{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "0972b06c23954bdebd150de033561fd3"
},
"source": [
"## 8.1 의사결정나무"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "b2ab2d8de5f4487fa0f86ad7242dd689"
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"source": [
"**의사결정나무(decision tree)**는 여러 가지 규칙을 순차적으로 적용하면서 독립 변수 공간을 분할하는 분류 모형이다. 분류(classification)와 회귀 분석(regression)에 모두 사용될 수 있기 때문에 **CART(Classification And Regression Tree)**라고도 한다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "2f9af2bdb88740bb8bb9e26cd7b17d2a"
},
"source": [
"### 의사결정나무를 이용한 분류학습"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "65a7a8bf553148a597531c5b4fa82160"
},
"source": [
"의사결정나무를 이용한 분류법은 다음과 같다.\n",
"\n",
"1. 여러가지 독립 변수 중 하나의 독립 변수를 선택하고 그 독립 변수에 대한 기준값(threshold)을 정한다. 이를 분류 규칙이라고 한다. 최적의 분류 규칙을 찾는 방법은 이후에 자세히 설명한다.\n",
"2. 전체 학습 데이터 집합(부모 노드)을 해당 독립 변수의 값이 기준값보다 작은 데이터 그룹(자식 노드 1)과 해당 독립 변수의 값이 기준값보다 큰 데이터 그룹(자식 노드 2)으로 나눈다. \n",
"3. 각각의 자식 노드에 대해 1~2의 단계를 반복하여 하위의 자식 노드를 만든다. 단, 자식 노드에 한가지 클래스의 데이터만 존재한다면 더 이상 자식 노드를 나누지 않고 중지한다.\n",
"\n",
"이렇게 자식 노드 나누기를 연속적으로 적용하면 노드가 계속 증가하는 나무(tree)와 같은 형태로 표현할 수 있다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "a446ea4e45d74aeaa035d17f30cd52cd"
},
"source": [
"### 의사결정나무를 사용한 분류예측"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "0ae7cbaffef04b879778bc1307cb1e9a"
},
"source": [
"의사결정나무에 전체 트레이닝 데이터를 모두 적용해 보면 각 데이터는 특정한 노드를 타고 내려가게 된다. 각 노드는 그 노드를 선택한 데이터 집합을 가진다. 이 때 노드에 속한 데이터의 클래스의 비율을 구하여 이를 그 노드의 조건부 확률 분포 $P(Y=k|X)_{\\text{node}}$라고 정의한다.\n",
"\n",
"$$ P(Y=k|X)_{\\text{node}} \\approx \\dfrac{N_{\\text{node},k}}{N_{\\text{node}}} $$\n",
"\n",
"테스트 데이터 $X_{\\text{test}}$의 클래스를 예측할 때는 가장 상위의 노드부터 분류 규칙을 차례대로 적용하여 마지막에 도달하는 노드의 조건부 확률 분포를 이용하여 클래스를 예측한다.\n",
"\n",
"$$ \\hat{Y} = \\text{arg}\\max_k P(Y=k|X_{\\text{test}})_{\\text{last node}} $$"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "af38c57568914b47b27c613fb749684d"
},
"source": [
"### 분류규칙을 정하는 방법"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "208cb2f87b9544a4a1f7b5fa5832ef68"
},
"source": [
"분류 규칙을 정하는 방법은 부모 노드와 자식 노드 간의 엔트로피를 가장 낮게 만드는 최상의 독립 변수와 기준값을 찾는 것이다. 이러한 기준을 정량화한 것이 정보획득량(information gain)이다. 기본적으로 모든 독립 변수와 모든 가능한 기준값에 대해 정보획득량을 구하여 가장 정보획득량이 큰 독립 변수와 기준값을 선택한다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "05d1d78c2fbe4e67bb8ebd39b69cde28"
},
"source": [
"### 정보획득량"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "e26bfe646bc7406fb2486b83b9fdf2da"
},
"source": [
"정보획득량(information gain)는 $X$라는 조건에 의해 확률 변수 $Y$의 엔트로피가 얼마나 감소하였는가를 나타내는 값이다. 다음처럼 $Y$의 엔트로피에서 $X$에 대한 $Y$의 조건부 엔트로피를 뺀 값으로 정의된다. \n",
"\n",
"$$ IG[Y,X] = H[Y] - H[Y|X] $$ "
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "d585e14658c8443bafc94f8bcb702f46"
},
"source": [
"예를 들어 A, B 두 가지의 다른 분류 규칙을 적용했더니 다음 처럼 서로 다르게 데이터가 나뉘어 졌다고 가정하자."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"sidetitle": true
},
"source": [
"그림 43.1 : 분류 결과 예시"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "4aec6afdb3ef41de8d4da77efa8e0850"
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"source": [
"\n",
"A 방법과 B 방법 모두 노드 분리 전에는 Y=0 인 데이터의 수와 Y=1 인 데이터의 수가 모두 40개였다. \n",
"\n",
"A 방법으로 노드를 분리하면 다음과 같은 두 개의 자식 노드가 생긴다.\n",
"* 자식 노드 A1은 Y=0 인 데이터가 30개, Y=1 인 데이터가 10개 \n",
"* 자식 노드 A2은 Y=0 인 데이터가 10개, Y=1 인 데이터가 30개 \n",
"\n",
"B 방법으로 노드를 분리하면 다음과 같은 두 개의 자식 노드가 생긴다.\n",
"* 자식 노드 B1은 Y=0 인 데이터가 20개, Y=1 인 데이터가 40개 \n",
"* 자식 노드 B2은 Y=0 인 데이터가 20개, Y=1 인 데이터가 0개 "
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "18b45fa61bc94b608faab6ae098aea9f"
},
"source": [
"우선 부모 노드의 엔트로피를 계산하면 다음과 같다.\n",
"\n",
"\n",
"$$ H[Y] = -\\dfrac{1}{2}\\log_2\\left(\\dfrac{1}{2}\\right) -\\dfrac{1}{2}\\log_2\\left(\\dfrac{1}{2}\\right) = \\dfrac{1}{2} + \\dfrac{1}{2} = 1 $$\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "5491c48745b446daaf0deba7b1125d0d"
},
"source": [
"A 방법에 대해 IG를 계산하면 다음과 같다.\n",
"\n",
"$$ H[Y|X=X_1] = -\\dfrac{3}{4}\\log_2\\left(\\dfrac{3}{4}\\right) -\\dfrac{1}{4}\\log_2\\left(\\dfrac{1}{4}\\right) = 0.81 $$\n",
"\n",
"$$ H[Y|X=X_2] = -\\dfrac{1}{4}\\log_2\\left(\\dfrac{1}{4}\\right) -\\dfrac{3}{4}\\log_2\\left(\\dfrac{3}{4}\\right) = 0.81 $$\n",
"\n",
"$$ H[Y|X] = \\dfrac{1}{2} H[Y|X=X_1] + \\dfrac{1}{2} H[Y|X=X_2] = 0.81 $$\n",
"\n",
"$$ IG = H[Y] - H[Y|X] = 0.19 $$ "
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "0192b521d5a64907ad2912e328bdff27"
},
"source": [
"B 방법에 대해 IG를 계산하면 다음과 같다.\n",
"\n",
"$$ H[Y|X=X_1] = -\\dfrac{1}{3}\\log_2\\left(\\dfrac{1}{3}\\right) - \\dfrac{2}{3}\\log_2\\left(\\dfrac{2}{3}\\right) = 0.92 $$\n",
"\n",
"$$ H[Y|X=X_2] = 0 $$\n",
"\n",
"$$ H[Y|X] = \\dfrac{3}{4} H[Y|X=X_1] + \\dfrac{1}{4} H[Y|X=X_2] = 0.69 $$\n",
"\n",
"$$ IG = H[D] - H[Y|X] = 0.31 $$ "
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "41e1e6ffc974460e96998f6ba1eccab6"
},
"source": [
"따라서 B 방법이 더 나은 방법임을 알 수 있다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "e490511cd46e4036bc4a277f144f6531"
},
"source": [
"### Scikit-Learn의 의사결정나무 클래스"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "1eea54f9f15c4f448a97e01cc1f13ad9"
},
"source": [
"Scikit-Learn에서 의사결정나무는 `DecisionTreeClassifier` 클래스로 구현되어있다. 여기에서는 붓꽃 분류 문제를 예를 들어 의사결정나무를 설명한다. 이 예제에서는 독립변수 공간을 공간상에 표시하기 위해 꽃의 길이와 폭만을 독립변수로 사용하였다."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"school_cell_uuid": "f7c690465fed46f3ad5920b0f6fca586"
},
"outputs": [],
"source": [
"from sklearn.datasets import load_iris\n",
"\n",
"data = load_iris()\n",
"y = data.target\n",
"X = data.data[:, 2:]\n",
"feature_names = data.feature_names[2:]\n",
"\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"tree1 = DecisionTreeClassifier(criterion='entropy', max_depth=1, random_state=0).fit(X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "36248245e2a04d3a8203db533919053d"
},
"source": [
"다음은 의사결정나무를 시각화하기 위한 코드이다. `draw_decision_tree` 함수는 의사결정나무의 의사 결정 과정의 세부적인 내역을 다이어그램으로 보여주고 `plot_decision_regions` 함수는 이러한 의사 결정에 의해 데이터의 영역이 어떻게 나뉘어졌는지를 시각화하여 보여준다."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"school_cell_uuid": "888e70801ac74b98959fe10874a7664e"
},
"outputs": [],
"source": [
"import io\n",
"import pydot\n",
"from IPython.core.display import Image\n",
"from sklearn.tree import export_graphviz\n",
"\n",
"\n",
"def draw_decision_tree(model):\n",
" dot_buf = io.StringIO()\n",
" export_graphviz(model, out_file=dot_buf, feature_names=feature_names)\n",
" graph = pydot.graph_from_dot_data(dot_buf.getvalue())[0]\n",
" image = graph.create_png()\n",
" return Image(image)\n",
"\n",
"\n",
"def plot_decision_regions(X, y, model, title):\n",
" resolution = 0.01\n",
" markers = ('s', '^', 'o')\n",
" colors = ('red', 'blue', 'lightgreen')\n",
" cmap = mpl.colors.ListedColormap(colors)\n",
"\n",
" x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
" x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
" xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n",
" np.arange(x2_min, x2_max, resolution))\n",
" Z = model.predict(\n",
" np.array([xx1.ravel(), xx2.ravel()]).T).reshape(xx1.shape)\n",
"\n",
" plt.contour(xx1, xx2, Z, cmap=mpl.colors.ListedColormap(['k']))\n",
" plt.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n",
" plt.xlim(xx1.min(), xx1.max())\n",
" plt.ylim(xx2.min(), xx2.max())\n",
"\n",
" for idx, cl in enumerate(np.unique(y)):\n",
" plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1], alpha=0.8,\n",
" c=[cmap(idx)], marker=markers[idx], s=80, label=cl)\n",
"\n",
" plt.xlabel(data.feature_names[2])\n",
" plt.ylabel(data.feature_names[3])\n",
" plt.legend(loc='upper left')\n",
" plt.title(title)\n",
"\n",
" return Z"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"school_cell_uuid": "3890d15e91564469a4102d67c3590bd0"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_decision_tree(tree1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"school_cell_uuid": "42448ab9e7fe42fda4e35d124ddba1f4"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_decision_regions(X, y, tree1, \"Depth 1\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"school_cell_uuid": "383c76d50ba6461da0fb25db8bfa176e"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[50, 0, 0],\n",
" [ 0, 50, 0],\n",
" [ 0, 50, 0]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"\n",
"confusion_matrix(y, tree1.predict(X))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"school_cell_uuid": "ff9229b64f9a427daa6e85458f447a18"
},
"outputs": [],
"source": [
"tree2 = DecisionTreeClassifier(\n",
" criterion='entropy', max_depth=2, random_state=0).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"school_cell_uuid": "834c662d3de94ac0905ca2e27b591daf"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_decision_tree(tree2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"school_cell_uuid": "a3e6aa756486469b9534cec466d8bc7c"
},
"outputs": [
{
"data": {
"image/png": 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duq4LwMAGZGQj41TJ2aqw4LzYHY5AOBV7m6r9smjsZx3TdS49IJtr2fvMefeCi2Bm5Fbea6rrYC/aU5cUEVk7FUCIiIiIiIiIiIiIiAD7xT4PsgdlAYGVreUzy07NzK40k5B1wnKYX48sInYxERH7YZ8nx0/K9zi38NjNGd+VjIzCCmLiUx0fJr1+mmYy1Q0fQN1JYtJ4zfiq10/dLxNel5MTLNClS8e1k67ILWdgg1PLf8wV+5Rj+qz/jLvxXXaj3VZil6tpFfeZs+4FPXqtXU8VM6NvfQyrl+WAsgBCRGTdVAAhIiIiIiIiIiIiIi+0YIFPZJ+oZ2MHC/StPzIDOyIichHDngAjs6zNrE5MFlZQP6woX2uuTm5GFp1Kxs8zdkZ2On7KeKvChfGZ483uDtM0CyCaydVm8nUSj6frujPFPqmAooq9sIKu665s9vq0bhiLxj5+THv0yF3Ox7OP807xDvfie5r5Lmda9X1m0r3AsFaup3HV9QCUS2842PW7WhpGRC4FFUCIiIiIiIiIiIiIyAursILXs9d5Fp6BwYABmZWJRYej4zp06JyZ3HbOlYlLyg4BwQI5eT2ru+qqANRJS48ndvHcY8ch5oijiUUJ4wUGzU4O5xlfAuO8ZTOqsXfcztQk63jsRShOxV59nZNjZvRYvoV/NTu9StBOKgiZN/bqmOaWEwgc2RFdusTEPAlPyLKM+/F9IhctFbtcTW3cZybdC9q4niZ9loENAMoCIufp0KmX+RERWTeVI4qIiIiIiIiIiIjICylYqJOSZsaxHddJyYiIbbddJ/jm4Z0nJsbjT3VWgDLh6Rm+Zs6xIx+x5bbw5/x63+NnLn4YN8v7HI6emy+5WsU+Pn61bwqKsq2+zbZsxyTnFT9U+2Xe2L0ru0Vsu+263f/ABhzbMWbGs/CM17PXCRbOGUleNG3dZ6bdC1Z5PY0rrKiXvoiIiIkBuBvfJXbxyrYjIrIMFUCIiIiIiIiIiIiIyAvpjeyNkaRkQVEnx+dNkI8b2IBAmFhMUC1TUc2inlfHnd/c+axlK1b13lnimPSemPhUd4pm0nbR/QLlfq+6bkwqfgDo0Fkodihn4dfnB+XSJs0iiDeyNxaOXa6mNu8zdeeIsYKn6nrKyZe6nurxzMgtr4sfPL5e+uKWv8VutLv0NkREVkUFECIiIiIiIiIiIiLywtkv9nkSnoBB3/p1sULP9ei4zlJJydxycvKpP2+2qc9t+uvOGv+8IoXx5TBmNev7DFsodijb5nfoTCyCCISl9ktOPvEzVMUPERFd110o7opz5ZIFVRFEINC3Phg8CU/YL/aXGl+ujjbvM5Wu6xIRTS0qysgWvlbhpKtKs/PDltvCOcd1f5178b2lP4OIyCqpAEJEREREREREREREXiiZZTzIHgAwYDAyIzty0VJjm1k947qZiG/O0G4+P7DBXC3qq/FnWaZikSKIWV/vcHPHXr932EVhUtIWymUrju2YIhQzj1klacc/c7XcCJTFD8vOuG+KXDTSCSKjXNbgQfagXuJAXlxt3meazrueDJv7eoJy6Y6BDTiyo3pJma7rjhQ/3I/vz710h4hI2xbr8SQiIiIiIiIiIiIisqEeZg/JyQkW6kR113VXkpQc2KBOwFf/rRKS4wUQDodRFjT0XG/u8WfR3FZTte3x185j3thHtu8cPXoMbFB3y2hu3zAOOSQOMd55IqK6kME5VxdeBEJZfGDZqSUvmsngDh26rruy4odK5CK6dOlbn4ENiIjIXc7D7CGvdl9d6bZks7R5nxk3y/V0xBGd0JnpegoW6qIHoF7yoip2uOVvcS++p+IHEbmUVAAhIiIiIiIiIiIiIi+M43DMftivW9JD2RkgYvmkZLBQJx+rZPykGdn16wl4PDk5scXnJhMnjV9tA84uYFi22GF8G/PGPnHMaua6RXX3hnE5Oc5c3V1hGMQp48UPVcwOVy654dpLh1TnT0FB3/pss81+2Od2uM2W32ptu3J5tXmfmaZ5PQ1sQCCMFGEZRkFBYcW511MlIiJ2cRm3KwuJ7sZ32Y12W/scIiLLUgGEiIiIiIiIiIiIiLwwHhWPAMpZzoS6Jf0qOgNUxQlNkzovwEkhQdWdISenS3em8ceXeGhuY1phw6SOD7Oato15Yj9Lx3WIKIsgqsRstU0/fIThY5zHj3S4aC450lbXh3HV7PsjO6pn0EdEPC4e84p/pdVty+XU5n3mPMteTx5/0iWiUdi063e5E98hdnHrn0FEZBkqgBARERERERERERGRF0JhBW8XbwPULek7rrOSpKSZkdtogcK0zg+TOjbklhMTT42lOX5znOY2qu/P6oYwzazvWST2WTjn2HJbuDDa7cGwuoihatM/vqTHkR2NFHhERGy5rQttz++co0OHzDIyy4hcWQBxu3P7wmKQy6HN+8ysxq+n5pI7Z11P4zFGROxFe+xFe+pmIiIbQwUQIiIiIiIiIiIiIvJCeCe8c2p9+86Kfk1eUIx0RoDpBRBNzcRkQTE1nknjT1PN8G7GMMsyGc0iAs/5xQOzxj6P2MV1oUfXdeuEbUFBcKOfCcpks8fjKBO9DnfhxQ+VDh0ysvocw8HT8JQb3LjwWGR92rzPzKu6ngwjJgbHmdeTx7Pjdrjmr3HNX+Omv7mWa0lEZBkqgBARERERERERERGRF8JBOACok5LjLd6XURUczFr80Cw2qAoJJnVhmDb+edtoju9wdFyHmPjUNqGcpZ6Ttxb7PLzzRBbVx6jruuxGu7zSeYW+9evW/VWr/jfzN3kcHpNZhjO30mO6TOwFZWHG8/CcG14FEC+SNu8z82qek845YhefeT1d1DIdIiJtUgGEiIiIiIiIiIiIiLwQDsMhQDk7H4hctLKxqzHn0SwkqMeYknssrDj13nnjc37yMhhVK/x5zBP7vLzzFHbSReF5eF639B93ZEcn22e1x3QRk2KfoZmGXCFt3mcWMc/1JCJyFeivXRERERERERERERG58syMQxsmJofdCmZZ5mG2wefvADH6dqvjmlSMYGYzL39RGV/yIhCY+NaWY19ERFSPCXBoh1P3S2vHdEGzxi5Xk85JEZH1UwGEiIiIiIiIiIiIiFx5Vbt3M1t5YjIQZi5MOIthE8eZ9vy8Y09apqLt2BdRHZfm8epb/9Tr2jymi5oU+4DBWmOSi7Mp5+Sk60lE5KpQAYSIiIiIiIiIiIiIXHmTkv+bvNb9vEtgbLppxRvjLuMxHV++RK6uTTknJ8UpInJVqABCRERERERERERERK68ZZZ5OM+inQ8mxTCtA8QqrHLsWWNfaOxGwnhkCY8xbR7TRU2KfVX7RS6/TTknVQAhIleZCiBERERERERERERE5Mqr2sBXCclVJqUXTXJOimHSWKtKoq5y7FljX2hsOxm7GnPSMgJtHtNFTYr9MiTB5WJsyjm57mU5RETapDuciIiIiIiIiIiIiFx5kxJ+zcTgprkMidWLdFYBRNNlPKaRi9YdglyQTTknVQAhIleZ7nAiIiIiIiIiIiIicuX1XA+PxzlXJ/9W1Qbe41cyy98NH7M+P+/Y04oI2ox9EdVxaR6vnuudel2bx3RRk2Lv0l1rTHJxNuWcnHQ9iYhcFSqAEBEREREREREREZErzznHjtsBWH1i0i3X+r7Zlt65CQUQzs29nEK1/ZGW95Pe2nLsiygo6jEBdtzO1P3S2jFd0Kyxy9Wkc1JEZP066w5ARERERERERERE5CoyM/rWJwwffvjoud7SySczI/MZ5gzDcDiO7ZgdW01iq+3Y2xr7PDt+h4PiAO88GBRWELt4JWN75ymsmOs944UG3k2fsxi5iGAnidTquM8T31k/azP2eVWfsxrzmr829bVtHtNFzBO7tGtd95pNOCfXeR8WEWmbCiBEREREREREREREViBY4Gl4ykE44DAccmiHE2f+eudCdFYAACAASURBVDw7bocdv8NL/iVu+pvnJo/Hx34entO/3h95zX62T5RHc4990bGvcux5veRf4lHxiIgIKGdGBwsr2U6zi4Jh5xYoNAsIRro0zDh+Nca0bUzsALGm2OcRLNQz1qvjdFYRQZvHdF7zxi6rdVnuNZfxnDQMM2PAgCfFEx4Xj9d2HxYRaZsKIERERERERERERESWcByOeVQ84u3i7Tr5WTE7nagOLnBgBxwUB3WSbC/aYy/aY8tvzTR2laQGymUNhl8GZh97XbGvYuxF3fA3yqSkg8giCgpycrp0lx47IqoLCGYtJICTAgKHqxOms44/zXjxwyJjrzL2eeTkdUzeeSIibvqbU1/f5jGd17TYLcy+pIjM77Lday7TOZlZVt8PMjKcufK/zq3tPiwi0jYVQIiIiIiIiIiIiIgsILOMh9lD9sN+/Vw12zZYqFuLj/M2bDY+TJDi4M3iTd4s3mTX73InvgNw7thFNJroyy2faezYxWuPfdGxl20jH7mId0Xv4q3iLWIXU1hBbjkx8dJt351zdOiQWXZuEcFIActQx3XOjKE5fnMc4NQ2xp+fZ+w2Yp+VmZFbWURQHeu9aO/cpUHaOqbzOCv28aS8rEab97Fl7jWX4ZyslrjIKO8XzS4vAxvU+2fcRdyHRUTapgIIERERERERERERkTntF/s8yB6UM76tbHGeWTY10dmcsV8n5YY55MgiYhcTEbEf9nly/KR8j3Mzjd103tjP+s/YjXbZL/YvRezzjP2s/4y78V12o91z98NZ3h29m7eKt8pZ+ngCgb716dFbOjnZoVMnHCvjhQTjBQR1kcIMv66vxh9fBqM5zqTOEPOM3Vbs56kStobh8XVHib1o79z3tnlMZ7FM7LKYNu/Bq7jXrPOczC0vixwaBQ7Na3e88GEd92ERkTapAOIFkiTJbeALgPcCN4BjYB/4/4APpWmanfH2C5MkyTXg1wOfSxnnAPgk8LNpmqbrjE1ERERERERERF5swQKfyD5RzzgOVia1mgmliIjIlUkvjx9JdplZnWAqrKB+WFG+1lydwIssIhBGEs7V2M4cRVGMJKc7voM5mzp2ly596/Op8Ck6w8eAwUpidzi8+ZHYDVvZfunRI3c5H88+zjvFO9yL7y28Lv2W32LX77If9unR48iO6u0tm8j3ztOxDjl5nfSc1qUBTmZld+jM9Hkmjd/UTHKuYuxVxn6e6hgA9FwPHOz63Zna7rd5TGexTOwyn7bvwau616zjnDQzBjYgJz9VrFQVM12GfSMi0jYVQFxxSZJ8LvBHgK8EXjvjpQdJkvwA8D+mafr6hQQ3JkmS9wH/PfB7gZ0pr/kI8FeAv52m6en+TCIiIiIiIiIiIi0prOD17HWehWdgMGBQL0fgcHRc59xksHPDBBTlrNpggZy8nrncnHHfbF0eu3hk7PHigmrsqm15c+zccgKBIzuqY83IGDAoCxfwK4m9oBiJ3Q0f47HPM3Yz9i5dYmKehCdkWcb9+D6Ri847bBPdie/wrP+M3JVt6TPLGFi5PxYds9J1XQo7OZbN5SSaSclqXzkcXdddenw43Q1iVWOvKvZpCisY2KCOwTtPh069pMos2jymZ1lF7DKbNu/BbdxrLvKcrLqQVH+PjHeCcTi22Sby07d70fdhEZG2qDTrikqS5IuSJPkJ4CPAN3F28QPAS8DXAP8qSZL/ou34xiVJ8kcpO1F8NVOKH4Y+AHw/8ONJkqh/mIiIiIiIiIiIXIhgoU68mRnHdlwn3iIitt12nfych3eemBiPH0liNxPNnuFrFhi767pssTUy7vjM/i22lo69ufxC83MsG/u2266XExjYgGM7xsx4Fp7xevY6wRabIxW7mLvxXQC6dIkoO1b0rU9h5y81chbnTooCqiIQ4NR+r57vuu5cLfGnjd/m2KuKfZLCinr5iIiImBiAu/FdYhfPPE6bx7Tt2OV8bd6D27rXXNQ5OUvxw5bbOrP4YZK278MiIm1RAcTV9W3Ab298H4CfAb4X+HrKrhB/HPgOoLmsxDbw15Ik+eYLipMkSf4U8LeH2678JPCtlAURX0cZ99PGz38b8BNJkmihKRERERERERERad0b2Rsjibeq20HP9ei55dZ0r9Zqn7TMgMMRCPUM80VkZCOdJZpjVz9fVNuxO9fYx5TLgzSTb29kbyw89m60yy1/C1y5bEFVhNK3PrnlmNn5g0xRzUSfptpfHTp03PyNms8b37DWxl429jpGM3LL6wICj6+Xj7jlb7Ebzf+r3zaPaduxy9navAdDe/eaizgnBzaYWPxQd+EhXupabfM+LCLSBi2BcXX9EvBbgY8C3wP8gzRN35z0wiRJ/jvgTwPfBVRlqd+WJMnPp2n6o20GmSTJbxjGV/kE8JVpmv7chNf+15SFHd8wfOrzgL8FfHmbMYqIiIiIiIiIyIttv9jnSXgCRr3WfJV4W7b1d245OfnUn1eFCzk5kUVzJ7Gq8aslDCa+Zsmxqzinvm7B8SvOOTp0cLh6//etzxZbPAlPuFHcWDjhfC++R5ZlPAvP2GKrnkXdtz4RET0WT6x2XbduIT+uKlBYZvmImJic/NS+b3beWFTbsTdnrEM5g79KYl/317kX31t47DaPaduxy2Rt3oOb2rrXtHlOVvfhU0siDR8R0UqWqWnzPiwismrqAHF1fR/wZcAH0jT97mnFDwBpmoY0Tb8H+H0w8q/l/ylJktbOkeHYf5OTQpzXgd84qfhhGOfzNE3/S+BbGk9/WZIkv6+tGEVERERERERE5MWWWcaD7AFQrjffnHW8bOLNzOruCM2Zu9OWlBjYYK7ZwtPGb3tsP/y18zLjTxK5aGQGctW54kH2oG6FPy/vPPfj+1z313GubBNfJQsLCo7sqOxyMWeL92CBjGykO8b4chXVZ1hk7IENOOb41H5vbuOY40sb+5Ed1QUEXddly23VBQT34/tzL2PQ1OYxbTt2Oa3Ne/A0q77XtHVOFqHsxHBW8cMqumM0tXEfFhFZNf1NfEWlafrBNE3/UZqmM/9fRZqmPwx8f+OpBPhNKw/uxO+n7OIA5RIdfyxN00czvO/bgX/e+P7bkiRZ3d/gIiIiIiIiIiIiQw+zh+XsWgt1cqfruitJvA1sUCewx4sTxhPO1X/nWU5i2vhtj938HIuOP03kTmYzVwnDnJyH2cOlxnwtfq1uUx+7mG23XbeqzyzjyI44DmVBQWEFZlYXdFRfF1aUhQnhmCM7qs+XiIiYeKQdfUR5/iwztmFEROywU3d7iNmc2D2ebbdN7OJ66YjX4tdWcm21eUzbjl1GtXkPPsuq7zVtnJOHHJ7qAFNdqx06Ky9+aH6WVd+HRURWSUtgyLi/Avynje+/FPgXLW3rTza+/vtpmv70LG9K09SSJPkGoOoU8RrwhcBPrTg+ERERERERERF5gR2HY/bDft12HcqEcJUAXkZzeYFq9m6zgODU6wl4PDk5scVTX7fI+ONjnzeDfdLY45oFEPOOf57qGFQt5LfZZj/sczvcZstvLTSmd573d9/PjeIGD7IH5C5nm+1yhrNlFNXDTmY8Dz/gmXHGblgw4KgTmc45MFY6do8eu9Eu+8U+OZsVe4cOd+O7K2+ffxHHtK3YpdTmPXgWq77XrPKcnLbsUNUdY9Elh2bVxn1YRGRVVAAhI9I0/WiSJL8C3B4+da+N7SRJ8j7gSxpP/Y153p+m6c8nSfIzwL87fOqrUQGEiIiIiIiIiIis0KOibFZaUIysOb+KGbVVAUHTeHHCpC4KDlcWEgxn/C86/lljdzl7vfhq7GYCblJxhcOdStLNMv55nHP06HFkRwQCBQUREY+Lx7ziX1lq7N1ol5f9yzzMHrIf9ssUn4sIVm4nWKB6jPPVw3kiopFCj12/y534DkBrY8cu5j2d92xs7G1p+5i2GfuLrs178Czautes4pysft5caigmvrD90+Z9WERkWSqAkEl+mZMCiL2WtvG7of4/ol9J0/SfLTDGD3JSAPG7VxGUiIiIiIiIiIgIQGEFbxdvA9Rt1zuus5LEkpmR22gRwbSODuOFCgC55XTO+NXurONPGzsmnvo5m2M3xzkr/ipB53Dnjj8r58oW75llZJYRuTLxdrtze+kOE7GLebX7KrfDbR4Xj3lcPAZXJh6rj1m3pR9+riqmpoiIvWiPvWhvZEZ0m2Nvcuxtanu/yOq1eQ+eR1v3mmXOSTPjyI5OYhwuT9PzvcU/6ALavA+LiCxDBRAyyXbj60+1tI3f2vh60c4N/7zx9WcnSfJqmqYfXyImERERERERERERAN4J79QzcQsKgDOLDuZRUIx0XoDpBRBNVRLMsDqmVY0/Pva0zzpp7LOMF0CcN/48OnTIyOrjhIOn4Sm3oltLjw2w5bd4xb/C7c5tnoanPA/PeR6ec2iHBHeyrEjF49lxO1zz17jmr3HT35yaBGxz7E2PvU2bHPuLps178LzavNcsck5GLiIjw+EY2ABgbZ1I2r4Pi4gsQgUQMiJJki5wv/HUJ1ra1Bc2vv7pBcf4MPAMuN4YUwUQIiIiIiIiIiKytINwAFAn3sbb3y+jams+a3FCcymJqpCgage/7PjTxp419nnin2X8eXjniaxcg76gwON5Hp6vPPHmnedWdKse18zoW79uQV+1pF+k9XybY2967G3a5NhfFG3eg+d1Efeaec7Jh/lDsiKrO2Nc9X0jIjKvK1UAkSRJD7hG2cHgCHiepml/vVFtnC8Gdhrf/9iqN5AkycvAexpPfWSRcdI0DUmS/CLw71RDLxubiIiIiIiIiIgIwGE4BChntAKRi1Y2djXmPJqFClAWIkRMjmne8U+NPZzFO0lho50nZulcMTG+FeWUvfMUdjLz+Hl4vpqBz+CcY8u1s/xBm2O3PX7bsbdpk2O/qtq8By/iou81Z52TL/q+ERE5z8YVQCRJ4oB/G/hNwK8D3j/88144/S/+JEkK4JcpOxn8EvBzwAeBD6dpuppS46vlP2t8/ZjFl6c4y/vGvn+wxFgPOCmAGB93IxRFgfOqIha5TEJx+q+HSc+JyPrpehXZHLpeRTaDrlWRkpnxPDzHsLpbgTM305IPs6hmNC8yXrOLgsePFiAYI8tjzDt+NXZBQQjh1Mx3s5P9sUzsBUW9tv2yvJWzngOhPG72nDzPNWtfLhX9/Tqftu/Bi7gs9xrtm/bpehVZnhXruyfBhhRAJElyA/g9wH8E/A7KLg/jpt1JO8Dd4Z8vAf748PnDJEl+Avhh4B+lafpklTFvoiRJPgf48sZTfy1N07yFTTULFQJlgcqimsUT95YYZ23e/OSbBK+/PEUuu09+8pPrDkFEZqTrVWRz6HoV2Qy6VuVFlPmM/vV+WUwQlcUERVGsZOkGc4b54S+Fq99o2vkFBYbVr59WPJBl2ULjTxo7K7JT3R0Mw6LRsWcuZBh7/SAMcLZ8cqyKqaBgUAxwOB6+/ZBO2IhffcsLTH+/TtfmPXhRl+Veo32zHrpeRebjg+fdvHtt27/Ud58kSb4E+M8pk/JVrIv8q3jSe64B/+HwT5Ekyf8FfG+apj++wPhXxXdwsp8PgO9paTvvanx9kKbpYImx9htfa1EpERERERERERFZmrnTSf1FlnpoW9VR4aLGnlREcRn3S3CabCSyyTblHryOe432jYjI+S5lAUSSJH8Q+LPA5w6fGr97G/Ax4GeBjwNvAA+BZ8Bz4BjYoixyuA7coewOcJ9yuYT7wzGrcTuURRZfniTJ68C3A/9Hmqbr7c9xgZIk+VLgKxpP/fk0TfenvX5JO42vj5Ycq/n+namvEhERERERERERmVGd6G8hp7To2I7ZWpwvMv6sY6+Eo+5IsYqk3cgYjbFFZHO1eQ9e1GW512jfiIic71IVQCRJ8hXA/wB8YPhU8xb+UeCfAP8U+H/TNH22xHY+A/iNwO8e/nm1sa37wN8CvilJkm9N0/TvL7qdTZEkycvA32g89YvA/9ziJpuFCsdLjqUCCBERERERERERWak6mdNC/mZk7DkSWLMmkxYZ/0ITVXXubjXZu5HYVzy2iKxHm/fgRV2We432jYjI+S5FAUSSJPeB7wX+veFT1Z3xdeAHgB9I0/SXVrW9NE0/BfzY8M/XJ0nyucBXA38QeO/wZZ8D/N0kSf408DVpmv7iqrZ/CX0vcHf4dQ589ZLLUpyn1/h62e30G19vLTnWWnzWZ38WLtY/BkQuk1CEU+u6ffZnfzY+8muKSESm0fUqsjl0vYpsBl2rIqVjO2Y/K5uj5pYD0PEdnFv+dziG1WNWSaNZxx1/vStG3xfHMeYWG3/8tbGP8W702g8WKChGXo+bLdF1avwoXkmCzMzIKT9vN+oC8J7Peg891zvrbSIXSn+/zqfNe/CiLsu9RvumfbpeRZZnmRFeX99SOGstgEiSxAPfDHwTZVLcAQXww8BfTdP0py8ijjRNfwH4b5Mk+SbgdwJfD/wHw3i+GPhwkiR/Efi2NE2Li4jpoiRJ8keAP9x46pvTNP1gy5tt7sPukmM1/wbNlxxrLaIowkUqgBC57HzkiaJo3WGIyAx0vYpsDl2vIptB16q8iHZshyiPCAS8eQIBc3aqIGARzlx7S0448Pilx3c4vPOnEmoej7PlY3c4PH4lLdwDAWwYmyvH3Y6215oMFJmF/n6drs178KIuy71G+2Y9dL2KzMeClfeGNVlbAUSSJO8D/g7w6yn/qXtMuQzDX03T9ME6YkrT1Bh2hkiSJAG+EfijlEn2bwW+NEmSr0rT9I11xLdqSZL8WuD7Gk/9n8BfvoBNN7s+bC85VvP9bXatEBERERERERGRF4Rzjh23w4Ed4CkTTIFAxAqSHw68eQqKulDBsJm7IVSvq/7b/OVysIB3Hs9i41ev8XgwRjpJNLdbfT9rIUTd/aE5/oryYlVHCk+Z/Ntx5Sq5x+G4Pm5++Oi53pVKyIlUzIy+9a/MOd/qPXhBk+4169i32jciIudbSwFEkiS/nzLxfp0yaf03gb+Qpuknz3zjBUrTNAX+ZJIk3w78OeAPAb8B+FCSJH8iTdN/sM74lpUkybsoO21UBQQfo1z64iJWjnrW+HqVBRDPpr5KRERERERERERkDjt+h4PioJxVa1BYQezilYztnaew+RrNVkUEzYKGEI3OrCso6g4N1WORsQOBjGzm9867lMUqZyoHO9kHAxtwYAf8XP/nJs469Hh23A47foeX/Evc9DfXOmtaZFHBAk/DUw7CAYfhkEM7vHLnfJv34EVU95pq/13z19YWi/aNiMjZ1tUB4geACPiHwDeuq+PDLIbdHv6TJEm+E/guyiUyfhDY2AKIJEm2KIsf7g6fegZ8WZqmn7qgEJ42vn4pSZJumqaLdm+4NWVcERERERERERGRhb3kX+JR8aieVVtQ1B0WllXNkp2lQ8M8hQzN1zffM96BoWkV7YkDATd8TIupuf3q8y8rDzk5OcZw/XkrE3AdOpidFHXU3TJc4MAOOCgO6mO7F+2xF+2x5bdWEpNIm47DMY+KR7xdvF3Puq9ctXO+zXvwvIKFen9X8awzya99IyJytnUVQHwE+IY0Tf/vNW1/bmma/gLlEhhfxsUsE9GKJEkc8L8Dv2X4VAF8VZqmH73AMH618bUDXgE+vuBYdxtf/+rUV4mIiIiIiIiIiMzhhr9RJnMcRBZRUJCT06W79NgR0amlJMaLIM4rfDDs1DISZxU6NLfR3OaqVOONFzeMx+RwS7dqNzMGNiAjO7XfcsvJLJs8G96GCwM4Xx/bN4s3ebN4k12/y534zlpnUYtMk1nGw+wh+2G/fq5KPAcL9TII4zb5nG/zHjyvnHI5oIio3pc3/c0Lj6OifSMicra1FECkafr569juKqRp+iPAj6w7jiX8JeD3Nr7/2jRNf/SCYxjv+HGX1RRAvLHgGCIiIiIiIiIiIiMiF/Gu6F28VbxF7GIKK8gtJyZeem1z5xwdOmSWTSyAWLY44bzCiVUWPowb7wYxXgDRcZ2l9l9uOQMbEAgTlwUZnxVf7d8qtkCg+viRRcQuJiJiP+zzrP+Mu/FddqPdheMTWbX9Yp8H2YO6y0lBQWbZqXO9clXO+TbvwfMwM3Irk/xVschetLfWpUS0b0REzrauDhCyBkmSfB3wjY2n/nKapn99DaH8MvBp4OXh9x8AfnLeQZIkiYDPaTz1C8uHJiIiIiIiIiIiUnp39G7eKt4qZ7biCQT61qdHb+kkU4cOGdnIc7MuR1EXF9jY0hmNL9sscjjPWUUWnQV/JV11faiWvJg0fkREx3UYznkfOUZmVieDCyuoH1bg8fTokbucj2cf553iHe7F95TEk7UKFvhE9om660Ow8v7TvE9EREQuurLnfJv34FmYGX3r191tqu41e9Fe69s+j/aNiMh0l+tvM2lNkiRfAXxX46kfAv6bdcSSpqkBH2o89YULDvVrOSmiAPjwwkGJiIiIiIiIiIiM2fJb7PpdcNBzPYA6ibgs73xdDDC+bMRZ3Nhj2s/mGbNtVSwdOgslWKtEW9Vqfbz4weGIidn22+XsdhedSgA654hcOft9y2+x7crXOhyBwJEdkVkGBk/CEz6WfYzClj/OIosorOBj2cfK4geDgQ04sqO6w0rsYrbdNlt+60qf823eg2fR3FbP9cDBrt9ly29dyPbPon0jIjLd5flXsLQmSZLfDPwgJ8f7p4E/OixEWJefanz9RQuO0XzfMfAzi4cjIiIiIiIiIiJy2p34Tp24r1p8D2ywkkRh13VH2tXPYrzo4SyXqQjC4ei6+denr4ofqkTbeJeMauZ7lQCclXeeruuy7bbrmcsDG3Bsx5gZz8IzXs9eJ9hsXTlEViVY4PXsdZ6FZ5gZx3ZcFipQdnzYdtt0XXfuYqJNPefbvAefpbCCgQ0A6v3docOd+E6r252H9o2IyGSX51/A0ookSRLgR4Cq7C4FvjxN0/76ogLgnza+fk+SJL99gTH+cOPrn0zTdLBkTCIiIiIiIiIiIiNiF3M3vgtAly4REcYwKb9kksm5sihg1gKIeYoflnnPqgVCWeyxQFv2gQ3OLH4AFh4bymPQcz16rofDUVCMJITfyN5YaFyRRb2RvTFS/FBQ4Gicp0sub7Bp53yb9+BpCivq5R0iImLK4oK78d260OAy0L4REZlMBRBXWJIknwn8E+DW8Km3gN+Vpun++qKq/Qvg3zS+/5p53pwkyRcAX9B46u+tIigREREREREREZFxu9Eut/ytutW4x9dJptxyzJZrtDpLkcKkJS82yXjxwixyy8nJMWxq8UOHDh3XWSo25xwd16kTwoFA3/r10gD7xWX4daq8CPaLfZ6EJ2DQt3695EXP9ei4ztLFD5VNO+fbvgdXzIzc8jrBX3eXcXDL32I32l3JdlZJ+0ZE5LTl/mV4iSRJ8rnAPWAXhv2blvMraZr+xArGWYskSa4B/xh43/Cp58DvSdP0E+uL6kSapiFJku8FvmP41FcmSfJFaZr+1FnvA0iSxAHf1XjqbeCHWghTREREREREREQEgHvxPbIs41l4xhZb9bIMfesTEdFj/pnZZsbABucug7FM8cM8y2u0qW/9ulX7LKp9Y8NHU1X8EBEttKzGNJErj2N1bDMyYmIeZA942b+s2c3SqswyHmQPABgwGOn8ELlVpDxO26Rzvo17cNP4cjsRUd1x47q/zr343oo+yepp34iIjNroAogkST4b+K8ol0J494qHzzhZNmKjJEnSAf4+Jx0SCuD3p2n6s+uLaqLvBr4B+EzAAd+fJMlvSdP00Tnv+2bgixrf/4U0TY9bilFERERERERERATvPPfj+7yevV4nmTKyeomGIzsquxHMkeSfluAfV/183iKIRboutOnIjrjmrs302mr2e3PfNAtBmgm4VYpcRJcufeszsAEREbnLeZg95NXuqyvdlkjTw+whOTnBApllQLm8S1vFD5VNOefbuAcDBAvk5GW3hOH9puu65dIODq7769yP78815kXTvhERGbWxd6UkSf4A8FHKAogqgc7wv6v4c3lKG+f3PcDvanz/Z9I0/cfrCmaaNE0PgD/TeOo+8MEkSX7dpNcnSXItSZLvAv584+mfpSykEBERERERERERaVXkIl6LX6vbjccuZttt1y3HM8s4siOOw3GZeLICM6tbkFdfF1bQD30yslNJ/qZmwUO1DIQ1HtNMWjLiMggE+qF/5n4Z2ICjcERGduozVvujQ6eV4odKNHwA9bIA+2Gf46A5WNKO43DMftivl76A0fOwbZtyzq/yHjywAcfhmCM7IrOsXtZh222XnS+GSzu8Fr/WehHKKmjfiIic2MgOEEmS/DHgf6MsVGj+KzgA7wAHK9jMv1nBGBcuSZJ3A3+q8VQOfG2SJF+74JAGfEuapj98zna/DPhfgO3h6//XWQZP0/QfJknyHcA3DZ96H/AvkyT5ceCfAQ+BzwD+LeCrKJc4qfwq8JVpmmazfxwREREREREREZHFeed5f/f93Chu8CB7QO5yttku28dbRlE9rGwnXxurV5hUxDBpqYvq+4mFD2P5/8uy3MVZBgzILT95YkLIkz6Hx+NwdF2Xjmv319rOOXr0OLIjAoGCgoiIx8VjXvGvtLpteTE9KsqmyAUFgVAvfdFWkc+4TTrnV3UPboqIiF1cFoG4ssjqbnyX3Wh3+psuIe0bEZHSxhVAJEnyAeD7ht8a5VIV3wf8HeDn0zQdrCu2S2J77PsO8GuWHPPXAlMLIJIkuQH8IPDS8Km/niTJ/5OmaTrL4Gma/tkkST4FfBsn5+S/P/wzzb8GvjxN0wezbENERERERERERGSVdqNdXvYv8zB7yH7YL+dPu4hgZfIwWKB6jHM4DKv/Wz3ncHTo0HVdoFwiIycf+Xn1+rOKHZqvu0jNGM/avsdP3C9++MjJR8Zp7peLTAh36JBZRmYZkSuTwbc7t9XuXVaqsIK3i7cB6qUvOq5zbQmz7QAAIABJREFUYed6ZdPO+WXuwdW9xjtPRDTy+Xb9LnfiO2Wngw2lfSMiL7qNK4AA/iJl3Aa8DfyONE3/1XpDulSeAc+B2RbTm82vnvPz1zgpfoByaZXPA2YqgABI0/Q7kyT5UeBbgS9n+hIkb1B2mvhudX4QEREREREREZF1il3Mq91XuR1u87h4zOPiMbgygVR1Z6jbiw8T+VDO8q7a3FeFAjExsYtHkk091yO2eGQN9moMh6vHrvrkVgnTiy5+GO9ccV4hhHeeLbaA0f3inCO3vO4QUf1siy06/uJ/ld2hQ0ZWJwxx8DQ85VZ068JjkavrnfBOfY4VFEB57q3Dpp3zi96Dx4tLIiL2oj32oj22/NaFfoa2aN+IyItsowogkiS5BfwuThry/AkVP4xK0/Qpo8UIF+FjlMuOVNstgLmPS5qm/xr4vUmSvAz8ZsrCis+gXMbjk8CHdLxFREREREREROSy2fJbvOJf4XbnNk/DU56H5zwPzzm0Q4IrZ9g2CwTMjIioLhCIiOj53sSxvfN06RIT1+3xm4nScsCTLy+i+8N4scNZr3O4U7OMgwWcPynkqHg8HToEV35Gw+jQWUvxA5T7PrKobhvv8TwPzy9tMlg200EoV/SurunxWfcXaVPP+XnvwR7Pjtvhmr/GNX+Nm/7mpexysQraNyLyItqoAgjgtwER5T/pH6Rp+o/WHI8AaZq+kyTJHwL+GrAFfEuapr+4xHifBn5s+EdERERERERERGQjeOe5Fd2qk4VmRt/6davxqrX4L2W/xHN7Tj+UP+u4839NW7WnL78pxx6EcjXgavZuHMV4PAd2sPxnoZ2EV1Xk8Hndzzu1X3qux0cHH+XADuhbH4cjclErccwcr/MUdjIb/nl4vtZ45Oo5DIdAWRgE6Jxfwqz34J7rXfgSI+umfSMiL5JNK4C43fj6g2uLQk5J0/RHgB9ZdxwiIiIiIiIiIiKXhXOOLTfaMtzMOLIjgLozwqLFBs5GuyictezEvJot0Zc13pUiI6NLF+9HP7eZcWjDZPCS+2ZVIiIysjqeQzvEzJQglJXQOd+uSfdgKWnfiMhVtml9a7YbX++vLQoRERERERERERGRBVQzbs2slYTn+HITl5FhfNo+fer5tvfNIqrtN+PqW3+tMcnVoXNeRERk9TatAOJJ4+u9tUUhIiIiIiIiIiIisoBJBQqrnFm9iu4PFyG3/NRzbe+bVdmEIhPZDDrnRUREVm/TCiA+3Pj689cWhYiIiIiIiIiIiMgCqkRiVaiwqmUmKpexAKL5Gav4CopTr2t73yyimYyu4lIyWFZF57yIiMjqbVoBxL8EHgEOeC1Jki9cczwiIiIiIiIiIiIiM6vay1eJzlUXLFyGBOq45mes4ouITr2u7X2zCLPTsa97iQK5OnTOi4iIrN5G/a2VpmkB/M3GU389SZLeuuIRERERERERERERmcekRGIz4bisy1gAMUnHdU491/a+WRUlg2VVdM6LiIis3ib+rfWdwC8Pv/4A8MNJkuysMR4RERERERERERGRmfRcD4/HOVcnFVfZXn4TEpUOx8vu5VPPt71vFlFtvxlXz2lOnqyGznkREZHVu/z/Gh6TpukB8B8DB8OnfifwL5Mk+Z3ri0pERERERERERETkfM45dlw5n6uNhKdzbiVdIFbZSWK8rX/XdfH+9K+m2943iygogJN4dtwOzm1Glw25/HTOi4iIrN7pPmMbIE3Tn0mS5IuBvwe8BiTAP0mS5KPA3wU+CHwE2E/T9Gh9kYqIiIiIiIiIiMhlFULg0/ZpBiHn6duem+8KdH2Hl93LExP0i46fW05BQUREx3XYdtsc2AHeeTAorCB28Qo+Ucnj6yTmIhzuVNHC+M8XHReoE76T7PgdDor29s28gg1nw7vyfLjmr7W7vSnnzKrOSTOjb33C8OGHj57rXfok96bHnvkMc4ZhOBzHdsyO7bzw5/wmH1cREbmcNrIAAiBN0w8lSfJ5wNcA3wLcAj4X+HPN1yVJsugmHqZp+r5lYhQREREREREREZHLIw85v1z8Mu8U73BkRwxsQDAjGzis53jjwIi7hneOruuy7ba5Ed3gvdF76fjzf5U6afxphQSG4fEYRkFBsFAnHJcVuYjCFi+AOKv4ofp5swjirIKISWN9RvQZU1//kn+JR8UjIiKAle+beQQLdSFJFc+qk8GznjOOxc7JYIGn4SkH4YDDcMihHU7sMODx7LgyGf+Sf4mb/uZa9nnTVYr9eXhO/3p/5DX72T5RHhERMbBBfR1d9XN+k4+riIhsho0tgEiSZAf4BuBPArsw8q/CVZQF3lnBGCIiIiIiIiIiIrJmnyo+xYPsAe+Ed04l2oq8/FWic1Z/7+JyRnLf+rwT3uFh9pAb/gZ347sTk/dnjV9pFg3Y8FElGg3jyI7YYovIRUt/3i5dBgyWHucs05L0Z73O4fB43hu9d+q4N/yNMvHqILKIgoKcnC7d1QQ+h5wcKBPB3nkiIm76mysZe5FzZp5z8jgc86h4xNvF26e6gZjZqfGDCxzYAQfFQV2AshftsRftseW3VvKZZ3UVY6+ueaDMXgy/DAQKK8gtH3lNZhk917vQ2KHdc36Tj6uIiGyWjSyASJLkFeBHgQ80nl51L6R8xeOJiIiIiIiIiIjIBToMh3yk/xEO7KB+rkowGgYGrgPjJQfBAHeS0A8E9sM++/19XnIv8YHeB9jxO+ePP+aszgqBwKEd4s2z7baXmunsnKNjnTqZ2bbmZ3bDR/N5ONmXN/yNMzsXRC7iXdG7eKt4i9jFdXI4Jr7QdvhmRm7l/quWI9iL9paegb7sOXPeOZlZxsPsIfthv35PNas/WKiXGRjnbbjwwDDpjYM3izd5s3iTXb/LnfhO68syXPXYi2g06Z9bXsfeXHbGMAYMsGAXugxEW+f8Jh9XERHZTBtXAJEkSRf4EeDXNJ7OgZ8EfgZ4EziY8NZ5/eoKxhAREREREREREZE1eJA94EH2oE6sjczAHppWjjCsf5iY2D+wA372+Ge57q/zLDw7c/xFBALP7Tk9enTd4l0Puq5bJzMvUnMfTCqAuBvfPXeMd0fv5q3irXIWOp5AoG99elxMMtis7LZQLVNSLQWwF+0tNe4s5+S5sZ1xTu5FexzbcVn4YuVSCpllp2bbV5pJ9zoJPQwnsojYxURE7Id9nvWfcTe+y260u+CnP9t+sc+D7MELEXtTFfukcyEjo7CCHj06rt1UTlvn/CYfVxER2VwbVwABfD3w+Zz8f8g/BL42TdM31xqViIiIiIiIiIiIrF0ecj7U/1A9w35qktmgyDwWwMLJDGfnA85DJw4jPWercRyOnHxkNvM0VdK/uTTEWbP9m/rWJ7ecbbe9UNI/chHe/NTlFdo0rWvBS+6lics1jNvyW+z6XfbDPj16HNkRxfDRuYBfaVfbAsplCBzs+t2F2+7PfE4y3znTPCcLCj5ZfBKPp0ePjGzk2EdE5TkxfDTPKTOrk82FFfXnL6yox8tdzsezj/NO8Q734ntLdwWoBAt8IvtEfT0FK4tdrlrszhxFUYwc147vYM7q2DOyU9uolj4prKDruq0VAK36nN/k4yoiIptvowogkiRxwNc1nvqhNE3/wLriERERERERERERkctjEAb8fP/nObIjgInJ/2rWfJ45LLjTbSCsLIoImaPTtVPJ6vMKF5pLQEz7efXf8zoAFBQc2iE77CyU+Nx22zy353O/b9UcDo/nA70PnP/ioTvxHZ71n5G7cvmLzDIGNsDhiNz4oiWrU1jBwAZA2UXDO0+HDnfiOwuNN885Oc14UcRZ52QgcES5rYiIjuvQoXNmctg5VyajKWfYBwvk5OSWl+PZEV26xMQ8CU/Isoz78f2lj0NhBa9nr/MsPAODAQMyy+rPepViN+zUsXfO1cs7xC4mDjFHHE08tjk5ZtZKF5RVn/ObfFxFRORq2LSSuC8Abg+/zii7QYiIiIiIiIiIiMgLLg/5mYnmKgnvcFiAIgyTyWP1B9X3RShf13zfeWZ9XTOm814fCBzaITYe6Ay88+Vs7jUzjLvxXXb8zszviV1cL5fRpUtENDIbvg2FFfUyABERMTFQLtsRu3ju8eY5J+cx6/uqZVTmnRnvnafrumy77XophIENOLZjzIxn4RmvZ68TbPHuIsFCnSQ3M47tuE6SR0Rsu+0XLvbIR2y5LfxY2qYqeCkYnp8L3AumWfU5v8nHVUREro5NK4D4/OF/DfhgmqZvrTMYERERERERERERuRw+3P/wmYnmZrK4yIdfN/KII5Oqbex1nN/5YVGzJL+rGc+L6Lru3An2VevSrYsZ5rEb7XLL3wJXtuX3+LoIIrd8ZYlgMyO3vE4Ee3y9DMAtf4vdaHehcec5J9twzPFS73fO0XM9eq5XL7PRTDi/kb2x8NhvZG+MJMkLyuUh6u0t2eVgU2OvuyOMFbhURRA5ed2tYRltnfObfFxFROTq2LQCiHc1vn59bVGIiIiIiIiIiIjIpfEge8Cn7dPAaKJ50kz5id0fXOMPp7tAzFr8MGl5g1nMkggvKBZKfOaWr7UAwuOJXcx+sb/Q++/F97jur+OcY8ttjXSCWMVseLPGWMNZ8FtuC+cc1/117sX3Fhp3nnNyobjPWT6l2m4/9JfajnPlkgVVwjkQ6FsfDJ6EJwsd1/1inyfhCRj0rU8g1EnyjuusbImHTY2968qOJ+NFMtUxz8jILV94/LbO+U0+riIicrVsWgFE8190y/3LTURERERERERERDbeYTjkQfYAOJ1onpRkPqv7w8QuEMV83R8W6RQxazeAvvXnavFehHJ29KKFGasQE+Oc40H2oG6FPw/vPPfj+yNFEF3XBcqikCM7YmCDuVvfBwsMbMCRHVFQLqnRdd2RRPD9+P7crfph/nNyEbOeZwMGhLD88Y9cNDLrPqM8lvMe18yyet8MGPz/7N17mBzXeef376mqvs0FgxkCJAiQoEyRKupCSQxp2ZIoyvLajkJbMnc3TyxvVlo79pPIdtaOo0R7s/NkfUmyT2yvnGjtjR/f1oovWmfXWq0jy4ok2zR1NSmJtASzCF5BgiSAwQzm1tOXqjr543RN91wx3dO3Gvw+ePrp7uqqU2+fqp4Z9HnrPZsqBPjGP3CchyH2rMrBTkkQ4I59zdZI0u6mghnkOZ/n4yoiIodP3hIgLnU8vn5kUYiIiIiIiIiIiMhYOFM/Q0q6bUB4p4HmXas/bN5w8+teSjc5Db1OlbHfwfE1u0bDNkhssqkKgMVirSWxrlJELa1RpTqwqTuuxmv9a9IktSkxMeea53pqyzc+txdu35gOo2AKVExlY0qMpm2ybteppbV231i7UR0ie9zZN+t2naZtbpT/r5gKBVPYmALg9sLtPQ/cdnNO9qLbY7pOb9OnbOUbfyP5JEs66fa4nmueIyYmtenGIHXRFAc2SJ7JW+xZEkRAsGsSxDrjc87n+biKiMjhE4w6gC492vH4W0cWhYiIiIiIiIiIiIzcUrLEql0FNg8K7zbQvFf1h87nWfKDMRbjudW7Gbq22J4Gu7OBzqtNb5ANMFp/8zox8cZ72217Dw8ff+Nq6UEomRIFCtRtnYSEuq1TocJCusCp9BRlr9x1m57xuLV4K0eTozzXfI7YxFSouCu/bZMk+2eTze9tj1wBH5+CKeDjg4GAgFsKtzDnz/Xwrp1uz8ledJsAkZISpzGBd/DhAL/1r5fjWktrLKQLG1MkdLY3DHmLfaMShPXd4H5HUk32c2Iczvk8H1cRETmcclUBIoqirwAv4v6/cTIMw7ePOCQREREREREREREZkazk+taB5p6rP7B5ued3TB0whCoQ7d3vXQ0iu4J7Jx4eAQE+Ph7epnYKFJgwE5S9MpNmctc2euXhMWkmKZrixuCtwZCSbpTcv5Rcukore5vz53hd6XXMeXNg3BXgZa9MxVQomiIBwVX7pmiKVEyFsld2V6gbmPNa7R5gIBi6Oyd70eu51aDRl/0f5LheTC4CbuqSlHRjigSzNQtpQPIae2ACKqZC0HE9q8FsVFkZ9Tmf5+MqIiKHU94qQAD8S+B/bz3+xTAM3xJFUX/+ehMREREREREREZFcaKZNrqRXgP5Vf+hcbgHTUWFhWFUgNmLYoxqExVIyJZpJM1sZLBR9l3hgrWXdrm9qq0CBklfaWOYZl6yQlciPiXuONRtg3Vru3hhDQEDTNmnaJr7xuZRc4lRwCs/0nnxRMAVeWXwlp9JTXEouuYFO4wZ721OYtKcGyY7D1gFZH5/j/nGO+8f7cqV4t+dkL3pNgEhISNMUzzt40ksvxzWxCfPJPNCuYBKYYGiD5Jm8xm6MoWzKmNTQpLlxXlvsRsLRKM75cegbGNzPGhERyae8JkB8N/BtwF3AR8Mw/HtRFPVnIjMREREREREREREZe+eT85tKwsPuA81dVX9o8YN0+8IusiAOmgCRydrYOvAd27jdfsdLHh6+cVNcGAwN664dK5jCju37xqdiKlhradAgscm2ft0ppmw/RYp7DnYGBDRxU1SkNgUDi+ki1/nX7eft76nslbnZu5lTwSkW00XW0jXW0jWqtkpq0o1YMx4eE2aCSW+SSW+SWW+2r4Oj3ZyTvThoZZEmTUqUrr7iPnR7XK+kVzbWza7QD0Y0PJHn2AumQGxjLJYCBTBQNEUX3wjO+XHqm0H+rBERkXzJXQJEFEVpGIbvAT4NvA54N/CVMAz/SRRFHxttdCIiIiIiIiIiIjIMV5Ir25b1o/rDxuve9sHmbqtA9Et2pXf22GCYYIKZ5RlSk24kW5w8cZKKX+FcfI5m0ty4ItvHv+qgpzHGDY53VFDIBvOz9rPEh26u7vaMh299ktY/D4+1dK2vg5Ke8bjOv26jTWstdVsnbf3LpgoYdFn+bs7JUcgGqPuh2+O6mq5uimE/5+SgHJbYjTEUTIE5f46bg5tHcs6Pa98M6meNiIjkQ+4SIMIwPAXcAPwY8MvAG4EQ+HdhGM4DnwOeA67Q1cx82zwfRdFvHTBcERERERERERERGYBsioerXRXfS/UHAGN2aXdUWRAbu3fJCDVqXJduHtjLBjuraRXAXQUN26am2A9jDD7db7cTz3iuskTrquy1dK0v7e4mmy5g2PZ7To5Kyg5VTQ6gm+Paj3Oynw5b7KM65/PQNyIicu3JXQIE8Dgw0fG8878tx4Hv7dN+LKAECBERERERERERkTGTpunG1A6ZflZ/ALtrkkM3+Q/9mgYDNleBAGjQ2LjSe9M+raVqW4OSrQHvresMm4+bkiOLp2qrWGsHemX6sHVzTvbqoIkVFkuapnhef86H/R7XPJ+TeY590NQ3IiIyrkb726g3k617w+b/a1g2J0P04yYiIiIiIiIiIiJjZsWu7GswuPfqD1dr+OptDJrF0gga25ZnZfCzKSxg9IOS2f4746rb+khj6rf9npOj1s8qEPs9rnk+J/Mc+6Cpb0REZFzlsQLEC8AJ3BQXg6xf9NwA2xYREREREREREZEexTbetmynq+17q/4A7Db9Be3mxuHqqcQk25btNMA9jlc/93s6hlHb7zl52O10XPN8TuY59lHsU30jIiLjIHcJEFEUnR51DCIiIiIiIiIiIjI6CW7gf68r7nut/rBvQ86C6JwCI5taw+6QqJEN9mXrjsMgvDFmIwkli/2wDUru55wcB/2Mb7/HNc/nZJ5jHzT1jYiIjKs8ToEhIiIiIiIiIiIi1zAfH9h7wK3n6g/7NOxh7s6B6+x9G7v9DWUl4LN1xmFA3trtsY+6VH6/7eecHAf9jG+/xzXP52SeYx809Y2IiIwr/eQXERERERERERGRXAnM9sK2nYNvB67+sENiwc7rddHmAPjW37Zsp8G+zkHBcXHYBiWvdk5eK/ZKIuiUl3Myz7GPYp/qGxERGQf6yS8iIiIiIiIiIiK5Mm2mB1r9Yb9jeKMc6jMYinFx2/KSKeHhYYzZGPgbdQn4bP+dcZVMaaQx9dvVzslx0c/B4P0e1zyfk3mOfdDUNyIiMq6UACEiIiIiIiIiIiK54nkeRbN58D+72v7A1R+yDfab3bDHen2dbmDLjooUdxzMNsYwYSYAxmZQMiEB2vFMmAlMP+cjGQN7nZP9ctDzyWDwvP4NCez3uOb5nMxz7IOmvhERkXGlBAgREREREREREZFDzFpLLa1RTauspqtU0yq1tDaWpcq7UTEVYPug8EGrP2TsPqfBGHYvZu83e/9pChdfLJN2jDtOeK1BSeO+/k1sMtwgt0ht66rsVjyT3uQowxmY3c7JcdHvqQC6Oa55PifzHPugqW9ERGQcbZ+YbMyFYfgrwPcCF4EfjKLoa31s+w3AvwGuA74RRdE7+9W2iIiIiIiIiIjIMKQ2ZTFd3Eh2qNrqjlflenhMmAkmvAmmvClmvdmNQaM8OOof5Up6ZdOyNLUkqXsPvVd/cGxqMF4Xc2EMcMx7p0oCR7wjLC0U+T9/6k7mXy5z7ESN/+U3L3HsBpjypriYXMTHB9xV0alNR3J8U5tuXJWdxXNYByV3OictdmwSIrL+74duj2uez8k8xz5o6hsRERlHuUqACMPQA34QKAEnoI9/sTk14PWtxyfDMLw+iqKLfd6HyCYXX7qI3e9/pkVkKNIkZf7l+U3LAgI8Pz9fBIpcK/R5FckPfV5F8kGf1Xyrp3UuJ5dZTBc3BoEyWbWHzsFYYwyXubyxjo/PnDfHnD9HyRv/OdODNGC5vkxKupEgkKaGpOmBbSdA9D4OZwmK+y/nvrXKxKCmvzC4ee2DIOCjv1rm4nl3DC+eh1//F01+4L+/TGpTlhvLJCTU0zoJCWtmjYIp9C2m/WraJk3bxMen4TXcfbHBy+bloccyaDudkzDYqVC6UaFC1av2JY5uj2uez8l+xG6tJW7Gm5YFhaDr6RnG7fOU5+Mqshv9PSxycCY1zDI7sv3nKgECuB2X/ABQBb7az8ajKIrCMJwHjrUW3YqrNCEyMD/5d36ShYWFUYchIiIiIiIiIiI59+cfczcRERERkVGZm5vjt3/7t0e2/7ylK722dW+BR6Io2n8K9v59vePxNw2gfREREREREREREREREREREemzvCVAnOh4/NyA9vFCx+Nju64lIiIiIiIiIiIiIiIiIiIiYyNvCRBHOh6vDGgfne1ODGgfIiIiIiIiIiIiIiIiIiIi0kd5S4AodDweVOzJLvsTERERERERERERERERERGRMZW3BIhax+PrB7SP4x2Pk13XEhERERERERERERERERERkbGRtwSI+Y7Hpwa0j852lwe0DxEREREREREREREREREREemjvCVAPNG6N8B/EobhkX423mrvTR2Lnu5n+yIiIiIiIiIiIiIiIiIiIjIYwagD6NIjQAMo4GK/H/iDPrb/d4Hilv2JDNQP//B/pF73Rx2GiHRIkpiXXrqwadmNN96A7+ft16bI4afPq0h+6PMqkg/6rI6v5qseJj32IvgJtrLiFtYnMM3i3hv2gS00oFQFwKxPQ+LjzZ+k8MQ9A9/3XhYW4Pd/H6yFxUWIY5iYgCNzTd75s5/i2G2XXcyexQ9Sd0lVi7VgU+Puk+wFA1j3yLcY47Y1HdthIYkNnm8xHtgU0sTgB3Zb+waDsYDd3j6mtb6x299Y6m1sY5avo/Cl78KzhR3er6VUiqlU2m00GgWqVUMQwOwsGAPf//0wN5eFnxDf/ijp8RfcAj/BlqrgdcwEnBQg9sEGkLhYDAaLdfH6KZgYggT8ZkfcPqY+AYn7nsu7dBPB2Tdg0PdeqWnS/JZPYY+4cxJjwUu3r2iNO0V6OWdM6/gkPqxPQWk9F8c1z+dkd7H7NGtp69i641oo+uDbQ/l5yvNxFdHfwyIHVyolwOWR7T9Xn9YoimphGH4K+B7cX37/LAzDj0ZRtMNffd0Jw3AS+J/Z+IuSr0VRdPGg7YpczZEjJ2kO4csKEdm/JIlZXd1cJOno0VP6I1dkDOnzKpIf+ryK5IM+q+MprSzTuLMGzGEnl8A/Cs0irE9iOkfdB8RiobIKhSYkPmZtBm6sUVw5irc+PfD97+bP/9zdNxruBrC6Cmtr8Fs/8H7u+9GHecd/+zBByQ24eUGK56eYHmriukQHjzR2G8d1n2cfPsEr7nl5z/a7OjqpB7a1ceITPH6PSzKZ2fn9GmMplRqbmpiYKLK2ZjbWKZXgscfggQc6Vrr0ChJzjviOh7GFulsWNLHFGgRNdmRN680YXFHhjp8JcQHTKENccO+5WSJ4/B78S6fhaDcdcMg9/n6ar3qY+I6HwW8NApt050SI/dpyzngv3AZTy9jpnB3XPJ+TXcSeWtsefQA8L/sJcUg/T3k+rnJN09/DIgdXKDRQAkR3/hUuAQLgNcCPA7/ch3Y/BNzcemyBX+tDmyIiIiIiIiIiIgeS3vSkexA03cCpNVCbGEryA7hKBrY2CcGS23/QhLhAetOTeGfvGkoMW62vw5kz7vHKyubXbGuA8S/+1T089vHb+f5f+SQnXztPGrsEBuPZVqJCq7rDTt1o21Ui0sTDpu2VXvzGMX7/R9/J4vMzzN68tHP7QYoxdu9kC4vbeeptCsJcOUbxS+/Eq85sLJuf3/5+JybA29K+57nla2tuvVLJbXfvvXDsWHs9/+JpvMXricNHSG445wYW44IbjA8aWD92xzq7Wruz6kDqu0SYJIC42Iq/1e6F0wTR3ZhmeY83fu0qPHEP/gu30/iWT2KPzrvkhcQDsooQdu+smX2cM7ZQy+VxzfM5ue/Yibcf30P+ecrzcRURkfzKXQJEFEV/GobhZ4Bvx/258AthGD4VRdEf99pmGIb/Avgh2vmXEfDrBw5WRERERERERETkAKwXk5x8xj0u1tzCRgljeyhjcADGethmCYo1bLGGiQskJ5/Gf+pOTDr8rxgbjXaiw+zsHivWZvjD/+r7OPG6l/iWH36Y0/ecxy8mpPEQ73sqAAAgAElEQVSWUumdg252+wh02vQ591c38aXfuJuXv34jAXD8+B7tN137JqA1hUZnAdsdRrhTH+/iTQSP342/eOO2lx96yL3fet1N9WEMTE66x1tNTkK16l6r110SxEMPbakCAZhmmcLX34r/1OtJb3qS5OTT2KABjXI7wmxahc6+2dI/Ji7in78V7/xtI60IkhdedYbyn30fyexLxK9+mPT4eTf4m24t39/bOZPn43q4Y7ckzcam2P2giKtyMNrYBy3Px1VERPIpdwkQLR8AvgiUAB/492EY/gzw891MhxGG4Y3AbwLfhfuLMptU7b+LoijZa1sREREREREREZFBS4+fdwNFXtouGd4sjSaYhkuAIGiCl2KDBunx8/gXbhl6KDMzcNdd8NWvgr+Pad8v/c2N/PEH3kVxos4b3vMYJ9/wInO3XGHi2Bqeb7cNtKWJoTo/ycJzR3nx0ZM8+gevp1F1/b7T/nZq/0R4hcJ1a7S/duxgDaY2iVk5inf5JP6Tr8eLdz6u+63+kNlvFYiN9den8c7ehf/UnaTHz5POzGOPLGCnF7Fesn0QMvUxK7OY5Tm8pWN4l06NJAkm7/zFG/E//y7SoE5y22Ok172Inb6CLa+1BoJ7P2cg38f1MMaeTi2CbW6J3YxV7IOW5+MqIiL5ksvfFlEUPRaG4Q8Cv4f7H0QA/HPg74dh+MvAR6MoWtht+zAMXw+8H3gvMEE78cEC/1MURZ8a8FsQERERERERERG5qnRm3j0IGu4+LmC2XSk+HCb1sXHBJUC0rt5NZ+ZHkgABcP/98Na3wupqN1uVIP1m+CrYr8IaKd71F/HKdYwfY5OAtFYivXg94DELzAKv/S+6a3/qLMxchJQUZi+SFurgx5AEeM0SLF6Px/6qeOxW/WEv+60C0cmkAf6FWzaOp8VCZdWVqPdSSD1Xin59amjTr1wLvLiE9/g3bzzvxznTKc/H9TDFHidNLl15ClNINmI/cewUfmNm7GIftDwfVxERyYdcJkAARFH00TAMTwC/2FpkgFcBHwY+HIZhBPw1sACs4P6vcgJ4E3CsY5ss8cEAvxhF0c8P7U2IiIiIiIiIiIjswR5x1/hYvzXXQTzir/PiAIIm1o/dF2tHdr0GaShmZtytdx5wAhLcDaAAnDpoZFnrHiye6GHY2um2+sPGfrusArETg4H1aQ0/DtlBz5mryfNxzXvs6Wpl87LJKYyfx3fTX3k+riIiMp5ymwABEEXRL4dh+HXgd4Hr2VxP7g4g3GGz7PXOxIcrwH8TRdEfDjZiERERERERERGR/bGk2OlF98Rvjc6Puvx3tv9WPHZ6EYvVVboD0kv1h0wvVSBERERERPJuUImkQxNF0WeAVwM/Dyx3vGR32SRbboBVXAWJ1yr5QURERERERERExomtrLl50Y0Fr5UAkYxm+osN2f5bcVkvgUpXc1DIPvVa/SGTVYHo3P7MGdeuiIiIiMhhlfsECIAoihajKPpp4DTw94DfBJ4C6rhEh+xWB84CvwG8F7g5iqL/MYqil0YSuIiIiIiIiIiIyG6yaS9M+zofY0f8dZ7tqPTQimtjeg7pq4NUf8hMTrrtsioQ1rp2RUREREQOq1xPgbFVFEUrwB+0bgCEYTgJzABLURStjSo2ERERERERERGRrnjp5ud29NNMGAzWmk1JGdvilAM7aPWHTFYFYm3NtVMquXbvvReOHetvzCIiIiIi4+BQJUDspJX0oMQHERERERERERHJl3TLaLfZbcbX4bHY7XFsjVMOrB/VHzKTk1CttqtAlEqu/Qce6G/MIiIiIiLjQP87ERERERERERERGUdJ69qljsoP1oy42kJn8kMrLpMc+mushqpf1R8yWRWIzvbOnHH7ERERERE5bEaSABGG4cwo9tsvYRjOjToGERERERERERE53Mz6JCb1XaJB6ruFfjLaoLL9t+IyqQ/rU6ON6ZDpZ/WHzOSkayerAmGt24+IiIiIyGEzqgoQT4Vh+CNhGI5+4sIuhGFYDMPwnwHPjjoWERERERERERE53AweZmXWPUlaCRBePLqAOvffiseszGLI1Vd8Y63f1R8yqgIhIiIiIteKUSVATAAfBr4ShuHbRxRDV8IwfAA4A/wMmjpERERERERERESGwCy7QqQb00wEB0uASA5aQKK1/yyeLL5BS1NYWHD3h9kgqj9keq0Cca30vYw/S0paWSGdWiQ9ctndV1aw6OQUERGRtlFN0PdtwO8BbwA+G4bhp4GfiqLor0YUz67CMPwu4GeBewADPAW8Z6RBiYiIiIiIiIjINcFbOkZy8xMQF4EqBE2sl7ipJ7qQpnD5shv8DgK47rruqwpYL4Gg6Z7ExY34Bm1lBT7yEVhchNlZeN/7YOoQzroxqOoPmawKxNqaa79Ucvu79144tsthvFb6XsaT9WLS4+dJZ+axRxaw04vu59AWJvVdNZrlObylY3iXTmHSUQ19iIiIyKiNpJJBFEVfBt4I/C4uqeA7gC+GYfjxMAzvG0VMW4Vh+O4wDP8S+BPayQ+/C9wVRdEjIw1ORERERERERESuCd6lU5i4CKkHccEtLNS7bmd52SU/gLtfXu4hmGJrv3EBUg8TF/Euneqhoe585jNuAB7c/ac/PfBdjsQgqz9kuq0Cca30vYyXtLJMfPtXaLztP9B83edJbn7CJUF4CRgLXtq+GYv1EtKZeZKbn6D5us/TeNt/IL79q6SVlVG/FRERERmBkaVBRlG0Crw3DMOPAb8MnAS+G/juMAwfAz4E/GEURdVhxRSG4Qzw94EfB25rLTbAy8BPRFH0h8OKRURERERERERExKQB/ovfRHw6wjTK2KAJxTq2UcbY/V3bFMdQq7nHSQK+755n1SD2w5p0I/HCNMoA+C/eOvCrrDurIiwtwczM1asW5NGgqz9kuqkCca30vYwPW6gRh4+Q3HCuvdBLIWhg/Rj8BHaoAEHqQ+K7qXniIjZoEJ9+HE4/jn/hNEF0N6ZZHt4bERERkZEaSQWITlEU/TvgDuDDQIpLOHg98JvAy2EY/nYYht8ZhuFA/jcVhmEpDMPvCcPwo8BLwP+BS34wgAV+FbhDyQ8iIiIiIiIiIjIK3gut63TiAiS+uwK6vIbF7mv71VV3pf/W2+rq/vZvcfvDWLf/ViWKjbgGqLMqwvr6/qoW5NEwqj9k9lsF4lrpexkPyfXnaLz5E+3kh6CJnVjBTl3BlqtQaGxOfrCm/dhLoNDAlqtu/YmVjel6khta7V7fkVQhIiIih9pYTITVqgbx42EY/mvgZ4G/3XppCnhv67YahuFngE8Cnwe+EUXR/v6X1yEMQw94HfAW4D8D/hZQab3c8VcT/xH4qSiK/rr7dyQiIiIiIiIiItIf3voR/AunSW44h6lNYSeXoNCEuAHN0p7bbq3+kN0HQRdVIAoNtz/A1KYA8C+cxlufPsjbuqqdqiJcrWpBHg2r+kNmP1UgrpW+l9GzJiF+zZdITjznFvgJtrzqqj1k4gLEAaSBq/TQUf3GmrRVGSKGIHaJD0HTVctJfPczkzrNOz9H+vJ5gjNvwlh/yO9SREREhmksEiAyURSdAf5uGIZ3A/8MeBeQ/TUyDXxv6wZQDcPwUeAs8CxwDlgCqkANKAOTwBHgFuAVuMoOb6Sd8ACbkx5S4BPAz0dR9KX+vjsREREREREREZHeBNHdpHMXsNQx9Qq2tA7lKjbx95yGorP6Q6fs+eoqHD26+36tF0PZzVBr6hU3oNgsEUR3H/QtXdXWqgjQrlpQKrnXH3hg4GEM3DCrP2QmJ6Fa3b0/r5W+l9GyXkzzDQ+Szl1wC0rr7mcbuAoPjRI0S5h094QFYz2IPaAADbBe4qbrKdZdMsXkkvvZVa+QnHgWW1yn8Oh9A5++R0REREZnLH/LR1H0CPB3wjC8CXg/8A+AU2xOVpgE3ty6dcPssOwC8G+AX42i6LnuIxYRERERERERERkc0ywTPH4PzTs/B/UK+E13tfPkCnZtesfBvJ2qP2T2UwXCeq59jHVXX9fdNUXB4/dgmuV+v8VNdqpA4HmQpoerEsGwqz9k9qoCAddG38toWZO0kx+MxVZW3M80gGYRahObKj3sl0l9qE9gG2U3dU+h6ZIq/CZmfZp07gLNNzxI4WtvVyUIERGRQ2rAf0ofTBRFL0RR9FNRFN2Mm7LiF4BvwMYEh6aHG63t/wb4l8B9wMkoiv6xkh9ERERERERERGRc+RdP47/8CgDM+jQkgUtOmFzBFupYNpd52Kn6Q2eiQ/ba6urm/VgstlBvJz8kgdsf4L/8CvyLpwfx9jbZqSrC3Jy7zyoRWOvWy7NRVH/ITE7u3J/XSt/LaMWv+XI7+WGilfxgDaxPwvpkT8kPnYz1YH3KtWcNBLHbj7GkcxeIX/PlPr0TERERGTdjWQFiJ1EUfRH4IvDBMAxngG8F7gZeCdwK3IybJmMSN/1FDVgDVoAXgKeBp4CvAF+Momhx2O9BRERERERERETkIIIzb8IW10nnLmCq0+2rpitrEDSwNTdwuFP1h6yqQHY1/05VIKxJN66aBiBuJT9Yg7dwguDMmwb+HnerihAEu1ctyGMlglFVf8jsVAXi0UddooPvH+6+l9FKrj9HcuJZAPczzG8lP+xSzaZXBgPNEjbxXUKXH2MrK5jqEZITz+JdOjWUhC4REREZrtwkQHSKomgJ+NPWTURERERERERE5JpgrE/h0fs2Sseb6hEorbsS74UmBEvYRom1lRLW+puqP2xNgIB2dYi19YQjx+tQqLuqD4CpVzamvfAWbqDw6NuGUjJ+r6oIk5NQrbYrEZRKbv0HHhh4WH03yuoPma39ub7ullcqh7vvZXRsoUZ8x8PuSWm9Xfmhz8kPnUwaYNemXRJEELv91ivEdzyMt3j9wKf0ERERkeEa6ykwREREREREREREZDOTBhS+9vaN6TCoVzBrM5D4rpx8sUbl+iWO3LhCaWad4kQTv5DSnlXW4hdSihNNSjPrHLlxhcr1S9hCrTXlhe/aayU/+C+/gsLX3j6wwclOV6uKkFUt6Hz9zBm3XZ6MuvpDprM/l5ZcNZBaDZaXt8d0WPpeRisOH3FT7PiJS9wCqE0M/OeLSQOouRPYltbd/gt14vCRge5XREREhi+XFSBERERERERERESuZcb6FL7xZrxLp4jveBhL3SUtBE3qtoZXbBJUmkyV3VQWxmTVHgxgO563FgGNaoGyKUNccIubJYLH7xlqifj9VEU4DJUItr5PcNNLVKvdtZOmhU3Pe0mgyM6DRqO9fRxDoXA4+15GJ60sk9xwDgBbXnULm0V3G4ZmEYIGFJrY8ipmbYbkhnP4T70eb316ODGIiIjIwKkChIiIiIiIiIiISE75F09T/ML9+BdckkJcK3Dl/DRXnj/K6qUJastFkqabtsIYMMYlPwAkTZ/acpHVSxNcef4oV85PE9fcgLp/odXuEJMf9lsVIe+VCNbXt7/PjLXDv3XuN0nc9CjWHs6+l9FKb3rSPQia4Cdu6ovaBCbLwhowg4HapNuvn7g4OuMSERGRQ0EVIERERERERERERHLMNMsUvv5W/Kdez98sPslE+DSFiQb1dTevfRCA8ay74SbCsKnBpmaj+oDvQ7Na5ImHb+WNc7eN5Gro/VR/yOS5EkGj0U48mJ09WFvNZrzpeaFQ2GXNvS0tufssCQKgXN553Tz3vYyO9WKSk8+4x8WaW9goYexwr9E01sM2S1CsYYs1TFwgOfk0/lN3DmWaHxERERk8/UYXERERERERERE5BBaen+ZPfu0uvOBOpm8/z/XhPKdevcD1ty/iFxNsuvkq66Thc+nsLOf/Zo6L0TFWzp4ijQNO/9dw7NhwY99v9YdMVolgbc2tXyq57e+9d/ixd2tmBu66C776VZd4chBJYjc976W9OHZJGeCqP4Drz91yKfLc9zI66fHz2KABXrpReYFmaTTBNFwCBEETvBQbNEiPn8e/cMto4hEREZG+UgKEiIiIiIiIiIjIIZBVUKiuBpz/7C1Ef3YLx4+D51umjq8SlGP8QkrS9IhrAauXpkgTw6VLbrvZ2dFdzd9N9YdMnisR3H8/vPWtsLraextJknDhwuVNy2644Xp8v7uvfD/72Xbfr6y4vr9aIkOe+15GI51pzZMStLJt4gImPWAGUI9M6mPjgkuACBrQKJPOzCsBQkRE5JBQAoSIiIiIiIiIiEjO7VlBwRpWL+48pcU4XM3fbfWHzDjEfhAzM+7WqyQBa5ublp061V0ViPl5eP55V+1haamdeHLY+16Gzx5ZcPd+a9qWeMRDE3EAQRPrx25qoFZ8IiIikn/DnWBLRERERERERERE+q6XCgqZyUm3fnY1v7WuvWHJc+x5p76XYbCk2OlF98RP3H064gSIbP+teOz0Iha7xwYiIiKSF0qAEBERERERERERybFeKyhksqv5O7c/c8a1O2h5jj3v1PcyLLayhvUSMBa8VgJEMprpLzZk+2/FZb0EKgeYk0ZERETGhhIgREREREREREREcuwgV/FnRnU1f55jzzv1vQxNNu2FaVdYMHbEQxPWtB+34tqYnkNERERyTQkQIiIiIiIiIiIiOXXQq/gzo7iaP8+x5536XobKSzc/70w+GBGD2R7H1jhFREQkl5QAISIiIiIiIiIiklP9uIo/M+yr+fMce96p72Wo0i3DEB2VIEbFYrfHsTVOERERySX9RhcREREREREREcmhfl3Fnxnm1fx5jj3v1PcydEng7jsqLlgz4moLnckPrbhMFqeIiIjkmhIgREREREREREREcqifV/FnhnU1f55jzzv1vQybWZ/EpL5LNEh9t9BPRhtUtv9WXCb1YX1qtDGJiIhIXygBQkREREREREREJGf6fRV/ZhhX8+c59rxT38soGDzMyqx7krQSILx4dAF17r8Vj1mZxWD22EBERETyQgkQIiIiIiIiIiJyqKQpLCy4+8Oql6v40xSWl6/eL71ezb/ffu8ldmvdutbuvd64ViKIY3j6aXffL9akeNNV/NlV/OuW8WdXsRMrWHY/AN30vfFSpm5Y4ejpRa575WWOnl5k6oYVjLdz++Pa9zIezPKcu8+mmQhGnADR2n8WTxafiIiI5J8mtRIRERERERERkUNjZQU+8hFYXITZWXjf+2DqkFU17+Uq/rU1uHzZPb5yBY4da1+xv1V2Nf/ammu/VHL7u/det91O9tvvvcSeJC6xIknA92Fuzt33K/ZBe+kl+KVfgloNymX4wAfgxInu27FeTHr8POnMPPbIAunUAjNJbdM6cbFAkgbuavblObylY3iXTmHS4Kp97xdibrrnPMdfNc/cNy0w+4pF/ML2aQqShs/ic7MsPDPHpSeO8cLDp0iawVj2vYwPb+kYyc1PQFwEqhA0sV7ipp4YMuslEDTdk7i4EZ+IiIgcDkqAEBERERERERGRQ+Mzn3GD8ODuP/1peOCB0cbUb71UUMiSHzLz83D69O7rT05Ctdq+mr9UcvvdrS/32++9xL6y4pIfrHX3Kytw9Gj/Yh+0j3zEJT9Y6+5/53fggx/c//ZpZZn0pidJTj6DDRodr1hILRi7aZn1EuzMPMzMk9z8BCYu4r94Kw8/eBvWTm/r++kTy9z+HU9y633PUJxsbNq38ay7GRe/TQ1+MeHY7fMcu32eV33XEzTWijz1F7dy9tO3kabTY9X3Mj68S6cwcdGdw3HBJSAU6lDfJRNrkIp1dx8XIPUwcRHv0qnhxyEiIiIDoQQIERERERERERE5FDqvcF9agpmZw3cFei8VFJaWdl8+M7Pza91czb/ffu8l9jhuJw+kqVu3VnPLg12+2RynSgRPPAHPP9+ewiMI3POzZ+H22/fe1hZqxOEjJDecay/0UggaWD8GP8Y3mys0WFOF1IfEd6X9WwPOtZOPc8ePPE75jaf501+6Gygzd2ONt/3YI9zyre32/UJKcaKBX4oJSsnOFSCaPnHdJ6kHNKpFipMNXn3/47z6/sd57oun+fMP383ll8oj73sZLyYN8F/8JuLTEaZRxgZNKNaxjTLGDm+mbmtSl3gBmEYZAP/FWzGphkpEREQOi+H9ZSEiIiIiIiIiIjJAndUF1tfdvbVu+WHRSwWFvRIg9jI56drPrubfrS/32++9xL666u6zBAhrNy8/aOyD9rGPufss9jR1z//oj/beLrn+HI03f6Kd/BA0sRMr2Kkr2HIVCg2XDAFgO24AXgKFBrZcdetPrLAeN7HA6W85x/f/6id4+489zHt+5RMu+cFAcaLJ9IkVjt58hYnrqpSmGhvJD1nlh6zv/UJCaarBxHVVjt58hekTKxQnmmDglm89x3t+9RPcft+5kfe9jB/vhdvcg7gAie+ql5TXsNi9N+wTi9sfxrr9x4XNcYmIiMihoAQIERERERERERHJvZ2qC2T3Z8641/Oun9Uf9vN6Vkmhc39b+3K//d6P6g/QTiTIqkAcJPZB66z+kLQKKWRTeWRVILayJqH52s/TvPNz2EId/AQ7uYSdWHFTBoAbtK1VoDpFsjBJsjC9cWNlBqrT7vXW4K71m5RmV5g5tYQJYm4IL/OdH/gS173yMkEpZubUUjuJAWiuF6guVFh+aZqF546y8MwcC8/OuvvnjrL80jTVhQrNddd+ljwxc2qJoJhQmq7z3T/9Ob7rg1+gWnNv/LB8BuVgvPUj+Bfc3DumNuUWFpouoWcYCg23v479+xdO461PD2f/IiIiMhSq63SNCsPQAP8c+EdAAfiLKIreMYI4HgPuPGAz/2sURf+0H/GIiIiIiIiISD5trS4A7av/SyX3+gMPjDbGg+pn9YfO13ebBgNc+9Xq7n25334/aPWHrPpA9tgY9/rRo73HPmid1R86pSn4vqsC8cEPtpdbL6b5hgdJ5y64BaV1bGm99aKBRgmaJUzqZ1uAbW5q21gPYh8oQAOsl1BL6vjlOn4x5vgrF7HWYBOP8kyNyuw6adPHpobaconacok09tmNTTya6x7N9QLrV8ALEsozdcrTdYJiwpFTS6xfqbC+WOGOv/UsE3PrfO5D9+Hb4FB8BuXgguhu0rkLWOqYesWd4+UqNvEHOg2F9WIoVwEw9YqbJqZZIojuHtg+RUREZDRUAeIaFIZhCfg94KeBImCAV4wonFv70MbJPrQhIiIiIiIiIjm1U3WBrLLAYakCMYjqD/tZb69KCvvt9yee6E/1h0weqkDsVP0hs1MVCGuSdvKDsdiJ5XbyQ7MIqzOY+kRH8sP+JA2f5QsTLD5/BCwYz+L5KX4pxgtSjOcyS648f4TqwsSeyQ87SWOf6uUJFp+fobFWwBiYmF3nyI3L+L7l9F0XeNtPPogXJLn/DEp/mGaZ4PF73JN6BeLATUkxueKSFAbAejFMrrj9xIHbLxA8fg+mWR7IPkVERGR0DkUFiDAM7wDeAbweuB04AkwDpQM0+2wURd/eh/DGShiGx4CPAW/d8pIZQTjgqk9kngTqXW5vgS/3LxwRERERERERyZudqgvMzcHly4enCsQgqj90rtdLFQjYX79/7GP9qf4QBG77PFSB2Kn6QxZ/tryzCkT8mi93JD+sgB+7qg+1CWgWMT1+dbe66vpqcm4dMCSxR1BIN74JTBoeYJm4bp3Vi1M9v1+beKxcmKI42WDqeJVCJeboTSssPD/NTW+8wDf/0Jf50v/15lx/BqV//IunSV8+T3LiWcz6dPucn1zBHvCc72SxbtqLctUlPyQBpjXdhf/yK/Avnj7wPkRERGT85DoBIgzD/xz4x8Bdu6zSy19JtrXdLb3GNa7CMHwV8Angla1FCdBdWnf/dSZAvCuKosdHFomIiIiIiIiI5M5ulRGCwN2vrbnlpZJb79574dix0cXbi0FWf+hcf7ckiKySQmdfPvaYe8339+5334eXX3Z9fpDqD57nEh48zy1LU/c8qwIR7PIt506xD/o82Kn6Qxa7Me3lnufWO9c8x/UnngXAVjqSH9amDzQlQNaPxckGpakGAJ5vN778tBaMb7GpR2mqQWOtQWOteIB3bmislVhq+hy5cYWgFHP05AqLLxzhlrc8y4tfPcWZvzqdy8+g9F9w5k3Y4jrp3AVMddqd+0EMlTUIGtjapJvSpUfWpFBeg0Jrmpi4lfxgDd7CCYIzb+rTOxEREZFxk8spMMIwLIZh+EfAR3HJD1mig9ly60W2nT1QkGMmDMP7gC/QTn44C7x/dBFBGIYem49Tc7d1RURERERERER2sldlhMlJ9zy7+t/aduWCPBlk9Yf9rr+1L1dW3O1q/Z61e+XKwao/ZAkT2X3na9n6+4190OfBTtUffH/zffZ65WiN2m0PuwWldTcA3IfkB2j1i5cyeWwNoD3lhYW44YE1GM9ifBfo5LE1PD/do8X9SRoByy9NY1NDcSJmYs5N5XHPDzxMcaqWy8+g9J+xPoVH78NbuMGdi9UjmNbUFBSaMLWELVWxXrJ3Q1tYL8GWqzC1tJH8YOoVTPVIK/nhBgqPvg1jR31doIiIiAxKXitA/Hvg/tbjLFHBAE8Bfw28CKwAtQPs44UDbDtWwjB8L/DrQJbC/Xng3cCdIwvKKWx5PphJ3kRERERERETkULpaZYRRXP3fb8Oo/tC53X6qQCwvtysbNBrbY8rWXV2F9XU36F+rufvJyd6rP8D4V4HYq/pD53vJXr/vRx7BlOo04oTCEZcoQG3iwMkPWT9OHq+6JAdjN5Ib0tiD1CONLV4hwfNTktTg+TBxXfVAU2FkkkbA6vwE09evMTW3Tn21CNS55wce4fMffmuuPoMyOCYNKHzt7cSv+TLJiWehXsHERWx5FfwESjUo1bBxAeIA0gAS3yVMYNwUF8a6db3YJRAFHdfYJT6mNuW2wU17EZx5k5IfREREDrncJUCEYfhf4pIfssSHGPgQ8GtRFD01ssDGVBiGDwC/07Ho/wHeG0VRLQzDEUW1Yev5p81lBdMAACAASURBVAoQIiIiIiIiIrJv+6mMMDkJ1Wr76v9SyW33wAOjiblbW98juIH8anX3ber13va1tOQGzXeTVVyo19sD+nEMhcLO/b683E5kyAb8rxZ7HLcTH7L9JcnmagrZ8s4qEBcu7J4A0bnNoM+Dvao/dD6PYzh6aplXvf0cAElp1V0p1Cy62wGtroIJEopTDbDgFVxANjGkidl4bDxXBcILUpKGT3GygTUJSfPgA8TxlSKFSoPSVJMjN6yy+PwMp7/lHI/+29fz0EPTufkMymAZ61P4xpvxLp0ivuNhLHXM2gwETWyx5hIaslsHa41LfthJXMA0yhC76+9Ms0Tw+D34F08P+u2IiIjIGMjjFBj/tHVvgCvAW6Io+kdKftjVWWCt9fhDwPdFUXSQyhj9pAQIEREREREREenJfisjZFf/d6535ozbftytr29/j5ls8H/rLT5gfc043r3tzv2mqUtMsBYqlb2rOmSVEHZrt7PNrckP0K7+sNPzbL1s271iz3SeB+vr3fXPXq5W/SGTVYF4w7ufxFooTjTxColLTKhNYHqe2dexqUtkKR+pg2WjAgRA0tw8I20S+4DBGOumxwAqMz1m0GxjWLk4iU0NhXJCcaJJksDt3/Fk3/te8s+/eJriF+7Hv9BKUogLmOo0ZvUopjbhEoPSjsSczuSH1IdmEVObcOtXpzeSH/wLrXaV/CAiInLNyFUFiDAMbwFeTbv6w49GUfTICEMae1EUfSMMw78N3BRF0W+NOp4tNAWGiIiIiIiIiPRkP9UfMnmtAtFotAfvZ2f3t8358wfbZ5LAiRO7v7683J6iIhvkr1S2r2dte6oKY1zVA2OgXIYjR3ZuO5u6o7PtbLud2t+6zl5t78Ra18c7xd+L/VR/yJQmYl77nz4DQOWou1ZpbbHEkeLBr1dLLVgspam6S8AIUjBgYw+zQ2fa1GB8VwUibfpUZurUlipgD5aI4XjUV0tUZmpMztVIGwVe+faneezf3kmjEfSt7+VwMM0yha+/Ff+p15Pe9CTJyaexQQMa5XbajrGbkx+s2XaumriIf/5WvPO34a1PDy1+ERERGQ+5SoAA3tS6N8BLURR9dJTB5EUURf/fqGPYhSpAiIiIiIiIiEjX9lv9IZNVgVhbc+uXSm77e++FY8eGE3MvZmbgrrvgq1/dfSC9U5ZAcFCrq27fW2UJJMa0kw9KJTcFxla+7/p8dbVdnSEI3PbWbp+uIo5dMgK0Ewg8b/djaszmqhG+v3vbu7nrrp3fZy/2W/0h88q3nKdypIEXpBQn3FdiqwslSrOuTw/C92F6roHnu4HirPpDmu6c0JAmxiWReBYMeL6lNNmkvnrwqTgAassuAaI40cQvpBQnG7z9+84zM3NLX9qXw8dbn8Y7exf+U3eSHj9POjOPPbKAnV7Eesn2hIfUx6zMYpbn8JaO4V06hUnzNvQhIiIi/ZK3vwKub91b4KFRBiJ9oQoQIiIiIiIiItK1bqo/ZPJaBeL+++Gtb3WJBFfzcz/Xn32urMBP/MT25Z/9rEs2aDRcJQjP2zuBZGbGJUHMz7vjNTUFxSLceit8+7dvbzs7pisr7pjOzu49tUaawuKi22562h3TndreydRU/5IfoLvqDwAnX+vmYClNNcBAo1ogafosLu5dgWO/Jo/E2IDW1fKANQT+bhUdWlfQG0sQpGA9jszF2HJ/EiDAx7MFTKHJ3A0NTKPMTd85D08oAUL2ZtIA/8It+BfcuWKxUFnF+jF4KaQeJglgferAU8eIiIjI4ZG3BIijHY8vjiwK6RdVgBARERERERGRrnRb/SGT1yoQ4AbqrzZY//GPbx58P4g0ha98Bd71rvay+XlX4aBYbCc/TE5evd8LBZdssLbmps6YmnLtlErtfs/aLhRcFYssoWU/lRAmJ/duexi6rf4AcP3tCxgDhbK7Hqi+FmAtNJvtBJ0D8RM3dYjHRgLE3uPDLgECD0jBL8aYPn5TZ9MATNO1m4A9stC/xuWaYTCwPq1UBxEREdlT3hIgGh2PNUNc/nWefzaKomRkkYxQkiQkiYpfiIyTJNn+raFbps+qyLjR51UkP/R5FcmHPHxWH3zQw1pDrbb/6g+ZzioQtRqUy/CXf2l597v7lDkwQp/85D7myOjCn/wJ3H9/+6uaQfZ73o/pH/2R6/v9Vn8wXsqxWxcBKJRdHzfr7a/JXBUIe9X92h1WsRYwKXjZZ7a1kr3akHH2emt9L2k/7oe01SG+azedWiROmrpqX64Zefj9KiKOPq8iB+d5ox3yzVsCxOWOx9eNLArpl84pMK7Z3xwvvfQStVp/v6QQkf576aWXRh2CiOyTPq8i+aHPq0g+jNNn9cqVgMceO4a1sLwckKaGiYmEON7/YHep5FGt+iwvWzwv5tFH4dZbL3H0aH6vy3jwwSMkydGrr9iFJIHf+71l7rtvZaD9DibXx/TcuRLPP399q/qDG8w3xiUO7FaRY+bEKkEpcVNOFF2Mcc3fSGhoNGB1NaZY7D4BodlsgpfiY8GCad3bnbIlOlnrKkZgW+takrgO6VVKfOw7sBS/YoGYpNkA2+TSladIV3WNm1y7xun3q4jsTZ9Xke6Uywl33TW6/ectAeLZjsdvHFUQ0jed518ShuE7gO8E3gacwCW5TAFXgEvAw8BfAH8YRdHKkGMVERERERERkRH72temsBYaDY84NhgD5XJ3V/qXyynr6z5xbGg0PIrFlK99bZpv+7YrA4p68D7/+f4mP7TbneW++1YG2u9Aro/pn/3ZUayFNG1XMrjqtCCtaS+M55ISrIU02bzRyorPddf1eL2QyZIdOpMe9lsBItvOYIztXw0Ia7JmXXzWYAr5TToSERERkfHVpxTeofkKkOL+VD4dhuGtI45HDqazAkQZ+CzwT4B7gduA2dY6x4HXAO8DfgN4PgzDnwnDsDjccEVERERERERkVK5cCXjmmTIA1ar7SqtSSa462LyV57ntOtt55pkyV67kszrjgw8e2bXSwEGlKXzqUzMD6/ezZ8ucPVsZSNvDOKbnzpW4eNF9PZUdA2OySgq78wvpxrqASwZobZMVamg2PRqNHqeH6NesEn2dnWKHxrz8Tz0jIiIiIuMnVwkQURRdAR7qWPT+UcUifbHT+VcDngeeAM4CF9k+PcYM8NPAF8MwPD3QCEVERERERERkLPSjCkGmXE4xho2KAdayUY0gbwZV/SHz8MMzA+v3atWnWvVye0x7qf4AkDTdSta2tjM711lYWekxgaNfZRv6Vv5hl8b6Nb2GiIiIiEiHvE2BAfBzwKdaj388DMP/O4qix0YZkPTsceAPgOeAB4FHoyg6v3WlMAxLwBuA7wF+CDjZeuku4JNhGL41iqLF4YTcfzfeeCPNZuHqK4rI0CRJum1etxtvvBHf15czIuNGn1eR/NDnVSQfxvWzOj8PL7zgUyzC8rIbZJ6chHK59+KQU1Owtga1WsDUFLzwQpFKZZLrrutj4AP2x3/MwKo/dFpbK5Ik/e33ajUgTVvTP6T5O6Znz8KlSz7GdFZ/AN+/etmEpFHAGLCtxAljwAtS0tglblhLK5nDI00LlMs7t2MtNJvNTcsKhQL4nmsAAyarNgF7l3SwGy8b4z7vfqHo2uoDa1Lw3A78oAgYThw7hZmc6kv7IuNuXH+/ish2+ryKHFyh0ARGN3SbuwSIKIo+HYbhH+MGw4vAn4Rh+M4oiv56xKFJl6IoWgG+fx/r1YEvA18Ow/B/A34B+JHWy68GfmU/7Ywr3/dJ09x9FEUOue3zrPq+h+/rsyoyfvR5FckPfV5F8mE8P6tf+IK7r9chjt1g7uTkwdqcnIRq1bVXr0OpBJ//fMADDxw83mH50z8dzn5WVqBY7G+/Nxrtagn1OhQK+TqmH/+4u+9MQPH3WbBh+eUpmjWfQjkhbvgExYRCKaEebx9YuXLFcOLEzu2YHSpHuMQKH6xxlSWy+6vJciOyqhTWQNrHKUT8VkelPuBhUh+/MYPZR8KIyOEwnr9fRWQn+ryKHJTvj3aqs7ymK70HaP3XlxuBvwrD8ENhGN49wphkCKIoqkZR9KPAhzsWf5+OvYiIiIiIiFxr0hQWFoZTAWCU5ufhzBn3eGXF3U9M7G+qgb14nmuns90zZ9z+RimO4emn3f1ePv5xSJLhxATQbF693611cds9xts9zyUmWOviz6pAlMtXP6aNxt6vH+SYdvN5euIJeP759nuAVhWHfZ6TNvWYf3oWgLjukgyCcowxWaUGNipBNJsumaMbhs7khb2n2eiIavP6/Ux+APBaJ3Ti2jUrsy5OGTpLSlpZIZ1aJD1y2d1XVrAc8l8mIiIics0YabpSGIafAb6px80rrXuLqwTxD4F/GIZhE5gHrvJfoqt6LoqidxywDRmc/wF4ALgJ9z+zfwA8MtKIRERERERERIZkZQU+8hFYXITZWXjf+1z5/8PooYfcQHA/qz9kdqoY8NBDjKwKxEsvwS/9EtRqLiHgAx9g16v/P/nJ4cZm7d79niQugSBJXCWEubndKyJkCRKd0z3slXjQbMKFC+11T5yAYJdvNXs5pt1+nj72MXffS/WHzMWzc9z4mnmatYDydINiJaa6y7qLi7ufB7tKfPBj982poVUNYo/1swSJbJ2kz18bBy4BwrTaNctz/W1fdmW9mPT4edKZeeyRBez0Itbbnj1lUt8lpizP4S0dw7t0CqOqtSIiIpJDo/4L5h20/wzvlqX9J3lninIROHmAmLJ4bjlAGzJgURTVwzD818DPtRa9c5TxiIiIiIiIiAzTZz7jBkXB3X/606MbtB+kQVV/yGQVA9bWXPulktvfvffCsWP92Uc3PvIRl/xgrbv/nd+BD35w+3rDrv6QWVpyCQI7WVlxMWVVEVZW4OjR7etliQme134PntdOcNkpsWFhYXPSxOXLcMMNO8fRyzHt5vN00OoPmRe/cYw3fO8T1FeLTB2vUpxo4hcSkqa/8T6z95xVgSiVuthBHECx3p7SwmRfpe70NaztSIBwb8T0MQHCegkEzVZcRQC8pRF8wK4xaWWZ9KYnSU4+gw22XCto7OaqINZgvQQ7Mw8z8yQ3P4GJi/gv3or3wm1469PDDV5ERETkAEY9BUavyQ+0ttt664eNGe/61J4Mzmc6Hr8yDMNRn88iIiIiIiIiA9eZFLC05O7HYeqGQRhk9YfM5KRrNxuYt9btd9g6B9azaSSefx7Ont2+7rCrP2SyJJSt4riduJFNaVGr7TyNx+qquzc7fJOXvdapXm9PfZElBDQae08L0c0x7fbz1I/qDwDPfPEUtZUiaezRWCsAUJnZ/U1lCRr7FhdbyQ9mSxLEDjaSH0z7Pi50ucM9FFvvKy5A6mHiIt6lU/1rXzaxhRrN132Oxlv+X+LTkUt+8FIo1rCVVezUkqsCMXWlfZtedMv/f/buPE6Ss77z/DfyqKzqrOpWH0gtBI0Q9DzcpgdZ2FYDBi8v/NIYuz2eHe8Ma1g8ntlZj4+1YTX2ej1rfMzu4PXB+mJsFnvQsN61BC2wvWZsSVwGbFogxNHokQSCloTU6lZ33ZVVecT+8eTTGZUVWXlFZFRUfd6vV70yKzPiiV9GRbRUFb/nGzPL0lRNKrQUljbUOPaANr7rL1R/yacUlmtZfzQAAICBZJ0A8WOSjmVcQy+PZl0A+vp65HlB0hFJT2VUCwAAAAAAExFtClhbc7dKyPrWDWlIO/3B2ykpENEL676RoFiUTp/enAKRVfqD528TEeUbF3zdQeC+lpc3p0B0N0p4vrHBN01EUyDm5zcv42+DMT+fTArEMOdTUukPktRYL+mrf/1cnfghq7X5aVWqdc0cWNfq5Wm1moUrn3XUFIhAgcKNilSpuVSHoOkugjdj5pF1pz/UK51miDGFQUsquwaIYGNaklT81g3cWiElzavPqfGCexW297lKdYVTtU4CR7cw6Pz8C02p0FRY3pC0KjXK7mfWKKt5zTm1Dp1X6YEbVXxqp/45HwAAwMn0/zSttX+c5faRe9297xn++g8AAAAAQPrimgJ2wq0b0jCJ9AevWpVWVzuJAZNuKIm7sN5sugvrPgXi+HH3elbpD97S0uYGiLimBt8E0d3QEG2U8I0M/nmr5T5vtGkimv7QzadA9GoIGORnOuz5lFT6g/elv3y+TvyQ1cZqWY31okqVpuauXtHCE7OKC7u9fFk6enSIDdR9A0TQudBdaEmtQmf8QtO9HkaSIjaGuddGb6FCaXrFjd8sXkmVKDz2/ETGR0cYNNV40d+refSb7oViU+H0slSM/Lm0UXa3RmmVpGZRQViIrN9yyxYaUqnhGiZKdYWlulu2NqtQ66q/9FNqPfm4SmdvUhCOcfADAACkiFsGIM+id5JsaWtDBAAAAAAAu0p3U4CU/a0b0jCp9AfPJwZEtzfJ24rEXViPfn/6tHvMOv3Bi96Oobupofu5fz+uUaJQ6DQQ+Neit87oTn/w/Pf+/TiD/EyHOZ+STH/w5h/frwc/5mbTLz45qzCUKrN1VeY2rqRo+M8bhp0UiEEFraJUn3LftNqFBmFnxn/0uX+/PiW1ErqwXd6Qyi55IKjNSpKK54+psDaXzPiQJIWFhuov/3in+aGyprC64BoawkBan5aWDyhYnVOwMaOgUd7U/CBJQVhwr2/MKFidk5YPuPXCwDVTVBekypokqXn0G6q//OMKCzH3uAEAANgBaIBAnj0n8vy8tbbVc0kAAAAAAHIurinAX3zN4qJ9miaZ/uBVq247k24oibuw7jWb7nWfApF1+oPnj7det7SQOrfy8A0NcY0ShULnGI6Osby8ffqD51MgetnuZzrs+ZR0+oP38T94hdYWKmpsFLVyaUaStP/qVZUq8ReXLw87/ae2r53sEHSaHAotSS0p8JEd7USIMFBQ2zfKx9giLDSk6VVJUrA+41IE6hWV7CsSGR9OGDRV/7ZPqHXovBSECvctKmw3Kqg+5Rof1ve5ZpghBK2igvV9rhGi7pI7wsqawn2LUhCqdei86t/2CYXBDujIAgAA6EIDBPLsH0WefzyzKgAAAAAAmIC4poBDh7K5aJ+mSac/eFmlQMRdWC9FblrrX3/Pe3ZG+oN3+XJ8U4OvPfra4mJ8+oNPOfA/22gKhL/Q353+4I2bAjHM+ZRG+oO3Nj+tj/7OjZKk1Usz2lgtKSiEuuq6JZWnG+OnQIQFaa3dPRQWOre5KLYit75wHySoVa88H0dYaEjVJTd+oyStu8aO0gM3KqhPjz0+Ohov+myk+WHJ3b4iDNzPfK26JelhWO74mXXjhYFUarjttJsgGi/6bEKfBAAAIDk0QEQYY64yxrzTGPPrxphXZl0PejPGVCX9aOSl/5JVLQAAAAAApK1XU0CplO2tG9KQRfqDN+kUiO0urPsL3z4FYrsL/VlYWurd1BBtaAhDaXW1cwE/mv7gdadAtFrx6Q9+n0SNkgLxN38z3Pl0++2dz+Mlkf7gPfzJY3rg7uslSQvfmlO9VlKhGOrgs5Y0PbcuaXMXyLApEEFjqnMrjLBrJ4aBG78eWWZEoUKF5fVO80OzpKB9u4vik9er+NSxscbHZs2rz6l59BuSpHBmSSq2mx9W5hTUKwoUc8KMIFCgoF6RVubat8RouO3J3Q6jefW5RLYDAACQlNw1QBhjjhtjXm2MeVEKw5clvU3Sz0p6TwrjIznvlOR/a3pS0p9lWAsAAAAAAKnarikgq1s3pCGr9Adv0ikQ291WIXqBvV5PZ/vjajTimxq6Gxp8g0d3o4TX3TThm0F6pT94o6ZA3HdfJ0mh3/lUq0mPPZZO+kPU3b91k87dd43CMND8Y3NXkiAOXLuiq65bVqHYGjkFQpJUm5EUtm9/EVFoSQra748uDFrSzLI0s3Il+SFYdRfMC5eOqnT2prHGx2ZhuabGC+5131TWOskPK3MKWqXtVx5R0Cp1miBKDbddSY0X3KuwXEtlmwAAAKPIXQOEpC9I+qik+4wxiWamWWsvSPqipEDSi4wxz05yfIzPGFMyxvy2pB+PvPwOa+1qVjUBAAAAAJCmfk0BWd26IQ1Zpj94k2oo6Xdbhe4mgZ3IpzVIm+uNfg7/2bqX7dadGtEtOna3YVIgVleltTV3+45BzqfLlzf/jKRk0x+8Zr2ov/ilV3eaIB7fr+WnZxSG0vRsXUeeu6C5Z6yqWHaFDJoCERaaCqdXpdnF9guB1CpIzZJ79IkQs4sKK6sKC8PdZ6Uz/oJUdp06wfqMgtX97eaHa1S+/1UKwhR22h7WMJ9zaRvFpsJ2I4Jq+1JrfvCCVkmquRMkrKy57ZfX1TCfS3W7AAAAw8hjA8SMXINCSdJ4uWzxzkaecxuMFBljfskY87vGmJcMsGzBGPO9ku6V9NORt/5fSf8xrRoBAAAAAMjaIE0BuyEFIuv0B29SDSXbpT/0+n4n6tXUEP0+2tDQq7Fj1FSFYVMgFhY6t+Wo17c/nzY2Orfi8J8zjfQHr1Er6c9/8TVXboexemlGl88dUL1WVKEYat+hmg4/d0FXXbek8tya1pt1KWipc4uMUGHQUliqK5xaU7hvyTUmTNWu3JJCSweljfacso1pBUsHpWbRvV+pSbMLCvctufVLdTdee/yw7/hFBSsHpHWXJlF88nqVv/Ca1C/K7zWtmUU1r3G3nQinl92LCdzCZGD1Kale3rT95jXn1GrfFgMAACBr/N/nVtH+6WszqyJnjDHfL+n/lGtQ+UVr7R8OsNr1kt4i6d8YY74u6ROSrKTzklbbYx2W9HJJr5HUncjxF5LebK3tE4gIAAAAAEA+DdoU4C/wrqy45SoVt97Jk9KRI5OteVTdjR6S+zyrGWQ++ovqvqGkUnH1nTqVzPj90h+8STd/jCoMOz+z7te7NZub0xSG2cZ2762vS0880Xuf+dtHNBquscQ3NMzO9j6ffFNFdNth2GmKSMVGUX/xq9+pBz95nb7np+/VzIF1XTp3QFP76tp3VU1T1bqm9rmvIJCKpbDT/yBJhZjukkZZwca01HAXrYPFwyo8eUyto+cUltdd00KprnCqJpXqna+IMAxck0Oc7vHrFZUeuFHFp47FL4+xtJ71sHtSqkvFpkvxqO1ToMlExgQKFNaqUmnBbb9UlxpltZ71sAoPnZhIDQAAANuhAWKr50aej3fzuz3CGHOVpPdLmm2/9AfGmI9ba22fVaO/Lt7Q/hrEqqRfkPQumh8AAAAAALvZMLeEqFZds0BaF+3TtLa2tdHD2+7C9yREG0re8AZpJoG/Fg2S/iCN1iiwlzUaUrnc+32/P6P7tdfPc3o622PvwY8f06NfuFqv+8nPybz2nNZXylpfKatYbqkyu6Gp6YZK000Viw1tue7dKro0hmZJaky5W120Fc8fU8m+QkF9WuEjL1HDfM6lCTTKChplqdCSShsKiw13cdvfEiPa/DDg+EheWGio+cxH3POpmntxo6IgnGy3VBAWFNYr0lRN4VRNQaOs5jO/ruLXXkriBwAAyBz/NxJhjHmppNdHXrqQVS0TckGuCWFK0uNjjHNcneYHyd1a5aVyaQ7beaekoqTvk3R1n2VDSV+VdJukP7TWXhqtVAAAAAAA8mHYW0LkOQViY6NzsfngwWxr6cXP/B+3AWLQ9Ae/zTwoFLY2cPjPF/cZisWtt8GI7o84cbfNiBt7/3537HdrNKRLlzrPfd1x424nrva01Fem9V/+95v1d+97mV72fQ/rxW/4uipzG1qbn9aaXB2HD2+oNNXppCmWptR91+OgMaXi4zeo8PjzVVib67xen1b5yzer+LWXqfWsh9V85tcVljbcrTGuLBRubn4IA/c1wPhIXusZj7ufUaHVSemoxxzwk7DhGiBUqkuFlsLShlrPeFzF88/Jph4AAIC2vDdAjP1roDGmKOk6uYvwvyR3Qd773Ljj72TW2q9ISuL/kB+StKxOE0RT0hcH2P7Dkv6FJBljnifpxXI/i/1yTRkrcrckeULSZ2l6AAAAAADsJcOkP3h5TYE4cEA6cUK67774JISd4MQJV+e4Bk1/kKRSKeXbLSSkFPMXxiCIb2rwr3d/5vrmOy5sWWdQS0uuESju9SDYvN+r1d77vlx258/6ev/a07b05Jw+9Z4T+rv3vVQ3fOfjuvZFF3X18Ut69osvu33fijY8BApaRQVLBxUsHlJh4YgKF67bdlZ+YW1OhYdOqPi1l6r1jMfVOnBR4f5LCucuKyw0tzY8DDk+ktM6cNE9KbX/YWiUFbSy+UczaBUVNsrtW6a4xpnWgYs0QAAAgMztqP8zNca8RdIfarC6AknzxpgkSwjkmipCSV+21va9iA/JWjtvjHmTpN+RNC3pF621Dw45xtckfS2N+gAAAAAAyJth0x+8PKdA3HKLdPPN0vJy1pVsNTubTPPDMOkP3tSUa2iJXrj3DQEvfKFLPBhXvb59A4LkGjG++c3O81bLHV/9EjuaTXc8rq+7xoG5OVf/61/vnkvSt74l/dVfbW2YiGus6ObTHCQ3frMpvfa10nMi12AvX5buuMOdG/Pz7rVqtf/P9Jpr3PKrq71rn6ySpOdItefoGU9K1xbqeuIzX1NQbrpEgFZBR49cp+LGAQVb7ovRX9AqqXj+OVcuYIcKpZlldzuM9vhBsyStzY40PsYX7nfzw8Ji+8BvZPzn/UZJKtUVFhvuD+v7mb8GAACyt6MaICRdL2mbO/VtkeT/afvGh0AuzeCtCY6961lrPyzpw1nXAQAAAADAbjBK+oOX1xQIyV2QTqLRYKcaJv0hqlRy60Rv3VAsup/vWyf0F6w773TH1fq6aygolVxTTb+mnHLZNXFcuNBJT6hU3BiveY1b5q673DjdzQ/9xvbL+f3ix//bv5W+67s6y5w54+pYX3f70TczDGL/frder9qz1GwGai1vvidLUJ1VUEzmT6aBAmltjlaHHSJUS+HcZfdNsX2yZJ284bffriecWhxfdgAAIABJREFUu6xQIQ0yAAAgUwP8GjFRfXrNUxVIWpP0AUmvsNZ+PsNaAAAAAADAHjVq+oPnUyCi658968ZFdkZJf4gqFDrJD82mG+fRR6WHHkqn3qg0j8m09wvnE3aLcGbF3ZIkCKVC+2RpZnzPIL/9dl1hoSnN7MAYHwAAsKfstASI/yjpm+pdVyDpve3noaSfkLQ64rZCSQ1J65KelvS4pIetteGI4wEAAAAAAIxtnPQHL88pELvVqOkPUcViJ+3AJxmcPi3demsyNfaS5jH5YPsmqmntF84n7Br+thdB58/XQZjx/MYwkvQQhFIYXLkdBgAAQFZ2VAOEtfZpSe/fbhljzHsj377fWruYblUAAAAAAACTMe5sdc/PWl9ZceNUKm7ckyfdbQswWeOmHHg+7cCPUyh00g6OH0++bindY/Lzn5cuXXLvp7FfzpzhfMIuUmht/j7Mvs0gUKAwDDY1ZWypEwAAYMJ22i0wAAAAAAAA9qwkZqt71apb389aD0M3PiYvifSHuPX8eKdPjzbWINI8JufnXcNCWvvljjs4n7CLtLr+lB9kH2QcKtxaR3edAAAAE8b/jQAAAAAAAOwASc209/ys9eh4Z8+67WBykkp/8HzageTGC8NOCkTS0jwmFxakjY309kur5baxvs75hF2i2Q5zjiQ/hEHGaQvR5od2XUFzR4VOAwCAPYgGCAAAAAAAgB0gyZn2HrPWs5dk+kPc+mmmQKR5TPrjMYxcP01yv/imikuXOJ+wOwRrVQWtoms0aLUP9mIz26L89tt1Ba2itDabbU0AAGDPy2MDxJ9I+rikP7PWLmZcCwAAAAAAwNiSnmnvMWs9W0mnP3iTSIFI85icmtrc+BB9b9yx/X7xzRX1umsS4XxC3gUqKFg66L5pthsgCo3sCopuv11PsHRQgYJtVgAAAEhf7hogrLU/aq19rbX2n2VdCwAAAAAASFer5WZwtzJO+U5bGjPtvVFmrTeb0gMPTF+5aJ+0RkP6+tfdY97GH2bsUdIf/IX7uAaBqFFSIIY5n0Y9Jgc5ZtbXt74WJHTNNG7/NpvZnk9AUoLFQ+7R32ailHEDRHv7vh5fHwAAQJa4IRcAAAAAANiRlpak226TLl+WDh6U3vxmaXYXJmunNdPe87PWV1bc+JWK297Jk9KRI1uXP3duSn/6p9eo2QxULIb62Z9t6fnPT6YWSXriCek3f1Oq1aTpaeltb5OOHs3H+MOMPUr6QxhubqwolXo3Bvi0Az9+odBJgTh+fOvyw5xPoxyTrZb09NOulmJROnw4fvn1dZfKECcMx2+EiFvfJ0FUKuONLQ1/PgFJKiwcUfPZD0qNKUmrUqmusNB0t56YsLDQlErtk7kxdaU+AACArOUuAQIAAAAAAOwNd9/tLtZK7vGuu7KtJy1ppj94w8xav/POZ6jZdFeRm81Af/RHyV5Yu+0210AQhu7xfe9LdPhUxx9m7FHSH7rTE/qlKQyTAjHM+TTKMbm42Km32XTfx5mf7z1GEokjvcbYbrvDIgUCWSlcuE5BY0pqFaRG2b1YjolUmYSp9nYbZalVUNCYUuHCddnUAgAAEEEDBAAAAAAA2HGiM9AXFtzj2bPu9d0k7fQHz89aj24nbn/ee6+0srL5Kv3Cgns9CdFUhEbDPfrUgp0+/jBjj5r+4G97EX3c7lYYPgVCctvpVdMw59Mox2Sj4RpCfB2S+777NiHr69LGRu9xBrn1x3b8+t0pEEHgtht3641RDHo+AUkLWiUVv/Vc93xj2r04ta4wmOx9osKgdaXxwtdR/NYNCloETgMAgOzRAAEAAAAAAHac6Az0tbXdO8t6EukP3iCz1j/4wWLsBejbb0+mhmgqQhj2Ty3YSeMPM/Y46Q/dTRBJpEAMcz6NckwuL3e277+ir3s+hSHuGBv0826nex92j00KBHaDwmPtexI1ylKzKAWhNL2iUGN0Dw0hlNuegtBtv51EcaUuAACAjGXakmmMea+k67OsYRvfsNb+aNZFAAAAAACw18TNQF9akioV9/rJk9KRXXCb8UmlP3h+1vrKSvz+PHOmkw4QFYadFIgbbxx9+3GpCM2mq8unFhw/vjPHH2bscdMfer3XnWrg+RQIv73umoY5n8ZNf/CND62WW8enQJRK/dMfBv28/dbbjk+BqFSGGztOv/MJSEthbb+K54+pec05BbVZhdUFqVyXGhtSPYGDu5/yhtuepKA2K0kqnj+mwtpc+tsGAAAYQNaZVP+dNKHW1OEEcnXRAAEAAAAAwIR1z0CXOrOsKxX3/qlT2daYhEmmP3jVqrS6Gr8/77hj+3Vvv328Boi4VAT/fbHoUgtuvXVnjj/M2EmkP3i+EaDZdE0EvRSLnXOlu6Zhzqdx0x+i6RW+CWJ5Wbrqqu3TH4b9vHF67cPusefnpWuuGW7sXrY7n4A0lewr1Dp0XqHWFazPKKysSdOrCpvFVG9DERYa0vSqJClYn5GaRQX1ikr2FaltEwAAYFg74RYYQYJfg4w9yLYBAAAAAEAG4mag+9nn/vuzZ91yeTbp9AfPz1qPbvfsWemee1zKw3YXj30KxCjiUhG8ZtO97lMLdtr4w4yddPrDoMv4FIjumu69d/DzKan0B89/X6u5JoG49IcgiE96GGSfDLJ83Ng+BSIJvc6nvP/7hJ0vqE+r9EC7I219RmqU3C0pqkuuSSEFYaEhVZfcdholt11JpQduVFCfTmWbAAAAo8g6AeKXJD13jPWPSXqtOikS0V9rHpdkJS1IWpW0X9JRSS+RNNNeJvqr0VclnYl8/8gYdQEAAAAAgBHEzUA/dEh6+undNcs6i/QHL27Wuk8t6GfUFIi4VIRSqXdqwU4af5ixvSTSH7xxUiBuv13av3+w88lva9z0B79voikQly9v/xlH+bxR/fZh99ikQGA3KD51TK0nH1fz6DcUrM0p3LckFV2TQljbJ9WnFCQw1y9U6G57Mb3qmh+aJQXt210Un7xexaeOjb0NAACAJGXaAGGt/eVR1zXGvFHS++WaGPz/yf11+7W/stbG9lobYwqSTkj6YUn/rVxTRCjpBZI+LemnrLW1UesCAAAAAACj6TUDvVRyjysr7vVKxS138qR05Eh29Y4qq/QHz89a9/vTX7jtJ5oCMUwTxHapCEHQeb1Q6CQpHD++M8YfZuxvfrPz/rjpD37suGXjUg2k+JoWFqSpqU6jQq/z6f773brF4njpD76GQsG95l9vNrfWHf1+lM/bvVw3v17c2D4FolLZfuxBdJ9Pef/3CflSOnuTwqk1tQ6dV7A6p3BmSSo1pJkVqbShsFZVEI7+H5cwaEnTK1K57l5otJsfwkCFS0dVOntTQp8EAAAgOTvhFhhDM8a8WtIdkqpyzQ9fkvQqa+33Wmtv69X8IEnW2pa19nPW2lslPU/Sv5NUb4/zLyR9zBgzl/qHAAAAAAAAm2yXilCtuu/9xfow7Mxaz5ss0x+86P68dGm4dW+/fbjl4xIUfCpCNB3Bvx9NUsh6/GHGbjbd/kwy/cHz73ffgqNbdHs+DeLy5f7n0/Kyu3g/bvqDb5jwj2HYqWPYW1pI/T9vdJlBx/fLzc8PXk8/u+nfJ+RLEBZVvv/VKly6RgoDBav7FbRvTaFyXZpdUFhZVVgY4GSKCAtNhdOr0uzCleaHYH1Gwer+dvPDNSrf/yoFYZ9/5AAAADKQuwYIY0xV0n+WVG6/9BFJ32Wt/dSwY1lr16y1vyrpNZKelGuC+HZJ/09C5QIAAAAAgAH0S0Xws6yj758969bLk6zTHzy/P5vN4S9M+xSIQWyXoODr8DP1fS0+pSHr8UcZ2z/vXjbOIMkFg67jRWvyy9brrkmh1/m0sOCSHGo1aXHRvTZO+oOvvVDoXWvcZxvl8/bbh9uN7VMgkrBb/n1CPgWtkspfeI2KT17vXlifUbByQGoW3S0rKjXXCLFvSeHUmsJSXWHQcre2kLvFRRi03OtTa+5WGrML0lStfcuLohuv3VhRfPJ6lb/wGgWtrO+uDQAAEC+P/5fyk5KeJXfbiocl/RNr7eo4A1pr/759S41PSNon6XuNMW+y1r5/7GoBAAAAAEBfg6QiVKvS6mpnlnWl4tY7dSqbmkfR/TklF52/OtZfNkYTvbA/rNtvH+w2GNslKES/9/ui1XLfnz4t3XprtuMPO3a3MHQX2YfV64K/f71eH37MZrP3+bSx0Wl2aDTcLTL6HZM+6SJaa/SWF/0M0nQzzucdNFHjqafcLUKS4MfM879PyK8gLKr8le9U4cJ1arzgXoVad00LpbrCqZpUqne+IsIwcE0OcRplBRvTUsPNQwzqFZUeuFHFp46l/XEAAADGkrsECEn/OvL8p8dtfvCstZ+XFP3V998mMS4AAAAAANjeoKkIeZ9lvba29XN6fib7JL8GbX7onj0/aApEvwQFb9SUhjTHH2XsnSwMtzYnFArSzEznM/qGBn8hv9dxM0yjw07nP08S51NU9N+ntbXJfy7sXcWnjmnqM7eoeL7dpNAoK1idU7B8lYLaPqk+JbUinVzR5odWUapPKajtc8uvzl1pfiieb49L8wMAAMiBXCVAGGNeLOmYXPrD49bajyS8iT+U9A5JhyW92BjzfGvtwwlvAwAAAAAARAyS/uDlOQViY6NzofTgwWxrkaQnnhhv/X4pEIMkKERfHzalIc3xhxm7UIhvJilt81e3YW890i0IetcT16AQBPFNCzMzrplF6jRzTE9L+/f33vbiorv9RbQ5JO6zhmHvdIxhFYvxjTijJph4QeDOxXK5/7Kj8CkgMzPpjA/ECerTKn/5ZhW/9jK1nvWwms/8usLShrQxrSunURBubn4IA/cVHacxpeLjN6jw+PNVWJubWP0AAADjylUDhKSXR57fl/Tg1tqGMeYTkn6w/dKNcrfZAAAAAAAAKRg0/cHzKRArK275SsWtf/KkdOTIZGoe1YED0okT0n339b54PSkrK8PN4g+CzRfsoykQcU0QgyYoeP7iu1++UOikNBw/Ptnxhx27WOx9IT5uHb8fu/fpdkkSccsFQXxTQBhuHXtqKv5WD+WyO4fW193xUCq552EY39TgG4+CoPOZe6Vg+PriGj2GSc0oFLY/X8ZJo6hUXMNHWk6ccOc9kIXC2pwKD51Q8WsvVesZj6t14KLC/ZcUzl1WWGhubXhoFRUsHVSweEiFhSMqXLhOQStvlw8AAADy1wBxNPL88ZS2EZ3/cF1K2wAAAAAAABou/cHLcwrELbdIN98sLS9nW8dv/Vb8670uWPfSKwVimASF6PuDpjSkOf4oY5dKnbELBfd1+HD8MfnZz7oGi3rdNaJILnGhV4OFr2Vx0T2vVl3jwrOfLd1009axz53rjB0E0qFD21/kP3JEeuopt43ZWdcoccMN0utet3XZe+5xy21suHr8+Ns1NGxsdFImpqdd7UePSi95Se91vOnp/v8erKy4RIphHTrk6kjL7CzND9gZglZJxfPPUfH8cyRJoUJpZllhsSEVWlKroKBZktZmFWiI7iQAAIAdKm8NENFAurR+hYiGUFZS2gYAAAAAAHvesOkPXp5TICR3UTTLC6NnzsQ3YPSblT9oCsSwCQreoCkNaY6fxNi+ueLyZWlubnPtFy9KH/mIO34vXnTrVavuYnk/YeiO+XrdHT+XLknHjnWOeT92teqeF4vueb+EA1+DbySYnXX7oFLZfD5dvOhen5pyzQ9+vUqfv55NTXVqD0PX7LG25tIR8nC+ArtNoEBam6PVAQAA7Fp9fn3bcS5Gnh9LaRvRcZdS2gYAAAAAAHveKOkPXrXqlvcpEGHoxkN/d9yR7Hi33775+1ESFOKW8+ufPj258dOuPc1jPu3zifMVAAAAQB7krQHiQvsxkPRKY8w1SQ5ujDkq6ZWRlx5OcnwAAAAAAOCMmv7g+RSI6Ppnz7px0duZMy61ofs2F/3SH3otF02BkEZPUPB8koLk1g/DTkpD2uOnXXuax3za5xPnKwAAAIC8yFsDxJn2YyipKOnHEx7/p9S5LUhL0mcSHh8AAAAAAGi82eQes8qHl3T6g+dTIMZJUIhbvjtJIc3x0649zWM+7fOJ8xUAAABAXuSqAcJa+y1J97e/DST9vDHmO5MY2xjzPZJulWuuCCX9tbV2PomxAQAAAABAx7izyT1mlQ9n3PSHXsv7FIgPf3i8BAWvV5LCPfekN/43v+m+0qr9zJn0jvkvftF9pTH22bMuGYPzFQAAAEBe5KoBou09cs0PoVxaw/9njPlH4wxojPmnkk63x/W/xv/qOGMCAAAAAIB4Scwm95hVPri00h+8j3zEPY6ToBC3nh8viYSGXuM3Gq5hIa3a77gjvWN+acl9pXU+3Xkn5ysAAACA/MhjA8S7JT3Qfh5KOiDpQ8aY9xlj/uEwAxljXmmM+TNJfyppNjLm71lruf0FAAAAAAAJSyr9wWNW+WCSSn/otZ5PTvBffplxfq7RJIVWy10wb7XSGT/6GZIe2ydk1GrJH/OLi27cWs1tI8mxl5Zco8Kjj7pHzlcAAAAAeVDKuoBhWWubxpgflnSPpENyDQsFSW+S9CZjzOOSPi7XJHFO0pKkmqQZSXOSrpdkJH23pKPtYX2iRCDpw5J+ZjKfBgAAAACAvSXJ9AevWpVWVzuzyisVt51Tp5KpeTdIO/3B8w0E0ugJCtH1Gw33vPsx6fHj3ktqbP946VKnOSKpY359vdOM0GhI5XKy55Nvqpif53wFAAAAkA+5a4CQJGvtl4wxr5f0IUnPlmtekFwDw7Mk/fMBhvFzFcLI429J+rfW2mb8KgAAAAAAYFRJpz94flb5yoobt1Jx2zl5UjpyZLyxd4Ok0x+i63ePGX0viZ9rr20kNX6cpGv39TcaUqkkzc0lM/70tLSx4VIx/DYqleTOp+VlaW3NNXPUau6xWuV8BQAAALCz5fEWGJIka+0XJL1Q0m9KWtfWhga1X+v+6hbIJUbcaK19O80PAAAAAACkI430B69adeP5WeVh6La3m7VaLlWg1dp+uUmlP0SNm6DQb5x+4/vGg14NGv3WTUJcjc1m/2M+DN1x3K8O/3OPNkAkVXu12hk3+pjl+Tro8Q4AAABgb8tlAoRnrV2V9HZjzDsk/RNJ/1jSP5R07TarBXINE1+W9NeSbrPWPpB2rQAAAAAA7GVppT94e21W+dKSdNtt0uXL0sGD0pvfLM3Obl0uifSHMBw/LWKSfAOBVyrF17/dhfRWa/xjM26bYehSG6an49dpNt1F/mbTNVAcOhTfSOEbBwqFzm1HCoVOc1FpzL/4RfdNs9n5LEnsF2n483XQ4x0AAAAAct0A4VlrlyT9cftLxpgjkp4naX/7a1rSsqQFSRckPUDSAwAAAAAAk5Nm+oNXrUqrq52Lw5WK2+6pU8luZye4+253MVhyj3fdFf85s0h/kNzPYGpq/HGaPf56s9343es0m/ENAdEmibgxxr3QH1d7EEjz89LRo/HrLC259cLQPS4tSVddtXW55eX4sf17cesMY3nZfX7fCBGG7vskxvaGOV8HPd4BAAAAYFc0QHSz1l6UdDHrOgAAAAAAQPrpD95eSYGI7s+FBenAgfjPOUr6Q69bKMSlQAxyi4ZxfsbRWzsMOn70the+Zv9atP5+t1Hwt3wYtf7oNrs/Q70u1WpbUyAaDfd6dNu12tZEB7+c3070MwVB/DrDiI7vBUEyY0cNer4OerwDAAAAgCQl/KcGAAAAAACAzSaR/uBVq258P6s8DN32d5Po/lxb6/05s0p/8LZLWBhEr/SH7cb360SbIOLGGqS2ftsfZN3u5gf//fz81nV8qoNvgPDLdqc9+O+jy0QbPeLWGUa0jmjdvmlknLG7DXK+Dnq8AwAAAIBEAwQAAAAAAEjRpNIfPD+rPLq9s2ddHbtB3P6M+5xJpj/Evd9vWa9f0sJ26w2yjej40QaAbtH3Bq0petF/GNvV4fkUCK87/cHXGYad1IXocv59SSoWO+dT3DrDiKvDpz/470cdO06/83XQ4x0AAAAAPBogAAAAAABAaiaZ/uDt5hSI7v0pxX/OrNMfvFEvlA+avhAdv1/qgn9/mJpGSYHoVUd3PdEUiGjqQjS9ojvRIS79oVDoNECMmwIRV0ex2Hlt0ikQgx7vAAAAAODRAAEAAAAAAFIx6fQHb7emQMTtT78vo5/znnuST3+ILjfost6wKQqDpj90Lz9IgsWwDQ3DpkD0qiNu3/sUiLjUBS+a6OC//OuS+/n7hIZxUyDi6vDNFdGxpcmkQDz44GDHe97PawAAAADJyrwBwhizzxhzwhgzm3UtAAAAAAAgOVmkP3i7MQUibn8eOrT1c955Z9aVbjbshfJhmxQajfjUhWjTQXcKRFr19Kuju575+fjUhVJp62s+MaI7/cEbNwUirg4/ZnTsSaVA3HnnYMd73s9rAAAAAMkqZblxY8yrJH1Q0iFJ88aYH7LWfqzPOr8m6bkTKO8Ra+0vTGA7AAAAAADsOlmlP3h+VvnKitt+peLqOXlSOnJkMjUkqdf+LJU2f85m010Y7pZE+sM4Wq3BfvbDpj9E19vuM0qjf05/0b9f/f1SKIJg6/v1eqf27lSHQsG95t9vNNzPu3u56Pjd6/ikhlKfvwD2Sn/w43ePXSgMPvYgus/XYlF68kl3rm53vOf9vAYAAACQvEwbICT9gaTD7ecHJf2epBf3WefnJaX9q3nQ3gYNEAAAAAAAjCDL9AevWpVWVzuzxSsVV9epU5OtIwnb7c/o57x0Kds6e2k0pKmp/suNktDgxaUuxDUdjKLZ7N8AMWj6g+eX800EcakLviHEjx1N04irJ7pOGLrtLy9LV121fe3bpT/Eje2bIAYZe1DR43hhwb02P7/98Z738xoAAABA8rK+Bca1co0GYeR7AAAAAACQY1mnP3h+Vnm0jrNnXX150m9/+s/ZbHZm70dlnf7gxdXW/f4k6xlGNBmh1/uD1N7rZ+EbG+JSF6TOtv12utMfouNH1wnDTlJDL/3SH3qNLfUfexj+OA5DaW2tU3sYxh/vUr7PawAAAADpyDoB4o8l/Wzk+z8ZYJ1vSnpOKtVs3Q4AAAAAABhSd1qB5CLrV1cnX0t0ln1eZ4sPkqZRrUqXL8evv1OaCpK6UD6IND7zKPUPU4dPeog2WkTXjz5vNvunZUSbMs6f732rikZjc4PFIOOHobSx4Y7F7cYelt8HvhnDP8Yd76RAAAAAAIiTaQOEtfbtxpj7Jd0k6XOS/tMA6zw39cIAAAAAAMBI1ta2phV4WV+IX1pyF0rPnpXe8AZpZibbegYxaJrGOLeOwM4Rl7owznnjb4PRarmv7vGjqQ+jbqfX2KOINm00m5vTMKJ8CsTKyubz+uRJ6ciR8esAAAAAkF9ZJ0DIWnubpNuyrgMAAAAAAIxvY6NzAfPgwWxr6cXPXs9DA8Qg6Q9SfhogisX4C+V+5v9O16v+JNItCgU3flQYxo8dBFuX7cXXe/jw1nWaTenppzvbGtZ2Y49iYaFTiz8eCgXXYNE9PikQAAAAAOJk3gABAAAAAAB2jwMHpBMnpPvuS+aCaBpOnHB17nSDpj9I0vS0uw1Br4vl3bJK49jumPC3PBhHrxSCJD7vdk0HxeLmW1f0E1dP3G0k/DajzSHRVIRBUxdmZqSpqa2vF4vumFpbGz3BodfYw2o0XGOS1NmXPukhbr+TAgEAAAAgDg0QAAAAAAAgUbfcIt18s7S8nHUlW83O5qP5QRo8/cF75jPdjPjLl933MzPuovrRo9JLXrJ52S9/WTp/XqrXOxe/Z2fde82uKIZisXjlVgyLi+6xUnEXoA8elJ797P6f5fBh6VnP6r/cxYtuG/089JBLLvCz/4PA/VzjmkO8jY3OMVmpuH1z+LB0/Hj/7e3f3/+i+uqq25f9fPnL0pNPutr9vj98ePva63Vpft49r1alctnt95tu6r+9ffukubntl1lacvUPa5CxB3XPPZ3jfWmps1/K5d7rkAIBAAAAoBsNEAAAAAAAIHEHDuSn0WAnGib9IWrfPpcWsLLiZtHv3+8usp840bmAf/GidOaMu3B98aKbXV+tdi5kb2xsboCYmupMvw8CN3ah4MYLAumNb5zsjPuLF6UHH3TNFxcvukaGarXTwNGLTxJYWXF1HzzoLrh/93dPrn6/7/fv37zvK5Xt1yuXOz/Xet2dW5cuSceO7Y60g4sXpUcfdZ9zYaHT7LNd84NECgQAAACArfr82rzzGGP+mTHmZVnXAQAAAAAAkJZh0x+iqlW3vJ8VH4ZuvEmMPQl5rj/PtaeJ/QIAAAAgKblrgJD0fkn3GWOsMebXjDEvz7ogAAAAAACApIya/uD5WfHR9c+edeOmOfYk5Ln+PNeeJvYLAAAAgCTlsQHCe76kn5P0OWPMw8aY/80Y84qsiwIAAAAAABjHOLPhvV6z4tMcexLyXH+ea08T+wUAAABAkvLYAPExSUHX1w2SbpX0WWPM140x7zTGfHt2JQIAAAAAAAxv3NnwXtys+Pvvl774xXTGnsSM+zT3Tdr157n2NLFfAAAAACQtdw0Q1trXSXqlpP8g6aHIW74Z4npJb5P0d8aYbxhj/g9jzHdMvFAAAAAAAIAhJTEb3uueFb+87C4OpzH2JGbcp7lv0q4/z7Wnif0CAAAAIGm5a4CQJGvtGWvtz1trjaSXSXqHpC9FFvHNEMck/YykTxljzhljfssY812TrxgAAAAAAGB7Sc2G96Kz4hcWpFrNfS0uJjv2JGbcp7lv0q4/z7Wnif0CAAAAIA25bICIstZ+2Vr7Dmvtt0k6LunnJJ2JLOKbIZ4l6ackfdIY85gx5l3GmFdNvmIAAAAAAICtkpwN7/lZ8RsbUqvlvtbXkx17EjPu09w3adef59rTxH4BAAAAkIbcN0BEWWu/Zq19p7X2lZKeI5f+8LeSWu1FfDPEMyX9hKSPGWO+ZYy8UArjAAAgAElEQVT5XWPMa4wxQSaFAwAAAACAPS3p2fBeoSBVKu5CcLPpGiDCUJqeTmbsScy4T3PfpF1/nmtPE/sFAAAAQFp2VQNElLX2UWvtu6y1r5Z0naQfl3S3pEZ7Ed8McVTS/yDpHklPGGN+3xjzOmPMrt03AAAAAJCVMJQWFooKw6wrAdLXakmXLrnHfkadDd9s9l/Gn29h2KllkJoGMYkZ92kkBXhp15/n2tPEfgEAAACQlj1xkd9ae95a+25r7eslXSPpRyX9paT19iK+GeJqSf+9pL+R9MUsagUAAACA3WplpaAPfOAZV76Wl7OuCEjP0pL07ndLf/AH7nG7432U2fCtlnThQuerV0ODvwgcHatQ6Fx4HlfaM+7TSgrw0qw/z7Wnif0CAAAAIE17ogEiylp72Vr7J9baN0p6hqQ3SbpD0kp7Ed8M8cKMSgQAAACAXenMmf1aXCxKkhYXi7rnnj33Kyn2kLvvli5fds8vX5buuqv3sqPMhl9c7KQ/NJvu+zi+8SKIuelnUk1Iac64TzMpwEur/jzXnib2CwAAAIA07em/Nllrl621fyrppyT9oqR5SQSxAgAAAEDCLl6UHnlkWpK0vOyaIM6eDZiRi10pOsN9YcE99pqBPsps+EZDqtXcc98EUattTXTwy0VvfSF1bokRt84o0ppxn3ZSgJdG/XmuPU3sFwAAAABp27MNEMaYFxpjfs4Y8xlJj0n6DUkHIovQCAEAAAAACfnUpwoKQ2ljo6BaraCNDffrKDNysRtFZ7ivrW0/A32U2fA+uaHV6nxFX+9eLgzdl0+BiDZE7OQUiEkkBXhJ15/n2tPEfgEAAACQtj3TAGGMCYwxJ40xv26MeVDSlyX9mqSb5PZDEPl6VNIvZ1YsAAAAAOwiFy9KX/2qu/K6ulrY9MiMXOw2cTPce81AHzf9wTcx+MdookNc+kOhIBWLvdcZR9Iz7ieVFOAlWX+ea08T+wUAAADAJOzqBghjzLQx5geMMe+VdF7SxyX9rKTnaXPDgyR9SdKvSLrRWvscay0NEAAAAACQAD/jdmOjoEbD/QrWaARXLs4yIxe7SfcMd6n3DPRx0x/8rSziEh260x8kd0HYX2ze6SkQk0wK8JKqP8+1p4n9AgAAAGASdl0DhDHmiDHmrcaYOyU9LemDkt4i6Yg2Nz00JX1M0s9IusFa+23W2v/VWvv5bCoHAAAAgN0nOuPXpz4UCu5qrL/oyoxc7BZxM9x9w0H3DPSk0h+8aKKD/+pOfwgC9+W3sVNTICadFOAlUX+ea08T+wUAAADApOyKBghjzHFjzNuNMZ+U9ISk90h6o6QZbU55WFGnIeJqa+3rrLXvstZ+I4OyAQAAAGDX8zN+3QXWQEEgHTjQYEYudqW4Ge6HDsXPQE8q/aFUco/RZof5+c5r0fQHb6enQGSRFOCNW3+ea08T+wUAAADApJSyLmBUxphXSjol6QckmchbQdei5yX9uaQPSbrLWrs+mQoBAAAAYG+Lzvj1F1dnZpoqFt1jrVbS0pJUqbjlTp6UjhzJrl5gHL1muJdK7nFlRVeO9/vvdxdki8Xx0h98qkOh4F5rtToXekulrct53esUCp0UiNKYfynyM+6jn3eY8zurpABvnPrzXHua2C8AAAAAJil3CRDGmJ80xnxL0qcl3SrX/BC9tYUkWUnvlHSzpGdaa/+VtfYvaX4AAAAAgMmJm/E7Pe2uyE5Pt5iRi11luxnu3TPQl5fdhdhx0x/8BeRoooO/lUWzGZ/+4O3UFIgskwK8UevPc+1pYr8AAAAAmKTcNUBI+g+SrtHmpoeWpM9I+jlJL7TWvtBa+3PW2s9Ya8PsSgUAAACAvSluxu/MTHPTBVvuy47dot8M9+jxvrDg0hZqNWlxceuycbZLf5A6iQ7RW170Sn/w/DrRZX0KxLhGPb+zTgrwRqk/z7Wnif0CAAAAYNLyeAuMaUm+qeGCpHdIusNa+1R2JQEAAAAAorZLf/CqVWl1tTMjt1Jx6506lVHRwIgGmeHuj/eNjc7FX3/LiZUV914vjcbm5Aepc/uKOH65MHRJEM3m9vWHoasrCKTz56VCobzp/VEuVvsahjm/u/ej1H/fpGXY+vNce5rYLwAAAAAmLY8JEGHk8Yikfy/pN4wxP2iMmcmuLAAAAACANPiMX2bkYjcY5nifmek0JfiGhmizQtzXdo0OUWFC+ZfRusb5ioqe32tr8dtdW9u6H6OfbdJfw9Sf59rTxH4BAAAAkIU8JkC8T9JbIt/PSfrn7a81Y8xHJH1Q0p9ba5di1gcAAAAApKjXbPi4aH1SIJB3g6Q/eDMz7hYYUufWFNPT0v79vcdfXHS3pvCNE5JLjejm3+++0FsoDJ7g4G+VsX9/Q8Vi5/VyuRy/wpB80sRMzPSVjY1O7QcPJrK5xPWqP8+1p4n9AgAAACALuWuAsNa+1RjzDkk/JOkfS/oOSf5ulvsk/WD7q26MuVvSByR9yFr7dBb1AgAAAMBeMuz93n0KxMqKW75SceufPCkdOTKZmoFRDXu8l8vuGF9fd0kLpZJ7HobxTQ2+MSgIOs0PvnGiWxBsbpKIvhYE8evEmZmRyuXNXRTRZohxnDghHTgQ/96BA+79++5LbntJ61V/nmtPE/sFAAAAQBZy1wAhSdbab0j6DblbX1wr1/DwQ5JeLcn/SjUl6XvbX+82xnxSLhnitLX2WxMvGgAAAAD2gGFmw3ukQCCvRjnejxyRnnrKNUDMzkpTU9INN0ive93WZe+5xy23seGSIIJAOnRo+2aGRkOan3d1Vauu6eLYMemmm/p/nn37pH37mjp/fvMckmuuuVrF4nh/Qpqd7X+h+ZZbpJtvlpaXx9pUKvrVn+fa08R+AQAAADBpuWyAiLLWPiHp9yX9vjHmsKQfkEuG+K/kmiAk9zm/u/31LmPM38s1Q3zQWvvIpGsGAAAAgN1o2NnwHikQyKNxjvdq1R3vtZq7CPvoo+64jx7vFy+616emXPODX69S2X78qSmXArGy4pohrrpKunTJNUEMcj6522jUN7123XWTm8F/4EB+L0rnufY0sV8AAAAATNKAd4HMB2vt09ba91prv0/SMyS9Se4WGKtyt8kI5D7zd0h6p6SHjTGfM8b8gjHmBVnVDQAAAAC7wSiz4b1q1S3vUyDC0I0H7FRpH++cTwAAAAAADG9XNUBEWWuXrLV/aq39ryUdkbtFxvslLajTDBFIermkX5b0FWPMV4wxv2KMeXlWdQMAAABAHo06G97zKRDR9c+edeMCO03axzvnEwAAAAAAo9m1DRBR1tqatfa0tfZHJF0t6RZJ/5ekC9rcDPFCSf+zpM8ZYz6RVb0AAAAAkDfjzFb3mLWOvEj7eOd8AgAAAABgNHuiASLKWlu31n7EWvsvJV0r6Xsk/a6kx9uL+GaImzMqEQAAAAByZdzZ6h6z1pEHaR/vDz3E+QQAAAAAwKj2XANElLW2Za39qKT3tL/mJYXZVgUAAAAA+ZLEbHWPWevY6dI+3k+f5nwCAAAAAGBUpawLyIIxJpD0KkmnJP2ApOtjFqMRAgAAAAD6SGo2vOdnra+suPEqFTf+yZPSkSPJ1AyMKu3jvViUnnzSHeucTwAAAAAADG/PNEAYY6YlvUGu4eH7JB1uvxXELH5Z0m0TKg0AAAAAcivJ2fBetSqtrnZmrVcqbjunTiVTMzCqtI/3+Xn32sIC5xMAAAAAAKPY1Q0QxphDkt4ol/Twekkz7bfimh4uSLpT0h2SPmqtbUykSAAAAADIqaRnw3vMWsdOlPbxvrws1WouBWJtzT1Wq5xPAAAAAAAMY9c1QBhjrlfn1hY3Syq234prenhc0mlJH5D0SWttaxI1AgAAAMBukMZseG+vzVpvNKRz56Rjx6RSDn9Tz3P9rZZLXrjqqu2bDdI+3hcX3fitVucxy/MpDKXFxaL2728mU0SXQfc7AAAAAADDyNmfJeIZY14u1/RwStJLI28FkkJtbn74hlzDwwestX83qRoBAAAAYDdJaza8t5dmrT/xhPSbv+lm/09PS297m3T0aNZVDS7P9S8tSbfdJl2+LB08KL35zdLs7Nbl0j7eW5HpGM2ma67wryexjWHPp5WVgv7qrw5faYD4sR+TDhwYvw5v0P0OAAAAAMCwctljb4wpGGNea4x5lzHmG5I+J+kXJb1MnWaH6KOV9O8lvcJae4O19n+i+QEAAAAARpfmbHivWnXj+lnrYei2u9vcdptrHghD9/i+92Vd0XDyXP/dd7uL8JJ7vOuu+OXSPt6Xl12TQhh2XisU3OtJGeZ8OnNmvxYXXaDm4mJR99yT7J+PBt3vAAAAAAAMK3cNEMaYX5L0lKS7JP2EpGPaenuLQNKXJP2SpJdaa19orf1frLX3TbBUAAAAANiV0p4N7/lZ69HtnD3rtr9bPPig9Oij7mJ0o+EeH31UeuihrCsbTJ7rjx7HCwvuMe74Svt4bzRc40gQdJIfvFrNvZ+EQc+nixelRx6ZliQtLxfbywWJnXeD7ncAAAAAAEaRuwYIuaSHg4pverhX0s9L+gfW2m+z1v6ytfYrky4QAAAAAHazSaQ/eLs9BeLOO91jq+U+m78VwunT2dU0jDzXHz2O19Z6H1+TSH+QOvvQ888nnQLxqU8VFIbSxkZBtVpBGxvuT0dJnXeD7ncAAAAAAEZRyrqAEQSSIn8S0Kcl3SHpg9bac9mUhCQZY6qSbpL0QklXSdqQ9ISke621NsvaAAAAgL1uUukPnp+1vrLitlepuO2fPCkdOZLONiclmp7QbLrXmk33mX2KwvHj2da4nTzXH3ccxx1fk0p/kFwDRDQBwn/vUyBKCfwFp9/5dPGi9NWvuiJWVwtXHmdnkznvBt3vAAAAAACMKo8JEBckfUzu9hfXWWtPWmt/m+aH4RhjAmPMLxtj1o0xLWPMR3dATc81xvyJ3C1O7pH0e5J+TdKvS/rPkh4wxnzFGPNWY0wej10AAAAg9yaZ/uDt1hSIaHpCVF5SFPJcf/dxLMUfX1mkPxTdXScUhpNPgfCPGxsFNRquEaLRCFSrJXPeDbrfAQAAAAAYVe4uIltrr7HWfo+19vettU9mXU8eGWMqkv5vuduJTMmlalyfcU1vlvQVSW+RtG+bRV8k6b2S7jLGPGMStQEAAABwJp3+4PlZ69Htnj3r6smruPQEr9l0r/sUhZ0oz/XHHcf+GI4eXw89NNn0B1+H//Kvh2EnBSIJvc6n6Of16Q+FguvA8A0Y45x3g+73PJ/XAAAAAIDs5a4BAuMxxhyRdLek/6brrSBm8YkwxvwrSf9J0kzk5Xsk/Tu5hoifkvT7ki5H3n+tpLuNMYcmVScAAACw12WR/uDtthSIuPSE6C0OdnqKQp7rjzuODx3aenydPj359AffEOAfJ5kC4T+va7YIFATSgQONxM67Qfd7ns9rAAAAAED2aIDYQ4wx/0DS30m6uf1Sc5vFJ8IY80q5W114j0h6RTvl41este+z1v6OtfbfSHq2pN+OLPtSSX88wXIBAACAPSur9AdvN6VAxKUnBIH7jEG7NX0npyjkuf5ex3GptPn4ajRc7Y3GZNMf/P7z+9O/n3YKRPTz+kaLmZmmikX36JeTRjvvBt3vo44PAAAAAIBHA8QeYYx5taTPSHpe+6WHJP3r7CqSjDEFSX8kyc8TeljSd1hrPx+3vLV2xVr7M3K37vC+3xjzT9OtFAAAAECW6Q/ebkmBiEtPKBY3P0bf32kpCnmuf7vjOHp8zc+71xYWJp/+4E0yBSLu805Pux/g9HRr7PNu0P2e5/MaAAAAALAz0ACxBxhjfkTS30jyt4v4tKTvlGs4yNIPy6U4SFJL0luttU8NsN6vSfpE5PtfNcZkdgsPAAAAYLfLOv3B2w0pENulJ0g7P0Uhz/X3O4798eXTFsJQWltzj5NMf/AmlQIR93lnZppb9os02nk36H4fdXwAAAAAAKJK/RdBnhljTkl6X+SlOyT9iLW2ZozJqKor/mXk+e3W2oHmeFhrQ2PM/yjJJ0Ucl3RS0icTrg8AAACAts7elqSVFWl1dbhxWq3ypu9HuaDsZ8L72eKViqvv1Knhx8rCdukJ0e/9fm613PenT0u33jqZGreT5/oHSTGpVqXFRbecbzpoNkc73ntpNDYnP0huG81tblIZTYE4f97dOiIJ/vNFP2+r1Ul/8KpV9/lHOe8G3e+jjg8AAAAAQBQJELvfQ5JW2s9/W9IPW2trGdYjSTLGPFfSd0deevcw61tr75N0JvLSWxIoCwAAAECXtbWts7c9f1F2kl9R0dnia2vp74tx9UtP8HZqikKe6x80xSSawuA/Y5LHb6u1uXlkGP7492MkfV5t14AxakrDoPudFAg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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_decision_regions(X, y, tree2, \"Depth 2\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"school_cell_uuid": "05b180702cbe4d7ba0bcb7c65aed5c8b"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[50, 0, 0],\n",
" [ 0, 49, 1],\n",
" [ 0, 5, 45]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y, tree2.predict(X))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"school_cell_uuid": "9802e6241c38475b885696552518ebff"
},
"outputs": [],
"source": [
"tree3 = DecisionTreeClassifier(\n",
" criterion='entropy', max_depth=3, random_state=0).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"school_cell_uuid": "034695e6094748aba3cca967356e2907"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_decision_tree(tree3)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"school_cell_uuid": "f0e36ea7861f4469afa8beef1bc2f8b2"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_decision_regions(X, y, tree3, \"Depth 3\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"school_cell_uuid": "6ccd633d2510431a8547c18dbeca8bfe"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[50, 0, 0],\n",
" [ 0, 47, 3],\n",
" [ 0, 1, 49]])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y, tree3.predict(X))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"school_cell_uuid": "518f06e5013e472ba2f674332a00fc3b"
},
"outputs": [],
"source": [
"tree4 = DecisionTreeClassifier(\n",
" criterion='entropy', max_depth=4, random_state=0).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"school_cell_uuid": "6572f2015acf47b9b411e95e97f6f4eb"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_decision_tree(tree4)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"school_cell_uuid": "53daaa85e6bb4070a24c3fe7c50c4f02"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_decision_regions(X, y, tree4, \"Depth 4\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"school_cell_uuid": "69e75c72a36d48ebb6c2255c80e473bc"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[50, 0, 0],\n",
" [ 0, 49, 1],\n",
" [ 0, 1, 49]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y, tree4.predict(X))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"school_cell_uuid": "c328a1c96cbd47f284384cd18d3319a0"
},
"outputs": [],
"source": [
"tree5 = DecisionTreeClassifier(\n",
" criterion='entropy', max_depth=5, random_state=0).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"school_cell_uuid": "8b8a9ed90ad14e0ea637f19eb32b8e69"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_decision_tree(tree5)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"school_cell_uuid": "41332d4b9e804dc5b83cdd5fd33b74db"
},
"outputs": [
{
"data": {
