731241689509,"user_tz":-540,"elapsed":19,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"a5fd2a77-03a7-44c6-87dd-7e2c36ae7bc2"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["8\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":"m5mE8DvsCU-N","executionInfo":{"status":"ok","timestamp":1731241689509,"user_tz":-540,"elapsed":16,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5a2abd8d-c266-4832-f60b-d7d92eafb948"},"execution_count":23,"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":"9I1nn6v8CV0k","executionInfo":{"status":"ok","timestamp":1731241690522,"user_tz":-540,"elapsed":1026,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9a3f32c3-7665-4bf7-cc88-8fcbbbca2da2"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8756 - loss: 0.3346\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.3354041278362274, 0.874666690826416]"]},"metadata":{},"execution_count":24}]},{"cell_type":"code","source":[],"metadata":{"id":"HG1cs556CWmy"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week7.pdf" "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week7.pdf" new file mode 100644 index 0000000..5acd6ba Binary files /dev/null and "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week7.pdf" differ diff --git "a/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-2.ipynb" "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-2.ipynb" new file mode 100644 index 0000000..8515a87 --- /dev/null +++ "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNbjGBixTVbgqrdoZ5rcewk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 합성곱 신경망을 이용한 이미지 분류"],"metadata":{"id":"PKkoFmqURUu2"}},{"cell_type":"markdown","source":["# 패션 MNIST 데이터 불러오기"],"metadata":{"id":"410gR6jSRdxv"}},{"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.reshape(-1, 28, 28, 1) / 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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I40-26YmRb_f","executionInfo":{"status":"ok","timestamp":1731849526211,"user_tz":-540,"elapsed":18694,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2895b2fb-897e-4c06-e6e2-ce5b64ea63be"},"execution_count":1,"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":["# 합성곱 신경망 만들기"],"metadata":{"id":"YRev1N8pRoGO"}},{"cell_type":"code","source":["model = keras.Sequential()\n","\n","model.add(keras.layers.Conv2D(32, kernel_size=3, activation='relu',\n"," padding='same', input_shape=(28,28,1)))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ijuQ0wxHRhov","executionInfo":{"status":"ok","timestamp":1731849539954,"user_tz":-540,"elapsed":446,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"865f29f9-07f4-4260-a2d7-b03b61ebf9e2"},"execution_count":2,"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":"code","source":["model.add(keras.layers.MaxPooling2D(2))\n","\n","model.add(keras.layers.Conv2D(64, kernel_size=(3,3), activation='relu',\n"," padding='same'))\n","model.add(keras.layers.MaxPooling2D(2))\n","\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":"imsiGtTxRs2M","executionInfo":{"status":"ok","timestamp":1731849562873,"user_tz":-540,"elapsed":343,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":417},"id":"wE-MqeRjRydD","executionInfo":{"status":"ok","timestamp":1731849566670,"user_tz":-540,"elapsed":364,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f871924a-5ce4-425c-c62d-01e9dce26d48"},"execution_count":4,"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":"code","source":["keras.utils.plot_model(model)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"QndaoQ7qRzYx","executionInfo":{"status":"ok","timestamp":1731849620489,"user_tz":-540,"elapsed":558,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"46ec11c8-122b-4b73-dd89-e6e6cebdc3cf"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":5}]},{"cell_type":"code","source":["keras.utils.plot_model(model, show_shapes=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"0viamr1dSAe2","executionInfo":{"status":"ok","timestamp":1731849669919,"user_tz":-540,"elapsed":1267,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"01211eaa-3fa7-428b-e296-4283bca95e47"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":6}]},{"cell_type":"markdown","source":["# 모델 컴파일과 훈련"],"metadata":{"id":"sp-IivbZSRat"}},{"cell_type":"code","source":["model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-cnn-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,\n"," validation_data=(val_scaled, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7G9Q2JgcSMXd","executionInfo":{"status":"ok","timestamp":1731850541260,"user_tz":-540,"elapsed":835639,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"481df0dd-f824-41c6-eefb-fd1a79c7428c"},"execution_count":7,"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[1m76s\u001b[0m 50ms/step - accuracy: 0.7436 - loss: 0.7042 - val_accuracy: 0.8818 - val_loss: 0.3167\n","Epoch 2/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 40ms/step - accuracy: 0.8746 - loss: 0.3542 - val_accuracy: 0.8869 - val_loss: 0.3016\n","Epoch 3/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 41ms/step - accuracy: 0.8920 - loss: 0.3017 - val_accuracy: 0.8978 - val_loss: 0.2674\n","Epoch 4/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 41ms/step - accuracy: 0.8998 - loss: 0.2761 - val_accuracy: 0.9057 - val_loss: 0.2492\n","Epoch 5/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m85s\u001b[0m 43ms/step - accuracy: 0.9122 - loss: 0.2417 - val_accuracy: 0.9137 - val_loss: 0.2365\n","Epoch 6/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 40ms/step - accuracy: 0.9169 - loss: 0.2232 - val_accuracy: 0.9160 - val_loss: 0.2317\n","Epoch 7/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 41ms/step - accuracy: 0.9269 - loss: 0.1998 - val_accuracy: 0.9162 - val_loss: 0.2271\n","Epoch 8/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 41ms/step - accuracy: 0.9311 - loss: 0.1870 - val_accuracy: 0.9176 - val_loss: 0.2301\n","Epoch 9/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 41ms/step - accuracy: 0.9367 - loss: 0.1705 - val_accuracy: 0.9202 - val_loss: 0.2204\n","Epoch 10/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 41ms/step - accuracy: 0.9404 - loss: 0.1606 - val_accuracy: 0.9178 - val_loss: 0.2329\n","Epoch 11/20\n","\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 40ms/step - accuracy: 0.9434 - loss: 0.1476 - val_accuracy: 0.9211 - val_loss: 0.2255\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\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":"naByUWXfSVVr","executionInfo":{"status":"ok","timestamp":1731850541733,"user_tz":-540,"elapsed":475,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"886f115e-ad38-4517-89d0-793708760e5f"},"execution_count":8,"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":"-BRuIeRcSXXX","executionInfo":{"status":"ok","timestamp":1731850546965,"user_tz":-540,"elapsed":5237,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"85c85a41-d349-4479-c6cd-73095b20aebc"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.9213 - loss: 0.2153\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.22040624916553497, 0.9201666712760925]"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["plt.imshow(val_scaled[0].reshape(28, 28), cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"0dMwyju2SiFa","executionInfo":{"status":"ok","timestamp":1731850546965,"user_tz":-540,"elapsed":6,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"23aa37b0-03c0-4895-f514-f6fa760342df"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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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":"z4XHoDH0Si3f","executionInfo":{"status":"ok","timestamp":1731850547353,"user_tz":-540,"elapsed":392,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dd04b929-64bf-4f74-cf16-35902cbe9a23"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 163ms/step\n","[[7.1762944e-15 5.2006578e-29 6.3270295e-20 2.1915137e-21 1.8459774e-18\n"," 1.0621053e-15 7.4410382e-17 4.7850881e-18 1.0000000e+00 1.1588697e-16]]\n"]}]},{"cell_type":"code","source":["plt.bar(range(1, 11), preds[0])\n","plt.xlabel('class')\n","plt.ylabel('prob.')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"2BKF8zdYSjz7","executionInfo":{"status":"ok","timestamp":1731850547741,"user_tz":-540,"elapsed":390,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ebda9a8f-dc97-4642-81c1-87f918f55a84"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["classes = ['티셔츠', '바지', '스웨터', '드레스', '코트',\n"," '샌달', '셔츠', '스니커즈', '가방', '앵클 부츠']"],"metadata":{"id":"MA4q6Wm4Skos","executionInfo":{"status":"ok","timestamp":1731850547741,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["import numpy as np\n","print(classes[np.argmax(preds)])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"L_gnmjfQSmOZ","executionInfo":{"status":"ok","timestamp":1731850547741,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1d78aa15-1758-494f-9455-a5164e8a4415"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["가방\n"]}]},{"cell_type":"code","source":["test_scaled = test_input.reshape(-1, 28, 28, 1) / 255.0"],"metadata":{"id":"K14S0SjpSnGV","executionInfo":{"status":"ok","timestamp":1731850547741,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["model.evaluate(test_scaled, test_target)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eAkRCj1ASn7f","executionInfo":{"status":"ok","timestamp":1731850553271,"user_tz":-540,"elapsed":5534,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c4b03a96-d5ff-4196-a7a7-b0e5cc6942ae"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.9151 - loss: 0.2432\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.23870974779129028, 0.9151999950408936]"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":[],"metadata":{"id":"eDwZqedvSony"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-3.ipynb" "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-3.ipynb" new file mode 100644 index 0000000..a399068 --- /dev/null +++ "b/week7/[MLNovice]\354\241\260\354\230\210\354\235\270_week8-3.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPbo3sUqP13KdnqHdv1s8Ct"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 합성곱 신경망의 시각화"],"metadata":{"id":"RnLe9yxFSz1S"}},{"cell_type":"code","source":["# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n","import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)"],"metadata":{"id":"fpWoxleJTRYe","executionInfo":{"status":"ok","timestamp":1731849955707,"user_tz":-540,"elapsed":352,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":11,"outputs":[]},{"cell_type":"markdown","source":["# 가중치 시각화"],"metadata":{"id":"ThTrE_3DS4aX"}},{"cell_type":"code","source":["from tensorflow import keras\n","\n","!wget https://github.com/rickiepark/hg-mldl/raw/master/best-cnn-model.keras"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HucsNuWkS2uq","executionInfo":{"status":"ok","timestamp":1731849956478,"user_tz":-540,"elapsed":411,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"7ab7fddf-ca01-473d-ff24-eb5164e60160"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-11-17 13:25:55-- https://github.com/rickiepark/hg-mldl/raw/master/best-cnn-model.keras\n","Resolving github.com (github.com)... 140.82.113.4\n","Connecting to github.com (github.com)|140.82.113.4|: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","--2024-11-17 13:25:55-- 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","\rbest-cnn-model.kera 0%[ ] 0 --.-KB/s \rbest-cnn-model.kera 100%[===================>] 3.85M --.-KB/s in 0.02s \n","\n","2024-11-17 13:25:55 (228 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')\n","model.layers"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jILuvBwDS-rJ","executionInfo":{"status":"ok","timestamp":1731849956479,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2862fa4b-0752-40cb-c94d-617b9db01490"},"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] #첫번째 합성곱 층의 가중치와 두번째 원소(절편)의 크기\n","\n","print(conv.weights[0].shape, conv.weights[1].shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YNX7iUJBTBWJ","executionInfo":{"status":"ok","timestamp":1731849956479,"user_tz":-540,"elapsed":4,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"351e5801-e9bd-4726-ce21-f0d1f7b99429"},"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","print(conv_weights.mean(), conv_weights.std())\n","#평균은 0에 가깝고 표준편차는 0.27정도"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FlyfygSfTCQz","executionInfo":{"status":"ok","timestamp":1731849956479,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"986f1331-19e1-4759-dcd8-8d4ee809a2c4"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["-0.014383553 0.23351653\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\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":"5_sdv3rITDGj","executionInfo":{"status":"ok","timestamp":1731849956876,"user_tz":-540,"elapsed":399,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"906c2353-3abf-43a8-b8c5-d068697a866b"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjsAAAGwCAYAAABPSaTdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAp2UlEQVR4nO3deXQUZb7/8U8HyMKSDmuWMUDEyKKsKjGIwECuwHDvwIGjA8NcERlwEESMC+SOwKBgwiJw4SIoR0DO4OByB3Bl1CgoEIJGFkcWCQbICAkqpMMiIcvz+8MffW0JCEknXXl4v86pc9JPPV351tNF94fqpyouY4wRAACApYICXQAAAEBVIuwAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFitdqALcIKysjIdPXpUDRo0kMvlCnQ5AADgChhjdOrUKcXExCgo6NLnbwg7ko4eParY2NhAlwEAACogNzdX11133SXXE3YkNWjQQNKPgxUeHh7gagAAwJUoLCxUbGys93P8Ugg7kverq/DwcMIOAAA1zC9NQWGCMgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqtQP5yz/++GPNmTNHWVlZOnbsmNauXatBgwZ51xtjNG3aNC1btkwFBQW64447tGTJEsXHx3v7nDhxQg899JDefPNNBQUFaciQIfrv//5v1a9fPwB7BACoSVpOfjvQJVy1Q2kDAl1CjRPQMztnzpxRx44dtXjx4nLXz549WwsXLtTSpUuVmZmpevXqqW/fvjp37py3z/Dhw/Xll1/q/fff11tvvaWPP/5YY8aMqa5dAAAADhfQMzv9+/dX//79y11njNGCBQv05JNPauDAgZKkVatWKTIyUuvWrdPQoUO1d+9ebdiwQZ9++qluvfVWSdKiRYv0m9/8RnPnzlVMTEy52y4qKlJRUZH3cWFhoZ/3DAAAOIVj5+zk5OQoLy9PSUlJ3ja3262EhARlZGRIkjIyMhQREeENOpKUlJSkoKAgZWZmXnLbqampcrvd3iU2NrbqdgQAAASUY8NOXl6eJCkyMtKnPTIy0rsuLy9PzZo181lfu3ZtNWrUyNunPCkpKfJ4PN4lNzfXz9UDAACnCOjXWIESEhKikJCQQJcBAACqgWPP7ERFRUmS8vPzfdrz8/O966KionT8+HGf9SUlJTpx4oS3DwAAuLY5NuzExcUpKipK6enp3rbCwkJlZmYqMTFRkpSYmKiCggJlZWV5+3z44YcqKytTQkJCtdcMAACcJ6BfY50+fVrZ2dnexzk5Odq5c6caNWqk5s2ba+LEiZoxY4bi4+MVFxenKVOmKCYmxnsvnrZt26pfv34aPXq0li5dquLiYo0fP15Dhw695JVYAADg2hLQsPPZZ5/p17/+tfdxcnKyJGnEiBFauXKlnnjiCZ05c0ZjxoxRQUGBunfvrg0bNig0NNT7nNWrV2v8+PHq06eP96aCCxcurPZ9AQAAzuQyxphAFxFohYWFcrvd8ng8Cg8PD3Q5AIBqwh2Ua7Yr/fx27JwdAAAAfyDsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrOTrslJaWasqUKYqLi1NYWJhatWqlp59+WsYYbx9jjKZOnaro6GiFhYUpKSlJBw4cCGDVAADASRwddmbNmqUlS5bof/7nf7R3717NmjVLs2fP1qJFi7x9Zs+erYULF2rp0qXKzMxUvXr11LdvX507dy6AlQMAAKeoHegCLmfr1q0aOHCgBgwYIElq2bKl/va3v2n79u2Sfjyrs2DBAj355JMaOHCgJGnVqlWKjIzUunXrNHTo0IDVDgAAnMHRZ3a6deum9PR0ffXVV5KkXbt2afPmzerfv78kKScnR3l5eUpKSvI+x+12KyEhQRkZGZfcblFRkQoLC30WAABgJ0ef2Zk8ebIKCwvVpk0b1apVS6WlpZo5c6aGDx8uScrLy5MkRUZG+jwvMjLSu648qampmj59etUVDgAAHMPRZ3ZeffVVrV69Wi+//LI+//xzvfTSS5o7d65eeumlSm03JSVFHo/Hu+Tm5vqpYgAA4DSOPrPz+OOPa/Lkyd65N+3bt9fhw4eVmpqqESNGKCoqSpKUn5+v6Oho7/Py8/PVqVOnS243JCREISEhVVo7AABwBkeHnbNnzyooyPfkU61atVRWViZJiouLU1RUlNLT073hprCwUJmZmRo7dmx1lwsA17SWk98OdAlAuRwddv7jP/5DM2fOVPPmzXXTTTdpx44dmjdvnu6//35Jksvl0sSJEzVjxgzFx8crLi5OU6ZMUUxMjAYNGhTY4gEAgCM4OuwsWrRIU6ZM0YMPPqjjx48rJiZGDzzwgKZOnert88QTT+jMmTMaM2aMCgoK1L17d23YsEGhoaEBrBwAADiFy/z0dsTXqMLCQrndbnk8HoWHhwe6HACokfgaq3ocShsQ6BIc40o/vx19NRYAAEBlEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqODzvffPON/vCHP6hx48YKCwtT+/bt9dlnn3nXG2M0depURUdHKywsTElJSTpw4EAAKwYAAE7i6LBz8uRJ3XHHHapTp47effdd7dmzR88++6waNmzo7TN79mwtXLhQS5cuVWZmpurVq6e+ffvq3LlzAawcAAA4Re1AF3A5s2bNUmxsrFasWOFti4uL8/5sjNGCBQv05JNPauDAgZKkVatWKTIyUuvWrdPQoUOrvWYAAOAsjj6z88Ybb+jWW2/V3XffrWbNmqlz585atmyZd31OTo7y8vKUlJTkbXO73UpISFBGRsYlt1tUVKTCwkKfBQAA2MnRYefrr7/WkiVLFB8fr3/84x8aO3asJkyYoJdeekmSlJeXJ0mKjIz0eV5kZKR3XXlSU1Pldru9S2xsbNXtBAAACChHh52ysjJ16dJFzzzzjDp37qwxY8Zo9OjRWrp0aaW2m5KSIo/H411yc3P9VDEAAHAaR4ed6OhotWvXzqetbdu2OnLkiCQpKipKkpSfn+/TJz8/37uuPCEhIQoPD/dZAACAnRwddu644w7t37/fp+2rr75SixYtJP04WTkqKkrp6ene9YWFhcrMzFRiYmK11goAAJzJ0VdjPfLII+rWrZueeeYZ3XPPPdq+fbteeOEFvfDCC5Ikl8uliRMnasaMGYqPj1dcXJymTJmimJgYDRo0KLDFAwAAR3B02Lntttu0du1apaSk6KmnnlJcXJwWLFig4cOHe/s88cQTOnPmjMaMGaOCggJ1795dGzZsUGhoaAArBwAATuEyxphAFxFohYWFcrvd8ng8zN8BgApqOfntQJdwTTiUNiDQJTjGlX5+V2jOTu/evVVQUFDuL+3du3dFNgkAAFAlKhR2Nm7cqPPnz1/Ufu7cOX3yySeVLgoAAMBfrmrOzu7du70/79mzx+fGfaWlpdqwYYN+9atf+a86AACASrqqsNOpUye5XC65XK5yv64KCwvTokWL/FYcAABAZV1V2MnJyZExRtdff722b9+upk2betcFBwerWbNmqlWrlt+LBAAAqKirCjsXbuZXVlZWJcUAAAD4W4Xvs3PgwAF99NFHOn78+EXhZ+rUqZUuDAAAwB8qFHaWLVumsWPHqkmTJoqKipLL5fKuc7lchB0AAOAYFQo7M2bM0MyZMzVp0iR/1wMAAOBXFbrPzsmTJ3X33Xf7uxYAAAC/q1DYufvuu/Xee+/5uxYAAAC/q9DXWDfccIOmTJmibdu2qX379qpTp47P+gkTJvilOAAAgMqq0B8CjYuLu/QGXS59/fXXlSqquvGHQAGg8vhDoNWDPwT6f67087tCZ3ZycnIqXBgAAEB1qtCcHQAAgJqiQmd27r///suuX758eYWKAQAA8LcKhZ2TJ0/6PC4uLtY///lPFRQUlPsHQgEAAAKlQmFn7dq1F7WVlZVp7NixatWqVaWLAgAA8Be/zdkJCgpScnKy5s+f769NAgAAVJpfJygfPHhQJSUl/twkAABApVToa6zk5GSfx8YYHTt2TG+//bZGjBjhl8IAAAD8oUJhZ8eOHT6Pg4KC1LRpUz377LO/eKUWAABAdapQ2Pnoo4/8XQcAAECVqFDYueDbb7/V/v37JUmtW7dW06ZN/VIUAACAv1RogvKZM2d0//33Kzo6Wj169FCPHj0UExOjUaNG6ezZs/6uEQAAoMIqFHaSk5O1adMmvfnmmyooKFBBQYHWr1+vTZs26dFHH/V3jQAAABVWoa+x/vd//1evv/66evXq5W37zW9+o7CwMN1zzz1asmSJv+oDAAColAqd2Tl79qwiIyMvam/WrBlfYwEAAEepUNhJTEzUtGnTdO7cOW/bDz/8oOnTpysxMdFvxQEAAFRWhb7GWrBggfr166frrrtOHTt2lCTt2rVLISEheu+99/xaIAAAQGVUKOy0b99eBw4c0OrVq7Vv3z5J0rBhwzR8+HCFhYX5tUAAAIDKqFDYSU1NVWRkpEaPHu3Tvnz5cn377beaNGmSX4oDgGtVy8lvB7oEwBoVmrPz/PPPq02bNhe133TTTVq6dGmliwIAAPCXCoWdvLw8RUdHX9TetGlTHTt2rNJFAQAA+EuFwk5sbKy2bNlyUfuWLVsUExNT6aIAAAD8pUJzdkaPHq2JEyequLhYvXv3liSlp6friSee4A7KAADAUSoUdh5//HF9//33evDBB3X+/HlJUmhoqCZNmqSUlBS/FggAAFAZFQo7LpdLs2bN0pQpU7R3716FhYUpPj5eISEh/q4PAACgUioUdi6oX7++brvtNn/VAgAA4HcVmqAMAABQUxB2AACA1Sr1NRYAAKheNfHu2ofSBgT093NmBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFitRoWdtLQ0uVwuTZw40dt27tw5jRs3To0bN1b9+vU1ZMgQ5efnB65IAADgKDUm7Hz66ad6/vnn1aFDB5/2Rx55RG+++aZee+01bdq0SUePHtXgwYMDVCUAAHCaGhF2Tp8+reHDh2vZsmVq2LCht93j8ejFF1/UvHnz1Lt3b91yyy1asWKFtm7dqm3btl1ye0VFRSosLPRZAACAnWpE2Bk3bpwGDBigpKQkn/asrCwVFxf7tLdp00bNmzdXRkbGJbeXmpoqt9vtXWJjY6usdgAAEFiODztr1qzR559/rtTU1IvW5eXlKTg4WBERET7tkZGRysvLu+Q2U1JS5PF4vEtubq6/ywYAAA5RO9AFXE5ubq4efvhhvf/++woNDfXbdkNCQhQSEuK37QEAAOdy9JmdrKwsHT9+XF26dFHt2rVVu3Ztbdq0SQsXLlTt2rUVGRmp8+fPq6CgwOd5+fn5ioqKCkzRAADAURx9ZqdPnz764osvfNpGjhypNm3aaNKkSYqNjVWdOnWUnp6uIUOGSJL279+vI0eOKDExMRAlAwAAh3F02GnQoIFuvvlmn7Z69eqpcePG3vZRo0YpOTlZjRo1Unh4uB566CElJibq9ttvD0TJAADAYRwddq7E/PnzFRQUpCFDhqioqEh9+/bVc889F+iyAACAQ7iMMSbQRQRaYWGh3G63PB6PwsPDA10OAKjl5LcDXQLgN4fSBlTJdq/089vRE5QBAAAqi7ADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKzm6LCTmpqq2267TQ0aNFCzZs00aNAg7d+/36fPuXPnNG7cODVu3Fj169fXkCFDlJ+fH6CKAQCA0zg67GzatEnjxo3Ttm3b9P7776u4uFh33XWXzpw54+3zyCOP6M0339Rrr72mTZs26ejRoxo8eHAAqwYAAE5SO9AFXM6GDRt8Hq9cuVLNmjVTVlaWevToIY/HoxdffFEvv/yyevfuLUlasWKF2rZtq23btun2228PRNkAAMBBHH1m5+c8Ho8kqVGjRpKkrKwsFRcXKykpydunTZs2at68uTIyMi65naKiIhUWFvosAADATjUm7JSVlWnixIm64447dPPNN0uS8vLyFBwcrIiICJ++kZGRysvLu+S2UlNT5Xa7vUtsbGxVlg4AAAKoxoSdcePG6Z///KfWrFlT6W2lpKTI4/F4l9zcXD9UCAAAnMjRc3YuGD9+vN566y19/PHHuu6667ztUVFROn/+vAoKCnzO7uTn5ysqKuqS2wsJCVFISEhVlgwAABzC0Wd2jDEaP3681q5dqw8//FBxcXE+62+55RbVqVNH6enp3rb9+/fryJEjSkxMrO5yAQCAAzn6zM64ceP08ssva/369WrQoIF3Ho7b7VZYWJjcbrdGjRql5ORkNWrUSOHh4XrooYeUmJjIlVgAAECSw8POkiVLJEm9evXyaV+xYoXuu+8+SdL8+fMVFBSkIUOGqKioSH379tVzzz1XzZUCAACncnTYMcb8Yp/Q0FAtXrxYixcvroaKAABATePoOTsAAACVRdgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYLXagS4AAKpay8lvB7oEAAHEmR0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBp/LgJWqIl/DuBQ2oBAlwAA1wTO7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAq1lzB+XFixdrzpw5ysvLU8eOHbVo0SJ17do10GXVyDv7AgBgEyvO7LzyyitKTk7WtGnT9Pnnn6tjx47q27evjh8/HujSAABAgFkRdubNm6fRo0dr5MiRateunZYuXaq6detq+fLlgS4NAAAEWI3/Guv8+fPKyspSSkqKty0oKEhJSUnKyMgo9zlFRUUqKiryPvZ4PJKkwsJCv9dXVnTW79uEHarieEP5+HcIBFZVvd9d2K4x5rL9anzY+e6771RaWqrIyEif9sjISO3bt6/c56Smpmr69OkXtcfGxlZJjUB53AsCXQEAVI+qfr87deqU3G73JdfX+LBTESkpKUpOTvY+Lisr04kTJ9S4cWO5XK4AVuZfhYWFio2NVW5ursLDwwNdTrW71vdfYgwkxkBiDCTGQLJzDIwxOnXqlGJiYi7br8aHnSZNmqhWrVrKz8/3ac/Pz1dUVFS5zwkJCVFISIhPW0RERFWVGHDh4eHWHNgVca3vv8QYSIyBxBhIjIFk3xhc7ozOBTV+gnJwcLBuueUWpaene9vKysqUnp6uxMTEAFYGAACcoMaf2ZGk5ORkjRgxQrfeequ6du2qBQsW6MyZMxo5cmSgSwMAAAFmRdj53e9+p2+//VZTp05VXl6eOnXqpA0bNlw0aflaExISomnTpl30ld214lrff4kxkBgDiTGQGAPp2h4Dl/ml67UAAABqsBo/ZwcAAOByCDsAAMBqhB0AAGA1wg4AALAaYacGmzlzprp166a6dete0U0Ri4uLNWnSJLVv31716tVTTEyM7r33Xh09etSnX8uWLeVyuXyWtLS0KtqLyrnaMZB+vOPm1KlTFR0drbCwMCUlJenAgQM+fU6cOKHhw4crPDxcERERGjVqlE6fPl0Fe1B5V1vroUOHLnp9Lyyvvfaat19569esWVMdu3TVKvJ69erV66L9+9Of/uTT58iRIxowYIDq1q2rZs2a6fHHH1dJSUlV7kqFXe0YnDhxQg899JBat26tsLAwNW/eXBMmTPD+rcALnHwcLF68WC1btlRoaKgSEhK0ffv2y/Z/7bXX1KZNG4WGhqp9+/Z65513fNZfyXuD01zNGCxbtkx33nmnGjZsqIYNGyopKemi/vfdd99Fr3e/fv2qejeqnkGNNXXqVDNv3jyTnJxs3G73L/YvKCgwSUlJ5pVXXjH79u0zGRkZpmvXruaWW27x6deiRQvz1FNPmWPHjnmX06dPV9FeVM7VjoExxqSlpRm3223WrVtndu3aZX7729+auLg488MPP3j79OvXz3Ts2NFs27bNfPLJJ+aGG24ww4YNq6K9qJyrrbWkpMTntT127JiZPn26qV+/vjl16pS3nySzYsUKn34/HSMnqcjr1bNnTzN69Gif/fN4PN71JSUl5uabbzZJSUlmx44d5p133jFNmjQxKSkpVb07FXK1Y/DFF1+YwYMHmzfeeMNkZ2eb9PR0Ex8fb4YMGeLTz6nHwZo1a0xwcLBZvny5+fLLL83o0aNNRESEyc/PL7f/li1bTK1atczs2bPNnj17zJNPPmnq1KljvvjiC2+fK3lvcJKrHYPf//73ZvHixWbHjh1m79695r777jNut9v861//8vYZMWKE6devn8/rfeLEierapSpD2LHAihUrrviD/ue2b99uJJnDhw9721q0aGHmz5/vn+KqyZWOQVlZmYmKijJz5szxthUUFJiQkBDzt7/9zRhjzJ49e4wk8+mnn3r7vPvuu8blcplvvvnG77VXhr9q7dSpk7n//vt92iSZtWvX+qvUKlPRMejZs6d5+OGHL7n+nXfeMUFBQSYvL8/btmTJEhMeHm6Kior8Uru/+Os4ePXVV01wcLApLi72tjn1OOjatasZN26c93FpaamJiYkxqamp5fa/5557zIABA3zaEhISzAMPPGCMubL3Bqe52jH4uZKSEtOgQQPz0ksvedtGjBhhBg4c6O9SA46vsa5xHo9HLpfroq+A0tLS1LhxY3Xu3Flz5sxx7Kn7q5WTk6O8vDwlJSV529xutxISEpSRkSFJysjIUEREhG699VZvn6SkJAUFBSkzM7Paa74cf9SalZWlnTt3atSoURetGzdunJo0aaKuXbtq+fLlMg68LVdlxmD16tVq0qSJbr75ZqWkpOjs2bM+223fvr3PzUn79u2rwsJCffnll/7fkUrw1zHr8XgUHh6u2rV97zfrtOPg/PnzysrK8vl3HBQUpKSkJO+/45/LyMjw6S/9+Hpe6H8l7w1OUpEx+LmzZ8+quLhYjRo18mnfuHGjmjVrptatW2vs2LH6/vvv/Vp7IFhxB2VUzLlz5zRp0iQNGzbM54/CTZgwQV26dFGjRo20detWpaSk6NixY5o3b14Aq/WPvLw8Sbro7tqRkZHedXl5eWrWrJnP+tq1a6tRo0bePk7hj1pffPFFtW3bVt26dfNpf+qpp9S7d2/VrVtX7733nh588EGdPn1aEyZM8Fv9/lDRMfj973+vFi1aKCYmRrt379akSZO0f/9+/f3vf/dut7zj5MI6J/HHcfDdd9/p6aef1pgxY3zanXgcfPfddyotLS339dm3b1+5z7nU6/nTf/cX2i7Vx0kqMgY/N2nSJMXExPgEpn79+mnw4MGKi4vTwYMH9V//9V/q37+/MjIyVKtWLb/uQ3Ui7DjM5MmTNWvWrMv22bt3r9q0aVOp31NcXKx77rlHxhgtWbLEZ11ycrL35w4dOig4OFgPPPCAUlNTq+U249U1Bk52pWNQWT/88INefvllTZky5aJ1P23r3Lmzzpw5ozlz5lTbh1xVj8FPP9Tbt2+v6Oho9enTRwcPHlSrVq0qvF1/qq7joLCwUAMGDFC7du30l7/8xWddoI8DVI20tDStWbNGGzduVGhoqLd96NCh3p/bt2+vDh06qFWrVtq4caP69OkTiFL9grDjMI8++qjuu+++y/a5/vrrK/U7LgSdw4cP68MPP/Q5q1OehIQElZSU6NChQ2rdunWlfveVqMoxiIqKkiTl5+crOjra256fn69OnTp5+xw/ftzneSUlJTpx4oT3+VXtSsegsrW+/vrrOnv2rO69995f7JuQkKCnn35aRUVF1RJ6q2sMLkhISJAkZWdnq1WrVoqKirroSpX8/HxJsuo4OHXqlPr166cGDRpo7dq1qlOnzmX7V/dxUJ4mTZqoVq1a3tfjgvz8/Evub1RU1GX7X8l7g5NUZAwumDt3rtLS0vTBBx+oQ4cOl+17/fXXq0mTJsrOzq7RYYcJyha4mgnK58+fN4MGDTI33XSTOX78+BU9569//asJCgpy9Iz8q52gPHfuXG+bx+Mpd4LyZ5995u3zj3/8w9ETlCtaa8+ePS+6+uZSZsyYYRo2bFjhWquKv16vzZs3G0lm165dxpj/m6D80ytbnn/+eRMeHm7OnTvnvx3wg4qOgcfjMbfffrvp2bOnOXPmzBX9LqccB127djXjx4/3Pi4tLTW/+tWvLjtB+d///d992hITEy+aoHy59wanudoxMMaYWbNmmfDwcJORkXFFvyM3N9e4XC6zfv36StcbSISdGuzw4cNmx44d3suGd+zYYXbs2OFz+XDr1q3N3//+d2PMj0Hnt7/9rbnuuuvMzp07fS4tvHB1ydatW838+fPNzp07zcGDB81f//pX07RpU3PvvfcGZB9/ydWOgTE/Xl4aERFh1q9fb3bv3m0GDhxY7qXnnTt3NpmZmWbz5s0mPj7e0ZeeX67Wf/3rX6Z169YmMzPT53kHDhwwLpfLvPvuuxdt84033jDLli0zX3zxhTlw4IB57rnnTN26dc3UqVOrfH8q4mrHIDs72zz11FPms88+Mzk5OWb9+vXm+uuvNz169PA+58Kl53fddZfZuXOn2bBhg2natKmjLz2/mjHweDwmISHBtG/f3mRnZ/u8H5SUlBhjnH0crFmzxoSEhJiVK1eaPXv2mDFjxpiIiAjv1XP/+Z//aSZPnuztv2XLFlO7dm0zd+5cs3fvXjNt2rRyLz3/pfcGJ7naMUhLSzPBwcHm9ddf93m9L7xfnjp1yjz22GMmIyPD5OTkmA8++MB06dLFxMfHOy7gXy3CTg02YsQII+mi5aOPPvL20f+/R4YxxuTk5JTb/6fPycrKMgkJCcbtdpvQ0FDTtm1b88wzzzj2QL/aMTDmx//BTZkyxURGRpqQkBDTp08fs3//fp/tfv/992bYsGGmfv36Jjw83IwcOdInQDnJL9V64XX/6ZgYY0xKSoqJjY01paWlF23z3XffNZ06dTL169c39erVMx07djRLly4tt68TXO0YHDlyxPTo0cM0atTIhISEmBtuuME8/vjjPvfZMcaYQ4cOmf79+5uwsDDTpEkT8+ijj/pclu0kVzsGH3300SXfD3Jycowxzj8OFi1aZJo3b26Cg4NN165dzbZt27zrevbsaUaMGOHT/9VXXzU33nijCQ4ONjfddJN5++23fdZfyXuD01zNGLRo0aLc13vatGnGGGPOnj1r7rrrLtO0aVNTp04d06JFCzN69Gif2y/UVC5jHHgtKQAAgJ9wnx0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQBWatmypRYsWHDF/Q8dOiSXy6WdO3dWWU0AAoOwA8BKn376qcaMGePXba5cuVIRERF+3SaAqlc70AUAQFVo2rRpoEsA4BCc2QHgCG+99ZYiIiJUWloqSdq5c6dcLpcmT57s7fPHP/5Rf/jDHyRJmzdv1p133qmwsDDFxsZqwoQJOnPmjLfvz7/G2rdvn7p3767Q0FC1a9dOH3zwgVwul9atW+dTx9dff61f//rXqlu3rjp27KiMjAxJ0saNGzVy5Eh5PB65XC65XC795S9/qZrBAOBXhB0AjnDnnXfq1KlT2rFjhyRp06ZNatKkiTZu3Ojts2nTJvXq1UsHDx5Uv379NGTIEO3evVuvvPKKNm/erPHjx5e77dLSUg0aNEh169ZVZmamXnjhBf35z38ut++f//xnPfbYY9q5c6duvPFGDRs2TCUlJerWrZsWLFig8PBwHTt2TMeOHdNjjz3m93EA4H+EHQCO4Ha71alTJ2+42bhxox555BHt2LFDp0+f1jfffKPs7Gz17NlTqampGj58uCZOnKj4+Hh169ZNCxcu1KpVq3Tu3LmLtv3+++/r4MGDWrVqlTp27Kju3btr5syZ5dbx2GOPacCAAbrxxhs1ffp0HT58WNnZ2QoODpbb7ZbL5VJUVJSioqJUv379qhwSAH5C2AHgGD179tTGjRtljNEnn3yiwYMHq23bttq8ebM2bdqkmJgYxcfHa9euXVq5cqXq16/vXfr27auysjLl5ORctN39+/crNjZWUVFR3rauXbuWW0OHDh28P0dHR0uSjh8/7uc9BVCdmKAMwDF69eql5cuXa9euXapTp47atGmjXr16aePGjTp58qR69uwpSTp9+rQeeOABTZgw4aJtNG/evFI11KlTx/uzy+WSJJWVlVVqmwACi7ADwDEuzNuZP3++N9j06tVLaWlpOnnypB599FFJUpcuXbRnzx7dcMMNV7Td1q1bKzc3V/n5+YqMjJT046XpVys4ONg7gRpAzcHXWAAco2HDhurQoYNWr16tXr16SZJ69Oihzz//XF999ZU3AE2aNElbt27V+PHjtXPnTh04cEDr16+/5ATlf/u3f1OrVq00YsQI7d69W1u2bNGTTz4p6f/O3lyJli1b6vTp00pPT9d3332ns2fPVm6HAVQLwg4AR+nZs6dKS0u9YadRo0Zq166doqKi1Lp1a0k/zqvZtGmTvvrqK915553q3Lmzpk6dqpiYmHK3WatWLa1bt06nT5/Wbbfdpj/+8Y/eq7FCQ0OvuLZu3brpT3/6k373u9+padOmmj17duV2FkC1cBljTKCLAIDqtmXLFnXv3l3Z2dlq1apVoMsBUIUIOwCuCWvXrlX9+vUVHx+v7OxsPfzww2rYsKE2b94c6NIAVDEmKAO4Jpw6dUqTJk3SkSNH1KRJEyUlJenZZ58NdFkAqgFndgAAgNWYoAwAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWO3/AWSQtJe9R9EZAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"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":105},"id":"qcmCAMiTTFbH","executionInfo":{"status":"ok","timestamp":1731849957864,"user_tz":-540,"elapsed":991,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"15d3a6ea-7e65-4bf2-ba65-dcd8559fd14e"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["\n","no_training_model = keras.Sequential()\n","\n","no_training_model.add(keras.layers.Conv2D(32, kernel_size=3, activation='relu',\n"," padding='same', input_shape=(28,28,1)))"],"metadata":{"id":"0s7NQJoxTGa7","executionInfo":{"status":"ok","timestamp":1731849957864,"user_tz":-540,"elapsed":7,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":18,"outputs":[]},{"cell_type":"code","source":["# Conv2D 층의 가중치를 no_training_conv 변수에 저장\n","no_training_conv = no_training_model.layers[0]\n","\n","print(no_training_conv.weights[0].shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wsgj4aj6TILR","executionInfo":{"status":"ok","timestamp":1731849957864,"user_tz":-540,"elapsed":7,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dbdd1512-8f3c-4a06-ed9a-d670b040013a"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["(3, 3, 1, 32)\n"]}]},{"cell_type":"code","source":["no_training_weights = no_training_conv.weights[0].numpy()\n","\n","print(no_training_weights.mean(), no_training_weights.std())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F7UVyisyTJgH","executionInfo":{"status":"ok","timestamp":1731849957864,"user_tz":-540,"elapsed":6,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0e0bd1f1-9888-4d41-adf7-5d09cfd55cfd"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["0.0053191613 0.08463709\n"]}]},{"cell_type":"code","source":["plt.hist(no_training_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":"KB3qjqPqTLDW","executionInfo":{"status":"ok","timestamp":1731849957864,"user_tz":-540,"elapsed":5,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"57e7ae54-8eb0-4ef0-e016-59b97fdb89e0"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"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(no_training_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":105},"id":"_9kbrWk2TL1x","executionInfo":{"status":"ok","timestamp":1731849968575,"user_tz":-540,"elapsed":1657,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"968753a6-bd9b-4b2c-c72f-23a7e097c0a1"},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 함수형 API"],"metadata":{"id":"BHPhRyr5TWSE"}},{"cell_type":"code","source":["print(model.inputs)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kC1bKnUyTVL7","executionInfo":{"status":"ok","timestamp":1731849983797,"user_tz":-540,"elapsed":2,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6d2a116e-6173-4afb-fdd5-76f308ecfc6d"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["[]\n"]}]},{"cell_type":"code","source":["conv_acti = keras.Model(model.inputs, model.layers[0].output)"],"metadata":{"id":"f0msivePTZLv","executionInfo":{"status":"ok","timestamp":1731849987188,"user_tz":-540,"elapsed":343,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":24,"outputs":[]},{"cell_type":"markdown","source":["# 특성 맵 시각화"],"metadata":{"id":"xfHw-xPLTazZ"}},{"cell_type":"code","source":["(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Z21QIazmTaD3","executionInfo":{"status":"ok","timestamp":1731850005997,"user_tz":-540,"elapsed":673,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0d74b213-bf0b-45b1-f202-240321931857"},"execution_count":25,"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 0us/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":["plt.imshow(train_input[0], cmap='gray_r')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"dAibCwDWTecp","executionInfo":{"status":"ok","timestamp":1731850010304,"user_tz":-540,"elapsed":1181,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5d550f2e-1eb8-4e12-d881-a85e7c4a4e49"},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["inputs = train_input[0:1].reshape(-1, 28, 28, 1)/255.0\n","\n","feature_maps = conv_acti.predict(inputs)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3RbbDbc9TfbS","executionInfo":{"status":"ok","timestamp":1731850016738,"user_tz":-540,"elapsed":370,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4a20c290-9785-4cd8-d0a9-bc6b987941b6"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 174ms/step\n"]}]},{"cell_type":"code","source":["print(feature_maps.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"q0d_WOGBThRF","executionInfo":{"status":"ok","timestamp":1731850020320,"user_tz":-540,"elapsed":332,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"70288765-55d1-42eb-b73b-a74151eaa694"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["(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":350},"id":"faUZxhVxTiJn","executionInfo":{"status":"ok","timestamp":1731850026295,"user_tz":-540,"elapsed":1410,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"174c0fe4-017c-4599-e7dc-7f8d24b1119b"},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["conv2_acti = 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)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sGsgex-eTjR2","executionInfo":{"status":"ok","timestamp":1731850035171,"user_tz":-540,"elapsed":425,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"85eb0a8b-c0b1-4fdf-cf73-d41b693c2827"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n"]}]},{"cell_type":"code","source":["print(feature_maps.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7O2Nf0qJTlwt","executionInfo":{"status":"ok","timestamp":1731850039960,"user_tz":-540,"elapsed":365,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"cd41623c-9f69-485d-8e3b-de11e36f69dc"},"execution_count":31,"outputs":[{"output_type":"stream","name":"stdout","text":["(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":644},"id":"vAd323buTmz-","executionInfo":{"status":"ok","timestamp":1731850044092,"user_tz":-540,"elapsed":2201,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"890be53d-e183-4622-d7af-a88f7f17d557"},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"g7MDXduHTnf-"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week8.pdf" "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week8.pdf" new file mode 100644 index 0000000..8289ef7 Binary files /dev/null and "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week8.pdf" differ diff --git "a/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-2.ipynb" "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-2.ipynb" new file mode 100644 index 0000000..f41b14d --- /dev/null +++ "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-2.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN8Tp6/Mrr4+AVleqJ4r5xE"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# 순환 신경망으로 IMDB 리뷰 분류하기"],"metadata":{"id":"pgwRVSKQTvo5"}},{"cell_type":"code","source":["# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n","import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)"],"metadata":{"id":"U8-WmB6ATyI9","executionInfo":{"status":"ok","timestamp":1731850106032,"user_tz":-540,"elapsed":8984,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":["# IMDB 리뷰 데이터셋"],"metadata":{"id":"IBNGQT2tT1or"}},{"cell_type":"code","source":["from tensorflow.keras.datasets import imdb\n","\n","(train_input, train_target), (test_input, test_target) = imdb.load_data(\n"," num_words=200)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2q-bOwrETy75","executionInfo":{"status":"ok","timestamp":1731850117286,"user_tz":-540,"elapsed":7720,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"5e83a42f-18ec-4d7d-b2e3-307d951eee7b"},"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"]}]},{"cell_type":"code","source":["print(train_input.shape, test_input.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NL7C_-eCT4Bg","executionInfo":{"status":"ok","timestamp":1731850117286,"user_tz":-540,"elapsed":2,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0fbfcdaa-47c9-4912-f823-083832d6445b"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["(25000,) (25000,)\n"]}]},{"cell_type":"code","source":["print(len(train_input[0]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jse4yEmiT5Iz","executionInfo":{"status":"ok","timestamp":1731850117780,"user_tz":-540,"elapsed":1,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"6a3ca1cb-b6ff-45de-952f-371a92dc3d3a"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["218\n"]}]},{"cell_type":"code","source":["print(len(train_input[1]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KAv9aJLdT6A3","executionInfo":{"status":"ok","timestamp":1731850122254,"user_tz":-540,"elapsed":344,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"742ab91a-bd6e-470f-813a-7cf33eb7fbba"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["189\n"]}]},{"cell_type":"code","source":["print(train_input[0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f1ppds2KT7CT","executionInfo":{"status":"ok","timestamp":1731850131284,"user_tz":-540,"elapsed":348,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ca9c9b30-8ede-4f81-cc6a-28818d6ad75b"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[1, 14, 22, 16, 43, 2, 2, 2, 2, 65, 2, 2, 66, 2, 4, 173, 36, 2, 5, 25, 100, 43, 2, 112, 50, 2, 2, 9, 35, 2, 2, 5, 150, 4, 172, 112, 167, 2, 2, 2, 39, 4, 172, 2, 2, 17, 2, 38, 13, 2, 4, 192, 50, 16, 6, 147, 2, 19, 14, 22, 4, 2, 2, 2, 4, 22, 71, 87, 12, 16, 43, 2, 38, 76, 15, 13, 2, 4, 22, 17, 2, 17, 12, 16, 2, 18, 2, 5, 62, 2, 12, 8, 2, 8, 106, 5, 4, 2, 2, 16, 2, 66, 2, 33, 4, 130, 12, 16, 38, 2, 5, 25, 124, 51, 36, 135, 48, 25, 2, 33, 6, 22, 12, 2, 28, 77, 52, 5, 14, 2, 16, 82, 2, 8, 4, 107, 117, 2, 15, 2, 4, 2, 7, 2, 5, 2, 36, 71, 43, 2, 2, 26, 2, 2, 46, 7, 4, 2, 2, 13, 104, 88, 4, 2, 15, 2, 98, 32, 2, 56, 26, 141, 6, 194, 2, 18, 4, 2, 22, 21, 134, 2, 26, 2, 5, 144, 30, 2, 18, 51, 36, 28, 2, 92, 25, 104, 4, 2, 65, 16, 38, 2, 88, 12, 16, 2, 5, 16, 2, 113, 103, 32, 15, 16, 2, 19, 178, 32]\n"]}]},{"cell_type":"code","source":["print(train_target[:20])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"viiDfVcDT9FW","executionInfo":{"status":"ok","timestamp":1731850133702,"user_tz":-540,"elapsed":542,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"c1d3aad9-40ea-4243-81f1-a073e649b5d2"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 1 1 0 1]\n"]}]},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","train_input, val_input, train_target, val_target = train_test_split(\n"," train_input, train_target, test_size=0.2, random_state=42)"],"metadata":{"id":"yFYOAp1wT9yI","executionInfo":{"status":"ok","timestamp":1731850141564,"user_tz":-540,"elapsed":4346,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["import numpy as np\n","\n","lengths = np.array([len(x) for x in train_input])\n","\n","print(np.mean(lengths), np.median(lengths))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QsMD8SshT-xz","executionInfo":{"status":"ok","timestamp":1731850146868,"user_tz":-540,"elapsed":368,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ea28049e-590b-47cd-a7f3-046d01f5871d"},"execution_count":9,"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":"hE78XlSuUBCc","executionInfo":{"status":"ok","timestamp":1731850150763,"user_tz":-540,"elapsed":735,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9044c845-9887-448f-9aa0-e9ae4f1d1163"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"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","print(train_seq[0])\n","print(train_input[0][-10:])\n","print(train_seq[5])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Wzqg-3q-UBxY","executionInfo":{"status":"ok","timestamp":1731850176454,"user_tz":-540,"elapsed":413,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"52a7cd9e-e739-469e-cebf-9adde779abe3"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["(20000, 100)\n","[ 10 4 20 9 2 2 2 5 45 6 2 2 33 2 8 2 142 2\n"," 5 2 17 73 17 2 5 2 19 55 2 2 92 66 104 14 20 93\n"," 76 2 151 33 4 58 12 188 2 151 12 2 69 2 142 73 2 6\n"," 2 7 2 2 188 2 103 14 31 10 10 2 7 2 5 2 80 91\n"," 2 30 2 34 14 20 151 50 26 131 49 2 84 46 50 37 80 79\n"," 6 2 46 7 14 20 10 10 2 158]\n","[6, 2, 46, 7, 14, 20, 10, 10, 2, 158]\n","[ 0 0 0 0 1 2 195 19 49 2 2 190 4 2 2 2 183 10\n"," 10 13 82 79 4 2 36 71 2 8 2 25 19 49 7 4 2 2\n"," 2 2 2 10 10 48 25 40 2 11 2 2 40 2 2 5 4 2\n"," 2 95 14 2 56 129 2 10 10 21 2 94 2 2 2 2 11 190\n"," 24 2 2 7 94 2 2 10 10 87 2 34 49 2 7 2 2 2\n"," 2 2 2 2 46 48 64 18 4 2]\n"]}]},{"cell_type":"code","source":["val_seq = pad_sequences(val_input, maxlen=100)"],"metadata":{"id":"DNf511o8UFjK","executionInfo":{"status":"ok","timestamp":1731850180215,"user_tz":-540,"elapsed":351,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":12,"outputs":[]},{"cell_type":"markdown","source":["# 순환 신경망 만들기"],"metadata":{"id":"Rp0ySbjsUKde"}},{"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":"b_03qHI9UJME","executionInfo":{"status":"ok","timestamp":1731850195364,"user_tz":-540,"elapsed":346,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e6d12113-0ba3-4e93-db6e-bb42a9d555c7"},"execution_count":13,"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":"code","source":["train_oh = keras.utils.to_categorical(train_seq)\n","\n","print(train_oh.shape)\n","print(train_oh[0][0][:12])\n","print(np.sum(train_oh[0][0]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zqhjlt_DUMwf","executionInfo":{"status":"ok","timestamp":1731850212768,"user_tz":-540,"elapsed":4898,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"111fd061-5bf7-4f82-887c-d68eecaf71be"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["(20000, 100, 200)\n","[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n","1.0\n"]}]},{"cell_type":"code","source":["val_oh = keras.utils.to_categorical(val_seq)"],"metadata":{"id":"3W-I0Fh8UP2M","executionInfo":{"status":"ok","timestamp":1731850213748,"user_tz":-540,"elapsed":982,"user":{"displayName":"조예인","userId":"17650117334011908449"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":216},"id":"_aw8rKMLUQuQ","executionInfo":{"status":"ok","timestamp":1731850214102,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9666b7b9-f85a-483b-a6ba-9a0bca452f60"},"execution_count":16,"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","
\n"]},"metadata":{}}]},{"cell_type":"markdown","source":["# 순환 신경망 훈련하기"],"metadata":{"id":"bZYu-W7WUST_"}},{"cell_type":"code","source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-simplernn-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model.fit(train_oh, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_oh, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4KWRZL3DURgN","executionInfo":{"status":"ok","timestamp":1731850896582,"user_tz":-540,"elapsed":665029,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"dcf51f7e-b063-4784-a537-45b7107ac332"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 25ms/step - 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 32ms/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[1m10s\u001b[0m 31ms/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[1m7s\u001b[0m 23ms/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[1m10s\u001b[0m 23ms/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[1m8s\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[1m7s\u001b[0m 21ms/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[1m10s\u001b[0m 21ms/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[1m11s\u001b[0m 25ms/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 24ms/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[1m7s\u001b[0m 22ms/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[1m12s\u001b[0m 27ms/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[1m10s\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[1m7s\u001b[0m 21ms/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[1m11s\u001b[0m 24ms/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[1m11s\u001b[0m 26ms/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 21ms/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 21ms/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[1m11s\u001b[0m 23ms/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[1m11s\u001b[0m 26ms/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[1m7s\u001b[0m 22ms/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[1m10s\u001b[0m 21ms/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[1m10s\u001b[0m 21ms/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[1m8s\u001b[0m 26ms/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[1m7s\u001b[0m 21ms/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[1m10s\u001b[0m 22ms/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[1m9s\u001b[0m 22ms/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[1m8s\u001b[0m 26ms/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[1m8s\u001b[0m 25ms/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[1m9s\u001b[0m 21ms/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[1m10s\u001b[0m 21ms/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[1m11s\u001b[0m 25ms/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[1m11s\u001b[0m 26ms/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[1m7s\u001b[0m 21ms/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[1m8s\u001b[0m 26ms/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[1m7s\u001b[0m 22ms/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 24ms/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[1m11s\u001b[0m 27ms/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 25ms/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[1m9s\u001b[0m 22ms/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[1m11s\u001b[0m 25ms/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[1m8s\u001b[0m 26ms/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[1m10s\u001b[0m 25ms/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 22ms/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 27ms/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[1m7s\u001b[0m 24ms/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[1m10s\u001b[0m 21ms/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[1m9s\u001b[0m 27ms/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[1m7s\u001b[0m 22ms/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[1m9s\u001b[0m 27ms/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 25ms/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 22ms/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[1m8s\u001b[0m 26ms/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[1m7s\u001b[0m 24ms/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[1m10s\u001b[0m 22ms/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[1m10s\u001b[0m 21ms/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[1m11s\u001b[0m 25ms/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 22ms/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[1m10s\u001b[0m 22ms/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 22ms/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[1m8s\u001b[0m 27ms/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[1m7s\u001b[0m 22ms/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[1m10s\u001b[0m 22ms/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[1m9s\u001b[0m 27ms/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[1m9s\u001b[0m 24ms/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 26ms/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[1m8s\u001b[0m 27ms/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[1m7s\u001b[0m 24ms/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[1m8s\u001b[0m 27ms/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 25ms/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 22ms/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":"5oqCg6kiUVzj","executionInfo":{"status":"ok","timestamp":1731850896582,"user_tz":-540,"elapsed":26,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"47a7b314-a318-4aa2-f1d3-c61523113fde"},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 단어 임베딩 사용하기"],"metadata":{"id":"j6SDO1V1UZo1"}},{"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":306},"id":"gFvdnVzCUYAl","executionInfo":{"status":"ok","timestamp":1731850896937,"user_tz":-540,"elapsed":362,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"67489a53-c69c-4665-ae7f-da3633bbed5f"},"execution_count":19,"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":"code","source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model2.