3076 lines
3.4 MiB
3076 lines
3.4 MiB
{
|
||
"cells": [
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 1,
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||
"metadata": {},
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||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"CPython 3.5.5\n",
|
||
"IPython 6.2.1\n",
|
||
"\n",
|
||
"numpy 1.14.1\n",
|
||
"scipy 1.0.0\n",
|
||
"sklearn 0.19.1\n",
|
||
"pandas 0.22.0\n",
|
||
"matplotlib 2.2.2\n"
|
||
]
|
||
}
|
||
],
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||
"source": [
|
||
"%load_ext watermark\n",
|
||
"%watermark -v -p numpy,scipy,sklearn,pandas,matplotlib"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"**8장 – 차원 축소**"
|
||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"_이 노트북은 8장에 있는 모든 샘플 코드와 연습문제 해답을 가지고 있습니다._"
|
||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"# 설정"
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||
]
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||
},
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||
{
|
||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"파이썬 2와 3을 모두 지원합니다. 공통 모듈을 임포트하고 맷플롯립 그림이 노트북 안에 포함되도록 설정하고 생성한 그림을 저장하기 위한 함수를 준비합니다:"
|
||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"metadata": {},
|
||
"outputs": [],
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||
"source": [
|
||
"# 파이썬 2와 파이썬 3 지원\n",
|
||
"from __future__ import division, print_function, unicode_literals\n",
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||
"\n",
|
||
"# 공통\n",
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||
"import numpy as np\n",
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||
"import os\n",
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||
"\n",
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||
"# 일관된 출력을 위해 유사난수 초기화\n",
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||
"np.random.seed(42)\n",
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||
"\n",
|
||
"# 맷플롯립 설정\n",
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||
"%matplotlib inline\n",
|
||
"import matplotlib\n",
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||
"import matplotlib.pyplot as plt\n",
|
||
"plt.rcParams['axes.labelsize'] = 14\n",
|
||
"plt.rcParams['xtick.labelsize'] = 12\n",
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||
"plt.rcParams['ytick.labelsize'] = 12\n",
|
||
"\n",
|
||
"# 한글출력\n",
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||
"plt.rcParams['font.family'] = 'NanumBarunGothic'\n",
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||
"plt.rcParams['axes.unicode_minus'] = False\n",
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||
"\n",
|
||
"# 그림을 저장할 폴더\n",
|
||
"PROJECT_ROOT_DIR = \".\"\n",
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||
"CHAPTER_ID = \"dim_reduction\"\n",
|
||
"\n",
|
||
"def save_fig(fig_id, tight_layout=True):\n",
|
||
" path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n",
|
||
" if tight_layout:\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.savefig(path, format='png', dpi=300)"
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||
]
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||
},
|
||
{
|
||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"# 투영 방법\n",
|
||
"3D 데이터셋을 만듭니다:"
|
||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
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||
"source": [
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||
"np.random.seed(4)\n",
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||
"m = 60\n",
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||
"w1, w2 = 0.1, 0.3\n",
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||
"noise = 0.1\n",
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||
"\n",
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||
"angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n",
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||
"X = np.empty((m, 3))\n",
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||
"X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n",
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||
"X[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n",
|
||
"X[:, 2] = X[:, 0] * w1 + X[:, 1] * w2 + noise * np.random.randn(m)"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"## SVD 분해를 사용한 PCA"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"노트: `svd()` 함수는 `U`, `s` 그리고 `Vt`를 반환합니다. 여기에서 `Vt`는 행렬 $\\mathbf{V}$의 전치인 $\\mathbf{V}^T$입니다."
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 4,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"X_centered = X - X.mean(axis=0)\n",
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||
"U, s, Vt = np.linalg.svd(X_centered)\n",
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||
"c1 = Vt.T[:, 0]\n",
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||
"c2 = Vt.T[:, 1]"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 5,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"m, n = X.shape\n",
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||
"\n",
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||
"S = np.zeros(X_centered.shape)\n",
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||
"S[:n, :n] = np.diag(s)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
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||
]
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||
},
|
||
"execution_count": 6,
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||
"metadata": {},
|
||
"output_type": "execute_result"
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||
}
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||
],
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||
"source": [
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||
"np.allclose(X_centered, U.dot(S).dot(Vt))"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
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||
"W2 = Vt.T[:, :2]\n",
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||
"X2D = X_centered.dot(W2)"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
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||
"source": [
|
||
"X2D_using_svd = X2D"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 사이킷런을 사용한 PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
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||
"metadata": {},
|
||
"source": [
|
||
"사이킷런에서는 PCA가 아주 간단합니다. 데이터셋에서 평균을 빼는 작업도 대신 처리해 줍니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
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||
"\n",
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||
"pca = PCA(n_components = 2)\n",
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||
"X2D = pca.fit_transform(X)"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 1.26203346, 0.42067648],\n",
|
||
" [-0.08001485, -0.35272239],\n",
|
||
" [ 1.17545763, 0.36085729],\n",
|
||
" [ 0.89305601, -0.30862856],\n",
|
||
" [ 0.73016287, -0.25404049]])"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X2D[:5]"
|
||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[-1.26203346, -0.42067648],\n",
|
||
" [ 0.08001485, 0.35272239],\n",
|
||
" [-1.17545763, -0.36085729],\n",
|
||
" [-0.89305601, 0.30862856],\n",
|
||
" [-0.73016287, 0.25404049]])"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X2D_using_svd[:5]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"데이터셋을 조금 다르게해서 PCA를 실행하면 결과가 달라질 것입니다. 일반적으로 달라지는 것은 일부 축이 반대로 바뀌는 정도입니다. 이 예에서 사이킷런의 PCA는 두 축이 반대로 뒤집힌 것외에는 SVD 방식을 사용한 것과 통일한 투영 결과를 만듭니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X2D, -X2D_using_svd)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"평면(PCA 2D 부분공간)에 투영된 3D 포인트를 복원합니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X3D_inv = pca.inverse_transform(X2D)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"물론, 투영 단게에서 일부 정보를 잃어버리기 때문에 복원된 3D 포인트가 원본 3D 포인트와 완전히 똑같지는 않습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"False"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X3D_inv, X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"재구성 오차를 계산합니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.010170337792848549"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.mean(np.sum(np.square(X3D_inv - X), axis=1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"SVD 방식의 역변환은 다음과 같습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X3D_inv_using_svd = X2D_using_svd.dot(Vt[:2, :])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"사이킷런의 `PCA` 클래스는 자동으로 평균을 뺏던 것을 복원해주기 때문에 두 방식의 재구성 오차가 동일하지는 않습니다. 하지만 평균을 빼면 동일한 재구성을 얻을 수 있습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X3D_inv_using_svd, X3D_inv - pca.mean_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"`PCA` 객체를 사용하여 계산된 주성분을 참조할 수 있습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[-0.93636116, -0.29854881, -0.18465208],\n",
|
||
" [ 0.34027485, -0.90119108, -0.2684542 ]])"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.components_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"SVD 방법으로 계산된 처음 두 개의 주성분과 비교해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 0.93636116, 0.29854881, 0.18465208],\n",
|
||
" [-0.34027485, 0.90119108, 0.2684542 ]])"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Vt[:2]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"축이 뒤집힌 것을 알 수 있습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이제 설명된 분산 비율을 확인해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([0.84248607, 0.14631839])"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.explained_variance_ratio_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"첫 번째 차원이 84.2%의 분산을 포함하고 있고 두 번째는 14.6%의 분산을 설명합니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"2D로 투영했기 때문에 분산의 1.1%을 잃었습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.011195535570688975"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"1 - pca.explained_variance_ratio_.sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"SVD 방식을 사용했을 때 설명된 분산의 비율을 계산하는 방법은 다음과 같습니다(`s`는 행렬 `S`의 대각 성분입니다):"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([0.84248607, 0.14631839, 0.01119554])"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.square(s) / np.square(s).sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이를 그래프로 멋지게 그려보죠! :)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"3D 화살표를 그래기 위한 유틸리티 클래스입니다(http://stackoverflow.com/questions/11140163 에서 복사했습니다)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from matplotlib.patches import FancyArrowPatch\n",
|
||
"from mpl_toolkits.mplot3d import proj3d\n",
|
||
"\n",
|
||
"class Arrow3D(FancyArrowPatch):\n",
|
||
" def __init__(self, xs, ys, zs, *args, **kwargs):\n",
|
||
" FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n",
|
||
" self._verts3d = xs, ys, zs\n",
|
||
"\n",
|
||
" def draw(self, renderer):\n",
|
||
" xs3d, ys3d, zs3d = self._verts3d\n",
|
||
" xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n",
|
||
" self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n",
|
||
" FancyArrowPatch.draw(self, renderer)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"x와 y의 함수로 평면을 표현합니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"axes = [-1.8, 1.8, -1.3, 1.3, -1.0, 1.0]\n",
|
||
"\n",
|
||
"x1s = np.linspace(axes[0], axes[1], 10)\n",
|
||
"x2s = np.linspace(axes[2], axes[3], 10)\n",
|
||
"x1, x2 = np.meshgrid(x1s, x2s)\n",
|
||
"\n",
|
||
"C = pca.components_\n",
|
||
"R = C.T.dot(C)\n",
|
||
"z = (R[0, 2] * x1 + R[1, 2] * x2) / (1 - R[2, 2])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"3D 데이터셋, 평면 그리고 이 평면으로의 투영을 그립니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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dThdX0xWNRhEIBDKq6QKm18U3nZDTnVhSUoLm5mbMnj0b9957b8rln3rqKVAUhZUrVyZc5le/+hV27NiBjz/+GAaDAV1dXfj2t7+NrVu3Jv1NDigEdQLBD3Dy3XhA6vjSdIBvsdTW1mLFihXQaDTo6emZlpolt9sNs9mMaDSaM41A/oBaWlqKSCSCwsJClJeXc9puPp8PY2NjGBgY4NK1heoOQlHSZDjdYlwEGo0mYU0XX4qISEHxa7qMRiOCwWCMZyFXOBH3R87zcbvdKC4ulrTsbbfdBgB45ZVXEi7z/PPP45ZbbuFKGu68805ccMEF2Lp1a9Lf5IBCUCcAxI0XiUTQ3d2Njo6OGaOPB8QnPggtlmRp5tmCZVmMjo7CYrFAq9WitbU1Tlstl+AnSSTSdhOqO9jt9hgxWGHmldjs+FSxwuQYzJNJERF3od/vRzgcRl9fH5cMw6/pIpMEOSysk92V6Ha746zXbNDX14e2tjbuc1tbG1wuFyYmJpL+Jsd7qxDUNELYRh2YspSam5tz0n+JkJ5UxQfS6gIAWlpaUFpaKjqQiqWZZwuGYRAOh7Fr1y4UFhZi/vz5svmx5YaUOBexuvhxLjKYBgKBaW8znyvk2pohNV3FxcUYHh7GwoULodFoktZ0iXXpTSdJYLoy+IDcWGtyExTLsjHXgzy7DMMk/U0OnBpvyQxHsvhSMBjEP//5TzQ0NOCss86SdeamVqtT+u0ZhoHdbofVaoXJZMLs2bNTxpbkzBDkx7cYhsGSJUug0+lk2XYmyCbNnB/nqqio4L4ndUYkQWNiYgKhUAgOh4OLc/EtgZMpzjWd1gZ/X6lqusi1FqvpEtYVCa/1dBJULq6f2+1Gc3OzbNurr69Hf38/97m/vx8mkwnFxcVJf5MDCkHlCFLiSxRFQavVYuXKlTkZkAhBic0ehYkPZ555piTFB7LdbOsswuEwrFYr18p9xYoV2LNnzwklp1yBX2dUVlbGuUjr6+s5FXNicfX398epmJMBNZ0413RhuoRiCVIN5sJrzQe/XxSRgOLXdJHrTCaQ04FEKebZIFsLamxsDJdffjm2b9+Ojo4ObNiwAU8//TTWr1+PvLw8PProo1i3bh0oikr6mxxQCEpmkPgSTdOS6pc++OCDnL3ghKD44Cc+1NXVcYkP6SAbF5/f74fFYoHb7RZt5T7dA54Q012oq9VqUVxcHDfj5Me5xJoeCuu5TlTM5GSK1ySKKfJrukhBssfj4SZMwtR4OWq6CGYiQfn9flitVkxMTAAArr/+evT09KCzsxMajQbz5s3jkiCS/SYHFIKSCcL4ktT6pXTiROmCT1Aejwdmsxk+ny/jVG2CTFx8k5OT6OvrQygUQktLC+bOnRv3kmfaxkNOzBQliWRxLv5g6nQ6EQgEwDAMF3shpDUd5zFd3XRzCX5NV0VFBVwuF1wuF9ra2rgSBNKny2KxIBKJxNR08SWg0r0WM4Wg3n77be7/DQ0NGBwc5D6r1Wrcd999uO++++LWS/abHFAIKktIrV9KFF/SaDSIRqM5UWlWqVRwuVw4evQoKIpCc3NzwsSHdCA1i48kXvT19UGtVqOlpSXpi0OIL5MBb6a5vnIF4WBKIIy9DA8PIxAIYM+ePdBqtXEWl1xxrunqpjudIDEoYQkCH8nEX4UTBbGaLv525I53TUxMxB3vyQqFoDJAIhkiIDa+1NTUlLJ+Sa1Wy05QJPFhZGQEJpNJdsWHVC4+lmVht9thsVjS2v9MUDSfKRZUuhCLvXg8HixfvjxG2cHpdMLn88UoOwi79aZDOKeCBSWElCSJZBJQfBmi8fHxmJouoQRULiwohaBOUwhliID09PHEQFJm5UA0GuU06ioqKlBTU4OSkhLZFR8SufhomuauQ1lZWVqJF0B2iubhcFi22ECuCWq6CZCfqs0H3wpIFOfiD6hiRDRdFtR0XrNssviSKZaIFX57vV5QFAW/3x9DXNnUdOXKI3MioBCUBGQaX5IC4uLLBokSH8xmc04UzYUEFYlE0N/fj+HhYdTU1KTdaiPRdlOB70Lk3x+TyRSX/ZaOmvl0INf7kTKgpxKC5cdexOJcRqNx2uSHptOVSNO07AM8RVGiE4X+/n7uPpBszpGREU4CSsxdmOzdOhmt/2RQCCoJGIbB5OQk93ClG1+SAuLiywSTk5OwWCzw+/0JFR9yQVAkBhUIBGCxWOByuWTRCZTq4mNZFiMjI7BYLDAYDJgzZw60Wi2sVivGx8cxOTkJp9OJUCiEcDgc584iyQcmkwkajSam2VuuWpScTODHufjgq2j7fD7YbDZMTk5yvaSEuoVyZrtNp5L5dNZBRaNR5OfnJ6zp4rsLh4eH4ff7k9Z0kfKWUyUuqBCUAML40tDQEEwmE6qqqtKOL0lBui4+lmUxNjYGi8WSMvGB9EiSG4FAAOPj49i/fz+am5sxZ84cWV6IVC4+hmEwPDwMq9WK4uJiLFy4EPn5+aBpGkeOHOEmEyQWwwdJIggEAnC73QgEAgiFQlx7CKIOHQgEoNVq4XK5oNFoQFEUNBpNXNdSfvdS8n8+2Z3ouEwuBikxFW2S8dbY2Jg02y2bOBcw/c0KZwIZJlMt57sLSU3Xli1b8MknnyAQCODee+/FnDlzMHfuXMyfP/+EP4+ZQiGoY0jU5kKtVmNkZAR9fX050ceT6uITKj5IOQ61Ws3FFOTA+Pg4+vr6QNM0dDodVqxYIesgKCW2VV5ejqVLl3IFvTRNo7e3Fx6PJ+m2kxFXOBxGIBBAMBiEx+NBOBzG2NgYtFot9Ho9N0jo9XrJAxd5dviERSyK0dFRqNVq5OXlJSQ+kkWWKaZrFk32Q9xXYgrm/Houm83GFccKG0smc8Weis0KgczTzMVqurZv347u7m5s2rQJCxcuxOHDh7Fjxw4888wzott45513cNddd3Exq61bt8apml900UVwu93c51AoxIk479u3D2vXrsWsWbO436+++mps2rQp7fNJhNOeoMTiSyqVCqFQCP39/RgaGoLRaJRNH0+IVC6+SCSCwcFBLvEhXcWHbF1WfHeaXq9HR0cHjEYj9u7dm5MZOt/Fx29MKBbbikaj6Onpgd/vz2qfJJUYADcwETXzYDCIQCAQE4fRarUcYRECEw4y5Lki95ZPvi6XS9KxCclLpVLFuSSFVhz5I+eWa6SybJLFuYjrSkxLT5gWfyq7+OTM4vP7/aitrcUXvvAFfOELX0i4nNvtxrp16/CXv/wFq1atwttvv40rrrgCZrM5JsHjtddei1nvoYceQnd3N4CpjOWrrroKTz31lGzHL8RpS1DEjcdvoy4WX5ozZw48Hk/OsmI0Gg1CoVDc94FAAFarFWNjY6ivr89I8SEbgmIYBjabDf39/THuNOC4tSk3yCAeCoVgtVoxOjoa05iQj3A4jJ6eHlktRHIM0Wg0xirgD66EeAhxuVwuBAIBblAj1hYhMEIomWQnMgwDhmESummTpcRHo1H09vZCq9UmJTIh+QlJMBXJZWqpqVSqpHEX4i4krTfC4TAYhsHRo0fjdAvlxslMUFKLdF9//XXMnj0bq1atAgCcd955qKmpwd/+9jdcdtllousEAgE8/PDDeP/99wFMEdQbb7yBFStWAAAuvPBCfOc735E1a/i0Iiip9Uv8uM74+DjGx8dzdkxCF58w8WHWrFlZJWCkSyT8VPXKykpRyzFXM3OGYWA2mxEMBtHU1IT29nbRcw8Gg+jp6claD1AIMuAnS9Qg+olarTbuRSQN+YLBIBfnImTHJy45ijOl1mvxrTgp2wRiM8HErDj+Z5fLBZqm4XK5EpJfuudFrhMfLpcLDocDFRUVnMXFj3MJLa5M4lwEMyUGlQmkEpSwTQYw1Sqjr68v4Tq//OUvcckll6ChoQEAsG7dOlx77bWgKAoulwtf//rXcf311+PPf/5zdifBw2lBUIniS1LqlzQaTU5bgJPtO51OmM1mqFQqTnFBDsUHqQQVCoVgsViy0ujLFF6vF319fZy1eOaZZyY8d7/fj56enqxT8/ngD8zZXHNhQz5iEZLWEIFAABMTE5iYmABN0xgbG+NchOTfVAoPYiQihnTPhWRQCrebyopzOp1c24VE2yV/iQgsVcIJIWMS40oW5+KLwGbaM2q6223IGVuTSlDCNhnA1PObyNIXWk8AYiYRpaWl+PnPf46GhgYEAoG4CUamOKUJShgHEMaXHA4HampqksaXtFqtrIMhHwzDYGxsDA6HAwAwd+5cWRMwpBCUz+eD2WzOqp16pnC73VzSRWtrK/R6PYqKihIOrF6vF729vbK6F4UDvlxKEvyYk7A1hE6nA0VRKCsr41yFXq8Xo6OjnJK5TqeLIS6dTsfdF6nHJ5WgEpGTFCQjQrLdbN8flUqFyclJBINBjjzECI0Iu/KJLRQKcRJQ/PoiYWNJo9HIDdgnkwCuEG63G/X19SmXq6+vx1tvvRXzXX9/P774xS+KLv/444/j4osvRmNjY8Jt0jQNvV4va0eC04KgiMWUSf1SLiwofuJDSUkJCgsLsWDBAln3ASQnKNINMxKJoKWlJSft1MVA0uTNZjM0Gg3a2tq4TCS3251wBkfEZuXs5CvVGkkXUguOk6kOEOLy+/1wuVxcnJIQFz9JQ+y+ST2nbMiJ7EfsHcp2u3yQZpakNUkmkwhCWgUFBZxUl8fj4erlQqEQR1zESi8sLERBQcGMbHOSCG63GwsXLky53BVXXIG7774bBw4cwMKFC7Fnzx58+umnOP/883H22WdzrTaAKa+F0HoCgN///ve46KKLUFxcjGg0iu9+97vYsGGDrOR+ShMUIaZE8SUpkLN4UyzxgWVZfPTRR7JsXwjhsbMsy7kStVotWlpaZGsslgokG9BsNsNoNIpai4kKdcfHx2GxWFLGhtIZtBKRU7YDkRzNHIVxGHJMROeN/I2Pj3NJIqSWi1hc5NlPtZ9sj1Usu05OciKgaZo7p0y2S1rgCEESYYqKirgwAOkqTSYJ0WgUWq2WK6g1Go0wmUwxSTBS/oTIhTqGVBdfUVER/vCHP+DGG2/kav127NgR12oDmLKeLrroIjQ1NcVsIxAI4IILLoBKpQJFUTj33HNx7733yno+pzRBRaNR7Nq1CwUFBRnXL8nxAE1OTsJsNiMQCKC5uTkm8YHEKHIBMljya6gKCgowb948WVyJUuIcwuLaxYsXJ/RPiw2YTqczpmOnHEg1gGY6sMox4IttEzh+rcUSCEgRMhlQJycnucy37u5u0VouuVyZQgsqF+QETD1HGo0mJ1I+5D0hCTBqtRqVlZUxy5A4YjAYhN1uRzAYFHXHCq1aoatXqFoyMjKCwcHBlGUDpGg8FdJptfGZz3wGH374Ydz3/FYbALB582bR9bu6utDV1SVpX5nilCYorVaL5cuXT1uwnw9irVgslqSJD7lU8KZpGuFwGDt37ky7a24qpOrdRNM0BgcHMTg4iIqKCkl1ZELrw+FwYGhoiNsff98E/No18jnZIJkLEiHbzYWrUMpgzy9CJhZxMBjE4OAgGhsbuQSNkZERBINBsCwLjUYTY3ERayBdCDP+ckFOBLlwswmfuUTHLowjEpCyCHKN+e5YvV4fo1Ki1+tjJqMkNjY6OirpWImlo1ar0dDQIDrJdLvdp4ySOXCKExQwRVJyzRSlvCDEYujv70dBQYHsiQ9SQNqpOxwOsCybsXhrMiTq3cQXjiWt3KUOfPxB3mazwW63c7/x76HwfrIsC6/XC2BqUBAjIEJiZKacKG5DBtl0COdEklMikHPhu7CA4wRNUuIDgQDGxsa4Wi5CXHyLINmzQ54BOVybiUBRVE4EXMWOOZPsRzGrVqVSwe/3x1i1wWAwptCbn0Qi5R0hiujV1dUJx5TJyUmFoE43kFqlZC8qX/WgqqoKS5YskTWbRQqE7dTPOuss7Nq1S3ZyAuKbFvLT1DMVjlWpVBzBOZ3OlMuzLAu32w2bzcb5wRMlExgMhrh4XKJtiv2eyILjW5JixJkJ5LLyxKx1vitLq9XGKTwQ9QwS4yIxGFKEzHcXEpdbrsmJ1C/KGXxPJquVrceFbFto1QLHE7eIJiQpOOcXevOtWqHgbn19PcrLyxPuOxwOy+YlmQk45QlKjtktSTWy6aFUAAAgAElEQVQXG+j5it719fVYuXJlxq6STF0YJMYVDAbR3Nws2k5dbpBMKL/fD7PZjImJCTQ3N2eVpk5RFAYGBuJUtIVgWZardzEYDGhtbYVWq+UGX5IFR2av/GSCVFlwiZ4XoQXHT1yQcl7Cz8Tq4G8rXcstGYTbkEoiyYqQyfWcmJiA3W5HJBLhBlufz8ddV7lUzPnXQs56oWTXIlsiTHWd+ZMDQoa1tbUA4q+xw+Hg4lx6vZ5L8fb7/aLt5XPlWj2ROOUJSg6QVHO+GT8xMQGLxcIlPmSj6E0CpukQG8tO9UIym82gKCphjIvMxuWu66BpGocOHUI0GkVLSwvmzZuX1aDEMAwGBgYwPj6ekKBIXG94eBgmkwmzZs3irFR+rQ0/maCsrIwbMITEJZa+TdxfySYM6aani1lWJHmF/3siy0nsnvK3lcp6k8PC0Wg0cTEYiqLQ19fHkdnk5CRGRkZiBlW+NUDqv6RAeE5yZbyluhbZvCvpXmdhQbDYNSbHRPQMPR4PHA4HAoEAAHC6hWazmSOtkyUlXgoUgpIA4uLjJz6o1WouTTvbB4JsX6of2uFwwGKxID8/H7Nnz06qfUXITy6CGh8fh9lshtfrRUdHB+rq6rI+f5qm0dfXB4/HI/qCMwwDp9MJu93OKX5IiUcIBww+cfEznfjE5Xa74fV6cfjwYQCJLa5sZqti1kCywS2V6zDRsfCTRxK5KPnbEFosycBfVqyWi6TEE+vK6XRy0lRC4pJixcoxyZJCIJmqSGQyCZB6TjU1NZyVJVyf6Bb29vbib3/7G/r7+3HGGWegtrYWc+fOxf333y/q+ZGiZJ5MrZxlWdxzzz144YUXoFarsWTJEmzbti2l9yNdnPIEJcdsQqPRwG6349NPP0VhYWFOFB9SVdvTNA2bzYaBgQGUlJQkTdcWbpum6aziUKS4tq+vD3l5eWhra8Pg4CBMJlPW15eImvp8vriMRoZhMDIyAofDgZKSEsydOzfheQgHiHQGDD5xkZTehoYGSRZXqoJZKchFDIdI2YhtN930+kSZp+R7krZOiIUQcLIi5GTXlE9efFdqNgQlNa6XyWQu0/tHlBeSoaKiQpScyH7JNf7qV7+Kiy++GJs3b8Zf//pX2Gw2HDlyRHTSK1XJPJla+a9+9Svs2LEDH3/8MQwGA7q6uvDtb38bW7duTfMqJMcpT1DZgCQ+DA4OoqioKKYPkZxI1rSQnxWXSVv5bAqN+daa0WiMqZ+y2WxZD6qRSAQ9PT2cu4IMcDRNw+FwYGRkBOXl5Zg/f35K61Iul5ZwJs93FZLBV07iylWCgZyZhfztkIw6AqLDlyzjUHhNhd16ybrhcBh+v59LIOA3lAwGg5iYmOCSD9IhkXSuRbptPbK5f6lEg8vLyyXJFhG43W7Oo1NXV4e6ujrR5aQqmSdTK3/++edxyy23cJPkO++8ExdccIFCUOkik1ktqaYmrczb29u5Jn25gFjTwmAwCIvFgrGxsazaqWdCUPxWGyUlJTjjjDPiZnrZKmyEQiH09PTEtBphGAaTk5M4ePAgKioqsHDhwowyAbMd8MUSDPgDsBRXYTLiikQiOU3N5mfryYlMXW9SXJIUdby9Ccl6I1YPmciQwlaSrs2vMSLXV61WxxFqOkSdjgWV7f1L5k4sLS3lVMOlYnx8XJIyjFQl82Rq5cJttLW1weVyYWJiIqaJYrY45QkqHUxMTMBsNiMUCqGpqYlLfHA4HCk7tmYD/mDv9Xq5GI9QdSLbbadCNBrF4OAghoaGErbaIMjm5QwEAujp6eE0DiORCIaHh+F0OqHVarFgwYKMzjlXSg6ZuAqTERexBEZHR2V1FQLH70su6rL41+HNNyvw1FMtcDhWo7IyiK9+1YK1a6UVnAqRLHOSEBdFUaiuro4pyObXck1OTsY1lMzPz+eubzIlBn78TaorUY7JRSIyLCkpiZMVkoKJiQlZlcyTqZULt0E8HHK/f6c8QaV62VmW5XrLaDQaLhuOD61Wm/OWGxMTExgcHARN02hpaUFZWZksM2ApBBWJRGC1WmG32yW32si0CR8J6EajUYTDYQwNDcHj8aC6uhqzZs2C3W7PmJyySdUXbkf4/2y3yScukoZN1MzlinHxB005roXYdoEpcnrwwVkIhaYGqJERAx58cCqQni5JSb3GwvNJVMtFiCsUCsHv98cUISdqKMk/Br6nRPhMJYrFkd8ySZIQvmfFxcUZkRMgXeYoXSVzAr5aeX19fYwEWX9/P0wmk+zanqc8QSUC341VVFSE+fPnJ8xAEXPByQFCjgMDA9BoNJg/f76s5jGQnKD4bkRS2JtL94bH40FfXx/8fj9sNht8Ph9qa2vR2toKiqK41u38F1/K4CVnvIU/GOWiroRcN5JYkMji4svnSKnjyrW7kI+nnmrhyIkgFFLj0Ufb0iKodK6xVMIlFpdWq41LZBJrKEncreSaBgKBOM0/YS2WlMQTYW0b/zsCQlDkeS8oKEBzc3PGE4vx8XHU1NSkXE6qknkytfINGzbg6aefxvr165GXl4dHH30U69atk92tfMoTlPCC8ZMOqqqqJCU+yN0Tii+gWlRUhMbGRjAMIzs5AeIE5ff7ubTuTN2IpFBXKtxuNz755BMMDg4iFAqhtraWexn58R1+fZAQYi86WV8oY5SNTBCQm6JHqSRCUce19YTE9bOftWDHjnowDAWVisU553yCa6/9IE7zTY4YVKLjHRkRf18mJrR4882KOJIi7sCRER0qK0O4+WYzPvtZZ06ucTLSEzaUJOALwQaDQYRCIYyMjHC1XOSa5ufnSy5CTkRwwv0CU898QUEBN1HLFBMTE5g3b17K5aQqmSdTK7/++uvR09ODzs5OaDQazJs3T/YECeA0ICgCYeJDOkkHcvWE4rdTr6io4MhxZGQkRt5eTvAJivRUCoVCaG1tzaoHFJElkgKLxYJdu3YhGo2irq4OhYWFovtN5Sbhv+hCJQc+ISWazQo/C2flxK/OX19scM0k1iKHhfPww+34y19qAZBzp/DuuwtQUlKC2247FGNx+Xw+0DSNYDCYUYwr2fFWVobgcIilR1N46qmWmOsjdAc6HPqM3YGpkKnVyxeC9Xq9qKiogNFojKnl8vv9XENJMoEQNpTM5F2iKAomkylrcgLkVzJPplauVqtx33334b777svsYCXilCcohmHw8ccfIxQKoTlDxYdsXXyhUAhWqxWjo6OiMZ5cuRCBqQdpYmIC+/btAwC0trZKfohTbZefgScGt9uNvXv3wuFwcMSUDFL9+HIoOYj9X5hgkGhwpSgKn/2sM26biSw3McXsTAajl1+uASGn46Dwyiu1uPvuvhiLi+jolZaWpuUqFDteIW6+2Ywf/3iOyLHEW1eJ3IFCIgOSTwZSXS+5XLL8JAlSZ2QymeLuX7YNJQlMJhPa2tpkKaRPh6BOFpzyBKVWq9HW1pZUbSEVMp3Z8HXqmpqa0N7eLvog5oKgiOoFab62aNGilASRDhK5+IgEU19fH9xuN3Q6HebOnSt5m6kgRk6kbioYDMJoNMYVeUrdt9AtlmhwffLJZlx44UjcNsQGSH5RK58A+CoPyciND4YRPx+x78k2E7kKE8W4Uqk8AFOWzy9+0YbJyfgMz8rK2ElLIneg8PtsLC0544XC1G+xSRM/dsgHP1uT31CSZdm4ImSdTge9Xo/W1lbZVF5OtVYbwGlAUABQWFiYE393IpB09XA4jObm5pQ6dXISFMuysNvtsFgsKCgoQFNTEwKBgKzkBIhbBU6nE319fTAYDCgsLEy7himVBSUciGiaht1ux+joKMrLy2EymbgAOBkYhM36xAbcRD2BpA6uUs+HH2cjKc3C3/jrCj+rVKwoGalU8Xp8yaw0QlzPPfdcnAuHWAapLK477ujBz342O4bAdToaN99sjtleIndgZWUIzz77LLf/ZJaW2GSAfy5yvtt8CyrdbScjLmFDSZqmUVZWhk8++QT5+flc8XJ+fn7GauoKQZ3mSPbSEzkgs9nM6fRJNbflaCvPMAyGhoYwMDCA0tJSrjmhy+XieiXJCZJmzlebMJlMmD9/PpxOJ1wuV9rbTEZQfBKhaZqrm6qsrMSiRYsATMX4hDGlRGnchLhIrYxYDCHZ4CrlXORM0mBZFpdfPoyXXjoegzr2C84++2BccSr5l2+58XHgwAFs374dnZ2dWLBgAXftpVpc9fVmXHutDS+91InxcROAfpSVPYYLL/x8zPF99asWPPBAh4B8fFi69CVs374dy5cvx4IFC5JOBhK9d7nItORnWMqZGcpvvaHX69HQ0IDe3l7MmjULPp8PPp8PQ0ND8Pv9XO8rQlqEuFLJlYVCoThpqZMdpwVByfGwJVIcZxgmZoDORKcvGwuKn3hRVVUVV1wrB/mJgaIoeDwe7Ny5k2vlrtfr0dfXl3HCRyLyJ+QUjUYxPDyMsbExVFVVYdGiRdxsN5EKeKI07kAggFAoBK/Xi9HRUYRCIahUKmg0GoRCIbjdbnR1deOhh+altBLE9psLi/3uu6cq/V9+ueaYJUUDeAJ79mzGwYNbsGDBAs4q4SeMCI/l4MGDuPPOOwEAd911Fx5++GEu+ytRQglfV48Qxty5NJYt+w3efvtt/OEPf4DNBjz5pA2rV6/mLK5ly9xYuvRv+OCDSwE0AugH8D3s2PHcsXO6G1u2bEFlZWfCyYBY8Wyu0upJRmiuPC46nQ7t7e0IhULQarUccZWVlcUcQzgc5ojLbrfD5/NxLX/4pGU0GpGXlydr3dtMwmlBUHKApJoTguK3NC8rK8uqnXomLxvpmjsyMpK0uFZugiKWmsViAUVRWL58OXQ6HRiGQW9vLyYnJzPedqJZcigUwvDwMMbHx1FdXR1DTJnux2QyIT8/P4a4GIbheh15vV60t+/Bv/2bHS+/vBIulxEUNYhbb3XgvPMmwbLiygSEnOTK/hNu9667elFc/B/Yvn0791soBNx+++245JJLsGPHDixfvhxVVVWix/fss88K1g3h1ltvxeWX34xNm66TJEtEvidxNP7k6ne/+x1qampw0UUXcUkE559vxwcftIhOxEKhEG6//XYsWZIHt7tLdDIgJKhcNkgk55YLEHLSarXw+/0JXeAURXFWvdBlR4iLZBVaLBZs374d+/btg8fjwdatWzFv3jzMnTsXNTU1Jz1pydskaIZCjptEUs1JB8ydO3eCpml0dnZizpw5WXWxTOf4gsEgDh8+jL1798JgMGDVqlVobm5O6LeWi6BomobVasXOnTsRDAaxaNEimEwm6HQ60DSN7u7urMgp0T4tFgsOHToEvV6PhQsXoqqqKuugciJXIsna0mq1qK+vR0dHB7q6dHjxxb348Y9/ApZtAsP8BmazGYcOHcLhw4e5ScLk5CTXkoUE/B0OPViW4gL+b75ZkfCYnn322aTHyx80u7q6cNddd8Us82//9m94/fXXAUxZRUeOHMELL7wQt62uri5873vPQKWacqmp1Xk477z/QzB4L3p703cP3Xffffjzn/8c893Pf/5zbN68GUVFRRgbG8P99/8UAEDTU/dt7drvQKWael5VKh2qq6+EXn8errzyACoq/ABYABZce+0/uGxJoviQqOhVDsjdM42PvLw8tLe3c94Nqe11xLZTUlKCuro6zJo1C2eeeSYeeeQRPPfccygqKoLRaMSrr76Kr3zlK1z8UIh33nkHS5YswaJFi7Bs2TLs2rUrbhmHw4FbbrkFc+fORWdnJ1avXo0DBw4AAMbGxmA0GrFy5Urub/PmzWmfixQoFpREUBSF3t5e+P3+rMRbM4XP54PZbIbH40FLS4vkdPlsCSoajXKFzTU1NZylFgwGQdN0nCK5HAiHw7Db7XC73aiurkZDQ4Nsg0cm7je1Wo2zzjoLFRUV+PDDD3HVVVcBiO+AOjw8jGg0iscfv05yajUw5XLjx2NSHa/QCgKA5557jvt/OBzG97//fQBTStXCbdps52PNmufw9tvrcO6516OxcTE8HhrvvluOtrZ+SMWzzz4bUzfDx6WXbow7Tpad6gf17rvvYfny+7B797exfPnt2L17C2bN2gBgHh599BU4nU5s3LgRNtta9PRcw7ldA4GAaKww1eepfSe3DHNplWm12hhyAjInqERQqVSoqqrCjTfemHQ5qa02/vnPf+Jzn/sctm3bBmBq0rFp0ya88cYbcDqdOOuss/Dmm29mdczUsRvFHrsZFEVRrODGKBZUCng8HvzrX//C2NgYZ7E0NDRMGzlNTk7i448/xieffIKqqiqsXLkS1dXVks8pU4IixLN7926oVCqsXLkSra2t3EulUqliFMn5nTzJ/9O97uFwGKFQCEeOHIHBYMDChQtRWVmZMTm9+WYFvvSlTpx33mp86UudeOutypTklIjA1Go11q5diz179uDxxx8HcFyZoLKyEg0NDZg9ezbmz59/LGkgHg6HDgMDA/D5fAiFQqBpGn/6015s3DgVD9q4cRNef70n5bF0dXXhscce4+7FlFwOPzVaBYqa+vyNb9yNgwcPxqz//vtb0di4BPPmXYjCwkmwbBhGYzRB8W1irF59O8rLdyB2nju135/+9HYsX74cl1zyR6jVx621RYt+glDo/+HTTxejunoZPvzwFwCA9967DocOmVFTU4OFCxfizDPPxOHDh1FXV8fFWGw2Gw4fPoxDhw6ht7cXNpsN4+Pj8Pv9MW0/iBoJ/4/8JozJ8dP9yTNLlObJ//n/pguNRoP29vY4tRq5CUpqDVSyVht8XHzxxVi3bh33uaamhnPPOp1O/Otf/8KqVauwfPly3HHHHXA4HJKPlRcfZVmWZYVExcdpQVDpgtTy7Nu3D0eOHEFdXR0aGxtRUFCQM58u3+1E9r937150d3ejqakJnZ2dqKioSHv/6c4MCUHs2bMHOp2OcyEKCTkSiXAt7/mDABDbI4h/fuRf/kuvUqkQDodhsVhw5MgRaLVaLFy4MKNz5UPMzfbAAx1J3Wz84xTD5z73OdA0jeeffx4HDx5MWDCcOMvPir/+9a9gGAYejwc//OHjeOSRTaDpqRefpoP47/++CT/72a9TWnoej4f7PRqNgmGOT0JYlgHLTn2ORKZiPD//+W8ATFlrPT0/R3//fixd+hMUFHwDgBY+nwZVVeIuoUR4990yMIwKsZeM5s7l9ttvx9GjH2Dt2t8BABYsuBIHD/4QADAx8XnY7XvBMNFjxxzAgQOXcMe5evVq9Pf3w+FwcCoPra2tXHylrq4OBoMBwWAQw8PDosRFVLeTgVxnkoRD3kN+KQD/X+G6/D/yPJM/YjmJuf9T9YJKF3K32uDD4XDgnnvuwQ9/OHXvli1bBpvNhp07d+Ltt99GXl4eLrnkEkmeCV5N4BKKorooiqo/RlIrKYq6gqKoOfzlTwsXn9SBjmVZjIyMwGKxQK/XY9asWVyBLxGWzBVIjIvUUOn1+pTt3KVA6rkHg0GYzWaMj4+jubkZHR0dCS0Xv9+Pnp4eroW3FIhllQUCAdhsNni9XtTX16OlpQX79+9PePzCcyHbEaaWUxSVloKBVHi9Xm5Au/vuu/HQQw9h/vz5ccvdfLM5puh0Cj58+ctHceONX8Pw8DB0Oh3a2h6ESnUd3n//i6DpKNRqPc488xkwTAcOHtzL6evl5+fHFB+LufiOXyMVWlrWw2z+I1g2BIrS4dxzX0Aw2InXXvsrHnhgIwDg3XevwZo1z6OxcTG8Xg08HjUuvXQ4revx/vtb4XJtEf1NrdbgF794BB9+eAk8Hi0qK5dh/35+TIwkS6gAMKAoPZYufRGlpfMB9OPss8/Gww8/jEceeQQ//OEP454Dkv3GBz8dnl8oC4grPBBZK/7EKh3SSOY2VKvVaG1tTdj1WiwjOBtItaCInBcfYq02CMbGxnDJJZfgP//zP3HuuecCQIw1aDQa8cADD6CwsBA9PT3o6OhIum+KovDKK68AwL0AmgF8lqKoPwFYC2AlAJaiqK+yLLsbOE0IKhX4NUQlJSVYuHBhXD0B8YPnav+RSAR79+5FcXGx6P5zBb5wrJTYFlEkzyauFQwGuZqPuro6tLS0SGpPniyjjKxLjj1ZXQ1fwUHqfsSy32677TbccMMNccWuhACn+iXpAFgBfA+dnecAOB4Pcjj0aGo6A1rtt/HWW/fhs5/dhoqKszE6qsO8eX6Ew2Gu9ohffLxmzRq0tLTgRz/60bGZuB4VFffDbv8GVq8+B1brfTAYboLffwGWLbsezc2LsXv3A3jjjYe4fTNMEG+/fQXa2zfhnHO+jksvHUZbm1/0miXCWWfdjry8Ffj00xvAsgFQlAFlZffD6bwTZ599Ntrb22EwOPH739dj9eqXsGvXYdhslx9bNg/Fxa9Do3FgdHQ9zj77f9HauuDY9QIqKyvR1NSEffv24dChQ5JaUGRKXEQINhO3tBhUKhXa2tqSvsNyu/ik9oJKp9XG8PAwLr74YnzrW9/Ctddem3Cb5P2TKgbwox/9CABewlTNwasAugE8DMAP4McA/oOiqH9nWXbytCYo0tLdZrOlbKeei55QNE1zxMiyLObOnRtTD5FLeL1e9PX1IRAISBaOJdZdNo0KiZp5XV0dJ5CZiwB1siLbVGoVYv/edNNNWLFiBb7xjW8gFApBp9Nhy5YtsNvPx5e+1AyHQ4eqquPp5OTvwIED2LhxIxiGwd13/wlbtmzh7nFVVRAejxa1tf+ORYtcqKo6Fx7PlKuNn2rMd92Qwba0tBS33HILHnvsMSxc+COYTBciGPw6WLYVgQAFrXYFqqouQ23tVNvv5cvvRFHR+di3bx0ikQjy8vLw0EMPHUugkJ4Ywcfq1SPo6TkTS5f+AXv3fh5VVX+B0diJWbP2oLR0qu/X/Pl6rF8/iHffLYfBsAKNjS/Dal2LtrZXoNEsAUUBKtW30d7eyZ37m29W4PHH6+Fy9QHox/e+9wP8139FUFtbm9FxComL3FOGYWKIy+PxwOfz4dChQzHEla7IbltbW8LWPQRyE9T4+DgqKpK7rwHprTasVisuvvhi/OhHP+KSgghefvllLF++HDU1NWBZFvfccw/OO+88VFVVJd03uX7d3d0A8BuWZYMURbEAnmBZ1nZsmRsAmHGs2vu0ICjhgxUMBmG1WuF0OlFfX4+VK1emfFjklCPiF9dWV1ejs7MT3d3dOU1zJZicnOQaBra2tqK0tFTSi+dyuWC1WjOqEfH7/RgcHEQ4HEZ9fT2KiopiEiqEhJFt0SFFUaIKBlKKbMn++S5JggULFuChhx7Cbbfdhi1btmB4+DN48MHj++CLya5dO4pnn302Jn2c1PxceOG/4/bbv4g1a6asC6AQZ5zxbXg8qV1t/MF23bp1+Mc//oFZs6KIRotw1lnfhNVqQChkBE2z0Gq3gaan4jGhkAHNze246qr/xje/+U18+ctfjsvuSwcURaGlxYvPfW4YFsuZcLs34ZxzWrFmzadobb0Z27b9D/7+9yG88soXUFUVxJo1zmPnuwD5+XehrW0B/vUvNVgW6OzcCI+HhcejRmlpCD/5SStomljAzWCYJ/CDH9yMG27oTaiunc5xA/FahcCUcOv4+DgaGhokWVxiIrstLS2SCvVzYUElc68RSG21sWnTJjgcDjz44IN48MEHAUyd+zvvvAOKorBu3Tqul9aiRYvw29/+VvKxHlPEILP9f/DIiWJZNkpRVBEAD3CaEBSB1+uFxWKBx+NBU1NT0jiLEHL0hBIW165cuZLzB+dS0ZyiKLhcLk44tq2tLa3Ol6SpYrogxJSozYZYPRKJ8bzxRjmeeKKRK3T92tf68bnPjSXdH/GvsyyLCy8cAcuyx9xseVCrbdi8eRJr1zqTbuNXv/oVzj777LjvibrA/PnzccMNN2DBggW4997kYrI33HADamrOwf33fw0ME4Farcfq1c8jFFoIi8WMJUv8nHXhcOhRVRXEpZfa0dERhDB/iRSr8slTo9Hg/POvwsDAv7B3bwEKCih0dHhRXe3BgQP5aGmJoqSkDJOTQCCgwrnnHjjmwl6GkZEQvv/9alRXR7BmjRPz5kWTtkUX3iNgygPQ1DSBz3ymH11dl4NYYr29RkxOLoVW+x7Kyyfg8Zjw+9/XY/36wWPnuxEOhwpnnOEGAFgsRvT2muDzqY/pDQrfSSOKi3+Jrq79yAaJkloIyDXOxFWo1+vR3t6OYDDIde5NNrbkIotPqg6flFYbL774YsL1L7vsMlx22WXpHySmxoRly5bh1VdfraIoahjAN8hvx5IllgDwsyzLAKcRQX300UeIRqNobm7OqA9SNj2hAoEALBYLxsfH0djYiFWrVsU9vLlSNHe5XPD5fLBYLOjo6EhbNNZut8Nms6W1js/n49rX19fXx+0z2UChUqnw+utleOCBthjL5P77pzKPhCTFsiz+9CcDnn22HS6XCaWlXqxbtw/nnz+MZcvGcc45/Xjrrbfws5/9DHV1jwOIT2ogOHjwIP73f/8X1dXVmDPneDKRkBjILN7hEHcHkzgKMFVztHr1Q3jnna/j/PN/gLq6xbDbg9i1qxZLl46irc0fV3uUyAMpJPPeXiN6e8+FTncAS5Z8gO7us7BvXzGWLXPj2mv3w+GogNNZhOrqEK64YhStrSb09S1Gff1/gKK2o7a2H15vM55/vgEXXPARqqtHuGJlfkIBXwNOeO/E3qN33y2HTrcYDPMP0PQhFBQs4b7v6uqPOd8336zA669Xc/c6kWL7xER2YsepyGlq38mTJJIRV01NDTQaDXw+H0ZHR7nu0CTJxWQycUr7pBOAnFl8J0urDYPBgMcffxwtLS3uY2nln5DfKIrSADgTwO+PfaZOC4KiKAqzZ8/OKvEgEwLxer0wm83w+XxoTtGLSk5JIpadaiVvNpthMBhQUFCAefPmpa12MTQ0lFZ9g9frxeDgIFiWRX19vWgGYqqBgqIoPK5fS3gAACAASURBVPlks6hl8sQTjRxBsSyL8fFx/OlPevzmN50Ih6ceZZerAL/+9WoUFHyEFSt64XK5UFtbi7y8PDz//PO49dZbucE3Ly+PO54PPvgAP/jBDwAADz30EJqammJEVIWYct01YioRKRZVVceTaRwOPRobL8G8eeehsnIpACA/PwKnM7vsTGAqzdtgqADLGqHXf4iVK+fB49GgsDCK5cv7UVAwLujSTB2LBRWDYTQADqCysgP5+RoMDCzD2rUDXPGx3++H2+2G3+/nUqL52YQGgyFh116HQ4/y8kYEAgtAUVPPXKI6K7FsSzGUl2deCC6FnIApizATN3tzczNnvfDjQKThIdHU4xNXIBCA2WyOI65MMVOVzJ1OJ3bt2oXPf/7znIXa3NwMlmX9wPHiXOLeA/AMWZdlWfa0IChgKh0yG42tdAQkJyYm0NfXh2g0ipaWFpSVlaW02OTo2sseUxY3m80oLCzksgE//vjjtMmvv78fTmdydxgw9RL6fD4MDAxApVKhvr4+oQ9eykBBUVRKZevx8XEMDQ3BaDTir3+9iiMnglBIjd/9bgGuvPJ4VtpnPvMZvPfee/ja177GCcSGw2GoVCq89tpreOmll7hlI5EIbr/9dtEMPYKuri589NEL2L//dgD8gLgPs2b9BsBUD6ypRIg8dHZu55bw+7UoL09do5MKDoceFRUhBINnIBz+ECwbhslEwW5PrABO1gkE5iIS2Q+WvRL5+VHY7TpuAOELwxKQ+0zUzG02GyKRCBiGwcDAALeOXq9HdXUIk5N5KCj4yvGrkqDOSkrrEq02jA0bDmdwhdJrbikmSpsKjY2NCYmBfy2FxPXhhx+ioKBAssWVCjOVoD7++GNcc8012LlzJxYtWiTm2qRwrGZXbP3ThqBSFT5mC+JOM5vNUKlUaG1tTSvOo9FoMpYLYhgGw8PDsFqtKCkpiROuTcc6Y1mWc0dKWfbw4cPQaDRoampKmrkkdaBQqVSoqAhiZCS+fqS8PICDBw/CaDRi1qxZ0Ol0kns2XXrppXj99dfx2GOPxbSppmkajY2NWL58Oe655x7QNA2tVotNmzZh/vz5GB0d5SwuoUvmF79YiZ/+9CXs2HE2pqypAXz5y0dw443HGzQeT4SYsiJ8Pg18vjxcdJEZ2b5+JAvQaLwAev0FUKl0mJxUc0QgRlBknfz8SwCoQVEqeL3Ji3QpioJarUZBQUGMVTw5OQmXy4WioiIEAgE4HA4EAgHU1Njx6adLUFAQRWEhEIkYEAioceml9rjsyETZlhRFg2UpAP1gmHtQU7MIQGda1ycdcgKmnoV0vAyNjY0ZZd2SQt6KigrJFlcq4goEAikzB08Empub0dzcjKuuugovvvgiFi9eTLJIVSzLMizLMhRFtQAoZln2I+H6pw1ByQXhzJRf3GswGDIurs3EhUjqt/r7+1FRUYGlS5fGSaoA0gmKYRiYzeakoq8sy2JychJDQ0MIh8NoaWmR1Mpd6iBBURRuuqkPW7bMiXH95OVFcNVV/+SIiSybaIArLvbEfF60aBHKy8vx/vvv4+DBg1wGm1qthtFoxDnnnIPNmzfjpz/9KW688UZceOGFnM6e0+nkFDNI8Sz5+9a36uFwfBH79u3DmjVrcPnldwI4fjxtbfGJEJ2dR9DcHAKQXczgOPlVwmSiMTmp5rIAE13v4+s0wGiMpswcTDbIsywLjUaDwsLCmGdgzhwWTU1O/OMfpRge1qK42I3Ozm4Eg04cPXq8+Dg/Px9f+UpfXONDigqAZW8CMKUvSNPAN78J3HDDDbjpppu4ffPTxYVxwnTJaWo/0l189fX1GZeE0DQtOnlIZnElIq6dO3diYGAAFEXh8OHDmDVrVsq+UdOJ9vZ2vPDCC7j66qtxzTXX4I9//CPmz5+PY8RUD+ALAO4GsBvAeoqiNMdcfQAAKk2rYvra0soM4o7IBrt27cLy5cu5olJitRQXF6O5uTmrGJfb7cbQ0JCoMoEQNE1jYGAAQ0NDqKqqQlNTU9KH8siRIygrK0N5eXnSbfb29sY1N+S/SG63GzabDVqtFg0NDbBarWhuboZOp0s4ELzxRgV++ct6ydl43d3dqKurw3vvNeDxx+sxOqqHRjOMb33Ljc9//jhxqlQqPPnkk2ho+DZ+/OMmXloyAPgA3IwbbtBxLrqDBw9i48aNXDO44zVAxxGNRnHHHRvR3n4FIpE7uPRoUsDKsiwikQjXRoI0Q/R6vXjqqacwd+5cLFiwgOuHxL92/AF0eHg4rilgpujtzcd771XAbtfFHG9/fz9KS0tF3a29vfkxhMk/Rz5SDfJutxs+nw91dXWS2ouwLBtTfEyy4XbvbsMf/rAaPh+5h05ccskb+NvfbkIoFEJeXh7uv/9+LF26VPJ1EaaTi6mN8P9lGAaDg4MoLi5OOcGsq6tDZWWl5GMRIhwO49ChQzjjjDMy3gYwRVx9fX3YvXs3tmzZgmXLlqG7uxsMw+Dvf/+7IP44hXfeeQd33XUXotEo8vLysHXrVqxcuTJmGVLb9MILL0CtVmPJkiXYtm0bFyZJ9JsYyDXet28frrvuOhQXF2PTpk24+uqrfwzgOgBNAD4F8EOWZf9AUZSaJTpdOI0IKhqNZp2EsG/fPsyZMwdjY2MYGBhARUUFmpqaRK2WdOH1etHb24vFixcnXIYoi9tsNtTV1aGhoUFSqmpPTw8KCgoSFtJFo1H09PRwszI+WJblyFOn06G+vp6Tbzl69CgaGhri5FzIYPDGG+X4yU9aEAwenx3r9TS+850+XHSRS7TWqKenB/n5+RgbG0N+fj7ee+89PPnkk/jd736H5uZmAFOD/f79+3HLLbdg27ZtsNnOw6OP1sDlMgLoh1r9Q/ziFys4AkokDSSMMfX1mfDii+9Co/l/KCy8F35/ITweNdavH0yqssCyLJ577jk4nS7QtA6jo99DcbEXZ55pQXu7n4vNkHbedrtdNoJKVORstVpRVlaWdvNMAikWCEmzPnhwUZy0k05H45vfPCoqK/XWW5V48slmjsxWrnTitddq4qShVq3ajp07v45NmzZh5cqVKCwsFFUzFzv2TNz5ZrMZlZWVMddMuK+qqipUV1envW0+iHpLNnVofASDQVx66aXYs2cPgOM6f8Jjd7vdaGtri1Eyv+aaa+KUzLdv345HH30U77//PgwGA7q6umA0GrF169akv6XCM888g82bN4OiKIyPj/cDOADg/wD8kWVZF0mY4K+jiMVKRCQSQTAYxL59+xCJRNDZ2RnjbsoWyVx84XAY3d3d2L17N9RqNVatWoWWlhbJdRTJXHzhcBhHjx6NIycSUzt48CBcLhfa29vR0dERQ0aJEkfId48/Xh9DTgAQDKrxy182xAnKkuQHt9sNj8eD2bNno6OjA1deeSU0Gg1efvllzne/f/9+fP3rdwAAbr31TuzbdwgPPdSLxx57AkBLDDkBx9W/yb3S6XR47LHHYshJpVLhnXdKodOtAEVFEY1+hIKCKAoKptpQJANFUcjLWwGajgDwIhp1IhhsxJ49q+HztUGj0WBycpLrbTU6OorR0VGMjIzA4/FkXF6QTIEjm2Jnqe4x8nsy3UMh3nqrEg880BEj4vt//1cnkslnxM6dl2LhwoVoa2tDMBjE4OAg14fLbDZjeHgYbrcb4XA4xrWXaayZpJmT55JYVuSvoqIia3ICcqMiwY93J6pnk6pk/vzzz+OWW27h3vU777yTa+eS7LdE2L17N6666ips3DilA+l2uwEgAOB2lmWfSkROwGkUg8r0ZQ2FQrBarRgdHYVGo8HcuXNzki0jRiKhUAgWiwVjY2MJ66cy3TbZfnd3d4zoKyGKwcFBmEwmdHR0JAwck3oOIcggISWBgVhog4ODyM/PR1FREaqqqpCXlweGYVBcXIw1a9bg1VdfhV6vh0qlwv/8z/9w6zNMEH/5yxdw+PBmfP/769HV1YVFixbF7I9lWSxatChGBYJPYGSgn0qProHbvQJq9ZSsjpQ2FL29+XjttUswd+4OAEB+/gewWM5Ec7MPH35Yj64uJiZeMTQ0xBWEkoxEkpxB0rhJSnei+50o/Z1/zpk885lkvUlNVElUQnBM1UYETdi6dSuOHDmC2tpablAnMZlAIBCXkcm/dgaDQXLxMdluotqkysrKjKWWhDhRrTakKpkLl2tra4PL5eKykxP9JuZSvPHGG7F9+3bk5eXhuuuuwx133IEDBw5gw4YNhQDupSjqVpJyLobThqDSBalTcLvdaGpqQnt7O3p6emRtn84H34Li77s5hbK4FKjV6rgU9kAggJ6eHu57lmUxNjYGm80Gk8mE2bNnp7QOxWar/Fl9Mj08ITERIrRarXED7xVXXIG///3v2L59O7Zt24aRkcvw6qtfAk1PqTNcfPFzMBg68c47Ydx44w0JRWf5KhD8bDKWZaFSqVBdHYLHowXDXAiNZqrdh8+nTtmG4t13yxEOm+D3n4n8/I9hMJih1UYxOqpDXl78QE8KPoWDColvBQIBjIyMIBgMcokZ/Bqk/Px8SQSSLkGlm1hASDDZfRZuW0pa+XFY8eyzz2LlypVxLd+FqfAURcU1kLTb7ZwcT7LiY4JESRLl5eWoq6tL47iTIxdFulIyhonSCh9iSubC5fgTg2S/icFut+PGG2/ED37wA9TW1kKr1WLx4sXYsGHDfwLYCiBEUdRt/MSImONLeVanCKS+rERE1e/3o6WlBXPnzuXWlUPuKNnxMQyDgwcPwuv1xu07G6jV6pj2zyTeRdM0WJaF0+nE8PAwCgoKMGfOnISCuUIIXUzCz1/7Wj/uv78tLjaxYcNhHDx4MIaYCMRIj//7xo0bsWTJH7F27RN47bWbcOGFP0Zl5VIwDA27PfXgR9x6hJT4PbhWrx7F739fj3BYi7IywOdTx2S4Ce8F+exw6FFcHMH4+Pmg6SK43VciLw+YmNBiyRJ3ymMi0Gq10Gq1MRlx/MQCv9+PiYkJrhyBFMwS0uIXHqfr5spkPUJQYu1F1OoQp3vIj0lSFHssfTxua4i1pKbak3R1deHQoUNJ3wPyzJCMTGHAnqZpjvhJnyix4mMxgiorK0NDQ4PkayIFuXDxyalkXl9fj/7+/phlTCYTiouLk/4mhmOtNThS4yWmPHlMKGIrAC9FUd9lWTauXcRpQ1Cp4Ha7uTYSiURU5SimFQNpYREIBLiurHIQEwHfxTc5OckVETudTtjtdhQWFqZFTAT8AV4sHkKy9Z54ovGYLNAArr76EBYvHkNdnbjrkAw2Tz/9NL7yla/gmWeewTPPcMXlCIVC2Lnz85g3726cccbXUVf3JQA4ZulIb4cidrwkJfyPf2QxOqo7po03HJPFxwf5XFUVRDhMwWxeAL9/HrRaBj6fGmo1gzVrnKLERuJpZDt8Yubvh6KOq5qXlJTELEOsBb/fD6fTGePmIu4vjUaT0s2VKakRkhdrL0LT30NNzTmgqIUApsjpwQdniejsAYAPq1f34ujRWdz6U72zYicuiY491XGr1Wqu6SEf0WiUIy6Xy4VQKIRDhw5xrtbq6moUFRXJTignysUnVcl8w4YNePrpp7F+/Xrk5eXh0Ucfxbp160BRVNLfxCC02P4/e18e31Z5pf1otyzv+yKvkpPg7IEkbIUAZQmFdgptJ9CytSydTku/kg4M0046ha+UDqUsYZiyDIV2WEqnpdP2K4WuLIUwEAhbiOPd2mzZkrXv0v3+8Jw3r66vpKvNBpzn9/MvsS1fXV1dvc97znnOc0RqynsVC1Yj3wdwFxbm0qRhxRCU1AWktNb4+DjUajVMJpNkHpWg0WgklW6FgnK6RIrBYFCWZX6+IIKan5/H2NgYZmdn4XA4UFdXh2OOOabgvgla5LMV6886aw7bto3gpZdewne+8x3U138FJtNFWY/5xz9O4qGHHsKhQxdgzZpv4Z//+RT8679ezcZcXH/9/Xj11XNQXb0wSXYh0lHjnHPkeQZmO1+TKYSPfexdrF0rv2maeov6+0NwOrXwejVQqwVcdtkkTKYQxOsnX3znf8ZD6n4Vy6UrKyuZ9Jf+PpVKIRwOY3JyEoFAAPPz84jH42nRAt94XCg50XPRvUPjRQ4cOICvfnVhhP111/2CDXXMbGmUAHAVXnjhcaaq/NGPfiTLtbzY5nu1Wp3WfBwMBnHMMccwCXZDQwMcDgeCwSCSySR0Oh2L0KqqqlBZWVlQqi6RSORtO5YNcglKrpP5pZdeipGREWzbtg1qtRqDg4NMpZftd4VAEIQfKBSKTgCStjUrRmZOqRL6v9PpxPj4OAwGg2yL/Lm5ObhcLqxevbqoc5mfn8fo6Ogix4mXXnoJJ5xwQkmjJ2CBCN966y0Eg0E4HA7U19ejvb296IY+u90OrVYr2V/Fy9MrKipgNBrxpS99CdFoFP/5n/+Z8TU+9tj/4N/+7esQhASUSg127PgvaLXHY+vW3+Hmmy/Dfffdh/Xr12NkpBJ/+UsDpqe1aGuLYtOmcVRVjUGn0y2aQMtDzuypd999V1Y/Go+xsSo891xDzt4iYOG66fV62TLzfBudgQW5fnd3N6sjUrQQCoVY1EALMaUKSQ4vt94pfh3Z5PwPP/wfkBYNpwCooFQqsXfvXknp9cGDBzE4OLjodZbaGYaep6amhs0qIwjCgpM5NcsGAgGEQiGkUilUVFQw0jIYDKisrMx6DYeHh9HU1FQyc9fvfve72Lx5Mz796U+X5HhLBFmL3IqKoMSWQBs3bsw4klkKxTiOU7Q2NjYGrVYr6ThBkU4pw/9kMomDBw/i3XffRXt7O9auXVuy40tdDzExmc1mtlu84IILcMstt+DNN9+UbFJ88MEHRQq9OP70p09gcPA6dHT8H3z+85/H+vULKSOzOQSTKZimOGxoaGNCA5pACxyp1RgMBlYgL+UmYGGjEUB/fyD3g/NEvgsxH0lRpEbnyNdn6LjxeJw1HfPCDBqRTmSv0+kWuTWIlYJXXHEFtm7diq997WuIxWJsqOPg4CCeeCKASETKcWSKnW8m/0Op6LLU5ESorq5eRE70nORkzisyKdVKpDU3N8eyLBUVFYy0eHsiqn+VCu9XH75SYMUQlCAIePXVV9HQ0JB1cm42FDJVVxAWnMXHxsZgMBgwODiYMVqjBb8UBEJuEwcOHEAqlUJVVVVJi720Q+RFBpmIiXDGGWfg7rvvxi9/+Uu89tpruPLKKxcdVwoaTQrT01p885tXpj0XKQBXr14NrVaLeDwOhUKxaAJtOBxGNBqFz+fDzMwMq9XwKS8+XZMPecmJyN555x0cOHAAmzZtyqs5s9iFOFvdhqDRaFBbW5uW2qZogSIul8uFaHShvse7mZNCjldEbty4EXfddRf+7u/+DnfeeSfWrl2Ln/3sZUQiDwC4H2JjXeCf/vdv9TCZnsIppzRiYfJ35tdUDnISBAGVlZWS5JQNCoWC3UN8JoG3JwoEAnA6nUzcEovFoFarEY1GGXEVs2GSq+L7IGLFEJRCocC2bduKuhHyiaAEQcD09DQmJiZQU1ODDRs25LRCKsVMKJrWa7PZACzYsgiCgMOHDy+SVhf6QadoVKVSIRaLMbLIREwEvV6Pc845B0899RSSySS2b9/OIqIFNdhVmJz8KP7858uRSsWgVKrQ0fEM4vGt0GgWFi2v1wuLxQKdTpemAMzU96NQKFjahU+piAvkVquVSbqj0Shzssg26lsuOV133XWIx+PQaDT4wQ9+IGu3W+xCnOlv5dSc+GiBv2YULYRCIQQCAfh8Pvj9fqjV6rRoa2BgAJdffjkGBwfx/e//BL/61QN0BAC3AOiGUulFVdVj6Oxsx3vvASbTk4jHT8ZPfxrA3/6tFQMDYRYBiu/bcqCiogLd3d0lm2qdzVfv9ddfR2VlJfx+P6anpxEOh9nj+RqXHNcM4GgE9aFBPiMzpCBHZp5KpWC325kXmthZPBuKISiyQXI4HOjo6EBbWxszfU2lUkxSDmQvyIs/EGKFGf1MEASEQiGWFspGTDzWrVvHpnVee+21uPvuu1ljrSAIOP/8NlitP8PQ0Cdw8sknwedrg9uthsOhwDPPONDX54fJZJKdms20qIkL5PT88Xgchw4dQiwWg9frXZQm5HtpeHJKJBKYmZmB3W6H1WqF3W6Hw+FAS0sL84GMx+M4cOAATj/99ILOOR9I/X0xggj6e3r9wEKU3tjYCL1ezxSFJOPetm0bhoaGoFJ9GSec8FG88srnkEo9DoXiKVRVPQ2V6gQAV0KpfAerV/8/1NToEIvFUVWVwPPPN7KhhnT/0WeXJ6tsrzmf12gwGNDZ2YnR0dGCrks+IAJsb29PI8NkMolQKIRgMAiv1wu73Y5IJJKWmqV0Id9OABwlqA8Niv3gZ9sxJ5NJ2Gw25tFXSBqxkKGF8XgcU1NTmJ6ehtFoxPbt2zE5OZnmSJ7rdef6YPMLQyqVgtfrhdVqhVKpRH19Pcxms+TjxYQorjFFo1Fcc801+MIXvsBcqk2mILq7B+F2X4e6OgtUqj+htvaj0GgEjI1twtlnyx+gmO/7vWBZpIVKpUJ7e3va64lEIvB6vTh06BBsNhtsNhvm5ubgdrvhdDrhcrnQ2NiIzs5OdHZ2oqOjA+vWrYNarcZvfvMbFkFt2rQpq8tDKaMEqY1HKSMQeh1qtZotnjzi8Tj8/np0dKzFySffjOef/0f099+OQGAj/H4BBkMCQA+amv4Zbnc/BgZCi5w7qKlVqplULrKRmk6nY1ZKpawLZQPJ83lIjTMBFl4/CTPcbjempqYQi8WgUqkwMjKCyclJlo7NpkD+oGJFEVQ5QCk1u92OtrY2bNu2rWB1XD4RVDwex8TEBJxOJ7q6unD88cdDoVBgdHQUfn/6qIliBQG0aPKpPJPJhHg8DpfLldG5QYyrrroK27dvx7XXXssk4/fccw/Wr1/PFjuFQoF4XIUzz/wSgsEfo6bGjpoaHVQqDZzO7IQv3mEXshjTuPrZ2VlGRPTl9XrR2tqKjo4OdHZ2Yt26dWhqamKu4WRIzCvjvvWtb+HyyxfcLagGRenXTNe5FJCKNoo5tpRbudk8ntbLJYZGo4HRmITfX4e+vs/A67Vg06Zz4fX6EQ57MDlZCbdbi1hsB1pbPQB8cDorUVu74HLOj1UpBpkyB3q9HmazmW0Ml4qg8oFKpVo0zgQ40ktlt9vh9Xrxuc99DnNzc2hoaMATTzyR021djqs5AMzMzGDPnj14/vnnUV1dDZ1Oh3vvvRfr169nFmyUpgeAk08+Gd///vdL8+KxwgiqlMotPnLp6OjA9u3bixY3yCGoWCyGiYkJzM7OpvnzkSN5MBgs6hykQEq5/ftX46mnPofZ2Qq0tERx+eXDWL8+99TdZ55pxA9/2P2/i9smfPazJjz00Eexd+9erF27Nk1oEY1GodfPYmbGgLa2z6KiYqFu5/er0N4eS1sQpSKRXIuxIAjwer2w2Wyw2+2LSCgSiaChoQEmkwmdnZ1Ys2YNTj/9dHR2dqKtrS3nPSQIAhKJBEKhEF5++WW4XC5s2LABSqUSOp0ODocDkUgEWq22JISa7Tz4vqliyYl3ipiZqcBtt63CZZc5ceGF0azHPjJ/SouNG/8BgYAaodCCQzzgwhNPGFFdDVRWGuDzGRCJKHHqqe/Aap1mJrDJZBLT09OszpWPv14m0CaLPrPvV4LKBLVajY0bN2LDhg34xS9+wRwiXC5XTsGEx+PBBRdckOZq/olPfGKRqzkAvP766zj77LNx3333AQBuv/127N69G88++yzm5uZw4okn4ve//315XiRWGEGVAiQ4mJ2dZZFLqW7sbASVzTg2Ho9jZGSk4Im8UhCEhcGEJEgYHz8RDz+8Jm2RuvPOQVx++TyGh3kCSp/59MwzjWl2RzMzFXjssR049dT70hRtoVAIFosF+/btQyikhV7/TcRiCWg0SWY5dN55zoypHnEa0uVyMRKimpDVaoXNZoNCoYDRaGSpuC1btuC8886D0WhEQ0MDDh48uKgPSo4gAlggGrIr+sUvfoFrrrkG69atS3N+8Hg8mJubg9PpZMVx3uS0VG0ApUrrZXIr//nPj8WnPvVy1r+VGtjIu3OIf/eJTzhhMlVBqVyFVCqFQCAAh8PBHOGdTidLcfE1wXyum06ng9lsTst0LBVBlVrkEY/H0163nCGK2VzNzz///LTH7ty5M+379vZ2tkbNzc3hrbfewgknnIBEIoHjjz8e3/zmNzOO9SkEK4qgitl1RSIRTExMIBQKQafTFewsng2kiuMRjUYxPj4Ot9uNXgnj2Gg0ipGRESYDLhZ8hKHVapkg4frrTZKL1KOPbkM8rkkjoFtvXXA7PvtsF374w+5FfxeJqHDo0KUA3kAoFILVaoXP58PPfvYz7Nu3D1qtFv/+71/gGnFjOP/8WZjNR+THJEog0rFarUy96HA4WOGbvk466ST2/0wTgOn+4G2I6OdSU1uz4YUXXkAymcSpp57KjkELKY3nrqurQyqVYs2zUs7mhTTQApnTWoUgk8Gry2WQdU4mU4iJHuT8TrwZkGoGJxVmJBKB2+1GOBxedN3oiz9HrVa7iJyApSOoco/a4BGLxXDKKacs+vnOnTtluZqLQek+sh477rjjYLfboVKpEAwGsWfPHpx77rl47bXXSpatWlEEVQjIWdzr9aK3txfhcBhNTU0lJycgPYKKRCIYHx/H/Pw8+vr6sHr16kVvutiRPBdokZUCHzFVVFSgv78/TSmXaZEKBHQQN4VHoyr88IfdOPtsV9ZRDMPDw0zSfeuttyIUCiEejyOZTKKrax6XXDIPh8Pxv+lFG/77v62MkJxOJxoaGlgkZDQasXbtWnR0dKCjo6Og6cZ8kyvf4ErCFTnqR0pJPfTQQ7jmmmugVqslSY3Sb0qlcpFPHJ8mDIfDmJmZYQ20YjWhlBS51E4klZUuBIOL3UL0+sXDIFoIKwAAIABJREFUCIuFmJykBAVAZhUm75ghbjyurq7G4OAgizrEKroPIkFlsznSarXYt2/fop/fcsstslzNebhcLpx77rn4l3/5F7bp4qcdGAwG/Ou//itqamowMjKCgYGBQl7OIqwogsrngxsMBjE2NoZgMIj+/n7mLO52u8vmaK5WqxGJRHDw4EF4vV709fVhzZo1kucdDAYxOjoq+1xICSX+sItTeQMDA5JjNjKNVMgEIqZMi1tFxSxqamrw4IMP4ve///2iyPFTn/oU/H4/2traWORDKVWj0Yj29vZF7t3xeDyrQi5f5ErrZVI//vGPf0RlZSWOP/74RX8vJrVMsv5MDbQ0Zp5voBXPQSJyLtV1+NrXZvG979UiHj8SdWg0cVx00dsl3ahJXW++DyoX6LpJOcKnUim0tbUhkUhgfHycpcOp9ygcDrMxJqUmeB7LNWqDh1xXc4LD4cDOnTtx/fXX4+KLL854XLrOmTIUhWBFEZQc+P1+jI6OIhaLob+/H42NjWk3bLkczUOhECYmJuB2u7Fu3bqsozboHOXURAhSO1Ofzwer1cpSednmDEmNzlCpoqioSCEYXNyTVF+/YPvz9a+78d3v1iIWS1/crr/eg+uuuw7j4+OL/latVuOqq67Cxz72sawf5nJIpwlya05iJBIJ/OhHP2KjraVAggi5x+eFFNQTw9caaJxEMBiEx+OBw+FAOBzG0NDQIoPYTIQyOlqJ559vwosv3oOTT/5ympcguZXfe68RbrcB9fUB/P3f22A0jkChKM6XkpDpemeL+uVCo9HAbDYv6p2j9CpJuAOBAGZmZljvEUnnq6qqCnKekcJyjdrgkcnV/Mwzz4TL5cLHP/5x5mw+OTmJnTt34uabb8aFF16Ydpxf/epX2Lp1K9rb2yEIAvbs2YMdO3YcrUGVA16vly36JpMp45te6plQfKRGrg/Z3mCPx4Px8fG8F2WS0oqJiVJ5uRbk9NEZR0YqDAx8GQcOnID0NJ8At/sRPPjgG7jsssvgdDrx6KNr4fPVoqEhiK98xYGzz3bhxBN/iH379uE3v/kNDhw4wNziqfcjFznx1yCZTMLpdDLX7mwOELlQKDkBwNNPP422tjZs2bJF8pyB/Kfd5upT44mLfv/uu+/CZDIxt4y5uTmEw+E0nz2Ktu6552eIRG5CLPY/GBm5HUbjKbDbt2HXLisjqbPOmsOZZ86mOY0fPFiaaCPb9S6WoFQqVcbGbj69GggEUFdXh8bGRpZeDQQCcLlcmJycZGlBnrQMBkPeZLNcozZ4ZHI1r6urg8ViSXM23717N2ZmZnDbbbfhtttuA7CQ2nvuueegUChwwQUXMMurDRs24NFHHy3ZawNWGEFJfZjcbjfGxsagVCpzjtsAShdB0WDEcDgMk8mExsZGxONxTE9PZ/wbl8uFqampgiIGhULBZkFptVr09fWxVFCmBSJdHr6gznvqqTfw9ttv44tf/CIEQcCBA9/FYmNiBerrL8VZZzXjvffew7nnduJzn3sP//Ef/5Hmv1ddXY0zzzwTZ555JoLBIF588UX893//N956662s14E/X5IgUw9IMpmEx+NJ847jbXhy9agVQ07RaBQ//vGP8e1vf3vR73hyKmXEJ9WfdOaZs2zhkarTUGNnOBzG888/j1/96gGsWWPA4cMLYxNeeOFvcdJJj+OFFzZjYMDC/k6hUODzn/88+55/XYUi1/UuhqCInOTUI/nUm1qtluw9isVirGlWagwHbwyb6ZzfDwQFAKeddhpeffXVRT/v6uqC1Wpl35PrixTOP//8Raq/UmNFERRBEBamyI6NjaGiokLSWTwTyOSxUNBwwmg0CpPJlDYYMZvM3Ol0wmq1srpFJqsXsc8eRUxerxfxeDyNmIDs5CSWh996qwl/+ctf8Nxz13CPlDagnZ+vhl6vR1dXFzvXbOawBoMBZ599Nk477TS8/fbbGUea0PmmUinMzMxgZmYGLS0tWLduHZLJJFvQSHlH9Rqv1wuHw8EWCL5eQwo5+hv+WuaDX//61zCbzZKjIeiYpUSm/iQAyDShnPfZe/FFC+68804AwKFDd7LHJJMRPP/8JzE6+iWceOLmtKm94jShXJssqdcuZzNQKEHRKBuxu0UmyKkNabVaaLXaRf6ENIYjEAjA7XazMRxibz29Xl9yJ3Ov14uenp6SHe/9hhVHUDMzMxgfH0dVVRXWrVsn+wYmaDQaBAL5j1WgulE8HmfEJEYmr0CHwwGHY2HseC75MP9zsiSiD1VTU5Okk7rUAiolD49GF+Th990H5gYBWAAs/oC0tkYLGr5Icmyp8yRFHQ1cbGxsxLp169KuG6noCBqNBvX19WwjsOBUEWdKr5mZGYTDYWZzVFlZiVQqhVgstsjzLBvC4TAeffRRlgbhXw+dV6mRqT/pgQf68C//8lzWv7399v/kTFzToVJV4CMf+Sl6ezegr2+URVtiVVwsFoPb7WaEl8sfD0ivp0kp9MSkxg9FlAsiJzkz3giFihd4wheP4aCpxsFgkN1n8XicjZcn8pJrCiuFQiOoDwpWHEEFAoG850DxyNfQVW5tKxOsViucTmdef0PEpNFoWMRksVhYhAFk370qFIqs8vCNGzfi7rvvxjXXXIOPfeyv+N3vWpFM8gq/MNasCWFkpDKtd0kOMpG0QqHAzMwMmwQ8ODjIpLGk9KLx5vS6+GiIf60KhQKVlZVsAaPnpEbaZDLJPM94V2p+Eq0YP//5z7Fp06Y0X8JyklOu9ygXGhr+CTt2nIcXXvg0kskYFIoKNDZ+D3NzX8VHPvJT6HTbccoployquGg0isOHDzM3eDI25WXwUq4PREr8eyOGuOZG0a3YHYN/DP/73t5e2RkRQqnnsNE9Jk4vjoyMoKKiAmq1mjm0RKNRNpaej7jkEPNRgvoQQaFQwGw2F7VgyJ0J5fF4mDuyyWTKWwoqCAImJyfhdrtl/40UMRF4I1o58ulMsvKWlihSqRQGBwfx6U9/Gu3tryCZ/A1qa++H12vAwgC6GxEIbMZjj12Oz37WjoGBiOzGUT7NRo/3eDywWCyorq7GmjVroNFomEO7VMqTduXi3TkN8eO/ALANh0ajYWmc/v5+qFSqtLEcLpeLpW8o2qqsrEQymcSTTz6ZNvq63OQEZJPw575nZmYq0N29EWed9SCefvpSnHTSj+DznYNodAa9vRtwyimWjBOBKWpQq9Xo6OhgP+dTqjR7SzxuniIGudEKvcf8/ZOJ1BQKBXp6egoyTU0kEmXpbRQjmUyiurp60TkmEgmWJpydncX4+DgSiQQ0Gs0iYQZ/7T7MTubACiMooHjPs1wRFD/O3Ww2F/RhSaVSmJiYgMfjkfV46mOSIiYCpcfkigCkZOU6XRJ1dS/i4x8/AXNzlaitXQef78sAHkcg8BRWrfokDh9+HACwf//jOPZYAX/+80UwmayLjp/JYZr/+fz8PCwWCwwGwyJiosfkkxrhFyDamVN0RX1UlEqlnwFgCyv/XLFYjDXSPvrooxgcHEQwGMT4+DgbQldK2yICT3xbtvwcL7zwOYiHAFZV/Q5WawNEpbA0tLZG4Pdr0Np6CjZu/CrM5hPg9wexZctVuOIKadeHXOCjTR686wMN7uNJnh9hIhUdySEOIqdCB/fRfLNyI5NIQq1WL+p7AxbuM0oT2mw2BINBpFIpjIyM4LXXXoPb7cbMzAy6uroKNql+P2PFEVSxyCQzd7vdGB0dhVqtxqpVq4pqVhseHpZl+iqHmAgUDchVqEnJyru7hzE0dCJoQfR66wDcByCFZPJxRk6E/ftvwNjYL3HllbcvOn62iCoej+Odd95BRUUFaxzm03SU8hFHKZkMZKWeW1y3mp6ehsvlQnt7O3p6ehZFWjyRKRQK5jItCAKef/553H///WhtbWVTVOfn52G329kumFJe2XrNckH8ev/v/z0G1177Lt58sxULYhULNm6cgdm8AwcO2HHWWZm9GY+YuAIbN34Nfr8agYAaH/uYo6BzywZafKurq1ldUhAERvKRSATz8/OLpvZWVlYikUjI2oR0d3cXneoqZ4MuId9UolarRUNDQ1qUJAgCOjs7oVKp8NJLL+Huu+/GyMgIBEHAT3/600U2RmLIdTLfv38/zjzzTKxatYr97NOf/jR2797N+p6efPJJqFQqbNmyBffdd1/eNf1cWHEEVQpZLG99Q8Sk1WqxZs2avHPfPJLJJBwOB5RKZdbGQOpjUqvVOYkJAFtQ81Ufnn22C2eeOYs777wTv/3tbzE8fBDpu3X87/e3QKF4CvX1X4TbfUQNduyx38PGjRcBWBxBSSEQCGBqagqJRAJr165ljt9SEVOmVE8u2x9xusjpdKYpAWm3nuk+4dOEqVQKjz76KHbs2IHm5mYIggCtVgudTpe266e+GlIT+nw+eDweFmkRcWVz6c6UMuzo6EZHx0t4+ulenHPOQ2hrOx2pVAJ2ezWAzASVy8S1lJCK2hUKBXQ63SLXEhIXUJrQ5/MhGAxCo9EsajqmiKe7u/sDk+YqhYpPoVCgs7MTn/nMZ7B371489thjTPyTK9rMx8l8bm4OF154IR54YLGY5pFHHsFvf/tbHDhwAHq9HldccQVuuOGGtDR3KbDiCKpY0AI3NzeH0dFR6PV6DA4O5qUYkgI5ksdisYxRDk9Mvb29svo7+JRZPv09qVQKs7OzePHFF7leCGlJOdCNk0++CpOT3wFggtv9FRx77PfQ3Hw5duzIvSMnJ/NUKoXu7m6Mj49Do9EUnMrjIVVwJ7dzh8OB+vp6Jrig56LHSkVp/GTX2dlZPPPMM3jkkUeg1WqZYEOsJASAqqoqVFdXQ6FQwGazobq6Glqtli3EvEs3L4HnF2IpQl5I1W3Hxo1fRVvbwqTeYFCNhgb/oseKQUathaS95T4+374ysbggGo3CaDRCrVZLNh13dXXB4/EgkUjAYDCgsrJySWpJhaLUVkf8PSonxZePk/nc3ByeffZZbN++HQDw0Y9+FP/4j/+I6upq/PSnP8U111zDxGZf/epXccYZZxwlqOUEEVMoFILD4ShIpi6FWCzGjFOlpuoWQkxA+mIrd1pvKpXC3NwcHA4HZmdncddddwEgccgUgN5Ff6NU2tHYOIPGxmkMDV2KUOin2LjxIuzY4ciq4guHw7BYLIjH4+jq6mLRp1KpxDvvvMMiDPq32HqOQrHgpUgEQXUtHmJCyxalPfLIIzjvvPOY8welHoH0SIuPuKPRKAKBAKqqqqBWq1FXV4f6+nq20GQzO+WJiyTwlKozm/8BqVQCwaAafr8KW7eOA2iTdU2KTTlm+32hTc8Eunelmo47OjpQU1PDxAX02QTAVJokLsgm5S6HkCUbSpVKzBaNlcLJ/IILLsDFF1/MPjdf/vKXcemll+Kpp57C2NhY2nFMJhPcbje8Xm9JJ/uuOIIq5OagVBD1T1VWVmLt2rUl2alFIhEWOQHpartCiQlYnBKSo9wjYqqtrcUrr7yChx9+mP1+Qbn4TwAeAJ/mUygS2LAhBIVChaqqSWzfrkFf33/hyiszW/dHo1FYrVaEw+E0YqK02Zo1a9L85Wjh4Rdq+pLbQ0L1Or1en9EQNx/YbDb86U9/wmOPPZbRiohIhwZKzszMwOPxoL29HXV1dYwciMxILk8NnvzrIvcHsUmsXq/HWWe5sX9/D2ZmqtHeHsPHPuZANOpGLoIqhpxymbgWK0bK9Tzt7e1sY6DX69PGcZDHXiAQgMfjgc1mS5Ny88RFbQnv56grEzweT0YyKIWTOd+K09DQgNtvvx1dXV0Ih8Ns48AfA0DRGxIxVhxB5QNBEFhjb21tLeufevXVV1mBsRiEQiGMjIykiS5UKhX8fn/BxARILw587YwH1dFsNhtqamqwZs0aaLVaXH311TjhhBO4hlwAIBHELQC6oVS6UVeng9fbDkH4HjSahcm3bW2xRc8DLOzqbDYb/H4/jEYj+vr6AKQvQrRQZLPpoXrO3NwcW6h5GTMfbQWDQVgsFqhUqkUjRIrBj370I1x44YU5VWOpVApOpxNOpxMtLS0YHBxctBiS07yUBJ7+pdoWCQEoOgmFQjAY/GhtfZX5GKZSWtZEm0kdVyyBZBOjlIqcAGkniba2NrS1ZSZfqREmwMImi6KtmZkZjI6OshlS0WgU09PTbANaDsIqdaRWSA9Uvk7mPJLJJCoqKqDT6WA0GjE1dUTtOTU1haqqqoJVlJmw4ghKzm6bVF3j4+Oor6/H5s2bUVFxpCeIpObFEJTf72e9DgSfz4e5uTloNBrZHmJiZIqUaBEkCILAGgWrqqoYMfFYv349rr/+ftx882UYGFiN4eEhAI9DqfwvGI0d2Lz5t3j99XYAKoyP10CjCcLvV+P889PnBMXjcdjtdni9XnR0dDBrFl6VJwd81z5fFKe0GB9tJRIJJqtvaWlBQ0ND0VETYWJiAvv27cMTTzyR8TFE/Ha7fVGdSwpS14BvZhWnCwlk/MrXGmOxGIaGhhCLxeD1ehGJRACk+xJWVFQUJUvOJP8uJTkBiyOolpYWtLe3F3QsjUaDurq6tEVUEBYGdNLQT+p1A46M4qCIqxgDYnotpSS+QkZt5ONk/sQTT+Ccc85BXV0dEokEbrzxRlxyySVQKpW45JJL8OCDD2LXrl3QarXYu3cvLrjggpIrIVccQWVDKpXC9PQ0JiYm0NDQgC1btqQRE0Fus24meL1ejI+PswXI7/czuXhzczN0Oh3b/fFd8vR9JmRL49HviJhsNhvrL8pGtDbbaejpOR+jo/+P/ayt7VvYvPl1GAxvY2BADaezES6XHtXVybTJt8lkEna7HW63G+3t7ejq6mKvgV5XJueIfMBHW9FoFDabDeFwGJ2dnVAqlQiFQpicnFzkDFHoiPWHHnoIu3btyiiM8Xq9sFgsqKqqwurVqwveyGRazKSiLV4CDyxsSFpaWliakdRxkUgEHo+H2e6QLyF/PXghCP8v/z5J3WelJif+uADQ3NyMzkwmg0Ucm64B72nHpwlpwrTY8YH+lUv074dRG/k4mYfDYZxxxhmstnrqqafipptuAgBceumlGBkZwbZt26BWqzE4OFhygQQAKPK8oZa2mlgGUP8Fj1QqBYfDgcnJSTQ2NqK3tzfrbvvQoUNobm5O896SC7fbjcnJSQiCkFZjMhqNqKysxOzsLOLxeFqHvhQyNbpmWlCSySTeeust1pPT2dkpSb5iXHbZLzA8/P1FP29q+j/4+Mev+18TWgOamtS48soFOTkRvdPpRFtbG1paWti58YtoKciJQFGa3+9HZ2cnq/GIwUdbVNPJp7Y1PDyMr3/963jiiScWpQv5dGJXV5es61tKJJNJuN1uOBwONDU1sftTrEjkpfTkS0jXIhJZcP3gRRl6vT7Nl1ChUCASicBmszFrJ/6eK4U4gnDw4EEMDg6isbER3d3dJTmmGF6vF9PT0xkNinnwjg/UQJtIJGQ5mgeDQUxMTGDt2rUlOe8nn3wS09PT+MY3vlGS4y0xZIVaKzqCSqVSsNlsmJqaQnNzM4477jhZu91CZ0LNzs7CYrFkFT+oVCqWkskGPqIS71zFiz7t6Km/iF98MxEasLCQfeQj16Kr6yN47rm/RTIZgVKpRnPzs2hsPBaplBehkBbRqAaf+pSLOYw7nU40Nzdj/fr1ixYuIqVSkVMikcD09DSL0rq7u7OmGbLVtoLBIEKhEGZnZyWjLYPBgAceeACXXHJJGjlFIhFYrVamRiy25aAQkAjEYDDgmGOOYbt6nihoHpg4TUgLKx9tkS9hMBiUvB5EQpS24p03xO8r/35IvTfZ7l1goUBfLnIC8pN+Szk+0KaXSMvtdrNGezI+plldpZ6m+2H24QNWIEHRB8tqtcJisaClpQVbt27NKw1TyEyo6elpHDp0KKf4Qa4cnJAtrccTYX9/P0ZGRljza7ZFgSeS006bx2OPnYBTT30Sf/rTx3HyySdCoahFfX0ITqcWVVU+nH32MGpqfHj7bQcaGhqwdu1aVvOiGgLtJktFTmLxAd9kmy/42hYPcW3rz3/+Mw4dOoTLLrsMVqsVOp0OPp8PoVAIXV1dqK2tXRI3Ah4k1QcgKQIRbwoI4jSh+B6ihZgiUYVCgWQyyeydvF4v/H4/Dh48yJpoqbYlrtXkIiAx+M1TVVVVWckJKL43iW865rMqqVSKOZr7fD7Mz8+z+0k8sbeQeqDH4yl5yvP9hhVHUIIg4NVXX0VTUxO2bdtW0I2h0WgWpQmz4eDBg3j99ddlqfLyIahM5EQ1LZVKVbAKkM7BZArioovs+MtfNsFs/ioaGqbR3f0r7Np1NgRBwMjICHw+H8LhJqxdu5Y12PJExEdRxZITL4dvaGjIKT4oBhRtkaXRHXfcgauuugq9vb1wOByYnp5mNkw2mw3z8/NF1bbyQTweZ95sXV1dktZa2a53NlFGJhd4AGlKSY1Gg56eHqasJGfzaDTKSJ8nLrmfNTrf2tpatLe3l530S908S6DR8QaDAa2trXA6nQiFQjAajZLGsFqtNo20Kisrs57X0QjqQwiFQsE6owuFWq2W5ZU3Pz+Pv/71rwgEArKJIpMcXOpx4sUjEAjAYrGAjDMLaSKWqh+YzSGYzSFceeXf4ve//z3eeust2Gzr4HK5oFKp0N7ejvb2dgiCwCJL8Q5avFhmsiQSS6z5n5O/XXV1dVoaq1zFef7Yr732GmZmZnDcccdhdHQUzc3N6OvrYwsIH23Nzs4iFAql1XLy7dvKBJogTCnNnp6ejGmzfDcDcl3g4/E45ubmmJqVfAkpgqR7iOpaHo+HKSvFvoSZlHE1NTXo6emBy+XK8wrlj3IRlBgkksiVJqRapnjwIZEXqTa9Xu9RgvowotgFLVcNan5+HiMjI3A6nairq8speOChVqtzEpSYnEKhEBsFX0wNJNd1EQQBAwMDeOONN/Doo3ZEIp9Gba0XmzaNorFxwaZHypZIarEUP4/U89JxKFWp1+uZKk6qbpatNydfUBRAFkb33nsvzj77bMTjccmoLd/aFu/DJyfa4iPH5ubmrI3ipazxAUcIi9Kqs7OzaG1tTRNhSEVbYgk8cMSXMBwOY3p6GuHwgl8gzZGqrKxES0sLent7S16zyYRkMll0T6McZGtNyZUmDAaD8Pv9cDgcOHDgAO69915otVr8+te/RjAYxPr169OalT8sOEpQBSBTDYpGbdDCVki/Rq4UH09OoVAIVqsViUQizZEhGzL1YuRymqAivMPRjETiGKjVr6Ol5Xz4fJX4zW+OQSi0H+3tc0zNxO+QC10sA4EArFYrVCoV+vr6WH1FrAYUR2VSJCWW6ucisx//+Mf42c9+hosvvhgqlQqhUAgXXXRRXo2+mWpbVMuRG23xsvVcKc1SkxMd0+PxwGq1or6+Pis55pLAKxSKNF9CXpRBjcbRaBT79++HUqlENBqF3W6XnIVUKixlBJVvup1PE5IadsOGDfibv/kbfOYzn0FzczN+9atf4Tvf+Q5uvfVWHHfccVmPJ9fJ/Jxzzkkb9xONRuHxeDA+Pp7V5bzUWJEEVSzEM6GImFQqFcxmM5xOZ0Fj4QF5vUxiDzu5oz1IuCBeXLI9J6UNlUol+vr68PLLA9BqdUil7kMi8Sbq67dArdbBat2Os86aSnN6IMm8QqFII61MU2kJ9PpSqRSMRmPGMfWZFmGpn+ejLFMoFEz88OMf/xiJRALnnXdeyebtqFQqWdFWOBxmaaGmpqacHmflICdKN6nValk9XXKIi8QzPNRqNTo7O2E2m6FSqaBUKhEIBDA0NIRUKgW73Y5AIIBUKsWUceKUV6FYKoIq5fPU1NQgFArhS1/6kuxaZz5O5r/73e/Svr/jjjswPDwMILvLeamxIgmq2DQQNeryxLR69Wro9XqMjIywTvRSnhs1nFosFkSjUaYaywdSRJSJnOi5kskkuru7mUzW4dCiqWk1gsFGxGJ/hU63BQZDEjMzuqxOD0RaMzMzzMuLr0XQnCSr1YpIJJKVeEtdc+KPFY/HYbFYWO2DxDDPPvssXnzxRdxwww04+eSTF0Vg4pRjvulG/trFYjFYrVYkk0n09fVBqVTKirZK3VdmsVgQiUTQ3d1dtHQ+lyijoqIC/f39ABYW8mQyiXg8zjIRvBqRUl6BQIClCVUqVcHKuKWuQZUCdK/lc975OJnzCIfDuPPOO/Hiiy8CyO5yXmqsSIIqFn6/Hz6fDxMTE2w4YSwWw+HDh2X1MOWLWCzGiqbFyJnF6UMpcopEIrBYLIjFYixtyPfOtLVF4fdrYTBcAqVygYSCQRVaWzPPmlKr1aipqUkjHH48+Pz8PMbHxxGPx6HX69n1DIVCLEVIKJcggvqp5ufn0dnZuejDFolEkEgkcPDgQZx00kkAssunxeTFn7c4NclHFg6Hg50DuZwDyBltUaRarEsGL8Lo6OhAX19f2VR09L5WVlZiYGCAnWsikYDVaoXdbofJZGL3KN2DarUa9fX1aGhoYMSVTCYllXHkysIr48Rk+UEkKILUe1MKJ3Me//7v/45zzz2XOcFkczkvNVYkQRX6gfN4PBgZGYFKpUJFRQU2b94MYCE/S15epQTtpAOBAIxGI/r7+4taLHhCEpMTOYwTCRKZiGcynXqqG48/3gHADIMhCb9fBb9fjfPOc+Z9LlqtFm63G36/H11dXWhsbEQ8Hmf1mfn5eUQiESgUCpbWoairVB90ai6em5tDS0sLq6+IDXx1Oh327NmDk08+Oe/nyNV3JggCZmdnMT09LdnTJVY4UkG9oqIiLa1XjJJQEI6YBjc1NWFwcHBJFm2dTpdGTi6XC8PDw2hubsb27dvZOfDRlliUQfcoSeDJSFahUDAiDwQCaT57fLQlZ9BfKVBKgiKfSSmUwsmcII6egOwu56UyY2bnV9KjfUjBExNFTC+99BKAhTdwZGQkTTQhx4aIvpeCIAgYHx88pM3hAAAgAElEQVRHIBBAZ2dnyXaxtNPkySmbwzi9Bv65zeYQLrrIjueea8TMjA6trVGcd54z69wnMZLJJFODiRdkrVYLrVabZoKZTCYRiURYlz7Vp7RabVptKx8JtyAIcLlcsNvtaG5uXrQgU2pPq9XCZDLhlltuYePKSwkSH9TU1KQJIHI1t9J9xNsWaTQaaDQa1NbWsr9JpVI5XTIUioXhi3q9Pk2+X