"image/png": 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IrbzXVNfBXrSnLikisnYqgBARERERERERERERAfaLfe5n98sCAitby2eWnZqZXWkmIeuE5TC/HllE7GIiIvbDPo+PH5fvcW7hsZszvisZGYUVxMSnOj5Mev00zWSqGz6AupPEpPGa8VWvn7pfJrwuJydYoEuXjmsnXZFbzsAGp5b/mCv2Kcf0af8pd+I77Ea7rcQuV9Mq7jNn3Qt69Fq7nipmRt/6GFYvywFlAYSIyLqpAEJEREREREREREREnmvBAh/PPl7Pxg4W6Ft/ZAZ2RETkIoY9AUZmWZtZnZgsrKB+WFG+1lyd3IwsOpWMn2fsjOx0/JTxVoUL4zPHm90dpmkWQDSTq83k6yQeT9d1Z4p9UgFFFXthBV3XXdns9WndMBaNffyY9uiRu5yPZR/jneId7sZ3NfNdzrTq+8yke4FhrVxP46rrASiX3nCw63e1NIyIXAoqgBARERERERERERGR51ZhBa9nr/M0PAWDAQMyKxOLDkfHdejQOTO57ZwrE5eUHQKCBXLyelZ31VUBqJOWHk/s4rnHjkPMEUcTixLGCwyanRzOM74ExnnLZlRj77idqUnW8diLUJyKvfo6J8fM6LF8C/9qdnqVoJ1UEDJv7NUxzS0nEDiyI7p0iYl5HB6TZRn34ntELloqdrma2rjPTLoXtHE9TfosAxsAlAVEztOhUy/zIyKybipHFBEREREREREREZHnUrBQJyXNjGM7rpOSERHbbrtO8M3DO09MjMef6qwAZcLTM3zNnGNHPmLLbeHP+fW+x89c/DBulvc5HD03X3K1in18/GrfFBRlW32bbdmOSc4rfqj2y7yxe1d2i9h223W7/4ENOLZjzIyn4SmvZ68TLJwzkjxv2rrPTLsXrPJ6GldYUS99EREREwNwJ75D7OKVbUdEZBkqgBARERERERERERGR59Ib2RsjScmCok6Oz5sgHzewAYEwsZigWqaimkU9r447v7nzWctWrOq9s8Qx6T0x8anuFM2k7aL7Bcr9XnXdmFT8ANChs1DsUM7Cr88PyqVNmkUQb2RvLBy7XE1t3mfqzhFjBU/V9ZSTL3U91eOZkVteFz94fL30xU1/k91od+ltiIisigogREREREREREREROS5s1/s8zg8BoO+9etihZ7r0XGdpZKSueXk5FN/3mxTn9v01501/nlFCuPLYcxq1vcZtlDsULbN79CZWAQRCEvtl5x84meoih8iIrquu1DcFefKJQuqIohAoG99MHgcHrNf7C81vlwdbd5nKl3XJSKaWlSUkS18rcJJV5Vm54ctt4Vzjpf8S9yN7y79GUREVkkFECIiIiIiIiIiIiLyXMks4352H4ABg5EZ2ZGLlhrbzOoZ181EfHOGdvP5gQ3malFfjT/LMhWLFEHM+nqHmzv2+r3DLgqTkrZQLltxbMcUoZh5zCpJO/6Zq+VGoCx+WHbGfVPkopFOEBnlsgb3s/v1Egfy/GrzPtN03vVk2NzXE5RLdwxswJEd1UvKdF13pPjhXnxv7qU7RETatliPJxERERERERERERGRDfUge0BOTrBQJ6q7rruSpOTABnUCvvpvlZAcL4BwOIyyoKHnenOPP4vmtpqqbY+/dh7zxj6yfefo0WNgg7pbRnP7hnHIIXGI8c4TEdWFDM65uvAiEMriA8tOLXnRTAZ36NB13ZUVP1QiF9GlS9/6DGxARETuch5kD3i1++pKtyWbpc37zLhZrqcjjuiEzkzXU7BQFz0A9ZIXVbHDTX+Tu/FdFT+IyKWkAggREREREREREREReW4ch2P2w37dkh7KzgARyyclg4U6+Vgl4yfNyK5fT8DjycmJLT43mThp/GobcHYBw7LFDuPbmDf2iWNWM9ctqrs3jMvJcebq7grDIE4ZL36oYna4cskN1146pDp/Cgr61mebbfbDPrfCLbb8VmvblcurzfvMNM3raWADAmGkCMswCgoKK869nioREbGLy7hdWUh0J77DbrTb2ucQEVmWCiBERERERERERERE5LnxsHgIUM5yJtQt6VfRGaAqTmia1HkBTgoJqu4MOTldujONP77EQ3Mb0wobJnV8mNW0bcwT+1k6rkNEWQRRJWarbfrhIwwf4zx+pMNFc8mRtro+jKtm3x/ZUT2DPiLiUfGIV/wrrW5bLqc27zPnWfZ68viTLhGNwqZdv8vt+Daxi1v/DCIiy1ABhIiIiIiIiIiIiIg8FworeLt4G6BuSd9xnZUkJc2M3EYLFKZ1fpjUsSG3nJh4aizN8ZvjNLdRfX9WN4RpZn3PIrHPwjnHltvChdFuD4bVRQxVm/7xJT2O7GikwCMiYsttXWh7fuccHTpklpFZRuTKAohbnVsXFoNcDm3eZ2Y1fj01l9w563oajzEiYi/aYy/aUzcTEdkYKoAQERERERERERERkefCO+GdU+vbd1b0a/KCYqQzAkwvgGhqJiYLiqnxTBp/mmqGdzOGWZbJaBYReM4vHpg19nnELq4LPbquWydsCwqCG/1MUCabPR5Hmeh1uAsvfqh06JCR1ecYDp6EJ1zn+oXHIuvT5n1mXtX1ZBgxMTjOvJ48nh23wzV/jWv+Gjf8jbVcSyIiy1ABhIiIiIiIiIiIiIg8Fw7CAUCdlBxv8b6MquBg1uKHZrFBVUgwqQvDtPHP20ZzfIej4zrExKe2CeUs9Zy8tdjn4Z0nsqg+Rl3XZTfa5ZXOK/StX7fur1r1v5m/yaPwiMwynLmVHtNlYi8oCzOehWdc9yqAeJ60eZ+ZV/OcdM4Ru/jM6+milukQEWmTCiBERERERERERERE5LlwGA4Bytn5QOSilY1djTmPZiFBPcaU3GNhxan3zhuf85OXwaha4c9jntjn5Z2nsJMuCs/Cs7ql/7gjOzrZPqs9pouYFPsMzTTkCmnzPrOIea4nEZGrQH/tioiIiIiIiIiIiMiVZ2Yc2jAxOexWMMsyD7MNPn8HiNG3Wx3XpGIEM5t5+YvK+JIXgcDEt7Yc+yIionpMgEM7nLpfWjumC5o1drmadE6KiKyfCiBERERERERERERE5Mqr2r2b2coTk4Ewc2HCWQybOM605+cde9IyFW3HvojquDSPV9/6p17X5jFd1KTYBwzWGpNcnE05JyddTyIiV4UKIERERERERERERETkypuU/N/kte7nXQJj000r3hh3GY/p+PIlcnVtyjk5KU4RkatCBRAiIiIiIiIiIiIicuUts8zDeRbtfDAphmkdIFZhlWPPGvtCYzcSxiNLeIxp85gualLsq9ovcvltyjmpAggRucpUACEiIiIiIiIiIiIiV17VBr5KSK4yKb1oknNSDJPGWlUSdZVjzxr7QmPbydjVmJOWEWjzmC5qUuyXIQkuF2NTzsl1L8shItIm3eFERERERERERERE5MqblPBrJgY3zWVIrF6kswogmi7jMY1ctO4Q5IJsyjmpAggRucp0hxMRERERERERERGRK6/neng8zrk6+beqNvAev5JZ/m74mPX5eceeVkTQZuyLqI5L83j1XO/U69o8pouaFHuX7lpjkouzKefkpOtJROSqUAGEiIiIiIiIiIiIiFx5zjl23A7A6hOTbrnW98229M5NKIBwbu7lFKrtj7S8n/TWlmNfREFRjwmw43am7pfWjumCZo1driadkyIi69dZdwAiIiIiIiIiIiIiV5GZ0bc+Yfjww0fP9ZZOPpkZmc8wZxiGw3Fsx+zYahJbbcfe1tjn2fE7HBQHeOfBoLCC2MUrGds7T2HFXO8ZLzTwbvqcxchFBDtJpFbHfZ74zvpZm7HPq/qc1ZjX/LWpr23zmC5intilXeu612zCObnO+7CISNtUACEiIiIiIiIiIiKyAsECT8ITDsIBh+GQQzucOPPX49lxO+z4HV7wL3DD3zg3eTw+9rPwjP5L/ZHX7Gf7RHk099gXHfsqx57XC/4FHhYPib9uuaMAACAASURBVIiAcmZ0sLCS7TS7KBh2boFCs4BgpEvDjONXY0zbxsQOEGuKfR7BQj1jvTpOZxURtHlM5zVv7LJal+VecxnPScMwMwYMeFw85lHxaG33YRGRtqkAQkRERERERERERGQJx+GYh8VD3i7erpOfFbPTiergAgd2wEFxUCfJ9qI99qI9tvzWTGNXSWqgXNZg+GVg9rHXFfsqxl7UdX+9TEo6iCyioCAnp0t36bEjorqAYNZCAjgpIHC4OmE66/jTjBc/LDL2KmOfR05ex+SdJyLihr8x9fVtHtN5TYvdwuxLisj8Ltu95jKdk5ll9f0gI8OZK//r3NruwyIibVMBhIiIiIiIiIiIiMgCMst4kD1gP+zXz1WzbYOFurX4OG/DZuPDBCkO3ize5M3iTXb9Lrfj2wDnjl1Eo4m+3PKZxo5dvPbYFx172TbykYt4V/Qu3ireInYxhRXklhMTL9323TlHhw6ZZecWEYwUsAx1XOfMGJrjN8cBTm1j/Pl5xm4j9lmZGbmVRQTVsd6L9s5dGqStYzqPs2IfT8rLarR5H1vmXnMZzslqiYuM8n7R7PIysEG9f8ZdxH1YRKRtKoAQERERERERERERmdN+sc/97H4549vKFueZZVMTnc0Z+3VSbphDjiwidjEREfthn8fHj8v3ODfT2E3njf20/5TdaJf9Yv9SxD7P2E/7T7kT32E32j13P5zl5ehl3ireKmfp4wkE+tanR2/p5GSHTp1wrIwXEowXENRFCjP8ur4af3wZjOY4kzpDzDN2W7Gfp0rYGobH1x0l9qK9c9/b5jGdxTKxy2LavAev4l6zznMyt7wscmgUODSv3fHCh3Xch0VE2qQCiOdIkiS3gM8D3gNcB46BfeD/Az6Ypml2xtsvTJIk14DfDHwWZZwD4BPAL6Rpmq4zNhEREREREREReb4FC3w8+3g94zhYmdRqJpQiIiJXJr08fiTZZWZ1gqmwgvphRflac3UCL7KIQBhJOFdjO3MURTGSnO74DuZs6thduvStzyfDJ+kMHwMGK4nd4fDmR2I3bGX7pUeP3OV8LPsY7xTvcDe+u/C69Ft+i12/y37Yp0ePIzuqt7dsIt87T8c65OR10nNalwY4mZXdoTPT55k0flMzybmKsVcZ+3mqYwDQcz1wsOt3Z2q73+YxncUysct82r4Hr+pes45z0swY2ICc/FSxUlXMdBn2jYhI21QAccUlSfJZwB8DvgJ47YyXHiRJ8kPA/5im6esXEtyYJEneC/z3wFcCO1Ne82HgrwN/O03T0/2ZREREREREREREWlJYwevZ6zwNT8FgwKBejsDh6LjOuclg54YJKMpZtcECOXk9c7k5477Zujx28cjY48UF1dhV2/Lm2LnlBAJHdlTHmpExYFAWLuBXEntBMRK7Gz7GY59n7GbsXbrExDwOj8myjHvxPSIXnXfYJrod3+Zp/ym5K9vSZ5YxsHJ/LDpmpeu6FHZyLJvLSTSTktW+cji6rrv0+HC6G8Sqxl5V7NMUVjCwQR2Dd54OnXpJlVm0eUzPsorYZTZt3oPbuNdc5DlZdSGp/h4Z7wTjcGyzTeSnb/ei78MiIm1RadYVlSTJFyRJ8jPAh4Fv4uziB4AXgK8D/kWSJP9F2/GNS5Lkqyk7UXwNU4ofht4P/CDwj5MkUf8wERERERERERG5EMFCnXgzM47tuE68RURsu+06+TkP7zwxMR4/ksRuJpo9w9csMHbXddlia2Tc8Zn9W2wtHXtz+YXm51g29m23XS8nMLABx3aMmfE0POX17HWCLTZHKnYxd+I7AHTpElF2rOhbn8LOX2rkLM6dFAVURSDAqf1ePd913bla4k8bv82xVxX7JIUV9fIRERExMQB34jvELp55nDaPaduxy/navAe3da+5qHNyluKHLbd1ZvHDJG3fh0VE2qICiKvr24Df2/g+AD8PfC/wDZRdIf4E8O1Ac1mJbeC7kiT55guKkyRJ/hTwt4fbrvws8K2UBRF/ljLuJ42f/x7gZ5Ik0UJTIiIiIiIiIiLSujeyN0YSb1W3g57r0XPLrelerdU+aZkBhyMQ6hnmi8jIRjpLNMeufr6otmN3rrGPKZcHaSbf3sjeWHjs3WiXm/4muHLZgqoIpW99cssxs/MHmaKaiT5Ntb86dOi4+Rs1nze+Ya2NvWzsdYxm5JbXBQQeXy8fcdPfZDea/1e/bR7TtmOXs7V5D4b27jUXcU4ObDCx+KHuwkO81LXa5n1YRKQNWgLj6vpV4HcCHwG+B/j7aZq+OemFSZL8d8CfBr4TqMpSvy1Jkl9O0/Sn2gwySZLfMoyv8nHgK9I0/aUJr/2vKQs7vnH41GcDfwv4sjZjFBERERERERGR59t+sc/j8BiMeq35KvG2bOvv3HJy8qk/rwoXcnIii+ZOYlXjV0sYTHzNkmNXcU593YLjV5xzdOjgcPX+71ufLbZ4HB5zvbi+cML5bnyXLMt4Gp6yxVY9i7pvfSIieiyeWO26bt1CflxVoLDM8hExMTn5qX3f7LyxqLZjb85Yh3IGf5XEfsm/xN347sJjt3lM245dJmvzHtzU1r2mzXOyug+fWhJp+IiIVrJMTZv3YRGRVVMHiKvr+4EvBd6fpul3Tyt+AEjTNKRp+j3AH4CRfy3/T0mStHaODMf+AU4KcV4Hfuuk4odhnM/SNP0vgW9pPP2lSZL8gbZiFBERERERERGR51tmGfez+0C53nxz1vGyiTczq7sjNGfuTltSYmCDuWYLTxu/7bH98NfOy4w/SeSikRnIVeeK+9n9uhX+vLzz3Ivv8ZJ/CefKNvFVsrCg4MiOyi4Xc7Z4DxbIyEa6Y4wvV1F9hkXGHtiAY45P7ffmNo45vrSxH9lRXUDQdV223FZdQHAvvjf3MgZNbR7TtmOX09q8B0+z6ntNW+dkEcpODGcVP6yiO0ZTG/dhEZFV09/EV1Saph9I0/Qn0zSd+f8q0jT9ceAHG08lwG9beXAnvoqyiwOUS3T88TRNH87wvr8E/NPG99+WJMnq/gYXEREREREREREZepA9KGfXWqiTO13XXUnibWCDOoE9XpwwnnCu/jvPchLTxm977ObnWHT8aSJ3Mpu5Shjm5DzIHiw15mvxa3Wb+tjFbLvtulV9ZhlHdsRxKAsKCisws7qgo/q6sKIsTAjHHNlRfb5ERMTEI+3oI8rzZ5mxDSMiYoeduttDzObE7vFsu21iF9dLR7wWv7aSa6vNY9p27DKqzXvwWVZ9r2njnDzk8FQHmOpa7dBZefFD87Os+j4sIrJKWgJDxv114D9tfP9FwD9vaVtf2/j6R9M0/blZ3pSmqSVJ8o1A1SniNeDzgX+24vhEREREREREROQ5dhyO2Q/7ddt1KBPCVQJ4Gc3lBarZu80CglOvJ+Dx5OTEFk993SLjj4993gz2SWOPaxZAzDv+eapjULWQ32ab/bDPrXCLLb+10Jjeed7XfR/Xi+vcz+6Tu5xttssZzpZRVA87mfE8/IBnxhm7YcGAo05kOufAWOnYPXrsRrvsF/vkbFbsHTrcie+svH3+RRzTtmKXUpv34Fms+l6zynNy2rJDVXeMRZccmlUb92ERkVVRAYSMSNP0I0mS/Bvg1vCpu21sJ0mS9wK/u/HU35zn/Wma/nKSJD8P/LvDp74GFUCIiIiIiIiIiMgKPSzKZqUFxcia86uYUVsVEDSNFydM6qLgcGUhwXDG/6LjnzV2l7PXi6/GbibgJhVXONypJN0s45/HOUePHkd2RCBQUBAR8ah4xCv+laXG3o12edG/yIPsAfthv0zxuYhg5XaCBarHOF89nCciGin02PW73I5vA7Q2duxi3t1598bG3pa2j2mbsT/v2rwHz6Kte80qzsnq582lhmLiC9s/bd6HRUSWpQIImeTXOCmA2GtpG18C9f8R/Zs0Tf/JAmP8MCcFEF+yiqBEREREREREREQACit4u3gboG673nGdlSSWzIzcRosIpnV0GC9UAMgtp3PGr3ZnHX/a2DHx1M/ZHLs5zlnxVwk6hzt3/Fk5V7Z4zywjs4zIlYm3W51bS3eYiF3Mq91XuRVu8ah4xKPiEbgy8Vh9zLot/fBzVTE1RUTsRXvsRXsjM6LbHHuTY29T2/tFVq/Ne/A82rrXLHNOmhlHdnQS43B5mp7vLf5BF9DmfVhEZBkqgJBJthtff7KlbfzOxteLdm74p42vPyNJklfTNP3YEjGJiIiIiIiIiIgA8E54p56JW1AAnFl0MI+CYqTzAkwvgGiqkmCG1TGtavzxsad91kljn2W8AOK88efRoUNGVh8nHDwJT7gZ3Vx6bIAtv8Ur/hVudW7xJDzhWXjGs/CMQzskuJNlRSoez47b4Zq/xjV/jRv+xtQkYJtjb3rsbdrk2J83bd6D59XmvWaRczJyERkZDsfABgBr60TS9n1YRGQRKoCQEUmSdIF7jac+3tKmPr/x9c8tOMaHgKfAS40xVQAhIiIiIiIiIiJLOwgHAHXibbz9/TKqtuazFic0l5KoCgmqdvDLjj9t7Fljnyf+Wcafh3eeyMo16AsKPJ5n4dnKE2/eeW5GN+txzYy+9esW9FVL+kVaz7c59qbH3qZNjv150eY9eF4Xca+Z55x8kD8gK7K6M8ZV3zciIvO6UgUQSZL0gGuUHQyOgGdpmvbXG9XG+V3ATuP7f7TqDSRJ8iLw7sZTH15knDRNQ5IkvwL8O9XQy8YmIiIiIiIiIiICcBgOAcoZrUDkopWNXY05j2ahApSFCBGTY5p3/FNjD2fxTlLYaOeJWTpXTIxvRTll7zyFncw8fhaerWbgMzjn2HLtLH/Q5thtj9927G3a5NivqjbvwYu46HvNWefk875vRETOs3EFEEmSOODfBn4b8JuA9w3/vAdO/4s/SZIC+DXKTga/CvwS8AHgQ2marqbU+Gr5zxpfP2Lx5SnO8t6x7+8vMdZ9TgogxsfdCEVR4LyqiEUuk1Cc/uth0nMisn66XkU2h65Xkc2ga1WkZGY8C88wrO5W4MzNtOTDLKoZzYuM1+yi4PGjBQjGyPIY845fjV1QEEI4NfPd7GR/LBN7QVGvbb8sb+Ws50Aoj5s9I89zzdqXS0V/v86n7XvwIi7LvUb7pn26XkWWZ8X67kmwIQUQSZJcB34/8B8Bv4+yy8O4aXfSDnBn+Od3A39i+PxhkiQ/A/w48JNpmj5eZcybKEmSzwS+rPHUd6VpmrewqWahQqAsUFlUs3ji7hLjrM2bn3iT4PWXp8hl94lPfGLdIYjIjHS9imwOXa8im0HXqjyPMp/Rf6lfFhNEZTFBURQrWbrBnGF++Evh6jeadn5BgWH166cVD2RZttD4k8bOiuxUdwfDsGh07JkLGcZePwgDnC2fHKtiKigYFAMcjgdvP6ATNuJX3/Ic09+v07V5D17UZbnXaN+sh65Xkfn44HmZl9e2/Ut990mS5HcD/zllUr6KdZF/FU96zzXgPxz+KZIk+b+A703T9B8vMP5V8e2c7OcD4Hta2s67Gl8fpGk6WGKs/cbXWlRKRERERERERESWZu50Un+RpR7aVnVUuKixJxVRXMb9EpwmG4lssk25B6/jXqN9IyJyvktZAJEkyR8G/jzwWcOnxu/eBnwU+AXgY8AbwAPgKfAMOAa2KIscXgJuU3YHuEe5XMK94ZjVuB3KIosvS5LkdeAvAf9Hmqbr7c9xgZIk+SLgyxtP/cU0TfenvX5JO42vj5Ycq/n+namvEhERERERERERmVGd6G8hp7To2I7ZWpwvMv6sY6+Eo+5IsYqk3cgYjbFFZHO1eQ9e1GW512jfiIic71IVQCRJ8uXA/wC8f/hU8xb+EeCngX8I/L9pmj5dYjufBvxW4EuGf15tbOse8LeAb0qS5FvTNP3RRbezKZIkeRH4m42nfgX4n1vcZLNQ4XjJsVQAISIiIiIiIiIiK1Unc1rI34yMPUcCa9Zk0iLjX2iiqs7drSZ7NxL7iscWkfVo8x68qMtyr9G+ERE536UogEiS5B7wvcC/N3yqujO+DvwQ8ENpmv7qqraXpukngX80/PMNSZJ8FvA1wB8G3jN82WcCfzdJkj8NfF2apr+yqu1fQt8L3Bl+nQNfs+SyFOfpNb5edjv9xtdbS461Fr/hM34DLtY/BkQuk1CEU+u6fcZnfAY+8muKSESm0fUqsjl0vYpsBl2rIqVjO2Y/K5uj5pYD0PEdnFv+dziG1WNWSaNZxx1/vStG3xfHMeYWG3/8tbGP8W702g8WKChGXo+bLdF1avwoXkmCzMzIKT9vN+oC8O7f8G56rnfW20QulP5+nU+b9+BFXZZ7jfZN+3S9iizPMiO8vr6lcNZaAJEkiQe+GfgmyqS4Awrgx4G/kabpz11EHGma/ivgv02S5JuALwS+AfgPhvH8LuBDSZL8FeDb0jQtLiKmi5IkyR8D/mjjqW9O0/QDLW+2uQ+7S47V/Bs0X3KstYiiCBepAELksvORJ4qidYchIjPQ9SqyOXS9imwGXavyPNqxHaI8IhDw5gkEzNmpgoBFOHPtLTnhwOOXHt/h8M6fSqh5PM6Wj93h8PiVtHAPBLBhbK4cdzvaXmsyUGQW+vt1ujbvwYu6LPca7Zv10PUqMh8LVt4b1mRtBRBJkrwX+DvAb6b8p+4x5TIMfyNN0/vriClNU2PYGSJJkgT4c8BXUybZvxX4oiRJ/lCapm+sI75VS5Lkc4Hvbzz1fwJ/7QI23ez6sL3kWM33t9m1QkREREREREREnhPOOXbcDgd2gKdMMAUCEStIfjjw5iko6kIFw2buhlC9rvpv85fLwQLeeTyLjV+9xuPBGOkk0dxu9f2shRB194fm+CvKi1UdKTxl8m/HlavkHofj+rj54aPnelcqISdSMTP61r8y53yr9+AFTbrXrGPfat+IiJxvLQUQSZJ8FWXi/SXKpPUPAH85TdNPnPnGC5SmaQp8bZIkfwn4C8AfAX4L8MEkSf5kmqZ/f53xLStJkndRdtqoCgg+Srn0xUWsHPW08fUqCyCeTn2ViIiIiIiIiIjIHHb8DgfFQTmr1qCwgtjFKxnbO09h8zWarYoImgUNIRqdWVdQ1B0aqsciYwcCGdnM7513KYtVzlQOdrIPBjbgwA74pf4vTZx16PHsuB12/A4v+Be44W+sdda0yKKCBZ6EJxyEAw7DIYd2eOXO+TbvwYuo7jXV/rvmr60tFu0bEZGzrasDxA8BEfBjwJ9bV8eHWQy7PfwnSZJ8B/CdlEtk/DCwsQUQSZJsURY/3Bk+9RT40jRNP3lBITxpfP1CkiTdNE0X7d5wc8q4IiIiIiIiIiIiC3vBv8DD4mE9q7agqDssLKuaJTtLh4Z5Chmar2++Z7wDQ9Mq2hMHAm74mBZTc/vV519WHnJycozh+vNWJuA6dDA7Keqou2W4wIEdcFAc1Md2L9pjL9pjy2+tJCaRNh2HYx4WD3m7eLuedV+5aud8m/fgeQUL9f6u4llnkl/7RkTkbOsqgPgw8I1pmv7fa9r+3NI0/VeUS2B8KRezTEQrkiRxwP8O/I7hUwXwh9I0/cgFhvHrja8d8ArwsQXHutP4+tenvkpERERERERERGQO1/31MpnjILKIgoKcnC7dpceOiE4tJTFeBHFe4YNhp5aROKvQobmN5jZXpRpvvLhhPCaHW7pVu5kxsAEZ2an9lltOZtnk2fA2XBjA+frYvlm8yZvFm+z6XW7Ht9c6i1pkmswyHmQP2A/79XNV4jlYqJdBGLfJ53yb9+B55ZTLAUVE9b684W9ceBwV7RsRkbOtpQAiTdPPWcd2VyFN058AfmLdcSzhrwJf2fj+69M0/akLjmG848cdVlMA8caCY4iIiIiIiIiIiIyIXMS7onfxVvEWsYsprCC3nJh46bXNnXN06JBZNrEAYtnihPMKJ1ZZ+DBuvBvEeAFEx3WW2n+55QxsQCBMXBZkfFZ8tX+r2AKB6uNHFhG7mIiI/bDP0/5T7sR32I12F45PZNX2i33uZ/frLicFBZllp871ylU559u8B8/DzMitTPJXxSJ70d5alxLRvhEROdu6OkDIGiRJ8meBP9d46q+lafp9awjl14BPAS8Ov38/8LPzDpIkSQR8ZuOpf7V8aCIiIiIiIiIiIqWXo5d5q3irnNmKJxDoW58evaWTTB06ZGQjz826HEVdXGBjS2c0vmyzyOE8ZxVZdBb8lXTV9aFa8mLS+BERHddhOOd95BiZWZ0MLqygfliBx9OjR+5yPpZ9jHeKd7gb31UST9YqWODj2cfrrg/ByvtP8z4RERG56Mqe823eg2dhZvStX3e3qbrX7EV7rW/7PNo3IiLTXa6/zaQ1SZJ8OfCdjad+BPhv1hFLmqYGfLDx1OcvONTnclJEAfChhYMSEREREREREREZs+W32PW74KDnegB1EnFZ3vm6GGB82YizuLHHtJ/NM2bbqlg6dBZKsFaJtqrV+njxg8MRE7Ptt8vZ7S46lQB0zhG5cvb7lt9i25WvdTgCgSM7IrMMDB6Hx3w0+yiFLX+cRRZRWMFHs4+WxQ8GAxtwZEd1h5XYxWy7bbb81pU+59u8B8+iua2e64GDXb/Llt+6kO2fRftGRGS6y/OvYGlNkiS/HfhhTo73zwFfPSxEWJd/1vj6CxYco/m+Y+DnFw9HRERERERERETktNvx7TpxX7X4HthgJYnCruuOtKufxXjRw1kuUxGEw9F1869PXxU/VIm28S4Z1cz3KgE4K+88Xddl223XM5cHNuDYjjEznoanvJ69TrDZunKIrEqwwOvZ6zwNTzEzju24LFSg7Piw7bbpuu7cxUSbes63eQ8+S2EFAxsA1Pu7Q4fb8e1WtzsP7RsRkckuz7+ApRVJkiTATwBV2V0KfFmapv31RQXAP2x8/e4kSX7vAmP80cbXP5um6WDJmEREREREREREREbELuZOfAeALl0iIoxhUn7JJJNzZVHArAUQ8xQ/LPOeVQuEsthjgbbsAxucWfwALDw2lMeg53r0XA+Ho6AYSQi/kb2x0Lgii3oje2Ok+KGgwNE4T5dc3mDTzvk278HTFFbUyztERMSUxQV34jt1ocFloH0jIjKZCiCusCRJPh34aeDm8Km3gC9O03R/fVHV/jnwrxvff908b06S5POAz2s89fdWEZSIiIiIiIiIiMi43WiXm/5m3Wrc4+skU245Zss1Wp2lSGHSkhebZLx4YRa55eTkGDa1+KFDh47rLBWbc46O69QJ4UCgb/16aYD94jL8OlWeB/vFPo/DYzDoW79e8qLnenRcZ+nih8qmnfNt34MrZkZueZ3gr7vLOLjpb7Ib7a5kO6ukfSMictpy/zK8RJIk+SzgLrALw/5Ny/k3aZr+zArGWYskSa4B/wB47/CpZ8DvT9P04+uL6kSapiFJku8Fvn341FckSfIFaZr+s7PeB5AkiQO+s/HU28CPtBCmiIiIiIiIiIgIAHfju2RZxtPwlC226mUZ+tYnIqLH/DOzzYyBDc5dBmOZ4od5ltdoU9/6dav2WVT7xoaPpqr4ISJaaFmNaSJXHsfq2GZkxMTcz+7zon9Rs5ulVZll3M/uAzBgMNL5IXKrSHmctknnfBv34Kbx5XYiorrjxkv+Je7Gd1f0SVZP+0ZEZNRGF0AkSfIZwH9FuRTCyysePuNk2YiNkiRJB/hRTjokFMBXpWn6C+uLaqLvBr4R+HTAAT+YJMnvSNP04Tnv+2bgCxrf/+U0TY9bilFERERERERERATvPPfie7yevV4nmTKyeomGIzsquxHMkeSfluAfV/183iKIRboutOnIjrjmrs302mr2e3PfNAtBmgm4VYpcRJcufeszsAEREbnLeZA94NXuqyvdlkjTg+wBOTnBApllQLm8S1vFD5VNOefbuAcDBAvk5GW3hOH9puu65dIODl7yL3EvvjfXmBdN+0ZEZNTG3pWSJPmDwEcoCyCqBDrD/67iz+UpbZzf9wBf3Pj+z6Rp+g/WFcw0aZoeAH+m8dQ94ANJkvymSa9PkuRakiTfCfzFxtO/QFlIISIiIiIiIiIi0qrIRbwWv1a3G49dzLbbrluOZ5ZxZEcch+My8WQFZla3IK++LqygH/pkZKeS/E3NgodqGQhrPKaZtGTEZRAI9EP/zP0ysAFH4YiM7NRnrPZHh04rxQ+VaPgA6mUB9sM+x0FzsKQdx+GY/bBfL30Bo+dh2zblnF/lPXhgA47DMUd2RGZZvazDttsuO18Ml3Z4LX6t9SKUVdC+ERE5sZEdIJIk+ePA/0ZZqND8V3AA3gEOVrCZf72CMS5ckiQvA3+q8VQOfH2SJF+/4JAGfEuapj9+zna/FPhfgO3h6//XWQZP0/THkiT5duCbhk+9F/jFJEn+MfBPgAfApwH/FvCHKJc4qfw68BVpmmazfxwREREREREREZHFeed5X/d9XC+ucz+7T+5yttku28dbRlE9rGwnXxurV5hUxDBpqYvq+4mFD2P5/8uy3MVZBgzILT95YkLIkz6Hx+NwdF2Xjmv319rOOXr0OLIjAoGCgoiIR8UjXvGvtLpteT49LMqmyAUFgVAvfdFWkc+4TTrnV3UPboqIiF1cFoG4ssjqTnyH3Wh3+psuIe0bEZHSxhVAJEnyfuD7h98a5VIV3w/8HeCX0zQdrCu2S2J77PsO8BuXHPNzgakFEEmSXAd+GHhh+NT3JUny/6Rpms4yeJqmfz5Jkk8C38bJOfnvD/9M8y+BL0vT9P4s2xAREREREREREVml3WiXF/2LPMgesB/2y/nTLiJYmTwMFqge4xwOw+r/Vs85HB06dF0XKJfIyMlHfl69/qxih+brLlIzxrO27/ET94sfPnLykXGa++UiE8IdOmSWkVlG5Mpk8K3OLbV7l5UqrODt4m2AeumLjutc2Lle2bRzfpl7cHWv8c4TEY18vl2/y+34dtnpYENp34jI827jCiCAv0IZtwFvA78vrYlL7AAAIABJREFUTdN/sd6QLpWnwDNgtsX0ZvPr5/z8NU6KH6BcWuWzgZkKIADSNP2OJEl+CvhW4MuYvgTJG5SdJr5bnR9ERERERERERGSdYhfzavdVboVbPCoe8ah4BK5MIFXdGer24sNEPpSzvKs291WhQExM7OKRZFPP9YgtHlmDvRrD4eqxqz65VcL0oosfxjtXnFcI4Z1niy1gdL8458gtrztEVD/bYouOv/hfZXfokJHVCUMcPAlPuBndvPBY5Op6J7xTn2MFBVCee+uwaef8ovfg8eKSiIi9aI+9aI8tv3Whn6Et2jci8jzbqAKIJEluAl/MSUOeP6nih1Fpmj5htBjhInyUctmRarsFMPdxSdP0XwJfmSTJi8Bvpyys+DTKZTw+AXxQx1tERERERERERC6bLb/FK/4VbnVu8SQ84Vl4xrPwjEM7JLhyhm2zQMDMiIjqAoGIiJ7vTRzbO0+XLjFx3R6/mSgtBzz58iK6P4wXO5z1Ooc7Ncs4WMD5k0KOisfToUNw5Wc0jA6dtRQ/QLnvI4vqtvEez7Pw7NImg2UzHYRyRe/qmh6fdX+RNvWcn/ce7PHsuB2u+Wtc89e44W9cyi4Xq6B9IyLPo40qgAB+DxBR/pP+fpqmP7nmeARI0/SdJEn+CPBdwBbwLWma/soS430K+EfDPyIiIiIiIiIiIhvBO8/N6GadLDQz+tavW41XrcV/NftVntkz+qH8Wced/2vaqj19+U059iCUqwFXs3fjKMbjObCD5T8L7SS8qiKHz+5+9qn90nM9PjL4CAd2QN/6OByRi1qJY+Z4naewk9nwz8KztcYjV89hOATKwiBA5/wSZr0H91zvwpcYWTftGxF5nmxaAcStxtcfWFsUckqapj8B/MS64xAREREREREREbksnHNsudGW4WbGkR0B1J0RFi02cDbaReGsZSfm1WyJvqzxrhQZGV26eD/6uc2MQxsmg5fcN6sSEZGR1fEc2iFmpgShrITO+XZNugdLSftGRK6yTetbs934en9tUYiIiIiIiIiIiIgsoJpxa2atJDzHl5u4jAzjU/apU8+3vW8WUW2/GVff+muNSa4OnfMiIiKrt2kFEI8bX++tLQoRERERERERERGRBUwqUFjlzOpVdH+4CLnlp55re9+syiYUmchm0DkvIiKyeptWAPGhxtefs7YoRERERERERERERBZQJRKrQoVVLTNRuYwFEM3PWMVXUJx6Xdv7ZhHNZHQVl5LBsio650VERFZv0wogfhF4CDjgtSRJPn/N8YiIiIiIiIiIiIjMrGovXyU6V12wcBkSqOOan7GKLyI69bq2980izE7Hvu4lCuTq0DkvIiKyehv1t1aapgXwA42nvi9Jkt664hERERERERERERGZx6REYjPhuKzLWAAxScd1Tj3X9r5ZFSWDZVV0zouIiKzeJv6t9R3Arw2/fj/w40mS7KwxHhEREREREREREZGZ9FwPj8c5VycVV9lefhMSlQ7Hi+7FU8+3vW8WUW2/GVfPaU6erIbOeRERkdW7/P8aHpOm6QHwHwMHw6e+EPjFJEm+cH1RiYiIiIiIiIiIiJzPOceOK+dztZHwdM6tpAvEKjtJjLf177ou3p/+1XTb+2YRBQVwEs+O28G5zeiyIZefznkREZHVO91nbAOkafrzSZL8LuDvAa8BCfDTSZJ8BPi7wAeADwP7aZoerS9SERERERERERERuaxCCHzKPsUg5Dx523PjXYGu7/Cie3Fign7R8XPLKSiIiOi4DttumwM7wDsPBoUVxC5ewScqeXydxFyEw50qWhj/+aLjAnXCd5Idv8NB0d6+mVew4Wx4V54P1/y1drc35ZxZ1TlpZvStTxg+/PDRc71Ln+Te9Ngzn2HOMAyH49iO2bGd5/6c3+TjKiIil9NGFkAApGn6wSRJPhv4OuBbgJvAZwF/ofm6JEkW3cSDNE3fu0yMIiIiIiIiIiIicnnkIefXil/jneIdjuyIgQ0IZmQDh/UcbxwYcdfwztF1XbbdNtej67wneg8df/6vUieNP62QwDA8HsMoKAgW6oTjsiIXUdjiBRBnFT9UP28WQZxVEDFprE+LPm3q61/wL/CweEhEBLDyfTOPYKEuJKniWXUyeNZzxrHYORks8CQ84SAccBgOObTDiR0GPJ4dVybjX/AvcMPfWMs+b7pKsT8Lz+i/1B95zX62T5RHREQMbFBfR1f9nN/k4yoiIpthYwsgkiTZAb4R+FpgF0b+VbiKssDbKxhDRERERERERERE1uyTxSe5n93nnfDOqURbkZe/SnTO6u9dXM5I7lufd8I7PMgecN1f5058Z2Ly/qzxK82iARs+qkSjYRzZEVtsEblo6c/bpcuAwdLjnGVakv6s1zkcHs97ovdMHfe6v14mXh1EFlFQkJPTpbuawOeQkwNlItg7T0TEDX9jJWMvcs7Mc04eh2MeFg95u3j7VDcQMzs1fnCBAzvgoDioC1D2oj32oj22/NZKPvOsrmLs1TUPlNmL4ZeBQGEFueUjr8kso+d6Fxo7tHvOb/JxFRGRzbKRBRBJkrwC/BTw/sbTq+6FlK94PBEREREREREREblAh+GQD/c/zIEd1M9VCUbDwMB1YLzkIBjgThL6gcB+2Ge/v88L7gXe33s/O37n/PHHnNVZIRA4tEO8ebbd9lIznZ1zdKxTJzPb1vzMbvhoPg8n+/K6v35m54LIRbwrehdvFW8Ru7hODsfEF9oO38zIrdx/1XIEe9He0jPQlz1nzjsnM8t4kD1gP+zX76lm9QcL9TID47wNFx4YJr1x8GbxJm8Wb7Lrd7kd3259WYarHnsRjSb9c8vr2JvLzhjGgAEW7EKXgWjrnN/k4yoiIptp4wogkiTpAj8B/MbG0znws8DPA28CBxPeOq9fX8EYIiIiIiIiIiIisgb3s/vcz+7XibWRGdhD08oRhvUPExP7B3bALxz/Ai/5l3ganp45/iICgWf2jB49um7xrgdd162TmRepuQ8mFUDcie+cO8bL0cu8VbxVzkLHEwj0rU+Pi0kGm5XdFqplSqqlAPaivaXGneWcPDe2M87JvWiPYzsuC1+sXEohs+zUbPtKM+leJ6GH4UQWEbuYiIj9sM/T/lPuxHfYjXYX/PRn2y/2uZ/dfy5ib6pin3QuZGQUVtCjR8e1m8pp65zf5OMqIiKba+MKIIBvAD6Hk/8P+THg69M0fXOtUYmIiIiIiIiIiMja5SHng/0P1jPspyaZDYrMYwEsnMxwdj7gPHTiMNJzthrH4cjJR2YzT1Ml/ZtLQ5w127+pb31yy9l22wsl/SMX4c1PXV6hTdO6FrzgXpi4XMO4Lb/Frt9lP+zTo8eRHVEMH50L+JV2tS2gXIbAwa7fXbjt/sznJPOdM81zsqDgE8Un8Hh69MjIRo59RFSeE8NH85wyszrZXFhRf/7Cinq83OV8LPsY7xTvcDe+u3RXgEqwwMezj9fXU7Cy2OWqxe7MURTFyHHt+A7mrI49Izu1jWrpk8IKuq7bWgHQqs/5TT6uIiKy+TaqACJJEgf82cZTP5Km6R9cVzwiIiIiIiIiIiJyeQzCgF/u/zJHdgQwMflfzZrPM4cFd7oNhJVFESFzdLp2Kll9XuFCcwmIaT+v/nteB4CCgkM7ZIedhRKf226bZ/Zs7vetmsPh8by/9/7zXzx0O77N0/5Tclcuf5FZxsAGOByRG1+0ZHUKKxjYACi7aHjn6dDhdnx7ofHmOSenGS+KOOucDASOKLcVEdFxHTp0zkwOO+fKZDTlDPtggZyc3PJyPDuiS5eYmMfhMVmWcS++t/RxKKzg9ex1noanYDBgQGZZ/VmvUuyGnTr2zrl6eYfYxcQh5oijicc2J8fMWumCsupzfpOPq4iIXA2bVhL3ecCt4dcZZTcIERERERERERERec7lIT8z0Vwl4R0OC1CEYTJ5rP6g+r4I5eua7zvPrK9rxnTe6wOBQzvExgOdgXe+nM29ZoZxJ77Djt+Z+T2xi+vlMrp0iYhGZsO3obCiXgYgIiImBsplO2IXzz3ePOfkPGZ9X7WMyrwz473zdF2XbbddL4UwsAHHdoyZ8TQ85fXsdYIt3l0kWKiT5GbGsR3XSfKIiG23/dzFHvmILbeFH0vbVAUvBcPzc4F7wTSrPuc3+biKiMjVsWkFEJ8z/K8BH0jT9K11BiMiIiIiIiIiIiKXw4f6Hzoz0dxMFhf58OtGHnFkUrWNvY7zOz8sapbkdzXjeRFd1507wb5qXbp1McM8dqNdbvqb4Mq2/B5fF0Hklq8sEWxm5JbXiWCPr5cBuOlvshvtLjTuPOdkG445Xur9zjl6rkfP9eplNpoJ5zeyNxYe+43sjZEkeUG5PES9vSW7HGxq7HV3hLECl6oIIievuzUso61zfpOPq4iIXB2bVgDxrsbXr68tChEREREREREREbk07mf3+ZR9ChhNNE+aKT+x+4Nr/OF0F4hZix8mLW8wi1kS4QXFQonP3PK1FkB4PLGL2S/2F3r/3fguL/mXcM6x5bZGOkGsYja8WWOs4Sz4LbeFc46X/Evcje8uNO485+RCcZ+zfEq13X7oL7Ud58olC6qEcyDQtz4YPA6PFzqu+8U+j8NjMOhbn0Cok+Qd11nZEg+bGnvXlR1PxotkqmOekZFbvvD4bZ3zm3xcRUTkatm0Aojmv+iW+5ebiIiIiIiIiIiIbLzDcMj97D5wOtE8Kcl8VveHiV0givm6PyzSKWLWbgB968/V4r0I5ezoRQszViEmxjnH/ex+3Qp/Ht557sX3Rooguq4LlEUhR3bEwAZzt74PFhjYgCM7oqBcUqPruiOJ4Hvxvblb9cP85+QiZj3PBgwIYfnjH7loZNZ9Rnks5z2umWX1vhkwGOkQELlo6TivQuxVl4NJRRBQHvtjO6YI8y0F0+Y5v8nHVURErp5NK4B41Pj65bVFISIiIiIiIiIiIpfCh/sfJhBOJYQnJZqndn8YfePoz31gnpqGRZfKmDU5/syeMbABhRUjXQAMw8worOwUcRyOOeSwtaU7zuOHj4yM/5+9ew+zLCvrPP9da59bXDIjMzKzqrKCyizr4oYCgWoZR6VEQO1RFCwvPTra4KP9PN3qPOg8Om3biv20tk7P9KgjI2KPY0MDysh4AYFWpKtwhGpEu4ACoWRTVVmVmSRVeYu8xO2cs/dea/7YZ584ERmXc06c2478feKJ55zYsffa776cuJz1rnc570hIOBOf6autwATcW763PR1G2ZSZMlPtKTFiH7Pm16i7+vq58b5dHSJ/3nlu1vwasY/b5f+nzBRlU25PAXBv+d6+O257uSf70es1XaO/6VM2C0zQTj7Jk056va5n4jMkJDjv2p3UFVMZWid5rmix50kQJUrbJkGsMTn3fJGvq4iI7D+lcQfQo890PP/asUUhIiIiIiIiIiIiY3ctvcayXwY2dgpv19G8U/WHzq/z5AdjPMZmq/fSde3xfXV25x2du01vkHcw+mDjOglJ+9i2295iCQjao6WHoWqqlCnT8A1SUhq+wRRTLLpFFtwCNVvruU1rLHdV7uJQeojT8WkSkzDFVDby28ek+YdPNx7bDrkCAQFlUyYgAAMlSpwsn2Q+mO/jqDO93pP96DUBwuFIXELJ7r07IGh99HNd667OoltsT5HQ2d4oFC32diUIH2Sd+x1JNfnPiUm454t8XUVEZH8qVAWIKIo+BXyZ7P+N28Mw/MYxhyQiIiIiIiIiIiJjkpdc39zR3Hf1BzYut0HH1AEjqAKxvvudq0HkI7i3YrGUKBEQYLEb2ilTZtpMU7M1ZszMtm30y2KZMTNUTKXdeWswOFy75P7F9OIurexsPpjnRdUXMW/nwWQjwGu2xpSZomIqlCjtem4qpsKUmaJma9kIdQPzttXuHjqCobd7sh/93ltNmgPZ/16u64X0ApBNXeJw7SkSzOYspCEpauwlU2LKTFHqGM9qMO0qK+O+54t8XUVEZH8qWgUIgP8D+N9bz38tDMOvj6JoMH+9iYiIiIiIiIiISCHELuaquwoMrvpD53IPmI4KC6OqAtGOYYdqEB5P1VSJ0zhfGTxUgizxwHvPml/b0FaZMlVbbS+zJktWyEvkJyR9x5p3sG4ud2+MoUSJ2MfEPiYwARfTiyyUFrCm/+SLsilzd+VuFtwCF9OLWUenyTp716cwWZ8aJL8OmztkAwKOBcc4FhwbyEjxXu/JfvSbAJGS4pzD2r0nvfRzXVOfcim9BKxXMCmZ0sg6yXNFjd0YQ83UMM4QE7fva49vJxyN456fhHMDw/tZIyIixVTUBIhvB14J3A+8JwzDH4iiaDATmYmIiIiIiIiIiMjEO5ee21ASHrbvaO6p+kNLUHI3LuwhC2KvCRC5vI3NHd+JT9bb7/iWxRKYbIoLg6Hps7FjZVPesv3ABEyZKbz3NGmS+vSG87pVTPl+KlR27OwsUSImm6LCeQcGrrgrHAmOdHP4O6rZGnfYO1goLXDFXWHFrbDiVlj1qzjj2rHmLJZpM82MnWHGznDYHh5o52gv92Q/9lpZJCamSnX3FbvQ63W96q62181H6JfG1D1R5NjLpkziEzyeMmUwUDGVLL4x3POTdG6G+bNGRESKpXAJEFEUuTAMvx94CHgR8DrgU2EY/ssoit433uhERERERERERERkFK6mV29YNojqD+3v2xs7m3utAjEo+Ujv/LnBMM00c9fncMa1ky1uv+12poIpziRniNO4PSI7INi109MYk3WOd1RQyDvz8/bzxIdeRndbYwl8QNr6sFhW3MpAOyWtsRwJjrTb9N7T8A1c6yOfKmDYZfl7uSfHIe+gHoRer+uyW94QQzf35LDsl9iNMZRNmflgnjtKd4zlnp/UczOsnzUiIlIMhUuACMNwAbgV+B+BNwMvBULgj8MwvAT8F+A0cJWeZua7wdkoit6+x3BFRERERERERERkCPIpHnYbFd9P9QcAY7Zpd1xZEO3dZ8kIdeoccRs79vLOzlW3CpCNgoYbpqbohjGGgN6324o1Nqss0RqVveJWBtLudvLpAkat23tyXBxbVDXZg16u6yDuyUHab7GP654vwrkREZGbT+ESIIAvANMdX3f+23IM+M4B7ccDSoAQERERERERERGZMM659tQOuUFWfwC/bZJDL/kPg5oGAzZWgQBo0myP9N6wT+9Z9a1OyVaH9+Z1Ri0gm5Ijj2fVr+K9H+rI9FHr5Z7s114TKzwe5xzWDuZ+6Pa6FvmeLHLsw6ZzIyIik2q8v436M9N6NGz8X8OzMRliEJ8iIiIiIiIiIiIyYZb8Uledwf1Xf9it4d3bGDaPp1lq3rA8L4OfT2EB4++UzPffGVfDN8Ya06B1e0+O2yCrQHR7XYt8TxY59mHTuRERkUlVxAoQXwJuI5viYpj1i04PsW0RERERERERERHpU+KTG5ZtNdq+v+oPwHbTX7De3CSMnkpNesOyrTq4J3H086CnYxi3bu/J/W6r61rke7LIsY9jnzo3IiIyCQqXABFF0YlxxyAiIiIiIiIiIiLjk5J1/O804r7f6g9dG3EWROcUGPnUGn6LRI28sy9fdxI64Y0x7SSUPPb91inZzT05CQYZX7fXtcj3ZJFjHzadGxERmVRFnAJDREREREREREREbmIBAbBzh1vf1R+6NOpu7s6O6/y4jb/xgPIS8Pk6k9Ah7/2NsY+7VP6gdXNPToJBxtftdS3yPVnk2IdN50ZERCaVfvKLiIiIiIiIiIhIoZTMjYVtOzvf9lz9YYvEgq3X66HNIQh8cMOyrTr7OjsFJ8V+65Tc7Z68WeyURNCpKPdkkWMfxz51bkREZBLoJ7+IiIiIiIiIiIgUygFzYKjVH7rtwxtnV5/BUEkqNyyvmioWizGm3fE37hLw+f4746qa6lhjGrTd7slJMcjO4G6va5HvySLHPmw6NyIiMqmUACEiIiIiIiIiIiKFYq2lYjZ2/uej7fdc/SHfoNvshh3WG+h0A5t2VKGyZWe2MYZpMw0wMZ2SKSmwHs+0mcYMcj6SCbDTPTkoe72fDAZrB9cl0O11LfI9WeTYh03nRkREJpUSIERERERERERERPYx7z11V2fVrbLslll1q9RdfSJLlfdiykwBN3YK77X6Q853OQ3GqM9ifrz58TsHF75cw3X0O07bVqekyd7+TX062iA3cb41KrsVz4ydGWc4Q7PdPTkpBj0VQC/Xtcj3ZJFjHzadGxERmUQ3Tkw24cIwfCvwncAF4IejKHpsgG2/BHgHcAT4fBRF3zqotkVEREREREREREbBeccVd6Wd7LDqV7cclWuxTJtppu00s3aWw/Zwu9OoCA4Fh7jqrm5Y5pwnddkx9F/9IeOdwdge5sIYYp/3VpUEDtqDXFus8Jtv+iouPVfj6G11/pe3XeTorTBrZ7mQXiAgALJR0c67sVxf5117VHYez37tlNzqnvT4iUmIyM//IPR6XYt8TxY59mHTuRERkUlUnP9ogDAMLfDDwHHgxTDAv9gy9Va7C8C3hGF4y4DbFxERERERERERGYq6q3MmPsNjjcc4FZ/iQnqBZb+Mw+G9x3uP8x3PcSz7ZS6kFzgVn+KxxmOcjc9Sd/VxH0pXFoKFbJ73js7ldprHHqs/ALi0+w23SpMY1vQXhmxe+wW7wJ++4yu49FwNgEvP1Xj3bx0D4JA9RECANbbdEZiQDCyeXuT77YznsD08lliGbat7cpDTYOz1nipTHlAkvV/XIt+TRY592HRuRERkEhWtAsS9QLX1fBX49CAbj6IoCsPwEnC0teguskoTIiIiIiIiIiIiEyn2MWfiMyy6xfayfCSs8478YzPrLRa73nFl4Ln0OZ5Ln2PeznOifIKyGVyH6aCVbZlD9hCLbhGDwXuPMR5weN8a97Wn/mKzpyoQe+msrl+r89C/e4hTj5wiXo23iMyAtzTr2T68zxI9/uz34KE/8lhDlvgy8gk6dpcncOxXO5338lSZk//tSb75Z7+ZmSP9jUw3mL6ua0CAtYM57957Ep91Nuc/I44Fx3Yc9R+YgKPBUc6n5ymbMqlPSXxCmTKm3yylPtxssQ+bzo2IiEyioiVAvLD16IFPRlF0439ue/c54JWt518BfGII+xAREREREREREdmzxXSR0/HpbOSrz8qPxz5ulwHfrLPztJ0Y0epLDXxA2ZQJCFh0i1xvXOdk+STzwfyoDqdnJ8snWWxkCRCudSBBxZHUDWD6rv6Qc4klqHQ3p31n/sNekh9Wr6zy9u99O0vnl7repvM4m8Uo4HFTitdi/v7P/55n/voZfuSPf4QDtx7ouY1+EyAqVHreZiveexq+gcdjWR/1fyw4tuu2twS3cD49nyVjYHE4Gr5BlepIOstv1tiHTedGREQmTdHS327reH56SPv4Usfzo9uuJSIiIiIiIiIiMibOO55qPsVT8VMkJDjvWPNr1H19wxzoFVOhZmpMm2lm7AzTtvVopqmZGhVT2TB3e93XWfNrOO9ISHgqfopTzVM4P4xxSHs3F8wxa2bxDtI4e6vTGLAlv8fqDxnvDT0deqtfut8EiOZqk997/e/1lPwgxbN2dY13/sA7Wbu21tf2vd5fFkvJDmYsZNr6AKiaKhiYt/PUbG3XbWu2xrydB9PadlN7w3azxj5sOjciIjJpipYAcbDj+bD+C+hsd3pI+xAREREREREREelL6lOeiJ/Iprzw0PTNLGkBh8FQNmWmzBQ1W8sqOpjghlG4xhgCk1V8qNkaU2aKsim3KilkyRSxj8HDZXeZJ+InSP1oOrN6dV/1PuJGCe8sPs2OMyg7bDCYpA2XBF2vm1WB6D/z4sP/5sMsPrO4+4pSeEvnl/jAz36gr217vcemmOprP5ulPqXpmwBUTAVrLCVKnCif6LqNE+UTlChhjW1PVdD0zaH/fLnZYx82nRsREZkkRUuA6Jx0cFixd/5GntxJDkVERERERERE5KbjvOPJ+Emuu+t476n7epaoQFbxYcpMtTuBemGNpWIqTJmpdkWIpm9S93W891x313kyfnIiK0Esnp7j0Xe9FICkGeDzKT3KDmP3Hq/3Bpd0dz5dYsD1lwCRNBM+/58+39e2UkynPnZq6FUgKlSwdu9vpac+bU8zEBBQbr11frJ8st3h3Y2yKXOyfLIdW0CAJ5vCYFid5Yp9+HRuRERkkhQtAaJzBrtbhrSPzomhJjOtXUREREREREREbkrPxM9sSH5ISTEYqqZK1ex9vnVjOtrCtKfFyJMgnomfGcyBDNCfvH2ez/6/L+H8F7LZbJNG0J6KIqsEkQJ7S4Rwqd11KgzvwKUBadLfNVi5vIJ3vq9tpbiuP3u9r+1M62MnFkvVVvtqP+e9J/FJu6PZYtvTDByxR5gP5ntucz6Y54g90p4ywWLbneWJT/B+MK8DxT5aOjciIjIpipYAcanj+cKQ9tHZbn9/fYqIiIiIiIiIiAzYYrrIZXcZPDR8oz3lRdVUKZnSnpMfcsYYSqbUToJwOBq+0Z4OYzGdnCkavvR0mb9+eBaAt7/+tSyeOQgYkuZ6EoQteYKKY69JEGm881upSTM7/6kzuyZLiIxCjdqetvc+67zuHGVfMzWMMRy0B7mzfGffbd9ZvpOD9iDGGGqmtqFiQMM39txZrtjHQ+dGREQmQdESIL7YejTAPwjD8OAgG2+19zUdi04Nsn0REREREREREZF+xD7mdHwagCbNDZUfAhMMZZ+BCTZUgojJpto4HZ9uT7sxbn/y9nm8h5WlgJUrVX7ne7+bpedmyZMgfJolJRgDpaojKKeYHhMhDNl2perO25Vrvt1+L1UgPB6Hw6PqDzcj3/rodZtu7pkGDZq+2fPUNc47mr7Jml8jbRVJrpjKho7me8r39DzVTidrLPeU79nQWV4xFQBSUtb8mmIfQuzDpnMjIiKToDTuAHr0SaAJlMlifw3wBwNs/3uAyqb9iYiIiIiIiIhqUw8WAAAgAElEQVSIjNWZ+AwJCc67dvJBxVSGlvyQC0xAhQoNn3WkBgQkJuFMfIa7K3cPdd+76az+cOVSdh4qQZk/feN38m3/9kMcvfcyaRJgnCMoOTBgrCeoevAO7wxuQ7UGS14lwliw1mOsZ8MsAx7SxGIDh7H5tBeGoOQ3tQ/Os6Eqh8Fs6LDuJ+EhCP4IgKtXIU09lUpKrbbeThyXWFszBAEcOpQte+1rYW6utU/jSO/8e9z8c61DdvjKGtiOmYDTEqQB+ABSSz7ZQhavh8CBSSFIIUjWt3MBpjkFLuuAtIu3ETzzAoy/uTsk3/GO7911nc4kiM5pLbq9Z/Jt2tMBUCUmxpH9vIiJCXyANZaAANsaF2mMaY/IdzhSUpx37Q5moD29QN6xfMQe4c7ynQPpaA5MwL3le3kmfobL7jJlygQE7Qo3+yl26+2Ga+zxeO/HEvuwFfm6iojI/lCoBIgoiuphGH4Y+A6yInY/H4bhe6Io2nN6dBiGM8C/pl0cj8eiKLqw13ZFRERERERERET2ou7qLLrF9tQXAEHrYxTyfaWkNHyDKaZYdIssuAVqdm8l9veis/pDs5F1AF9bDLh+5QC/+e3/iG/40U/yjT/+KUoVcInFllw7cQEDJvAEQefbituPSM4SHSwuyTrYmitlTn/yVk6+7DylSopLuKH9rOXuEx4MO1eNsHYOY76ORgMaDTDGU6k0N6wzNVVhedmQJNBsQrUKTz8NDz7YeTAvJw3OkDz/UXw5u58oxfhKHUrbVPbwBsw28SdlTLMGSTk7jrhK6QsvI/An4OSOh3RTmJtb4Nq1c12v30uSjGl9QNYpfCw4Rt3XSUgo+VJWucXHpPmHX6/k0trBtgICyibruMZAiRInyyeZD+a7PpZuWGO5q3IXh9JDnI5Pk5iEKab2XewAPtgYdEJyw3GMKvZhK/J1FRGR4itUAkTLb5ElQADcB/wE8OYBtPsbwB2t5x74nQG0KSIiIiIiIiIisicX0myMTkqKw7WnvuisLjBMxhiqVFnza+0RuQEBF9OL3GHv2L2BIVi+bm+o/gDgffYJ8Fdv/Wo++4F7+P7f/M8cv+8SLskSGIz1rUQFjzGwZd5Bqx3vDC61eLe+0rOPH+UP3vgtXDk7x+E7rm3dfslhjG8nQ2wn77zeLfkBwDmwFpaWsq+np7OvO1mbLV9ZydarVuHxx+GBB+Do0fX1ggsnsFduIQk/SXrrmSyJISmDdVBq4oMkq/CQV4boTH5wAaQBJi1BUmlXfAAIzp+gFH01Jh5fYkzRdCYxdFMVZKt7ZtbMcl/1PqbtNLGPOROfYdEtZqlLJmiPoHfekX9sZvOPfER+x2j6eTvPifIJyqa818Pd1nwwzwF7YF/H3lnFYFJiH7YiX1cRESmuwiVARFH0F2EYPgy8muzfh18Nw/CpKIo+2G+bYRj+b8A/YT2/MAJ+d8/BioiIiIiIiIiI7EHqUy6llwDaU1+UTGlkyQ85YwwlSlnpch8TmCwBYqG0MJay42srNkt08HDrwjZVCwCY4oM/9TpuecF5/sEPfoaF+79MYBwu6aie0ercN2Y9eQK/8fy61HLuU7fzqXe/hAt/fyuzZZi9q7lr+0HVtbupPX7bRAeL5ZA5tOtxNxqQJFmsMzPZ881mZmB1Nfteo5ElQTzyyKYqEICJa5Q/93KCp16Me96TpLefwpea0KytR2n8xuQHb244NyapEJy7C3vuHuzagV2PQTay2G0TYXa9Z+whTpZPMhfMtZeXTZm7K3ez4Ba4mF7kYnoRTLZ+3lQ+xUBn+5t/pgQEHAuOcSw4NrJKL/s5du89zbRVscUAHipBZSJiH7YiX1cRESmmwiVAtPw08AmgCgTAn4Rh+EvAr/QyHUYYhseBtwH/kCz5ofWnB/9TFEU3pmOKiIiIiIiIiIiM0FV39YY50EtjekuvRImYuB0PBq64KxwJjow8lmPHE179uut85P0HKVd2fzvwylO38PAvfQul6SYvfN3nue2FF5h73lWm59cwrVwI39nP7wyri1Nc+9Ihnvv8LXz+/S8kWa0AbLm/rdo//vxFbG2tPaq/syPbYKiYCtNmmrlgjucFz2OxurjrcexU/SHXbRWI9vprB7BP3E/w1Ffhjp3DzV3CH1zEH7iCt+mNCQ8uwCwdxlyfx147ir24gHFFfZt5/F5SfQmVcoVr6TVW/SpN3+z6ninZ7c97zda4w97BQmmBK+4KK26FFbfCql/FGXdD+xbLtJlmxs4wY2c4bA+PJblpv8a+4lfWY+74ETJJsQ9bka+riIgUSyH/Mo2i6LNhGP4w8G6yPxdKwC8C/zgMwzcD74miaNv/GMIwfDHwo8DrgWnWEx888K+iKPrwkA9BRERERERERERkV8tuGaCd/LC5DPgoWWMJfNCeu91iWXErY0mAAPinP3uR7/qhK1y5HOy+8gbHss8Y3HlHXLmGCxIgBQJsWqLcnMtGJ98K3Arf8+oLPbV/+Mg8x44nOOdY8kskPmlPHVIyJQ6YA9jtMhi24f3G6g876bYKRCfjSgTnTxKcP5ntDw9Ty9l0GNaBs9m0F2uzXU3ZId0p2RJ3lu+EViX/Qd4zkL1ujwRH2q9T7z0N32hPO5BPMzDKaXW6tZ9iT5KEM5fO4IxrVzm4/bbbmQqmJi72YSvydRURkWIoZAIEQBRF7wnD8Dbg11qLDPCVwFuAt4RhGAF/BywCS8Bh4Dbga4CjHdvkiQ8G+LUoin5lZAchIiIiIiIiIiKyg1W3CpBVXAAC02tn/2BZY0n9egWIFbcy1niOHU84dnyLeSB6Mr3Fsp2m1eietZY55nZfsQt5hYqdqj+s77e3KhBbMRhYO6BUhxEb5D2zFWMMNVPM6QOKHntpU6UUdfBninxdRURkMhU2AQIgiqI3h2H4OeD3gVtYT2QAeD4QbrHZ+rR76+tfBf5ZFEV/ONyIRUREREREREREuuO9Z9W3EiDIEiAs4y3/HRAQE7fjWfWreO/ViTci3VR/yPVTBUJEREREpOgKP2FSFEUPAy8AfgW43vGt7Sb/y5cbYJmsgsQLlfwgIiIiIiIiIiKTJC8J7r2fmASIfP+dcTV8Y6wx3Uy6qf6Qy6tAQFYFArIqEJcuDSc2EREREZFJUPgECIAoiq5EUfQLwAngB4C3AU8BDbJEh/yzATwB/Afg9cAdURT98yiKnh1L4CIiIiIiIiIiItvIkx46TWKlha3ilOHotvpD5/rGrFeB8D6rAiEiIiIisl8VegqMzaIoWgL+oPUJQBiGM8AccC2KovFOSigiIiIiIiIiItKlPLHAtwqaGsaf/GCMaddX9XgMRgkQI2JM99UfcnkViJWVrApEtZpVgXjgATh6dDhxioiIiIiM075KgNhKK+lBiQ8iIiIiIiIiIlIo+XQTeeKD33bG19Hxfj2GPK5xT8txs+i3+MfMDKyurleBqFazKhAPPjjY+EREREREJoH+OxEREREREREREZlAWyUWdCYgTAolQEy2vAoEZFUgIKsCcenS+GISERERERmWsfx3Eobh3Dj2OyhhGM6POwYREREREREREdnfqqaKxWKMaScZjHu6iXz/nXFVTXWsMcnuZmayChJ5FQjvsyoQIiIiIiL7zbjSs58Kw/DHwjAc/8SFPQjDsBKG4c8Dz4w7FhERERERERER2d+MMUybbOj+pCRApKTAejzTZhrT79wMMjKqAiEiIiIiN4txJUBMA28BPhWG4TeOKYaehGH4IPA48Eto6hARERERERERERmBadtKgDDZ21GpT/tuy3uIG4a9zKLhvNsQz4yd6b+xXvbr4NkzZdx48z8Krd8qEM7B4iI69zJ23nvqrs6qW2XZLbPqVqm7+kRODSQiIiLjUxrTfl8JvBt4CfCRMAwfAt4URdF/HVM82wrD8B8C/wZ4GWCAp4DvH2tQIiIiIiIiIiJyU5i1s1xILxAQAFkFBuddOwGhW0kMz56pEDcN5Yrn+IkmpXJvsTjv2hUg8nhGkQCxeDHgF398gfPnyty6EPOvf/sch4/2nwgyqZ49O9y3avMqECsrWRWIajWrAvHAA3D06NbbLC3Bu94FV67A4cPwhjfA7OxQwxRpc95xxV1pJzus+tUtq+BYLNNmmmk7zayd5bA93PPPSBEREdk/xpIAEUXR34Zh+FLgt4EfBL4Z+OYwDP8T8KtRFH10HHF1CsPwdcA/B76+tcgAvw/8WBRFy2MLTPad82fP46xS6EUmSepSLjx3YcMykxoCG4wpIhHZjl6vIsWh16tIMei1OnlSn3K1eZWUlIZv4HAssUTZ9Ja9cPl8idXl9Q7BtcuOI7cmPbUR+5iEBIulbuoEBKxV1viy+XJP7fTqHW8+wpdPfxk8fPk0/F+/ssobfvLyUPc5Dn/8tnjo+5iZgdXV9SoQ1WpWBeLBB7de/+GHs+QHyB4femj7dUUGpe7qXEgvcCm91E66yuXVHjweQzb9jjOOZb/McrrcThg7FhzjWHCMmq2NPH4REREZr3FVgKCVRPD6MAzfB7wZuB34duDbwzD8LPAbwB9GUbQ6qpjCMJwD/jHwE8A9rcUGeA74ySiK/nBUscjN46f++59icXFx3GGIiIiIiIiIiBTC//en2af0rpcqEJcuZd8DuHYN5uZ2rxghshexjzkTn2HRrb9Xmleecd6Rf2xmvcViscZm1WkMPJc+x3Ppc8zbeU6UT/ScNCYiIiLFNfY6UFEU/THwfOAtgCNLOHgx8DbguTAM/2MYht8ShuFQkjXCMKyGYfgdYRi+B3gW+D/Jkh8M4MmqVDxfyQ8iIiIiIiIiIiJSdDMzYMx6FQjvsyoQmz3ySPa9RgPW1nZeV2SvFtNFPtf4XJb84LPqN3VXZ82v0fRNEpINyQ959QcAhyMhoembrPk16q5O6lPwsOha7aYagCYiInKzGFsFiE6tahA/EYbhvwf+DfBdrW/NAq9vfS6HYfgw8CHg48Dnoyjyve4rDEMLvIhsaotvA74JmGp923Ss+gHgTVEU/V3vRyQiIiIiIiIiIiIySNWBtNJNFYjO6g9LS+uPO1WMEOmH846n46fbVR+cd+3pfnIBAYEJaNV5wJj1t/G99+3KEKlPaX/4FIulSpXEJDwVP8XV9Cp3lu/EmrGPCxUREZEhmogEiFwURY8D3xOG4VcDPw+8FsgnmTwAfGfrE2A1DMPPAE8AzwBngGvAKlAHasAMcBA4CdxJVtnhpawnPMDGpAcH/BnwK1EU/c1gj05ERERERERERESkX187sJZmZmB1db0KRLWaVXZ48MHs+53VH5IkW7bduiL9Sn3Kk/GTXHfXwUOTJrGPgazCQ8mUKFHaMWHBGJMlSBBQNmWcz6pBJD6rGLHm16hQoUyZy+4ycRxzT/keAhNs26aIiIgU20QlQOSiKPok8N1hGD4P+FHgh4AFNiYrzABf1/rshdli2XngHcBvR1F0uveIRURERERERERERIZlhiD4VwNrbacqEHBj9QdrwTlVgZDBcd61kx+89zR8g5QUyCo+VE11Q6WHbllj2wkPeZtN3yQlpUqV6+46T8ZPcm/5XlWCEBER2acmMgEiF0XRl4A3AW8Kw/Brge8mm7biPrJEht7/Asp44Atk02m8F/gv/UynISIiIiIiIiIiIjJcZYLgvRhzfKCtblcFAjZWfzAG5ufh8mVVgZDBeSZ+pp38UPd1HA6DoWIqBAR9JT90MsZQpbohAaLu69Socd1d55n4Ge6q3DWgoxEREZFJMtEJEJ2iKPoE8AngZ8IwnCOr+fbVwN3AXcAdZNNkzJBNf1EHVoAl4EvAKeAp4FPAJ6IoujLqYxARERERERERERHpnsXa/wdjXjj4lreoAvGZz2QJD0GwXv1hehpKpe0rRqgKhPRqMV3ksrsMHhq+0U5+qJrqQKemMMZQooTBtPfT8A1q1LjsLnMoPcR8MD+w/YmIiMhkKEwCRKcoiq4Bf9H6FBEREREREREREdlHDBASBL+KMfcPbS+bq0CsrWXLp6bWqz/MzGy9rqpASD9iH3M6zmahbpJVZhhG8kOnwARUqbanxIiJKVPmdHyaA/YAZVMeyn5FRERkPAqZACGyn7zxjY/QbOqPbJFJkqYJ5859ecOyhYXbCQL92hSZNHq9ihSHXq8ixaDXanF4k5I8/1HSW7OORAKHry1DkOI9pAnEa2XqqyWSeok0DjDedGzvCcoppVpCbTqhPBUTlLIOb9IAU5+F1GZNnz9J6Qsvw/jhdE52unwZ3va2bAqGfMqFmRmYnV1fZ3k5q0RQKsGRI1nMP/Ij2fOi2P04SxhTGXocnVUgrl0D57LlcZw9Tk9n62xeV1UgpF9n4jMkJDjviH12o1VMZWjJD7nABFSo0PANmr5JQEBiEs7EZ7i7cvdQ9y0iIiKjpf9eRcasXJ4Chv8PrYh0L02T1mtzXaUyrTd9RSaQXq8ixaHXq0gx6LVaLNWnXkW6dIbk+Y/iyw1wU2Bj6r5OeSqmNAVTh1MgxZissz2rLOA7vgaMwVDBNctUqYErQwVMXKX0hZcRXDgBIxq78Td/kz02mxsrEJj13I0NlQiazawj/m/+pliVCDYfJ2SJBaurvbXj3MYLkycr9CK/D5rN9e2TBMrl9eoPOVWBkL2ouzqLbrE99QVA0PoYhXxfKSkN32CKKRbdIgtugZqtjSQGERERGb4+/iQWERERERERERGRSRBcOEHlr19DcP4EAEm9zNVzB7h69hDLF6epX6+QxlnnojFgjG8nE6RxQP16heWL01w9e4ir5w6Q1LMO9eB8q90LJ0Z2LJcuZRUFIKswABsrEOTySgSd6z3+eLZ9Eayt3XicOe9H/9m53zTNqkB4vz/PvYzXhfQCACkpDtee+sJ0ZjgNkTGt/WFwOFJSAC6mF0eyfxERERkNpe+LiIiIiIiIiIgUmIlrlD/3coKnXszfX3mS6fAU5ekmjbVsRHOpBMb67BPwgHcG70y7+kAQQLxa4YuP3sVL5+/Brh0Y+XE88kjW8d5obKz+sJUiVyJoNtcTDw4f3ltbcZxs+Lpc7q9Ux7Vr2WOeBAFQ22ZAfJHPvYxP6lMupVmmTD71RcmURpb8kDPGUKJE7GNiHxOYgIvpRRZKC1ij8aIiIiL7gRIgRERERERERERE9oHFswf489+5H1v6Kg7ce45bwkssvGCRW+69QlBJ8W5jR2PaDLj4xGHO/f08F6KjLD2xgEtKnPincPToaGPvtvpDLq9EsLKSrV+tZts/8MDoY+/V3Bzcfz98+tNZ4slepKnf8HU/7eVTiUBW/QGy87ldLkWRz72Mz1V3Nav84NcrL5TG1D1RokRM3I4HA1fcFY4ER8YSj4iIiAyWEiBERERERERERET2gbyCwupyiXMfOUn0lyc5dgxs4Jk9tkyplhCUHWlsSeolli/O4lLDxYvZdocPj280fy/VH3JFrkTwmtfAy18Oy8v9t5GmKefPX96w7NZbbyEIenvL9yMfWT/3S0vZud8tkaHI517GY9llN3ue/BAQjK3igjWWwAekrQ+LZcWtKAFCRERkn1AChIiIiIiIiIiISMHtWEHBG5YvbD2lxSSM5u+1+kNuEmLfi7m57LNfaQq+NZVAbmGhtyoQly7B2bNZtYdr19YTT/b7uZfRW3WrAFnFBSAweyx/skfWWFK/XgFixa2MNR4REREZHE1qJSIiIiIiIiIiUnD9VFDIzcxk6+ej+b3P2huVIsdedDr3Mgree1Z9KwGCLAHCjrlrIiBLwMjjWfWreO932kREREQKQgkQIiIiIiIiIiIiBdZvBYVcPpq/c/vHH8/aHbYix150OvcyKg3fwOHw3k9MAkS+/864Gr4x1phERERkMJQAISIiIiIiIiIiUmB7GcWfG9do/iLHXnQ69zIqedJDJ2PMGCLZ2VZxioiISPEoAUJERERERERERKSg9jqKPzeO0fxFjr3odO5llPLEAk82xYRh/MkPnQkYeVxKgBAREdkflAAhIiIiIiIiIiJSUIMYxZ8b9Wj+IsdedDr3Mkr5dBN54kOecDBO3q/HkMc17mk5REREZDD0G11ERERERERERKSABjWKPzfK0fxFjr3odO5l1LZKLOhMQJgUSoAQERHZH/QbXUREREREREREpIAGOYo/N6rR/EWOveh07mXUqqaKxWKMaScZjHu6iXz/nXFVTXWsMYmIiMhgKAFCRERERERERESkYAY9ij83itH8RY696HTuZRyMMUyb7AaZlASIlBRYj2faTGOMGWdIIiIiMiBKgBARERERERERkX3FOVhczB73q35G8TsH16/vfl76Hc3f7XnvJ3bvs3V3q5o/qZUIkgROncoeB8Ubhz2wSnB4meDIdYLDy/jpJfwOHcu9nHtjHbO3LnHoxBWO3H2ZQyeuMHvrEsZu3f6knnuZDNO2lQBhsi6J1KfjDAfnWxUgWvHM2D2WQREREZGJURp3ACIiIiIiIiIiIoOytATvehdcuQKHD8Mb3gCzs+OOarD6GcW/sgKXL2fPr16Fo0fXR+xvlo/mX1nJ2q9Ws/098EC23Va6Pe/9xJ6mWWJFmkIQwPx89jio2Ift2Wfh138d6nWo1eCnfxpuu633drxNcMfO4eYu4Q8u4mYXmUvrG9ZJKmVSV8IsHcZcn8deO4q9uIBxpV3PfVBOeN7LznHsKy8x/xWLHL7zCkH5xk7qtBlw5fRhFp+e5+IXj/KlRxdI49JEnnuZHLN2lgvpBQKyF29KivOunYAwSs67dgWIPB4lQIiIiOwfSoAQEREREREREZF94+GHs054yB4feggefHC8MQ1aPxUU8uSH3KVLcOLE9uvPzMDq6vpo/mo12+9257Lb895P7EtLWfKD99nj0hIcOjS42IftXe/Kkh+8zx7f+U74mZ/ZeZvl5Yt88IM/y6lTHyOOV7OFZpfyFzvx66X9vYe5uVaTZr0qRZJ4nvoYPPWxTdt2zgqwbQjZSlNTWZIHQBxn7f/Wb/Uf9v6wh+u2jxyyh7JkAwOBD0hJSUioUBl5LAnZTR8QYI0lIOCwPTzyOERERGQ4NAWGiIiIiIiIiIjsC50j3K9dyx4ffzxbvl/0U0EhPxfdLof1Sgqd+9nuXHZ73vuJPUnWkwecW08i2GkqiV5iH7YvfhHOnt04hcfZs/DEE9tvs7R0nre+9ZuIog8RxytkHei+/dDXZ8cXxqx/blppa12s0l37N+unAAQm4GiQlQIpmzIAiU/wu81rM2DeexKfbIjjWHBsLJUoREREZDj0W11ERERERERERPaFzuoCa2vZo/fZ8v2inwoK/SRAQNZuXiFgp3PZ7XnvJ/bl5eyxMwGic/leYx+2970ve8xjdy77+r3v3Xr9ev0av/u7r2Vt7fLWK4gU2C3BLUCr8gIWj6fhGyNLgvC+tT88Ftue/uJYcGwk+xcREZHRUAKEiIiIiIiIiIgU3lbVBcY9+n/QBln9oZvvd1NJodvzPojqD1CsKhCd1R/SNFuWT+WxVRUI5xL+4zv+EdevnxtdkDJ2B+YOjDuEkanZGvN2HgxUTRWAtPUxCp37qpoqGJi389RsbST7FxERkdEojTsAGY8wDA3wi8C/AMrAX0VR9KoxxPFZ4Kv22My/jaLo5wYRj4iIiIiIiIgU0+bqArA++r9azb7/4IPjjXGvBln9ofP7c3Pbf39mBlZXtz+X3Z73vVZ/yAeI58+Nyb5/6FD/sQ9bZ/WHTs5BEGRVIH7mZ9aXf+rTv8/55z4/muBkItx+8naOHj867jBG6kT5BNcb10lMQpkysY9p+iYGQ2CCoe039SlN3wSgYipYYylR4kT5xND2KSIiIuOhChA3oTAMq8C7gV8AKoAB7hxTOHcNoI3bB9CGiIiIiIiIiBTUVtUF8soC+6UKxDCqP3Sz3k6VFLo971/84mCqP+SKUAViq+oPua2qQHiT8sTFPx5+YDIxSuUSb3rrmzDGjDuUkSqbMifLJwGoUCEgaE+FkfrhVIJIfdqe+iIgoEwZgJPlk5RNeSj7FBERkfHZFxUgwjB8PvAq4MXAvcBB4ABQ3UOzz0RR9OoBhDdRwjA8CrwPePmmb43rL+3OvzCfBBo9bu+Bvx1cOCIiIiIiIiJSNFtVF5ifh8uX908ViGFUf+hcr58qENDdeX/f+wZT/aFUyrYvQhWIrao/5PHnyzurQCT3/S3193d5waTwjDX88tt/mbteMIixYcUzH8xzNb3KZXeZKlXqvo7D0fCNdlLEIBJDvPekZJUfPB6LbU99ccQeYT6YH8DRiIiIyKQpdAJEGIbfC/wscP82q/TzV5JvbXey37gmVRiGXwn8GXB3a1EKDK+uWHc6EyBeG0XRF8YWiYiIiIiIiIgUznaVEUql7HFlJVterWbrPfAAHC1YxflhVn/oXH+7JIi8kkLnufzsZ7PvBcHO5z0I4LnnsnO+l+oP1mYJD9Zmy5zLvs6rQJS2eZdzq9iHfR9sVf0hj92Y9eXWZuudic9wy23PDCcYmThz83P83Ft+jpd87UvGHcpY3Vm+kziOue6uU6OWVYAgq9QQEFCluqckCO99u00ga9NkbR60B7mzfOeAjkREREQmTSETIMIwrADvAV7XWmRYT1zYq7wNP4C2JkYYhq8A3gvkaa1PAP8O+L/HGJNl4zWLxxWLiIiIiIiIiBTTTpURxjX6f9CGWf2hc/1eqkCsrWXLp6Z2Pu95HFev7q36Q54wkSdATHIViK2qPwTB+mNnFYjZI3Xq9zyaLbA7l/9/5Y+9khd80wvaX3vvSeKNc4CUyqV2p/HihRJrqzBzbAVjwAQOG2RBudS2n3tncc5CCsuXZvGbphzpR1BKmT6yBhbWrlRZu1YhbZZ59G1fwwtfnPB9P3p57zspoOmZaY6fPI7dKQPoJmGN5Z7yPTwZP9lOgoiJafomKSlrfo1S68Oa7s+X846EhMQn+NZb/BVTyaa9MHDQHuSe8j09tSkiIiLFUud4CNAAACAASURBVMgECOBPgNe0nueJCgZ4Cvg74MvAElDfwz6+tIdtJ0oYhq8HfheotBZ9nCx55KvGFlRm8wRrO8zaKCIiIiIiIiKy0W6VEcYx+n/QRlH9oXO7bqpAXL++Xtmg2bwxpnzd5eUsUSIIskoNQZAlI/Rb/QEmvwrETtUfOo8l//4rfuyTmGqDZpKC2Tnz4PgLjnP7fbe3v/beEzc3jicqV8oYY2g2DHVb4diRFUpTBzDGE1RSMOASi3cWYx221EqIiAO8N8yvlFm5tEuGSpfK001mjq3iHSyeOUgaB7zsDQmPvv2/YXr2DAt3aizUzS4wAfeW7+WZ+Bkuu8uUKRMQ0PANHI7Yx8TEBD7AGktAgCV7MRlj8K0MKYcjJcV51674ALSnvMiTHY7YI9xZvlPJDyIiIvtc4RIgwjD8QbLkhzzxIQF+A/idKIqeGltgEyoMwweBd3Ys+iPg9VEU1cMwHFNUbZvvP/3XIyIiIiIiIiJd66YyQtGrQGw+Rsg68ldXt9+m0ehvX9euZckE28mrMTQa6x36SQLl8tbn/fr19USGvMN/t9iTZD3xId9fmm6sppAv76wQcf789gkQndsM+z7YqfpD59dJAocWrvOV33gGgLS6PNA4rl4qYYOU8nSM92DLrWoPqcElWTaJdxZjPMZ6TOBwzYDSVEziPGm89w7iRqNCUIupzsQcvHWFxbMHuf3+c0x/4AX8ydvneeMvnt/zPqT4rLHcVbmLQ+khTsenSUzCFFOkpMQ+Js0/fErc+fbxDvWbAwLKJkumwECJEifLJ5kP5rffSERERPaNIqY6/lzr0QBXga+PouhfKPlhW08AK63nvwF8XxRFe6mMMUhKgBARERERERGRvnRbGSEf/d+53uOPZ9tPurW1G48xl3f+b/5M9lhfM0m2b7tzv85liQneZ9Ng7FTVIa+EsF27nW1uTn6A9eoPW32dr5dvu1Psuc77IJ/KYxB2q/6Qy6tAvOR1T+I9VKZjbDkd2IS8aQrLS5bqgWY2TYj1GJM1niU2rJ/ANMm+zhMhAKYONrJY9vxpWDo/jXeGUjWlMh2TJPAV3/A0H39oluXrRXxrWoZlPpjnRdUXMW/nwWTVIWq2xpSZomIq2VQY23RnWCwlSlRMhSkzRc3WCEyW/DBvW+0q+UFEROSmUagKEGEYngRewPq/Az8eRdEnxxjSxIui6PNhGH4X8Lwoit4+7ng20RQYIiIiIiIiItKXbqo/5IpaBaLZXO+8P3y4u23OndvbPtMUbrtt++9fv74+RUXeyT81deN63q9PVWFMVvXAGKjV4ODBrdvOp+7obDvfbqv2N6+zU9tb8T47x1vF349uqj/kqtMJL/zvngZg6lA2VilLRtg7nxrAU5lpZgkYJQcGfGIxN5xMg3cGE3hsyeHigOlDDZrLtQElZBiaKxVqBxvMztdZvlDi5Ned5vEP3MfaimX24M7TfsjNpWzK3F25mwW3wMX0IhfTi2CyBIc8byef9sLjMa2Fm+/rgIBjwTGOBceo2dpIj0FERETGr1AJEMDXtB4N8GwURe8ZZzBFEUXRfx53DNtQBQgRERERERER6Vm31R9yeRWIlZVs/Wo12/6BB+Do0dHE3I+5Obj/fvj0p7fvSO+UJxDs1fJytu/N8gQSY9aTD6rVbAqMzYIgO+fLy+vVGUqlbHvvb5yuIkmyZARYTyCwdvtraszGqhFBsH3b27n//q2Psx/dVn/I3f3155g62MSWHJXp7C2xZEAJEKWKZ+5YAxN4DOuVHZwzncUf2nxqMEFHpYgAKjNN4pXKQOJpLleozTUoTyUEZYcxMd/2z57i2PEubmq5KdVsjTvsHSyUFrjirrDiVlhxK6z6VZzJfkCYjpvZYpk208zYGWbsDIftYaxRhREREZGbVdESIG5pPXrgkXEGIgOhChAiIiIiIiIi0rNeqj/kiloF4jWvgZe/PEsk2M0v//Jg9rm0BD/5kzcu/8hHsmSDZjOrBGHtzgkkc3NZEsSlS9n1mp2FSgXuugte/eob286v6dJSdk0PH955ag3n4MqVbLsDB7JrulXbW5mdHVzyA/RW/QHg9hdmc7BUZ5tgoLlaxrstshP6dGA+pulcNlq+1WxQyeemuJE3WdUIW3EYDLXbGth0YOGQlgzepNxyYo2KKbPwonPAicHtQPYlayxHgiMcCY4AWfWHhm/gWh+29VE11S2qm4iIiMjNqmgJEIc6nl8YWxQyKKoAISIiIiIiIiI96bX6Q66oVSAg66jfrbP+/e/f2Pm+F87Bpz4Fr33t+rJLl7IKB5XKevLDzMzu571czpINVlayqTNmZ7N2qtX18563XS5nVSzyhJZqdfdYZ2Z2bnsUeq3+AHDLvYsYA+VaNh6osTLYt2lTn2ZTh5gs5cFgtpxKpJMni9sA1jpqlYHMgQFA01tinxLYlJItseJWBta23DyMMdSMprQQERGRnRUtAaLZ8XxAs/PJGHXefz6KogHmlRdHmqakqYpfiEySNL3xXcNsmV6rIpNGr1eR4tDrVaQYivBa/ehHLd4b6vXuqz/kOqtA1OtQq8HHPuZ53esGlDkwRh/60GCnE/jzP4fXvGb9rZphnveiX9P3vjc7991WfzDWcfSuKwCUa9k5jhvdvU3rfUdSwlb5CR6cz0bHZ1/2lsTg8RgMKenGfe2R9Vk2iCOrSrHiV0iSRKP25abhtvj9utUyERk/vV5F9s6ng/s7sh9FS4C43PH8yNiikEHpnAJjct5JGbFnn32Wel1zHopMumeffXbcIYhIl/R6FSkOvV5FimGSXqtXr5b47GeP4j1cv17COcP0dEqSdP+mdLVqWV0NuH7dY23CZz4Dd911kUOHijsu46MfPUiaHtp9xR6kKbz73dd5xSuWhnrewRT6mp45U+Xs2Vta1R+yznxjsjd8t6vIMXfbMqVqCsZTqmQxJl28N5QkCXFz5wKqcRzj8fig9aZzK7+gq2SGTes2XRPjB5OgkMeUktJMmxgMZy6doeSK9va0yOBM0u9XEdmZXq8ivbHOcgu3jG3/RfsL85mO5y8dVxAyMJ33XxqG4auAbwG+AbiNLMllFrgKXAQeBf4K+MMoipZGHKuIiIiIiIiIjNljj83iPTSbliTJSvrXar2NyKvVHGtrAUliaDYtlYrjsccO8MpXXh1S1MP38Y8PNvlhvd3DvOIVS0M970Chr+lf/uUhvAfn1hMFdp0WpDXthbFZooH34NJdNurBVlUfDJNXacEZjaYVERERkcEb3F/Wo/EpwJHlI58Iw/CuMccje9NZAaIGfAT4l8ADwD3A4dY6x4D7gDcA/wE4G4bhL4VhWBltuCIiIiIiIiIyLlevlnj66Wzu99XV7C2tqal0187mzazNtuts5+mna1y9WszqjB/96MFtKw3slXPw4Q/PDe28P/FEjSeemBpK26O4pmfOVLlwIXt7Kr8Gxnh2m9UhKLv2ugB4s+s2I5VXguhx+oydmzSdXwy8fRERERGRXKESIKIougo80rHoR8cViwzEVvdfHTgLfBF4ArjAjdNjzAG/AHwiDMMTQ41QRERERERERCbCIKoQ5Go1hzG0KwZ4T7saQdEMq/pD7tFH54Z23ldXA1ZXbWGvaT/VHwDSOFvJ59NLmAlLBGjPnjG4rIwNyQ5DaF9EREREJFe0KTAAfhn4cOv5T4Rh+HtRFH12nAFJ374A/AFwGvgo8Jkois5tXikMwyrwEuA7gH8C3N761v3Ah8IwfHkURVdGE/LgHT9+nDgu776iiIxMmrob5nU7fvw4QVCovEGRm4JeryLFoderSDFM6mv10iX40pcCKhW4fj3rZJ6ZgVqt/+KQs7OwsgL1eonZWfjSlypMTc1w5MgAAx+yD36QoVV/6LSyUiFNB3veV1dLONea/sEV75o+8QRcvBhgTGf1BwiC3Tv102YZY8C3EieMAVva/UKWSiXKlY73kDzEcbxhnXK5jMORkrZWaWcb7JpwkK9rWuUoykF5YEkK3nuS1hinSpBd49tvu52qqQ6kfZFJ57b5/Wr1t7DIxNHrVWTvfOxxT45vurPCJUBEUfRQGIYfJOsMrwB/Hobht0ZR9HdjDk16FEXREvA/dLFeA/hb4G/DMPxfgV8Ffqz17RcAb+2mnUkVBAHOFe6lKLLPbS48A0FgCQK9VkUmj16vIsWh16tIMUzma/Wv/zp7bDQgSbIO45mZvbU5MwOrq1l7jQZUq/Dxj5d48MG9xzsqf/EXo9nP0hJUKoM9783merWERgPK5WJd0/e/P3vsTEAJupxx4/pzs8T1gHItJWkGlCop5Wra1bamY66MLaeQMGCxGG/2NMWEwWCxDKpIg8OBb8VmsrangqkNxyNys7GBJej2B4eIjJVeryK98c5nf/+NSVHTlb4faP3ry3Hgv4Zh+BthGH71GGOSEYiiaDWKoh8H3tKx+Pt07UVERERERORm4xwsLo6mAsA4XboEjz+ePV9ayh6np7ubamAn1mbtdLb7+OPZ/sYpSeDUqexxJ+9/P6Td9ZkPRBzvft69z+L2O/S7W5slJnifxZ9XgajVdr+mzebO39/LNe3l9fTFL8LZs+vHAK0qDl3ek95ZLp06DEDSyDpTSrVdLngPjDHtyg3dVnBoV39orT/I5AegXZHCtt6OnjbTSn4YE+89dVdn1a2y7JZZdavUXR2/0wtXREREpEDGmr4fhuHDwFf0uflU69GTVYJ4I/DGMAxj4BKwy79EuzodRdGr9tiGDM//DDwIPI/s37EfAj451ohERERERERERmRpCd71LrhyBQ4fhje8ISv/vx898kjW0TzI6g+5rSoGPPIIY6sC8eyz8Ou/DvV6lhDw0z8Nt9229bof+tBoY/N+5/OeplkCQZpmlRDm57eviJD3s3qffXZOI7GVOIbz59fXve02KG3zrmY/17TX19P73pc99lP9IXfhiXmO33eJuF6idqBJZWpwCRAAgQlwfj1Aj+9pOgtrBjtuLo8lb3fGDuhFLLty3nHFXWknO6z61S1HZFos02aaaTvNrJ3lsD088PtAREREZBTG/RfMq4CTwJ19fN4C7Tpu+aMhS4a4vc827+yI5xV9H5UMXWtajH/fsehbxxWLiIiIiIiIyKg9/HDWWQvZ40MPjTeeYRlW9YfcpFWBeNe7suQH77PHd75z6/VGXf0hd+3a9t9bWspiyqsi5OdzszwxofMaWrue4LKVxcWNSROXL28fRz/XtJfX016rP+S+/PmjADSWK9norukYYwc3Aj+vtNCZ9LDTlBhbVoAYEOdduwJEQJYpogSI4au7OmfiMzzWeIxT8SkupBdY9ss4HN57vPc43/Ecx7Jf5kJ6gVPxKR5rPMbZ+Cx1Vx/3oYiIiIj0ZNwJEJ7+i6mZLT4HIW/n/2fvzuMkOes7z38jMrOyqqvUR3XrQuhAqOcZDNhojMFjtQ/wsvZLY+z2eHa8HtaweDyzXo/Hszasxl6vZ42P2dfg9cH6YmwWe9Cw3rUELZj1mrUlcRnwWIAAQcOjFgi1EDr6qq6uOzMy9o+nnsqorMg7IqOi6vPuV70yKzPiiV9GRbTUFb/4PmR+7X4PJJ6/0BhT9PEMAAAAAEDukk0B/oL0bpi6IQ95pj94s7NuXH9hPo7ddicteWHdTyPx5JPSmTM7l510+oPXq6nBN274KS3W1tIbGpaW3GPa7Af+vaT19fbUF74JYmPDvd7NMD/TYc+nLNIfJOnxv7lBa1em1GqG2liubY6T3Xw2FVUGngajs/khULDVqJCFpppbNYVBqIoqOhIeyWx8bNeIG/ryxpf1yMYjejZ6VpEiteKWGnFD6611rbZWtRK7JIjVOPG8tar11roacWOraeWZ6Bk9svGIvrzxZTXiRtEfDQAAYCCFToEh6ccl3VRwDd08WXQB6OsrieehpGOSniuoFgAAAAAAJiLZFLC66qZKKHrqhjzknf7g+cSA5WW3nXrdbffECenYsWy31UvywrpvJKhUpFOnpLvuai9XVPqD56eJSPKNC77uIHBfS0vS4cPt5TobJTzf2OCbJpLTWywsbF/GT4OxsCBde216jcP8TIc5n7JKf5Ck5npVX/zLF+j2H7JaXZhWfbahsNa7AWJjbfANBUGgqqrbLlp3Njp0e70aVBWkdaiMII5jNWPXAFELXKPH1ZWrmVohJxeji3qi8YRrOomlSJEacWMrgaNToGDr59/a/ONvC6zEFdWCmiqq6GLrohbXF3Vz7WbNV+Yn9XEAAABGUmgDhLX2j4vcPkrvUsf3Bf7zHwAAAACA/KU1BRR50T5Pk0h/8GZnpZWVdmLApBtK0i6sR5G7sO5TII4fd68Xlf7gXbmyvQEiranBN0F0NjQkGyV8I4N/3mq5z5tsmkimP3TyKRD1evr7g/xMhz2fskp/8B7589t0+w9ZbazU1Fyv9I23Xbg43MaqqqqhxraL3J3NDmnTYlQz+pVxHMdaj9cVK1aocCtV4urK1ZmMj7ZW3NLjjcd1sXVx6/v1eN01NGyqqKJKUFG4+SfZ5OKnwGippSiOtPUnjhQqVF11NYOmvtz4shaiBd1Su4UmFgAAsGvxfykos8Q9BGppZ0MEAAAAAAB7SmdTgFT81A15mFT6g+cTA5Lbm+S0ImkX1pPfnzrlHotOf/AuJX4D09nU0Pncv5/WKBGG7QYC/1py6ozO9AfPf+/fTzPIz3SY8ynL9Adv4amDevRDLhx38Zm5vvPxbqwHWrky+AbDINxqZghTfg0cb/5Jvl9VNbML2/4iuiTVg7oUSPPhvKbD6UzGhxPFkc40zrjmh1jaiDe0Gq+qpZYCBaoFNc0EM5oOp12iQ1DZkfARBIEqgUt8mA6nNRPMqBbUFChQSy2txqsuTSSWLrQu6EzjjKJ4F/xlBAAAkIIGCJTZzYnnz1prs5soEQAAAACAXSatKcBffC3ion2eJpn+4M3Ouu1MuqEk7cK6F0XudZ8CUXT6g+ePt25TWkjtqTx8Q0Nao0QYto/h5BhLS73THzyfAtFNr5/psOdT1ukP3of/4Ju1ermu5kZFUaP/r2qf/XptqPGngqmttIdk6kOy+SH5/lQwNdT43URxpI14Y6sG34xxU223zoZcTq24pccaj2mxtag4jrUWr21Ne1JRRTPBzNb+H0YYhJoKpjQTzGwld2zEG1qL1xTHsRZbi3qs8ZhaMb+OBQAAuw8NECizf5B4/uHCqgAAAAAAYALSmgLm54u5aJ+nSac/eEWlQKRdWK8mZiDwr7/jHbsj/cG7dCm9qcHXnnxtcTE9/SEItqcoJFMgfMpEZ/qDN24KxDDnUx7pD97qwrQ++DsvlyRFjf4dFWsrw6VABEG7qSHY/CNtnwrDvzYVTO1IBhhFFEdbU19UVFFNrmnj5trNqgXDNXCgt682vrqt+SFSpECB6kFd9aA+9s8zCBJjKVCkaFsTxFcbX83mgwAAAGSIBogEY8xhY8xbjTG/box5ZdH1oDtjzKykH0u89P8VVQsAAAAAAHnr1hRQrRY7dUMeikh/8CadAtHrwrq/bulTIHpd6C/ClSvdmxqSDQ1xLK2stBsikukPXmcKRKuVnv6Qdi13lBSIv/qr4c6ne+5pfx4vi/QH77GP3qQvPXBL/wVjtwOGTYGoBtWtqTBSh1WsqqqqBt2XGUQcx2rGza3mh1Dh1tQXR8Ojmq/MjzU+trsYXdSF1gUpltbj9a0pL+pBXdWgmkkzi+SaIKpBdasJoqWW1uP1rekwLkYXM9kOAABAVkrXAGGMOW6M+Q5jzDfkMHxN0psk/aykd+QwPrLzVkk+M+8ZSX9WYC0AAAAAAOSqV1NAUVM35KGo9Adv0ikQvaZVSF5gbzTy2f64ms30pobOhgbf4NHZKOF1Nk34ZpBu6Q/eqCkQDz/s9ukg59PamvS1r+WT/pD0wG+9QutLvaef8Ltj2BQISVspDLG279RYsQIFW++PKo5jrcfr25IfpoNpBUGgg+FB3VK7ZazxsV0jbuiJxhOSpA1tbEt+qAQZduckVILKtiSIhtxfTE80ntiadgMAAGA3KF0DhKTPSPqgpIeNMdNZDmytPSfpc5ICSd9gjLkxy/ExPmNM1Rjz25J+MvHyW6y1K0XVBAAAAABAnvo1BRQ1dUMeikx/8CbVUNJvWoXOJoHdyKc1SNvrTX4O/9k6l+3UmRrRKTl2p2FSIFZWpNVVN33HIOfTpUvbf0ZStukPXtSo6PxXDvdcZubgusKq24mDpkC04pY24g2taW3btBehwm3TX6xpTRvxhlpxq9dwXcdfjVcVye2kqWBqW/PDbbXbFAZl/DX07nW2cVZNNdWKW1vNB1PBVG7ND14lqGxNqeKPl6aaOts4m+t2AQAAhlHG//OckWtQqErq3RY9mtOJ50yDkSNjzC8ZY37XGPOSAZYNjTHfK+mTkv5V4q3/W9K/z6tGAAAAAACKNkhTwF5IgSg6/cGbVENJr/SHbt/vRt2aGpLfJxsaujV2jJqqMGwKxOXL7Wk5Go3e59PGRnsqDv8580h/8OJW746X+tyGjr7gsg7fcEXh9JqWV1qKN/9ILs0hjmNFceSaHlprWo1X1YgbW6kMB3RgK+2hpppmghmFChUrViNuaDVe1VrLNUNEcaQ4dmNK2nrebfxQoWaCGdWC2ta0F8drx3O/KL/frLXWdLF1cWvqC0mqbP6ZhOS2/FQYF1sXtdZam8j2AQAA+hlvYre96VLi+fWFVVEyxpjvl/S/yzWo/KK19g8HWO0WSW+Q9C+MMV+R9BFJVtKzklY2xzoq6WWSvlNSZyLH/yPp9dbaPoGIAAAAAACU06BNAf4C7/KyW65ed+udOCEdOzbZmkfV2eghuc+zUkDmo7+o7htK6nVX38mT2YzfL/3Bm3Tzx6jiuP0z63y9UxRtT1MYZhu93ltfl55+uvs+81N1NJuuscQ3NMzNdT+ffFNFcttx3G6KyFqrT/hCc60qxdLUgaamDjS1EUiqbN+ZTTXVMcuFKqqoFtTcRetAqquu+cq8LkYX1VRTM5pxUxrEDUX+T9ye4kDSjjF7jV9VVTfXbtZ8ZX64HYCBPBc9J0mKFKml1tbUF8GEImOCIFBdda3Gq2qppUiRKqroXHRON4YEKgMAgOLRALHTCxLPZwqrokSMMYclvVvS3OZLf2CM+bC11vZZNfnPxVs3vwaxIukXJL2N5gcAAAAAwF42zJQQs7OuWSCvi/Z5Wl3d2ejh9brwPQnJhpLv+R5pJoPfFg2S/iCN1iiwnzWbUq3HzBB+fyb3a7ef5/R08cdep6ULMzr/+CHV5xqammmqWo9Uq0U7EjVC/ycIVVFl2/QT8+G8bqrdpFpQ0/Oqz9PZxlldbF109/QHFbVid0G7Fbfk/3QadHxkL4ojnY9cHI2f+qIaVCfW/OAFQaCqqmrEDTXihiqBa4C4oXoD050AAIDC0QCRYIx5qaTXJF46V1QtE3JOrglhStJTY4xzXO3mB8lNrfJSuTSHXt4qqSLp+yRd02fZWNIXJd0t6Q+ttRdHKxUAAAAAgHIYdkqIMqdAbGy0LzYfOVJsLd34O//HbYAYNP3Bb7MMwnBnA4f/fGmfoVLZOQ1Gcn+kSbu+mzb2wYPu2O/UbEoXL7af+7qHvW6cVntW+o3bXK8qjipau1zR2mX34Q/cuqTadOQmDI6lqcrUjovhFVV0deVqXV25WtPh9NbrtaCmF069UDe0btC56JzOReekwDU4aHOIrekvFCvYfHHQ8ZG9hdbCVoNKJHfCVAv6FX9VVTXU2KpHgXSpdUlHK0cLqQcAAMArewPE2P8MNMZUJN0gdxH+l6Rtk6V9atzxdzNr7RckpfyTcGhnJC2p3QQRSfrcANt/TNI/lSRjzAslvVjuZ3FQriljWW5Kkqcl/S1NDwAAAACA/WSY9AevrCkQhw5Jt98uPfxwehLCbnD77a7OcQ2a/iBJ1Wp+0y1kqZryG8YgSG9q8K93fuZGQ10N03Bw5YprBEp7PQi27/fZ2e77vlZz58/6ev/as9Lvcz7wtm/RmY+/WNe96LyuOX5Jt3zTBdWnW5KCbb8lDRXqQHBAs+GsZsNZHQmP9Lwrfzqc1o3hjbqheoMutS5pubWs5dayVuIVtQK3w3zzwyjjIztLrSVJ2mp+6EzgmKQwCFWJK1vTpoQKtdxapgECAAAUblc1QBhj3iDpDzVYXYGkBWNMliVs9korlvR5a23fi/iQrLULxpjXSfodSdOSftFa++iQY3xZ0pfzqA8AAAAAgLIZNv3BK3MKxJ13SnfcIS0tFV3JTnNz2TQ/DJP+4E1NuYaW5IV7f6H8RS9yiQfjajR6NyBIrhHjiSfaz1std3z1S+yIInc8rq+7xoGrrnL1v+Y17rkkff3r0l/8xc6GibTGik4+zUFy40eR9KpXSTff3H790iXp3nvdubGw4F6bne3/M732Wrf8ykr32rP08Y9LFy50f/9HfuKijr80kHS1bnzBYd324qt19umzagWtrYSG5133PM1UZkaaEiEMQh2tHN26gB3Hsdbj9a2pMPzUF/WgPvEpF+CstFYkySUuSKoExXaMhUGoKG4nQCy3lgutBwAAQNplDRCSbpE0zARxWf6ftm98COTSDN6Y4dh7nrX2/ZLeX3QdAAAAAADsBaOkP3hlTYGQ3AXpLBoNdqth0h+SqlW3TnLqhkrF/XzfOKHfYN13nzuu1tddQ0G16ppq+jXl1GquiePcuXZ6Qr3uxvjO73TL3H+/G6ez+aHf2H45v1/8+H/919K3fVt7mYcecnWsr7v96JsZBnHwoFuvW+1ZeuSR3g0QL3vlqr7tv7yy9X0UBaq2tv96N8vmhCAINB0wpcVuEcexVuLNBgi5v0RCFZu8UVFFDTW26lmJVxTHMQ0yAACgULstm6xPr3muAkmrkt4j6ZuttZ8usBYAAAAAALBPjZr+4PkUiOT6p0+7cVGcUdIfksKwnfwQRW6c1XeHCwAAIABJREFUJ5+UzpzJp96kPI/JvPcL5xP2Cp/GEcfxrmmA8NtP1rUer/dZCwAAIF+7LQHi30t6Qt3rCiS9c/N5LOmnJK2MuK1YUlPSuqQLkp6S9Ji1Nu65FgAAAAAAQI7GSX/wypwCsVeNmv6QVKm00w58ksGpU9Jdd2VTYzd5HpOPbk6imtd+4XzCXuGbHpJ2Y9JCWp0AAACTtKsaIKy1FyS9u9cyxph3Jr59t7V2Md+qAAAAAAAAJmPcu9U9f9f68rIbp15345444aYtwGSNm3Lg+bQDP04YttMOjh/Pvm4p32Py05+WLl507+exXx56iPMJe4dvLIjl7t8LMp0dejRBEGizHMWKFSigAQIAABRut02BAQAAAAAAsG9lcbe6Nzvr1vd3rcexGx+Tl0X6Q9p6frxTp0YbaxB5HpMLC65hIa/9cu+9nE/YO/x0E77xwTdCFCmO2zX4uoqelgMAAID/GwEAAAAAANgFsrrT3vN3rSfHO33abQeTk1X6g+fTDiQ3Xhy3UyCylucxefmytLGR335ptdw21tc5n7A3pDUWJBsQdgsaIAAAQNH4vxEAAAAAAIBdIMs77T3uWi9elukPaevnmQKR5zHpj8fk9dss94tvqrh4kfMJe0M9qCtUqCAItpoMip5uwm8/WVc9qBdaEwAAQBkbIP5E0ocl/Zm1drHgWgAAAAAAAMaW9Z32HnetFyvr9AdvEikQeR6TU1PbGx+S7407tt8vvrmi0XBNIpxPKLsgCHQgcAfgbmmAiOT+YvP1HAgOKPAnIQAAQEFK1wBhrf0xa+2rrLU/UnQtAAAAAAAgX62Wu4O7Vew1ntzlcae9N8pd61EkfelL01sX7bPWbEpf+Yp7LNv4w4w9SvqDv3DfL9l+lBSIYc6nUY/JQY6Z9fWdr2V1zTRt/0ZRsecTkJUD4WYDROB+rR/FOf0lPaBWvJkAsVnPbJjRiQYAADCGatEFAAAAAAAApLlyRbr7bunSJenIEen1r5fm5oquKnt53Wnv+bvWl5fd+PW6296JE9KxYzuXP3t2Sn/6p9cqigJVKrF+9mdbuu22bGqRpKefln7zN6W1NWl6WnrTm6TrrivH+MOMPUr6Qxxvb6yoVrs3Bvi0Az9+GLZTII4f37n8MOfTKMdkqyVduOBqqVSko0fTl19fd6kMaeJ4/EaItPV9EkQ9g2T+Yc8nIEtz4Zyei55TRa7TJ1KkVtzaakCYpFbc2kqA8PXQAAEAAHaD0iVAAAAAAACA/eGBB9zFWsk93n9/sfXkJc/0B2+Yu9bvu+9qRZG7ihxFgf7oj/pEFgzp7rtdA0Ecu8d3vSvT4XMdf5ixR0l/6ExP6JemMEwKxDDn0yjH5OJiu94oct+nWVjoPkYWiSPdxui13WGRAoGiHA4Pq6KKwiDcajpoKqconT78dpP1HAmPFFILAABAEg0QAAAAAABg10negX75sns8fdq9vpfknf7g+bvWk9tJ25+f/KS0vLz9Kv3ly+71LCRTEZpN9+hTC3b7+MOMPWr6g5/2IvnYayoMnwIhue10q2mY82mUY7LZdA0hvg7Jfd85Tcj6urSx0X2cQab+6MWv35kCEQRuu2lTb4xi0PMJyFolqOhYxUWN1IKaJKkZNxWPc+KMII5jNePmtjqurlxdSBIFAABAJ/6PBAAAAAAA7DrJO9BXV/fuXdaTSH/wBrlr/b3vraRegL7nnmxqSKYixHH/1ILdNP4wY4+T/tDZBJFFCsQw59Mox+TSUnv7/iv5uudTGNKOsUE/by+d+7BzbFIgsBdcU7lG0mbygkLFirUer0+sCSKON7enWKHaSRRXV66eyPYBAAD6qRa5cWPMOyXdUmQNPXzVWvtjRRcBAAAAAMB+k3YH+pUrUr3uXj9xQjp2rLj6sjKp9AfP37W+vJy+Px96qJ0OkBTH7RSIl7989O2npSJEkavLpxYcP747xx9m7HHTH7q915lq4PkUCL+9zpqGOZ/GTX/wjQ+tllvHp0BUq/3THwb9vP3W68WnQNTrw42dpt/5BORlOpzWfDivi62Lqquu1XhV0eaf6gR+3e+3JUn1oC4F0nw4r+lwOvdtAwAADKLQBghJ/62kyeZzDSaQq4sGCAAAAAAAJqzzDnSpfZd1ve7eP3my2BqzMMn0B292VlpZSd+f997be9177hmvASItFcF/X6m41IK77tqd4w8zdhbpD55vBIgi10TQTaXSPlc6axrmfBo3/SGZXuGbIJaWpMOHe6c/DPt503Tbh51jLyxI11473Njd9DqfgDzdVLtJi+uLagZN1VRTI25oI95QoECVoM9fOGOI4kgbsetkmgqmFAahqqrqptpNuW0TAABgWLthCowgw69Bxh5k2wAAAAAAoABpd6D7u8/996dPu+XKbNLpD56/az253dOnpQcfdCkPvS4e+xSIUaSlInhR5F73qQW7bfxhxs46/WHQZXwKRGdNn/zk4OdTVukPnv9+bc01CaSlPwRBetLDIPtkkOXTxvYpEFnodj6V/e8n7H61oKabazdLkqY0pYoqW1NhRPEY88j0EMXR1tQXFVVUU02SdHPtZtWCWi7bBAAAGEXRCRC/JOkFY6x/k6RXqZ0ikfxnzVOSrKTLklYkHZR0naSXSJrZXCb5T6MvSnoo8f3jY9QFAAAAAABGkHYH+vy8dOHC3rrLuoj0By/trnWfWtDPqCkQaakI1Wr31ILdNP4wY3tZpD9446RA3HOPdPDgYOeT39a46Q9+3yRTIC5d6v0ZR/m8Sf32YefYpEBgL5ivzGshWtCF1gXVVddavKaWWlqP17eaIoJh55JJEcexIrnkh1ixQoVbU18cDY9qvjKfwacBAADITqENENbaXx51XWPMayW9W66Jwf+f3F9uvvYX1trUXmtjTCjpdkk/LOm/kWuKiCX9XUkfl/TT1tq1UesCAAAAAACj6XYHerXqHpeX3ev1ulvuxAnp2LHi6h1VUekPnr9r3e9Pf+G2n2QKxDBNEL1SEYKg/XoYtpMUjh/fHeMPM/YTT7TfHzf9wY+dtmy365lpNV2+LE1NtRsVup1Pn/2sW7dSGS/9wdcQhu41/3oU7aw7+f0on7dzuU5+vbSxfQpEvd577EF0nk9l//sJ5XJL7RY1Gg0tthY1rWmXACGX1FBRRXXVx2qCiON4a0xJbszAjXkwPKhbardk9EkAAACysxumwBiaMeY7JN0raVau+eERSd9urf1ea+3d3ZofJMla27LWfspae5ekF0r6N5Iam+P8U0kfMsZclfuHAAAAAAAA2/RKRZiddd/7i/Vx3L5rvWyKTH/wkvvz4sXh1r3nnuGWT0tQ8KkIyXQE/34ySaHo8YcZO4rc/swy/cHz73dOwdEpuT2fBnHpUv/zaWnJXbwfN/3BN0z4xzhu1zHslBZS/8+bXGbQ8f1yCwuD19PPXvr7CeUSBqFuq92mg+FBBUGg6WBaU8GUJClSpNV4VRvxhlpxq89I27XiljbiDa3Gq1vND1PBlKaD6a3mh9tqtykMSnl5AQAA7HGl+z8UY8yspP8oyU8s9gFJ32at/diwY1lrV621vyrpOyU9I9cE8S2S/q+MygUAAAAAAAPol4rg77JOvn/6tFuvTIpOf/D8/oyi4S9M+xSIQfRKUPB1+JuTfS0+paHo8UcZ2z/vXDbNIMkFg67jJWvyyzYarkmh2/l0+bJLclhbkxYX3WvjpD/42sOwe61pn22Uz9tvH/Ya26dAZGGv/P2EcqoEFR2vHdfR8KgUSLWgpplgRqFCxYrViBtajVe11lrTRryhKI4Ux7HizZPHP49iN83FWmtNq/GqGnFja8qLmWBGtaC2Ne3F8dpxVYI+HV4AAAAFKXQKjBH9S0nPl5u24jFJ/8hauzLOgNba/7w5pcZHJB2Q9L3GmNdZa989drUAAAAAAKCvQVIRZmellZX2Xdb1ulvv5Mliah5F5+eUXHT+yli/2RhN8sL+sO65Z7BpMHolKCS/9/ui1XLfnzol3XVXseMPO3anOHYX2YfV7YK/f73RGH7MKOp+Pm1stJsdmk03RUa/Y9InXSRrTU550c8gTTfjfN5BEzWee85NEZIFP2aZ/35CeYVBqFunbtXh6LCeaDyhZtDUjGYUKVIjbijyf+JIDSVOqh7nSkUV1YKaKqpIgVRVVTfXbtZ8ZT7/DwQAADCG0iVASPqJxPN/NW7zg2et/bSk5D99/3UW4wIAAAAAgN4GTUUo+13Wq6s7P6fn72Sf5NegzQ+dd88PmgLRL0HBGzWlIc/xRxl7N4vjnc0JYSjNzLQ/o29o8Bfyux03wzQ67Hb+82RxPiUl/35aXZ3858L+NV+Z10vqL9F8OC8FLh1iOpzWTDCjqWBKVVUVdrkkECpUVVVNBVOaCWY0HU67lIdAmg83x6X5AQAAlECpEiCMMS+WdJNcb+pT1toPZLyJP5T0FklHJb3YGHObtfaxjLcBAAAAAAASBkl/8MqcArGx0b5QeuRIsbVI0tNPj7d+vxSIQRIUkq8Pm9KQ5/jDjB2G6c0k1R6/dRt26pFOQdC9nrQGhSBIb1qYmXHNLFK7mWN6Wjp4sPu2Fxfd9BfJ5pC0zxrH3dMxhlWppDfijJpg4gWBOxdrtf7LjsKngMzM5DM+kKYW1PTCqRfqhtYNOhed07nonBS4BgdtTZGzOf2FYgWbLwYdJ1lFFV1duVpXV67WdDg90c8AAAAwjrIlQLws8fzhrAe31jblpsHwBghzBAAAAAAAoxo0/cErcwrEoUPS7be755VKsV9ra8PdxT9sCsSgCQresCkNeY4/7NjdGhH8dju/fB2d+zQIun91LpesqXPsON65ztRU+lQPtZprIpLc8RAErrEojtOPG9+olGyo8Nvt/OqVjtHrs3Z++W13flb/+jBjdX7V667hI49zTHLn+6FD3Y8PIE/T4bRurN2ol9Vfpltrt+rayrWaC+YUKlQQBAqCQGGQeK5Qc8Gcrq1cq1trt+pl9ZfpxtqNND8AAIDSKVUChKTrEs+fymkbyfsfbshpGwAAAAAAQMOlP3hlToG4807pjjukpaVi6/it30p/3V9AH1S3FIhhEhSS7w+a0pDn+KOMXa22x/YX6I8eTT8m//ZvXYNFoyEtL7vXDh7s3mDha1lcdM9nZ13jwo03Sq94xc6xz55tjx0E0vy8u8jfzbFj0nPPuW3MzblGiVtvlV796p3LPvigW25jw9Xjx+81DcjGRjtlYnra1X7dddJLXtJ9HW96uv/fB8vLrqFnWPPzro68zM3R/IDdIQxCHa0c1dHKUUku/WE9Xldr80+4+ace1HekQAAAAJRR2RogkoF0ef0TIhlCWc9pGwAAAAAA7HvDpj94PgViedmtV6+7cU6ccBdzd7tDh4q9MPrQQ+kNGP2ue3U2RyRTIJJNEMMmKHjJBIMoct/7lIbjxyczfhZj++aKS5ekq67aXvv589IHPuCO3/Pn3Xqzs+5ieT9x7I75RsMdPxcvSjfd1D7m/dizs+55peKe92p+8LXPzrYbCebm3D6o17efT+fPu9enplzzg1+v3ue3Z1NT7drj2DV7rK66dIQynK/AXhMEgaYDUh0AAMDeVbYpMJKBljfltI3kuFdy2gYAAAAAAPveKOkP3uysW96nQMSxGw/93XtvtuPdc8/270dJUEhbzq9/6tTkxs+79jyP+bzPJ85XAAAAAGVQtgaIc5uPgaRXGmOuzXJwY8x1kl6ZeOmxLMcHAAAAAADOqOkPnk+BSK5/+rQbF9099JBLbeic5mLQ1PPO5ZIpENLoCQqeT1KQ3Ppx3E5pyHv8vGvP85jP+3zifAUAAABQFmVrgHho8zGWVJH0kxmP/9NqTwvSkvSJjMcHAAAAAAAa725yj7vKh5d1+oPnUyDGSVBIW74zSSHP8fOuPc9jPu/zifMVAAAAQFmUqgHCWvt1SZ/d/DaQ9PPGmL+fxdjGmO+WdJdcc0Us6S+ttQtZjA0AAAAAANrGvZvc467y4Yyb/tBteZ8C8f73j5eg4HVLUnjwwfzGf+IJ95VX7Q89lN8x/7nPua88xj592iVjcL4CAAAAKItSNUBseodc80Msl9bw/xpj/sE4Axpj/rGkU5vj+n/G/+o4YwIAAAAAgHRZ3E3ucVf54PJKf/A+8AH3OE6CQtp6frwsEhq6jd9suoaFvGq/9978jvkrV9xXXufTffdxvgIAAAAojzI2QLxd0pc2n8eSDkl6nzHmXcaYvzfMQMaYVxpj/kzSn0qaS4z5e9Zapr8AAAAAACBjWaU/eNxVPpis0h+6reeTE/yXX2acn2sySaHVchfMW618xk9+hqzH9gkZa2vZH/OLi27ctTW3jSzHvnLFNSo8+aR75HwFAAAAUAbVogsYlrU2Msb8sKQHJc3LNSyEkl4n6XXGmKckfViuSeKspCuS1iTNSLpK0i2SjKTvknTd5rA+USKQ9H5JPzOZTwMAAAAAwP6SZfqDNzsrray07yqv1912Tp7Mpua9IO/0B883EEijJygk12823fPOx6zHT3svq7H948WL7eaIrI759fV2M0KzKdVq2Z5PvqliYYHzFQAAAEA5lK4BQpKstY8YY14j6X2SbpRrXpBcA8PzJf2TAYbx9yrEicffkvSvrbVR+ioAAAAAAGBUWac/eP6u8uVlN2697rZz4oR07Nh4Y+8FWac/JNfvHDP5XhY/127byGr8NFnX7utvNqVqVbrqqmzGn56WNjZcKobfRr2e3fm0tCStrrpmjrU19zg7y/kKAAAAYHcr4xQYkiRr7WckvUjSb0pa186GBm2+1vnVKZBLjHi5tfbNND8AAAAAAJCPPNIfvNlZN56/qzyO3fb2slbLpQq0Wr2Xm1T6Q9K4CQr9xuk3vm886Nag0W/dLKTVGEX9j/k4dsdxvzr8zz3ZAJFV7bOz7XGTj0Wer4Me7wAAAAD2t1ImQHjW2hVJbzbGvEXSP5L0DyX9PUnX91gtkGuY+Lykv5R0t7X2S3nXCgAAAADAfpZX+oO33+4qv3JFuvtu6dIl6cgR6fWvl+bmdi6XRfpDHI+fFjFJvoHAq1bT6+91Ib3VGv/YTNtmHLvUhunp9HWiyF3kjyLXQDE/n95I4RsHwrA97UgYtpuLqmP+xi+5b6Ko/Vmy2C/S8OfroMc7AAAAAJS6AcKz1l6R9MebXzLGHJP0QkkHN7+mJS1JuizpnKQvkfQAAAAAAMDk5Jn+4M3OSisr7YvD9brb7smT2W5nN3jgAXcxWHKP99+f/jmLSH+Q3M9gamr8caIuv73pNX7nOlGU3hCQbJJIG2PcC/1ptQeBtLAgXXdd+jpXrrj14tg9XrkiHT68c7mlpfSx/Xtp6wxjacl9ft8IEcfu+yzG9oY5Xwc93gEAAABgTzRAdLLWnpd0vug6AAAAAABA/ukP3n5JgUjuz8uXpUOH0j/nKOkP3aZQSEuBGGSKhnF+xsmpHQYdPzntha/Zv5asv980Cn7Kh1HrT26z8zM0GtLa2s4UiGbTvZ7c9trazkQHv5zfTvIzBUH6OsNIju8FQTZjJw16vg56vAMAAACAJGX8qwYAAAAAAIDtJpH+4M3OuvH9XeVx7La/lyT35+pq989ZVPqD1ythYRDd0h96je/XSTZBpI01SG39tj/Iup3ND/77hYWd6/hUB98A4ZftTHvw3yeXSTZ6pK0zjGQdybp908g4Y3ca5Hwd9HgHAAAAAIkGCAAAAAAAkKNJpT94/q7y5PZOn3Z17AVp+zPtc2aZ/pD2fr9lvX5JC73WG2QbyfGTDQCdku8NWlPyov8wetXh+RQIrzP9wdcZx+3UheRy/n1JqlTa51PaOsNIq8OnP/jvRx07Tb/zddDjHQAAAAA8GiAAAAAAAEBuJpn+4O3lFIjO/Smlf86i0x+8US+UD5q+kBy/X+qCf3+YmkZJgehWR2c9yRSIZOpCMr2iM9EhLf0hDNsNEOOmQKTVUam0X5t0CsSgxzsAAAAAeDRAAAAAAACAXEw6/cHbqykQafvT78vk53zwwezTH5LLDbqsN2yKwqDpD53LD5JgMWxDw7ApEN3qSNv3PgUiLXXBSyY6+C//uuR+/j6hYdwUiLQ6fHNFcmxpMikQjz462PFe9vMaAAAAQLYKb4AwxhwwxtxujJkruhYAAAAAAJCdItIfvL2YApG2P+fnd37O++4rutLthr1QPmyTQrOZnrqQbDroTIHIq55+dXTWs7CQnrpQre58zSdGdKY/eOOmQKTV4cdMjj2pFIj77hvseC/7eQ0AAAAgW9UiN26M+XZJ75U0L2nBGPND1toP9Vnn1yS9YALlPW6t/YUJbAcAAAAAgD2nqPQHz99Vvrzstl+vu3pOnJCOHZtMDVnqtj+r1e2fM4rcheFOWaQ/jKPVGuxnP2z6Q3K9Xp9RGv1z+ov+/ervl0IRBDvfbzTatXemOoShe82/32y6n3fncsnxO9fxSQ3VPr8B7Jb+4MfvHDsMBx97EJ3na6UiPfOMO1d7He9lP68BAAAAZK/QBghJfyDp6ObzI5J+T9KL+6zz85Ly/qd5sLkNGiAAAAAAABhBkekP3uystLLSvlu8Xnd1nTw52Tqy0Gt/Jj/nxYvF1tlNsylNTfVfbpSEBi8tdSGt6WAUUdS/AWLQ9AfPL+ebCNJSF3xDiB87maaRVk9ynTh2219akg4f7l17r/SHtLF9E8QgYw8qeRxfvuxeW1jofbyX/bwGAAAAkL2ip8C4Xq7RIE58DwAAAAAASqzo9AfP31WerOP0aVdfmfTbn/5zRlH77v2kotMfvLTaOt+fZD3DSCYjdHt/kNq7/Sx8Y0Na6oLU3rbfTmf6Q3L85Dpx3E5q6KZf+kO3saX+Yw/DH8dxLK2utmuP4/TjXSr3eQ0AAAAgH0UnQPyxpJ9NfP8nA6zzhKSbc6lm53YAAAAAAMCQOtMKJBdZv7Iy+VqSd9mX9W7xQdI0ZmelS5fS198tTQVZXSgfRB6feZT6h6nDJz0kGy2S6yefR1H/tIxkU8azz3afqqLZ3N5gMcj4cSxtbLhjsdfYw/L7wDdj+Me0450UCAAAAABpCm2AsNa+2RjzWUmvkPQpSf9hgHVekHthAAAAAABgJKurO9MKvKIvxF+54i6Unj4tfc/3SDMzxdYziEHTNMaZOgK7R1rqwjjnjZ8Go9VyX53jJ1MfRt1Ot7FHkWzaiKLtaRhJPgVieXn7eX3ihHTs2Ph1AAAAACivohMgZK29W9LdRdcBAAAAAADGt7HRvoB55EixtXTj714vQwPEIOkPUnkaICqV9Avl/s7/3a5b/VmkW4ShGz8pjtPHDoKdy3bj6z16dOc6USRduNDe1rB6jT2Ky5fbtfjjIQxdg0Xn+KRAAAAAAEhTeAMEAAAAAADYOw4dkm6/XXr44WwuiObh9ttdnbvdoOkPkjQ97aYh6HaxvFNRaRy9jgk/5cE4uqUQZPF5ezUdVCrbp67oJ62etGkk/DaTzSHJVIRBUxdmZqSpqZ2vVyrumFpdHT3BodvYw2o2XWOS1N6XPukhbb+TAgEAAAAgDQ0QAAAAAAAgU3feKd1xh7S0VHQlO83NlaP5QRo8/cF73vPcHfGXLrnvZ2bcRfXrrpNe8pLty37+89Kzz0qNRvvi99ycey/qiGKoVCpbUzEsLrrHet1dgD5yRLrxxv6f5ehR6fnP77/c+fNuG/2cOeOSC/zd/0Hgfq5pzSHexkb7mKzX3b45elQ6frz/9g4e7H9RfWXF7ct+Pv956ZlnXO1+3x892rv2RkNaWHDPZ2elWs3t91e8ov/2DhyQrrqq9zJXrrj6hzXI2IN68MH28X7lSnu/1Grd1yEFAgAAAEAnGiAAAAAAAEDmDh0qT6PBbjRM+kPSgQMuLWB52d1Ff/Cgu8h+++3tC/jnz0sPPeQuXJ8/7+6un51tX8je2NjeADE11b79Pgjc2GHoxgsC6bWvnewd9+fPS48+6povzp93jQyzs+0Gjm58ksDysqv7yBF3wf27vmty9ft9f/Dg9n1fr/der1Zr/1wbDXduXbwo3XTT3kg7OH9eevJJ9zkvX243+/RqfpBIgQAAAACwU59/Nu8+xpgfMcZ8Y9F1AAAAAAAA5GXY9Iek2Vm3vL8rPo7deJMYexLKXH+Za88T+wUAAABAVkrXACHp3ZIeNsZYY8yvGWNeVnRBAAAAAAAAWRk1/cHzd8Un1z992o2b59iTUOb6y1x7ntgvAAAAALJUxgYI7zZJPyfpU8aYx4wx/6sx5puLLgoAAAAAAGAc49wN73W7Kz7PsSehzPWXufY8sV8AAAAAZKmMDRAfkhR0fN0q6S5Jf2uM+Yox5q3GmG8prkQAAAAAAIDhjXs3vJd2V/xnPyt97nP5jD2JO+7z3Dd511/m2vPEfgEAAACQtdI1QFhrXy3plZL+naQzibd8M8Qtkt4k6W+MMV81xvxvxphvnXihAAAAAAAAQ8ribniv8674pSV3cTiPsSdxx32e+ybv+stce57YLwAAAACyVroGCEmy1j5krf15a62R9I2S3iLpkcQivhniJkk/I+ljxpizxpjfMsZ82+QrBgAAAAAA6C2ru+G95F3xly9La2vua3Ex27Enccd9nvsm7/rLXHue2C8AAAAA8lDKBogka+3nrbVvsdZ+k6Tjkn5O0kOJRXwzxPMl/bSkjxpjvmaMeZsx5tsnXzEAAAAAAMBOWd4N7/m74jc2pFbLfa2vZzv2JO64z3Pf5F1/mWvPE/sFAAAAQB5K3wCRZK39srX2rdbaV0q6WS794a8ltTYX8c0Qz5P0U5I+ZIz5ujHmd40x32mMCQopHAAAAAAA7GtZ3w3vhaFUr7sLwVHkGiDiWJqezmbsSdxxn+e+ybv+MteeJ/YLAAAAgLzsqQaIJGvtk9bat1lrv0PSDZJ+UtIDkpqbi/hmiOsk/feSHpT0tDHm940xrzbG7Nl9AwAAAABFiWPp8uWK4rjAFgZlAAAgAElEQVToSoD8tVrSxYvusZ9R74aPov7L+PMtjtu1DFLTICZxx30eSQFe3vWXufY8sV8AAAAA5GVfXOS31j5rrX27tfY1kq6V9GOS/lzS+uYivhniGkn/naS/kvS5ImoFAAAAgL1qeTnUe95z9dbX0lLRFQH5uXJFevvbpT/4A/fY63gf5W74Vks6d6791a2hwV8ETo4Vhu0Lz+PK+477vJICvDzrL3PteWK/AAAAAMjTvmiASLLWXrLW/om19rWSrpb0Okn3SlreXMQ3Q7yooBIBAAAAYE966KGDWlysSJIWFyt68MF9909S7CMPPCBduuSeX7ok3X9/92VHuRt+cbGd/hBF7vs0vvEiSJn0M6smpDzvuM8zKcDLq/4y154n9gsAAACAPO3r3zZZa5estX8q6acl/aKkBUkEsQIAAABAxs6flx5/fFqStLTkmiBOnw64Ixd7UvIO98uX3WO3O9BHuRu+2ZTW1txz3wSxtrYz0cEvl5z6QmpPiZG2zijyuuM+76QAL4/6y1x7ntgvAAAAAPK2bxsgjDEvMsb8nDHmE5K+Juk3JB1KLEIjBAAAAABk5GMfCxXH0sZGqLW1UBsb7p+j3JGLvSh5h/vqau870Ee5G94nN7Ra7a/k653LxbH78ikQyYaI3ZwCMYmkAC/r+stce57YLwAAAADytm8aIIwxgTHmhDHm140xj0r6vKRfk/QKuf0QJL6elPTLhRULAAAAAHvI+fPSF7/orryurITbHrkjF3tN2h3u3e5AHzf9wTcx+MdkokNa+kMYSpVK93XGkfUd95NKCvCyrL/MteeJ/QIAAABgEvZ0A4QxZtoY8wPGmHdKelbShyX9rKQXanvDgyQ9IulXJL3cWnuztZYGCAAAAADIgL/jdmMjVLPp/gnWbAZbF2e5Ixd7Secd7lL3O9DHTX/wU1mkJTp0pj9I7oKwv9i821MgJpkU4GVVf5lrzxP7BQAAAMAk7LkGCGPMMWPMG40x90m6IOm9kt4g6Zi2Nz1Ekj4k6Wck3Wqt/SZr7f9irf10MZUDAAAAwN6TvOPXpz6Eobsa6y+6ckcu9oq0O9x9w0HnHehZpT94yUQH/9WZ/hAE7stvY7emQEw6KcDLov4y154n9gsAAACASdkTDRDGmOPGmDcbYz4q6WlJ75D0Wkkz2p7ysKx2Q8Q11tpXW2vfZq39agFlAwAAAMCe5+/4dRdYAwWBdOhQkztysSel3eE+P59+B3pW6Q/VqntMNjssLLRfS6Y/eLs9BaKIpABv3PrLXHue2C8AAAAAJqVadAGjMsa8UtJJST8gySTeCjoWfVbSf5L0Pkn3W2vXJ1MhAAAAAOxvyTt+/cXVmZlIlYp7XFur6soVqV53y504IR07Vly9wDi63eFerbrH5WVtHe+f/ay7IFupjJf+4FMdwtC91mq1L/RWqzuX8zrXCcN2CkR1zN8U+Tvuk593mPO7qKQAb5z6y1x7ntgvAAAAACapdAkQxph/aYz5uqSPS7pLrvkhObWFJFlJb5V0h6TnWWv/ubX2z2l+AAAAAIDJSbvjd3raXZGdnm5xRy72lF53uHfegb605C7Ejpv+4C8gJxMd/FQWUZSe/uDt1hSIIpMCvFHrL3PteWK/AAAAAJik0jVASPp3kq7V9qaHlqRPSPo5SS+y1r7IWvtz1