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-embedding-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model2.fit(train_seq, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_seq, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dbfou9V-Ub6F","executionInfo":{"status":"ok","timestamp":1731851162970,"user_tz":-540,"elapsed":266041,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"e6038f4f-1465-4f4b-cc9d-335465b01059"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.5025 - loss: 0.6955 - val_accuracy: 0.4980 - val_loss: 0.6949\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.5176 - loss: 0.6925 - val_accuracy: 0.5036 - val_loss: 0.6939\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 21ms/step - accuracy: 0.5347 - loss: 0.6903 - val_accuracy: 0.5100 - val_loss: 0.6932\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 24ms/step - accuracy: 0.5454 - loss: 0.6884 - val_accuracy: 0.5122 - val_loss: 0.6926\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 25ms/step - accuracy: 0.5567 - loss: 0.6864 - val_accuracy: 0.5180 - val_loss: 0.6921\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 21ms/step - accuracy: 0.5663 - loss: 0.6844 - val_accuracy: 0.5218 - val_loss: 0.6917\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 21ms/step - accuracy: 0.5724 - loss: 0.6825 - val_accuracy: 0.5234 - val_loss: 0.6914\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 23ms/step - accuracy: 0.5744 - loss: 0.6806 - val_accuracy: 0.5270 - val_loss: 0.6911\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 26ms/step - accuracy: 0.5761 - loss: 0.6787 - val_accuracy: 0.5252 - val_loss: 0.6908\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 26ms/step - accuracy: 0.5794 - loss: 0.6769 - val_accuracy: 0.5318 - val_loss: 0.6906\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 21ms/step - accuracy: 0.5849 - loss: 0.6752 - val_accuracy: 0.5326 - val_loss: 0.6903\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.5871 - loss: 0.6735 - val_accuracy: 0.5340 - val_loss: 0.6901\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 22ms/step - accuracy: 0.5918 - loss: 0.6718 - val_accuracy: 0.5330 - val_loss: 0.6899\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 25ms/step - accuracy: 0.5946 - loss: 0.6702 - val_accuracy: 0.5336 - val_loss: 0.6897\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 24ms/step - accuracy: 0.5984 - loss: 0.6685 - val_accuracy: 0.5346 - val_loss: 0.6895\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 23ms/step - accuracy: 0.6003 - loss: 0.6669 - val_accuracy: 0.5366 - val_loss: 0.6893\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.6038 - loss: 0.6652 - val_accuracy: 0.5372 - val_loss: 0.6891\n","Epoch 18/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 21ms/step - accuracy: 0.6049 - loss: 0.6636 - val_accuracy: 0.5386 - val_loss: 0.6889\n","Epoch 19/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.6091 - loss: 0.6620 - val_accuracy: 0.5414 - val_loss: 0.6886\n","Epoch 20/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 21ms/step - accuracy: 0.6108 - loss: 0.6603 - val_accuracy: 0.5404 - val_loss: 0.6883\n","Epoch 21/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 25ms/step - accuracy: 0.6117 - loss: 0.6587 - val_accuracy: 0.5436 - val_loss: 0.6880\n","Epoch 22/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 26ms/step - accuracy: 0.6138 - loss: 0.6571 - val_accuracy: 0.5454 - val_loss: 0.6878\n","Epoch 23/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 22ms/step - accuracy: 0.6152 - loss: 0.6554 - val_accuracy: 0.5466 - val_loss: 0.6876\n","Epoch 24/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 21ms/step - accuracy: 0.6172 - loss: 0.6537 - val_accuracy: 0.5480 - val_loss: 0.6874\n","Epoch 25/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 21ms/step - accuracy: 0.6190 - loss: 0.6521 - val_accuracy: 0.5496 - val_loss: 0.6873\n","Epoch 26/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 23ms/step - accuracy: 0.6209 - loss: 0.6504 - val_accuracy: 0.5508 - val_loss: 0.6873\n","Epoch 27/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 25ms/step - accuracy: 0.6228 - loss: 0.6488 - val_accuracy: 0.5522 - val_loss: 0.6873\n","Epoch 28/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 25ms/step - accuracy: 0.6261 - loss: 0.6472 - val_accuracy: 0.5530 - val_loss: 0.6874\n","Epoch 29/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 21ms/step - accuracy: 0.6290 - loss: 0.6457 - val_accuracy: 0.5558 - val_loss: 0.6875\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":"M94D-ryYUdD3","executionInfo":{"status":"ok","timestamp":1731851162971,"user_tz":-540,"elapsed":11,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"4a812236-4c01-4506-b84c-2a769a615bf4"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"VelGO_UoUeTB"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git "a/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-3.ipynb" "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-3.ipynb" new file mode 100644 index 0000000..5d28a17 --- /dev/null +++ "b/week8/[MLNovice]\354\241\260\354\230\210\354\235\270_week9-3.ipynb" @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","metadata":{"id":"dWMhgJ8YUjaR"},"source":["# LSTM과 GRU 셀"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"CD7PGTKnUmFC"},"outputs":[],"source":["# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n","import tensorflow as tf\n","\n","tf.keras.utils.set_random_seed(42)"]},{"cell_type":"markdown","metadata":{"id":"CFFTifCiXvg6"},"source":["# LSTM 신경망 훈련하기"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11544,"status":"ok","timestamp":1731851200426,"user":{"displayName":"조예인","userId":"17650117334011908449"},"user_tz":-540},"id":"6TQPCmGYUmqt","outputId":"23459986-d6cd-44b5-9c23-13a744ad4f4f"},"outputs":[{"name":"stdout","output_type":"stream","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"]}],"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(\n"," num_words=500)\n","\n","train_input, val_input, train_target, val_target = train_test_split(\n"," train_input, train_target, test_size=0.2, random_state=42)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OSdEQTtUXyeV"},"outputs":[],"source":["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)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":291},"executionInfo":{"elapsed":690,"status":"ok","timestamp":1731851285704,"user":{"displayName":"조예인","userId":"17650117334011908449"},"user_tz":-540},"id":"RMW6d6QuYVwh","outputId":"84ec196a-b647-4e50-a376-8a189e7da5c9"},"outputs":[{"name":"stderr","output_type":"stream","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"]},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003eModel: \"sequential\"\u003c/span\u003e\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u003cspan style=\"font-weight: bold\"\u003e Layer (type) \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Output Shape \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Param # \u003c/span\u003e┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eEmbedding\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e100\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e16\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,000\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eLSTM\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e800\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eDense\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e1\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e9\u003c/span\u003e │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","\u003c/pre\u003e\n"],"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;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 (\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"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Total params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,809\u003c/span\u003e (34.41 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,809\u003c/span\u003e (34.41 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Non-trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e0\u003c/span\u003e (0.00 B)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"id":"ZN9iY3tNYXAR","outputId":"5aa7f019-0831-48d5-8b73-668df465fdea"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 71ms/step - accuracy: 0.5110 - loss: 0.6929 - val_accuracy: 0.5864 - val_loss: 0.6911\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m35s\u001b[0m 51ms/step - accuracy: 0.5784 - loss: 0.6907 - val_accuracy: 0.6258 - val_loss: 0.6874\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 49ms/step - accuracy: 0.6217 - loss: 0.6858 - val_accuracy: 0.6562 - val_loss: 0.6765\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 49ms/step - accuracy: 0.6681 - loss: 0.6682 - val_accuracy: 0.7096 - val_loss: 0.6177\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 44ms/step - accuracy: 0.7180 - loss: 0.6006 - val_accuracy: 0.7248 - val_loss: 0.5760\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.7282 - loss: 0.5690 - val_accuracy: 0.7404 - val_loss: 0.5555\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.7481 - loss: 0.5465 - val_accuracy: 0.7450 - val_loss: 0.5383\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 44ms/step - accuracy: 0.7600 - loss: 0.5274 - val_accuracy: 0.7588 - val_loss: 0.5216\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7688 - loss: 0.5110 - val_accuracy: 0.7698 - val_loss: 0.5076\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 41ms/step - accuracy: 0.7777 - loss: 0.4972 - val_accuracy: 0.7746 - val_loss: 0.4959\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 42ms/step - accuracy: 0.7831 - loss: 0.4853 - val_accuracy: 0.7802 - val_loss: 0.4862\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7885 - loss: 0.4750 - val_accuracy: 0.7850 - val_loss: 0.4781\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.7936 - loss: 0.4662 - val_accuracy: 0.7874 - val_loss: 0.4713\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7961 - loss: 0.4585 - val_accuracy: 0.7876 - val_loss: 0.4659\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.8009 - loss: 0.4519 - val_accuracy: 0.7904 - val_loss: 0.4614\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 43ms/step - accuracy: 0.8036 - loss: 0.4461 - val_accuracy: 0.7920 - val_loss: 0.4577\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8054 - loss: 0.4411 - val_accuracy: 0.7900 - val_loss: 0.4548\n","Epoch 18/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 43ms/step - accuracy: 0.8083 - loss: 0.4369 - val_accuracy: 0.7898 - val_loss: 0.4524\n","Epoch 19/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.8104 - loss: 0.4332 - val_accuracy: 0.7908 - val_loss: 0.4504\n","Epoch 20/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.8117 - loss: 0.4300 - val_accuracy: 0.7904 - val_loss: 0.4488\n","Epoch 21/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 44ms/step - accuracy: 0.8128 - loss: 0.4273 - val_accuracy: 0.7902 - val_loss: 0.4475\n","Epoch 22/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8135 - loss: 0.4249 - val_accuracy: 0.7888 - val_loss: 0.4463\n","Epoch 23/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 53ms/step - accuracy: 0.8139 - loss: 0.4228 - val_accuracy: 0.7894 - val_loss: 0.4453\n","Epoch 24/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - accuracy: 0.8139 - loss: 0.4210 - val_accuracy: 0.7886 - val_loss: 0.4444\n","Epoch 25/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8144 - loss: 0.4194 - val_accuracy: 0.7884 - val_loss: 0.4436\n","Epoch 26/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 44ms/step - accuracy: 0.8152 - loss: 0.4179 - val_accuracy: 0.7902 - val_loss: 0.4429\n","Epoch 27/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 44ms/step - accuracy: 0.8148 - loss: 0.4166 - val_accuracy: 0.7914 - val_loss: 0.4422\n","Epoch 28/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 44ms/step - accuracy: 0.8140 - loss: 0.4154 - val_accuracy: 0.7914 - val_loss: 0.4416\n","Epoch 29/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 44ms/step - accuracy: 0.8145 - loss: 0.4144 - val_accuracy: 0.7932 - val_loss: 0.4410\n","Epoch 30/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 44ms/step - accuracy: 0.8139 - loss: 0.4134 - val_accuracy: 0.7940 - val_loss: 0.4405\n","Epoch 31/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8141 - loss: 0.4125 - val_accuracy: 0.7936 - val_loss: 0.4400\n","Epoch 32/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8137 - loss: 0.4117 - val_accuracy: 0.7940 - val_loss: 0.4395\n","Epoch 33/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.8138 - loss: 0.4109 - val_accuracy: 0.7936 - val_loss: 0.4391\n","Epoch 34/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.8141 - loss: 0.4102 - val_accuracy: 0.7946 - val_loss: 0.4387\n","Epoch 35/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.8147 - loss: 0.4095 - val_accuracy: 0.7944 - val_loss: 0.4384\n","Epoch 36/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.8151 - loss: 0.4089 - val_accuracy: 0.7946 - val_loss: 0.4381\n","Epoch 37/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.8153 - loss: 0.4083 - val_accuracy: 0.7934 - val_loss: 0.4379\n","Epoch 38/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.8170 - loss: 0.4077 - val_accuracy: 0.7940 - val_loss: 0.4376\n","Epoch 39/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.8170 - loss: 0.4072 - val_accuracy: 0.7932 - val_loss: 0.4375\n","Epoch 40/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 45ms/step - accuracy: 0.8162 - loss: 0.4067 - val_accuracy: 0.7938 - val_loss: 0.4373\n","Epoch 41/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 45ms/step - accuracy: 0.8163 - loss: 0.4061 - val_accuracy: 0.7940 - val_loss: 0.4372\n","Epoch 42/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 43ms/step - accuracy: 0.8160 - loss: 0.4057 - val_accuracy: 0.7940 - val_loss: 0.4370\n","Epoch 43/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 40ms/step - accuracy: 0.8167 - loss: 0.4052 - val_accuracy: 0.7936 - val_loss: 0.4370\n","Epoch 44/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 41ms/step - accuracy: 0.8166 - loss: 0.4047 - val_accuracy: 0.7930 - val_loss: 0.4369\n","Epoch 45/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 41ms/step - accuracy: 0.8167 - loss: 0.4043 - val_accuracy: 0.7934 - val_loss: 0.4368\n","Epoch 46/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 41ms/step - accuracy: 0.8169 - loss: 0.4038 - val_accuracy: 0.7934 - val_loss: 0.4368\n","Epoch 47/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 41ms/step - accuracy: 0.8173 - loss: 0.4034 - val_accuracy: 0.7938 - val_loss: 0.4368\n","Epoch 48/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 40ms/step - accuracy: 0.8173 - loss: 0.4030 - val_accuracy: 0.7940 - val_loss: 0.4368\n","Epoch 49/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 41ms/step - accuracy: 0.8171 - loss: 0.4025 - val_accuracy: 0.7944 - val_loss: 0.4368\n","Epoch 50/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 42ms/step - accuracy: 0.8166 - loss: 0.4021 - val_accuracy: 0.7944 - val_loss: 0.4368\n","Epoch 51/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 41ms/step - accuracy: 0.8164 - loss: 0.4017 - val_accuracy: 0.7942 - val_loss: 0.4368\n","Epoch 52/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 42ms/step - accuracy: 0.8167 - loss: 0.4013 - val_accuracy: 0.7944 - val_loss: 0.4368\n"]}],"source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-lstm-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model.fit(train_seq, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_seq, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"uKrhzdxRYYGg","outputId":"5e76f398-dccb-4b7d-fd7b-acd81eb6d93d"},"outputs":[{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 640x480 with 1 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"source":["import matplotlib.pyplot as plt\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()"]},{"cell_type":"markdown","metadata":{"id":"AdQqpgFMYaHL"},"source":["# 순환 층에 드롭아웃 적용하기"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"qPXJTd4wYcHn"},"outputs":[],"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'))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"id":"VrltOibAYdHB"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 43ms/step - accuracy: 0.5145 - loss: 0.6930 - val_accuracy: 0.5716 - val_loss: 0.6922\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 53ms/step - accuracy: 0.5619 - loss: 0.6920 - val_accuracy: 0.6068 - val_loss: 0.6908\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 42ms/step - accuracy: 0.6025 - loss: 0.6902 - val_accuracy: 0.6288 - val_loss: 0.6879\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.6257 - loss: 0.6865 - val_accuracy: 0.6490 - val_loss: 0.6809\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 41ms/step - accuracy: 0.6458 - loss: 0.6773 - val_accuracy: 0.6560 - val_loss: 0.6494\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.6848 - loss: 0.6394 - val_accuracy: 0.7270 - val_loss: 0.5991\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.7198 - loss: 0.5997 - val_accuracy: 0.7404 - val_loss: 0.5803\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7326 - loss: 0.5804 - val_accuracy: 0.7470 - val_loss: 0.5648\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7458 - loss: 0.5618 - val_accuracy: 0.7560 - val_loss: 0.5510\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 41ms/step - accuracy: 0.7549 - loss: 0.5479 - val_accuracy: 0.7584 - val_loss: 0.5414\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 41ms/step - accuracy: 0.7634 - loss: 0.5337 - val_accuracy: 0.7660 - val_loss: 0.5264\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.7698 - loss: 0.5203 - val_accuracy: 0.7618 - val_loss: 0.5232\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 42ms/step - accuracy: 0.7742 - loss: 0.5099 - val_accuracy: 0.7682 - val_loss: 0.5081\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 42ms/step - accuracy: 0.7796 - loss: 0.5000 - val_accuracy: 0.7698 - val_loss: 0.5046\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.7813 - loss: 0.4916 - val_accuracy: 0.7748 - val_loss: 0.4941\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 42ms/step - accuracy: 0.7863 - loss: 0.4829 - val_accuracy: 0.7768 - val_loss: 0.4883\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.7900 - loss: 0.4736 - val_accuracy: 0.7790 - val_loss: 0.4813\n","Epoch 18/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 42ms/step - accuracy: 0.7908 - loss: 0.4681 - val_accuracy: 0.7806 - val_loss: 0.4760\n","Epoch 19/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 42ms/step - accuracy: 0.7957 - loss: 0.4608 - val_accuracy: 0.7818 - val_loss: 0.4711\n","Epoch 20/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 43ms/step - accuracy: 0.7987 - loss: 0.4565 - val_accuracy: 0.7826 - val_loss: 0.4672\n","Epoch 21/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 43ms/step - accuracy: 0.7961 - loss: 0.4506 - val_accuracy: 0.7840 - val_loss: 0.4634\n","Epoch 22/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 44ms/step - accuracy: 0.7972 - loss: 0.4478 - val_accuracy: 0.7868 - val_loss: 0.4608\n","Epoch 23/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 44ms/step - accuracy: 0.8023 - loss: 0.4423 - val_accuracy: 0.7866 - val_loss: 0.4598\n","Epoch 24/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 46ms/step - accuracy: 0.8029 - loss: 0.4391 - val_accuracy: 0.7896 - val_loss: 0.4543\n","Epoch 25/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 46ms/step - accuracy: 0.8027 - loss: 0.4375 - val_accuracy: 0.7888 - val_loss: 0.4519\n","Epoch 26/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 47ms/step - accuracy: 0.8056 - loss: 0.4343 - val_accuracy: 0.7878 - val_loss: 0.4535\n","Epoch 27/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 46ms/step - accuracy: 0.8060 - loss: 0.4317 - val_accuracy: 0.7902 - val_loss: 0.4490\n","Epoch 28/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 45ms/step - accuracy: 0.8093 - loss: 0.4307 - val_accuracy: 0.7898 - val_loss: 0.4485\n","Epoch 29/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 46ms/step - accuracy: 0.8097 - loss: 0.4274 - val_accuracy: 0.7890 - val_loss: 0.4484\n","Epoch 30/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 46ms/step - accuracy: 0.8052 - loss: 0.4292 - val_accuracy: 0.7916 - val_loss: 0.4448\n","Epoch 31/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 46ms/step - accuracy: 0.8128 - loss: 0.4233 - val_accuracy: 0.7896 - val_loss: 0.4454\n","Epoch 32/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 46ms/step - accuracy: 0.8098 - loss: 0.4228 - val_accuracy: 0.7902 - val_loss: 0.4435\n","Epoch 33/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 46ms/step - accuracy: 0.8109 - loss: 0.4198 - val_accuracy: 0.7886 - val_loss: 0.4464\n","Epoch 34/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 46ms/step - accuracy: 0.8085 - loss: 0.4217 - val_accuracy: 0.7918 - val_loss: 0.4428\n","Epoch 35/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 46ms/step - accuracy: 0.8116 - loss: 0.4191 - val_accuracy: 0.7912 - val_loss: 0.4417\n","Epoch 36/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 45ms/step - accuracy: 0.8120 - loss: 0.4189 - val_accuracy: 0.7928 - val_loss: 0.4423\n","Epoch 37/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 45ms/step - accuracy: 0.8144 - loss: 0.4180 - val_accuracy: 0.7918 - val_loss: 0.4427\n","Epoch 38/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 45ms/step - accuracy: 0.8154 - loss: 0.4149 - val_accuracy: 0.7964 - val_loss: 0.4387\n","Epoch 39/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 45ms/step - accuracy: 0.8137 - loss: 0.4157 - val_accuracy: 0.7938 - val_loss: 0.4392\n","Epoch 40/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 45ms/step - accuracy: 0.8164 - loss: 0.4147 - val_accuracy: 0.7950 - val_loss: 0.4367\n","Epoch 41/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 45ms/step - accuracy: 0.8143 - loss: 0.4133 - val_accuracy: 0.7966 - val_loss: 0.4382\n","Epoch 42/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 44ms/step - accuracy: 0.8147 - loss: 0.4119 - val_accuracy: 0.7946 - val_loss: 0.4383\n","Epoch 43/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 45ms/step - accuracy: 0.8167 - loss: 0.4109 - val_accuracy: 0.7944 - val_loss: 0.4381\n"]}],"source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model2.