25otVpGTqFQCIcPH4ZSqWRTA3jkksBLERewsLngG47p3g8Gg2wT5PP58Pbbb7M+JN6uqJQkXcpIzev1yq49EwpxMr/33nuxc+fOrM3SvMt5qbEiCUruIubxeDA6OgqlUsmIiYff78fY2Ngi1V02Asomp6bmy2g0iqqqKhYxiXfghUKlUrEPcCKRgN1uh8fjSXMY53fpma4T9UWJX0Ouc6RhiNPT02hsbGSOE7mg0WhYjYFAaS5ekEFmntkEGYKw4F5NLu6ZzsFqXfAVvOSSS3DppZeWPJrgxQdms7kg375MNSf+Z3xtiye0RCIBn88Hu92OWCzGevuoYE69N7wHXymh0WgwMDAAhUKB4eFhzM/PY2BgIO++Hno9/PsjbjSWiraoibilpQUejwebN29GMplkfUjUBE19SDxxFepqzl//YlFIk24+TubAQh1aHD0ByOpyXmqsSILKBZ6YBgYGJHcq0WgUQ0NDJXlTYrEYHA4HIwvevSBTbaOQ6EylUrG0ocvlQnt7O9atW8ceT8fI9zXJ6Z+i0RO1tbV5uT9kEnEUIshQq9Xw+/3Q6XQwm82orKzMmN7YuXMnLr/8cpx66qmyzlMuKJVKNb5y9axl+5tkMslqXUajMW14Iu8KQdEWjaHnv8jhWo5kXwwi5bm5OUxOTqKrqwtms7lkRMjfv2LiEkdb8/PziMViSCaTUCgUaQ3HtAGglDMReiQSSRt+SMRVTucQMQoZtZGPkzmwED2dc845aS7vQHaX81JjxbmZAws3qlQfExGTQqGA2WzOGELPz8/jmWeeQU9PT1FhLUUx8/PzaG9vZ30Ow8PD6OzsLGgeFA+ezFKpFIaGhhAMBtHZ2clGMZAtUbaIKddzZLuHKIVlMBjQ2dmZV0Nkrt4suQiHw2zcRmVlJeLxOJLJ5KJRE2JBRimRSCTYJoQnhUJQqFCEb/ZtaWlBS0vLotcrJVXna1tE/rmUhFIKR2CBMJqbmzE1NYXa2lr09/cvWUqRRyQSwfDwMJLJJAYGBlBRUcHk71I1QmpCB8BqlLyreSAQYKkunrQohQoAr776KrZu3VqS8//DH/6AF154AT/4wQ9KcrxlwFE380wQLww8MWWKmAgulwtTU1OyLYmkQDtYl8uFtrY2rF+/Pq1Yma9hbCbQbpEK8DqdjhEh3zwpVZDnv8/U4JptoaT+KY1GU1AKqxTkRCnTQCCQJsunY5NSUEqQwacJi9kZ86a2ra2tWZtc5aBQcvL5fGzqaaYINlMflVyXDEqxZlISJpNJtilbu3ZtQVZcxSKVSmFqagrT09MwmUxpdUWpNCFt4KTShLwLPF23SCTCiMvpdCIcDjN1JU05rqqqKtq5YiX48AErlKAI+RATAMzMzMBmswFYuJnzHblBEt65uTm0trZi/fr1UCqVixbjUhBUKpViIgByGCfFXCgUYoICqVRhtu+lCIz/fzAYhNVqRSqVQk9PT0FNlMWSEy8ZF/vV8cfOJMigaKEYQQbvvlBXV1cSU9tCyCkSiTAbLJPJlFFllW+TbyaXDCklITnat7a2wmQyoaOjo+RqLzkghWBrayu2bduWdaMgV5QhJi2VSoW6ujrWIkAbWZ/PB5/PB5fLhcnJSdbjJR5+KHfzcpSgPuR4/fXXAUAWMQGA3W7H9PQ0+17sJpENNMBvdnaWzUni1VfixbgYgiJ1ms1mS1sYBUFAdXU1wuEwpqYWHB8oxUULL01TzQUp4QYNsItGozAajYuuaSZiE0dn4tH0+UA8gkMcrcghPr62QJAjyCBHA3JAsFgs0Gq1WLVqVUnUTfmSUyKRYOrMXE3d+ZJTNvDRFtV47HY7NmzYgNbWVgSDQRw+fBjhcBhqtZrZHtE1L0cdJxwO4/Dhw1AoFNi0aVNRgySziTKySeDps0Z9SEqlMm2GlMViYQbUvDlsVVWV5GbI4/HIGrD4QceKJCiFQoHBwUHZN6rFYsHs7Gzaz+REUFID/OQ0nRaSPqTFwGq1orq6Oo2Y6FharZY12wFHpoOGQiE4HA7WZJwtxSVe5Pk0WrZJtrkiM/Gx80k18iKM+vp6yWilmKhMjiBjenoawWAQsVgMCoUCjY2NRdWZxM8vlzx4km5ra8s5wLGU5MQjFAphcnISFRUVOPfccyWnT8fjcbZAS1kZEdEVqppLJpOYnJzE7OwsBgYG0t67UiJXtOV2uzE6OoqOjg72WcwkyuBnSPGj5onMVSoVczpZCRHUihRJAAvKuVyvXRAETE5Owu12L/qd0+lEIpGQdCqnRWJmZgaNjY1ob29fJFPOtmA6nU4kk0nZZrNkJqrX62E0GqHT6dL8zvIRQFCKixbeYDCYVvylRlmVSpWWRmtsbCxqMS6mtmK1WlFZWQmj0QiNRrOIzChKLZcjAtVVfD4fjEYjtFotu3ahUIilcwoRZORzXSilSHOU5Dikl5qcyAUiGAyit7cXGzduzMsCRxAWrIz8fj/8fj8CgUDe0RaJQUZHR9He3o6urq4lacQVIxaLYXh4GLFYDKtXr05TjUqlCXmQQo7+H4/H2cj4H/zgB3jzzTehVquxbt06bNiwAZ/73OdgNpuznk88Hsddd92FG2+8ET/5yU+wa9cuyccJgoA9e/bgySefhEqlwpYtW3Dfffcxu7NMv8sTsj6MK5ag4vF41h21IAgYGxtLk13yoLHOfERCfT40TK+jo0OyfybXbt7lciEcDsNoNGZ9DfzE3K6uLuj1+oKJKRsEYWEGEC0YHo8H0WgUOp0OtbW1zEKmUBVcIeREfUQqlQpGozFjTUN8reWmGuVcN0EQWITc1taG5ubmjH/HCzJCoRATZIjl2/yiK/e60LgVtVoNo9EoKzNQanLiI7eOjg40NTXBZDLl3UyaCXy0RfehVLSVTCYxPDzM+qzK0TyaC4KwMMDSYrEwIUau+0lKAi9V/6Wvyy67DLfeeis0Gg3eeustbNq0iTXZZ8K9996LcDiMX/7yl/j7v//7jAT18MMPY+/evXjxxReh1+txxRVXwGAw4J577sn6uzxxlKCyIRtBpVIpjI6Owu/3Z/x7r9eL+fl59Pb2phFTfX09Ojo6Mu7u5KSaqLtd3H9ACAaDmJqagkKhQHd3N/R6fdpOrFTExJ9zIpHA7OwsZmZm0NTUhNbWVtaRTwuveNGlNGG2Jtd8ySkSicBqtTIn92x9RMWk9aTUinRdU6kUswWqr6+XjJDlgBdk0L8UrfLzojIJMviput3d3bIjlVKTE0XwtbW1bFPW19eXd59OvqAeJRqp7nQ6EYlEUFlZibq6OhZtVVdXL4ltE7CwaRwaGkJdXR36+vqKrqnxxEX/t1gsOOuss/DKK6+gt7c372Pu2LEDX/ziFzMS1M6dO/HJT34SV199NQDgwIEDOOOMM+ByubL+Lk8clZlnQ6YFXBAWbIaykRNwZCbU7OwsHA4Ha0DN1tMhd8HMJJLI5DAunrdTSpANjt1uX6RGI8WSlAqOTDupZ4Y694m0+KGDcsAX/Y1GY07D3GKVgPyx+eiK5mLxwxPpd+IeIKnGaf73mQQZsVhMUr7Ni1lIEUYuIHLf91KSEykEAaS1EvT29padnACwzVAgEMDc3By6u7thNBqRSCTKWtuSQjwex+joKAKBAI455pii3d8JvCgjFovh3/7t3/CLX/wC9913n+QGNpNR7PPPPy9b2j42NpZmKmsymeB2u+H1erP+Lt/pCnKwYgkqExQKBUwmEwRhwXwzkUggHo+zL/re5/MhGAyioqICa9askTUnR+6CKZ6qSw7j0WiU7ZRJ/MDnqUsJQRDg9/tZ74ycWUCA9KLLO5d7vV44HA42/puPtqQWDJLmk/NFrqI/IK2MLBb0HqRSKfT29i5qos5ERlLnlu3/ROY6nS7NzZwELXNzc6wPT6PRwOPxsAZkIv5MKBU5UdOx1+tdpBDs6elZsuI9zYvS6/U49thj2WvXaDSor69POw9xtGW32yVrW/lGW4IgYHp6GhMTE+jp6cHq1atLvkkUBAH79u3DDTfcgPPOOw8vvfRSxjRuJqPYfJ+Pvwa0IaWNcKbflQNHCSoDFIoj5pv8JFen0wmLxYKmpibo9Xps376dkZmYxOj//Pdy1HkktSZbomAwyKIG4Ih0tVyFX7/fD5vNVpRPHA/emLSxsVGyUdbtdiMajaY9lhobSTIuZ+EoVGyRCbxKsbu7u2Q1FWCxIaz43PnUItlhabVabNq0iY2ip9Sgz+eDw+HIKMjgm0mLOV/qrWtpacHg4GDaPdjV1VU2pRyPRCKB0dFR+Hw+rFq1StbOXaFQMAPY1tZW9vNilIREkAaDAccdd1xZHDHcbjf27NkDi8WCRx99dEmk5UajkUXGANgmta6uLuvvyoEVS1D57HJ4VVB1dTXrpXj55ZfZsYjM5BwrE5HRvzQS/NChQzAajSzPzBfwyyUNpum5XV1dJe/0F6fBdDodixQIiUQCMzMzsNvtbLLq3NwcgsFgWopQ6lqXkpySySQbw9HR0VFQrj8fZDp3GhwYi8VYWhc4smPV6/VpAhHaLFFdi7zjlEoleyylCfNZUAOBACYnJ2EwGCRl/EajEU1NTYW8dNkQBAEOhwOTk5Po7u7GqlWrio5W5EZbvP+ewWCA1+tFKBTCmjVrypLaSqVSeOKJJ3DXXXfh+uuvx2c/+9mybUjFRrGXXHIJHnzwQezatQtarRZ79+7FBRdcAIVCkfV35cCKJSg5oB3j6OgoDAYDNmzYUBJ/PHIwECMej2N8fByxWAxmsxknnXQSYrEY4vE4YrEYIy+pyKyYhZmEB7QIlip/zkNOesnv98NisUCn02FwcJApsChSoOGGNpuNDaMjwqIJqsV+UOg9dzgczHGd+snKBSly4g1dxcMLcx1Lo9Gk1QYVCkWawwMpUHlBBpE/CTLofGKxGKamphCPx9HX1yd5/3d0dJRlFAkPv9+PoaEhVFVVlS1aIWSLtiwWC3N8VygUeO+990pe2zp8+DB2794Nk8mE5557ruxRKfWskWL50ksvxcjICLZt2wa1Wo3BwUGm0sv2u3Jgxar4MhnGEoiYKioqYDKZJKOJl156CSeeeGLR55JIJDA5OYnp6Wl0d3ejo6MDL7/8MhupLEf8QK9HKrUojtT4xYfSGrQIlgO5yCkcDsNisUAQBHR1dcnaBPDuDiTKKMYdAwATQJCxrbinqhwQH59PozU3N6O1tbVs3n38NaRUK++nR8MjjUYjGhoa0txPCK2trbL79QoBLz5YvXp1WcaKy0EoFMLQ0BA0Gg1WrVqVJo6haCtb35ac2lYkEsHtt9+OZ599FnfccQdOOumkskUm7wMclZlnQyaCmp+fx8jICBtUly2aeOmll3DCCScUfBMlk0lYLBZYrVYYjUYYjUam4BsaGoLH44FSqWQ7M7rZi5XMRiIRjI6Osp6Vuro6SYLLRuBykY2cotEobDYbwuFw2hTffCBegHl3DJK+A9ndMcj+SaFQsH4yqWOXGuLjkyiFJ8hSHl8OKJ1ts9lQUVEBtVqNSCQCQRBYepC+uru7y0ZOfC9Rb28v2tralmWxTqVSmJiYwOzsLFatWiV7Eyenb4taCRQKBZ577jl84xvfwK5du3Ddddcti8P7EuMoQWUDyXkJ/NRcs9ksa6f2yiuv4Nhjj8271yGVSsFqtcJisTBlGhGTWKZMklmfz8dudEEQUFVVhZqaGkZccs6BCNHhcKCrqwsdHR05d+fiVKLU9/SvGJnIiR89kU/6Sgy5C3AmdwytVsvSpl1dXWnnsZTkRApBah8oNo0sPr5c8A2/3d3daWloXokZDAah0+lQV1cHnU6XFiXQrKhi4PV6WS9Rf3//ks5Z4kHmsmQZVezrEkdbb775Jr797W+zHqerr74ap59+uuRE4Q8hjhJUNhBBeb1ejIyMQKHIPgNKCvv378fatWtlq9wEQYDdbsfExARaWlrQ29vLxmzk02SbSqXYTU5fiUQCBoMhLdriazh2u50RYldXV1kaFzMRGf1LqkSHw4HW1lY0NzcX/KEvhkD4cSe1tbVQKpUIhUKIxWLQaDRpkVY5ZkSRilFskVQqJVQhxrKkFu3p6clZg2xubobRaGSfIf4+DIVCUCqVrNUgnw0UWQNFo1GsXr16WcZxAAsbhsOHD0MQBKxevbpoFasUkskkHnnkEdx///3YvXs3+vv78fbbb+PNN9/E1VdfjWOPPbbkz/k+w1GCyoZUKoX/+Z//QSqVgtlsLkiJ89Zbb6Gvry9ntEWWOGNjY2hoaGBD2kppS0S7M1oofD4fMy6NRqOss726unrJUyV8r0hbWxu6uroWSfNJgi+OzKRk+YWSE6WvHA5HxvoO1V2CwWDB7hjZQEbA5NVYLFGLkc+14a2a2tvb0dTUlPPeaGxsRHd3d9bH0Oh0ivhpA0ViFrGYgDIKNpsN/f39bJjmUiOVSrEMg9lsLpsq8d1338V1112HzZs34+abby6LCvADgKMElQtut7uoXdrBgwfR3t6eMS9NC+LIyAibHlqMkatciNWHDQ0NzIAzHA5Do9GwsfKlSstkAp1HbW0t+vr68h7UJkVkmQQg2ZoFyUi1uroanZ2dkjv6TIs7747BT5SVcsfIBqVSifn5eVgsFtTU1GS1xCoE+ZATb08kx1gWABoaGjLab+WCIBwxgSXSCofDABYip5qaGvT29qKmpmbJbIl4eDweDA0NoampCb29vWU5h2AwiFtvvRUvv/wy7r77bhx33HElf44PEI4SVC7IcTTPhuHhYdTW1rJR7TxcLhdGRkbYDJhyGbmKQbU0Uh9K5bL5tIzP52NpmVKKMXw+X5rYZCly6lI9Zl6vF4cPHwYAdHZ2sjEpYjLLNyoT12SkXMt5d4xoNIqJiQnmn1jqtJHc8+cdMXp6emSfR11dHXp7e0t2z9LI9Vgsho6OjjQzYkEQ0tLVNBOpHJByHC81BEHA7373O9x00034whe+gC996UvLVld7H+EoQeVCsQQ1Pj4OnU6XNnLD4/EwN2Wz2QyDwbAkxOT3+9Nqafn2MkmJMQCwhYKirVwfrFAohNHRUcTjcQwMDCybLDgajWJ0dBShUAgDAwOL0iikWpQjAMknZSblWp5MJpFKpdDU1ITGxkbo9fqS7tDl2Gglk0nY7XZ4vd68610U/Zbivs02cp1/DJ+u9vv9iMViJRVk8CrBcqYV7XY7/uEf/gFqtRp33nknOjs7S/4cH1AcJahcyJUWygUabd7d3c0iBmBhSm9VVdWSEBMRAjX3ljKfLSXGSCaT0Ov1aQpCnU6HWCyGsbEx+Hw+mEwmyQF1SwHqKZudnUV/f7+sUQe5UEiPGY2foCnKlZWVjLjC4XCabDubO0Yu5CInsT1RS0tLXot6TU0N+vv7S3Lv8iPXSbkqF6UUZJDjOKXdyxHNJBIJ3H///fjJT36CW265Beeee+6HuaepEBwlqFwolqBoYF80GmURQ21t7ZIQUzQaxdjYGPx+P0wmExoaGpbkAyAWY3i9XibbbmhoQHt7O2pqakrqFC33vGhHbDQa0dnZuSxD6khCT3XHjo4OptjjiYwiLT7aSiQS0Gq1bL5WtlEbQG5yCgQCmJqaQmVlZUF9VVVVVTCZTEVfR37k+sDAQEnTvfkIMsjDLxAIYM2aNWVxTAEW1L1f//rXcdppp2HPnj1lSRt+CHCUoHKBemAKQSgUwsGDBxEIBLBhwwbU19cvCTHF43FMTEzA5XKhr69vWRVPNpsNVquVWd3w0dZSiTF4QUhDQwN6e3uXrcnR7/djeHgYWq1WlsmulFt+MBiEx+OBx+NhjvkKhSKt0Viv17P2BCnEYjFJ/758YDAYYDabi3q/aOS60+nEwMDAkkXVYkGGz+dDIBBALBZDXV0dWltbUVNTA4PBUNJUq9frxU033YSDBw/innvuwfr160t27A8hjhJULhRCUJFIhE3abW9vh9/vx+DgYJqRazkII5lMstw9dfAvR4RAju7j4+Nobm5GT09PxhSJOCUTDAZLKsbw+/04fPgwdDpdSVzXC0UsFsPIyEjGelexiMfjmJ+fZ18+nw/JZBI6nQ56vZ55O5Jc2+VyFdUAXVlZCbPZXNTiPTs7u+wj14EjjuOVlZXo6elBJBJhG6lgMIhUKrWofzBfpWkqlcIvf/lLfO9738O1116LL3zhC8v2ej9AOEpQuZBMJiUdEKRANRa3282KqqFQCG+88QYbw1BVVVXyG1McqZAd0nKAbKCqqqqYZD5fkBiDFIS8Mwa/SGSLgiKRCEZGRhCNRjEwMFDSERj5gDYNMzMzSx7NJpNJBINBRv5utxvhcBgVFRVoaGhgyjeahiy3x0yv12NgYKDge4z3rFuukevAwvUZGxvD/Pw8Vq9enXHTUKwgY2JiArt370ZTUxNuv/12SUXvUUjiKEHlghyCopSa0+lEX18f2traABwZ3uX1etMWW4VCkZbWKjRCoObWycnJnJFKuUEKQZVKldE4txjQ6HhSEGYSY6hUKpbe7O/vl9VYWg5QFDk2NlZWZw45CAaDOHz4MDQaDRu0yS+2kUgEWq02jfxpsZWaY1ZbW1vQfZZMJjE+Pg63242BgYElG1oohiAILHojf8t875Fcgow//vGPMJlMeOONN/D000/jtttuw+mnn35UBJEfjhJULmRzNJdyGCcXALFfHg8q2vp8PkZaANhOjBbcTAsaNfeOjY0x94d8Uw6lQjgcxtjYGCKRSMkVgrnAizF8Ph9mZ2cRiUSg1+vR3NyMmpqaZRFjeL1eDA8Pw2AwwGQyLdt7E4/HWap51apVWWXj0Wg0LWrlF1s+1VoIMfFkvZziFCCz43ipkEwm4ff7cdttt+GFF17A3NwcamtrYTKZcOGFF+Kzn/1sSZ8vHo/jrrvuwo033oif/OQn2LVr16LHCIKAPXv24Mknn4RKpcKWLVtw3333LZtNVB6Q9aFd8d1iYogdxo8//nhGTBRtZaszqVQq1NbWpi3mJNemqaeHDx9muW8+QggEAhgdHYVer8eGDRuWzTCS5lLNz88vW6RC9kI0v4gMO5PJJIu0HA7HkokxKK0Yi8XKqgDLBV6t2NPTI2toHw2G5EUKtNj6/f60SbKVlZWSfo5SyDRyfalRqON4vvB4PNizZw9sNhubbkvPHQqFSv58DzzwABQKBY4//viMj3nkkUfw29/+FgcOHIBer8cVV1yBG264oawzmpYSKzqC4h3NqdYzNTWFtrY29PT0sNHr5VDmUVrL7/fD5XJhbm4OwEJTZH19PVtsl/JDz7ud9/T0oL29fdnSFhSpVFZWor+/P6sAopxijGQyyRY/k8m0bGlFYKEGODw8jPr6evT19ZU85ZurHsOLCMbHx1n0tpxecqV2HJdCKpXC448/jrvvvhs33HADLr744iWNEnfs2IEvfvGLkhHUzp078clPfhJXX301AODAgQM444wz4HK5luz8CsTRCEoOaIz0+Pg4Wlpa2KRI6l0ByiMZVyqVUKlUcLlciMfj2LJlC2pqahAKheDz+TA3N4fx8XHE4/G0XW1NTU3JC8/ksj41NYX29nZs27Zt2Woq4XAYIyMjSCQSsiMVrVaLxsbGtAiBF2NYrda8xRj8ePHOzk5s27Zt2VJX5K6dSqWwdu3asqVv+KZXmvNEQw2JsCYnJxEIBFhE5vf7AaAkc8ryAe84vmnTprIpOIeGhrB7924MDAwsyXTbfDE2NgaTycS+N5lMcLvd8Hq9HwoT2hVNUMlkEvv27UN9fT22bt3KHMbLSUzAEal6IBBY5LpAo6b5BYJ6OjweD6amphCLxVBRUcGiLCKtQorBVO9qaGgo+yjtbKC0osfjKYkThVqtTht7DqSLMZxOJ0ZHR1lTJ59qDYVCzGdxOa8JH72V0107GxQKBSoqKhCPxzE5OYna2lps2bIFCoWCkZZ4A8BvAkqdAVgqx/FwOIzbb78df/jDH3DHHXfgxBNPfF+KIARBSNsYUFRdjAHB+wkrmqDUajWOO+64JYmYgPQm2/7+fhxzzDE5n4cf9dDa2gpg4aaMRCKs6G2z2RCJRFgqhhZbmtYpBTKV1ev12Lhx47L1ENGCY7fb0dPTg4GBgbItBHzaj8CLMZxOJ9555x2kUikmZHG73TmvZalBYzDGx8eXPXrLNnK9vr4+rd7Dp635DAC/meLHbOQL3nF869atZYnYBEHAX/7yF3zzm9/Erl278Ne//vV9Pd3WaDRiamqKfT81NYWqqqqSzRZbbqxogvL5fHj33XexevVqaLXaJWmy7enpgdlsLup5yFlAr9en9V1Eo9FFAgJeYlxTUwNBEDA6OgpBEJa92E8Nv62trcuWVlQoFNBqtUxxSa4glNYiYQsvxqBrWQ4xht/vx9DQEAwGw7IKD8Qj11evXp3zns20AaDNFAkyxNeSxp9nupb8IMP169eXzTpoZmYGN954I4LBIJ566in09vaW5XmKgcvlwsc//nE8/PDDGBgYwCWXXIIHH3wQu3btglarxd69e3HBBRe8L6O9QrCiCcrlcmHv3r147733oNFosGHDBmzatAmbN2/G4OBg0bUevsm2s7MT27dvL+tOWKfTobm5Oc0hmgQEbrebmcrq9Xo0NDTA5/MBQFnnQUmBHN+rqqqwZcuWZVV/0fvT3d2dFr1VVFSgoqJC8lr6/X6Mj48zMUZVVVXRfW+8G4U4Ullq8CPXt27dWpQYI9NmisZr8HUthUKxSPo+MzNTdsfxZDKJhx9+GA888AC+9a1vvdgQYzUAAB7eSURBVK8X+FAohMnJSXi9XgDApZdeipGREVY7Hxwc/NAo+IAVruIjCIKAQCCA119/Hfv378frr7+OgwcPQq1WY/369di4cSM2b96MdevWySItfoIsOTcvV5NtIpHAxMQE5ubmmLt3IpFg0YFY9cYvtKUmLartCIKAgYGBZe3VoHldjY2N6O3tLfj9ETtjkH2OXDEGn+JczmmyQHqksmrVqiWPrnl3DFK2KpVK1NXVLXLPL9U1euedd7B7925s2bIFN99887K5kqxAHG3ULQZEWgcOHMD+/fuxf/9+HDx4EEqlEuvWrWORFpEWja622+2w2Wyor69Hb2/vskYHNEa7q6uLNRpnApGWlCsGEVcx0QGN4jCbzcuqhAoEAhgeHoZarYbZbC5Lr5mUM4aUGIMcOlpaWlhbw3KAjySXmyT5mteaNWtgMBiYSEiOO4ZcBINBfPe738W+ffuwd+9eHHvssWV8VUchgaMEVWoIgoBgMJhGWu+++y4UCgWampowOTmJT3ziE7j22mtRW1u7bDY8ZJFU7MLHu2LQ4kBKLXJyyOZAwPdV9fb2oq2tbVmjAxpPMjAwsORFZF6M4Xa74XQ6IQgCqqurUVdXxxbapRRjAEd6qxoaGtDX17dsJMlnHeT04BXqjiEIAp5++mncdNNNuPLKK49Ot10+HCWopcDw8DC+8pWvIB6P46STTsLU1BTeeecdAMDg4CCLtNavX1/2xYfGTtAE1HJEb7wrBpGW2BWjqqoKLpfr/7d35lFNXXkc/16WAMoAgopCFDSAiCKLUMo4Ksp4RM9Uq4zbqHi0rW3VKaPWVm1tq9baabWouI6OS61bdUZatR532lqtNgQFF8ruNhVlTSSBbHf+wPeasBkgyUO4n3M4ysuD3LyQ97vL735+KCwsFNxVZziFJnSQ1Gq1yM/PR3l5OR8kDZMxapcpsWQyRnV1NXJycqDRaCxW6txUDI3jfn5+zc6aM7RjcKU2uOzckydPws/PD8eOHYOLiwuSkpJYdVthYQHKGty/fx9FRUVGUwTc3qWMjAxIpVKkpaXhxo0b0Ol0RkFrwIAB6NChQ4tvmFw1X67MvLUVSZyBgHPmlZSU8GsHrq6uglgxOGlofn5+syq4mrst3EZozuvY2HvekBnDHMkYppRctxamGsdbgl6vx8OHD7F69WrIZDIQQqDVauHt7Y3ExETExcWZ/Tm///57zJ8/ny9AuXHjxjq6orS0NIwYMQIBAQH8sQkTJmDhwoVmb08rhQWo1kZVVRUftGQyGTIyMqDVatG3b1+joNWxY0eTghZX7l2j0cDPz0/QBV5ubcfGxoavmsoFLW6EoNFojAzllrBiAL/XiXJ0dISfn59gJR+AmozF7OxsXvxrjtFBc5IxgN8TQ7p27SpowAbAb5RurnHcVOqrbst1GAgh8PLyMuvzcRvNjx8/jujoaKSmpmLSpEkoKCgwGqWeOnUKR44cwfbt2836/M8RLEA9D1RXV/NBKz09HdevX+eFpFzQCgkJgbOzM/8hVqlUuHPnDuRyuVmsCy1tP2fFeNbajqEVgwtc1dXVcHR05ANWc60YXFtyc3NRVVWFgIAAQVO1q6qqkJOTA61Wi4CAAItkLDZWpsQwI1Ov1yM7OxsAEBAQIJiEGKj5283KyrJ4vSjD6rabNm1C//79LfI8tTl06BDWr1+PS5cu8cdCQ0OxcuVKvPTSS/yxffv2YenSpXz5nj//+c9YvHixoH+zVoYFqOcVtVqNzMxMfqR1/fp1VFdXQyKRoLq6Gvfv38fevXvh6+srmGHAsJx3S4r1ca43w5FWU60Yhm3hUumFWmcybIsQU2iGyRgVFRV4/Pgxqqur4ezsDA8PD8GSMQyN4/7+/hbL5NTr9Th69Cg+++wzQarbrl69Grdu3cLevXv5Y/Hx8RgyZAgSExP5Y1xxSUIISktLMW/ePKhUKhw9etRqbRUYJot9XhGJRBg4cKDRutbmzZuxbt06REREIDIyEq+99hpUKhUCAgIQFhbGj7RcXFwseuMxt0SVc705Ojo2aMV4+PAhlEol7O3tjaYHnZycUFRUhMLCQnh5eQmqBDI0Y3DCXSHaQghBx44doVQqUVZWBrFYjB49evAbY61txgCMjeORkZEWuy5cddsuXbrg3LlzglS3re3GA8Cr1AwxHMW6u7tj7dq16NGjB1QqlaAj3NYGC1DPCe7u7pBKpUbrTBqNBjdv3oRUKsU333yDFStWoLKyEv7+/nzQCg0NNVvKO7eG0alTJ4tLVBuzYnD+QblcDjs7O3Tu3Bn29vaorKxsVJljKbg1LycnJ0HNGIBx0b6wsDB+Cs3W1taqZgzAesZxtVqNDRs2ICUlRfDqtmKxGGfPnjU6dvfuXfz1r39t9Od0Oh0cHR0FXS9tjbApvjaGVqvFrVu3+OzB9PR0VFZWws/Pzyhoubm5mfwhVigUyMnJESxL0BCVSoWcnBzodDq+amrt5AFDJxy3V8sSQUutViMvLw+VlZUICAgQNEmFK7leUlLSoqJ9tVO1Dfe+mZqMYS3jOKUUly5dwuLFizFmzBgsXrxY8Bt8RUUFJBIJLly4gODgYFy9ehUjR45Ebm6ukUPv4MGDiIuLg5ubG7RaLWbOnAlnZ2ds2bJF0PZbEbYGxahBq9Xi9u3b/JpWeno6b3XgEjFCQ0Ph7u5uFLSqqqqQl5cnSMn3+l4DZ4L38/NrNDGE0w9xU4RPnjwBALNYMQBjS0evXr3g6ekpWI/dGiXXDS3l3DXlzBi165QZGsd9fX0tlilYUlLCV7fduHGjUbq20Fy4cAHvvPMOCCGws7PD2rVrIRaLER0djZSUFERERGDXrl3YuHEjbGxsQAjB0KFDsWLFivY0vccCFKNhtFotfv31V6ORFtf769u3L/Lz82FnZ4ePP/5Y0KQDQ6u2KcqmhqhtxeA2cRpOZ/3hD394plWAm+a09A3YFJ48eWKUTm/tfWaG1XcrKiqgUChACEHXrl35hAxzJ2Po9Xrs378fycnJglS3ZZgNFqAYTaO6uhqrV6/Gzp070b9/f1RWVqK0tBS9e/fmR1phYWFWK3teWlrKa3h8fX3NvubFWTEMRwacFcMwg9De3h5KpRLZ2dlG+7yEgjNStIaS64YdiF69esHV1dWoI2DOZAyuum1AQAA++eSTVlfdltEkWIBiNA2FQoF169YhMTGRX0/R6XTIycnhR1oymQylpaXo1asXQkND+cBlTsFoZWUlcnJyQAiBv7+/VTU8hlYMbmSgVCpBKYWnpyc8PT2tbsXgMPTVmWKksDRyuRy//vorXF1d0bt37wZHnxqNxmivVlOTMVQqFdasWYNz58616uq2jCbBAhTDMuj1euTk5PDCXJlMhuLiYvj4+PDrWWFhYU1em9FoNPzIwN/fv9kL/ebAMJ1eLBajU6dORokDXF0tS1sxOLhChs7OzpBIJIJWeW2syq6pNOTN45Ix8vLyEBwcjBs3buD999/HlClTMH/+/FZd3ZbRJFiAYlgPvV6PvLw8o5HWo0eP0LNnTz5ghYeH1ytrNUw6MMVkbWkqKiqQnZ0NFxcX9O7du96bIlcpVi6XN2jFaEl5cw5zBANz0VTjeFMxTMZYtmwZ0tLS8OjRI0RHR+NPf/oTBg8ejCFDhpjt+QwxxZ9HKcUHH3yAr7/+Gra2tggPD8e2bdsErWv2HMMCVEvRaDRYv349lixZgr1792Ly5Mn1nsfEj/Wj1+tRUFBgFLSKioogFov56cGioiJkZmbirbfeEjzpgDN8q9XqZhXsa8iKIRKJeI2TqYkDhoJZoS3sQM20a1ZWVouN489Cp9Nh165d2LFjBz788EO8/PLLyM/PR3p6OjQaDaZOnWr25zTVn7d7924kJyfj4sWLcHJywsyZM9GxY8c2VcHWirAA1VI2b94MlUqFlJQUzJ07t8EAxcSPpsMpb/773/9i06ZNcHBwQMeOHdG5c2ejkVZzs/Wag06nw927d1FUVASJRGL2JJDaJTU4K4ahf9DQas+N4J61tmMNuP1VpaWlFjOOc2RmZmLhwoWIiIjAypUrrTZaNNWfN2rUKIwbNw6zZ88GAFy7dg2xsbEoKSmxSjvbGEx11FLmzJkDADh27Fij5xUXF+P06dOIiooC0C7FjyZjY2MDb29vXL58GYcPH0ZERARfAiItLQ1SqRS7du3C//73P3h5eSEkJITPHhSLxWYNWoYlObp162YxPZGDgwMcHByMNqwaWhzy8vKgVCpBCIFOpwMA3uMnZAq1oXE8MjLSYiO4J0+eYPXq1bhy5Yog1W3z8/MhkUiMjkkkEuTn5zd6nkQiQWlpKSoqKgTNpGzLtPsApVar653X/uGHH0zO1Bo/fjz+9re/GYkfExIS2pP4sUk4ODjgP//5D/+9jY0NfH194evri/j4eAC/2whkMhmkUim+/PJL3L9/H926dTPKHuzZs2ezbuLcHiIHBwcjJZC1EIlE8PDwgIeHB19y/d69e/D09IStrS0eP36MgoICq1kxDDE0joeHh1vs2nDVbVeuXIlXX30Vn3/+uSCjRVP9ebXP49pa+zyG+Wj3AUokEuHnn39u0e9g4kfzY2NjAx8fH/j4+GDcuHEAft9zI5VKIZVKsW/fPv6mzo20QkNDG7W8c0kHCoVC8D1EgHHJ9aioqDo3Si7bTS6X4969e7wVo/YGY3Os3en1et7EbknjOAA8ePAAixYtgkgkwsmTJ81el6kpmOrPE4vFuHv3rtE5zs7OjZaYYbQMtgZlAjExMXjjjTcaXIOqzf379xEYGAi5XP7M3q6piRgsg6h+uGQCbnpQJpPhzp076NKli5HGydvbGzt27EBoaCgkEongSQctKbnOWTG4wNVcK4Yhhsbx5o5KTUGr1WLr1q3Yt28fVq9ejVGjRgm+p8lUf96uXbuwa9cunD17FiKRCPPmzYNCocCePXsEbf9zCluDshQlJSWNih+XLFmC6dOnm/Qh3759OwghdVJaa7Nnzx589913uHbtGp9B9O6777b7DCJCCLy9veHt7Y0xY8YA+D0dmhtpbdmyBbdv30ZQUBAePHjAr2lJJBKrr/GYo+S6ra0tXF1djUZ/hsULi4qKkJubC51OV68VwxBD43hISIhFR/xSqRSLFi3C8OHDcfnyZatuwG4MV1dXHD58GLNmzeL9ed999x2USiXu3LmDiooKAEBCQgJyc3PxwgsvwM7ODkFBQe3+82dpWIBqBrX/cFUqFWJjY+uIH03B1ESMQ4cO4fXXX+dvIImJiYiNjWUfkHoghKB79+546aWXcPPmTXh5eeGrr75Chw4d+JHW0aNHUVBQgE6dOvFrWqGhofDz87Oo4DQ3NxddunRBZGSkWZ/HcK2Kw9CK8fjxY+Tl5RlJXqurq1FWVgZ/f3+LFlasqKjA8uXLkZWVhX//+99Wq27bFIYNG4ZffvmlzvH79+/z/7e1tcWqVauwatUqszynTqcTdFvF8wCb4rMCpiRiPGsasU+fPti8eTNiY2MB1JgFXFxcUF5eLvg6SmumqqqqwTpEXBaf4T6tvLw8uLm5ISQkhJ8i9Pf3b9GNhCsRQikVvOQ6pZQfYYlEItjY2ECj0dQpE+/g4NDiqTfD6raJiYmYNWtWuxS73rx5E0VFRRg+fDiAmveAUspfizt37sDLy6u9WTLYFF9rwRyJGCyDqHk0ViSPM2+PHj0ao0ePBlBznYuLi/mR1okTJ5CbmwtXV1eEhITwyRgBAQHPXOPhkg6Kiorg7+/faIkQa6BWq5Gbm4uqqiqEhYXx65eGVoyKigrcu3cP1dXVcHBwMNpg3BQrRkFBARYuXIiuXbsKVt22NSCTyRAREYEvvvgCw4cPB6UUhBAQQiCVSvHmm2/C2dkZer0ec+fOxcSJE4VucquCBajnhJZmEJmicgGYFYMQgi5duiAuLg5xcXEAam7gJSUlvHvw008/RU5ODpydnfmRVnh4uFHQunXrFuRyuUX3V5mKoXG8d+/edcS+hBA4OTnByckJnp6e/M8YbjB+8OCBkRWDG23VtmKo1WqsX78e33zzDdasWYNhw4YJngQhBNz0XV5eHmxtbTFq1Cijxzds2IDPPvsM//jHPzB9+nS8//772L9/P/z8/BAeHi5Qq1sfLEC1UmonYkyfPh07duzA5MmTIRKJkJycjPHjx5v04S8vL8f48eONVC5jx46to3IBajYdx8fHMyuGAYQQdO7cGSNHjsTIkSMB1NzAy8rK+JHWP//5T74ch1qtho+PD5YtW2aRAoJNQaFQICsrCy4uLoiMjDQ5s48QAkdHxzpl4rmgpVAoUFRUBKVSiYKCAqSmpsLLywsnTpzAhAkTcPnyZavtLWtNnS9uawn3nqenp0MsFvPXkBACtVqNjIwMJCUlYcKECQCAZcuWISYmRlBrSGuEXY1WijkziE6dOoU+ffogOjoaQM16V/fu3XHu3DkjlQvArBimQgiBu7s7RowYgREjRoBSio8++gjHjx/HK6+8Ao1Gg6SkJGRnZ8PJycloTSswMNDi6w1arZbf7xUYGGi2968+K4anpydOnz6NH374Ab169cK3336Ls2fP4sMPP8SIESPM8rwN0Zo6X1u2bMHSpUuxfPlyjB49Gn5+fsjOzoa3tze/p4xSCpFIhMTERHTv3h1AzVaTzp07w8HBAQqFwiJte15hSRJtiIaSMUaNGoXc3Fzs3buXPxYfH48hQ4YgMTHR6FyVSsWvNXBWDJVKxawYJnDhwgUMHjzYqBdMKUVFRQVvxEhLS+MNFgMGDOCDVt++fc1SY4pLgigoKLC4Gd6wuu3ixYsxZcoUfuQgl8uh0+ksXjLFVI8eAOzbtw9Lly5Ft27dAJi/8/Wvf/0LX375JS5dugR/f398/PHHSExMxKRJk5CUlASNRlOnY8KtSV2/fh0TJkzA9evX28vmfpYk0d5oKBnjk08+MUnlAjArRksYNmxYnWOEELi5uWH48OFGWVxyuRzp6emQSqVITk7G7du3IRKJjIJWUFBQk4IWZxx3cnJCRESERUdpWVlZePvttxEQEIDvv/++jnWCK3hpLhrrfJni0QMsrySbPXs2Zs+ejbVr12Lnzp1ISEiAjY0NHBwcoNfr+feDC0oA+H9lMplRpeaHDx+ic+fO7X7Kr32/+naCqSqX+tDpdHB0dGx0PYHV0mkahBC4uroiJiYGMTExAGquj0KhgEwmg0wmw+bNm3Hr1i3Y2toaBa1+/frVeS+saRxXqVT4/PPPcf78eaxbtw7R0dFWSYJ4Hjpfer0eNjY2WLBgAd58803MnDkThw8fRkpKCsrKyvDee++hZ8+eRteLS6a4ePEiv765YMECHDlyBIcOHeKn5dsr7W9TQjtk7NixyMjIQGZmJgDg6tWryMrKwogRI1BSUoJBgwYhJycHAHDw4EGUl5cDgElWDG4NYNOmTcjIyMCaNWswduxYKJVKo/MMTRi3bt2Cvb093n33XQu+6ucLQghcXFwQExODBQsW4KuvvkJaWhrOnz+PGTNmQKvVYtu2bYiNjcXQoUMxb948bN++HV988QWmTp0KkUiEyMhIiwUnSinOnz+P2NhYeHh44KeffmoVpddrZ7cCNZ0vsVj8zJ81pfPVFLjPiE6nQ4cOHRAUFAR3d3cMHDgQ27dvR1RUFNatW4fffvuN/xlbW1s+y/LmzZsICgrC1atXkZqa2u6DE4DfN42Z+MV4Tjl//jyNiIigkZGRNDo6ml66dIlSSundu3ept7c3/eWXXyillO7cuZOGh4fz57799ttUqVQ2+HsPHjxIo6OjjY6FhITQb7/91uhYXFwc3bZtG/99eno6dXd3N9fLazfo9XqqUCjo119/Tfv3708DAwNpVFQUjYiIoDNmzKBJSUk0NTWVFhcX0ydPntDKysoWf+Xl5dGJEyfSMWPG0MLCQqEvgRHl5eXUw8ODZmRkUEopvXLlCnVzc6NlZWW0uLiY/vGPf6TZ2dmUUkoPHDhAy8rKKKWUajQaOm3aNPrGG29YrG1DhgyhY8aMoZRSevLkSTp06FBKCKG9evWiDx484M8rLCykhBAqFovpnj17+ONardZibWsFmBRz2BRfO6EhlUuPHj2MdC4zZ87EzJkzTf69rJaOdSGEwNnZGT/++COSk5MRExMDSimUSiWuXbuGtLQ07Ny5Ezdv3gQABAUF8dODwcHBJlXz5TCsbvvRRx9h3Lhxgo+YatOQR8/NzQ337t0zm5KsqZSVlaGwsJAvHxMXF4fY2FgcOnQIYWFhRvZ2Hx8fbN26FbNmzeLXnJgGqQYWoBgtgrJaOoKwYcMG/v+EEHTs2BGDBg3CoEGDANRcb5VKhYyMDL6e1o0bN6DT6dCvXz+joGVYzZcjMzMTCxYsQGRkJH766adWvc3AUp2vlqBQKPDgwQN+uwYA2NvbY9q0aQDqBiCuSq9Wq4WdnR0LTk9hAYrRIlgtndYJIQQdOnTAiy++yCes0KdKIy5o7d+/HxkZGdBqtejbty9CQ0MRGBiIU6dOIT09HcnJycxq0Exu374NvV6PyMjIeh9vKAC196y9Opg6F0jZGhSjHhpaA6g9/79z5046ePBgWl1dTSmldO7cuTQhIaFJz5WamkrDwsJocHAwHThwIL18+XKdc6RSKe3UqRONioriv9asWdPCV9m2qaqqolevXqWbN2+msbGx9K233mrr6x8WRafT0RkzZlA/Pz9aUlJCdTqd0E1qjZgUc9hGXUaLuXDhAt555x1+DWDt2rUQi8WIjo5GSkoKIiIioNPp8MEHH+DEiRNGJgxT98uUl5dDIpEYGQMmTZpUxxhw6tQpHDlyhKmaGIKSmZmJ4OBgoZvRmjFpMZMFKMZzganGAEvbAhiMpsCtKTHqYFKAYvugGM8FpmYLjh8/HoWFhbhy5QpOnjyJgoICJCQkWLOpjGeg0WiwZs0a2Nvb4+DBgw2eRynFsmXL0KdPHwQFBWHatGmorKy0YktbDgtOLYMFKEaDaLVaoZvAQ03MFjRMo+ZsAceOHYNKpbJaWxmNs337dhBC6jWOG8I2dzNYgGLUS1lZGbp168bXRBKa5hoDmmsLMKWX3xZ6+EIwZ84cLFy48Jmp1IcOHcLrr7/Oa4gSExNx4MABazSR0UpgAYpRL66urpgyZQquXr2KwsJC/rhcLkdiYiLi4+ORm5trtfY0pGsaPnx4i1RNDWFKL5/18BtGrVbzKe6GX2q12uTf0djmbkb7gE2QMurASS8HDRqETZs24cyZM3jttddw8eJFLFmyBNeuXcOrr77aaDl1c9OQMaB23Sxz2QLmzJkDADh27FiD59TXw4+NjTW5TldbpiG5a1OoPa3LNne3P1iAYtSBG228+OKL8PLywo8//giNRoMVK1aga9euOHLkiFFlWWvpbxoyBghlC2D6JsvCNncz2BQfo14opfD19UVUVBRSUlKwcOFCxMXF4fjx4/UGJ51OB51OJ2STrQ7r4ZuX2mb96dOnY8eOHfy0YHJyMsaPH9/qfIAMy8ECFKNe9Ho9Tpw4gTNnzuDJkyd45ZVXsHv3bvTs2ZM/hxDCl9WwtbVtd/4wc/XwTUnISEtLg7u7u9F6ztq1a1vU/tZG7enahIQEDB48GC+88AIiIiIgl8uRnJwscCsZ1oRN8THqUFxcjHXr1iEpKQmBgYEoKyuDRqMBUHfUtHHjRhw9ehQajQYzZszA3//+dyGbblFKSkowZswY7N69G/7+/nwPf/LkyRCJRM3u4ZuSkFFcXIz4+Pg2ZchITU01+r623NXW1harVq3CqlWrrNwyRmuBjaAYRqSnp2PixIn49NNPsWjRIpw9exZhYWE4c+YMlEql0c1XpVIhODgYs2fPhrOzM86dOwegJoi1RSzVwzcl7bq4uBinT59GVFQUoqKi8N5770GhUDT7tTAYzwWmSvsok8W2eZYuXUrt7OyoRCKhZ8+e5Y+vXLmSEkLo8ePHKaU1RfMMycvLo1OnTqXLly+nlFImx2wmQ4cOpQcOHKj3MaVSyV/3kpISOmXKFPryyy9bs3kMhjkxKeawERQDQM2a04ABAzB//nz8/PPPiI2N5R/7y1/+AgCQyWQAwI+iuGSAR48e4bfffkO/fv2s3Or2AzNkMNojTZXFMtophJBTALoCGEQpVdZ6LB7AQgAzKaW/EkIIZX9YTYYQkgpgK6W0YUHd7+eKAWQBcKGUsrRBRpuEjaAYPIQQW0JIvX8TlNKRlNKw2sHpKWIAagB5T89lwamFEEI8CCE/EUL8n34/mRDi9vT/dgBWA9jLghOjLcOy+Bg8lNJ6NzKRmrklm/oeJ4Q4A/ABUEQp1RJCbNhN0yx0QM115Xb8OgE4RwjRo6bszfcAPhCobQyGVWBTfIwmwU3fEUK6AOgEwBbAOwAyKaVfCNs6BoPRlmAjKEaTMJi+8wGwFUD40+/zCSEqAP+hlD4SpHEMBqNNwUZQjBZBCLEH0B/AqKf/fkQpzRa2VQwGoy3AAhSjWTxdlyJsvYnBYFgKFqAYLYZLokDNDCALWAwGwyywAMVgMBiMVgnbB8VgMBiMVgkLUAwGg8FolfwfFXuHh8HxgdEAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 432x273.6 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 3.8))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"X3D_above = X[X[:, 2] > X3D_inv[:, 2]]\n",
|
||
"X3D_below = X[X[:, 2] <= X3D_inv[:, 2]]\n",
|
||
"\n",
|
||
"ax.plot(X3D_below[:, 0], X3D_below[:, 1], X3D_below[:, 2], \"bo\", alpha=0.5)\n",
|
||
"\n",
|
||
"ax.plot_surface(x1, x2, z, alpha=0.2, color=\"k\")\n",
|
||
"np.linalg.norm(C, axis=0)\n",
|
||
"ax.add_artist(Arrow3D([0, C[0, 0]],[0, C[0, 1]],[0, C[0, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n",
|
||
"ax.add_artist(Arrow3D([0, C[1, 0]],[0, C[1, 1]],[0, C[1, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n",
|
||
"ax.plot([0], [0], [0], \"k.\")\n",
|
||
"\n",
|
||
"for i in range(m):\n",
|
||
" if X[i, 2] > X3D_inv[i, 2]:\n",
|
||
" ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\")\n",
|
||
" else:\n",
|
||
" ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\", color=\"#505050\")\n",
|
||
" \n",
|
||
"ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k+\")\n",
|
||
"ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k.\")\n",
|
||
"ax.plot(X3D_above[:, 0], X3D_above[:, 1], X3D_above[:, 2], \"bo\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18, labelpad=4)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"dataset_3d_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure()\n",
|
||
"ax = fig.add_subplot(111, aspect='equal')\n",
|
||
"\n",
|
||
"ax.plot(X2D[:, 0], X2D[:, 1], \"k+\")\n",
|
||
"ax.plot(X2D[:, 0], X2D[:, 1], \"k.\")\n",
|
||
"ax.plot([0], [0], \"ko\")\n",
|
||
"ax.arrow(0, 0, 0, 1, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"ax.arrow(0, 0, 1, 0, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"ax.set_xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"ax.set_ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
"ax.axis([-1.5, 1.3, -1.2, 1.2])\n",
|
||
"ax.grid(True)\n",
|
||
"save_fig(\"dataset_2d_plot\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 매니폴드 학습\n",
|
||
"스위스 롤:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import make_swiss_roll\n",
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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yQIREFERzXScZT3KM7C1ersiE42QBGZl4gOueGqShtUMUuelzpmnxJPlMKg3KiDAGcrlGc73JmFaOVPKXjLO1ZmVQysVxouZ+wU1D1VvnnYWkdzqdaEGtRyWJCxkrUBtMpwjUenAhnofruk0xyayUXC5HrbZ8aHZ7LlKhkImKR2+vRGsIwySARghDodASfaUgCBIrKSOb/1rrSdnEn2wfhslzjcaZz6U9iCHZt1kmqi5x3SVWUrKm5DgxxiSBDplFlawbZdUtkmoRUmqCoIDnJSJkjCSKis0xJ/vwESJGCAiCYipUdbLIQCEUcVzo+Oul0wRKKdVRxWvPB1agVkEmLmtd9O8ELpQ8qPU+TquNiUjvLx90ICXk863eW8aoNpcWaRfUloWTyy20SB0nCYJojzzP3HbtogeGIAClVneuSnm4bpwKQkIULRe8I5rJueDjOK3XZUKTBUUseJXQgKTR6EmDN1qCG0U+rhumr5FEUQFwMMYhirrwvBqJlZVHqdNXt7Ccynok6l7ovLrP/izotF9ZZ8uFVItvPY+jlGLxxyeEbj6WCYfWkMs5tNxnJk2IbZ/ET3XfLdxvK2w8I7G4IJfLLBBDGCYutSSJlmbC7JkwRhIEhaarTymXldTG09olDIu4bhIOH8centdY0g3XcufJBYLqulWkDNHaQal8ul7ltL0uTxDkyVyDyXh1R393Ou27fa5q8V1IWIFKWcmFuVQNtVczF+J7kdRQjBAi8+0n9z1P4Hmt84njxVbOYjIrovWIUq2EWciE7tTrKo5FWnXcYIzAcQSFQqPteZcwPLUW3lIkYeFnTnkQQrWtPTmpSLW+/mHo4Hn1VKxba1Qg0NrBcWq4bj07anMbKWOEUIRh33JHPuPYOoVOFChrQVlWzCtp/Wijz6WzvvwaYxYm07aLEySuuSRptRXFluX6QHI+9XqAMa2KIWEoyeV0U6TCMBOiU2lVajDkcmFqoSUuRN+P0doQx+uT/O04Ab7fWmOLogJxnI3b4Dg1PK+KMRCGXTiOSaP8krUrISJ8fz617AyuG6BUnsSqykQqbkbtLcfpr7eWMJ7PnKnOuUaTXEwrUJYVYwVq/V5/Po/TaKjm2hJAGGpyuVOtpSjS+H6rtFAYJqIlJUxNVZidrbF169bm9sYIGo0spBtWaj0kFR3ao+8M+XyDWs1Jk1zXgsH3awvWmDyvnrbKcHCcOrlcpRmK7vsVgmAArbM1I0kuN9V2PsmfECp16SXWlOvOYoxLHHfTKqO01Lme+p4IEeL7EyQlmCCK2o+/cXTad9uGmVuBWhWvJIF6NaOUoVaLm59nUtV7caXwxGVXq7XWrLKPXimYn18uzE6cInSnJ7GylpqHXDde4IY7G1oBFO35TCYNeADXrabiJdPtDa5bJwyTJneOU8NxsnwngVK51MrRqdswRogA122kY56j0RjldCIFGseZRco6UgZI2UBrD2OKJAI6RRD4bPT01FlWvg2SACtQq6LTBGotX6iNsqCyxoxBEOB5XrM5XxIBJ89bGG0STdcaf73eCiEHCIKzLy20WsIwt2T+0uIw8rMhWUsSJNZJ4qIDmuHoSY7SwrD3zJXpujP4foVE1JLXOk7i3ouiYtpXKqsykVlTEY5TRalTk3Kz69X3J5CyiuPU0scMQqi0+GyBpAxTzEZXnuik7zbYNSiwArUqOk2g1sK5LBYbRRFTU1NMTk4yPT1NsVjEdd1mGxOlVLOtyVLvpxCiKWJRFKGUIoqiBeKWCdxKbq/kXI2B06RCnVOSRFovzTXKxiOXLFu0egRB0E0uN59aU8n9zGKK4xKOM5EKAoAkjrvxvAqeN5tG9glAoXUeITSNRi/gpUEhM2RWmZQhQihyuSmiKCKK+li8npQ0YGyk5yhIpqCkGkZiSWXrbudnauokC8oKlBWoVdFJArUeOVnrVerIGMPs7CwTExNMTU1hjGFgYIAtW7Zw2WWXobUmjuMVWUvtfbmUUkxNTTE7O8vw8PACcVNKEccxQRA0xa5d+NpvL8VKxW2523EcN8e5vAgacrk6jpOEkQdBfpkwcEEQFFDKwXUVWguiyF9RyPhy7+HC+y6NxiZaId/tYe8+jcZQM0IvjgsIEeF5MxiTtRHJgkN0atW0po1EzGbS6D9FYkXF+H4Zx6kvcveFjI6ClHVa5ZeS8bXyy2KiqH/DrSfoPBefDTO3ArUqOlGgztfr4zimWq1SLpeZm5ujVCoxNDTE9u3bT6n0vpqSSlkfLiklnueRy+XI5XLr2gG0vVPymcQtDMMlH69Wq2itmZycXPL8hBBcddUWcrlc2iJDIGWN55+fBlYigsG6uEKTOnhzCKGWTZg1xk8TfA253ES65hQjZYzWXlN4AIKgn3aBi+NeQOD7U9kR0+AJjZQBrjtDHPcjRESxeKIZXi9lkFpsOs2h8oiiAZTq4dRpSSFElO733JX+6ZTvdoZdg7ICtWo65SLeaLHUWjM9Pc3ExATlcpk4junq6mLPnj309PScs1+e5+I8212IZ8uJEyeI45ht27Yt+bwxEd3dtfR28uf7DiMj/dTrC8Uuc2OeTijP5AptF7cwDDl06BCeJ9m+XTfzuVx3llqtQBAUl3SXum4Dx6m3RefFCBGhtY8xDo3GZk6dMgRx3IuUMa47S1ajTwjSwrHJ2pqUtTRfCpQqIkRAUiS3G61zaN21ZOSelDU8b6wZ1BHHAyi16aw/tzPRaRaULXVkWTGvpETdlUz8tVqNyclJJicnqdfr9Pb2Mjg4yO7duzl58iRaa0olW6E6weB5DTwvW09RCJFFxrVKCfX0lOjqWvvXrt0Vutj1OTU1RXd3N/l8gOvqtOFhIhqFQpVDh6aXFMOBAZddu3KEYXJdeJ4gn5ccOTJLuQxazyxr+fm+YPNmQy6nUiERQEyjIVAqSte/siaMAmM8kt5SWZi+QsoaxjgY45NYaRrPG2smF4PGdSfRupjmXGXrY+sziXeii88Wi7UAK/vl9Ep38SmlKJfLTE5OUqlU8H2fwcFB9u3bR7FYPOU96pT3ohPwvDq5XH3Ro60yP0JAHGfVwddOuyu0/XhShgwM5BkaGsB1a7huGddttXcHuPTS3cvsM6RQOEGxmK07KZTK0dc3QKl0eguvXo958UW46KKYUilCSk0YCl54oUq1ehQpNbt3J8nIlco4rgtHjhjK5QmKRcmuXQbXTc5rbs5jaiqP70u2bKkRx26b21cxNzdBodDA9wOEkERRH1r3rzkqtNOuZ9sPygrUqnglCRS0QsAnJyeZmJggiiL6+/sZGho6Y0+sTvql2Qn4/lJt3rPQ7qTkUaORVAE/OxSeVyUpvlpA68XljQz5/DiOE7B/fze53HEajcH0+JmlYYiinmWPYIxPEAzh+1Op+y1PGA7h+yudJGMKhUOpdeOQyymuvNKh0dgFCMKwSrn8HNu2XYRSXeze3cWuXYZc7jAQoLWDMZpCISSX66Fed4EI1zXEsUGpCGMUcTxJHEfMzyfn7XnTHDlymPn5pQJEzIoDXxqNBlNTU812LMttv1HXvo3iswK1Kl4JApWFgB87dozp6WkajQaDg4NcfvnlFAqFVe3rQq0kcS7IejudShJAkZQtWm5iS4IGkj5M/ikRbEIEFIsnm0m3ScWKEZRqfV6uO5/mJIm0RJPC92eo10fw/WmE0MRxnjg+vUtWqSL1erbf1U3EUmaVzb10nC5CRM0ySMa4jI1JNm8exHWncN0yWhdwnAhj/LYK84ZSqUBXVy9ClPD9EyTvoyCKhunungQMpVJWaT6gVBpAqVPrAS7nCl3sFs1SIIIgWDIwpv3+0ue+tqjQxQExWTNNK1CWFdNJk+VKf8VlIeDZWpLWmsHBQYaGhsjn87zmNa85p8df7bYXKmFYIJ9P2kssJopyzcoMp2LI5ydw3VpT5Or1lvi47iz5/GTb9knTwFxuilqtVWapVSqpvfNt0tU2CIZWeTZn93m1hDVzbSaiklU5z9bBfP8ojlPFGInjVGmFsPvN1xqTS1+TIwh2ADFJuLrEmJk0VL3VTHG5sPSlXaFLMz4+zrZt206JQj3zebeiQs8UHbpcVGj77SeffJI77riDIAj4zne+Q09PD1JK3vWud/H7v//7qxrbhY4VqFWwngK1Hguyy40lCIJmouzs7CylUonBwUGuvvpqckmvcSqVCvOJj2Tdj/9qJI7z1OsibbsuCMNCWx7T8p+z49Rx3WSSTq6HxFVXre5AiIhcrrzoFVlDwRDfHycMBwAHpXyS9fQsn2j9is2ulCRcfRDPywRVEIabaQ9iKBaTUkaZeGntAR5a+0iZJCpH0VBaUYLmftrDy+N4EM87jhCJW1XrbrTuXofxn931vB5Roe1ce+213HbbbXz0ox/ltttu4w1veANxnDTFPB1RFHHHHXfwsY99jC9+8Yu8//3vB+C+++7jt3/7t4njGN/3+cu//EtuvPHGdRnrucYK1CpZj0l5vRofZmPRWjMzM9NMlJVSMjg4yI4dOyiVSkse50JqWHihCKFSOZRanSgstnwgq59nFj2XvQet/543jePUqNe3o1SRKCrhebO4rkBrP81Z2ljiuB+luhAiGbvrTuB5x9C6SKPRz9BQRCvyTiBliDEQRRenFtGZq5kb4xOG2xAipGVttb9/VVw3KT6rVB9a97JSq7CTrP32RF3Xdc/o7vv0pz+NEGKB+ExPT3PrrbfyrW99i9e97nXce++9vPvd7+bQoUMUi53fRNIK1CropDBzrTXHjx9ndnaWarVKb28vQ0ND7Nq1a0WhqetR6qhT3osLGaUyd1Ir4i+xKkSaJNu+dfZ+ayBpMe84McXiIWq1nYRhH2G4iUcfPcDVV+9BiIh8/nCzhFCjsTV1o51bjMlhjEs+/3wzwdZxpunuTtrAJ2tTmiQBVwMNfP8lguBiVh4y7mDMqW5TIer4/kESV6DA94+kVeiX61fVPu7OCzNfzRrUhz/8YQC++c1vNh+755572LdvH6973esAeOMb38jo6Cjf//73ede73rW+Az4HWIFaJetpQa0GpRSVSoWJiQkqlQqNRoNSqcQll1xCV1fXWX2x1qvUkeXsSTrP9jddeca41OsjzduNxgD5fOYSM+n/VmUHACkjfH+SMBwhab2erMsUCi8hRGKxSFmnUDhErXYJIJGylq4DOWk1iPVNCJWykYpTFjDh4TgNwpDUUhLp84kQS1nH948ShrvWeNyZ9HiJEGsNjjO1IoHqNNYjzPzgwYPs3r0wrWD37t0cPHhwTfvdKKxArYL1sqBWIlDGGKrVajO4IQxD+vr6GBwcZO/evTzxxBNs2bKFrq6uczaGTuBCGedaiKJNRFEPScO+Vpt5gDjuoV4X5PNjtBJd29+PpL1HEkHX+tGQFG6Nm+7ChCxaMCSfP062DuR5Zer11VgvZyZZfzO0W4ZgGBvLMzycR4j5dDs3ddEZpFyPar0LzyGpQLGy87rQLailMMacInJZ4eYLAStQq2C9Jsvl9hPH8YIq4IVCgcHBQS677LJT/MXnew2pk77IrwzkshNpYoVkhXmzBoqt+0Da4bb9NXJBDT1I1raECMjlxkkuneTrL2WE686mltT6YEwepUo4zjRZAEi12kcQzNFo7MF1x/G8owihcJwKkKxfrZVkvWkSIZKK6UKAUsMrHHNnCdR6WFBbt27le9/73oLHDh8+zHvf+9417XejsAKVspGVJFqN8gxzc3NNKykpNzPA6Ogo+/fvP21o7Hol6p4trwbLplPQOkcUbcLzktYWidUhkTJKK1R0EUWD6daGfB7aez+1MKnrTbOw15Sh1dgwe81aJ2pBHA/gumMkLkmJUpm4SuJ4BM87lgpJUrkiacMRsXRBWIPjTOI4ZcAQx5tTMVq0lfEJwz1IWUmTjTeRNEK88FiPjrrvfve7+ehHP8oTTzzBFVdcwc9//nOeeeYZ3vrWt67TKM8tVqBWwXpMymEYEoYhTz31FPPz8/T09DA4OMhVV13VDAHfCM63wK2UThXCjf6lHYZDxHEPUkZpcVWvGSmX5AAJhAgpFl/iuut8XPdZssaD6YjTbT3iuAfXnWlzwwmUKuB5R9Ok2KTtehju5OzdfoZc7vnUZZkDNN3dx/H9YvN5AKU2pbUJzWTmAAAgAElEQVQKHYQIkbKG1q1isFLOIWU1jcybSgVN43knCYKdxPEOFoupMT5KjdBas2svOTWP41QwxkGpQcBve13nWVBrrcW3adMmvvKVr3D77bcjhMB1Xe6666517Q5wLrECtQrOZrLMQsAnJyeZmppqZohfdNFFDA0NnfUX4nxP3J30Re4Iogj5wAPIw4cxw8Ooq6/Gue8+nCNH0Js3E7/97dC3toV6rfNo3XLlZQEIGfn8UYQIyS6LhdeIQetcmgCsEMJPw9g9Go3NSDmfilPyuXreVJrXtJWzI04rSGQCIEkqumeVGLJQc8nC9aqWIDrOOL5/mNb6lErF2MOYGN8/jtYDaH1q+SbHmcDzDqfn3UMYXoyUVTzvUHoMjetOEQT7aBepTrquz7Yf1L333rvg/pve9CYefPDBdRrVxmIFahWsVBQajUbTbTc/P9+sAr5z5048z+PAgQNrblFxvvtBgY3iM8YgJiagUUf+6Ec4Tz2NKZVwfvJjvDv+DHPxxeh9lyJfegnv7/+e6N/9uySsbHYWenqSHvMZ09Pwta/B4cMwMgK33gpDq6sAkbjIsmsq+XyjaDAtM5QUqi0WnySzXrQuUK/vBSS53AkWCoTBdadXKFBLuQWd1HqKSaaZxIUYRW5z2zDcgu8fab5CqRJaZ0E/Bt8/kgqcxJhGmvfkNV8PpI8tRIgqnvdSGnwhEWIOz3uZROC85j6EqOI4Myi12kobG4PtB2UFatUsNSlrrZsh4OVyGc/zmm0puru7TxGi9RCH8y1QG5moe14xBuZmcX78Y5wDBzCxIvZ9eg8fwq2U8QtFzMhmnMcfJ37zv0QePYo4fhR56EW0AJnPoy/djzh6FB56CL71LQhD8Dz44Adh375EtL78ZZiYgOFhKJcxn/tcIlK5HIyOIlbg6kmqMTSygZPkUnURx4nLrFh8jGw9KLNKPG+CKBpplhZqO/Ez5kwJEZLLPYPjzGKMSxDsSd1mAJIg2Esu91wa6g7z86OEYbX5eqWGCYICUlYxxktr6WUCudA1p3UXjpOtUSUuzUR4T3WLS1lPX5f1tYrwvMOpa7SbhSLXudFstqOuFahV0R5m3h4CHgRBM1F2z549G/Kr53y7+GDjLKjzcp6z0zhP/QLnu3cjf/E08uAhjBGYk2O4cZ2cFEitwM+jd+zEuD7OQw+BVtA/AN7LaAP6u9/BPPkU9PZCuQyDg4kIVavw+c/D7/0exDGcOAFp80NTKqHvuQdz8iR0dyO2bUPedhsiiX5AnTiBmZxE9PbitDVMDIKt5POHSEQIlOpZUBw2y4lK7wE6tUAyMYhpWTwuQbB0M8aMXO5ZHGcudbsZ8vnnqNUKGJNYQVr3UK9flZYk8mg0AoRYGEqudc+SLrqkfFMpFT+fpAFiiSygI3M/LlXiKBtPsu0cUs41IyFdd4w4Hm4Ga7Svd3UatlisFagVE8cxc3NzzM/P8/LLLzdDwPfv37/qkiGdIC4XigW10YiJcdwvfAb3h9+DyTEodCHGZkBpdLUGtfm0dDkYCcIEyIMHMf1DUG9gBgdAa9RFF6FffAEQUK1ilEqEaOfO5EBdXVCpJO6+vr4kHjqKwPMwL7yAmJuD7duhuxtz+DD6gQdw3vhGwgceIPiHf0j2oTX+O9+Jc/nlUK0ih4aYdS/i8A+/zda+QeTmAu6u1uekVAnXrTQ/dyEkSvWQzz/TFg6edMKt11+zpHXSwqTikeVtCYxROM48cdyem+fSKuS6VEuSFlJO47qHkbKO1puIom2Ai5SzKFUgii7FmHy6zrZ8+3etN6URhFM4zhxauyjVC2SVOSRa9xDHIxiTX3IfnYB18VmBWpasV9LExEQzBNzzPEqlEvv27VtTY7ROcfGtlVdcFF8Y4v3d55AP3Y84fhhRKWO0QTQEShloJJbJgjRZV4AUGN9DD4/AxTsRcUxsgHIFhobQr7kc4zjw858nllNXF9Rq4DhQKkE+D+94B3zjGyAlHD6MueQSdBwTHziAmZvDffhhgqeeIrjzTuSOHbj79xM9/jiz/+E/gO8j9+3D3bYNXSgQnThBfetWTHgPxV/7NfwrrgCg0biYfP55XHcWEATBNrTOp+KUWBRJJFuYVnk4nUCJVHg0Wa3AJBpveVfk6T5Hx5kil3uimb/kOBUcZ4pG41qMuXjRfvIIUcdxjiGEQqlBhAhwnAnAJYq2EMe7UGqIXO4XaWBJYkEZ4xPH25cMUe80rAVlBWoBYRg2E2VnZmbo7u5mcHCQK6+8knw+z7Fjx4jjeE3iBJ0hULD2PKhXGqJSRjz6OOKhnyPiCGKFcAXG0YiaSaLjBOlETHNuFgZMXx/6xhuJP/KfcH70Q8yPfogZHkG/7nXJ+tHEBNx0E8zNJa4+14XbbkvECuD662HLlmT96ZprUN//Po177kkONDtL8NhjOFdcgQlD9IsvEh49ipqYQFcq0N2NfvhhTL2Onp1F3XQTzugoen6exre/3RQocGk09rcGjkCIbL1mMWe+NoJgD/n8s2Sll+K4b8meTAve42WumyRpNyQrIpu4H+s4ziRxvDBQQ4gGudzjaSKywPMOp0EgBYTQ5HLTBMGVGNNDFO3C817GmKSqRlL5PHN7Zh9idszOwnbUtQLVpFqt8sgjjzAwMMC2bdu4/PLLz0lww3rtpxOKvZ5vN+W6cuwY8nd/B/OdH6DiEAoiCSWINEaClmDSpRrjSITWyfTWtYl458Vw8W70v3wLdHUR33Aj4Q/+P/TLLyNeeAFn61bc0VH42McQ27Ylbr1SqSVOGVu2wJYtyMsuI/jJTzCzswjHwfT2oicmkEGALJUwQYB66SVUFIHjILu7MY0G+uBBTHc3Ii1jI1wXEyzlVkt+YDlOOc078tqaDSYWSiuabnmUGqBWuxrHmccYNxWn01+Xy1+3SwUrmCUfd5xxhFBkxWKFmEvFqpR4X0UdxykTx1tQKgkAkXI+DarwcN0jQJQm/SqMKRJFe894vhvNeiTqXui8us++ja6uLm644YbTbtNJAgXn1wLq2HYbWuPc9z2cB34Ivk/8hrdgLr4E43k43/4acmIMfenlqDe8JYmQA1AK+d//O0xOJtF1QQ1VBZEnXWtyUXkPwjSHx3FASmp7L8GbnoHpGajXYe9eBBDecQf64EF47WvR992HeuwxGidOwG/8Bs773oezbRvxAw9ALof/3vfiXXnlwnN2HNixI5mahUjWqioVUArvuusIDxxI1rQA0d2drokJjBCInh7k3Bx6bg41MUHhHe9YsG81M4Mul8kPT1EYyZoFglJdJH2ZimnB1pXWrysSxytbgz3d5xhFo2n1h0QohTC08p5O2dOi+4uvxfb6fwKt+zAmh+c9g+OcxBgfx0mEWanNCNHA855lceTg+cZG8VmBarLRpY7WYx/n2wLqOAsqjnF+eh/uV/4WYWIYHyf/9a+gLt6H88QBRBRiCgX0RVuQJ44TfeDf4nz3Hpxv/SPmvgegkIewAX4RogZGAcKgnQJmx3ZMHCOPH8eMjjL99rcjDhzAueZahJSY48cRf/u38JGPoJ94AoaHUXfdhZmdBa2Jjx9HVKvEn/0saI17002gNfU/+iPkH/4hziWXLDyX+XlQClEsgu/DxAR6dhYzM4O7dSu5D3yA2qc+halWk2NIiRwdpfuTn2Ty7rsRPT0Uf+mX8F//+nSHhsbjjzD7+S9gdITnTzDwb99M1/X7AIMj55gdvwrZNYAxBj0/h3BdZGG5TsDri1IjBIHA959NAxvAmBy53DM0GsUFa0ZKDeB5JxAiSCIrjUvSObdBIjA+Sg00txeiTi73CFJOkFRyT5pKCqHSgIscjjPGZZeF5HI/J453ppUozi+dVtnifGAFahWsp0CttZrwhZQHdc6/ZGGI+5W/x/35TxFPPoowDUxPCXniOEYpnJ8/gAjmQAnEXBVnchIxMYV58jm8734DMTdFXIkxjgTfw8SA42PyBeIbb8RIJxELQL/5zeg/+AOiL38Z/4knENl6ZG8v5sUXkUIgBgdRjz2GmZsDUiHXOgmM8LwkYMIYZF8ful4nPnDgVIHyfbwbbkCPjSXbbtuGs28f7mWXIUZGiBsN/NtuI77vvmQ1aXCQrt/6LeSuXdSlpLh7N9Hhw4TPPUfukm3knQNUvvRX5Ie7MLlBRBQy9Tc/IH/pVpzuPDpUzH7xsxTe9j5qP/whwdNPgxB03Xwz3W9727oF1Sy/H4FSI2h9nGRNy0GIemrdPEMQ3EDLsnFRKo/rljEmRxi+BmM8pKyQhKcvzOuScpIkf8ohSSBWqbgleVJSlhGiiu8bhJhPy0QV2taqzh9WoCwrphPCw9eLCyWKbyU43/l/ce//EXrbdtynHkKUK9AIYXYOoSMITOKxcgwoCbFGHD2C+Ju/BT8AIRBSYwKNCWOMdDGX7MOMjqLf+S70294Gjz9O/NOfEmuNvPtu9OAghCHq8ccxU1MwO4saGsJ87GN473kPqq2CtE7z50QcQ7GYuANTYTNxTFrddQHu1VcTPv88zmtfC0phTp4k98u/jBgepvLxj6MrlcQZVSzS+5GP4O3fj3BdlFKIiQkmvvQldK0GSrHzT27FyAATK2RXDqNnEXkvCYefnsfpKYCGmZ/9gqk7v423ZQvF668HY5j/3vfwtm0j/5rXbNCnmQRISDlPlsvkulModYQ43g5E5HIHECJM6xEGSDlJHO8ijneylGsycRcKjCkiRDW97ZA1fkx6SAkcRyFEAymrxHEFOP8C9WrHCtQq6KQ1qPPt4jvXYi2f/gXi6BH8rm5MqQ8xNYXzra8hKxXUNdegd+4CYzCjW3Ge/gV6YBDiGFMHxudBzoGbCVMaaQfgaNCg8SGKiDBo16AlkANXgorBnDiBc8UV6He+E9PTQ+Puu1EPP4zI5YjvvReuuy6JXXvuOUwUoYOASCk4cAD95JOIa6/FHDiACILEcopjzKZNyNFR9MQEenoaU6kg+vvxfumXTjl/741vxNRqRPfei/A8/Ntuw92/n/k770TPzODu2AGAGhujft99zUi9eGyM3Cc+QX1uDnfzZrwrr8QfyWNiD1nMoaaryJ4CtWcncUse7kCJuNzghf/09wQvHEnGFgTIYpHidVcx8n9cQfGyo4hCg/ljQwRHp5FdXeQuvnjVP3JW4rKKoh3k8ydpVbyQaF3E8xKBcpyZ1C2XJ/lEG/j+07juSbTuIgyvPiU8XqlBXPcwSfHcPEI0UGozUXQJ4CDl/SQ1+zRJOHqElBFKYTnPWIFaJa8UgdooazDLJ5ubm8N1XRzHOeVvcdi++/V/wvvS5wGDEysu2n8luYlJqJQRrov7T3+LGRlJwri37sD0DSGPHUE88AgcHYO6BiMwXRJRNIhGep7perM2DpFbIo4nUDF43SDTb0IYgtICZ2AAfv3Xm6479cgjiNHRZILVGuf++1HGEL3+9eif/QzT3Q1xjPR9TK2G+y/+BczPo8fHEbUasqsL//3vx7n0Upy9e1FPPpm48W68Edl/ah8kISW5d76T3DvfufD9rNUQflsJolwOXU3KB5kwZPqOO5DlMmJgADU9jXnwQdTszbh9RYb/47uY+MtvEh2eIDwyRe7X/i9+ccufEZcrRJOTuH3ddN2wF12NCA69wI7/+23kLsohXDDxGIX8IV76n19B9m9m0xvfSN+//tfr7oLSuo8o2oXvv5BG3WXW5VLHCZFyjiR/q4AQNTzvacLwaiDGdQ/hONNp4Mf+NPovRqmRtP5eVkapFykruK4m6wKsVFZhYr3aj1jOBitQq2AjO+qe632cyyg+YwwzMzOMjY0xOTlJoVAgn89jjCGOY5RSaK2bt7PXALiNBlf89V8wu6kvyR/Smt77vkfg5YkHh3DLY/j1Ks6jj0N3Ny4/ofamW3DKM3gnx8B1wPWT6LdaBN0FTF6A52PCCKIGoclTq9XAGAQQzIFIloUwGoyI0ceO4Tz6KO7112O0bq01JSefjFnKZE0pHSdJa1sAnCuuwH3LW9A/+1kyzre/HTnQWrh3F685LUN06BDz//AP1B98MCnlOjgIU1OIQgEcB1Muk/83/waAeGICVS5jLroIpqeRpRJ6eppjn/wO2/7gHbgXDTL6/9xG9Rdj1P70PoznIUqbkNUa/uZNvOae/wIIjv/pt2gcKWPiWZAjmChOAkRyHsV9g8w/Pcnc/ffTdd115LadvhzS4utiJcTxTlx3HIjImi4GQdK2XKneVIyqaQklnZYrEkAOKWdJCs0+g+NMonUOx5lCyjmC4DqWmvLi+GJc9zlqtZB8vgutS2i9Ccc5iOueSLfZgVJnW9ndcrZYgVoF1sW3/PG11pTLZcbGxqhUKpRKJUZGRtizZw9CCMIwXFGCs5icIFcqoQcHm4IGmvzkEcTcYUQ9QMyFoMBEEQgofuOrTNx0C12lTahikfzRY2AMTqRhXmN6XGZ376K2YwcCB+f7D+BOlZNw7kwg2905QqC2b0d94QvU/9W/Qg4PY3bsSIIgurqSyLkrryTYu5fcXXch+vowhw8nCbNzc8gtW3Bf9zpEqQRXX33W73F89Cjl//pfCQ4eJCqXEULg7tqF8Dw8IRCeR/ftt5NPXYSyUACt0Vu34nZ1ER09ClGEd80tHPvCy+hjvyA8MUX1oZfofvObMcbgXXQRhauuYuAtXXiDPZR/9DTViVm0MBz65FcZeveNDLzlykSUBQg/T1yp4A4OMv/oo8QzMxT27EEusY625Oe7gh9GxuRoNK7C815ECJPmM2VdcR3iuBffH0+TjGMgqScoRIhS3STrSlNoXSSreCFEDSnnl6wgodRmjPGZmDhAT8/uZki6lBMYkyQee96hND9s8JTXnws6ZX33fGMFahV0kkCtxxjWilKKkydPMj4+zuzsLP39/WzevPmUbsDtEYti7CT+x38P57ln0bsuJrr1fYi5WcSxF5CzZcymfih24T7xKCaXR/o+Kg6QngLtgoqSqzYHIlKYCESoGPzhvZhcHoTGXDSKGBuHXbtQv/q/Ed10A/699yKPnkBdcy3m4DgMDWOefx7q9SR4IRtrLoceGCAaHESUy4w9/zzh0BD69tvp/trXcI8cIbjiCibf+laU57Gpq4v8yy/jVKs4Y2NQLBL88i8jxsZwJieXdGku97f4M2k88ACmVkNVqzilUhIsUangbN9O8dZbKd58M/XHH6fyxS/ibNpE95vfTPEd76Dyd3+HMzCQPHbrrfS8/e1U7ryTyj1PJDsuFgmOHaPrzW/GNJLSQoW9W1D1gLF/vJ/ctgFkzsPEDpPfeJDSdbvwersJXppi9pEjqFqNuSeeQGmN8H1yo6MMf/CDqNlZhOeR27JlocW5SoSYJ59/iKQhY9ZQMREoKafw/YMka1QaIcBxpjGmgVLDRNF+khYb2SSfNW1c2GtqMVr3Mz5eYvfuAM87iJTTQIxSLsZswhgXKac3TKAybBSfZcXYPKikHNTExATHjh1jbm6OYrHIjh07KJVKZz6vKCL/m7+OPHoE092N86P7cL99F6bXg6gOng+ej5hrYLw8olFHSoHa3IveMoosT4I2SX+5CNJGsjAvAZXUxNu+BTE5ifq1DxD93schlyO84w6iT/8NzMzAF/8+qV23aRNi71548UVMtZpYQVGEKJVw9+zBnZlBbNnCJTfd1FrzaeYUQWlsjEajwY43vAFVrTL1oQ8Rv/ACAO6zz5L74z+G3btRSqGUIo5jgiBo3l/qrz2IwBhD/qWXKMzPY7ROIv+iCBoNgnKZqFJB33knwac/nViCcYz4q7/C3b6dUEq8m26i68Ybye1NKiTM33sv+auvRqbJyeHLLyOkpOvmmxn/zGdoHHyATTfvJp6r4w+VAIkWfSijmH+mQTw1xvHP3Ud4cgLR20txxw4KqZuy9swzHPrd38Xt7wel6LrqKkbe//5kXAuuN8XIyEkKhWNoXSAML8OYU6uR53K/SNeCfJKitGM4zkmUGk1bcxikDGj1nFJpuPllZJXUo2h7WuIoiQpMGhueeqx2fD/GdY+n20VIWUXK6dQqU6cEX1jOPVagVkEnWVAbuQZVr9cZHx9nbGwMrTXDw8Ps3LmTEydOsHfvykrEyF88hv/P/4h8+knM5lFAIKrzoBUiDJIwu1qMNkkNPHQM+RymHuEdmUSGM5jeTYjIS9aSHKAKOGByflLdwfdQH7oNqnOQL0Iul0TC/cVfJKHgWVhWvZ78LpcSsWsX8vbbUT/4Afqhh2BsDDEzg7jsMrw/+ZOmOEVPPklw113geeTf854FoeGNu+5CPfMMznDSxkFPT8OnPsXg5z+/4vd4McYY4m3bmHrwQRpRRPjCC+goQuTziBMnkLUajX/+ZyiVMPk86tgxzDPPEGqNLhY5/pWvEPX3o9NcLDetnG5yOaSUiOlpZp55BvWTn8DmzQShYOaO72CqVeYPvET+8kuIN+WQbona9rdDfpzB//I6cps3U/n611HT082xBkePIru76b7yyiQo5pFH6L7ySrqbNQAT+vpeIJ+fQogcjlOlUPgp9frNp0z8QlTbKkgk16mUdZQiXX9qv3YNSYddJw2KeBBwCMN9BMGlOM4ExuSJ4zNXx5AyrbeIQOsSQjTSv3m03oRSo6v+HC1rwwpUykZWkoC1+5jPtek/Pz/P2NgYExMTOI7D8PBws2hu9vySNBrIf/gi4tCLmCuuQv+LN+F84yv4n/0UeB5ifg7xUh09ujUJLNAKIgMuxBGoeoSfA0INUQwKdAS6HOP4XiJEnsAIDU4MjoMuFBH1OvqXrk/emzjC+Dl0pUL0rW9hKpXkWMkbB8agPQ/nkkvwv/ENgn//79EPPYSOosRamZ0lOniQ+HOfo+vjHyd6+GFmPvQhCMMksPnOOzF//ufNjre6XE5yqdLPRBQK6ImJNb3/Qgi80VEG/9f/Yuazn2X6S1/C7e3FKZUwWqP+6q/wBwZw+/sRvk9tdhZVKFDo62O2WKS7UsG5+27ye/fSffPNmN/8Tab++q+TLKN6HWfvXop79zL54x/j7txJ7eGHiWUXpuCjS33MPHgQ/3Uj5G+/nYmZGZTrogoFVLlMmM+jn34aNg/T11Mjmj6Mf/FlHDt2BJCY6WnmH32Ugu/jOA6eB/l8xLZtY0RR5nJLKjqE4VHi+KIFEZ1a96bC4pNF0WndjeMcx3FOpo0ZHZL+Vg5aZ5bW8bQ+nyaXux/SpoXGFJFyLo3uW1qkjDGEYdIHS4gaxuTSPlV9RNH+NBDj1V126HxgBWoVdJIFBeu7kNoeeTc1NUWhUGB4eJhrrrkG3z+1s2rzHOIY55OfQH7l7xBxFeO6CCMwfgG+/k84BRfqVajWkyCCi0aRx04gJscBDX7injMagllwe0gKsrbpiZZJEIPWXbhXvRaq81CrYgrdMFnFyBJm12bMFZcgTh4BKYm2Xcr8LbdgpqaQcYzI3qv0vwoCPN9H/fznxHfemeRURVFSVsh1kUIQfO1rFG6/ndqnPpVUc0ij8HS5DP/8z/ChDwHgv/a1SS28IADPQ8/MUHjTm5JtazVEYfGv/pXjbtlC8R3voPrQQ8ieHmoPP4wOQ0QYIuIYU63ibt6cuCelxBkYwJTL1J56Cm92Fj07y+x3v4t36aXonh68Uone17+enje9ifDYMVwp8XM5GtUqfnc3OgjofeObCA4fZviDH6R0003NsUTlMuH4OM7b305t6xaq9/8jjhdRes9riabmGdzWoDa3hbBeZ/Dqq3E3b8ZxKgwMPAkoXDfCGInWLsYYjFGMj09RLteabk6tNZ6n2LdPUSzOAnD8eAmtn2L79iniWCAlaO0yPz+A6yriuJtCoYLjCEDh+3NpAIWDMR5CVJFyDMc5hlJLRx0aY9BaEoaX47rPpUV0B9JcKevaO19YgVoFnSRQ67UGNTk5yfj4OOVyeUHk3ZmKVGYTrvPJT+B8+i/BJI38hFJJEdYtuxG1KajMQt7H5CUEdRgZQLtb0JfsxwwN4P7gm4jKDFobvEFwuhMxMnNADNoBpUHNgt89i9q+Bzl+HH3tJcQ33YLqGgTXg4s24xx5MUmI3bKT+h/9MfroUUy9jjGm+ds3Wy6Po4iG5yE+/GGE47QCJbJ27H7iNqx+4Qs0fvADaDQS4SoWE9VsNJrvRe766yn9t//G3J/9GWZujvxb30rxAx/g+HvfS/Dww6A1Xb/yKwz9j/+xotbti/F37kR4HvVHHyWemgJAdnUhN23C37EDHIfi619PfPIkqlyG559HeB6F/fsxWlM7cABx+DCFK68kPHKE4rXX4pRK5AoF8vv2UU/LGsVTU3Rdd12zrJM32AoImH/ySU789V+D1hitGXn/O7j0T94HJFbviS/9mLknj4J2GHnf++i94grAUCz+LHuX0Frj+xHGJC0ujOlly5Zr2LJluYKwAVpLhocdurq+jzFFjEna1TtOAAxSLg+lfZNmEaKO1grPC0h+OxmU0khZp15XjI09yfHjJ5tHWJyL12g0eOGF4zjOJhynP31u+rSBLWttvWM5PVagVkknCdTZ1PNTSjE5OcnY2BjVapXx8XFGRka49NJLV/1lM8Ygv/5VEAGQ9qPQQCOAEy+BHybWkJGIoAZIzMwU9PSjbr4RfdE2yBmcH9+HmD6BCGJ0AE4e6AM1lzhpVBW0kjSGL8X93/8jFLvRbg79gQ/Aiy8mbr9rroHPfKbZFl0//zymVgMpMVISaZ2sZvg+JpfDdHcTP/QQbi4Hmzcjjh9vuf98P6kSEQTMf/nLSURao0Gcts4QjgO33LLgvei69VaK73lPItJScuIDH6D+4x83XYtzn/88JgwZueOOVX9mzsAAfb/1Wxx+3/uSdTTfJ9IaMzZG7pZbGP7P/xmA8KWXmH/kEWbuvpvc+DjC9wmPHcNEEU5PD25fH7JYpPyNbzDwK7+C9DxGP/IR5u6/n+Dll5m//36M1oQnTtD7rneRv/TS5HNWipOf/zzuprfzA3cAACAASURBVE04XV2YOKbyve9z0S03g5Q4BZ+t/+ebUI2Q2FyGESWUignGxqgffxzh5Sldvh2RczFGY8wAWpfSRoMqDXqopY0FE2tFykl8P7G84ngnQhiESMuCAELElEo9FIub0/vd5PM/JQluEICH5zm4rosQMa7bRS53FVu2jDav3fZ8vCiKmJubY3BQIsQ8UeRQr3fz/7P35nFyVWX+//vcrdbe9z3p7AsJSSASEMMSZN8VUFQGBAZHHQVfOqg/xgWdUVFRti/iOhHEQVZBQpRAwJBAyJ6QPekkve9d1bXfe8/5/XGrO1tnX3Xyeb3ySnd11T2nTt26n/s85/N8Htu2Dyhs2evzOgTl5lD/gP/zbTYGcGoVDgH/qIW6A8q79qzyrLi4mNraWvr7+xk/fvxhjw94PY06lKeuc7IiBAUimfSUwKZAuC7KtBCOjSCDrMpDX/c++pr3UPlFpB54HOt3P4a2LtSmzbiaQBMphA/S3eAqHVFcgPaDH6Fq6lGui/uRj8AHH3jj+XyIxYtRv/oV4gtf8OY3ciTMmzeY0lNCeOY5FRU7IyZdR/h8KMdBZvs0qUgEt6QEY9w4kjt2INJpRF6el7rr7EQEAuT84AdExo/fLYoaXJNsqi+zapVHVtn0qLJtEq+9hkylDqpmyO3tRWYyGFnhhZtIIGpqcLu6PKGElDhdXQTPOmvwNdawYYRLS5G6jvbHP2K3teFGoyjbxqqt9Z60R9Gx5vORd955ABR/8pM4XV1oPp+nyMtCJpPIVAoru+cmDIN0h40d92PmpBno22QEXHS11pt/WmPzr5aiEptAuvgqChn++Y9iBA2UCmBZW4CtKCWz55IXGaXTpyNlGL9/waBgwbJW4LplWTm5RAjPkmhnbRQolUcqNRNN60TXm9H1XoRIZG2RLGx7BK5bvttnNUAClmXhOA6lpRHKy3fgGcsa2PZ4HGcCh+IiMUB8B/q3P+J76KGHWLlyJd3d3UybNs3LAOg6Tz311EGLkv5ZcIqgDgEnU4rvQEilUrS3t9PR0YHrupSUlDB69GjC4Z1S2yMSWqTTDHvwB4iGDyCeGuio7UUhhub97zoQML2fNYEqKAOhofLzUWVeVb5o2Y5w0rgfvRpt6zq46GJUby8y00/mmtvJrNpE+/btVH/iE2i5frQFf/Z6LG1Yly0eFZ54IRqFtWsHp+e77TbSs2d7RAme6s5xvJQfnoIv8OUvY51+OonPf96rMfL78f/Xf+G74QZvDT/6UVQy6Y2Rn4+SEv8dd+A//3wi7e37XhvLQoRCXhdddom6DyJCVUrR+dOfEnnhBdA0/OPGUfmjH6H5/eh5eei5udjNXiGyVV9PKCt9V0rR/dxztM+ejd3fj5g6FX9lJf54HAIBlONgd3Yik0nK7rpryLE108Sq2FuppoVCWOXlZDo6sEpLcWMxhNCIR6cS8rdhGO14kkoYVN0Rp/KyCjoX5WIa24k3tBFbswX/pAmEw9sYaA2vaQmArHO4xOd7Pyu3TwI5Wbsjr/NvJjMBw2hFSotMZgxK7d6HSqkgrluH69ai660IEUUpX1Z9d6CbApthw5oQwsgW9qaxrJW4bi1KHbxp7ADxHUkE9Nvf/pZ0Os1ll13G4sWLAQ65k/dpp52G3+8fjMiCwSBvvPHGYc/pROEUQe2CAxHHyURQQx1jKOXdwIl61NC4FW3Zu4R+9wR5a971MjIWEMNLtZXkeftRtu2l+9wMYKKKSpD149A3rkFZu2w6CwF2BvuCazF7OtB6O8EC50OXoiZ9CFU3iuSSheipDvRFf4dgCDZ9gB4Etz/rAKsU2DZiF8dtY8wYgt//Ponvf9/bOzIMgt/+Nv0PPojb2ooxZgzWxz+OUVJCzvz5yMZGRFkZWkkJyUWLiD7zDG5BAXL7drRMBiUlelERwSuvHFz/fUEIQdEPfkD7pz6FSqVQjoPSNPTycmQstt8Iqv/114k89xx6SQloGqk1a+h6+GFKvvIVfCNHkt68GbOmBoSg/N57B+cRW7KEjt/9zou4/H6SGzbgr6+n8itfwe7upvell3D6+ghOnkyyvZ3tP/kJ4fHjKfzoR/eqVxrq/VTeeSfNjz9O94IFZKJR8s85ByfSj17RixAxvEaDXq0T6CgUvmIfSkpsezhCb8NNJQiFolmnKD1bo7TrODYDbd+FkAjRj5R52fNcyzqWD9/vXLNHwnUrgcqDeO7A2AlM087WUXlu514EFj0kgjpa2LNZ4aESXn9/PytXrvyH3yM7RVCHgJONoKSUu3ne+f1+ysrK9qm8O1KI9asx7vs3yKQR61dnszLZL0BIeooGPQnxjEc8gezdb1yCL4QWi+KccTZaJoGMxxB2GgwTOfo0yCnA/vRXEH1doJuogmLo78H/5v9S2LgdY3UckYzjTr0AVVWHyF+OyDiodHYfrrwccfvtu83Xf9ttWFdcgWxvR5SX033ddTjNzaDr2GvW0HPTTZTMnYvIy0PP88xB46+/Ttttt6Ey3nsQpkneVVdh1tUR/tSn0Mt2NrLb32cYuuACKl97jeYbbvDk7ppGfMUK+kaNIjBtGnWPPop/zBjstjZ6n30WGYuRM2uW14dJ0wZJQ8vNJblmDVogQPWDD9I/bx5uJEJg8mSCu3TiTW7Y4KUuTdO7iy8qIrZ8OW4igVlUROlttyFtmy3f+AaJDRvQ/H5633yT5LZtVH/ucwf87K3SUvTqauzFi/GPGoUTi9Hw0++T898z8Zfm4O0NuQihvDScbhBZ04ybEAi3GXAJjajEdXU0zUWI5GBR7UDU5XnrCZTyZ4nKxWuP4RXhHksoZSGlzoBZrCdh1/aK0o4XHMc5oiisp6eHmTNnEovFGDVqFN/4xjc4/Qhst04UThHUIeBkqIOSUtLb20tzczPRaJR4PE5ZWRn19fXHfGNVn/0ISggorUBsWO1FSCJrIaMJVF4A6qoRm9aBqXnebbioUBj7omuRMz6CO3UG+sK/Yiz9OzJQjnPpjajyrPTXMFHFO1NM+gfvIlGkC8o8pUTXCkR3K9q558Lq5UhaceMWFBRgvPQSwre3HFgrLUUrLSWzahVuW5u3XyUEyjBwt2/HaWjAzDoiyHSatttv94pQhfBIQilkKETeV796yOslAgFkKEQmnR5U3wGkVq+m4dZbqX/6abbfdht2RwdISe8zz5B33XUoKQddJWQ8TmDyZG89QiHyr7pqyLHMsjKk46Blz6vk5s3YPT2sue46wlOmMOyb3yTV2Ehi40bPikgIlOvS/dprVHzmM+ih0JDHHUB01Sq2/fznCF0n3dpKoLoaX0WI2MY2/KW5eATltUwXQuKo4ahAKYilGLk+qj9zPoHqwqy8XMuKHiRSBrMRlcuAb57Xej4fIfpx3VIymcnH3GJISouOjlJqavqzRKnhOCNQam/vvuMB13WPKPppb28nEAggpeTpp59m1qxZLFu2jNqBvch/EJwiqEPAiYqgdlXeDXje5eXlkZ+fz8iRI494PgeNWNSzIwJUOAfRH/XEEbhgCNxLrkHraEC0BT0l34AXWo5O5jP/iij0NtndmZfjzrz8gMOJVBxl+VEqhSyrwdi6BtHdCqYP7aYbENVTMAK5iAkTvNbo+zuW3+8p6nZNZ0m5G6n1PPoobiQy+LtyXVQ6TWrlSvr/8hfCl1xywHTYbmOaJsq2caPR7ANisN7K7e2l+w9/IN3QsLNdhpT0v/EGOeecQ/zdd0HXMcvKKLn77gOOlTdzJtG33ya2YgWys5N0WxvBqVPRc3OJLVtG82OPUXj55bsVFDPw/y7noptI0P7KK0RXrMBfU0P5Ndfgr6hgxy9/ieb3vBGFaZJsakKzagAX6aRACTTDwJUFJJPnAgZF50HReReg6+34/X/HdT0CA410ehSOMwqvnYaLpsURohefbxVet1uFlIWkUh/meNQhKQXNzbWUleWhaRGkDOO6wziQ+8SxwpFGUIFAAPCEXTfffDOzZ89m7ty53HHHHUdriscFpwjqEHA8CWpAedfR0UEymaSoqIja2lry8vIQQtDe3k5/1sbmeEF+5GL03z+K0nVUaQUqlfSKUC0L96PXIv+/nyH+5wHYvtFT7WXSqJJqZP1w8AcOfbyqUWhL/oZwJegG7qhJyLrxqNwiVN1YREHpQeurjJEjsc4+m/SCBSjHQRgGvgsvRN+lXUR6+XJP2ZdtneECuC7JVatIff7zBGfMoOrJJw+apMy6OvxTp5JoavIeUMpTE7oudmsrbY8/jopEMIJB75ywbVLr1jFqzhzsHTuQqRS+kSMRPh/R994j096OWVxMePLkvSIezbKo/da3iKxaxcbZs7FWrcLIpi3NwkJiK1dS/aUv4a+uJtXUhBEMYvf3UzBzJlr2WG4qxYZ776Xrr39F2jYoRfuLLzLxscdw+voIjRtHfM0aSKVwEwk0K0HexGI0HRCQ6eunfXU5mm8jZk4OOcN0fL73EcLOXvATgMS2R2Hbp7Hz4j/gBlFAKpWLrrcCFrY9jONZJCuEhusOPykaFe65B3U0jpeb+4/XIfgUQR0CjjVBDaW8GzVq1G7Ku6M9l/3CcRDbPZmwqhuFvPbTkMmgP/kI9HURr6shWFyI87F/RV3xKRAC9+Yvw9Y1iIa1qHAOBMLIM8/3vPEOEXLEJNxkHH3BXHAyOOd9HFVzeDJboWkU/uY3xGfPxlm7FmPiREKf/vRuYgdr3Djib76JMgzP5VtKME00vx+ZTBJ/8026f/5ziu+55+DGFILqxx4jsXatFyllMjgDfa9KSz0SlNJzsNB1BCBCIdz+fnzZtKOSkob//E+6X36ZTHs7SEmgpob6H/2I/Asv3H08wyAwYQLamDGk588nHY1i5ORgBIOExo5F8/kY8b3v0fb006SbmymaMIHS668fXIP+VauILFsGuo6Vn49yHFLbt9PyzDPkTplCZNkycqdNI93aipFJcuZvr0cPGripeHaNXbY8fD+2XUzumFLO+PYUhLAAgSb6SPb62L51NCN22TvbE1IWH3fHcDj52lscSQT1/vvvo2ka06ZNA+DVV19l3bp1XHzxxUdziscFpwjqEHAsCCoWi9HR0UFHRweaplFWVsbEiRMHQ/RjPRfSSfTv/Tv63JcBgXvZx5EzL0J7bx5i2TuITAYsH6qiDuf+J5DnXoi+4DncwtNJRiIEwyGMv/0v9iU3eum/3jZPWp6b6zlH+CzkWRftTCcdCjQNOW46rW6Q8ilTjvitCtMk/NnP7vPvRV/6EokFC8isW+dJs3t70cJhL+3nOJ7zxgMPeE4T2SaBB3wLwSAj58yh9fvfJ75oEbHNm7HKy9HCYZRt4/T0oAwDzTQRfj9mbS1GQcHg62PLltEzdy52VxearqN0nVRLCzu++12CEyZglXu1Pcp1SW7dSiqZJP3ee6j+ftxUCpqbsYqKGP3wwwAY+fm7iSKUlMQ3bUKm0zj9/SjX3VknpWleDVYsxvAvfIEdv/wl0eXLCdTWUv2ZGzBDW1Fy5zmoXBd/WR7pzSlKp9cg7QzCMFHSxU0mCYYStPziFxTecQcFJ9mG/cG0oz+eOJIIKhwOc88999DW1obP56OwsJC//vWv5OefmP20I8EpgjoEHC17oWQyObindKyVdweC/oO70V98BgwDUOgv/Ab97RdQwRCiqxUsP2r4eETTVvTfP4S88CqUbnjdXBXg86OiPZBKgGmhrXjbcxGf7nnR0dOOtvJtqBwx9ASUQlv3HvrG90G3cKZcgKo+uG6zRxtaKETtn/9Meu1acF3a772X1IoVnmSerLTcMOh64AEKrrvuoI9rFBVR89OfoqRk9bRpO8la1zEKCzFCIXTLQs/Lo/aRR3ZLIdq9vWR9e5BSZkvNvL2sdGMjVnk5Mp1m47330r98OW46Taaxkfwzz0Sl0zixGOnmZjb+539ScuWVVHz844MEpFyXLT/+MX2LFiF0Hc3vxywoINPV5an3bRsRDmNVV5Pu6aH+nnsGL+RKSez4dsyQg5IKoQmEphHd2g8EcTMi66no4iZTaIaGk1aYhYXs+NOfyB0zBv0AN2H7x+G0YpcIEcMTY4R3e+3JSFCHG0GNGzeOOXPmHOUZnRicIqhDxOEQ1IDybqDbrGmaWJbFaaeddtgn4WGRpeMgVr0LyQRq7GT0eBTt1ee8C7BS2RYSKUjEvXojw/KKbfv7IBBCNG5FVdR53nf9Ec/aqLsdKuognJd9s653Ae5q9QQN6SSU7ls5pG1cirF4DqqwHJwM5ht/wL70s6iSE9NeWxgG/mwKqmr2bHZcey2ZDz7w3lNOjhc9ZTLev+xnEHv7bTKNjfjHjSOUTasMeWxNo+a//5sdX/sa0nFQUlJ0ww1U3XcfMhLBKCray6svOHYsKpPxoqEBaBoqnR4sqm1/7jmiS5ZglZcj4nHUli2kduzAX1NDcvt2VCZDuqWFHY8+iozHqb7tNgB6Fy6k95138NfUIIQg3dFBcPRoAsOGEV26FFfXSSaTbP/jH2l+9VVqb7yR2ptvBkA5LonkBQTkm1i5NplIhqXfmEf/plZKL7yQjiVdlEw1yan3o5kCEGz+Sw+634/q78eJxw+ToCSmuRTT3AwIbHt8dj/rQOSSwed7C03rARSuW0MmM4MTJYI4EI5UJPHPglMrcAg4lDusoZR3paWljB07lu7ubvr6+o7oBDxkgrIzGN++A/HBUq8rrZNmqmZ6HnlKeUSUiIOlQDMglAM9Ay0jFCQTyDGTIK8Q94v/hfbr/8LXvhkmn4Vz85fQ/vgTtI1LkTkFiJYGRGfzoFBCa9wAkW7I33tvQWtYjcorBl/2YpXsR2vZjJslqBPZfdgoK6Pm+edp+MhHkImEpwC0bQLTpiGyrd+b/uM/6H3uOZT0LHvKv/Y1Svfh1ABQcMklBEaNIrl+PWZxMaHp0xFC7PNi7a+pwTd6NKmWFq8YWdfRNQ1z5Eh81d4aJbdt89R1QqAFAohQCLurC6HryFQKs6gIs6QElcnQ8qc/UXD++fgrK0l3dno9sbLntZGbixOLMflXvyLZ2srbs2Z5LUjSaezeXrb/4Q8UfuhDAGx8+GGceBwjHKbm6qtIbNtOoO5sSi+oxcmqEuOx8zGTOu3z/kJsh013m4MTiRDMy8PMCjgO+TMx1mGaG7PqPzDN1UgZwnVH4Dmmb0TTepCyEMcZzYB3n2muQtO6GWiQqOs70PVSXHcUnvlsJzk5PQjRD9gYxhY8IhuOlCWHNdcjwdEWSfyj4hRB7YIjvRjatj3oeTeU8m5XHG83c+3tVxGrFoPfh+hvBccmaNuQ7wMn4/VkQoKwUCUlKF/Ai5oSMZAKefp05E3e3oWqH0/mu//Dyvfe46wZM9B/8Fm0914BAbqUYAZRdePB8iMrR3ik0/ABaspMbzKJrOw6mAu+ICLajSLHO7bjeK06ThKY5eXU/OlPtN5zD25bG4Ezz6TiwQfptm3cLVvof/ZZ0DQ000S5Lq0//CFFn/yk16J9H/CPGIF/xD5SnkNALyzEGj3aIzHbxonFBkUUAKGxY+l46SUSjY04iQRSSvKmTkWYJnY0Smj8eIQQ9Dc1kWxrY8Vdd2EWFlJ3yy0oKb1GiIaB3dVF4UzvM2p95RXcVAqrsBCVyWBHo8S3bKHn/ffpXLgQzbII1tRgRyLsePElpvzwh4Mk66ZSaNl6MwkER/vpeO/3pFpaMPLyqL/1VrTDcHUHMIzmbK3UQOSjoeutuG49lrUAw2jEI6UGdL2ddHomINC0Hrz+Ul6HXXDQ9W24bi2muRLT3ERVVRqfrylbDRAEBLreSCZzLlKWDjmfYwXHcU4agrJtm2QySTgcRtM0kskkjuPg8/mO+bbEKYI6QqRSqcFus57hZCmjRo0iFArtM+I6IVFBT4eXkov1AAIMHyJjg6ajqoshATg2zncfR1gm4t3XUTMuxD3/aiipgMLS3YQOQgjPW663HW3xq2D6EJbPU/z1dEEiAriI9gaUP4zQNJTroL/7Z/SGFQC4dRNxJ5yNNu8pRPsOQKLySpDDJx7ftTkAApMnUz9v3u4PdnSg+voQu0TBA3tHTl/ffgnqUFH28Y/Tv3w50muEhDBNSrKWSwBFl1zCpu98Bzsa9eZgmkhg4qOPsu5LXyLd0YGbyRBvbCQ8bhy+0lLSXV20vPgiVZ/+NM2zZxNrbUXPy6Osqgrlush0Gs3nI9nYiMxkPPGEadLwu9+hh8PkZ9OgZl4eyaYm0j09BKuqAND3sHIK1dYy/utfp3HrVjS/n0DlgAWRRIgo3p5QLgeznyRlCMPo2qV0S6JUECFi6HrzoFXRQANDIfpRKhcpCzGMHpQy0LRWvE65aXT9BZSSZDIhbFshRBpNi+M4JYBAiAS6vuW4E9SR7EEdTTiOwyOPPMKcOXO46aabuOyyy/j2t7/Nn//8Z8aOHcsjjzxy2IbTB4MTvwL/gIjH44NycE3TKC0tPSjl3QCOi5t52w60N15E2/oBYtt6SCa8aMjIvsa1kZaJZic94sopQ077COqCK1GaBh+5bO9jZtJobz6NWLcYLVyAv/x0qCsHaSOMrIxcaCCkl+IrrYFIF8IXxK0agb5pCfqWpajsnpTesApVWEHmijvR2reDbiArRuwmST+RKb4DQR8xwlMaJpMIy0Kl0xhlZUMarh4Jii+6CKSk7Zln0AyDyltvJXeXvS67owOzsJBAXR3SdUnYNm48jhuLMeHxx2l/4QV6Fi/GlpJANi1oFRYS37KFsgcfpOnVVyGRQAuH2fLLX5Lu6aHwrLNQP/+5t1eWVfYJvx8jJ4dYQwM5o0ej+/24yaQnSz9Ayk5o2h5pzDSBwBw0rRcvlVZJKnURB+paa9uT0fU2hEgBCqXC2PZ4hEgP1EHvAZl93SQ0rRdd34EQKZQKI2URmtaNEEl8vm4Mw8m26hjo+nviRBMnOsUnpUTTNL73ve/x/vvvU15ezt13380bb7zBxz72MT71qU/xve99j69//es88cQTlO1iAXY0cYqgDgJKKaLRKO3t7cRiMTZs2LDfbrMHwjEnqJZtmF+7AXo6EZEuz0G8ahjKNBDpJLgeKQmN7OZ/CMoKcO/+/n4dt7W5v0Nb/gaqsALR107d+v+BGR+GgjLo7QTLD7bX8E+ecT4inQLTQvkshJ1E62qCQI5HYoAK5qB1NSEnnIvMKdxtLNHdhN6wHOE6+OOHlw461tAKCqh/8km23XUXdlsb/lGjGParX+0mdEhs2sSmL3yB5ObNWJWVjH70UcL7qQPaF4ovvpjifdSx6Dk5Xs2WpiEMA5VOo1wXPScHq6iImttvJ/fMM4l+5SueHZJhkOntJVRfT2TNGlJtbYSyFjhmXh4tL71E3ac+ha+yEnTdiwgHpO9KkTNyJOmursEMwYg778QYolbPtW26li1DptOEa2pQpjlo3+PzLUbTuhm4BOl6M6a5Gtvev/xcqTDJ5OXoejueKWw5YKGUhesWZ1vFm4CN6xbtYvRqkU5fiGW9ha43oVQOXuRmouvdOE4AKT0/Qc8DMIFHUA6uexzdWrI40QQ1cG15/vnnefjhh5k5cyZVVVVceeWVXHPNNQC89NJLnHnmmbS0tFBWVnZMlJCnCGof2FN5Fw6HKSsrIxQKMXXq1CM69tEgKP+8Zxj3hwcxhUJ+5Grcu74LWZdw/S9PQrQHcAdbXYi+blRZNdKyENFuRFcjEjxnbcuCQBCx7QNUwXlDD6gU2pp3UCU1oBtg+RDNjYi2Buyv/w/GT+5ERHsgkIcqq4Ha0SjD9KKzjh1gWMiCcrStKyDXa50ukjFkfvleQ4meFoz3nkf5w2hKUbx5PeK0SaiSk89HLHTGGUxYssQTSexB7m4sxpobbiDT1OTt43R1sfy885g8dy65Z555UMd3olG2/fznJLZsIXfKFGrvugttD89Bq6iIqn/5F5p+8xukUqhUisrPfhb/LpFc7qRJ1N58M41PPYXQdcz8fMZ84xuk2tvZ80xUSqFZFrljx5IuKiK6YYOnWMxkcBMJRtxxByXnnUempwersBBfUdFe8463tvLuV75C3/r1CE0jXFdH+U03UXzOOYBE01rZUyquaV3Z/zvQ9XaUCmTdy/e8UPtx3bo9HtNIp8/DNFdmRRIF2PZkdlfpadlWHE2DYwuRwXXD2Tk5SOkZ37qul670RBLHv3DYtu2TIsWXSqXwZc+3vLy8wX5UmUwGn89HPB7HPYbWGyd+BU4iuK47KHKIRCIUFBTs1W1269atRzzOkRKUWDqf8O8fIKPpEAiiv/k8BMO4t98HjoP27quIWIeX79AcwOfdYTu2Jx/PK0Cl+3CkxPL5EekEUkk8z5p9Thr8IbDTHkEpEEqC6YPR03AeWgDdrRDKRWxdibbgOe95joMcMx1VVIXML0O2N6C1bAJAVozAHX/23kO1bPCOG8oHqXCMAFrzOtyTiKD2vFPck5zAi57c3l7PKcJ7ETgOG26/nTNXrjzgGDKTYen11xPbsAEBdL/1Fv1r1jDxiSf2Gr/61ls9t4ctW+hwHGqyPa2UlKS7utB9PupuvZXyyy/H6e/HTiTY8PjjpPv6UI5DsrUVPRDAicWovOoqdMti7Ne+xgf330+wtpZkUxM5EyYw7JZbqLrqKi/lZ5psfuYZolu3klNby8gbb8SXjbQ+eOQRIps3E6qsREpJsqOD5ueeo+RDpxEMLshGTw5go5SX+pOyCMPYhM/3NgPGsz6f15xQyjxSqQtRqoB9w8K290/8rluPbUcxTa/ZpePUoeudpNM+EokU+fkBQMO2z+D/copv4PwqKCjAcRwA7r33Xmqy1mBmNkuglBoksGNRR3aKoHbBpk2bUEpRU1PDxIkTj1nh3pESlLZigSdGsPyeyMEXQHv/Ddzb70N752WI93ppNC3bNFCmUBiQjuFe9zWMPz0MheXo7TsgGfcinfJa1OhsZJhOQLTbI4hgzuC47kdvQX/2p4NiiXjJMPLqM/yYOQAAIABJREFUs+kqfwiqvFSImnoRsqQGupohpwA5bJLXqty0cM67GRH17pRVbvHQKUXNGGyVDiCU65HdSYYDfYZGXp7XtmOgq2/2PaW2byfZ1IQeCJBpb8dfW7tbiizT1UXXvHl0vfUWPUuWoLJ3qJoQtL/8MqPa2/GX7x155p5+OuaYMfRt3owQgkxPD6u/9jX6N24Epaj5xCeo/9zncNJpln3xiyjXRbMsMskk+aNHEygvp2DqVKqvvRaA8IgRTHvsMdLt7Ri5ubtFStJ1Wf3QQ0S3bcNfVETH0qXEW1o44777UFKSbGvDCAQ8haOmITQNmU6TH16GEHGUsvA647pAGtetwbYnEgo9iVIaYKBpETwRhIEQPQSDf8B1S3GcMTjOwdQ+DQWB40zBcSbhRVE6hrEKXV+FZWUQwkcmc+5hHvvo4USLJAaufZ/4xCcGr1ef+cxndvv73LlzGT16NAUF+7tpODKcfN/6E4ixY8cid7kwHiscKfGp/BKPIwYukHba658EiKbNEAyjho1FNG7y2mEYIEigbIH+92dwP/Z59GcfI+0vIBj04V72GeRVd3qy8qYN6H/6IWSSIHTcyz+HmnAOpBOITe+CriARRZ5+IdvLz6TSGHp/SNWMhZqx2V8Ugw6cmobK378iStZOQG9ai+htASUQSiLrJh/Rmp0I+IcPJ//CC+n+8593IzMFLL34YpxkEpG1OTrtt78lf/p0oqtWsTj7tz3PRakUMpWiZ9EiKrMksj9s/OlPia5fj6+0FKSk8amnyDvtNGKtrTjJJMEBNZ1hkO7vZ/qvf73XuWkEgxjD924SmOruJrptG8GqKpItLSTb2ohu3kz3mjUUn346gYoKIps348RiaJaFHY8TmjiRnBKvIeHOXksZHKeedHpWdmUcvA6YLjuFChJNSwIKTYvg870HSBxn6P0qIaJY1iI0LYrrlpPJfCh7zF2xMzpxnMlEowX09bVRWzuJA3ffPfY4UYW6mUwGK1tTB/DlL395n889//zzOf/884+p1PzkLKP+J8eRRlDy4puQ5XXoqTjEImD6cG//TwBU7RjPzSEQ9L7bWjaSEhKR6kdb8hpiwyLsn/2F1Xf+mNSvFiM/+VXPCcJ10J97AKUZqKJqVDgf/ZVHIdqFtuBZtK0rUcPGo8ZMQ2tcQ7Cn8SityB4IF2KfcwPuiOk49dNoG3OhF239g0EIwbjZs8k999yBBzy5fThMsqlp8Hc3kWD1Zz+Lcl1WfvrTuPH4bhHkrlCm6TmNHwSia9Zg5ucjsr2tFBDbtAnNMBBKoZSiv6GBjgULaJ0/nzcuv5zopk0HPG5k82Yann2W/oYGImvX0rV8OanublKdnXzw2GM0z5tHoLwcf2kpruuS6u6m/JxzGHbXXdhOPgPKuoHWG1JWkj1Zcd1KBrrzZtslZ58vs88xUcrENNfvY3Zp/P6/oOstQBrD2IjP9wbstdO2O1w3h3S6gJOBnODEpfgefPBBmgbc99l/lsCyrFN1UP+sOCKRRDiP6Pf+SPdf/sjwqgrkpBlQ5uWG5dmXI9YvQXvrRVCu953Wd9mMlhL97WdxP/s97IKywf5OAMQjkIxBcbYFRbZgVkS6EDvWofJKvPSeYaJ0A3+k7YBTdV2Xjo4Oenp60HUdwzDQdR0dRSDSgu5mEAXliMLKwb9rmoYIFSBHTUcphRNdcvhrdYIhhGDYffex6sYbvUhywCkd0LJ3yJrPhxuP0/XmmyQaGgYvy3scyCO0oiJyJx5cnVho2DD6li9H9/kG04uBqiryzziDhqeeom/tWmLbtwNg5uTQs3o1i7/wBT7y7LNYOTlDHrNvwwaW3n8/QnMRsou2d1YSKMlHkkf+6NFEGxpY9dBD5A4fjpGbS+XEiUz8/OcJFBezY8cOuromEwq9l1XJyWxqb9zg8VOpC/H53sIwWrI1TQNpQJF1j9ABm33J0TWtKysj90oVlDKyZJVhf607TjYvvhMVQT344IMsW7aMhx9+mNLS0iHXJJlMHnRJzZHiFEHtguN1gh4VmXkwTO/pM6nb0xVa13Fv/w7uZf+Ccf8taNtXgZve5YWaJ5awvcd2m0cwFwJhr8g2mOel+cDrv1RYgdj+gWdJZKcRmTR2YOjaFykl3d3dtLa20t/fT0lJCQUFBSilcF0XJ5PGt+avaD07cJRnWtpdfw6x3Cpc191LFZRIJFi+fLlHbLuS3C4/D/XYroR3IpE7fTqFs2bRM2+e14tK19FDIU/5p+vITAZhGKz53Of2skBVkI2CNYyiIib+4AfkZgsj3XSaTY88Qs977xGsqWHMV76C2sWxevRXv8qKL36RTE8PynEoOf98Si68EM0w+ND/+3+8ef31aKaJmZODZpqkurvpWLqU16+5hon33EPt5Xs3ldz28stolkluZR95tRUk2rqxwoLiySUYBWPZ9ueXKZsxg2B5OUGgf8cOnFgMiou9mw3bR6z/OgwzglJGtmPtrt87P+n0xaTT3rvX9WY0rRPTXI6X/ksCgkzmjH2sts7OyGugnmng8X3jZKu1k1KekAjqhz/8If/2b/9GMpnk8ccfp3KwqBrS6TRLlizhzjvv5M0336S09NgXL58iqBOAo0FQetNGCla+jqAXNWnm7mIDIaCqHvebv0F86xOIxjXZtL8OuuEZs+YVI0TD7gc1TNzrv4r+1HegfRtoOu7HvgZ5JciZN6E//V3EklcQqRjkFiPqzvFeJyUqESESS9DSE6Gnp4fCwsJBmyfwctsDNwCiawdGsgXh89ZA5lVS4rTgnD50l93FixczceJEHMcZJLA9f85kMkM+7rruXns5mqbtl9AORHiHeiMjhGD8E0/QPXcu6ZYWwpMmEVm2jK0/+hFC09B8PoovuYS255/3UoDZ+Qo8deAZL71E3tSpGKHQbmrBVffeS/vf/obm8xFdt47eZcuY9sc/Ds4vUFXFmb//PfGsg0N45MjBv/lLSymcMoX4tm1opkk6GkW6LsLnwyoq4oOHHiJn+HAK9nAJUI6DbqQR2TRd3ohC7HgGzcyQaGlEtyyCuwg4hBAk+/qgqYnGOXPoW7mSYCjEsFmzGH7xxQdYS4HrVuO61TjOKAxjHUJkcJzh2bTg3pCyFNctz0ZNGqCycvMDX+pOtgjKPEw7qCPBLbfcQm5uLrfddttgJ96SkhJWrVrFd77zHebMmYNlWcctujtFUCcAR6zie/cvhJ+4FyudxnhrNvL083C/8PO9FHGqZhT24++g//hO9BVvoBwbQvnY33zKSxcNMQ9lWh7BmRZoOtqyubjjZkB+KSqvCFExAllQBoaPytWvEJ/yIVKLXsRp2YRlmlSfeQVjz/3YblHLnmOI3mb0Hau8fSUFenczsnyUlwIb4iIhhMA0zaPyhfVaict9kpnruti2TSqV2udzlFI42fYXXV1d+yS8vR476yxysj+XTZpE0aWX4nR2Eqyvp/npp0HX0SwLOaD80zRyzjiDwrPP3su7zkkkaP/b3zDy8jyXhmCQTG8vkZUrYZe7XiMUIu+004Zci9F33knnwoUkW1s9RwghyB07FjMUwu7ro3/r1r0IqmrWLFb9ZBEpI+H1fyoKMvmLM0i0xZHmLAonT6N33Tr8hYVkolHSySQrn3iCRFcX3Vu3UnX++YTKytgyZw7+oiIqD7IezHOMGHhuBk1rRSkLpQrZPQLTSKcvxjA2IkR/lrD2rJka6vgnV4rPdd0TEvk7jsO1115LWVkZV1xxBTfddBM1NTW88MIL+P1+/v3f/5377ruPwsLCAx/sKOAUQR0iBi7qR3IyHxFBSYn+u28hfUEc3YcvGEJb+RZy/WLU+LP2fr7lw/2PXyM3r/TUfsPGQ3hnGmjPeejzZnv9nqo9BZ5o2YRY+w5q0vloHQ2oqtE4rkssFvMil9d+Tb7h4p94JpqUsGUBcuQkVNXYfb//7h1e4sXJgD8H4j1e3dNxuEAIIQZJ40g2eDs7O4nFYgwbNmyfUd3Az+l0mkQiMeRzpJSoTZuQw4bh+v1ezVRW9WhOm0b+97/P1u3b9yI8LRsZStf14oSs6GF/TiB7omDiRD7y9NNsf/55tj3/PHowSGjYsMFzwtpFPiwdB6FplJ5xBpPu+Trt8x9CN9OMuHYcRROqcJx6ti8soXHJk/Q1NxOMxxl20RSGXZAkXBGgfXUBf/2PVnrWrKGwqgorJ4fejRsPmqAGIEQffv8LWasjieuOJJ3+KLuTlI7jDOxrpbCsuRhGI0oFyGTOQNP6gAyuO3IwEjvZUnwnag/KMAzi8Tg1NTWcddZZvPbaayxatIgbbriBhx566Lik9Xabz3Ed7Z8EJ5SgHNvrsRQuRNmJQaWeiEf23lhP9KOtfMMTPgRzEWsXwsLnkTOuRp127tDvIdoDvl3as2sGIt5H2nFIiADJho24gVzCwQCGrlGc44O8Um9vS9e8Gqa+NtiToBwbdANt3TzMv/8G0dfm1XDlVyFLRyJrhr7LP9khhMAwDAzDGCxYPFwkJ02i8de/xo5GKbzkEnJmzBiS8AbSmTmXXkrvK694xC4lRlUVTZaF3dPD4sWLAS+dub+oLrJ2Lb3NzeRMmkT/li3EWlpAKco+/GGKp0/HTadZ88QTNM+fj9B1xtx8M8OvuorSM/8Hy1qKpvWSTlfQtTGXZQ/fj6+wkKJJk8j0tTL5VjADPhCSmhn5XPHYubx4y1soKXHicQJDOFAcCD7fvKzAIoC3R7UJXS9H09IM2BLtauzq872Jpu1AyhCQxO9/FqXyUcrEMNaSTl+KlHWDn+XJghO1B7Vp0yZ+8Ytf8OCDDxIMBrnmmmtYtGgRra2tZDKZAx/gKOMUQR0iNE07sXdblg81YjLaircIJfu9L1UoF1m7ByEk+jEeuhPRsR3SSURnE6piBCpUgLHxfZzP3A8E907xjZmO9s7zqJIaVCZFOhFnQ1TSv2wZNed8kqp3n0J3bUQmwvr6symqLEE0LIP8MvDner2mwtkLj51CrH4dbfnL+B0XFQwj+ttRwVyEk4FMEpGJg2kh606uFuAnAoHqakZ/61sH/fz6Bx6gcfp0epYsIVhdzfBbb8U2DLZu3crEiRN3S2cOFb11LlzIlp/8BOHzoVwXN5Oh5OqrsWprETU1LF+xgs5XX6Vv/nyvn5Tr8t7PfkZLPE7+pEnoeh6GUYSu63QtXEgimUTD8+AbdnElZnDn3p9mQNnEfHz5Fv1NTeRUV1MzIL8/BHjmsgORr0AIB7//NZQSCGGi1DJSqauRsgaPwBqRMpx9bgbIIEQEIXxIGcI0l5BO1510Kb4TFUFNnToVx3G49NJL+eY3v8mMGTNYvHgx11xzDbNmzWLOnDkMH6Iu7ljhFEEdIo6GwOFISU5OvRB96d+8X0wL5Q+gLZ+HvOS2nWOsfAPRsQ1VXI1o9rqPikgnqrweFRPoC55FfOiWvebhnH09ya521PJ5ZIRO6tybGXbuZYRibWhb3oeCAujYjgoXYPsCiL4WROs6xLZlqEAu8vzbUDUTwHXQFjyJWPJCdm9Jg6hCi7Yjq8cjQ4WI3lZw0rilw1DWkUUf/xchNM3rcnvjjYOPZbLNAmH3dOZQaJg/n1Bh4aATebKtjSJNY/wuRcB//8MfsIYPxwyHQSniQpCXSFBfX4/jOLQtW0bD66/T39REureXQEUFjuMQLtv70qIZgoLrb0LPLUJWVLBi7doDClL23tcrxDRb8OqV3MEOuULoeMW/eVjWQlKpG9kpTbcBC02LIYTM1rdn0LTUoJns3t9Hha5vRdfXAxqOczpSHl2X+v3Btu0TIpI499xz+eIXv8ill14KeJHc9OnT+dvf/sYVV1zBzJkz+etf/8rYsftO4R9NnCKoQ8TRav9wRF5821ajyuuIKZ2c3FxIRNE+WLgbQZFODLqGD9TQ4DrZwSVK26lGU0rR09NDa2srfX19FJ92GZUf/SwFublekWfLBvS//BQV7fR88gJ5qKIq6lY+A8PGos68GpWKQ08zqqjK2wfpbkZ0bkXoJipUiHJtRPcOECASEVRhNSgb4abQ+prQ3n0K5/SrUQVVh70up+DhYCMBoeuDikHImsTucdceKC0l3tKCGQ57JbO2Tbi8nGAwSPvy5ax/4gmsnBwsXaevq4v09u348vJItu59w+G6BlOuup7i4mK8FuyvYBhbUMoiEjmPRKJ6r2hvIJ058Fhzcw0jRnTg80UxjER223JgX9jGdSPEYhabNnnkl5c3gqqq5Qih0LQUXmGwJ0PXNId0ugDbtveKoHR9K6b5Bkr5EUJiWXNIp69EqePTXfdEpfheffXVwfG1rE0VwIQJE3jjjTe49NJLOeecc+jo6Dgu8ztFUIeI49LLaajXrHoL/aWfe7VJVhAcGzVwMbEzqKLdZbdq1BlgGBCPoHIKEO07vC65fR0I6eKcfxN2n83mzZvp6+sjPz+fiooKJkyYsLcR6vJXUb4Qwm2FcDE4aUR/F6AQqRjKTiKaVkOkFe3d/8UddjqgPFm7pntiCCHAF0KG8sGwEC3rEcle3HEXooZNg0wSfe3fcM75l8Nf2FM4JNTfdBNLv/ENUp2dXnsOn4+qSy7Z7TnjbrmFRZs2EW9uRilFwZgxCL+fRf/937QtWYJuWfizYoriiRPJra5mxOWXEq4wSPcvwAxKhCYQ6DQ17ewC4Pe/gGFswot+UhQUvIzff2O2BfuBMA2l+hFiPrARTRuIGjWEUBjGFGpra7OkVkxnZym63klh4VJcV2GaCUAhpcG2bQY9PWtIJpMopejo6PDWpn4FgUAS1/Uu1JaVIBp9h0hk0kGXJxxJyvBEycz3JKZdMXz4cObPn8+sWbOOm8LwFEEdIk4EQYktyzF+8SUwTNB1L8Wmm5iJCKgMKr8E96p/2+01qmoUzm0PoL/8MCRjOFf/O/gC2KkkrTVT2dHtkE6nqaysZPz48fs/4aTjEY3pB9nlkY2SuIbfK9rd/K6396SZIB20t36DnPV5L0qK90HbJkQ6icqvxD7vdlTFaETrOvRt76PKshckK4iItA72NTqFoSEdh4ZnniGyfj25Y8ZQf8MNh90+vWT6dM584AGa585Ftyxqr7mGnD32F0KVlZz74IP0bdiAZpr0t7ez4he/wAyH6d60iXQkQqVtk19fD0pRMKqc0RctQ9oxhAad6wW92xNEW8JYUysoKBIo6aLrm9ndL0Ph871OInEwBOWl8lx3BIaxBSlzESKOEA6OMwYhphMO73oOFQGjgBICgTfx0oMKpQqpqzufujqT1tZWHMfJunVLTLMdXd+KZ2TrA3xImY9SuQdVezdUC4qDSWPats2aNWtob29HKUV7ezs5OTkEAoHjskd2IOIpLy9nwYIFx22/7hRBHSJOBEFp85+GZMQTIlgB73sdLmDzuCsYN3YMasx0CO3dYlyNmY4z5vekUina2tpoa2vDNE0qKiqYXlrKmjVrKCoqOuBJqcadh/b646icYkRHA8JOem0ccstRhWG0jQtRuaWo2slQOQbR0wR2EnnOpxGbFkLndhwrhBx5FqogK+u1Auht6yEdByuAiLQhi4f/w5DTiej0q5Ri8d130zJvXvYmQdG5cCFnPfLIQV0w+hsb2fDkk2QiEaouuIDaiy6iaMoUiqZM2e/rfHl5lE2fDsCqe+7BX1hIx5o19Le3QypF44IFRBsbKR4/nnFXesIdzQSBoHg0NPw9TNN7TVTVdBL0+fjgzTc585MuukXW8CFbwC3S+57EEHCcCQjRi2kuAUJkMuPJZC5iXxajrjuKdDqMpnl7WI4zCtiV3BW6vhzTfDfbFj6JUn40DZTKw+8/HZ8vH0ijaT1ZJ4ySfY63KwZcVHYlsT2JLZVK0dXVxQsvvEBjYyOZTIa33nqL/v5+Jk6cyOOPP35I63OskL+LW8mxximC2gUH8yU/3gSl/fkh9LeegkQUYj2o4howfKhgLr3Dp6KmzhjydbZt097eTmtrK1JKKioqhuwAfDDzUCPPxBUCsWEBqnwEqmwE6Dpq3mzPGimUD6YJ+eXgOIAAwwe+IGriLK+wdRcnCQACuTinX4W+Zg7ajqVeHVRBBcS7IXTo8uN/NkjbZsvvf09040YKJk1i2I03kmhupnX+fMy8vMFzqP3tt4lt27ZX5LMnEh0dvHnHHWRiMTTDoPntt7H7+xl5/fX0bdnC9jfeQGgawy66iNzafffd0nSdWHs7PVu2YPr9OFkbpkwqxel33UF+3dvsFhkpCJW4dDc10fWb36BrGun2dsrHn8Ww6VmvyKyIxnFGHOIqCWz7XGz7HAZaZxwIUlYMKXZQShEItGBZS1AqkG0FYgA+lMpDKbJtP/oxzTkI0Z89XjW2fSEHupQebDlCXV0dv/jFL/jJT37C6NGj+eQnP3nA97Qn3nrrLe6++24cx8GyLB555BHOOmuIGsl/AJwiqEPEcSWo9gb0V/8fKq8UkUmC43jKvNJ63Ku/DJHdnz7QcLG1tZVUKkVZWRkTJ07cp7HjobwXNeIM1Iid/mfawieRph9K61GOjdi2HBqWoMpGIqddu3st1b5g+hCRRkSyC7QiRLQFY/UrOFM+Br7QQc3rnwVtb71F+4IF+EtLqb/pJhb967/SuWgRynXZ9swzdL33HmO/8IW9b6I0jd5168jE4+SPHr3Pz7Pl7bdJRyKDNkROMsn62bMpmDCBN++5B9e2EUqx+cUXufChh8jbg/BSfX289+Mfs/6VV4h1dHg9qjTNszbKtvMIFJXgGbKmEAgUCiUVW/++Ealp5FRXo2Uy9K5fz4JHmzH8dVSMS3saHl1gGKsRop9U6hrgIM6fnYtwCM8dGkop/P4ulNLJmkxlFYACKUsRohchJIaxBK+fVRFexLUdKTfjukdX1Xa4MvO+vj6uu+46XnnlFWbMmMH8+fO5+uqraWhoIBg8lDU9OXCKoA4Dxyu1IyKd3r6T5UOV1SMSEcgkce74KWrcWahFi5BS0tPTQ0tLy6Ax68iRI8nZhxv1bsc/kjyylKhs9b6qHIMSoIqGIc/+JBTtfQeutW1Aa1mJ1rEJFchDFdcjYh2I/jZU0XBwM+hdDbjF9Yh4F+r/EEFt+u1vWf7tb+OmUmiWxcZf/hK7uxvN50MIgeu6bHjmGaKRCMKysCMRdL8fN5nETqdZcO+9CE0jd/hwznr44YP7XLMpwvX/+78opQhn28PH29rY8Nxz1M6aRSYWo3jsWAJFRbz7ox+x9oUXQAgMv59MLIadyZBTWYmdSJBbXU1uTS3J5LUEAs+i0EA5RFrySPS3E+tsIPbOO5SMGYM/J4e+xkbWvjKGdS/3MfNuAzPgycR1fSt+/3OkUp8+tos+BFw3iBAuUvqy5NSPUrkI0YOUVSgVRogIAx2APRIzgdhRn8vhqvjmzp3LmDFjmDHDy6ycd955VFRUMG/ePK688sqjPc1jjlMEdYg4GoW6B0sMqnyEJxVPJ7x0mWF5xq0TziUSiZBKpVi4cCGFhYXU1NSQn5eHiLRDqhsCfo/cDjTGYb4XNeps9Pf+Av2d3gNmAHnWjUOSk2hcgbHiRfSO9Sg7Cb5cZKwLLdaBssKeCMP0g51AOCmvqvP/CJRSrLj/fs8JIhDwejTt2IG0bTTTxAqFiPb14dg2LdnN6ZyiIgKFhTi2TaK5GX+ut/8Y2byZtY8+StGn9764V3z4w3zwy1+S7OxEmCbR5masoiI6n3sOX14elHjyaSklK37/exY99BAKCJWUcOEPf0jHypUgBHY87rmwZ01tM4kE4fJyPvqzn2H4fLj/P3tnHibHVZ773zlV1dtMT/fsu0bSaJcly5YsbHmVbbxgYxuu7VywQ4Abg0luCEtMHhwCIQQSSCCBAElIyMUGbIwBA3bkBa/yJtmWZEvWvo1mRrOvvXdX1Tn3j9Mzo92SPJYX5n2eedQzqq46Vd113vq+837v508nnf44UvaidQmdm7aQGXoGKxDAt20Gtm6lYsYMLMsiNzrKvCubcELDTExFNra9D9Nm49StR2qtyWRa8f1BLKu/KLyw8f1mlJqG553FWO8q296EUkFAIYT3hkjPTzaC2rNnD62tB6dKW1tb2bNnz2QN7ZTi92cmmEScssXxskq8P/137H//M0RqBC9axd5rv0Dniy8RjUaxbZsVK1YYkYNSyFX/jNzwoJk8Kprwbv4GRI/e6O+EIyjfM2q9QBhdO4vOBe+ntjQDgJp7AVQfeR1E7l2DFyxFCwnxJkgNQqgU0b8Dv2Y+cnAnIqsRhQSq6hJ02eHtzN+x0Bo/nx+vP1Kui5s1bU5818XNZMZXV3Quh1NVRXJ4mCtWreKFL3+Z0b6+8c9RBgIkdu3iSCt4JXV1XPyDH7D1jjvoeOYZPCC9fz9+Po/f3o6vFCWVlQzt20c+kyEUj4OUZIeGWP2Vr1ASi+FmMmasgQCW1mghKG1pYenHP04mmWTX448Ta26mevZsfD+K8n061vw35dOno3yfzk2bUIUC4XicG374QyLl5VjWVhC/5sDuuSYqOVly8pGyByMjr+N4pzhzTwcoFK4riij84lrVwelxzzsTIVJI2YZZAzsLpY6+ZneyOFmC0lofFnnZtn1KOoW/EZgiqBPEqbY6yrScTvf/vZuBzn3Y0TgNjY2cXV2NZVk899xz4wo8sW011rr70eWNaClhsB1r1bfx/+Arx9y/ziURw3tMG47a2WAf2UBV7HwGueE+KKQhWou/7AayZU2oc889vhOREqGVuXbFNj1+dSsiEEJXzEAX0vizrke1nm8k7b8nEFLScMkldD/+OAhBIZMBrQkW3cCV5xkzWCnxUyk824ZgEK01lYsW0fnYY+PfRz+fJ1hTw+DatSRKSw8TO0RbWlj+xS/Scc015LNZkBIZCOC5LkO7d1OzaBGlqRT+vn0IKXFzObxcjmR3N2d+9KP0b9tGIZVCFdeftOOQGhjgqa9/HaU1sZkzyQwOMn3FChZffz27V69mz5rnCibXAAAgAElEQVQ1ZIaG0L6PU1qK9Dwsx6F97VrmXXEFZgrSxXWdAGCTz195yFXS2PYmLGsvSpXhumdzKHEY5AiFfoaU/Zi1o0pyuf99lG2PBB9wxr35jgynKIoYa13/xkyhJ9tRt6mpiUcfffSgv7W3t3P99ddP1tBOKaYI6gQxafJirRHbnkH07Dbt1U+7eFxuWygU6Onpobu7Gykl9fX1nHHuBQcV7onOLTS+8ktkdgvqzPcg+tvR0pqQaUfKEb27jjkEJztCyQP/huWlzTnVtOK/53PjnXTHsetZrN9+yYwvPQyAvWctNdUrYMWKCZlw704Y7jBOE02LwTLjVTPOQbz8G3Q4jhhsM4o9P4+/+H2o2nmIfMqsOQVLX/91fRvinO9/nxc/9zl6n3oKt+gaLh0HYVkIzwMhjC5Oa7xUiuaVKwlVVDDvQx9i4JVX2P/UU0baXVJC51NP4T/1FG3f+Q7nf/3rTL/sssOOJ6Q0bUMKBfxiaw/leYTr62mqqGBozx68kREKqRQohZvL8fx3v0vlGWeQe+EFSqqqyCQSSNumtK6O4f370b7P8J49KK159b772LdmDfHmZqafey7bH3qIwc5OQuXlVM2YQcPSpexZvZqFV80gFPoZhhg0QnjkctfgeYsPGq/jPEkg8Cxj6kDb3kI2ewsTnnxj2z1fTC2a75GUfTjOs7jupce8/kIMUVv7AOHwII4TJ5+/Gq2nv8an9sa2Ovd9/6QiqGuvvZbPfOYzbNq0iUWLFvHCCy+wbds23v3ud78Bo3zjMUVQJ4jJIqimDb/A3vUIKPM06p11Hfsv+lO6e3pwXZe6ujpOP/10QqGQeUNyAOsnf4Ns22Ak3Klh6vMeVsczyDX34l/6MYTyjXWNlJAZRs9eccwxlO/8HSKXRNe0GMLs3YnY9hR68QFuAsk+rMe+DZlhRC5hHCxijYAm1v8qon83umYWYvdzyJfvQ9tBhJdHd76MOufDxrG8+XQ8LZC928DNoita0BXT0OWmtfzvkyDiSHBKS1nx/e8DsOcXv+CF227Dz+fH+2M58ThePo8qFIjPn8+F3/ue8dkLBLjgO98h093N0PbtPPGpT+FEowjPw5KSZ26/neaVK7EOKeRdcuutdDz/vDmGEKbDbyhE2+9+x9U/+hG9mzbR8cwzoBTCtglWVTG4ezeD+/ZhBQL0792LFQjQtHQppQ0NjHZ3k8tksC2LSHU1+UQCv1Ag0dtL/eLF1CxcSH9bG7lCgXQ+Ty6ZQFgWgcBqzFqTU0zruVjWXjzvQONgRSDwHGaqMg9fUo5iWbvx/fkHnZeUg2htY0J0HyhgWVvw/fkodTQLLZ9A4D6E6MJx0ljWEJHId8lmb0WpWa/3oz1pnGwEFYvFuPfee/noRz86Lm1ftWrVKa1dmkxMEdQJYlIIKjlI46u/gfJqPF9TKOSRT9+DN+sS5p12NiUlh0zYWmPf9TlE5xZ0tAq57xUoZHEr5qDLaxDD3YhEH/7Sa5AbVpk1qKoW/Pd88pjDCCS6zJqSmwMnZMglOXBQfb/o2oJAm6gq2QuqgBjYjq6di3ZiptBW+chNq9DlTWAFzGpC704YaoeqGTC0D3vbQ4hCGl1ahVc3D31grZNSiOG9iGwCXVqFjjWdkt5Qb0XMvP56pGWx8447jEfi1q242Sx2MEiwoYHLf/5znAPkwkIIShoaGNqxA2lZ4x13rWAQb2QEN5nEOqC53Oi+ffhKMfOqq9j1298ibRvpOMRnzUIAwWiUy771LX7xwQ+S6OpCKUVmYMD0g7IsypqaKCST5HM5RLG7sF+scRO2baTsVVXYoRDZkRG0Ugx1dGCHgoQrPCy9m11P7+A9X/oL4EjrIoc6MOjidgdPVUIc7tTg+41Fh4okUg4APkIMEQzeSaFwJb5/uGO+WU8awnHSRZL0gQyh0A/JZj+J1qfOIPZAvB4385UrV/Liiy9O8ojeHEwR1Eng9RCU1ppETycRBKlM1hTuhUJYUtNSU4E+lJwAChlEx2Z0rNZM3NIyC+eeWUzXUoKbR131adR5HzSEU954TBWf2PYUpZ3rcbKDyK4SdP1CEKAaDqnnkBaEY8bJws+D75t1Kr9A0B9Ax+pBK9Deweo7IUxEl09jvXQ3nhWA8mZEegB7wz24K26lWKKP3LvaKPysIMLP4ze/C9V0bHeDdzKmv+99TH/f+9hxzz3s//znEULg+T6tV19NpP7IE2b5nDkA+LkcSEk+kSBSV0fwgCfn/S+8wKO33YbyfZTvE6qsJFRWRqiiAi+Xo3L+fCLV1XiuSy6VIpcy8mmhtXloKar2lFKEy8upWbIEL5NhyU03MdrTw56nnyZYXk71nDlkR0epmDmTgd27yQ4P03pRPaFoAS/vozW0nLkTz7uaQKAHKJoYY+O6yzgYFp63ANveiomgFFqH8P3ph10DzzsLx3kZy+pmjNSE0AhRIBh8hExmMYeKL4ycfCzFWADyRQV+nmDwV+TzN6N17Pg/vEnCyUZQ7zRMEdQBOB5V28mIJLTWJJNJurq6GBgYIB4tZUakkrhKge8h+naDAOs3f4/3ke+aBoAAQ53IF36FyGeMgs4rgBNEl9UgMiM4uWFETxqkjV640pBX/DgUcJkRrMe+S75qJk46gtW7AzHyKKplMWKwzZi3jjmdNy1Gl1YihtvRsXqzXhQph2AJmXALsTIzVt18JqL9JXRpDeSSZh0q3mCcIXwXIiZi0iVViJFOcNMQjEJ2GNm/AxVrRqT7IZfE2vJbVNUs02339xRuOs1zf/VXCMtCBoNopdh2113MvflmyqZPZ933v0/H009TWl/P2Z/7HLFp07jgm9/kqdtuw00mKW9p4ZLvf388ogJ49h/+Aek4hMrL0VqjPY/47Nlo36dp4ULO+uQnEVKyY9UqyqZNIzM0hCoUzPe9aNWT6u01qcdcjo7t23FKSgjW13PF175GsrubHQ8/jJvNcvqNN1I+cyaJ3l74yU+obtmEHYziu4pkX5ZQ1Lg05PPX4TgvABaFwoUoNf2wa5HPX4vWUSxrN1rHyOcvG19nmoDCttciRBdaj4kXgpgoKl8UYHgcvnYUxHUvwrbvwrIKCCGL20YAhZRd+P6bQ1BvRj+otxqmrsBJ4HgJKp1O093dTV9fH5FIhIaGBubMmYOUknVX/BXvWv9D5OYnDenUzUR0bsG+87N4f/ZjGOzA+dcPmMgFiShkzERfdGjQlfXYyQGE76MjVYj196GrpkFJ+THHBBiZNxrthBEodKwatEY3nYbccB+6fj66caHZNhzDv/wvsZ78PmLvc6im001DwtFu0vnYeJsCteQ6RCiK6N0BtXPwF15hXNfdHEay55rIy80a8YRthBhCK4SQiNEOZPcmYzibHcLecj/e6TeMCy1+35AfNmKUMfm5kBIBZHp62PDDH7Lz/vuxgkEGtm2jZ8MGbrz/fqatXMm1jz3Gvh07OG3ZssMeuLLDwwSKEboQAstxmH/DDcw7oP+T1ppcIkEwGiVUWYkdDOLl82RGR/GLkndCIRCCcGkp0cZG9m/cyMb772fZjTdyzic+gZvP8/xdd/HSAw+ggWh1Nck+F00aISTLbpxDKBomny/B807H805/jathUygcLvY4aAv7WQKBRzEk5Bfrk2QxGlL4/jSOJmzwvLPp6RmkufkhLMs0NTSRVJbjsU96IzBFUAZTV+AE8VoR1IHGrLZt09DQwPLlyw/7suVLq1HvvgUxtG+CVAIhRNt6s6bzwi8hm4CyWiOk6BlEZBOo+tmopddgbVrFSLSJyopyRMcm7Ee/i978O/yl70Nd/pljm66W1YDlILNpI3yQRXuXYKkhxGQvsHBi+5IK/Hd/Frk6bMY7lIGSSoYq38V4SaAdQJ92Jfq0QyTCJRWoeZchNq9C+B5itANVvwC573lUy9noUBwdLkdue8io/Lwcumo2IjuESHSjyye/xuTtgEhdHVYgQKq726RBbZtQeTmx1lZ23n8/wbIyhJQ44TCFZJKuF16g9YorjNNDaekRswG1ixax9Ve/wvc8o8CrraV6ofmcM0NDPPVP/0T3xo0mWspmidbXM9LRgZ/PUygUsMvKCMXjZBIJLClRrosQgnBFBZ0bN1I3fz7JwUGevftuerdvp3rGDFpOP51EXx+nXXoTzfM2UFIRorQyjFKNeN5pk3a9HGddMV1XghAeJmVnaqo8bzH5/LWHvENjUnvmvkylZuC6lUWPPau4xjWE7zfwZsDzvKkUH1MEdVI4lKCO15j1sP2UlFN0oTQpNTcHkThIC1HIjTccFP17IZeCUAkChbXmHghHQAQQfXsQmWFDEKVVWOt/Aw0LUKe/5+gHDkXxr/o88p4vmGN7edS8leZ4WkNpsTJ+tBv58i8Q6SF042LU+bea9JxS6MoW/HWvHN/1mnE2brQBZ92daGsa2glj73kSPzuMv/AavHlX4HSsRQiJik5HV8xApHrM2tZbFG90u4FMXx/5Yk2UVgq/UEDGYozs3YvWmlRPD142a9wmotGDGg162Syb7rmH7NAQjWedReOyZSilGOjoQFsWQikjWdd6vJfTY1/7Gv3btxOtqzPrT4kElS2mHmiwtxc/l0P4PslUinwmg87nadu0iapUCrSmUCiQTiTY9/LLxnapuprMyAhtr7xC/ezZpIej9OU+yDTbI5crx/fnMpnRiTFyNSXNY955nrecQuFKTKpvAlJ24Di/Rso0vl+P616LZaXQugTfr0WIdHFspgnixO2exbI2I0QGpRpR6kTNbY8fUxGUwdQVOEGMRVBHMmZduHDhCRky6jkrUAtXIjc/YchBgPdH3wBAnX4Fcs3PTUSTHjG1MPFaiMQg0Y92QgRGhhD5AUOY4TJEPmVskfath2MRFKCbF9Pxnq9RQ4LKTb9ApAdhJIM6/b3oxtMgl8B67B/NulewFPnqA5BPoZYfbKNzaCfSox/QB+2jq8xNrYKlyJ5X8edcBoES/EXXY3WsRYcrENkhdDCKjtYe97V8M/BGFmx3PfssvuehbBu3UEAD+R07uPc95nNVALaNX5Sfl882fZS8bJa1f/VX5Lu60ID8z/9k5Ze+ROfWrbQ9/zzScbDCYYTj0N/VxY8/+EEu//KX6duyhbLGRhMRlZXhZjIs/IM/4KV77qGiooKcUiR6epCpFFoIMkox2t5OT08PFlA3eza5bdvwXJd8IkGyv5/SmhoKuRzx2lriDQ3kclGy2WZsO0Qw+Ats+1W0DpLPX4vvL3pd18t1LyYYvBeTntNoXY7rXsyh5ARJAoGfo7WDUpVI2Ucg8Cs8bxlGnj7WQiNXJKcx0VKBQOB+hBgGHCxrM553Lr6/mDcCUyIJgymCOgEopchkMgwODrJr164TMmY9IqTE/9A/o3Y+j0gNo5oXQo2xC9LTl+B9+F+xfvdviIF2dKzGiCfGXAMu/zRDz/yGsv71kB5GqAJ0bwXPRW56AHXeH0FF8zEPLwTIZD969rmoSLkpri011khiYI8RRBRTbNqJIPY8C8tuGk8fnlAUIYRxkhj7XRetZoUErVA180BayNEu/FgDqnEpOMfrAPDOQj6R4Pm/+zvjJMHBbf0o/i4Bq6QEy3GwQyEGt2wh3tJCx7PPkuroIFZryN3L5Xj8b/4Gt6wMy3GQlkV6xDzwOMEgaM0jX/4ytuPg5XI44TBaKbTvk0+l0EoRq69nzyuvkCrW1bhKUQiFCASDyEiEXF8fXTt3EgqHySWT2LZNaVUViZ4eEIJzb7qJGWedxfYdOxBCEAzeh21vKCrs8oTDd5HJ3PoaDg7Hhu8vIJf7IyxrC6bX0zKEGMWy1hV/XwyUjMvPIYbx0ktgWbtoauomkzmNWKwNSGPWvd7L2LqVlF0IMYTWRQETLrb90htGUG9WR923GqYI6jWgtWZ0dJSuri6GhoawbZuqqipaW1snJ80jJXruuYdNQgB67rl4c89FrvsN1q+/AqO9IARq5lno0y5jXzpO46KvYn/7WiNOsAPoeB2EoljP/j/8937x6Mf1Xapf/AElI7uRXgLhF/DP/ThqxUfN/1sO+sAUm3JB2oidjyM7XkIHSwm6044cRSgfEAetg+nSWlTVLOTALiPOKGTwZ54PysXe/ltE0kxm/rTzUPWHLJq/hVN9bwRe+a//Ij0wYMoHjuKhpgEZChEsK8PP5bCKPYa8XO6g7aTjkE+lsCsqiM2dy8i2bSjfRwhBWUMD0dpakn19tF50Eet+8hNyySSW43D69ddTd9ppvPyb32AHg8Sam42buhBYto2llHnAUAphWabdRjxObnQU3/OIVFbiBIOU19XRunw51gHpKtt+tZiOM98PrT1seweFwskTlBnK9HEVoGVtJxC4G5Om09j2GnK5j4/3etJaIWVnsbg3gNaSkpLN5PM3ARG0jmLc1dcUt5Ec/KhgfAPfKExFUAZTBHUUpFIpurq66O/vJxqNUl9fz7x582hvbycQCEzqGoTo2YHo2IiOxNHzLgLr4I9FLb0WXdWC6HgVSitQp717YptoFWrpNfDKA0ZdFyqFXAqRHDj2Mbs2ExrciZ3pQuCBBuuRr6Fr56FbV6Br5qCrZyN7t6PtAMIvoOoWIDfcA6XViGQfzT3Pos88C+LF2hzlI3Y8gtz7jCHS1pXoWReb/5MW3qL/hezehMgMocsaULXzsXY+hEj3o8saQXlYbU+hS2vQ0XrIjWC3PUFj50vY0U68GRdD6DhUim9TjLS18cAtt9CzYQPKdQmHQuiicewYDpwik319FJJJmpYvp2mFcQ2pXbLEkFIyiRUIUEilaFy+nJ79+wnX12NHIuxfu5ZgLEbVnDkopdBKseeFF0hns4hiCnDH88/TcuGFzLrgAnY//TSOZVFSVUW4vJyBri7yw8PYpaUo18WKRrGkNERp28Samph11llF9V4fpfEOwuEHWbAghe9fgNYhhJggUiPtntxo2XEeQesgEEZrkHII296M5y3Ddc/Ctl8sevZJlGpBKQlkkXII328BfBzn11hWe3FsyeKYbbQOIkQaz1s6qWM+EK+nUPedhKkrcAAKhQJ79+6lt7eXYDBIQ0MDra2thz3JTNbag9YaueF+7DtuNTJyaeMvuAT/1p8eRlK6ZQm65fBKeADdugKx+WG0HTTRS3YUNesYNkfKR/Ruw0l1IbyMcTzX2qgHX74Xv3UFWA5q5afQ+15AZEZQ1bOQL94JsUbTGiNUhty/Dzmwa5ygRPta5K4n0OUtgEZufwgVqUA3FMdtOaimMw8aikjuR4eLrhLSBiER+QS6pBp714Pgu+SDlVDIYO96EG/Bje/IdhzK8/jVBz5AsqsLJxIhNzJCNpsl5DgI1z0swnZhXJxg19SglOKln/yE3p07ab76avLbt5MbGmL2FVdwzqc+xZPf+Q7bi63iI83NFIaG2Pbooyjfx4pEcLdsIVJRgZvJkBgYwOru5q5bbyU2fTqLrr6aC971Ljq2bWPtb39LJJcjFI+bluWuiwWUlJURjkSIVFYSKaYeE319zL+ojroZj4DwiEQUQtyP667AcdZiJOEWWsdw3cme7HMcWJRrbtkCIPC8i1FqLsHgj9DaxdQ8ZTH0Xyx/EENI2YFSNZhoqRQhuvH9aQjh4/tn4vsLJnnME5iKoAzeeXf664DWmkAgwLJly46a/51sN3Pnzk8YhZ5lge9ibXoI9fID6KXXHfc+9Ozz8C/6BPL5OxHKw192I2rZDUfe2PeQj/0jsm0tTroP6WdNbZXyJlwhxmAH0a3nT0yOVsDUMznGH1Cg0WLiJhIDO00Rb9GNXAeiJPZuYFefiUgPvHaWZWHbNtUDWYJuNzpShRQQyg2SHk4jsm2UDfdAWSNag2uXYmf70PkEIjxh3fNOQaq3l3RfH3ax+3HQ9ymkUmgpmbZyJa7n0fnccyjfx8PURwkhsIJBOteu5a6bbmKovR0NuIUCZ3/4w1z02c+O7/+yz3+e2gULeOCLX2S4o8N0xMVMvRLQhQJuOEw+kxl3Mi9oTWbTJtL5PPGmJs6/+WY6d+9m8WWXIS2Lkd5eevfuZfppp5Hu68OSknkXXEBFUxOjXV2EYzHmn78VRAcTij0fy2ojm/1TLGs7ECqSU2hSrqOxNroby+oE0vh+E+AANr4/4a1nWesxXn19QA/RqIWUYbRei9YuUo4gRBLTOXesy66D550LvPGmxlMqPoOpK3AAQqEQTU1Nr7ndZBCUEAKdSxuVnhUwigVLGpFDxyv4J0BQCIFadgNq6fXjvx91031rkR3r0FWzSLuCaPszkOpD186HSBw1//Kjvlctvg7r2f9A50YRvkchXIWqWzg+9ehIBXJgFwUrQqKvA79/D9nWGmYumnlQ23mtNUopvOwoumoldttqdD6F8j0ytWeQC1bh59JYmSyFQh+u59LZ0YadG6TL24wvg+PXUEqJbdvjhHfo66P9n5TyDZeKnwiCZWXmuvg+0rKwS0uxQiFu+OUvqVuyhJ2PPYZfWsq+1avRYwWzQLi6moLr0r9zJ2WNjfi+j8zl2PCzn7Hi1lvHC3OzIyM88S//wnBnp2mXUcRYFyaK4gmNSS8B43L0/n37ePonP2HZdddhO45xW7csKhoaUJ7HihtuoPqQ1h7Ni4wqT8jdY0c4ABKlmlDqte+1E4MmGPwxUg6iVBNCtGNZbfj+dPL5m9DaCEekbC82HWxAqWosawdSJsjnFxIKdRIKPYtSM5ByACFGUGo2kMXz5gKnxtjY9/0pkQRTBHXCkFJOSvMvIYTpkOuEwc0b37zixKEa5r/Gu4+wv52rkRvvA2mhlt2Ebj6yl53IjoKwjCChtJpM68WUpDpRsy9Ct56HnrPyqMfQTWfgX/wX0LMFAiV0DtqUF5V2vu/TF5mLGnicsqHniasEdrQSrG48krgH9OQRQmAP7yK060ETsVkW3oIr0PFmgqE4Y6tMMq6x2lfjjyaYVtWMavkA9dUTBcTjROd5Jt3k+4e9zuVyR/y7PxZBjDX7KxLdsUjtwNeu6xq7oOOV2b8GgtEo533+8zz7D/+AXxQxzL3uOmpPP531P/0pv/vbv0X7PjoUouC6RByHUFUVSmujzjtwXbTocegXClAkqERPD4m+PuN2L8SEv97YdQRGfJ/SYlrJBxytsWwb17Lo3beP3r17mXvOOWxevZpQSQmFXI7aGTOoaDh6MavrXojjbAIKRWGE85quECePDFIOoHUcIQYRIoWxK0riOE+Tz8/A+PNlMHGjiYrARSkLsMebFYKP552OZe0o1kctK5rNnpqHmqlCXYMpgjoJTFoEJSTee/8K+/6vmiJdIVGt70KfeQLpPa2Ru57G/p+/Rgcixvn8vs/iXf9tdMPhtSW6aqYhBTdnHArcLP5ZN6PO/8TERolu5IafIpK96PpFqMU3jEu+dfUsqDapEvn8atLdO9k9mmMomaOmpobm82+mZP1/ossajWN5PoG1+T7cZR+f2H8+ib1zlVl7soNQSGF1PI1X87GDxqqqF6BKaxlMP0fDwhUQPrhXrBACy7KwLItg8NB6l+PHWF3bkYhs7CeXyx30f9lslkKhwNDQ0EEENUZgr0Vwh76WUnLmLbdQd8YZDGzbRlljIy0XXYQQgtXf+haW42AVa+ykZVHZ2oqbSBBrbubC22/nf26/nVR/PzIQIJ9MMvu885DBID07dhAIhympqsJ3XWQgYNpsjJ07pnxiSGtcKfGCQSJSYnseru+jolHT3LBQ4P7vfQ87EGDOsmXYtk15fT2zli49SKF3KJRqIpP5vzjO04yMDOA4F2Pb8466/etDEJOOKyBEL2Z6E2hdiZRtSNmGUrNQqhZDUFkgiBAenhfGskYQYgjQSNmOEAWUqsHzVryhRblHwlSKz2DqCpwgpJTjKZDXg7G2HeryT+G2LEG2rUfH6lDL3n/UrrYA5FNYq7+L6NjA7KwFcxuRG+8z5BQxsYdO9iK2Pnw4QSV6EPtfQdfORbSvI5RO4NYvwj7rD41cePuDyF2PI/Y9B2XN6HgTcvsjkB1BnTfRusN1XQZffpjaDXegtgaZGa9i/oWfhMqZiJ6NUFIFY0W2wRikeg8YfwI5uAMKKYgWn7wDpYjEqPHpCx5SUxauJBeuO4ycJhNjfXNs2z5uohscHGRkZITW1omJ60hEdyDZFQqFo5LgQQ89c+cyZFkkNm3Csiyy6bTxOxQC7ftkRkbYt3kz2rLwystp37KFa7/3PZ77zncY2LuX2uXLOfcTn+C/P/IR0kNDKN9nwcUXM/2cc9j60EMI2wbPQwuBHQ7T7bq4to1VHEciEEBbFiEpcYRAOQ4LL7yQkf5+ejs66G5rY/6KFSy++GJTS/UaUKqJfP4D7Nq1iVmzZvL6512FlB1Aodjnaaw43iaff3+xYNfFCDCq0boEIQpFbz0PrSvI568fL7z1vEUUCr1EozsxKj2B1mUI0YcQkaJQ4tRiSiRhMEVQJ4jJalh44H70vIvw5110XO+zVn0ZuW8NOhClsmsLge9eOhEVjUHrCaWbVzCGq4lu7Ps+bZzGc6OI0U50bAZOqhP5wn9BxQzky3ejpWWskwpZdLQWXVKF3Ps0/vJbGEpm6OzsJD/Sw2n7f8NotJaKxibs4V2Ih2/Hv/jz6JIaQBuyccKIZBeq2qQsxWg79uafI7wssvsllJdD1S6GfMIQrHP8LhxvRZwM0R2IHQ8+yGNf+hKFdJo5V13FBV/4AlpKFl57LZt/+Uu01qQHBlC+TyFnIuD2tWvp27uXygUL6Nq4Ed91aQgEuPsLX2C4vR1pWRSSSZ74zneI1dVhhcNk02nSsRizli2je+dOst3d4HkIpRCehx0KESoro7a1lcqaGnNe4TCJtjbi1dU4gQC5TIaXn3iC897//uM+v8lJhyqCwR9hWWPtN0Jks59Aa+Pi7/uLyWbrCATuQcoOtK5GCBMZBQL3FL35LsTzLiSX+3PGyp7b259i3ryHituPIsQoWtu47vqh9XEAACAASURBVAqOv2X85GGKoAymCOoEMZkEdcLIp5D71qJLaxGd67HcFMIXMNhmbIS0MpGQE0TNOAf7V39mlHXhOLpqrmkuGG9CtLWBZWN5GQrROYT2PIPev8FYC3n5cbWe7HgO5efx8xnaf/6XpBZ9hJaWGcSboljJKKMJjbX/RUR2AOFmkWu+j1p0I2rR/0ZuvQ/S/ejKmah570V2Pk/wua+jhURVLcRvOQ9r37Noy0EHo/hzrh5X//0+Yv+6ddz38Y+TT6cBWH/HHQjgim98g6v+7u8oq6pi24MPkhkeJlBRgTs8jHQco8bzPHY+9hiBohCl7fHHiVRU4ESj9HV0YGcyCN8n0d+PKqYT7UCAtc89h8hksDCi7LFmFAHHoXT6dOZdfTWxsjJevv9+hpNJMtks6VSK+tmzyeTztO3ezYz9+4+aurQsC3ks0+KTgGVtwLI2A1HMelCaYPDn5HITEb7WNeTzH8NxHsaydmJ6SAXQuhStHRzncbSuxvcXMramlMtVkc8vIxJpQ6npCDGMlLuwrBeLtkZXoNSMST2XY2Gy1jbf7pgiqBPEZBKUUgqxfxPWk9+BXBK18CrU8gkrocMwpvbLDiMKWbQVAKGgvAkyw6g5l0Iwglp4NfaT/wSj+0132kIKuek36LJ6xltfSAehPDRiXDSB70I4ji6thp7NeDnwrCiqbjEz7UFUsAsdP8Ok7pE4+X5EYQCcCNqOQMVM5M5V+Jd9Hb92oXGfsIOIvlexdz6AFjaEy5EDW1B1Z6DqlkAgiBAKZ9cD+MkO/JZLDlIhikw/4WwHIt2MLjmOXldvU2y6916SIyMTf3BdNvz0p1zxjW9gOQ4X3XYbF3z2s3zz7LNJj47S6fuM+j5Sa5pGRpBaIywL1/PwtSYxMEC2vx9Xa2JK4QG5YqrQFoLCyAh+oYDCkFIQM1VrIFZdjZ3NcsEll9A8ezZ18Tir772X4c5OGubMYcbChQx0ddG81NQuHU2IMpEK15SV9REIJNi5cwQoP6bS8lCSs4uSegAphxFCo/XYdyRYtC86FEFc9xpcF0KhL2NZ/cAQRkFYgxD7ONCxX2tNLncxgcALWNZuhOhCqVlo3QjkcJwHyOf/CCibnA/8ODBFUFMEdcKYLIICkIN7sX/8EVNcazlYj3wdBnajF1yGrps/vqY0DjuAf/ZHsZ78F/ALSC3QpZXoYBTh5VEr/9z0YMolYWSfKaoFCEbRkZjx1sslIFCCSPXjxmci80lwLNTSD6Ge/w8y/ftxs4JouBI7Xk+ouhVdUg2ZfsTIPqP8CsdRZ34I5/4vQT4FdgjdcrZJJSpVVObZMCYHH9qNCpWhwxXgphFOCWJ0HwC6shUdm2asZ3rWo2It6HJjfCr7N2Ht/h+mdb5MIHk/ftO5eAv/0Agr3mHY/MADwIRThACyqRReoYAdGPODk1z1la/wr3/6p4woRUhrRDBIV6FAjdakE4lib1hjwiOKP6NMmPJorSnTmvwBx/GAUPF7HSoro7S8nKraWtL9/Yg5czjrqqtY8u53s3XNGjY+9RS5ZJJlF1/MsssvP6ZAonhEQqEfYtuv4HkayxKMjn6MbLb5MFIbE6IcaQ1vDPF4knnzCrhuAiEkjpMnlZpBV9eeI5JdIDBEOLy/aFUUBDyk7MR48R2KIJ53OZ6XIxj8QVFMARBC67G036kjqClMEdQJYzIjKGvnk1DImv5MWiNGu7Gf+Db61QfADuHd9AN0/cHV6mr5h9AV07Du/wLucA+irA6Z7EUtutaQExjFnRWAQsb8TfkQKMFb/n+Qe55Gh+OAjxjuxReS/Ys+wt7BCNGWD9JsDRKvrEfmBpA7H0GXVAEaUUij4hNeabphMW1L/pzowAM4UhtCGmlDN59tjn0AdDBmWtLXLUH2vIxIdqLLpqGqZk24SAgJVgCRHUaXA14Oq+1R49GHQgfj2G2PooPl+HPff8xar1OByXxQAcgkkwe5RSiMWk+5LhzQtmXB5Zcz+8YbqenspHPzZtoHB8nZNmWp1Dgxjb3fwgimPcyNbhdfDwG5YnRjmkoURddSEquspGHmTOQh5+YEAiy+4AIWnX++UY4eZ+rOsl7Ftl8BfKTUCAGx2I+x7W8c9T1CJJCyDSG6cZznECKN7y8gn/8AsAwhwpSWPorWCtdtJp+/gbKy0Dihua47/joUasNxQgSDBaRMAqC14KWXXDzvpXEiSyQS7Nu3j1AohGUJ6uo8oB8hSpBS4TgF8nkHKY38eyq6OTWYIqiTwOTJzO2JiTY7CrmEiQ7CMciOYv32C3gf/9Whb0TPXon3Jw/S/Yuv0hRR6JZlqDOun9jGsvEv/Aus/7kNkUuC5eAv/wj69PfjL/lfaK0ZGRlh+7Zt5PJ5ppVNY8m8BkKhiWp+5eYg2Y3s3QxoVOMy9Kx3HzQUFYiRP/vT2B1PQKYf3bgU3Xrp4der8Sx0z0Zkpgcda8Srnou7+CNYPeuQ/ZvQTpFE/fwEYfkF8LIIP4dnlYATQjsRrN4NqIaz0GXvrEaGqqQEMTyMwpCIAPrLykjlctiuS293N6FwmKaWFqKxGDt+/WvU8DC1uRxpx6EgBHaxnoni+zMY8hkjJhdASlylkEWJPkqhACcaRRYdtCVQEo/TvOBwKx8hxAlNzlIOMVEObP4VIkGRgg/Z2kfKdkKhf2PMF09rB61rsKx1BIM++fwteN4VeN5F4+0wYrGjk6UQVQSDz6F1I0K4QAatK1iy5ByUAs8TeJ7Htm3bqKioQEqJ7/sMD19ALPYoWo+gtc/+/YsYGenD87oOiujMOcojlhe8VuryWEQ3RYAGUwR1gpgsqyMhBIV57yb80o8hOQD5JGiFjo+l5UoQI/uPvoNQGT3zbqB60aIjKsbEyB4IhNCBEEJr5MAOsukE+/sG6e1qp6S0jHh5OeFwmJaWI7hIOyHUeX+BSvcCAkpqDlsbE0Kgw+WoJTcf+2SdCO7iDyOTHQitUWVN4ETwm85D5IaRyQ4j0W44Bx2fad4TKDUpwf7NoB1EqgeRbEf4Oezdv8KvOxtVf/axj/s2wY7HHyc3MDBeAmoDw7ZNetEivvmVr6DyefJbt1Lo6cENhWjv7SWbyeBoTSVQ6vv4Qhzkra0xBJXBGPNYmASXHQiYtU8psS0L7fuUlpYy7YwzcGybuUuXUl5Xx9Irr6S0/PUb8/p+MxPO37pY3FzPweSkcZwHCQR+jRBptB6L93xMZ9skWsewrI1IuQcjL28uOo4fG1pX4rrXEAj8v6IruY3vRwgGvwlYeN678P0LsG2beDx+wL1UB8xHiFEgQiQSZ9pRnomOVUPn+z6ZTOaIfz8S0a1atYr169eTTCa57bbbiMVixGIxrr322iPfp+9wTBHUATjep5ZJE0mUVOH+8T1YL94FvduQO5+CUNTIxDOjqOlnveY+jtbuQm78BVS0oqVFNp/H3beJtqfuodnbw+yRzQjLpq/lapLNlxz9AFJCtP6YYzjo+G4W0fYEIt2DLm9FN583ocyzg+iK2QebnjphvHnXQyFpZPFOCSLTj9X+GORH0CX16PJZRAafR+CjS+tRdUvR0Ras3pfQ8VnocNUxx/d2wH2f/jSW45AuFIy9EJDQGrVuHc+8/DK2ZVFTKFBiWezt6sLBCBtywAhQLSWe1kgmpn0TKxjkMUJpZdsQDlNXXU3j9OlYlkVyYIDm007j3BtuYPbSpQTDkyupVmom+fz7CAZ/WRQ2lJPN/slB21jWRgKB+9BaFntE5TjQsUGIYbR2EGKEUOifAeN+nst9CiFyBAJ3IeUgvj+TQuFmtD5wfcnHsjYWr0YSKQtI2YvvN+D75+A4z6J15VHu6ZIDGhYeHWPR0Gt10D4WxlxRpk2bRk9PD3/yJ3/ClVdeSTKZZLTY5uRksGjRomLa0tyHkUiExx9//KTHeaoxRVAniMmMoLTWEKvHv9SYeuo1P8Z6/FugQdfMxr/mq8e3j0OhNb7nkkomyeYLhIJBoiUlLLL2IAY3Q7wZlEts68/Ih+tg+vSJfXZtQOxaBU4Jat41UD7z+I6vPOT6/0CO7EUHSxE969HpHtSCP3iNCyFNMS9AIYW9/WcgJNopRQ5vw29Yxi5/MWdY6yE+Ex0pEpKwwMsdfb9vAyQTCR575BFGenoQloVl2/iuC1pT4fuQTlMlBO22Ta9lUVV0NR8z6bEx5KOVImfbVDgOMhajv6+PrJSm1Z7nYQmBDgapmTWLupYWrv7wh3n+3ntxczmWX3MNl99yC8ET6AR9onDdi3Hdc3n11ReZN28WgUCi2MLCmK5KuRkhEkUrpLGfA+lWMdbJ1ogUTJowELizmAYEpaJY1joikXV43hJc92qUmokQPUi5uxgJScZW5qTsR6kutC5Dyv1oXfemptXGXFGqq6upqjLf8UsuOcbD43EimUzyyiuvTLrc/1RhiqBOEG9kHZQ6+w9RS2+AQhrC5YfLzbVGbrkfsedJKKkiEFoKTPj2+b5PT08P+/fvp6F0MQ3DL1IWrUZ4aYjWQarPuDwIAVYALSSB0b0TY9r1CPaDf15sOKiRux7Ge++/Q/w4UguJTsToXvTYtqFyROdzMPu9YB/fU7nI9hk1YtSkOXW0CTm8nWzkfFSFRGb6zYZuGqSFDsWPa79vReTzeb7/L/9C2549WLEYdk/POPFojLgBwNaa8kKBEcsa/5uGcT+9ACCFoK60lMYlS4jOn8/a3/6WWDCIZdvkUikSQ0OUxONMnzuXm2+/nabZs1l62WVopZCnrBg0SGXlNmKx/8ZMO5pc7pP4/iIsa3fxjA+8Amb1zPR00vj+7KL6ztw3WoeLvnkWEC+6PqQRwjQiDAb/nVzu0+P7EsLDRF5WMW0oECIJBNE6/o6tOxoaGuLCCy8klUoxe/Zsbr/9dpYsOXLbnrcipgjqBPFGOEkcBCc03s7iUMh1d2Ct+Xe0EwKvQKu7Cj37LkYLMTo7OxkZGaEhHmLZ8AMEZAfEKtGldaiKGagzb8Z67tuI/m3GsUFrhPbxghOTvLX6qya9GKk0PaMGdiC3/wb1rk8ecTwHncNRb+6JRfXXnASkg9YH5OX9glEEaok37d04HY8jUp1opxRv5nvBeePbHkw2uvfv554f/YgtL7/Mq6++ikyn8UZHCQDzMDHFuMM45ppp20Z4HiGMl3YaQ0qWEDSFw0RjMQJNTdSccQb5fJ6SigpsISgtK2MIqKit5f/89V8zb9kySuPm8xZCmE64pwhCdDNjxtOY74MxYw2F/pV0+nvF74TNwR1qbbSOojVoXYHrXkow+CPGiMwo+1qLDQU1Ug5jCGjMpqgf234M31+MUnXF1h7p4rEMCQqh8LxmfP8MYMspuxaTjUKhwAUXXHDY31evXk1vby/hcBilFHfffTeXXnop69evZ9rRFtTeYpgiqBPEZMqLT3Q/1oa70JEKs56jFLJ3D3tX/4xc62U0NTWxYN5cnAc+CUN7YKzmyEvin/MJsIP4yz+G/fDtMLoftCJfvYhMXXGdyy8gcqNgF8lxbO0olzi+wUUb0bEZJsUXKIX8KHra+eMms8dz3XRpI6piLtbQNmO5pDVe6zWIPSm0HTGvU10Iz7hUo/WbLjcfQ19vL3f853/S2d7OrLlz+cOPfpT4ISKD0eFhPv+xj7H9+efJeR4uEMesJxWAncA82yboeTiWhef7aGDQsghrzWDx9wAQj0SYOXMmy9/7XlbcfDM//uY36Wlvp1Ao0DBnDudfeil97e2U19ZywXXXUVbx5vbQkrK3WIs09nmZSEaIRDE62nPA1hrPOxuty9G6BNe9ACilUOgjEHgIE1HNJJ+/hUDg11jWOoxO0UepaZgUXi+OsxrbfgWtyygUziMQeMS4rRDA9xeRz/8xWk/DkOHbN4IKBAKsWbPmmNtIKbnpppu48847efjhh7nllltO0eheH6YI6hC81kT6hkdQx4AW4LoFspk8yvdxgGnTphEZC9kT+2F4rxE2CAFOnakjGu2EylaINeNd813E4E6wgoz6cXTeNe+VDrpyLqJnA2C66yIEasZFx3cO0kad+XH0vieNSCI+04gkTuiiSPyZ70VVLkR4WXSkxrhH7HnJHGJwE1bXk2bdSvv41ctQdcfoHHyKkMvl+Icvf5mR4WFi8TgvrVnDQH8/X/zqV9m2aRPDg4M0TJvG1pdeYtPTTxNmzEVuIqFlYdaTPCFwhaDEccBxGAgE8NNp/KIcXBYn0XBFBTf+7d+y5OKLAfjYF7/I7i1bSIyOEqut5fQzzzzSUN80KFV3wBqTWQfSOojWMQqF65CyvRjl6CJ5fBTTCmMCnncVnncpRgJSAggKhZuQcim2vRHbfhoAKfcWj9lS3Ecftt2G551THEMBANMfyi6+fmsR1Bs1Ft/3KSt7+xQbTxHUCeLNIKhsJkPPzleQwQU0dT9OSUkZtq1IhuLolgMmaDtkogqtjIhAK/PEeKA7eiiGblxmxtDTg9aFsQHhX/pVrEc+h0jsBwv8d/0ZTDs6yRx2Ezlh9KwrD2tPfkKQFrp89uH78AtYPc+gI3UgHdAKa2A9qnwBBN/ctaj9HR0MDQ5SV+yLVNfYSNvu3fzHt77F2tWrUa6Lt3cvhZ4eKjB6MgvzzD8mB/Ax7nI5zyMjJUnbNt1xHYexvlNjtUu+71PwPHZv2DBOUNF4nCUrVjA0NMTQ0NCbcBWODa3r2L37AubMeaYYSVlFs1aBZW3C887EdS9DqWloHefofZeCxZ8xCJSaT6EwH887C8vaUoyoskwQnMT0gCpjIiPdhxAjx6XSe7vixRdfRErJ0qIl1apVq9i6dSuXX370pqRvNUwR1EngVBCUUore3l4629to2fIDZgytw7YdKK9D185DRevZG3kXTeED0kiRStSC67Be/QVaSNAKNedKKDt651LhZREdz5qW7zWL8N5/ByLVY9J0R5OYJzsRQzspGe5C11fzRvuTCSHQft4QryxOOsKovIRyXx8hTgJCoRBKKdLJJKlkEikl6XSa5554wggV1q3DzucJArVAAujArLgUMFNxGGgKh9GxGLXl5bi5HF4ux6KLLuK53/2OxPAwaI32faSUBIJBYtXVb95JnwS6uxfT0PB+LGu02MIiQCj07aL5q6HqfP7DeN4JRt5FKDWz+FNFIHDv+HqmEHm0Lsc8GkQwAn15kBz9rRZBTQZKS0v5zGc+Q09PD8FgkIqKCh555BHi8bePuGiKoE4Qky4zPwTJZJLOzk4GBwepqalhidhBZPRliNUCwjiEl16Ev/LzeJs2HbYPteyPEekeZNtqdLQGPe89R12nkW6a2vV/j8Wo2SYQxbv06+jK2Yi+VxG7/gecCGrGpaZQFxCD27DWfAO0T83IMIH8JrjobybWrk70OiQ7EF4GFa6G0DHWSewSdKQOke1BB6sQhRG0U4oOHMlT7dSioamJWbNn84uf/hQwk93C005DA3s3biSYz+NjUnqB4r8VGIIKYW7CispKhlwXP5nEyuUIh8M01NYSr6zkpr/8S378939PNplEK4VdUsLcxYs5933ve3NO+Lgx5l8xoeLUugylzARpWa9iWVuKSj3jChgM3olStQjRj9b1BziIa6TcUpSH16DUfI4WZfn+clx3CMd5CtC47qUoNZtA4G4gBVgUCn/AmMzdjOutQ1BKqUkZy/z583nwwQcnYURvHqYI6iQw2QTlui7d3d10dXURDAZpbGxk7ty5xkLl4R8bnztRlJwHShA9rx62jzHIV+5A7HsSHS6H/Cj2g5/Cn7kSkepGV8xCnf5HEDQRT7jzcZx0FzQUO5ymerA23omaeRnW8/+ItoII5SL3PYG38u8hUoXcfJeJrkJxCoX/z955h0l2lOf+V3VCxwk9Mzt5Z9NsljZotSsUEAIBRiQBxiIYfDEGXWxzMQiMEcYGc2Vhg8kZGS7p2oCMwSBLIJCQBMpZq81xcg6du885VXX/OD1pc5RW3HmfZ56Z6XBOneruevur7/3eL0EsfTCseWo/+VyQdfBW7P7fhtEeEn/Vn0wbxR5hwggWvgxr4G5Erg8TW0DQesVhvn9nGnffcQc//N73UErx8quvZs3atfzuV7/C833O37yZzs5OhBAMHzzIglSKTDqNCAKGH3uMou/j+f60gWuBcNPJIsygZAiNXF3Lojw5iRECaQyWZZHLZhm1LC56xStYe+mldKxcyQO3344KAp535ZWsv/zyIxbVnkl/wNOB6/4HrvtjwKD1UgqF6w8jgbAl+5SqDsKZGSAefy+h60SUcvlPCYJX4Tg34zi/ntbF+P7L8P2j9aKSBMHLCYI/mHVcKJX+Zpbh67m7tTffTXcG87NwkjhTERRAJpOhv7+fXC5HS0sLGzduPMy2yDR0ws6A6c1zrxDedrTx7boF4o2hp5+TgN7fYZVGMXVLkWO7kGO7Cf7gsyBtZHkSI2clop04FMaRO/4DE6kN81WASB9E9j2IXv6K0PVhdrQkJATFk752kevF6v8dumpheAw/j7P3R3gXfviIEZ8xBpwEquPlJ32uU8WjDz3EZ268kUgkguf7fOrjH8cBmurr8X2fO265hUXf/jatHR3s2bmT/OQklEp45TJjSk03IIe5Jq4OoVTcALYQBJUFKV5VBVrjFYvEq6tZ8/zns/bSSwHYdMUVbLriihMa97MdCVjWo7juT5m6aikPEI1+GZhbeKrUMkJy8oDQKUKIPOGyJBGiSCTybZQ6H8e5HWNcwmJdF8f5JUHwwsrW3VFHcsj/cYw5ekHysz1vUwiCYL5ZYQXzBHWSOF2RRKlUoq+vj76+Pqqqqujs7KS2tvaoHw69/o2IrvuRvY+EDgv1y1CXvffoY6k0G4QIqBIiKGDiqyBSjXGrEBP7INMDtUsIGtbh7P3v0JFBWFCcwKy4GtH/4NwiYSGmO/aatkuQe36GqWrB8rMYV2LqjhL1HAKR2Y/T9QsIiiExIWYiQyeBKI2HPaSkjRx5GDn+JNgJIsEzZ2dULpd54N57mZiY4Fe33MK+PXvwPQ/P85hy8W5qbqYhlWJoYIDb/+u/+NP3vAcdBBit0Z6HJQQeYSrfZ6boFmbaYBghSDWGLvbZyUlqGxooFwq4sRhCSlKtrTz/Na95xq77TCJU43nMdoKwrF0YEwo6hOjHcX6BEGU879U4zh0IkcGYJEKMzXpeSFJS7kWIbqQUFcFIinCTtAicvl/guYYgCOYjqArmZ+EkcSoEpbVmZGSE3t5egiCgra2NtrY2UqkUqeMZctoR1Gu+gh7fFwoZ6pZNq/Kmx2IM5IdC6fUFb8f+3T9jvCzCL4AVqbTMCGGMmSYFv+kC8sveSMf4XaA89KrXoVe/DhGvw3rsaxgdVIplo+iWULasV7wGMIjee9FOnML5/4OqE3AWF/l+nCe/iLAiGMvF6d4RWjJFU+AmEbl+dNVisFzk0P3Y3bdgYgsQ5Qlaxu5HlDZAsum45zkugjwyuw+0h0l0YKKN03eVy2U+8O538/B99zE+MoJXLocbUBX3ad/zkLbNzr172bJhA0JKfC9UQXauXs2T99wz3aRPEKbj0zBHxCEISStZX8/6yy7DK5V4/J57aGhuppjNMjY0hDGGK1//ei5+DqmtZsOYesI4ccqXXWGMQ21tF1K2EYt9CCknmYoni8UPoNRl2PbPiUa/wgyNKyCCbT9UOXJY0CvlCErVYsyUSMSrnO/ciIBOF6oihJnHPEGdNE6GoHK5HH19fYyMjNDQ0MDKlStJJsPE7N69e0+c6KTENBwepYTqNh/rt/8beeDOsG5pwRqCF/0DYuhpcKsQE3sQPfeF7hRBCdN+MVQvnDoA2dYXErzwXXOKXs3iK1HSQXTfHW6rrXotVOyHsBz08qthxWsY2L2PproTIw05tg20wiRDstSVrUGhA8h0Y2qW4nf+UXiKkYcw8RawYxinCskBZO7g0QnKaOTEVmRuL8ZOohouAvcISqWggN17CwQ5EA6MP45qvQqTCFWO99x5J/fccQeZWTJtYwzG9zGV1ghSCMrlMhPDw2R6erjvpz9lorubtupqHqy0a9dUnMOBekKCyhMSkwBsx+HK17+evVu3Ytk2b73uOh6//XZcy6Kmtpa3Xn89m198eNuS5wp8/0U4zt1I2YMxZcL+TmkuuOAbGPP9StsLCGejTDT6KZT6FcbUoFQHltXDVBerUuk92PataL0CKfuAImELDpdo9O8qRrIJjEni+2+qiCee25iPoGYwPwsnieMRVBAE0354tm3T1tbG8uXLD/tGdKbqqSIHbkfu+xWmqhUQyKGnMamH0c+7LnyADpB7b4OxPVC7GL3ildMR1OwITAw/gTh4O3L4SYjWoVZdg37+3889mQ6QW7+F7LkTENRFN0Djn53YQKWLQIfRhFahW3k0halZiBx/GvxJhDcRNjeULqgSU+ovgcEI+6jfj+XoQ1jDd2PcFDLfi8gdIFj6VrDnJsJFvgf8DCZekd37WfI99/LUaBvSsrj37rvJZTJM9TxSQVDZ3jSgFJaUVEejBFqzY9u2cP4GByndey+ZgQEaCTedJDOWRVO2RUlmtvvqkkne/8lP4pXLWJXo7A/f+U4mhoZINTaSqHn2lYmnB4dC4ePY9q1Eo19itoVRmGOymKlRCt3LpTxIGGklKZX+EiFUxaZoMVLuwrIeQ6kVgI9lPV2xNuquiB6aCYL1OM538bz3Y8xz2+F+XiQxg/lZOASn4iRhjCGdTtPb20s6naa5uZn169fPaQB4suc50bHak3sxVmSadEykCjm6c2ZJkDZ6xauOegyjNfLJryK3fReR7gZpY2qXYz30SZQdw7TMtPyQ+29Ddv0KU70IjKFm4Df4/cuh/mhqqhmoBRuwen+NmNiJzOwOCchNotM70E0Xg5/D3XET5fUfIGh7Mc6e74GfAxPgWSlUdedh7e2mYI09jIm1hm4YTjWy0IMo9mOqwqizWCyya/t2nFIPa1Jm+k0/NJrlY5xrNQAAIABJREFU3X/zdcYLFsYYivn89OtiACFlOD8VwkrYNqVK51ulFEIIxtNptFKQy1HNjKA6ONLrVfl9+VVXAeDOEsQkqqtJnIEK/3NFxQcekci/M9dfD+ba4U71iZry1bAQIocxjQTBZsBHiIP4/osQYqJCYqVKxCQr/Z2qEGKi8qVCI8TQc56g5kUSM5gnqJPEbGLxPI++vj4GBgZIJBK0t7ezdu3aE1IDnQmCcsrjiOJYaC0UqQ5bpntZdGrZCV+LW+xHdv03QgXgJkHaiGwXpmEdou/eOQTF2NNhhCMkCFBWHCe958QGG6mhvPH9RB/8SOi5V7Mcq/9uZK4HU92JSbRALovM96Pr1uKvvhaZ2YeRUQZQpOxjtIOoFCVPIZPO8NX/+0m2HiywYeNG7v7NbxgeGsJoxZqOKF/5u6uIJmr55rdvZzTtUdcYOkBMTkyQSCQolUp4pRJSSoQQrFy6lPraWtKTk+zeE16vADAGz/eZTKdpYWbpnR7WIf8DJKNR3vihD53YnJ0izgU1WrgdN7uT7gyMSSCExwyNBwgxiDGts56TIRr9J4ToRwiNUusplW4EeojFrkPKPoQoE9Y11VR2qPXvhTPEfAQ1g/lZOAV4nsfjjz9OqVSira2NzZs34zjO8Z84C6dNUJMHWfTAdTiqAOUJZM9vMfUrMA2rUZv+5wmPQQS5UMFnuaA1WBZgwgjHOeTDnmhBjDyJqRTUSl0iiJ7Et1W3BpwIuuZC5MQuZHEQoxXWwD2o9heDUZiKhN0k2lGV3JAZeOKYc6Uan4/VfxtYcYq5Cb7xrZv54X0GJRzuvvNOHMdhWWcnJiiydVcf37n5Hi47v47c8D4GBibo7e7HNgZLa9xolLqmJux4nOqqKmqkJDc5ScR1mRwdDf0OZr12U0WVLnNT9BLAtrGlxFQe17p4MX/99a+zYFb/rd9XhC4NqhLhZJkiKWNSFAo3Eo//NVM6RyFyla06F2M6UGotrvtdhOgBGjDGYFmPYVnnEzY9LCGExJgoQhQxpoAQYwTBpRjz3O86q5Saj6AqmCeoE0ShUKCvr4+hoSF832fZsmWnZbp4ugRlPfp1tJ9HJ5ugphWT7UMvvBT1wn8E68TJ0otWxAixFKIwAsXxsIYKgxy4CzlwJ7r+PMAgiqOhdD3TDQL8eAde24s5XtOLTCZDT0/Y1r3FqyI6+RSxwgECtwWn1IsOyojeX+OtuhaVWIT0JrH6b0eWx9HVK+HQ1t5aIcqjAJhIAzq1DmMnkPkuHtv1JD96SBBJhK/NxNgY+VwulIgHWYR0uOnmXdz0g4ByMY8JwPdnvPGE1niVeqZsLkfdsmXU1NczOTKCNAa30lo9bGAOjmXx0pe8hN233x6OreKbJ4Sgbe1arn7nO2lZupTVF12EfZJfYp7LMKYR3381jvNzjKlFCJ/+/lVUV38U8Cs1TUmmlHlCjANZlGoFNFLuI5zhIuHGqYOUvWidBNxKWaBB6xpA43l/jjFL+H1Q8s1HUDOYn4VjQCnF0NAQfX19ALS1tXHxxRfz4IMPnrYj8Oluw4jiOMZyEVTUd1PRzkmQkxACZSdRl/0j1iP/AsrDuFXo1kuR/b8Oa6GMxNr69bCTbWo1UMK0XIxe8mqGRjS1R9l6m/IS7O7uxnEcmpubkVLixd9IbPu/III8yoqTrt6EL6uw/Al25FehH3mAjvEfYKsMSsZwzW9JWGvZZUdwXRdHKuonbiVW7kVKQVDVSXnhNdhuM3aqnTGZpxxIbFOiVCiEG0zGYAhbamfGs0ijsfGxJASKObktXykmJ8KcRvvixfQe2E/n8oV89yef44lHevj0X/0Ng8UipSDAFYI/fsc7eN2113L9Y4+FOSxAWhZL16/nYz/96f9XpHQoPO+tBMEmpOxD63Z27syyZUsMiGJMe0XlZxCil5CMGrCsR4lEPoGU2xGii9AzrwWoR+vFGDNSqZkKI20hSgTBut8bcoL5HNRszBPUEZDJZOjt7WViYoLGxkbWrl1L/Cy0xD6dCEoveRHy4L1hnVJgwrqeRVec1DGmBQGpToKXfG1aai67fgGDd4FbDbl+kFbY/iJSA3YUMfo45sK/gfE9h11DqVSit7eXwcFBFixYwLp164jFYtOFrqKuDpH6B+RjN0J0AYloCpHvxyQ3sfG8zcj0buzdEUxiE2DCWqyep1Ct70TaLvbQXUT8PsrRVrTWWOPbyXm/ZDK2kSAISNbUoJVisLcXWRmbJWDvju3U1sSpijsUczksqyLO0zN9XGEmWyKlZGywj46FKfZs30Y0/xiXbagi/eHruPkL38Arl9nw0pfyrhtuwLJtrvvmN/nGBz5AdnycFRdeyLu//OVnhZzOHZFECK3XoPWayn8z9Uyl0vVEIjdUWmSEpcxS7kPrxdj2r4BJQnMokHKCILiSIHgBjvNFguB8LOsAoR2SQKlX8PtCTjBPULMxT1CHYNu2bZRKJdrb21m9evVZSzif7hafXvFqyo9/h+T4owg7SnDBe9GdV1XuDJD7bkGM78TULEEvf+2JedZN1UHZMaaX6ikXiSlLJKNBzH3bGGOYnJykq6uLUqnEwoULufjii4/6ITOJNvw178Le+2+IbDc62YG//E3hfWJ2Ul2Ey46wiCcSRKJx7IkCoqaJWKXFhigbqpMubYvXTh8/6bpkZx3FNRBRPqtaEixbvYb//PHtBBryhcp0HWkqpMS1FZlMjlgsRrb/QSJk2bxhC8t/+h/4QagOHBsfx7IsFm/cyCfvvhvbtrFte77Q8giY/VkypqHS7v1ehJhS8pmKUq+AMcXK21ESOlE8Of1crS/EmLWEBbpptF76DF7F2cf8Ft8M5mfhEKxZs+YZ+RYqhEDrIy2NJwbrvo8RKXbj1yzDFQGy65bQCDaawnrgBuSB2zDSQWofMfgQ6gWfmrEVAsj1Edt9MwtGBxHNf4xpOH/6LtP8PExqNWJiJxgVyrcjdZAbQOgywfnvDh9nDKOjo+zbu5uFpftY5z+JE02geTPGajvm+HX9+XipG0CXYdY2oUkswiQWIXMHMVYMofJMJC+iWYRkp2MLsSe2YqYKcf0sOrFwzrEnRkentWNTv40WdPVM8NFPvoW7freT/p4eNGa60XiZsDKnKpHAchyKhQJKGaS0+fu/Wk+qvhnjJ3HlMK7Yx6SJ43p7MWM9TFpL8LVDEATTP1Ov7VRN1RRxneiPVSkMPhWcCyq+I+HQz5UQU1VjDmGVWCg/N2ZK3SeZeRVzQAmlLsdxfowxVZX7mn8vCWo+ggoxT1CH4Ey2dD9r51Ee8uCvUJE6pOVAxA3l5iNPYOrXIg/eHnaiFaGxrey/H5U+ALUV+XmuD/s3/xNZTJMqe9j3PERw6T9jmiqSciuCuvgGxNBDoftEtB7ryc8hR5/ARGrwcv3s27GD/oEB6uvr2bJgkMj+h0JHBhNgbfsyKpLCNKw/9nVIC+QhW6eWi7/iWqyR+6E8jqlaRrpX0jSlmltwEarUjzWxNZyKuk3o+s1zDtHU3EzXvn3A7C070MZQV5Pktgcf5PM33MB9d97JeF8ftmWx4vzzedO73sXnPvr3SHwy2Sjr1rbzwT9fy+LGMkYahC2Rteuo87YSxSHjQFNSgl0kaKr45qkCWHGQMzVOWus55DX7x/M8CoXCYbcrpabfH6LSqPBEiK1cLqOUQmt9zkdxQfASHOffKtdpEGIcY/zK31M1UiHCJoYRtL4A348i5TaMiaPUJZztfmTPNOYjqBnMz8KzhNMiKGGFi7vW4Zabl6sYvjqh2aqY3cIAEBKhg5nFuusXYb1UvBnf5DG2wdrxHYKmWQu9FcG0Pj98/O7vI7xhiqn15PI53K3foun8FJHmdhJVUdz+xzHRhso2oouxoojxp+YQ1Eldrx1Dtbxo5v++p2b+lg5q0TWo1peF1+hUHfb0j3zsfbznHX9FsRRMd6yNOHDVpQtoVr/BDO3l+r//K8yNNwIzvYBEaZDnLXwTo317sGINNF/0Huz8duj7IVhxVPV5ICTSG0K5m1BeESLNUO5Dph/Hyj4C/jhCuviN12AS4Td7KSWu6+K6p9YaxBiDUuqoJDeb4PL5PJ7nMTk5OSdCl1Iel9wcx8GyrOnfJx7FmYrJa4AxjXDUkuoQQoxWJOQJSqV/IBL5NELsJmwkaBNGUSCETZhnilAuv5up5WpuXuv3D77vz0dQFcwT1LOE0yIoaaHWXYv94GexS8MI44MA+5d/gum4Al3dgZw8iHGTCC+HqV2KqVky83xVDnswTS0+wgLtHfFUvu/j7b8blfGwI+PUVKVwYnXQ9VWSgcayJMJNYqwkOMkKGXoY5yx/qz3k+HLiEez+nyFKvbxkYZyv3/hSvvnj/QwMjLCoyeUVl0R41R++BpNYBv4kdu+/4S95F1ixcBHWZezBn1BVU0NV7UXgp2H4pwTtbyPQZWRhf1gbZrnoROdcqwjtY4/9AuEPARK0h9P9abzlnwD79Odh9hbh8TAyMkIul2PJkiVzbldKoZTC9/3DfnueRz6fP2IUN3sMs8nLcZzKmAStrTeRTD5M2IdpGdnsx7CsWhxnF9Holyoihw0kYsuwxF4c92cYkgghCIJL8Lw34LqfIRT7W4TiCFNxjEjhee9FqeO7lfy+YD6CmsH8LByCZ2r//rRFEuveQWnXL0iMpEOCMR6iPAG99yASLehFL0FkDqDbl6M2vnuOSMK0vwix78eI8jgy8BAeqPP+vHKnQYxvpTjeRW/aYtirZT2Cen83QjuYbBGhimDZWNF2guqVuNkdyNIkSBsiDejmS9FtLzrKyE8ex5srmdmO0/V/ELl9YBSWP84Llwku//w1mEgjotiDzO5AVVf6aLkpKPYivHFMLMyVCT8DKo/0RpClAUBghCRofg1qwUvR5UHQPsZtQBb2Y/XdjlQGyhJkFPxRjIiAFQWjEKU+ZG4HJr4UUe4F6aJjy8LHnkUcbZ6mIqLTieKOFL3F47eQSDyEUmFtkpQ78bzP0tNzJatX/wu5nEDrCNHIraxaCYIR0FmEcCiVl6NUBq1T2HYZKUuV70wGcNB6BaXSxzBm4ynPx3MR8zmoGcwT1LOE0ybCiveYn2jFKu4LDVZNpb2Bn0N3vADT8fEjPtXUrSK47NOord+krIcJNr0Ns+hlaK0pPPhprAP/gRCSZZEIyze+DyszAHYEo8oIlQ8dH5w6bG8cmdmOCNKY6iUQb0EURzANF4B7+Nbb2YLIPA1+LhQcuvUYKwreGHL8fnTtJoyMo5PLQZXBioQEYkz4uKk5sWKI8iCi1I9xG8EEiFI/Mvs0uuFKTLR1+rG66jzKtT6+tw1dtQKdWE5k7+PgjSB0JnwdVAmR34U9/p9gfIxVjYytIFjwurNOUmfjS5YQAsdxDnNMiUT2YVkKy5JMLSdNTSOkUg6RiFXJHbkIPYbjjGFbBQw2QhRJONtQqpZM5gUIUa64RKiKUWyUHTtewciIz5Q8/VTEJrZtn7OikaNhPoKawfwsPEs4E2IMr2YFkfQepk03jY/wRsAbwX70E/gNayHePHPOnjuxtn8dtI9e9npKF/0TB3bvJtayht79+5nofoJ1Iz/FrV+K7bigPMTWL2CkhalbjZjchdEeonIubUWwymOhPVJsASa5EOPWINI75g5UB4jsPqRWmMSiI0veVSmUsotT+OZoJcI6sKm8m1Ho+GJ0zTqC9mswkWZkYT92/39NDYig4QXg1s8cw06i4yuxCl0QTIZDqtmI9CYOl6ELQRBbSjaWRNeuACBIvQC3+zMYuwaEhXHrsMd+AJGmkJz8fowuIao2Y+LLQWWQxR2gy5hoJ8ZtPfQs5zxs++fY9t0IUQKyFTKSaN2BZd2GlF1gdkGQAbzKVqpEWgAOBhvLKpBMWgjRDmSBAK1rgSUsWfIOliyZyWdprY+Yi/N9nyAIKBaL09uWRxKbAIdtU0799jyP4eHhIxLcMy02ma+DmsE8QT2LOF2CSne+DTd7EGeygCiNgNCAG5q+liew7/8IwZX/CoAYegj7getDSbe0sJ74LH6mQDrXyWOPPcbChQu54LxO3AerwKkQiOWGuSpvEjnZhzEKoQohkThJrFI6zGO5KUyi0rTQz2FqZ/XkUSWsrZ/AmtiONqGM3DvvQzM5JD+Du/dryMx2kC7+kv+Barj0pOZK1V+CNf5brNFuTJALt9ncOlTzK6eFCrr6PPxIU7itZyent/ZmQ9dtQZb7wihMuMjSAbTQldzTsaMeXb2eIHU5UuVBRsKtwMlb0fZakG7oG+f1IkyAUVns8R8jdDkk5MKTBLWvwkQXH/Mc5xYmiUS+QGhDpAgNXyfRegVBsArX/TLGeAidJRTxy0q7FQVahCuPsVCqEyFA6xUYEwNchCigdRuHii2klEgpT9r3cgrHEpsAR1RTzi4ZmBrD2S4ZmI+gZjA/C88Szoic3a1icNM/sajeQT75Jaw9/w7ReogvAAxibGuYUxq8H2vrV0NxRKyRcrmMXzJw4BZiHdezZcuW8APkVYMdg/JEaOxaGoF4M6LgY6wIQmuM9MJ6qmgTJaeNzNJraSw9gcjuAwREUqjON00PUfbehpjYhootDBV1+S7s7v8kWPY2AJyD30Fkd6DjC0GXcfbdhI61YhIzSf7jfrjdFN7Kv0U1/A458TjGrUU3XIGunqv0MpEFmMiCoxwk3LpTpX5k+jHs7BMYK4KVjyH7R/Fb3gr2MbYt7VqId6DcFhA2srAL3FaESmOoBhMu0tptQpa7EDqPcSt9qVQWq/AowXOIoCzrcYQoAKLiIB5uz5VK7yUa/VuEGKg4lgtm6pkqvb0QhPa6VRizEK3XofVKHOf7QBljFuD77zrjYz6a2ERrTW9vL4tPwMT3bJcM3HnnnfT19TE8PMzevXupra2lpqbmlEn5uY55gnqWcMbqrYSEqnbM0ldC768hVh/eVk5j4i1Yj/xv5P6fYIpj4E2SL5YRyTYScZdofRsxk8F+7AZEvhfduAW15Qasx/8ZUejH1K4gWPc+7HvfA82XY3Q5jJ4md2MaN5G2VuOlLkS1vRYxuSPMTVUvn5t/yndjTIDwxjB2NcZOIov903db6W3oaEsYiVlRwCALvajEksOv9Viwq1BNV6GarjqNubRQjVeBMGBKkFgWjqvUh5V+AFX/kqM+1biNqJrLsdK/C93LnRZ06sVIrydsxmg8/Ma3glMHfi9zrXkqbh2zuhqfs9AT2NxKJPY1pqyIQkfxaiCKlE8h5YGQkE3FUleIsOC7YgwLNsbEMSaJMZ34/huAGpTajBAFjEkRqvnOPZzNkgHP89i+fTsHDx5kcHCQD3/4w0xOTlJbW8uPfvSjM3wlzw3ME9SzhDPVsHDqGKblUvTilyO7bg2tiKSLWvMOxAN/S1ZHEXIBCZGnKujH6Dg4cYqdb2DZ/R9FuiWMFcMaewJdGCC48rsVSyMZunMv2IQceTSsdcr3Iku9mNFHqPPuxx+/C1pvwtQfoShXeYjxx5Hjj2GsGFJG0bF2VMtLpx+iIwsQ/gTGrQsXaMwRJeonNFe6jD34Y6z0oxgrTtDyBnTVeSc/scZHuLUV2yUQKo8z8F2s7G9RiXWo+leB0dhqFDmxD6lLISElN6FjnWA8sJKgS8jc4widw0QWoWOrKte8CCv3IMIfwQgHUd6PUGNEsreio50EdW/FuB0nP27Oshef7idS+giW/QjkshgniXBLhMKGgKL3r0QiHw95lkotnrAq5ARmuiptAcY04nl/RhC8iRkyimPMmfe8PB6m6uCeCRyvZODGG2/k5ptvniaok4Xv+3z+85/n+uuv53vf+x5vfOMbp++7++67ed/73kcQBLiuy5e+9CWe97znnfK1PBOYJ6hTwBQxnM6b+kwTFEKgLvoH9Io3ogrj9BWrSO97mNWBJpZMYFsW6CRke1Er/wS95JXITA9OMIGpWQyAcZLI7ltQ6z84I2QQArXhQ5jtX0OOP4nwx9E1KyFSS0AZJ78fOXA3euHhkYsYuifM+VStgEIYSZh4O17bK6DidOAvfTvujk8hCn0IExDUX4quOR+MRuZ2QpDF1WXg+BGVPfRfWBP3Y2ILQZVwem7CW/pBTPTYtkuHwsSWQeZxsGtAZbAy96GqN2CcRuzsI2AU8dw4ydytRHo9VHQJ0q5F5x5E1b0cE1kWkruVQNdcdvgJrBr8utchC08ivEGs8u4warNSWIWnEeobeM3vByt1UuOewtlabJ3yd5HsQ9giLAgv9IKSGDsCjo/rfhgheiuxYaWmSajQagqHcjlBNKZAWvjemwiCN3O8ot5nAs8kQZ0ITkckcdNNNyGEOIx4Jicned3rXsctt9zCxRdfzF133cXVV1/NgQMHzooR9pnCPEGdIs4VgpqNXD5P9yBMTAhaW6tZefGrif7y26DyIJPgZdEN56HX/69wAc32M2MGBNNdaQ+9LieJXv8BNGD/6mrE5A5EZhcxrdAyAV5m5rGFPqydn0Hk9oNSgEHXrkEnl2H8LDg1KGNBpXAUtx1/zceRhR6MFUUnlmI8j1jP17En7gMEnZM92KWlWIl2/JbXo2s3HlFZJTNPhHJwYYGdAG8UWepB2TUIbxCsOCZyfLWcTq4lCNLYE79FeP3oaDsm3glCot1W7PFf4JgUCo2OLEGWDiCkwioKZNCDSj4PlfrDY2/X2fXo6hchM3cBGpw2whjDIIJBRDCKOUWCOjsw2PZtSLsLQRFkCWMZ0CCcEkbUIM0gxthgcgjhQCWKMqoRpEYbFbpCFL+A0ocLYeYRQmt9yiKJv/iLvwDg5z//+Zzbf/nLX7Jy5UouvvhiAK644gpaWlq44447eNWrXnV6Az6LmCeoU4CU8oyTy6lidt8lIQSLFi2acWHXCrX0lVhPfz3MMTVdRPD8L06bxuq6dZScZhKFQYx0ENpDdb55xrn8iDBhVORWY7SHFUygTCm8S5Wwn/hQ6KHnpqBwAFnox0RbkJaLKOdRDS8gGo3OUUYZpwETqwdjsACZ2YozcR8lqxlvcg/xYAg7X0S5Sdz9n6bY+bf4iRWHjcySVQgvg3ZSSCEQRqHK4zjDH0WoYvh/dAk6vhyireiaLUeWtQuBTl2KV3sJsrADe+jbM0a7Og8EaDmTZxN6FCMbwKrCOB3Y+cfRiS2YyAls00kXCJClJwAFRqKdhSBmqQaNBlMMbzsVGf4ZgJQ7ke4IBB5Y5VB8AxA1ocWWiQICrTdjyfswWodyf90MxkV7G0iPDSMaPoRmw7NyDUfDcy2C8jyPyy+//LDb77nnnqPmxvbv38+yZcvm3LZs2TL2799/eoM9y5gnqFPEGd2eOwVM1W2MjY3R0tLCmjVrSCTmtmiXT38Ba/8PoaqlUmSbBjta6SGVQ9hJ9rR/iNrqnYhCH7rhQvTiVx/7xNEkJrkQyuPhVk2kHct4YRyW74HSKDpaqb2qWo5RBWShF2QEXb8FtfiPw7EdpbbEGEMuPUQ5k8NzstRbGex4HcJ4EK1DFItE8k+jUudNP37qd9D6BiLdX0aWDoIqoqrOx84+AAaU24aVfQp3/BsYpxaDi193FaVF1x8W6RhjkCJ00RaRTkR0dVizJGzAwq95KSKzHV/WIfwRhC6Gi7HbClYUo2RFtXd8aHcJAh9UurLQl0F2YuwWAEQwip35IUJPgIjiV78eoYtY5XvC64peio7M5NnOVg5KiEmI1CEKYxWbJwmOxkgbIRSYMprFgI02KyiVPw1mSr0XIPDY1z3AxoZzi5zg3CSoY0VQruvywAMPnNQxjTGHkZ5t26fVUeGZwDxBHYITeaOeiQgKTm0xSafTdHV1kc/nqa6upr29nRUrDo8mMAZr/w8gUjcTEZVGsLZ/Htn/y9ASKNGBdP8UvfJtoYLuBK7dVC2H4jDUn0cpn8MuD2LiHaGUFhfLqNCpQVaS47FGvItuCiXaVvyo51BKMXbwfsYHthOLJVhSXY0VjSGzEURpLMwrARiFdBKYIxFcoh3hJrEHb8MIiSSHkAJdtRGpPazSDoRRGCuBkHEi4z/DNL4SXbMpbNxoDBiFPfYT7MxvQQi8mpdRrn8Dztj3sQuPY+wGiu4KMoV+oiKPsmLoyEpwUwSRZaGDhbHxRT0EwZz30+y/pwhaCIGKbUBEzwOTx9hNCKMg6Ae7OSQnU8LY7aDzOONfAUth7CYA7Pz/JRBvQ7srj/vaHf/FNQjGAIWhYU60pnVnaGWVsMM2xMYLX0sBJqjFWAsAG8EAQfAKjFnGbKWiAfygePpjPEs4lwhKKUUkEjn+A08C7e3t/PrXv55zW3d3N69//evP6HnONOYJ6hRwxgUOx4FSisHBQXp6eohGo3R0dJBKpRgZGSGdTh/jmYcs4rqMPPCD0NBVFZGFfjYG9+GML8JEF6A2fxKTOrZLtFr1bux8V5hr8ouMRS+grFfhjI7i2EmqFlxFdOiW8BwCgkVvgmjzUY/neR49PT3Q8yMWcRetsRhSgVrwQkTm6dCE1q7FOClE4SDGXYCqP3x7A8Dq/x7W8E8xdi1IiSzuB2kjrBpMpCm0aZIOwophZBQCgV3ej7K2zMzYxF3Y2bvRsUUQZImNfBWT+W+EzuM5HWQnRwlGPgtN76eqeSm+tEC6WOM/xyrtwlgpvNpXI+wagBniO3QeK0asQjlIHIyzMIzQgkHc0gPYYyWMcIEsKrK2IkGP46hetNUOMjw+xkd6T8whqMMWW6MAeewvIEZhq+9jmXuw4tsQdgFt1lIq34AxyzAmSVBchuN2gZUnbMUeB+NS9t6LlpciZT9aN6H1hcyV0R9lXOcIzrUuxEqpM173dPXVV3PdddexdetWzj//fB566CF27tzJS15y9NKJcwHzBHUKeKYIqlgs0tPTw/DwME1NTWzYsIFo9AR93IRArXxbaG0kndAPzo4iymMIVansV3kcExaw4uewH3gv/ot/Ak4iVGmpcig2mN0JNdJAefNXIN9F2YfaF41sAAAgAElEQVRcLkJQ8sjmChXbmcuJRVJY3ggl2UB2cDkMPTDT0sG2sW2JQZLJZCiXyzTX2axw7oNIO9qKAApr7G68Dd8EpxpRGkSknwwNV1MXglN7xEu2Ju9HCLvSEZjQRgiQuUcRuSCcA1mNQSKCSZBxTGSuwk8WtqOdOtBFrPz9EGShtJ+yijFuLJK1HdTV2KhUDh1rnHli05unLZGOt7TMyb+ZekzNS7Eyt4PRWOUHCCLnYdxFoCaRxYdRsg2sGjA+ylgYrdHTBFdGSRvf9wEol8vTxq4CD9f/IXZwP0a4+M41KOeyme1VkyPsuVSF1A9h6Xuxq54GaxJhDFI+RSz2DgqFnyLZiTBpguImpNyGsHwwAl/9AZbpIdAXoPUFx7zuc40IpvBc2+I7FdTU1HDzzTfz9re/fVrqfuutt1Jbe+TP0rmCeYI6BZxNgjLGMD4+Tnd3N57nsXDhQjo7O4+YszneOPSqayHahBi6F2KN6OolOPf+WWiYOt2pFIQ3CSoTWhrt+x5Qxtr/LRA2uu4C1MZPYpxatNbh4iocRNVyIkLQUX+kM8/NM0wVJ+qxR7B2fYKgMEzOWord9r9wmjoQhYOUPR8vKKF1Aa0Njkqz++HfUrYaK0alzSHBjQ1g2yPT7R5m2j7Y1IgaXARClUBGEEEOgY9qfDVYLiK/C1EaQugCyCSq9hJ0zYVzx+rUI4v7QKVRfhnP0xiiRFyHlngOnUxCeWSuiOGwifcQ5V1gglBybh3SGuTQ17L6UnSsE+EdxKSLWNHKlq3dAHo5jpwAioBCJ1bglO5ElB9FWZ0YqxmsCXT2c4yO5ahiiPpUHErPA+ljqd+iWAjGwyl/m4A6PJYRNf+GbX6BwMMXF6NNE0LuRliDYARIgxAlBAUs61tofxNIgcEB7WJ0CighEBjO7UXueDjXiPNMuJnfddddh932whe+kIcffvi0jvtMY56gTgFng6CCIKC/v5/e3l6qqqpYunQpNTU1pzcOIdBLXgNLKt1ey5NhcaWayQVobWFlngJ8MAb7sfeHNTlOFKSLHA0wW/+R8rpPTJ/zZL9tGmMY799O9Y4Poq04sdpOqvUozcEP8Bd9DlQjbrEFY8rg1CO8UbCXsPH8PwArMm0v43seYvI+ZOZRAlVDOvoCCn582jB02LuCNn8b8eAAglDinrM6KI4VkLKEQw1YLeQSL8FyYqjoaqyxLI5TmiG7qpdixp5AT+4jIiZxYh3IqjXI7L0YfxRRPoBxWtHJo7SA0CXs4c8gvX2hea1Vjd/4QXCOvs0JgNOEsaoQuV9gdBFkDHQJYdfj1/8FwpQQ3gPYpd+g489HBANIPU5ZQ3F8G1ppOmr2IpzVaHcFQt2PMIMYeylShI0khZogIntAjuCoHyAZxlDGNo+jTQvC5AAJMgh9HY0NAlzn3yj469EmDpTRxJCMoHUbGp+S/iOU8Q57bxzp73O10++5FEHNe/HNYH4WTgFnkqByuRzd3d1MTEzQ2trKhRdeeMI2Kic9jkgtetmfIg/+ONy283OhOmwq4W25YeNCQ5gPMT54Y4jxx06JmHzfp6+vj4GBARbFe0gm4sh4WIdkTDMyu6PSAiOGv+pj2Hs/hSz1oGOLCDr/Ooz0VBFn8IdECntD5WFxbyi40GVS+mn8FZ8EO1k54xpE6SJEPnQJR+WpHfsZ1W4jWitMqYgXX02x5vKZbrTZ7DTB5fN58vk8lriSJnchbfI2/GIdlCaJiiZy9oX45dX4Yi32wAS2nZ0TwTmOQ6T4O4S3F+MuDl8jfxBr8seoBX95/AmTcYLq12JPfg1QIGoJav4E7EYMYBW+j5aNIJOUiVHMjuPIHUSSlxGzRxH+KOh+QGOsFoTaG27jiXjFpSNAyFqEuQ/JXpAlJB5oiSV3Y0wbphhHJNJhFCXAmGqktIhER9HBPyLN9zCmBZ8WlLwUw0qkrEfMUlNOYSr/NvU+cF13unHikWCMmUNeU++3I4lLziTOxS2+eTfzEPMEdYo4HYIyxjA2NsbExAQ7d+6ko6NjpnbpLENd8DFM7SrE2BOYqiWkd/479eUnp/skYUS4mBkTCgxUHuKtRx+bP4lMbw3zQ7UbQboUi8U5pLt582acQhXWVoOZslDSRYwdr9QBgYkvwl/3pXAMU+oxo3H234DIPg5WAjn5EMauwsQXh1t4pT5k7il07SXTwzHRFky0pXKxJWT+CeyJ20JXbSuJaHgHjamZ3JHWmsHBQbq7u6mtrWXdunXEYjHgKkTxKuT4L9CqTCl+KRFnLVYQYM1q75DNZue0d6hVj1BnpSmbPgAcUUTLbQwOPT1nS/JQYgvzc4po6b8RMh/myywH49TNzLWoxS/vZiydRWtNY42L66QwbgS0w9yi6zzaeh6CcVDdCAzaXoN2tuCobyBIg6z44wmNCWyQBZT3MqR7F0JmMTQBrQgxjDG1GLEIJT4yM5zKz9EoQylFd3c3g4ODdHR0HKY2nfoMzc3JzRDdkQQmRyO3qefMVkdOj/M4BHeubfFprecJqoJ5gjoFnKrM3PM8ent7GRgYoLq6mmQyyYUXXnj8Jx4FpxTJSRvd+RbofAsAw71D1PvbK+REhZgsQIUdZK0k/poje4KJQg/uk38BQRqMphxZwtORd1P05fSCNLU4mKq1qMaXYg3fjhESIQT+io8criybJW0W5QFk9slQyFCRNEu/D5PPhyQnnDACOxqsKEIKTLQdYzdgpIUz/E28xCqUVU9fXx99fX0sWLCACy64ANcGdBaMC8LCxFagWpcj/B6iukDEsUKxwjEgCg726E6wGzA6j/R6KEfXEq1qxw/MYf2LZvc0SvAQTe79lNQCbBlgiy7yQ59jRP9xGIkUW1hUdS+JmMB1HTyWo4yP4+1HyDi2ACNqEGoQhEuQuBYjqxF6N5gAKXqx9A+R1lOgHNCqMv+60lPLQpgxTHENIr4dRATEKFpvROsrj/PGmoHWmr6+Pnp7e2ltbWXLli3HXHBPdDE+FpEd77YpHIngCoUCxhg8zzslgjvTOBsiiecq5mfhFHEyxJBOp+nu7iabzdLe3s5FF11EEARs27bttMZwOluNU8/rtl9AfeM49SM/RGoPFWkCN4aQAuwaSpu+iqw+co2Nvf+L4KcpixqKxQKRwlaWL9lKZMM7jjRYgs7rUI1XIvxJTHwpJtqKKPVhrFjo8n34kw75N8wrhapEE27jhVWjcx9W6sIe+Aqi3I8o7EBXX1YRhoAu9tC//0G6JhpoaWlh8+bNYVO63IPYfZ8Jtzjtevzmj2DcRVhj/wcre0dIiDKB3/y3GHfhEedDeD1h7imyEpF/CDvYibHriagncErfIGi4rlLsW3l80I/wD2JkHOOeH7Yiydch9K6wHYfxSJkhqoLtgI+qfz6e/UFK/nZygSTjr0EFPglxNzZD5MpvpBgsQKAoqSYcdxsrFn+BePwAjkzjlRdgdC12pA/PtOCI3rDmSlhoOwViOb7+IMhq8BMIuR1IoPVFHF+bGL6nBgYG6OrqorGxcXpuzxROlxwOJTjf9zlw4ACZTIbly5fPIcqTIbipLcLj5d9O9Brmc1AzmJ+FU8CJRFBTW0c9PT24rktHRwd1dXXTb9ZDO32eCk6FoIwxaK2nv2WuW7+BQnk12WV/je/7+IHClEbQXoYidXh7S2g9U7U+1TDOsiyWDm7DCjywC7iRCLaOEZT6yWbSOG7k8GZtQmBqNoQbUeUh3G1vR5R6AU3Q/GZU+zsPkbS3oGsuRE4+gJFxwGCcJrCrMTKCkbGweHQ2gjRO19+F0Z+sRgZpZOZB/KpLyWQmoTSG1Vo791u9P4w9/KlQbWcvgGAUe/AfCRb8JVb2V5UaJRnePvIVdHwDsvAIxq5Dpf4Y43Ygyntxhm8gJEyD0AdR8UvAaQRjkOUnEKWtmFgorhClp3DSn8MYjUCjIpvQ8Rchgp0IU0CZJAQD2FY3dbE+hN2Ose4D8QjEKq7vohasFEY2oiLvxsj2Wa+zxuUaBENgIkgCIrERioUlBEETlj1K0SzFsQcRKEZGV7O/9y14vgYmESKNbTdUtiD3HH1bsvJemJycpKuri1QqxaZNm065HcXZxBQ5aK3p6elhcHCQRYsWsWrVqhPaXj/RCO7Q22fjRPJv4+Pj000U/3/HPEEdghN5ox6LGEqlEj09PQwNDdHY2Dgrp3HixziTY53CFDFNfcimvvEduQ6i86jHKRaLdHV1MTY2Rim5kabCLwkcN/TlK/USG/wO7siPGYi/ll775ahZH+pQLh4ubEvynyUZ7EE5C5Bo7J5vkzWLMbXPm7MQ+kuuxxr6L0RxL8apQvqDGLcJVCHMq8RXzxmfKB0AVZhuoe5FNyCzD5IpPkU8nsRe8kckWy6bQ4TCH6hsbVZcne2GsPut10tY4CohGEMWHkP4A1jZBaj4ZmQwghz8B7zWT2JlfoIRDtjheWXxEYQaxziNIARCjWBn/hXtb8RYtbjpjwMGba3CyJVY5UfRsSvwRCOmuBsp+nGdAGE5GBEFMwFBHkEBHbkKoXchg0cweiXGSiHV0/ixaxHCYMQKEDVYYhtCjIQiGA1CWMRiHkavQYhBXHcNxjQSmHdR29TKBU1z3y+ztyNn/y6Xy+TzeXzfp1AokMlkpvskjY+PMz4+Pv1F5ljEduh9ZzsHa4xheHiYAwcO0NTUxObNm08q13OmI7hDbysWi3zxi1/krrvu4pprrjmtc/2+YJ6gTgGHkosxhomJCbq7uymVSnR0dHDJJZcc8w19phoWHusYsz8EhxLTySKbzdLV1UWhUGDhwoWsWLECaTYhdkuiI3cgghFwbGS8GRvBkuBntC2/DL3gxdPHmJaL+z5V2wbQVgMSidECrRTFsZ2MZNvmLIghOhBiEY51BW3qFmpK21BWisnat6CHfRxncEZFFxhs5eN7ZbK5HDow1MRWU7X0o+DWo2MrDs972fWERq1+mNcKsgg1iT3+HWRxK1rnkeW9GONXBB4+srQTnbw03NYrPgm6AKISNegcRiQQwQDGdCK8pxH+PnBrsXM/RKj9Ya5NJpFqK5o8WqUZ7voWrlXFgrhCCg04GFMCUwJjI8hiZH1F19ADIgH4YNUgo7cRtX6N0SlM0IZvfwAhByq6CRtEGchXIrYxAnEtSr/lqK/31JeJozkapNNp9u3bh+M4bNmy5TAfyKmmfIcSXBAE5PP5w24LgmDOe/l4ZHbobccjmnQ6zZ49e0gkEmG+8VmI8I60HliWhTGGW2+9lRtuuIE3v/nN7Ny584xbHT1XMU9Qp4Apcpldu5RMJlmyZMlxa5cOPcaZGMehmNpemNrKm3rsqdQvjY2NzXFKT6VSs44TJVj9cYKVH8F9+LXIzKPIwl7AYGQMOfnQHIKa3Y3UqlqOk3s6rPXROZCa5kXraaxbe9SxhIvaBrzK4mZXfk+JDXzfp5D3aSq2khJbkdLCQrCndDXpvS62Xfx/7Z17eFxltf8/e++5ZDKTe9IkTdqkSS8UGlpoQYpa5abooRY4XEQFPXAULMcbRUtBPHAARaA/BAsqwuEggtyFovSIlIeCFKSnRVug2tyvbZpkkkwmmeve7++P6Z5OJpNkkuYyad/P8+RJMskkbyYz73ev9X7XWlitHyXY4Oy47BfjGngaRdHQDHekKNWShWEvRx34PyIFQaVgWBGKDUV3o4S7UX07sXTsjxTuKhYIC9TgR0RGlzhRgjUo4WZ052lgLYRQFwgdoWWhEMAgCPpfQTiYneNHU9oRRjqKEYz05lMUIqPVDVBVcPSgqFtAGYBAGmigZryMoh6abssAqH1Y9TsQanakQbAiAEukaYTIIax+AV29dEzPBROv10ttbS2GYbBgwQIyMjISfp+maWiaNq6N1vxfJxI4M3qL/1psJKKqavR/qygKHo8HIQRFRUW4XC76+vqGCNx02cyrq6u54YYbyMnJ4ZVXXqGkZGyzy452pECNg1AoRENDAwMDAxQXF4+pdslkMgQq/nzJFKWxvvgMw2D//v3RouGFCxficrmGfJ/i348yUIuwFaAEWiIdx1UHCIES9oDeN+zvCJetw77rMyih7sjZlMWF2r0VI2dVwp5xI13RCyHo7OykoaGBtDQH2Yt+QiYfRQYkppUxP/14dF0fMV3VFV4OwSIIuyngZWyigzAeIBOHOhe74qbfX45N6SadfYCB4tlKWE0jpMxDxYcl3BQpftWyI6M2NFvELm6rihk+aAcMwhQT8B/E6WhFUQ7181UOoBBE2BahKxloob+i4EeQAYoNxdkHBAGBogUhw4/icB+yi0PE8C1QLB5EyA2aFaEWgoici6GoBJVHgaEp59Hw+XzU1dXh8/morKwkJ2fyZlXF/q8TpcdHQ9d1/H4/DQ0N9PT0UFxcjMPhiNS9DQwkjOqGi96SieRUVR3za8zr9XL33Xezbds27rrrLj71qU+lVC1WqiAFKkmEEHR0dNDU1ITX66W0tJSlS5eOOy89USk+c23xabzxrMu0wZvnZyeddNKwwqt2bcO69