tpPWGvj4koFAAAAgP0p7Y7fmZlo2wVb5mXHXtHvDvfk8X75sktbWFuTFhd3LpumV/qD1E50SE550S39wfPrJJf1KRDjGvX8LjopwBul/jLXnif2CwAAAIBJK+MUGNOSfFPDOUlvkXSvtfa54koCAAAAACT1Sn/wZmellZX2Hbn1ulvv5MmCigZGNMgd7v5439hoX/z1U04sL7v3umk2tyc/SO3pK9L45eLYJUFEUe/649jVFQTSs89KYVjb9v4oF6t9DcOc3537Ueq/b/IybP1lrj1P7BcAAAAAk1bGBIg48XhM0r+V9BvGmB80xswUVxYAAAAAQBr8jl/uyMVeMMzxPjPTbkrwDQ3JZoW0r16NDklxRvmXybrG+UpKnt+rq+nbXV3duR+Tn23SX8PUX+ba88R+AQAAAFCEMiZAvEvSGxLfXyXpn2x+rRpjPiDpvZL+k7X2Ssr6AAAAAIAcdbsbPi1anxQIlN0g6Q/ezIybAkNqT00xPS0dPNh9/MVFNzWFb5yQXGpEJ/9+54XeMBw8wcFPlXHwYFOVSvv1Wq2WvsKQfNLETMrtKxsb7dqPHMlkc5nrVn+Za88T+wUAAABAEUrXAGGtfaMx5i2SfkjSP5T0rZL8bJYHJP3g5lfDGPOApPdIep+19kIR9QIAAADAfjLsfO8+BWJ52S1fr7v1T5yQjh2bTM3AqIY93ms1d4yvr7ukhWrVPY/j9KYG3xgUBO3mB9840SkItjdJJF8LgvR10szMSLXa9i6KZDPEOG6/XTp0KP29Q4fc+w8/nN32stat/jLXnif2CwAAAIAilK4BQpKstV+V9BtyU19cL9fw8EOSvkOS/yfVlKTv3fx6uzHmo3LJEKestV+feNEAAAAAsA8Mcze8RwoEymqU4/3YMem551wDxNycNDUl3Xqr9OpX71z2wQfdchsbLgkiCKT5+d7NDM2mtLDg6pqddU0XN90kveIV/T/PgQPSgQORnn12+z0k1157jSqV8X6FNDfX/0LznXdKd9whLS2Ntalc9Ku/zLXnif0CAAAAYNJK2QCRZK19WtLvS/p9Y8xRST8glwzxX8g1QUjuc37X5tfbjDH/Wa4Z4r3W2scnXTMAAAAA7EXD3g3vkQKBMhrneJ+ddcf72pq7CPvkk+64Tx7v58+716emXPODX69e7z3+1JRLgVheds0Qhw9LFy+6JohBzic3jUZj22s33DC5O/gPHSrvReky154n9gsAAACASRpwFshysNZesNa+01r7fZKulvQ6uSkwVuSmyQjkPvO3SnqrpMeMMZ8yxvyCMebvFlU3AAAAAOwFo9wN783OuuV9CkQcu/GA3Srv453zCQAAAACA4e2pBogka+0Va+2fWmv/K0nH5KbIeLeky2o3QwSSXibplyV9wRjzBWPMrxhjXlZU3QAAAABQRqPeDe/5FIjk+qdPu3GB3Sbv453zCQAAAACA0ezZBogka+2atfaUtfZHJV0j6U5J/4ekc9reDPEiSf+TpE8ZYz5SVL0AAAAAUDbj3K3ucdc6yiLv453zCQAAAACA0eyLBogka23DWvsBa+0/k3S9pO+W9LuSntpcxDdD3FFQiQAAAABQKuPere5x1zrKIO/j/cwZzicAAAAAAEa17xogkqy1LWvtByW9Y/NrQVJcbFUAAAAAUC5Z3K3ucdc6dru8j/dTpzifAAAAAAAYVbXoAopgjAkkfbukk5J+QNItKYvRCAEAAAAAfWR1N7zn71pfXnbj1etu/BMnpGPHsqkZGFXex3ulIj3zjDvWOZ8AAAAAABjevmmAMMZMS/oeuYaH75N0dPOtIGXxS5LunlBpAAAAAFBaWd4N783OSisr7bvW63W3nZMns6kZGFXex/vCgnvt8mXOJwAAAAAARrGnGyCMMfOSXiuX9PAaSTObb6U1PZyTdJ+keyV90FrbnEiRAAAAAFBSWd8N73HXOnajvI/3pSVpbc2lQKyuusfZWc4nAAAAAACGsecaIIwxt6g9tcUdkiqbb6U1PTwl6ZSk90j6qLW2NYkaAQAAAGAvyONueG+/3bXebEpnz0o33SRVS/gv9TLX32q55IXDh3s3G+R9vC8uuvFbrfZjkedTHEuLixUdPBhlU0SHQfc7AAAAAADDKNmvJdIZY14m1/RwUtJLE28FkmJtb374qlzDw3ustX8zqRoBAAAAYC/J6254bz/dtf7009Jv/qa7+396WnrTm6Trriu6qsGVuf4rV6S775YuXZKOHJFe/3ppbm7ncnkf763E7RhR5Jor/OtZbGPY82l5OdRf/MXRrQaIH/9x6dCh8evwBt3vAAAAAAAMq5Q99saY0BjzKmPM24wxX5X0KUm/KOkb1W52SD5aSf9W0jdba2+11v6PND8AAAAAwOjyvBvem5114/q71uPYbXevuftu1zwQx+7xXe8quqLhlLn+Bx5wF+El93j//enL5X28Ly25JoU4br8Whu71rAxzPj300EEtLrpAzcXFih58MNtfHw263wEAAAAAGFbpGiCMMb8k6TlJ90v6KUk3aef0FoGkRyT9kqSXWmtfZK39n621D0+wVAAAAADYk/K+G97zd60nt3P6tNv+XvHoo9KTT7qL0c2me3zySenMmaIrG0yZ608ex5cvu8e04yvv473ZdI0jQdBOfvDW1tz7WRj0fDp/Xnr88WlJ0tJSZXO5ILPzbtD9DgAAAADAKErXACGX9HBE6U0Pn5T085L+jrX2m6y1v2yt/cKkCwQAAACAvWwS6Q/eXk+BuO8+99hquc/mp0I4daq4moZR5vqTx/HqavfjaxLpD1J7H3r++aRTID72sVBxLG1shFpbC7Wx4X51lNV5N+h+BwAAAABgFNWiCxhBICnxKwF9XNK9kt5rrT1bTEnIkjFmVtIrJL1I0mFJG5KelvRJa60tsjYAAABgv5tU+oPn71pfXnbbq9fd9k+ckI4dy2ebk5JMT4gi91oUuc/sUxSOHy+2xl7KXH/acZx2fE0q/UFyDRDJBAj/vU+BqGbwG5x+59P589IXv+iKWFkJtx7n5rI57wbd7wAAAAAAjKqMCRDnJH1IbvqLG6y1J6y1v03zw3CMMYEx5peNMevGmJYx5oO7oKYXGGP+RG6Kkwcl/Z6kX5P065L+o6QvGWO+YIx5ozGmjMcuAAAAUHqTTH/w9moKRDI9IaksKQplrr/zOJbSj68i0h8qbtYJxfHkUyD848ZGqGbTNUI0m4HW1rI57wbd7wAAAAAAjKp0F5Gttddaa7/bWvv71tpniq6njIwxdUn/p9x0IlNyqRq3FFzT6yV9QdIbJB3oseg3SHqnpPuNMVdPojYAAAAAzqTTHzx/13pyu6dPu3rKKi09wYsi97pPUdiNylx/2nHsj+Hk8XXmzGTTH3wd/su/HsftFIgsdDufkp/Xpz+EoevA8A0Y45x3g+73Mp/XAAAAAIDila4BAuMxxhyT9ICk/7rjrSBl8YkwxvxzSf9B0kzi5Qcl/Ru5hoiflvT7ki4l3n+VpAeMMfOTqhMAAADY74pIf/D2WgpEWnpCcoqD3Z6iUOb6047j+fmdx9epU5NPf/ANAf5xkikQ/vO6ZotAQSAdOtTM7LwbdL+X+bwGAAAAABSPBoh9xBjzdyT9jaQ7Nl+Keiw+EcaYV8pNdeE9LumbN1M+fsVa+y5r7e9Ya/+FpBsl/XZi2ZdK+uMJlgsAAADsW0WlP3h7KQUiLT0hCNxnDDZb03dzikKZ6+92HFer24+vZtPV3mxONv3B7z+/P/37eadAJD+vb7SYmYlUqbhHv5w02nk36H4fdXwAAAAAADwaIPYJY8x3SPqEpBduvnRG0k8UV5FkjAkl/ZEkf5/QY5K+1Vr76bTlrbXL1tqfkZu6w/t+Y8w/zrdSAAAAAEWmP3h7JQUiLT2hUtn+mHx/t6UolLn+Xsdx8vhaWHCvXb48+fQHb5IpEGmfd3ra/QCnp1tjn3eD7vcyn9cAAAAAgN2BBoh9wBjzo5L+SpKfLuLjkv6+XMNBkX5YLsVBklqS3mitfW6A9X5N0kcS3/+qMaawKTwAAACAva7o9AdvL6RA9EpPkHZ/ikKZ6+93HPvjy6ctxLG0uuoeJ5n+4E0qBSLt887MRDv2izTaeTfofh91fAAAAAAAkqr9F0GZGWNOSnpX4qV7Jf2otXbNGFNQVVv+WeL5Pdbage7xsNbGxpj/QZJPijgu6YSkj2ZcHwAAAADtvHtbkpaXpZWV4cZptWrbvh/lgrK/E97fLV6vu/pOnhx+rCL0Sk9Ifu/3c6vlvj91SrrrrsnU2EuZ6x8kxWR2VlpcdMv5poMoGu1476bZ3J78ILltRD0mqUymQDz7rJs6Igv+8yU/b6vVTn/wZmfd5x/lvBt0v486PgAAAAAASSRA7H1nJC1vPv9tST9srV0rsB5JkjHmBZK+K/HS24dZ31r7sKSHEi+9IYOyAAAAAHRYXd1597bnL8pO8ispebf46mr++2Jc/dITvN2aolDm+gdNMUmmMPjPmOXx22ptbx4Zhj/+/RhZn1e9GjBGTWkYdL+TAgEAAAAAyAoJEHuctfYLxpgflPR8a+0fF11Pwp2S/K+WnrLWfmiEMd4t6VsS4wEAAADI2MZG+wLpkSPjjdVobM/ur9VqXZYcThy7OmdmMhkuN4OkJyRf320pCmWuf5AUAsnVGobuMQhc3UEgTU9LBw+OX0c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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_decision_regions(X, y, tree5, \"Depth 5\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"school_cell_uuid": "4c748bf365d8456582fccd5750d36c67"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[50, 0, 0],\n",
" [ 0, 49, 1],\n",
" [ 0, 0, 50]])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y, tree5.predict(X))"
]
},
{
"cell_type": "markdown",
"metadata": {
"bootstrap": {
"panel": {
"class": "panel-default"
}
},
"school_cell_uuid": "3d815efde6db4aa3b7d3a8f4cbf47146"
},
"source": [
"#### 연습 문제 1\n",
"\n",
"1. 붓꽃 분류 문제에서 꽃받침의 길이와 폭(sepal length, sepal width)을 사용하여 `max_depth=3`인 의사결정나무 모형을 만들고 정확도(accuracy)를 계산하라.\n",
"2. K=5 인 교차 검증을 통해 테스트 성능 평균을 측정하라.\n",
"3. `max_depth` 인수를 바꾸어 가면서 테스트 성능 평균을 구하여 cross validation curve를 그리고 가장 테스트 성능 평균이 좋은 `max_depth` 인수를 찾아라."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
"text/plain": [
"0.8133333333333334"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"\n",
"iris = load_iris()\n",
"X1 = iris.data\n",
"y1 = iris.target\n",
"X1 = X1[:, :2]\n",
"\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"model1 = DecisionTreeClassifier(max_depth=3).fit(X1, y1)\n",
"y1_pred = model1.predict(X1)\n",
"\n",
"from sklearn.metrics import accuracy_score\n",
"\n",
"accuracy_score(y1, y1_pred)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
"text/plain": [
"0.7466666666666666"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"cross_val_score(model1, X1, y1, scoring=\"accuracy\", cv=5).mean()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mean_test_accuracy = []\n",
"train_accuracy = []\n",
"for max_depth in np.arange(3, 10):\n",
" model1 = DecisionTreeClassifier(max_depth=max_depth).fit(X1, y1)\n",
" train_accuracy.append(accuracy_score(y1, model1.predict(X1)))\n",
" mean_test_accuracy.append(cross_val_score(model1, X1, y1, scoring=\"accuracy\", cv=5).mean())\n",
" \n",
" \n",
"plt.plot(np.arange(3, 10), train_accuracy)\n",
"plt.plot(np.arange(3, 10), mean_test_accuracy)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "7ebbe2f997534a65802d485705b3acc7"
},
"source": [
"### 타이타닉호 생존자 예측"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"school_cell_uuid": "0b5527948cb648b59a301fa003dcd270"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" survived \n",
" pclass \n",
" sex \n",
" age \n",
" sibsp \n",
" parch \n",
" fare \n",
" embarked \n",
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" adult_male \n",
" deck \n",
" embark_town \n",
" alive \n",
" alone \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 3 \n",
" male \n",
" 22.0 \n",
" 1 \n",
" 0 \n",
" 7.2500 \n",
" S \n",
" Third \n",
" man \n",
" True \n",
" NaN \n",
" Southampton \n",
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" False \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 1 \n",
" female \n",
" 38.0 \n",
" 1 \n",
" 0 \n",
" 71.2833 \n",
" C \n",
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" False \n",
" C \n",
" Cherbourg \n",
" yes \n",
" False \n",
" \n",
" \n",
" 2 \n",
" 1 \n",
" 3 \n",
" female \n",
" 26.0 \n",
" 0 \n",
" 0 \n",
" 7.9250 \n",
" S \n",
" Third \n",
" woman \n",
" False \n",
" NaN \n",
" Southampton \n",
" yes \n",
" True \n",
" \n",
" \n",
" 3 \n",
" 1 \n",
" 1 \n",
" female \n",
" 35.0 \n",
" 1 \n",
" 0 \n",
" 53.1000 \n",
" S \n",
" First \n",
" woman \n",
" False \n",
" C \n",
" Southampton \n",
" yes \n",
" False \n",
" \n",
" \n",
" 4 \n",
" 0 \n",
" 3 \n",
" male \n",
" 35.0 \n",
" 0 \n",
" 0 \n",
" 8.0500 \n",
" S \n",
" Third \n",
" man \n",
" True \n",
" NaN \n",
" Southampton \n",
" no \n",
" True \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" survived pclass sex age sibsp parch fare embarked class \\\n",
"0 0 3 male 22.0 1 0 7.2500 S Third \n",
"1 1 1 female 38.0 1 0 71.2833 C First \n",
"2 1 3 female 26.0 0 0 7.9250 S Third \n",
"3 1 1 female 35.0 1 0 53.1000 S First \n",
"4 0 3 male 35.0 0 0 8.0500 S Third \n",
"\n",
" who adult_male deck embark_town alive alone \n",
"0 man True NaN Southampton no False \n",
"1 woman False C Cherbourg yes False \n",
"2 woman False NaN Southampton yes True \n",
"3 woman False C Southampton yes False \n",
"4 man True NaN Southampton no True "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = sns.load_dataset(\"titanic\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"school_cell_uuid": "3c717c9d7f5a4ab6b2e6b15397286f4d"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" pclass \n",
" age \n",
" sex \n",
" \n",
" \n",
" \n",
" \n",
" 886 \n",
" 2 \n",
" 27.0 \n",
" male \n",
" \n",
" \n",
" 887 \n",
" 1 \n",
" 19.0 \n",
" female \n",
" \n",
" \n",
" 888 \n",
" 3 \n",
" NaN \n",
" female \n",
" \n",
" \n",
" 889 \n",
" 1 \n",
" 26.0 \n",
" male \n",
" \n",
" \n",
" 890 \n",
" 3 \n",
" 32.0 \n",
" male \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" pclass age sex\n",
"886 2 27.0 male\n",
"887 1 19.0 female\n",
"888 3 NaN female\n",
"889 1 26.0 male\n",
"890 3 32.0 male"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_names = [\"pclass\", \"age\", \"sex\"]\n",
"dfX = df[feature_names].copy()\n",
"dfy = df[\"survived\"].copy()\n",
"dfX.tail()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"school_cell_uuid": "80f7fd6736db4526bf36588416b86085"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" pclass \n",
" age \n",
" sex \n",
" \n",
" \n",
" \n",
" \n",
" 886 \n",
" 2 \n",
" 27.0 \n",
" 1 \n",
" \n",
" \n",
" 887 \n",
" 1 \n",
" 19.0 \n",
" 0 \n",
" \n",
" \n",
" 888 \n",
" 3 \n",
" NaN \n",
" 0 \n",
" \n",
" \n",
" 889 \n",
" 1 \n",
" 26.0 \n",
" 1 \n",
" \n",
" \n",
" 890 \n",
" 3 \n",
" 32.0 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" pclass age sex\n",
"886 2 27.0 1\n",
"887 1 19.0 0\n",
"888 3 NaN 0\n",
"889 1 26.0 1\n",
"890 3 32.0 1"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import LabelEncoder\n",
"dfX[\"sex\"] = LabelEncoder().fit_transform(dfX[\"sex\"])\n",
"dfX.tail()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"school_cell_uuid": "2d1cfa10bd3e4476b59cfefe37435e3a"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" pclass \n",
" age \n",
" sex \n",
" \n",
" \n",
" \n",
" \n",
" 886 \n",
" 2 \n",
" 27.000000 \n",
" 1 \n",
" \n",
" \n",
" 887 \n",
" 1 \n",
" 19.000000 \n",
" 0 \n",
" \n",
" \n",
" 888 \n",
" 3 \n",
" 29.699118 \n",
" 0 \n",
" \n",
" \n",
" 889 \n",
" 1 \n",
" 26.000000 \n",
" 1 \n",
" \n",
" \n",
" 890 \n",
" 3 \n",
" 32.000000 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" pclass age sex\n",
"886 2 27.000000 1\n",
"887 1 19.000000 0\n",
"888 3 29.699118 0\n",
"889 1 26.000000 1\n",
"890 3 32.000000 1"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfX[\"age\"].fillna(dfX[\"age\"].mean(), inplace=True)\n",
"dfX.tail()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"school_cell_uuid": "7a85fd152b1b4ae2beae67a12ff50ed2"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" age \n",
" sex \n",
" c1 \n",
" c2 \n",
" c3 \n",
" \n",
" \n",
" \n",
" \n",
" 886 \n",
" 27.000000 \n",
" 1 \n",
" 0 \n",
" 1 \n",
" 0 \n",
" \n",
" \n",
" 887 \n",
" 19.000000 \n",
" 0 \n",
" 1 \n",
" 0 \n",
" 0 \n",
" \n",
" \n",
" 888 \n",
" 29.699118 \n",
" 0 \n",
" 0 \n",
" 0 \n",
" 1 \n",
" \n",
" \n",
" 889 \n",
" 26.000000 \n",
" 1 \n",
" 1 \n",
" 0 \n",
" 0 \n",
" \n",
" \n",
" 890 \n",
" 32.000000 \n",
" 1 \n",
" 0 \n",
" 0 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age sex c1 c2 c3\n",
"886 27.000000 1 0 1 0\n",
"887 19.000000 0 1 0 0\n",
"888 29.699118 0 0 0 1\n",
"889 26.000000 1 1 0 0\n",
"890 32.000000 1 0 0 1"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import LabelBinarizer\n",
"dfX2 = pd.DataFrame(LabelBinarizer().fit_transform(dfX[\"pclass\"]),\n",
" columns=['c1', 'c2', 'c3'], index=dfX.index)\n",
"dfX = pd.concat([dfX, dfX2], axis=1)\n",
"del(dfX[\"pclass\"])\n",
"dfX.tail()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"school_cell_uuid": "6f5d8c0781414c54bb719639bf815128"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(dfX, dfy, test_size=0.25, random_state=0)\n",
"\n",
"\n",
"model = DecisionTreeClassifier(\n",
" criterion='entropy', max_depth=3, min_samples_leaf=5).fit(X_train, y_train)\n",
"\n",
"command_buf = io.StringIO()\n",
"export_graphviz(model, out_file=command_buf, feature_names=[\n",
" 'Age', 'Sex', '1st_class', '2nd_class', '3rd_class'])\n",
"graph = pydot.graph_from_dot_data(command_buf.getvalue())[0]\n",
"image = graph.create_png()\n",
"Image(image)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"school_cell_uuid": "bab2c5bbebfb4c39ae5a77500f63421c"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[360, 50],\n",
" [ 73, 185]])"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y_train, model.predict(X_train))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"school_cell_uuid": "5d91d64a0bee4e248e8500f4ae50f20d"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[119, 20],\n",
" [ 25, 59]])"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y_test, model.predict(X_test))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"school_cell_uuid": "7c1b8f9eb3084b70a4a975662dbd3ee0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.83 0.88 0.85 410\n",
" 1 0.79 0.72 0.75 258\n",
"\n",
" accuracy 0.82 668\n",
" macro avg 0.81 0.80 0.80 668\n",
"weighted avg 0.81 0.82 0.81 668\n",
"\n"
]
}
],
"source": [
"from sklearn.metrics import classification_report\n",
"\n",
"print(classification_report(y_train, model.predict(X_train)))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"school_cell_uuid": "556e1ede54e04b5db4da775491f7e7cd"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.83 0.86 0.84 139\n",
" 1 0.75 0.70 0.72 84\n",
"\n",
" accuracy 0.80 223\n",
" macro avg 0.79 0.78 0.78 223\n",
"weighted avg 0.80 0.80 0.80 223\n",
"\n"
]
}
],
"source": [
"print(classification_report(y_test, model.predict(X_test)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"bootstrap": {
"panel": {
"class": "panel-default"
}
},
"school_cell_uuid": "7ac2df220991482693a4b37a6be7100a"
},
"source": [
"#### 연습 문제 2\n",
"\n",
"1. breast cancer 분류 문제를 의사결정나무를 사용하여 풀어라. K=5인 교차 검증을 하였을 때 평균 성능을 구하라.\n",
"2. 모든 데이터를 학습 데이터로 사용하였을 때 첫번째로 선택되는 기준은 무엇인가?"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
"text/plain": [
"0.9138643067846607"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.datasets import load_breast_cancer\n",
"\n",
"bcancer = load_breast_cancer()\n",
"X2 = bcancer.data\n",
"y2 = bcancer.target\n",
"\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"model2 = DecisionTreeClassifier().fit(X2, y2)\n",
"\n",
"from sklearn.model_selection import cross_val_score\n",
"\n",
"cross_val_score(model2, X2, y2, scoring=\"accuracy\", cv=5).mean()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.tree import plot_tree\n",
"\n",
"plot_tree(model2, max_depth=1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"bootstrap": {
"panel": {
"class": "panel-default"
}
},
"school_cell_uuid": "8c29abfcefad437983f6c865b274e270"
},
"source": [
"#### 연습 문제 3\n",
"\n",
"1. MINIST digit 이미지 분류 문제를 의사결정나무를 사용하여 풀어라. K=5인 교차 검증을 하였을 때 평균 성능을 구하라.\n",
"2. 모든 데이터를 학습 데이터로 사용하였을 때 첫번째로 선택되는 픽셀은 어디인가? 이 픽셀은 숫자들을 어떻게 구분하게 되며 왜 그렇게 구분지어지는지 생각하라."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
"text/plain": [
"0.7841272051996285"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.datasets import load_digits\n",
"\n",
"digits = load_digits()\n",
"X3 = digits.data\n",
"y3 = digits.target\n",
"\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"model3 = DecisionTreeClassifier().fit(X3, y3)\n",
"\n",
"from sklearn.model_selection import cross_val_score\n",
"\n",
"cross_val_score(model3, X3, y3, scoring=\"accuracy\", cv=5).mean()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"hidden": "all"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.tree import plot_tree\n",
"\n",
"plot_tree(model3, max_depth=1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Greedy 의사 결정"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"의사결정나무의 문제점 중 하나는 특징의 선택이 greedy한 방식으로 이루어지기 때문에 선택된 특징이 최적의 선택이 아닐 수도 있다는 점이다. 예를 들어 데이터가 다음과 같다고 하자. "
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"X = [\n",
" [0, 0, 0],\n",
" [1, 0, 0],\n",
" [0, 0, 1],\n",
" [1, 0, 1],\n",
" [0, 1, 0],\n",
" [1, 1, 0],\n",
" [0, 1, 1],\n",
" [1, 1, 1],\n",
"]\n",
"y = [0,0,1,1,1,1,0,0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"첫 노드에서는 $x_1, x_2, x_3$의 성능이 같다. 만약 첫 노드에서 특징으로 $x_1$을 선택하면 2단계로 완벽한 분류를 하는 것이 불가능하다. 그런데 첫 특징으로 $x_1$이 아니라 $x_3$를 선택하면 2번째 단계에서 $x_2$를 선택함으로써 2단계만에 완벽한 분류를 할 수 없다. 하지만 이후의 상황을 첫 노드에서 특징을 결정할 때는 알 수 없다."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = DecisionTreeClassifier(criterion='entropy', max_depth=3, random_state=2).fit(X, y)\n",
"command_buf = io.StringIO()\n",
"export_graphviz(model, out_file=command_buf, \n",
" feature_names=[\"X1\", \"X2\", \"X3\"])\n",
"graph = pydot.graph_from_dot_data(command_buf.getvalue())[0]\n",
"image = graph.create_png()\n",
"Image(image)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = DecisionTreeClassifier(criterion='entropy', max_depth=2, random_state=3).fit(X, y)\n",
"command_buf = io.StringIO()\n",
"export_graphviz(model, out_file=command_buf, \n",
" feature_names=[\"X1\", \"X2\", \"X3\"])\n",
"graph = pydot.graph_from_dot_data(command_buf.getvalue())[0]\n",
"image = graph.create_png()\n",
"Image(image)"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "4e28f52125c24944ab2702de5d60b528"
},
"source": [
"### 회귀 나무"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "270f303b0c3d4261903ba3613820684f"
},
"source": [
"예측값 $\\hat{y}$을 다음처럼 각 특징값 영역마다 고정된 값 $y_1, y_2$를 사용하고,\n",
"\n",
"$$ \n",
"\\hat{y} = \n",
"\\begin{cases} \n",
"y_1 & \\text{ if } x \\geq x_{\\text{threshold}} \\\\ \n",
"y_2 & \\text{ if } x < x_{\\text{threshold}}\n",
"\\end{cases} $$\n",
"\n",
"기준값 및 $y_1, y_2$를 선택하는 목적함수로 오차 제곱합을 사용하면 회귀분석를 할 수 있다. 이러한 모형을 회귀 나무(regression tree)라고 한다."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"school_cell_uuid": "e67f09f417374505bf8800bd2e8d04d4"
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"\n",
"rng = np.random.RandomState(1)\n",
"X = np.sort(5 * rng.rand(80, 1), axis=0)\n",
"y = np.sin(X).ravel()\n",
"y[::5] += 3 * (0.5 - rng.rand(16))\n",
"\n",
"regtree = DecisionTreeRegressor(max_depth=3)\n",
"regtree.fit(X, y)\n",
"\n",
"X_test = np.arange(0.0, 5.0, 0.01)[:, np.newaxis]\n",
"y_hat = regtree.predict(X_test)\n",
"\n",
"# Plot the results\n",
"plt.figure()\n",
"plt.scatter(X, y, s=20, edgecolor=\"black\", c=\"darkorange\", label=\"데이터\")\n",
"plt.plot(X_test, y_hat, color=\"cornflowerblue\", linewidth=2, label=\"예측\")\n",
"plt.xlabel(\"x\")\n",
"plt.ylabel(r\"$y$ & $\\hat{y}$\")\n",
"plt.title(\"회귀 나무\")\n",
"plt.legend()\n",
"plt.show()"
]
}
],
"metadata": {
"celltoolbar": "Edit Metadata",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 1
}