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-dropout-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model2.fit(train_seq, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_seq, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"KirGj9GJYgC2"},"outputs":[{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 640x480 with 1 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"markdown","metadata":{"id":"j2n1tiqGYiEm"},"source":["# 2개 층 연결하기"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"vTKBBG6oYhM1"},"outputs":[{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003eModel: \"sequential_2\"\u003c/span\u003e\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1mModel: \"sequential_2\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u003cspan style=\"font-weight: bold\"\u003e Layer (type) \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Output Shape \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Param # \u003c/span\u003e┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_2 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eEmbedding\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e100\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e16\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,000\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_2 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eLSTM\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e100\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e800\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ lstm_3 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eLSTM\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e544\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_2 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eDense\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e1\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e9\u003c/span\u003e │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","\u003c/pre\u003e\n"],"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_2 (\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_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"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Total params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e9,353\u003c/span\u003e (36.54 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e9,353\u003c/span\u003e (36.54 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Non-trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e0\u003c/span\u003e (0.00 B)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"ejUG8CtgYkXi"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 86ms/step - accuracy: 0.5235 - loss: 0.6927 - val_accuracy: 0.5964 - val_loss: 0.6907\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 84ms/step - accuracy: 0.5854 - loss: 0.6888 - val_accuracy: 0.6470 - val_loss: 0.6764\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 83ms/step - accuracy: 0.6495 - loss: 0.6604 - val_accuracy: 0.7104 - val_loss: 0.5774\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 82ms/step - accuracy: 0.7134 - loss: 0.5717 - val_accuracy: 0.7346 - val_loss: 0.5318\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 80ms/step - accuracy: 0.7405 - loss: 0.5346 - val_accuracy: 0.7580 - val_loss: 0.5051\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 80ms/step - accuracy: 0.7571 - loss: 0.5090 - val_accuracy: 0.7616 - val_loss: 0.4972\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 79ms/step - accuracy: 0.7712 - loss: 0.4930 - val_accuracy: 0.7654 - val_loss: 0.4921\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 79ms/step - accuracy: 0.7732 - loss: 0.4813 - val_accuracy: 0.7720 - val_loss: 0.4813\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 81ms/step - accuracy: 0.7836 - loss: 0.4727 - val_accuracy: 0.7748 - val_loss: 0.4781\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 80ms/step - accuracy: 0.7806 - loss: 0.4711 - val_accuracy: 0.7804 - val_loss: 0.4695\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 81ms/step - accuracy: 0.7831 - loss: 0.4691 - val_accuracy: 0.7822 - val_loss: 0.4639\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 81ms/step - accuracy: 0.7909 - loss: 0.4590 - val_accuracy: 0.7848 - val_loss: 0.4568\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 81ms/step - accuracy: 0.7906 - loss: 0.4552 - val_accuracy: 0.7832 - val_loss: 0.4604\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 78ms/step - accuracy: 0.7940 - loss: 0.4542 - val_accuracy: 0.7864 - val_loss: 0.4553\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 81ms/step - accuracy: 0.7940 - loss: 0.4510 - val_accuracy: 0.7826 - val_loss: 0.4586\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 77ms/step - accuracy: 0.7992 - loss: 0.4484 - val_accuracy: 0.7846 - val_loss: 0.4604\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 80ms/step - accuracy: 0.7982 - loss: 0.4452 - val_accuracy: 0.7810 - val_loss: 0.4606\n"]}],"source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model3.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-2rnn-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model3.fit(train_seq, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_seq, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"J3OatzOZYmvo"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkAAAAGwCAYAAABB4NqyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABf1ElEQVR4nO3dd3hUZf7+8ffMpPdeCQm99ybFjgsWxI4VwVV3/eJasLsL1hV11cXCT9QVwXVVXMSKohKFpZcAUgRCSUIoSUggnbSZ+f0xZCASIGROMin367rm4uTMmU8+B9nk3nOe8zwmu91uR0RERKQVMbu7AREREZHGpgAkIiIirY4CkIiIiLQ6CkAiIiLS6igAiYiISKujACQiIiKtjgKQiIiItDoe7m6gKbLZbBw4cIDAwEBMJpO72xEREZE6sNvtFBUVERcXh9l8+ms8CkC1OHDgAAkJCe5uQ0REROohMzOTNm3anPYYBaBaBAYGAo6/wKCgIDd3IyIiInVRWFhIQkKC8/f46SgA1aL6tldQUJACkIiISDNTl+ErTWIQ9IwZM0hKSsLHx4chQ4awZs2aUx57wQUXYDKZTnpdfvnlzmPsdjtTp04lNjYWX19fRo4cyc6dOxvjVERERKQZcHsAmjt3LpMnT+app55i/fr19OnTh1GjRpGTk1Pr8fPnz+fgwYPO15YtW7BYLFx//fXOY15++WXeeOMNZs6cyerVq/H392fUqFGUlZU11mmJiIhIE2Zy92rwQ4YMYdCgQbz11luA4wmshIQE/vKXv/D444+f8fPTp09n6tSpHDx4EH9/f+x2O3FxcTz00EM8/PDDABQUFBAdHc3s2bO58cYbT6pRXl5OeXm58+vqe4gFBQW6BSYiItJMFBYWEhwcXKff324dA1RRUUFKSgpPPPGEc5/ZbGbkyJGsXLmyTjXef/99brzxRvz9/QFIS0sjKyuLkSNHOo8JDg5myJAhrFy5stYANG3aNJ555hkXz0ZEROTMbDYbFRUV7m6jWfL09MRisRhSy60BKDc3F6vVSnR0dI390dHRbN++/YyfX7NmDVu2bOH999937svKynLW+H3N6vd+74knnmDy5MnOr6uvAImIiBipoqKCtLQ0bDabu1tptkJCQoiJiXF5nr5m/RTY+++/T69evRg8eLBLdby9vfH29jaoKxERkZPZ7XYOHjyIxWIhISHhjBP1SU12u53S0lLnGOHY2FiX6rk1AEVERGCxWMjOzq6xPzs7m5iYmNN+tqSkhE8//ZRnn322xv7qz2VnZ9f4y8nOzqZv377GNC4iInKWqqqqKC0tJS4uDj8/P3e30yz5+voCkJOTQ1RUlEu3w9waP728vBgwYADJycnOfTabjeTkZIYOHXraz/73v/+lvLycW2+9tcb+du3aERMTU6NmYWEhq1evPmNNERGRhmK1WgHH7z6pv+rwWFlZ6VIdt98Cmzx5MrfffjsDBw5k8ODBTJ8+nZKSEiZOnAjA+PHjiY+PZ9q0aTU+9/7773PVVVcRHh5eY7/JZOKBBx7g+eefp1OnTrRr144pU6YQFxfHVVdd1VinJSIiUiutMekao/7+3B6Axo0bx6FDh5g6dSpZWVn07duXhQsXOgcx792796T7pDt27GDZsmX8+OOPtdZ89NFHKSkp4e677yY/P58RI0awcOFCfHx8Gvx8REREpOlz+zxATdHZzCMgIiJSF2VlZaSlpdGuXTv9H3IXnO7v8Wx+f2sIuoiIiDSKpKQkpk+f7u42gCZwC6w1yS+tYN+Ro/SIC9I9YBERaRYuuOAC+vbta0hwWbt2rXPiYndTAGpEC7dk8fj8zcQE+XBRtyhGdotiWIcIfDyNmdVSRESksdntdqxWKx4eZ44UkZGRjdBR3egWWCPKKy7nIs+tZBUe5ePVe7lj9jr6Pvsjd85Zy8er95JVoMVaRURaC7vdTmlFlVtedR3+O2HCBJYsWcLrr7+OyWTCZDIxe/ZsTCYT33//PQMGDMDb25tly5axe/duxo4dS3R0NAEBAQwaNIhFixbVqPf7W2Amk4l//etfXH311fj5+dGpUye+/vprI/+aT0lXgBrRpJBVYPk7OYl/4P2Q+/lmZzkHCspYtC2HRdscM1v2jA/ioq7RjOwWRc+4YMxm3SoTEWmJjlZa6T71B7d879+eHYWf15kjwOuvv05qaio9e/Z0Tjy8detWAB5//HFeeeUV2rdvT2hoKJmZmVx22WX8/e9/x9vbmw8//JAxY8awY8cO2rZte8rv8cwzz/Dyyy/zj3/8gzfffJNbbrmFjIwMwsLCjDnZU1AAakzlRWD2IGrfjzxxZCOPX/sW2wPP5eftOSzals3GzHy27C9ky/5C3kjeSWSgNxd1ieLiblGM6BRRp3+sIiIiRgkODsbLyws/Pz/nSgvVa3U+++yzXHLJJc5jw8LC6NOnj/Pr5557ji+++IKvv/6ae++995TfY8KECdx0000AvPDCC7zxxhusWbOG0aNHN8QpOek3amMa+n+QNBzm3w2HtmP6+Aa6DZhItz88z6QLO5JbXM7iHYdI3pbN/1IPcaionLnrMpm7LhMvDzPDOoRzcdcoLuoWTXyIr7vPRkREXODraeG3Z0e57Xu7auDAgTW+Li4u5umnn2bBggUcPHiQqqoqjh49yt69e09bp3fv3s5tf39/goKCnOt9NSQFoMYW2wfuXgLJz8KqGZDyAexZDNe8S0TCYK4b0IbrBrShvMrKmrTDJG/LIXl7NpmHj7J4xyEW7zjElK+20jUmkIu7RXFxt2j6tAnBoltlIiLNislkatZX9n//NNfDDz/MTz/9xCuvvELHjh3x9fXluuuuo6Ki4rR1PD09a3xtMpmw2WyG9/t7zfdvvjnz9IHRL0CX0fDFPXAkDWaNghEPwvmPg4cX3h4Wzu0UybmdInlqTHd25RSTvD2H5G3ZpGQcYXtWEduzipjxy27C/b24sGsUF3d13CoL9PE8cw8iIiJ14OXl5VzH7HSWL1/OhAkTuPrqqwHHFaH09PQG7q7+FIDcqd158H8r4PvH4NdPYOmrsPMnuOZdiOrmPMxkMtEpOpBO0YH8+fwOHCmpYHFqDsnbcliSeoi8kgrmpexjXso+PC0mzmkfzkVdoxjZLZqEMK04LCIi9ZeUlMTq1atJT08nICDglFdnOnXqxPz58xkzZgwmk4kpU6Y0ypWc+tJj8O7mEwxXz4QbPgTfMMjaBO+cDytnwCn+4YT6e3F1vza8dXN/1k+5hI/vGsKdI9rRLsKfSqudpTtzeeab3zj35V+45LUl/LKj4e+liohIy/Twww9jsVjo3r07kZGRpxzT89prrxEaGsqwYcMYM2YMo0aNon///o3cbd1pLbBauG0tsKIs+PovsPPYIq9J58JVb0NIQp1L7DlU7HyqbG36Eaw2OyF+nqx8/GJ8vTThooiIu2gtMGNoLbCWKDAGbv4MrpgOnv6QvhTeHgYbP4E65tT2kQHceW57Pr17KOv/dgkJYb7kl1by1cb9Ddu7iIhIM6IA1NSYTDBwIvx5KbQZDOWF8OWf4bPxUJJ3VqWC/Ty5fWgSALNXpNd55k8REZGWTgGoqQrvABO/h4umgNkDtn0Nbw+F1B/Pqsz1AxPw87KwPauIlXvOLkCJiIi0VApATZnFA857GO5MhsiuUJwNH18P3zwA5cV1KhHs68m1/dsAMHt5esP1KiIi0owoADUHcX0dkyeeM8nxdcoHMHMEZK6p08dvH5YIwE/bssk8XNpATYqIiDQfCkDNRfXkieO/hqA2xydPTH4Wqk4/y2bHqEDO7RSB3Q4frkxvnH5FRESaMAWg5qb9+XDPcuh9I9htjskT/3Ux5Gw/7cfuGN4OgE/XZlJSXtUYnYqIiDRZCkDNkW8IXPMOXD8HfEOPTZ543mknTzy/cyRJ4X4UlVUxf4MeiRcRkdZNAag563EV/N8q6HgJWMvhhyfhwyshP/OkQ81mE7cPSwJg9vI0PRIvIiKNIikpienTp7u7jZMoADV3gTFwy3/hin+Cp9/xyRN//fSkyROvG9CGAG8Pdh8qYenOXDc1LCIi4n4KQC2ByQQD74A/L4M2gxyTJ37xp5MmTwz08eS6AcceiV+R7qZmRURE3E8BqCUJ7wATF8JFf6s5eeLeVc5DJgxLwmSCn7fnkJZb4sZmRUSkqXv33XeJi4s7aVX3sWPHcscdd7B7927Gjh1LdHQ0AQEBDBo0iEWLFrmp27OjANTSWDzgvEdqTp644GHn20kR/lzYJQqAOboKJCLiPnY7VJS451XHcaDXX389eXl5/PLLL859hw8fZuHChdxyyy0UFxdz2WWXkZyczIYNGxg9ejRjxow55YrxTYmHuxuQBhLXF277El7rCjlbHf/gvfwBx1Wgn7fnMC9lHw/9oTOBPp5ubVVEpFWqLIUX4tzzvZ884PydcDqhoaFceumlfPzxx1x88cUAzJs3j4iICC688ELMZjN9+vRxHv/cc8/xxRdf8PXXX3Pvvfc2WPtG0BWgliwoFgLjHPMFHfzVufvcThF0jAqguLyKeSn73NigiIg0dbfccguff/455eXlAPznP//hxhtvxGw2U1xczMMPP0y3bt0ICQkhICCAbdu26QqQNAHx/WH7AdifAonDADCZHI/ET/lyC3NWpHP70CTMZpObGxURaWU8/RxXYtz1vetozJgx2O12FixYwKBBg1i6dCn//Oc/AXj44Yf56aefeOWVV+jYsSO+vr5cd911VFScfoWCpkABqKWL7w/bv4X962vsvrZ/PC8v3E56XilLUg9xYdcoNzUoItJKmUx1ug3lbj4+PlxzzTX85z//YdeuXXTp0oX+/fsDsHz5ciZMmMDVV18NQHFxMenp6W7stu50C6yli3P8I+VAzQDk5+XBjYMSAJi1PK2xuxIRkWbklltuYcGCBcyaNYtbbrnFub9Tp07Mnz+fjRs38uuvv3LzzTef9MRYU6UA1NLF9XP8eSQdSg/XeGv80CTMJli6M5ddOUWN35uIiDQLF110EWFhYezYsYObb77Zuf+1114jNDSUYcOGMWbMGEaNGuW8OtTU6RZYS+cbAmEd4PBux1WgjiOdbyWE+TGyWzQ//pbN7BXpPH9VL/f1KSIiTZbZbObAgZPHKyUlJfHzzz/X2Ddp0qQaXzfVW2K6AtQaxA9w/Pm7cUAAE4YnAfB5yn4KjlY2YlMiIiLuowDUGsQfuxxZSwAa2j6cLtGBHK208t91Jy+iKiIi0hIpALUGJw6E/t3snyaTiYnHrgLNXpGO1aZV4kVEpOVTAGoNYnqByeJYFqPw5Hu4Y/vGE+Lnyb4jR0nelu2GBkVERBqXAlBr4OUHUd0d2/tTTnrb18vCTYPbAvDB8vRGbExEpPWx13EdLqmdUX9/CkCtRXzt8wFVu/WcRCxmEyv35LE9q7ARGxMRaR0sFgtAs5gluSkrLS0FwNPTtXUs9Rh8axHfH9bPqXUgNEB8iC+jekTz3eYs5qxIZ9o1vRu5QRGRls3DwwM/Pz8OHTqEp6cnZrOuQZwNu91OaWkpOTk5hISEOANlfSkAtRbOgdAbwWaDWv6HN3F4O77bnMX89ft5dFRXQv29GrdHEZEWzGQyERsbS1paGhkZGe5up9kKCQkhJibG5ToKQK1FVDfw8IHyAji8ByI6nnTIwMRQesQFsfVAIZ+uzeSeCzq4oVERkZbLy8uLTp066TZYPXl6erp85aeaAlBrYfGE2D6QudoxELqWAOR4JL4dD//3V/69Mp27zm2Hh0WXaEVEjGQ2m/Hx8XF3G62efru1JqdYGPVEV/SOJdzfiwMFZfz4mx6JFxGRlkkBqDU5zYzQ1Xw8Ldw8xPFI/Gw9Ei8iIi2UAlBrUn0FKGsTWE+97tet5yTiYTaxJv0wW/YXNFJzIiIijUcBqDUJaw/ewVBVBjnbTnlYdJAPl/WKBRzLY4iIiLQ0CkCtidkM8f0c27XMCH2i6vXBvt54gNzi8gZuTEREpHEpALU2dRgIDdCvbSh9EkKosNr4ZPXeRmhMRESk8SgAtTbOgdAbznjoxGFJAPx7VQaVVlsDNiUiItK4FIBam+orQDm/QUXpaQ+9rFcskYHe5BSV893mg43QnIiISONQAGptguIgIBrsVsfTYKfh5WHm1iGJgAZDi4hIy6IA1NqYTBA/wLF9mvmAqt08pC1eFjMb9uazMTO/YXsTERFpJApArVEdB0IDRAZ6c0WfY4/EL09ryK5EREQajQJQa+R8FP7MAQhg4rB2ACzYfJCcwrKG6kpERKTRKAC1RtVXgA7vhqNHznh4rzbBDEwMpdJq5yM9Ei8iIi2AAlBr5BcGoY6rOhw48+PwABOOTYz48eoMyqusDdSYiIhI41AAaq3qsDDqiUb1iCEmyIfc4gq+/VWPxIuISPPm9gA0Y8YMkpKS8PHxYciQIaxZs+a0x+fn5zNp0iRiY2Px9vamc+fOfPfdd873n376aUwmU41X165dG/o0mh/nQOi6XQHytJi5bejxR+LtdntDdSYiItLg3BqA5s6dy+TJk3nqqadYv349ffr0YdSoUeTk5NR6fEVFBZdccgnp6enMmzePHTt28N577xEfH1/juB49enDw4EHna9myZY1xOs3LWV4BArhpcFu8Pcxs3l/A+r1nHjskIiLSVHm485u/9tpr3HXXXUycOBGAmTNnsmDBAmbNmsXjjz9+0vGzZs3i8OHDrFixAk9PTwCSkpJOOs7Dw4OYmJgG7b3Zi+0DJjMUHYDCgxAUe8aPhPl7cVXfeOauy2TW8nQGJIY1QqMiIiLGc9sVoIqKClJSUhg5cuTxZsxmRo4cycqVK2v9zNdff83QoUOZNGkS0dHR9OzZkxdeeAGrteag3J07dxIXF0f79u255ZZb2Lv39E8ulZeXU1hYWOPV4nn5Q2Q3x3Yd5gOqdvux9cEWbsniYMHRBmhMRESk4bktAOXm5mK1WomOjq6xPzo6mqysrFo/s2fPHubNm4fVauW7775jypQpvPrqqzz//PPOY4YMGcLs2bNZuHAhb7/9NmlpaZx77rkUFRWdspdp06YRHBzsfCUkJBhzkk3dWc4HBNA9Logh7cKw2uz8e2VGAzUmIiLSsNw+CPps2Gw2oqKiePfddxkwYADjxo3jr3/9KzNnznQec+mll3L99dfTu3dvRo0axXfffUd+fj6fffbZKes+8cQTFBQUOF+ZmZmNcTrudxYzQp9o4nDHI/SfrNlLWaUeiRcRkebHbWOAIiIisFgsZGdn19ifnZ19yvE7sbGxeHp6YrFYnPu6detGVlYWFRUVeHl5nfSZkJAQOnfuzK5du07Zi7e3N97e3vU8k2bsxIHQdrtjnbA6GNktivgQX/bnH+XrjQe4YVAruWImIiIthtuuAHl5eTFgwACSk5Od+2w2G8nJyQwdOrTWzwwfPpxdu3Zhs9mc+1JTU4mNja01/AAUFxeze/duYmPPPMi31YnqARYvKMuHw3vq/DEPi5nxxx6Jn7U8TY/Ei4hIs+PWW2CTJ0/mvffeY86cOWzbto177rmHkpIS51Nh48eP54knnnAef88993D48GHuv/9+UlNTWbBgAS+88AKTJk1yHvPwww+zZMkS0tPTWbFiBVdffTUWi4Wbbrqp0c+vyfPwgpjeju06zgdU7cZBbfH1tLA9q4jVaYcboDkREZGG49bH4MeNG8ehQ4eYOnUqWVlZ9O3bl4ULFzoHRu/duxez+XhGS0hI4IcffuDBBx+kd+/exMfHc//99/PYY485j9m3bx833XQTeXl5REZGMmLECFatWkVkZGSjn1+zEN8f9q9z3AbrdV2dPxbs58nV/eP5ePVePliexjntwxuwSREREWOZ7Lp/cZLCwkKCg4MpKCggKCjI3e00rI2fwJd/hrZD4Y6FZ/XRndlFXPLP/2E2wZJHLiQhzK+BmhQRETmzs/n93ayeApMGUD0Q+uCvYK06q492ig5kRMcIbHb4aJUeiRcRkeZDAai1C+8EXoFQWQqHtp/1xyccmxjxkzV7Ka04uwAlIiLiLgpArZ3ZDHF9HdtnOR8QwEVdo0gM96OwrIovNuw3tjcREZEGogAk9VoYtZrZbGL80CQAZi/XKvEiItI8KABJvWeErnb9wDb4e1nYmVPM8l15BjYmIiLSMBSA5PgVoOytUFl21h8P8vHkugFtAPhgeZqRnYmIiDQIBSCB4ATwjwRbFWRtrleJ8ccGQ/+8I4f03BIDmxMRETGeApA41gBz8TZYh8gALugSid0OH2qVeBERaeIUgMTBhYHQ1aofif9vSiaVVtvpDxYREXEjBSBxcPEKEMB5nSIJ9fOkqKyKXzPzjelLRESkASgAiUP1FaDcVCgrqFcJs9nEsA4RACzblWtUZyIiIoZTABIH/wgIaevYPrCx3mWGd3QEoBV6HF5ERJowBSA5zoDbYCOOBaD1e49QUq6lMUREpGlSAJLjDBgI3Tbcj4QwX6psdtakHTaoMREREWMpAMlxzitAG1wqU30VSOOARESkqVIAkuPi+gImKMiE4px6l6keCL1cAUhERJooBSA5zjsQIrs4tl24DTasQzgA27OKOFRUbkRnIiIihlIAkpoMGAgdHuBN99ggAFbs1lUgERFpehSApCYDBkIDjOik22AiItJ0KQBJTSdeAbLb612mej6gZTtzsbtQR0REpCEoAElNMT3B7AmleZBf/0VNByWF4mUxc6CgjPS8UgMbFBERcZ0CkNTk4e0IQeDSbTA/Lw/6tQ0B9Di8iIg0PQpAcjIDBkLD8fmAVigAiYhIE6MAJCdzDoR2bULE4ccGQq/YnYfVpnFAIiLSdCgAyclOnBHaZq13md7xwQR6e1BwtJKtB+q3wryIiEhDUACSk0V2AU9/qCyB3NR6l/GwmDnn2KSIGgckIiJNiQKQnMxsObYsBq7PB9RR8wGJiEjTowAktYvr5/jTxYHQwzs6rgCtTT9CWWX9b6eJiIgYSQFIamfQjNAdIgOIDvKmospGSsYRAxoTERFxnQKQ1K56IHTWZqiq/4KmJpPp+KzQug0mIiJNhAKQ1C40CXzDwFYJ2VtcKqVxQCIi0tQoAEntTCbDboNVXwHavL+A/NIKVzsTERFxmQKQnNqJ8wG5IDrIh05RAdjtsHJ3ngGNiYiIuEYBSE7NoCtAcPwq0PLdug0mIiLupwAkp1Z9BejQdigvcqmUMwDt0hUgERFxPwUgObXAaAhqA9jh4K8ulRrSPgyL2URabgn7jpQa05+IiEg9KQDJ6cUfmxDRxdtgQT6e9GkTDMAKXQUSERE3UwCS03MOhHZ9HNAIzQckIiJNhAKQnJ5zIHSKy6WqxwGt2J2L3W53uZ6IiEh9KQDJ6VWvCZa/F0pcu3LTr20ovp4Wcosr2JHt2qBqERERVygAyen5BEN4J8e2i/MBeXmYGdwuDIBlO3UbTERE3EcBSM7MwPmAtCyGiIg0BQpAcmYGDoSuHge0Ou0wFVU2l+uJiIjUhwKQnNmJA6FdHLzcNSaQcH8vSiusbMzMd703ERGRelAAkjOL6QVmDyg5BAX7XCplNpsY2iEc0G0wERFxHwUgOTNPX4jq7tg2cD4gBSAREXEXBSCpmwZYGHVDZj5FZZUu1xMRETlbCkBSNwYOhE4I8yMx3A+rzc6atMMu1xMRETlbCkBSN9VXgA5sBJvrT28N17IYIiLiRgpAUjeR3cDDF8oLIW+Xy+U0DkhERNxJAUjqxuIBsX0c2wbcBhvaPhyTCVKzi8kpKnO5noiIyNlQAJK6M3AgdKi/Fz3iggBYsSvP5XoiIiJnQwFI6i7OuJXhQeOARETEfRSApO6qrwBlbYaqCpfLnTgOyO7iDNMiIiJnQwFI6i6sPfiEgLUccn5zudygpDC8PMwcLChjT26J6/2JiIjUkQKQ1J3JBHH9HNsGDIT28bQwMDEUgBW6DSYiIo1IAUjOjoEDoUHjgERExD0UgOTsxDVMAFqxOw+rTeOARESkcbg9AM2YMYOkpCR8fHwYMmQIa9asOe3x+fn5TJo0idjYWLy9vencuTPfffedSzXlLMQPcPx5aBtUuD5up1d8MIE+HhSVVbF5f4HL9UREROrCrQFo7ty5TJ48maeeeor169fTp08fRo0aRU5OTq3HV1RUcMkll5Cens68efPYsWMH7733HvHx8fWuKWcpKBYCY8Fug4ObXC5nMZsY1iEc0KzQIiLSeNwagF577TXuuusuJk6cSPfu3Zk5cyZ+fn7MmjWr1uNnzZrF4cOH+fLLLxk+fDhJSUmcf/759OnTp941AcrLyyksLKzxktMwcGFUOP44/LKdCkAiItI43BaAKioqSElJYeTIkcebMZsZOXIkK1eurPUzX3/9NUOHDmXSpElER0fTs2dPXnjhBaxWa71rAkybNo3g4GDnKyEhwaCzbKHijz0JZvA4oJSMIxytsBpSU0RE5HTcFoByc3OxWq1ER0fX2B8dHU1WVlatn9mzZw/z5s3DarXy3XffMWXKFF599VWef/75etcEeOKJJygoKHC+MjMzXTy7Fs7gGaHbRfgTG+xDhdXGuozDhtQUERE5HbcPgj4bNpuNqKgo3n33XQYMGMC4ceP461//ysyZM12q6+3tTVBQUI2XnEb1XEBH0qDU9cBiMpn0OLyIiDQqtwWgiIgILBYL2dnZNfZnZ2cTExNT62diY2Pp3LkzFovFua9bt25kZWVRUVFRr5pSD35hjlmhAQ5sMKTkictiiIiINDS3BSAvLy8GDBhAcnKyc5/NZiM5OZmhQ4fW+pnhw4eza9cubDabc19qaiqxsbF4eXnVq6bUk8EDoYd1dDwJtvVAIUdKXF9nTERE5HTcegts8uTJvPfee8yZM4dt27Zxzz33UFJSwsSJEwEYP348TzzxhPP4e+65h8OHD3P//feTmprKggULeOGFF5g0aVKda4pBnDNCG3MFKCrQhy7RgdjtsHJPniE1RURETsXDnd983LhxHDp0iKlTp5KVlUXfvn1ZuHChcxDz3r17MZuPZ7SEhAR++OEHHnzwQXr37k18fDz3338/jz32WJ1rikEMHggNjqfBdmQXsWxXLpf1ijWsroiIyO+Z7Ha71h/4ncLCQoKDgykoKNCA6FOpKIFpCWC3wuRtEBTncsnkbdn8cc46EsP9WPLIhQY0KSIircnZ/P5uVk+BSRPi5Q9R3RzbBs0HNKR9OBaziYy8UjIPlxpSU0REpDYKQFJ/1Y/DGzQQOsDbg34JIYCeBhMRkYalACT1F98w44BA8wGJiEjDUgCS+qteGf7ABjBoKNmITo4AtHJ3HjabhqeJiEjDUACS+ovqDh4+UFYAh/cYUrJvQgj+XhbySirYnlVkSE0REZHfUwCS+rN4Qkwvx7ZBA6E9LWYGtwsDNA5IREQajgKQuMbgGaFB44BERKThKQCJaxpgIHT1OKA1aYepqLKd4WgREZGzpwAkrqkeCH1wE1irDCnZJTqQiAAvjlZa2bD3iCE1RURETqQAJK4J6wDeQVB1FA5tM6SkyWRy3gbTOCAREWkICkDiGrMZ4vo6tg0aCA0wvIPGAYmISMNRABLXNcRA6GPjgH7dV0BhWaVhdUVEREABSIzQAAOh40N8aRfhj9VmZ/Wew4bVFRERAQUgMUL1QOjs36DyqGFlh3cMBzQOSEREjKcAJK4Ligf/KLBbIWuzYWVHaCC0iIg0EAUgcZ3JdMJtMOPGAQ1tH4HJBDtziskuLDOsroiIiAKQGCPO+HFAwX6e9IoPBnQVSEREjKUAJMZwrgxv3BUg0LIYIiLSMBSAxBhx/Rx/5u2Co/mGlT1xHJDdbjesroiItG4KQGIM/3AISXRsH9xoWNkBiaF4e5jJLixn96ESw+qKiEjrpgAkxmmAgdA+nhYGJYUBGgckIiLGUQAS4zTAQGjQOCARETGeApAYp3og9P4UMHC8TvWEiKt251FltRlWV0REWi8FIDFOXD/wCoSig7Ar2bCyPeKCCfb1pKi8ik37CwyrKyIirZcCkBjHyw/6j3dsr3jDsLIWs4lhHY4ti7FTt8FERMR19QpAc+bMYcGCBc6vH330UUJCQhg2bBgZGRmGNSfN0Dl/BpMF0pbAwU2Gla0eB7R8twKQiIi4rl4B6IUXXsDX1xeAlStXMmPGDF5++WUiIiJ48MEHDW1QmpmQttDjKsf2yrcMK1s9H9D6jHxKK6oMqysiIq1TvQJQZmYmHTt2BODLL7/k2muv5e6772batGksXbrU0AalGRp6r+PPLZ9DwX5DSiaG+xEf4kuF1cba9COG1BQRkdarXgEoICCAvLw8AH788UcuueQSAHx8fDh69Khx3UnzFN8fks4FWxWsnmlISZPJ5HwaTPMBiYiIq+oVgC655BLuvPNO7rzzTlJTU7nssssA2Lp1K0lJSUb2J81V9VWglNlQVmhISed8QBoILSIiLqpXAJoxYwZDhw7l0KFDfP7554SHO/6feUpKCjfddJOhDUoz1ekPENEZygthw78NKTmsgyMA/XawkMMlFYbUFBGR1slk1wqTJyksLCQ4OJiCggKCgoLc3U7zlTIbvrkfghPgvo1g8XC55Ojp/2N7VhFv3dyPK3rHuVxPRERajrP5/V2vK0ALFy5k2bJlzq9nzJhB3759ufnmmzlyRANU5ZjeN4J/JBRkwm9fGlLyxNXhRURE6qteAeiRRx6hsNAxrmPz5s089NBDXHbZZaSlpTF58mRDG5RmzNMHBt3l2F7xpiHLYwzvpHXBRETEdfUKQGlpaXTv3h2Azz//nCuuuIIXXniBGTNm8P333xvaoDRzg+4EDx84uBEylrtcbnBSGB5mE5mHj7I3r9T1/kREpFWqVwDy8vKitNTxy2fRokX84Q9/ACAsLMx5ZUgEAP9w6HuzY3uF6xMj+nt70L9tKKCrQCIiUn/1CkAjRoxg8uTJPPfcc6xZs4bLL78cgNTUVNq0aWNog9ICnDMJMEHq93Ao1eVyWhZDRERcVa8A9NZbb+Hh4cG8efN4++23iY+PB+D7779n9OjRhjYoLUBER+jimCvKiOUxRnRyTLuwYlcuNpseYhQRkbOnx+BrocfgG0DGSvhgNFi84cGtEBBZ71KVVhv9nv2J4vIqvv3LCHrGBxvYqIiINFdn8/u73hOzWK1WvvzyS7Zt2wZAjx49uPLKK7FYLPUtKS1Z23MgfgDsT4G178GFT9a7lKfFzDntw1i0LYflu3IVgERE5KzV6xbYrl276NatG+PHj2f+/PnMnz+fW2+9lR49erB7926je5SWwGSCYX9xbK/9F1S49gRX9azQGggtIiL1Ua8AdN9999GhQwcyMzNZv34969evZ+/evbRr14777rvP6B6lpeg6BkLaQmke/PqJS6VGHJsPaG36YcqrrEZ0JyIirUi9AtCSJUt4+eWXCQsLc+4LDw/nxRdfZMmSJYY1Jy2MxePYE2HAyhlgs9W7VKeoACIDvSmrtLE+I9+Y/kREpNWoVwDy9vamqKjopP3FxcV4eXm53JS0YP1uBZ9gOLzb8Vh8PZlMJi2LISIi9VavAHTFFVdw9913s3r1aux2O3a7nVWrVvHnP/+ZK6+80ugepSXxDoCBdzi2XZwYsXo+II0DEhGRs1WvAPTGG2/QoUMHhg4dio+PDz4+PgwbNoyOHTsyffp0g1uUFmfwn8DsCXtXwL6UepcZ3tExH9CmffnkFZcb1Z2IiLQC9QpAISEhfPXVV6SmpjJv3jzmzZtHamoqX3zxBSEhIQa3KC1OUCz0ut6xvfLNepeJDfald5tgbHZ45ccdBjUnIiKtQZ0nQjybVd5fe+21ejfUFGgixEaQtQVmDgeTGe7bAKFJ9SqzNv0w189cickE8+8ZRr9j64SJiEjr0yATIW7YsKFOx5lMprqWlNYspid0uAh2/wyrZsKlL9arzKCkMK7t34bP1+9jyldb+GrSCCxm/RsUEZHT01IYtdAVoEayKxk+ugY8/WHyVvCt39WbQ0XlXPTqYorKqnjuqp7cdk6iwY2KiEhzcDa/v+s1BkjEEB0ugqgeUFkCKbPrXSYy0JtHRnUB4B8Lt5OrAdEiInIGCkDiPiYTDLvXsb36HaiqqHepW4Yk0iMuiMKyKl76frtBDYqISEulACTu1fM6CIyFooOw5fN6l7GYTTx3VU8A/puyj3Xph43qUEREWiAFIHEvDy8YfLdje8Wb4MKQtP5tQxk3MAGAKV9tpcpa/6U2RESkZVMAEvcbONExEDpnq+OpMBc8OroLwb6ebDtYyL9XZRjUoIiItDQKQOJ+vqHQ/zbH9krXlscID/Dm0dGOAdGv/ZhKTlGZq92JiEgLpAAkTcM59zgmRdz9s2OSRBfcOKgtvdsEU1RexYvfaUC0iIicrEkEoBkzZpCUlISPjw9DhgxhzZo1pzx29uzZmEymGi8fH58ax0yYMOGkY0aPHt3QpyGuCE2CbscW0l05w6VSFrOJ58b2dMwOvWE/q/fkud6fiIi0KG4PQHPnzmXy5Mk89dRTrF+/nj59+jBq1ChycnJO+ZmgoCAOHjzofGVknDzWY/To0TWO+eSTTxryNMQIw/7i+HPzf6HwoEul+iSEcNPgtgBM/WorlRoQLSIiJ3B7AHrttde46667mDhxIt27d2fmzJn4+fkxa9asU37GZDIRExPjfEVHR590jLe3d41jQkO1RlST12YgtB0KtkpY847L5R4d1YVQP092ZBcxZ0W66/2JiEiL4dYAVFFRQUpKCiNHjnTuM5vNjBw5kpUrV57yc8XFxSQmJpKQkMDYsWPZunXrSccsXryYqKgounTpwj333ENe3qlvg5SXl1NYWFjjJW5SfRVo3SwoL3apVIifF49f2hWAf/6USnahBkSLiIiDWwNQbm4uVqv1pCs40dHRZGVl1fqZLl26MGvWLL766is++ugjbDYbw4YNY9++fc5jRo8ezYcffkhycjIvvfQSS5Ys4dJLL8VqtdZac9q0aQQHBztfCQkJxp2knJ3Ol0JYBygrgA0fuVzu+gEJ9GsbQkmFlecXbDOgQRERaQncuhjqgQMHiI+PZ8WKFQwdOtS5/9FHH2XJkiWsXr36jDUqKyvp1q0bN910E88991ytx+zZs4cOHTqwaNEiLr744pPeLy8vp7z8+PpRhYWFJCQkaDFUd1n7PiyYDCFt4S8bwOLhUrkt+wu48q1l2Ozw8Z1DGNYxwqBGRUSkKWk2i6FGRERgsVjIzs6usT87O5uYmJg61fD09KRfv37s2rXrlMe0b9+eiIiIUx7j7e1NUFBQjZe4UZ+bwDcM8vfC9m9cLtczPti5QvyUr7ZQUaUB0SIirZ1bA5CXlxcDBgwgOTnZuc9ms5GcnFzjitDpWK1WNm/eTGxs7CmP2bdvH3l5eac9RpoQLz8YfJdj28XlMapN/kMXIgK82H2ohFnL01yuJyIizZvbnwKbPHky7733HnPmzGHbtm3cc889lJSUMHHiRADGjx/PE0884Tz+2Wef5ccff2TPnj2sX7+eW2+9lYyMDO68807AMUD6kUceYdWqVaSnp5OcnMzYsWPp2LEjo0aNcss5Sj0Mugss3rA/BfaucrlcsK8nT1zaDYDXF+3kQP5Rl2uKiEjz5fYANG7cOF555RWmTp1K37592bhxIwsXLnQOjN67dy8HDx6fE+bIkSPcdddddOvWjcsuu4zCwkJWrFhB9+7dAbBYLGzatIkrr7ySzp0788c//pEBAwawdOlSvL293XKOUg8BkdDnRsf2ijcNKXlN/3gGJYVytNLK8wt+M6SmiIg0T24dBN1Unc0gKmlAh1JhxiDABPeug4iOLpfcdrCQK95chtVm58M7BnNe50jX+xQRkSah2QyCFjmtyM7QeTRgh1WuLY9RrVtsELcPTQLgqa+3Ul5V+9QIIiLSsikASdM29F7Hnxs/hpJcQ0o+cEknIgO9Scst4V9LNSBaRKQ1UgCSpi1pBMT2haoyx/xABgjy8eRvlzsGRL/5804yD5caUldERJoPBSBp2kym48tjrHkXKo15euvKPnGc0z6Mskobz32rAdEiIq2NApA0fd3HQnAClObCprmGlDSZTDw7ticeZhM//pbNL9tzDKkrIiLNgwKQNH0WTxjyZ8f2irfAZsxMzp2jA7ljRDvAMSC6rFIDokVEWgsFIGke+o8H7yDI2wk7fzSs7H0XdyImyIe9h0uZuWS3YXVFRKRpUwCS5sEnCAZMcGwbNDEiQIC3B3+7wjEg+v8t3s3ePA2IFhFpDRSApPkY8mcwe0DGMti/3rCyl/eKZUTHCCqqbDz9zVY0N6iISMunACTNR3A89LzWsb3yLcPKmkwmnhnbA0+LiZ+357BomwZEi4i0dApA0rxUT4y49UvI32tY2Q6RAdx1bnsAnv56K0crNCBaRKQlUwCS5iW2N7Q7H+xWWDXT0NL3XtSRuGAf9ucf5f8t3mVobRERaVoUgKT5qZ4Ycf0cOJpvWFk/Lw+mjukOwDtL9pCWW2JYbRERaVoUgKT56TgSIrtCRbEjBBloVI8Yzu8cSYXVxtSvtmhAtIhIC6UAJM2PyXR8LNCqmVBVYWBpE09f2QMvi5mlO3P5YWuWYbVFRKTpUACS5qn3DeAfBUUHYOsXhpZuF+HPn893DIh+9pvfKK2oMrS+iIi4nwKQNE8e3jDkbsf2yjfB4FtV91zQkTahvhwoKOPNnzUgWkSkpVEAkuZr4B/B0w+yNsNqY58I8/Wy8PSYHgD8a+keduUUG1pfRETcSwFImi+/MLj4Kcf2j3+DvasNLT+yezQXd42i0mrnqa81IFpEpCVRAJLmbcifoMfVYKuC/94OxYcMLf/0lT3w9jCzfFce3246aGhtERFxHwUgad5MJrjyTYjoDEUH4fM/gs24WZwTwvz4vws6AvD8gt8oLteAaBGRlkABSJo/70C44UPHeKC0JfDLC4aW/9P57UkM9yO7sJzXF6UaWltERNxDAUhahqhuMOYNx/bSVyD1B8NK+3haePpKx4DoWcvT2ZFVZFhtERFxDwUgaTl6Xw+D7nJsz78bjmQYVvrCLlGM6hGN1WZnimaIFhFp9hSApGUZ9XeIHwBl+fDZeKgsM6z0lCu64+NpZk3aYd5busewuiIi0vgUgKRl8fCG6+eAbxgc3AgLHzesdJtQP564tBsAL3y3ne8266kwEZHmSgFIWp6QBLj2PcAEKR/Axk8MKz1+aCK3D00E4IG5G0nJOGxYbRERaTwKQNIydRwJ5z/m2P72QcjeakhZk8nE1DE9GNktiooqG3d9mEJ6bokhtUVEpPEoAEnLdf6j0OFiqDoKc2+DsgJDylrMJt64qR+92wRzuKSCCR+s4XCJcSvSi4hIw1MAkpbLbIFr3oOgNnB4N3w1ybBFU/28PPjX7QOJD/ElPa+Uuz9cR1mlcRMwiohIw1IAkpbNP9wxSaLZE7Z9AytnGFY6KtCH2RMHEejjwbqMIzz031+x2fR4vIhIc6AAJC1fmwEweppj+6epkLHSsNKdogN557YBeFpMLNh0kJd+2G5YbRERaTgKQNI6DLoTel4Hdiv8dwIU5xhWeliHCF66tjcA7yzZw0erjJuAUUREGoYCkLQOJhOMeR0iu0JxFsy7A6zGLWx6Tf82TL6kMwBTv9rCL9uNC1giImI8BSBpPbwD4IZ/g1cApC+FX543tPxfLurIdQPaYLPDpI/Xs2W/MU+diYiI8RSApHWJ7AxXvunYXvZP2P6dYaVNJhPTrunFiI4RlFZYuWP2WvbnHzWsvoiIGEcBSFqfntfAkD87tr/4MxxOM6y0p8XM/7u1P12iA8kpKueOD9ZSWFZpWH0RETGGApC0Tpc8B20GQ3mB4YumBvl4MmviIKICvdmRXcQ9H6VQUWUzrL6IiLhOAUhaJw8vuH42+IVD1ib4/hFDy8eH+DJrwiD8vCws35XHk19sxm7QJIwiIuI6BSBpvYLj4dr3AROs/xA2fGRo+Z7xwcy4uT9mE8xL2cebP+8ytL6IiNSfApC0bh0uhAv/6the8BAc3GRo+Qu7RvHs2J4AvPZTKvPX7zO0voiI1I8CkMi5D0GnP0BVmWM80NF8Q8vfek4ifzq/PQCPfb6JFbtzDa0vIiJnTwFIxGyGq9+B4LZwJM3QRVOrPTaqK5f3jqXSaudP/05hZ3aRofVFROTsKACJAPiFwQ1zwOIF27+FFW8YWt5sNvHq9X0YmBhKUVkVEz5YS06RcU+eiYjI2VEAEqkW3x8ufcmxvegZSF9uaHkfTwvvjh9Iuwh/9ucf5Y+z11FaYdxyHCIiUncKQCInGjARet/oWDR13kQoyjK0fJi/Fx9MGESYvxeb9xdw3ycbsNr0eLyISGNTABI5kckEV/wTorpDcbbhi6YCJEX48974gXh5mFm0LYdnvtmqOYJERBqZApDI73n5HVs0NRAylkPyM4Z/iwGJoUwf1xeTCT5cmcH7y4xbjkNERM5MAUikNhEdYexbju0Vb8C2bw3/Fpf1iuXJS7sB8PfvtvH95oOGfw8REamdApDIqfS4Cs6Z5Nj+8h7I2234t7jz3Hbcdk4idjs8MHcjKRlHDP8eIiJyMgUgkdO55BlIOAfKC+Gz26HyqKHlTSYTT43pzsVdoyivsnHXh+vIyCsx9HuIiMjJFIBETsfi6Vg01T8SsjfDgocN/xYeFjNv3NSPnvFBHC6pYMIHazlSUmH49xERkeMUgETOJCgWrpsFJjNs/MixcKrB/L09mHX7IOJDfEnLLeHuf6+jrNJq+PcREREHBSCRumh3Hlz0N8f2gofh+8cga7Oh3yIqyIcPJg4i0MeDtelHePi/v2LTHEEiIg1CAUikroY/CN3GgLUcVs+EmSPgnfNhzXtw1JjBy52jA3nn1gF4mE18u+kgL/+ww5C6IiJSk8muGdhOUlhYSHBwMAUFBQQFBbm7HWlKbFbY/Qts+DdsXwC2Ssd+i7cjHPW7Fdqd71hg1QXzUvbx8H9/BeDvV/fkliGJrnYuItLinc3vbwWgWigASZ2U5MHmz2D9vyFn6/H9wW2h783Q7xYIaVvv8tMXpTJ90U4sZhPTrunF9QPaYDKZDGhcRKRlOpvf303iFtiMGTNISkrCx8eHIUOGsGbNmlMeO3v2bEwmU42Xj49PjWPsdjtTp04lNjYWX19fRo4cyc6dOxv6NKS18Q+Hc+6Be5bD3Yth0J3gHQwFe2HJizC9N3w4FjbPq9fj8/df3InrBrTBarPz6LxN/OWTDRSUVhp/HiIirZDbA9DcuXOZPHkyTz31FOvXr6dPnz6MGjWKnJycU34mKCiIgwcPOl8ZGRk13n/55Zd54403mDlzJqtXr8bf359Ro0ZRVlbW0KcjrZHJBHH94PJX4eEdcM2/HLfBsMOexfD5H+HVLrDgITiwAep40dVkMvHStb15ZFQXLMfGBF36+v9YvSevQU9HRKQ1cPstsCFDhjBo0CDeesux7IDNZiMhIYG//OUvPP744ycdP3v2bB544AHy8/NrrWe324mLi+Ohhx7i4Ycdc7YUFBQQHR3N7NmzufHGG8/Yk26BiSGOZMDGj2Hjf6Ag8/j+6J7Q7zbofQP4hdWp1MbMfO7/dAMZeaWYTfB/F3Tk/pGd8LS4/f/DiIg0Gc3mFlhFRQUpKSmMHDnSuc9sNjNy5EhWrlx5ys8VFxeTmJhIQkICY8eOZevW4+Mv0tLSyMrKqlEzODiYIUOGnLJmeXk5hYWFNV4iLgtNhAufgPs3wW1fQM9rHYOls7fAwsccV4U+ux12LnIMrj6NvgkhLLjvXK4b0AabHd76ZRfXzVypWaNFROrJrQEoNzcXq9VKdHR0jf3R0dFkZWXV+pkuXbowa9YsvvrqKz766CNsNhvDhg1j3759AM7PnU3NadOmERwc7HwlJCS4emoix5nN0OEix2SKD22Hy16B2D5grYDfvoT/XAvTe0Hyc3B4zynLBHh78Mr1fXjr5n4E+njwa2Y+l72+lP+uy0TPMoiInJ1md/186NChjB8/nr59+3L++eczf/58IiMjeeedd+pd84knnqCgoMD5yszMPPOHROrDLwwG3wV/+h/8aSkM/hP4hEDhflj6CrzRD2ZfAb9+ChWltZa4onccCx84j8FJYZRUWHlk3ibu1QBpEZGz4tYAFBERgcViITs7u8b+7OxsYmJi6lTD09OTfv36sWvXLgDn586mpre3N0FBQTVeIg0utjdc9jI8tAOu+wA6XAyYIH0pfPEnxy2yb+6HzLVgs9X4aHyIL5/cfY5zgPQCDZAWETkrbg1AXl5eDBgwgOTkZOc+m81GcnIyQ4cOrVMNq9XK5s2biY2NBaBdu3bExMTUqFlYWMjq1avrXFOkUXn6QM9r4Lb58MBmuPBvEJLoWIE+ZTa8PxJe6Qhzb4PV70L2b2CzYTGbmHRhRz6/ZxiJ4X4cKCjjpvdW8coPO6i02s74bUVEWjO3PwU2d+5cbr/9dt555x0GDx7M9OnT+eyzz9i+fTvR0dGMHz+e+Ph4pk2bBsCzzz7LOeecQ8eOHcnPz+cf//gHX375JSkpKXTv3h2Al156iRdffJE5c+bQrl07pkyZwqZNm/jtt99OmjOoNnoKTNzOZoOMZbDhI9j2DVT+7naYXzgkDoekcyFpBMXBHXn6m23MS3GMheuTEMIbN/YlMdzfDc2LiLjH2fz+9miknk5p3LhxHDp0iKlTp5KVlUXfvn1ZuHChcxDz3r17MZ+wrMCRI0e46667yMrKIjQ0lAEDBrBixQpn+AF49NFHKSkp4e677yY/P58RI0awcOHCOoUfkSbBbHYswNruPKiqcMwflL4U0pdB5moozYNtXzteQIBvGK8kDWfCkN5M/TWUDZk2Lnt9KU9f2YPrNIO0iMhJ3H4FqCnSFSBp0moLRL+7QlRoCmJ5VRdW2brj1fE87r1hDMH+3m5qWESkcWgtMBcpAEmzUodAlE8gtrbDCOtxMSSNgMhuLi/YKiLS1CgAuUgBSJq1EwJR4fbFeB5Ygy/lNY/xDYOk42OIFIhEpCVQAHKRApC0JMWlpXzw3y84mrqEc8y/MdiSis+ZAlFUd8caZyIizYgCkIsUgKQl+nbTAZ6Yv5mysjIGeWXwRPdcelZuxrR31clPmcX2hYunOmawVhASkWZCAchFCkDSUu3PP8qDczeyJu0wAJf3juWFMV0Izt96fAxRxkqoOur4QOIIRxBqO8SNXYuI1I0CkIsUgKQls9rszFyym9d+SsVqsxMX7MM/x/VlSPtwxwHFh2DZP2Htv8B67FZZ59Fw0d8gppf7GhcROQMFIBcpAElrsDEzn/s/3UBGXikmE/zfBR14YGRnPC3HBkMX7IMlL8GG/4D92Gr1Pa+FC/8K4R3c17iIyCkoALlIAUhai+LyKp7+emuNGaRfH9eXpIgTZpDO3QWLX4Atnzu+Nlmg361w/qMQ3MYNXYuI1E4ByEUKQNLafLvpAE/O30xhWRX+Xhb+dH4Hrh/Yhthg3+MHHdwEPz8PO39wfG3xhkF3wrmTwT/CPY2LiJxAAchFCkDSGv1+gLTZBOd3jmTcoAQu7hZ9/NbY3lWQ/CxkLHd87RUAQyc5Xj7BbupeREQByGUKQNJaWW12vv51P5+syXQGIYCIAC+u7d+GGwYl0CEyAOx22P2zIwgd3Og4yDcURjwIg+4CLz/3nICItGoKQC5SABKBPYeK+WzdPual7CO3+PjEiYOSQrlhYAKX947Fz9PiWJD15+chN9VxQEAMnP8I9BsPHl5u6l5EWiMFIBcpAIkcV2m18cv2HOauzeSXHTnYjv3ECPD2YEyfOG4clEDvuABMmz+DX6ZBwV7HAaFJcMGT0Os6MFvc1r+ItB4KQC5SABKpXVZBGZ+v38dn6zLJyDs+e3TXmEDGDUrgqp4RhG7/BP73DyjJcbwZ2c0xh1DXyzWrtIg0KAUgFykAiZyezWZnVVoen63N5LstWVRU2QDwspgZ1TOGm/qGc86heZhXTIeyAseH4gc4ZpVuf4Hb+haRlk0ByEUKQCJ1V1BayVfHBk5vO1jo3N8m1Jdb+4Zwi/UrAje8e3y9sXbnwUVTIWGQmzoWkZZKAchFCkAiZ89ut7NlfyFz1+3lqw0HKCqvAhyP01/RwYPJPt+QmDYXk7XC8YEul8NFf4XoHm7sWkRaEgUgFykAibjmaIWV77cc5NO1NR+n7+FXwAthC+id9x0muw0wQa/rYcAEiOwCfuEaJyQi9aYA5CIFIBHj1PY4fQfTfp4L+pph5UtrHuwbCuGdIKIzRHQ89mdnxxNlFs/Gb15EmhUFIBcpAIkYr/px+s/WZfLzdsfj9D1Madzn9Q2DvdIJrcw69YfNHhDaDiI6HXt1PhaUOoFfWOOdhIg0aQpALlIAEmlY2YVlzEup+Ti9D+VcmXCUm9qV0dv3EJa8nY7JFfN2HR9AXRu/iOPByHn1qBOEJILFo5HOSESaAgUgFykAiTQOm83Oqj15fLgygx9/y3JOshgb7MOt5yQyblACEX6eUHQAcncee6VC3rHtwv2nLm72hPAOJwej8I7gG9Io5ycijUsByEUKQCKNb3/+UT5encEnazI5XOJ4UszLYuaK3rGMH5ZE34SQkz9UXuy4QpS3yxGMclMhd5cjIFWVnfqbRXSBgROhz00KQyItiAKQixSARNynrNLKd5sPMmdFOr/uK3Du79MmmPFDk7i8dyw+nmdYWsNmg8J9xwLRiVeOdkHRwePHefo5luoYdBfE9m6gMxKRxqIA5CIFIJGmYWNmPh+uSOfbTQepsDpmmw7z9+LGQQncek4icSG+Z1/0aD5snQ9r/gU5W4/vbzMYBt0JPa4CD29D+heRxqUA5CIFIJGmJbe4nLlrM/loVQYHCxy3tswm+EP3GMYPS2Ro+3BMZzt/kN0Oe1fB2n/Bb1+BrdKx3y8c+o+HARMhNNHgMxGRhqQA5CIFIJGmqcpqY9G2bOasyGDlnjzn/k5RAYwflsQ1/eLx967Hk19F2bDhQ1j3wQkDq03QeZTj9liHi8BsNuYkRKTBKAC5SAFIpOlLzS7iw5XpzF+/n9IKKwCB3h5cO6AN44cm0j4y4OyLWqsgdaHjqtCeX47vD20HA++Afrdq3iGRJkwByEUKQCLNR8HRSj5P2ce/V2WQllvi3H9e50huH5rIBV2isJjrsbxG7i5Y9z5s+A+UHxuM7eEDPa+FQX90rG4vIk2KApCLFIBEmh+bzc7SXbl8uCKdn3fkUP2TLSHMl9vOSeSGgQmE+HmdfeGKEtjyOax5D7I2Hd8f198xaLrnNeBZj8HYImI4BSAXKQCJNG9780r5aHUGc9dmUnDUMbjZ28PMVX3jGT8skR5xwWdf1G6Hfetg7Xuw9QuoXtXeN9Rxa2zgHRDW3sCzEJGzpQDkIgUgkZbhaIWVr3/dz+wVGWw7WOjc3ykqgA6RASRG+NEu3J+kCH+Swv2JDvKu29NkJbmw4d+wdhYU7D2+v+NIx6DpTpeA+QxzFYmI4RSAXKQAJNKy2O121mUcYc6KdBZuyaLKVvuPPR9PM0nhjjBUHY4Sw/1pF3GKcGSzws6fHFeFdi06vj+4rWOm6f7jwT+iAc9MRE6kAOQiBSCRlutQUTlbDhSQnlvieOWVkp5Xwr4jR7GeIhjB6cNRVKA35vw0WDcLNnwER484PmTxgh5Xw4AJkDBEV4VEGpgCkIsUgERan0qrjX1HjpKe5whGGXmlpOWWnFU4Sgz3o2OYhfPKl9Jj/2cE5G0+4aAQaH+BY06hDhdBSEKDn5NIa6MA5CIFIBE50anCUUZeCZmnCUe9TbuZ4LmIP5jXEUBJjfcqQjpi7nQRHp0ugaTh4OXfGKci0qIpALlIAUhE6qrSamP/kaOk5ZWQceyW2u/DkQUrfUy7Oc+yiXPNm+lr2oXFdPxHbyWepPv1IjtqGBWJFxDcrh8J4QFEBtRxULaIAApALlMAEhEjVIej9GNhKPNwKRl5JeTlHqJN/hoGWzdynmUTbUy5NT53yB7EMlsvVpr6kBE8hMCIeBLC/Gh7wishzA8fT40pEjmRApCLFIBEpKHZ7XaOlFayN6+EvL2/4Zm+mIjsZbQvXo+PvazGsdtsbVli681SWy/W2bpQjmNCx6hA7xqBqG2YH4nhfiRF+BMRoBXtpfVRAHKRApCIuE1VBexbgzV1EVU7k/E+tKnG22V4s9bejV+qevE/Wy922eOBk2+T9W4TzGW9Yrm8VywJYX6N1LyIeykAuUgBSESajJJc2LMYdv8Mu5KhOKvG20d9Y0gLHsJGz34sruzBbwUe7M8/yok/2XvFHw9DbcMVhqTlUgBykQKQiDRJdjvkbIPdyY5AlLECqk68XWaCuH6UtL2AxeZz+E96EKvSDnPiQ2o94oKcYSgpQk+eScuiAOQiBSARaRYqjzpC0O6fHa+c32q+H96J0s5jSfYYwdw0P1buyavxyH732CAu7x3LZb1iaacwJC2AApCLFIBEpFkqPAh7foHtCxxLdFjLj78X3ZPSTleSbBnBZ3s8WLG7ZhjqGhPI5b1iuax3LB0iA9zQvIjrFIBcpAAkIs1eWSHs+B62fO64OmSrPP5eXH9KO49lkWkY83bDil25NdZH6xoTyGW9HFeGOkYpDEnzoQDkIgUgEWlRSg/D9m8dYSjtf2C3HX8v4RxHGGIon++sZPnvwlDn6ADnmKFO0YFuaF6k7hSAXKQAJCItVnEO/PYVbP3CMX6IY78CTGZIGkFpp7H8yBC+2nGUZbtyqbQe/xXRKSrAeWWoc3RA481SXXrYMb4p+zfI2Qq5OyEoDpJGQNK5ENYeNGP26dlsjkV6Sw4de+U4njAsznF8XZYPNqtjoL3demzb5ti22xyfr/H1ie/bazm++uvfH3tCrWF/gQseM/Q0FYBcpAAkIq1CwX747UvYMh/2rzu+3+wB7S+ktPNYfrQN5OvtxSzdeahGGOoQ6e8cM9QlOtCYMFR5FA7tOBZ2th4PPb979P8kgbHHwlArC0SVZScEmtxjoeYQFB86Yf8J79ut7u64phEPwsinDS2pAOQiBSARaXWOpDuuCm35HLJOWMXe4gUdL3GEoap+fLu9gP+l5lJhPX4brX2EP73aBJMY5kdiuD+J4Y4/IwK8ag9GNiscTnMEnBPDzuE9NW/PnSikLUT1gOjuENHZ8fn0ZbBvDVgrah4bEFMzEIV3aD6ByGaDwn2Qn1kzwFRfqXEGnVwoLzz7+j4hEBAF/pE1X76hYLY4XiYzmI796fzafMLXJ75nquXY6q/NtdQ64T2fEPALM/SvTwHIRQpAItKq5e50XBXa8jnk7ji+38MXuoymtPNV/FTZi2+2HuF/qYdqhKET+XuZ6RNawRD/LHp47KO9NYOoo7vxK9yNuepo7d/bNwyie0BUd0fYieoOkV3B5xQ/iyuPwr51jjDUnAJRZRkc3g25qXAo1fFnbirk7YLK0rrXMXs6AkxA5Mmhpsb+KPALBw+vhjunJkAByEUKQCIiHJt48bfjYehI2vH3vAKh6+WUdr6SZfZeZObkU3FgKx552wgp2kWbyjS6mPYSZiqutXSZ3ZMMS1sO+XWkJKQzpqhu+LftQ2xcIm3C/PHyMNev55MC0dqa0wFA4wai0sPHw82JYSc/49RXu8yeEJLgCC0nBhj/iGOhpvoKToTjKoq7w1wTogDkIgUgEZHfsdvhwAbYOh+2fOG4TVPNwxdOcUXHbjJT6JvAfq92pNrbsqE8jhVFUey2RmGj9pBjNkF8qC+JYdW30064tRbmj6+Xpe59V5Y5xjdVB6LMNbUEoujfBaKOZxcqbDYoyKw96JTmnvpz3sEQ2dlxSy+iE0R0cWyHJoLFs+7fX5wUgFykACQicho2m+NW05b5jnFDJTmO/QExx29bVd/GiuwCnr41Pm612TmQf5S9h0tJzythb57jz4y8UjLySjlaefrBulGB3rQN8yOh+hXq69yOCfLBYj5NeHElEFUehbzdjtuCuTuPB528XacMgAAEtak96ARE6eqNwRSAXKQAJCJSRzar48mtwBhDBrTa7XYOFZWTcbiU9NySYyGplL15JaTnlVJwtPK0n/e0mIgPcQSiNqF+JIT5OsJSqCMghfp51hyYXddA5OED+XtxThvwexYvR1CK6HQs6HRxbId3BG9NJtlYFIBcpAAkItI05ZdWkJFXSuaRUjIPO64i7TtSSubhUvbnH63xqH5t/L0sJ1w5cgSk6nCUEOaLn6kK9qccC0RLTw5EPiGOq1q/DzohiWDxaNiTlzNSAHKRApCISPNjtdnJKiwj87AjEGUeOXrCdinZheVnrBER4HXsypHj1lpisIVu9t1E+FkIbtsT/9AY3bZqwhSAXKQAJCLS8pRVWtl/bOzRvhMC0t5jIamwrOqMNfy8LEQFehMV6ENkkLdzOyrQm6ig49shv7/VJo3ibH5/63qdiIi0Cj6eFjpEBpxytfuCo5VkHrul5ghFR4/daislq6CMkgorpRVW0vMc45JOx8tiJjLQm8hA75PCUVSQN5EBPkQFeRPu74WHpZ6P/ItLmkQAmjFjBv/4xz/IysqiT58+vPnmmwwePPiMn/v000+56aabGDt2LF9++aVz/4QJE5gzZ06NY0eNGsXChQuNbl1ERFqIYF9PguOD6RkfXOv7JeVV5BSVk1NY5vizqJycojIOFR7fzikqJ7+0kgqrjf35R9mff5qnw3A88h/mf2JIcgSluBBfOkUH0DkqkGA/PRLfENwegObOncvkyZOZOXMmQ4YMYfr06YwaNYodO3YQFRV1ys+lp6fz8MMPc+6559b6/ujRo/nggw+cX3t7exveu4iItB7+3h608/agXYT/aY8rr7JyqDogFZZzqLicQ78LTTmF5eQWl2OzQ26xY/u3g7XXiwr0pnN0IJ2iA+gUFUjn6AA6RQcS7Ktg5Aq3jwEaMmQIgwYN4q233gLAZrORkJDAX/7yFx5//PFaP2O1WjnvvPO44447WLp0Kfn5+SddAfr9vrOhMUAiItLQrDY7eSXHQtIJwSinqJy9h0vZmV3EgYKyU34+OsibTlGOYNQ52hGMOka17mDUbMYAVVRUkJKSwhNPPOHcZzabGTlyJCtXrjzl55599lmioqL44x//yNKlS2s9ZvHixURFRREaGspFF13E888/T3h4eK3HlpeXU15+/OmAwsJ6LDAnIiJyFixm07FxQT6nPKaorJJdOcXszC4mNbuI1Jxidh0LRtmF5WQXlrNsV83ZpqODjl0xcoYjBaPauDUA5ebmYrVaiY6OrrE/Ojqa7du31/qZZcuW8f7777Nx48ZT1h09ejTXXHMN7dq1Y/fu3Tz55JNceumlrFy5Eovl5CnUp02bxjPPPOPSuYiIiBgt0MeTfm1D6dc2tMb+orJKduYUszO7yBGOjm0fPCEYLd1ZMxjFBPmcdButU3QAQT6tMxi5fQzQ2SgqKuK2227jvffeIyIi4pTH3Xjjjc7tXr160bt3bzp06MDixYu5+OKLTzr+iSeeYPLkyc6vCwsLSUhIMLZ5ERERgwT6eNK/bSj9fxeMCp1XjIpIzS52hqSDBWVkFTpetQWjdhH+BPt6EujjQYCPB4E+ngT5eDi+9nbsP/5yfO3raWnWj/q7NQBFRERgsVjIzs6usT87O5uYmJiTjt+9ezfp6emMGTPGuc9mc6ym6+HhwY4dO+jQocNJn2vfvj0RERHs2rWr1gDk7e2tQdIiItLsBZ0mGO3MLmZXjiMYpR67clQdirIKTz3W6FQsZhMB3ieEIu+aISnAp7b3joUsbw/C/L3w93ZfDHFrAPLy8mLAgAEkJydz1VVXAY5Ak5yczL333nvS8V27dmXz5s019v3tb3+jqKiI119//ZRXbfbt20deXh6xsbGGn4OIiEhTF+TjyYDEUAYk1h6MMg+XUlReRVFZJUVljj+Ly6qObVdRWFZJcXmV8z2b3TGIu+Bo5bH12U7/uH9t7hzRjr9d0d2gMzx7br8FNnnyZG6//XYGDhzI4MGDmT59OiUlJUycOBGA8ePHEx8fz7Rp0/Dx8aFnz541Ph8SEgLg3F9cXMwzzzzDtddeS0xMDLt37+bRRx+lY8eOjBo1qlHPTUREpCk7VTA6HbvdTmmF9VggqqTwWEgqLqsZoIpOCExFZVU1AlRhWRWBbh575PYANG7cOA4dOsTUqVPJysqib9++LFy40Dkweu/evZjNdZ8l02KxsGnTJubMmUN+fj5xcXH84Q9/4LnnntNtLhEREReZTCb8vT3w9/YgOujUT7Cdic3m3pW43D4PUFOkeYBERESan7P5/a0FSERERKTVUQASERGRVkcBSERERFodBSARERFpdRSAREREpNVRABIREZFWRwFIREREWh0FIBEREWl1FIBERESk1VEAEhERkVZHAUhERERaHQUgERERaXUUgERERKTV8XB3A02R3W4HHKvKioiISPNQ/Xu7+vf46SgA1aKoqAiAhIQEN3ciIiIiZ6uoqIjg4ODTHmOy1yUmtTI2m40DBw4QGBiIyWQytHZhYSEJCQlkZmYSFBRkaO2mQOfX/LX0c9T5NX8t/Rx1fvVnt9spKioiLi4Os/n0o3x0BagWZrOZNm3aNOj3CAoKapH/sKvp/Jq/ln6OOr/mr6Wfo86vfs505aeaBkGLiIhIq6MAJCIiIq2OAlAj8/b25qmnnsLb29vdrTQInV/z19LPUefX/LX0c9T5NQ4NghYREZFWR1eAREREpNVRABIREZFWRwFIREREWh0FIBEREWl1FIAa0YwZM0hKSsLHx4chQ4awZs0ad7dkmGnTpjFo0CACAwOJioriqquuYseOHe5uq8G8+OKLmEwmHnjgAXe3Ypj9+/dz6623Eh4ejq+vL7169WLdunXubsswVquVKVOm0K5dO3x9fenQoQPPPfdcndYMaor+97//MWbMGOLi4jCZTHz55Zc13rfb7UydOpXY2Fh8fX0ZOXIkO3fudE+z9XS6c6ysrOSxxx6jV69e+Pv7ExcXx/jx4zlw4ID7Gj5LZ/pveKI///nPmEwmpk+f3mj9uaou57dt2zauvPJKgoOD8ff3Z9CgQezdu7dR+lMAaiRz585l8uTJPPXUU6xfv54+ffowatQocnJy3N2aIZYsWcKkSZNYtWoVP/30E5WVlfzhD3+gpKTE3a0Zbu3atbzzzjv07t3b3a0Y5siRIwwfPhxPT0++//57fvvtN1599VVCQ0Pd3ZphXnrpJd5++23eeusttm3bxksvvcTLL7/Mm2++6e7W6qWkpIQ+ffowY8aMWt9/+eWXeeONN5g5cyarV6/G39+fUaNGUVZW1sid1t/pzrG0tJT169czZcoU1q9fz/z589mxYwdXXnmlGzqtnzP9N6z2xRdfsGrVKuLi4hqpM2Oc6fx2797NiBEj6Nq1K4sXL2bTpk1MmTIFHx+fxmnQLo1i8ODB9kmTJjm/tlqt9ri4OPu0adPc2FXDycnJsQP2JUuWuLsVQxUVFdk7depk/+mnn+znn3++/f7773d3S4Z47LHH7CNGjHB3Gw3q8ssvt99xxx019l1zzTX2W265xU0dGQewf/HFF86vbTabPSYmxv6Pf/zDuS8/P9/u7e1t/+STT9zQoet+f461WbNmjR2wZ2RkNE5TBjrV+e3bt88eHx9v37Jliz0xMdH+z3/+s9F7M0Jt5zdu3Dj7rbfe6p6G7Ha7rgA1goqKClJSUhg5cqRzn9lsZuTIkaxcudKNnTWcgoICAMLCwtzcibEmTZrE5ZdfXuO/ZUvw9ddfM3DgQK6//nqioqLo168f7733nrvbMtSwYcNITk4mNTUVgF9//ZVly5Zx6aWXurkz46WlpZGVlVXj32lwcDBDhgxpsT9zwPFzx2QyERIS4u5WDGGz2bjtttt45JFH6NGjh7vbMZTNZmPBggV07tyZUaNGERUVxZAhQ057G9BoCkCNIDc3F6vVSnR0dI390dHRZGVluamrhmOz2XjggQcYPnw4PXv2dHc7hvn0009Zv34906ZNc3crhtuzZw9vv/02nTp14ocffuCee+7hvvvuY86cOe5uzTCPP/44N954I127dsXT05N+/frxwAMPcMstt7i7NcNV/1xpLT9zAMrKynjssce46aabWswCoi+99BIeHh7cd9997m7FcDk5ORQXF/Piiy8yevRofvzxR66++mquueYalixZ0ig9aDV4MdykSZPYsmULy5Ytc3crhsnMzOT+++/np59+arz7043IZrMxcOBAXnjhBQD69evHli1bmDlzJrfffrubuzPGZ599xn/+8x8+/vhjevTowcaNG3nggQeIi4trMefYWlVWVnLDDTdgt9t5++233d2OIVJSUnj99ddZv349JpPJ3e0YzmazATB27FgefPBBAPr27cuKFSuYOXMm559/foP3oCtAjSAiIgKLxUJ2dnaN/dnZ2cTExLipq4Zx77338u233/LLL7/Qpk0bd7djmJSUFHJycujfvz8eHh54eHiwZMkS3njjDTw8PLBare5u0SWxsbF07969xr5u3bo12tMYjeGRRx5xXgXq1asXt912Gw8++GCLvKJX/XOlNfzMqQ4/GRkZ/PTTTy3m6s/SpUvJycmhbdu2zp85GRkZPPTQQyQlJbm7PZdFRETg4eHh1p87CkCNwMvLiwEDBpCcnOzcZ7PZSE5OZujQoW7szDh2u517772XL774gp9//pl27dq5uyVDXXzxxWzevJmNGzc6XwMHDuSWW25h48aNWCwWd7fokuHDh580bUFqaiqJiYlu6sh4paWlmM01f+RZLBbn/xNtSdq1a0dMTEyNnzmFhYWsXr26xfzMgePhZ+fOnSxatIjw8HB3t2SY2267jU2bNtX4mRMXF8cjjzzCDz/84O72XObl5cWgQYPc+nNHt8AayeTJk7n99tsZOHAggwcPZvr06ZSUlDBx4kR3t2aISZMm8fHHH/PVV18RGBjoHGcQHByMr6+vm7tzXWBg4Enjmfz9/QkPD28R45wefPBBhg0bxgsvvMANN9zAmjVrePfdd3n33Xfd3ZphxowZw9///nfatm1Ljx492LBhA6+99hp33HGHu1url+LiYnbt2uX8Oi0tjY0bNxIWFkbbtm154IEHeP755+nUqRPt2rVjypQpxMXFcdVVV7mv6bN0unOMjY3luuuuY/369Xz77bdYrVbnz52wsDC8vLzc1Xadnem/4e8DnaenJzExMXTp0qWxW62XM53fI488wrhx4zjvvPO48MILWbhwId988w2LFy9unAbd9vxZK/Tmm2/a27Zta/fy8rIPHjzYvmrVKne3ZBig1tcHH3zg7tYaTEt6DN5ut9u/+eYbe8+ePe3e3t72rl272t999113t2SowsJC+/33329v27at3cfHx96+fXv7X//6V3t5ebm7W6uXX375pdb/zd1+++12u93xKPyUKVPs0dHRdm9vb/vFF19s37Fjh3ubPkunO8e0tLRT/tz55Zdf3N16nZzpv+HvNbfH4Otyfu+//769Y8eOdh8fH3ufPn3sX375ZaP1Z7Lbm+k0qCIiIiL1pDFAIiIi0uooAImIiEirowAkIiIirY4CkIiIiLQ6CkAiIiLS6igAiYiISKujACQiIiKtjgKQiIiItDoKQCIidbB48WJMJhP5+fnubkVEDKAAJCIiIq2OApCIiIi0OgpAItIs2Gw2pk2bRrt27fD19aVPnz7MmzcPOH57asGCBfTu3RsfHx/OOecctmzZUqPG559/To8ePfD29iYpKYlXX321xvvl5eU89thjJCQk4O3tTceOHXn//fdrHJOSksLAgQPx8/Nj2LBh7Nixo2FPXEQahAKQiDQL06ZN48MPP2TmzJls3bqVBx98kFtvvZUlS5Y4j3nkkUd49dVXWbt2LZGRkYwZM4bKykrAEVxuuOEGbrzxRjZv3szTTz/NlClTmD17tvPz48eP55NPPuGNN95g27ZtvPPOOwQEBNTo469//Suvvvoq69atw8PDgzvuuKNRzl9EjKXV4EWkySsvLycsLIxFixYxdOhQ5/4777yT0tJS7r77bi688EI+/fRTxo0bB8Dhw4dp06YNs2fP5oYbbuCWW27h0KFD/Pjjj87PP/rooyxYsICtW7eSmppKly5d+Omnnxg5cuRJPSxevJgLL7yQRYsWcfHFFwPw3Xffcfnll3P06FF8fHwa+G9BRIykK0Ai0uTt2rWL0tJSLrnkEgICApyvDz/8kN27dzuPOzEchYWF0aVLF7Zt2wbAtm3bGD58eI26w4cPZ+fOnVitVjZu3IjFYuH8888/bS+9e/d2bsfGxgKQk5Pj8jmKSOPycHcDIiJnUlxcDMCCBQuIj4+v8Z63t3eNEFRfvr6+dTrO09PTuW0ymQDH+CQRaV50BUhEmrzu3bvj7e3N3r176dixY41XQkKC87hVq1Y5t48cOUJqairdunUDoFu3bixfvrxG3eXLl9O5c2csFgu9evXCZrPVGFMkIi2XrgCJSJMXGBjIww8/zIMPPojNZmPEiBEUFBSwfPlygoKCSExMBODZZ58lPDyc6Oho/vrXvxIREcFVV10FwEMPPcSgQYN47rnnGDduHCtXruStt97i//2//wdAUlISt99+O3fccQdvvPEGffr0ISMjg5ycHG644QZ3nbqINBAFIBFpFp577jkiIyOZNm0ae/bsISQkhP79+/Pkk086b0G9+OKL3H///ezcuZO+ffvyzTff4OXlBUD//v357LPPmDp1Ks899xyxsbE8++yzTJgwwfk93n77bZ588kn+7//+j7y8PNq2bcuTTz7pjtMVkQamp8BEpNmrfkLryJEjhISEuLsdEWkGNAZIREREWh0FIBEREWl1dAtMREREWh1dARIREZFWRwFIREREWh0FIBEREWl1FIBERESk1VEAEhERkVZHAUhERERaHQUgERERaXUUgERERKTV+f/AHNyUs4hUfwAAAABJRU5ErkJggg==\n","text/plain":["\u003cFigure size 640x480 with 1 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"markdown","metadata":{"id":"pqhbIPCvYoCF"},"source":["# GRU 신경망 훈련하기"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"M-TdqrX5YnLM"},"outputs":[{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003eModel: \"sequential_3\"\u003c/span\u003e\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1mModel: \"sequential_3\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n","┃\u003cspan style=\"font-weight: bold\"\u003e Layer (type) \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Output Shape \u003c/span\u003e┃\u003cspan style=\"font-weight: bold\"\u003e Param # \u003c/span\u003e┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n","│ embedding_3 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eEmbedding\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e100\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e16\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,000\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ gru (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eGRU\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e624\u003c/span\u003e │\n","├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n","│ dense_3 (\u003cspan style=\"color: #0087ff; text-decoration-color: #0087ff\"\u003eDense\u003c/span\u003e) │ (\u003cspan style=\"color: #00d7ff; text-decoration-color: #00d7ff\"\u003eNone\u003c/span\u003e, \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e1\u003c/span\u003e) │ \u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e9\u003c/span\u003e │\n","└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n","\u003c/pre\u003e\n"],"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","│ 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_3 (\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"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Total params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,633\u003c/span\u003e (33.72 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e8,633\u003c/span\u003e (33.72 KB)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\u003cpre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"\u003e\u003cspan style=\"font-weight: bold\"\u003e Non-trainable params: \u003c/span\u003e\u003cspan style=\"color: #00af00; text-decoration-color: #00af00\"\u003e0\u003c/span\u003e (0.00 B)\n","\u003c/pre\u003e\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"_hgsZ4-XYqwl"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 56ms/step - accuracy: 0.5052 - loss: 0.6931 - val_accuracy: 0.5206 - val_loss: 0.6928\n","Epoch 2/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 51ms/step - accuracy: 0.5532 - loss: 0.6925 - val_accuracy: 0.5616 - val_loss: 0.6921\n","Epoch 3/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 52ms/step - accuracy: 0.5831 - loss: 0.6917 - val_accuracy: 0.5714 - val_loss: 0.6911\n","Epoch 4/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 52ms/step - accuracy: 0.5901 - loss: 0.6903 - val_accuracy: 0.5844 - val_loss: 0.6893\n","Epoch 5/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 53ms/step - accuracy: 0.6033 - loss: 0.6882 - val_accuracy: 0.5938 - val_loss: 0.6866\n","Epoch 6/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 52ms/step - accuracy: 0.6136 - loss: 0.6849 - val_accuracy: 0.6036 - val_loss: 0.6822\n","Epoch 7/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 56ms/step - accuracy: 0.6197 - loss: 0.6796 - val_accuracy: 0.6120 - val_loss: 0.6752\n","Epoch 8/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 52ms/step - accuracy: 0.6300 - loss: 0.6713 - val_accuracy: 0.6294 - val_loss: 0.6640\n","Epoch 9/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 53ms/step - accuracy: 0.6418 - loss: 0.6578 - val_accuracy: 0.6488 - val_loss: 0.6453\n","Epoch 10/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 52ms/step - accuracy: 0.6644 - loss: 0.6351 - val_accuracy: 0.6844 - val_loss: 0.6111\n","Epoch 11/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 54ms/step - accuracy: 0.6996 - loss: 0.5917 - val_accuracy: 0.7326 - val_loss: 0.5492\n","Epoch 12/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 54ms/step - accuracy: 0.7397 - loss: 0.5360 - val_accuracy: 0.7484 - val_loss: 0.5242\n","Epoch 13/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.7523 - loss: 0.5158 - val_accuracy: 0.7634 - val_loss: 0.5107\n","Epoch 14/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 53ms/step - accuracy: 0.7617 - loss: 0.5014 - val_accuracy: 0.7724 - val_loss: 0.5008\n","Epoch 15/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 52ms/step - accuracy: 0.7712 - loss: 0.4883 - val_accuracy: 0.7750 - val_loss: 0.4949\n","Epoch 16/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 52ms/step - accuracy: 0.7816 - loss: 0.4780 - val_accuracy: 0.7762 - val_loss: 0.4916\n","Epoch 17/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 53ms/step - accuracy: 0.7873 - loss: 0.4701 - val_accuracy: 0.7766 - val_loss: 0.4870\n","Epoch 18/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.7921 - loss: 0.4630 - val_accuracy: 0.7782 - val_loss: 0.4798\n","Epoch 19/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.7938 - loss: 0.4567 - val_accuracy: 0.7816 - val_loss: 0.4736\n","Epoch 20/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 56ms/step - accuracy: 0.7963 - loss: 0.4512 - val_accuracy: 0.7846 - val_loss: 0.4702\n","Epoch 21/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 53ms/step - accuracy: 0.7992 - loss: 0.4466 - val_accuracy: 0.7868 - val_loss: 0.4677\n","Epoch 22/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 56ms/step - accuracy: 0.8031 - loss: 0.4426 - val_accuracy: 0.7878 - val_loss: 0.4655\n","Epoch 23/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 52ms/step - accuracy: 0.8064 - loss: 0.4392 - val_accuracy: 0.7868 - val_loss: 0.4636\n","Epoch 24/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 51ms/step - accuracy: 0.8089 - loss: 0.4364 - val_accuracy: 0.7880 - val_loss: 0.4621\n","Epoch 25/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 54ms/step - accuracy: 0.8102 - loss: 0.4341 - val_accuracy: 0.7888 - val_loss: 0.4608\n","Epoch 26/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 51ms/step - accuracy: 0.8112 - loss: 0.4320 - val_accuracy: 0.7894 - val_loss: 0.4597\n","Epoch 27/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 54ms/step - accuracy: 0.8121 - loss: 0.4303 - val_accuracy: 0.7878 - val_loss: 0.4587\n","Epoch 28/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 52ms/step - accuracy: 0.8134 - loss: 0.4288 - val_accuracy: 0.7882 - val_loss: 0.4578\n","Epoch 29/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 52ms/step - accuracy: 0.8133 - loss: 0.4274 - val_accuracy: 0.7890 - val_loss: 0.4570\n","Epoch 30/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 52ms/step - accuracy: 0.8134 - loss: 0.4262 - val_accuracy: 0.7908 - val_loss: 0.4562\n","Epoch 31/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 55ms/step - accuracy: 0.8124 - loss: 0.4250 - val_accuracy: 0.7892 - val_loss: 0.4554\n","Epoch 32/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.8128 - loss: 0.4240 - val_accuracy: 0.7900 - val_loss: 0.4547\n","Epoch 33/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 53ms/step - accuracy: 0.8132 - loss: 0.4230 - val_accuracy: 0.7906 - val_loss: 0.4540\n","Epoch 34/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.8131 - loss: 0.4220 - val_accuracy: 0.7908 - val_loss: 0.4533\n","Epoch 35/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 55ms/step - accuracy: 0.8144 - loss: 0.4211 - val_accuracy: 0.7894 - val_loss: 0.4527\n","Epoch 36/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.8145 - loss: 0.4203 - val_accuracy: 0.7898 - val_loss: 0.4521\n","Epoch 37/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 57ms/step - accuracy: 0.8139 - loss: 0.4194 - val_accuracy: 0.7904 - val_loss: 0.4515\n","Epoch 38/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 53ms/step - accuracy: 0.8147 - loss: 0.4187 - val_accuracy: 0.7898 - val_loss: 0.4509\n","Epoch 39/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 53ms/step - accuracy: 0.8152 - loss: 0.4179 - val_accuracy: 0.7894 - val_loss: 0.4504\n","Epoch 40/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 54ms/step - accuracy: 0.8154 - loss: 0.4172 - val_accuracy: 0.7884 - val_loss: 0.4499\n","Epoch 41/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 54ms/step - accuracy: 0.8158 - loss: 0.4165 - val_accuracy: 0.7884 - val_loss: 0.4495\n","Epoch 42/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 52ms/step - accuracy: 0.8158 - loss: 0.4159 - val_accuracy: 0.7880 - val_loss: 0.4490\n","Epoch 43/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 55ms/step - accuracy: 0.8160 - loss: 0.4153 - val_accuracy: 0.7882 - val_loss: 0.4486\n","Epoch 44/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 52ms/step - accuracy: 0.8159 - loss: 0.4147 - val_accuracy: 0.7868 - val_loss: 0.4481\n","Epoch 45/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 52ms/step - accuracy: 0.8166 - loss: 0.4141 - val_accuracy: 0.7872 - val_loss: 0.4477\n","Epoch 46/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 57ms/step - accuracy: 0.8166 - loss: 0.4136 - val_accuracy: 0.7864 - val_loss: 0.4473\n","Epoch 47/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 60ms/step - accuracy: 0.8169 - loss: 0.4131 - val_accuracy: 0.7866 - val_loss: 0.4469\n","Epoch 48/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 54ms/step - accuracy: 0.8170 - loss: 0.4126 - val_accuracy: 0.7870 - val_loss: 0.4465\n","Epoch 49/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 59ms/step - accuracy: 0.8172 - loss: 0.4121 - val_accuracy: 0.7870 - val_loss: 0.4461\n","Epoch 50/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 54ms/step - accuracy: 0.8171 - loss: 0.4116 - val_accuracy: 0.7870 - val_loss: 0.4457\n","Epoch 51/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 60ms/step - accuracy: 0.8175 - loss: 0.4112 - val_accuracy: 0.7872 - val_loss: 0.4453\n","Epoch 52/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 56ms/step - accuracy: 0.8175 - loss: 0.4107 - val_accuracy: 0.7876 - val_loss: 0.4449\n","Epoch 53/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 60ms/step - accuracy: 0.8179 - loss: 0.4103 - val_accuracy: 0.7878 - val_loss: 0.4445\n","Epoch 54/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 54ms/step - accuracy: 0.8179 - loss: 0.4099 - val_accuracy: 0.7884 - val_loss: 0.4442\n","Epoch 55/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 56ms/step - accuracy: 0.8177 - loss: 0.4094 - val_accuracy: 0.7894 - val_loss: 0.4438\n","Epoch 56/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 56ms/step - accuracy: 0.8181 - loss: 0.4090 - val_accuracy: 0.7898 - val_loss: 0.4434\n","Epoch 57/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 56ms/step - accuracy: 0.8185 - loss: 0.4086 - val_accuracy: 0.7906 - val_loss: 0.4431\n","Epoch 58/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 55ms/step - accuracy: 0.8183 - loss: 0.4082 - val_accuracy: 0.7906 - val_loss: 0.4427\n","Epoch 59/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 60ms/step - accuracy: 0.8186 - loss: 0.4078 - val_accuracy: 0.7912 - val_loss: 0.4424\n","Epoch 60/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 55ms/step - accuracy: 0.8184 - loss: 0.4075 - val_accuracy: 0.7912 - val_loss: 0.4420\n","Epoch 61/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 56ms/step - accuracy: 0.8179 - loss: 0.4071 - val_accuracy: 0.7920 - val_loss: 0.4417\n","Epoch 62/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 56ms/step - accuracy: 0.8181 - loss: 0.4067 - val_accuracy: 0.7924 - val_loss: 0.4413\n","Epoch 63/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 59ms/step - accuracy: 0.8181 - loss: 0.4063 - val_accuracy: 0.7922 - val_loss: 0.4410\n","Epoch 64/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 56ms/step - accuracy: 0.8186 - loss: 0.4060 - val_accuracy: 0.7920 - val_loss: 0.4407\n","Epoch 65/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 58ms/step - accuracy: 0.8190 - loss: 0.4056 - val_accuracy: 0.7922 - val_loss: 0.4404\n","Epoch 66/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 57ms/step - accuracy: 0.8190 - loss: 0.4052 - val_accuracy: 0.7922 - val_loss: 0.4400\n","Epoch 67/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 56ms/step - accuracy: 0.8193 - loss: 0.4048 - val_accuracy: 0.7926 - val_loss: 0.4397\n","Epoch 68/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 55ms/step - accuracy: 0.8195 - loss: 0.4045 - val_accuracy: 0.7930 - val_loss: 0.4394\n","Epoch 69/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 58ms/step - accuracy: 0.8202 - loss: 0.4041 - val_accuracy: 0.7932 - val_loss: 0.4391\n","Epoch 70/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 58ms/step - accuracy: 0.8204 - loss: 0.4037 - val_accuracy: 0.7938 - val_loss: 0.4388\n","Epoch 71/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 60ms/step - accuracy: 0.8205 - loss: 0.4034 - val_accuracy: 0.7932 - val_loss: 0.4385\n","Epoch 72/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 55ms/step - accuracy: 0.8207 - loss: 0.4030 - val_accuracy: 0.7936 - val_loss: 0.4382\n","Epoch 73/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 61ms/step - accuracy: 0.8207 - loss: 0.4027 - val_accuracy: 0.7940 - val_loss: 0.4380\n","Epoch 74/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 56ms/step - accuracy: 0.8206 - loss: 0.4023 - val_accuracy: 0.7942 - val_loss: 0.4377\n","Epoch 75/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 57ms/step - accuracy: 0.8204 - loss: 0.4019 - val_accuracy: 0.7948 - val_loss: 0.4374\n","Epoch 76/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 56ms/step - accuracy: 0.8208 - loss: 0.4016 - val_accuracy: 0.7944 - val_loss: 0.4371\n","Epoch 77/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 58ms/step - accuracy: 0.8206 - loss: 0.4012 - val_accuracy: 0.7948 - val_loss: 0.4369\n","Epoch 78/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 57ms/step - accuracy: 0.8207 - loss: 0.4009 - val_accuracy: 0.7950 - val_loss: 0.4366\n","Epoch 79/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 57ms/step - accuracy: 0.8206 - loss: 0.4005 - val_accuracy: 0.7946 - val_loss: 0.4363\n","Epoch 80/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 62ms/step - accuracy: 0.8208 - loss: 0.4001 - val_accuracy: 0.7952 - val_loss: 0.4361\n","Epoch 81/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 56ms/step - accuracy: 0.8212 - loss: 0.3998 - val_accuracy: 0.7950 - val_loss: 0.4358\n","Epoch 82/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 55ms/step - accuracy: 0.8213 - loss: 0.3994 - val_accuracy: 0.7954 - val_loss: 0.4356\n","Epoch 83/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 54ms/step - accuracy: 0.8215 - loss: 0.3990 - val_accuracy: 0.7960 - val_loss: 0.4353\n","Epoch 84/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 58ms/step - accuracy: 0.8218 - loss: 0.3987 - val_accuracy: 0.7960 - val_loss: 0.4351\n","Epoch 85/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 54ms/step - accuracy: 0.8223 - loss: 0.3983 - val_accuracy: 0.7958 - val_loss: 0.4348\n","Epoch 86/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 58ms/step - accuracy: 0.8222 - loss: 0.3980 - val_accuracy: 0.7962 - val_loss: 0.4346\n","Epoch 87/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 53ms/step - accuracy: 0.8221 - loss: 0.3976 - val_accuracy: 0.7962 - val_loss: 0.4344\n","Epoch 88/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 58ms/step - accuracy: 0.8225 - loss: 0.3972 - val_accuracy: 0.7960 - val_loss: 0.4341\n","Epoch 89/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 53ms/step - accuracy: 0.8224 - loss: 0.3969 - val_accuracy: 0.7964 - val_loss: 0.4339\n","Epoch 90/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.8225 - loss: 0.3965 - val_accuracy: 0.7964 - val_loss: 0.4337\n","Epoch 91/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 53ms/step - accuracy: 0.8226 - loss: 0.3962 - val_accuracy: 0.7968 - val_loss: 0.4335\n","Epoch 92/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 58ms/step - accuracy: 0.8226 - loss: 0.3958 - val_accuracy: 0.7970 - val_loss: 0.4333\n","Epoch 93/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 56ms/step - accuracy: 0.8230 - loss: 0.3954 - val_accuracy: 0.7970 - val_loss: 0.4331\n","Epoch 94/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 57ms/step - accuracy: 0.8229 - loss: 0.3951 - val_accuracy: 0.7968 - val_loss: 0.4329\n","Epoch 95/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 64ms/step - accuracy: 0.8231 - loss: 0.3947 - val_accuracy: 0.7970 - val_loss: 0.4327\n","Epoch 96/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 57ms/step - accuracy: 0.8232 - loss: 0.3944 - val_accuracy: 0.7966 - val_loss: 0.4325\n","Epoch 97/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 56ms/step - accuracy: 0.8236 - loss: 0.3940 - val_accuracy: 0.7962 - val_loss: 0.4323\n","Epoch 98/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 59ms/step - accuracy: 0.8236 - loss: 0.3936 - val_accuracy: 0.7970 - val_loss: 0.4321\n","Epoch 99/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 57ms/step - accuracy: 0.8238 - loss: 0.3933 - val_accuracy: 0.7972 - val_loss: 0.4319\n","Epoch 100/100\n","\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 58ms/step - accuracy: 0.8237 - loss: 0.3929 - val_accuracy: 0.7978 - val_loss: 0.4317\n"]}],"source":["rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n","model4.compile(optimizer=rmsprop, loss='binary_crossentropy',\n"," metrics=['accuracy'])\n","\n","checkpoint_cb = keras.callbacks.ModelCheckpoint('best-gru-model.keras',\n"," save_best_only=True)\n","early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n"," restore_best_weights=True)\n","\n","history = model4.fit(train_seq, train_target, epochs=100, batch_size=64,\n"," validation_data=(val_seq, val_target),\n"," callbacks=[checkpoint_cb, early_stopping_cb])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"xOcSrzJXYrrh"},"outputs":[{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 640x480 with 1 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"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()"]},{"cell_type":"markdown","metadata":{"id":"U0BYndeOYuAc"},"source":["# 정리"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"AnwUCp8lYtXl"},"outputs":[{"name":"stdout","output_type":"stream","text":["\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 16ms/step - accuracy: 0.7877 - loss: 0.4545\n"]},{"data":{"text/plain":["[0.4543180465698242, 0.7878400087356567]"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["test_seq = pad_sequences(test_input, maxlen=100)\n","\n","rnn_model = keras.models.load_model('best-2rnn-model.keras')\n","\n","rnn_model.evaluate(test_seq, test_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"4l7In8A5YwWN"},"outputs":[],"source":[]}],"metadata":{"colab":{"authorship_tag":"ABX9TyPQe6VXb32ZYNJIBwmK7LJ7","name":"","version":""},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file diff --git "a/week9/[MLNovice]\354\241\260\354\230\210\354\235\270_\353\213\244\354\226\221\355\225\234 \353\215\260\354\235\264\355\204\260\353\245\274 \352\260\200\354\247\200\352\263\240 \354\247\221 \352\260\222 \354\230\210\354\270\241\355\225\264\353\263\264\352\270\260.ipynb" "b/week9/[MLNovice]\354\241\260\354\230\210\354\235\270_\353\213\244\354\226\221\355\225\234 \353\215\260\354\235\264\355\204\260\353\245\274 \352\260\200\354\247\200\352\263\240 \354\247\221 \352\260\222 \354\230\210\354\270\241\355\225\264\353\263\264\352\270\260.ipynb" new file mode 100644 index 0000000..3f74959 --- /dev/null +++ "b/week9/[MLNovice]\354\241\260\354\230\210\354\235\270_\353\213\244\354\226\221\355\225\234 \353\215\260\354\235\264\355\204\260\353\245\274 \352\260\200\354\247\200\352\263\240 \354\247\221 \352\260\222 \354\230\210\354\270\241\355\225\264\353\263\264\352\270\260.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNqOsi5pvc57rfHrgzPfqXl"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["!pip install tensorflow_decision_forests"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nmCm984f54vF","executionInfo":{"status":"ok","timestamp":1732950735911,"user_tz":-540,"elapsed":76213,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"cc87b8a6-5bd1-4a97-a3cb-f45047d8226a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting tensorflow_decision_forests\n"," Downloading tensorflow_decision_forests-1.11.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.0 kB)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (1.26.4)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (2.2.2)\n","Collecting tensorflow==2.18.0 (from tensorflow_decision_forests)\n"," Downloading tensorflow-2.18.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.1 kB)\n","Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (1.16.0)\n","Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (1.4.0)\n","Requirement already satisfied: wheel in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (0.45.0)\n","Collecting wurlitzer (from tensorflow_decision_forests)\n"," Downloading wurlitzer-3.1.1-py3-none-any.whl.metadata (2.5 kB)\n","Requirement already satisfied: tf-keras~=2.17 in /usr/local/lib/python3.10/dist-packages (from tensorflow_decision_forests) (2.17.0)\n","Collecting ydf (from tensorflow_decision_forests)\n"," Downloading ydf-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.2 kB)\n","Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.6.3)\n","Requirement already satisfied: flatbuffers>=24.3.25 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (24.3.25)\n","Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.6.0)\n","Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.2.0)\n","Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (18.1.1)\n","Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.4.0)\n","Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (24.2)\n","Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (4.25.5)\n","Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (2.32.3)\n","Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (75.1.0)\n","Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (2.5.0)\n","Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (4.12.2)\n","Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.16.0)\n","Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.68.0)\n","Collecting tensorboard<2.19,>=2.18 (from tensorflow==2.18.0->tensorflow_decision_forests)\n"," Downloading tensorboard-2.18.0-py3-none-any.whl.metadata (1.6 kB)\n","Requirement already satisfied: keras>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.5.0)\n","Requirement already satisfied: h5py>=3.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.12.1)\n","Requirement already satisfied: ml-dtypes<0.5.0,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.4.1)\n","Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.37.1)\n","INFO: pip is looking at multiple versions of tf-keras to determine which version is compatible with other requirements. This could take a while.\n","Collecting tf-keras~=2.17 (from tensorflow_decision_forests)\n"," Downloading tf_keras-2.18.0-py3-none-any.whl.metadata (1.6 kB)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->tensorflow_decision_forests) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->tensorflow_decision_forests) (2024.2)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->tensorflow_decision_forests) (2024.2)\n","Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (13.9.4)\n","Requirement already satisfied: namex in /usr/local/lib/python3.10/dist-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.0.8)\n","Requirement already satisfied: optree in /usr/local/lib/python3.10/dist-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.13.1)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.4.0)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (2.2.3)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (2024.8.30)\n","Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.7)\n","Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (0.7.2)\n","Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.1.3)\n","Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.0.2)\n","Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.0.0)\n","Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (2.18.0)\n","Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.1.2)\n","Downloading tensorflow_decision_forests-1.11.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (15.9 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.9/15.9 MB\u001b[0m \u001b[31m82.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading tensorflow-2.18.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (615.3 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m615.3/615.3 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading tf_keras-2.18.0-py3-none-any.whl (1.7 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m46.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading wurlitzer-3.1.1-py3-none-any.whl (8.6 kB)\n","Downloading ydf-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.3 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.3/9.3 MB\u001b[0m \u001b[31m70.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading tensorboard-2.18.0-py3-none-any.whl (5.5 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.5/5.5 MB\u001b[0m \u001b[31m56.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: ydf, wurlitzer, tensorboard, tensorflow, tf-keras, tensorflow_decision_forests\n"," Attempting uninstall: tensorboard\n"," Found existing installation: tensorboard 2.17.1\n"," Uninstalling tensorboard-2.17.1:\n"," Successfully uninstalled tensorboard-2.17.1\n"," Attempting uninstall: tensorflow\n"," Found existing installation: tensorflow 2.17.1\n"," Uninstalling tensorflow-2.17.1:\n"," Successfully uninstalled tensorflow-2.17.1\n"," Attempting uninstall: tf-keras\n"," Found existing installation: tf_keras 2.17.0\n"," Uninstalling tf_keras-2.17.0:\n"," Successfully uninstalled tf_keras-2.17.0\n","Successfully installed tensorboard-2.18.0 tensorflow-2.18.0 tensorflow_decision_forests-1.11.0 tf-keras-2.18.0 wurlitzer-3.1.1 ydf-0.8.0\n"]}]},{"cell_type":"code","source":["!pip install kaggle"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r0MQWoce63a0","executionInfo":{"status":"ok","timestamp":1732950860066,"user_tz":-540,"elapsed":4856,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"be6410c7-faa6-4ac0-cc4b-ef6580619ace"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.6.17)\n","Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0)\n","Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.8.30)\n","Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.32.3)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.66.6)\n","Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.4)\n","Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.2.3)\n","Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.2.0)\n","Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->kaggle) (0.5.1)\n","Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.4.0)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.10)\n"]}]},{"cell_type":"code","source":["import tensorflow_decision_forests as tfdf\n","import pandas as pd\n","\n","# 1. 데이터 읽기\n","dataset = pd.read_csv(\"train.csv\") # train.csv를 데이터셋으로 사용\n","\n","# 2. 필요 없는 열 제거 (Id 열 제거)\n","dataset = dataset.drop(columns=[\"Id\"]) # Id는 예측에 필요 없으므로 제거\n","\n","# 3. 데이터셋을 TensorFlow 데이터셋 형식으로 변환\n","tf_dataset = tfdf.keras.pd_dataframe_to_tf_dataset(\n"," dataset, label=\"SalePrice\", task=tfdf.keras.Task.REGRESSION\n",")\n","\n","# 4. 랜덤 포레스트 모델 생성 및 학습\n","model = tfdf.keras.RandomForestModel(task=tfdf.keras.Task.REGRESSION)\n","model.fit(tf_dataset)\n","\n","# 5. 모델 요약 출력\n","print(model.summary())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7h_A-pZm53qE","executionInfo":{"status":"ok","timestamp":1732951449268,"user_tz":-540,"elapsed":13390,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"2d330c17-1a11-443c-89b5-b979351b4df1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Use /tmp/tmp1ab6yeic as temporary training directory\n","Reading training dataset...\n","Training dataset read in 0:00:06.868621. Found 1460 examples.\n","Training model...\n","Model trained in 0:00:04.483436\n","Compiling model...\n","Model compiled.