/pDBZo66AORdJJuNq+1RibTDrtoH8Kej3DMjRgdFBta91bC4e+ANa5/khFE63gatX8PRto89MLLQXMNmoWVmZnJCSecEJ0OanC4NkqBEcdsHyYykt3S3oA68F7EkIGAQBBdmUeW7sEQVvTwXPyWJaSF38OnVmL4QxiGil0xQMvGFywGvwH4SdO6aA9+lsK0tzBwoRLCqljxB93Y7a6IDV5xAk4U0QscciaqDoTqAtIxrKeC6kNT3gEKEZoDgQeVViANGDAfqEN/rUBQhqGfjKY9d8i6LwiF/4uxilMwGKSuro7e3l4qKirIz89P6Y3UMIxoVmPu3Lkcf/zxYz6rHe5iJhgMRqO32K/FGh/M6C2RoH3wwQf4fD5qamp44okn+Ld/+zfefPPN5PtrHoNIgRqFYDBIa2srbW1t5OTkcNxxx9Ha2kp2dvYRHZoe6YvcFDev10tzc3P0hWCz2Qa5q5Khv7+fpqYment7KS0tHbVuBaFj+8d6hNmYVeiovmZAB9V+6NxDR/X9k2HLKoUR2TgtrkjEZIq1MOK+T2Bpuh2t53WE5sDi2Y7at5M6xwZa2zrIy8tj2bJlE5qz13MuRfX9DSXYBAiw5GPMvjMy6VbvQdjKsVvysbZegVVNBzUtcn4VykGxhnCq6ZFIUu9GqGXMyryega4T8He/RdDIQMm4mXRrK/16Jxa9BU0ZwBB+QMVqAf9AO4bSSXpGJyAQ4nUCAyU4XDq66sGitkYea8XA0NNRVR+Hi3QF6FZC2npE+NPoxmoU9mOIRQiROH2aiFAoRGNjI52dnZSXl7No0aKUFiYziq6rqyM/P3/cFnezkep4bd6x56zx799//322bt2K1+tl0aJFvP7667zwwgs89thjHH/8yFMEjlWkQA2Dx+OhqakJj8dDSUkJH/vYx6JP2umcBxWbxrPZbMyZM4dQKITf7x/0YkiUlzfTJuYLMBwO09PTE83Pl5aWJpeqDHtA94PtUO2SokXSWbpOxC4GQstG8TUcvo8RxNJ0P1rXnxGai/DcbyMc5Si+2oh7zvBiZJ4O1vzBv0vvQet9A2ErQggFvy+E2v8GWVmlFC37Dta05FJNSrA10oJIy0OknXA4jah3o/oiZ0yG4xTQshC2uQRL/h/qwPugqpHbLTkI66zYXg2Ec/8DS9d9KLqCQEfPuRphzcPScxeK7kGo2XRb11P9j30oynwqKj5DUWZM41jRj7X7jyC8aKILoTgRzMHqOh+L8iiCuSAsqOIgjvQuglRht+7icA8HBUV0EwzmYrO4IzOXgpnUN15O20EHFstOrNZ0LJZFhy5a6oZNV5mpKl3XaW5uZv/+/cyZM4dTTz01JXvnxdLX10d1dTU2m42lS5dOa0QSe85q0tvby7333svOnTu59957OfXUU1Na7FMJKVBxDAwMsGvXLqxWK3PnzuWEE05I+GSa6pHvidJ4mqYxe/bspO5vpi3MSbzt7e1YrVZycnKwWCwEAgEaGhoSHjprmhbdxKxWKxZNpYJsLL5OhCULVQRBKBHn2aHR6IroR9gOi42l6X4sB55CWLJRgh3Yqm8gcNz9aN2vo/jqEK4qwrOvGnr+JATCMOjv70cEu8hQGlBVA3v4BUTTRwQr/xu0oedjsajet7DuN1v06OhZFxIu+F5k9lLbN1HC3ZFfZZlFsPAWFNWBsJRgZJ074s81nJ8mZFuEEm5DWAoQ1siI96D9FDw9LdQ2uFHUyGjtzMzMoT9AcRJKvxZb6Ico1oOR5JxiYFiWQ+h5UMz7ZKEID6r1i6A0ARpgRyg+FNqxWu0IFhIM34WhnszcilzmzBvdaGBeyMSex4VCIaxWK2lpaXR0dNDT0zOiqB3JOcyREggEqKmpwe/3s2DBgsSP8TSi6zpPPvkkmzZt4tvf/jY/+9nPZAujMSIFKg673U5VVVX0LCMRExVBJcNw9UtjxSwc3r9/P/n5+SxfvjypK03z98dvZh3qHRQ0b0ALdhHGQlAtwqHXHUrVCRQRpL4rnf07dmC1WlnieRFVsYNuoChWLLqH/gM7CBZejbXg0EanWAf1dfP5fDQ2tJPnW0Sh9QNslraIYGlZYJ+LEmhA630NPff8Ef4AA+uBWyMpNzUdhI7W+wJ65mfRPJtR9F6EtRgQqP6/k9Z0IcJWgtDyCRXdi7CO7KoS1uJD94/Q09NDXV0dqqpSOf+4UTdNYZsDqg8hCg7Z1ENY9TsZZHsXIcDAUE8B0om8bG1AGIOPEQz/IhJtYY8230jWaCCE4MCBAzQ2NlJSUkJZWRmapg1rEzddk/G3JzqHiY/YYz+PL/Qdy3Na13UaGhro6OigoqKCgoKClItI3n//fdavX8/SpUvZtm0bubmJOqVIRkMKVByapo0oTiaTKVDmz47tNjFeYTIbt7rdbkpKSsacmzcjNU3TBgvarFkw7w2MUDdYMnH832cgvABFBAABRpCyuRUUlZxEOBzG/kEeBDsxVAtCGAhh0O9X6Ny/f9BmZwqiOXjP6XSiZ/wHGK9S7PslQnWh20pQwjoW3SAw0IPhCkbaFSVKRRkDYPgiFu/Io4uieyLiFGpCKJGzK0XvRtG7MbRZCK0AJdyBpePHhGY/kNTjZAqTpmkj2q8HPbbhv2MJPwJqEJQ8Il0o7CjUE1a/hMV4CUQaoBOyrEcoJxMUG7HxA6AXQTlBHjokTmMj9swmOzt7SG2QKSrjSZeNJG5mlBabio4VN/MMaLhozePxcPDgQYqKiqImnlQSp66uLm699Vaqq6v5+c9/zkknDTOWRZIUUqDiSObJPlkRVLxN3FzPeF6Avb29NDY2EggEhjRunTAUFWwRx52e8wks7b9HWHJAhFAEiKwV0Y1OzF+P7Z/rQLgjDdOzFlJwwlcosBzeyHt7e6mvr8cwDBYtWkRmZmZMmqqMvk4/Lu+LCCOMCA8QFFDXmYf34AdRcTOJbmqaxnzysAdbEEomacYHQBCl+wkURCSyUiJnYAjjUNFu5AxNDdaO+hAMK0zCIGJkSFzoqgZfweb7EaheFGs30AVYQYkUJ1usz4IIERYXoauXI9SII9JQPoNfnE3EueccmhJNgu7ubmpqakhPTx+208mRcCQ1UMOZDHp7e2lvb8dut5OdnU1/fz8ffPBBdJKwyWipyPjbJup8LRwO8+ijj/Lwww/zgx/8gIceeijlz+5mAlKgxsFEWsRh4mzisVZ4q9VKWVnZlI10DldsQNH70bpeA9VBqPJHGNkfi37dyD6dwJJHUXt3gOZEzzsHLBmYE4QbGhqwWCxUVFQMSosNqnvK3oByIJO03j8jtGLCxd9jYcbHiCe+0NPv/wm27v/EFtoFhPCr5YR1F5roJmwoaP59KIRQycDrVVCUHmxqD36lkrZ9+xJucAMDXgJdvyXX8XeWza1EzbkWtIg4af6nsfruBBHEsH6coPOeSAPWGKz+uw/Zy/MiXTgsfiI2cQPCKmg6aDYsPEGY7w3+AxUVGPncLREej4eamho0TeP4448f0v0hFYg3GfT391NdXY2qqqxYsWLE7MZo7Zm8Xu+Q22Nfx5qmJSVusalJIQTvvvsuN954I5/85Cd5++23U+4sbCajjHGjTa3BKZOA2XZ/JBoaGrBarUdU9S2EYPv27Zx66qnR28YbLem6TltbW9T+Pnfu3KTSlJOCOFSLM8rfYfZFa2xsxJVuZV6JDUdGCVgmSVCFwHLwZjTvq9EoifBBVKMVYY8UswoKwdARQkNX0wi4ziBo5OM1PkEw7CAUCuH1eunu7mZu1ouU5fwRISwoSpiQnsXujjvIdOxnUcHtCOEAxYpF8dAvPk03/zVok8sJfgqULFAtqPpOIIywZKKovZFzNms2WDOAIAG2IJQRaspGob+/n9raWsLhMPPnz58RG6hZf9XX18eCBQsm/UJrpPqnRO87Ojq4/vrrCYVCdHd3U1lZSUlJCRUVFdx///2TutajhKQ2OhlBjYMjSfHFtiFyuVzs2LEjYWoqPh0R/7HVaiUcDtPS0kJHRwdFRUUsX7582N5pU4YycuRndqlobm4mJyeHZQttZLR8E6XJCxiEZm9ALxihR5xvN9b9/4kabkd3nk6o6JZRXXyROyoYzjOxeLcgjAAoKmq4EWFxIbSMSPcLcZBg7s2gZWDzrseqPwxAjmU27bb/prbejdVq5eSTTiLf//2IoB1K4TkMN6cW+RC6D1tARccJQmCIDBzifdr6fXg8nugmV5p5IrmO7YR0F067gqoa+P0uHGk9gEHYACXsRYh02rstaJauIVfxo13M+P1+6urq6O/vp7KyckYc1BuGER1yOJX1V2OpfwoGgzz00EM4nU5uvvlmLrzwQgKBAN3d3QwMDIx6f0nySIEaJ0c65kJRlCEW9kQpCvPNbNFiuqjMinabzYbVaqWjo4Pu7u6khC2Z5poTTTgcjhY8z5o1K3Iob7Vi/+gMFC5vrS8AABvtSURBVN0TSY+JENbWn2C4ViAcxw35GUpoP/amr0ZmNqlpaJ4/oBh9BOf8Kqk1GM4zCOVfj8X9EAg/wuJE2IoO/XAFDIFCCM3/WKQ9kJpFWNcxfPUEfQ+zaNGGSMsnIcAXRMEP2BBKBoJDEbB1FkrQgqaooChohg+0OcybNW/wYsTPsfjuIS28DaGcilA6ScOPoAAs/aiagoGLNvdd9PsMQqGuIVfx0cclzligqip9fX34/X6KioqoqKjAYrHg8/nG5ZqbCoQQtLe309DQQFFR0Zg7jU8FQgi2bdvGzTffzOc//3neeeedaKbC4XBM+FmeRArUuFBVdVCd0EiM5XxptH5zbrebxsZGNE1jyZIlg+ZLJbKCx05uHamI18y9Dydm8Z+PZXMLBoM0Nzdz8ODB6Pj36FWq3o8SOnA4radYQQmi+uvQEwiUOrAzYrk+dNaDmoXq3RYREyWJp7KioGddhp51GQC2g1eiBv6KENlAGBQVw3YClsBjhA2NUMAHikKa1crsLBvhQ/0IFX0viE4UoyfyOTYMyxJ02+mgZKAFXkAN/x2EAoqVgPPWBGtJJ5z+o8PjFkUARTQjcIJSQMQ0kc+sotE3adNYYI566ezsJC8vj8LCQsLhMJ2dnUN6zx1+SJRhL2gS3TYZ4tbT00N1dTUul2vaOo2PRktLCxs2bCAUCvH0008zf/7wI2kkE4cUqHEyVWMuYgcfjtS4VVVV7Hb7mJ1TiXLv5pvZnSL+yj3WYZhoM7NardFO6F6vl9mzZ7NixYqh4qamIyw5KHo/aJEaJTAw7Ikn1grVAYhIBKMoRETFRqRwdewE836KrWMtaugjQCOUvYGu/jJCnScw21WL3ZaJqgoQGob9zOj9bJ6rUHDH/CQ/Qs0GNXK2Fcz4b9TQO0A/hmUZqMWMimJHKLGbXuGw3xqPOcm2ra2N0tJSFi9enLTJJtY1N1zh7nCW8Nh6p2QELl7cfD4f1dXV6LrO4sWLEz6vpxu/38/Pf/5zXnzxRW6//XY+//nPp1z0eTQjTRJxJGOSaGtrIxgMUl5ePuS+E2UTj2/cWlpamnIzYhJZgr1eLwcPHsTv95ORkRE9K0u0uVmtVrLVaipC/4WCgaroeFxX0J/7jSFRm6qqYASxNX4Z1b/nUC8/C6HCDei5l4//jxACYXjo7vFTV9+M3W5nXnkp2eI+LP6XQLETcq5DT78YACW8jzT3KYc6hEcasyJAKHkE8v6CsIy9Jmm8mI1Rm5ubKSoqYu7cuVOaFksUtcdH77Efm/9/c9y6rutkZGTgcrmGTUlPV6cKIQSvvvoqt956K5dccgnr1q1LudffDCepf6YUqDiSFahAIMC8efOi94mPlmLfj4X4xq3FxcUpl4tPhMfjob6+nnA4TFlZGXl5eSP+/bFRW9jfCb5agiILnyhIuMGZz1OVIEW2t0nTPPgtVfitK0Y0lYyUkjTTpvX19djtdioqKka1Xmv+F7F5vg5igKhAAYISArkvIKxLxvX4jYXY85r8/HzKysqm3xyTBIZh0NraSktLC6WlpRQUFAwqBxhJ4EbqKzlaBDfW109dXR033HADTqeTe+65hzlzEkf0k8WvfvUrHnzwQaxWK8FgkGuuuYa1a9fywQcfcPXVV9PX14cQgp/85Cecd955U7q2CUS6+CYL08U3UW2IhBD09PTQ2NiIruvMnTuX4447LuVTCeYk4YaGBlRVpby8PGk7sFnMCYDLBZQn/TvD4ZWEw2HS4tJSsUaS4cwE5sZlGEZ0cF1hYSFOp5NgMIgQYsSNTaizEGoeim7WLQFoCLUQYalI6m8YL2batK6ujszMTE466aQZcVVvdq2ora2loKBg3J3GTRKlpOPbMA03zDC2r2SsqG3ZsgWHw8H27dvZuXMnt9xyC6tXr57yxrO6rlNdXc3bb7+Ny+WitbWV+fPns2bNGs4//3zuuOMOLr30Uvbu3cvHP/5xdu/eTWlp6ZSucSqREVQCAoHAsF8zr15bW1spLCyMPsHNMRdjMREYhsHBgwdpamrC4XBQVlY2I2pUzILgxsZGHA4H5eXlKXl+EI+u63R0dNDQ0IDNZqOgoACLxZLw/GV4I4mFsoz7yLZtRVN6UQkTEFV47JtQ7QsHTXKdSHp6eqipqSEtLY3KysoZ4xjr6+tj37590XVPZ6fx4fpKBoNB7rjjjuio9ZKSEnp7e+nu7ubll18mPz9/9B8+Sfj9fgoLC9m8eTNf+tKXaGlpiT63zj//fM466yy+9a1vTdv6jgAZQU0ksedLmZmZ+P1+/H4/Xq93yAZnkigVYebTzRdATk4Oixcvxul0pnxrlFjDRlZWFkuWLJkRG6WZyqurq8PhcFBVVTWmLgqmkeTwhnYnHeFdoHfSH5qHL5hHyB0iHK5J2kgSbyoZzkjQ19dHTU0Nqqpy3HHHzYgLAYhsrLW1tfj9fhYuXJhUb8LJJlFfyb1797J+/XpKSkp46aWXKCoqmuZVDua73/0ul156KW1tbVRUVAx6blRWVlJXVzeNq5t8pECNQqI0nt1uTyovHX+1ZhoI+vr6cLlc5ObmEg6Hqa6uHnTOErupjbShTVVNk9mpoqWlhfz8/AkfEDhZmCmx+vp6HA7HuNv7xBZxHo4AzgFgtGlUsbVt8Rcy5siLRC45wzCiZ6GZmZnY7Xba29txu93DPjdS4QInttN4ZWVlyk7g9Xg83Hnnnbz77rts3LiR008/PeXW+cMf/pDW1laef/55nnvuuSGvc4vFgt/vn6bVTQ1SoBIwUTZx0/pt1qf4/X7mzp1LQUHBiJvJcJuaaf2O/1psKmo423ei20araQmFQrS0tHDgwAGKiopYsWLFjDiMjxWm9PT0QaPgp5qRatsSEdv9wZxxlCgFOTAwMOQMJpnnQaLPx1rblgghBG1tbTQ1NUWnMqeCYMZjGAZPP/00P/vZz1i7di0bN25MSRPS9ddfT21tLc8//zw2m43S0lKampoGfU9TUxMnn3zyNK1wapBnUHHs3buXF198kZycHHJycsjNzR303iwiHO0Fnahxa1ZW1qRepcXWNCU6UxnJQBCbjlRVlf7+fgYGBsjLy2PWrFnY7fZxF+tOFfHCNG/evOnrSThGgsEgDQ0NuN3uI55xFN8sdyR33EhGkpEucGKNJF1dXdTW1pKdnc28efNS9iJm9+7drF+/nsWLF3P77bdP69nScBiGwdq1a+nu7uaJJ56Imkl0XWfhwoVs2rSJz33uc9TV1bFixQr++te/smDBgmle9biQNvPx0NLSwmuvvYbb7Y6+dXd309XVRXd3d/TFrCgKWVlZUSEz35xOJx9++CFOp5PzzjuP2bNnU1RUFE2JpeLGDpEXQF9fH01NTfT19ZGfn4/T6Ryy0SU6YxkpBZno/G2iMV1i9fX1OJ3OGSVM4XCYpqYm2tvbKSsro7i4eFqfIyMV7sZ/HAgEGBgYiKa9k+lGEvvxVP2dbreb2267jb1793LvvfeyfPnyKfm94+EPf/gDq1evZsWKFYMiu9tvv51Zs2Zx7bXXRtN6P/rRj1i9evV0LfVIkQI1WZjnUj09PXR1dUWFbMuWLbzwwgtUVVVRXl5OX19fVOBinYEZGRmDorLYt/iIzeFwjNu+nix9fX00NDTg9/spLy8f07nBaBvaSM64ZNKQscIWv6aZLEyGYdDS0kJrayslJSWUlpamZEosEcFgkNraWrxeb7TTeLxDLpmobaxGkrG2W9J1nd/85jf88pe/ZN26dVxxxRVT/hiHQiHuu+8+NmzYwOOPP84Xv/hFAKqqqkhLS4uKUHp6Oq+//vqUrm2akQI11XR0dJCVlTVsLzGzdqq3t3eQsMV+HB+5mVeoAE6nc4igxYua+bHT6RxV2Hp6eqivr0cIwbx588jOzp6yq9pEaaiR0pKxXSg0TcMwDHw+Hzabjby8PNLT04e9Yk+lqNVsS9TY2Dgt3R+OBF3XaW5ujnYaLywsnJDHNv7MdbQLnkQdScz/dUtLC++88w66rrN582ZOPPFE1q1bF02bTjUPPvggPp+PF198kWuvvTYqUOXl5dTV1c2Yi5JJQArU0YIpbF6vd5CYdXZ2JhQ1t9tNf39/9L4OhyMqZtnZ2Xg8Hvbs2cN1111HVlbWIIHLzMyc9IhtvJjneuYZU3FxMaqqDmsoMW83ie0dN1rUNpHTVs21Hzx4kPr6evLy8igvL0/Zs5p4zNq/+vp6iouLmTNnTsqIaqz9PxQKsWfPHh588EHcbjdLlizBYrFEyzk2bdo0bev89Kc/zTXXXBMVqMzMTJYuXRqNQm+88UaWLVs2beubBmQd1NGCKRiZmZlkZmZGWyyNhnnx0d/fT1dXF11dXVxzzTVkZmZy0UUX0dLSwu7du6NnbG63O9pGBcButw+J0rKzsxNGbVlZWZPWL80UpoaGBlwu17jHlCdKR5pv8a64WNs/MKqYxbsjY9fudrupra0lIyODZcuWTWux6lgxO41nZGSwfPnylOs0btY1qarK448/zmOPPcZNN93ExRdfnNLRSXt7Ow6HA8Mw+N3vfsfZZ5/Nrl27mDt36no5zgSkQB3FmGLhcrlwuVyUlZWxbdu2UTd3c2P2+XyDxMtMR3Z0dPDPf/4zGq253W56e3uj97NYLFExy83Njb6PP3czvzZcGs4wDDo7O6PCVFVVdUSFwfHjxJNlpFqmRIXaZgpK13WCwSCappGVlYWmaezfv3/Yc7ZUmtM0MDBATU0NhmGk7Hh4iPxv/vKXv3DTTTdxzjnn8M4776TsWmMxn8eqqvLlL3+Z3/zmN/zpT3/i61//+jSvLLWQAnWMkcwGb26S6enppKenJz3a3hQoc7qoGbXFilxdXd2gz3t6eqIbuqZp5OTkkJWVhdfrpba2lrVr1+JyucjOzo6masyozUyRTfamPtZaJq/XS01NDUIITjjhBNLS0oaIm8/no6+vb8xdSBJFbhOZjgyFQtTX19PT08P8+fNTegpvW1sbN910E16vlyeffJKFCxdO95LGja7rM6LN2VQjBUoyYZhCkZaWRnFxMcXFScxBOoQ5gqGnp4dvfetbpKens2HDBlRVjQ5qjD1nS8byP5yBZLIs/z6fj9raWgKBAJWVlYMa5441rRfviDMFLBgMRjtQxJ6zjdSFZDR3pPn7TFdhWVkZCxYsSJloLp5AIMADDzzAc889x6233soXvvCFlF1rInbs2IGqqlG7+yuvvMLevXv57Gc/O80rSz2kQElSAkVRsNlszJo1iyeffDLpQ3jT3pwoFel2u/noo4+G1LLFWv4zMzOTtvybFvb4zdDn89HY2IjH46GiomLUUSPJcCQDKIdzvw3XhSQcDhMIBLDZbGRkZNDd3Y3X6x0xapuOdKQQgtdee41bbrmFCy64gHfeeWdG9IKMx+Vycd1113HgwAHsdju5ubm8+uqrSU8COJaQLj7JMYkpbB6PZ4iwxX5unrN1d3fj8/mi93W5XDidTtxuN6qqctlll6Eoyrgt/9OBx+OhurqatLQ0KioqsFqto9r9R7N6J+OOHM/j0NjYyA033IDFYmHjxo1DhoVOFcPVNW3bto3vfe97hMNhbDYbmzZt4rTTTpuWNc4QpItPIhkOs7O1GS0li2n57+7u5txzz+Xcc89l5cqV9Pb24na7aWhoYNeuXYOitljLf3p6+qAIzTSKJDKQTJbl3+/3U1NTQyAQGNJp3GKxjDkqSTSfyew0YZpIYttrxXchSSRoZjd0l8vF5s2befPNN/npT3/KOeecM61C/+tf/xpFUQaJT09PDxdeeCF/+MMfWLlyJW+88QZr1qyJlkNIxo+MoCSScSKESHqzNIVtYGAgqYgt1vJvpj/j049jtfz7/X5aWlro7OxMiU7jw9n+w+EwDQ0N3H///bS0tBAMBsnKyoqeOW7fvn3au+nH1jU9/fTT3HfffWzfvj369WXLlnHbbbfN5FZEk42MoCSSyWQsm7sZCcVa/pMh1vKfqOtIvOW/q6trkOXfarVGi7M7Ojq4+uqrURSF2traMVn+J4PhbP/79u3j3nvvpaCggIcffpjZs2dPyXrGS11dHZWVlYNuOxZmNU0FUqAkkhQm3vKf7HjvWMv/d7/7XUKhEBdccAHhcDgatdXW1g6K2BJZ/mNr2eLNIxNt+e/r6+Ouu+7irbfe4u6772bVqlUpd26XCCFEwllNsX0nJeNDCpREchQSa/n/xS9+MaZUJETMAMPVsjU3Nw+x/JstpVRVHbPlXwjBc889x8aNG/nGN77BT3/60+iYiZlAaWkpr7322qDbmpqauOiii6ZpRUcPM+dZIJFIxsVYU5EANpuNwsJCCgsLk76vOY8svsu/KXIffvjhEGdkIBDgwIEDfPzjH2fr1q3MmjVrzH/fdLNmzRquu+469uzZQ1VVFe+99x7/+Mc/OOecc6Z7aTMeKVASiWRCMIuE8/PzxzQMMBwOz6iIKZ6srCyeffZZrrzyyuhj8Morr8i6pglAuvjGwXC1ECDrISSSmYiczzTlSBffZJGoFgJkPYREMlPp6+vj73//e0p2QDcMA1VVx1TWcLSQev+NGcDatWtZt27dEOfOn/70JxYtWsTKlSuBSK1EcXExW7dunY5lSiSSJHG73XzqU5/ipJNO4pJLLuFvf/vblK9h8+bNdHd3Rz83HZXmzLPY7h3HCjKCGoZgMMiqVauG3P7mm28OO64hleshZApDIhme6ZrPJIQgEAhw3nnn4Xa7ee+996JfM1+rd999N1u2bCE/P5+LLrqIf/mXf5kRI0UmAilQw2Cz2Xj33XfHdJ9UrodI5RSGRDLdTPV8JjNdpygKgUCAv/3tb6xbtw6LxYKu62iaxr59+/j3f/93+vr62LhxI08//TSPPPIIfr+fK664YlLWlWrI3WoCKS0tpampadBtTU1NSRdXTiapkMKQSGYKkzmfKd6YtmfPHnw+H1VVVcDhyOnPf/4zlZWVvP/++5x55pk88MADqKrKgQMHEv6coxEpUBPImjVr2L17N3v27AGY8nqIYDDIaaedNuQtGAzS3t7OW2+9xc6dO1mzZg1nn332EDGdDrZt28bJJ5/MiSeeyIoVK8YctUokR8qOHTvYuXNn9PPJnM/01ltv4XQ6WbNmDW+//TYA9fX1aJrGokWLgMPCc8EFF3DVVVcB0N/fj8ViITs7m9bWVmDyB3WmAjLFN4FMdz1EMmnJVBoxLV2PklRgKuczlZSU8JWvfIVnn32WV199ldtuu4233nqL8vJyKisro449gNmzZ0f7EJpnTs3NzXzta1+b8HWlLGaX5STfJEcJZ511lnjqqaemdQ1PPfWUWLly5aDbli5dKjZv3jxNK5JIJg/DMKIfb9u2TXzhC18QFotFuFwu8bnPfU60t7cLIYTQdT3h/evr68WJJ54oGhoaoreFQqHJXfTkkZTmyBTfMcBUpjDGQiq7HuOpqqrilFNOiaZNzzzzzOlekmQYUjVtHJuSW7VqFS+99BJ33nkn/f397Nq1i2984xvs27cvGkGJQ6k+02S1fft2HA4HZWVlNDQ0sGbNGh544IGp/0OmEJniOwZI1RHTIoVdj/FIF+TMYKakjc1U3vHHH09GRgaf/OQn2bp1K6eccgrf/OY32bBhA1lZWYPus3fvXk4//XTuuusubrvtNq688kq+853vTNNfMEUkG2oJmeKTTDCPPfaYOOOMMwbddtppp4lnnnlmmlY0PBkZGeITn/iEWLZsmbj44ovF+++/P91LkiRgpqWN161bJ+bNmyc8Ho/YvXu3OPfcc4WiKCIzM1Ns3749+n2BQEAcf/zxQlEUcc4554iampro14ZLCaY4MsUnSW2m2/U4FlLVBQmR3pD33HMPVquVp556Knp7qqa6JpOZlDYOh8Ps3r2b8vJyMjIyqKqq4ve//z1PPfUUmzZtinakEUJgs9lYs2YNL7zwAq+++iqVlZXouh7ZxI/iqF6m+CTTxnS7HsfCVBdyjoVEvSFnSqprohEzKG0cCoX46KOPuPzyy6O3paWlcckll0Q/FzH993784x9HbzeLeY92pEBJppUzzjiDHTt2TPcyxsxkFnKOlbVr1wLw8ssvR28bqS/k6tWrp2WdU8FMGh7Y3NxMW1sbZ5111rDfE1/rZArWsSBOIAt1JZJRSVUX5EjMpFTXRDKT0sZPPPEEubm5VFRUJN0V4lgozo1FRlASySikqgtyJGZSqmsimUlp46997Wvceuut072MlEYKlEQyCosXL2bLli3TvYwxMZNSXRPNTEkbz5s3D5j5E4UnE5nik0iOQmZSqutYR4rT8MhHRiI5CplJqS6JZDiUZA/nDnH093eXTAlf/OIXsdvtPPLII9GzEVVVaWtro7m5mUWLFsnNVCI5eknK7SFTfJJpYdasWTz++OO8/fbb0WLD5uZmLrnkElauXMkf//jH6V6iRCKZZmQEJZkWOjo6mD9/Pqeffjpbtmyhurqayy+/nIaGBp555hlWrVo13UuUSCSTh4ygJKlLfn4+X/3qV3nttdf47W9/y2WXXUZLSwvPPvssq1atGlIXYhjGMTFBVCKRHEZGUJJpo7q6mpUrVyKEoLi4mF//+tesXLnymGnjIpEcw8gISpLa7N27F7fbTSAQ4Pvf/z4rV64kFApFxamnp4cf/vCHLFmyhNLSUm6//XYAGUlJJMcI0mYumRZ+97vfsX79eubNm0c4HObDDz8EGBQ5hcNhli5dSkVFBc8//zz79+8HIuk+GWFJJEc/MoKSTDn/8z//w5VXXskpp5zC//7v/3LyySfz5JNP0tzcPGh0QH5+PhdffDGf+cxnyMvLIzc3Fzj2+pFJJMcqUqAkU8ovfvELrrrqKv71X/+VRx99lAULFnD++efT1tbGM888AxwecW2m8gKBAP39/dEJozLFJ5EcG0iBkkwZN954I9deey1XX301jzzySHRcxerVq6mqquKBBx6gvr5+yAA2n8+H3+8nJycHkBGURHKsIAVKMmXcdNNN1NbWsnHjRux2e3Ssc25uLjfeeCOLFy/mwIEDAIO6bvv9fgKBgOwsIZEcY0iThGTKcDqd0Q7OcDgSEkJw6aWXcumll0a/FhtF9ff3EwqFUmZAoEQimRpkBCWZdhRFQdd1wuHwoNv9fj9weLy1OYAvPgUokUiOTuQrXZISaJo2ZOzAs88+S15eHmeffTZvvPEGy5cv59xzz43azSUSydGN7CQhSWmEEPT29uLxeGhtbWVgYIBPfOIT2O326V6aRCIZP0k5naRASSQSiWSqka2OJEcXputPIpEcG0gXn2TGIOufJJJjCxlBSSQSiSQlkQIlkUgkkpRECpREIpFIUhIpUBKJRCJJSaRASSQSiSQlkQIlkUgkkpRECpREIpFIUhIpUBKJRCJJSaRASSQSiSQlkQIlkUgkkpRECpREIpFIUpKx9uKTzdAkEolEMiXICEoikUgkKYkUKIlEIpGkJFKgJBKJRJKSSIGSSCQSSUoiBUoikUgkKYkUKIlEIpGkJFKgJBKJRJKSSIGSSCQSSUoiBUoikUgkKYkUKIlEIpGkJP8fbo9C7PvyYa0AAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"axes = [-11.5, 14, -2, 23, -12, 15]\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=t, cmap=plt.cm.hot)\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"swiss_roll_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"\n",
|
||
"plt.subplot(121)\n",
|
||
"plt.scatter(X[:, 0], X[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.axis(axes[:4])\n",
|
||
"plt.xlabel(\"$x_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$x_2$\", fontsize=18, rotation=0, labelpad=10)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot(122)\n",
|
||
"plt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"squished_swiss_roll_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 360x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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LRgyypuAWKaSaEdjvSWXlBMaN+yCpf9ZMyT6rkd2XTZv2Zd6838Hy08wNI/8J350KlXW+ryMXyLgFLIT4mxDCEEKMFUIca/v3qhDiPSHE17t/GyuE0MvTLDDIREISMBgy5LzuMLSXe/xY5eVHpLRjfjBdjm1dPapm+a4YZoXGDRlyjvR3MzTNW9jILibkRygmWQZSrjHR1rZBur2+/jGFL9g+I+hIkigNmnXmJ4QwCNIV2HH6tP34oP1qOtj7NXbsKoYNuwTD6Es8bvDCCxfx859/yPLlp1E2YBt8/+fws28VDPlCMRMuVKhWld2n3oLGxtRxR/axySwAIdppbPybLwsk1zCz4fz/Bs57mZrZ5+YO0c1odMKymu2+YIDq6u9jGP9IIZ+GhicZOfK/lURXWzuTXbs+CSWKJQjSTfl2+rT9DAxe1rKXdb5jx1L+858vMXfuQ6xZMxGAr399Id+94FKurcsvg0MHu2XEQboImuPupjxlf+GtFV5rpT0eb9U6l8oyKivbL60PKtsoK9tP+Vs83uLpO3TeSyt6wc1SDGqNuvtwU61oE+7aFo2Nf8tpeSXne2TPRvRCumsNXuTvRtCdnVBdvYopU9azZs1E9tnHFExfsuT0giRfKFrAUjhHeJVla98OQrqqrHqhZApoTrUmXYQ1NQ0zvtgNMr+szgq6X1+j17HxeEeKz9btOKelBgMYPz4KiJTojvr6R1MiMkCtUJZLBI3SCDLL8npXVQS9YsVmzjoLVqwwt51zjqlk9oUvmH8PKR9CQ0tDSntDyodo9y0XKFrADqg0dFVpt15ptG4xk05rDLb66mfYtbHc4kIzVTvOj2WaztRZvgDYSXt71NNnLOubXUDfj08138or6Vi01rMPszqJ7H2KxaKUlg5Mmh12dg7ilVeaOffcZ1mxAvbbDxYtgsceS5AvQP2MesSNIuVf/Yz8toyLBOyATEPXCjOyV4lwlhdSJSfI3AayRSjTl/m4r37qFxB1388Mij+2exBISGk6pQ1l7pV0SdkPeaWzOGUdKxMAdytvo/Lh2gX0ZYtzsoEhk+V9gkJnQLAXEA2rOobsfXKep6ZmHFOmvMWtt+7RI57z4Ydwyim+T5e3KBKwDWoN3UTVCHmhyHbJB6h+MVWSjGYihnv/7JaIfgFR9/3q6ubQ3Lzcdt1dSdV6Ve2kUx3agt8V9GwSvpsP15mooTMw+I0+cIrOhD0DUQ0I9pmYTuRIGEpq9m2NjZ/w+9/fyvTpb1FXdwj77rueV19tzAvxnLBR9AHboFbnt2Bau8OGTXUsBsnjelUkosrcqq6u9uyf0xKxZ8hZmqoff3w5hxzyjJa/zqpRZr8O00ViDgZODdnUjLxEdeiDD/6Da/9lsEhKRwc4Xf1ZeZqvOg5WtZi3fPlI5Sq9G/y6UOzXq6tFLIOf6JzETOz0lH0Mo0/37/ZvokRr8c55XTKtZSHirFz5De644yGi0ZFEIp1Mnnwb5513K/vtdzZgXvfQuUNd/b2y33r2WTEkr9wSRQvYBj11/nbpVMxU9TLLplpRDjIN06A+wGRLxFlB49GeMtyW5SqPDU4tfW72p0N2SsBcqDJnAann06kObS5WXeFquen6IdPN9PPS49Cx5P1YsU6r1XKDWJKjlm6tvfKKU2bR7uIKeu0qN5RqQLBmYjILOTWO3V2nwgm51b2A9ev/yu23/54ZM14jGh3JAQes5r77xjF16iz69t2RNEipCLahpcGVfN2OzRWKBGyD08fYv/8oyV7JBJhAB/bqESYRJk/P0/EBepGHVYbbtFyTKx739DyeXInZ/pGr0Yks+cM8n3d1aFm1Z9k+Vl+tWmiyfdJdvPLS42hvj3qSsB8r1m9BTPWibrvtnfF37W7nU/nULXlMXY1rWRy7CrKSVG+8cTI///m7/P3vU+jTJ8YFF1zH/PlfY9KkY0NPQgEwZhsMnZvbyBMLRQJ2gaWyL4NddV9WPcIkQmt6bloIQTOQVFNn+/lklkkyQUKiErOsQrKFCKq6d+7nS7WC7RmA3pat1deOJL9gmKvvdsKxP7NIpB+GUQaQlMnm7OeqVROoqnqpJ24W/qokCDe/ubeWxwJH6frgFVLSGbjUA1by+6Ebxw7J6x/btg3mppv+yPXXP8eWLV/kkEOW8uCDR3L22bdQUtKa0Tj2fLGEiwSsgFudKUD5UcnQ0PAEsVh94AUnebVgs/SKbFXfgj1JwUrhBIjH21ix4gi2b1el1qaK9NtLGcnSpE10paxq66ywp1rqnT1WYNir77K+mdUuEvdB5k5xWqdNTW/iFrXityBman/UbiHda0836kJmIZvvUbJh4qc/prwkvPbaeUyZUs/ixZMZMADuugvee288551X42r15ovlGhaKi3AKWHWmVFanvWy4t+/Y9JP5Tdm0Png34tbRGXYWaATo6Ghgr72+nSSCAjLheJPI7QstOoIxuoIvO3YsJdVS72DbtiXEYhuwVt9lUSMqC8kroSR1RpG68GpfVHT6YxPH/INYrF6abCG79s5OeUFMp6iQu0tIP/IgncQVFdKJxa6rm0NDw3DmzbubZcvM8o8nnggPPgj77693/nyxXMNCkYAV8CbVjh5CsROrvBqEu56rE87pqyyjysI77xzp6ppwI2lLs0BnZdz50VZVLWLFijF0dGzBqmYxZMi5HHzwo57tWBEbhxzyDFVVi6SEP3Dg0WzaZArj+dFtsM7tpc/r5du03xunPzaBVPUzt2tX1WmTaXkErYZthxdZBsl8tD8vmf6yCm1tUR58sIQHHlhFa+tAysu3c+mlM5k9+zf06xeOVasTBZFvKBKwAhapqiw9kBOTl56r37LuXhaLjlWtJmm9/sssnNramXR02AW1RdIg49ZObe1Mmppep7Z2JpHIgBTyicc7aWiQy256few6QuM60S7WvUmdPcST9pGF4KmuvaxsP44/fkvKmVQiSyrXlC5per0bGzZYz2FWz8DphSCpyOvXw1lnNfPOO2apx+OP/39cccWlDB7cyL//XRKaYJQsvMyY7b6ekWtkvShnuhg9erRYt25d1s/79tuH9cTG2lFefkTKi64ibdm+dlRXVzN+/GipRahraagQi0VZtmx/hEhegY5E+jFu3CfKqboztrisbCixWJSlS/dDthA3ZMh5KR+zvcaY89j+/UfR1vaRZ/91LcLUGnbex7g9r4EDx0tnNMkoYfz4z3w/H6eWiIpY7fvV1d3kGS+te+7Ec0juv6omnMo9ZX837X0tKRnKXXfBDTfArl1QWdnA5ZdPZ8KEv2DJglvfhFtsr51Y/RJqhAhxiUvH2W7YMAwjb4tyFiQGDTqBtrb1Wh92OiEzmfDbJdpNXdixSs1bbSd/7IlFsNbWtUkle1Slk5whSYk44JcpKxsqKQFvdIc+JeDHInSeK4jQuNvzcnPxJBDs+egmWjgF6IMK+dif7YYN9ufQpWUF67ybVl9ffvkR5sy5rkc852c/gzvvHMIXvvBnadtusb3pIE4ccaP5fnkVG80FilEQGpB92Bs33k9z83uhnytdrVa3duWLO/Gktq1p6fr1VyQlftg1IqxyMjI45STtccDmfUwtOuq8j0E1H9IVGpfBGbo2aNAJSWIxFnSlLf0mWjgF6K2IkSDXZSdyM447AStSxw06PuX//OcpHn3015x++rVJ4jmPP54snhMU+a5u5hdFC1gD8kUbwdq1ZyYJdIeBoNazl29Qp91YLMqmTSZBbtnybE/YmgVVyR477Ba1Mw64vX0zMsu5puYMxo37P8/+eSHMwUt2P3XC4rwKUdotXtnCnsyitAvQB/GLW9djJ3J55Ie7FawKC2toWQ2LDH7CMSx99C3+/alZ4+3MM5dw//0TGDjQs3uusLsdhpQP6bFoVfsUEooWsAZUizatrTVJWW5hy0P6QRil6pOnpc4V/1QZTTnibN++pKdP9gWbxsYXpEe0ta3T6p/XtfixnL3act7PdEVpmptXE43Ox0+ihXcCjr4VnErkqVBltLndq4aWBmgfQNk/7+DZ2Uv596eHsu++H3HXXSdw0UWnUFYW7nve0NKAMdvo+VfoccFFAsbfh21PaDCMPknqaH7lIcMiYzs5OF0juv2yW7/uMHqyAO33oudXoy8VFROkbhs34tYhEt1r0YHbgLVy5fiUSsdOUZrhw6cBi7VdJGvXno1FsrqJFl7hcrrWvReRW0hUKmn0lCLtQe0kuP89Yv97FYYhmDz5dzz88Ff56lff0B4g0iFRHR/x0LlDMWYbTFoyKe/Iu0jA+CMpt1LmXmIpyVZQQkAnCKGoM+VM14i9vzoiLk7rV40427aZFq7/BBG1x0t3gS0dMR4Lzufg9Fk3Ny8jIUGqLnqqK6Df3LzaEUFjL+SZCrP9xxSZislZiTquJS8itzImq6oWsWrVBOBBTynS7dthyhTg8X/BtgPY98truO++cVx00UzKynb1XIfOAJHpuN1MLfCFgV7vA9aJG7Xgp7yQzBdot4LsAjr19Y8ybNhU7NECXlCVZgdobf2Q5ub32LjxAe2Yza1b5cUwS0u/wODBZySFdlVWTgDMmYEq7EsePZCw+vwmGgSJP1X5xZ3Pwe6zlklzmj7TZFvFKdvoBvN8yXC7fkua01muPSi84p7tkpBNTW9gaj3Ee/z2lniOWbV6FuvXP8oll8DGjUBJDE6Yw2fH/46L6zshZVw0/cMyZDoUrBDQ6y1gP2IlfsoLOS00pxVkF7SxSNypGqZyUTgXVGTWTU3NGb50AFSFMvv2Hapsx01rwO62gcVSwSIvSzZdMR7ZzEb2HJLdDDLXQKqwkV220Q0qTRG3RIuwLH0L9mch0/EQop1t25b0LJjaB6ctW/6MlQa+ffsXmD79ZL7/fZN8jz0WuOhImHAzlHT67ldDS0NobgBVdES+R030agL2K1biR5zEKWsos4IS+yfU01IrTshr0SWXZk+1btra1qWI3LgNMKoFrEGDTlCu+AethabTH+uYoGI8KiKTPYfkMkPyqbp92u+UbXSDpSnixJAh50ndB34MAr9rCFbNNWcV6YkTBRUVsudsfRfw6qs/5dxz1/Kvf02mT1kLfPsKan84nMg+6SVFheEGMGYbbG7ZnLH2M4leTcBuNb90X2yVVWyXoUz1AarhVM5yEoh8QaUkZTHMRKrV5jcky83P6yfsS3dfWdmlIFEHKjUylTWq0mNwiqb7hWr6L4s48GsQ+F2UdFt4VC3Sbdq0L7/61YvcfPPT7NixN0cd9Sr3zD8cjr2HTW1RaZZZLpAv/fCLXu0DVpHCli0v0NXVpOVnlOnAWimeljaCm/XrhEw5y+6nVJVNMn2SyfBKfdZBWELYuu1YiSA1NWckRR3Y/aXJKbypcFMjcyrcWb7Ypqa3tLLvvM4tu25ZCq+loRtECMl+jbpZcbL9rfTnfv32TzlvPG7wt79NYf7823vEc6ZNu4pTTnmUWBwqP4dt6kCOgkA+uCd6NQE765ENGHAwra01dHXtIGi6pzPFc/36K5S6wiqtgcQCXWrQvcqiCoNsnQiilpVOe/ZQOLs+hDPpIIjamZsaWVPTW9r3LtmK/LH2MTrE6rfahs6ipHXP7SRrucgqKr5FU9ObtLQkzzA+//wA5s59iNWrJwHwta89x5VXTmPvvU3xpYgB54yAuz/Wuvy8weIJi/MuFblXEzCk1lozkVgcq62dya5dn2iRkCyW1sooU2lIyKIFZARrfWTpkqwfUk23CKbf9txC4eJxU/rx8MNfCqR25qZGpgunFQnf1DpOh1jt/lldxTcdzQurcnVT0/9iH9Db26Ns2vQEECceb2H8+GiPeM5113XR3l5CRcUmLr98OhMn/rlHPAegbwQOTTO7rQgTvZ6A3QXNrRCkuBYJqQjE7UOxE6olFhJUjEYHuqTqd4rrBa/2vBNBOmhvj2qF/IU9E7DgtDplYWiyAU43Vld3sPOyqO0qdonIBtl7GccwYFdnGxfceRJP/c8jsPEYoISzz4a77tqHL3zh2VDSfIeUD8n7BbFcoFcvwullCHXhjE5QQRVLa4dOdpAqIqGqahErVx6bUtlYF35CnMIogumnPdXgNWTIeUkhbLKK0GGndcsgrxD8j5RzB8nW8xt65mVRu0WP2GEY0NHxQr2cAAAgAElEQVTRh6ce+w1/uv5dk3wH/gfOPJUnnkiI54ThK62fUY+4UST9K6KXE7Bu1VfQIyFVLG1yO/rpo85IDDNLa3lSZWM/0CVVt9X4YOnTjZ6r+6rBq7HxRa2yS5mEmZ48Rrr46VbxuLl5jda98jvYuWleOF1qbsbF2rVjmTr1XR5//Ea6uvpw+Dfvg2mHwqiXkvbLJ/K0xHisf/mwkJYOerULQq8yggkd9akwp772TLdduz7hwAPvsWVpwcaN9zNs2EXsuWeVVnt+/YaqKa6bbq0aj3suQpWV7UdnZ2PKkX36DHWdpYTlmnFDXd0c2tujkl86k87tJFKnjrIMQTWM3frqZVTs2tWfBQvm8Ne/Xkk8XsIXv7iea665gAEj32Dqu75PGRh+3BL2rDk38fZCc3P0agtYZkm4VRl2Wic61mBz82reeKPCl3awM9OtqemN7umkPe4nofmg0x8/iRCqKW4iW8pvlpZ3HO/YsascpeJNfQJZgoA9PjedGF07vLMOk6tMWxl+1rllRGrXUXaL5Q2iYSzrr45LbdWqiVxwwfv8+c9XAzB58u+YdVcVV27PLvmCvISQDvJZ28EvejUBy+C1KOe0eLz8fWvXnk1XV1MKWer3wfRBWx+zHZbmg05//IQ4qaa4djL0N/V/SEsmUjYVdxsMwpT1lN27WCzKihVjtETQg7pJgmoYy/or64Nh9KW0dG927hzI3LnzueqqxWzceAAjR77HzNvH8aeDZjL9w13O5kNFGG4Cuwzl7oRe7YJwQmZBqOqxqVb17avg7e31PaFtFll6uQx0pQMtWKLwXlEGYYSvhTlV1m1/3LhaNmz4JZs2PZ5Ub86K3Q4jRE5175yFR92u2c2d5XZckOei6q+KzN9++0zuuOPuJPGc2q/dxi3N8kyKyj6VvvskQz4ttA0pH8Lpb53OtiXbpL/lShQoKxawYRh9DMOYYRhGh2EYk23b3zcM4x3DMJZ1//tXNvqjQlBtA/s+dsvEmQGnYwX7WRiEhCi8nwW2IJZjJsr96LRvls8xw9OssjlhCNao5DyTU8FTw+JU16zSjPY6LghUz9o5czn0UMGDDwquvvruVPGcUnUa28LjFobSz3yBuFFQP6OebR2p5Au5dV1kywUxBTMYcZlj+57AOCHEsd3/vpGl/kjhR6/ASxc4Gn0kRf/B6TLQ7UMCEZyPzDD6KPVqVb7gIBrEmapV59X+li0v4CweGUaInH2RU3bvNmyYhSqmW6VfYd3vTN4rHb0IIWDQWZewz4gt/PGPQJ8WOPlKln2rJG3xHEhPQN2JQo9iSBdZLUtvGEY18IAQ4k/df+8A1gB7AOuBW4QQKfXBDcOYCkwFGDx48Jhnn302A71rBG4CbgT28tj3TmARYJfgKwVKure5CZt/GZDX3dq5cyd77BEDbgBqgZh0v1QMBFol/TkNuNK2rRE4E2gHyoCn8b7WIEi+l+Z17aFxjNU3C30xBYXs76gB9HHs5/da7OeKdLdpf2alpIqmp54jcV13Ai8C3yP5fmcCqnfPfNabN5dx551fYenSvc2f9n8VvjsV9vpE+wwvjnnR9XlNWjJJq53FExZr7afbXlBU9qlk4XELXc+j21ddTJo0qSDK0g8RQrQZhhEBfgq8ahjGUUKIf9t3EkI8CDwIMHr0aJGJfG7Tp/gBw4e/5ulTfOedX9DS4tQ/7ST5o5DDMOqZMGFiynZTxOfb7LPPkWzatBaA4cOnueb3W9lWssw56KS8/FPGjp3Yc8yKFWPo6BDd/RAMG6a+1nR0IJz3UqccuCnsblpvCTjJl+6/k++z17W4n0vm7kl9jrJzVFdXM378aJYvf4V4XBCJvMK4cQ8o71dz82pWr57IEUe8rh0+6ITq3dvQvIgLH9wH/nk7xAZB2XY4+Wo4coE5vvjAHnvsIX1eJbNLtFXHhpQPSWrDLXQs09jWsc2T5HOlEZFTAhZCtHX/Nw48ZRjGOcDJ6Aithgi/abdWJYhodD7Dh1/MiBHX9yig2eGn6oNVvn3TpkQFhPr6BUl9sUixrGz/pFhcnYUcPwtKVn+C6EDIVbe8IXe9qGZnqbq1utN7ezkiC86FVj+p4H4qddgjYoJW05Y9648/hkknLYa6bpIZ/RycNg0GymKX3eFGiDrkq1p4251Cx8JEri1gJ0qAHdk+qd9yN06S6epqQddf6N6ewE46zhLvK1eOob29Hvhf/Gg0NDevpqHh8ZTtVokZZynydHQg5P7ZZNUwXb0EuWWfnvKbvRyRBecz129bnuEnu192TWjdiBgvdHVBxQ9+w85/XAudk2DAJjj1Mjj0WVerV5WwYEUDVFdXp9Uvv/DqjxNhh6Ll0g+dMwI2DGMsEBdCrOz++1TgYODlbPYjSHiVnWTi8c5uwZ4EIpF+jBv3SSDSSka8xwresGGmLRsrOS7Vy0L98MOfKH4RUmHwIPXXQH0vLdUwuzSizLp2EnMm5DX9lAfyhneGnwVZRExQKxjggw/g/PNh5zu/MTdUPQEn/wLKU7MJnXCSXabDsLwW7XIVApYPYXK5TMTYCfzWMIxVhmEsA6YD3xJCbM9mJ/yGV6XG6XbgtH7j8V2sX395z8q4c5Xc/rdX3G883p4UipXcT28xmubm1eza9VHStkikH4ZR1t1+q2s2ldc51NWZrT5aqmEJaURLYU5WkTissvMqLY3U8kAGY8asCUj2epU6ZBVRdCJiZGhvh9/8Bo46Ct55h27xnNPg9HO0yFeGsNwAKksynfatkvL2f2EhH0rTZ5WAhRATrQgIIcRaIcQpQogju0PQThVC6NXtCRF+Q4Z043QbG5/vIRMnsdj/9m4v7gjFSoZXGJbM+o3H27GXXffKpvLKALOuRXUvYQ0rV47v1rJISCPa2w27GKXznqsHutSUbn08lJLGPmjQCVRVJYvZqCqi+D3v22/DmDEwezZ0dMAll9AtnrPI9bhsCOhYsbZhI1cl67OFfPMBZx06lo99aqwr4GPtU1+/ADPUL1F+3k40/fqNlLZn+TkTJY7U51ENFrFYNMX6NZEgWKfLxc+A5CRNWcYgQHX192lufgGnY9I8t+liCer2kEHmw3Yb6MLyyaoWLtvaNkj3V21P7R/8+tdw550Qj8OBB8LDD8OECXD/7GbXY8P0b0aISBfiImnYcWH7X50DjSr6Il/Q6wnYCdkCkf3DkhF2Tc25bNqUusgFprVpLazF450pguIVFRN6fIHOcC1r4U1l/XotRpkauzIYPX2y+mGPqNANQdMhzVgsClgWYaoVZrlYNm9+xtUP77eSh46mhB2rVo1n3LgNgdOq3RYuJ0xoC9QmwOLFcOGFUFsLkQhcc41pAffv731s2FZv141u8e3BEKbVLCNzq/181ZAoivE4oJq6qqbG3pUc4iSIp8OXoLhaBlEvEkAtEJ/8YQYRGZL5iqPRBVKBcvf46Dhbtjzv6fbw6pOzmrLzHldVvcTEiYLy8iPkvYi3sn79Fa7X65bCrUpn9pv2bR2zaVMDF10E3/iGSb6HHw4V00/m9nKDAbd5+0MtMrL7UHdnZMoFkmkUCdgGGdl6pb2aBBPcMlD5V+0yiIbRjz33PLZHCnH8+I2Ulg6ULurZoRKILy8/QqlMpuuLlfuK2xUC5e6WWDze5ur20OmTWxUIp16CTKsBzPp9qmojbgOAauGytnaW1qKinSR/+ZfhLHppTw44qIMHH4Q+feCmm2DFCti61yvKNpzi5JZ6mM7028sNIFsI87OApWo/G+FfVt/zFUUXhA1OstWZGu/YsTStc+oF+Lf3VMGwStPbfY0q36OVMGJVXdZJDNH1xcqn9HG2bVsibcuCWaC0C/ugJUSMMWPWKH2wXn1KrgJRg5eF7+aOsN9nq+0PPjidnTtXoYqLll1nPN6RFO2hCmuMxaLMPLCBm2pAtOzNmkfupnqxuThXst8yBp7xS264YUnKcTL49XXaXRQpvtLuU7qJnLudzy3zzY+lmq7IutexudaiKBJwN2RWjPkBJU8S/ATtx2JRli8fSTye0FtVyVu69cVaNKuvX5CyiOf82+k3lVlmw4ZN5eOPL0/xp/qJibau20nwlZUTevZRR0WkQhUXq9MnOwEaRh/PQcZu7csyGO0ZiGYZqGVY74G9UjZcobxOu9vFbSCrq5vD4QNh3OeTWfLEPVQ3D6asrJXzzr+OvuPv4X9q9VJ/07XygmaqWed1Eqtue15EXT+j3vPagpJob48DzivIV8m7MON8E/ATtB9UwlG1Yh+P76Km5idJ1qCsSrDX+deuPUs6NU43Jtrp066qWpRS4ULlg7VkNa12vWKLVeFlQrSzceMDWjG2tbXyQqBWBmIsFrWVgUrMRqwqJVZ8syUDqaqmIvP1mwusx/Lee69ww/Uv8I/7/khb82COPPI1Fiw4jMln3MWpw+NUOsOWQ0SYsbVBrdR0U5QL1fdroUjA3VBNS2X+0qqqRVqLK0FlCd2myG1t65LIxm1RT3V+c5qe6k8NIybaTo4bNswkHo8lbVf5YA2jjzROWqcCcOpgFdeKsW1sVC1SxnskKZPLQFkwq5Q4qyL7qYrxySdzePrpKn7+85UsXfpdBpQ3cdXVF3LHHScyfLipXBYx4JwRnpdRRAGj6ILohp9MKF2hmqCptLLpvS6cIWVO2Nu0T6cPOeSZFJEhrzhcN3JMRIeInu1WIVGv4+wulSOPXMqqVcemuHGsZAfVYGVZ1G6uHlUhULM/XWzaZPpw1Ujca6+MRvugUVOziTPP+i/WrDblr4877nmuvHIagwdvTDqmbwQOHZi/IVSZRm+47iIB+0Q6QjVubdbUTMbyKVrwU7XZgldihtzPHefTT+cwYsT1nmWWVGWOnMRdU3MuqdN74amBsG7dNKWLJXGNqYNMQm5zC5bbSCY0ZId1rEr9zInUBcRO10QP56JnVxfMmwfXXVfBrl3foKJiE5dddhmTJj2LYUB7HBZF4e6PlV02+3aj8EVOdv9sEFLL52rDsuvJZYkhvygSsE+EmbFlb7Op6U2gEji9Z/vYsatYu/bcFCUznYU8r74nYJKJpeomuzYviz/hK40TjZoLWKoYZDfLVF5Z2DuqAVLlNkHQ0PAEI0femrLQGFSJTUbKXsVDrX5+8AFccIGZTgx9OfHEJ5k+/UoGDUpY4JbF6wUvEg1zcclJZoVglebrYCFDkYB9IBOFKe0WteVTTI5iUNcl80v8bhZ1QtXN0mlo94yysGASe0fPcbW1M4nHW6TnsXy9qoiAVCvSO6pBdZ+sEkZ2Kzgd95GbTnBV1SJpxMtBB73E7Nlw882mfsPQodu44oqfc+yxz/fs57R8/Vq4dtgjAsJIw3Vakm7SkUGQKeta5/7Z98mV1VwkYB9wW3QKagU7S9Db21IleQSVT7STSmqIXOpikyrKwhmDa1m/JuI0NDyGWTYoFW6DVjol2lXJMHa5TZmlrrLEvVwukEgdt1LGne/G2rVHMGVKFx91y3FcfDGcccZ3MYz/TdpP1/JVwbJ4LcLNpJUaNknphJllA7mymosE7ANhF1tMXbjp7Fmo6tt3cE8mXDIMhgw519W3qQMdVTcrysL+tzwGVxYpoK66qxq00ivRLoclt2nF9NotdWfChUW6fquBOFPGd+3qz6OP3sRf/vIL4vGSJPEceBPIzFTeD4mkY2UXER6KYWg+4Cz77Uzj9Qs5CZoLVWqCFD3l2dOBmzvCitkdMODQ1LM7wqm2b38deaSAoYz7TWfQcsJrILHrMjgtdbt2hbNKsq4spn0AiET6097eyPTprTz77AyghBkzYM0ai3z1kesMrSKygyIB5xBuIVTbt7/uEgFh+ja94CYG4xxM7LG5VniaqnrE9u2J1NiKihOkugpg8Omnc6iqWkTya9aH4cOnhVbtwitSxCJ7maVuWcF2P3xDw5PKxBYZrAFg586BzJ17DyefvBcbNpjiOcuWwe23w4AB/q+rfkZ9j45vPmRs+YXbAOLUkOjNg03RBZFhuMko2knILmlpGH2orJzAuHEfKOuiyUoJOaE7lVaHp5UCHT3hVEIIotH5VFS4pxubMC3I9vbNJFvIHaGF74G+22L58sNItdRN7QohRJIf3gw101lkNWvCvfXWScyb9wBbtuxLaWk7s2bFuP76PekrG5cCIuzFL91zBoWbb9d5HfniB84FigScYeiQoFPS0v7hW/q8zhV2u29T1aZuvLI6PM1ORMnC8lZ7bkkj8XgnW7b8JeV88XhnKOF7OrAGwD33PJpdu9Yn9c8w+jJw4NEeCRTqRdbt25/j3nsX8OqrPwXg4IOXce21F3PccV+jb1/3a/NLqJnWzXVCx+pOR3DHGYGggwiRJE3iMGOac2WFFwm4G9aHeuCB90iFaoK2qUOCpnB68iq+Mw7Xb/SFn3hlnYQPM6XYULYnb0O1ENcRmg/YC9YAWFr6YUr/hGinsfFvHj7kVH+1EPDMM3DxxXfT1LQXZWWtXHDBdZx++j2UlMRpavImhkyEPPmtLqzav7JPpdb5wio1r7u/rBqHX+RbgoYWARtmJcMWVLFF8P+EEKcrfisI2PVkW1vXhpZgoUOCsqQF+4fvN/pCJVAzbNhFUslH5zRe7vYQ2NOKnQNKkLLyfqpcBIF9AIzHWxk/PppyHlUfAYYPn5byvD7/3KzF9uKLAHsxaRI89NAADjjgTuDO0K/BD/ySi2r/MMrSZ8OloBpAVKWTdAeWbMIwp5UeOxlGOfBDyU+/AI4CzhdCpBcXpYnRo0eLdevWhdqmbIoPEcaMWRW4TpiuFKXbfiCSCEqHsGQpuRYGDDhUuxR6LBZl2bL9ESIm/V1HW9iCrNRSTc1kysr2Z9OmJ7R0J4Ig2S2iF75nfx725yWEGUo2Ywbs2AEDB8LUqeu47bbRGBniGrdEikwmDlRXVzN5xWRPazpMktVNyPC7IBmWLrFfGIaxUghxtNd+WlEQQogWIcST9n9AFSb5zsgW+WYK6Shq+WlTVVFDtZ9bNWW385opuanTf7vkox2qEu7y+F6rj/5CyZwSk01Nb/SI3YRRBVl2vmTfrl74nmzWsmEDfPObMHWqSb7f/S7U1MBpp0UzRr7gPjXPVbVgK9EjbAvXivrwA51KHWG5STIF32Fohon/AWYAlwoh7gi/W9mDm4qVVS03CHTdBqr9tm9fkuQ/tmqduRGWMyZ1/PhoUniZXfLRDlkdvOSYWbrb7NdTFslv/HNqnK28PL0fOAcOLx1hr/A957vQ2dnJ3XfvweGHCxYvhsGD4U9/guefhy9+0Xd3Q4ffEkHplhYKikwtcOU7uerA1yKcYRgRYD5wPnChEGJB9/Yy4PfAN4F9gChwrxDirnC7Gz68Avm91LtU8KqU8cEHpsv8oIP+IJVb3HPPo2lrWw/opQQ7r0W3pJK6hHuq9WsJlft3FzQmxdmar1ECfjQ13DLWvHSEwT18z37/PvnkUG677RH+7//GAXDmmXD33bD33j4vXYFMuBe8iCdXhBVWWaDdMV5Y2wI2DKMEeAw4DzjbIt9ulAL1wLeAgcCPgVmGYfwkvK5mBl4RAK2tNcpCjUFhlblpbl5GTc0ZPaLlFixhHF3hdVDH8sbj8ugKe19kJdzl2W3xgNELjzvibOW6E04rWOUakWWsOWcIVVUvSStUWOF7MuzYsZT2dsFjj/2aqVPf5f/+bxx77/0Zd9xxOU89FR75Qm7dC/kEPxUt8i2CIQz4iYJ4Gvge8BMhxEL770KIFuAG26bVhmH8Hfga8ExIfc0InJq2qQLoRkqhxnSQXOYG2to+kuyl9r1acFrBXrG8ieNSqw07iT2I1KUKsVgU+IdnmJvMPeO0cJ0Za6ZNoJ4hJCdYkPSb/Fmu4uqr4f33zb8uugh+97t9GTToniCXXgT+1c7yLU430/Ak4G73wp+Bk4DThRCqOi72Y0qB44Hb0u5hFqGq9AuElr2lmt5HIv2Jx59k4sTTXUOjLOhW+rVCvtR9CVfdTXYO96oS8j6qXSPyjDWnaFA0uoD+/Q/Q8sO3tsKNN5pi6fE4HHCAGfFgC9wIFTo+12xnhtnPl264lnMxzc+12K1cu5vGrvJWSILrXtCxgB8Hvgv8Aag0DONsx+8vCCF2OLbdAzRhVS0sAMRiUUpLBzJmzGqbT7YE00vTEQoxqRa3gG4yeRw4PZBOgs4xzjC2sNXdZDDdGZ0p290GBvD2Z3tBiHYqKiZ4+u+rq2HKFPj4Y4hEzDCz2bOD6TfoIh0Xg5eKmTHbSJugtnVsC3xsmHDzWbsNYoVkLbsSsGEYBnBK95/ndf+zIw7s6TjmDkzr9xvCbz2dHMKeiGG3spwC5elYwW6hXeateoHm5ve0Yo+DJDE4p/RhCeK4YezYVSlxwF5Qa1P4sQpNnQcVmprgl7+E+fPNvw87DB55BI45xscpcoChc4d6TuvdFvdy4V/OhFvB7ToKyTp2JWBhZmloS0UbhnEXZiTEN4QQW9LsW9Zgn+7ap7JOpGsFqxe3es6gHXXhpjFhRln8ECFMIZ3DDvt/mHGw4dayyxTcSic5Ybek7T58w+hLZaVcA/Lvf4fvnbWReNNwiLTDCb/lg+P/m3EvdTDkdXfrMSV6oZvjszUtbmhp6Jni+3VTOPuXLTdHIRFithGaHKVhGPcAJ2KS7+aw2s0GdMTJwTv916tUvV0CUqaTC+pkCee53GKCzSiL5ezc+W7PAqIs2iFs6NwDHagjU0zCsGKc7bHIqgVFe1+2bIGzz4bvfAeTfL+4HC46CibOgVJzZpLrUK6wpCczHdurgpdVm+1YZFV/8sVNEYoYj2EYI4DLgBjwiZFID3pDCHGK8sA8gFc5cfD2V4K+9KN1ztLSgYwfH6Wu7iai0fkkLGPDsw03jQlnlAXAxo2PYBiGazywrI/pujiCQnav7dat5RPeteuTnv65LSh+5Sv38swzcNllJgn37w9tJ/wCxt0DkdSBd+jcodTPqA+lplomoGO5OvudyWuxrH9VSST77CDbsch269uvKywbCMUCFkJ8KoQwhBD9hBB72P7lNfmCqhBkX4YPn5aU8eVm3XlZpLJzWrGsqYtycerrFyjb8LL05H7mmGSxzd0K1kl7lvVLdQ/SsY5VPuGmpjd6+qdaUFy/fj0/+AH89Kcm+U6a1B1mNv4uKflCYsU9XVJQWXsRl88uTLeATkpuUAwpH9IjFp8pcs136zUM9PqKGLqRAG6EZFYBjnUf605sqdUXUi1vK+NMBjdLzy3KwrlNR03Nj06Dl4vDL6Gr2k6gCxA9/XNW+JgwQbB+veDMM1/hhRdM8ZwHH4TXXjPDzLIBFfHEiWel2oUu8YkbhW9Sy8bMwFkVxE74uws593oCltV5Gz9+I6WlA5M0BlSElCiJbpdqTLVgLQtww4ZZjigL2QeozjhzGzDcBXQiSVa98xrt8Osvtohf7X9t9E3o9rYbGh5Xuohk/dt71jFEDnitRzyHUS+w48IvckPT0IyK5xQyCm2hzI2cCwlZIWDDMPoYhjHDMIwOwzAm27ZPMAzjXcMw3jMMY4VhGMdmoz9ekKmQqQiptjZVTF1mwdoVwOxkYl9QgsWe5OhWGNQ9yiKZ1K3+rFx5lGdKsxdpyuut2e9TIhU5Ht/Vfc8ScHNP1NXNIR5v6xk8nOnF9v51dcGdd0Lj3Gr45JswYDP8aDL89PswcGOS1Ra2peS3Pd3Fp0KuC+cXuRAKyjWyZQFPwTT1llkbDMOoABZiKqpVYaqrPW8YRgZD4L3htHYtjQEVITU2yhID40mFKxNtJhTALIQ5XVeRs1O9zN6f9vZoEiHqymja0dSUWhnZsspTU5EFDQ1PSvUdZFoQTstZ1b9XX32Yr30NrroK6BwAhz8Flx4Chz8jDR9O11ISNwoWT1ictuWVj4t8mUQ+ujpyiayUJBJC3AdgGMZ3bZtPBtYJIZZ271NtGEYUM444SbLKMIypwFSAwYMHh6LYr8adWJlb8XgHK1f+AGcmVzzewdKlFwM/A5olbZTS2nqgrZ+JNp0wq1W8wsaN1bS0/Jvq6kOADUCcjRsfYePGbwJ7pX1VybgTu95EQ8MTNDR8r/s8/wRSXRxWH+U4AFiHeY2lwGnAlbS0wNKlFyNE3DH172Lp0vOAmUAj8Ajy601+FuY9/zCpfx0dfXj66V/y5JPX0tkJe+8dY8tJ/wWj/ybtqf3dqexTGSjrq7JPJdXV1ezcuTPD72L6/bWOVx1rXUuQ9p3X7nb8XrfsxcLjFvKno/+U8tukJZN8nScosvG8/EKrIkZoJzOMauABIcSfDMOYBRwihPiZ7fe/Aq8LIe5WtZGJihgW5JUxDGR+2vLyIxg4cLxEvMeEvaqFTmUMgOrq7wMvYE5M4tKqE+mW8ZFfI93VIv4QSnv261PpWpSW7s3xx29OSZ6wrlenosg778AFFzjFc6DiLrWjVzaV9xN5YD/eK6xJN/TLby033baDJofo3A9V227HqtwoXucLy/2SzTA03YoYuSzKaZCa3tRJDhcG5SFpfZSld95550jPxSFdRS5zqv5S91+Wvzk1XnfDhpk0Nb3O+vVX0NFR75uITZ9qalZZQ8OTjBz5375J3UvQx0xF/iuRyNmOqs4tSvdOqvBOcrv77nsvv/kN3HFHQjznoYfMELN8gp2g3EhGRmReMbU6ZYGCukV0LGGrb+lmAO7uPl4v5JKAP8PMnLPjS0BqHfMsQSckzW6BWj5VmZVnP043zE3mprCTmb18/ZYtz6KTtCG7RrncZbA0a697Zg4sF6WQfjy+i5qaM1JI1lykm8XOnaul7S5eHGPu3IR4ztVXw003ZVY8x44UQlyRmRRkLyEaHcvaLSHCDQuPW5hiKaqI3upH0ESP3d3H64VcEvDzwDzDMA4XQrxvGMYxwEGYTsicQEecRpbtpStqs27dNKLR+SlFKBPxu6lTLTuZpZavF751HcaOXaV0CwRRQdPJEDT9vE4I2to2kDoJEjQ2vmkM0coAACAASURBVMjxxydLiezYYYrnPPCA+Xe+iOfoEoiqUq9bUka65wzruFy2XWhxvX6RMwIWQjQZhvFjYIFhGALT/DtVCLE9V33ygkyjVpf4ZMdaVY/LyvZPCeNy+n/t1q8d8XindvqzZblXVS1i6dL9sJNfJNKfqqqX1A1oXqOzirO9Rp3TJx6J9O3x6dp9vlbVCuveLlpk+nc/+wz69IHrroNZs6BvX3k/wlbf8lIRc3MDWFanjHwB5fZMIQy3QbbQG0LvskrAQoiJjr8XA2Oz2Yd0INOotesROOGsXyar2NDU9CYlJe/jlamWav1a6NAaDOyWe2fnzpS2wtA7ltVoc6tSYT+nbN+99rqXK6+Ep7rHnWOOMa3eww5z74dfcgkq76gDmR8318jVtN9+HwplEMg0en0mnC509AiccNYvS15sWtCTNtzVtcNWuTihQ2Gf3m/dqi5E4if9ub7+UWlhynSF2HXipzduvJ9oNDVjzrlvPN7O00/v4JBDunjqKVM854474K23vMk3CPKNCNJZmCoUq7G3+34tFAlYE/LogWQ9AjtSNR+ci03tNrdDl2fmWVnZfsq+eZGn3bqMxzvp6kouYBKJ9GfMmNXK7DsdOC3YZGH7np5iCubZ+56875Ytw7j++ueYPfsJNm8uYeJEeO89M8GipCRQ1woO+UhOmdJe2F00HYIil4tweQ+7C0EdPSCfvqvqlyWg9v3J2vMqc19TMznJb2r/LVluU16ReO3as2htXZsUcaEbbyybHbS21iDXuXCeu522tg3E4+0sWnQB998/l5aWCsrLm7j88nv47W9vIFI0E7RgkZbfyhfSCIYlyW4Cr1lCkGoblj+6UKz2TKBIwC6w+zSrqhaxbNn+CBFL2c8ZryvTGLYnEcirLye358cd4KbDqyM2bydMexyurravV/x0dfX3MYx/pCRbWKitNeuy/etf5t/f+Q7cf/8g9t33BnZ3DCkfEjiES0VcOjHCdoQhI+k3KSPIOfxCZ2DJNYq2hQJOn2Zt7SwXpbFkP6yXnoK64kNCnMeu2+Cmo+slHelWLdnSiBg27BIMo09PPy2fta56mVsssFMLwimec9ddcPjh3eQ7YDP86Kf8bYzBfo/snmIslnaEZa02tDQEIqEIEU/xmkKZ3mdKhCfb4u9BULSAFXD6TRsansDdbZCwWr2SE+zuBDM2+H6s9GOn+8FuiY4YcX2KW8CtOobzXDKoC2BGlG064XaOdeumkRrhYYrnzJlzPcuXd2887Gk45QooT47/zVQ58rArRHhVK4Zk4ktHpLx+Rr1nYgTk3+KiH+jcH9UzVMVc5yOKBCyBU99W5fs1NXYvTiEn3cSM5PJBqenHzkKaXV0tSW4BlXSkn/hktdh5ONWgnWXpOzr68Mc/XsvjT1xLVyew52fwnUuU4jl2hEmYYbala1Ha03eDnidMUs3Xkku6cBO8LxQUCVgCd2FzO9TC6emcRxYza1rhT2JP5PDSYdCBmzskaJt22MvSr1hhiue89173j2Pmw0nXQr8drm3kE9zEeHQXovyQXj5UzJBBRd72QSLIwlxvQ68nYNlq//btqfq2FoYPn5ZWsoJ1zg8++CE7d66RnkeIdrZvX8KuXRukVrhFiLrllNzgtNa9dC10Yb+vsViEa69NiOdQ+TF8bwrsX+2rTQs6H38ukKuy75mCW5q0jn/VzVVShIleT8Cy1f6KihPYtWt9z6r9Pvv8lE2b/oQQMerrFwSejtvP2dy8nNQ10FKGD5/KqFH3sm7dNNra1kuPt9wCMknLdKHrPvGCdV///Oc/MnPmRXz+eUI8546yKujbFrjtTC+uhJ3KnE4/7Mi2yyCMqbyX1GYuCDqfFiF7NQHbIwii0QU0N7/LqFEPKBalLFdAe1opu83Nq4lGuxVlUl7wTteFPDvCSB3OBEzr/nQaGj5m/vzf88ILlwBw6KGwYIGZTnzH7ODkmw3k0op2s+LzYTrvdxBIJ344E4uv+RZz3KsJODmCoJ3m5mWKDC57EkVcagV7JS5Yv7e3N2AlKDhjYqurqxk7diKQbImG5RbIBurq5vDPf1Yyb967bN68H6Wl7Zx11kIefHCyUjxHF2FaLvli5VoIixgy3f+wBwEdzWTVOXcHH3OvJeDUZAmTdHUyuGRWsFfigvn760nbdCMMwnILZBqff17PpdPH89qr9wFw0EFvc801FzB8xAccft9lrLtyM6D34WTan5sNKzebBGEncF0feaETmOoZFpLfudcSsFuGmH2h7e23D6O19UPHHqqim3KZSrssoxP56krwAyHgz3+GSy4pZ+vWn1FW1sr559/Aj350FyUlcdrjcMrgRHyvF/mpqkEUGrK5KKebdZbpe5pP/tVCQK8lYLWPNVnkfNCgE2hrW5+0r2H0paJiQs/fXskQqjJA5v65cyWkW18OYONGmDYNnn8eYE+OOGIxM2ZM4Ytf3NCzT98IHDpQv810khTChI4lma8RGWHA7/3MN/9qIaDXErA1rTcz0R7GHuZlFznXKbnjlgyRsH5T431lugjZhF0u003XGFLJWghzUe3qq6GpCcrL27j44qs59dQHiETMD7E9DouicPfHZhtT3w1WIscNuYiTtW/3E5Ghs+Bk7Se7L5l0GbjFN2c6+iLM9gstdb3XErAFucpZhzRtWAaZKyMe72TlyqMYM+ZdV1dHrq1fu1wmxF1dIXYfd2npvUydCq+9Zv522mlw8cU/YI89Xkk6xsvyLWT/Y5CpvJ1U3UhHtT2o4E068EOOQ+cO1XYv+YEfS9yt7co+lb7Omw30egKuqlokLX+uW55H7srooL09qkyWAOjf/1DGjfsgna6nBadcJqBcEIzFonz6+f2UiAh33NWHBx9ugY5yGLCZgT+4gReffADDeBkorAUQJ7IZZ1sog4+ffoadBQgJqz9ogVE7Fh630Nf+2UCvJ2C3dF6Z+I0TTgvZXttMlixhFeasrJyQchxcQSz2cujJFU7I5DJBvSBYVzeHT+sO5q47HqGmZry5sVs8Z0f5FgzjAXYHFAop9iYUgqJZOuj1cpRuPl77tFsXsgU5C27SkWb14Pd9nSsoVG4Ru1SkJYO5desabrttCJdevIqamvHsvffn3Djnu1T+9KwU5bKwoDvlzPcV97DlFWVwk5y0pC+DtlFE5tHrLWCVj9eyZP1UQPZakFNFSySI2X+Z+SBwy7KzCwG9/XYrZ5zRj48/vhGA0057kIsvvoa+A3aw3ba4ZiEskin06AEZMmWx5fMiZr5h0pJJeSfI3usJWAWv0DLVMc5wM7s7Q0XOfqstpwtr0FFl2NXXL+OBB87kmWf+h3i8hOHDN3D11VM46qjFPfvJFtf8koyb2IsbdufQLyhapOlAJ1Ikn9wXRQKWwKkHrJuxJouosLszZL7m2tqZbN78jFR7ItMJGnbrv4fU6r5OxT8eZnv9KCKRLn70X3dww/X/4YjnFsMSl8YCIKjYi5tfMBP6AZmAl0hNPsDvjCYfBg6d1OZ8QpGAJZDp9LpZwVaM7EEH/YFVq44lHt+VVAMOTGtT5mtubPybUnsiG+4ICw2NrfDqvbBiGtuBL3/5A6655gIOOeRtolugsg9sk0gk58NHJ0MQKyebqbnZJFkd3YuUWYXPwVZ34AjrHufre+cXRQKWQKYHrIrZjcWirFgxho6O+iQhHydhq3zNMjdA4pzZSVN+6SXgvg9gx5eIlHRw5lk387OzbqVvX3PAiBhwzohUn+/u5j/UlUfUKT8kQ66sc51z5XrgcbufmXjPdGKWs4EiAUtQUXECbW0fkXAnlDB+/GdSS3T9+svp6IgCJGlG+BHasYeu2WG1MWzYVD7++PLQfcKNjfCLX8ATTwB8CYa/w/Uzz2fS4cnxyX5TicNCoZfMUaGQXCW6SPc5qeq4BV0n8EK+vFdFAnZAnjps+moPPvgPKftu2fIXZVt+Fu/U2XJdrF17Fq2ta0Ozhi3xnOnTYfNm6NcPdp1wNYy7m5u2dnFTQF9v2FP4fPlI7LCmvmFdaz5eYy7QdaNcK8UNXouxhaD21usJ2PLfHnjgPXz88eX067e/VDinoeFJRo787yQLdP36y13b1kk1ViVF2NuwJDLD8Alv3AiXXgrPPWf+PWECPPwwfOWpeYHbtKCy5Pa6ZS+2dWxL2W6RWSFZus6sLLsFWwiLPrsTvJI0CqEkUq8nYCvZwrIyW1pqkFdBTrZm1dZvH4YPn6JtqcqsX7tIz7p106ivfwQh2tPyCTvFc/bcE26/HaZMMUsFZdJaWHjcwiRxFyeCnNfyC7pZQUHg9z7kQqSm0N0W6V5XIQ3YXujVBGzPTLP8t/F4CwMGHCrRACbJmt2wYaai1Q5fAjtumXhhlJ0H+OQTmDoVXn3V/Pu00+CBB2DffRP7+A3fyfUqtN+PWHf/fApjcrPwdBeR0hVnd+6nc0+8zpluevHuQr7QywlYrmS2iz33HMsxx7gL5Wzd+nfp9tLSL2hXsIjFopSWDmT8+ChlZUNTZADXrZsWuOz80LlDaWjeDG9Ph9duMcVz+m9h4A9v4MUn78cIyC35EvmgEwucTjv5DlW/da1D5z52knW+h3bohLSlQ7BhL07mW+kpJ3otAat9r4KGhicYOfJWVyuzrGw/Ojsbpdt14VXGSEeLWCUW1PDJXvDCQvjsOHPDYX+EUy7vFs+5X7uP+Yiw3SVhKG15JS1kiwgyPaBky/UR1nXoDiy5Qq8lYLfIAzPqYRYHHywvIwTp12mTlTHyew4ZgXd0wO9+B8xfBV1lsOfncNolcNCLPcdlIgTKbdr5p6P/FMo5LGR6cSXIx+92TCH7bAvRD50v1q0Oei0Be5V9b2x8UfmbHWYZ9h8CBocd9v+0fbNy1bRvsGrVBK1432QCX0Bz87u0t7/IxRfvzXvvAZTBUQ/CSddC/yZpG36rzQ4pH+J7AURn30IIF1JB52PPV6LSQaHJQcpcZEnvrC3EMh8GkV5LwHbrUpYIEY+3EovVuxJhLBZl5coxtLebiRi6EQqqxTX42NUlYYedwNvaIjzwwPd59tlKurpg5EioPf4bMHKxaxsquL2UmbA8c1HpQQdeC1O6U1qdckN+zl/oSPe6/Lpz8nkQyTkBG4bxPrALSwABWoUQ38hmH9xE2d2IcMOGmT3kC1Bfv0ArQkF1PngVHflLO4GvWfN15s59mM8+M8VzrriihZtvLmePuf7Jt1Cmm9ki50xcs5+Pvn5GfehhdmEd79W2W5/TjTTJp3cxXeScgIE9ga8KtUM24/Ba7JIhFouyadNTSdvi8XYt61V1vsT/u5N/Xd0cWloGMH/+XJ5//lIARoz4kGuvvZATTzyK8vJ7A1kZ+WwphAFrIPHrRlHtX9mnkq0Tt4bZxRT4JRud5+4cUKXXt8SbpFVrCX76rGvNFopx4BeGELkNKzIMYwewBtgDWA/cIoRY7dhnKjAVYPDgwWOeffbZrPczFbcCr0i29wX+COzlo61G4EzATsplwNPSdpYvf4J5825k06YvUVLSwVln3cJZZ91C377t7OqCM5fLlctkWDwhYSlPWjLJcz+3ffygsk+la42u0986XZo9ly4WT1js6xoq+1S69sO6L376a7/nKqja87pvdug8T6/9dKFzTelA91rCPjYoJk2atFIIcbTXfvlAwP2FEG2GYUSAnwJ3A0cJIf4t23/06NFi3bp1We2jE7FYlKVL9yPhNbEjwvDhF/vKVrNnu1mwsuGsunSTl9TwUTQO/7gT3jsHgH32f4ebZl3A6K+833OcsxS8F7wyypz7hTn991wwyQCCKpm5tWeHrppaOtfpPGeQtuxtuPVZdyalGx8e1JJNRy0t20prAIZhaBFwzmvCCSHauv8bF0I8BawETs5Vf6xaaPZ6bc7tZhacSjwk7rvUvFdduu3b3+TA2olwb41JvqVtcNIMZs8bn0S+EFy5zOsjs+Jc3WqQhYHdxd3hhUIRLQp7er+7u7n8Ih98wE6UADtydXJVcoR9uyoLrrz8iEDxwdYxzlX1WCzKokXHMW/eX3jzzR+aG0dUw/cuhC9s4JI15qZMWKdO2AVOVMiHyIVsw6/1WUgxqoUCY7ZRsL7gnBKwYRhjgbgQYmX336cCBwMvZ7svZjzv6ezcuQpnJIIz5tZy2zirXoQJIeCOO17llltW0dJSwYABOzj2J9fwr/0egkh40ybr5fWLMFwFQcOz7LD6nisLSsdtU4Qe0nkfvBJh8jUdOdcuiJ3Abw3DWGUYxjJgOvAtIcT2bHekrm4Ozc3LekoR2UvK28PG4vF26T5h4pNP4MQTY1x33c9oaalg3Li/8+ijh3LNWQ9SWRb+Rx125le2+mDBT1xtEKiOq+xTGai9XMN5Pem6lVT7DZ07FGO2kfRPF873IR2yrJ9Rj7hRpDwvSzckrGreQZBTC1gIsRY4JZd9gEQRThNWdlqiGkWyZkQiWi6oOpkKXV1wzz0waxa0tpYxcOAWpk+/ghNPfBrDMBfYZKWBLKhGelW1Ab/ItIshSPu6xB3UGo0QURJ8dXV1aFEhukiHiFT3wHl9fjUTLCJzWq1hDtJhpJ+rolRy6X/ORx9w1iErwgmJahRuIcph1W1buxauuOJIPuxWwfzWt/7BxRefQ2Xl5p59ZAts9g/SyxIMY7XbLywtCOuDzhSJ++m/n32tgSvs6Iwg8brptJUOdNsPuw/5Urctk+j1BGz37zohRDttbRtcNSN0ql64oaMDbrsNbroJ2tsHMWyYqdX7ve99G9jUs182RKjTDY+SIYy2dELH/GSNBUl9Dvveh0ksmdYwdvY1W4utKst6d0KvJ2C5Kpr/WN4gePddOP98WNMdzXDaaRt58snhVFSk7utH/zbIC+sV5VAIEQ759JHmwwLP7gIdjedCvd+9noDlqmhxtm0LWJmyG3atXhBJur1tbTB7Nsyda/p9998fHnoISko+oqJieFrnBTVZh+ULLiIZQf3Lu2t6rR+k6z7RTUrJV4Lu9QRsxeDas9EMoy+VlRPSatceNyyE6Pn/hoZ7ufBC+OgjMAyzLPycOVBeDtXVqe2E6RLIFPmGnV0mg9uHKjt3hEhKpd1cfpx+nqNb4U8vBAm5UmlBBIXutVrXlc67o3tsQ0uDMq08l+Tc6wkY1PKQQaMb7H7laNSMrmhtHcAvf1nVU434kEPgkUfg2GPd28qXDCG/BBjmecG/a0Q22OQyCyudc/hVUMtk+27QicnOZWy0V3HYXKBIwASXo9RpT4h23n77ZObNu5+GhhFESjqIf+1Wak64mfEvt8PLhTHlDKrZG8S6yMcEhlwH8+v4+XPh0gjjWe2uusc6KBIwai2GbduW+KpQUVMzmQMPvKfHmm5q2ov77pvHK6+cC8CoUSu4csb5XLf5/SS1snx4+cImEvuHWS3zrRQYZASWyxpjfoqP5sP75Qbr3u5O5eZ1USRg1LXX1q2bRjQ6X8sSnv38AZw4uI0/LzmCL/aHZW/+iLvvvpdt24bQt28bP//5r/nxj++ky+jinAHqZIowXsIgZJotCzxfrZ1cW7iZhky7N58Iz8s/ny/9DBu9noBVlYVlRTPdKlRM+EIbEQP23DWUm2+7lzfeOB2AqqolXHPNhey7r8m4JbirlYUlUZiv0Pn4cxGAr5rOqxbEevqvsViVTyRuv+f5RGqZ9s/n0zOwo9cTsJv6mbNopluFCoCXXjqP++6bx86dldB3B5x0Le+NeZCzzzbbKYRY2mzBbfXbz0enCq2LpClz4kUIfguTetWXg/yySHXgpiGRq9mELPrFQj66wno1AausXD9REbFYlNWrX2Pu3JdZseJbABx9zCLWT7iIpvLPsn1JSmRCcMQrMiJp+uiwFP1+jLtDzKws09Ar26sQB22/s4kwUWhx7r2agFVWrm5URFcX3HTTG8ybt5Jdu/boEc854RtP81J9qp83l5aBl1xfEFgfTxBLtrfVq/OynFXb89VnDql99mvB5+t1ZRO9loDdrFydIp1r18KFF8Jbb50BwKRJf+Kyyy7vEc+R+Xnz1VLL136FjXxfaJNZwqpnk467IlNWdb4QaiGJ+PRaAnazcq2oiFgsyvLlI4nHdxGJ9Keq6iWHeA4MGwb33w8/WP1TFr+Xfr/y2eKxI5/8lSnuDgcsUsv1R6lDfPlwTyv7VLL1V4lqz9lwg4T53ufDPdRFryVgHSu3rm4O8bjp0I/HO1m06A/cdNNMVnfXbL7gAlPPoaICIqvDWQwKKoaT7VE/jJc8zAU0P+4OHX+yl7Wc64FS59y6hTedETS5WKzym1RSiL5xGXotAXvVbkss0HUQi/Xj8cd/zTPPzEgSz/nmNxP7q1Ze7cjkQpLVbhDLNAw1tSBQLZhkeiFFxw/rdf31M+p7EjHylQx0+5XO4J3uwG/MNpQDsdt76GcATPombIvB+bCAm+uSRHkLy/p9//2vMWXKap5+ehbxeIRzz/0X77+fTL66SGchScdPacw2QrHKsmHZ+fW75oufdneEjjB80GN1oBpw3drWJU43gyQfXBW91gL2QjS6hrvvnsdzz00HYMSID7n22gsYOzZGebm/ysdh+Eu9Ig50kA3VMp0+WPDTlzCuv4hg8JryW7/lo9xpPpCsG4oELMHLL8OUKUv4z39KKSnp4Mwzb+Xss2+mX78SqqpqfbeX7y9BoSCXxRPdEKY/uJAt/TjxngE2nxZp8xlFArZh61ZTn/fxxwFKGTVqJddccz4HHmiGNwjRN5T6b14oBFHpIKSTbv91Ypkzdd9UzySyJDyrzyudXIfUcr04aGF3SSrJNIoE3I2Kcy6kaeHN0DIEStv40dm/5pKz76SkJLG4lm79N13ks8/Kgo5LwCIUlWqYW6RBkKB+VfSErnJYEF9nNqfcujq7vYXo8j2uWwe9noCjUZg+HZoWPmxuGLEEvjuFv+69nr++aW7yI3QTdOrV89GkVwlJCT8vZbZeYLeFlCAkkg4Zyp5xIU2j7Wpnfq1gneet26bsuQWNNvDql27Kc9D2s4FeS8BCwB/+AFddBdu3A32b4aRrYcx8iCR/jDIpPxXy8YO1k4vOh6Sbs5+vPtmwkM1nGRYZNLQ0SAcTN0LSIcd0Ki/7jVkOCr+DTq5D0KCXEnBdHUydCv/8p/n3KafAS6MPhYr/uB6Xj+TqF0GC2AvBJVKIKBQJUSey4WcOO2Ze3ChyKqCvQq8i4Hgc7r0XZs2ClhbYay+4+2446yyI3OROvkX4RxLRd7tW8sXyKCI4nM8vEz5nnUG/kFxEKvQaAk6I55h/l331ebaeNIWfbdjMz27Kbd8KCem+9IX+weQSgbO/PNrMFsJeNNsd3qXdnoA7OuD222H27IR4zn33wQ/X/CD0c4XtE83HmMps9cPrY5WGhAVMBIgQKYjIAT9+WN2IiWwirJmPXXyp0LFbE/CqVXD++UjFc1gT/vnCJCf7C5bulM+Zrx/Eh5dtgsqmm8LvtYXlA820OHm+IBNk6bdqSr5ityTgXbtMi/f2203R9C9/2RTPOfHE9NrN5KhrLRJMXjHZsxaZXzhf1t1JTUoXQWcRKmsx7FlJmG1lOzpFp9xSLpFv6dF27HYE/OabpqX70UdgGHDllfDb30J5efpty+IL0yFGexteH7RubGMYyLRmRJixoroI23VSP6OevW7Zi20d25T7+LWU/SiLubWdbXeVTp/9RjXkS0ZfprHbEHBzM/zqV2aUgxBw8MHwyCMwfnxmz+tVasYLloW1O1ik6Xw0hfixLTxuoWdYk5/nqrPCbxeXL6R3xm2wcKsE4naNuwNJ7xYE/PLLZlzvv/8NpaUwcyZcfz2UlamP2R0eXj5Bp7pvWPd8dyjQ6YV0rdtMpulm4v4HeS+yEQ6XaRQ0AW/damayPfaY+feYMabV+9Wveh9rf3j5FGWQLYTxgar8o84Pwx4AryNr6PUh58vUWwe5Guhz4c7JxHWGWTUlH1GwBPzXv8Kll0JDA/TrZy66XXWVaQH7Ra60ZsNe1PNDqvlsKWbSSs42dEvtFCGHn6ophSjOk3MCNgxjAnBnd1/agelCiGWq/Ts7DX70I1i40Pz761+Hhx+GUaOy0dtwkIk4zLCn34XuosnXvuuKm+ugEAknk8hno0KFnBKwYRgVwELgO0KIpYZhTASeNwxjfyFEq+yYurpyamthjz3M6sQXXQSRHM5GwirSqHt8tvycVmSHqk9BP/JCJ/Z8QiERTvG5y2EIkTtBEMMwfgJcIYQ4zrZtNXCDEOJF27apwFTzrzFjjjnmZa666iOGDImF2p9JSyYpf1s8YXEo7bi1tXPnTvbYYw/t8xQKVNcV9H7rHOf1DHRQ2aeShcctVP4e9Hml0zevPoUBr+tK5zs5/a3TpaF7qusK65uE7H5fkyZNWinE/2/vbkMsreswjn8vVzOMXbKnJY2N1jJjMaLUkoqWSsylepEsSQhFWIIbZLRCiJCBRERJRC2xlGQvlEiMNYRgi5S23NrBau1FihsRG0sPLj6RMo1z9eLcs01n58zunHPm/M59n+sDw3D+c2a4/ufh4p7/uR98yanuV70EsRU40jd2pBk/wfZeYC/Aeedt88GDL0dah/3LVjkX75rOorTK39n8ks0D/9Y0nq1pHAbOa8jHe/Pc4H+9T/zekOdVXsvy0LDP16D8q5nk4cOnmtdpPf4DHN9+fG1hxvWeZDrfX9UFLKD/eu4LrHK15o0bF9CU720y7UcGTYth1zDb/hgOyt+W3agm+fh3fZ27uoCPAv0HCG8B7inIMrYnu+0FMSnr+ThVXLMuxq/r76XqAt4H3C7pYtuPSLoMuAjYXxGm60/2LDmd/byn7T+Srm/txclKC9j2U5J2AndIMr3lhx22n6zMFd0yTSW7mrbkjPGp3gLG9i+AS6tzRERMWjeO54uIaKEUcEREkRRwRESRFHBERJEUcEREkRRwRESRFHBERJEUcEREkRRwRESRFHBERJEUcERE7aTOnQAABKBJREFUkdIrYgxD0jPAo9U51skrgH9Vh1gHmVe7ZF6je63tV57qTuUn4xnCo6dzqY82kjTXxbllXu2SeU1OliAiIoqkgCMiirSxgPdWB1hHXZ1b5tUumdeEtO5DuIiIrmjjFnBERCekgCMiiqSAIyKKtK6AJW2TdFzSrdVZxknS5yX9UdIhSXOSzqnONCpJN0k6LOk3zfebqzMNQ9JZknZL+o+ka5aNv0fSw83c5iS9ozLnWq0yr+sl/aGZ02FJN1TmHMaguS37+VT0SKsOxJD0UuDbwN3VWcZJ0peAs4G32F5o5vl8cayRSHo3cCPwZttPSHoZ8LCkQ7b3F8dbq08BBg4uDTTP0b3AB20/JGk7sE/S62z/uybmmq00rw3AG4B32n5W0vnA45L22f5bUc5hnDS3JdPUI63ZApZ0BnAncDPwz+I4Y9O8GK4EngF+JelB4HLbi7XJRrb0HJ3bfN9E7/X295o4w7O9x/bXgReWDV9J76jMh5r7PAAcA943+YTDWWletl+wvdv2s83QE8A8sKEi47AGPGdT1yOtKWDgNmC/7V9XBxmztwHbgKO2305vq/EuSRfUxhqN7T8BnwYOSXoM+D1wo+3DtcnGZitwpG/sSDPeJd8Afmj7r9VBxmSqeqQVBSzpamCL7W9VZ1kHrwL+YvtOANu/A34OfKA01YgkXQh8B7jC9oXAJcCX27ZOugrRt3UFLNCS99TpkHQbcD7wmeos4zCNPdKWNeCrgDdJWlrPeQ30FtJt76yLNRb/AJ7uG1vk5Dd323wYOGB7DsD245J+DHyMFdblWugo8P6+sS3APQVZxk7S14ALgKttz1fnGZOp65FWFLDt65bfXvrk0vatFXnG7JfAVknvsn1A0huB9wJfKM41qseAz0p6te1jkjbRWzf9XnGucdkH3C7pYtuPSLoMuAho2weM/6dZI91Db+1+p+2F4khjM4090ooC7jLb85J2AN9tXvyLwMdt/7k42khs3yfp9cBPJT0HnAPcT29ZovVsPyVpJ3CHJNNbfthh+8niaKPaAVwPzAEHJC2N32L7Z2WpOirngoiIKNKZDwwiItomBRwRUSQFHBFRJAUcEVEkBRwRUSQFHBFRJAUcEVEkBRwRUSQFHBFRJAUcEVEkBRwRUSQFHDOhuUbYvCQP+Lq3OmPMnpwNLWbFi4BPrjD+OeCtwE8mGyciZ0OLGSbpq8BNwO7m+mERE5Ut4Jg56p3k9pvALmCX7T3FkWJGZQ04Zkpz0vu9wA3AdcvLV9IuSb+V9LykB6oyxuzIFnDMDEkbgO8D1wDX2r677y7HgK8AlwKXTzZdzKIUcMwESWcBd9G7WOhHbZ+018PSmKQtE44XMyoFHJ0n6WzgR8AVwEds318cKQJIAcds+AHwIXrLD+dKurbv5/fZfnriqWLmpYCj05o9Hq5qbn6i+VpuEdg4wUgRJ6SAo9Pc29F9U3WOiJWkgCMaks6k9544EzhD0ouBRdvztcmiq1LAEf9zC/DFZbefAx4Etpekic7LocgREUVyJFxERJEUcEREkRRwRESRFHBERJEUcEREkRRwRESRFHBERJH/As1Xb2GM22D9AAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 360x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from matplotlib import gridspec\n",
|
||
"\n",
|
||
"axes = [-11.5, 14, -2, 23, -12, 15]\n",
|
||
"\n",
|
||
"x2s = np.linspace(axes[2], axes[3], 10)\n",
|
||
"x3s = np.linspace(axes[4], axes[5], 10)\n",
|
||
"x2, x3 = np.meshgrid(x2s, x3s)\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"positive_class = X[:, 0] > 5\n",
|
||
"X_pos = X[positive_class]\n",
|
||
"X_neg = X[~positive_class]\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n",
|
||
"ax.plot_wireframe(5, x2, x3, alpha=0.5)\n",
|
||
"ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot1\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"ax = plt.subplot(111)\n",
|
||
"\n",
|
||
"plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n",
|
||
"plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot2\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"positive_class = 2 * (t[:] - 4) > X[:, 1]\n",
|
||
"X_pos = X[positive_class]\n",
|
||
"X_neg = X[~positive_class]\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n",
|
||
"ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot3\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"ax = plt.subplot(111)\n",
|
||
"\n",
|
||
"plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n",
|
||
"plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n",
|
||
"plt.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot4\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 576x288 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"angle = np.pi / 5\n",
|
||
"stretch = 5\n",
|
||
"m = 200\n",
|
||
"\n",
|
||
"np.random.seed(3)\n",
|
||
"X = np.random.randn(m, 2) / 10\n",
|
||
"X = X.dot(np.array([[stretch, 0],[0, 1]])) # stretch\n",
|
||
"X = X.dot([[np.cos(angle), np.sin(angle)], [-np.sin(angle), np.cos(angle)]]) # rotate\n",
|
||
"\n",
|
||
"u1 = np.array([np.cos(angle), np.sin(angle)])\n",
|
||
"u2 = np.array([np.cos(angle - 2 * np.pi/6), np.sin(angle - 2 * np.pi/6)])\n",
|
||
"u3 = np.array([np.cos(angle - np.pi/2), np.sin(angle - np.pi/2)])\n",
|
||
"\n",
|
||
"X_proj1 = X.dot(u1.reshape(-1, 1))\n",
|
||
"X_proj2 = X.dot(u2.reshape(-1, 1))\n",
|
||
"X_proj3 = X.dot(u3.reshape(-1, 1))\n",
|
||
"\n",
|
||
"plt.figure(figsize=(8,4))\n",
|
||
"plt.subplot2grid((3,2), (0, 0), rowspan=3)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u1[1]/u1[0], 1.4*u1[1]/u1[0]], \"k-\", linewidth=1)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u2[1]/u2[0], 1.4*u2[1]/u2[0]], \"k--\", linewidth=1)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u3[1]/u3[0], 1.4*u3[1]/u3[0]], \"k:\", linewidth=2)\n",
|
||
"plt.plot(X[:, 0], X[:, 1], \"bo\", alpha=0.5)\n",
|
||
"plt.axis([-1.4, 1.4, -1.4, 1.4])\n",
|
||
"plt.arrow(0, 0, u1[0], u1[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"plt.arrow(0, 0, u3[0], u3[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"plt.text(u1[0] + 0.1, u1[1] - 0.05, r\"$\\mathbf{c_1}$\", fontsize=22)\n",
|
||
"plt.text(u3[0] + 0.1, u3[1], r\"$\\mathbf{c_2}$\", fontsize=22)\n",
|
||
"plt.xlabel(\"$x_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (0, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k-\", linewidth=1)\n",
|
||
"plt.plot(X_proj1[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.gca().get_xaxis().set_ticklabels([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (1, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k--\", linewidth=1)\n",
|
||
"plt.plot(X_proj2[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.gca().get_xaxis().set_ticklabels([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (2, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k:\", linewidth=2)\n",
|
||
"plt.plot(X_proj3[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"pca_best_projection\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# MNIST 압축"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from six.moves import urllib\n",
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"X = mnist[\"data\"]\n",
|
||
"y = mnist[\"target\"]\n",
|
||
"\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA()\n",
|
||
"pca.fit(X_train)\n",
|
||
"cumsum = np.cumsum(pca.explained_variance_ratio_)\n",
|
||
"d = np.argmax(cumsum >= 0.95) + 1"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"154"
|
||
]
|
||
},
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"d"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA(n_components=0.95)\n",
|
||
"X_reduced = pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"154"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.n_components_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.9503623084769206"
|
||
]
|
||
},
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.sum(pca.explained_variance_ratio_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA(n_components = 154)\n",
|
||
"X_reduced = pca.fit_transform(X_train)\n",
|
||
"X_recovered = pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_digits(instances, images_per_row=5, **options):\n",
|
||
" size = 28\n",
|
||
" images_per_row = min(len(instances), images_per_row)\n",
|
||
" images = [instance.reshape(size,size) for instance in instances]\n",
|
||
" n_rows = (len(instances) - 1) // images_per_row + 1\n",
|
||
" row_images = []\n",
|
||
" n_empty = n_rows * images_per_row - len(instances)\n",
|
||
" images.append(np.zeros((size, size * n_empty)))\n",
|
||
" for row in range(n_rows):\n",
|
||
" rimages = images[row * images_per_row : (row + 1) * images_per_row]\n",
|
||
" row_images.append(np.concatenate(rimages, axis=1))\n",
|
||
" image = np.concatenate(row_images, axis=0)\n",
|
||
" plt.imshow(image, cmap = matplotlib.cm.binary, **options)\n",
|
||
" plt.axis(\"off\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 504x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(7, 4))\n",
|
||
"plt.subplot(121)\n",
|
||
"plot_digits(X_train[::2100])\n",
|
||
"plt.title(\"원본\", fontsize=16)\n",
|
||
"plt.subplot(122)\n",
|
||
"plot_digits(X_recovered[::2100])\n",
|
||
"plt.title(\"압축 후 복원\", fontsize=16)\n",
|
||
"\n",
|
||
"save_fig(\"mnist_compression_plot\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_reduced_pca = X_reduced"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 점진적 PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"...................................................................................................."