\n","Model: \"random_forest_model\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n","=================================================================\n","Total params: 1 (1.00 Byte)\n","Trainable params: 0 (0.00 Byte)\n","Non-trainable params: 1 (1.00 Byte)\n","_________________________________________________________________\n","Type: \"RANDOM_FOREST\"\n","Task: REGRESSION\n","Label: \"__LABEL\"\n","\n","Input Features (79):\n","\t1stFlrSF\n","\t2ndFlrSF\n","\t3SsnPorch\n","\tAlley\n","\tBedroomAbvGr\n","\tBldgType\n","\tBsmtCond\n","\tBsmtExposure\n","\tBsmtFinSF1\n","\tBsmtFinSF2\n","\tBsmtFinType1\n","\tBsmtFinType2\n","\tBsmtFullBath\n","\tBsmtHalfBath\n","\tBsmtQual\n","\tBsmtUnfSF\n","\tCentralAir\n","\tCondition1\n","\tCondition2\n","\tElectrical\n","\tEnclosedPorch\n","\tExterCond\n","\tExterQual\n","\tExterior1st\n","\tExterior2nd\n","\tFence\n","\tFireplaceQu\n","\tFireplaces\n","\tFoundation\n","\tFullBath\n","\tFunctional\n","\tGarageArea\n","\tGarageCars\n","\tGarageCond\n","\tGarageFinish\n","\tGarageQual\n","\tGarageType\n","\tGarageYrBlt\n","\tGrLivArea\n","\tHalfBath\n","\tHeating\n","\tHeatingQC\n","\tHouseStyle\n","\tKitchenAbvGr\n","\tKitchenQual\n","\tLandContour\n","\tLandSlope\n","\tLotArea\n","\tLotConfig\n","\tLotFrontage\n","\tLotShape\n","\tLowQualFinSF\n","\tMSSubClass\n","\tMSZoning\n","\tMasVnrArea\n","\tMasVnrType\n","\tMiscFeature\n","\tMiscVal\n","\tMoSold\n","\tNeighborhood\n","\tOpenPorchSF\n","\tOverallCond\n","\tOverallQual\n","\tPavedDrive\n","\tPoolArea\n","\tPoolQC\n","\tRoofMatl\n","\tRoofStyle\n","\tSaleCondition\n","\tSaleType\n","\tScreenPorch\n","\tStreet\n","\tTotRmsAbvGrd\n","\tTotalBsmtSF\n","\tUtilities\n","\tWoodDeckSF\n","\tYearBuilt\n","\tYearRemodAdd\n","\tYrSold\n","\n","No weights\n","\n","Variable Importance: INV_MEAN_MIN_DEPTH:\n"," 1. \"OverallQual\" 0.217619 ################\n"," 2. \"Neighborhood\" 0.211146 ###############\n"," 3. \"GrLivArea\" 0.205339 ##############\n"," 4. \"TotalBsmtSF\" 0.130289 ####\n"," 5. \"ExterQual\" 0.126660 ####\n"," 6. \"1stFlrSF\" 0.122142 ###\n"," 7. \"GarageCars\" 0.120126 ###\n"," 8. \"GarageArea\" 0.116194 ##\n"," 9. \"BsmtFinSF1\" 0.110597 ##\n"," 10. \"YearBuilt\" 0.107725 #\n"," 11. \"2ndFlrSF\" 0.107527 #\n"," 12. \"LotArea\" 0.105220 #\n"," 13. \"KitchenQual\" 0.103441 #\n"," 14. \"FullBath\" 0.102715 #\n"," 15. \"BsmtQual\" 0.102170 \n"," 16. \"YearRemodAdd\" 0.100967 \n"," 17. \"BsmtFinType1\" 0.100851 \n"," 18. \"OverallCond\" 0.099846 \n"," 19. \"Fireplaces\" 0.099464 \n"," 20. \"Exterior2nd\" 0.099430 \n"," 21. \"CentralAir\" 0.099410 \n"," 22. \"LotFrontage\" 0.098986 \n"," 23. \"Exterior1st\" 0.098984 \n"," 24. \"TotRmsAbvGrd\" 0.098976 \n"," 25. \"GarageFinish\" 0.098837 \n"," 26. \"BsmtUnfSF\" 0.098543 \n"," 27. \"GarageYrBlt\" 0.098393 \n"," 28. \"OpenPorchSF\" 0.098239 \n"," 29. \"GarageType\" 0.097669 \n"," 30. \"BsmtExposure\" 0.097223 \n"," 31. \"MasVnrArea\" 0.097107 \n"," 32. \"HouseStyle\" 0.096932 \n"," 33. \"MSZoning\" 0.096895 \n"," 34. \"WoodDeckSF\" 0.096819 \n"," 35. \"MSSubClass\" 0.096694 \n"," 36. \"SaleCondition\" 0.096424 \n"," 37. \"MoSold\" 0.096377 \n"," 38. \"BedroomAbvGr\" 0.096186 \n"," 39. \"BsmtFullBath\" 0.096119 \n"," 40. \"HeatingQC\" 0.096013 \n"," 41. \"YrSold\" 0.095790 \n"," 42. \"HalfBath\" 0.095702 \n"," 43. \"Foundation\" 0.095683 \n"," 44. \"LotConfig\" 0.095637 \n"," 45. \"BldgType\" 0.095547 \n"," 46. \"Condition1\" 0.095436 \n"," 47. \"LotShape\" 0.095392 \n"," 48. \"Functional\" 0.095378 \n"," 49. \"LandContour\" 0.095362 \n"," 50. \"ExterCond\" 0.095358 \n"," 51. \"RoofStyle\" 0.095348 \n"," 52. \"ScreenPorch\" 0.095322 \n"," 53. \"EnclosedPorch\" 0.095285 \n"," 54. \"FireplaceQu\" 0.095257 \n"," 55. \"BsmtFinType2\" 0.095234 \n"," 56. \"KitchenAbvGr\" 0.095224 \n"," 57. \"BsmtCond\" 0.095174 \n"," 58. \"PavedDrive\" 0.095161 \n"," 59. \"SaleType\" 0.095159 \n"," 60. \"BsmtFinSF2\" 0.095109 \n"," 61. \"LandSlope\" 0.095036 \n"," 62. \"Electrical\" 0.095025 \n"," 63. \"Fence\" 0.095021 \n"," 64. \"MasVnrType\" 0.095014 \n"," 65. \"GarageQual\" 0.094942 \n"," 66. \"RoofMatl\" 0.094913 \n"," 67. \"Alley\" 0.094911 \n"," 68. \"BsmtHalfBath\" 0.094889 \n"," 69. \"GarageCond\" 0.094859 \n"," 70. \"Heating\" 0.094858 \n"," 71. \"MiscVal\" 0.094849 \n"," 72. \"LowQualFinSF\" 0.094838 \n"," 73. \"Condition2\" 0.094834 \n"," 74. \"3SsnPorch\" 0.094834 \n","\n","Variable Importance: NUM_AS_ROOT:\n"," 1. \"OverallQual\" 99.000000 ################\n"," 2. \"ExterQual\" 63.000000 ##########\n"," 3. \"Neighborhood\" 41.000000 ######\n"," 4. \"GarageCars\" 31.000000 ####\n"," 5. \"GrLivArea\" 24.000000 ###\n"," 6. \"YearBuilt\" 14.000000 ##\n"," 7. \"TotalBsmtSF\" 9.000000 #\n"," 8. \"GarageArea\" 6.000000 \n"," 9. \"KitchenQual\" 6.000000 \n"," 10. \"BsmtQual\" 5.000000 \n"," 11. \"1stFlrSF\" 1.000000 \n"," 12. \"GarageYrBlt\" 1.000000 \n","\n","Variable Importance: NUM_NODES:\n"," 1. \"Neighborhood\" 5642.000000 ################\n"," 2. \"GrLivArea\" 5036.000000 ##############\n"," 3. \"GarageArea\" 3389.000000 #########\n"," 4. \"TotalBsmtSF\" 3384.000000 #########\n"," 5. \"LotArea\" 3218.000000 #########\n"," 6. \"1stFlrSF\" 2859.000000 ########\n"," 7. \"BsmtFinSF1\" 2770.000000 #######\n"," 8. \"BsmtUnfSF\" 2536.000000 #######\n"," 9. \"Exterior2nd\" 2440.000000 ######\n"," 10. \"BsmtFinType1\" 2134.000000 ######\n"," 11. \"YearRemodAdd\" 2079.000000 #####\n"," 12. \"Exterior1st\" 2044.000000 #####\n"," 13. \"LotFrontage\" 1916.000000 #####\n"," 14. \"OverallQual\" 1783.000000 #####\n"," 15. \"MoSold\" 1750.000000 ####\n"," 16. \"OpenPorchSF\" 1749.000000 ####\n"," 17. \"YearBuilt\" 1692.000000 ####\n"," 18. \"GarageYrBlt\" 1570.000000 ####\n"," 19. \"2ndFlrSF\" 1494.000000 ####\n"," 20. \"WoodDeckSF\" 1420.000000 ####\n"," 21. \"MasVnrArea\" 1381.000000 ###\n"," 22. \"YrSold\" 1290.000000 ###\n"," 23. \"OverallCond\" 1206.000000 ###\n"," 24. \"BsmtExposure\" 986.000000 ##\n"," 25. \"TotRmsAbvGrd\" 890.000000 ##\n"," 26. \"HeatingQC\" 862.000000 ##\n"," 27. \"GarageFinish\" 750.000000 ##\n"," 28. \"LotConfig\" 597.000000 #\n"," 29. \"Fireplaces\" 595.000000 #\n"," 30. \"HouseStyle\" 568.000000 #\n"," 31. \"KitchenQual\" 568.000000 #\n"," 32. \"LotShape\" 527.000000 #\n"," 33. \"GarageCars\" 525.000000 #\n"," 34. \"GarageType\" 509.000000 #\n"," 35. \"MSSubClass\" 503.000000 #\n"," 36. \"BsmtFullBath\" 468.000000 #\n"," 37. \"BedroomAbvGr\" 457.000000 #\n"," 38. \"BsmtQual\" 438.000000 #\n"," 39. \"SaleCondition\" 423.000000 #\n"," 40. \"Foundation\" 384.000000 #\n"," 41. \"ExterQual\" 315.000000 \n"," 42. \"HalfBath\" 290.000000 \n"," 43. \"RoofStyle\" 283.000000 \n"," 44. \"MSZoning\" 275.000000 \n"," 45. \"FullBath\" 274.000000 \n"," 46. \"CentralAir\" 256.000000 \n"," 47. \"FireplaceQu\" 253.000000 \n"," 48. \"Condition1\" 239.000000 \n"," 49. \"EnclosedPorch\" 207.000000 \n"," 50. \"SaleType\" 180.000000 \n"," 51. \"BldgType\" 178.000000 \n"," 52. \"ExterCond\" 170.000000 \n"," 53. \"PavedDrive\" 144.000000 \n"," 54. \"BsmtFinType2\" 138.000000 \n"," 55. \"Functional\" 136.000000 \n"," 56. \"LandContour\" 125.000000 \n"," 57. \"Electrical\" 116.000000 \n"," 58. \"ScreenPorch\" 111.000000 \n"," 59. \"BsmtFinSF2\" 109.000000 \n"," 60. \"MasVnrType\" 106.000000 \n"," 61. \"Fence\" 89.000000 \n"," 62. \"BsmtCond\" 65.000000 \n"," 63. \"KitchenAbvGr\" 57.000000 \n"," 64. \"LandSlope\" 47.000000 \n"," 65. \"GarageQual\" 38.000000 \n"," 66. \"BsmtHalfBath\" 23.000000 \n"," 67. \"Heating\" 16.000000 \n"," 68. \"Alley\" 15.000000 \n"," 69. \"GarageCond\" 14.000000 \n"," 70. \"MiscVal\" 12.000000 \n"," 71. \"LowQualFinSF\" 9.000000 \n"," 72. \"RoofMatl\" 7.000000 \n"," 73. \"3SsnPorch\" 5.000000 \n"," 74. \"Condition2\" 3.000000 \n","\n","Variable Importance: SUM_SCORE:\n"," 1. \"OverallQual\" 670148163009493.750000 ################\n"," 2. \"Neighborhood\" 339705370837615.937500 ########\n"," 3. \"GrLivArea\" 310898009018696.062500 #######\n"," 4. \"ExterQual\" 250535493090785.000000 #####\n"," 5. \"GarageCars\" 189790382311884.750000 ####\n"," 6. \"TotalBsmtSF\" 117896803488200.234375 ##\n"," 7. \"1stFlrSF\" 82887296294352.265625 #\n"," 8. \"GarageArea\" 78693818209173.750000 #\n"," 9. \"2ndFlrSF\" 62132146955841.312500 #\n"," 10. \"YearBuilt\" 59258819905087.375000 #\n"," 11. \"BsmtQual\" 56505308178969.000000 #\n"," 12. \"BsmtFinSF1\" 53733292851860.625000 #\n"," 13. \"KitchenQual\" 46397214801911.812500 #\n"," 14. \"LotArea\" 35718376298366.203125 \n"," 15. \"FullBath\" 31585481581274.000000 \n"," 16. \"TotRmsAbvGrd\" 29984138668134.750000 \n"," 17. \"Exterior2nd\" 18203331950121.875000 \n"," 18. \"Exterior1st\" 16773320110263.343750 \n"," 19. \"YearRemodAdd\" 15396580963245.750000 \n"," 20. \"MasVnrArea\" 13360258775055.875000 \n"," 21. \"LotFrontage\" 11858013175774.437500 \n"," 22. \"BsmtUnfSF\" 11234625618485.937500 \n"," 23. \"GarageYrBlt\" 10464879197286.671875 \n"," 24. \"Fireplaces\" 10423546490841.722656 \n"," 25. \"BsmtFinType1\" 9426127728310.812500 \n"," 26. \"WoodDeckSF\" 9330691456052.449219 \n"," 27. \"BsmtExposure\" 8514048634225.281250 \n"," 28. \"OpenPorchSF\" 8341115874944.179688 \n"," 29. \"GarageFinish\" 7811808184597.000000 \n"," 30. \"OverallCond\" 6530336923139.941406 \n"," 31. \"MoSold\" 6477085467441.042969 \n"," 32. \"GarageType\" 6090686736807.406250 \n"," 33. \"BedroomAbvGr\" 6084821228386.937500 \n"," 34. \"CentralAir\" 5506484534639.000000 \n"," 35. \"HouseStyle\" 3986677930526.500000 \n"," 36. \"MSZoning\" 3585713828397.250000 \n"," 37. \"MSSubClass\" 3537822849076.125000 \n"," 38. \"SaleCondition\" 3452087256573.250000 \n"," 39. \"BsmtFullBath\" 2957318570417.343750 \n"," 40. \"LotShape\" 2791421670681.312500 \n"," 41. \"YrSold\" 2613809353270.462402 \n"," 42. \"SaleType\" 2438182696656.000000 \n"," 43. \"LotConfig\" 2101844311537.437500 \n"," 44. \"HeatingQC\" 2073014785130.187500 \n"," 45. \"HalfBath\" 2055203074633.375000 \n"," 46. \"Foundation\" 1772459444641.250000 \n"," 47. \"LandContour\" 1704786675342.000000 \n"," 48. \"RoofStyle\" 1686521402410.718750 \n"," 49. \"BldgType\" 1423533930170.578125 \n"," 50. \"ScreenPorch\" 1288886548011.500000 \n"," 51. \"MasVnrType\" 1158258228249.828125 \n"," 52. \"FireplaceQu\" 1081730504972.500000 \n"," 53. \"Condition1\" 1014742293664.750000 \n"," 54. \"Functional\" 874734576084.500000 \n"," 55. \"RoofMatl\" 777263757106.000000 \n"," 56. \"LandSlope\" 731537770036.000000 \n"," 57. \"EnclosedPorch\" 694195394361.125000 \n"," 58. \"ExterCond\" 690822211280.149414 \n"," 59. \"KitchenAbvGr\" 664266948621.000000 \n"," 60. \"PavedDrive\" 513356273602.125000 \n"," 61. \"BsmtFinType2\" 486230292864.125000 \n"," 62. \"BsmtFinSF2\" 479549701418.500000 \n"," 63. \"BsmtCond\" 386683307975.000000 \n"," 64. \"Electrical\" 288092857224.875000 \n"," 65. \"GarageQual\" 185759334614.000000 \n"," 66. \"Alley\" 180936018984.000000 \n"," 67. \"Fence\" 176753709709.000000 \n"," 68. \"BsmtHalfBath\" 73896907148.000000 \n"," 69. \"LowQualFinSF\" 67418127446.375000 \n"," 70. \"GarageCond\" 63960940197.375000 \n"," 71. \"Heating\" 29732267149.500000 \n"," 72. \"MiscVal\" 25269648587.500000 \n"," 73. \"3SsnPorch\" 22988679594.500000 \n"," 74. \"Condition2\" 16897368328.000000 \n","\n","\n","\n","Out-of-bag evaluation: rmse:28035.7\n","Number of trees: 300\n","Total number of nodes: 138574\n","\n","Number of nodes by tree:\n","Count: 300 Average: 461.913 StdDev: 8.07501\n","Min: 427 Max: 483 Ignored: 0\n","----------------------------------------------\n","[ 427, 429) 1 0.33% 0.33%\n","[ 429, 432) 0 0.00% 0.33%\n","[ 432, 435) 0 0.00% 0.33%\n","[ 435, 438) 0 0.00% 0.33%\n","[ 438, 441) 1 0.33% 0.67%\n","[ 441, 444) 3 1.00% 1.67%\n","[ 444, 446) 3 1.00% 2.67%\n","[ 446, 449) 6 2.00% 4.67% #\n","[ 449, 452) 20 6.67% 11.33% ###\n","[ 452, 455) 13 4.33% 15.67% ##\n","[ 455, 458) 43 14.33% 30.00% #######\n","[ 458, 461) 23 7.67% 37.67% ####\n","[ 461, 464) 63 21.00% 58.67% ##########\n","[ 464, 466) 32 10.67% 69.33% #####\n","[ 466, 469) 24 8.00% 77.33% ####\n","[ 469, 472) 37 12.33% 89.67% ######\n","[ 472, 475) 13 4.33% 94.00% ##\n","[ 475, 478) 15 5.00% 99.00% ##\n","[ 478, 481) 2 0.67% 99.67%\n","[ 481, 483] 1 0.33% 100.00%\n","\n","Depth by leafs:\n","Count: 69437 Average: 9.54618 StdDev: 2.34999\n","Min: 2 Max: 15 Ignored: 0\n","----------------------------------------------\n","[ 2, 3) 16 0.02% 0.02%\n","[ 3, 4) 124 0.18% 0.20%\n","[ 4, 5) 466 0.67% 0.87%\n","[ 5, 6) 1570 2.26% 3.13% #\n","[ 6, 7) 4088 5.89% 9.02% ####\n","[ 7, 8) 7460 10.74% 19.76% #######\n","[ 8, 9) 10489 15.11% 34.87% #########\n","[ 9, 10) 11421 16.45% 51.32% ##########\n","[ 10, 11) 10606 15.27% 66.59% #########\n","[ 11, 12) 8736 12.58% 79.17% ########\n","[ 12, 13) 6380 9.19% 88.36% ######\n","[ 13, 14) 4095 5.90% 94.26% ####\n","[ 14, 15) 2450 3.53% 97.79% ##\n","[ 15, 15] 1536 2.21% 100.00% #\n","\n","Number of training obs by leaf:\n","Count: 69437 Average: 6.30788 StdDev: 1.56314\n","Min: 5 Max: 52 Ignored: 0\n","----------------------------------------------\n","[ 5, 7) 43910 63.24% 63.24% ##########\n","[ 7, 9) 18808 27.09% 90.32% ####\n","[ 9, 12) 6501 9.36% 99.69% #\n","[ 12, 14) 68 0.10% 99.78%\n","[ 14, 17) 48 0.07% 99.85%\n","[ 17, 19) 27 0.04% 99.89%\n","[ 19, 21) 17 0.02% 99.92%\n","[ 21, 24) 20 0.03% 99.95%\n","[ 24, 26) 6 0.01% 99.95%\n","[ 26, 29) 11 0.02% 99.97%\n","[ 29, 31) 4 0.01% 99.98%\n","[ 31, 33) 3 0.00% 99.98%\n","[ 33, 36) 5 0.01% 99.99%\n","[ 36, 38) 4 0.01% 99.99%\n","[ 38, 41) 2 0.00% 100.00%\n","[ 41, 43) 0 0.00% 100.00%\n","[ 43, 45) 1 0.00% 100.00%\n","[ 45, 48) 0 0.00% 100.00%\n","[ 48, 50) 0 0.00% 100.00%\n","[ 50, 52] 2 0.00% 100.00%\n","\n","Attribute in nodes:\n","\t5642 : Neighborhood [CATEGORICAL]\n","\t5036 : GrLivArea [NUMERICAL]\n","\t3389 : GarageArea [NUMERICAL]\n","\t3384 : TotalBsmtSF [NUMERICAL]\n","\t3218 : LotArea [NUMERICAL]\n","\t2859 : 1stFlrSF [NUMERICAL]\n","\t2770 : BsmtFinSF1 [NUMERICAL]\n","\t2536 : BsmtUnfSF [NUMERICAL]\n","\t2440 : Exterior2nd [CATEGORICAL]\n","\t2134 : BsmtFinType1 [CATEGORICAL]\n","\t2079 : YearRemodAdd [NUMERICAL]\n","\t2044 : Exterior1st [CATEGORICAL]\n","\t1916 : LotFrontage [NUMERICAL]\n","\t1783 : OverallQual [NUMERICAL]\n","\t1750 : MoSold [NUMERICAL]\n","\t1749 : OpenPorchSF [NUMERICAL]\n","\t1692 : YearBuilt [NUMERICAL]\n","\t1570 : GarageYrBlt [NUMERICAL]\n","\t1494 : 2ndFlrSF [NUMERICAL]\n","\t1420 : WoodDeckSF [NUMERICAL]\n","\t1381 : MasVnrArea [NUMERICAL]\n","\t1290 : YrSold [NUMERICAL]\n","\t1206 : OverallCond [NUMERICAL]\n","\t986 : BsmtExposure [CATEGORICAL]\n","\t890 : TotRmsAbvGrd [NUMERICAL]\n","\t862 : HeatingQC [CATEGORICAL]\n","\t750 : GarageFinish [CATEGORICAL]\n","\t597 : LotConfig [CATEGORICAL]\n","\t595 : Fireplaces [NUMERICAL]\n","\t568 : KitchenQual [CATEGORICAL]\n","\t568 : HouseStyle [CATEGORICAL]\n","\t527 : LotShape [CATEGORICAL]\n","\t525 : GarageCars [NUMERICAL]\n","\t509 : GarageType [CATEGORICAL]\n","\t503 : MSSubClass [NUMERICAL]\n","\t468 : BsmtFullBath [NUMERICAL]\n","\t457 : BedroomAbvGr [NUMERICAL]\n","\t438 : BsmtQual [CATEGORICAL]\n","\t423 : SaleCondition [CATEGORICAL]\n","\t384 : Foundation [CATEGORICAL]\n","\t315 : ExterQual [CATEGORICAL]\n","\t290 : HalfBath [NUMERICAL]\n","\t283 : RoofStyle [CATEGORICAL]\n","\t275 : MSZoning [CATEGORICAL]\n","\t274 : FullBath [NUMERICAL]\n","\t256 : CentralAir [CATEGORICAL]\n","\t253 : FireplaceQu [CATEGORICAL]\n","\t239 : Condition1 [CATEGORICAL]\n","\t207 : EnclosedPorch [NUMERICAL]\n","\t180 : SaleType [CATEGORICAL]\n","\t178 : BldgType [CATEGORICAL]\n","\t170 : ExterCond [CATEGORICAL]\n","\t144 : PavedDrive [CATEGORICAL]\n","\t138 : BsmtFinType2 [CATEGORICAL]\n","\t136 : Functional [CATEGORICAL]\n","\t125 : LandContour [CATEGORICAL]\n","\t116 : Electrical [CATEGORICAL]\n","\t111 : ScreenPorch [NUMERICAL]\n","\t109 : BsmtFinSF2 [NUMERICAL]\n","\t106 : MasVnrType [CATEGORICAL]\n","\t89 : Fence [CATEGORICAL]\n","\t65 : BsmtCond [CATEGORICAL]\n","\t57 : KitchenAbvGr [NUMERICAL]\n","\t47 : LandSlope [CATEGORICAL]\n","\t38 : GarageQual [CATEGORICAL]\n","\t23 : BsmtHalfBath [NUMERICAL]\n","\t16 : Heating [CATEGORICAL]\n","\t15 : Alley [CATEGORICAL]\n","\t14 : GarageCond [CATEGORICAL]\n","\t12 : MiscVal [NUMERICAL]\n","\t9 : LowQualFinSF [NUMERICAL]\n","\t7 : RoofMatl [CATEGORICAL]\n","\t5 : 3SsnPorch [NUMERICAL]\n","\t3 : Condition2 [CATEGORICAL]\n","\n","Attribute in nodes with depth <= 0:\n","\t99 : OverallQual [NUMERICAL]\n","\t63 : ExterQual [CATEGORICAL]\n","\t41 : Neighborhood [CATEGORICAL]\n","\t31 : GarageCars [NUMERICAL]\n","\t24 : GrLivArea [NUMERICAL]\n","\t14 : YearBuilt [NUMERICAL]\n","\t9 : TotalBsmtSF [NUMERICAL]\n","\t6 : KitchenQual [CATEGORICAL]\n","\t6 : GarageArea [NUMERICAL]\n","\t5 : BsmtQual [CATEGORICAL]\n","\t1 : GarageYrBlt [NUMERICAL]\n","\t1 : 1stFlrSF [NUMERICAL]\n","\n","Attribute in nodes with depth <= 1:\n","\t234 : OverallQual [NUMERICAL]\n","\t135 : Neighborhood [CATEGORICAL]\n","\t115 : GrLivArea [NUMERICAL]\n","\t90 : GarageCars [NUMERICAL]\n","\t81 : ExterQual [CATEGORICAL]\n","\t36 : TotalBsmtSF [NUMERICAL]\n","\t33 : BsmtQual [CATEGORICAL]\n","\t28 : GarageArea [NUMERICAL]\n","\t27 : 1stFlrSF [NUMERICAL]\n","\t24 : FullBath [NUMERICAL]\n","\t22 : 2ndFlrSF [NUMERICAL]\n","\t21 : YearBuilt [NUMERICAL]\n","\t17 : KitchenQual [CATEGORICAL]\n","\t10 : BsmtFinSF1 [NUMERICAL]\n","\t9 : TotRmsAbvGrd [NUMERICAL]\n","\t6 : Fireplaces [NUMERICAL]\n","\t5 : LotArea [NUMERICAL]\n","\t3 : GarageYrBlt [NUMERICAL]\n","\t2 : GarageFinish [CATEGORICAL]\n","\t1 : MSZoning [CATEGORICAL]\n","\t1 : LotFrontage [NUMERICAL]\n","\n","Attribute in nodes with depth <= 2:\n","\t378 : OverallQual [NUMERICAL]\n","\t344 : GrLivArea [NUMERICAL]\n","\t276 : Neighborhood [CATEGORICAL]\n","\t129 : 1stFlrSF [NUMERICAL]\n","\t125 : TotalBsmtSF [NUMERICAL]\n","\t125 : GarageCars [NUMERICAL]\n","\t109 : ExterQual [CATEGORICAL]\n","\t79 : 2ndFlrSF [NUMERICAL]\n","\t78 : GarageArea [NUMERICAL]\n","\t54 : FullBath [NUMERICAL]\n","\t46 : BsmtFinSF1 [NUMERICAL]\n","\t44 : KitchenQual [CATEGORICAL]\n","\t42 : TotRmsAbvGrd [NUMERICAL]\n","\t42 : BsmtQual [CATEGORICAL]\n","\t37 : LotArea [NUMERICAL]\n","\t35 : YearBuilt [NUMERICAL]\n","\t19 : YearRemodAdd [NUMERICAL]\n","\t17 : Fireplaces [NUMERICAL]\n","\t12 : MasVnrArea [NUMERICAL]\n","\t11 : Exterior2nd [CATEGORICAL]\n","\t10 : GarageFinish [CATEGORICAL]\n","\t9 : GarageType [CATEGORICAL]\n","\t9 : Exterior1st [CATEGORICAL]\n","\t9 : BedroomAbvGr [NUMERICAL]\n","\t7 : LotFrontage [NUMERICAL]\n","\t6 : CentralAir [CATEGORICAL]\n","\t4 : MSZoning [CATEGORICAL]\n","\t4 : GarageYrBlt [NUMERICAL]\n","\t3 : WoodDeckSF [NUMERICAL]\n","\t3 : OpenPorchSF [NUMERICAL]\n","\t3 : MoSold [NUMERICAL]\n","\t3 : Foundation [CATEGORICAL]\n","\t3 : BsmtFinType1 [CATEGORICAL]\n","\t3 : BldgType [CATEGORICAL]\n","\t2 : HouseStyle [CATEGORICAL]\n","\t1 : RoofMatl [CATEGORICAL]\n","\t1 : LotShape [CATEGORICAL]\n","\t1 : FireplaceQu [CATEGORICAL]\n","\t1 : BsmtExposure [CATEGORICAL]\n","\n","Attribute in nodes with depth <= 3:\n","\t687 : GrLivArea [NUMERICAL]\n","\t593 : Neighborhood [CATEGORICAL]\n","\t546 : OverallQual [NUMERICAL]\n","\t322 : TotalBsmtSF [NUMERICAL]\n","\t293 : 1stFlrSF [NUMERICAL]\n","\t174 : BsmtFinSF1 [NUMERICAL]\n","\t159 : 2ndFlrSF [NUMERICAL]\n","\t155 : GarageCars [NUMERICAL]\n","\t138 : GarageArea [NUMERICAL]\n","\t135 : ExterQual [CATEGORICAL]\n","\t111 : LotArea [NUMERICAL]\n","\t87 : TotRmsAbvGrd [NUMERICAL]\n","\t77 : KitchenQual [CATEGORICAL]\n","\t74 : FullBath [NUMERICAL]\n","\t66 : BsmtQual [CATEGORICAL]\n","\t61 : YearBuilt [NUMERICAL]\n","\t53 : Exterior2nd [CATEGORICAL]\n","\t48 : Exterior1st [CATEGORICAL]\n","\t47 : YearRemodAdd [NUMERICAL]\n","\t39 : CentralAir [CATEGORICAL]\n","\t38 : Fireplaces [NUMERICAL]\n","\t36 : LotFrontage [NUMERICAL]\n","\t35 : MasVnrArea [NUMERICAL]\n","\t31 : GarageType [CATEGORICAL]\n","\t26 : GarageFinish [CATEGORICAL]\n","\t25 : BsmtUnfSF [NUMERICAL]\n","\t25 : BsmtFinType1 [CATEGORICAL]\n","\t25 : BsmtExposure [CATEGORICAL]\n","\t20 : WoodDeckSF [NUMERICAL]\n","\t18 : OpenPorchSF [NUMERICAL]\n","\t18 : GarageYrBlt [NUMERICAL]\n","\t18 : BedroomAbvGr [NUMERICAL]\n","\t17 : OverallCond [NUMERICAL]\n","\t16 : MSZoning [CATEGORICAL]\n","\t12 : MoSold [NUMERICAL]\n","\t12 : HouseStyle [CATEGORICAL]\n","\t9 : MSSubClass [NUMERICAL]\n","\t8 : LotShape [CATEGORICAL]\n","\t8 : HalfBath [NUMERICAL]\n","\t7 : SaleCondition [CATEGORICAL]\n","\t6 : SaleType [CATEGORICAL]\n","\t5 : LotConfig [CATEGORICAL]\n","\t5 : Foundation [CATEGORICAL]\n","\t5 : BsmtFullBath [NUMERICAL]\n","\t4 : ScreenPorch [NUMERICAL]\n","\t4 : FireplaceQu [CATEGORICAL]\n","\t4 : BldgType [CATEGORICAL]\n","\t3 : RoofStyle [CATEGORICAL]\n","\t3 : Condition1 [CATEGORICAL]\n","\t2 : YrSold [NUMERICAL]\n","\t2 : RoofMatl [CATEGORICAL]\n","\t2 : LandSlope [CATEGORICAL]\n","\t2 : LandContour [CATEGORICAL]\n","\t2 : EnclosedPorch [NUMERICAL]\n","\t2 : BsmtCond [CATEGORICAL]\n","\t1 : MasVnrType [CATEGORICAL]\n","\t1 : LowQualFinSF [NUMERICAL]\n","\t1 : KitchenAbvGr [NUMERICAL]\n","\t1 : HeatingQC [CATEGORICAL]\n","\t1 : GarageQual [CATEGORICAL]\n","\t1 : ExterCond [CATEGORICAL]\n","\t1 : BsmtFinType2 [CATEGORICAL]\n","\t1 : Alley [CATEGORICAL]\n","\n","Attribute in nodes with depth <= 5:\n","\t1844 : GrLivArea [NUMERICAL]\n","\t1662 : Neighborhood [CATEGORICAL]\n","\t962 : OverallQual [NUMERICAL]\n","\t954 : TotalBsmtSF [NUMERICAL]\n","\t849 : 1stFlrSF [NUMERICAL]\n","\t747 : BsmtFinSF1 [NUMERICAL]\n","\t598 : GarageArea [NUMERICAL]\n","\t557 : LotArea [NUMERICAL]\n","\t420 : 2ndFlrSF [NUMERICAL]\n","\t352 : Exterior2nd [CATEGORICAL]\n","\t318 : Exterior1st [CATEGORICAL]\n","\t292 : YearBuilt [NUMERICAL]\n","\t260 : YearRemodAdd [NUMERICAL]\n","\t257 : BsmtUnfSF [NUMERICAL]\n","\t254 : GarageCars [NUMERICAL]\n","\t245 : BsmtFinType1 [CATEGORICAL]\n","\t241 : LotFrontage [NUMERICAL]\n","\t233 : TotRmsAbvGrd [NUMERICAL]\n","\t218 : MasVnrArea [NUMERICAL]\n","\t204 : OpenPorchSF [NUMERICAL]\n","\t196 : BsmtExposure [CATEGORICAL]\n","\t190 : KitchenQual [CATEGORICAL]\n","\t189 : ExterQual [CATEGORICAL]\n","\t188 : OverallCond [NUMERICAL]\n","\t186 : WoodDeckSF [NUMERICAL]\n","\t167 : BsmtQual [CATEGORICAL]\n","\t145 : GarageYrBlt [NUMERICAL]\n","\t143 : MoSold [NUMERICAL]\n","\t142 : CentralAir [CATEGORICAL]\n","\t137 : Fireplaces [NUMERICAL]\n","\t118 : FullBath [NUMERICAL]\n","\t116 : GarageFinish [CATEGORICAL]\n","\t109 : GarageType [CATEGORICAL]\n","\t101 : HouseStyle [CATEGORICAL]\n","\t98 : MSSubClass [NUMERICAL]\n","\t93 : MSZoning [CATEGORICAL]\n","\t82 : BedroomAbvGr [NUMERICAL]\n","\t78 : YrSold [NUMERICAL]\n","\t77 : SaleCondition [CATEGORICAL]\n","\t69 : BsmtFullBath [NUMERICAL]\n","\t57 : SaleType [CATEGORICAL]\n","\t57 : HalfBath [NUMERICAL]\n","\t55 : HeatingQC [CATEGORICAL]\n","\t50 : LotShape [CATEGORICAL]\n","\t46 : RoofStyle [CATEGORICAL]\n","\t46 : LotConfig [CATEGORICAL]\n","\t40 : Foundation [CATEGORICAL]\n","\t39 : LandContour [CATEGORICAL]\n","\t33 : BldgType [CATEGORICAL]\n","\t30 : ExterCond [CATEGORICAL]\n","\t27 : FireplaceQu [CATEGORICAL]\n","\t24 : PavedDrive [CATEGORICAL]\n","\t22 : EnclosedPorch [NUMERICAL]\n","\t21 : ScreenPorch [NUMERICAL]\n","\t20 : MasVnrType [CATEGORICAL]\n","\t20 : KitchenAbvGr [NUMERICAL]\n","\t20 : Functional [CATEGORICAL]\n","\t17 : LandSlope [CATEGORICAL]\n","\t17 : BsmtFinType2 [CATEGORICAL]\n","\t16 : BsmtCond [CATEGORICAL]\n","\t15 : Condition1 [CATEGORICAL]\n","\t15 : BsmtFinSF2 [NUMERICAL]\n","\t14 : Electrical [CATEGORICAL]\n","\t7 : GarageQual [CATEGORICAL]\n","\t6 : RoofMatl [CATEGORICAL]\n","\t5 : Alley [CATEGORICAL]\n","\t3 : Heating [CATEGORICAL]\n","\t3 : Fence [CATEGORICAL]\n","\t2 : LowQualFinSF [NUMERICAL]\n","\t2 : GarageCond [CATEGORICAL]\n","\t2 : Condition2 [CATEGORICAL]\n","\t2 : BsmtHalfBath [NUMERICAL]\n","\n","Condition type in nodes:\n","\t47057 : HigherCondition\n","\t22080 : ContainsBitmapCondition\n","Condition type in nodes with depth <= 0:\n","\t185 : HigherCondition\n","\t115 : ContainsBitmapCondition\n","Condition type in nodes with depth <= 1:\n","\t631 : HigherCondition\n","\t269 : ContainsBitmapCondition\n","Condition type in nodes with depth <= 2:\n","\t1549 : HigherCondition\n","\t535 : ContainsBitmapCondition\n","Condition type in nodes with depth <= 3:\n","\t3123 : HigherCondition\n","\t1205 : ContainsBitmapCondition\n","Condition type in nodes with depth <= 5:\n","\t10273 : HigherCondition\n","\t4551 : ContainsBitmapCondition\n","Node format: NOT_SET\n","\n","Training OOB:\n","\ttrees: 1, Out-of-bag evaluation: rmse:43205.2\n","\ttrees: 11, Out-of-bag evaluation: rmse:32306.6\n","\ttrees: 21, Out-of-bag evaluation: rmse:29138.5\n","\ttrees: 31, Out-of-bag evaluation: rmse:28979.7\n","\ttrees: 41, Out-of-bag evaluation: rmse:29076.8\n","\ttrees: 51, Out-of-bag evaluation: rmse:28871.6\n","\ttrees: 61, Out-of-bag evaluation: rmse:28610.8\n","\ttrees: 71, Out-of-bag evaluation: rmse:28406.6\n","\ttrees: 81, Out-of-bag evaluation: rmse:28217.8\n","\ttrees: 91, Out-of-bag evaluation: rmse:28232.5\n","\ttrees: 101, Out-of-bag evaluation: rmse:28250.2\n","\ttrees: 111, Out-of-bag evaluation: rmse:28234.3\n","\ttrees: 121, Out-of-bag evaluation: rmse:28280.6\n","\ttrees: 131, Out-of-bag evaluation: rmse:28347.5\n","\ttrees: 141, Out-of-bag evaluation: rmse:28335.1\n","\ttrees: 151, Out-of-bag evaluation: rmse:28354.5\n","\ttrees: 161, Out-of-bag evaluation: rmse:28272.4\n","\ttrees: 171, Out-of-bag evaluation: rmse:28311.3\n","\ttrees: 181, Out-of-bag evaluation: rmse:28306.5\n","\ttrees: 191, Out-of-bag evaluation: rmse:28332.5\n","\ttrees: 201, Out-of-bag evaluation: rmse:28334.9\n","\ttrees: 211, Out-of-bag evaluation: rmse:28275.8\n","\ttrees: 221, Out-of-bag evaluation: rmse:28281.8\n","\ttrees: 231, Out-of-bag evaluation: rmse:28223.6\n","\ttrees: 241, Out-of-bag evaluation: rmse:28269.1\n","\ttrees: 251, Out-of-bag evaluation: rmse:28279.9\n","\ttrees: 261, Out-of-bag evaluation: rmse:28228.6\n","\ttrees: 271, Out-of-bag evaluation: rmse:28125.2\n","\ttrees: 281, Out-of-bag evaluation: rmse:28150.4\n","\ttrees: 291, Out-of-bag evaluation: rmse:28114.1\n","\ttrees: 300, Out-of-bag evaluation: rmse:28035.7\n","\n","None\n"]}]},{"cell_type":"code","source":["import tensorflow as tf\n","import tensorflow_decision_forests as tfdf\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","# Comment this if the data visualisations doesn't work on your side\n","%matplotlib inline\n","print(\"TensorFlow v\" + tf.__version__)\n","print(\"TensorFlow Decision Forests v\" + tfdf.__version__)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DoCeKjq_6bIf","executionInfo":{"status":"ok","timestamp":1732951458068,"user_tz":-540,"elapsed":2852,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"36ff5df8-c633-4e9e-ffb1-7a26bb46c4c8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["TensorFlow v2.18.0\n","TensorFlow Decision Forests v1.11.0\n"]}]},{"cell_type":"code","source":["train_file_path = \"train.csv\" # 압축 해제된 파일 경로\n","dataset_df = pd.read_csv(train_file_path)\n","print(\"Full train dataset shape is {}\".format(dataset_df.shape))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"p8cfTaEl9LLP","executionInfo":{"status":"ok","timestamp":1732951514344,"user_tz":-540,"elapsed":316,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"0ac3fb33-a637-434b-e3ae-0d587c5bd441"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Full train dataset shape is (1460, 81)\n"]}]},{"cell_type":"code","source":["dataset_df.head(3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":192},"id":"tmTyuJaF9ONw","executionInfo":{"status":"ok","timestamp":1732951522291,"user_tz":-540,"elapsed":355,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1631b844-a05a-4f85-898a-d32ac8f6b888"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n","0 1 60 RL 65.0 8450 Pave NaN Reg \n","1 2 20 RL 80.0 9600 Pave NaN Reg \n","2 3 60 RL 68.0 11250 Pave NaN IR1 \n","\n"," LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n","0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n","1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n","2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n","\n"," YrSold SaleType SaleCondition SalePrice \n","0 2008 WD Normal 208500 \n","1 2007 WD Normal 181500 \n","2 2008 WD Normal 223500 \n","\n","[3 rows x 81 columns]"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
\n","

3 rows × 81 columns

\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"dataset_df"}},"metadata":{},"execution_count":19}]},{"cell_type":"code","source":["dataset_df = dataset_df.drop('Id', axis=1)\n","dataset_df.head(3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":192},"id":"sP-6Xaer9biL","executionInfo":{"status":"ok","timestamp":1732951529281,"user_tz":-540,"elapsed":337,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"3dba1832-2a0a-4067-8ec4-fd1b52378d9d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n","0 60 RL 65.0 8450 Pave NaN Reg \n","1 20 RL 80.0 9600 Pave NaN Reg \n","2 60 RL 68.0 11250 Pave NaN IR1 \n","\n"," LandContour Utilities LotConfig ... PoolArea PoolQC Fence MiscFeature \\\n","0 Lvl AllPub Inside ... 0 NaN NaN NaN \n","1 Lvl AllPub FR2 ... 0 NaN NaN NaN \n","2 Lvl AllPub Inside ... 0 NaN NaN NaN \n","\n"," MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n","0 0 2 2008 WD Normal 208500 \n","1 0 5 2007 WD Normal 181500 \n","2 0 9 2008 WD Normal 223500 \n","\n","[3 rows x 80 columns]"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
MSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfig...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
060RL65.08450PaveNaNRegLvlAllPubInside...0NaNNaNNaN022008WDNormal208500
120RL80.09600PaveNaNRegLvlAllPubFR2...0NaNNaNNaN052007WDNormal181500
260RL68.011250PaveNaNIR1LvlAllPubInside...0NaNNaNNaN092008WDNormal223500
\n","

3 rows × 80 columns

\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"dataset_df"}},"metadata":{},"execution_count":20}]},{"cell_type":"code","source":["dataset_df.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iYuI6vJG9dPW","executionInfo":{"status":"ok","timestamp":1732951535309,"user_tz":-540,"elapsed":374,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"040fef59-5eb3-4aaf-ae32-e75a9d224608"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 1460 entries, 0 to 1459\n","Data columns (total 80 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 MSSubClass 1460 non-null int64 \n"," 1 MSZoning 1460 non-null object \n"," 2 LotFrontage 1201 non-null float64\n"," 3 LotArea 1460 non-null int64 \n"," 4 Street 1460 non-null object \n"," 5 Alley 91 non-null object \n"," 6 LotShape 1460 non-null object \n"," 7 LandContour 1460 non-null object \n"," 8 Utilities 1460 non-null object \n"," 9 LotConfig 1460 non-null object \n"," 10 LandSlope 1460 non-null object \n"," 11 Neighborhood 1460 non-null object \n"," 12 Condition1 1460 non-null object \n"," 13 Condition2 1460 non-null object \n"," 14 BldgType 1460 non-null object \n"," 15 HouseStyle 1460 non-null object \n"," 16 OverallQual 1460 non-null int64 \n"," 17 OverallCond 1460 non-null int64 \n"," 18 YearBuilt 1460 non-null int64 \n"," 19 YearRemodAdd 1460 non-null int64 \n"," 20 RoofStyle 1460 non-null object \n"," 21 RoofMatl 1460 non-null object \n"," 22 Exterior1st 1460 non-null object \n"," 23 Exterior2nd 1460 non-null object \n"," 24 MasVnrType 588 non-null object \n"," 25 MasVnrArea 1452 non-null float64\n"," 26 ExterQual 1460 non-null object \n"," 27 ExterCond 1460 non-null object \n"," 28 Foundation 1460 non-null object \n"," 29 BsmtQual 1423 non-null object \n"," 30 BsmtCond 1423 non-null object \n"," 31 BsmtExposure 1422 non-null object \n"," 32 BsmtFinType1 1423 non-null object \n"," 33 BsmtFinSF1 1460 non-null int64 \n"," 34 BsmtFinType2 1422 non-null object \n"," 35 BsmtFinSF2 1460 non-null int64 \n"," 36 BsmtUnfSF 1460 non-null int64 \n"," 37 TotalBsmtSF 1460 non-null int64 \n"," 38 Heating 1460 non-null object \n"," 39 HeatingQC 1460 non-null object \n"," 40 CentralAir 1460 non-null object \n"," 41 Electrical 1459 non-null object \n"," 42 1stFlrSF 1460 non-null int64 \n"," 43 2ndFlrSF 1460 non-null int64 \n"," 44 LowQualFinSF 1460 non-null int64 \n"," 45 GrLivArea 1460 non-null int64 \n"," 46 BsmtFullBath 1460 non-null int64 \n"," 47 BsmtHalfBath 1460 non-null int64 \n"," 48 FullBath 1460 non-null int64 \n"," 49 HalfBath 1460 non-null int64 \n"," 50 BedroomAbvGr 1460 non-null int64 \n"," 51 KitchenAbvGr 1460 non-null int64 \n"," 52 KitchenQual 1460 non-null object \n"," 53 TotRmsAbvGrd 1460 non-null int64 \n"," 54 Functional 1460 non-null object \n"," 55 Fireplaces 1460 non-null int64 \n"," 56 FireplaceQu 770 non-null object \n"," 57 GarageType 1379 non-null object \n"," 58 GarageYrBlt 1379 non-null float64\n"," 59 GarageFinish 1379 non-null object \n"," 60 GarageCars 1460 non-null int64 \n"," 61 GarageArea 1460 non-null int64 \n"," 62 GarageQual 1379 non-null object \n"," 63 GarageCond 1379 non-null object \n"," 64 PavedDrive 1460 non-null object \n"," 65 WoodDeckSF 1460 non-null int64 \n"," 66 OpenPorchSF 1460 non-null int64 \n"," 67 EnclosedPorch 1460 non-null int64 \n"," 68 3SsnPorch 1460 non-null int64 \n"," 69 ScreenPorch 1460 non-null int64 \n"," 70 PoolArea 1460 non-null int64 \n"," 71 PoolQC 7 non-null object \n"," 72 Fence 281 non-null object \n"," 73 MiscFeature 54 non-null object \n"," 74 MiscVal 1460 non-null int64 \n"," 75 MoSold 1460 non-null int64 \n"," 76 YrSold 1460 non-null int64 \n"," 77 SaleType 1460 non-null object \n"," 78 SaleCondition 1460 non-null object \n"," 79 SalePrice 1460 non-null int64 \n","dtypes: float64(3), int64(34), object(43)\n","memory usage: 912.6+ KB\n"]}]},{"cell_type":"code","source":["print(dataset_df['SalePrice'].describe())\n","plt.figure(figsize=(9, 8))\n","sns.distplot(dataset_df['SalePrice'], color='g', bins=100, hist_kws={'alpha': 0.4});"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"5MZnpMvi9etd","executionInfo":{"status":"ok","timestamp":1732951605873,"user_tz":-540,"elapsed":1513,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"09fd80c9-eae2-4afb-95c5-a3e4e6b2e131"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["count 1460.000000\n","mean 180921.195890\n","std 79442.502883\n","min 34900.000000\n","25% 129975.000000\n","50% 163000.000000\n","75% 214000.000000\n","max 755000.000000\n","Name: SalePrice, dtype: float64\n"]},{"output_type":"stream","name":"stderr","text":[":3: UserWarning: \n","\n","`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n","\n","Please adapt your code to use either `displot` (a figure-level function with\n","similar flexibility) or `histplot` (an axes-level function for histograms).\n","\n","For a guide to updating your code to use the new functions, please see\n","https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n","\n"," sns.distplot(dataset_df['SalePrice'], color='g', bins=100, hist_kws={'alpha': 0.4});\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["list(set(dataset_df.dtypes.tolist()))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dafGgFuT9vqH","executionInfo":{"status":"ok","timestamp":1732951613582,"user_tz":-540,"elapsed":323,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"72edbdb6-8f60-4697-f7df-43a87a43cf1c"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[dtype('O'), dtype('int64'), dtype('float64')]"]},"metadata":{},"execution_count":23}]},{"cell_type":"code","source":["df_num = dataset_df.select_dtypes(include = ['float64', 'int64'])\n","df_num.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":255},"id":"wY4dEgig9x1N","executionInfo":{"status":"ok","timestamp":1732951617638,"user_tz":-540,"elapsed":343,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"18d06110-bc5a-4dcc-a75b-085decb2ca2a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" MSSubClass LotFrontage LotArea OverallQual OverallCond YearBuilt \\\n","0 60 65.0 8450 7 5 2003 \n","1 20 80.0 9600 6 8 1976 \n","2 60 68.0 11250 7 5 2001 \n","3 70 60.0 9550 7 5 1915 \n","4 60 84.0 14260 8 5 2000 \n","\n"," YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 ... WoodDeckSF \\\n","0 2003 196.0 706 0 ... 0 \n","1 1976 0.0 978 0 ... 298 \n","2 2002 162.0 486 0 ... 0 \n","3 1970 0.0 216 0 ... 0 \n","4 2000 350.0 655 0 ... 192 \n","\n"," OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea MiscVal \\\n","0 61 0 0 0 0 0 \n","1 0 0 0 0 0 0 \n","2 42 0 0 0 0 0 \n","3 35 272 0 0 0 0 \n","4 84 0 0 0 0 0 \n","\n"," MoSold YrSold SalePrice \n","0 2 2008 208500 \n","1 5 2007 181500 \n","2 9 2008 223500 \n","3 2 2006 140000 \n","4 12 2008 250000 \n","\n","[5 rows x 37 columns]"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
MSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2...WoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePrice
06065.084507520032003196.07060...0610000022008208500
12080.0960068197619760.09780...29800000052007181500
26068.0112507520012002162.04860...0420000092008223500
37060.0955075191519700.02160...035272000022006140000
46084.0142608520002000350.06550...1928400000122008250000
\n","

5 rows × 37 columns

\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df_num"}},"metadata":{},"execution_count":24}]},{"cell_type":"code","source":["df_num.hist(figsize=(16, 20), bins=50, xlabelsize=8, ylabelsize=8);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"OFRbl57x9y0D","executionInfo":{"status":"ok","timestamp":1732951633704,"user_tz":-540,"elapsed":12250,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f0ec89c7-667a-4700-9396-0724c40cd39d"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["import numpy as np\n","\n","def split_dataset(dataset, test_ratio=0.30):\n"," test_indices = np.random.rand(len(dataset)) < test_ratio\n"," return dataset[~test_indices], dataset[test_indices]\n","\n","train_ds_pd, valid_ds_pd = split_dataset(dataset_df)\n","print(\"{} examples in training, {} examples in testing.\".format(\n"," len(train_ds_pd), len(valid_ds_pd)))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T8xrjGGt9z1L","executionInfo":{"status":"ok","timestamp":1732951636664,"user_tz":-540,"elapsed":324,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"257914bc-a526-467c-d9ff-612865622a92"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1039 examples in training, 421 examples in testing.\n"]}]},{"cell_type":"code","source":["label = 'SalePrice'\n","train_ds = tfdf.keras.pd_dataframe_to_tf_dataset(train_ds_pd, label=label, task = tfdf.keras.Task.REGRESSION)\n","valid_ds = tfdf.keras.pd_dataframe_to_tf_dataset(valid_ds_pd, label=label, task = tfdf.keras.Task.REGRESSION)"],"metadata":{"id":"opASrU7y93de"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["tfdf.keras.get_all_models()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Rn9x1Zfo95wp","executionInfo":{"status":"ok","timestamp":1732951656107,"user_tz":-540,"elapsed":329,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"93cf74e6-715b-4c97-8e46-46e146373f98"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[tensorflow_decision_forests.keras.RandomForestModel,\n"," tensorflow_decision_forests.keras.GradientBoostedTreesModel,\n"," tensorflow_decision_forests.keras.CartModel,\n"," tensorflow_decision_forests.keras.DistributedGradientBoostedTreesModel]"]},"metadata":{},"execution_count":28}]},{"cell_type":"code","source":["rf = tfdf.keras.RandomForestModel(task = tfdf.keras.Task.REGRESSION)\n","rf.compile(metrics=[\"mse\"]) # Optional, you can use this to include a list of eval metrics"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sLt1ZVw098Nh","executionInfo":{"status":"ok","timestamp":1732951663309,"user_tz":-540,"elapsed":330,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"9b58a97a-1e58-472c-8e64-8f2a70df38cf"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Use /tmp/tmpum65_egv as temporary training directory\n"]}]},{"cell_type":"code","source":["rf.fit(x=train_ds)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"S5fTqj2_999r","executionInfo":{"status":"ok","timestamp":1732951679866,"user_tz":-540,"elapsed":11742,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"abe7d573-fbdb-491e-cdf3-e05c424463c3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Reading training dataset...\n","Training dataset read in 0:00:02.995266. Found 1039 examples.\n","Training model...\n","Model trained in 0:00:06.999724\n","Compiling model...\n","Model compiled.\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":30}]},{"cell_type":"code","source":["tfdf.model_plotter.plot_model_in_colab(rf, tree_idx=0, max_depth=3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":321},"id":"A9rR1mya9_OC","executionInfo":{"status":"ok","timestamp":1732951679866,"user_tz":-540,"elapsed":3,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"908762a1-1bc2-4ed1-b44c-898217bf9728"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n","\n","
\n","\n"]},"metadata":{},"execution_count":31}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","logs = rf.make_inspector().training_logs()\n","plt.plot([log.num_trees for log in logs], [log.evaluation.rmse for log in logs])\n","plt.xlabel(\"Number of trees\")\n","plt.ylabel(\"RMSE (out-of-bag)\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"ZjEqpjRW-A7w","executionInfo":{"status":"ok","timestamp":1732951684107,"user_tz":-540,"elapsed":1525,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ede6b350-e851-4e91-de90-c89cc2fb25ec"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["inspector = rf.make_inspector()\n","inspector.evaluation()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yPz_iVVv-Cv4","executionInfo":{"status":"ok","timestamp":1732951687325,"user_tz":-540,"elapsed":349,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"f9de3faa-af54-4151-afad-8ad236fb49d4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Evaluation(num_examples=1039, accuracy=None, loss=None, rmse=29391.474837254107, ndcg=None, aucs=None, auuc=None, qini=None)"]},"metadata":{},"execution_count":33}]},{"cell_type":"code","source":["evaluation = rf.evaluate(x=valid_ds,return_dict=True)\n","\n","for name, value in evaluation.items():\n"," print(f\"{name}: {value:.4f}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rtXcIkTu-D0_","executionInfo":{"status":"ok","timestamp":1732951691836,"user_tz":-540,"elapsed":1554,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"b708dbe8-2352-4c60-d3b5-a2a44d5fee09"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1/1 [==============================] - 1s 1s/step - loss: 0.0000e+00 - mse: 863481408.0000\n","loss: 0.0000\n","mse: 863481408.0000\n"]}]},{"cell_type":"code","source":["print(f\"Available variable importances:\")\n","for importance in inspector.variable_importances().keys():\n"," print(\"\\t\", importance)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2T6FY_ZD-Eov","executionInfo":{"status":"ok","timestamp":1732951702299,"user_tz":-540,"elapsed":323,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"8dcd3696-7426-4342-cc7b-cb26e5e48f24"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Available variable importances:\n","\t INV_MEAN_MIN_DEPTH\n","\t SUM_SCORE\n","\t NUM_AS_ROOT\n","\t NUM_NODES\n"]}]},{"cell_type":"code","source":["inspector.variable_importances()[\"NUM_AS_ROOT\"]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KoLyaC_h-Hfh","executionInfo":{"status":"ok","timestamp":1732951706751,"user_tz":-540,"elapsed":310,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"d5e4c92e-c660-4bc6-f116-1ba7db3a0950"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[(\"OverallQual\" (1; #62), 112.0),\n"," (\"GarageCars\" (1; #32), 55.0),\n"," (\"ExterQual\" (4; #22), 39.0),\n"," (\"Neighborhood\" (4; #59), 39.0),\n"," (\"GarageArea\" (1; #31), 16.0),\n"," (\"GrLivArea\" (1; #38), 12.0),\n"," (\"YearBuilt\" (1; #76), 10.0),\n"," (\"1stFlrSF\" (1; #0), 7.0),\n"," (\"TotalBsmtSF\" (1; #73), 7.0),\n"," (\"GarageYrBlt\" (1; #37), 2.0),\n"," (\"BsmtQual\" (4; #14), 1.0)]"]},"metadata":{},"execution_count":36}]},{"cell_type":"code","source":["plt.figure(figsize=(12, 4))\n","\n","# Mean decrease in AUC of the class 1 vs the others.\n","variable_importance_metric = \"NUM_AS_ROOT\"\n","variable_importances = inspector.variable_importances()[variable_importance_metric]\n","\n","# Extract the feature name and importance values.\n","#\n","# `variable_importances` is a list of tuples.\n","feature_names = [vi[0].name for vi in variable_importances]\n","feature_importances = [vi[1] for vi in variable_importances]\n","# The feature are ordered in decreasing importance value.\n","feature_ranks = range(len(feature_names))\n","\n","bar = plt.barh(feature_ranks, feature_importances, label=[str(x) for x in feature_ranks])\n","plt.yticks(feature_ranks, feature_names)\n","plt.gca().invert_yaxis()\n","\n","# TODO: Replace with \"plt.bar_label()\" when available.\n","# Label each bar with values\n","for importance, patch in zip(feature_importances, bar.patches):\n"," plt.text(patch.get_x() + patch.get_width(), patch.get_y(), f\"{importance:.4f}\", va=\"top\")\n","\n","plt.xlabel(variable_importance_metric)\n","plt.title(\"NUM AS ROOT of the class 1 vs the others\")\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":337},"id":"Jj6nww1u-Ik7","executionInfo":{"status":"ok","timestamp":1732951714868,"user_tz":-540,"elapsed":972,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ccecef12-25b5-4ca1-c109-0bc231e26403"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["test_file_path = \"test.csv\"\n","test_data = pd.read_csv(test_file_path)\n","ids = test_data.pop('Id')\n","\n","test_ds = tfdf.keras.pd_dataframe_to_tf_dataset(\n"," test_data,\n"," task = tfdf.keras.Task.REGRESSION)\n","\n","preds = rf.predict(test_ds)\n","output = pd.DataFrame({'Id': ids,\n"," 'SalePrice': preds.squeeze()})\n","\n","output.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":224},"id":"P7o8EH0n-KZa","executionInfo":{"status":"ok","timestamp":1732951730381,"user_tz":-540,"elapsed":2357,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"1b2f8959-c62d-4508-da5b-0cb825edba99"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["2/2 [==============================] - 2s 37ms/step\n"]},{"output_type":"execute_result","data":{"text/plain":[" Id SalePrice\n","0 1461 127223.835938\n","1 1462 153621.203125\n","2 1463 180665.296875\n","3 1464 183503.843750\n","4 1465 196152.906250"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdSalePrice
01461127223.835938
11462153621.203125
21463180665.296875
31464183503.843750
41465196152.906250
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"output","summary":"{\n \"name\": \"output\",\n \"rows\": 1459,\n \"fields\": [\n {\n \"column\": \"Id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 421,\n \"min\": 1461,\n \"max\": 2919,\n \"num_unique_values\": 1459,\n \"samples\": [\n 2782,\n 2297,\n 1874\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SalePrice\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 1458,\n \"samples\": [\n 100613.3125,\n 329295.90625,\n 200419.9375\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":39}]},{"cell_type":"code","source":["sample_submission_df = pd.read_csv('sample_submission.csv')\n","sample_submission_df['SalePrice'] = rf.predict(test_ds)\n","sample_submission_df.to_csv('submission.csv', index=False)\n","sample_submission_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":262},"id":"eGhPwNbc-MJY","executionInfo":{"status":"ok","timestamp":1732951757886,"user_tz":-540,"elapsed":1163,"user":{"displayName":"조예인","userId":"17650117334011908449"}},"outputId":"ebbef244-bd2f-4317-a840-5cc90c2732fd"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:5 out of the last 7 calls to .predict_function_trained at 0x7baea10a0820> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n"]},{"output_type":"stream","name":"stdout","text":["2/2 [==============================] - 1s 46ms/step\n"]},{"output_type":"execute_result","data":{"text/plain":[" Id SalePrice\n","0 1461 127223.835938\n","1 1462 153621.203125\n","2 1463 180665.296875\n","3 1464 183503.843750\n","4 1465 196152.906250"],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdSalePrice
01461127223.835938
11462153621.203125
21463180665.296875
31464183503.843750
41465196152.906250
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"sample_submission_df","summary":"{\n \"name\": \"sample_submission_df\",\n \"rows\": 1459,\n \"fields\": [\n {\n \"column\": \"Id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 421,\n \"min\": 1461,\n \"max\": 2919,\n \"num_unique_values\": 1459,\n \"samples\": [\n 2782,\n 2297,\n 1874\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SalePrice\",\n \"properties\": {\n \"dtype\": \"float32\",\n \"num_unique_values\": 1458,\n \"samples\": [\n 100613.3125,\n 329295.90625,\n 200419.9375\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":42}]},{"cell_type":"code","source":[],"metadata":{"id":"SnbPqyrd-QYl"},"execution_count":null,"outputs":[]}]} \ No newline at end of file