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import IncrementalPCA\n",
|
||
"\n",
|
||
"n_batches = 100\n",
|
||
"inc_pca = IncrementalPCA(n_components=154)\n",
|
||
"for X_batch in np.array_split(X_train, n_batches):\n",
|
||
" print(\".\", end=\"\") # not shown in the book\n",
|
||
" inc_pca.partial_fit(X_batch)\n",
|
||
"\n",
|
||
"X_reduced = inc_pca.transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 504x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(7, 4))\n",
|
||
"plt.subplot(121)\n",
|
||
"plot_digits(X_train[::2100])\n",
|
||
"plt.subplot(122)\n",
|
||
"plot_digits(X_recovered_inc_pca[::2100])\n",
|
||
"plt.tight_layout()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_reduced_inc_pca = X_reduced"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"일반 PCA와 점진적 PCA로 MNIST 데이터를 변환한 결과를 비교해 보겠습니다. 먼저 평균이 같은지 확인합니다: "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(pca.mean_, inc_pca.mean_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"하지만 결과는 완전히 동일하지 않습니다. 점진적 PCA는 아주 훌륭한 근사치를 제공하지만 완벽하지는 않습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"False"
|
||
]
|
||
},
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X_reduced_pca, X_reduced_inc_pca)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### `memmap()` 사용하기"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"`memmap()` 구조를 만들고 MNIST 데이터를 복사합니다. 이는 일반적으로 별도의 프로그램에서 먼저 수행됩니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"filename = \"my_mnist.data\"\n",
|
||
"m, n = X_train.shape\n",
|
||
"\n",
|
||
"X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n",
|
||
"X_mm[:] = X_train"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이제 `memmap()` 객체를 삭제하면 파이썬 종결자(finalizer)를 호출해서 데이터를 디스크에 저장하게 됩니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"del X_mm"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"다음에 다른 프로그램에서 데이터를 로드하여 훈련에 사용합니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"IncrementalPCA(batch_size=525, copy=True, n_components=154, whiten=False)"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n",
|
||
"\n",
|
||
"batch_size = m // n_batches\n",
|
||
"inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n",
|
||
"inc_pca.fit(X_mm)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n",
|
||
"X_reduced = rnd_pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 시간 복잡도"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"주성분 개수를 바꾸어가며 점진적 PCA와 랜덤 PCA에 비해 일반 PCA 시간을 재어보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"n_components = 2\n",
|
||
" PCA: 0.8 seconds\n",
|
||
" IncrementalPCA: 4.5 seconds\n",
|
||
" PCA: 0.8 seconds\n",
|
||
"n_components = 10\n",
|
||
" PCA: 0.9 seconds\n",
|
||
" IncrementalPCA: 4.6 seconds\n",
|
||
" PCA: 1.0 seconds\n",
|
||
"n_components = 154\n",
|
||
" PCA: 2.3 seconds\n",
|
||
" IncrementalPCA: 6.1 seconds\n",
|
||
" PCA: 2.3 seconds\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import time\n",
|
||
"\n",
|
||
"for n_components in (2, 10, 154):\n",
|
||
" print(\"n_components =\", n_components)\n",
|
||
" regular_pca = PCA(n_components=n_components)\n",
|
||
" inc_pca = IncrementalPCA(n_components=n_components, batch_size=500)\n",
|
||
" rnd_pca = PCA(n_components=n_components, random_state=42, svd_solver=\"randomized\")\n",
|
||
"\n",
|
||
" for pca in (regular_pca, inc_pca, rnd_pca):\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X_train)\n",
|
||
" t2 = time.time()\n",
|
||
" print(\" {}: {:.1f} seconds\".format(pca.__class__.__name__, t2 - t1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이번에는 데이터셋의 크기(샘플의 수)를 바꾸어가며 일반 PCA와 랜덤 PCA를 비교해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5,1,'PCA와 랜덤 PCA의 시간 복잡도')"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"times_rpca = []\n",
|
||
"times_pca = []\n",
|
||
"sizes = [1000, 10000, 20000, 30000, 40000, 50000, 70000, 100000, 200000, 500000]\n",
|
||
"for n_samples in sizes:\n",
|
||
" X = np.random.randn(n_samples, 5)\n",
|
||
" pca = PCA(n_components = 2, svd_solver=\"randomized\", random_state=42)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_rpca.append(t2 - t1)\n",
|
||
" pca = PCA(n_components = 2)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_pca.append(t2 - t1)\n",
|
||
"\n",
|
||
"plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n",
|
||
"plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n",
|
||
"plt.xlabel(\"n_samples\")\n",
|
||
"plt.ylabel(\"훈련 시간\")\n",
|
||
"plt.legend(loc=\"upper left\")\n",
|
||
"plt.title(\"PCA와 랜덤 PCA의 시간 복잡도\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이번에는 특성의 개수를 달리하면서 2,000 샘플이 있는 데이터셋에서 성능을 비교해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5,1,'PCA와 Randomized PCA의 시간 복잡도')"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"times_rpca = []\n",
|
||
"times_pca = []\n",
|
||
"sizes = [1000, 2000, 3000, 4000, 5000, 6000]\n",
|
||
"for n_features in sizes:\n",
|
||
" X = np.random.randn(2000, n_features)\n",
|
||
" pca = PCA(n_components = 2, random_state=42, svd_solver=\"randomized\")\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_rpca.append(t2 - t1)\n",
|
||
" pca = PCA(n_components = 2)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_pca.append(t2 - t1)\n",
|
||
"\n",
|
||
"plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n",
|
||
"plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n",
|
||
"plt.xlabel(\"n_features\")\n",
|
||
"plt.ylabel(\"훈련 시간\")\n",
|
||
"plt.legend(loc=\"upper left\")\n",
|
||
"plt.title(\"PCA와 Randomized PCA의 시간 복잡도\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 커널 PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import KernelPCA\n",
|
||
"\n",
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n",
|
||
"X_reduced = rbf_pca.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import KernelPCA\n",
|
||
"\n",
|
||
"lin_pca = KernelPCA(n_components = 2, kernel=\"linear\", fit_inverse_transform=True)\n",
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433, fit_inverse_transform=True)\n",
|
||
"sig_pca = KernelPCA(n_components = 2, kernel=\"sigmoid\", gamma=0.001, coef0=1, fit_inverse_transform=True)\n",
|
||
"\n",
|
||
"y = t > 6.9\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"for subplot, pca, title in ((131, lin_pca, \"선형 커널\"), (132, rbf_pca, \"RBF 커널, $\\gamma=0.04$\"), (133, sig_pca, \"시그모이드 커널, $\\gamma=10^{-3}, r=1$\")):\n",
|
||
" X_reduced = pca.fit_transform(X)\n",
|
||
" if subplot == 132:\n",
|
||
" X_reduced_rbf = X_reduced\n",
|
||
" \n",
|
||
" plt.subplot(subplot)\n",
|
||
" #plt.plot(X_reduced[y, 0], X_reduced[y, 1], \"gs\")\n",
|
||
" #plt.plot(X_reduced[~y, 0], X_reduced[~y, 1], \"y^\")\n",
|
||
" plt.title(title, fontsize=14)\n",
|
||
" plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
" plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
" if subplot == 131:\n",
|
||
" plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"kernel_pca_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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QW1pI/vjHONksBAKoHR0IXcfO57GmpzHHxyn19lK8fh2jtRUrk6F0/Tr+3btRbvLNu3z6cF0WK2f9tmwe6XSa+vp6urq67vrNXE0f8lL7sv/ojymG/Pj/+v8CHPAYgADbQdgpHDuP6Vco6PUopTzW9WvQ2IT3oYdQvvIVmJeUIhSlEuLW2YkwDKxr11C6uzFefJHyW29hnj6NfvAgslwm/9ZbqLW1yEIBAMXvJ/TlL+N/9FGcchnPzp1YU1OUrl7FmpoC20bU16N+5jOo5TK5994jNBM6lzt1CisWw797N/lTp7DTaTxtbSir2EE+qKxHC9mNQ/6Uo6oqXV1d9+x499RlUVuLtWUr5eZWtFIJ6fGBZSKqQsg9e1EnBhCTw2T9ddgDw2geL56Qv7LvurpbzkHfs2du2febv4kyUzLS88ILiJksvcDzz5P54Q8pnj+PNTaG7zOfQfH5sPr7KdfXY3R3E3rmGcb/7b+lfOUKQlVR29vJJxJw8iT6V75C7vJl1MuXkZaFZ9MmpGWRP30aPRol+JnPoK8jMb7foni/We22z04LtV5Z94J8r7nTam8rRYlPIuIZHEvHCXoQySRKuQj915DJDDJYizY1hSyWUHbtRjz+BE4qhVJVdfv9zqvfq4RCmL29FN55B1FdjZPLYV68iJPP492zB33TJgrvvz+3ffH8eWShgNHVhd7WhlZdTfnECYpDQ6QPH0ZraaHU24sWiRB64gmK169T7O1FCQaxUylobLzj6+Jy/zuDu3X89dzBuYK8yqymIC9nm/KzL1I4dorGN3+BnpnAckpIU0EMDSKsIqbUcSwHdXIcO72Jws9/gZyawnj2WbQdO5Y8T/PChUqY28GDCJ+PzHe/i75jB4EnnsDRdUpnz6Jv2oT/yScBsGf8wFVf+hKBgwfJvPsuTj5P4BvfoPzhhwjACIcpx+N4OzvJHT+OHYsR2LcPb2cnhQsXUEMhjAVmKnb5dHG/O4RPI64gz7Cch2dWIFfjIVsNHzIAqkr20GcR1y/D+VE0n8CRDpRyoOlomoTH9qCfOIU8cxKZSaK+8BLG0Q9wNBXqo3Cb8ohONluxhjMZyGTQ6urQW1vRt2zB2LMHmc9TOnsWz0MPgZSYw8MEHnkEo6MDbJvQ009THhkh9d57oCgIRaE0MYEaClE4dQqnUCCwZw/VX/kKwutFq60Fw6Bw/Tq+zk6kbZO7cAH/tm0on8KiMvc7dfp+W8guK2PdC/JKhG852y613Wr6kJeDEALv9Wsw1A+WRKqVfSqag12yUCNh/NlxyvURAsNDqBc+hsQ08nNPoyR/irh0Eftrv4Hd3Y2YreAWi1XqXeg6nsceQ2YylM+fp3zhAt5Dh1Dr6ylfvIhSVYWdy1E4cwYrkaDY00P5wgWqXn4ZoWnkjhwh/MILlfPxeDAefpjqzk5Sb7+NVluLNTCA4vMR2L8fZabsqLejg/TRoxQHB5G2TXligvL4OHptLZ6Wlju+XveDB9lKfJDb/klY94K8HO61m2G196UU84hwFTIxjpAWQgIOKKqNMzkI6RDC8cDGjTA0jnLlMk4yTbkqjF3Ik+0bINvUQr6lhVJTE/7hYaxgEOnxkH/4YbynTqHE4yj5fKX4/e7dKMeOofT24ly/jjBNxKlTWMeP46RSyLNnUS9eRI9GcQwDo62NQDBIOZVC9fsJ7t9P7oMPKiIsBPmTJxFeL0ZrKwChRx7BKZfJnjlT+X///kXF2DFNiiMj+GfKpxaGhjDq6+fqOz/IrAUL2RXkleEKMp9uQRZCEPvqr9O4Yyvav/qfwATbVlF9DkIDBwmWjRYE26+T727DdyKLNjmGkYzjbN+N+nv/I8GxcXj1VZxAADo6cLxeZH09hclJ7EgE9Td+A7OnB/vcOUQmg/3MMziOg+n3Y772Gvb160jLwo5GKSYSyMlJnO5u7PPnsYXAsqy5tHRiMcTYGOLhh1E0DXHsGNrFi6iZDIppohgG1sgIzMSNF8bH8QUCN8yzNrtc6u0lf+UKdqGAYhhkzp0jsHkzIXeaqvvO3RDk9e4GcQWZ1RfR5R5zNRBCIFUV2bIB6a9CJpI4toUiwfEqKKU0XjONaXlRUxMYniCiqRExPAylEuJ6D+KV/46qali1tTilEhIQuo768ssEpawkedTWQlsbVnf3DcXpS6kUselpHE3DSiQwYzH0dBotGET5x38k9OKLhJ99lunpaaYuXGDLI48AUI7HK6nasRjpUAh/Wxuiqor0W29RjscxAgH0vXspj4+TP3MGUwhEff3cJAPz52MrFYvYr75auR51dWi5HOL4caAS9pjP5ymVSng8nlsEfaHlxd77JHW0H3Qf8moef/Zarmer2xVk7n2o2nL3tezjSYny0VHQvUhNwylbOBKspIMIKmiGg+oTKE0bEElAaMidexHxScTYOJw6hd2+GfvQIejpQQwOIg0Dee0ayu7d4PfPHWq+GEvTpHT5MnprK8auXST//u8R2SxC15EeD3Y+j7FhA9JxKF69SvnIEdKGgW/zZpJvvIEWiRB55hmsaBTr448B8Os6dS++iFBVvO3tSMchf/ky/u7uRdOqc+EwmXPnAAh0dxPavh0Au1wmffEiQ+EwLS0t2ENDaPX1CL//hkk0bduem2jz5vXzl2++F7MxsbcT81wux+TkJNlsdlkdwHoTm9Vuz3q7PjfzQAjyUsJ2PwQZ7jwxZHZm31Q6zZmaejbXRvCnEqArCI+DLsByHBRNIBQHNmzE+f3fQo5OQX0DyonjiH96HYSCDIeRqRTyiSdQHadSne3995EzlusiDUBoGpHf/V30jg6s8XFKFy9iJpMUrl0j8OSTGB0djH/72+TGx1H27aNw6RKFS5dQ/H7Chw6hGAbBAweYfuUVUFUCO3fi6+zEmin0JBSFwIzALkS+v5/MuXN4mppQNI3c1asITSPY3U38nXdIHD6MuWkTpVSK9OuvE963j+avfW3pm7NMbp4h+ebl6ZlypvNnVr7d9gtxs+gv17LP5/NYlkWxWJxbryjKPRO1+22hfxp5IAR5KdayhXwzxWKRWCxGLBYjl8vh9/vRdZ2tv/51vFfPY5YVRP8VpF1C8YMxk2Vq+31ofecQF47gfOl3Ud98E3H+JHJLF6QyGE4RY+Q6VmsTQtcp/87vIpKpeWJsAzemrArDIPjSSwghyL79NgiBtnEjEigNDZF98036+vpAUTA++1mcjg64cAEArboaLRzGzmZJvfsu+QsXELpeCYsbHMRKp6l56SW0JRJYjLo6/O3thHbvrhRG8njwRKMA1Bw6xPSxY2R++lP0jg789fUIXcdMJtFXaSLXWbFcjMnJSerr6wl+wsp28+eCXEzEZ5fL5fIN/xcKBfL5PFevXl1wRvX53E7sV+ramb0eriCvHFeQuX+CvBwcxyEejxOLxYjH4+i6Tl1dHZ2dnQSDQbLZLH19feiBAPYf/CkMTlA6dwEPIPyADVKTOAEPiCIyMYCwTWQ0ivzm7yCuXoTLFxHTSaQWQCkWsZ55Dm9NDidiYFk5VDWHqpqYZgghwLaDgHJDO4zOTlBVzNFRqn/nd8ifPs3Et7+NnUhgzCSOJL/3PURXF0ZjI4XeXuI/+xmh/fvBcaj77d8md/o0ubNnUauqiHz+80uKMYAWDBKel/I9fzAv29uL8PmQhQLZq1fJXrlCUySC4vFQGh8n19ND5LHH7np8852IkhBiTvBWSiKRIBaLLVk6YP4M7LMiv5jom6a55Hazol8ul1EUhcGZOR+XsvBvt1wsFikUCkgp13WReleQWXsui3w+z9TUFOPj42SzWVRVpb6+ns7OzluKI93wZc/nkX4/jl9HDdsIwLFAqGBMjoMARTuJc+wtBCrOUy+hvPMqyBLS0HH2PAa6jv5QFCFK6Hoew6jUQXYcDa93GttWkbIZKQ2k1BGijJQBjLY2jLa2ytx+QlCYrQIXDGLncmR+/nOsoSGcri6CDz9M5sQJzKkpqp97jpqvfAWhaRR7evBt345QVQJ79y58zRznhsL2N/8/n+yVKySPHcMGzHIZOx6nODhI+tQpyrEYWji8/Ju1jlnKyv+k9Pf34/P5iEajc0K6lJhblkWpVLpl/ZEjR/j+97/P2NgYBw4cwLZtnn/+ef7yL/9y1c/7fuIKMvdwlo9FjmlZFtPT08RiMRKJBD6fj7q6Ojo6OhgfH2f7bXyoME/Y6+pQw2H8LfVIO47tFFANiVBAOA5SBaGrOM/9GurPf4zyg+9COoEUXlAlWCXweFAmx1AawyAUKpawjaJkAAdVLSBEHseJoChphLApFnciZSWxQ6gqpaEhSn19RL7wBapfeonJv/5rsgMD+P/ZP8Pp7WXyhz9EjUSoeeEFlJlJYKdff53i8DDeDRuws1nGvvtdGr/1LdR5k8RKxyH5/vuofj/hRx6hODRE9vRpqp9+GnWBbMOqXbuIHzlCLpnEyGQwGhqQpknq7FnsVIr2f/kvP5XZf8tlLbgM5s/yfieiv337dn7/93+fJ554guMzETTrEVeQuffZdVJKSqUSyWSS0dFRLMuipqaGhoYGtm7dOvfgZjKZlQ381dcjn3kGMzGJ9Gh4zr+GzCcQJqCA8IIspBHv/QgcKiFvuTT2owdQRvpRhq5gPfU0Ws8AHB+Blz4Hc3olkFIBVFQ1haLkAIFlRZFSx0n0gr8ZxePFaGkh+gd/gH/XLgCif/iHGKkUsUQCenvnzt2Y8fVKxyFz5gxWLkf1l79M6sMPyV2+TGl4GH9n56/aqiiowSD5y5cpjYxg5/PoNTWVgvsL4IlGMRobEYUC/oYG1EKB8vg4slDA29xMYXCQ4G1+zpvpNMlz56jeuxfV5yNx6hSe2loCbW23vSfzWe9xs7djtTsEx3Huewdzt3EFmRVkxCnKJ/6CmaY55wueLZQfCoXYunUr3kWyylY88CcEcvdu5KlTaLt3ol5+tZK1p1C500UQxRTa3/0bZPcB7K/9AdoP/wNq/1Hsrv1oH/0S7egHiFQ7PPMoqApgAhLQEaLE7CMjhImUYJr1qKIfq+9N8uNBgp97mcy7/0Tp+iCetjbUcBg1GETkcpTee4+wz4d/61byly4Rf+01al98EcUwaP2zP2PqF79g+r33AGj+kz+5QYxnCT/8MKXhYexsFoDqp59etJh94vRpwtu3Yx46RK3jMPof/yOB1laqH3kEb1sbuUuX8LW0oM4L65uPdBysbJbYkSOoXi9mMomxDL/2be/RPeR+W8irffz1XpweXEEG7o6FLKUknU7PRURIKamtraWlpYXt27czPDxcqUOxCim+889JaW7G+Bf/AuWjDxG2B+EBmoFBKtZuBATAuY9QfCrOM19GXupFyAzS78NpbEOxbMT2HWAVKw5o3aESZSGBPJU9KAhh4fOdQUqB6G4h+fEFYt/9v1GUJOHPHkIN/8qNIHQdUVVF9ZNP4t2wAU9rK8W+vrnYYqFpiHkDNYulPheHhijH43OujMzJkwQfegh1phbGfOoOHkQ6DqmBAbxSEn36aYzq6kqMc2srgS1bFhVjACMSofbRR4kdPoxTLBJobye4QCfhsjCr/etgvRenB1eQgdUb1CuVSsRiMQqFAh9++CHhcJj6+nr27t2LcZMVt5qp07es8/sppTLojVl0DygGyAKIPOABrMpLOf0RMtoAfgP13EeIWA5hlpGdmxDvHYPpMfBo8KUnqYixzazrwrYDKEoWRSkACmpNFd7aNHZBwUrZBHfXgTaIZW0CwPDk8Tz6CN6ZxBLvxo14N26cO+fpd9+lPDVF5MAB8r29xN55h+gLL+CZVxtZOg7JI0dIXrtGw5e/jK6qjP3jP+Lr6WHDN76BcpP1NCvSTqFAtqeH8M6dVO3fT+LwYTJnzlA3U/hoMaSUZPv65v4vTkwQ2LQJ7TYivpa43xYyrO6vg/U+wSm4ggx8ckF2HIdkMjkXkqaqKnV1dRiGwaFDh5asCrdYTOhKz2uhbeQ7/w9aTQ5McNKgbKBi3MaAOAgHyNqIY/8ItfU43m04He0Q9qEVM4i/+c/Ih3fBN1+i4vOoBtKAihAOqpqYcWGYCDTsyUm8HWEQGukjo0z/f29T/WvPomg6Qki83nF8vsWtm8DWrfja2gh0dRHYvJn0qVPvp1wbAAAgAElEQVToM7OazF0PRaH+pZdQm5vJXL0KgDbjgrhZjG/4nNdL1aFDVDU3IxSF6scfx87lbviMY9s45TLajIibuVwlwWVkhKrt2xGGQezoUVIXLlCzfz+5oSECGzYsKTiuD3l1XRauhbwOWM1MvWKxOOeKyOfzRCKRuYiI2d57fHx82bWV75SF9iOGj+LfMIzTD9YEGK2ADuVR0DKglMFRQOkEpIUTm8LadxD7+d9HiY+jXL+E0tqM6OhENmwG5MxxwkAKyFGxmB1AIHFQ9DLeTTUYzVGMhhDJIylAYhgXkdJLPh8ln1+8Hb6ZSm8AimHg27gRK5nEqKurTPHU00Ng61ZUv5+6gwfJXr8OgBYKEd6yZcnrpFdXz4XHKbqOEoncIBiTx49TTiRofvJJsoODTBw5Qstzz6GoKtlr15CBAMVYDOE4mOUypVgM1evFNzMwudQ9uh/cbwt5tY/vuiweEG4njrZtk0gk5uKC0+k0TU1NdHV1EQgEPvEDt2oF6m+mnEW5/GPwqFgTYCVAlkD1AiPg+MEOQikO+hhoNTDda6FOvUbk2ocoGYG17XGEP4wYnERcHIEdO5GygBAWjhNEiMTM+auAQAgLPepHSg+WFcHToRPd1AhkkNLAcaqwrCAVIV8aKSWp99/HzuepfeEF0h9/THl0FL2uDr26mol33qlsqChIyyJ+/Di1M0WLlkvqxAnsYpHqgwcxEwnMvj7KUjL42msV69txEICZyZA6dYpgdzflyUnMZJKgplG9a9eSYrxQ7Yv77UK4l6z2rwN3UO8BYb7wSSnnEjNisRjlcpnq6mrq6upwHIempiZq5s03dyeslg/5hm00H2L6LKR78XSB1gjF82ClwKODUg+kwDahNA2lFPhqIBQtoqaKSNuLGjsMu59EtnYgrvfB9j0I4UPKaRTFQkqVSvSFSsVKtmbOpYiuT2JZUVR1GikLSFmLlAG83nE8nuU9bkIIal54gdgrrxD7h38AIPL00xh1dVj5PGYqRe2BA4S3bCF29CilWAxp2zcMCi6FGgySu3qVyXgcu1jECIXw1NWRHR4m0NGB1+8ncfQoiqbhb2/HiERQJicJdHcjVBXPEs+AVSwy9fHHmDP3JnHlCk6pRM2uXQ9ULQnXQl4ZriBTeXCnp6cZHx8nmUzi9/upq6tjx44d+OaN3sfj8Xtay2K5+7kBRcXe+DR6/7uggTXNbFAElga6B0QTBCRMjlXeEw5oKpUIDLuEyIwhq2vhqWcgHJ5xOKsINKScibKQohKBQeW9iihXBv4UJYaUGpa1ASFsVHUAKauwrOU/bqrfX4kvLhaBSu0LAM3vp+UrX5nz/9Y99hiOZa1IjAGCW7ZgxuMUBgYA8GzezPSFC5VppjSNVG8vwWgUO5tF9XrJ9PVhpdMoUiJ0nYnDh2l8/HE81dVY+fwNA31WPk+6v78yKHjxIn0DA/hCIao2b17ROX7auRsui/VuIa/f+bRvw2xIWm9vL8eOHWN8fJxcLkdTUxMHDx5k7969bNiw4QYxhrVbfvOGbRwLYTsgBOYklHpAjYL34YpVnPuoYi1PZwANhIRSGswCFV01JGgSJo5D/xuQGUHGxsC2kNggHbCtiiA7swHOgoowS6RUEKKAEGmESCLEFIqSxLb9WJZKRbTnTnbR9sR/8QvsbJbQ/v2owSDxn/0MM5EAuGUA73YDeotRjscpjo7O/T999Ciemhrav/xlAnV1lKamMBoaKgN7o6PUPfkktQcOYOfzyFyOcixGOZcjee4cE2+9hZX7lTsmOzxMurcXIxymODxM6soVrHye6u3bb7mnd3PQ735byHcjMWS9C/L6bt08yuXyXGJGKpUiFApRV1fHQw89xODgIFVVVUu6IlYar7xUlMVSfCLRdizE1FnQNLRmE48JaiMULoHRAraAUhHsIlRHgTiYNTNZfDOWtBBAeQSRug4//jEi8jDy8/8DhCNIuwHp9CBEGssOonunZ1sM2JXPouM4Kqo6BSiY5mbK5TpaWt7H4xmhVHoUXb+KooxjmrsBP45Ty0yENEIIfO3t+Ldswd/Vha+ri+ypU2ih0JLXbLmkz5xB8Xqp++IXKQwNwcmTVHd3o2ga4a4uvLW1RHbtom7/flIXLlC9cydxXSd9/jx1GzdSOnuWS9/5DqHWVhoff/yGeOaqri7sYpGRX/4SMxbDv2MHnupqMoODGMEgiUuXqN+/H0XTmDpxgmBrK4G7MF/gehNk12WxTrh06RLJZJLa2lo2btxIOBy+4UFZ7VoWs/u705Co5Yr2DSg6wutFBuoQzhjGdqAARhtoYbCuQvkShFvA0wnly6DnQfGAnE2x9oEYG4YP/wri7eDPI07+F+RTL+Ec+t+xU2mUQAnh+HEMgaLogDZjHUts24sQRX6V1WejaQk0LY2iZPH7f4AQBRwnjKJMoiglLGsLjvOrMLfAvKptWjhM5Mknl7wWK6Hm8ceRllWZ42/LFjwNDXMlOf0tLfhnBFKvqqLuM58BoHbbNjJ9fUycOkVxYAA9GESxLMIzlu/8e1LO5Zg8eRJTSmr27SN7/TqTZ8/S/Zu/iZXPM3H4MEJRsAoFQvPisdcT7qDeylnfrZth69at97RA/WpGUKx4G0XF2v+v0LM9OKkcipVG+kBrBpkHRwdlD3g7gDJoBthXAC8gQQlQyf8oAHkJkT7o7YcmENd+BC0PIyMdSDOP4iljZQPoIZX53q9KISIwzXaEAFUdxjDqKJfnZaXgABqKUsK2m24Q43uBYhgwL1lnOfWRVcNAtSxSR4+iGAaalBTSacZff53ml16aC6tLXr1KKR6n42tf4+IHH9D/6quEWlpoeeopwm1t6IEAUzMFcqq3bcPf1HRX2ni/LWRY/UG9u1GVbi3xQAjyvZ4x5JNm2K3afmp34DQ9hpK9ijRhdhdSgrEbkOAUQPGDugWECTINRIEwkKGir8NAC9ApK5XuW/ejagXUvr9BehVEaxtK9V6kNKikAOrYdhAhsjiOgWk+BJTRdSgUOpByCEWJVU6gElQGWDPuirWHdByKySS+GVfWxLlz5E0T3e/HMU3KlkXjwYMohoFTKs1lBgZbWxFCUNXVRd/wMH7LwheN0rBvH45lke7pmTtGZmAAX2Mj2jqcJftuuCz0dVydDx7QQb2buVu1LO50m+U+zLfsRwhkVVslAFnXESoo3krMsWLMLFeDUl0JlBD1oOwCqYKVA+kHVK3ydJhUjFmfAg1bEL1/i4i9hfB6EekJlNPfRlz/7zB+HGkaOE4jjhPFtncAXjRtBCEEhjFKJBIDbBwnNFNL2USIOLr+3swg4Biqeg0oIkQCKC6r/XeLsdOnufbGG2QnJkgNDzPw/vuY5TJtv/ZrND31FKrPR0lRaHj2WVSfj6lr1yjPRFxUdXURu3gRWS4TamtDNQzGjh4l099PKZGgbs8eGh57DLtUIjOvAt5qcr8t5LsxqOf6kB8A7peFvFqivdA2TttXUS//J6S3lXh+P3W5f49wHGxTQ9FthCor0WsOKE3MDeY5/SD7BaJOgVYVPA6Ed1UczX2HYf8fQe4oIheHogeZuI5SGEb6fBSG+jAjj+OJatiGjm1HESKMpg3i8UhsW8Oy2oAyipKgXN4HmBjGEaQMzoTHATyKooxQGRB8htnBvntNdPt20qOj9Lz5JgCRTZuIBIOUxsao3b+fgm0z/P77aKEQ/qYmxs+fxyoWadq1C+k4lNNpvM3NtH3+85SmpkhcvkygpQVffT36zDhGw4ED6DdN7+TYNsqM8Mxf/rThFhdaOQ+EIK9WGvO9FuQ7CrMLtWJ++TCYaYJH/xy7XI1mpcGjIW0HYVcEWXgAp1J8yCxDORrCJz041RE0fxJ2dUPr81B2YPocbHwK8pvg4r+H6cMIxQKZR6gRHDmJd/LfU4rvplCbxlQ+wFJqERMjOM2N+HwKFy74CAYLNDQkgDcoFusxDANNHMe8ehl/ZyOmoWAOXEcIiWhxKJd3oaoeDCOBEH4UJXpPJuvUvF7qt2xh6NgxABp27sTr82E2NxPs7GRLRwfCMBi/dg1/PE5NeztVGzZQLhQwfD6aHn2USa+Xci7H1NWr+Ovr0Xw+xnp6yI6Ps+mzn8WYN2uJY9ukBwaY7u2l5ZFHcMplpq5cwRMKEd21CzFT/tUuFudqbtyO+20hg1tcaKWs79Ytk7UsyHdyLKkHKV/9AWr8HP3+Zwmp00TT7yAUsIUHlVLFSlYAHxgaTJ7wMzTWRmTTQzS/3IRo2QCFHJg2PPSHoBRh6gNQzJnw42xF0EWRgF6Ccp7M1XEie99FqX+E3EgMZ+yXeDq/TsJqZs8eL9KpQtPHEcLBNAVSWmhiiKmpJNlUDk/LNEpyAgJhVMVHdfWr2LZCsdiI46jE41Hi8XYsyzfX9tkZKeZPwDn7ymazjI2N4fP5Fnz/5kk7Z697aniY4ePHMQIBpOMw8OGHdHzuc3MlOBVNQ4lGGTtyhEhzM4FolKtvv42vqoquz30OOVM8aujjjxk/cYJSNkvf+++TGBjAW1VF9aZN1M1LFklcvEiqpwdTCK79wz+Q7e/H29SEr6YGaVk07N1L7OJFcmNjtH72s2ve7+wWF1o5riCzdgf1YOV+ZiklyWSSiYkJ4vE4ft9e6jf/b6jZK9R7h7A9hyhfP44nXMKRKtKxEQbIMpg58FdPoDhpggd+E1lXhfB6QPdBNgf5YWAIMifBqIPmL8LAf6tY2sle0D04nhDVj3oRcpzC4Bm8ag69O07JiaMrGpr1IVJpREgHxe7FY8SRlkSKauo+t5mJn11AVSxUv6B6n45QB4AyAMFgGdPcRW3tEJbVjGU9cUO7b56vbfaVSqXmBoNmZ2Ze7DW/Al9+bIxMLEbDo48igOlTpzAvXSKYTKKqKpnBQa7+/Oc4ikJsaooz/+7f4a2u5ov/+l9z7u23sctlnGiUtt27yU9OcvlnPyN27Rq+SITWxx7DuGnaqUh3N8VYDGdykuneXvRQiJZDhzD8fuKXLtH3+uuV7To7lyXGUsr7GpXgZuqtnPXdumWynFKYs9utpl9sNUV7amqKiYkJkskkkUiEaDRKV1cXqqqSSnaSudCP0/Qcafm7JH7wv9Cw+xLStLBTNmoQjFpwDNC8kB+z8Q6fw971GEIoCK0RQlUwfQSMBuj4dcjFQY3iiCJK8i0wM0gMFKeIE2rEni6j5s+iBKtwqveiFT8k7PWiFLPIMkjFB6EsEklxXJLri6N6JUJ1SJ6cIry7CjPpoPmLKL7KvSkMTlPOnyXYFUDKAopyDcfpAhw07Sy2vRPTrEzzE5zxy6aSSbxeL3V1dQQWmHdvses5e+3nz8hs7d59g+j7dZ3Eli0kEwkSPT2ULQunWOToT35CMZul/cABRD7P8cOHyQwNUZSS/PQ0JcNgcHQUc2QEdXwcTdNQFAVN0yiYJlOnT+MUi/hra+k/e5amRx4hk06jqmrF79zcPDej8+y6tYgbh7xy1nfrlsladVncDtM0icViTExMkMvliMViNDc3s2PHjlu/oEKQDD9Da8tO7EtvIqoaKaZ6KY4KnIyNkFD9sI2ZgcwlsLM2ysAPEAPTiMjnQZmE3CBoFqRPAhGoqsKRDrLQh/SEkP52CNYiM4PE/2mYqi1xPDVQSuRJv58kckBHLU2DU0AIifQHkXoTQlNRA2mEUmD6/TROWaP+S/tJHfuYzAWHmoNVSMvBKatIaeKpHkaIJgzjNeCXmOazqGo/QkwiZZE3/9tJSp4qXnz5ZS4eP86pjz6i+9FHaW9vX/A6pi5eBCmp2rEDM5MhduQI10slapqayKXThGtqGB0YoLmtDcPrZdPWrb/6cE0N1V//Ov/0V39FwOej6uBBypkM9tQUQlEwLIvk2BiF3l4y585RFYkQ3biR2PXrmFevEtq9m2BTE6ZpkpuaIhCJkO3txTAMAh0doCiUMhn63ngD1eNBCoFVLpN67TX8XV3YMx3FfGatYlVVKZfLqKpKekbMV/q6U6F3M/VWjivIrExoV8uS/iSCXCwWmZycZHJyEtM0qa+vp6Ojg1wux7Zt2257LGZe4WefJfnaD0icNEldVWh4QhA9ZFEcAdUP9V8A8aFN4qRF1aEhSAxCqBbsDNn+PGbMIbKxD8fbRvr8JcL+DGx7CWQAinmc2s8Q9p9Dkxkc7xYU3UdN+GOkdw/ldAxdZMATQJEZpB1BWjWo3hTYJQrjJloogL9NJ9jeimPmQFgUJ2xUAzz1Gqovh2QUsBD48Rj/CYSKbW9DlN5gZ2iUX75v8F/HxvCePUtrQwNVt0n6yA8Oku/vp5hMcvanP6WhsRG1vZ23XnmFkd5ewtXVtHV3k5icpGXTphsFGcjG45ilEjmgPDVFwDDQDYPxq1dJTE4ig0E6OjrwRKOEGhvZ9vTTnHzlFdJjY5z/+c/x1NXh8fmobmqiMDxMXUcHO7/5TdJTU4x9+CHdTz5JZmgIX309Nd3dpPr7SQ8O0rxjB+oCcwlKKSsDf7bN0NAQiqJQU1Nzi2vGsixKpdJt3Tc373cxH/1iL8uyyOVyc0J6p0LvWsgPCGvZh2zbNr29vUxNTSGEIBqNsn37dvzzaicsZ1+z51O4eJHs4Y+wMh7qn9+MsC8SP5VBUcAIg1qE2n2QvGxSGMkS3GVVxNxfgyN0Jn9xlEJnkVJihMhT22DL8whNxZqwMEO/hRG5gu4ZhdKjlPz/K4Z4BSWToZQzKDkR/IxC3sJRN6BY1yjnsgz/RMcxfdQ91UHieJzRH5yn5bc96H6V/KhO5lISOy+pebQarzGNUA0QJSr1lTUqGX/HMMIabc/UUP2LMumjR0FRePQP/5DRcnnR69L43HMMv/IK0ydOkI/H6WlqormqivHhYQJVVZTyeXyBANX19Tzy9NO3fH706lU6Dh1CeL2897d/S6FQoHP7dpqAYirFVDJJ2bbZ/bWv0b5zJ4GaGmo6Ozn96qskhocxczmi7e1s2LOnIuLlMtrAAOPXrhHYuJFgayvBlpa5LMCq9nZ8DQ0oMz5xZ0Y4Z0PjhBBzA5yapmEYBuF5kRyflPlCf7vXfKEvlUqMjo7e8rmbEUIsKe7Hjh3j9OnTTE5O8sEHHxAMBuns7CS0ivVN1gKuIHN/BBkWmXppphLdxMQEsViMUqmEYRgLzsu3XOafT+H8edSWblRNITutYl4cxEoXqN0vCbQ5xN9XCO+wafqCQEYkeMOQG4PSFOGtWykc6CT+07dRqiOEH2pGVYuQm0Jk0miBMyA8iOAGCJXxyp8iBFji89j5MSbynyEUakKxe5E5iaNYKKILtWE/kX1fJdB0BbVxAJn4BYqqMH28hsTxNI1fiqL6NDKXNZAavqYM4K2UqptJHhHCgxAFJnP7SGcuoqkapmHw9rFjdNzm14OVz1fqIRsG3Tt3cjaR4PSHH6LpOtGmJsYGBoiNjuIPBinmcvhvEoDtTz0FgO71MjUyQrlQIJdM0rJzJ6qqkvvwQ+IjI0wNDrLt8ccByCcSqLqOVSpVpo4yTcx8nq1PPMHZ119n7OpVVE2j+9AhFEXBLJW4cvgwrdu2YXi9HP3Rj4g0NbHr+efpP34coap0PvbYrc/SvF9zjuPc0QDffKFfbrZcMplky5YtS1q1iw3Gzn8lEgnGxsYYGxvjhz/8Iblcjj/90z9l7969n7hNaxFXkLk7xYVWckzHcUgkEkxMTJBIJAiFQkSjUTo6Ojh27Bit86Y3ulMiL76Ib9s2HKD3j/8YKy+p2VdD4LE2Mtc/pu4ZG6NJQXrCKNl+nOQIwpxCZK5QuHqG5GGBEg5T/9JWyrEinno/ItCGE4mjan3Y2T04vl3oxgkUJY9jRyg7v0bOJyjrV7D8WzGsf4MQSZA+HM+T1L34P4MQWHThDf0J3k0eLOv38HXG0NX/jFH/DaTiI7L7F6iBBqQcRlAGma2IsvCALCGlZPBnY9Q1BNj3ZcnA+y1cP3OG4iL+Y4CJN97AKZdp/upXufzTn8KxY8SEQPj9+AIBOnbsQDcMivk8x95+m8eeew7fzK+TQj4/tzx4+TIIgeH3gxCkYjGq6+tp27ePaFUVhXSanuPHaezooO/UKUqZDNFNm7Bsm3wmw/iVK5TmzXElHYdiJkNgZuopIQTXjh3DGwiQiccp5XJg2yAEbQuIUnZykpGPPmLDI49gmyaDx44Rbmyk9h7Omr1cH7KiKEsK/be+9S1CoRATExP8+Z//+Wqe5prCFWRW3/KFpUeYHcehUChw9uxZ0uk0NTU1RKNRtm7duuqhSvPPWw0G8e/ezdQPfoBTKiEsk0I8jPlBiVCNB0+0iOpTkCpI3QPXf4ET2IBij1K8mkPXgmz4rRqswnkGvtNP1Rf+CF9zilxPHv+mXXhb6/DIt0GqONKLsKcwnO/hlc1Eozk0dQohp5Ge9kq6tBxF2D0Iw4uVydP/XyC4yUfLr7/N+PfPU4oZbNpWhyIUNE8JwQTY2Uo8tEgBHhA1QBGhGOz63Hl8v9eOr24cX8tjtA5tJlZVtei1qXviCZCSsq5zzbapf+opnnzhBY69+y6JqSm+8Sd/QimXw3Ycrp4/z6s//jHPvvgijpS89eqr7Ny7l+7t2xm6coXohg3seuIJrp8+zeClSzR1dhLSNB7as4fJvj7CdXUEq6vZtG8f4WiUUjaLahgIIUiOjjJ25QrBujraHnqIa0eO0PPRR+x6/nk0XWfLoUOcfPVVCpkMTdu3o0lZGROIRqmZmcl7FqtcRmgaUkpGjh8ndf48useDp7v7/2fvvQPiOs98/88p05gCA0PvXSBUQV2ybFm2ZMu9rZ04yfpmd51d594kNzfekrrZXCfZ+HdzUzZlN7/dxEk2cYncZUfFKlYXAiSEBAgEog0MfWD6KfcPYBZJSEISkh2L7z+cM7znfd9z5sz3POd5n+f7zOh9NR3MLupdGW4KQp6pTD2YXijPxfoLh8PRRTm/34+u68yZM+cCOdDrDV9tLUM7d5L0qU8x8v77+E+dwDhyltQvrkV15CIObkZQ+1ENmQiigBg8g2CxYy8xEjtPQTSNIMs6iZtKOfvaMeLzT5Nyexxa/l8jCYcQ9BH0oT60cCxSrBWZJsyjOxmKrEJStyIIQXTZAbqOKAwiGhUk+SiSQyTl9hDd7wzR+O02RKGfjCcykAwaWiSCLgiIQhhNjQNpAEE3juuGDgEGQCWhfKx0lKLchX3un2ErddFfV3fRa2FOTBz7C6y5+26S0tORJIn1Dz5IMBDAZDJhMpkAKFm4kI6ODt565RUAYqxWMrOzkSSJJRs2IBuNiKJI4eLFZM6ZgzkmhqNHjwKQVlgYHdORmoolJgaL3R61sm3x8cTExRGbkkJfVxdx2dnEJyWhhMO0nDiBZTzuWNM0ehsbcSYnY3U6GentZaCjg/jxtyhd16l+6SVM8fE4i4poffddunp6WPrf/hu28XO9UZgVqL9yfLTPbpq4nj5kv98fJWFd10lMTKSoqGjsFfT0aWIvYb3NFM6fd0xZGcmf+AR6JEKgthZLSRmiIYxfLSdG7yCSsAnD4DuISj9IRvS4XISCcuRAOwyeAckAkpl4xxlinjiDoPowCEaU/peJOJ9E6H8fyXsUUbahhsrQZQeqmE+cdBBBG0B1rEd3rEIIn0YIdSDLJ9H0OJRQFrFFL+B5u2FMMV8QsBeIwBtoggFBkND0XATJA5rOWMqheVwzNALoIBgAE5pWiK5fmaRn6iRd4hibjZjzNCYccXFUrFjB+zt2ALB09Wps4wtmxvMSNcxTLLp6h4bo93ioO3qU+cuWERcfz75t28guKKB00SLiMzI429BAd0sLvuFhfLm5nKmtHXsoCAIZJSW4MjLYc/o0yDJlGzfSeuQIg5MIWQ2HsVmtdBw5gsfjQenrGwvh6+khNDKC6U94EWw2MeQmwUwSsq7rRCIR2tvbOXnyJAaDgaSkJObPn4950o92wkL+ICAIAua8PNq/8Q1i5s8n9sEH6f7BD+je3E7O00mIeh+hjL/D1P4NQAFHNrq/F2GoCWLiQBMRtDB6oA+zOUJEcTLSJGDL/BXyyB9BC6LJ8xA5jTB6HNXxEKrBjKQ3g5yEYJQRpRY0UzyaoQAECQEVVbHjftmPIClYi2MZbfDR9p9DZH4yFlH2omsOFLUcg+FdBPzoSAiCgTHrOACoqGo5gjCA0fgCqroUXS+75LW4Egz093N4377o/sE9e1i/aRNxU1Sa0XWduqoqQoEAxw4fpqezk66zZ6lYs4amU6c48v77JKWlkVdcTEZuLgChQIAzdXVj/nRF4b2XXkIQRR773OeIsVqJiY1FEATWf/azoOsYjEbyli07xwqVTSYKN26ko7qakNuNIy2Ntc8+S8+pUwy2tZEyd+6MXY/pYFZ+88owS8hcOyGfn66sqiqpqakUFxdf9Aa6kS6KqeZtTE0l5bOfJaakBF9XFwlPPYUoy0QSIVi3A5vDimabi66r6D4j6CBLMQjmEYhYwDeMIKmgBjAYBCypKeimJETlLIKuErGtRvQ3IaoeZP/r6HIRA6zAKIeRR46jCUYw29D0ZNRwIgZ5PwaDH2SdjPuMOJZmMXCwndFmL4IYA7p5TAFJMqKyCkmqHF/UC4JgQtfNgA9ddxCJPInB8AcEwcdMPvM8bjeSJPHA44+jaRrb336b3p6eCwhZi0Tw+f00nTxJR3s7zrg46qqrQdc5c/o0mqpiMptJTEmhdOFCHONx0iaLhYrbbuP9N9+kta4OVVEoWrgQJRw+p8STKSYG95kzpFqtSLLMoMeD0WTCOv621Vlbiy4I2DIzkYxGzlRVUbxmDWaHg+DICKOdnSQUFyMIAgOnT2NLTcV43tvAhxGqql5Q5/KjhllC5uoIWVVV+vv78Xg80XTl5ORkioqKaGhowOVyXfJpPtNp2FcDc0EBCAKdP/4xaiRC9rPP0vWfrzJyaC9Ff2WF/L9AibsXo/ufEMQgJM6Bvj0w2rwXZtgAACAASURBVDYmNmQUABX0CEZjJ5oxBVVYjhQ4hDz6JpqxkLDr/0MK7UCLDDIQLCcxawDVZ0A3FCDoPhSlFCm4HfTTIK8m55Egkqahe9uJX2ohfrUdVcsmGH4Ki/mbyOIxwuFHURUnBuNBwIeq2EFPQycdTbMgim2EQl9G1y8eUaApSrQ4qq7r6Jp2WZnLOWVl5BUVRcMP73n00QtCEUP9/XS+/TZJa9awev16Xnz2WYT4eERRJDMvj6ZTpzBbLGRkZ2M0maitrMQeF0f8hH9XEOhobESJRMgsLsbmdFJ38CAWu504l4ug34/f66WxqorB3l5Sc3M5sW8fjoQEFq5dixIK0XX4MHEZGWQ9+CCNr71G3RtvkL9sGQNuN1VvvUWCzUZfXR2WxETCIyMMtLRgtFjIXLUKTVUZ7uwk/hKRKR8UZl0WNwmmS46qqjIyMkJNTQ0+n4+EhATS09OnTFeeqfJMM4Gpzq9/2zb6tmwh9x/+Add999HwN39DoL4eY1ISrof+DGHRMhTJieTfjxQ+COEhkCPgGwFJAE0DRQVNALsJ/EBwkEjKFxEjbUAYXcpAM89Bsywi4B9GDNWg6WlEDI8gKCMYDIcAUEwPIASGkANbEIkQNv0VkrkNiVoEFARpBJPp/0cQ+1HUYmR5F6JWha4IIMUgcRbEHhQtEVEU0XXLJf3HoYEBzr74Iinr1mEvKqLz7bfRQiEyH3rosm8ukwl4qrhw2W7HEBuLe9u2Mf0Jr5dwZiahoSFaT59GVRQ0TcPqcLBo5Uoaa2vp93iIT0wkFAhQ+d57ZBQVkV9WRseZM9RWVpKZl4ctLo6mujqa6+pYtWED+QsW0HzsGL3t7cTY7ZSOxyHLJhNlDz6IOSGB9q4uEpcsoW/bNt7fvBlrbCwjIyPYbDZCLS14TpwgeeFC+urrQdeJy89n4OxZgkNDxMTHY56BhJKZxGym3k2CSxHyRLpyT08PwWAQWZYpLi7GZrNd9Md7I7QsrgRTzTOmoAAtEKDhC19A03UESUKy2dABx/LlYyVFADVmJYrtbkyD34dBfUzPQo5ARBsryGe2giEePacILZSFafB5NGMGSuynkEc2Y/Z8lmDiv2C1vMmQwUYkcicSlcjySULhh4BYQEcXnWNynrKGZKhBNFjQwyNAEMlcg2SQx90S2WgaCNLZsWgOzYCupqCJOSDIgIKqzgNiLjjnCcg2GwaHg/bXX0eQJHRVJemWW67ZjTTi9WIym0nbsIGTP/sZ9ceOIbpc6MnJSN3dWO12Vq5fj29khFinE03TuHXTpuiblMliIaekhKT0dKwOB2m5udicTvq6u/njiy8CkJ6bi9XhIBIKRcc1WiwYxiNBAOzj7g1d1ylctoxRj4eu5mZ629uZs3QpqampBKxWempq8La1EZ+bCyYTXceOjY2xePGHjoxhlpBvGpxPjqOjo9HICFEUSUpKoqysjGAwiNvtvmy65oeNkOFCa9ySm0vqn/85p77wBdShIWIKCjDn5TG4cydnv/1tsv/+7zE4nSAIqPY7UEffQQodBkmDUUACLBIEAwgE0CUb+EIIag8YE8dSmyVtrHCq2oSsVZHkNGAyeJGUY+hhB2ABAeTwFqRIDarxTgS1DylyCI1SNGEtslgFggaoaLoLTZuLpiUgSVUIQiuamoYgdiIbdqFpS9F1G0bjT4hEnkRVb5/yWkhGI1kPP0z9D3+IrqqYk5NJXL78mq6vqqpsefNNzCYTC00mOru6GPJ6yczPp7S8nDvuvx9VUUjJyKCvp4fUzMwp481zJ2UV2p1Olt1+OzvfeAP/yAihYBDZYGC4v5+aHTvo6+2lZMkS+jo6OLZ9OwvvuOOC/oZ6ejCO+13VYJCexkbiBAGz00lMQgL+/n4EScKclIQ8roYnTyL3DxNuhjjk2Zp64wiFQjQ0NLB//34aGxsxmUwsXryYpeNKYRaL5Yoy9WZKy2ImMNVYoe5u3L/9LWga4aEhfC0t+NraiJk/H9luj2oliMFTGHu/jah2gUUfu2MExg1QP1jNkGCDkUMI4TYCaf8Jxnhk/xsg6IRcz6OZluJXHkRSB5GUShBEgtpnGYuOAFWag2Jch2K8j6D5h2hiCRp56KIf3WBD1w3ouoIo9CCKJzAYNiPgAT2CZGhGlPpAj6Br4ticMKDrmRec8wR0Xcc9XpYJIOTx4G1ouKZrLEkSS5cvp7+lhV2vvEKXxULFl76ELT0d4+AgGTk5ZBcUYDKbSc/OnnbyT1NdHf6RsSre3sFBdrz+Oo0nTtB19CiR1lYMJhPxJhOhxkYCfX0Xnufp0/R3dlK4cCFWUaT91Cm8wSDdlZUoPh9FDz6Iomn019cTn5uLwWKh/cgRQqOj0X6081KwPyjMxiF/hKFpGgMDA3g8Hvr6+tB1nczMTAoKCi76FJ5p3eQP0kL2HjkCqsrCF1/k1Fe+wsiRI0R6eih56SUkuz1K4rrsQhftaHIiouYHYRDBrAIS2Jxgd4LJiWhWQezEaHkRyeBG7XcCKqLShCqnI8mDWAzdoKeDEINJ/y5KaCmK+ZPocj6qnI9AAyZ+ACYBSTyOSAu64kCT85DEXnQCiOI+wI6qLELTk5ANh9DUWDTFhWjQQReIRNagaRfPSgv19jLS2EjSLbcQv3gxbS+/TN+hQ9jH48MnrtdU25dCTl4eRpeLYGkp2O0sXLqUo8Egabfcctljp4KmafS53aTn5rJgxQram5vZ9eabtDU3Y83Pxzk6ilBfjxlILC/HnJBwwXxz5s3DZrVSvGwZRWVlVL32GmGPB4fLRcbq1Tjz8jBYrSiBAElz5uDMzmagpQXDeBx1d0MD3fX1lN11F2okwvG336Zg1Sqck6I+bhQURflABfdvBG4KQp64ORVFiWoIj46O4nQ6SU5OJisri6amJpKTk6fVz3THu1ybD9KH7LrnHizFxTT/4AegqsSUlRHq6qL95z8n90tfirbT5URCaT9FHvkD8uibYPciK7tAFMFqAa0LIl4wpiMmmRCV3Wh6ImHHM5i1L2OW/4mQUoPR8Dai7kX3eUCKQTaaEMQWVOFedH3MXy1JpxHUXjRDGaLUDWongtCLJAZRtQUIQhei6CY4OIfGn3lJv7sJR2kh3VuOEh48QuYTTyGIRmR5L4riQtPmTXk9zElJ5H/60xjHw8SyHn0UXVWj12nw+HGGTp0i+6GHUAMBzm7eTOr69VgvoSmi6zr79uwhVF9PzOAgAxkZ/OirX2UO0Bsby+nRUcrmzycuPn7alTxEUaTi1lujkpWZ+fmULVtGZ0sLmM3oioIO9PT00BsbS6KqooTDHNm1i9LycnRdx5aQQEZeHoIgYLJYyB5/6AiSRNx4/PNkfQuDxUJyaWl039vbS8fx4wRHRlBCIbw9PaTOmfOBEfJsHPJHACMjI9TV1REKhUhMTCQnJ+ecdOXpJml8mATqrxTnjyUIAlokQt/27UgxMSRs2MBoYyP9W7eS9uST6IBstSI7HGOJCo5H0A0mTMF/QjeCQASGO8BqBMkPuh+EeHTBQURbgln+Koq0FKO8F7PhHQgF0DQbos0GWgR9uB89bj2i2oSqLgFAUe8GyYAkNiGIfWjCfAShE/Ci6wZE0Y+qrkA0mjFYDnL2t32I9vuJDMSSvMaPot4Kai6y/Bq6fmGyxmQYJ2VIXqArLIqMtrbS/KtfoYZCaJFIVP7yUtfX7/cz9847iW9v58Thw5ysraU5LY1Dv/kNdpeLBJeL4zU1KIrCujvvnNaDe/Ir+ukTJ+hsaaGwrIzR06dpbmzEMGcOstFI8549hAIBdFFEVZRzQvgEQUCNROjcvx9BFDHFxhIaGqK7spKUioop56FGInhOniSlsBB3fT0dVVUgiqQtWkTKJdTzridmF/U+IjCZTMyZM+eiJXxmWstiOu0+aB8ygGPuXMp+/GOavv99+vftQzAaib/3XlRVpeU738GSmUne3/7tfx0gGtEFE4LJAtLoWHKcLIIhcTx9WUSQAhjk9xBNQSThXXRFB2LBLCCqCmg+0AEk9BCIwlFUFjO2SqgiiEFEsQVwI4i9gI4g+JDl/ei6CUFowGitp+gzQWq+IhHu92KIKyVhw0+YiKxQlEev6Xo5y8qIjIzQs2cPALmPP05MWtoljxFFkfUbNiCKIkP19RSPjmK12dg/NMSQz4dstVJVWYnf52PxkiXnfCfhcJjaqioWVFQgyzKNJ08SFx9PUkrKOWNkFxZiMJnILSqiJxRCWruWOXffjT46irZ5MwPDw8hmM0tvvx2ny0XvwMB/jTMea526ZAn29HT6GxoY9XhQIxHk8QdSKBDANL4AGPJ6GW5v5/S+fTRXVhIZGkIXRTAaGezsJPEDiFO+GRb1bgpCNo4ral0MHyY95OuF88eaEA8/+8c/EgkEEA0GVIOBti1baHvnHTCbMd95J53//M9IxcUY09NR63tJzrmV/IVDmGOCCDE6CAqoYYh40EUrCHYEIYQe1BDMFgSjDARAl8cWBHUd1F4ESxhZ+Xc001wEyUdE+TiSVIcongHagB503YauRxgzTq3oegySVI+mpeHepqEqKwARxetl5FQrjkmv2teCiNfL4PHj0f3eAweISUuLLnReDKIo4ne7ce/ePWYx+3zYOztJWbmSlu5ufCMjJKWkUHGednFPVxcnjx1jsL+f1PR0qg4dIq+w8AJCNpnN5I4rtiUtWULSOLEHASU1FXl8Ia6ptpY411gc9sR9LxmNZN16a3Q/vqiIlo4O+vfvZ8Hq1XSeOcOZ2loWrV5NbHIyMQkJpCxYQOuRIwR6e4nLzMQYH48aCDDq8RCbkoJsMFw2mWYmMbuod5Pgw15T71pVsybGikQidHd3093djaZp2Ds6MJ88iTUhAWV4GOLjGa2vRxkdRXa5KHK5aNixg9DLL5P2zDP079iB7YkgBgsgiuiaDHoIQXOjawaQR0H1gF9HsCaBbmGsYvQoEAfIY3WijDbQB8FgwBe2IGuv4R3qY2D4zzCZKhBYgTP+D5hMrQiCiqKsRZZ1ZLkdg6GOQLeN3n0eXCvzSbz9KVr/4z/o+eMfsRcXI1xiQXa68OzbhxoIkP+JTxAaGKDj7bcZOnGC+GmIoQd7e5GtVrxFRfQHg6RqGmFVpb+3F7PFgmww0NbaStYkCzMzJ4eVt93G/p07cXd0kJaZyfK1ay85zuTzaTpxgnAoxIoNGwj6fNTs20fnmTNTuqkmb2cVFVF36BC7X30VAKPfj6e6mpi1awkND9P0zjs4XC6SCgoQLRbCmkZKSQmuvDwa9u7F4nBQsHTpdC7pjGDWQr5J8GEu4TTR19USsqIodHd3Mzo6SmVlJcnJyZSVlWGxWNCXLqX+2DG63niDcHc3ejA4VmVCEIj09HDqy18GsxlRkujfvh1rbi7O2/6WsFiPqDcg67sRtGZE4TSanoyktkFAQDengGwAdQg0GxhjgSDhyBAGwQq6ERQZwahglVpQwplYrKnYtSQUJQ2j8QChYBq6PjheQSWD2NhqHI5mQqFY+iKlpH8ahLiDVNctQJ0/H1FVOVZbGy35I8tydNvv99Pb24vFYjnn88nbkxfZUtevJ768HEtSEjFpaZgSEohJTZ3W9Y6fP5+40lIyFYWE9HSam5pob23l3oceYt2GDWx/912OHj5MZnb2Od9pZFKZKUVRrujtqaS8nOyiIuxxceByEWOzEZuQQENDwyXvm6TMTNoaG/EODAAw7847cR8+zOktWwh6vfh6ezGmpZG6aBFiMEj32bP0nj3L0bfeIjY5mZSCgmnPcSYw60O+SfBBuSxmEueXru/t7cXtduP3+3G5XFgsFlasWHHBPOd8/euoQNfvfkd4ZATBbCZu6VIkm42A240gCMRkZY0taokiiAY0oQJNz0PSK0HPBq0RSWgBUUeXDAiRjjFfswwMhtHj54LJg66qoCkgOVANFchUIgmDaIZFWI09xFjfQNPykeU3EOhD1coR8OF0voqi3IOmVSAIRlJTB1DVW4FYKipWoet6tAyQoigX1HgTxtXTfD7fOZ9P3p74via+O0mSkLq6/ou4R0YuIPGLbUuShNlspqCoiIGhIZatWEGccyyS5O7770fXtHOIsq2lhSP79pGRnU1GdjYH9+xh/86d3DJFosf53/XEXO2TCrnGTgp/uxQmkzFAc0MDabm5dFdXIwBFmzZhy8igu66O1JIS5oRCVL75JhaHg/j0dCKjowQEAYvTSSQQYKijg8RJus8zjVkti5sE14OQZwpX4v7o7+/H7XYzPDyMy+UiNzcXh8MRjbmeCpqmMbBzJ5H+fnRRRNA0hg4fxrJgAaaUFLzV1WiJieT/z/+J+9VXafnxj8n/whcwaT8EQqhSGaJ2BEEfRdflsRhlVQEdtIADUfAjKMfQZBeRSDySyYUuxiEJHhSlGFEcRhIbUdQiBLENSWpD11JR9YVEIk8jMILB+EMUZQO6XgSoCMIQup5wzvlPEOFU+hK9vb2kpqaeUxj2UrgYwU/ejkQiBIPBC/438XcCfr+fxtOnL0rcsiyDIJA+njjS0drK/CVLiE9IoPLAAfKLioh1OqMWfEtjI8319azduJFIJMLud95h0fLlpEwRknepNytd1xns6SEpM5PSpUvp6+zkxM6diF1ddNfVEfJ6MVqtjHR303niBPHZ2XQ1NZEw/nDuaWqiPxwmJjaW1AUL6Dl5EjUcJjYtDeNFFs+vFaqqzrosbgZ8ECWcpotLjTkh+xkIBNi/fz9Op5P09HTKysou8BderI+ul18m0NGBHg4jW61oioKuKKj9/Sx8+WXa/v3fGW1qInbhQkzJycgOB4IooggfQ0dEEo4SFr6IpB1CVNsQ5Rp0IRFRHUSPuNAscQgGN7pioLbuecoXH0ZQPWjIhJRvAhZM0j+gE0EY9xropBOJ/DlgRCeBcPjr/FdSqXQOGV8PXI7grwSHDx9myZIlFxD8+ZZ8QUkJ9bW1HDtyhKz8fERRpPHkSfLnzCF/zpzo99fb1cWJykpOnjiBwNgDNS4lBa/ff4HFHgwG8Xq9/2XxT3ogCILAvFWrgLHFyKTMTOaUlREcHMRdUEDv/v1o772HYjDgNRjI8XrRNI3ilSsRRJGdv/oVWaWlqMEgh8Z1NlZ/6lNRMr4eb4izLoubBH9KLgtd1xkZGcHtdtPX14fdbsdgMLB8+fKrulnjV64k/9lncb/0ErLVStDtJusznyG2ogKD3U7+5z4XlaqMmbQQpQljq/0K+Ui8hyDsQJAGgXgQdHQpBgwauuhCYw66HsYVv49w5AuMpUz7gDEBm7D+VxgMr6FpC1DVUgyGlzAYNhOJfHx8tD/N7Czv8DDbtmwhMyOD1LQ09rz3HoIgcOv69VO2z8rKwul0cqKqCoB1d97JiikW9woLCqjcuxdV01i1fj2JqakXWPLhcJhIJMLw8DAjIyMXWPJRGdlAADkmZkwlLxRCdjpRLRb6vF76BwYIh8PkrF6NaLeTkpxMGNBCIRLz8xn0eOgflwpNzsw8xwi4Hvf/7KLeRwQzVVPvStrNVM7/xJg+nw+3243H48FisZCamhpN8z548OBVh/XFZGcjGQzIDgeGuDgEWcbf1ETaY49F24iXInodRL0DlTnopKJFbBjUzahyOaKhCSHoJ6w9iSoNY7e+zRgRJzBBxgCaVo6iRFDVlYBIJCJfdyv4RkAURRRF4bWXXybO6cTT00P5NUYl+H0+TtfVRSs1N508SWZODoYpBK9GR0fJysrCdhHx+b5Tp/A0N5N1220gSbRs24YjLw85Pp7TBgMRsxlxZASHphEeHUVjLFa589AhZIeD+gMHCPT1YXY6MaeksP2FF0hYuBDDOMEHAgFOnDgxbd/75O0pk1VmLeSbAzMpGnQl7S6HYDBIMBjkyJEjGI1GUlNTWbp06QU35bWMp6sqQbcb14YNZH360wwdPEjX736H6vcjXaQ6gxoK4T11CufChSAIeGrmETv3UUTRiCD2o2sFKOLjwBCyvA1NWkxYcdLankFZ3FREK6Oqq6N7mjYz8cQfBDRVjcbmxsTEcOv69dQcOYKnp4f0jAxWXyKc7UR1NSeqqpgzbx6ywcCJqirMZjOLJsUt1x8/TsDvZ/399xP0+9m3YwdnGhoonndhmvjlonNis7MZPH2as+NCS8aYGFLnzqXl1VcxxMWRW1bGcG8v3uFhYmNjScrKQtd1zMPDnHr/fayiiC05GWdmJkvuvx9CIRKLitB1nXA4zPHjx8nLy5vSDx8Ohy/qn59swQP4fD6+9rWvEQgEePbZZ0lLS8PlcvHcc89d8ffzYccsIV8BZpq4p0I4HI7GCk/0NX/+/ItaOdOdz8UgyjL5X/oSqq6jBoPELV9O7JIliLKMEgggT0HKHX/4A11vvknB3/wNuqrS/POfk/Hgg2Q+9hi6mIxi/Nh4y3gU459NnBmK+qdbYHM66N6zB197O7mPPUZocJDWl16iYXgYxv3QvR4P7q4uUi+S9ZdbWIiqKCxYMpZKbjKZyDsvamHB0qXkFxcTO1426s4HH8SZcHVvE4aYGFIrKjj73nsAJC9YgMFmA5OJwhUrWPvoozTV1FB/6BCm8ftPEAQSiorwvv46qQUFxCUmIicm4mltZe74w2ayD366C6mXgqZpvPHGG3zmM5/h85//PHFxcQSDwWvu98OIWUK+AsykK2IyFEWhp6cHt9uNoigkJydHi6JWVlZeVlDlWi1yUZYJe71UffnLJCxaRMGnPkXLiy/i3rWLiu985xzdB4CMhx9mtLmZpn/5FwBi588n/YEHrnr8jwqMsbH0vP8+p/7lX9DCYUaDQVq6utj0xBMsXLyYV37/e3bv2MHjn/jElMdbbbYoGQPMLy+/oI0kSVEyBi5JxpezkIMDA3Ts3QvjbboOH8Zgs7Fk40YkgwFzTAxzV64kvaDgnDH9vb3kzp0bTbNOTEnBNSkmWdf1GfUhi6KI0+lE13WKiorImlQd/KOGWUK+DpgOQU6ETlVXVxMIBEhKSqKkpOQCvY0boa0sCAKSxUJcSQltr75K23jmVsq6dVP6JiWTiYSlS/HW1QGQsGwZ4mWiET4MNQSvN+IXLCDo8dB7aKw01cLPfAbv0aNRN8Ujjz/+QU7vAoS8XkSDgby77kKQJFq3byc0PEz8JNVDQRBwTtpXQiH6Tp8mpaiIjCVLaD98mM7KSgbPnqXo9tsRBIHmPXuILyiYcb2W2UW9WZyDa/Uha5oWjRWeWPkuKCi4ZDmo6eJayU4QBIqffprOd96Jflb63//7lCpnvXv20PLLX2KfMwc0jTO/+AWS2YxrPIzqZkXA42Ggtja637VtG868vOi+7TKVZmYal/Uh5+Rgz8yM+rzzN226rDaFbDJRuG4dksk0ln69bBm25GTaKitp2LoVGFOKE2V5xgn5ZtCy+NOMJ/qAcDU+ZF3XGRgYoK6ujv3799Pb20tmZiYrV67EbDZjnyQGf7m+rqXNdND60kvn7De98MKU/ZqSkohfsoTSf/gHSr78ZeIrKjBNVE2+ieHZuxdBkpjz139N5r33MtraSrij44Oe1iUxQcAtp05RtXs3mqbhHxlhzxtvMNzfD4wtVE6GZDJxcu9e6g8cAEAVRfqHhhgdGiISDJJZUYEtKem6WMgfdUL+aJ/dB4hgMEh9fT19fX3ExcWRkpJCSUnJFVc8uBEuCwDF56Nr+3ZS1q2j5LOfpfHf/o3uXbvIfuABjJPScgEcc+bgmDMnul/8xS9e8/gfBWTeey+R0VFMTueY/kVaGrWtrdH/97jdhIJBsnJzUVWVY0ePsrCi4rpVwbgSDRRNVelqbcX/1lsE/X7U8XTySCBA09atJJWWklBYSFdVFT6PB3taGs1Hj3Jyzx6cKSkE+vsJA6KqYnY4yIiNZbitjUB2Npbz7p+rxSwhz+KKMDo6itvtpmtcA6GoqIiioqJr+sFN9wd1rRaybLVS8d3vYoyLQxBFip9+mtzHHruAjK8FH3UfsmgwYBrXrAAwJybCOCHrus6ubdtwd3Zy3yOPcLyqiubGRhJcLrInuTU+KOSXlRHw+Tgzvi6w5t57iXO50FQVo9VK24EDuKuriQSDuIqKSC4s5Ngf/0hfRweDHR3ExcQg2u2IkQjt1dX4Rkbob2nBk5JC9qSFymvBzRCHPOuyuEYEAgHOnDnDgQMHaGhowGq1UlxcTFJSEklJSTNi/dwosXt/T090Ozw0RMTnm5F+4cYK8n8YIQgC9z3yCLFxcbz6+9/T3NjIuo0brysZX4mF7B8Zofvs2eh+c20t2rgIUu5ttwEQ8fsRRJHU8nK2/vSnDLa0YLXb6Wlro7G2ltSiIpY/8QS2pCRCfj+2lBSyKipm7HxmtSw+IphpMgiFQtFYYVEUSU1NpaKiIhqeNlE0dSZwo8Tu+yor2fnEE+Q88AALv/xltj3wAFokwqbduy8scTSLq4LRZMI8Ka47/irjh2cCkXAYw/j3qmkatQcOEAmHueW+++jv7qbu8GEclZWEz5whJikJXVXpPXkSo81G66FDdHd1EQmHsfh8jAwMYDCZMDgc6IwlmITC4Rn/3c1ayLOIIhKJ0NHRgc/no6amBl3XWbhwIUuWLCEjI+OcWOGZDPGazk09E+PZ8/KwpqXR/Pvf81p5OSPNzbgWL75slYxZTA+6rvP2q6/S1d7OirVrcSUl8eqLL9LZ3n5dx5zq/vE0NfHyV75Cc20tSiTCu88/T39bG8s3biTO5SK/rIxld9yBKy0NJRTi5Cuv4GlowFVURFxODqGeHu586ilEi4WW+noyCwq495ln6GlooPr113FmZZFaVsZodzdtR4/O2PlomjZbdfpmhqqqeDwe3G43oVCI5ORkLBYLy84rwXM+Zjrm9kb4Xo1OJ9a8PAbq6kDTEI1G+hsaGDh+nIQFC9j829+iaRoPP/kkHWfP8sJPf8pn/+7viJ3kM53FxSEIAnPmziUrJ4eFFRUsqqhgp1E0JQAAIABJREFUz3vv4UpKuqr+IpFI1AiYvD0daIEAks/H7p/8BABlaIgFDz+M0+UiPDqK0Wajo7ERT1sbi9esofvMGdytrSRXVLDgwQdRgkFO7t6NHgqRkpdHckYGjIyQVVqKNTaW3KVL8fl8JPb0kDTDIvYfddfXLCGfB03T6Ovrw+12Mzo6SlJSEkVFRdHU5YmU5kthpi3kGxH2Fh4exltfD7qOEg6jB4M4JIm4uXPHtJZ7e9n1xz/S0dpKw8mTY/XjfL4rIuSP+qLe5VA0qVqzJSaGDffcc1X91FVVcfzwYe792MfQVJU3f/c7KtasuUDP4mIWcsq8eaz5i7/grX/+Z2CsysmyRx5hpKuLxrfeIufWW8mfO5djr73GH958kxiHA0dCAoLfT3BwEH8oRNuZM+TMn8+8jRs5sXcvfcPDrHvgAcyTsjqdOTkzFmFxs2CWkBm7cRVF4cSJEwwNDZGQkEBOTg4Oh+OqnshXcszlFl5ulMvC29BAqL8fe1ERPo8HAgGU4WEOf/e7JM6bx7I1a2ioq+PI/v1oqspjf/7npE4hin6pOc5iZuBKSSEYCPDbcQvXZLHgjI8nEghgGPdRh8cLnk4FJRKhasuW6P5IRwfNtbXklpRgS03lzI4dAFh1HdVgwFpYyJqPfxzPoUN0HztG9q23MnfNGnLKysY0K2QZi812Dhlfax3ImxUfbYfMJTAh7n7q1Cn27dtHJBIhNTWVVatWUVJSQmxs7FXfUH+K1aldS5eS/8lPIhgMYDajWyyMer20vvMO/sFBfvTtb7N/504Cfj/tra389Hvfo2PSqvwsrh3aebX0NEWZsl1yWhprNm6M7t92990MHD5M3e9/TyQQoPfUKY7+/Of4u7qmvIfP7NqFp76eBQ89xH1///fEAMfefBNEMRpR4enpwW8ykXnnndgyMqjZu5e0VavIWbsWSZLIX7AgGvGQkpND7HiV6wnc7G9DV4ubxkKeIL8Jcffe3l7sdjupqakUFxdz6NAhnE7njD3VZ6rU0/V2WSiKEnXPhK1WXHfcQeHSpVR/4xuEPR4yysspfOwxYnbujAoryUYjJrMZ3yWssFlcGTRFoe7Xv8aenk72HXfgqa6mc98+yp56CuN5Sn/ewUEOjiu0AezfsYM1K1cyuHUrh3/4QwAcGRmEziPJCeTfeiv2tDRS584F4PbPfx5rSgpaOMzpd94hEAgQCoWQw2EWr1iBT1HY/bOf4Zs3j/iMDGq3bMFiMpG/bt0lS0TNWshXjpuCkHVdp7m5me7u7qi4e35+/jkxjTfa7zt5bpfra6ah6zqDg4N0dnbi9XpJSkrCbrdjeeIJjn71qzS9/joYjUQsFk6/8gryggUUlJWxb/duAsEg5pgYRGDv73+P/6GHEHWdkffeI/HuuzGYzVGhcVmWzykZpGkakUjkgirPH2VM9z4QJAmLy0XH3r30VFcT8fuJy89HMpkuaHv65EkUReHhp55CVVW2vPgiA8EgiXPn0nP8OABF99zDiaamKe8fyWCIkjGAa1zi0+fxEPR68eg6iRUVFAkCB996i3a3G8PoKMdefpkz+/dzeu9e0ufNI+/WWxEm/YYmtKB9AwNojN27IZ8PUZYxTHEes7gQNwUhC4KAw+EgMzPzoqvRHwQhz5TLYrr9BINBOjs76e7uxuFwROvvTRClKIr0LllC55YtWBISsNrthAQBvaGBk21t+P1+jBYLPV1d6AMDDPh8uNasoXPbNrxVVaSXl2OfNy8qNj5RBFRRFCKRSLSChDLFq/hUJH7+9lSffVSIXRAE8u+5B091dTQhp+SJJ5CmuF/LV62ieN48bI6xqiuPfvrTBDo7Ob1rV7TNqc2bUYuLr2gO1qQkFn7yk7jOnOHItm14VBXMZtY+9hhVW7dSs3UrCampWGNjCVostNXXkzNO7D0tLTQeOkT+woWc3LmTwcFBEubMYbCmBrPdzsK7777KKzOGyVXBP8q4KQgZIDEx8ZKk9WEl5GvVspgI3fP5fBw/fpy0tDSWLVt20QD7+U8/TfeRIww3NQFw249+RHxREY2//CVHa2pwd3URGxvLqK4j6jp13/seAjD/f/0vMsb9j1NB0zSqqqpYtGjRlP+bqnrz5OoSfr//gs+V83yuwAXkLUkSPp8v+nZ0McIPDw5y9p13KHz8cURZpvmVV0gsLyf2BqY1e6qrz/Ebt+/cSfYdd0z5/U6Q8cS2+/33saenU/roo3g7Omh86y0iw8NXTGCSwUBWURFHtm2LWr8lS5bQX19PhyjS19lJMBBgxGBgxX33AXDi/fcZ7u0lEg5Tt28fnrNn6e/owO/1kldaSukl7otZnIubhpAvhw+KkKeDK7WidV3H6/XS2dnJ4OAgiYmJmM1mlk6jnlvtv/0bnsOHsWZkoAQC7H32WTb86lc8+Rd/wXtbt3K8upqRkRFsdjtzFi9G6OoCQL6GiiYT9eGuJJZ2Kui6fg6xTxD30NBQtL7dZKt9MrF7a2vpe+MNmo4dQ7LZGK2txeV2k7hu3bQs9cvVg7sc1EiE9t27iSsooOSJJ2h5913chw+TsmQJ5mmEFhbcfTeaoiAZDDjz8ih/+mlqJkmBXsk1PLJtGwB2p5ORwUFeev55Ro8fJ23ePAZCIbwNDcRZrRx9911iYmPxDQ2Rt3AhKTk5VL79NnHp6QiShGy1Ep+ejuMqY61vRswS8jiu1O97raFqk/u63Lwuh4k24XCYrq4u3G43FouF9PR0SkpKEASBvr6+ac2l9e23UXw+8u6+m4FTp2h+9VW2PfUUw/fcg9/nY7HFQtBgoHNoiP01NfzV179O9549HPvWtzB85zskTGEB3ygIghAlR9Mkn2VXVxdJSUmXLidUXk5nbi4Nv/kN+vAw8x5+mJyHHkLTtAvIW1VV/H7/lNa8OkmqUtd1/H4/NTU10yL03Mcew+xwoAF5mzaRvnLltMh44twnuzdkk+mqFtY0VSUUCDB32TJKlizhbEMDVe+9h3XJEjRZJsVm44zdjur34+3vj45hsVppOHgQJRSiq66OcCRCcnExvS0ttB0/Ttb8+Vc0j5sVs4Q8jit1M1zuRr9RLgtN06JSn5qmkZaWRnl5Ocar0J8QBIF7/vAHtj39NAf/9//GnppK6VNPUf+73yH8+7+TEwqRHQphXbKErfX1OMvKyHzgAdI3bqTphReIm5T48KcGXdcZHdcuFoBQXx8GSUIym6dsf7alheaGBu68+24UReH1V17hjrvuIva8RIhDhw5RWlp6AaFPkHgkEjn3s/7+6D4AZ86MzWm8Tt35JK4qCjFWa9Qyl0QR0/jCqq7raJp2RYI8kiyz6t57o7757OJiMgsLOXvyJF1NTSzbtImBdev4yf/4H/hGRsgsLsbd3Myg201yVhZlt95KTEwMvX19OHNzSUpIIDSDIlUfdcwS8jhutN/3StpN1WZ0dJTOzk56e3sRBIGcnBzS09Mv29fl5iGMVxIWZRlvZye1mzcjJSVhDYcpDgQoevhh7vjBD0jbvJlQKDTmboiJYc5nPnPOfCc/sCb2P8yxqR07dtC5axdZGzZgSUqi4de/pumllyj++MenbF9TVcWu7dvx+3z0ejycqqsjr6CAxedJTYqiiNFovKoH5GRM+Nknk3ev282W3/6WxWvXkllQwK433iASCrHqnntQVZVAIEB1dfU5dSAnE/t03TCyLJNVUkJ2aSmiKGKyWilduZIRjwdbbCxmq5XUwkKW33sv1rg4MkpL6Tx7lrCmkZeX95FfiJtJzBLyOD4oQr6SNpFIhO7ubrq6upBlmfT0dAoLC2loaLjm6r4T4xz/yU/o3L2bhc88w9Ff/AJ9YABbYiKDvb0kJiejdHby4v/5P6TNncstDz98QT9qOMzhf/xHUlevJueuu+jYuZPWt99m2Te/eU3zu95IXb0a0WAg7ZZbxkjLZMJZVHTR9vc99BB+n489O3cC8GdPPnkBGc8kpvKz26xWsvPzOfb++xx7/30A1m7aRGlpKQBHjhyh4jz5ywk/+1RuGEVRCIfDU/5fUZRziN2SmcnAwAAejweLy4UjLw93Xx/y0BCSJBGIRAiFQgwODl5A8qIozpL0RTBLyOOYaRKdSQvZ6/VGkzdSUlJYsGAB5vNepWfK+sy95x4ks5nKV1+FxEQETaPnxAlOCwJybi4l9fU07dyJcvvt3DIpW2wytEiE6u99j85du/BUVhI/Keb1wwrZbCZ9vBgpQMplBKQURcHr9Ub3ez2ec94M2nfvjkZo+Ht78VRXXzRi4qrnbDBw1xNP8G/PPTc254wM5k1D+GqCGK8WowMD9B89SvG8eeSXl1OzbRv99fXkFhefEzETiUQYGBiY0tc+GROLoecT98R+d3c3ra2t6LrOyZMncTgcOJ3OCwoCfxRw0xDy5cjvSkh0sqVwLX3BxYnU7/fT1dVFR0cHdrudwsLCi6Zzz6Q7wJGTg2q303r4MFnLl3PPL3/Jz2+/HYvfz+GaGpoAKTaW57/61SmPl4xGln/rW7yxYQOew4cBWPXd717UF/unis0vvkh9XR2PffzjdLS18d7WrSS4XKxcswYlEKB161bUUAhtwQK2f//7mGNjSV22jNDICH0nT5I7A+Ssqio7Nm+O7vd0dtJw7BjFCxZc6+ldErb4eAqXLCGztBRTTAzW2Fjcp07hGs8MHOzowGG1YrFYyMnJuWRfE37ui1nlqqrS1dXFrl278Hq9fPvb38br9XLbbbfx+c9//rqe5weBm4aQL4cbrWE81ZiqqtLT00NnZycA6enpZGRkEBsbS9wNVM0q2bSJ/T//Oa0HDvAf998PgoDZZsPm9+MVRXKyski8hL/avW/fOfsdu3aRc9dd13vaNxTrN24kv7CQimXL0HWd5JQUysfDCmWLhfIvfIF9X/sanldfRensJLm8nP76ek698gqS0UjGqlUYr9HCG+ztpb25mbWbNlGyeDFv/eY3nDhyhKL586+7S6BgkiskODBAT20tVpsNR0oKx998E0NCApkrV162nwmftiRJF/WzZ2RksG7dOu6//35+/etfz9g5fBgxS8jjmC4hi6I4oz5kTdMYGhqio6OD4eFhkpKSmDt3btQn3NzcfMOqTsOYxbLti1/E6XDQazQy0t2NqOu0GAwEDAYMqkp7YyP/+MwzPPu975GWmXnO8ZHRUWr+7/8lft48ln/zm1Q+9xzHf/QjUpcvn5H53Sj4RkfZ/NJLPPLEE1gsFrZu2UJ6ZiZzxyUuE1wuEsYtQkEQuGXdunM7mPg+dJ3E0lIifj/Vv/gFosHALc8+e81kDGOqb09+/vNY7XYA7nnySVRVveH+2bS5cxnq6ODMeBVqW2IiaStWoM/gPG6GaiEwS8hRzKT+xHTahEIhfD4fx44dw263k5GRwdy5cy/4Mc3kj2s64XqCIFB4//289NRTqMEgkq6jAumRCMORCJbUVEwuF2caGvjsxz/Oizt2nLPQZLDZWP3889gyMpAtFpZ/61t4W1owTpZm1DSED3nKc0tzM3t376azo4PiOXPY8uabrFqzJkrIl4ISCFD5/e8TGBxEiUTQAXd1NcFgkJTiYtRQiJ1btzJv0SJciYnXNM8JMoYxn7J8Ayq8dJ04gRoOk7l4MaHRUU7v3k1iYSHd9fUAODMykE0mIpHIjI2pKMpHJk3+Upgl5HHciCgLTdPo7e2lo6ODSCSCIAjMnTsX52WC/2+khQyQsXw5aBo2XUcXRfy6jlnXGQVau7tJFEWCkQjK8DAH9uzhlttvp6aqCofDQV5BAXHjYjUw5lPu3L+fhhdfRNywgeEzZzj4zW+y4h//EUd29ozNeaZRtmABf/XMM/zsRz+i+fRp5i9cyCc+/elpHStbLOTddRfG2Fi2f+97uGtqCIyO4rVaMSgKr3z+85xyOgn4/dz9wAPX+UwuD13XOXvgAK7CQmyJiYz09DDQ0kL2Rd5qepua6G1sJOTz0VNfz1BnJ+3HjuHMzMTscNBeXU2s309yWdmMzXHWQr7JcD0JeWRkhI6ODvr7+3G5XBQXF2Oz2aitrb1s0P5M6l1MN3Ordft24lwu9OFhVL8fSddxAy6DgUFVpbunB0GSMDkcbN+2Davdzt998YuUlJbyg5/97IIxREni7LZtaFVVdEYiiLIMfwJhT55JVbhHvF7C4TCWSUVKL4WMNWsIh8OclmUy4uLInT+f1rg4th85QqHJxJJbbuGu+++/XlO/IkQCAc4ePMjZAwco3riR+i1bEGWZtAUL6GtpwWSzEZ+VRcjno726mrJ77uHo735H67iLYtEjj9Bz+jRzN27EYDZTv307akzMjL7dKYoyS8g3E2aakDVN4+zZs7jdboxGIxkZGRQXF5/z2nWlccg3Arqu011TQ/4dd0AgwMmXX0YABFnGoqokaxpdkoSq6+Tn57Nrxw527dhBRmYmX3/uuSnnW/rJT+JtbeXka68hWq3c9etf48jKuqHndaWoPHSIzS+9xNLly1lYXs4vfvpTfvmv/8pff+5z0+5j1O1GPnWKLr+fUUWhs6cHwekk/CHTdjDGxFDxyU+y/yc/ofYPfwBg1TPPIBmNNL3/PsHhYebddx+nd+8mMDSEMzOTsN8fPV4Nh1n04IPR/ZI77oguTM8UFEW5oozDP1XMEvI4ZoKQdV2nr6+Pzs5OfD4fuq6zaNGic3QVpjrmcphJC/lyEASBW//pn9j3ta/R+N57RMxmjH4/yYrCWaAfuHv9eo63tNDS0IDB4cBoNuNKTLxoJMjwmTN0V1ZG90++8ALLvvKVD7UfeWF5OY997GOsu/POaGxscmrqFfXha28np6CAY0Bzby8Wv59NDzxAyqpV7Hj3XWx2+4fCZQFjGhbn7GsaoiSx5GMfY++//ivVr7wCwNInn+TM3r1EAgEWP/44bZWVNGzfjtXlIn7SQ3amBepvFpfFh/cXcYNxLYTs8/lobGxk37599Pb2kpubi9VqJScn55JkfCPkN6+kzQRESWL+X/4ltzz3HMK4f1sEEoFiYLHPx9eefx5NFMnOzeXxJ5+kpqqK577xjSnnWvPjHyMIAkXf/Cbz/vIvObttG+6DB6c9nw8Csixzx113Ra2yRRUVpF1hanrm6tVoa9agWSzEpqbinTuXeQ8+yMb77uOehx5i6apV12PqV4yw38/RF17g/7V33uFRlOv/vrckm02vJCGVJHSpoQsoxQ4qqEcRe8GCR+AIKIICohwRBGkqqIDKoXzx2BGPCCIqAgIWBIEEUpf0zW62998fZPa3WTbJJiQYZe7r2itbJrMz78585pnnfYoiLIzeEyYQGBrK4ffew2YyIfHKqpNIpXQePZo+t95KdGoqPW+6iS5XX02UV7QNtOzdncPhEC3kS4mmCrLdbnenMUulUpKSkup0IWmpjL6WKmLv7zICEenphKelYVuyBLtKRRCQCZQC+yoquL5XL8bfdRePT51KTEwM0TExxMTE+NzvQc8/j1Wn40RpKd3GjKFddjaxf4HsvQvFoNfzw5499O7Xj7sfeYSNa9fy8ebNdO3RgyuvuurP3jw3gcHBZF5xBTGZmQTHxNDvnnuozs9HFhjIgXfewWGz0WvcOHL37uXwli0MfvBBwuPjgXMX7+Tevc9bp2ghN4+//x7W4k+4V2OC5XK5zk3U5OScC2FKSKBHjx5+T/Q0dZsu9nq80ZWVkeBwcBb4HUgCIoDUzp0JDQvjuQUL3Mvecddd9a5HERmJIjISSksB/vZiLIhRSGgoN06cyKirrkKhUHD/E09QUVpKyAXUjm4tUjxqZYfExhJSG2OdMWQIitBQYtLTiU5NpejIEUKioxtdX0sXkrpUJvVEl0UtDQmy2Wzm9OnT7Nu3D4PBQFxcHEOGDCEzM7PZYixwsSzkpobGWfR6Ntx0E6eOH8cCGAE1UAG0NxqRSqWY1Gr38g6r1d163uWRWu5qJM28rZO3ezfHt20DwFRVxb5XXsGi1da7vN1uZ+1rr/Hdrl0AaKqqeGPJEowGAzqNhqRaP2t5SUmbrn4n0P6yy4ipTX8OCguj4xVX+GUAtLSFfKnEIf/999BPvAXL6XRSUlLCoUOH+PXXX1EoFAwcOJDY2FjCwsJa5GBr6ZC2xpZpCorQUAY++CAWpxMDEA/IADtgCQuj+vRpNl99NR/ddhsWnY6dU6ey47HHKPj2Wz69917MGg2Wmho+f+AB8mvF6c/iQsSh8vhxjm3ZwuE1a9gzdy5lv/2GoaKiwe9yOBxsXr+elS+/zPYPPsBut/PZ5s2smD+fs4WFHP/5Z5Y8+yz7ayvFtVUcdjvqwkL366r8/PMm/+qjNVwWF9pR5q/A3/8ewE+EUDWtVotKpUKtVtOuXTu6du3aalWlWiqhw98Dv6nfNeDhh/l4wQIMWi0yiYQuo0dT9sMPFHz8MdtsNpzV1Zw+c4Z7MzIYEhfHVfPnIwsIoPzYMd4ePZq4hAQMpaV8u2sXUX37NmfX/nT6Pf44JrWaM199BcCIhQuJzsqqd/mAgAAenjKFKfffzx+//47T6eSJmTPR19Rw6vffWVpblCmlQwd6NVKZ7c/mxM6dnPnxR/rfeScOq5Uj27bReeRIOvnZI6+lBflSsJBFQeZc66Pq6mr0ej0RERF1Wh9509JFiC6my8Ibp9NJWVkZhYWF7sxBl8uFVCpFLpfz8/LlmGtLTDqAnD17MEmlxAEVn39OYGAge1wuHC4XYSkpdL3tNgCsgwZRtWULNrUa6RVX8PHnn6Po1InMv6Dv2Fxdjb7W9w1Q/uuvxDbSzfn3n3+u8/qnffsYNmoUV1x7LZ9u3gzA2AkTCG7j5SM7XnklVXl5HKwt6BOdlkaGHwWDQJzUay5//z2sB6fT6Y4ZNpvNBAUFkZ6eTloj6bwXuypca4i2yWSiqKiI8vJy4uLi6N69OwEBAe71OJ1OjFotPxYWIgsMxKlQUGM0EmyzIZXJiA4NRafVYjGbCQR6OJ0cPHCAgokTGXzbbQTn5RGgUKBRq9Fv387wO+6g39ChlJaWolKp6tS79Xy0xcLlB5Yvx1JTw4iXXuLM119zbOtWojt2JKGe3oFmk4nN69eT0bEjk6ZO5eW5c/lg40YC5XI+37oVZXAwDrudd1es4JGnn6Z9G02QMen15B46RErfvmhUKspUKrpcdx3yBsI4PREn9ZrH338PvfBsfRQTE0NmZibh4eEUFBT4FefY0nUjLubETlVVFaWlpdhsNlJSUsjKykIqleJ0Ot2FYIRyiGHR0Tz42WeYDQbmDhyITK/HAnSQy1FERvI/vZ4uDgd9gVyZDE1EBIe/+Qb18eN0czj4KSSESrOZEXY7MSoVUVFRlJeXA+cmSYV6t54Pz8Ll3q2GfD1kMhkBAQF1BL2lT9rsRx/FqtcT06kTMZ06Ed+zJ/E+wrwEgpRKpsyaRUxcHIqgIMbefjuJ7dpRmJNDUloaD8+YgVGv563Fi9FWV7dZQT7z88/sef99JEYj4XFxlJw9y9dvvklEXBzxjdwhQOtM6olxyH8jKioqyMnJqdP6yDuNuSW7fPjDxZjUs1qtqFQqqqurCQwMpGPHjoR5VAhriMDgYPZt3YpBo0EikRAcFITZYuG7igqisrJQnjyJDjhmt7Pm/fdxuFxMe+QRjlRVUWwyMWbcOOQBAbz52WcUP/88t913n999/4TJMZvNVqdgud1up1qt5vWlS6mqrmbifffxx9GjnDh2jJj4eMbffjsSicQtBnK5HIPBQG5uLkG1zT99ibp3iyGBsPbt//84S6WkDR/u3r5TX3xB2tChBEVEoD5zBn15OamDBrkjKZxOJ3K5nPTMTNIzMxkyejRyuZzgkBBmvPxysy4edosFm8mEsjYrUldeTlgLpGI77HZkHtvTedAgVMePc+izz1AmJTHs7rsJMBrP1SHxE9Fl0XT+/ntYi1Kp9Nn6SODPEuTW+D6Xy4VWq6WwsBC9Xk9SUhJRUVF06tSp3v33hbasjB2LFxMcG4slMJC46GgMf/xBismE7NQpXBIJDrmcIXY7365axX2rV4NEgik0FKnVyrHff+dMcDDyoCAGDRvWpH0QWg05TCaw2wmtzRjUFhejl8spOH2awsJC5j/9NBajEYlMxh333kv//v3dgip0ojh27BiJiYnIZLI6wl6fpe453oLV7f2wqtXsW7OGo59+So+JEzn8+usoQkNp17MnCqXS52/rKSjNFZcf165FV1LCiBkzKDl2jEPvvsuwJ58ksZGyoA67HZvJRFDtxdhYXU1w7ZhaDAb2vPEGmUOGIJHJKP7tN+xmMyEJCUgVCiQSCUFhYQycONHviTXRQm4el4wgh4aGntfLyxN/WjMJy7U1l4Vn9mBJSQnFxcUolUpSU1OJiopCIpFQVVXV5O+KiI9n0vr1BEVF8er993O6qAh5UBBxVisuQJeQwOyvv+a9CRPYt38/e2+9lcDAQO6ZNIn33noLVWEhUbGxTJ8zh/F33MFPP/3UpO93uVx8OX06Vp2Oy198kRenTSNTpWLCW29x+YgRlG3ejLqyEoVSSd/sbGbOmVNHMITGoDKZjJDalkJNxel0nifYNpuNwIQEej/+OIeWLmXPggVI5XKyJk3i+IkTOBwO91gbjUYOHz7s0zJvzB3jS9C6Xnst3772Gp9Onw5AwmWX0a5Ll0b348B776EpLmbk1KlUnD7Njxs2MOyRR0js1g25QkFwZCSHtm2jPDeXmooKEi67jPz//pfI2FgyevXixI8/EhQcTJ+rr/Zr3FraFSdayJcYf2WXhdVqpaqqiqKiIhISEujbt+95NTSau92ZtaFZj61YwcLx44kwGAgMCSEwKIgwl4uiAwf4WaFg7FNPUanVUlFUxMkjR0hKTkZb6+r4YNMmRvh5Intvc9/77+fL6dN5++abOVxaSn5cHM5PP2Xbf/6DoTYRxW6zUVZayonjx+nWgjV44ZyoBwYGutsLWcxmli1YwMjrriOgz6ndAAAgAElEQVSrUye+MxrRabVkdO1Kz+xsgjwK8TudTg4fPkzv3r19WuJ2u93dqMDbPeMp6i6nE4nTSVBo6Dmxjo9Hc+wYEomE9iNHUqlW+xR1z987c+hQdi9dysezZgEQnpBATIcOAMjkcobcdx8fzJhBXIcOGDUaZIGBRMXGcvfixcSlpxO1ezfpPXv6PW6tYSGLgvw3oiVSp5uynL/bdCHF7svLyykqKsJisRAZGUm3bt2aHavZ0An07YYNvDN9OoFyOTKnk3yzmR6DBxPrdFJy4ACx8fGsW7GCiKgoNGo1vQcNolilYsU775CSns6TDz7IxnXrGD1mTJ312u121q5cyYR77iEqJoYfvv0Wk9HIaI/+eymDBpHcvz+O77/n+vh49gQG8vEHH2A2mQhUKhlz/fWc+P13SktKWPTii6zftKlV41WdTid2m403Fywgo6ICrVZLzOWX4zQY2DV3LtcuXoysNoFBGFOhZ1xDhaYaYu/q1WhLS7li6lR+/r//44+tW4nv1g15UBBH3n6b3g8/jCw4+Dxfu9Fo5KeffjpXUvXIEQr++ANlRARSuRyNVss3771H1+uuQy6Xk//DD1gsFhw2Gw67HZNaTUJqKha9HolEQq9Ro5q83WJxoaZzyQhyY7RVH7I3ZrOZoqIiysrKiI2NpVu3bmg0Gmw2W4NC5M8FqT7KVSqwWrFbrWhDQnAaDPy+axfP7thB5oABjDKbubZXLzRqNTHt2vHae++Rf/o0GbWdQ9Zs3EhC+/b8+uuvddabd/o0m9av563Vq5kxZw5vvvYaLkBbU8Mtt98OwNEtWyj4/nvkSiVFWi36qirCEhNJTU9nxvPPc8WoUeScPInJaCQmLq7VkweUwcE8NW8ej9x2G6USCYaMDF56+22qjh+n5uxZtxgLtIQoZQwZwp4VK/h42jS0hYXEpKcz4e23MZSXs2/NGuLCwoiutXYFXC4Xhw4don///gDkWiyctNnQFRTgApQREaT37UtAQAAGjYYDmzeT0q8fuspK7FIpupoaAhMT+XDxYnrecQchsbFu909DrhbhIVj7TqezRX4TMVPvEuPPEGTwL6HD6XRSVVVFYWEhFouFlJQUBg8e7LYYtA3UVmjKd9XHbbNn8/uOHeT/9hsmgwEJEFQ7WSeRSnnr1Vfdy1ZXVrJ7+3ZGjx0LwMkvvqDs6FFSZs7EqtXyyWOPMXLuXMISEujYuTNTnnmGp//5T56bPp3QsDDkSiVVlZXu7S0/fpwOV15J2JgxvPfEE3QNCODR+fP595IlfP7hh4y46io6d+3arP1qLvv37gWJhJra+si/HDzIgKFDSfQIh6uu9W0L+1GmUpGQnNys70vu04fMYcPI2bOH8JQUbn7lFZQRESgjIrjh3/8+7yLgC01xMVnDhqGvrsZqMCCTSomKjKRdYiI1cjnh8fHInE76jB6NQ68nJCqKm+fMofCXX+g0dKj7OPQVquhrklSr1WKsLWLvzyRpQw+pVHrJ1LIQBbmWpghtU5ZryEJq7DttNhvl5eWUlZVhs9nIyMggwsNH2ZRtaui7GrPiNCUlVBUX13nPKZGca+mTl8f2bdu4/YEHuH/KFJ55+GHWr1jBFddeS0BAAGePHOHnd9/FUFHB6QMHcGo0aAsLCUtIAKB9UhLRMTFUVlSg1+m449ZbmTR5snu7RsydCy4XEpmMeUuWMHT4cAKVShalpRFRT0H81kSjVrNx7Vp6ZGfz6L/+xfKXXmL96tX06NsXZW2ncJvNxrJnnyUsKoqhN93E1jVr2LdzJ3NWrqSdRxidvxQePszpvXuBc2Py/ZtvMnrmTBQhIfWKsfexlzF0KGcOHiRAoSAgKAiX0+k+HsLj4rh+2jS+XLGCn7/4AkVICGNmzkQZFkZnj+gYb396Q/zxxx8kJSURHh5e531PAfd2sVitVoxG43miv3jxYo4fP47VauXDDz8kODiY1atX07MJPu2/CqIg1+KvIPt7lb6QkDatVktRURE1NTVERESQkJBAt27dLui7LoTv3nsPg1ZbZ3vtFgvJ3boRGh3Nus8+IyktDYlEwqK330av07lvL6+cPRtjZSV/fPIJNpuNOzZtIrm21OMn27ax8PnnCVIqCYuKQqdW8/HWrUyeOtVdDF7q4Tccec017ufd/Oj+3BpERkcze9EiktPSCAwM5Kl586goLXWLMZyrZzH2rrt4Z/Fiftm/n7DwcEbffDNxTew4IlBw8CDRHTowesYMyk+e5Ls33qC6qIgEP6IrBHTl5ShCQhg5ZQoBCgW7XnsNzdmzxHfqdG6bPcMhJRLkfohuQ9RnjDTHn75582Y2btyI0WjkX//6F0aj0a+Lwl+Rv/89gJ80xUL2JzwOmma1OhwOVCoV+/fv58yZMyQmJjJ48GASEhL8ugi0ZmfqG2bMoF1KCnKFgqDQ0HNWmdOJ6o8/AEhOT3effMrgYOJqi5cDmNRqKk+dcr/O27PHnZ79wX/+g1Gno0avJykhgYjwcBRBQbz68svN2s6LRUbHjm5BUAYHk5qRcd4y/YYNIyQs7FwzV5eLMXfe2ezf4PJJk7hq5kwCg4NJ7tOH8cuWNSrG3oKYlp3NmLlzCYuLIyg8nGtnzaLzlVcCUFNZyf9WriQ0OprLJ04El4v/rViBw25v8rZ60hpxyBKJhJCQkL+tP1m0kGtpaR+yvxEUFouFEydOUFlZSUJCAr17966TvNGStSyai1QqJaVXL/Q1NTy2bh1Hd+3im3Xr0NamQjfEV88+i7aoiFvefZfv33uPI+vXk9irF51vuIFX16zhgVtvRVVcTHVVFS+vXEl6Vhbxte6M1sZqseBwONzWbY1GQ3gLuEFcLhdb16xBX1NDhNmMtKaGVfPmcc8jj/DDm28yesYMwuLi/F6fVCZD6hFDrWhmUSJP94bn87CYGDoPHUrnoUMJi4khLCYGbVlZncy9ptIaYW9/VxH2RBTkWpoitBeaQOJ0OqmoqCA/Px+Xy0XHjh3p1KmTT0u4JbuKXIhoT1i4kPL8fLoOG0b3ESNI79WL7NqJu4YY+fzzaIuLSRk4kDK5nL7XX0/Ha68FIDw8nOCQELe1mZSSQteLVBHO5XKxaPZs9Dodc5cu5afvv+f1RYt4YeVKOl/gNjgcDspLShh54404i4oo2L2bym+/5ZO8PGRyOTaPjs2tRVMEUSKR0O+mm9yvEzt1IrHWlXEh39+SOByOJmWZ/lURBbmWi2EhWywWiouLKS0tJTo6mvbt2yOVSkloxCJszQL1LpfLneUnLOO5rPA8KimJmNpGlhKJhMH/+EeD3ycQnpREeK0/WCKR0PXGG4FzF6Xpjz1GYX4+k596ik8/+IApDz7I2s2b6dgE32hzkUgkjLjuOpY8/zx3jB4NQI++fUnz4X5oKnK5nMefew6n08nRo0cJl8vJO3AAq8HAHatXE91IRUFvPEPHhN/ZX7E1arUE104Em/V6ApXKOn751kIsUN88RB9yLa0lyC6XC7VazS+//MKRI0fcnUe6du1KUFDQResYAnWFXfDjOhwOd/FvoSiP8Jnn50ImmffDarVis9nOC4USHk6nE4vZzNqXX8Zcaxl++8UXHPruO6698UbmLlrEPZMm8fr773P12LGk1LYLAsg9eZJdX3wBnItc2Lh2LVaLpdH99Oxq4XQ46rSROpOTQ9nZswAMuuKKOgI8/YUXCLrAllwCcrkciUSCqbKSitxctzgd/9//mmQ9Vp49y8qpUynKycHlcvHh6tV8sW5do+twuVxUnT7Nf6ZNI+/wYUw1NXzy0kvsXrPmgvarKYiZek3n77+HtVzsTD2Xy+W2hsPCwkhPTyciIsKn9Xkh291UBLEVLhaCCDc2a+3ppnGn9LpcfLBsGd0GD6bLgAEU/vEH3/33v9wxa1ad7T76009sev11kr78Es2kSSydNYteAwfyysaNSCQSrFYr0TExzHj+eQB3zZH1q1axd+dOLGYz+/bsYc+XX5KUmsqxw4fp3KMHV914I8d+/pltGzYwa9EiFEFBqPPz+ejJJ7lm3jza9+rFl88/T7VOR9bLL+NwOFg4cyY2m42Fr7/OgunT2ffNN7RPSSFQoeDlZ59l7tKlLVY43uVycXzLFuQOB3esXs2JnTv55eOPSevXj9TsbL/WIQ8MxG6zsX7uXCLi4igvLGRkbUW7xohISiI6JYUvly0DalOk77zzgvbJX1rDQhYz9S4hWkqQa2pq3CFrUVFR9OvXr0Gxa6luIP4sYzAY6pSbbEqgva9ljTode7dt48Plyxk8dixHdu5ErlAQ1b49o26/HUVICEVFRTgVCia/8AKr5sxhydNPk9G5MwvXratj8Xhb7y6Xi5kLFlCUl8dLTz8NwB0PPED24MF8tnkzH23cyNHDh9n9+edExsSgqa4+l6kXGIjL5WLbo48SGhuLpriYDjffjMvlQiaT8cy//83MSZN4aNw4qioq6JmdzdsffcShfftY9e9/U1xQQKcGQgw9OX38OKlZWQQEBmLU66ksKSG1NjtRGPPL7r6bLpmZRKelMeShh0jNzialgXZWhz75hMQOHUjq2ZPKoiJO7tzJA/Pns+SRRygvLKRzdjaj7rij0W1zuVwEBgcz+vHH2fTUUwB0HTmSlIsULtgagixayJcQUqm02YLsdDopLS2lqKiIgIAAUlNTMZlMpKSkNCjGrR1BIQib0+kkKiqKsrIyVCoVdru9jsUrlUrrFHr39dzzPSF7KjgsjH9Mn84r99/PzvfeQyqTEZOUxNpnniEvJ4ch//gHKSkpDBw4EItafS4EzOs7G2LrunUcPXSIwKAgJBIJW9etIyAggIVvvsn4IUP4/P/+D4B1n39OTG1N4LD4eG55803evu46NMXFtOvVi6TrrkMikWCz2UhKSyMsPByjXk90TAzzly9HKpMx6IoruKxPH0LDw7FarXz87rtce+uthEZEcPSnn7CYTAyoDRODc5l4//7nP+naty8PzZrF8lmzKC8pYcmWLQTVRm24XC6UUVFun7FEImlQjPOOHWPTjBnExsRw47x5bJ41C6fRyGmPRqP5f/xBUU4OKR7CXx82o5EvX3vN/frYrl0kd+9OBz+t87aEaCFfgjRVkI1GI0VFRVRUVBAfH0/Pnj3dJR4LCwubPdHWnGV8+YcFQQZo164d8R7xwZ54ZkwJ/mDhr9ForOMjFp4L6z165Ih7PU6Hg/LCQiLCw4kKCCA5ORm5XM4Pu3bx/COP0L1vX8ZOnMiSmTOZ/eCDLNu61b1/+spKcvfupff48QAc3rKFE0ePnptstFqx22w4nU7SMjLIy8k51wOw9nuPHj7M1bVRAk6Hgx9ff929T+XHjjEiIICQkBAcDgeLnn2W8pISrho7lv3ffsv8adN45a23iEtIIKx28qswN5cP16/n4J493HTPPaycO5e0rCx6DhqEuqyM2MREQiMiuGPyZN5btox/3ngjSCQ8sWAB8sBAt8tFuOg5nU63a6gh0rp2pc+993Lk7bdZ99BDSKRSLn/iCX76/ntGT5hA9ujRvPPcc+xYv56HX3qpwfW5XC50ZWXoq6oY8/TTtMvI4PNXXiH/yJGLIsiiy6J5iIJcS1MsUYPBwOHDh3E4HKSkpJzXfcTf9TVnMq6+9QjLCZNxwvv+uCWaW43MqNPx+j33IJFK3RNnEs65bUpPnnSXl4xOTOSa229n9K23IgsI4M5p01AEB3PgwAHg3ATY0fXrOfHf/5J/6hQ2vZ7D77xD+3HjGH/33ez85BNcCgW9Bw1i4PDhPDJ+PInJySx66y2Wzp3Lolmz6JGdTWx8PId37ODn//6XPvfdx7D772fbww/zw8qVpL//PnK5nOS0NB6bMYNxEyeS88cfvLt6NRFRUXXuZDr36MGspUt5ccoUFv7zn1gMBp5bvpyi3FxefvJJxj3wAGPuuotBo0fz/rJlbsu/58CB7t/UYDBQUFCAUqlssA638LsJv9Pgq6/m0LJlSORygiMjsZeXkx4bS//RowmPjeWhF188r1Zy/q+/gstFeu/eWE0mDm/fTu8bbiA2M5PLly1zxy2PfeYZv3viXShiHHLzEAW5lsbE0Wq1Ulxc7HZL9OjRo8FWSC0ptg0tI1jBWq2W4uJi5HI5gYGBdVwNrVGUxW63U1ldzZA77+SbdevQVVW5PwsGul9/fZ2Gsd1rCxC5XC769evnfi6sq/PChXxQU8OBFSvA5aLLmDEkXncdH8yYQVBwMBKJhN9++okdn33GPx55hMjYWIpLSxn34IP0HDKEMwUFnMjJITwpiRveeIN2nTtjkki4eskSAoOCMBqNyOVy7v/nP93j0bFrV15ctcrn/slrT/6g0FDsFgsvPfHEuRDFlBSGXXcdFpOJZTNnIpPL6TFgAL/++CNvzJvHQ7NnU1RcjMViISMjg+joaMD3pKj3ezVqNeseeQSpVIrV4aCmpISD771H77vu4uWHHmLCzJl0qa3eJvRAdLlcfLtxIxX5+dwwZQqHP/+csydPEpeZiUsqJUCpdIfNBbZQBIk/tIYgixbyJYQv4XO5XGg0GgoLCzEajSQlJdG1a1fUarVffela00L2dEuEhITQrl07d3EWb7dDff7ihnzFnp95nlgWi4XCwkIqKytJTEwkRCbDpNMhk8vdqbYSuZwkH7G2RadP88KkScx54w1SsrJYPHUqyRkZTJw6lYCICJJ79CBn926QSOg0aBCWgADaJyez/P33USgUPHnXXUSFhzO2NgbaZDKRn5+PPCCAxMREIiMjz7kqkpOx2WxYLBbsAQEYzWYqz5ypdzysZjMRUVHI5XIsJhN6jYZlzzxDfHIy191+O2vmz6f87Fnik5KYOGUK0e3aYTYaCQoO5skXXyR7+HB2bN3Kj7t3c/LkSTp26uTu1OL5Pd54C4zT4SAoJYUbpk9nzxtvUHTiBEa7nV+OHSOxQwcyL7vMbSV6uqNuefZZNj7zDJ8uWYLL5WL044+jA8Jq3TRAg1a6p4UO//+Oq7Htb4jWSAwRJ/UuIeoUzrHbOXv2LCqViuDgYFJTU4mMjEQi8b8V0oUUF2poPb7cEgEBAaTUJm00huBb9RZtu92OwWDw+Rmcs+asVitOp5OQkBDCwsKwWq30HzeOb7ZupTQvj47dunH27FksNTX89/nn6TlyZJ2TyG6zUV5czJNjx5KUkcGxgwe5d8YMAPa+/jrfLF9Oz5tuwmow8PnzzzNu8WLe37HDLULvfPIJAQEB6PV68vPzMZlMpKWl0aVLlyZZYy6XC51GQ3hUFP/77395+5VXmPfmm8hkMl596imGXncdI268keFjxlBeXIxMJiM4LAyb3c7iGTO486mnSExP54o77sAmkbB3716CExK4adIkwsPD0el0mEwmZDJZnbsVXxc4T9olJTHno4/YtXw5wWFhxCYnU11ejkOt5p6330YZEuLTSlSGhBAQGIjL6cRoMlGl0XD55Ze7KwPWF7LoPe/g+b73cdlUQfecUIamC7o3og/5EkOYhT9+/DjV1dUkJiaSnZ19XpREU9JRW2pSz/Pg9hTi5twSNsVfLCS1FBQUIJFI6Ny5M2FhYe4kEUG0h9xyC8bKSq598klO//wz78+cSeoVV3DkyBG+3bABi1rNiCeeICAwkIcXLmTRww+jrqig/6hRjLj9doqLi4ns1o0+EyZw1ezZSCUSdr74ImkDBtTxGxqNRvLz87Hb7aSnpxMdHV1nDMw1Nfzy0UcMvOceJBIJR7ZtI2vYMMK9MiE3vf46m5cuZcHrrxMRHU1BTg6Trr6ayHbtCAkLY9QNN5BVmz69Oz+fzC5deO6NN7Db7Sx47DFiwsPp0aMHZ86cwWw207FjR5RKJesWLCA6Pp6r77qL3/fv58v33+fOp59GGRZ23gVOwPsOxaRWc3T3buL79CFPo8Fss0F5OW/Nnk2UXE7va65h6IQJdX6jrfPnU5STQ/cxY6g6doxjH35In/793YJ8oWLYmKB7/rXb7RQVFbk/bykLXbSQLxGcTidlZWUUFBRgMBjIyMiga9eu9YpdaySQNPSZy+VCp9Nx6tQp94krPDxfC5l2LYEwJkVFRYSEhNCpUydCQ0PrLOPZMPSh+fPdzzWnT2OrqmL36tWo8/I4vH07MmDMAw/QfeBAXtmwwb2dub/9RtXZs8SnphKWlkavSZM4W1KCzWYjfcIE8qqqOFNZicPhwGKxIJVKCQ0NRalUUllZiVarrSNmv2zezDevvkplURGRiYnsWLCAyx98kOufe67Otvfo3Zu3a2qY/I9/EBgSgsLhwFX7ez389NNuMQYYefPNDL3uOgJrL2ALNmygWKXi+PHjbh+xUN8kKiaGbz74gDNHj6I6c4bkzEy6dO1KcFgYNWVlRNaW36xWqYhKSnILWJ0Ilqgoxi9Zwu5t2whPTCQmLAxdZSWnd+0iMj6e5OHD2b9/v3v7bDYb8uRk+nXsSNdhw3CMGMGxr77CoVBQWVl5nuA3x8r0R9CdTidnz56lqKiIlJQUOnfu7P6dmyLo3p8B5OTksGPHDoYPH97kbf+rIWmir6f1Soq1Mi6XC6vV6n5tMpkoLi6mrKyMuLg4EhISOHXqlLvlTX1oNBpUKhXdGylA8/vvv5OSklJvQXkAtVpNWVkZXb06Xnhawy6Xi5qaGp+hZ0L6spCuLCC4MRryDXv/Fe4QVCoVJSUlxMXFkZKS0qw+cDs3bGDt5MnuvPwHli3jmkmT2Pfll8yaOJF7Z8xgxM03M/Wmm8js3p2lH3543jpcLheVlZXk5+cTFBREeno6SqXyPHeK91j8uGIFJz/7DIDEgQMZMG0a0tq4aU9x+v7jj3ln4UJcLhcKmYzghAQkUinhkZG8sHYtHbt3ryNERqORM2fOYDKZ6gixJ06nk3+NHUt1RQUAq3fuJDQigp3Ll/Pbjh3cvXo1BrWaLdOnc/WUKWTXhvj5wul0YjEaqczPZ/3UqTjsdq6dPJnBt92Gw+GgqKiIs2fPkpSURExMDE6n06cbyvu5t/+8oXhzX899iXNVVRW5ubnExMSQnp7eYpZsTU0NixYt4scff2Tx4sUMre1c8hfFrw2/pCxkl8vlboVks9lISUlhyJAh7hYxLWn5Xkj8sHfYWlRUVKPr8kRoteNLuH1N+lmtVqxWqzu0SKlUYjAYyM3N9UvQvU/Sco9EBoCI2lKTQ669luWffkqvIUOQSCQs//RTImqjEDzHQLhjCQ8Pp3v37gR7FH9v7GSvHjCA0zt2ANCpd28GX36524IV9jn3+HE+fvfdc2MFGOx27r3nHjoOHsyKWbP4eNMmrqzN7vP0nYeGhhIcHExlZSUajea8sTh5+DBatdq9LV/+5z/c8thjZI8fz7GdO1kzcSIA7bKy6DpyZIORCNLaUMIdtVEgMrmcH7ZsISQlBYPLRWJiIgMHDrwgv6qniHsfLyaTCZ1Od97n3se+2WxGJpO5j1GVStWgyPtzXjgcDjZv3syqVauYPHkyS5YsuST8x3AJCbLZbGb//v1ERESQlZV1XmsZaHpiyIUu513IR1i+uf5hAX9b7dTU1FBQUIDT6SQjI4O4uDgkEkm9lrjQst5T4L2jFo7v3s0XixYhA7pddRW/79zJsrvvZvL779Pl8stJ69YNvV5PQEAAyZmZ7hNNuOUtLi4mOjqaXr16ucstCrewgvDX1zjz0NatbJ8/n27XXENIdDQ/vPMOQeHhjJwypc6YHN69G2N5ObcNH87QyZOZec89HNm4kbunTaP3l18SFhmJyWQiLy8Po9FIx44d3REcvixzk8mE2WTi3VdeISw2llunTWPPBx/wwZo1KBMSiE1Kov3w4Xy/ciUBCgVXPvMMB/fu5adPPuH2OXMICQ/3aYme2rePioICJrz0Eja5nE1PP80vX3zBhOeea5GYXKlUikKhaPJdkNVqJTc3F71eT7du3QgODj5vTCwWi08L3RPvff7www+pqqpi586ddOrUiYULFzJixIhLRozhEhJkhULBgAED6rWwpFLpBdc59sYf/7BarebEiRPn+Ye9rYuWiiUW7hIKCgqQyWSkpaW5I0gEhO9XNjFu1eVy0atHD0zFxaR07cqwu+7i2y1bOPnttyR06YJOp/PparFarVjMZsry8uiSnY3ZbOabzz8nrUsXgkND+WHNGqqLivjHq6+izs9ny9SpjJ4+ncvHj0cikVBw8iQJaWlkXn45g+69l+vnzEEqlxMcFUXXq646bzvvnzmTyzIz6Xn11QSFh7Pxu++wqtUEBgdjB44fP47RaKRDhw7ExMS4xyYgIKDBmrwvbNiAMiSE0IgIhl55JUU5OaR17szpAwf4+tNPkUqlGKqr+Wj6dGxhYUSlpaHTarH4EC6XywWRkfR79FGKDAYCAgK4fvZsItu1o7CwsMG7Fu/EkZZCcJWUlJTQoUOHBudaGkOY8BP2u7y8nJycHMrLyxk/fjxKpZKvv/6aPn36ENJCxZ7+ClyyPmRvnE4nBw4cYPDgwQ2uR6/Xc/r0aXr16tXgcn/88Qfx8fHuxADP7fC0iPV6fb1py55/PX+nxmKHvQVduNiUlJRQXFxMWFgYaWlpf+qBbrPZKCoqoqysjPbt27N32zbWLVjA1bffTp8RI3j1yScZdM019L/qKswFBex+7TViMjLQlZVhdzo5YzYzfuZMohMTWT9nDj2GD+fWqVOb5Dv3vMiZTCbOnDnjU4j9QVNS4p60M2o0yBUKdyLGgS1b+HX7dm5/9VXmjR2LKT8feWws//7uO8K8jg/3+jQaTp8+TWBgIB06dEAulzd4jHg/F5BIJI36iBu7+LtcLsrLy92txVJSUlrMarVaraxdu5b//Oc/zJ49m1tvvfXv2l3ar4NJFGSPz3/88UeGDBnS4HoMBgM5OTn09mj57osTJ04QFxdHTExMncysCw1b87YsfPmJPf8K/mGbzYZcLicoKMgdG9uYkDd3Vr4hLBYLBQUFqNVqkjK6O0EAABTFSURBVJOTSUxMRCaTYTIYmHL99eQcOgRAQkYG+qoqnA4HW3Ny2DZzJge3bQPg7nXr2LhyJbm//YbL5SIiJoZVX31FTGJivWPi67Xwe3jGVwcHB9c7Nt7jYjWZUAQHc+bQId566CHGPfcc3UeO5K2HHiIiPp77Vq92/8Y2i4W8o0d5/YkncNjtSKRS7nj2WYbcfHOd8dHr9eTm5uJyucjKyvIrAakhBN95feLtS9i9oyLMZjOBgYFE1aaYN5RE5K+f2OVy8c033zB37lxuuOEGnnnmmTpzBX9DxEm9ptCS8cWeyzkcjjphPBfqHxYsnsYmt4xGI4WFhVitVjIyMkhMTEQqldabGGKz2dwt2D3f85Xl54/16R2KJ2TV1dTUkJqaSlZWVh1LSBkSwu1PPsmCe+5BApTl5YHLRWxyMnmHD3N81y7g3Im8ZPJkJAoFLqcTh81GdUkJ2qoqElJT/Xa1CD5ivV5PVlYWlpoaPnrzTe6eNQuHy8WWJUvoO2oUyZ07YzKZ3JOfZw4eJLFHD4oOH+a7lSu5/IkniOnQgRqNhnVPPEFweDjywED63nknKpXKPSY4nWyYM4e4tDQeW76c/1u0iP9btIjOAwcSk5jottBNJhNZWVlEtkBvP+E382c+wdf45NQWcercuTOBgYE+/cS+RF7A81gVxmHXrl2UlJSwd+9eAgICmDVrFqNGjfq7i7HfiILcRPwRZOHzwsJC1Gr1RfENC2i1WgoKCrBaraSmptaJB4X/7+5oan8ywdVSn2VlMpnOe8/dMcRiweVyERwcTEhICFqtFkOtX1QYi99//JGXH32UmKQk1CqVewwXbNnCVwsXIlcomHfwIL9u386m556jQKNx367JAgM5m59P5z59Gt0PTyEW/KAHPviAXevXc+TYMaoKC1H/9hslej3xSUkM8fBBH/v2W3YuWsSV995L16FD2VFRwVdz5xIWG0tQcDAOmQy5XE6XK6+k45Ah50W1jHj0UZQREeQUFHDZuHG069WLU/n52HJycDgchIeHExYWhlqtRqfT+R3V0pLY7Xby8/OpqqoiMzOT2NjYZq/LM87aZrOh1+s5deoUx48fp1evXsTFxfHNN9+QmprKgAEDWnAv/rqIgtxE6hNkb7dESkqK2z8sWBN6vf480fL2DdfnPvD13LPKW0VFBYWFhQQGBpKWltZg/HNz91vI8vMHrVZLXl4eDoeDLl26EB4eXq+rxWw2ozcYiE9NRV1cjIRz4WgSYNYtt/DEqlVc5nRSZjCQctVVjDIaeX/x4nMV5iQSMnr1orK0FJPJVO9tsy8hFpYxarWUHDtGp4QETv/vf0icTobfcw+3PvFEnXV0Gz6cEffdxzcbNrDn3XeJSUvDotXicjpRhoXhkMlAIuHUt9/SY8QI+nvFGXfzKHxvt9spSEqivLzcHdfs7VrxJ6pFVnsR8Nd3Xt+En8vlQqVSUVRURHJyMv37979g4Rfi4WUyGdu3b2fJkiU88MADrFq16pKo3NYcREG+QDyL/Hi6JZoaTuRtTdQXE+p5YrpcLrefOCAggNDQUORyOeXl5XUs8/oSQVpjLKqrq8nLy0Mmk9GhQ4c6Fwa5XF7vmGRmZjL6xhu5LSuL2ORkXv7wQ1568EHyjx+nU+fOtEtJcYtU7vHjuFwuBl5/Pcf27aNKpUIREcHuzz4jPiMDm83GqYMH6VRrdQmul/DwcCIjI9Hr9VgsFrdY9LrpJsoLC9m5ejXY7ZgjI6kxGLBZre4MPTj3uw4cN45vNmzA5XRi1mrPFVWy2SjPz+fe5csZeMstvPfkk+QdOkS/ceN8Jo8ISR3JyckMHDiw2cLnz12LPwlETqcTvV5PcHAw7dq1QyKRUFFR0SLHzdGjR5k1axYZGRl8/fXXtKttJCDim0tmUg/OTSg1xL59+xqd1LNYLBw9epTs7OzzJuk8/7YmVquVoqIiysvLSUhIICkpyZ1p5+9kn4CvWfiGJvt8nZSChS7U/01PTz8v1dpffv3+e9qlpJCYloZRr+fw7t0Mq+1ULXzX+4sWERgUxB1Tp3Lm9995a948bCYTeceO8e+PPmL3tm18uGoVN0+ZQvaYMQQ6nfy+Zw9jH3vsPH/nR0uWcPbkSQx5eWhKSzFJJCRnZFBQWUm/669nzGOPuceguqiID55+mgCFgpDwcPIOHCB7/Hhuee453nrwQbpdcQW3zZ+PzWJBJpfX6e7scrkoKSmhoKCAhIQEUlNT//T4WiElXyKRkJycjFQqbXTiz5P6LPEDBw5gNBr56quvKCws5KWXXmLkyJGXulUsRll4c6GCLERqHDx4kLS0NLdQBQYGXhT/nlD0XKfTuSMUWqJwTH2WeX3vCQgZcGazGYVCQVRUFEql8ryYauF1a8XHApQWFjJjzBjKiorA6USpVKJQKJi8dCnr587FZrGwYu9eYmpD0wT2bN3KikcfxelwIFcoiIiOJsBgYNDEidz4r38RFh3tHoOq4mK2zZvHdU89RWi7duxYsoTI5GR6jBmDtqICuVKJxOP3EC5gDocDnU5HSEgIcXFxKBSKizKfUB9Wq5UzZ86g0+ncSS9NxfuOztM19+qrr/Lbb78RFhZGXFwcWq2WmTNncqVHC6xLEFGQvWmuIHtXWysrK3OnGnuKlq944eb4hL2/W6PRUFBQgMPhIC0trckxsi2NZyGZyMhIEhIS3NZVQ0LuLeZNGZvGxNxkMvHchAn8umcPEomE+Zs2sfCuu9yfr9y7l/R66o+8OW0auzdvRiqT8dr336NRqehcm3LdXIS7hjNnzhAUFER8fHwdC7SxWHOhGW1TIloaw+l0UlhYSElJCenp6SQkJLTYceRyudi3bx+zZ8/myiuvZM6cOT6zYS9hxLC3C8XbPyzUlmjfvr1f/ytMYnmLlC+fsC83gsPhwGQyERAQQHR0tLv0ZXV19UWzPD2x2+0UFxdTUlJCfHw8/fr1a/ZtqGdtCe9x8AynEj7z9H0KRXECAgKQSM510/7s9df5bc8eskeNovDECV5++OE6Kda2emLQTx0+zIHt293uhXdmzWKGR0W65lBTU0Nubi5yuZwePXo0OQGnoVhzz4k+z8/qm+gTjhOz2YxarSYqKopOnTqhUCjq+NEvBJVKxZw5c9Dr9bz//vt07tz5gtZ3KSMKsg/qK/LTFDxjMJuSgmy321GpVKhUKiIiIkhPT69jWXmfjL7EqiFrszmWlc1mo7CwkPLyctq3b0///v0bjYNujObGxwLuSaiCggK0Wi3t2rWjc8+ehIWGcsu0aRSfOsXiu+4iKDSUcTNnsmP1ap4ZO5ZH16whIi6uzhhsWbQIZUQEM7ZuJffQITbPn8+hXbvoO2pUk8XKYDBw+vRp7HZ7vfVS/MHfWHNfCGIuHB8ajcbddqx9+/Zuy93fWHNfx5FMJqOyspLQ0FA2bNjAJ598wgsvvMCYMWP+ytXY2gSiy6IW4ZarV69e7vCulqwx7M+2CR2sExMTSUpKapb16Xky1uc+qO9k9L5Nlkgk6HQ6jEYjcXFxxMfH18ny+zNOPrPZTH5+PlqtlvT0dHdUgDc7N26kY58+pHfvTnlRET9u385Njz56XmKMQadDV11NcGQkNpuNsvx8wuPj3ePUWIhZQECAu1SoEPsdGxvbKlmOTcFsNpObm4vVaqVjx45+txxrKGrD8w5v6tSplJeXY7fb3d3MP/roozp9FEXqIPqQvbFarefFEHu6JYSJjoZukeuzNJsbuC9YegaDgZSUFLev8WLjeZus1+spLi7GYDAQHR2NUqn0eYJ6jqW//uDmulj8FeLWxNuNYDabKS0tRafTERkZSUBAQJ15hcbcCA09b+4xYLfbKSgooKKiwp3Y0ZLjdOLECWbNmkVcXByLFi0iKSnJ/VlD5URFREE+D09B9uWWqO9gEqwGb0uhvvd8Tex53wZarVYqKyvdIUdxcXGtFh/sL3q9nry8PMxmM+np6X6fzMKMu79Wua/JvfrECaCsrAy9Xt/iE1HNxeFwUFhYSGlpKWlpaSQmJja4TZ6WZ2PhiPX5hP0JR6yqqkKlUpGSkkJSUlKLXti1Wi2LFi3iwIEDvPLKK3/1YvF/BqIgeyOk8LZEkR9/8A4NEkS4oqLCncgh1B/2FipfvmBfr1siZErIqnM6naSnp5/XMbk18b5FFh5ms5nKykpMJhPBwcHI5fJmW50tFVbmdDpRqVQUFxeTlJTkjt1tTfwpJqXX69FoNG7h9qQ+P3B973nvj8PhYNOmTaxevZrJkyfz0EMP/enx039RxCgLT3Jzc1m7di1RUVFERUURHR193nNhgqmlxEiw/iQSCWVlZZSUlBAbG0v//v0brSXhaVF5n4SeRYD8tcp9Wel6vZ7CwkICAgLOy6q7WHgXSbdYLOTn56PRaEhLSyM+Pr7ecMD6xshXyrE/IYn1CZVMJnN3MYmLi2uRSU1/aWiCT6g8KJFIGDBgwHkFenyJufAQUvm9xV0Yo927d/PZZ5+h0WgIDQ11J3aIYty6XDIWslqt5rvvvqO6uhq1Wu1+CK+rq6vrhJ6Fh4e7Bbu+hyDkwcHBPi1tk8lEUVERVVVVJCUl0b59+1Y/kX2lYHsLk06nQ6fTuS8YglXkq5pba1qcnghCXF1dTXp6er1C3BLUN0be4mS1WjGZTBiNRnen7saiWLzHqTUmhm02G2fOnEGr1dKxY8cmt/hqjLKyMubOnUtJSQnTpk0jISGB6upq5HI5V1xxRYt+1yWE6LJoDoLlVVNTQ1VVlVu4PZ8LAi6IudFodP9vcHAwMpmM6upqunfvzqBBg3C5XD6t8vDw8IsWySEktBQWFhIREUFaWtp54XjeERoN+YO9Lc7GhMnb4hT2+WIKcVPQaDTk5uaiVCrJyMhwj5V3/HRj4+UrJNFfQfe+4HnWwWgNf7rVamXNmjVs2rSJOXPmcMstt/xdi8X/GYiCfDERkkfKysp46KGHGDduHOnp6Wg0mjqC7mmh63Q6t09ULpcTFRVFZGQk0dHRREZGEhkZWa97RfAVNnZCOhwOd6+62NhYUlNTm9VJurF992dSzzNuWkhDt9vthISEEBIS4lcUS2sLhE6nIzc3F6lUSmZmZrNrcvjCl/vA3wueUMZUqVQSGRlZJ/zQl6g3RahdLhe7d+9m3rx5jBkzhqefflqsT9zyiIL8V0AYf6vVSnV1NVVVVVRVVbmfewq4p3tFmACUSCQ+3StKpZJffvmF3r1706tXL5KSkoiNjUWpVLbqRGZjWK1W8vPzUavVpKWlERcXVyejsbFIloas8oZe+5N6ffr0aSwWC1lZWX+KP90XNTU1nDp1CoVCQUpKynnp1/U9F6iveBTAnj17kEqlbN68mZCQEF555RW6d+/eJu5Q/oaIgvx3R3CvaLXaOi6VX3/9lZUrV9K3b19SU1Opqalxi7nJZHL/b0hIiNsqF6zv+qzy8PDwCxJybyG+0NvthqxyX6/rcx1IpVJ0Oh1Wq5WEhAR3PPHFtMp9YTabOX36NGazmU6dOjW7lZOni8VzTKqrq5k3bx4qlYr4+HiCgoKorq5m1apV9OjRo4X3RgRRkC9dBF9wfa4Jwb1iMBjquFJ8+ck93SvCsSKXy93i7SniwmtPITeZTJw6dcrdWLWtxBGbTCZ3R5d27doREhJSr6g31SoX3mtOAozD4SA/P7/VEjucTicffvghS5Ys4cEHH+Txxx8/L1ROpFUQBVmkZRGOFYvF4tO94inilZWVHDp0iJqaGrKzs1Gr1UDToleEibSWFCTPVvYpKSm0b9/ebwu4Mavc+736rPL6RL26upqSkhKSkpLc7omW5OjRozzzzDNkZWXx0ksvicXiLy6iIIv8uWzfvp1rrrkGuVzujokVJjkbi16prq52u1cAt3vF08Xi7VoRXoeFhZ3nXrHb7e4ok5ZuZe8P9cUD2+12dDodVVVVyOXnOqoIk54C/oTXNRRmV1VVxYIFCzh58iSvvvoq2dnZf/pdyiWIKMgif30E94perz9PvL0fgnWu0+nc/y+kqVdXV3Pffffhcrl8WumC60WIE78YgmU0GsnJyQEgKyvLZ5nOC7HKX3zxRXct7X79+jFkyBCuv/56+vfv3+r7JnIeYqaeyF8fwdINDw8nPDycDh06+PV/gqGxf/9+1q5dy913341UKnWLdlVVFbm5uWg0GrfbRaPRuAVNKpXWCT2sz7UiCLmQeemPkHsmdmRlZREdHd3g/ntGRvi7799//z0Gg4Fhw4axevVq90ReS4bxibQ8ooUsIuKFYJV6inV97hW1Wo1Go8FsNrv/PzQ0tI5wC6IeHh7O/v37yc7OpmfPnqSlpfl0r1wIKpWKZ599FqPRyNKlS8Vi8W0H0WUhInIxEdwrgk/Y00+uUqlYtmwZHTt2JDU1Fa1Wi1qtRq/Xu/8/MDDQpxulPveKZxSHyWRi5cqVYrH4tosoyCIibYnKykpiY2PPe184B00mk8/wQ88IFk+r3LPynUql4l//+hfTpk1r8UxMkRZBFGQRkb8zwrlrs9koLy8nOTn5T94ikQYQBVlERESkjeCXIIulnERERETaCKIgi4iIiLQRREEWERERaSOIgiwiIiLSRhAFWURERKSNIAqyiIiISBtBFGQRERGRNoIoyCIiIiJtBFGQRURERNoIoiCLiIiItBFEQRYRERFpI4iCLCIiItJGEAVZREREpI0gCrKIiIhIG0EUZBEREZE2gijIIiIiIm0EUZBFRERE2giiIIuIiIi0EURBFhEREWkjiIIsIiIi0kYQBVlERESkjSAKsoiIiEgbQRRkERERkTaCKMgiIiIibQRRkEVERETaCKIgi4iIiLQRREEWERERaSOIgiwiIiLSRhAFWURERKSNIAqyiIiISBtBFGQRERGRNoIoyCIiIiJtBFGQRURERNoIoiCLiIiItBFEQRYRERFpI4iCLCIiItJGEAVZREREpI0gCrKIiIhIG0EUZBEREZE2gryJy0taZStEREREREQLWURERKStIAqyiIiISBtBFGQRERGRNoIoyCIiIiJtBFGQRURERNoIoiCLiIiItBFEQRYRERFpI4iCLCIiItJGEAVZREREpI0gCrKIiIhIG+H/AdKOO+BF2CsxAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"\n",
|
||
"X_inverse = rbf_pca.inverse_transform(X_reduced_rbf)\n",
|
||
"\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.scatter(X_inverse[:, 0], X_inverse[:, 1], X_inverse[:, 2], c=t, cmap=plt.cm.hot, marker=\"x\")\n",
|
||
"ax.set_xlabel(\"\")\n",
|
||
"ax.set_ylabel(\"\")\n",
|
||
"ax.set_zlabel(\"\")\n",
|
||
"ax.set_xticklabels([])\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_zticklabels([])\n",
|
||
"\n",
|
||
"save_fig(\"preimage_plot\", tight_layout=False)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_reduced = rbf_pca.fit_transform(X)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"plt.subplot(132)\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot, marker=\"x\")\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
"plt.grid(True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"GridSearchCV(cv=3, error_score='raise',\n",
|
||
" estimator=Pipeline(memory=None,\n",
|
||
" steps=[('kpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',\n",
|
||
" fit_inverse_transform=False, gamma=None, kernel='linear',\n",
|
||
" kernel_params=None, max_iter=None, n_components=2, n_jobs=1,\n",
|
||
" random_state=None, remove_zero_eig=False, tol=0)), ('log_reg', LogisticRegre...ty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
|
||
" verbose=0, warm_start=False))]),\n",
|
||
" fit_params=None, iid=True, n_jobs=1,\n",
|
||
" param_grid=[{'kpca__gamma': array([0.03 , 0.03222, 0.03444, 0.03667, 0.03889, 0.04111, 0.04333,\n",
|
||
" 0.04556, 0.04778, 0.05 ]), 'kpca__kernel': ['rbf', 'sigmoid']}],\n",
|
||
" pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
|
||
" scoring=None, verbose=0)"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.model_selection import GridSearchCV\n",
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"clf = Pipeline([\n",
|
||
" (\"kpca\", KernelPCA(n_components=2)),\n",
|
||
" (\"log_reg\", LogisticRegression())\n",
|
||
" ])\n",
|
||
"\n",
|
||
"param_grid = [{\n",
|
||
" \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n",
|
||
" \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n",
|
||
" }]\n",
|
||
"\n",
|
||
"grid_search = GridSearchCV(clf, param_grid, cv=3)\n",
|
||
"grid_search.fit(X, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(grid_search.best_params_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433,\n",
|
||
" fit_inverse_transform=True)\n",
|
||
"X_reduced = rbf_pca.fit_transform(X)\n",
|
||
"X_preimage = rbf_pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"32.78630879576615"
|
||
]
|
||
},
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import mean_squared_error\n",
|
||
"\n",
|
||
"mean_squared_error(X, X_preimage)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# LLE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 66,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import LocallyLinearEmbedding\n",
|
||
"\n",
|
||
"lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n",
|
||
"X_reduced = lle.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 67,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.title(\"LLE를 사용하여 펼쳐진 스위스 롤\", fontsize=14)\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18)\n",
|
||
"plt.axis([-0.065, 0.055, -0.1, 0.12])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"lle_unrolling_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# MDS, Isomap 그리고 t-SNE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import MDS\n",
|
||
"\n",
|
||
"mds = MDS(n_components=2, random_state=42)\n",
|
||
"X_reduced_mds = mds.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 69,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import Isomap\n",
|
||
"\n",
|
||
"isomap = Isomap(n_components=2)\n",
|
||
"X_reduced_isomap = isomap.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"tsne = TSNE(n_components=2, random_state=42)\n",
|
||
"X_reduced_tsne = tsne.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 71,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n",
|
||
" warnings.warn(\"Variables are collinear.\")\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
|
||
"\n",
|
||
"lda = LinearDiscriminantAnalysis(n_components=2)\n",
|
||
"X_mnist = mnist[\"data\"]\n",
|
||
"y_mnist = mnist[\"target\"]\n",
|
||
"lda.fit(X_mnist, y_mnist)\n",
|
||
"X_reduced_lda = lda.transform(X_mnist)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 72,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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1IoT4kxBikxDifuv9MUKImUKIOUKI6UKI3ru4iZq6sPRDiG9WAoB7HzBGcmo0qVkp76fmrW2v0K9OJBCZD4sOhMTWWhqt2R52qQZiV5gw/O7ZUAIrl6Yfj8dg82Yw7D1UB+VR7w695DdYOB9++BrKS+HIk6DHQZnvvWwpnHoClKyFWBQSccjLh2tuhDvvg1DNTk6iUSOMf/4T8957lQ8EQDAIrVrhu+66Gq/d+ThHRFAjWj5KDraRJA04NQ2Fbt2789nUqfz43XeUrF3L2H/9i6qKipRvKY6a59yinzNlYCwSQUpZp2Rz0a1biW/dStmCBRR2775dz6HR7K4IIRoDTwNvOd6/D5wqpfxOCNEH+EAI0UVKWZm5Jk2DIFYBP94M/lhSTWugFPSgFPO2f0MOauUZJ3UK9aFMlrDOJUiPsw1qms2EPWBLQG6BTS9Di1u37Zk0taK3Rn9vBIPeTtEAccuhyU3G9Y8JZx4Mw26Hx+6BAUfB3y7zrl9KOP0E5VcRrlTCA0BlBfznMTj3lKya77/tNvxjxyL69UMcfDDGXXcRmDUL0bghhWxzOko78aFi+RShDDqbkxwRNbuazZs2cX7//uzdpg3H9+rFw/ffT9A08RmGZxfYSOpmmf2/vbm2x5578smttzJ9xAiild5rnEQ4zPI33+SnO+5g8sEH82XjxlQuWsTkffZhQrt2REpqUfdrNL8zrCiLrwJ/B9Zbh/sCv0opvwOQUk4EioHjd0UbNXVk/n8hXJKqwg0ABagFfzOgBSpOdj5KkMgnOZgK1JTpJxl1ycuG1L7Wa8B2ayZ8cSh7cfueS1MjDcYHQlNPFBbBIUfCtEnpzsiZxMUQ6fnPDAE+Eyqrktcl4vDJO9D3bDju1GTZeBxeeQ5WLfGuPxaFb76GRn7ocxxcf5tnMSklcvp0iEbxjxyJaNmy9udtcNhhIzQNjQH9+zN7xgxiMeUDVFVVxRNDh9LK550VIobSJ+WT9PsLACG/n+bxOBULFzLhyScRwIc33cTNs2fTbM89KVu+nFnDhrH6q6+IrFpFSAhCVVUpwUYAwmvW8O2BB3Lc6tUpx82qKmQ0iq9IC5+a3yUPAuOllFOFECdZx/YAFrvKLbaOp1CXPFC/xxw8DfKZthRCI1eAFbf2wCB9/9LSRpSL9kw0hyuNhdNIwqnyBRVSx63kd553YlgnVnzJrljqNsjvqZ7RAsTuRlUlfDAC/vc6GD44+0o449LUMo+9ARceA+vXqrjJsRiQAH8itXNCMgpCQoAMqDpjMSUsVFkFDZKWOJUV8P6rSoCQEoYPhSceUT4TNSFRTk4TvoQTToGtW2HVKujWDfr1w1y+nHj//uqYzwfRKMYtt+B76KE6mYjUL+4PKhucUpq2j28oLPjlF+bNmVMtPNhUxOPE3IK2RRAI5ufzwAcf0LpzZya9/DJLpk+n/McfqdqSdM2SqMni9bPO4rJx4xhz0EHEKiqQcaWFi6A217wIr1nDb3feyV4PP0x8wwaW9+9P1bRpGIDf56PRRRfR8umnMQoLkSUlxF96CTlnDqJXL/yXXbbtmjkpoWIrhPLB7xG4QKPZAQghzgE6Sin/7j5FMhqFTRyPba+65IFqkDmWtpMG+Uwf3QWbvk++zyHVqczWDrinUcvUaSL/pk/BEFfIO6t8DkoVbEe8aOJRj7O8fb8AIAqhzbuQf8K2P9s20iC/p3pGCxC7E1UVcNEhsOw3JRgA/DQVXvwnvPMT5BWoYy3bwPgF8P1EWLMcyjfDc/crx2pI73w+oHkQHhgJ774FX3+aOpSbqFVQdTIXa2H85KPw76FJf4XakNa1sQQMGqQOBQKQSBAPpzt3m089pZLJtWuHcdBBGIceirluHbHRo5Fbt+I/8UR8vXvvAAFDkj6XOfWjNWXA8aO2UbaQHPFsQxjtC7GrWLViBYFAgCrX8YhpEmrdGrOsjHBFRfVxvxB06NSJe99+m+69egEwYOhQKjZu5J7mzT3vsXrePL676y6iZWUZkjB6s+KJJ2h+0kkUn346pqMNJBKUvv465e+/T1HnzhT8/DNg/YrGjSNx//0EzjkHIy8PcfTRcNZZkOPWc3gw6V149q+wdQP4/HDqNXDlv9TfGs2OpR+wjxUoBVSqFYB2wNeush2B93ZWwzTbQfdrYfNciFvjl5f5kRcCEAFAeoe8A7WTY0dIj6CmVb9H/fZ7A8fK1gR/m6wfQ1M39IzR0KmqAMOAYC6MfRlWLEwKDzarlsDDN8I/RqgFuhDqmsOPgxnfwUO3wTpLeLB3Bmxs24wD/wynDoC7b/WOhJRAdeBAAM6+RN3nsYezEx6c6kg7yql1DxGNqrwwpC/Zqagg8dBDyFBIPVO3boR//VXdOxKBRx4hcNpp5I0ahTDqy53HxNu/IUGqEGH/nSDpbutHRWLaSOpDJ4CtQEPy4/hj0fPAA4l4CKmhUIj+11xDz65dee/ZZ4lUVXFEv370u+giOu+zT5pwWrZ2rfotevgBmVKydvJkT+Eh05wHYEYirLzhBgxLeAiQGirdrKig9Oefq02pAPX7j0SIjRwJQM4zz2AUNYJZs6FLhiSQALMmwKOXQsTqt/EofPiMis52kw5Jq9mxSCmvcL63IzABjwOLhRD7SSnnCiF6Ad2B8Tu5iZptoetAKJ4AS99W74VrrE2QebXZ83GYG1bn3Xt37rB4QdS+nV1WOP43cAkuAgLdINhzW59KUwvaibqhsnw+3NgbzmoMZzSCv/eDz99M92uw+egNOKkL9DDgmDbw9nMwexpcfALM/C5VgrcX8bZKMZgLF96gjlWUe9WukED7rsp8KRqF0hpCpLlVkVGSoW08itrmkWkZgk1TCSkVFcjZs/FVVUE4bJlgVBD76CNi48ZlbkedyCQ8OM87sUesIMmRq9TZegcVtdSt2ZG0bNWKS668kry8vOpjfr+f/IICVkydyoODB/PbjBl069GDQUOG0GXffT01W0332APD7z0TBgyD9cXFlKN+7qDmuTzUr2ILyaAkNragIJcvB5J9wZ07yYQ07YmTKCC3lsLeXVU+lUy8/kBSeLCJheF/z0OFztmp2TVIKbcC5wGvCCGmAU8Ap+gw7rsJwoCjR8KZs+HPT0PRAell3FGXAAIFUPy35MDnFgKcQ221CVQO+PtAk8EQ3A98htrPc7uyBfaFdp8m30sJ0clQehuU3QPxX7fxYTU2WoBoiCyeA9cdDAt+UL4IiTjM/BI2zPMubwLROKxept5vWAuP3AZ/u0RFRHJjpy+wv30hoPeJ6u9jTlDaCy8SIRj2kiqfkwOt23qX8xmQH4LLr4TDjgJfoEZ3AEkyKKrz5Q4XbWdccF4Xr6hg8/XXs2ngQCLb5bCUKbJSXfEya7LRAsSu5OGnnuKhxx+nQ8eOFDVuzEmnnEJHYOaXXxKPxYiGw4wfPZqrjzkmY36HnNxcTr7vPk/hopGlebDldNt81573JFCJ+hXYyep8gJGfT06LFkDNA7KHXjAFCRAz4arLMhdas8j7uJmACaOgshR++hx++65OZlgazbYgpbxfSnm/9ffXUspDpZS9pJSH2xGZNLsJxR/AzAGw6DaI/Jx+3hmW1V5/hIJgOsw27XM+1L5crqsO4YNeVbDv19DhFdhrDrT7L+TkKhNMgboo7wzoNBf8rdV1UkLpZbCpH1Q+BhVDYeO+sPFQiHyeOXKlpka0ANHQ+GyEEh6irv3GhCW+Gx5GEF5KiXAlrKpFwvb5lfbhHyMgv1BpFS4cDAWFyvcAkqt5XwjOvxQO/bM6LgQ89Cjk5qXWGQrB0H/D3JXw+Asw7lNo1zF5PkPz67pUkajd3AgQX7uWqlGj2Ni/P1vvuaeONdlk04JsjDrdDqm2qVMOKnyE5dDuuR2j2ZEUr17Ns8OGEdm8GX80ytTPPmPFpk0kHAvlWDTKmiVLmP612xw7yQl3383At96i+Z57EiwsJDcnhxaQFmUpUwYQE/Abhtpwy8+noEcPWv/f/4HPV+MvwjtWVJLqaz/7JLOmslWnzBV88Qxc1xqeOh8ePglu7gKrF6ixqKxET7IajSadeCVM7QfTzoTSnyC+BYipqdBH0ro31/HeQAVs8W3yrtNAqW79JG06EVB0htJ2OGl8LXSYDo1vg6Lrod3H0HasWqPYRCdA+F2gwrq3CcKExHTYejaU31RvH8cfCe0D0ZDYXAL/uQ7MeIYCEo46ASY5zUI9EsM5y2dCAE1bwmvfQZuO8MEb8MD1apEQiELbVtCkjUogF6+CoiLYa08VhSnfctb+81Fw0skw/jOIRaBJUzh/IKxYDaefDO07wlnnQiNHOErXKsjLXTkTzrJeQoesrKR8+HDyr7wSf8eO1I26LI5qih1XhAptbnt2+B1l4yhfiLjj2iJSw75KlLFK1Lo+xfJdsx3cePHFrFmxgrhrZ90g1TslEY+zbP58Dj3uuIx1HThgAAcOGADA8Awau4ziphC0HTyY2MaNtDz7bFoPGIDw+yn74gtK338fEglPl/vaggMbYKk8TBjUH2ZMVhHVDjkcLhgMR/WFEy+BXzw2dgWwab6KlGYbS4XL4Z/7g7SE3fzGcMkIdG4TjUYDqPXCd31h05Sk5sDGRzKhnBfdHoCN/4bEZu/zzut8KG1Cp2e9ywb3hRYPpx9PrIey+6DyVTAq01e8EpCVUPUy5F4H/n0yNFbjhRYgGhLTPlFSeU2sXwRN/VCVgNwmcPa18Pn7sGR+etmCIkhEIezSZtiJWDauhWat4KdpcM/VqeZO5etUHogtpcqRe91KeOxeePtl+Gg6rC2GEw5VAoUdGnPTenji8eT6euYM+NC1E+BQUUozu01NAcjcXERREfFSZaedqKryvFj4fES++gr/4MG1V5x+l1rKmChfBluM8aG2SZzfWQ4qgdwW0q3ZITmi2ovYLVZ5v3VsLUmDLgFsBlqTvr+tqQtbNm9m+nffpQkPAGWoJXF1EA+/n877ZD+RFHboQNmKFWnHTby1Br5QiD+99FL1eyklMhaj0zvvUDVrFmXjxlHx1lvEly2DRAIhJUEhKDdNmmZogw+l3a+2mfpmvNplA/h+Ekz7BooCcN5VEMyHSEVqBY186cEZ8lDjh03ZZnj2HDj7gxo+DY1G84egcinMvRk2T1HvvaY7UFOb2zHa8EPLY6DsFYh4uLl4TXfGOtjyADQbDobbtskDsxzWHwKJYhCxzJGb8gCjCuIng3EviItAZFG/Rm9tNiiEV6BkC8OndvnXLFUaiqAEUQrTxsBtj0DIbUqUB7f9C4aPUD4JNkGSW5m+gDJjGvk4RFxCRiwOxcVKeLAJV8HqFfDuSLj/DpX7wRlX3173upHpIdqkATLgr3GDAhxBGI4+muCSJTRauZLcxx/Hf/TRKl+EG8PAaNSohhozkU1XKCd1JEyglp9ujVEQlXrT67v0+o7tz9hS/aZEcDKBDVm0TVMT8VhNvinKNwEgkJND2y5dOLgO8buPeugh/Hl5acejpHcHX14eee1V5Eppmqx56CFmNW3KjFCIn7p0oWrZMlo+8ABdfvuNPdavZ4+SEjrNmkWT//yHxqNHI1xZsw0DcgIQyENNhPbJKpcwYEqojMK4EXDidSr/QzDPMmPMg+ZtUlubaTGQSMDmVVl/NhqN5nfIhkkwsQeUfJTq5OU1/5tUJ4yrfuUXwYK+EFmSvMjpOO0WIIRVUekrsPac7NpY8QokVivhoaZ92WrfjBUQvxLM1iDPB37M7j5/YLQA0ZDofWpm86XO+6lEb04ScVi/CooK4NG3oNNeStBo3QHueRrOv1qFZr31bmgRUtusuVgm+UHoewGUbYE1K9J38zOlLQhXwphXYdKX6U6WNdkiGahOnOOH3Fw45zxkUEkymUw9nEtt0aYNIjcXo2lTglddRaPnnvOOeW8YhE45pYaGZMKtf3VT08NVkD5yZupaXqOsXbdXPaCWotkaemm8aN6yJY2bZtq/V740Ejj0pJN4ftIkjCzCAkspWfy//7FgzBiKunUj2KyZEoiFIJ/kxpv9jQdbtOCYMWMIWALu6vvuo3joUBJbtoCURJctY+nAgWz98ksAfEVF+Jo1I7D//hRcdx15AwYgLM2agZKfA3lghEj/6WaayKsqYNIXMGo5XPMYDH73Mz6vAAAgAElEQVQInpgCA+5XgoRNTbrpWHo4XI1G8wdBSpg1CBIOi4XqmNOuss4wrHbUCH8u5BhgVqaX9ZFco7jxA4QhPBFiGYJBOKl4EoyE956dF4YPfDlgxIHPQZ4OPJPFhX9ctADRkGjUDG57WUUUyMmFQFD9P/Be6Lif0kC4kRLWLoPjTodPfoW5cfhqBZx5abLMVffAMacqB+eCIuU43bQdfPE+HNsOFs6EgMeKwVObAMydBeVl6edq66QSJfSEw/DZRxixcoSRjK7kDl1ZvakRCuE788yUqgLdu9P4uecQubmIwkKMvDz8oRAFF12EuXFjLQ3JhFdL7OOZ/FLsB/MK8ZrJat1dNphtAzXbwY133ZXxXBwoMwzyWrWiUZMmWdX35U038eGAASwaN471P/1EPBymRY8eNAuFkjkXrboTfj9dr7+etiefDKjcD+sefxzTlUfFrKxk9b33ZrxnzksvIf70J/WLq0mm9DIBsH/WS36BqR/DSZfCgDug64FwxMXQpjvkWEJETTEFArV5Y2g0mt8V8XIIr1XrjZUvQ3hl9tcaAD4w8pXpUdOTlW+CF/bGpfNl11G9SZID0VoCxFS8BIkl6m87DnYm/IAvCP5gMpmmSIAoA/4BZHD01mgfiAbHcRfB/sfClPeVwND7NGjfDT58Hia/D2GX7bKUsNdBNdcZCMDwd1XCuUXzYPpkGP0MVDkXLwICPpUlGiDP2tos3ZKuaQjHU834bew8aints/63ywrVZmEn9coBGRUIU+LLy8P0+5GWn4MEZE4O4sgjMU49FWmaJL78ksRnnyGaNiX3L38htGYNpX37Ys6ZA+EwsVdeYcurr1I4ejQ5p51W8+eSEdv7y/HZ4KPmEK1lJAWQXNQHlE96Qgx3iu8wKksAJCM4uQWYHGqPwaOpjUuvv57nHnuMNStXpoVpDQCmabJh7dqs6tr466/Mffll4lVJ079YRQWblyyhIJFIG1iNQIA9Lrig+n18w4aMYVIjCxfWeO/AW29h9u4NlZXICNU+TdW/Gh8Q8qVLGLZQ4YvB49fBmKfgv1PUhkJOCO7/Fia/Bj+8C7mFsOAjb41okw41tm+nEZ8DsWlgdISc4y0nEI1GU2/ESmHW5bDuQ9QgE1DOyDXhtF5o3Bt6T4bynyC8FAp6Qt5e8GNTb+dpp+DgHKJTEsRFIGdf1z3NZHSmiieh7M707XE736t9H7CmVkNpH2xfzZQQ3QbwLbCta4nfN1qAaIg0awNnXJ967MSB8MZDEItCwlrIBnPhgD6wZ5aZFtvvAe26wN8Hu4QHAAkFBdCsPTRpDoNvgb17Qv+DoXRzsjPb0Uedmd9s/IA/AFVxFQq2zFoYm6m3cWME/ciue2Pc/X/4zjmHxMSJmM8/D5EI/gsvxDjvPJCS8GmnYU6eDOXlkJNDbOhQjOuuw5w3T2k1QGXoBcouvphGP/0EQuDv1AkhBPF164jOnYu/c2dyunat5cNyL+KDpKcBc2OiJKgY0IikEGFLVnYGALtud3I5O0GHvdKzy7ao5b6abPD7/Xz83XfcMHAg31phWm09kQBy8/I4/vTTs6prxVdfeTrxxyorad6vH2Vff43w+ZSgYpoc/PDDFO29d7ItLVtiZoggEOrRo8Z7i/32w3jnHcwrrkCWbkUYDv8l23chTnKy9DkeUqB+kpFKWLEAPnkFzrLGmpwQHH+VegHMnwD/PU2ZLEmpbKYGPgvxdH+PHUJ8K2x4DOLFUHACNDoTjByQMdh6PkS/ACQIqZweC1+BnDNcCwCNRpM14RJYNU4FTwg1gXk3Qty50I+oPTD3HpuNU2MQCMABo5TDdKOD1cum7W2wemiqGZMBFDjqcJpFJbD21wwlPITfgnAusALCr4AsBaOTtUe3PHm9s412nlhDQE5TCG20NBvu0OtOoqi5XOOFFiDqm18mwgdDYd1i2OtwOOseaLNX8vzGYpj+uZqsD+sPeYXZ1ZubD89PhwcvhpkT1O5lQkKPoywnZcekuWWj8q5s5GGKEY8rgcCLSBV84khWt2WzygLtlbbA3mx3Jm/2+2H0J3DAIfDFZ3DFpRD2MLtyViOBeAyxdAnys0+JL1uG+dZbEArhv/ZajAEDEIZBfNQozG++gQpLAxNVqo7Ev/+dVmcCKK+oYHP37uDz4WvdmuABB1D5ySeIUAgZjRI6/HDajh2LUZjl548AClGaBjdewWjLUQNPnNSgs9JRPpNeNR81Wtp5jLWlYX3Rum1b3pswgSfvu4+Xhg8nYpkQhXJz6bjnnpwxaFBW9QQbN0Z4ZKQ2cnJodfjh9Hv1VVZ8+CFmPE6HU08lv127lHJmaanqix40Pf/8Wu8v+vfHWL0aPv0Irr4I4d4QCJtKEWbLsQZKLrWVY6CEiAlvJwUIm40rYfLrUL4RrnhXmT4KAV2PAH8ObFfCRhdSwtbvIboOinpD0Er8tOllWH0l1YPO5pfA3wqanQzmJDBWAnFH1whD+TkQOAUKx4LQU5tGUyuJKCx4GhaPhNgWiK5RmjxpKkHdj7eFra1lcK4JnOOMEYQmx0HeHt73bXuXyhdRPDx5zFbYu5X2wvE/JsRmwuZZEBBWPgerrLk8Xaixz9mJ6QQQC0JelcOKQtSw6WAAR2Q4p9GjbH0ydTS8cDlErcl8w3KY/gH88wdotw+89xiMuNtSlxmqk973PlmH6Jw/HWZNhai18IyHYeQ/lTBxyd9h8S9w9yBYPE9NzH86FIa+obQONoGAyvuwZnl6/Xu4QlcuXwTBkNrVz+QPIbB2PYVKMnfM8ervTp0te8KaBQgATJAVlURffQ0ZDFZrE2Lz5mFMmEDOq68Sf+ONpPDgwmlNJVEGQdI0q4WM+NKlxJcuVectDUXVlCmsu/JK2oweXXv7qvEykciUySKKyvmwESVEOPWnkFl4sP0pGmc4r6kPbn7gAQ458kjeePpptm7cSN/zzuP8K64glJtd+L6uZ5zBF9dem3bc8Pn406BBhFq0YK/LL894/ZZPP8UIhTDLy1NPCEF4XoaM8y6EYajdNA9BBinVz9K2HbYFCTcFrpwOMz+GpwYo86d4BL56AfY+Em7/KGkfXF9UrYCZJ0CkWDVORqDDzdDhClh5paVZqH4giK+FDSOpjmWbFinKhNgECL8MuVfXb1s1mt8bUsL4vrDhB0hUJd3/pGNjI47lI+C+FrUgt/fDBEpDaRhqbdPqfNg7Q84GUGU6PQqlTyqLClv48HI/hPSxS0ow0qM7Vl/jXK8EUftw9rmcSLKAz16LyQxCxL/Qy+TM6K3N+sI04bWbk8IDqEk4Ug5v3w2LZsPI/4NoWPkxVJWp/x84Oz3+upN4HOZPg19nwIv3qF1DJ+FKeONh2LoJBh8FC2YqM6d4DOZ+D5ccod6D8md4eRjk5abnmwjlwu3DU4+17wzRSFLb4EW1j4OEWT/CVRepz2K/nkmzIs/Pi5S1t4mKapNyTUUF5rvvkpg/3zvikqsJkDmSbBqRCOVjx6Y5sdaOU92ZKW6dTbnjvK3Csd/X1PWiKDGorvm5NXXhiBNP5Nlx43hz8mQuuekmcj1CsWYiJz+f8z79lNzmzckpLCSnUSMCBQWcOmoURZ061Xq9MAzvCUsINQlny/4HVwvKqQ0MJH34naGgnITy4czrku9jEXj6YjWGxS3BP1IOv06GqW9l1x4pobIEouW1l519GlQuhkQ5JErBjMCKx2Fmd4hKtffgmOurn6VGKiHyUm2FNJo/BtFy5ccUq1SvirWwYa7afFz7NWz8UQkPNVn9eSlKnYKDAeR3hT//Cketg6O3wL6vgS/fUd6E9a/CvD/DnANg1f0QWeFyjq4Be9rNQZk5OUNWO3GbPwlH2epjMnnSCKox11N4aA9cmkXj/rho0aq+2LoOqkrTj0sJv02BL1/zjqIkDKjYmnrs5+9h3NPKRnnZL8kFRVlFsuM6+gDRCIx9Gcpd9ZgmVJTBxA+h13Ew4ECV7ToSTqaGzwlB1x7QfxC0sTQVyxbBf/8B06eoDNRbpLpHSkIYAXHHzC6BqjB8/hH8bxyUltUcJsZe1NhvM6zDZVUVkZ49Ecceqxy7XQt+O8qNveSq65JbVlaqerMmF9V42wTJbWSZMRmGdc6OZZdv1eHlmB1B5X7YiBrEarLR1NSFSDjMyKeeYszIkQjg3Msu4y833kgwWPdIWO0OP5zri4tZ9e23mLEY7Y44gkCWGoyiU07xNGEyQiGaDRyYfSPatoOBl8FbI1XfEEC+AH9MTYqVUu3AlaMs8EDliDETcN4tcFi/ZF0LPTJUg0o6N/l1OKoW866VX8GEK6CyWI17TfcGuUUJCO1Ogv1ug5JPYeM0yGsJ5XNJ6ysypn7+9n6BRMnTdoI8rPc1fl1a8Nb8wVn+NXx2DWxeTLWfkCGVxjKYp94X+EFWZBfiFJJTl60tkCjfoz3vgz3+VvO1iy+DTe+BaVkRVP4Eqx5QSS19jjnQK3y8fc8AqeNApr07pwaiRuOOmiSXtsDXHo3RONECRH2RV0TGX3RRa6U58Iq6ImWqBmLcs/DsEIh6Z1pOmxslEDfhrae8F+zhCpV8bui1Kpu0XacAfBIiCZg5F+bdAw/+DbrtCyt+VZoN07Qcpv0QyIFwFPwhiEST59xUVMDwh2D6TO/PwsZuqrUzIAJ+SJien5GMx5GTJkGzZo72C2RlJVWkumHUBZGTg6zLbi+gRrJCVOoxZ/I924E6peWkdjFb3MlFZZ9uAqwj1a/ChyOALVACpNrPa7YN0zQZdOKJ/DxjBmEretIT997L1//7H6MmTEBk4XxrmiZLp06lYsMGuhx+OIUtW9LxmGPSyiXCYUomT0YIQYujjsLnElD8jRvT5bXXWPKXv6iFfiIBQtDqllsoOOywuj3Yv/4L+x8Czz8JaxeoRbgpk30lgpW8qRMMuhHadoT9jlTBGpz4At5jDqj+70XZavj6dlj8Ifhdi5ENc5Ne6svegfXvqDjrZgTyBAQymCC4m+De7bQjT3liQPDSTCc1mt8/6+fBu/2BqlQtZAy16RerUItxAzUVQc2KdHsX33Adk4CIQuNDam5P1QLY9A6YjvnSvj5eYcUWER5jgVCCjlP74NYw1NTmolrKCa+Q7TYdgDYZzmlstABRXwTz4PCLYeqbyURLEkj4Ye0G2PKNyuvg1kKYcUv4ACpK4dnb0rNC14adUM4LKeHj12Hx3NTwaPbOXkVU/R2x2jxvFmCqX0a1eVIcEkEw0jUAaZgkhQcf6epPL1MKw8B/8cUk3nk3pf6UYtEorF9PokMH2LABo1s3KjdvxrR8G2x8gN8wSPj9SNu0IxiEWAxpmimbE/FwmBUnnECXGTOyWjwmEaTbUnhpW6odRFzH7K1gH2qnQwJLMtwrjPe2jKauTBk/njnTphFzmPyEq6qY+e23DPvrX7n+vvsoqiHZ3IbFi3ni8MMpX78epEQAPc85h8HvvZdSbs1nnzFlwICUb+zId9+lzUknpZRreu65FB59NJvHjMEMh2ncvz+hvfaizggBFw+GI46C/j2VA7UTw4Bjz4cnazFD6tZbaSTDrkABwXzoc4X6e/qrUFIJj98E+50L85+Bqg0QyKBttKX7PKvXmdb458sgPID3rGR3ATuco+0qlCb/ByCk/R80f1ASMfj0MjCqUqceW3tQRXLulyQFCEhGV4LUhXo+NfgnJGD+5XD40syOyGXfUt1RnVmmbS2Gifoj1/HeRGlM7P00O4Chk0yRIO01R8IAv5l5nDECIDJtPXoFS9G40QJEfTL4aWVb+MMY9ePcbGUWrioGWQz41C5fIqZ8EAI5cNmwpHPi/B9UGFQvAaK6o3kgSQ4QdmezTYQEsGSudydyR1aCpDbEGSTIBKoyOEM7V+TSOhCQyTqc9/F6Bp8BP/wIzZrh67k/iaFDYfNmZCJRfevqpsXjyKVLlVw2c6ZnHCMDCJkm7L8/kfJyiEYpuOACEvE4W4YPRyYSyWbE40QWLqRq6lTyjtjeSAs16UCcBpiNSB214Y8mHAghAsDNwDBgkJRytHX8GOBxknFvb5BSfl8f94xGo1x17rlEo9G0TzsWi/HmM8/w0YgRvPjVV/Q49NC066WUPHHkkZSXlKTMrXPHjOGuggLu+OUXmnTsSLikhMnnnEPCJWh/c/bZnLFsGaHmzVOOB1q2pKWHM/Y2sW61pSl0jR+mCSuXel/jxPDBbR/Cw30tJ2zLDOqIi+GgU+GJA6F4NvQcDmvnwua5ylwK6b3AsLEVcdn+zL20CzkkZ6uEoy7nwkIakHMuiCyDUmg0uzuJGCx4R71yiqB8Aaz70ZU3geQ87Vxgx1CmjfmO85LktfZ6IkjmviuAyEpIlIE/Q7jTQCtlqm0LD06fSuf6wSRpruTEDkPtdW93u3IA4YPCEcCeYJ6OMgV2X2sPSG6Pa7vireiNu9rZJU7UQoiAEGKIECImhLjAcfwYIcRMIcQcIcR0IUTvXdG+bSYnBNePgmfWwDFXK3Mf26xIoNKq56AywJ59C/znBzj75uT1BY0zJpfylMCd2M5I9v92R/V5OWo6rgmRmnbAtm+0V+f2/25zQWfUBPtXJLGiGZAcgPzWeTuaqdvk2RcgcvvtRLp3J/HAA1BWBj17YgYCnktyp6zidd4+FmzVinajR9N50SKaP/gg8eJiEolEutAhJZFfa8lq6YkdgsJuTU0GmaA+6PYo0yVna+OoTJeZfCec3mIRYC2wAlhPzdmxGzR2fM5q4UAI0Rh4H7heStkTGAJ8IISol6QDj9x3H2XuiEcOEvE4FWVl3HHBBWlJ5tbMn8+jxxxD6dq11T9tZ6+KVFQwrFMnyjdsYPk773iaAclYjGVvvFEfj5KZvfdTvkpucoLw52Ozq6Nbb3h6DVz+HFz0KDw0A654Hr76hxIenPih+jfr0ber8Zpl7B1Q4Xp5mSUHGycXHHZXq8TV/QwQ+VBwXzZPqdHs/phxGHUEfD4YlnwIv7wOK37MXN45V9vEUemIKklOJ36yE/jtvmiYUDYtc7mivsp6wTab8tJygLc7oB81dXoJFm5sgacgAeJq8LUF/zjSpA9/rso6LSB1IeNcAElgei031OyqKEw7fQGxUyheCP+5EP62H3zxgvJjcCKA3Fxo3wWWfA//6A+PXJg0a9r7EGjcIl0V6HSYzoR7twGsZC81GDfagkYIZVVjJzx2CgR2fW7Vo33cLcS722FQ468sFo0q/4ZwGLZuVSFjf/0V4fenrEfcS/SagrFIoGr8eEp692bTJZcgTZPgQQdhBgKe7s+1Je7yJkDSp6ECb3WOu1VOz9BiYAHwq/W3s5z9iqO+kK2oraLl1t9VwGZgGTVnx26YSCmfkVL+m9SvsS/wq5TyO6vMRNQHc3x93PO9N96o/qScv6Uc1AacLW+vX7OGVUuS5mTrly7lwd69WTh5co3dLwE817s3kY0bSUTSF/FmNMpPd9zBxu+Uo/LGjz9mRo8eTMnNZfo++7Bh7NjqslJKot9/T9m991L+yCMkVqzI7iEbN4XLblU5Y2z8fpXUcfAt2dUBKjrTERdB3xtU+GmA755JL+fsSBGSuRKd2JO6LTDY2NGV7E0G+2WQtNrDB23+DvvMBxlK7bQRoCIAYi8w2kLwXGjyI/i7ZXgoSdJ+Q6PZCWxdDROGwrjrYd77ytS4Pvn0EtjwIxBLzuX2fO6F166bU5MH3jYpXntb9iBqT6i/9IVZbWHLZ+nXGwHYZ2JyLPDSHNhtcN4nl1Qn6JoUAgapWg0SIEeAcST43kD5M4TAl6u0IcK+oX2x00M8z/o7k1mxxka4d9t26s2FmAg8J6UcLYQYANwspTzccX42cI+U8iPXdVcBVwG0atXq4NF1iuW/g4hHYfUvSY2DuzPY2MKBw5m5vHEHCgoLISdXCRMrf0tmm5YoE6e4K1JBtmQqm+m4s91eZepan33OsWorb9+eglWrar7M70e6otTUJFBkxDDwde5MfNMmElu2pJ325eeT0717NjV5YI+eblJHufLyMAUFIZLeYLFarrNHeveI6WUnYoenqF+OPfbYGVLKWrzjtg9X/78L2FdKOchxfgzwjZTySdd1de7/P8+ZQywWS/HFteezlLqBwqIi2u2xB8Iw2LhiBeUbNoCUNVrp2NfaMnim8wiBf489MJYuVblKHPhCIQItWyLKyjA3pyZ79HXqhGGbPyUSKht7NKryuhQUpOaC2LoJ1q9TC5bCImjZRplGbg9rZlWbN5bntqegyvK58npYA/AFlUmU7Thp5Kg2Jqqo3nHwCRAZ+kGwPQRaUP2JJ0ogvjppYikMMPLB1wREntI+ZKQEFaxAGXmXl7eloKAU9W01I/OKa2cTQ21GxEgmkUy15yovL6egoGCHt2Rn9P/64JBDDpHTp2feKZ44cSJ9+vTZeQ0yTVgwHma/A7NeB58J0rK5K2wNN06DovbbVndZMayYxMRVefQ5pBu8vp+q2/YNshEkUw85pxRwCOck18q25i9EMnGcc6CzQ6fadTtNjmxCJLtRkwugy0g1BthUzYElB6qLPAbSicuG06fzECU02ANpJi2Ie8xxbnraiewAuBp8z1nPb6K09keAWOu42KmWsW/WGNWQUcBBHg3Ijp3+26tHhBBZ9f+G5AOxB7DYdWyxdTwFKeULwAugBpAG8SU9NximvJ4UIBIotaAT4VO/UVe0pIlnDKfPa7dD915w9CD4+A7LfCgBfgPOuh3e/U8y3KvdgX1+OPkS+OAVPJfT9ia2GzvaqLtz2jsKzg1U2/TIeW3CUd7pJ+GFvWJ75V04/0KIx5k4fDh9hgyp3rjMdJnZtSvhRYuA9I2LeIZrbcHCWdY47DA2zp2rQrY68ftp/9JLNNnm389GMjtbJe0xJk6cT58+h6P2uk2U5sFTukSN3nYeCK/zjUj94nxA121oe4NDkC5VOSP0VlPX/v/VF19w75AhxGKp2pog6htxB+so9Pno2qMH977+Ol/fcgsrZyvTnQCZw4/buZZaob4hL7Nhe97zP/44jW69Na0OAbT0+8mzBGf39U3OPRfjo4+Ulg61Hvf5QPh9MGgw/OdZ76Ry9cFr/4Gf3wdgYs/h9JkzJLlD6G5o64Ng8Az1dzyshIacxmrzpOxX2PozFO4FS2+ELRPT7+VrBPv9DxofmXo8PBdKX4P4RjC/ArERkKpefw8ougLMj4Eq8J0GgYuBG4D3UP0uAKIZEyfeQZ8+/ya52ngUOK1ePqZt52dgDOkDdltgMLYgsTsvSn73hMvgn/urBLKmmdTc56McgsuK4bH94M6lkFvHRKHfPADfPqx8KDv9A0ZcoEyiIVWxbWNvqNs/p1AL2LI+VXiwF+sCCPqUkP/nF2D5f2HL7GTAg7hQcdYNxz283AZsNo+G8negyVmQfwBsflolgcR1rddemH3ea3fHeb0tyPjywKhMPnP18FcAxsmO9hmo0bkFygzYWZk97TR13HQf4MAMDdDYNKREclkvIBokv05JFQxsiV6gIjQFQtB2j8zZXE0JC6fByzeoKE6JMBBTCZ0+fAwuvMWK3yysOkPQrBVc+zD07pten72Sts0CqtvlBzPDR+q2R7YHQEh3zLbN9+3jmWyghXXPl5+FRvlZJY2pVlisWpVyzHS8jKIiRFFR2nVef0c3ejhRAcTjVH6/PT66te3qOg27bUu8Urw/KBzHaxKr3AuMbLLw7BasAjq6jnW0jm8X99xxR5rwAEpMi5H8tAtQHirBRIIVP/3E1T17snDOHKKon3eU1MC9NvaGWq5VZgNqo895PiUHecLbAE8AoQzCA0D4vfeqhQdQaSQSCdQ/b74G/xrqWW+90P8RCLmyVrsdNW3WzYGoFe/dH4Jgk6TmtXBvaH82FPWAVgOVbXQaAhr1Sj8c2g9aPgrBUhDFVBtviwoI/gCRKyH2AcS+gPBNkGgLvIn6VuJADkhng03UN3U3u84UMAb8BLydoQ3FgIdZiKbhsPhHuLc3XN8ISpYm/Rjtn1ol6meWAMJb4fvn61j/eJgyVAnjkTKldYhXJTcB3ep4+72943HEA3BNCfR9DvKaqWvyCqD9CXDIndBzMOw3BM6cBV0HwtHjodMgy9zHDy36QtGfVd/JpPp3L2sSJpSOgXX3gFybei6T62DA0gbU5nthI4C8nyF0rTK7rB6P8lCLf/emwDjgtwyVBUn1hfg72Tfkj0tD0kCsAk5wHeuI2j5q+LToDOsWJd87nY9zhPo/stY7mVw1Vm8ySN3Rj4ahaj089TW88ziUrIRefeHY8+CqXrBqabqTtXMb3t6NAJDxzA7ZXjaSrqaBo05beHdqIbzsPBJxmDRBrb4caydb8+qcNlM2ODwyWdu3iofDmB625mljWyBAbr9+lI8cmb5pEgwSyCJrcGbyUQ7QXjRHDUo+YCFJQ/DVNdSXTTo89xdRx52shssHwGNCiP2klHOFEL2A7sD47a34twULPI/b81cEaEnqetielyOmSYDUnQxhGORbIYHtVw6pxiZh0kOnO+8bJ33wrc3Zy0uZGI9bSodoFJ55Cu6+t5ZatpFme8Jt8+Hb/0BZHvzpLNg4CcIev38h0jPde9HqL7DuTSidBmY5iKDS0u47Su2GeiHjEP6Q6lFDkNyoceKXYLjHjzxrJ9JNAuWLtC2+UNvKKuBdYCXJaBaZBuU5wBk7r2ma7Fm9AB48ViVbdFrROaMiguq8cZQmYsH/4NhaEq/ZrPwO3joVEq4cQ3a9Na3gEliDkjVPHni1eiViSpORiUAhHPKielXXVQXzBkHJmPTytvrVidPMSTrKVDmOQ9J3wwD8BZB7DiQWW+uLaXhuplU/e1vwdQKeBk4A83l1AzEQxKVqLKlmLnAtyRBudqPySXp32zZTJvA60OAt+HY5DWl3/wOgpxBiP4D6XEDsFPoPUZOevRtv+9QKQFYojUKkLHOHr2m+lSbEorBvL7j/LXhmClx6D9xwDBQvTa6EnLM2LpUAACAASURBVFv0NZEpzjp4r1IymetnK346na1cOMcP52MAyQzcrtsKwB+JpGy+eG2MSEAaBs2GDcPIz8ftnC7jcUqfeIIVhx5K+bhxWT6Mu/VOtadNnvVyG3FmEjZs7PKtPep03tP+FIr4vQgQUsqtwHnAK0KIacATwClSynTHlTrStl3Nifjs+ABeg6E7VWACOOjii7lt3jxyfT7yUN9CIanfWC3ZUijDFaKY2vVZmYaIaje20q0ZStQTjdpAv6HQch/4y/twwBXgc/kPGAHYo28yAt3qL+G3V2GLR6QzIwD7j4c/vQ3tboLO90CvBdCsfw2NcJockNlO2vN4poExjvoWdxZLgeGoaGqQbGymPr/bRlv7/fPRv5TFgD0Z2ba1KTkOSH61JlCyxrsuuyNvWgZrf4ZwKYw6OSk8OOf4CMlNvEzY917t0mDVJDxkwpcL+78H+74C/iLwFQAiuQZ3414b2E5nBSihJg9l65nvKCvLodnz0OobaDIe/Hum1mFb+AZQPl2hVyyLDAHibPB9Dr5vwLiKZChnCYwETkRt69i7n0HU3G1XaDuA+K333+BtRqxx0mA0EFLKrUIIewFhd8V6WUDUC5EK+OkjqNoK+5wALR0/7ngU3rk3qR63bfi8dvpDqN+xc05w+vFAche/OrCPgB8/hVf/D869HfKLYOYk2FKSvH57sbdia7JtzHSd1zH3dTVYCNhuwClxjHJzEccdB+PHq91VD+yPOBMmICIRNl10EV2+/pqVAwYQWbhQNTEcJsc0kevWEVm3jrUXX0zzhx+m8Y031lCjF41QX2q5dcd8Mu8mej9Hcg87ZNUHqmt6fWiVKFvONjSg7rtNSCn7uN5/DaQnYdhO/n7//fz1mmuodPnA2Ob7eXj/ZCH99xUXgi69e9PmT39i8Oef8+6JJ+IZthUVJ8stXtpLRbu7hRzlE67rvYYOL6rl4kAA1q+HFi3U+80b4NVHYfIn0LQFDLoVjj41Qy3bwJH3w+rvYe0M9RkIoYT+dRPg2cbKgTTHEu2lCZ3PgmNeS9VOCAOanaJe2SACkHMkRCerejOtu+3FllOlRClIt2ZDAN1QmWd3NN8Cb6BMr/wk/Zlqi5m5M9qm2SaWzUyaLodJWh04wwzb/ga2ULFhJZQsgm+fVg7X0oTwRigvAcOv+pEvqP4Pxr3NlBKO+jJh/6TCJfXzrADtBkObi/l/9s47SooqbeO/6jx5yDkokpMgKKKIoqCYA4gBF10DhjWsq59ZV0FRV0xrWgwrhlXZNRIUIyoiiopkDOSMxEk90+l+f7x9p6qrq3tmYMj9nNNneqordlfd+8bnoWyJBA/W/R02v5K4jr1m07C9z0tcvfIaAgqK88GVBa5m4Nsmj4Z+jiurGwxwXwkeh9LtJDwH3IfMpdaTyrWcmJNoRgR5Vq+uxjEOXOzRDIRS6lgtIhX//wulVG+l1OFKqb6a0nGPIhKC/90M1xXAi8Phzevg711gwt9Mw+GbN2HVAulXAHNSc/p2dbF0DsKOkuWgmmQtPVLIcTathrf/ARc0hlP9cLuF3dJp/kk3sDhlFFyAVw9ecZE7nx+GXQ7N05T52I+rU5b6pZvJ0/GuWnZV+ZX5fGS99x6ujh3Trm+v2rIX+ABUfPYZ0Z9+ou2cObRbtIjCAQOk4tFi+KmyMjbdcYdjWVTV8CGmYn3MzjQnBDCbR3QDiT6HZohhsRip00zlcSkkarJvOw+7E+dddBGjH3mEgnjPjA5k+YCC3Ny0Okn2b1kpxfb1UtN70PHHc+zDD+NK0bgcc7lof911+NxuvCT/ahHLK+DzQSBAENNpsT5GuThnIAwsG0RCcPWl8n7bZji3O7z+OCyZD7O+gFvOg5ceTHGlOwBvFlw4Dc7/DI57ELID4C6DaBmEtkOwGIpLIFwqJRAr3oPF43b+uIXjwIizLzn1XumxExLTmiqIM+nBamDRzp9XWkxH+v7LbCeYDvrCatHpy6B20aq76RBbsw3WezKG/Ow6e2C44JFe8NkTYjesXwTFcSM/FpESo1CJVCwUBZ3pkbEcI1X63Y2U8TQduLNXmQiXD3I7QtZBcPB4aDNebAY3Yotb7XGdMNfRGp38sOpW6Ylfl1vFtkF0AcTWmpVFCU3VLnCfFX9fDHwO/EzylxADHsBsFrG+7GIUdsSAT6v/nRyg2JtKmPY+xKLwxACY+oi8j0Vlkg6Xw5f/goXx6qpZ70qGwg79wHhJNvKzcuCGV+DU653vYScHJBKSfohISBqprA9XFs5zkr3Gx4nT2eWGug3hmXdg8lz46yh5TV0ID4yDux+GLFuFtjt+YK/XPH/rZB1CgvKlJCrHpjjFpGRNSQksWkTW8OEpt9O7dQGeTp1QKQw5VVpK6csvA+Br1YrwvHkYTvTFShGpLud+jRFFSpi0xWPNR+cjvRFa/bIqb6vOLjrH/ReXXXUVn86Ywfnnn0+Hgw+m/4ABvDd9OtdceSU5cX0QJzvUrhnu9/vp0L9/5f89rrmGBt27482J5/ENA8MwaDNoEOd/9x0rx4/HiEYdSUW8WVm4AgGaXXstXWbMoM1nn1F4zjlCYWw7H7tNouGzrhCNwicfQTAIbzwJ2zdL6aNGsBT+dR+U1CA1HyqDdQuhLEUi2DCg2RFC6qB0p6gF1pLKSBkserb6x04Fb3tovATyxoD/MpJ671OysvoxObf04OlFCtXOQ/oRdhVetv1vpcFLRbQfA/ojJY0Z7JU47VbwWoKAqSwqhcyJ5UBpOZRsF+IUkAiCXSfFilSJa10x4BRxUEhA0FsAPf5evWvZUdT9E7T/EgqOktJFa3+GfsQ0Lau1NySdLa8dCm0/JXyvCnlmn0We/WHAAKAVcA3wDCIx9jnyJaVKUVaF3VnWuG8iE8ZMh/mTYfmPzp+FSmH6i9B5EOQ3lKiCsoUJ9Lhi9cZjgDcHupwAXY6HrifA+H86H0M/YE5hdR1h0NBEP7o+0h6dUABeyM6GYJnUHyslTlGPo+ChN6B+I9mmva2Z8PRzhVli9K2wZiU0aQ633AeH94M3xsPYMRCOJB7TKZBvmEkb6yXpsTXBiFOK6LJlKAftBmVf1+MhtnkzLrc7STui8tAW58LTqpWzoxAO49blH7UGPTto6lY3psGgR89CYCGmtaWvTBs61h/6EHaF7sP+jlnffsvQgQOpKC8nGo2yauVKzhs8mOM7dSISZ2jSuR2FWdpr/eY9bjftjz6aTgMGVC7zZmUxfMYMFk+YwJJJk8hp3JhDR46kXseOfHbEEYS3b3ecH7NatKDHc8+R36sXvoYNK5fn9u3Ltvvuo+SeexLWL0acGe3G67I/AxKjc0pJZ/WMqc6q1F4v/PIzHHaM8xf10ySYcCdsXAJZeRDbDD63REZ7D4cLnnPebuMPEHEIokCikn2kqu6QasJVCHnXyXtVDsErITI+0TCxQ3UEl9VJ12ELLzJgjQNG1c75JeAnZAyw50vLkF80RKISFphRmCN3wflkUGto3glu/wweOhnK4totqexV/ThqDVL77RAlfX+iHRWYDVz2DIUL6HQNdL0ZctL3gNUKco6CNtPlfSwI256EbY+JfotfmZV6dpIVp8iIdh6s6+kxThmiH8P9yJxZjjkSbkfKjnSO2cqqBIneVgjTQLPOt1YMru7VH7DIOBDpsOhjyTakglaaPuEK+PrVROXpBFVEy3uPC4aPheMuM4uXswskop+kVGmxuDX0v6mK//U8pG3UGBIdbNkO/v4KrFsJh3SFpq1g/SrJhBTWS32NGmeeJy9d66xx+33w+28w+X0oC6Zv4rZsZo3D657zBMRilP/pT7guvBB3bi6qpCQh0JIQx4/3MqQS+jJycsi59NLK/+vefjvrzjknQRfCyMoid8gQ3IW12ZSsELVoa25b53O1l6drvJwyD/oHPAT5YQtIX/oQQ2gfNW1tHYRHfr+het1h3HL11ZSVmgZuJBKhpLiYFevW4fX7CcdL1wpwDiJ6AwEufvRR+l92GYatGd/t89F5+HA6W7JloW3b2DZ7NmCWK1tZnI6dPRtfveTnrvjVVyl68EH8JD8TugzKsC+0LujSDfLyoFELmP998vgRCQv9sxO+fxue+ZNkHUCYkXIsJ/L9v6Wh86DLkret1xk82c4OQqXIkx8OHup87J2BEYDslyF6HYSGklpBdjHCtwWJRkUE+SJTBIt2Cgr4N5KOhcRfsRwxZAoxpbx1lCmGpFI2UzU/VwZ7FG37wD1fwR29xGmvSnEyjFnuY0UqB0KzMjrtN4xMJ3YjvNXp0Ofx6l5B7cKVBXVvkVfJG1B6CampyUl2+J20ZXSszfBIn5X6ybIyDhtU4EyNoT0W7X15kOfOflAfIiQ3xGEfGWhkvpl0yGuUWsHV44c+F8r7gw+DEY+LknQg3iGUahDxBuDj5+CmQ+G1W6FoE9RtArl15TOQkiKXG8LxUcGw7S9d9s3lhqF/gavGQJtDoXUHuOQOeHEGtOsO/U+DZq3FCWjSsnrOgxWGw0U9Nx7+fCXkZIPHgA7twJ/c26FUch+YVZfOjuj27QSfeYZwSUllg7X2j7SBFYUkRd8EZGWRNWQIWWefTbS0lLKff8bXsycNnnoKV506GNnZGIEAueeeS8NxtVCfnYAyUg+c1iJtu1iHdib0N6R7LNJSdSG9ExuQWSWMKG+mEq07cBCJRFgwZ47jZ7+sX48vEMAwjLRzfuO2bTn+qqvweJPHA6UUaz7/nHlPPsnKDz8kFo0mORnWzhfcbkfnQSnF1ptvJhAM4sPUIdakJQoIe73EAgHUMcdA03qQnx1nAXVBtheu+6vsbPhfwW8rwHJ7JHjQur3zRb5+k+k8uBHnwRrRV8CPryc7JQAd/xRnZLJ9i9pz8uRAbkvofqvzsWuKsv/CmtawMhvWHQ7l08HdEwK/4EwLA6nJDXQmorYjtTHgr5jUzVHEaSjBDH8YQOf459qZqaz5IlNGsY+gRRcY/DcZdq1JZHAeflOVJdmhDWdrb6GG1pqysi9GAXceHPNYzc5/VyH3fMi9l+RiUAucMhCpYMQbJwyFGT1JN3InbGzZeQPgQoSQJBcZYbOQLzQHmXO3I/SvGaRCJgORDn1GwNQHwRVOjqp3GACHDZH3xZtg4fuQFZYIRIDE+cGKijJY9rN8tu43+Pp1GPYyPLEApjwN8z+HlQtM1enKsGX8r1aXdOFseXt9cMpl0KY7jKilyboq+Hww5lF4YGxcPdsDj46Fe+6GeJRfgSRUtMaOYeDxeok0aIBak6yNkFB5ZVmmp1envJC1UgIAl4uGn3+Ov08fNowZw/rRozE8HlRFBfmnnEKrZctQW7firlcPV56dGqI2sBnn2cM+6GUj1BSbkR/V3kC9BpOdKRVKkLpQp+KwbRzIfRNut5tAVhZBuxI5kF1QwL+++oonr7+e2dOmQTicZCD7srLol6IXp2zjRj7o35/SVauIRSK4fT6yGzfmjOnTqdu7N5tnzsQdiyWYrhGfj1gkktR8Hdu+ndiWLQlJBesaqk4dXK+8gjF4MIbbDUVFcHI/+HWhZC+VghuvgMXz4Jq/wW1Pw8PXyd4iIeh4GDz6jvOXFIvBH8vN/x24HSpPqtyBLtZfCMNmwKeXw7oZUtLZ4nho3FlYYJoOgIOHgSeNIVFdbLsDiiyieeFZsPE4aPgZ+A+FiNshA+wBV7pnPAu4fOfPrRIh4EZgI2bNio52alnCGPAUMpr9RuJz7wE6UfVzn8FeA0+e/LSlmPX7qZqXnJZVkqZglvxYeyet830YMzOoHykDaNEfBo+H/FY7cSG1jOzroOIdaYymNNkusr9P6w9ogyidVHU6GIjK9JmIeGMU+aGcgnPliEJ89x04zoGBTAYiHeq2hCv+B7mFkJMr9cOBHLjwGbh2kkT7lYLHBsGCj6X22BVLFpHR0BUplYNHBZSuhpVz4KlhsORbEaMr2Sb7gsQHSv/V2QgPkiHJyhWVal8ALhklzsOegGHEVa2AG/8Gz42DDh2gsBBj4EDUd99jTJoEDRvCbbfh/vlnAqtX4xkxInlXJOrfWVGteLrHg//44/H36cPWt95i/f33o8rKiBUVoSoq2P7OO8wtLGThccex9aNdpfTqxPgCya5RDDPSmEqNNk0pHSCzllMmJhb/7MCFYRhcdPnlBLISjdes7Gwuu/ZaWnXowNipU/m8ooJ7v/wSf04O3oBkAwO5ubTo0oWTHOh9f3rmGV5q3pxtixcTKS0lVlFBuLiYomXL+OrKK+n96qsECgoqGRwrA/nBIIuvvz5pf67cXFwOGY5KeL14Tj1VnAeA76bDit/N0keloDwITz4MfVrA6/+GCfPgxWnw7mJ4ebqQJTjB5YJ8S/9PyjIMh7JKjTrtYehXcE2ZvM78EPo8Ase+Au0urh3nIVoKRWMcPojAlqsh8hqoiDxG0fj5Gj5w5cevx6lZ2Y30PjioX+8wPkScB+vgrcsXQZz9i5CSqpbACKSUyY0M7M2QoMA/galUrSxihw6zBEnfobv7YRjGSMMw5hiG8YNhGHMNw7g6vryLYRjfxJfNMwxj36Kfys4zBRBDpB6SQX5ie5RMx44iWO5fyzpGPJ1n7TUsR24Ndx4M+RyGTdu7nAcAIwvqzID8N8B3GbjqArlgxCnQvZ3k2nTrQkpkg1GAONVpV9QHtv3vQjIPpYhCvfULTkVzlWFiSodMBqIqdB4MD2+EFT+AxwcteiaW8Sz/ATb+mty/oLNlVodBNziDySxgIBPyws9luZXH0Ql6vwqo3xieWwjfTRZ2psMHQ4Pd0DBVXVx4obziqPRWp03DfdFFlct9//d/RMaPT9pc+0j2RIte7mRqK58Pl9+Pu2FD6sX3ufHBB1Hx+ndrp4EBhJYvZ/nFF+Py+ahzRm2rvabj3rOexe/IwJbqh1dIKdKhaY6lm8bs+6hyVD4gcNdDD7F+7VqmTpyI3++noqKCM4cN4/rbbktYr2O/fjyxZAlfvfIKm1etovNxx3HYaafhtmULlkyZwpc330xWOJwcJ4hEWDFxIgP/+18a9+7N5o8/Tvw8FmPNSy/RbswYPPlmhNnweMi74QZiY8bgthvpLheeU2wCa5PfrczwJSEYgh9nwMWnwMfznEsP7TjzLnjzFunlCpHcXwFSBhWoIlvntmktKAWbZ0HJMqjTHQo6VH0uqVD+ASmN4chiUAuoNLZjCFmEoUcLe5G5DoX+F+i54+eUhFcRXdR0JYetgNMs/3cC7kKchonAeszJYg5CM3sW1UNZ/KWfe03koMPiew6GYbgR4Y2jlFIlhmE0A343DON94D3gDqXUW4ZhdAS+MQyjm1Jq9Z4852rjqKHw7/8T3SIdQKwgmUwFEnk0oohfaZcoCZEoWd+oJWxfnnzcCsAogddPhOZ94LSXoO4htXNNtQXDDf7T5KXGQeQ7UFvA01ecAtdk8N8LnsfB2JocY6MQDC3XqYuZ9TPtVIph7WlwIRl+3XsUJTnCq8sYrcu8CDNbOWmo3Q5oZByI6sDthYNTsGFsXi4Ph5PtV3k/xifdLRaWhlRsBE4WsxMC2XD1U5BfBwampjrdF+Bq0UJ4pKPVuXBBqjWVz0e9t94icOKJGHEl6/CGDUByv0WlX1dWxurbb98FDkQOomZpHQ1jmK6PLhBXSL9CA8x6aTtKEOVaP1KOZJ9tdIO1Xd8YTK/0wE04+v1+XpgwgbWrV7N8yRLatG9Po8bO9JiFjRpx+s03p93fdw89RLisLHVlr1KgFGVx4UI7DK+X8jVryM1PLFEpHDWKrStWoF5/XdYD8Hox6tQha5SNIcidzkBFghprVsDP30OPI9KvC3DiX2DNPPjseTFeAljYTxAn5MQ7RewqHUrWybo5jaFiC3w6EIp+QaKnEWh6IhwzQYz72oSRDa6eEM0hMeumwwalmA3JMWSwfZXadR4mAhMwn8VUInHnOywzkOd8A8kt9CHEvtaGoUIyHFvj29WNv6JI7baTHo1uHN2R0o/agVIqCtxkWbQZubhDkJOeEF9vkWEYXyFeUwqawr0MhQ3h/96Cf5wnrGWqIp5V8IArCm6V+NVbf2JdbaqpTjU0GZfHD8HNpERMgT8MG7+Gl9rCwafBiS9AToqM456EYYC3j21hLvjuBvUj8IHFdnIjNMZuWxBE38d/Bl7AzNAZmNFZHQHJJ9ng0sEE7WiEMdNCeh/6GBkzORUy30xNULIZfnxHNB+6nQyN20HLnsJMkqrW0euDE66HT/6Z6Dw7wcmxsEMBzTvAtS9A56N26nL2Fhh5eRht26IWL05Ybk0sauNfL0uXpHG3alXpPADk9u/P1rfeIpqq9AKoWLKEVdddx+ZXXkGFQuQPHkzzRx9l/eTJrHjiCaLbt1N/0CAOGT2arJYtU+4nES0QqjkwW761C+M0keuuVafz9CCGhQJWAAcjwnUaLqA9wkBjlUGNxLcLxj8/sNG0eXOaNm++0/spXi1B0TAOgXqXiyb9++PyeMjr0YPg8uVJZT8qEiHgcB8ZLhd1X3uNyO23U/HYY8RWrMB77LH4Ro7EZW+8PvE0ePlfzieoR3aXCzakckrtBzegTS+Y/rz8byUqUUCjjnDy3TBtmvP2f8yHSefDtrjTVLcjNKwP2+ZBzJIvXDsV5j8E3e6s3nlZERgUPyEHuuacK8F9HoTvpvIZiMZM9hbCiHGtyQl+QIzu2sIixCHJjf8fIpENRgcSPKSmZ9XPuBMiyHWtRDKSOijgQSKl+QjrGogj4oqfi8u2j72KBvpxpBi9KbBUqYQHZQky0CXAMIwrgCsAGjVqxLRU9yNQUlKS9vPaRy5c/YGIKEbCsHV9XLdJpZ7bjXhTsCv+oYrFjWX9VcTfx3/GkqzmTOv8SOI+7JZcGPjov8KOtg/A/J2uQLRP9LXbA2V2tAaOQzSW1saXWelW0olQ2SWzneBHRCBrjt1/7+1+ZByI6mLOZHj2XMCQ6MLbt8MJ18LQh6DTQFj4oWghWK1cA6FtbdxelgUw5e6doOcXK+uCfd2WneCZBbvgAvcsAuPGETzpJEn/RiLSSxGLEYnFkpKUOibgpPigQqGkhugmo0axbeJEKE3dC+B2udg0bhwqTue57d13WffBBwQjkcqfZfVrr7HunXfoO2sWuWkUsk14EaN9Hcl1yE5cfllIdmGLw350KFjfEEuRrIN1ez9SR11C4o0TQzIhQdKyYWRQbbQ87jjmr1xJeSSS0K+rgKy6den/vBjhbe6+m00ffUTMShnsctHqxhvx5DizBalwGHfHjuTE95ESJwyGnDwotfXaWIPP4RB07VX9C4uGJLMRiz9x1ofv4DQBi1AxvNkPKiy6LX/MgU1KEmsJwb8g/PbcjjkQ7npQ55+w9VoSRgCjDuTfCEYOBGZB6HqIvStjssuHaUh4kYE4HVvTjmALwk1vDQzoskIr12Ye0jidCoWkjyABfI84BjkkPv9hTEpKkOe+JH5Mvc+9qhdiNNLscQ7Cl2lPLEdwqB1RSo1DRDvo1auXOvbYY1MeY9q0aaT7fJfiHxfB9AmmmKOHxJ54TS2oheiy86BLPzjlFtgwH74bL47Hiu9EnTqu9TStyyMcu8CSxPEit4P9tvHmQa93oNUJu+b6ahEJv5NaDlyHXFRBvPfDCQr4CGmKBnGi/4s8iycgc+STpL7n/cizYd2f9Ut0AdcCx9bgSkzs0XtvN+HArWmoDqIR+OVL+Ok9eHaYUByGSiFSAeEgfPYUvDQcfv/Y5Ba1lqEroKIcxv9FehRUfB2f5XNs7/U8F8iCobfA1c9C667QsjOM/Cf8c+6uv+49AE+/fuTMno330ktx9euH98YbyV21isLFix17ICD55tVfodsWYfYfcggHvfOO2eBthyGNodp5AChTqtJ50DaUUopIaSlfd+/OH598Us0rC+BcTA5mJFSjAKF01IaBN/4+G2c+6w3AaqT8SV99Mak91FoS8cqAvnfdhS8vDzweiom3qno8HHzhhZy/dCn5B0vgNL97d3q8+y65nTtj+P0EmjfH37w5be3lSEDw889Z06kTK/x+Vubns+XWW1MKIwKSXXjxTRkrDEPGlhzMsFBWNpx1ETSrbsYMCYa4fck1yL5s6HVu6u0Wv5WYZQBzB079/zsjKJd7GbibkfBMqSLY0BdUCIym4P8vZEUgsACMF4GngX+DMQPoQHrnYSPSVD0MuIWqqRxnAjdgRo00tMOiu10bAi+RXtehVZpz086Cppu00lhq2gl78MFeuLl3xAwNw3gEGezOUUqFkIHMfqO2jC/f9xCNwNcW50HHfooxG6X18xWukNf2TTDzPRhzHJSUwF+/gsOGScmgtXnPCjcO4jBxxEKw1bmEcq+GcQ1wCZBThfMAiZ2QLRDms9GI0X8G6e93eybOalm4EQdm73e+9iT2jtFkb8SyWfD4KSIkF42Iw2BHqAxmvm46BE4MnAAR2wxqDQZZGRUimGHMw06F80dL0+LgK3f2avYJuNq1I/BcotKtWrfOkQ1XV3vZx9QoEFmxAm/r1gnL8wcOJNCsGeEVKxITO4ZBwaBBlE2fnkRuod8n8baEw8weOpTjN2zA7aB3kQy7o5Cwt/jVNMMc0ApIbezrmagEoZjTcAM9EONim8NZQ6aZunpYs2gRS374gQatWtGhXz/Ktm6lbOtW6rVujSved1DQqhXDv/2WSWedxbbFi0Epsps0odPll+PLy0MpRemKFax5+mnWPfUUht+Pz+0mu0kTYnXqJOlEVPz0ExtPO61S3FCVlFD85JPENm+mfrpMxNHHwdnD4J034iJxdSHbB3XqwYhrYdilqbd1wqYVErGPxcc7A+m36nAcdDo+9XZFKyHskOFzyqIabmh2SvK61UXwQ4htIfEej0LsDwi+D9kWsTqjE9KgbMW0FDueCNxD4qjyK/AN0uB8osM2C4FnqbpUIoRoQlQFAxgKvAtssmxvVdb14KxpoRtE7SOm/gF0bfieENGOVwAAIABJREFUg2EYLuAZJNU6VCmlPeRvAGUYxmCl1IeGYRyMfOF376FT3TnEovE+CBKHf2/8f03NZkdUCYnBhFuh55kSrIyGkxmbrKrOlSxNDufQYB+lIDXGAWcDs0n9XPkR575bis/rIU6A03yonyk7XIiDn4PcehkRx3TIOBBOCJfD2BNNafp0sFel1AR6YNHOA5jBpFNvEOfhAIdRkFpIye5zVSAlTGuuvprmb72FJ17KFCsvZ/lpp2Fs3IhHZxsMgzLDwN+hA4E+fSidbtY52ot/nA+u2PLVVzQYOLA6V2E5Szt0fmMtkt/2ImUMdk0H61XrUgX7fmYDfREGF+u2BqZATgapEI1EeOK88/h58mTc0ShEIrgBn8uF3+vF4/Nx5sMPc9TIkQB8e/vtFC1dii7bLlu1ionHH89Bp5xCyfffE9myhVgohA8oLC/HBZT8/DPBpclKydtHj0YFE4MUKhik5LXXqPPQQ7jrOtTqKwXnD4Yfv5MIJsDmbWA0hM9mQG5u8jbp8PtMePIsU0wOABe0ORque5+0TE5NjgBvLoRLEpd7siCghN46FgJ3lpRW9HywZudmRXg+KAcHW5VAaEGiA1ElNNXp58DfSbbqYogzfz9wPOaUWYGUS+hMpHbsU2Ua78dsgE6FMmAKol6vyyvs+/Qg40M62K1JL2Kx7hWK9CcDI5EGlOkWR/pOpGH6acMw7osvG6GU2gdD6EhZUpseMP/HxKFY9xVVxy6d/QF0Ow3esRA66CFCV8Xp9zr2ZA1O7ssOBC5gLHAq5kVb4UOcg6qaxA9BWMw07RXIl1RA8rPqAq5HMpQHs6ed7X0BmW/ICfM+kuhBdVBdG1/39MSFFCt76hxhJDVdHqhwZWfjatzYkb09bHlvnTKLP/yQRXXqsOnxx1HRKBtHjaLsm29QwSCGUmLOK4VfKUoXLmTV2LEEYzHR+WBXPBTpmE90iUEpUrMJUjTuVKClv4VU6tZRpJypE+YMZSAGR8c055ABwJTHHuPnKVNwlZdDOIxHKdxKEY1GCZaXEywq4s0rr+Sl00+naMUKlk6aREVFBRFkOvMCrmiUFR98wOb16wmFxMkLYRaWqHCYWEkJFWvXJhw7tHCh4zNv+HxEVq50PuGff5BXhSXDGYlA0Xb436s1/wLeH2VzHpCGzl++EuKIdDjoJKjbPq5GHYcnCxr1hCG/QqebocXZ0P0+OOMXyN5BuunoZiieAMqhnsPIBW9VRAGa+vEn4DKgHRLBvIH0z2gpZubi5/i272FGgJw6ZHX65W7SUzCD9GTcBXyFVO38jvROOQkK5ZDaGbCq2huIE5KXZv3dC6XUJKWUoZTqrZTqY3l9qpSaq5TqF/+st1Jq4p4+353Ckec6z/GaT8PpMx1rClfA929LD4/hMm+l8vi2JQgfwLb43/Xxvwm9kzmw4efavabdijYIw5KVLc/AHG1zkYbrdLgScZ71NpoVoll8mZ6bfYi43KmI05ExjauDTIjbCWXbqJRMtsOIW/5uHxgRMCwTmRfnLIQeu62B6HT+gdcPuQeucrAdDaZNY0PnzigLzatVZ8cR0Sjrb76Z8pkzKf7yy6TorgF44gZbrKQEIxDA3bkzsYULIRKhoGVLitevx1VennAcq99X95hjqnkFBkJ9/juJNR26WEofIYgYD3lIBKQImRXcSMREe56/pbn6csTA6IpZVpEZDKuDT557jlgwWNnabjXbdCWCG5g3eTKFeXmVDoLm2LGbefqX0IUllYFCwyC8dSv+pk0r1/X16EHkt99EEdqKUAjvQQc5n/DCuTgOJMFSePsl2L4ejj0Zuh2ePnugsXaR83K3F7augaw0qsguNwz7EmY9DAtfBQzocgn0vgk8AegxuurjVwdrToaK+ckRV9zgKoDssxPXV7+D2gRGazBuRvQZ7kOyDXoHPtKX9+nv+EXkV30NkwQhhmnk2xvgtHBVVWrS3wNvYD7Teh/bkQttaPlMTx5+nMscczHv1LpkSBP2IFakeJ5Afro8nJNFIMGEOV/Cnb2gMFtICjTsCW29jzLkp8+NL/PGIKs2Wcb2BI4CvkUc61FIKCaGOBePUjVLUy/gIeAJhL2wLtJfcQ5SIvgVEpA7Ir7PDGqCjAPhhI4DTBYSK3zZcNgQqNcC2vSB58+RSJh+kF3I/RyOZxD0HALJvXXgrIZmuKDhQdCsOiw/Bwa87dvTdMsWisaMofj55ynf7MyHbXf5VCRC8QcfEEun7qvXjTsKPYJB+e1cLtaMG8fS0aMpXbMGv1IJ5Db5ffok1bGnh84CzMG8Keyqgfp9MVLbeTgOLIZI8/QfDssNEmkp946o476CUDBY2T7n2JNIvO8mFmPRm29WmpypWuTtmbEopgOR3a5dwrqFd95JcOLESsFDACM7m7yRI3GlKuNr3Sa5ydCLJJ9+mw2//ggvjYWTz4UHXqzaiWjZXXRt7JmQWATqVaMR25cDR90rr12BivkQmg9ETNp2ffnuZtDoGzDiv4paD5HTQc2XFT1xkn3D/kzo4sd0z4obcQI2AI/FD5yHOX1aJwDrd5wT/6xFmn1/CnyMc0BAITIJDTGtRqumeQ6S39JlTr74uUbj2wQsn2Wyj7sddRqK8x1NUdtcgjyvOhCug+EKk7SvPChZBn2fWynfrNCDTQXxajU31DkE6u8PdoSBZBqOQUp9PUCjGmx/JM60yQ0QRyKDHUUmNOmEei1h4F/Bb6kZ9+VAmyPh0pfg7NHQ/VQ45krwZFtK61xQvxkce1nyWO8Eba0kHLsF3DKpehHDAwiu/HwKx4yh+R9/kHfJJZXL9biZruDM36lTEgOTE6mFKysLw+XCcLsxDIPmI0dyzKpV9H79dXIDgYSfs/Trr1lx/fU1uAIFzCdRPTOdmkUMqYW2oxhhibF34INkKeo5bJNBddD7zDOB9INiDDElPZZMQXWKDRWmnIK/RQtcNqfW17kzjb/4Av9RR4Hfj7txYwrvvZc6jzzitDtB3/7QvBV44vsyEOfBQAIgSkk2YsoE+KYarGFn3gNeW8Talw2DbkgcCx0vUMGSD2HiCJhyBaz+purj1RSRVYieg/4fMbRCAG3AY2FfC58KajYQBKMEDBV3HlKNq3pnTsgj0TnQegz6/5jlpaNG+odw41zDDTAJia6mK+fS+3QjjogXk8LHQDIRmpVJZyh1yZIeY6Ik0v5ksFtw8mWpmf/07RJCquPKkZ8ojJmU1rePvQUmFfSUUOoWx+G8yTt5AXsbNNlITZyHDHYlMg6EHUrB7Ndh45fQtDG06gqdB8GI5+DGjyRVrzH0cbhwHLTqDQ3awQk3w51zhbEkK7dqUTjN8qdFEwNueHQRNHKKOmcAYBgGuZdcQoXbXTnlBzHjcPbWYcPjod7ll+Np1Agjzruv4s6ZtQDACARoctVVjsdc+8ADqPJEJq1YMMgfL79MrNyJo9IJpZgGSgSz/TsdShyW/U6iA6KvOoqULWUe6R3F0HvvxV9F43E2ZneJlUjQyTSzyhT54+tU5ORgpGDu8vfuTZPp02ldXk6LdesouOmmBEHEJBgGvDcNWh1kjiH2E3Aj/QsTxqW9LgBaHQq3fAptjhDl28KmMPQBGHJ/+u2Ugg+Gw7tDYf4rMOcFeHMQfFXLBDr+HqAc+n+MAGQNsJzPL4ioWzysUO1gTDHJTkQuzlZbBcmq7/p5tBrzMWC8w/YLkL6HuphOgBO0HHgXzFpwq0NgDSToOm8tOBQkMUyStugzg9pG87Zw+2uQnQ9+y++rMw3W4KKBOS0oy2dOtZSpoNcrj8Ixj0D+zgtm7tsoRjL+6/b0iey3yJQw2fH2FTDnDdF7AKnfdbuh97nJrEiGAYdfKC8rVBmELeapbqDW6Uk9UFjh80DXwYkDTQaOWH/LLahoNEmaTU+l1kyBkZVF4fDh5J97Lttef52yGTNYN2ECFeXlCdvGwmHyjj7a8XjhdakHoOj27bgCSVpHDnDKNuiOilSZCCdjtsjy3s7rFyJDO7fjyKtfH5/HQ4jUrp3m7tDlTLqZ3038EXe58GRno4JBsqLRShvAjZh0rlgsKfuwUygrhbUOTdZ2dbtp78O8WdC1d/r9HXIk3D2zZuew6iv47X0LjauS8e+7f0C3S6AwRQ9H2RJYeids/QJ8DaDlzdD4otQGv6cx5F8ORS9ZWJg80vtQaHH+1UYSvKlqEVLokqDPkD4kvb90v1UUZ30Wq9WnEOXo0vj+yxC62OWYzoELaAIsIzkE0hTJKtprvXUQwUByYm5M7nprcEKLR+rAlxPfZwa7DP3OhiNOgV9myX395miY+4U0SeufwUqqYv9p7P+nY3q0TiPPnwp/mwXNqmre3x+hEAG59zG/2M4ILawXITTIMBLWBjLhSis2/QazXzOdBxANh/VzYeZzqbezYu578N+/SAOTtmR1lkGXNWkyACsatoFLX9j5azgAUDF/fto+dAWEXC7CBQU0fPZZDJ8Pd24u9UaOJHD22QS93oRCoggQc7tZP14iheHNm9n28ceUzhMBqZw+fRyNGnd+Pp4GDap51jk4EOKTGIaywgW0dlie57CM+L4zzsPOIBIKUV5UlJIgpW5uLn5foiEXQMyzKFDh8XDko48y6H//46zp0ynIziYbiS+7AZfHQ0GPHriqpR1STXzzhQQ4wAxKWEkb9N9oBO6uoSZEdfHbB4kBk0oYsPQj899oSDK7m2ZA2TKYdRhsnADhDVA6H365GpZVkbVo8CQ0eAJ8XcDdHPIvhZazRaG68rA9SMgkKCWkGCpVrgikPOhjxGDvhbiKkJouB8yiNCt06ZIdMaSJ83FgSXy/VqrmbKSJswCTwrU9QilZSJyk2mG/uZh1Ljr45NTOr5EpY9rt8Pmh69HQ5SgYNQXufg/aHiZCkD4veN0QdUPrQ80KB6v/aYU16Zzup4xG4NkTk0kZDgg8ipQHahV4hWTuxyI9TMMR2uYMdhaZDIQVy79xaLJDJp+PboPel8HHY+Cbf0lZQIfj4bQHYcEk+PZFmahK/oDS+ICtg0tOUQUtUKqjDg8slAElgyrhbdGCyMKFgPM4qoBILEZ0+3Z+O+ccjKws6g4ZQvPRown/8Uclm1NC9iIUomLtWlbedRdr/vEPXIEAKhIh0LYtBQMHoiZLPWll0Cg7m1aPPZa+xCQB5SRSZ2horzJq+TwfoZfUUZIgZt9D0/h7OzeUpqXLYEfh8fmo07w5W1auJEKiTlOjjh35y6uv8nr//pXaDtamei/gy8qi9emnkx9nTeo4ahS/3HQTKk4djFLELPdfrSC/ILGsMojcPk427NJFULwd8lJrq+wQfHmilmtXojbc4I3fw2snw8wL4re/guww+CMkONWxUlj5CLS8CTwpztEwoOAyeaWCkQuuByB2B5WFihG3ZJBdVjYjMA3vkZgOuwu4BjFEyjEHa+uX2h9Ruv0REZtriBj9C0kuFWqEPJv/sS2PIRnFwvi+A4gjo5mdWsSXgSlfbIWORllZOapq589kH/YoDAN6nSSvreth9sfgDUCvk6XsGWD5HLi9tzRfh0hWmta99bnIbWUNFFhRvBHmfwDdztyll7R34EfgTcwS3yzki8omkd1M9yP9EyE1abJ7T3M/w4FnsZZugS0rnD3z3Eag7IN0HNEwPH0CfD5WnIRwGcyfDGO6wqS7YOOvsPE3KNpW/XPRNcpub8Z5qAEa3Xsvht+f0nmw8o4YgAoG2fzqqyzo2ZOcjh0dSxrcubl48/JY+9hjqIoKotu3EystpXTuXFaPHUsYC8W2y0Xu4MHUv+CCGpy1k/Ng/awrMAARq+qNRCJDSC33DGRgXBL/vzlmJsKDMDV1qcG5ZOAEwzAYNnYsvmzJ5Oj2U09WFsOffprGPXvSoEsX3F5vgvNA/H2krIwfR42qXLbuP/+p/AyAaJTgihVJGhA7hQGDwW0ZO2w2eQIMF3htTmZFEN4fC3/rCbceCV+Mr3nUsvOF4kAkQUHbM6BsNcw4F8JFECmCSDG4ddeo/Rx9ULq4Zsd3gucG8LwPxmAweoLrFnAti2cnrKODbng+17aDcxBdhuZI+ZFV6XMQou3QHfgz8CBwIxLZrI9ZtGal1pmA8/MfJbnvwo2ULWm1aavhr0c3vX8rMtmFfQp1GsOAP0G/c03nAaB1dxj5vBAaRAyzqVq3uunm6wrMBuxUmD1hl53+3oH1wLUINfOvmMWlHszyQ2tKVoeFQsBbu/VM90fsdRkIwzDmkUiOX6aUGpBmk+qhdAu8dhH88plE7LIL4bwXoNNgc522A50zECAP74ofEinZtFZENBV7RzXgy4b8DKtATVAwZAjNNm1iZYqmZ0g27hQQ2bqVookTaTx8OOv/8x9iccpMw+3G17gxpTNmVC7TiFmMKV3yRCzGlg8/JFZeXs3+BzDrkFNFn9cjToKBRB7LEWE5q1Ggeef/QJwMrTKQQW2h95Ah+HNyeO+uu9i4dClNO3XinAceoH1c82PY1KlMHj6cDZMmJW2rolHWfPEFAOGtWymeOzfJWVWhEJGt1VC4ry4CAXjzYxh+igjKGQZEy8DvgohlXPJ64ZhTIGDpsYpG4K7+sHI+hOKRuRXzYM6ncEMNhOjqtoUTn4GpV4ErHhFXMTjnHQgUwKLnSBJ+01IF9ts3WgKBWmr+dJ0grwRMBD5AwroR4DjgEcySJStOir9AMgVbkAxgqkxfFnAa8CqJz+0GJPKZajvNvQkyJQeQAEGqZ1tnE+yOXgWm02GFdmLSsVBlsFeh/wjoPABu7Q3bNzjTDNpJ+JJgiH2x36IcuA1xBnIRb0r3Aml4SKRptgbyvgAupmpl9wxSYa9zIJCRs7tSqZTcdhDjToFVP4oDEAW2l8FLQ+DGmZJ6DwehRW8YNAom30TSU6lckgLXDoQ1KGTvZbXOE7p0NamMyS21kSf8NeNA7ADqXXklK/7yF7CVg1hlnPR7HZ9VsRjbP/uMJnfdRcmnn1K+bJmsE43CunWUrV5d7ePHwmGmdu5McOtW6vXpQ/eHHqKwa9c0WxhIjfOvDp8pYBVmhKSY1NFKT/zKNuKsEbFvY5cFEKqAUqpS16Pb4MF0GzzYcb1AQQGnvPwy45s1I1aRzAiU0yxOyRnPKO4WFv4evWHOWpg1Q3jjex4Bd10C06cKjWQsBq3bw322HquZ74rDELaEMCtKYebbsOo2aNGp+ufQ7WLJNiz/VDKqBw0Cb9x4qdgEMdt3peW77VAxiKZSWq8NFAItEYcdqv/L5FO1IBzAlzgHCVJdMCTWuvqQwEB1M9K6SdpAJhstRqShhUEyGe59DvVbwMCR8P7D8ozqSU1nIvStmyom5c2CPruo72mPIwzcizknguk82Ou99HPljv8fwvzSvkRKETPYEeyNDkRd4EvDMHIRyd0HlFI7p8e+fiGsmZss6BKpgMePBJch6X3DgGEvQr1DYOtys6bXkyWiLKsXJ9Yb2sPckHz/+nF2Ig49Ay5+DXxZMG3aTl3egYqcI46gdMaMpOUxklsOdRyi7Icf2H7mmRhKJdBsqtJSaUZ1u5OcEifEwmGKli4FYP1HH7Hp668ZOGsW+R06pNmqMULNuo5Er1MbcHpmgKqjj/stdk0AwQFKKd558kn+c//9bPvjD5oecghXjR1L39NPT7tdoF49Wp1yCiunTCFqofH1ZGfT49ZbAShavJgyj4dIWMYQNxIb9gQCuOvXr/2L8XjgSIsy+pPvwtLF8MscaHaQsC9ZiQC2boCnLkt0HiphwMKva+ZAAGTVgY5Dk5c3HghLnoOIhZY4Vbm+AWx8G1rfXLNj1xi76hmyKAZXljClE6kzSKTM0tukStFg25+e0wox+yT0fvJIzyKVwV6B8jL46WOxTw49AfLqmJ+deiN88yZsXgXFQXPaCCMCc4XIJKb9SIj//AEYeDsc5CSgtq8ihGgpfYJk53VfoUaKMspKB9uw/F+BPCu1mA0+ALE3OhCNlFJBwzBcwPnAp4Zh9FRKVXIVGoZxBXAFQKNGjZhWlQFeXgQ97ndWl4bEe3D+SujxBJRtgrKtMul6syG4HRpVo8Y0XQ+bdZ28RjDjOwBKSkqqvob9CLV1veqeewjGmZKsSGV5aopXJ76YSmgjS5eeGEa87zPxt4+SHE/8+ttvyVm/HjuSrzeGpFtT5aCt9dZJJxj/uxyhh9zvUPsBBAvWrVrF6mXLaNOxI1NffJHXRo2ivEzuiLW//87o88/nvnffpdegQWn3c/z48Xz2pz+xcsoUXHFmpiMeeIDWp55K2Zo1TDvhBCJBU0AsCgQNg6aHHkq4ceMUe61lHNxBXk548lIIFjunR9xuqc/eUUTDULYBsuqLIdPoBKh/NPzxNUR1iWCKniAFZLXa8WPvcXRAxOHcmL0Q6ZjWsjCF4OohFJMNEAPnV6R0yprH0g6JHuUMhEChAJMjPFOutM/gx6lw/xBz3olG4JpnYeAI+T+nAP4xG+46ARZ9m7htBKlmzUdun2IgNxdO+hv0vRwK0wkU7mv4DngXU6Lbj6n+pOE0ptifP/1XK/PMATYhvUsZ1BSGqhZH9p6DYRhTgf8ppZ53+rxXr17qhx9+SL+Tog1wbyvJOCQdgMTsrtsLx90MJ8fFk0o3wz3NzUhdul5YcA426YiB9Ri3zYXGMrlPmzaNY489Nv017Eeozetd98gjrL3ZjFZGcO4p0z6clbTCCXl9+1LntNNY/+9/U7ZsGYbHg4pE8NapA+EwngYN2LByJaUOAnI5bdpw6u+/Jy13vt4pVK/pUfv4Vt73poihsevKEgzD+FEp1WuXHSD1cbNsAYQngHQBhMPefPPNKverlGLV0qWUbN+O4XKhYjExsxzGv0B2Ni07dqzW+apIhFgkgtvvrzQCgmvXUr5+fXKzvstFXtu2lAO5VQjW7VIoBUtny1/HALcHWnUjlR5DSUlJ6vMPboSStVTe21kNIDfe0xDaAqHNgAFuH0T+cNiBAXk9a3hBNUPa899pRJGeB41UFDnWzxuQ+lm2PvceSkpKyc3NwjScUqVydg7HHXfcHnn+a4qq5v+9em4t2QYXNYMKW0jLlwXPzoMmbcxl52RX9ilNO+MRjn3/JlmuEF8zB6hbD8atBc++x8bn/DspYB5SZrQ8vkz3/uh6rhCJc2QRNmOL9FFdH/LsdQIOQ8hIGu7UtWjs1fdeFaju/L83ZiDscJOonlVz5DeCviNh5gsQij+shkvqbZOa+MJQbJkAFk4xGUYq611SHMfrT6711bD2z9ZrXuk8ZLBzKDj1VFbceSdGvB49lc5OVX4fgCsnhybXXou7fn2Co0ahwmFUvAQlvH07dU8+mXYvvsj7TZyp33LbtHFcngxr9qEq6KiiNXu2Nr6Po9jfapuVUsH43xjwumEYfwJOBJ63rDMOGAdiQFRnkL781FP5csqUBKPewLmyPaewkA92otF5xnnnUfRWMsOHJzeXQ559luXNm+/ZiSVUDo8PlIysDlZrGC54Yl7a8qWUE+Mvb8Cnl0HEYhB5sqH7X+DohxLXVQrmDYFN75q/icsL3T+Gug77rkXs+on9K0SQzhqdSpcRKAUuSfO5iX3ZKMnAhpnvy/NmRzQCX7wOF9wNm9bBp2/IM5sOZUC3nvuk85Aa7yMZghLE0Leaq2GkbstaoucB6iDmorUsONVzZXU8vgdmxpd1AW4itTp8Bhp7lfVhGEZvwzAOs/x/MkLWO3Wnd37243D2k9CkCxQ0g0OHShOz/d7y5UCHkywL4itY5Y1TofPpOH6leh7RL8e64wx2BFlt2+LKyzMZklJAdxek1N/x+ah/4YXUGzaMlQ8+SKwsMSqkKirYMmUKRCK0PO883FmJg4s7O5vOd95ZzbP+rZrrAY5XFgW2I47Efo+dDiDM+uYbpk2enMyIhExNdrRo335nDkeDfv1wZyezn6holDo9d210vVrwBaB9XBxR+6cRQLnh6OE1733Q+O6+ROcB5P85T0PMRiNjGNDtbThiIbR9DDq9Asds3eXOw+5BPUzDpqqeJQMpofhyV59UBnsbyksTmdI0ImH44VP4dgqc1waeuQVCKjVnuX4/6PJde767FZuA2ZhN0jrTpl+6IdoOA9FQOhdRnu6Ks5lrLz3Rz2gEWEA8PpVBFdirHAhkPh9tGMZswzBmAn8BBimlaiCukAKGAUdeCrfOg/tWw8VvwpGXi8Og4c2GJt2gi0V4pdPJyZOf47dmQLPuMOju1Pe1G2FnOajvTl9OBgLD7eaQF17AlZ2NcrmIYGpPWjsMtAOhY/8hoNwwiPh8NLj8cnrMn88h//oXZb/8wrYffqhsR7T+lC6fj9D69fQaN47WF1+MKxDA5fOR1bQpR7z6Kg369avmWdckup2qoyOKySSzf2BXBRD+cc89KT+zf7v+rCwue+CBnTkcrUeMwFevHobXjI65s7JofOKJFHTaQeO8KigFP82EJ0fD+Kdhy6b061//EuTWBX/c0QnkQp2G0KI5THkE/lhe83MoTeHQxsIQKnb+LKcDtLwBmlwE7hzndfY5tCPRwEmXbdSGyzxgGiKItb6KbTLYLxABwnEHIor0MGxFwiXffg1/PQVKghCKyGdahRrM20On3PMKoe85u+vMdwPmIY0dOTiX6aV7PjYCxwLDgNuBISTXltv/V4jT70W+5BlIbVgG6bBXlTAppRYBzvyJuwJnPQmHDIBvn5PSpp4XwBF/lhpgjZy6ohfxn4uovGmtDnBlKV02tOkvzYPpAk6+HDh5VJoVMqgp6p5xBl2//Zblt97Kug8/rNTa0UUDWhAM5KfajozdLp8Pw+Mh+v33tKpXj00ffsicIUOIxZtfdYBHm4HFoRAzb7wRb2Eh7UaOpMdjjxEpKcFXt24lBWj1kE0VrdzVxH7HsFICPGoYRmNk9N5CLQQQfv/ll8r7wQoFtGnblvyyMrasX0+L9u25cuxYegzYOdZYb24ug374gfl3383q997DnZVFmysTpMlDAAAgAElEQVSuoMNNN+3UflMiFoNrL4BPJ4kwnM8PD9wCL7wH/ew6CHE0awfPL4EvXoO5n8Km3+Q1+SFpon7nbrjwcTjuiuqfR4OesGZa8vJAXfAfSFzrXqQk6XUkZAGmwBU40/cB/ILw2f+O9DkdTfrJJIN9FgtmweM3mJPU9vhyF2bPPCRKfmxBen9jJFa1ev1w2xv7kRjtViQLoNmSUhEQpMPPiCgrCE3rwcBjmCQDVkQw51JrZqIU+cIzSIX95Y7bMRgGdDsLRk6Fa7+Go64Cj8MN0+tCuOS9uEiSA3w50G4AtOwN7/w59fEKW8LfvofG1WvQzKD6yOnWjXpDhxKLG/K6MiNMIjGqCxkq/ECkooJgaSlb5szhy/79mT9ihJQu2UpdIsAfLhdblWL9p5+y6n//Y9qZZzJ/zBj89erV0HkAOITkR097onp20GwTqfbtAlrX8Lh7N5RSi5RSg5VSPZRSfZRSJyulFuzsftt37lxJ62uPCZ981llEYjGzVbWWJuFAw4b0eu45jnv1VVpmZ1N8xx3MbtqUtQ8/nHa7yKZNRByYvNJi8v/gs0kQLBVnojwo768aCqE0IpceL3zzOsydCssXQEkIiqOyTTgIr18P22pwLkc/JD0PCcfIhmPGJjZkb58D354MU+rBF91gzX9rdr37BBoj6tSXI1wAZyFOgf4eXJjWo36v78oIUp64Zjeebwa7DBXl8PnbMPElWLscNq2Hq4+XUqUQyQWaqfxLEHs6hplmjwIH94WCprvq7PcApmE2SkNqNsJU8W8XZtO1RhckmW3fl2F7WZclMzxmkIgD24GoCbqeDld9Ci16CYNIdl2o1xZaHw2DbocWHeHNYVLu5NTH5PbCtV9Co0zz9K5CzqGHVrmODuYUYZLARYBt8+cT2uRc9qG8XiI+HzGLMRYtLWX+6NEsfeopog6CYulRD+iO2dqtHYdSJDNRHj87naWwqmhqGsduOKvnZmDHTX//O77sbMowA3fK46Hr4Ycz+amn2LxuHbFolBULF3LnmWfy85e1U49e/M03/HrGGZQvXAhKEdm0iTX33kt4bXKpT2jpUpb16cNvzZvzW+vWLOnShfI5c6o+yLatMOpmKCtN/iwWgx+TdVIqMeE+YWMKmXSzKMz+Q8MFsz+o+hw0Gh8OQ76EVidCVkNo3AdOeRvaX2CuUzQPvj4KNn4I4S3y/+yLYemT1T/OPgMDaAK0RQyYSxCHwo/ZVOclUYVaI0KyEZTBPoeFs+CUJjD6Ehh7HZzXEW4fKs6DtYIBapZs2oRU6mwCvv4Czu0OFx0hzsk+j9XI86EDaPagrp0T3/peO+UbSISBBNz0s+eKv09XhPMGqWlZMoCMA1EztDkG/joL/lEBozfDnb9C34vg69Ew/VFY9D6Ey0wxUH0vu4EOx0Hd1nvy7Pd75PXoQXbr1ik/10NNCc79aEm0m3q73NwEwbDKbaJR5t10E1936UJoy5Yanm1TTOGnCMIo4YQAopx7BNAX6IWQEu3LXPm7F4f16cMrEyfSrmtXKgyDQP36XHfffQQXLqzUgNCoCAZ58c47icViBIuKiMV2XM9u9d13V5bDacTKyghv2JCwXIVCLD/6aIKzZhGrqCBWUUHFggUs79+f6LY01VuRCJzUF9asSr1OuuzYF+OdCR0020BV2zuhUS848yO4YgMM+xZan5T4+aI7IWor34uWwaK7IJYmW1K57lYonwPRnSPm2zUoQtp1xiNN0U7PdAOkSrcQKVfyY0Y87YZSZnre5xAJm/NIJAI3niJ0rWXF0jQdKocFM+WvvcmuRsfB5NeIIPGnud/DVSemnMf2HVgzcy6EJ68+pvHvQeZOaz2Bdga0weU0lqxGDLMC5PnLIv0zVoJkEfUYvBURgd3lGqf7DDIj1M6gbDNMuh4iQedGa31v5+TAESP3wAkeeMju2jXlZ9ZmaqfPIpBkMLlycsjq1QvD7awmqyoqCK5Ywa9pGnXTw5qqdTqrUiTb0BgZRF3AT0iT1yoyg1n1cPSAAXwxdy5rolEW/PEHF158MdEUiuObf/qJ2xo04Lb69bmtQQO+fOopdkQvJ7hoUcrPQpYypeJJk4gUFxONxSr7JKNAtKyMba+9lvoAUyfB2tUQdmBoAamJPiwNYUMqYU0NFYMe6VW5a4wtM3EWkItCeRpWseB8+LUDLK4LS3vCL3VhzRV7kbG0BhiFOBA/AhOB+zGL263oBJwMtEAMmQDiTCQIEgHVpYXOYI9jzjcwvDv080P/bLjgUBh5PBQXJ9/u0Qh43Gb6204Pb13fiQ3EOuRr4aNSxN79dREs/LEWL2xPQCtHezHV1AOI890EcSjqIr2EOiPvRoytgvg2zR32qwXorJHdbNKXCRchvRO3IBnEa4A/Ic94BgemA6EULPsEPv4LTBwBP/wTineAEvO3T1L3RVhRpxV0OrPq9TLYaZSvTK3O7EThanUqtgHlgQCunBzc+fm4/H6ajhhBp7FjK9WGrdBDnAqHWT9hwg6cra5bTecEWFOsCzBFdVYh6pzTyTC2VB+6X6Wgfn3cnuT0dR2gbnk5ZVu2EA2HKduyhQ9uuYUZL7xQ42Nlde6c8jOfRUskvHIl0ZJkQtlYOEzJJ5+kPsCCOVBaYkYhrSURbg/c+yS8NAaOyoXDXNA3Gx64CoLxDMCRQ6S00g63IVSvI56FgkbVudTqQcUgnIKBLFoKIYuxrRSsfwZmHwzfe+H3rhD+JV75EwMjCkXPw+qzLNuEILoSorMgdDlUnAjhx0GlYICqVbyOFKjrQFIIsejeT7F+c+A04ALEmdA899oYag/U4nefQc2xbjk8NBLObQdntoYzDoJrT4Ifvkhcb9lCuH4Q/D5X7ttQOSyZA3O+gpJys2/BCrdHepB0xMAwwOUGf44ZxLJOTvpVTmKrjC1uSUkY3tzXKUi1Mo+1dBfL+2ziynnIiK3VfHIx1d8Dlm2KkKDbtvi22ZhOigtx4jWsfP26xHg2MB/JelQgmYj7kYzGgY0Dz4FQMXhvCLxzBvz4NMx/BT65Dp5pDZ/e6BzRCpXCR1fDI7nwkA/eOhm2LpWGa6cSPLtmUNFSqHCKRGVQ26h7gjPrjEKGj20k/jRWZjyQQE7okEPo/OKLHPX773R8+mnqdO3K4c8+m8DtbyBxjsq2K++OMCJ1QwayVLlsHYWMAiuBhSTmT6JIIey6HTj2gQ2P18v5//d/BGx6DY0Bw1a2FCor48N7763xMZrfey8u2/5d2dl4GzXCFTAnOE/T1A2QpdOnpz5A6zaQE1dUDiHGRTj+8njg7xfDv+6RhmqUMDS9/RyMOAKiUbhgNDRsLRSuIAq4/iwYcgs8/Bv0u7jG15wWf3xu1n47YXo/KF0m71fcDCtvhopl4I2Yc72957HkfVjmh40tYUshbGsH2w6H4IsQ/Rgid0BFd1A7LgxYNSpw1mSJIU5/VWiMcNYfDvQETgV61NrZHfBYuwTGDIfzm8M1vWH6u1Vvs/JXGN4V3nsBlv4Ga1ZIA/TMqfDXU2Hiy+a6rz7sLPSm6QCjSDWbNv4VUG7AgKFQrzE0aQ1X3w/jv4dR/4F3lsLo/0HEI7dWGHm+7Q5D2HIMKyb9dy/KzO0IOpGo+2CH7gXMSvP5SmAz8ArwNPBe/DOrIJfuPdJ9SHUQZ6IOMrtDsoirRhiYVINr2j9x4DkQv0+CZVMTGwdBuMp//hcscogkv3USzH0JwqWy3rKpMP5wiBZDRTy6pUvzXJb3XuJOhR82ZDr6dwcOuvFGPPmJ2sLWvlD9Py6Xox0TCwYpXrKEkMdDoLmZBm0zYgRDNmygabdu5LtcFGLmBgy/n+Z/TsO+lRI66ljZ2ktinqQpkpJ9H8k2OGUqosA3CG2dth7XIIPnvjyJ7HpcdMcd/HnUKAobNADDoHnbtilb6orW1dxJy+vbl3YffPD/7J13lBRV2sZ/VZ17AkNGBEmLigiKgAqigAFFRV1FQVkzrn4YUUR3XRXTGsAc1oyiKKgsYkJFJQkiIEiQIJIkM6RhprunY31/3L5dt6ure2ZgYEnPOX26u8KtW+neNz4vvjZtwOHAWb8+jR59FJdFYQivWJG1jfi2bSRKshgfel0iwiMlc5RkZ4kBiXLQk8+LdY5dtRSmjYeCWvDcQhjwBlxwF1z7DLy1Efo8DrXsQgCqiPLtUK7kBhUnLbfZqjnGS2FiC5jaEja9CImkp0QqDtmgR0Bfg5DSkoQGMSOZ/xgEYz3Ent29c8mJXB2sLFO6C2iGqCGRXx2dOgSAaBj6t4YfRkLxOlgyG+6/GG5oB6sW2e8TCcNN3WFHGUQSZtiQfGbLg/DvG+GMJnBWUxj/gSAsSDsumd6BOKaTKhiGxUvhssHw8g9wzT/g6BOg6wXQsCmceQm4Dkvn1VBrioaU5aHkR/Zv5w6I7s/Jv0cBh1NxAUYNe8YaiQ8Rir3Mh3CQLqBJa6+BmQ8h23UiPBXZCFISHDLcHYwKxOJRwqNgh2gQZlvYQDbMhk1zIa48SEZCbPvl9WYOnH2IvFgeD0NhNUzIh1AhPIcdxokzZ1Kja1dwOIgjxlnrMKC7XDTp18/WcxArK2PRsGF8etxxjG3ThgVDhxIrL8eVn0+7995D07TUnJIAyqNR9KN3hV1rEcKDICFnCBkcWxehHETJHeaUQFS3/i/wNjAeGAOMRlQgOgQ7aJrGZXfeyaebNzMxHuf933+nzl/+YrtttuUVocYZZ9B2/nxOisVov3Ejhw0cmLGNnp9dYNSArdnqR/h88PVP0Lmr8DjIea+ATC+oingUfpkkfrvc0KUvXDMMzvo7xCPCS7A7KFkBH3eGtxvA24fB6A6wbTF4GlS8b8KA8j8ql1Atkc0QmXLshSFeCavzLsOFsJpaJwEX0GkPHvcQKsTa34USAelFjJf9Cjd1hKU2sey3nw+bbDxKqtIbjcDGP2HlagjaeNWsyoO6PIB4zhf9AkP/AWcfA+/YsJAV1RaybxihIJQgJjODzDJCCUwrmQFs35qlA/sDdERYXwcqFlFzGckCmPOmNTFb/nZiP7fKwTRbZIGGYFI8uHHwKRBOb+711lCjLYuwnZ3UxOlcRiYNOPxEqNW8Cp08hF3F7y+/zFft2rFm7ly2O53sxJ6ITXe58NSti8Nr8zxoGpt//pnt8+ezY+FC5j74IN+ccQZGIsGS999no66zFTGeFwObEwmm3XILiVi2WcMOBmZ4g9UkK3/PrUJ7YYTXIY7p794OfMkhT0TFkLkRFw0dissSduTy+fjr0KF77NgFZ5+dVdb3AKUjR2bfuUkzGPcDrNoJxzQxc3Eryq3/5Hl451Hz/5R34Jb6cFsjuKkmjLqn4iRrO8TDMKYzbP5ZKAGJCBTPgTFdwPsXiFbA6qSWQ5BQi7lYodZ9ygWtZiU22hWUAV9jxl27kx8Xot7L2XvouIdQIZbPg5hFEVWp/suD8PytsHWzSYM8fwbM/K5y7ctSPVKYtxvCcyEBlIdFnsRDd8K3lnyZ/gPBZ6nO7nBmf7dluFQE2Ly/07lqiHC+TuQumJpL+HKRzsykeiCksm+XZ6HCjQhpqkG6t8PBoXf7YFQg2l4HTp/9OocXjr40fVnto7EdDXRX9knNir7/rUoPD2EXsXnKFOYOHkw8FCK6cyeJcDhrtIQRj9Ps6qszXc8gOPsVZSAeClE8YwbjjzySZcOHk4hGKUeIDnJ6SkSj7FiypAq9TZCeXZfNhFqZh8zAnjLSQCSQVZVi9sBDLBbjizFjuKt/f574179YnSVs6LiLLuL6jz/m8OOOw52Xx+HHH8/1n3xCmwuqmY1IgadlS3xnnZWa6kAMzF6S05sNhXAGfD7o2lN4IkDceqk5274AMXjvcZjyKfwyDt69GUq3QCwM4QBMeAk++kfVT2bFp8I7a6jvlQH6dvjhfNEnOx5lCSkPxCA1PakVIa0vtIvsAlUqhDoPnLdV+VQqxmpgEPAJgtxAhg1eiKB//D8OwGrx+w+WzhLfkqlIDunyuYgAU3+C0xtB59ow8FJ4Z1jFwr9MbJbPXQKRXCeLu8lwp1ztGIjhP5JsKxKHv18KQ+40t7nkSrji76LSNB6RNxF3CyVCtiHzeqW3TYY8nXsWrMweGrn/oDXwt+Rvuwuah334h1QSpDJvVzDOiVAOsikhUYQJx5c8Tm1EjoQLwaCWl2W/gweVCtDUNM2FeDSzjYZjDcO4uNp6tSfRqAucPBim/1u48iUcHhFm1PGO9O0P6wh121jCmDRw+aG8EonRDsBTUOFmh7D7WPL888QtvP6yFI38BkDXqdu1K3lNmuCMRjO8zU5MYhsPQpDTEwlCy5cTy8KLn4jFcBcV2a6zRyB5BDm4WXttkF5Mx3pG6n/ZU6kYRzEVCp30DJCDD+FwmN7du7N4wQICZWW4XC5ef/ZZXh01ih69emVs3/rcc2l97rl7tY/NPvuMlT6fvR3MMDAMI3vF80QCxo+D31dCuZ4UMGJCsNAd4FaUUEkdJi2wo56BmqUQscRERIIw4WXo/Sg4c8UZW1C6GuKKMqsjQoldyWdavowhFA0pCWkgRK5vAon1QtmJaWIHrxec28EZN7ePYJKuqJfI7RMHc9wK+iWVP4c0RIEZCAnxBERstsRrpCvuYcTIsQ44dRePdwjVhhr1YHWJiBKVz50HITPGMBl2E0k5YOJn4PPbNKRAZUZSh2K1PZLLvdgM1w6xs0yIVmlZ41F4+yW4sC+0O1GwMd39KIwbB+vXQNyAQFAQIKBBqYW+WYnOMbZtxWjXmsRjw3AMGJB97Ngv4ELctJ2kG9RknkJjxDsXU5a7MS+89SaA+UC0A/oDTyDe5dTNSP62Y4DyJLfdxMHOlFZZD4QbuA640vKZk1z/efV3bQ+iyxC4cRmc+hA06wHNe8IZz8B1v4LXUt1X06Dvt9D6byL8SdOhyelw9UzTk5Hr3azfVlSuPoQ9jvDmzbbLMxj0NI3DunWj+IcfcHq9eDADD2Q5Ghcm4ZvKGp1nGJlDkdNJ3fbtyVeSritGrqR6ObgFMYNgw2QmWcssjBBiwJPWFdl7uU3dKvTrwMMHb77Jb/PmEUhSpUajUULBILdeeSWRSIRQIEA4ZOfB2X3s/PVX5l58MVOaN2dOr17smDnTdjvd68VR0z7MRi8qyhQADAPGfATdO8PhRXD1ZfDDNxCKQFgDX20466/w7lQYPQ9q+M16S+qov30zbM1CfWwkIJCjkJ0d6rYXnlxQlAfSDX/y8Q67Ib+lWXhTHSY1oEZv6LgD2m+CEyPQvhSO2Qz1HgSX0zwPGf8tSoyD81TIew68o8G7CtyP2xTESyACEHMp18sRRd/+CTwJ9E5+S043a7VbEELMjFxX6BD2Fn74xvQGyEkgjJBDM1mTRV5DoAziDvv6C9KqpCYzx5NthUkX5iVzR0IXioyrEEqcsM2AnZoZ/mSdnCJReHiw+f+j96B4Y3pStGFAmUV5ADOEKamna5FyEoPvJj54MPs/TkYMJgUIy7/8ljGM3uT/PMzE1MogighPGpw8Rg3MC5kN0rA3uqonccChUgqEYRgBwzDeVz8IDsoTgEGGYQzfo72sTpStg3WTBf95lweg7zfQ5ytoPwDcNi4pwxAJgI06Qu9xMDgCV3wHtY+ElhVYKZ1AYXaKxkOoXhx+wQU4fFnC05KIA8XxOHOGDUslUFtTq+S4bB2GtOQyP6DpOu4aNXDm5VHr2GM565NPUttFd+xgxYsvMve661jx4osYtgXLtpM5A0io5N/SJx1ECC1lmJyAMpBKeiHUnko16CRyM1Uc+Bj74YeEgtasQ4jHYlzZrh3nFxVxbmEhg3v2ZOsusC1lw/bp0/n5lFPY/OmnhFaupPjLL5nVvTvxUvvE9hp3341myb/Q/H5q3HVX5sb33wM3Xgszf4KdpRCKmQmW0SiUhWDAA3BCJ2jaSnDOW+dUpxs6nQdNjrc/AbcfCmpX7aQbnQ61WgslItdjpyHyI9o+DXkFpMVvATjyoLAD6F5w1TYVAE2DwpvIcJ4nEAoJZ4JzGcTvgvDVEH3PhtJyByIBsgOC8WUwmTQLBnAH4j0NIt65CMJW9gPZWTPI7Nsh7H0YBowdLm5jWfIjWYu2kV1vjMWgNC5ue0opRdx6act56F1o2UbInkFlvVXpSCAUht82w4qdUBoTrE5xw6webYfZP0E4+TxOmgBy7JLHkYqM7Xlb/gdDJF56CSMbk9t+g8ZAPdLpLlXYDTZyHs2mTGiIG12K8HD0BXqQ+91WJYSFZGazq4ghSE2GAlOofMz7/oMq50BoAi8igj9vNgzj6erv1h5APALfXA7vtYAvLxTf3/ZLD2OyIhqCj06HUafBhAEwpic8XwhjL4Oln8LqL03LmsoA5sZkBimzs1Idwp5Ay5tuwtewYYYSIcXrGKaYsGPrVjYusqfx053OnNwLBUCH/v05c/RoLpo+nd5z5+JvIBhmAitW8F3Lliy6917+HD6cRffeS+nChQRWrrS0VCfZmpyh1N6CmJ3UB0t6G9TA11xsORoiAe0QU4Q3i1IZCgT4c9Ei4rEY8ViMX777jltPPTVrheqqYunAgSSCQVOANQwSwSChLMUOi+65h8KbbkLzetEKCtC8XgpvvJGif/4zfcPfFsILz5mChQqZlBONwuRkETqnCwa9DB6/KYi7PVCjFvxtMFz2uFAWVLj9YrmeazK1gabBRT/A8XeZzFDZ4PBC7Z7gOQw09Y1zgqsu1MtSfNNRF/JvAE3tsy7acE8CNiLeq+0QHQJRdYr6EVGEsRjTs/cRQolQsUzsn4EQIuehAGhK5gm6gdPs+30IFULTtK6aps3RNG2+pmmzNU07eZcb2xEyh1PpRpYypcxXsIPkoChDKBvbEWFQWxBpLrfeBOdcBwnLLBEgvW7DdiBomNEwKnVfrpCiWBSefUooM42aiPcohKnU5ICBiHBKJBQOBI8HY9my3DvuFzieTOFe3lAX6SY/HcEoIUOB7eBAhD69jkmTHiZ7XoWEFzMmQTUGBRFMiPcgcqD+AN4ARgH3ATeSe87e/1AlBULTNB1xtQcA/Q3DeCW53KNp2huapq3QNK1M07RlmqbdkbOxvY2f74eV40QeQ6QE4uWwfCzMHCLWBzbC1/3glUJ4tRZMvgOm3Q9rJoMRBkdC8KrHgrDsYxjXB2LlZqK/jllxXRqgnEDjU/b+uR6kcBUU0GXMGAratEFzu1ORDdIAVYpSy8cwWPD88zS75RYSTicJlwvN50N3uyvMf8PhoOWdd9L47LOp3bZt2qr5N99MZNu2VC5GPBjEiMVYcOutlkaORTw00pwkZ5gYZly1GvdR0atqHfB0BAvMIVx100348zK9iw5NS7NbxWMxdmzezKxvvmHRt98y8cUXWfL99yTsEu0rgZ1z7Vm0EuXltl4pTdep/fTTNNm8mYbffUfdG25A+/BDtjdsSFn//kRvv51E3ToYx7UVFWcjmBFrLsQtl5ZJtwsKlXDMHv3ghe+hW2845iS4YjC8txBq1YcWJ8I/foBW3cFfExq1gZtGwOl/36XzxuWHTo9Ci8tBs4SDSBjAX24C3Qkdp0ODPqD7QHNDzdOgw4+g53Bh1HweioaB8y+g1wZ/byiqBw6rhBWA6L+VpO7nbDpTjig0pVppw2R/5+QxbkIkVXoxBZiWCArKQ6gqNE0rQkhgNxuG0RZhpBynaVoFiQk2+HOlCB+C9GFUPgbyPbHabmT0ivp6RizrAyH450ARbmRFFKFIWMP11WMnEHVKsrIpGTD0ceh3KVx7E0R1MSXYpcpZu29AeUg4MCQBlVFailHDEpq9X6I2wijmJT1+Ud4HF0JpqIkoytgIMxdCJkxJo5zUKOXNnowIT5yFeI/rYuYUqlCFPT3ZJxA3/WbgHURk/3TlWDpCuZgL3E3FFHn7Dyrta9U0zYG4On2BvxmG8aGlnY0I/88KRHjTN5qmbTAMY98IFFvwqqBeVREPwYJXoMN9MKqjUCKMmLl9JAbO5FsqrRdyko4m307JDgbpL7R82Y84lEy3t1CydClfnXYasUCARDyeFsloDUUCiG7cyG/PPIMWi6E5nRjxOPXPOIPN33wDmLfTOm4f++yzFBx1VMbxDcOgeMIEW2Yn2aaJfMQAVUZ6PWy1YpG1xxIqVY0zub2VYq4ZZmbpwY3zLr6YaRMn8uFbb+FwONB1nXg0Sv3y8owrG4tGefu668gLBolHIjhcLuo0b87AyZPxVylJHly1axPZmEmnqDkcZvE36/FXrCA4ejTRF16AbdsgIsaZ+FtvmYUL5cYO0kN/0mo/aNCrt/iZSMCsifDlCFi+BPwFUL8Z5Cvn85eT4J8/VOn8KkSbe+HPMcLoouq3mgaH9YATnhL/3bWFt2Hrp4ALArNh9vHQdhzU6GzftqZBwf+Jj0Qgm5xZipDA8hDMSXZwIrwSUtA6Gnv3iReTvrEuMAyYjzBVNwOaI0zFYUSC5cFHdLgbOBtYahjGTwCGYUzSNG0DcAZKnqWmaX8H/g5Qv359Jk2alNlS2U64exhldRsyadCw9HxaFapyIddbifGsqWfW/a3IZYGyy+W1O34C0DX4fRk8NCw1DqBB2eGNmPTvYbbNJ5TjpnV/4kQc69Zl6dT/HmVlZfb30RY1MGPTYtjPc2sRF7EB6RfYbn5FWWbVKNUIAevNqwlMRYwtxUAX1AeorKwWkyZdrRxXHvtNREhW7nDr/QFVYWH6ALgA6GMYRhovqWEYAeB+ZdGvmqZ9CZzCvpBpYhgQtcuaAqKl8PsoCG83lQdILxynWb6dCKVXndFlor8qO7rywXVIiNtbmP2PfxAtLUUzjDRjrAp1CIgDJeXlou5WLIYBbJo4ERKJlG1C2g8A3LVr02HUKOqdeabt8TVNQ3O5bK3LuttqTZUDoF0P1ThLKwzgUsQAWYqICy0C5iGSOt2IuO6jETr9fMQA1xw4AvGA1uBgEmw0TePxl+hxSy4AACAASURBVF7ixoED+WnyZGrVqUO0uJiX7riD8rL0e5CIxYht2UIoeQ+1cJiNS5Yw5q67uPKtt6p03KaDBrH8gQfSmMF0vx93vXq2rChlr71GycCB6JEIrng87VktwEZWiWAWMwfT4JVXAO/8F2rWgk3roH832LSCNGrV3+fB9PHwxEdVOqcqoegY6PE9/HwrbP0FXHnQ8Ew47mGo2cbcLrQKFl0pDDpyvnYAv/aELutFPkRloB0NibmZhhytDiapwAlZdjYQFksJF/AwIoFaBkD6EO/RX5XtnEqb2xDxzpswY1mvBFpVrv+H0ByRua5ieXJ5CoZhvI6IhKBDhw5Gt27dMlta9ycM7MOk2x6l29OD0g3WBpkRoJJgR81NcCGex1LSo0mx7GeVoqwJ1SpkCH/c8l+eWxA0dUg6pwfGnF/RNm9OGdInPTmMLvcMEn/1ZFBrXHysiCRP0+H3U/TLLzh2qeDpnsekSZOwvY85EQZ+QrxvUkB3kO7Nh3SlwUB4C6yeSqksQPrN20F6fpScm2skf6/DLPwq86QCyXPqQ7duUvxV5/syxMP1Ivt7uGOFCoSmaR7gY+As4GLDML6sxD5OhDr21G73sDqgaVC/A2yyYUCpfyJsmg1Rm+rUdgOGhNUcKIs3qUWcjBg0PuSB2FvYMGkSccNIGWVzhiEpCGOKF5quo3m9GEnu/ZQxyOPh9EWL8Narl7Otwy+/nLUjR2JIixGAptHoiissW2bLgpMzlTobqIG8pyHESatQ0lX5nQC+A5ZgarZbEa5VZ7KdLqQLTAc+mrZoQdMWLQAIh0K8/+ijFIfDxJMMJ26vF0c4jG4YaVc/Hokwe9SoqisQAwcS2byZP198UXgdwmGK2rZlh9+PkfR6pY6xcSMld9wBNl6RnJUEwqSP4m4XvPYhdE0quff2hfUrQEukj2XlAZj2JSz+BVq1r9J5VQl1T4bzZ+XeZsMIkbNhndMT5bDlc6jfN/u+8c1QOhTCXwuvjsvy5ms6+IYoMed3Ad+SPkL4EDHLVmNPV0T88jhEAHxnoDv2dySBEAi2Ke1GENbGe8nNhJZASKkyea66oJrCrabufRLSbqMixq5YOw4/As6+SNx3SWZnYDJ8WqOPpFyp3toEZlSbHdu27F0g2etkLUEjmbdrm+agpr1Jg6NM0A7aRCl9+x3x/HzhXDQgFBc52CVKDVu/DlGbqJgEZoqvBsRXrdpnFYhdgwfohim4lyFynNT5Un5LIV9qinYKhIR6F4oQ774MgyLZ1mZMgU8+nnmk50TY9TeCGXnwMGKe3n9RmRdzBNALMZLW1DTtb5ZPoc0+LyBevRHV2Nfdw2kvgzMPtORsqzmFh+C0l6DWMeC0cX/nSnRSk6eloqHymAOc9jh491QF1AMfsUiExZ99xqw33mDz4sVZt4uGQnx2+eVs2LEjrUZVtofbqlhYZ6zGl12Gw+8HXUdzudC9Xo5/4YUKlQeANs8+S2GbNjjy8nD4/Tjy83H4fLR+2so1IJOks0FKhTJO5SiE56Ey1syJwGLMM83DvBoylXwS6THfBxc8Ph+vzpxJjyuvJK+wkPyiIs697joa2tD0GkBUVQgrCU3XOerJJ+k8bx55BQV4PB4CM2dSvnIls445hujWralty7/4Ak3Xsxo5Kw2HE1ocKbyuP34NC34Wnge7RuIxmDO5yueVFZvnwRdXw/unwOR/QqCSBBKRDVBuo1CHI7AzB91xvBg2t4XACxBbCNr8TMYlwyHWpXAkIjfoDEQIwlHA08AtWQ7SOLluCCJCN5s6txz7CnkJYFr2c2A1MAZRzfpThEBRHXVbZGy3NIGolc/2WaxFuElVHJFcXnU8O0JQr8t6nZJ/Itflldtp2DuIVcQQ8mKqGBywE7Rkop3CnSB+SwrZnZARSaOytCb/RoFEIkFs505INh+0PF4xoDRhn2Ik9ZowUBYMEo1lM1rt7/AhPAJqHQcwhTRVUIP0StQSucyNNUiPDw1gPiTy41R+20H2AeXY67EvALv/IKcHQhN+9p7Jv9ckPyoSCHOous/TCPPm6YZhVH3W3VOo3wH6zoW5w6D4V6jbDtoNgqK/QI3m8PODyRyJ5IOku8BdBJGdkFBcWKpRJ5uHwgE0aJ9ZlO4QKo3iJUt4s2tXYqEQiXgcwzBoc+ml/HX4cHRL/Pg3N97Isk8/xTCMNLHciel8VO2N1ojGVGuaRl6TJpz47rtsv/121n/6KbrXS+M+fchPWq4rgqtGDbrOmsW26dMpW7yY/FatWBCN4iq06tk+hEXCbjY7AiHobEUMXk3JzQqhYjugsvyoyWMqEsBSRLLZgY9pU6bwz4EDWTR/PrXr1OH2e+6hT9++/DlnDq54HIemMenNN6mraZlCKODNkv+w7bff+HP8eAqaNqXZX/+K7si8TysHDSJSXCxYVQASCcpXrWL5XXdx9DvviGW6jpZUUtTnVKMCVVONjHN7oOPJ4HXBeUfB5nWC0cWuHiGAyy2SqKsDf3whiCXi5UJh2fgLzHsDrpkDhY1z76vVyr4ukCNuu+xpSGwnleWalgMiEYXIe+B/UVnmBd7P3acqY2eW5XGyV4LfigjBUE0YmxHK/Tm70ZdsQfiyMNY+64kYBzyjaVobwzAWaJp2IiIWc8IutbZuLYTLK++KBlOwl0xNYHoKrMNoNtkvKbXHNMERYCTAiIp0ypRNMgRGHhmTUdymWQ0ziM4Odnc7hPA+qE/Whj59qHnffdS2srodMMgxjqQEeKlgXIxQ2GPK8mxJLmpBuVyKuAMxr9sxLakhUhIu9neK9ZweCEOg0DAMLcvHYRhGKsBX07TnEGaaMwzD2LKnO19lFLWE7q/BZT9D91eF8gDgKYLLfoKGXUBzCOWh6XnQbz60vFTQDaa8F5o9na9VGT3rtb11VgccDMPg/QsuIFBcTLi0lGgwSCwUYuGYMcx7P33iD5eUsHjkSBJK6EeQ9JQldYC1S5XyIGJEvYcdRpdx4wCI6joLJk9m/EMP8W6nTkx/5BESlaT31DSN2qecQpP+/al9SjYWrhmYtSCsImMnoAnQOrnNWOAbRKKWRBRYhEjiWow5vRRjPoiyjrYdsuVgHHiYM2sWl/bsyfw5c4jFYmzauJFH77uPC9u0Ye6vv7IxEGB9SQnBSISdhpEqyyc/BlB42GFpbSbicT7t1o0Pjj2WH+++m/GXXsrr+fkUW5iXjESCbV99ZSoPcnk0yub33ye6RQyT3l69IBZLPcOySK38SLr5NEijmq6D2w3nXgjvjYX/Ox/WLIdQMD0p1IpYBMb+Gx75Kyy1L3BXIZZ/Da8cBaN6ierVjkSSoCQM4a3w44MVt+E/MsfKHIpz+deYFDm5YK3xsCfQFPuJwY2Qge2w2GYfAxF3vTvewVyehqpI03sXhmGUINysb2uaNhNBmXWuYRhVrGaYxG/zhcQu6fgCCMlavlwZHUB4FOTll+V2VFYmdajONR0YgiE+GoJYGOIJZT5yuQSRQe2mGDEnRrmgXDWw10nkGJDrcFLBCCJU2ZDN9kYwyLYhQ4iuWpWjpf0ZCSonkGsI9qQrMenUcxnoImRWibJrU8NiT7dAPnhRxLx8eQXH3fdRbZmUmqa9AJyJ8DwUV7T9PoeaR8KlU2BAQHx6jYX8BnDOe3DVYjhnJHQZCnp+5r5qkrX8RHPFwh1CLmxZupSd69ZlWIKjgQAzX301bdmMJ5/ESLIeyUsvrS+qyGZnpdGAPLeb2h07csqYMfRavZqCli3Z/scffHjqqaydMoVEJEKouJiZTzzBhBtvrKYzXIPIR5D2piimyUv2PISIAJyO8CgsAj4EfkfMcu8iqOfmIiyWIxAzpA8xKPnJrM6lwgEcHEUOH3/wwYxCckYwSHjLlpRhsRZC7g0nv9VnJQEceVp6stvshx5i7eT08J9YeTn/PTUz58nIQgNrxOPMbdWKRDSKo25dNEuivST4jeoa/poFKftFar7zuWHiLPh9E6zcDsNHQ/E6WL/KZAKTGlCa0KSBQ4OCOKxdBDPGwb3dYcZntv3MitVT4OOLYdvvoj+yynWqjwYsG1NxO94cuTiuHCGgjsMzl9kaEffGc14b4c1T76ETEUPdIcs+Nnl3gLiI+3dow67CMIyJhmF0NAzjRMMwOktGpl1CsxaCligARJO1EWJglGHmRIA5OYTFcpVrILVcyn3JbXLppAa2RHxEjWQduRPaw7jP0P5YgXHznSR0H/F47pJkkDsk1/qx81ZEgZJolDnNmjGnYUM2vvwyho23dd9EEOGdy1aAdT0wE5O21QrVkiLpXusA1yLeW0nLakUcMaf6EHNqLkIHWbRODYeXxw0pv+PAeYh8rP0b1aJAaJrWBLgVEVy6MlkLokzTtPG70Fb1FZLZFTg9okq1isKm0OJCOG5AMldCeUClZ0zmpkqFcvzle6GzAhvWr2fqxImsW7Nmrx1zTyIWDqMlw5TkYCjH7bJt6eEAC95+O224cCCGEJmblm14zKtbl3pdumAceyzrQyEWT5hAMGkNnjV0KLHy9NCiWDDIopEjCWzevLunBywgnbY1gpkIpiNCG2aTrgbJKzEB+B5T8QCTfHwycDiZoQpW9UlHDHKVC8va37FoQWYcfR3Mwa8Q8zWW9iM51MurNun119m+VoRix6NRfho2jJ2YsoXcLhoIsOY7MzFO03WRT2MDDYht2cLqu+8GwHvJJaJolAqHA/dZPdC++gZq14KahVCrEPL98Pa70L4D1K4D8hhlJaCGUcnHJo7wtF79T+jaTWhMetJGaRgQDsJL18B9x8HNdeCxzvBWPxh9C/wx1Tasi8n3m9TYdvO2BhgB+31VhFaRXkhOQXir/XKAgkFgLRFgqy/vrVyfPsBliBDE+gh72l1kt4o2wH4KTiDyM3YVuUKU9tnwperHMaLWjiwPphaTjksinqgILwrvhPKgWBROrkqNvJomCBodTmjdGhLurI4vORYksjzyht8Pl18B3bqBpmH06EG5z0dY13MSjEax9yvJdYHkR6ZjSF1Hkk1FEWYn6ZWIbtjA6ttvZ/Wdd4p2drHWzZ5BEMEguA6hNMxHGND+ROQazSE99DeBmFMNkjR0lvak/0ayNHUm/b3rkFyuFtSRH2uug8umfUj3ThQhDAoyHEVHeBzqAc8jogb+TQX0GPsFqkWBMAxjdTKkyWsYRr7y6Vnx3iaqtZDM7iIRg0hp+uTncMPlU6FOkoLQwFQa1GfMAQQz+d+rC6FQiM/GjuXD997j2ssuo32LFlz117/S8cgjuaZ3b8LhveGy33Oof+yxuPx+1SiUssZuXLGC6YoXIrxDeLftUpnkK23neQgWF/P7jz+yYc4ctixcyJwXX2R427aUbdjAxlmzMGwSzjxOJ2u+/LIaBtuKsviKEAOlndM6gRhI7dLmVmIWubGuk9sXIIrYnW+z3YGJo1plJp5LkU59ZkBcPVXYiJDk74hGeb9/fwzDYPQFF1AaCuHBlJtVsWzmkCFpx0rEYqmQuhRBG+b0tHmE4JooePZZ9IYN0fKTXs68PPQ6dSh89VU4uROs2QifjIX3R8G6zXBZX1i8EG7sB6cdB7deB+58e/OnywvX3gu3PAZr5WSrwAvo22HtfCG0r/0JZn8Ak1+BF8+B0Tdntrl1ifk7m1xqxKF0VZaVSfiagO7JXK55oCCz3koKnu5Q+DRo+eKTFXvrOdcQ1sxBiMqz55KbVeloxBOkTsNOBFGCzfWoUj+yUQAdRApEEnaGpCiQiIBRDpGAeEytkGFBmmEQb9UWtgZh9kKYPQcKC8FrFh1Vw4wiQKJBA7RGjdINAg4HFBTguPpqABKrVxO68EKMbdtS1OHZEEQoADKU0QASLhfRggJiSYOBAaBphDQtdc6yT7b5E/E4G597jvGFhXzmcPB1w4asfvvtHL3YG9iOyBlK0lKxDjMLTDWILcD00lnJC5yI3EE/ZtE5L0Ko746FFRgxb0rBzYkZ+puNCF4Wj5T5hZI9TfbPB7yF8PBfhKh+8AgiFPkUzFoz+z/2NTL4jEIygCwkUz0o3wrzn4QfesOvj0LIYlGOR+CnO+DdGvBeLRjdHP5UmGtrtoRr5kHbq03lEjIl1T00Tv84ZQrNGzTgxquv5rbrr+ezjz8mXF7OzpISwuXlTPjqK4YMHrxnDr6XoDscXDpyJJrHk2F1iUejfDpwIIFt2zAMg5pHH51B2qbC7rbItCgViWiU8I4dzHjiCeq2bStoN5NwI+yJhWVlzLv1Vj494gi2zqqAmjIrpB0o26tXHzHQZRMg1IQuK+RyOwuJvAq9gHbs78lbVcE9Q4bg86ULcrGkh0u9kjJhWYWBKYAs/e47Vk+ZwuoffkDD3uhuABumTSOeVOKNeJxwNJqhkEQwp6d4ibCQO+rXp+7SpRS++ir+u++m8MUXqbN8Oc6mTcWGLhd0Px3O6Ql5efDTVOhxEvx3lIj3Hj0CzukMVw8Gr98sVuf1Q8MmcPkA8b+wTuZFUh8ZSVmpJc8oGoSpr8GCL9L3qdM6M8lIemNVTf7TDhDIQaRT53TwNiCD08PhhiOuzb4fQP5NcNhmqDMJHCeROQp4wH2lZVkEeAi4EUEuWB2sR7sCD0LJaIkZUtEJUYd1dyD9aWnxZOzv8da7hCwFGwFicaFr53KQyci/2JIlJJYtEwtbt4Y16+Dl/8BDQ4h160rE7Sbs8xErKIA6dXBNmIB72TIcd94JdepAQQH6pZfimT0bLUmoEXnzTbB4ulWjlxpZlRorZH/8fvzPPkvdBQvw9+2LXq8eziOPJO+RR4i67BVmB6ZnQtWXXKWlwnCyYQMLbr2V1cOHZ78gewTS97It2TsH6aOlClWJmI94d51ZtnMnP/K5L0fkHn6FoHv9FZFbOA8xABYg/NEFZAayWuHCDGtyY/qs3YjaMQXJNgcAtyN4hSpdt3m/wb52RpUqJFOpSpR2SIRhxxIwXEAn2K7Big+gxtEiURqgbDWEm0DBw+Z+s34XoedOZZZ1XQmNToCEXcZ9EhO/I0UbmwOVrcKYSCRYOG8egx94AMhhZ9L1KlR1rH6Ul5URLCnB4XSSX6sWDsuAVqnzdTpp9/LLhHZk5s9pus7kiRMJFReTd9VV+JPUm2oqih3U5QZmEXoVO7xearZoQePjjkt5Guzs+VOmTaOotDQVapUL5vkmEOFJBsKdKVuz9vAzTOo463opnVmrFWkIq8gkTFo7K3QETaSXPabh7oM4qXNnRo4bxz233cayJUso8PmIJBJ4wuGUF0A6qssRYp3d1UnE48x9913ikYgtsZEU2+LAvOef54TBg9kwcqRt8r30QLgALZFg64gR1OjZk/jGjbjPPRdfv34Vn9jdA0DN7YjHIVAGX38HI6bABy8LJqau58PF14E/OX71Hgz/uRXCyRh81QiSbbgyEvB2HxiWZBtaPQX+nGHO22WIqBvpjZUnqAHRnTD3Uejyama7AJoOnSfD3Ktg69RkclJLOP5d8FSCJUrzgbs9OEdD6Slg7CR1Jx2twPugsvG3CPaxNzBDAv+DECoqWbAuA3MR71UZQvjvQe5kShU+RAhFtjyJXcXB6W2wwsgo4KmsQygRFSGAoBSP9uuHf+RIHMccA/n5cN11IqjlgQdJLF5MYsoUtHr10M89F80jDECuJ5/E9eSTtu1Gv/1WvLM2UMtDWO3ghqaR/9BD+AcMEIQdCrFIyZgxoo6RhXY6hsgNlzOGLB8j7fOShygeDLLk/vtpcm0Finu1QQZcSV+JFPbVnIVcWIF9nIGEGosg2y3FZE2TyotUQuR/L2bFYCusFpMEYuzojjAIHDzGuX1NgdCoRCGZSlWitMO358GOr8ngCvacBudNgvJt8OE56VWoJfLPgzMtFrilG+D7q+1DBnQXHPUstLVx/VtQ2SqMn40dy+MPPkhpqUjQzpYuBNDp1FO5dfBgnnn8cebOmkWNoiJuuuMO7rjnHhw2VJPVgUQiwfO9ezP/228JBwI4PR50XefW0aNp36tXarvKnu9HH3zA3LfeyggZ8hQW0vyYYyieMSNNTpGkaHbXxC6dWA4l6tBzRPfunPHDD6wrLOS7AQMIzJtHIZn+AmdeHk1eeonm11xT4XmY5zseWIXihLYcXbUaOhEsTIsxFQkfcBzCUjkVMbXJNOBChHdBsi4tAn4hPaUuhul2PQ9Tidl3oGlaV+BZxAWIALcYhjFjd9vtftZZzFy8mI+GD+f+W26hLBwminBGS1p2+Xw4EFdGVRzlurnvvYeLTD+QnG4kZt1zD62uv551kqbVBn5MeXvNNdew1jDweb04IhE8bdvS4McfcealC7VGSQmsXw+NGqEt+c2+4V9+htbt4bEs4QhnXQMblsPYp8HphmA2ClILYkF4ry8ccSOM6CnCPCVk6LCdFp+Iwdpvc7ftbQidvhPKRiICHhsvSUXQm0DhCoh+DolV4GgHzu6Y3Jkx4DaEVVD2PYioxfBWcl1V8TlC+YggTnoTIpnzAXZdITmEasMu1G9RIcuPAcTnzaP0xBPJnzgRZ8eOadvprVqh24RK2sEIhwmNHUtk7tzs9elcLoJRe+OkXlhIfv/+qf+BuXNZ/8gjhBYsQPf7iYdCafOVQbrykDoG6TZ+KWaXr1+PYRhouepgVQtkBgeWXsj/FR1fx6wSmAtezGIgEmrQqlp+XFU4CsikYJYSx6kIUbUmImyxsgaDAwv7WghT9RaSsWL992RqtQZsmiosbMF1oGfRHncshXVT4I+xZoGkRJLz3A6JmAiXqkaEgsG0QUCyy0lLpgtTf58+dSp9e/Vi5vTpRKNRthQX8/Rjj3HPbVWbJH+bPp0HL7qIG48/nlfvuoutGzZk3XbmJ5+klAcQydCRUIiX+/UjUl71MIETr7sOpzeThlTTNDbPmJFG2S15i6QtQ/3ksmOoQqIrL48Tkwmth3fuzNW//sop991nz80QiVBepYTqEGaiF5jOaBWqBSSCiAfti4jgy0sum4koOuVGJGl2Rlg9riCdsvWY5LKmWKZBxFWaaHP8/y32Rg7Us0OGpBiZ5FVWGRqlurWJ9Ksja5nuVHJjkvWiUsqDmnvjAWbceSfhTdmLqaVNkYYhnOLl5XgSCfj1Vzbk5xNIKiBGJEK8f38SDRqQOOkkEocdRiLqtA+/KKwgxlbT4OpH4YNNcNUQqJVvnmyuWlMO4LdxULYhXXmA3NaMBOCvZL0JV+GuKQ8Smhvcl4D3LnCdTnoxUJXuWEU5ogRBVbEGEddcjsmuIs0Sb1MxTfJqBBf9SEQoxZZkO5sQU97BycRUrchSPM1AmF+2IkREWXTNuk0afbJhQCBAaODAKncj+tNP7DzvPLY3b86WWrXYee21lEejGSYkOZ957r47a0J1PBgkvGgRiXCY5ddfz6L27dkxdizhP/4gOH8+kWg07VxUFtqMfmGK8PJ4vsaN94LyoEIeWT2mzEfIBunvlaFK2Yyi2YKWVWQrPudDGObUPCXp6e8F9EbMzQen8gD7ngeiegvJWOHwpBeFSy1P2gEKmmVOjACGBlvXw7jzxXbxclF8LrpEPFt2OctOHzSuvtQNgG5nnklESZCOI6yYquFP2rDtuhQKBnn/7be575FHqFkrV9EVgR8++IBnbriBcFLg+nPxYr59911e+/VX6jYyqRfDoRDTRo/m4yFDCAQCGfWcNE1j6dSptDnrrCqdb9OTT6bH/ffzzUMPoTudaLqOpml0veMOZj70UGpYUL0QQeWayME4VwqlBjg8HjRd59THHqN5z/S8//qnn87S558nVpYuDOhuN/Uq6/kCQPVe5RLc1VTb5QghQ1J8yasaR0x964GuOdpyIIQcu8GzDHG19ikraUYOlKZpMgfqc7nRLocwAv1uvz1FXagWjs/mtVLXqx4KOV3JkH877HC58J1+OpEt6SVxjEaNCA8bxhbLcW3b2boV1/ffYyxbBq1awaOPmv3VtOSDb3meNODVF8V3fiHUbSCKzNnB1QLOfCQ9i1TOzdY2xUEpi3uZdOSw9PW6zT6pfTXwNoc9HlZpgLFdZMZqPtCKSL/CYeB2ysrqM2mStZhWHiL8rwrHYg1wGumjr4pxiJwmuzsbxlQwvMnfk8n0lUpvpBCSKhvueghJWMJn5ZwQIF2VlCUfZPR7HDE6RhHGAPUOxmfPrlIXIp9/TmmfPhASCqE6lgQQd1b2Uho0El98kfItq4gBRjTKitNOo8zpxNi0KeNpIdlvuW9ForOqxDj8flr9+99VOr/dh9186Eco4n5MBR3MmV32WhX27RR2VTnJNu/aLVfziPIxq0u5EPUb9jXR+X+DfeoqGIZRommaLCQjjYG7XkjGipbXwNLXhQIgoXugeT8xycUjcPj58OdnYIQVnx6QUKpUA5QtMan2JU2iigadoEHnaum2RP369bn40ksZNXIkYF9jWA0/ths4PB4PK5cvz6pAxKJRiteuJa9GDV669daU8gAiDjRYUsJ7Dz/Mna+/DsCOTZsY3LEjZdu2US49D2Ryi+hWespK4ox776Xj1Vfz+/ffU7J2LbNGjODbRx5JEWCpg7FMmVIJUiF3AR6vyyXaMgx2/PwziXg8rZpw/e7dqdO5M8U//kg8eS0ceXkc1qMHtS1u7Nz4U/ldFcu/WoM0j3QlYgGwJLnsSISwshIx5bUmS2lepQ/7mgOycjlQuxzCCDw8YAB/LF6cSn3zYq9gaogcmRqky8YyvEk+d24Eca6d/UvPy+P0adOY2bkzCeU9Cg8bhm/QIIqUY/uTH7u75SssxL8zPcxIl8cs8uJwZfHu5SU39OfBqKnQul3mNpFy6F8fIjszZVepQRUqy10+Jp34At1+H2Q5WQQ1rN0JnPgAdLjIvo/VhfgaKDkJjBJSirHeAGr8BHrd5EYG8BiTJvWmWzdVSPIDzwDdqnDAHxECv/QjSVYW6wVogUiiVJFA1HSxM/O4yaRwlSPbX5g0aWmlwj8PQcCo20dFVwAAIABJREFUWTMVKLMF02NvzXOS82YJmdkjcdIFJa1m5Sl2DcMgcPPNKeVBPZaEzHWQiAHGb7+lU8kq+wIESkqIx2I5a0MEsI8JV7eJK996fj7Hv/EGjfr2rdS57T6kkG7NJgPxvBcgzsKPOV/pmKxLMaWdXPJFAvt8hly5E2o/miHmVyditN/n5s3/GfYpBQLAMIyJQFUks8qjw+OwfSFsngG6Q4Qf1ToeTn4OfnkGfrpPMH/EAcMBfjfUbgPrFyQVCAXqCCSrl8vn0wkc3lG0r1VvvsHy5aZ8ldXgh70CoQHB0lL+NXAgbN3KzjVrcDidnHXZZdz25JNM/fhj3hg8mHAkQiASIZFI4MJifYnF+PrNN0HTuOGJJ3hn0CC2b9hA3OIqlpYbEKxKR3XpssvnXNCgAQ6Hg68ffJC4EtMqy7bI/skoZB+ZbmG7/AcNIBpNeTJWjR3Lz4MHk3/44RS2aEHjc89Fd7no9sUXLH/7bVa88w6aw0GL66+n2VVXVdHNqw7ju+oejpEu7kqGcwNRN0IdEH9BXIlsBP11yU0x+T9BpXKgdgf3DR3K/112GXpSoJfCgd3zUUC6SOhGKBRq0nXEZl+5fzgQ4OtLLqH7mDH82rNn2jOZQIROyAJ2VkOAisjOnak6ber+DhfoiXIzI9LaiNTkgwF45A4YNTmz8W0boPsN8PWLYgcZkqlrgsxeVR4AouX2OWIJxLwu2VRd+eIq9BgFTc/PcmbViLL+YGzEfP4DkFgBgTugYGRymYYowPi10tEoon7DhVU84AbMEQiyK+srIMOWrIqGVtjFvUcRN3hFFft4COTns430Im255k2wJ0dIwefDc1flC4AZJSUkNmZSukuyhYztk8tD8XjWOkYGEFWq1tsel/RqQD6fj5AMIzaM1Ho5m+oeD2evWoW7th21yJ6EZDuyG4Gl511leZCVLbTkvjJomeS21pLhqufCut4gt3qVQIzQZ3JQMphVAvucAlHtWDMJ5r8qLGxH9oEe46FkCWz/DWocBXVOgPXTYMb9wjOheieoDR2Hwue9yIhHtT7vVpa8RS9ArBQ6vVStp7OzxCyKlM01aTcAukgW0UkkWDNtWlp4xmfDhzN9/Hi0rVvZGQqlDbYhhOCiBrokDINv3nmHhT/+SHDVqgzlQfbBnZeHrmnc+emnOLNQy1WEaCjEmz16sHLGjKzHUc9XuoAdgNPtJh6JoCFkG8lfBFkoX8vL+e2559CdThweD+6aNblg2jTyGjWi5Y030nK3KlGrKt2uKhDZrCVq2JOKEObAqX57qE5m5GrEWsRoreII4JPdbTgej/PcU0/xn+efZ3s0is/tpmYkQpR0AV4+Sx7SRUIvZCTTyylmC+mF6dR0gsD69aybNg1D07BLWChDJHJHyc6NpSOeazmdArj9oOlK9FIUsxaShPpIzJme3qhhwPC74YuXhTFF90C5E7r1hobNoc4RMO5OSOywDCiG8FpImVYeX8oBZUB+LegxAhqdAc7MHKZqhxGH2AQy3w8DIh8hcgwkmiHqLAwHihHsR9a0u8qgMeKkcyWNgL1qmIulJZegkq3U2CFkg+bzZVR4zjVv2l1dmf+kAZ7rr8eTLL5WqeP7/aL+gyUhWh0rVMVF5mWpYrFdPyXk+KVZ1ocBdJ0aJ5xAwcknk9+xI4XdurHxo49Y9corBNatI55kL3QVFXHqTz/9D5QHSD97+a1mo6nrgqTLYarwL+c3OYrLK6kex6nsJ+fjAoRXYSnp86gLQXcuPfmHYIcDW4GY8QjMekKwhwCsnQIL34TeP0AthWt7/itmRVUV4RIwFKucChlkKM3X6rMbB+JB+P0taP8YuKuvcMhFl1zCc0OHEg6H09Jw1QFEx3SCBzD5B+IIRUDV6UF4FTavW4ffMDIGW5L7yzjQ1KsdibBx0aKslJe6rnPVc89x8mWX4U/yXlcF6xcu5MsHHmDpd98RKytDSw52drAOwgGgbmEhRjicdn2kxcVOUEv9TyRIRCIkIhFiwSBTrruOnt9WwCBTIaSoqf7PBmlVsYNa/kxtI1eQlrSS6sDxCM9DI/ZRN+wey4G665Zb+HDEiFQCtXx9ixDTkvS06Qi/jIyDllNHAfZXTIY9RBFXVnKta8nfeijExkcfzXq1o4hpMlq/PkYy4dr6LqtxzQ5EQVxNhwwHmNWdoioT8RhMmwCnJPOQfhkPX70qPAoqfv4G3lkHj7SDsh32cVVq5IF6Ig7A5YMW58KKT6F0NRz1N3BX/f2vOrK9UzGhLGVcrFN383jtgY8RRAcySMYqyjmAE8i8gE7EY72EzHfXLidJTtN2ltpDyAUjHAZNE6xCyWVqMUc78VUdXeMInVj3eim49178Dz6Y+3iGQekrr7Dz6aeJb92Kt0sXnK1aYcyda2tjV8eYKJkl0bLBoWnEDSOlaMhKBNIrGgZ8BQW0GjcOd8OGqf2aDhpE00GD2DF3Ljtmz8bfpAl1zzgjre7R3kUUoRSoQr96BVyIq6JWw7CDNJOqjEoNEFdmB2JUb45Zt0G9YiDmxtXJvtTFDFQ9hFw4cBWIsg0w89/pHoVYAIrnCialoy4zl5fLScCCRASWvwedHoYf70mv+RDBjCmQ33LkkTT9ulvUlai1u4WBTNx611189OGHbNqwgWAwSNjhwGMYYj5PJHAgnPNSYPGTHl3lIYsgZBg5ydDKEVObKpBL+cQ6rekOB+3PO4/TFaq5qmDd/Pk807kz0WAwlfCqEpxaYZ2y/UAoGTMuBbmsLmllWcYAH4+zfuJEYqEQTt/uhPtYY9RzTRFS4Fe3kbGXrRECSxxRmKQi66cKHVEZ87Aq7LN3sadyoLZu2cLId94hbGECK3U4OPyII4hv2EC4vBwX6RE7OxFTkF0yox1kCp8PUyiQGSzZbM7y2Szs14/Dbr+d4i5dSKxZk0qbTfGzK/voTht5WCKGGADUYnDy9xN3wefzxXbfvGHWgVARDsJPH8HmP3LHetjGbbkg3wmr/iuMNs48mPkQXDoTCptkacyC8g2wYw74GkONSo6bmjSJZLMtW6PYqwMu4EHgA0S4YAwx8oB54RogmFrsIKN0l2D2209mAUmZpq8jsnKqwvx2CMRitp4/We9FhfTvRJ1OfK1bQ40axOfOxVG/PjX+9S/yr7qqwsNtHzyY0ldewUgaKkLjx2MYRqpqvZwryxEiQukunJKmaQQMI+WRDGH6mlM+bqeT43/8MU15UFHUrh1F7WxyovYaVGu/fG9k2T4r/KTnMdhJKvLKehEexsp4U6wJXy0qsc8hqDhwFYh1k0UthrhFeIsGYPmn6QrEXy4R28cs9vd4GNa8D+tdcNKdMPtlUZXVnTCzdVWjsPyWSkQ8DPlNq/W0ioqKmDFvHiPfeYfvvvmGxk2acMOAAUSDQfp06JDdsp6E5H222hsqsm3FEJZaGQZkVR7U196bn8//JZOsK4MNS5YwetAgfp86lbyaNUW8ZiCQklPU9u3Cs9T/fkzaOqk8yNuhWqByxZxbYa1DUXXINLnKhnGdgBBDf0P09DiEwKHaqlZipsDJkgl2kPvEqdyg+r/FnsiB+mPZMjweT5oC4QD0eJy4x8P4Vavo3bgxiWg0IxwuRjo5rhVOr5crRo5k8lVXEQ8EbHndQ2RXIGRafMmIETR56inqz5rF9kaNcCkxzilvhs8nNIdE0N6oLhtUOyGN43mIXK4X7ga/B6ZPMHMn1JdD0yC4Q7g57BxhuV6aPE0YaaTHNhYQ4+/U2+C8CmhSDQMW3Aqr3xThVEYM8ltBp68rR+vqPg0ikzKXu06gMsU8dw2FwE2WZX8CGxEWzCZkv2A6cBIihOo3xPsMZniFDDWUN7M2cBSHFIiqQSsoSAtNUucAOZ/JUTmaXJZ/xhkc9vnnaFUMu43v2EHpSy9hqIaKpPJShhhPZBS+QW6jhN28Kk5AQ3O5cDRsSPn69WnzYyraPy+PI267jfxjj61S//cOZE8N5bc8CztPunR3qm5Va4CXGu6kkUlCcAh7CvtkHEO1wF3DfobVHOC1CFJH/w1qt06vNA1JxTgG8RD88Tz0mwsnDwGPnq4w2EntDqDuSXvEfZ+Xl8ffb76Zjz77jKdffJGjW7WiTfv2uGwGPDkVyTUB7ANqEuRmHU8gXtvy5HbW/VO5CA4HZ998M0X1K+Z9j8diTB85kiEnnMD8r76ifOdOtq1ezcYlS9IUhgSZw4469MjzzFP2kevVuhAStnZ7XUezMkVpGvVOOglX3u5QnRqYNHRq2Z5s8CEqWkYQ085WhHBRomzjAi7F9CakOHkskMFaTkSxm4OnQqaKps2apZQHDRGOlI+40sGlSzn/8MOJYloEpbPccDg46uKL8Xm9WQdK3TA4+uKLaT9oUNZSCHZcOyDujtwnvmMHJV9+iVanDm6PJ1NJ1jT0Tp1w978eRzSLWKqTmTMv2ZGkLPrBMHjrMQgE0svdSiQScMoVIkbKyvEINhKNAkckM9zTiMPqr3PslMSfb8OfwwXNdmynCAHdOR9+uaLifQH8r4JemHTPIL71PPC/Ubn9s8JAFIC8CrgAuAMh8GfDEYh3rSmVM1E4EJZP9QmTdVvKEaEVnRB1XSLKukOoDDSXC0cT4f2KkqRIxSyiFkDkMG1GkBrEvV7ye/WqsvIAEPv9d7CpfK0aslQbe640+hLEyC/DIwFwuXA3a4bnyCNpOXQout+fPrfpOjXPOIN2n39Oy71OxVoZqLVSwoirHwLbwGkr1IFHnetkm9LV2pYDWazd13DgXukjzsS2KJzDA21uSF/m9EDvqdD9JajZTEzChaSbHjUHbPkRTrofGp2TXEbuOeKoG3KsrH4c16mT7XIZ0iRdqGvIjDrcikgplJWZVWFdWvSjyu9s9m6n280ZOaozL546leJVq3i8Z09uqlOHN665hmgolLLUyPIxMihBTW5VFQn526nsk+1WWHNFDCDmdlPr+OMpOvpomvTqxTlffUVB06Y48wU7izMvD0/t2pz29ttZz6VilAMvkx51K12w2awtxwEfIQrGhRDTzB+ISrnqQFuECI9I0d5gSokuhHhcExH6dDYiIezgRP0GDbjgkkvw+XwpZlMNoXD6DQMjHieWTHI0gJjTiebxcOa113L3xx9z18yZthw7OqSU9sbnnJP1+HaprxrmnQMgFiPw888Ya9fahlxgGCQWLkR/843M/EAJNalZogDTiJdqy7J/LHk2bh/0GwJTRkDHa0UCtLXz1kzxtOVZ3kC9EsLY8ueF0iAjdhwAUdg6BSKVKMjpOApqLAHvYHCfBd47oMYicJ5Q8b45MRr4D6K4WxhRjO4fiBDC6kIeQlGQI5n8nITg/QJYmPyUI+ibFyX7UEz6aH0IVjQcOxYjqZRLQ4GcE1SRFgBNo+Yu0pg6jjgCw6bytdVglzoUmXcsglBkZB8jiAj+EmCHrtPgtdfQPB4Ou+IK2nzwAflt2uDIz6ewY0faT5hAh+++o1b37rvU/z0PeRVi2Ls37TyFUgJRIQWvWggP3tGI8N5OHMxF3f4XOHBDmBwuuGQCjO0pXOloIoeh+0tQ1ya21umBY66B4EJY/Cz2JKjJ2bPDE7D2K6Fg2I3ZBmB4oenF1Xc+lcCgp57i2tNPp1zhnPf4fFzYrx8tjzuOP1eu5J3nniOQSLANEeNtnfKl9dWNEEelzUvDtF+rcdnSFuBwOnG53Vx0771M+PBD/AUFdO/ThzpKDObHQ4bw+dChdHv4YeZ9/XWqLZmIrVu+JewGWrmfrmyTDaoi5ERUnC5s1owLp07FnW+KcQ1/+41VY8eydc4cClu2pEXfvrjy87O0WhmMQ6hmdqFDBoIRZhumd8FAKA4ya0VlbYogYq1l8qesl5yHGX0vbV3yd2/2QarW/wn+M3w4Bfn5jHn99dSzouYKqTA0jbfmzeOIo44CoKhRI2o0bcrOVavS7WAuF60vvRSAmsccg8PhIB5Pn+zksxwhmdPgdNqWTND8fjxNmqDVqiW8ADbQPB4IJPeyu62qS07CLqZKbpv2X4eTe8CY+4UC43CB5oLafohtM92YqjavXrxCBO2r1aji8MCR/WzPJw3RLeZslBa7mBBsdu4c4XdGFMJfQnwVuM4G76M5kkSqgggwikwfUgRBB/tYNRxDojEiZ0KWF5Qp+QDLENZaMC2t0hhRjBhD1Gx3N2Y+xa6x3x1I8LVrR7M5c9j88MOUfPIJ8Xg8zRCVgqbRYvx4nLvIRuRs0AB/r14Ev/gire4DZOr78u5J7gFpAMuWExEBCIdZ9s9/wlNPAVDvwgupd2FV6Yf/V1BHzmzmRzeZeRAGmSS8RyBGb2nh3fdDcw9UHLgeCIB6x8MNa+HCL+DcUXDjJjj22tz7NDgVXHqmSduIQ6Mkn3mtNlCzVaZlT0JzwNlTwOm3Wbnn0Pakkxg+cSInnX46NWrXplW7dgwbNYp/v/EG195yCw8+/TR3PPBAqvKl3RSrygch0i015ZguYKfDga+wEN3no9GxxzJw5EjaXnwx7z7xBO8++CBv3n03/Ro35uHevdm2cSPFq1fz2ZNPEgmmuyvVBNFcDh0tua0fITL7sDBJVXBtZNiVt2FDTn/tNfrOnp2mPAA43G5a9OnDiU8+ydH9+xMPh5kyYADD69Xj3cMP5+d//YtYKFegl4oY6QmSVjgQgsFWMgOspJAgIV2+65L/fwWGAe8Dq2zalmFTb5I7MO3ggdvt5s5778XnN9/JbIOfw+nEmwxbi0ejvNK5M1vXrUu7S5quU7N5c3oMExWZ3YWFND7nHFxOZ4rRWRrSHZpG4ZlncsqyZZxZWoojqUSo0N1uavbti1ZQgLN3b/BaMi/y8nCfe64QjDVMWjRrolAuJoRc0BMwfwJEQoKZqbwUQqWwPQFOX2a8hYwDUTPE1bhD+dvfELoMrfj4ruR9sVoO9Bh4ciT+x1dDcTMouQpKB0PJWbC9BcR+Ia26dhpiiJoKFY0a28huIdoTNRlciLDEBpjKgwxlhMzSmbIv1kqm0m69CZGPkYUk5CCC55hjaDxqFE2nTSOWl0dM09JGZs3jocWYMRR07bpbx6kzYgT5V14p3l+H4//ZO+8wKaqsjf+qOkxPIg5pQDKIiChIFCSJIOIiJlwVEV3TJ+rqroI5Z0UQAxgBUTCBGFgVBEYBJSySJA9hyMMMMLFzd31/3Lrd1dXVPYOiwjLv8/QD013hVnfVvSe85z2EFSWigigRRoSMpLaQm1jqZDKUb9z4u8b316EyPEi5yocRDnMZIswpK0ZsCGpgFskr06rwZ+F/NwMhodqgUa/Kbbv9HVh1J9jC4p61AWEbhJ3Q7W3YMhm2vCMyGdVbgHdjlGcD0cqn7IFQ54/phVcR2nfpwnvz5yf8vP+QIbz29NO4A/EpxMrE7PxAqqpy5ZgxnNGpE1mnnMIPX3zBC7ffTmlBQcRoCodCKMBPM2eyZv58ho8Zg6Jam2wyM5BsiatM0Zn813wdcmkNAv7ycmp36CCUlVLMOhyGfXw+ZnbtStnu3YT1tPSasWPZv2gRF+fkVKKJnIykJBqZXCqSdYs2515URKuEb4hNAWvEitN6EROwilBAHVLBWE8OnNK0KbVq12af7sT6EI6o+dvPqFEjkjnb8OWXFO/ZQygQiJS3Kghnc8C4caQZOrr3nDKFuf37U5qbi6KqhAMBTrn4YnpOm4bNwKl2tWlDWqdOeNauBU1DdblwNW/OoSlTyLrxRlxvvYU3ECA4e7bgVGsazscfxzF8OHzwflRCVYrzGKsy6zeBW26H98bBwX3R1If5Is0lMymA34KLHPRD0BblU5hZoUb5dYhNmoWBumeLeoqKEMhP/Bh48iCjtfVnRddC+AAoIUPnyh3g7aTb2vXA1hUcZ4HSA5R/AzcCf9cHfyMik2B18hoknpUaVnxNxwQyoCAXpERIpDQl+zAeQeS9Tm5kdO3Kmdu3U/Duu5TMm0eovJyMrl2pO2oUqXrG8fdAdbnIevNNar/6KuHSUnZfeinhFStiMhLlxIeVpJhpRUht2jShyPfxDePzZdUVWkJ+M8asn0I063AsMotVOFb433cgKgvvQVh1B4R1BQV5n9ptcM5n8OvrsD9H8HQByveIjVxabEG1mgo1ziKxTMpfi9M7dOCiK67gq88+w2Pga8r1XsLKEJfv28JhPp0wgdkpKWTVr8+uTZvQQqE4O0VmLsqLivji1VcJmGQ0jTZH2PB/s2KG8f+JxqUglkqzI2I8VhgoKSlhcrduhPx+2l1zDRdOnIjNovBt26ef4snPjzgPACGvl4KVK8n/+Wfqn3OOxSiMcCFSqwXE85ONoz0apAHLiJ98ZRzL7HCEEbSnHlSleUUh8rj332fkRRcRDAQo9ftj3C5FUUhJTWXMxImourO7d9Uq/GVlkWPI+zTk85E7dy5tBg2KfObKyuJvq1ZRuGIF5Xl51OrQgWotW8aPIyWFNitWsHfMGApeeYVQaSnlv/xC+erVFIwfz2kbNpD60Udohw4Rzs9Hbd4cRWYk3n0PbhgJir7AGgMYNhv07Ac33QOnngb3Xw1lJdb8P+Mtn+6C2llQtCf+Swt4wa8K2zVSXS7PR9SBMUNus/tL+Cgbzp8jsruJEE6QOtE0UVhtuU8xBJaJAUhWD5gmoXwIfgnK1+DIBM1cgPkWItPwCvHCni5gMDCHWIMmBbg28bUcUxjv0GQCDMmcNOlE/JY5538Pjrp1yb7/frLvv/8PO4fidGKrXZsm8+ZxZMoUDo8bh2/zZlAUAiaKolFDKBnUtDRaPfUUG/6QEf/RMK7gRiUl45rlNmxTRmyq1aohTRX+avxvU5iOBvvnYCn3pwVgxzQ48EPUeQB9UbODZjI+wx7Y9jJ820QUXR+HGDttGi9PnkzrVq1iejNKBkSyZUqytjxlZZQcPsz29evxh0IJKVFyajiwbx9hw8SpmP416ovIVjLGlzyv1WcQDcoq6ekxJYVGhocYkIa/tJSQz8evH3zA3ARdRfOXLSNgMBwju4dCFK5aZf3lxKAAwWeWI5RukixlN6atEkU5je/bEdKQkiVr5JCELLY3HuNdKqZrnBzo3qcP89ev5+Z77uHCK6/kH88+y+W3386pHTvS74ormPjDD/Qy8Iprt2iB06TClQKkaxrrJkxg65dfxnymKAq1zz6bxkOHWjoPEsGCAgrGjyfsMxim4TC+HTvYet55opHhTz/hHjWK0rPPxjN6NOHCQrjy77BzN1z0d3AY5h6bDdLS4e6HxN8eXW9NFmDIjnV+oFUXqFUTXA6ongmX3wOX3i/aW5uhhQWNSCLCabTHazpbweeHQCl8PwRCSfhVtqz421cDNBWcdRPspN/T8uGXL2OlrERQF6+OC+qowNcI7fiHieeA3QhcRpQ0WRe4DyF28GdARdA2pAMA1iX5lXEMqtSb/mwoTie1br6Zlhs3cmp+PtlvvAGmTHxlRMKd2dmc/vbbJ1DNgxWMFDwX0YiErPeTToXH8H4Z1sLzVTgecPKFI8r2wOqxsO9HqN4SOtwLdTuJugVLKOA+aM2nDQdASwMloGcc0PXavODZDUsugAFbIfX4at6lqipDrr6aWg0bcsXgwQTLy2MaaUdoSBb7OoiasHZNw0mUSVERzAFC878BhHEWQkwhclk0drsOIaYd468V061XUeIKqxPFLUJ+Pytff50OI0ZQv0uXmM+qt2qFLTWVkKnmQXU4yGzWLNll6phMlLtsjDGdj6iN2IH4Nq0qXyFq9Ulnwwmcob+3i8otO8ZjbUEYSVVo1KQJY56uXAHsmcOG8c2YMfj1viTViTqzWjjM7Esu4bpVq6jbvj3+oiKW33Ybuz77DC0UIqt7d7q+9RY12raNO27ZkiUJ+4uU//QTm9LSaOBwoOhZO19uLv4PPyRz7VrUOnXg3RnwzWx45RnI3w/de8G9j0OT5uIgnftCwGAMy1OlZsDI+6DPxVBeDGmZoudD0A9LP4Hc5aIOQkKqOJmhpILNLahDyR7+iABZWARhGp5vvV2TW2HLI/FqUZmtIVwIWt1441+tBfa2iJogC8iW4Oau2RFItTL0DT8EPgduA65GUJhswCXARQgKRSKx3j8SkvO9H0FFkqKgQKR3erIxRVJUf9QAq1AJ2OvUoeYtt1Dziy84MncuhCoO6mQNHkyHmTNRnM5K0GaPd8gV3YOozykjXnxdQ9zjRpQS7fReheMJJ1cGomQHfNxe0JEKf4Ftn8Ls3rDzK8i+yNpJsLkg+8LEUoSaG+yauLfN+qOaG7ZWooDwL0KPXr1o0rw5YYcDN4I5X41oB1xj0hHi68qDiKmgovoFCUm0AevlzhyLl8FEcxWA+aaVsXgN8JeVWSpeJBvfF3/7G2HTZH7qtddiM9VIKDYbrtq1OWXgwCRHA5F5kMXR8uXVXysAKfkp8y5SHFcK89cgGkI1fu5HNJlLtPAkWmDCiGK0KhwtnOnp3PbTT9gVhTQMj7b+eSgc5j8jR6JpGt/378+umTNFQ7pwmIKffuK7c87BW1AQd1x7rVpoSQyIUCiE20j58/vRDh3C99pr0fcGDYVvl8Oq3fDGh9DMkPGoURvOv1JE8GXyy5UGZ/WA3kNEFDSzpnAeAOxOeHCuyErIKnDZqMIMRYXeo8UxKtuRMeSDktzEn+U9G2X2SV+7JpCyBdadDSvSYfMgKM4hptdE2r+Tn1ey/RSInwWk4W0MNXiAVxHSx1fq/w4FrkFkI2YA/0Gopf1ZEX03UXUmB0K2spXhlUysQ0a1KpulqMIfjdaTJuGoUwdVz2wmFHNIT6fxqFGoKSn/A86DEaWIIn+//n/JKygF9mGt2FBMFY4/nFwOxLIHwVcsMgcAaKL7dM6t4KgBXaaA6gJbmuiGqrrg1DHQ5g69yZzF12VcYI2hb7lg5U2EoAcKc2DHG1CwAEud978AJcXFDBo8mGrp6TgUBU1ROESs6eoHQnY7p+p0J3NdQhrRzgbDBb00AAAgAElEQVRWDAS5vZR+xWK7iuAmNt5mNZVK2pLMoli9EmlxB91u9v/8c8z7KTVrMnTRIrI6dkR1OFAdDrJ792bo4sWotmSRvHxgGomLxAJAI+BC/eySbyFb9ElpRuO3FUJEa75G6L8nyj4kaiinIGQiq/BbkNWyJXXr1o0w5GVyXbKC9q1axax+/Shct46gUQde0wj7/eS+807cMdN79kzarEom8mN+aZ+P4LeVaMoG8MAImDdTSMJqiAyrKx3yt8ItPWHhrPh9dq0BVYu2EpEXG1O+YxMOxLm3iYCLUSPAagKQt2PYB8v+BWtfiD9v7iOgeIQ9L9VHa8l9w6D5BDW06FvY0xc22WCjApvT4eB1yb+HSPRDzkDGAg4rGKvSdyIMnXLE83kIoXz2OjAOkanYl/z8vxsHEY3r8vXz+xB9IIqIPu91EEXddSCm04mdaDioJlUc8uMDrsaN6ZqbS6tXX6Xhv/5F43vuIXvoUBS9/4yakoKamkr29deTlaS/zIkJP0JNUD5jRprSERI75fF04ir89Ti5QhJ7FmBpfPkOg/sAnDIM6vSGvZ+LBa/BRZDRQmwzeDEsHAaHVkePYWxEYA7ZRxbUEHx3CoT0B0B1QFoz6PkDOP+6luslJSX07diRA/v3R7r0Zqalcdppp5G3cSMeo9yqpkFqKoqioBmcH2PiXMbHzbUQRqXJyOGwLoZO5M1KAlCiOotE+yTKchjfT0FQuoLl5XHb1m7XjitWrsRXVIRis+HMrKhJTRFCXtWHtatjJ9rQrQvwPfEa8w6iehwxLY6AXxDNpBI9tjJ/dIjoROxA9JvITrDPyQ15P1cU4ety110suv9+gli0UADycnIiLHlptilAyOOh6Ndf446nqCqNxo9n9223xX1mJ9oOqRRhEkZcjZQUtE2boHZtlDp1rAe74ReY/zl4jTVbIThUAOUFsG87PDYcprWCkjxRSzHgH9Dzb8R5AV79YlKdkJIGp18I9dtCei1o1AN2L4p9oM0pRKPaYtgLqx4Bh54Sqd1d1G7s/zjWrk/UMF027ojUFLvF+NJJPDEoiOuzySrrRE3XIt3rDBduLGD2ECseXYJ4Pl9GPPN/BEJAHrGdeOSXvA/hXLQmOjOm6K+aRK9VcriqcDzBlp5O/euvj3mvTXExBz//nGBxMbUHDCDjtP8VyqkX4QAEEWuTVQBMkqfNgbeK+ANV+CtxcjkQrtrgybf4QBMKHQCuetDi1vhNqrWAgd/Bt72gRNdiNkoWGg4VE7ULBSBwKDrHh3xQthnW/RPOfv/3X9NvxNQ33yT/wIGI8wDgdrtZv349/7znHj56800OFRaiKArhUIgN69aRpmkxGQWziSyJNnKpk3UU5lif/Iok9UkucZURKUzkGBhhdljM50Y/l9R3CAeDZPfsmfB4KTVqVHBGeeQviDoEVppWdQApKewAhiEaUkmilgNRp7CeeOdBHieA9bev6sduBywB1upXeTaio20VjCgvLeXFu+7im+nTCQQCdO7ThwcmTqRJq1aW23cbPZpNn37K3l9+sfxc2rEQ1bxxALa0NGp3tpZ0rvN//0fY52Pv3XdH3rMRFStUEGQ2+X8N4Icf8J15Jg5Fgf79UT/8EKV69dgDL18AwQQZsKB+Ep8HNqwVJ1CB2eNhywpIyQSvKdqnpMOw16GnHu3PyRH/DnoDpvYQGVYtELuaSHvWfIum+mD9o6DprphNhZSwPjcS9cDMcJC4w2Q5sW29I9ukQvorYA8inIHmwHD9M0kfNLa+Ns9mPqIekHGAGI5xAJExLAZmIqKr1RA0xR4kn63KEXUNTkQGwTwDlhr2TyTRug9oYvGZpC5V4USBo3p1Go4c+VcP4xhCQzwbZURDjLL9rBV9U0q9mQuh/EQ7slfheMLJ5UCcdQ8sukPvTK3DlgJNh8DBxXBoJWQ0gSaXxTeB2/4BLL2JiLKJhDkCZmX3QTSEDqD5Yd8n0HGqhSrIn4O5c+bgtWiK5nA66dyrF9WqVePlRx+NbBPQtMhyW5kRG7MG8m8M+3qJOg7pxNdXmCHpVHZFsaSAHc245E+UYbNhS0mh36RJOExKO0eHEPA2RAT2rNycAHAHsVKRPxJLqwghiqvbIDINVggTlcEzTrQNEPURCtBPf1VBQtM0fvrxRzatX0/L1q15+6GH2Lx6NQFdBWn5ggVc260bX23dSvVa8Xr5iqpyzQ8/8EKCLJQ5phZE2OYhoEUSo6DeXXeRUr8+u666Cojtji3j33FiA36/eF6+/57wlVdiM9OaqtcSUXcrJ8IcjJY2ccALa+ZD81PBVSbqDII+sKfAGQPhnOHxx6rbDm7dCP99Aw78ArVaQXo1sDsgWAhbJwnHQkKmLDUDzSsUjk4UMmguU5lGJGuXEkTYKFIRygYoNYXzkGKUW9WI7YVQhsj1JDq4jAQpWD/T8tn9AkErktd1GPgMQb4ckGDQq4A1RGcuBVFvYcwqGattEs1wVbVNVTjeEEY8W6VEnXRpa8giUTvxxGcZSJMEaplFr46YTatwvOHkciDajISizbD2FeE4hHzQ4FzwbYUfhgnHwp4OK/4NgxZDdb15kXsvLL1R0JrMGWFVGnM6pCXhMGxnrAaO0Jz+WlnN+tnZcZQkAHd5OWtWrGDBl1/GORhlCBtAagclglxurRjeZoaDivhqjNkFq6VaA1y682COA8opKVLroCg4LZwMYzI0rKq0vfFGOtx5J7UtVHKODksQXaXlWaygAXOJNnXbg+hma+R8hhFGRxOEUpOV7KX8ZpyICKbkOg+kci7UyYeSkhIu7tuXbVu2EAoGURSFkNdLlqZFYrSapuH3eJj93ntcd889lscxdy43wirLpgKq10vhwoVkX3JJwn1r/P3v2KpVY8+VV6IYpIOT6f1ogOLzQc5CtB07UIzKYOcMjKUvGWGe8c0ORd5mqF0fRj4J5YehTR9o3jlxoCMzG/o+Ff9+8VbIfati+xdiIw3ydjZPAmGL94zRB+M2YcDRG1zmXg0rEMXIxhOXElViSgbZW9wIO8LYWW56X0FEUv+DcOTlfhoi47AB2Ka/b5xJvwXaI4IMpxB1biqabatQheMBGtF6PjmPKfrf8nPjQyxVE4xd142wI+oFW1N1nx+fOLnIkYoC3Z+D6/bB4Dlw9WZoeDaUbIJgGaKougx8hbD4WjiyDra+A3N7ikI+GSgyvrQABNRYu9EoYyQdDjOvt86Avyz7AHDznXfiSo1fOEOhEBOefpodufGKKRrRgma5RFqZy0bRQKvaB4D6TZtGKETyWLIY28xHl1+lX9MIEI1PyJcsQ/brr/pnncU5o0fHZBU007+KzUaP5547Bs4DwFJiuZuJftd5wARElmFvgu0kLWIQ1hQEyRWV/R+CCPpDVZF0Ijx6771s+vVXysvK8Hq9eDwe/JpGkWk7r8fDpgp6fJh7QkiYXYvILxcOs/HBByscY+aFF3JaaSkphgaFyZi/qh3UDFBT/NCpDcww0CG//BBwmGqxiKX0QzztH/3z4nxIrQODR0OLLr9tnqreCmp3PPr9jH0lzMoIEPulVCO2yMoo0RbabnHwQmKXvFSEB5IobWwjWlFezfSZjKK6zDsRm0pZa7iYmcDHiFqmYkSmwhhACCACBxsR9VFbEcaTdDTMY1QQ9Q5VqMLxACkvYWwYK7kIHkTAy63/K6MGpfr2Zie5J0Ly/DSqqHjHL04uB0LCVRMa9IDMxoKaFPKaNtDg8Ar4piusuBXKdyYn1ofCUfvR6DiYIb9tuwq120Pg8O++lMqgvLycN155hYHnnstVQ4eSM38+nbt14/nXXiPNZBA5AI/bTVlZGU6TjClEaxUkwzZsehmXYqslT+KS++4jPTU1tiZS/7/dZoupizCyw+R2iZrfOtPT6X3PPfR/7jkunjwZZ2ZmnAqTYrNxSvfupFaqtqEyME9+ia46jFB2mUTsFci0rXyvOtANof9uRhpi0pWunIboC/F2kvOe3Jg5fTp+f3w2x6juBeBKS+O0jsmN3u733IPD8FzYEb+WOT5gJDq5d+yo9Fhrv/IKSno62Gx4SOyg24KglIESQjRou/1G+GmR2GDeLPD7oz5myLBjSio4UiDFFu/1gG6sa7BzrcWHRwmbYf5INhkYA/vmtijyFncSZRQZ05vmmgi5T3gtBJaYTnQWUSqFsSjZb9gRxBflAh4ApgOLgIcQfViygaYIKpRMf1hdmPR85gBvIJ75HcQGGjQEBcm4v5GHtRVBc6wONDZdtOz/UN/i3FWowl8B2XjFvB56iF+xZRO5sP658Rk4jcplBavwV+PkojBZIgnlJOSpPLleLpBJ+tGB/rkShl3jYd/b0GXZ0Q33KOF2u+nXtSs7t2/Ho1OSvpszh779+zNp6lRUTeP+22/H6/HElnb4fLTv0IHtGzfidDoJhkIEvV5qOZ0EPB6RvdCPZ/4Gg4il2ShEalzbURTSqlenZvPm7Fm/PkbIKtXhIBgIxBxX/gRm+pOckqS/lpKRQZOuXTlr2DAURcHmdBIOBuOmM9Vu57IPPqj0d5gcGqIrbT7xToHZEpJXGkBwpmsglFRiWuYiDJZuwN3A+0CufqxUonkgI/wIxyQXoQtfBSOCwcR6/dJetSkKKampDL3hhqTH6vHww5Tn57N28mRsKSmEvV4yqlfHX1gIushAJrGVLulJOlKbkdKpEw3++1+Kn3kG/y+/ELDbcW7YAMEgaFrEbIzADUo1hFjDuOeF0tHevOjn8qEJAP40eG4GtO8CJQfhjo5CnQmi1CEFUFRo2Dr5QENB2Pgl7PwRqp8CHa6FDFPH6Ab9oGBpNEDjIdqyQD4a5qJpq/nTmImQj0oy5SV5nEBP0NKAbFCvBts7oEgvRDackMUXsqONDfEMjQVaGA7YU3+BoCx+gDCCkkWWauiDLySqomGuaJGhF5ntMFeea8BmRAF4W8Q8k01U8/bEonYoinILQv82gFgmJmma9ob+WTvgTaLtC+/XNO3rv2qsVThayJXWSLsLEe9QSJgzD07gdGLrlKpwPOPkzEAY0fxa0fPBiN80JyvgzIqNullsEjm23wuBI7D5zt9yskrjwylT2LljR8R5AGFQzfv2Wzq2aEFRUREOuz3ukm02G9379mXF3r28OmMGHy9YwLqiIh549VXO7NGDYCCQlO0PsRmJGDaFojDnpZfYu359ZDsNvQt1IL7w0+hIQPzPo9jt1D/jDIZ/8AG3fPcdNruwSH4eO5agxxOjWVSR2tPRYT0wBtG9Vqq6GIvAzFdutJT2A6OwrhRxIwozncANiFRuTf3vRLUzfoQDUQUzBgwejM2id4fRVNNUlYcmTaJazeSUENVm44KJE7lj3z6uWbiQ2w8c4PqDBxm+Zw9tL7uMusS29VJTU2n73HNHNV5nmzbUef99stetI61lS3A4cGka6URV/iOQfqkDWPINXD0I9h2wjov4vbDjV6hVD5q1hzsmRhtgGjWSM2pC16Hx++9dCx+PgsJt8FIr+GwE/PQKzHsIXmoBu2J7qXDabeCsDop+34cBbxrU6AmuauIHMNKqFGI9LyPMD32yEjIFkV2xA5obyIXwkwiZZelMmqP/slAtjKAPGp0HM84gNjySaCaU+VNZoWVsCmkOh4B1SkhiJ1HhhCwq9qCOPyiKIr2zHpqmdUJ80WMVRWmoKIoKzAYmaJrWHiFR976iKI3+uhFX4eggs3FGWp/UZbSCOeB2KlXOw4mF48qBUBRlnaIoKxRFWaq/FvzhJ23/INQ4Hey6eKI94+g4v9IpqNkRLsgHmy43ZrWmxIl4hOHQ979p2IngdruZPGkS1wwdyr133MGn06fH9nQwoKysjClvvondHp+IcjidXHXDDdSoVYt+F17IWV26kJaRwabVq1m1ZAn+JFFdeVMZHYiwoqA6nThSU6lVrx47V64ExFciWcbJ+kBIypQ5fgdChrVg61Za9u0b0+TNXVgY2VYu4wpgczrxHP699LE9iI61hQijxEu0EkNyQf1EKQvmktg6CGvJ3AcCxBVLRScVOA/4F8JwSGQ5OYglzlRB4unx48mqWzdC11NVFZVYXY9wKMS7lTT0NU2jvKCAlBo1SNUdjvTsbM797DM6Tp1KWtOmKHY7GW3a0Pnjj6k/ePBvGndo/nzROM7ttuzADgh2i2S8hMPgD4lgumQFRIp+AFcYJj8Br+jdmwfeBDe9KjpUo5+gVl34x8t63wQDlr0PL3WHJW+CtwiKdoJfV7MLesFfBjP+ToxCmqs2XPwLtP4HpDWCmu2g6wQ9heKNTUtqNmh6fbz6HVj72EYf3Qypg4vhXzShKhUDjfjCTZWo0EEiVEN0pjYXQZuPI0UOrNYTuZ8T4axUI7nU1InfjVfTtJCmafdomiYrbA8hfgAb0BlxZ3yib7sRwd9KrD5QheMMKUQjGplEIxOJKH5mGyJeFbIKxzeONwpTJnCmpmnJZCeOLRwZcNEK2PsdHPovZDSFfd9A3qegBaMqZBDl0RjT7zYnqE4482n48TQIHYxdGI3bWkXRFD/49omF93cWVZeUlHBely7s270bt9uNzWYjrNMejMaHTJoD7M7LY9rs2fxzxAh8Xi+KohAIBHhu4kROPf30mOMXHjjAJ5MmRf6WvRzMlytvKtVmQ3U46Ny/P6u//x6/14sCHNq/Hw8iTmFFZbaCkWlsta3N6aQgN5dTDBz21hddxJFt2wj5/TE1EJ7SUpa8+CIDx44lo169Cs6cCF8inIaI3o7hDMaoo/xWjKN2IFSTkvHjzKz6XUQ1460mWoVok7oqGNGwUSNWbN3KzOnTWbd6NbMmToxpCSaxcdUqNE1L2lRu15IlzLrqKjyHDqFpGjWaNmXYrFlktWkDQOMRI2g8YsQxGXfwiy9Ab3AoY88xI7MTz3iJ7EzUNJOFGnaEGMTMcbA2B675FzTvCA9/Bc8PEXSm0oPw7ihY+B48NFfIwfrK4eP/g4AeiEhkE7sL4dBWyDLQn9KyoUd0zqDkV9h6J4R1wz1amATBmpB1FRR8KLIW4bLoNUrIegg1E/zVocZF4HuTyOyQSuJVTQsRLwFt5EelITpMN0hwACN6IeSWn0BkDM08LNkUK9EzLueGKxCUpDWIpnFm6qMRibrbH19QFMWJMP7N6KVpRg1fxgMfa5q2S1GUHsB2LVYWcBuCu2U+/s3AzQD16tUjR/YlsUBZWVnSz09EHP/XJINcxqyblUkXDYaVlWnk5OQi6oROHIQDAYLl5ah2O3ap0qdpBN1uPKEQCxcswFdURMjvx5GeXolmtCcWjjcHohbwg6IoGYgKsmc0TVv9h59VUaHRIPECaNAf8nPAXwwht6mwTxWL16k3CPWmGmdA48th9QAoM+m6GKNgidYEDfDnw64J0OSfv+sy3pwwgT15eXj15nChUEiOOOb00rQV9ZIaHTp3ZtXevTx33318OX067rIyvnz/fdq1b8/pHaJG6bply2KMK5nwNwYIFYTtUrtOHfpcfjk1atZk5rhxBL2xhepBxLJbzTAeK1hVEljaSz4fNRrFZrvPGT2addOn4y4sxO+LjT7++vHH5C1ezB2bNuFwWSmpwIGVK1k3eTL+0lJOvfxyWgwejKKqwBbAWLsixWgxvWfXXxkIq8eHoB5cCkhefHuEUosxs+AAupuOt8Nw9RmI6KbRpTob0TviDGJJNFUASE9PZ8RNNwHw84wZlBw5ErdNalpaUueh/OBBpl9wAX6D1Grhpk1M6dWLu3bvxm4hOvC7kJkJdjsEgxFTNOZZs75tBeS6rUKM3Bn6QfavgpdHiqLqgBuc4ahH5S2D3BUw/224YBTsXCpknyqCpomASjKUbxPOgTk7gh/KNsAZ30CTZ8G7Dby/woG7QCvXb/0UyBoBqY3B0QbSh4DihNAjcOQsCB+MD/JUCK/+RV2B6Cp9NMWbdYH7gBeO9qQ6jHURZyGKs38icfr6xCgs1Z2Ebsm2URTlKYR83GXyLeLTq7IDoPn4bwFvAXTq1Enr06dPwvPk5OSQ7PMTESfGNRkfbi+C7istBpmxj4YFc3JC9OnTj+ORlqeFQhQuXow7L4/yvDxCbjd1zjuPPV9/Te6bb6I6nRAO46pXjya33sryxx9HUVVqPPoou0ePxpeSQsDrRU1JoXbbtlz+1Vdk1K8fkdEPeL04XK6ka8/xij/dgUgWnQDqaZrm0fmQVwHfK4rSUdO0XaZjVDoC8ZtR+wMh5xosF9ExLQjhANgzIbUuFNuBIXAEOLAJfA8lF8FJlFMJQpmWTc66fNiR87uGXK1WLcY8Fa/Jnij+pQDpGRmsXbeO/Xv2UKtRI0YYNPAXLljA2l9/pX6jRiiKgtdu56bnnovrHWGEtEGcLhfNTz+d7WvWMPTJJ2O2qdmoEZe99BKQmJZkLJo2+19xNRCKQkpmJstWrYoz4s6aOpXi3btFxNi8H/Dl1KlkNmoUJ8/pPniQ0r17oVkzAH7JzeXXyZOp0aIFsBvom/A7iD1DdcrKVHJy2hne24AohkxF9HxII9YBSUE4GjmG98qIL5A2fkNBhJOxA+GHV2DIncS46o47ePuppwiHYx9Kzedj344dZOu/uRlr3n+foJ7NijJjNIJeL1vnzOG0Sy89ZmP0zpmDe9Ei7OFw5FySIKcqCqnpDrAbJZZMMD4kxlpb2YJdQUTkZddpL9FGbwB+N/zwvnAgUjLAmBQ2JtYi51OgVnOo2TT5hWWeDv5Si8YZdqipO82OOuKV2Q2yRoIvF2w1wJFAccjWAGrvAd97EJhAlP5ngqKasrxyZtEQ9KBchAN+NGiEyEI8hvUk78e6sEOSNw8jMhAgSHUyoGCerRz8rzTTUhTlJQRv6zJDRmIPQmrKiMYIzdsqnHAwPmcuhINciMiiFxC7dmUj2GzHnwFdtGYNSy64gGBxMSG9jjQMbBo3jmAwiBYKEdaDo8Xl5fw8enTEPtI0DUIhHG43JUDY46F05Upeys6mVsuWtLz0UpZMnUpZYSGp1asz6JFH6H3nnSeUI/GnOxCViU7oFKYPFUUZgeB6vG36vNIRiKQIeaFwGaguyOosFhgr+Atg421QMFtE2aoPgNMmiUgYwNI2ULzZuu8XRBktCT7LCb5EH9cY6JO4rqAyeP6RR1i6aFHcqRPdjo2bNuWpF1/k/uuuY++uqI9mzlh06NqVWUuXomkaF911F7stekTI8zgAp83GhSNHMvzGG3nmvPMgHI65/MteeomZuqOSRjTEZKzjNDoQdmLN4ZS0NNKrVcN9+DCapqGqKjaHg3A4TK0mTbjxiy+o2ypqbC+dMIF5Dz5I0GdVbyDkO3vcfz+9HnoIgPL8fCYNGkTIlDVxZGRw6Rdv06TfQqKakvIbs4IKjCcn5yv69DE3m3IgpCF9iP4QO/Vvoy+io7REAHgNQWGqnuRcRmQgFJxOnInoz8TAyy5j8tNPxzyuNsCuaXzy6qvc9fLLcfvsWLSIb+6/n5Be+yOzAQoijV26b98xG1/Z449T/uKLaOXlhNHvfVVFSU9HUxScn3+O4rDB8qUw4XHwWVDaFCDVCekaKIFYFoEU/TFCs3hf1kE07gxpNcFXFt1W8hdtTiELa0+Fa2ZWfHFFq8CmRccYQRDqnG9xHXZwtan4uIoDXLeIV2A0aC9abHMawvmH2FkuBPyMyEI8DlxZ8fliUAOohzCOjLAhbOB8i31kLslcNNoQYUztIzZNY7atTzzogcE3EIoQV2iaZlzwlgCaoiiDNE37RlGU5oi1/5G/YKhVOOawIZ6Reoh7upzYPio5f82wkiAcDLJkwAB8Bw/GSMErQMjnI0RUOgUgrGmWQUqF+NDC4dxclr3wQoRH4D58mNmjR7P222/JatOGoN9Pi27dSK9bl5oNGtD4jDOOS8fiuCqitoANIZVx7JE3Cz6pCwuHwPfnw8xT4LBFEyktBCt66M6DLqx+aC4s7yroTQDOBsldsWS/u7SUbTYLfu7R4ZY77ohrDpfo1C1PPZXZ8+fzr5EjY5wHiK9NXLVsGTnffIOiKLwzfz51GzaMO55i2NeVkcH1Dz6Iw+mkRl0h7WiZlNcfiDiVJtP25q/W53bT6vzzue6TT7DZ7QR9PnxlZQTcbg5u2sRrffsSDkUjs7VathRpxgQIuN0seuopSvbuBSBv/nxsjvjKzUBZGdvmfEtUYF9WkyT63eyI1K0VNGAhohD7V0Rvh3xEs6kthu3mIpwLHyLdlax6VMKPtdFSBYD9eXlUz8ggFREblv+GgkG2//pr3Pa+8nLe6tOHQDAYozDmR7elvV72zZtH6e7dcfseLcIFBZQ99xyaXvsgqX4+ux1l+HAy8vOx9+sH5/aGf4+BWQugWvXYgzjtMOxaWHUYXpwufFDZgdFL9DaqCO36iH9VFW77BqrVh5RMEWgJuKDDzTB4LFw2GcbsgjqnVnzMXN2wt5qY8iZWYlCVgOMFsOUBFyIaLPYB2wawrwS6Eu1dLwch5ZG9iExCgi7eSXEtsVVdToRzcBVCtTRFP69MATmA2sTXWygIWejqxHb1XYegN53QuBC4BVHXsNggltJf07QQomD6AUVRViA67l2nadrWv3C8VfhDIGm4yTiYfz0Kc3IIeTyReElEEAZxBT5iHYMkJJOEMH4DPr+fX779lrnjx7PgjTd4a8QIxg0ezIPdu3PPmWdySLdPksHn9ZK/Z09S6fJjieOmBkJRlM5AWNO0lfrfFyI6inx3zE9Wug2WDBd9HiSCpTCvP1y+L1aKtfBb8B3QnQeJEITKIP8TyB4JTUZDyXJwuWObMELyOtmYGgkVytdBRvvfdEl5O3bw4pNPEpAyqIqCy+UiMyOD8tLSSF0EQGpqKuPeeouP3nmHgEWDLStMe/11+gwaRIPGjXl44kTGXHUVHt3IMV5ek1NP5c5nnyUrOxtFUbjhmWd4ddQogvqDGGFS2O00adeOJ776iuUzZ7Luu+/YvXZtxIiXx5VNvahUmDAAACAASURBVM3477Rp/HfaNFSTV65pGt6SErYsWECb80VEs+XAgWTUrUuRx0PY4sEKA06Hgx3z53PmiBE40tIsC9oVVcXuyoC4HsaJ4EeU8lgJxwYRVAtz7UQAoWY4Wv/7Z8M2AUT6VxLamyCMCzNkYfeJBUVR1hElpQO4NU3rd6zP06JdOwI+X0TZSyLF4SCrVi2mjRlD0O+n+6WXUrp3L1+PGkXQQHcy7idrgLZ/9RUHFi9m+Nq1ZFg42JWF/+efUZxONFP2K+T348/LI8Ncr3N2N9h0GHLmwuL5ULc+XDAUmuoypD98EX8SDeGvmhkxxltGAdZ9C3/XKZENTocnd8PWHNheCk/sEA7F0SKcQGlFAfyFR388I3w5UHo3BH8FNQvS74O0rwGfkHENvSf+zxWg1QWliKhhL2EDVgPnxB0+ORoBjwLLEc9oc4Qj4EBkFv8BzEdkEm2IAuzeWC8ORxAZCCmBKSvDj3AiUxP1ng4Jw2mapq0Fzv3zRlSFKiRGoLgYFCVx01piNRSNrAkjjILPAcM+MoMtK0PMlphgmYYIud3s2biR54cMYdhTT7Fl+XJqN2rEucOGsWzuXN599FHyd+0iJTOTokOHUFQVDWh99tk0bt+eBs2b03vAANqccbT0zIpx3DgQCEvoZUVR6iO+48PAAE3TKmutVR6570HYwkMLB2DvN1CnI+x8HooWiaxAyGLRC5fBgSnC2cgaCi2ehW1jQPHG0vuS0ZqM/CLFEVUmOUqEQiH6durEEaM0qaahhcP8Z/Fidm7bxrMPP8zO7ds5rV07Hn72Wbr26MG0116LNG0zw0xx/uk//+GxW25h9Msvc84FF5CekYHP7Y6ph3CpKoV5eTwxciRoGv9+9VUGX389+3Nz+fSZZ2I89OwWLXh+wQIya9akYZs2zLj/ftCNJuND6ANSXK4InSiOkmWVtdE0SvOjEXjVZuMfS5bw5U03sfmrryyvNRQM4tRVFJoOHGj5ndhcLs66pTMi3Wr8raykumSWYAFChtX8jToRaVwrFAKzEEw/q7iG5I90A34g3glJQ8jEnnD4U1TYsps1o9eQISz6+mt8bnckke4KBFj78cesRXyDi8ePtxTXNLJ9FIQJGtY0/CUlrHzxRXqPH0/I4yH/s89wb9lC5plnUufii1EtslpmqFlZ1ve0qmJrkEAdSFWh3wXiZYaVAwHiltH0fbWw+AJkTaMMeuSZ9CtsdmjTHw7kiM9XfQDOdGh9ATgqWeDb+EbYcFf8+xpwynWVO4YV/EvhyGAi2YPwASh7AMKHIW0xInovnbJS0MpACRNLpZBKatV+4yDSSVwbVYNovXBFyCc6p0hNWsmD9SJoWKf8xjFWoQpVqAyyevUi5PUmlDRwEOtAyNnDuNKHDdu4iV2pA/p7RuaF1XnsgCcYZNOqVTxz+eX43G5c6elMuvNOSsNhPF6vIFSXlgLR9Wnt4sWsWLyYoKLw0kMP8bcrr2Ts5MnHlAp13IQpNU3bqGnaIE3TOmia1k3TtAs1TUvE//h98BaAZmE4a2Eo3whL28Pet6FsHZSvJy4JJTPRJYthy82wtDHUGgANbo12KpNZcrP8P8Q6D9KFU5yQefQynKFQiLtvvjnWedARCAaZ8tZb9B80iPn//S/bDh/m6x9/pGuPHmiaRpv27XEkoPbElRpqGl+8/z63DxmCw+Hg3R9+oGmbNrjS0khNTyfVbkcF/F4v7pIS3KWlvHjbbaxetIhvXn89ErWVtsnhPXvYvGwZfq+X8cOGEfB4LIuzw4joq4144gFYP3ihYJDmPXrEvJdRrx6XTZ+OLcH1Bvx+Wg4SKlyO1FQu+/prnNWq6a9MWvytEX9fcDPVGpcSz//QiG2ZZ2wUFdSvwuiEOhHRyWSNo5YCryMim1Z+fl2EA9GcaBcNJ8KcHcYJWv8gVdhWKYryiaIoZx2Lg+7cto0Na9dGVMkAHvvgAy4bNQpnamrEdnYh7jHZgwwSK/MbVfwji0UwyJ6FC/Hs3MniZs3YdNtt7HjqKdZffz0/nX46/kOHKhyro3t31Dp1hGFvhMtF2qhRlb7mCCwa6EXQqC2cNwKyMqL2s/GC0xIU7Zblw4vN4Iv/g8+ug2fqw45F1tua0eJ2SG0W++BqQMZp0KCyBrbVmB4ljnqkuaH8BdB+Ji41rLiJPpt+REpGQ/RaiZWv/vMhn2fZZc8sM7ERQXPcjnUGsgpVqMLvRUqdOrR59NGk22iIWacQ4fYf0v+W9NYixMofIj7MJ1v1VAYBIKRp+PSeXt7ychH88npjiNRexExWjpgZgghWhub18tHUqQzt04d1a9ZU8qwV43jKQPx5aDgIdk4XCksxCIF7iaAzxSSeDJAWrKJvHyqDUDlsuBJqWTQgknadXKusREAAGowEpfI9kvN27OCum2/mxwUL4tRkJMKhEFPefJNb//lPGp0SjVjN/89/uO+mmyg6fDghhUkOy+gD+b1eVv/8M8tzcujSpw+fb9hA3tatbFu7lsevvRafJzZT4/N4mPzwwzGOgTyut7yceZMn40xm4OiwpaWher0R+pH0sCFKPoiM126ncadOONPipUy9R46g2u2ELK7ZVaMGDkP9yCnnnsuoAwfI+/4/ZHf/ltRa5Siq7MWQiJdmVS4lR+wHuiC+zc5AW2Ax8C2J9d0DCHGSLAR9wafvbwNG6uO4EtiLoEakI6gRxy/N4c9UYfP7/ezMzcWn05UWLlxI42bNyKxWDU95Oc4GDbjmyScjsV1jx3KJZHenuau5AqTUqMHCuXMJ3XtvzLblisKCr7/G1aRJxTruEycS3LoV/H5BpdM01CZNUIuL4WgV526ZAEcK4rMaqenQVC9ObnY+FOfHKi0pKtSoH3++gJsyv0LOqQa1NwVY+l/YGbSk/sXB8R6E94Nfd6hSskCtBz8uPrprMyI4GBhg8YGiO0XR6y8ra0TOD49ZbGtDdMP94beP45hA08ci540ohF6+l2jX+U1E6yqqUIUqHEuc9sAD7P3ySw4tXx4zh2qI1biA+J70MoxRh+jTa+a7GHtxJYOx/sIMuW7J83otziNHbEM4LD/++CP9u3Sh/6BBTP3sM8smwkeDk9OBaDQEanWEQyujhdD2dGh5I5TOwPqntYksgeqNWYwENPBsgYx2QtEpbI52KWJfxXQrGK2P0v+aDhkWzoktI04dqqysjP7dunG4sDCh8yDhcbsZcdllLFi+nIL8fG667DJWLFlivrLIwm9TVTJCocgozeaAz+Ph1vPPp0Xbtjw3YwYt2rZl29q1+D3xNC9N0zhSUJBwbCETfUom7WOIPmlpdLr6apa+9x5BogFSo36KYnhfCwbJW7KEp5o1Y/iMGZxx8cWRY2VmZ2N3uQiYOnMrqkqzvvHUA0dqKi3/BsKXl1NBgGijKAwjkaNKFFNwIhwIY1C9JyJesJjEU4oN0Rk3jJBozUI4IEYHqaH+Ov7xZ6mwhcNhujZvzr7du2OekdS0NOavWcMdAweyZ/t2MhFx3jSiimDG+68G1k6EHSElE6npQaiDXTxnDpv690cLxU/59urV6VNUVCkdd+388wmuX49WUoKjY0eUBL1KKkR5KfxfP9i5CUIBsDuhdj14Z4noOg0QCsLk22HRFLCnQNAPva+HIXeCarr62beS421Fn/X3RFudSBS0hOt/hMzKNGI7xjj8FPjnW3yQAll2UPRgkeIg58fn6dPnYcM2cvZoAaz8w4daOeQjxhL7/efk+OjTJwWRrDOuCw2IysFWoQpVOFboMWsW359zDr6CAoJudySAeZBYYTszzLHiZJCfm0VkpMUoe0ZYQWY3EpVNm9v4+f1+Fnz3HW+//jr/98/f13vsuKEw/alQbdD/e+g8Aer1hYaDoecM6DQOnFkJ9rFD3wJIbZHgoApU6wbVzwXVwAdWUqDWhXDOGmgwTFAKbMRqloJwMCTy34SV9WBlFvy3Nux7Mcb7nTljBu7y8gqdBxCG1MZ169i1cydDe/aMcx5A3GBpaWl88N13fL54MWnp6Ulrv0PBILlr1zKiUyfG/+tfLP7884Rm8xm9esUoIkm40tPpO3w4p/XqFR0rsXxAm9PJaeeey8/TpuEPhyOyaX6IY0AEiUaQ0TQCHg8fXnMNPkPTL9VmY+DLL4siaR2KzYYjPZ1+Fv0zBHKIL2SRI5Gui4PYplBWCCGMfyMUhDDJI4iMRCK4ENKulyEKL0+aRnG/WYXtp5wcig4fjntGgoEAb44dS8F+IbkpZfjkr2lGGfEcVQVRrIFhXzUlhf5vv012jx6Vi8JXAEVRcLRrh6NzZ0Jz5xJ45RVCixcn7cFiifRMmLocxn0Fd74Iz34Cn26KOg8gahtunASv74MHF4h/b3gj3nkA8MumbkRr+eXrSC58YF0/9Icj4zHin4s0SLsLFEkDtIlaszjI+el4MsDrkbjOwSgtIYusyxBZyCpKUxWqcCwRDAZp++KLNL/7bsoQtCTJB4DkNCRpR8nWO8b3zca3AthsNtr268dVL7/MeXfdRYtzz6VV7944ataM2D7GPt+yE5AVjySEoFQVIgqKjfB6vUyZNCnJyCuHkzMDAUK/vNU/xMuIJvfCplEQNkSpVRfUvRRs6VBvOOx6DjRTliGlMaQ2gTPnwO4JsONJCJYIGdjDq8CzDdp/AEtywG/SC1dUaCi65FIwDfL+FT1/qAj2PA7YIftuADZt2IC7PFEBbjzC4TDfffUV+/fsSbiNBng9Hrr37o2qqglj6UaTOeTx8NG4cdgSpMEURaH1mWeyb/VqtixdGvNZh4ED6T50KKqqctennzL2kksACPr9qA4H7fr25cZJk3iwTZu47IZ8cMxnNcvYKzYbW77/njOGDo2e97rrqJadzY9PP01RXh6nnHMOfR59lKzWrS2uwENixSXJRzOOQv5tpiQpQFNEPYMVXEAfYLPFvirRrtX/uzjWKmwHDxywvH8DgQD5+/dHHAsfwvzyI5xQMxEkiDDJZH2EE2GmxqhmKApdnniCU6++GoBa/ftzaN48MDnOWijE1ocegn6VE5YK5eXh7dEDrbgYJRAAux31rLNwzZuHklrJomWA0iKoXR/O6A7OJFSXjFri5SkVr9TM+G3OuAJW5Sbmdh1cBz88Dr0egQ3vwZpXwF8ETS+Czo9AeiWVmzRN1Kkpjso5ZM6eUHMWlNwFoU2g1IL0eyB9DPAvCF8P6sIkx9IQSknHE9og4pzG2KLRfZX/lx5cAJG5CCDyY1WoQhUqQsjrZdfUqeyfNQtUFS0jAzUzk0YXX8zmjz5i+2efodrthHVmho/KqWADpNetS+327Tm4Zw+ZGRnsWrkyEgRyES8Y7UhN5fLnn6d5p04E/H6ev+YaFn/2WUTbQq47xjFIsqMRGhWrdRcXF1fyKhLj5HUgEiH7OvDkQt5YUJ1CGanWADj1Vdj7CfhtwlkI7BMUIzVNLHJtPxL7qw7YP1s0d9L02HhoH6y6ArovhfZfwKrzgbBeyK2AvRbUuVzsv+fRWOcFIFwO+56GBneBotD+rLNIz8igvKxy0aaA38/Ljz6aUHEJIODx8MYjj/DYTTdRMzsbf14efr1AR8LoPBiXYdlcy1zul+pw8NWECezZuDHynviPQt1mzVD1QtEzBwzgtbw8ln7yCe7iYtoPGEDzs8/m1+++Q03gnFjlXqzSaVYR2xbnn0+L8y2aVsXheWJ1FiJH1V+yPMpB9FGSLcYCpr+dwHsInraVI9FY/+wb/Ziy+uQGTpLH9JiqsHU+5xzL+z0tPZ2BF18Mhw6x9uefCYVCFCHMLQ/R+K0LocWTTnSCDhI15YyxbkVRsBsoRm3feYfl3bsTOHKEsOEZDZWVsWvsWLwNG6L17o2SoP5H0zS8Eybgvuce0J8tO2D3+QivXIn/6adJSZgxM8DnhWf+AQtngl2PvN/yFFyZIG19cAe8NgJyl4m/W3aBUe9Dveaw+nP49mko3gft/m2dbJMTxM9PwuGlcODHKEV0wzuw/XO4ej24zM3TzOOYCnkPQGA/2LPglEeh/m0VOxIpA6HORkH/jKF91gXbHNA6IWoGrGDn+IveOxA0xy0ItrWTKGkTonHNmNlY37YEkfFM/7MGW4UqnHAIeb0sOuccyjZvJqTTk0AsQBumTo3IdxttHLm6JyMsS5QfOcKBxYsJ+v1o+rGMGo0pRI38IIKe/ljv3jy+eDGfjR/PklmzIueVMDsdUvjDOHtJadhk6NwtKZO4Ujg5KUyJoIUhdxxsmSKo6UoLaDcbWo+HBe1g1Y2w+XEo3AuhBtDoXmgxFrrnQabObS/bBCUrQTMllcI+2DkO1BRocC1U6wQNbhAOhQKsbAyrTwffLiwRPBzpRTF02DCq16gRUwDjdDpp264dTZo1i9vVDpSXlSWkP9gRN/KmNWs4fPAg2zdvptzrxe5ykZ6eTpv27clITcVO8htGMhsi9QmBQMR5kJ9rCAPpmzffjNm3WlYWA267jaH330/zs88W15Sebi1paQErylU4GOTUSjkKVtgFbDO9pxleYaJtvoqJqrjI0TgQj7ZUfl6N6Dh9P2Cqd4lA6jkUIZKPQZIrNf3v4FirsJ3StClXjhxJWnrUgEpxuWjYuDEX//3vPDdjBg2aNCEtM5PU9HRcRCfdMOKX8GCtwiQXjsgrHGbuXXex9v33AXA1bEjP3Fya/vvfKCbVr7DXS9jjofDbbxOO3TtpEu4HHog4D2BwXrxeQpMnV+5LeP5WWDgL/D5wl4nXxAfEe2b4vfBQd9jyk6iVCAVgy8/wcHeYNxamDIddK6F4f7QhnfHRtCFSOU7AFoJt34LHHd0mHABfMax/K/mYCz6C7beJAA0aBAsgbzTkH0WTOSXBLKUMJPEMJpUuViGaO76L6MXwVyMFOAPoh2iCB9E7zxjKCSKchlL9dRghrlDVULIKVTAjHAqx96uv+HHQIA6vW0dQr4s0imMGLSjiMkYimxVVZJ2UBQIEvN6I8yCPISVcPRCp7ZROhdvt5sH+/cmZNg1MY7AKZ0JUoRJEhqKkEmN7+JlnKtiiYlQ5EEasGw0bHgbvXlEIfXgVLL0MVlwOvnwIlQojPlQOpbvAp0DDW8Fu6ATryRNZiDiEoPgH+KUb7JsIxQshfzJsuhCChRDYA54NJEw62arBwbFQupBUl4v5y5cz5PLLSU1LIzMzk6uvv55vlixh4pQpuHRJVUm5sCGoG84EhZguiLnBI5fi9aLa7bw+Zw6t27cn5SgLOW0Wrd0lvOXlFfK5W3bvTkpGvAHtcLlo0KoV6JFfu9OJw+BM2RwOHKmpXDNtmuX+lcMBouajFJENE1+SJBFAZ8MTXeB9xD7GMgE5kfjfeT2i94M8TkAfw7jfOP4qPPfGGzw/aRJnd+tGm3bt+OcDD/CfZctITU2lXqNGfLl1K+Nnz+Yf995rGd1OI955yCCe5iSd4q9vuomg3q9EdTpRXS40q46gmsaOBx9MOG7PE0+A2xxnimY/LI9pRnkpfP+xcAyM8LphqsXCsXwW+MpjlZi0sHhv5kPgN42njNiG6MZgeETXlthHJeSB3VaFzgbsfjg+A6u5YdcjyferFO5EdHg2Q7qEa4A7gKmIuv3LESppfzUk81qqLZnlosNEfxCJsGG/AiqOR1ahCicHQn4/Oeedx9Krr+ZgTg7+YJAyomFASRFKBhkWkk+hFNk0hxitahPMxOcQUUfCo7+KDx8GTYsoLUkkeoql1eDWr6Gip93pdNK6TZsKtqoYJwU3olIIFMP21+MVlMIeKF5N3E8S9sHuaXD68+JvTYO8l2G7XvtghuKE4C5i+KyKJ5bzkwxaMex9AJQ0SOtA/dbzeHfGjLjNNv/6KwSDlkKeHbp1I7thQz7/8EMIhyO87mTwejxMf+013l64kKkvvsiXU6ZweNcuS5WZoykdbd25c4UNTVSbjbu/+Yax559PwOdD0zRCgQAX3ncfFz/6KOFQCEVVCQUC5P74IwWbN1NeUEBazZqcNWwY1RI13rLEJuBNhDxiNQSdyIOYSsxyM1aQEUFIrvAsu3XNR0QV5XG/I366CSMiiPs4vgo8TwwoisLlw4dz+fDhlp+rqkqXfv0o2LpVyPuaKE/SPDM+olZtXdC3CwcCrHj+ebrcdx+2lBRcjRtHMmhyXxVxR3nWrKH0l1/I7Ngx5jjhcBjtwIHEF+V0Yr/yygquHCg5HN9LQqLAIrKev104C8bB2gDKwa/EVwFKkm1Nkj8aIQyTjAJFK2HhUGh3H9SxSKEbM7A2476HYMcIaPpugkLoyqAeQtnoc6KOvsy/jkSoocl6K3kvPIFojixpin9mzM2NyFa6iX75KtABkSEt0seVqAGpJN75EdmI+kTnqCpU4eTEjilTOLxiRYSyZEymyhCh1RwvM9Nye2NNglFa3pihtoKVKIfc32s6t5kmZcMQSNLHWk60Ja2GCAgHiet8E4Hd4eDO0aMTfHp0qMpASJRtEzUPZmjJFHsN7+8aB9sehZBVYYodHCmiGNuIyn77kYVUA60c3Csh/yXwrIIj70H5wkjkcOrrryc8zC13382E999n3i+/UCs1tULnAUT9xNply3ClpnLLI48wZ/t23v35Z9KrVyctIwNHSgpOlwubzRb/0ClKnLKS/HdUknEa0fjMMxm7dy8j33qLjn/7G10uv5w6zZoR8HpRbTbBP3c6adO/P+eOGsUFjz1Gr3/+E3dREUveeos1s2cTTNDrIjqin4C7gXUIA6IA+ATxWEoKUjkVu0hHEHGMRFNHOiKubQO+BB7S9wERN7CCjeOPm/2/hXpNm+JMiS8uNv+SVsVqMdA01rzwAtMaNuTQmjXUveQS0DRsCJfUhTBVZYuwX7t14+C0aZHd3bNmcaBx44SzjaIouBQF53vvwemnw+efJx5LnYbgtMgYKiqcdW78+807QopO95KRhUg2QYuXPgM4pTO0PO8owlC617HnS5h3HuyaHb+JSxcMkHOeMatx+EPYc39lT5YAdRG9Hn4ERgP3AYuIKqWboSCciyHAUET2MHEt2bGDhmgmKRtXShKbjFE2Q3hvZSQvlQwbXkVUZSKqcLJj1/TpEedBtpOUakZBovaKkUugEW0KZ2X8S15CMo6CEUFipQ8OIUiHcn/zOaTlIS1UuU8hUefBuK2uOWdpsVwybBhjKmiQV1lUORASaU1EViEOCtiNiu861BRoeJX4v6bB9qdFsTPEEvIVGzQcAW3GxtMkklkjihJVBzX/SpoH9j8BO3rA/jth1xDIbQvBfPbk5VneNKqi0L13bwBef+IJ/N5E/qlhH8But9OkVSvy9+yJKNe07dyZr/fu5d6JE7n9+ed5d+lSOvbqFUNxUm02UmrWxJmaGuNEqDYbDZo3p3WnThWeX2LvunVMu/lmVn3+Ocs++IDpo0bx2BlnUG7RfTscDvPB9dfzwtlnM+vuu5k2YgQPN2rE/vVWdPr1wDXAw/w/e+cdJjW1//9Xkmk724ClCLvSQRGRIqhYECuIiApYUGz3Clx7Q6/1iuViw3J/iuXay7VhR0EFZW0oCFKULgpI72yZPsnvj5Mzk8kksws28Dvv58mzO5mT5CSTc86nvj9pCUlOB3GyfyAVqKvfcmqwwy6VxRBT0gvm991xtg5GgVeBZ9k9YrL/euh+7LGUNmmCaktqjpFeMGTGSy4VUgEIhYhu2cLkgQNRAwGKCgooJDvVVQGUeJyf/vEPkrW1RD77jK3nnENyzRrHNw9No1DT0KJRlNpaWLgQhg8HiwKSAY8HrngAApZ0b1UTBeRG3p7dvms/aNYOfB7nBGmriQ3AF4SBd8Ihl4n/nWBfhVOV9wyRXD3zksyQKYBW94AScFn9dNg0PvuYXUI3xLj/J9CBNCetHbJclAxJnASM+w2uXxe24exZMICViL62QRCV5WLkkjVrpK31j1B+8shj90QiFCK8cSMGaQpvO6Q67gFQFOExxl1Nz5VMnZUvR5pBSUGsKVtxLjQnIc9tzZuQDEu5REiZISXFUVVV2b9rV/770ku/uoCcRF6BkPCXQcUw0GyTsVYA5UMzhX+tUFC2qkn4sgt8exzEt6W/l7+ahmA/6fI0NDs7+5q5DEeOeRSkaQCIC0XCqAW9BmLLYc0FtNtnnwyjndzKGjem0MwHWGChEssFBTPh+bnnOLVjR/qXl/P5xIkAFBQWcsLw4ZxxxRV06NqVcR98wGmXX06DJk0oLCnhmNNP57n58xk3bRoHDRhAs9at6X3qqTw8axZFDXeOYvDpc84hUlVF3KRzjdbUsGXVKibedltW29mvvMKcCROIh8PEQiGi1dXUbNrEE4MG2e55E0J4cEsydBqeOqJgcq5Kz36El0FatOUQs3NXyfMtQkwNxyIsivbfvQChaPwA/AchPOSxq6jasYNN69dnvAuapjHuiy/o0qcPmteLoihoiF8jjkhI8xQXM/Cee+h9zTV4HChUFUR0vfyFY9u3s3nOHJpdcIGjWJqa2DWNrW+8wbabb8Yw8x4kVaBUvLX996e4bVv89tyHUAiuvhr+9yxMegcevw/OPh6uuxAWzYcO3aHfedByX9irFRx3Jjw3G1rtk90hVYMxn0PrLi5akiKMIb6gaHv6I7Df8VDeWyT6yeFi3ey5EHbNKLoVIhszL9NoIDQ716kDAkaULIKK3wQn4V7N2TreY8BXZDOr/9bIFYVt9ZT4gbYu7ewVqusKrsgjj78mQuvW8eHRR/NyaSmbFy0iirsqLUdIt5tvpt2oUURxDweqCwZitEbMTcY0pPpF7lAniR3msdJTUp8RbI36UDSN1m3b8vJ779W/8/VAXoGwosd/oc0lQkFAhaJ9oPmxsP5/oOmWnFoF2Aq/PA41P8DWT0A3xCLpRVBzl2LyQDYQFjMtCB0eEWFMahDUwrSxGzJ/bUMRlbGdINVJD5lvkZKA2o8ZM+5qAgUFGcpDMBjk+rFjUzkHrTp0qNfjCBYW4lcUgYLn0AAAIABJREFUkvE40XCYLevXc8OZZ7Jodna1Vn9BARffcw8fbNzIxzt2MObll2lSXk6ngw/m3x98wE2vvkpZkya8c//91O7YUa8ieABVGzeyabmdDUkkQs2aMCFr/5ePP07MoUZG9YYNNi/EZNxrN0rY+6gjEptzIQnchKBfPRbh4XBSHuwIIuKtTwU6ItJ1ZeALiB87jgh9ymNnUF1dzeMPPsjhbdvSo3FjDmvViiPbt2fmF1+k2hQ1bEjHAw+kuLgYn9ebynWQVarj1dV899prdB05kuPvv5+GbdviDQbx+v0UAk2wqX6qSjISoeKGG1DcchGAQE0NG0aNYvOXX1JFejqQ8bCR4mIK33gD35o14gtpUJbb1s1w3SVw7mC45Tr4bApMeBZO6wFn94K3noHVq2HTNhhyKbTMMfaDJXD8ZeB3Ih4whFHjnOehohsceoHYXdgUDrlOzFcyk1D64Z2M+obtg7ck+1KlfdyZlLSy7FDQ3wQ9gdMQArcPobirpOssWOHl92c3aoizmKAgwrCs0ID9SSs6MomlIeI+pDKyE7VD8sjjL4LFTzzBhIoKNkyblkFAIf3N1hAkibKePTngX/9i3tNP5zy3Auzdqxeq19ngK68mPdj2EZ3LHyinUhnECKRqdFmv7wZ5PUVVGXPvvcxaupS9W7bMccTOI69AWKF64YD7YFAVnFwLR1bC1o8FK4g0GXoQrCDxzWT9/BrpEPdU+22w5lZYcDosHWWeQBe1H4o6pn8Bq+WudAC0e10oGtZXxJqSr9j2KYCS5JAWI3jvo+vo3K0b/kCANh06MO6ppzjrwgv5Yc4cLjjpJObOnZtTqAFBeWnEYug2q2c0EuH5e+9l+uTJTH39dbZt2lTnY339rru48eij+eipp5j20kus/+knxg4dWi8lQvN63elnHeLWEy6hWYqqkoharXprqdudbx+eSeANhE3Bqe8a0ApR56EvMAIYSOaPa4WBsB7KyacAOBHhGQngHNL0Sx19zsOKhT/8wD577cW/r76a1T//TCKRIBaLseqnnzizb1/mzpyJYRjcesIJTHzkEaq3biURixFDTNzWUPzVc+bw0BFH0PWCC7hs+XJuqK3lpHHjKLZN6gAYBk169cJXUUGwa9es8EWZvqsaBob5XkrenIy3RNfRWraEvffOzgmQY7/arDmjY+b864JKNR6DuEnhWlsFVwzKKm6XhYPOgECxswCfiMDLF2Xv73MbnPIatOkHzQ6GpvtDgZI9fKyhnR4f7NUDNn4ESduYbXAyUOCcPNXy4dz9/1W4EngFuAKRHzGEtAJvRRwo/x37gXnd1mTSXMj6tU51ZCTd64Hm3wbmfumtKSBzccojj78+Nn/3HTOuuMKRZVKiBuEJqMWk7i4o4LiPPmL5pEnoJrGGo7SkKBSUlXHu5MkESkoy53jz/7okDDdKA5lzsRbhfYgjFIJaoMbjSU2HdpYmiTDp4qgd99+fS668sk7Sml1BXoFwgqKCFoCquSLXIQsuL6PVbZ/aF4V198CWiYLhSa8Rf+PrQW0sPBGpg/ygNYA2D0LJsdDxc9CMdC6E3aInr2fdjDCdm97Hx7Mq+Skc5sulSzll2DDmzpzJkMMP59MPPmDL5s1EdB0jxwsVi0ZRHOLkDF3n0zff5OYzz2TshRdycsuWvDTOPSZ485o1vHz77URDoXQhFV1nzpQpfPfxx67HSRQ2bEjbgw/Oik/3FhRwxIUXZrXvOXw4XjPExF+k0ueSxlz4ZhtOGtuUim5NLC274iwcWGHNWwBSaVfWGA3rEDIQAv45wGukpR4f6Xcmw7GI8Db8G8E9v9T8TtaRcML/jboQvwUSiQTH9u5NOBRCITOdVEfwfA8++GBmT53KslmziNuUTynQp2AYxMNh5r/7bmpXbMcORztxSfv2aKZVqt0bb+AtL0fx+TImficSA+lnAlCCQYpvvBG1oAD++U/nYicyncbaaTtjksT2zfDNVIcvLPAH4ZaZUFyWeQ059ySiabYmK9qfCGd+COd/A6e+Db7iNFuSognjTLFP7A9oEExAaB7MOQ8+agHb56TPldgBLe4DSkExmY8UD5Q/BI3OzN3/X41WwJmIpOlzyA5X9AP9EN7B3xv7IuapRub12iPGf130F16EglOGcIU3Nv9K91UeefzfwPx77yUcdQ4HdEr1SgAlhx5KoFEjVn72WYoaNUR2xLkaDDK8spLCsjIu/uILmh9wAB6/H08gwF7774+vsBCfKUM5CfoGzqu8TpoqQa4Xkktth64TSSQyGLQzbMiWtoqicGCvXkz56qtU0d7fGnkFIhcKWokCSHY4vXmQDlCzw4iDL5K9r3oWdJkO3iZQ0hcaHAsl3WDNzVA1DbY+k/lmOFn0HKFCzQcZe+4cPZpwKJSy5ieBsMkz7ATDMFytlXoySaiqilB1NbFIhKduvZXvv/7ase2cKVPQHCruRmpq+DoXi4wF/W+8Efx+kqqKrml4CgrocMQR9Lv22qy2h48aRfkBB9CwVQk3LdiPU+6voOvghvS5uAGqdibCsngagsoxxVXpAB8wGMG84ibqdQDuAo4jrSREEGbgN4GpwMeI4SwZmqSzVEplrwPfAZ8BYxChVSqiAq19evECR+V8Vnmk8carr1JTU5NT3EoCI48/nohD3QWZ8GZFIhJh+y9pL9Dip57KKvbjBaJz5/Jxr14sfeQRvOXldP35Z9q/+SZGMJjKJ3YcvqqKEQjg6dCBBo88QskNJuuQSYDgiPrmFBsGvFGPgmyNKqDVAS6Gi1wpg0DNWpj6d+GtQAfND636wVlz4axN0ONWKPCL7/QQJKpF/tiMgaJOxIIzYEZ7+PEGCEXBdzx0mALda2EvlwravxvKgQcQQrwPIcifA1zyB11fAZoDvRFUsvULPRVQEcpGA9I5WW4kxHnk8ddD1YoVLHrjDddAZauxxoo1X35JrLqajYsXp4qLJiCVTC3pCEK6zhLTCNqsUyeunjuXG37+meuXL+ea+fNp0rEjB515JpopvFvFuAhp/rRC0hJGGJFzFyXN2icTviOkTZ5xMtPOFMDr8VBQUEDrTp3oc8QRvPj663w6YwZFu1wLq27kFYhcKOoEpT1AsVmhdnYOliqik8Hb2wJ8FaDGIFQJNZWw/XVYdjRsfdz9Wm5KTAqZQ+OH777bqS57vV7OveoqAsE0w4pihmrYBbJoKMS1J55IH6+Xk8vLeXP8+JSiEigsdAyXUjWNYEndVrwFU6fyyJAhxMJhdF1HNwySwND77sPjy05m9gYCXPnll1xReSoN9vbh9ZuDV5Xi4CeIROR5iETIYpcrJxHS06G4J01HgXYI4d+e2BkFngGeIl3jWDIvtUYoCNtJi6iyfy8g7B0nAL1I89R7EQnch7v0JQ87KqcKa3uuTBcDd3pWGUluRTKRoKhZM9bMmsVrQ4ZQtWpVqq2KENWCgMcw2DZrFvP/+U8qjz0WQ1EI7Ldfyuvnlgin+P00vfVWSvffH23KFJKffiq+cMjryeio9X8nylWJ+V+5n8eK3ueBzyEPS9XSdK92GDq8eRSs/Qr0GBhJSEZhzefC8+Arga3TBAOTHfEd8N0A2PKe8NAmd4i/2yphyxfOFNt/CNoB9wITEeFNp7FnLZtW+2QeefzfwRdXXJGqV2WfEuX/VrNuEhG2uika5eEDDmDZp59m5S7IpOg4EA+HmWerxVXSvDmlLUTNJkVVOffFF3k4FOLKDz+k68kn4ykpoYpMaUFFBBhKJQXS4l0S2Iiga92KyQdnriHS05AECktLufTmm/lq5UqmL1zI+59/zqChQ3+XsCUr9qSZ8M9Bz4nQpL9QItQABFrCXsNwfHSKR4Q+OcFpHg+0AV9jSG6H8DxBA5shDNRhWnQ1BCag8ISMPU322su5qddL0MYq4/V6GXX99Vx6111c9/DDlLdtS3FpKft27UpRYaFjFEX1tm0kEwk2r13Lo9ddx4t33w1ArxNPdLysx+fj2PPPz3l7AM9fdBExi+fE0HVi4TCvjh7teozm8VDWerFTcWEbIohkSKcwNR+CL74tzg/ai7AMmpZWR4TItGFLcbUTsAJnphUPsMRsNxS4DRGTfTsiPyIvCNQX5RUVKJZaJG6QDPlWRUO2L7Lt0w2D/40axX8POoiFb71FSNdTFiCN7HT5ZCjElunT+fbcc9EVJZXEZ61caoUWDlN1441E3n6bxCuvED75ZCLXXQdr14CDwgzy4qZa3yAoCBuctCYV8NZTED/oLOh0jKlEKOAtEP+PnIDrO7j2S6hdKxQHK/QofDdOKBhOygNAsha2VzoU8gzB2kfq1+fdAhsRXsdJiGJveeSRhxsMw2DDW28RWrqUr3v25Kd77iFR89vUPVr5YbqKvKwuLf3/CYQHQFK56oj4AKlobFuxgkQ0Wid1q6/QxZhigdfvp3O/flz6zjs8sWMHV772Gg1btBB5EopCUVkZBRUVWVVoDEQOhLU2BeZnn0mZHwgGKWrUiHdmzODKW2+lrEkT/kjkAyLrgrcB9HwX4lWQrAF/c4isgvWvZrdVDfAdBrEvcK0OqgD4hEVt32fFvsRWSNRmhyrZcyqs+3H4H4QS0/Qh8GQyddx45zlUvjeW5T/GmPmt2FcQDDL8kkvQa2t5+5ln8Pp8xGMxTrngAi669VZqduzgjfHj2bFBMI6sWrKEqEmlKrviZNuKhEK8eNddDLvmGgLBIGPef5/bTjoppQQoisLIBx+kVefOWY/HMAwWVFayfNYsGu61F5tXrHB8jD9On27bU4MQ5svM/3OlL0kWZpU0W8kWyzE+RPjCqwj6VJkHIUOPpFNxM/A+7nq4U7hHDHgZ9xwHHWHDliggz56yazjn73/n4fvvJxKJoOMciKYgfgkDYX2SVKw6InIc0r+gXHyS4TAxxFtSTfrXcguVMnSdVa++yvZPP6WorCy1GITMcwRIezv8iDFQi1BePLW1xB9+GN+QIahuGvH++8Fpp8OAQbBxLTTZC+6/BObPEN/LAsqKAl1753pkZocN+Oy/8PN8iOlQ2goOOg36XQvFTWBDpfNx1Q4CcwDwxGH5eFjzGrQ/FbQZzoqE2wNMVNXd5z8Ua4GFCO9lD9JjeTpiPpAiyVcIL+Ipf0If88hj90Ri+3ZWXnMNW197jdpwmJiikLjnHqpmz6Zm4ULWvvgivb/9Fs2BLjsXwps2serDD1E9HloOGJAll8TJlArkvB62fa4PpKP3gDN3PifrsNNP57DTT0fXdeLRKL5AAEVROLNzZ1YsXJhqF8Xde95h//05sGdPOu63H0PPOYfSBg1cWv6+yCsQ9YW3JE05WPM9eItE/K7V/KgkYcs08Cvg08hKiFD90LA/FO4HLf4hvBk134qkQRkYnWG+JFupsP/N4FzXoPQ8ofTEloCnAmqehx130f+QDRxzoCBmWbtOYfh5fvoPvZB/jh2Lx+Ph8jvvZO2KFbRo3ZpSs07DfZdeyk8//EDcUslZk0lBuo6u66728GQiwfZNm2hSXs7+ffrwvw0bmDNlCrFIhHijRhx9zDFZx0RDIW475hh++eEHMbD8flQ7972JwkaNzP92ADcgKssqCIrDm116ZYUkbwsBoxAJzFPNc/RBWBFXkk6llYnN0rGYBN5BiJz1YXK2QtJ52ZUcBSE27kyscx5uaN2mDc+//joXDh9OvLYW1XRnW99Za0USaZlSgc7HH8/eySSLP/kkw78k1U7dckwUEcfq9msrQLGuo6xfTy1p5SGAeItKVBXFlkehIhYoDeEKT8ybh+/c8+F/L4r6DyDCiRo2hEnToKk0GHSHLyfD4vnio5XZEwNmTIY3xsPQHHH8b/8LPn4AYuZ1Nq+AqY9C7/OFAuGGZr0yvQ8BLPkTSYhsgIXPQOMWoG5KF96E3CtRST2UnvrAiCPGdB1MVO4nAP4LTCOdxaIhvIRlCOXBOl/FgW8RRSJbOZxPliasKyk6jzz+GjB0nUV9+xJetIhELJblg0+Gw2xZuJAPO3Ui2LYt7UaOZO8zzqgzFGfhk0/y5eWXo3o8oCgYySQlbdqwbcmSnMclbH936l4UhRWzZ7Ors5OqqvgtStLhJ57IysWLU2QzbrOUYRgUFhdzz2P1yGf7nZEPYdoVaMVpSUISW6SEfx1iSdCTmbkTahBaPQpd3oG2Y4XyYBiw7HRSooed6dMgs+a51exvh4FYvENPw4bzYHU3WN0Ytl0JydUoxPF54xQWQvt2GtNn7MNt/1qJp+o8iH5KacOGdOrePaU86LrO1AkTMpQHEIqBLxDglJEjOe7MM2m5j0NRKoTQU9q4ceqzLxDg4JNO4ojTTstiVJJ489//ZsXcuURqakjG44RraoSIbcuh8AWD9L/6avPTSITyEEeIXKuBq0jTLEpFIYFz4EgCUZG2A8Lj8ApC8pFVr6xMzrKkTNxynhCWErvy7rHUf3S4U7/Z3hpOIkuX3eJyTB67gv4DB3Jknz54vF4iiDdBRfwCjXHn4br60UfpMXQoPjMHSHoIfIjhHiHNxyVJfeWbYlckZEUBe9pSlHShZgkNoUIGSaflG4qCUlICDz8Kd98L7TtAkyYw7CyY+Z1FeUAQH9xyHkTDaaHcetFICB6/CRIuHrpIDXx8f1p5kIjVwoPHwfcTnY8DaLgPtD0ZPMFM5iYr9BhsWQHhKBR2E4U2JZeBHHKpB+IBrQjaP+R+zfpCfwL0JqB3B+ZB8mww7EEDdeEbRL5TnHRKZQ0wFuGRcBq3CXG9DGwFJgCPmdsHkBXAkEcefz1UTZtGZPlyDAflwcCMIzAMalauZOO0acw47zymHnootRbiCju2L1vGl1dcQTISIV5TQ7y6mkQoRO3KlVmklfKvzDisi3/CSXFJJV8bBvPfequOM9QfZ40eTdIwUn1yW5sKgkEGDh78m1331yAvqewKGh5uFpvDORzYAMJBKDwagj2gwSDoOBma/C2zXWQpxC2VWJ3eZkUjg5NdSiFOv1wqADsKSgSMiGl1s51SSaAl5kH4XQi/DFsGwY5Mq72h61k1IFLdTCa57rHHuOOVVxj92GMZWjSIuLxh11yDz6FOQy58/tLz7NcnyVEX+KnoJATyGJAwDDx+PwWlpXgDAfqOHMmxl49ELNpLyLTkS+dikLTyYBXRZHiBFRHgTtIi4FLLOeuyVlrJ1GR1L420hVJabKUIaeVc8JmfA+b/Z+DM8Z7HrmLWjBl8MW0aUTOMKUpaVbNnA6T0dE3D5/Nx6Pnn07R9ezRFSQ0tqxIQQ7wlknNbx7myqBv3jVQ+pPdBQSgb9uvooRDagAFCkf7HJbBwKazZCM++IOpDWPHzIqE8gHvubKgG1q90+AJY+hWEk2JISH1b3kR0LTw1CNYvhNotzsf3ewkOHQslrTIv7kVobVJ31hOwbbFgabJ6U2OAroKnGTS/EHrOg+JuzteqL4wPwLga4a2UlTbeAj2bBjo3PsY5b6mW3JWprcaFCEJ5WGf2Qwd+RrC27UwQRR557HkIL1yIEY9nGFwkEmSvtnosxtZvvuH99u1Z/JCzIWHOuHEkw9kKuKJp7Hvuufh8PjxeL4amEUNMMbWkE6jdRp3m9xNs2jSVFyG3MIJTMQJUb93K1hzKzc6gUdOm1BYVpXIzYmQrEQXBIK3atOHsv/0t+wR/AvIKxK5A0aDHx+BrJvjN3bxrJYOh82zo8C4U93Fo4PD4U/KuIjwYwQPNWhHW65NWIqybtR87Q7xh1ELN/ZAwY5iNHWjhw+jWm6xEZFVV6d2/f+rzgUcdxZ0TJlBhVrcuKSvjb2PG8PcxY+p5cYmVjJ0e4eoJRfzt/wW5e1YpV75ShKpC0uvltrlzufbjj3lo7ROc9eA0VLULcBKZIpsU3BVgPu4JznZXD4jp6yfz/7Y4m2+dkCv2ogBB+dgGwS3fmOzcB6l4aIiQqDx+S3z9+efEbDzg1mQ5KwrMfYGiIlYvWYI3EKDDEUekErFlMR/rcfLMm8ik+LM6J3PBAGqDQZTCQtesGAoKSM6YUceZZNuiNP2y28qoJ+FNh8TkiQ/A2JMgFMvUjAoQCoScruJhuLuLqAlhh6pB9yvg7AXgMZc/eax13tIRBeQKDrIVzPSB7ofCA6D4QCAJNTNF/lkuGAaEX4MdI6D2scxQKn0sYp6wIgK8Ccb23OfNgEteGwrQAucHLlPrf0Tc9CKyRSdZb3b1TvQljzz2PAT22QfF58uq/AzuWYsGQpGYd+ONrP3kE9Z8+im169YBsGXRIhY+84zjyEuEwzTq0oXhq1bR9/HHOe6JJyg98ECiXm+Gt1j1eAgUF1NcVkZxixZ4/H40v59OJ5+Mt1kz4ojZoxpBkVBF2gsRAu4+5hgqn3qKmIMSs7MobdGCakR25TbS3nJNUdjvgAO47d57mTJzJsFgMOd5/ij84TkQiqJ4EbQydwHnGIbxquW7I4EHzX7FgEsNw/jmj+5jvVDcBfqsgTVPw7LLwLAvLjo0Pin3OQLtwds8c58B6AXQ4gZofrlQHpaUI15fSxt7PMSuwJpPocZg+wAo+hck3oHEHG54QOdv/SAWgWgEAkEPBUWNuOrBBzNOc+iJJ3LoiSei6/ouFiz5FjiNBnuBqqWPP/AkH8eMDLD8286U79sUuAxYbuu8FBR8tv0p+y3uMV9WV06SNOfOyYiwggTOuQry/JJi1Qk+hCJyACLsYSDpUCs3/DbsE3mk0bhpU/x+PwmLN80A1mka5ckkQdLZLSn5OBql3FSIv5swQRRdtJxTgdRx1v0xwKOqeHWdOOk3Uv7vxF6meb2UjB1LaXExkauuQqlySBhWVQyTyKBOlLeGNvvC0nmQ1J1ffQV44z/Q+wQ4qJ/Yt3oRvHITJOPZbZ2KF1etgycGwMVTs60MAN5C6HojzBsjcsOc5iod8JZBt0r46W7Y+ikktouHunUKbJ9qchwWAQko/xeUX+9wnh2wqS0YFi9A9dVQNg+8HXEXzL0I1a++CYhHILwFVsVJpr5/gKgXMZe0hiTVza8AWSenKem4VCsMRH5GDcLQ0NihTR557NkoPfZYfBUVRBYtylh5ZayAGwygJhLh/f798RYWkoxGqejfn1++/55oIuEY7mPoOosnTaL76NHsa1rsOwwfzvwXXmDhq6/iKymhw8CBKJpGUfPmtD3mGBRNo3bjRnxFRfgKC7mnW7fU9Z344wxgw7JlvHTllXxw333cNnMmwdLSXXw6cMrZZ/PQmDFoFnY/AHw+/vfee7Rs5ZRL9efhz0iiHoF47hmKgaIoDYC3gIGGYXytKEpf4F1FUdoYhuHC/fcnQ9GgYiTEfoFV95vhQqoIOerwMPhdqFNTxyvQ8U1YNw3UIkFhqPqh+DBocb3wbgC0mgwrjzeVFB3hgHM6n+V/KTc7EQFB+peXwoGig74AqoYhbQOt2sCbM+H9V2DZD9Cpu8LAi5dSVFoKxiaxKe1TuR67pjzcBdwDaKha5oIZKFQ44dICFLUb0A13aUbevNuCa6ezkpDnUoHWCCsiiEX+fkR16EVmmwRCUJDhUWcjhAIZypFEFH2SOBrob7luIXAr8CLCO+IEVxt0HruIgYMHc/XIkVn7VU3juJNOYvY772S8Gb6CAnr1708zc6IO1dZmDR/pZQiS+Yupmka8oIBITQ0eSDE/xUnXAbZeywO0vPFGWlx+OYqi4PV4qB01CiMSQSMd+GKEw6hdu4oPoRA8+Ri88ToUF8OoS2DQKZlC/ANvw4ijYPsGQYNq137kia8fAA9Og659YPrrkHCwsOd6JZd/DrNegAaNYctiaLwftD1eeCEAut4Em6bBxk9dTqBAxVAo6gy1c0HfnlZ4dIRXQQFi1eJhrbkDCvaBRqdmnmZLX9C32oZ4BLb2hWZrEbVTXiXb5qnhnNzshmOALxAUzBFEdWg5ka4wt5bAscCXiLlBcmxJbDKPKSD9Q6gIRqfVCCXC6q7REG9Pc0RNijzy2HOhh8NobdrAokUp05uUZjy4KxERRCgziQSxHTsAWPHOO6nQ0TjZU1UE+GX6dEKbNhE06U09fj89Roygx4gRrn0sataMeCTCc8OHs3revBQrnxOk9BCurSW5ciWTH3iAwWPGsGPzZnTd7Sh3/P3ii3n84YfZvmUL6Do64A8GOWXIkN1OeYA/QYEwDONRAEVR7Ob5fsASwzC+NttVKoqyDjFr58jc2w3Q9g5odhZsekfQszYZKqpY1weFXSG4BdqMh9g6oTwUH5YpEBT0gI5roXaqsLapRbBpNMRXCFe9ooNm2BQIP6g6KKZF0Rqqn1IacJC7LS+9Ag0awvBLZJs4+J+H8MegT0UMWQ18D4B3V2Ly1iCUB3eU76uhau+bn/z2zlpQX2udQpoexod4MI0c+tEOeIg0det2YBkip6GN2eZMRA7GJoQCYotHz0JT4BpE0qWdHUIBDqvnPeRRX3w/Zw6KpmHEMy3rSeDqxx5j3RVXMP6yy1i5YAG+ggJOuPBCRtyTfhfiLtXY5V6r/0lLJombHOYyhrUYscBsQ7xlcpELlpWx1wUXsNcll6AoColly9h2000kI5FUugBY8i0GDUL7+muUQf3gx2Ug3eUzv4G/j4J77k93pEUrmPgj3D0KJj+VrUAYiNc/oMPNR0Kjcmi1r6iobR9G0oju6EFIwFujoKFPVJ72BKC4HM77EoJlYg4r6wGbXBQITyFUDIZ1L4j8CjtkpGHS7K8RgrXXQ2g8JFZD4BBQZoP+g0uSyTrQq0EdA/pEhKgi57cgKHeTVSQ0J7yIeiyzgHcR495+4V8QD20L7tkvMpVfPlj5liRJKxVWD+tWhP1zFe6plXnksftjyfnns90s8CnfcDkzO9k55fB3iwHwks5Fk/ECUqFIImpahTZvTikQ9UE8EuHBPn1YOWtWVpyCGyLAlmiUZ+68k5ceeYSamhpOu+supv7nP1z/7LOUpFgjc6OsrIzPZ8/mthtvZMqHH1JUVMTISy7hkqvxl4k6AAAgAElEQVSuqnf//0j8LgqEoig+RLyGHX0MIyvWR6It6fgUieXmfvv5RyLod2jWrBmVlZW73tnfFCah108/I1zd9UNNTYjKBS1BbwyJpWB8L5QEz16gmCKHEQc0UKSV+wkwEpD4CXSZGGhC8YLWDBSPmdfgIBik2ubomON3ceAoUI6y7NsB6kTSVZ23Y9ZMRIhNZRknq6mpMX+ztcCYneyI21AuhhRJZq7jNbM/JYhQBGkNXEK2UO+EleZmx3KyX1+B9P1KHIKwfFpjoX3AXoC1XR6/Fu++8QbRaDTrrfB6vUydPJmzL7iAJ7//XlASK0oW64bm8xGP2IqbmSgh822sIjvwJILwPfkRC5pMkta3bGHdI4+w8emn6fr11+w49lj01SLUJmg7B8kkxvr1JC/5B56flqeVBxAVqv/7KFx2FVRYEvBVFRZ+ndZ/Ia08aGan5P6ta8Qmw/WtcMoZllAQeRAxs1EsDtuWw8dXwSkviH1eF3e+AZTsB6oHtlZmF5CztvOTLrZhLIWqpSbz3ZJsArSs48OgdgB1NuhjEB6EIlBfB8W5yGV2B9aZnSgzL3Yw8L8c7WeZ/7vNVW4uIXv4pRW7Sj2bRx67B+Jbt7J14kQMC7OjNTnZTTDMRbFqHSnyHNb2qsdDw/bt693HjT/+yOODBrF+0aKs/knFRCoVkljDmhCe1HVCW81QSsNg5uTJXNuvH098+229+1Cx9948+eKL9W7/Z+J3USBMJeGQnTxMIXuWlLTs9vP/F0HITc+ePY2+ffvuQi9/R+gh2PY8VE8GbwU0+oeotGokoPBgIeCHvofoUig6jMrpS+jbfTv8IqkFDcArlIjW78GmqyD6A6CC1hCavwiFR0HoU1h7DRi22HklCBWfQeR9qLoD0J2Tqp2Sr1PnIP3k3Y61LtxqPyj4EJIjEYXSpGMyCBwC6hQkm1RlZSV9+7ZF8KfPslzAvpBCduBH0NbGQHDqTAPORShu1lRX+UrJTNAkwooXAJ6jbq/Br4e43762vQawGFEJuxxoTz7m+beHPxBAVVWSNk+CqigZLGFu4XfdTz6Zma+8QtLGSGbNKZaQiYGabV8QMdHaFQMjEiERi/HjeefReLtI5nWVhSMR+KJSKAx2eLww/Us4/czs/ZAprxqktRg7pKXf+p1bCJPq8r0eh8VvAKYCUbxv+rpZc4hJDhFsJ0I3dQdtRSoP1mPlT2kP0cy6pyBoJsWt0gE0KfRXgtLX8bYyMQ8RYlmF+GXbIZSHb0nTN9thIIwZEXOrK9yyvmNevlm7wlifRx5/PuKbN6N4vRgWUgu56tu9ELrlezfFoq68CU8wyLEPPojmrTs0OFJdzROnnsqPn39OMh5PEbjL8+u2fkhlRQrQ1pnLKjol4nFWLlrEsjlz6NC9e5392NOwOxWSW40IHrWiJfDGn9CXXUeyCn7sBfHVwuWuq7D2MdNVrom8CTUA+ub0MZHxsOY20T6FuAhXWnEcaFFSQysRgtUnQdsFQoGwKw8AxGDrRZCYS06mY7f8YnDPp7Dus0o7+mcQawHqRpE0mUIImAl8CAww920FhpIW9GXFPHlhuTkRyYdJE8dL28CHCHvwW4iExRfNa4ZJM+vrpKeDCGLI/xt43OUByJv8HhGOsB/CQ/BbQQE6mVsevxdOHz6cp8ePJ2xjyNB1neNPrNsCffp997Hks8/YvmYNuqmEqAi/mhPsb2ujrl3xLVqEEYs5Zu9oug4zZ6YS9LxkOgesMIqKIVwLdnplBVEXwo5BI2D8taL2A2SSleWCNCz4veYQjGfenLVzjtmLlvHf9DAwvEDcZnj3Q7n5/MsvhJX34ejucHsYMvNSyfG39Bn3e6wTG4AbSZM9glD4lyIUhAIyK8ZLKIioW4CnsHBrWyAVV0nC4BYjZj+v9W8eeexZCLRpg+JQA6qAtAJhl1ac+BKtsIc2NenWjXg8TknLlhxy3XW0qqdx+T9HH81qM2RJBhNapRg36pMEwryQC6qmsX7lyr+kArE70bi+CxygKEoXAEVRDgL2Bab8qb3aWWz+D8RXCWXAAGLmkDBiwrug10Bic+ao0MOQ3ORwMt1MrDYyfykjDtueBE9TUGwruAZ4E5CYRYa1StY9s49GJ/3CyeNQZ8WVCLAuU3hIoQb0j8z/tyDihCXRvITdWWiv32BtF0UoJlJBWG/p+BEI59RcREjSQsQi7pQKOxt3G8YGhEfjRmAccD6CICzXdJbH7oYuXbtyw+234w8ECAaDFBUVURAM8vRrr1FaD7aMorIy2vbsiYpQWwMIzh4ny4uVyQnAU1hIp2HDUF3qoaiIoJiAYWAYRsqqtQOHt6ywEOWfN4HXFrOvKFBSCn36Zl9g0Eg46HgIBMHnB83sdV2vsAH4CuD0WyGYyNwv/xpAQSnYBQLFA+0Hpj8Hm0PHS4RXNFWCxQuBvaCDmcgYKBe02AVthXFF8UJwX9j/mXSf3fopIec3HVD2hkbzoOCMOm40FyQLmx0yYCGKQ+U7RCpfa3O7BvELWxFAKA2SoFEhXeQyVzS4TKvfudo6uysURemsKMpWRVHGWPYdqSjKd4qizFcUZZaiKDsbxZDHbgzV66Xt/fdnFIY1Yy1cuV4gt5VbjkAAXVHY/8IL+ducOZwxaZKr8mAYBgs//phnzz6bp884g2fOOotfZomwQyt1gXWkufVNTjm5kIjFaN/tV9ay2U2x23ggDMPYoSjKacAziqJID9IAw9gpou4/H1VvgmFarXK9WXajk2QcscPq7ZbsgMQgsQIaXQGbb8xs70ZSJPujaFB0Neg/QewdUgL0rnjV7deFTIdC6nx+UGS13Fz6oN2tkcDZgmeFQu5AbWvnnI51O/etiNhnKz5AJFCfUsf18tidcNno0QwZNowpkybhDwToP3Agy5cs4bVnn6XDfvvR/aCDMnIf4tEoi7/5BlXT+Prpp5n19tvohoGGEP9k5oydOLgQM8XA70dVVQ68+Wb2Pv541tx5pzgvmRE/BbbjJcIIn5nHPJ+iaXhHjsRY/hOJDvuhLV0AXg9KUocW5fDWxGxBHsDjgbvehsWz4fuvoKw5qArce6ZJvmBpK+XghHmTyQh8MMbBeCE7rcE5L8NHIyBWBbEa8BZBoAH0fzizHz0fgMa9YNFDENsOLU+FzteBryTdpsGhcNiPEF0tlAif6VEJPQ+hz7LvTT5QFTM0UgcjAGoZNJkNWv2TJp2xDvdwIfmwakmzKakIkoTDLe0aApciJsQfEN7ROGnvKqTnILkgREmrojIYQioarREM8Xs2TMbF8cArtn17FgtjHjuN0uOOI65pqCZDURIx30n93wl+MnMPZDsZ7C1HYtQweOuqq5h4000cd/vtHH755alzbFi4kI9uuYVfvvmGpK6zfds2wtEoOmY6le2a1oDqXJB9iZIOcZKqfhLA7+fIoUNp3rp1Pc625+FPUyAMw+jrsG8a0OuP781vCNWyKMpRUR+BXFdMa5vNWWb/hRSAQig4DMKVUHoR7HgaSIhaDo4lsiwwPFByiwip2lCU7md9RotTv+QaZ79Hq2FO0cFzLumL1ZfeTHoicr2mKoJ/PRf6A++R+Ww9QF+cnXAbcE6CN4AnySsQu44/qw5Mi/JyzhsxguqqKk476iiWLFiQqlvSuVs3Xp0yhaLiYr6dNIl7hw0DQAuF8CcSGXw4tQhFQVYyLSDNoSOZQLyKwvlz5rDigQeYfsIJGGb4VJT0UDGDethuniOzlruoBhAw2/sHD0YZPx4jFksb2QsL0EZfhXrEkdC2DnrPfQ8UG8CkJ0X151goM0JQRhM2wNSMDAgnxPey6IUVrXpDpwHQ/kdYNAE2LYAm+8N+pwmFYtM8aNABvEHhJWlzlthyQVEgYMtJan4P/HS0LbwT8AbEXFZwMSgbILkSfMdDsC/oP4JanO2d3Sl0B6aTGcIkIa00qZR4c1uHeK3vJ3NC1RBz1P6IXC1JDW3drJAphB3M64cRIZo+9nSSBUVRVOB5hGv3eMtX9WZh3BkSlWwCiz0fe/I9JWtrCd1zD4aF4jQJqBUV+MeNcz3OTyYfhI5Qz+Xxdj/gqkSCSW+9RbBRIxKRCBsXLUI79FBaHXpohiMVcotnspduoVROFbVlu7KKCs4YO5bmrVrtsb9XXdhtPBB/GTS+HH75Doza3AFi9rc2qUJJHwh9Jb40wmnDVsYxKqiNYMs/zZ2mkF10hihMV3UXziVPzBMEh4jFNfIeGa++NTHRLWla6v+ycDIube0wrF4CN6uemwYjoxKlTGmFH3iUuusnXIEIZVpBWltqBjgUpQLStg0nRBEhWL9/8vVfFH9KHZhYLMbtN97IYw8+KBiXEIqAD1gyYwbD+vbliddfZ+zQocTCYRTs3GGWc2Ea6RGCfgNLOwNIGgZfHXkkya1bU/SxHkDxePAlk4Rs55WBeNbgJEkAqgOeN98UFKsmND+oShgevAuefBgK/DDyYujSHY4ZAL4c1KQN9xLeA3tWIOZN2R1+htnBQlvbVj3FX28BHGAaB+Ih+HA4rHhf0FkbSTjoFujlNs7qgeDB0LYSNtwE4bngaw2Nr4CC/cG7j/BWACRXQPVAqLqTlO+m8FEIDN/FCx+DqB2xkbThQXoO3GqMGwiVsJJ0HoQVGiLNry3gVhtDXmcbabos+8PfvZGLhRFBuzfFMIzpiqJYFYh6szDuDImKM4HFno09+Z7iO3ZQefLJGfTYIcA3bhyh0aMd1WkDYdJzkhwMRFC003ce4Ihrr2XL4sUsfv99ooZBgrS6L2dUKWY5XTdk+V9Sw0rEEIakarJhAOeMG8djo0fTsKyMTzdsQHPyEu/hyCsQvzVKhkDZDNjyMHj9whrn5IWw72t6Gez9IMRWQXgWbDyL7NAcBYInQuQLMGyvbc0bUPQyYrV3gwGa6SHR7eE5JuSokoqLgqBa9J0Pwfshej4Y77BzuQAGJF8Az+0Iy36x7XinZGmJJELYPw9hEVyCsPz1BS6hfoJ8ISKxeg7wI4JCtRfuGl6uc3oQU1ZegdgV/Fl1YEacdRYT33oLwxDvnXR7+xAy87LvvqPfvvvSXNdldRNX52FdhJqapqFXVWXUnpDBeB6XRSRCWoGw6ucaZCgPqkfUl1QURNhjtBoS1fDAHVBUBP4A3HAH1G6BbRuhy8Fw3GCRAwHQq7/IiQg7LHt2XloJudqm5gQVjrgsu90nI2DFB5CMig1g5p1Q2hY6nu543/VCsBe0+dj9e8OAqmNB/5kM72btKEFnra4UnVdPAqW+oU1+0lE2n5uf+yDmkPXknrMmILSxbjgL/20Rc/vXDt9Zr79nwo2FUVGUIUBLwzBuzD6q/iyMeey58JaWUti5M9vnp4upWs1/TpmK23E3Ozp5ACSSwJfjx6MaBklTeXC6hr0qi2wTtfwfR6wXsoa89Ei4rQVWRaimqoqtGzfSpHlzl9Z7LvIKxG8NRYHm90HjqyD0DUS3wi//SCcXyyduBEBPgqcMfK2g4mqx39dSbOHhUP0iKTOhEgRfJ2h4MaxziAk2aqHajZvcgvAL0OBR8B7t3kZHeA18BihFoDaFgrtBKUEIzzubSCyDNUC45TeRnSjhBh8wGLjS3JzO/QvCodnQ4XsJBehhbnVBA47E2UqoIChX83DD7lYHJh6P06N3b7r37p3dV7InQZ/LfusxVv06w/+lqvj9fvRwtiKfUFVhLWvRgs02d72CiG53igjMcELaPZJOQ2hrjXBTFO8Nq9bDC09Cm07pPIkRz8OaZRCPZp4rl0wsr6t5qClqTeUPqxCFzUwYOlQfCE0dxtcPW2BtpcuJdxJGBFHXxsKAZNSCfgmOoZHKfMtDexGU1tTU+HYipKCjuUm0Ih3Mto3MuVBGThsIQ8kKhFYWNzcPwngiVcWmOOdvSQ9Edh/35PAV4ASgk6Io0vtYAaAoSmeEkWDPZ2HMo060u+MO5g4ZkqLG9pNNkSodn9VkjuqEuV8GaufSLg0gHgqhKwoR0oqCkwnHrLKVSjONm9foPWwYy376iSUzZqQUB6mIyGANt2unkrt1neIGDXL0dM9FXoH4veBtAaWDIfYzbPRksxOpGrSaBEVHQWUlGZWnN9wGm18y33ZzQSo9H5qOg/CnmZlEVuiSm9xFL1YxF2ADvB1A6wbJuQ4N/eA/Xig2noPAe5o4Jvo30L8UTayquoSrLhAEZS0YRwJdgH1IpxnVpUDEgPk424MnIDziMvr8SOD/kS5o92twKYKlqYr0TfoRxQI/QRCE7fMbXOevh92tDsyXlZXcdu21Ke+DHY3JXFQaIMKXSnGO6ClEFKLz+Hyc8cADLHvhBTZ9/z3FFRUcNmYMiW+/5aeHHsqqfq0GgzQ2DDbdcQeNR4/O+C64zz60Ou444k8+CdFMobJQVVNJh95CizwskySc0MByU6oKQ0fArVbK4n5Q+Qq8dAts+EmwOzXCuRaDAnQ+GPqPgf36O4dQVK2CF08SNNN2BJvD4ROgejk06gYND3DpdA5El8KKQRD/RYRgKV6oeAFKToTYRKgegyOhooaNbTVA5fT3foMQkATCoCE9OSqZwWxWWF07HgSFtVRKVgOfkZki2htRcyIbe3L4imEYF1o/SwYmwzDGKIpSCjygKEoXwzC+32NZGPOoE00HDqRxv35snjKFZCyWEuo9CHVaWvzto1lyL9pnKDdPsRT2ay3zvsyXkInTduVEJ+2ZTqoqzQ84gJPvuIORHToQs3gxJKSxx5qfYc+xaNe5M4ECe5bbXwN5BeL3RvXHOOq8egiq3hUKhBW1X8Omu8GIZpIRb3kBmt4HBUeC4eC0Uwqh5Byo3Qaxr3J0yAcb9oXg+dBwCmzpBIaV2UMR1r2iOyH2GET+DbHnQdlmKht65lsjVW3pA8Thdo0QgqU3gXDb3wNGT1C+JZN/wU2ZmIpIQHwSONTc9zUiD89q6Z2GkFuPAv5hHuOEOCKRcS0iufp7RJjURaRjl0sRPO6vAjMQ0toGhFIxw7zhAxAKTH4Y/Qb43erAtO3QwVV5cEI1QoGoItNeDNChd2+KfT5adOlC3yuvpEm7dhw0cmTG8bU9e7Li0UdJWhQIxeOhsH17Wl12GZurq4XBwDBQfD48jRvTafp0VE1jx9SpoiJ1TQ0UFIDHg/rggzBiBKpqpMfbzjCl6Tq8/axNgQD6DhNbPAqaFy5tCBGXWgzr58HHY2Df45yvUVQOnmC2AqGooIThk/7is6FD08PhqPeEl6Q+qPkGfjxGzJkyf1kBVp0ObT+A8P1gVDk/k6yhqZD2hv4aeIC/Af8xP+fIOyFOOiQpAXxEWoGoAM5EhEUlEbVmcp3rr4m/DAtjHnVCUVV6vPsuG997j/UTJlC1ZAlbFIWo10vEMmdaTYwGIswzV1E5J1I5p+S5BJkpnFKJiJJWTqKALxCgpGlTmrdrR8TjQbcZhDD7J8OaJHTS1AsGcOldd7n0es9HXvL5vaGaJsMs+cUDmo2H3jBg7d+BSPZoQBXKSOkp0PQJ2DgSDNPyrhRBwRFQNAQC3WB9b0SBOctwS4U6RCC5DKrvhOgkaPwjVF8BkVeBOPiOhKJboPYoM88iDvqSTEtnkuyi0XIUOrGuKpB2/MVJZ3BehogztnoirDy08qElgJXAqQgBvgJ4jEzlQYYO1CLoVj8BnkDELUv7gAJ8AVxn9sN6/FZz/2hgmLmvEXCxuV0knl3GDzkfoYAMJo9fjXf5nSyQLcrLKSoupqY6O+7fmm8gkUS8nT7EG+IpKkKPxxl2990MvNIpjC4ThW3a0HvyZL47/3wia9aAYVB21FEc+OKL+Js0IfDBBzQcMoT4mjWUDhjAXpdeisd0cTeYN4/Ym28S/+ortLZt8Z97LkphIYkNG1Duvg0laY5pKWK5jTd78cdEDFYuhVYdyYLXFG6bdYCVszNzhWXJ7UQENiyAhR8gLOo2qBr0/Q9MHZFWIhSPOJevJrP43cbPYf7t0P3fdT5LNjwEa64XBhVIr9Z+QInA2v5QGHPIhPSAknDgV8hFGLmz6IYwNOzAWXuRsF9vG5lJJRqiGv3/LRiGMcb2ec9nYcyjXlA0jWannkqzU08FYNqnn3L455+z9LXXWPzMM8Srq2nWrh0xv5/tP/8syI9DIceRa81JsMKNOQnSioUHMd9HbW2TwPZolMqJE1n8ww8k4nHXBG+5XsjjrG1iHg/LFi+m74AB/BWRVyB+b5QMgrX/yN6veKDBOZn7aqcIV73dIK+A4Dk3X9OS4RA4CKqeg+Q2KBoEwX5CUfF2hPIVEHoVYt9Bcg3oKyGxiEwa0zDE50F8FjR4DoxnAUOcIzRKWPSk0O80auRCbn2D6kp3yzATfAvGEvNzBocNaUlAklZKxIFngVuANQ4Xtp4njFAI2iASH30IA3cl7nUjIsBDwIGI0Ht5cxsR8d726SgKTCavQPx6/N4WyJGXXcYDY8dm7FMQ4p8TtiN+/dZt2nDDc8/RpkcPCoqK6n29siOO4NgffyS6fj1aMIjXUrROLSyk44QJjscpPh/+YcPwm1SyRnU18QMPhFWrIBbD8IAi9eEEmXTKEn7SnkspQKsKrFjirEBIDL4Txg8GwmmGUiuiNbC8EkoHOR+/z1lQWA6z7oYdP0OL3rDuJSHIW5GMwI9P161AJDbDmhvSyoOEHIYeXYRchRH9TQVFq+DvDf6vzIdlRa5ffWehAtciasbEyCbjlbBrMQF2zoWURx5/bSiqSuNDDqHxIYfQ+4EHMJJJVI+Y3LYsWsTyKVOYdMMNEHIm5JPxr0KcUNB8Pso7d2bJ/PmpXAsrpBnTSRJIYhbzTCaZ/s47orYP2au/jpAMJAO23GKkA8ljgOb564rZeYaD3xtaCbR6T1CnqiViUwqg/HHw25Jx143OzJWwvpVGFIrN8AEjCeHJEHoZwq9B9ZOQtIQhqcVQNAIaPQZN3oOCoThyFRghiM8Q/ytKOrg68Ylz+6zjbZ/ryonOaB8Axe6QlEqD1Ezsi3+MdH2GQ8kuxmTHeoTHQnIqfEhulqqA2XYEonaErJ69APfnUY/nlEcWDMPoa60BYe6bZhhGL8MwDjIM41DJyPRb4PJrr0W1VED1IHIf3CpKK4DP52P0U0+xX58+O6U8SCiKQqB58wzlYWeRHD8efv4ZamvRrRkiBmnvgMfcvIh4f+lSkQG/CqAYIpE6F7r0h5EvQ1HjdAkWq8HeUwClFbnPUXEknDIZzlsMfR9xX2GSTvUVbKj6ROQ6OEEaMKTkICtNybIx/m/EPWegANSLEeS7byC8lbmQQIRF3oXwZv7i0GZvRMXpBmTW4JEJ1dYfBMSP1Ju8ApFHHs5QFCWlPACUdepEr8suo6RFC8cEaI/fT/dhw9i3Xz86n3wyF773HuPCYUbPns1+xx2H5s2cQ+xmSTtqcU7ttI/YHWRWwpbTkczlAEgkEnTuUR/ilj0Tf13VaHdC0dHQaQPUfCK8CEXHZIcvxVZBZKH7ORqOAs1kGdo4HKpfF/HEAPG3oWYitFwEPgeGIK0csZDZFkwlCKqD61xpQTYhjhMUhNCdAOL1i8825HEFOAvzCtCaTA+DRJB0pdeLgLdxZmF2g5TAnBSOAOnwqYi5jQVaILwMbjd22E5cP48/C6UNGvDchAlcOGwYsViMBOl6Dlao5r6ikhIer6ykY/fuf3hfrTAmTICIELYNHZIx0CRNFCqKoZPinXWClGMDBdCyHuxh7Q6CAk/aWWnNcVI1OHA4zM4xT1nhLRQJ01u/s/VJg/IT6z5eLcR1MrHvjpOmzwrqDp4HL3gOAfV5RGrNXWbjN0nnVVkRA65GMCnJSh3vAv9EkDVY0RlRPG4bgmFOForrjgi9/Iq0mHEQmdWq88gjj7qgKArnf/QRzx5/POt//pmkSSqhejx0HzaMM556CtWBIvvCF17ggf79Wb94MYqmEa01ZaBkMqutRHamQ2aYlJx6nHwhcrrFbJv0eJgzezYHH/7XHPN5BeKPgloAJQPdv68xrW12tiYJj2kBjS8TNR8M2wJpJGDtQGi9OPvYgtNgxzWZqrIKKDUQvhmUEARGCbYWgMA/oXY27gXpZJ8uAP+/IPZ3MD4F3chNoA9gqIgQgmMQuQp2K2EAseBeghDcZR98CNrDM8zPLRAegocQnoUa27nsYU0ZnbDtl8M+K2YDeBlRYdae+CHPcYTLjeaxu+GkwYNZsHo1zzz2GC8+/jjb1q0jSVr+lob8jt268fBHH9GoadM/tb8A2LwXehL0MChBP55b/w333yJ2uBV01ACPB0bcUr/rvXc91GzO3q94YdSHUNwUUZSxHtCTUH4SbJtnzlcGaEHwlsCB99Z9fMlxZPLWWmDPM7Zy7zrNP0oSQdog7Y815henAz85nHCyuV/aEiWjxTiEB8HeXkHkTDUik52tpdm+Bigiv+TmkceuoVHbtly9bBnr5s5l7bx5+EpLadmrFw0q3L2ixY0b869vv2XV3LlsWbmSii5d+PKll5h4772EbeFQdXkmQJgVZfRoXW0BDK8Xn3/PrelSF/IhTLsLtGJ3dz3Alv8nWEiis8iMZbAgvhSSDiHjajE0+Rw8+4Hiy0w41FdDzaWwxQNbglAzCjxHQuBuxIJX7L6IG1NAaQmeoaTif2VwoTX8KgM+oB0otyI8CtaVPoiwDBYBzwC3IdhKKhC0/5+TWZipHLgPkcz8N0Twd7H5t415bsmtIJ2NMgPTCrdF3UCEQXUiHdVorWOpInjh89hT0LhJE67717+Yt3o1Z15wAQQCGMEgCZ8PrUEDHv7kE/43Z87uoTwA2qWXQqGtGJmqYrRuh3LZNfDMW1DqUhzNp0EgAMefDudfW78LLpgIulO4owEtuu5c5z87HRaME9Y+3Ywk9u8FgxZCsB5Jw6of2k8CrYEZAmrSM/vJ9Lh41LQCAc6KlOrDOaUyCXzpsH8a7rlSDkaanPAgQpzyykMeefwaKIpCi+7d6Xn++Rxw6qL39SkAABldSURBVKk5lQfrMa26d6fHKafQtF07Bt96K8/U1DDk1lvxB4N4fL5UkLNbPIP8PoQwBUhFIm7uqzX/xrBxkes6Jw3+6+ZI5hWI3QXFA3D9ORSEEB//BTwtc5xEzU44lPB2gWYLoOAwhwVWFwKCEYbo81A1AAKXQekmKP4CPB3SSofcNICtYCwFbQiQTH8nY5Ed0wPkyt8JsUifiPAs9EAoDSMs7S4CvkMs2HcjrHsgSm5VAkstD+gWYCbwgvldgsyhLMvDHIwIQ+hq/n8vIozByUrgRYQcnGN+b03s9gNnkx0Ek8eeAFVVGffMM0z5/nv+/cQTPDlpEjO3bOGQo3MUWPwToJx6KupFFwlFoKQEioth773xTjSLcx/dH+ath/tfhBb/v707D5OqOvM4/n2rqldAENEGQVkdw4jRRzFKlMjoiIIRRXAjxg2JjzhmkqhZ1CSaOBNnXMOo0RgTY4KKa6JOXKMoSXQCxrhmGDWKG5oIIUDT9FZn/jj3di1d1VRDd1Xdqt/nee4Ddau66ty699y6555z3ne0zzhdWwdTD4MrboV7X4HvLfa9EIVI5LlbZubTYBdqzfPw/iPQ0Zy6bk92wua/wF97MbVl4BT45Icw9nYYfTPs/gjUD6IrkZwNhPohqXNaOO8jYxCz+d7VvEMrc50z802IdqjOi0SbmXHcJZdw88cfc+mzz2LDhnVFUgqvwtLvgXaQ6rO0tCW8NbmZ1K3K9NldX/3Wt9ixTG5G9QfdEikXsUYY8yv488F0u/I2/BClxM4Q+wc/fyJXT0NiNMS3cLB2/GkLBWmFjueh4w+Q2Afie9H1g5mr4RFOR40PA/d+95FBGWrxQwZC/4jPs5D+fh+T6kXI5vART24Jnm/H53q4HZ+FejB+3PGvg/fJFgeOwidyOinrudPwjY+w+ifwPSEnBu99HT4vxCvB43l0T1sgUTNmwgTGTCjfzOJmRuKKK3Bf/jLud7+DpibswAOxtAnhxGIw+2Q45nOw9mNoHAANjfnftCdTFsBTV0F72vykeA1MnAk1vbhw/ug30N6eGfm4Bh9e+p37YOQMMpJnJjvgo7th42swYAI0zYV40PMSq4MhacM/x74DG5dAx4fQcBBs/iZ0pDVKwtFCYYdjvIeeXVrJPQzxKHzPZvZk70HAblvaehGJgNqGBsbvsw+LVqzgmtNP58WnnsrIhB3midiY42+bg9ek36ZsJTWbMp5IcE4BYb+jTD0Q5WTAp2Hc4767PWzixvB327Y/MxjmZDByGVjWBbY1wPDFmT/K6ZyD9edB8qMCChKHzrRu+sQCstK5+sLZrmDjwL0KrMt9hy8Zx185DAImQOxKoBncEt970eUu/OTp3fBDk86j+3SmJcCt+Gq6Hl99/4hPGpfudbr/8INvmL2dYz3AfHxSuD3xQ6aOBRbjGwsEZbsM+AU+lOxhKJKKFIvtvDOxuXOJTZ2a2XjIeJHBDjtufeMB4PCLYfxUqGmE2oFQNxB2+gSc9KPevU/rBmhpz+wJaA+Wt26D+8ekeiI++gU83ggvzoM3L4NXzoCnR0HzytzvHR8Cg8+CHb4NjYdC3fFk9Bgk8aeHTQTnT8t/XuRMfGsj2xTgs/ibHg34898QfGAF1XuRSrLT6NF878kn+cFrr/GZefMYMWECNXV1Gbl8s7XmeS68ZzJm/HjiOSZ2VxL1QJSbAdNg1/th9bnQ/rbvmRj6RdjpO6nX1E2CcR/Duhth8zKo3RsGL4CaHsYDtt4HLTf5hgTk/g3sWtcJ8bSQjzVnQfIx6HzCP0ctUAf19/kfZree/GFgxoMtAJuEH6Z0CHAqviehA9yRwHSwr5C62gjzPbQDi9Le6wd0n9jdjk8Ot5bUEKdx+PsAucI03osflvSZHM/9U7CIVKlEHZz9KLz3R/jgJdhhHIw7sIcL8DxWPZF7fTvQ2Q7N78ATh8Eh98ILc8iYkphMQvs6WL4/TP3AP9f+EdSO8r0R2Rq/AJt/Ap1v4ut8EBChrhNiwXhKF8+xDbX4SEu5GH4I5bH4nojt8Plh9JMpUqlGT5zINxYv5tlHH+WCWbNSUbDpPoOqpwDun1+4kAFbEfo7anQ2LEeDZvoludlPes41iTk2EIaej8+cXIBN14MLLqizgxxnRDWtg8RkSKSFr7QE1P8SOldA8rdgIyA+Cywc2rQPuWMSNEBsAcSCMrrP4iO4JElNV/oVPopSdvVsw/cAjAEewt8lfJ/cIVbiwfuFDYhDgB3w9wiyq/kafAbsW4DJOcosIoza2y9b48Pl8P4zPURiIwhl0gzPHOGrds5klX+HF/eGznd8CNlYJzSMhYZJMPQLqbw41ghD/wc2L4bWByE2AupWQ+KXwXt1BBHuSGtENOIDMwzPUcA24Gl89LU98EMV1esgUumcc7zxwgtcdMIJtLa1dV0a1ZCaIL0ZfwWT74xQU1PD8aecQnNLTzmnKoMaEOUs1oeT9ZJZ8QW6rtcboXZP6HweqIO6U6H2cFi3N3SuhNgoaLgU6udBfLJfummH2DWQ/CL+oj3p35cxEA+GF7mNwON0H5bURu75DuFz/0ZqkmOCzEjLoUH4hE6kve4+4CJSyeDCjFthnofr8MOhRKTPOAcPf85HXcoXWrZbiNU871WLD1sdpoKNA+3/65cND8MO58CI/wjeox4a5vsFwP0Kkr+ma/RysiWIclcTvPG38KGis70HnEwqpkoCP8/qJvKfp0QkipxzvLF8OS0bNjCoqYlL5s7lw1Wr2LB5c7dbopvxyeNC+cb/D9l+e/aZPJlly5b1T6HLiBoQ1aL+eNj4Kt2Tt9XC4Gd8TwdA2xOw4Wi6hgol34DmBUAz1C/I/FP3GnScDu6FYMW+YGOB9WBHQvzUVLSUnHMStiQMnhYKexPq8Q2RuC8/19C9Og8DLgaew29z9lVKIYnyRKRXNr4PG95NRTnOFqb5DvWUNyYMzRpGUE5P1eKafWjrHc6G2jE5/vgIYDr+BkKz/2BrwDcCOvBR3Vbih0imf/gF+F7K8PKhHT+E6cf4IU0iEnUb167l4UWLeOD736etpYXOzk46OzrYhB/LkN14CKdVpQvvaaTPg6hvaOD2+++v+LkPIU2irhaNCyE+zk++DrLYQgNsd0uq8QCw6Wt0n2ewCTZdnJo/AeDWQftB4JaTmh25HNxzfuhA4uy0xgNgw/C5GbKFVwiFGoAfUnAAcBw+4dPheV67E1njs9LsnmOdiGyTWA3gfKMgPScMdE2dSr2WzJiJ6cJcD+lVt1uK2DhsfDJ3OSwGsbv9wukQGxJMpm4jFWPlPnwyy9Df8Fmksy8fWvFZ70Uk6l596in+ZZdduPPSS2let4721laSHR0YPlxCrmwxueY7GP5WZgNQn0gw88gjeX31avb/dK7M9pVJDYhqYTEfFrErulPML4ldMl/XmSdJkltLRjCzzp/hf1jTq1sn8DG4x8BtguRdkLwRXBhN5VYyBzw34ucqHExmbHXDRz/K1YqP4SdhP4QfhjSph42uwyeYy47pXg98sYe/E5GtMqAJdtzLn2/CRkQb0NkAuxwNiRpfvWvx9wLCbEzpySfryMwXGcpOFWvmQ1rnYzGwGRA/o3vUOsD3TPw87XEnqSGStWR2l/Q0ZVJEoqCjvZ1r58yhZdOmnLM2jdynnp6MmzCBV99/nzsfeojBg3s4H1UgDWGqFpuuhY6XSQ0J6vDLurl+eFPbA2BD/eKyeyDwCZsyqtZKuvdUALRD8imweXRlk3MAp0LsBvwk6mfw0U0OAs4AGwD8FN/A6MQnaDsYHxEpfciV4Rsd03qx4efiwy/ejI/UtDvwDeCTvXgPESnYzDvhrqnQut5PYMZg1DT457th9QPw/Of9nIRQmKkJoCYRNCwKuGBPboKBMwooUL5AjJDZMBiE//A2UnFXavGtlpkFfI6IlLPXn32WZGdn3jNCrhmWkLqVkN074YARo0dXdLK4nqgBUS02/4zu8x8A9y60LIKuPIx1EE+Q+cM6ABouzIwGZfvjL/qzU6zE8QnXshPd/Qw4HOwYYCTYvVnPzw+W1cBH+OFONwMLSd163BG4h94dtgacEiwi0u8Gj4Uz3oK3H4GN78HwT0HTvv65UXOgZhC88nXY8ELm/IfagTB1Baz7Oay+LPd7ZySqjMHmFTAgV0jmdAfkWd+ITyiZxOeOeYzMIY/hvwl8BLh1+JsRIhJJwTDsXL0P4fpcsZMcfhxD9tVOJzBk2LC+Kl3kqAFRNfJN6nGkGg8ArT75W3w4uL+ADYaGi6A+K1567Djo/DapZO4A9WDjgT/n+JxmSN4M8WPylGM9frjRMvxdvw58T8HbwB/wdwYnoXCKIhEQr4HxR+V+rmm6X5Jt8MEd8LfnYLu9YeQ8SAyChq/C2iXQ+hYZNzJqyRx0a0loX1VAYerwYZtPJXXp0Ijv4RwX/Lse/3OYa1Svw2egvxC4Hp2DRKJptylTsFiMGJm3SA1/Zmine/Yohw8B00yqF6KD1KjL2ccf39/FLltFnwNhZjVmdr6ZtZvZiVnPvWxmy83suWDJM0NOeq1+Pt2zSeczEBp/AkObYfs10HBe9yRMVg81v4fY6fj8C00Q+1eIX5k7bwXQcySms/BDm1rxcRBa8JFSHsPfQdwT/XCLVJBYLYw6Ffb8AYw+yzceAOKDYNJLMPZmGDwdEjE/bSmMwpzeSdCwX4EfNh14AR+ZrQm4C5+Ycj7wIX44Zk9DnRzwLrlvjohIFCRqa/nSPffQ2ODnRQZpJunAnwE+zPE32bEgw3VJADNmHn10v5W33JViEvUC/Pf/XI7nBgH7O+cOCJZDilu0CtZ4DtROxd/Jr8FPZs6+pRdwHZDY2TcSespAa8MgcRPUroHaDyFxOVi+4QQDwE7O89xa4Ekye0LAV+lre9goEalIsXoYdhrs9jA0NuX+paqfDHWf6MWbDsfPiRqBn3/1CJmDGcIITdnSY8mu6cXniUi5mXTooVy3ahWzzj2XWDxOO/52ZXoch1D4OHtYU9jwqB80qGpCtuZS9CFMzrkbAMwsV//2UOBpMxuIH5T67865P2a/yMy+gE8jSlNTE0uXLu2/AhfBxo0bi7QNX/fx093GIKlSHXT+H1mhTXy89PhaYGvLdBv+Tl1Y/WL4hssYYGmO7W3FJ33LNTKxdhvKUR6Kt39FKozFYNcH4e1D/aRp2gHzjYexv9nGN/+YzHuLYcioMAEFwb9h5LgkMGEbP1NESm27HXfkjEWLmHf55Vwzfz5PLVkCzmVcsYA/G2TP5gzXA5x82mlFKG356pcGhJnV4sejZPuMcy77NnO6Judci5nF8LPbnjCzfZxz76S/yDn3Q+CHAJMnT3bTpk3ro5KXxtKlSynZNmxugQ1nAW2+56FmMgy+B2JN2/a+7h1wt/l5FLEjgCO6hjZ13952fHvw71lvEscfBgu3rSwlVtL9KxJ1DfvC7h/AhgegYw0MOBjqewrfXKj98GOj0qPJteDPR8PwlxHpoVx3x9/jEpFKUN/YyDfuuIOvLV7My888w7KHHuKW666jva2NpHO04Hsa0nslwt6I4SNGcNGllxa/0GWkXxoQQSMhX+iLnv6uJfg3CSw2s1PwWcJu7tsSSpf6uVB3DHSuBBsC8ZF98762K9jFBb64Bj/f4SukqmcNvtfia31THhGJrlgjDD5xy6/rlcnAvsAKUuedBmAkvrchfZplI/DdPv58ESkHsViMvaZNY69p05gxfz43fve7vLJ8OW2dnax8912aOzq6Jl474ISTTuKm224jkajuOETlvvVxumcQl75mCUjsUeJCnATsAnwfP1lxKvAl/I+5iEhfM/xE6nuAMKz0HGAuPvLb3fgBDFOCdduVoIwiUkzjJ07kittv73r8wP33c/Xll7P6gw84cOpUvnnZZYwdN66EJSwfZdOAMLP9gKRz7vng8UxgIvBoSQsmRXRQsIiIFEMN/ubFSVnr9w8WEalms2bPZtbs2aUuRlkqmwYEPkfH1WY2HD+zbS0w3TmXaw6LiIiIiIiUQMkaEM65aVmP/wTMKE1pRERERESkEKXIAyEiIiIiIhGlBoSIFI0y0YuIiERfOc2BEJHKt6VM9HsFYZxFRESkTJlzbsuvKmNm9ldgVanLsY2G4dOiVgttb/kb7Zzbsb/e3MyWAjc65+5MW7ceeBGf+regTPT47F4r+6uc/SSKx0M6lb90ilX2fq3/faWA3/8o7+t8tE3REOVtKqj+R74HIgonuS0xsxXOucmlLkexaHsrWzEz0UdR1I8Hlb90olz2/rCl3/9K/L60TdFQiduULfINCBEpL8pELyIiUtk0iVpEypUy0YuIiJQhNSDKQ2SHY2wlba9kMLP9zGzftMeVnIk+6seDyl86US57KVTi96VtioZK3KYMkZ9ELSLRkz2J2swmAlcD6ZnoL3DOvVqyQoqIiEhOakCIiIiIiEjBNIRJREREREQKpgaEiIiIiIgUTA2IEjGzGjM738zazezErOcONrM/mNlLZrbCzHodErMcVep2pcu3X6th2yU/MzvLzF4M9v1LZrYw7bkHg3XPpS2DS1neXKJ2DOf7ziP0fb9sZsvTyvhksD5S+6GUzGwPM1trZpekrYvk97eFc8gkM/ttsP5lM/tsKctaqKjui2w9nGsiuV8K5pzTUoIFWAicBywDTkxbPwRYA0wJHk8DPgIaS13mbdzeityuQvZrtWy7lrzHRBy4EhgYPB4JtAAjg8fPhv8v1yVqx3BP33kUvu+gzG8DsSjvhxJ/f0OApcD1wCVR/v62cDzHgDeAE4LnJuKDUIwqdbkL2D+R2xe93DeR2y+9WdQDUSLOuRucc1cBnVlPHQ6sdM49G7xuKbAaOLS4JexzlbpdGfLs16rYdsnNOdfpnDvfObcxWLUGaMP/8ADsACwxsxeCu+PTSlHOLYjUMbyF7zwK3zfAUODpoJx3mdneRGw/lEqQzf6nwIXAX9OeiuT3t4XjeT+gAbgreO2fgGeA2aUoay9Ecl9k62HfTCCa+6VgykTdj8ysFn/AZPuM89l6cxkHvJm17s1gfZRV6nYVopq3vWr0or5fCyxxzr0TPN7bObcpeI/pwL1mdrhzbkX/lrhXon4Md33nZhaF7xugyTnXElwMnwQ8AfwX0d4Pfaan+gZcAjzunPtdsI9DZX0cb805xMwOBP7sgtvcgbLZph6U9b7YBtcCS4CdieZ+KZgaEP0oqPC9HdNndO+V6CD681UqdbsKUc3bXjUKqe9mdhm+a3tO2t9tSvv/Y2Z2D/4uVTld0Eb2GM7+ziPyfeOcawn+TQKLzeyU4KlI7oe+lq++mdkcYFfn3IU5/qysj+OtPIfk26b6Pi9g3yrrfbE1svbNXKK5XwoW2R1Vwd4Dds1at2uwPsoqdbsKUc3bLgEzuxLYA5jTQw8k+GEJ64tTqoJF8hgu8Dsvx+87lzh+XkTk9kORzQAmhpPPgTOBM83sbiJ6HIfyHM9R3aaoljunHPumorYvFzUgys8vgU+a2Z4AZvYp4BPA4yUt1bar1O0qRDVve9Uzs5iZ3QjsAhyXfiFrZruZ2aFpj/cFZhGMmy0jkTqG833nUfm+zWy/oGzh45n4SZhLidB+KAXn3JnOuX2dcwc45w4AfgT8yDl3HBE7jkM9nUOA3wLOzGYErx2Hn1/wi+KXtFciuS+y9bBvorpfCqYhTGXGOfd3MzsO+LGZOXyX10zn3LoSF22bVOp2FaKat10AmAmchR8i8xszC9dfDLwKnG1mVwGtwCbgWOfcW6UoaD4RPIbzfefXA0eX+/cNbASuNrPh+HKuBaY751ZFbD+UlQgex6G85xDn3BNmNhu43sy+E6w/1Tn3egnKWbAI74tsPZ3fI7dfesMy53eIiIiIiIjkpyFMIiIiIiJSMDUgRERERESkYGpAiIiIiIhIwdSAEBERERGRgqkBISIiIiIiBVMDQkRERERECqYGhIiIiIiIFEwNCBERERERKZgaECIiIiIiUjA1IEREREREpGBqQIiIiIiISMHUgJA+ZWY1ZtZmZi7Pcl+pyygi/UP1X6R6qf5Xl0SpCyAVpxY4I8f6LwP7AA8WtzgiUkSq/yLVS/W/iphzrtRlkApnZv8JXACc75y7qtTlEZHiUf0XqV6q/5VLPRDSb8zMgEXAOcA5zrkbSlwkESkS1X+R6qX6X/k0B0L6hZnFgB8CC4Ez008eZnaOmf3ezDab2dJSlVFE+ofqv0j1Uv2vDuqBkD5nZnHgVuBE4GTn3B1ZL1kNXA7sB0wpbulEpD+p/otUL9X/6qEGhPQpM6sBbgdmASc457pFXQjXmdmuRS6eiPQj1X+R6qX6X13UgJA+Y2Z1wN3AYcCxzrn/LnGRRKRIVP9Fqpfqf/VRA0L60m3AUfjuy+3N7OSs5x9wzq0veqlEpBhU/0Wql+p/lVEDQvpEEHFhRvDwtGBJlwQGFbFIIlIkqv8i1Uv1vzqpASF9wvmEItuVuhwiUnyq/yLVS/W/OqkBIUVnZgn8sZcAYmZWDySdc22lLZmI9DfVf5HqpfpfOdSAkFK4GPh22uMW4GlgWklKIyLFpPovUr1U/yuE+Z4nERERERGRLVMmahERERERKZgaECIiIiIiUjA1IEREREREpGBqQIiIiIiISMHUgBARERERkYKpASEiIiIiIgVTA0JERERERAr2/2kMtCxOEvSbAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"titles = [\"MDS\", \"Isomap\", \"t-SNE\"]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11,4))\n",
|
||
"\n",
|
||
"for subplot, title, X_reduced in zip((131, 132, 133), titles,\n",
|
||
" (X_reduced_mds, X_reduced_isomap, X_reduced_tsne)):\n",
|
||
" plt.subplot(subplot)\n",
|
||
" plt.title(title, fontsize=14)\n",
|
||
" plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
" plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
" if subplot == 131:\n",
|
||
" plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"other_dim_reduction_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"# 연습문제 해답"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. to 8."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"부록 A 참조."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"## 9."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: (3장에서 소개한) MNIST 데이터셋을 로드하고 훈련 세트와 테스트 세트로 분할합니다(처음 60,000개는 훈련을 위한 샘플이고 나머지 10,000개는 테스트용입니다).*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_train = mnist['data'][:60000]\n",
|
||
"y_train = mnist['target'][:60000]\n",
|
||
"\n",
|
||
"X_test = mnist['data'][60000:]\n",
|
||
"y_test = mnist['target'][60000:]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: 이 데이터셋에 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 시간을 잰 다음, 테스트 세트로 만들어진 모델을 평가합니다.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"\n",
|
||
"rnd_clf = RandomForestClassifier(random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import time\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"rnd_clf.fit(X_train, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"훈련 시간: 2.86s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"훈련 시간 {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.9455"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"\n",
|
||
"y_pred = rnd_clf.predict(X_test)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: 그런 다음 PCA를 사용해 설명된 분산이 95%가 되도록 차원을 축소합니다.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"\n",
|
||
"pca = PCA(n_components=0.95)\n",
|
||
"X_train_reduced = pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: 이 축소된 데이터셋에 새로운 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 확인합니다. 훈련 속도가 더 빨라졌나요?*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 80,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rnd_clf2 = RandomForestClassifier(random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"rnd_clf2.fit(X_train_reduced, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 81,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"훈련 시간: 7.25s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"훈련 시간 {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이런! 훈련이 두 배 이상 느려졌습니다! 어떻게 이럴 수 있죠? 이 장에서 보았듯이 차원 축소는 언제나 훈련 시간을 줄여주지 못합니다. 데이터셋, 모델, 훈련 알고리즘에 따라 달라집니다. 그림 8-6을 참고하세요. 랜덤 포레스트 분류기 대신 소프트맥스 분류기를 적용하면 PCA를 사용해서 훈련 시간을 3배나 줄일 수 있습니다. 잠시 후에 실제로 한번 해보겠습니다. 하지만 먼저 새로운 랜덤 포레스트 분류기의 정밀도를 확인해 보죠."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: 이제 테스트 세트에서 이 분류기를 평가해보세요. 이전 분류기와 비교해서 어떤가요?*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.8908"
|
||
]
|
||
},
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_reduced = pca.transform(X_test)\n",
|
||
"\n",
|
||
"y_pred = rnd_clf2.predict(X_test_reduced)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"차원 축소를 했을 때 유용한 정보를 일부 잃었기 때문에 성능이 조금 감소되는 것이 일반적입니다. 그렇지만 이 경우에는 성능 감소가 좀 심각한 것 같습니다. PCA가 별로 도움이 되지 않네요. 훈련 시간도 느려지고 성능도 감소했습니다. :(\n",
|
||
"\n",
|
||
"소프트맥스 회귀를 사용하면 도움이 되는지 확인해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 83,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"\n",
|
||
"log_clf = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"log_clf.fit(X_train, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"훈련 시간: 7.63s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"훈련 시간: {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.9252"
|
||
]
|
||
},
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_pred = log_clf.predict(X_test)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"좋네요. 소프트맥스 회귀는 랜덤 포레스트 분류기보다 이 데이터셋에서 훈련하는데 더 많은 시간이 걸리고 테스트 세트에서의 성능도 더 나쁩니다. 하지만 지금 관심 사항은 아닙니다. PCA가 소프트맥스 회귀에 얼마나 도움이 되는지가 궁금합니다. 축소된 데이터셋에 소프트맥스 회귀 모델을 훈련시켜 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 86,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"log_clf2 = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"log_clf2.fit(X_train_reduced, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 87,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"훈련 시간: 3.81s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"훈련 시간: {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"와우! 차원 축소가 속도를 4배나 빠르게 만들었습니다. :) 모델의 정확도를 확인해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 88,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.9198"
|
||
]
|
||
},
|
||
"execution_count": 88,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_pred = log_clf2.predict(X_test_reduced)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"성능이 조금 감소되었지만 애플리케이션에 따라서 4배 속도 향상의 댓가로 적절한 것 같습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"여기서 알 수 있는 것: PCA는 속도를 아주 빠르게 만들어 주지만 항상 그런 것은 아니다!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 10."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: t-SNE 알고리즘을 사용해 MNIST 데이터셋을 2차원으로 축소시키고 맷플롯립으로 그래프를 그려보세요. 이미지의 타깃 클래스마다 10가지 색깔로 나타낸 산점도를 그릴 수 있습니다.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"MNIST 데이터셋을 (다시) 로드합니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 89,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"전체 60,000개의 이미지에 차원 축소를 하면 매우 오랜 시간이 걸리므로 10,000개의 이미지만 무작위로 선택하여 사용하겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 90,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"np.random.seed(42)\n",
|
||
"\n",
|
||
"m = 10000\n",
|
||
"idx = np.random.permutation(60000)[:m]\n",
|
||
"\n",
|
||
"X = mnist['data'][idx]\n",
|
||
"y = mnist['target'][idx]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이제 t-SNE를 사용해 2D로 차원을 축소해 그래프로 나타냅니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 91,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"tsne = TSNE(n_components=2, random_state=42)\n",
|
||
"X_reduced = tsne.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"산점도를 그리기 위해 맷플롯립의 `scatter()` 함수를 사용합니다. 각 숫자마다 다른 색깔을 사용합니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 92,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(13,10))\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, cmap=\"jet\")\n",
|
||
"plt.axis('off')\n",
|
||
"plt.colorbar()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"아름답지 않나요? :) 이 그래프는 어떤 숫자가 다른 것과 구분이 쉬운지 알려 줍니다(가령, 0, 6 등이 잘 구분되어 있습니다). 그리고 어떤 숫자가 구분이 어려운지 알려 줍니다(가령, 4, 9입니다)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"많이 겹쳐진 것 같은 숫자 4과 9에 집중해 보겠습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 93,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 648x648 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(9,9))\n",
|
||
"cmap = matplotlib.cm.get_cmap(\"jet\")\n",
|
||
"for digit in (4, 9):\n",
|
||
" plt.scatter(X_reduced[y == digit, 0], X_reduced[y == digit, 1], c=cmap(digit / 9))\n",
|
||
"plt.axis('off')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"이 두 개의 숫자에 t-SNE를 실행시켜 더 나은 이미지를 만들 수 있는지 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 94,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"idx = (y == 4) | (y == 9)\n",
|
||
"X_subset = X[idx]\n",
|
||
"y_subset = y[idx]\n",
|
||
"\n",
|
||
"tsne_subset = TSNE(n_components=2, random_state=42)\n",
|
||
"X_subset_reduced = tsne_subset.fit_transform(X_subset)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 95,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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8gaxVeV0EUrazVzo193wd0x6Iz8wfr1cjwivmGx8Fprkc76B5v9dRGSsLa2V5yXhb2Gfm+X7P/O2bf5SserqhFYEVJJRDckohiNtP4vRSTkGAQ1CC9lDsrJXlJUIkqwRwJ5dKaZdZNivY2gZxf/B7AeqXq5X4nXNPAFEIL0aETMjrOIK/5k4Ux8PzTM7Dn8YLnIyjmc2OmnV0KdxIcEhKAHce4vLbnmNPpYCkwg81SE4phATEq+bvHIsYtSjbCybVphLAtbEvQCvYIgm3D3F5wZlAAY/hkEBcDinfAicG3zaEpN5ENdYaU4Raj8HxCCdhnScAnoU/W4iDKvoOgD5IpyvYcsO+jWso+XU+oRyS0wufceDiPVQvuZf3YfFC6oXmCfw72xLVIrQB4GlUO+sFnFSFvb9eFFxIp8BsCMOxHJWaG0R4UkRcGsKbECIGLzt/U9/bkIwPykMyca8TXBS7cCDlCQkhWSxQ0QpZhRsJvAI67Ftfo492KEYG5ZDMCGIzZqy4PZUBAVQvOLVgLKPJH3gGFRnRRgngL1FxC+pjFwH8zBy/ZP2eQxSpzfTHYwAP0J/uCMtRqfUVQN8re4+EjopkQT823itKhbURn/fwOlxX6T6q6sMhTg5XKqAtlOjYP/ognUquoeTXOYQaJDOAVMEvQzh8HiehmRgco7nQnAXwKabJi9cA/JLn2DNoVojlOAtiUhuRXlyjsxRCLmXbIbxSCN1j6uK+iBND0AVJEq3Tf0345Rqm76vOpqk9XhTBuMsFQomO/aMP0qnkGkntcETXHps/KsA2I9CQzWyglfvS8Dc24F8s98y53Fjt08TpLhgjB8DEOIgSyzJ/u/HjmMyK0MLdWCRzhXaYlO3bgTZJ7jFmcS9RGY0+I6QOmYnv06554wnDLJrrPfKcK7bujRSabTMM2qTdt7lGHfZNboeHd2JvWOqMOCgHZbxQUusMIFW91FmEn6AKodhei31UO35gWl0VqBY737nd7JwQD6Hxe1STitc4kBgOMRlETDtbkyYdEivbHggyBCKIpscAfh/AfeK6k3EhNcTse/mVr908PvPxT3yGTokTMTV7XMWSVr+A3+CNNqQU+eCM5/r97yS7JYLYGsyysY6TvDs7D3H5UrvWK7qCekhmA9GCX55FeAkV/2MPwAU0xa+ecU4h0YiIDTHs42Sh8aUVSwvrcbty3y4qO0GOyALwIWYClBBNgerZvAeaZDxR6oWgP917eeqfPvEZI8BJ/Rnbo7aESqjNHld1lg31jJ42v2kYx2qEDAPPeF6EeZc68igEia0SAcmI97CGclBGDOWQzAZSBL98i/AZAJ/bolbWsS7fo0Yu/oBE4IwzHGz4+gOoFkXfNbogyEmNsckzShCFO2LOW1+bGxfS/pw67nD5AnNZLHnOeRbT4+pthF38n0GL5Y0J0rGSC7neydhNkfKSRgz1kMwAjBcDiONAxLzw3CSwwISFpPyBUiikJWpzQn90ISnPTpzPPfgRvva/fHh85h+f3F+v2vkIVSYS660IcDlcXEAVQqH6QToGpv7/8Z/9Hn7x9/8PFHHRXPecoYVsioukGBx9Z7VQ3r0nJlNNKoYW0z7lJY0capDMCKgwB4OYRZgzLLhFWxpiqNNSQ4YDG4KwEdkfXRD1yD577sGPcPGNb2Pxi8PakLsIXnLfex+W4fUB/OTV+rhLkW18YvgqywB2L7x/88mT178+6fdPrr6M8//v3+O/uvsfXKPkEMBTnvuor2UjtFDoTnVcIMdK6Iexiqrm+Gc9X/3MfF6PxZqI+hKc+knW+bm5q5Y8mISoldA6bqhBcnoRswivAriHZtjmkDgegNdTQREc68WU4oTU3oB/47lM60JyiR6mEEip+K/98YPjxS8OXQOCIr0uAzT51Gq7j8BawC9gV9+b77l+iRN9GAC4ePGb3zksn1o8+Mlrvz457h/vfGN/4fDLzee/+0N7IaAk30s0n1Esz0cxLKhCjs+sYOuKu5AzqsQXAdxfwdZ9nBgzrkGw4bkOUM0Trjf2HDzFPK1sGVIdWo2P2YNm2YwcbdJVY35rjnUzbfZAVAamzu18TqWl+qTMH8O/2H22Vpa+3dTgoHaGwjoxNYKS+wCfaYUqa6XxW/Nv3yLTwNH5s3t/99P/63P3XuxjYrK9mHATOaYUw2IFW9Q7OJX9ZD6Lza4D/Cn/qZiQxbXmzemBGiQjhiRdNad0ujQ9NuK4mAWMHIhrZZljAiORW34+ULOnkeYIOmVxr+ZZMOckC+CZv6UaIWwKeaAN3mJ7Pcv6K1qCqdVkY9/8SS0JwIEayz6UD3FZkzJOGTRkM25QzPcPjJsekKXJtr2ey3PwiYD5juuCTMoidhGMSDWOAeXxqNVPXa/SfeI8S+tFccUKv/jOSQnYxZIRJc8kiouTwHvS3W7P8GiPhAwCV0QxF+r3wyZ+A00jvkZQsRU6jmYOamGOG9SisohqYeAMg5zXm3xuFnCu/o2NmHRlquYOV4tnCokS+9nTHT3pu3Va69u1VLuTds1NrhvcOZnf7jLf+erWBDkdzH218SZNUqH/9Of+1eOvfvDX9+A8v1ryO7aek4KHU+6AKj3QB0oAmw9x+W00x9cdREoeeO6r5rWohPzIoSGbEaNlifirsQuFxCUfaJOPGyLyWJjjfHyHkvtdbPs9v0lSwc0Jc+8PiK8larze8Jn5t9hTk9b6dPjafnTuDHa+8018cvVl+9CdF4tXgzwbRRwChSA5+MpN1J4MyqMRPOdDXPamgXeg2Kqk15FCDZKBwS3YidLsNaInayFnhYszRxtBnuv7mPuNdhC/DxoXnv6mMkeSjasUMKRe0piStEsoxd8L10Pa9wcXl/Aft+/YH5UvFq9S4b9g/yj8EHJGXNjGbsNIcIwHO8sGgmtdTTUSEhRbVUJ+hFCDZEBEkFYpHQrfTsVG9GQdWpwYL8SEgNkWMZ6OmKweor8PUe3qWBnzrurhcOc/OncG//C/39h78vrXb+XezbU1/ojzhDxgogWjLAr87fH37Y92XixepeoF9ebJOm1gPCSul6NeJJK5GELvhddI4DwkkXVsbCgpdoRQg2RASBdegVve6+4vgfJvyx/sIiOxq+uF2VxDFEZhwjw27H7iDLuplFePF2Eb9KSXpSjcelFcOTp/9vbC/sHS4fISPv6z36tDF1ldzELjQOqZ8Wmx3DHy8fax2xAuGo6HZB/AGy8Wr1KLjnpIEmEWc1en5gDA+6CFyHJckwxPukYC4fngQpJSqIdkhNAsm2HRSirdfE2SLw9/4QJwMolnKb/dkciYC2l2zm34jZHaoHF1EyjSnkTGnMtakQq/sX22VpYfrmBrA80wRqtCgB74iLwuXCKzr+2+8xQA3lovit/FtN6IKOunLPDlP//J7/xnOGJa69XXudV2FX6xvY8MwTQ7TFjH1Tuq4SNhh0jnEmPEl26v42aEUINkWIjTYt0UytAu9/jpM+XH/+uVKKlyKVLSOSMhTS+lsn0WbO0SszvnJi5Jyqu0bk+jjyNTi/uoKSI5V7BicOA8S5i+R1H/FSX+8+brf94wDnsyhOcNG2ga9Gdgjd8EQqnEq3ILcuOSGmMX0cwWc8HyXQK/VQwANUiGRXSNFWu3ysZit7/zzWUnU6HG6Mtvd7D4cPcs3S1J6/YAwEVLPwSQ67sALWqKRCBkHEgrBofOY9+jtP/IUsM9GMLzBtb49YRLvF5W6XE1jJcEkBkJ0o2Aix3nnDpuZgBqkHQAKdEvduEVxv7LtbK8xBDWZqKomXDx2YPfS+Jql1CT2hGE3BfnWUkmSNs7EOP1oOoKPeurKZIIsg4P4ioGS4ykZcA71ikC8kyMz1OCkIdWakjHGNwAUBsqkrHMGbI+ntmUV8TU1FGvyIxAWcaZESvOZQqo+cSyfJDE/us2xIiSzSpuoSLh2Tgwn9ug+uK1GK9L/awAXPWcz4Ud5+bEy6ZgJs3PPMfWrnQROBExj8DZkdWeR6gK9h2bUBdndEjkwyf3aI91AK/h9I/PsSM0R0gN6exhxhVsXTGbqvsIv2s19jBNdvUK7CnGCzVI8oPaLXyQQVlS8oIXADbMwtZQ1Rx6l5BTbdMsrDcwfY83fGRRZFQY9ZyPQv28Yo1DKmwhmuAlRrElR/8FKk9Ffdxbzu+eQZUabUMqfhWSlc+q+qqIg2COkBrSpFcrxQjwKK1K6+Z8blUTzqq+rOgHmvabGQHhsFbpsetF8SVk8s6j1GboI2V4CAgVbsXiY0y4TZSqGJFOTh3nwk2LJjVBrO+VdDqDsMfp0fmzT3bvfOOZn7z26w2NHg+H5D78YyI6vbaFgmz5EJcXGME31R4ZOZRDkh8cCattlov0ZRpVHD5AxKWyUurF21Z7TFrkelAiDZKTa06M1Zb760WxQbRFTHb23Rvau9pdTKVFM4bM7ixrgsx7dWJ3w7D4+cHSpRt/flj87Gjvyetfn0rDtn9nSKpUgciUsA33G64i8K71t5g/p4X4xgO1FvPD55630SbLRWJojCoO74QPKLiaF667dgkBPg4VCkosuBcFpvAdnDa9g0rIzW7LptsWabiNujfQvA+xqz1w3KngJzlj5jGazybrOJkBNEIdxdHxmUvfuPv5Q1xeeIjLl5iFWsyTEoD7zQL8HK4SwLLxrjzyfO8dn0QhPuWbDAQ1SDLDWpyOiUPaeC98C8EBKpf6WOPwEiKu3Seh4xt8nIDR0Us82SUnm4/dNr0Jv+7Dbfd8D3H5Q7MAcAsBdW9uhk6NR87/Q8YzQBsa9u/2ML5xx4IwfN1nM2+8gzbk1JxG6ipobtaux2CvOU31e3YdwN/ghKx9hKqacMw7NE/PfTRQg6Q7fEl8ft5dTKUkT2InfmOtLJ8XZukMgdBk5k5akslvEdO7V25S6UNozAdfmyhukZS054K6h2eIz1+x/0OMp3fBEE2thdxuc4p099AQZaxhBnR7MiLZy5GTRG9+cwdNo2QyV9QGu2mbTwDyN3ES2lkEcJ3wegw1Pyg8UA5JN9gAXV9lomBpIFXwBDBucSiCz8BxanbQjNOnKKJyk0pUPDkj+pjQYkWjGm0ixhMnGx6tOTFSSJ/PqPhYHSNaqNFGhLaI5Fxvr2DrI1Tew9r4nfLAGAODGv9Sleqh5geFB2qQdIPQZHcO1Yv2OU7H5E5KjKOKy19Hc5KjXPwxiqh1P3OTSqtJtgVijAVXyI2FY/j56nTsw+91yaH2OsiOsgPCqeT5zBwvpg1SFZI7JoXa7+0SjAKswXuR56KECLVG0kigIZtuILGul3C63IXUzvkVROhNeMIIewjzccj49YB6FxTfxw3l+YTcSHi4DwVO4ug1mfYWmtohAPBMBpJmTvKiCB0RkyX8mZnixeRApFAjRQq9v4Kt4xVsbbckh3LeOC7kRvJP3A/Gqtc0r1APSTeQ7vJnXj5bUFtnOTbMJCwkONnF9Fl4TbobFFRoTm0nxU1xNUZ8FVXPor33bYgdJbUw3UbivVjP5wP430EVaJKB40qJK4z73iukb9juwO+V9Y7RnKEmRTuoMFoiQguT42KmyIwlKqXMwYXCUlziwto6Uwtlahsk7SM4LPC0MamPPUXEJufqa0fFCO9NieFJjksNg3Sh1xF49pzY4NU21zbXJUW9ZllXJSeo+Y4RIbPhFUdzzgnIQ4875m9SPFC1RWYTapAkIHZhMhoH1Iu1iukX5xGqMEdv4kypCqoCpU+y/DdhTCQbDszvyUktdrFpq6CaA4E+n5CEQ2qtY1LNDbUldM9tjQapkTevMPOdW/DxAMD7qFLZQwZJQyGVmENd7JnvG+PC/HvQzYEiP+b+ZUtEbO76LTAcB6vg2Cqql40VzuoAqbn4kpTelyCL/4vawKRJ3yZ+T6XUXkyopzN1v889+BF++dKb+LcLv3sxtS5PQm0fjvtg921IF2JM+guhtnDhoBx8q955MTOG22hq25wF8EeQ1TTy9aMk7foCCH6HMTo2IdMaUcwI1CBJQ1RsM4JYeRtC4awcqBdDMPyPwClCE/YSqh2UZOEL9ilDbnwHaVoesQTJyf0+9+BHuPiH38bZnT0UlZcxmmiZQtZ0xpIP5wBsCMbcmAjVbFtMm6lMpBxGw6lQnu0Q1LslWT+ofpSMs115kXYBAAAgAElEQVRKINB4WK5DpjWimBEoqTUNjZTB5x78CF/74wfH6x+/egxPWEJI7KRe/FThLBJC/kdospeQd6kdlDshSfQAqJ30Teb6PrevC2mq9eR+X/jW97C430hkiU3Zjtb0cLgWFOyFnGrLmPQXJG25BYJM25bT0icpek5whMpY4bgbobTrkEEY/e4oxg81SNIwtRA/9+BHuPjGt7H4xWFtrQcFzkaAkMs0uEP0TOQS920NN5X3EYC3PMfZcufUIsxVQK5TakNtDO7YDIkPADbO7D5J9SpJjnW9QnXbfwpahdWGxKggs2XaLvAJvw9m7gSylqLEBX0Ys+DgCLAH/6boM1TvXgqPw/fMa0KjhIQ6Jg+fIhM0ZJMAN3f9a3/84GjxC3K3HAPKLR0lnCVEqKKmiNxYc2AAXENcqqQ79l7xHjX9eezufc+0z+bpUKGO4LnXi+LKi8WrGy8Wry4XZXlEHBbTRpa74AnpSIwRUaiBKwgIQQFAChnCUGRIk9DIGBMX5rTCp2tziMozmaThQeh/XBMU8auhvJ9TCM2yyYCIVEx252i+97HZb+T2tAS4I9HZBYKMGxeuboY0TVWq4nqAagc3KZtudtmpGUWSa++jWsxFWVLEOe1d4nnIw3Vl6HoSMBlhe2tl+bzg99vwj4MjAK91MI41Q6YHjC2Ndgwp+Ir80JBNHpAxcE/M3xYNur9eFC+tleXbAO+WNhM9Z8jEuthXQesvpOwyKI8LpbXi7uKDPAKrf3yiXzbqRao+ZsqNn8gXoEJcdrz8EaYFmdjwgactwPT4kGJi3FlE5VQuRFseExdW6yKMOSYuzKlFH+JhMUaPHT51j2c0U0ZlVCmaUA9JBjC7bl8dFxclgGuRu2hboyFZT8Jkp7g6AklaFJzuBZpaK610SBK8MZO2UJoVAu+VxINDtSuoldHinibjJ4e2yHpRkBPCWlkWzrE+IboN8Pfh7QvnXMewSJEJnivynrsQdVO0Ry6PB3GeEsBfAvi1tudXdAt1aWYAE49/BeHwQgE+3h2KkSfH0I1n5prV7iMATwPYSNDUYOvJhOpjRKRGA+nENe/vhLwHScy6DdEu5Z5KAHesPsrBpxDxmKg+Q+Ul4mrENO7Tc65FZOafcG3uQedHEUYuLpDvPAWA3yLO/0GmujuKDNCQTSb4WPrrRXFf+PNgCifzeSu2uRU2aJWp0CZ10rNrveZ4J9zvpdkmLiijQpJCyGaCBBY1SfiACj3soaoKvYyTar1TvBjr2NisHd85bsHPY3ILAFJ9VhdTpGrExIpkBVM5IzJkNFV0vGDHbkS4Jdawn8qMlNTdUXQHNUi6hbQEPbdghWLkT+CP7xcmDJDKj4ieqFNSJz0ud5fv4fs+BVz2SXAhFxhcGyBCOsx1bVAGz62IkAI7VkJ9DUzu8yVUGRSLqLxm73vaQPVZff278IcDU0SyllvyYkLX0VTR4UGOXU8Yxms8ZPBwqHE6MNQg6Qhm8j8vODSUphnSi+A8BVJPx5ATdcgY4nbPUkxqvBDfi4iRAYOL7Ctp+nQGcS5K2+HvGY7K1CRsxlRDAXO9KD5y2sIZ2/dQGSK2MVIC2CTuR2K4X7T+TiXHKgG2JxDVe+F+ZhkUnAdSumGiNgU1ysD3gBqng0I5JB3A2omGMhP2ECAcBmLkG2jWmHAhicMOmdNP7rRNP8ZMEC4hcx9VNVgvb8VCDunw1n0o4dqEfo+KSG33Qx0/5xZ8u4+pyf+2XXMHPFfkLJolEAoAv2t/4GQEUWRa3yKSqjOiEvE9wPJo2Fyde2jq27xXezUIXZKacCrdMHFzxT6AO9b5XWHGGk+IzxU9QD0k3UC6q/9cunuGf2cuXaxDxwWVMjsEtzt+D3RIyl2oojRAbGT0Tvi4F9n6UJgh8griFHMBGTF3CdNp1NdR9bdPXZfC0npRXGEygmqjxM6yyea9U4n43uCb/3wbpykvB5NaLPVsUccd4cS4eRsAVrD1Kfze5dAGb3SaLKcJapB0g1yGQgOe9EhONr0Gu0vPPVF7Fs5HoA0Frh7OOVSGxj6axhJlfLyd0uZM0uGuIRBrGEzB6ccnAJ7FieeBCl3EjinXaJLynmoC647w+BpcKK5AUzBvmzh/kvdOJeJ7QcwYvLiCrSuBBV26YaKO86X2UqFuliwv5bMo0qAGSTdIIrOGLG/PrlJijMRIiSe/UAEBOHsXfRHAg/WiuA1D2DTG0APi1BdQpSb7jKUk46MjbMBfqTmJJOd51j4vkS+OLh17NZ5CJdC3gWqcSAom1lhG9Wzc4w9A7zRjs8OG9N4p0hA7BtkFnRNBSzmuJTRTq0Moh6Qb+GLVLqYmVWOM3IMTd3WY41Qo6AgnOiL2/zktj2zw6DtIPANLMBoQpn1kjZkYbkXNS6i5Dj1qTOQmBkvDfu75HyG+ptCkZg0qFdynMT2GKG2SXYLjdIP7jfM39T2AaH0axTjgm/8O0KyHUyPICXqIyx+aGjdsrZv6OFSGMgDcJzRGUuuGaaZWh1CDpAMQk+i74CfV22juKs+az2tQg34BlTy7nRnxBarFaaOHxTk1E8aeiFoTDgcWvspNDBZPcPX9WRkybnbLf8CJscrhDCpDsRYn+wJV/98C82zMOF7FCedjA8D3ud8g4nm3Jfsq+gVBUL2BamxSyLagE6Ta9xyj5BYqI8mGT2/HhRb16xAasmHQRmaaCIFwIQZJDRHKFVrA70a0dSDapEuG0GYyWQay8ViGdKfmDi1I3d610i/Hy/glAK952hfCOQAba2V5iXs2hL5JTXr1cof6IJiqTPxwoAiqK9jaQCInKIJMGpwHWoR3NITYIbSWDYEcdUFisIIt8kE8xOWCaVMsgnVVYtGiDguQ0B5qoRm68mvOBTDyWZdrZbkQuv9EQnSw79rU8GHO2aov+35/FTKk1qyJ+d0Ktsj34CEut54HNMumO2jIhgZnZXeBYEzTCQWlootYp8/9XmI6XOW7v+idRSAsk82dmsJFcUML5jxJfBYi7NeKl2G3D5XHJMRz4s5pI2tcPVPore/3VyFAQG+EQ8zzpMbscY56NVI+iyIeapB4YCY+asffFXnpFpqkr0M4Mc16UUEccdFG9lgnsXhes2L+b6+V5fMArqI9OZGamG7Dr4yb2+jp7RweA4flciCSl4HpZ7aHZkxd2ne54+o5jAklH44UiQt6zPOkkgoW0eSSKEYE5ZA4sBYSCp2QlxJimrGpdUCHsU5J2nAmDQhOuMvFHuJqwdTIwUXJzmcJ8S5ieRnu82gRJskdV89hTKhMvAAp4YeBQhbi52nm0pfgF+2begc1/DIuKIfEQYAPMUgM2rdQmK9CHAO7UuzMk/pMP1BVZH1I4jDk4KIMzWfpG5n5M9toyUnpmkNyGgizKXyOVA5In20ljrVRPsTlhaHuRUFDPSRNcLuwoYyRhjIgKnf7G/CLkQHxlWI7R5tJ3OoHqTECpLvnc+yu52qHnlkBtbXHpcssHjMWNzGtmrvZUQZbl0jx4g2SycZ5kD1ejvOeNtqo38Ehs/LUO+OBGiQWAvH9nYEmG/KlMbtFO/VytDs20z671stFAPciJnFfPwCVvsYn8IdsUhf/HCEI3zlKAF813pPRPaOxIJcx0aFM/G34VXlvd3S9rpASGhuMm+NLJSak3DnY7/Fg90K0+8EKtm4DuDWvhokaJNPYAOFmx3B55qKXJrP0exeLJSf81obUtoCK7BllQHD3m2NBNOd4CdNaMAVOamXUu+q71mepnBcRxm602hh5zRmJZtAsIMWLR3LXBDVpWsHxKNQFGKXp68B0kT1gAC+mdQ+U4bSEOa6NowbJNKhFr+hj4ia4Ip2/NFRYyPZeZFjM2k7iZD94DIi6hPikRovdVsn9ZloQQ5V3z2B6p72Ejlz/knsW/L5XY2aWDKgZRYoncBXAffgLSXYW6vB4FBadv0PwcUN6FTkTcFtqzG1tnFNHrmsJapEvu5Yfp9JEUcm/+zQ+HmW8PBdLHUyS3WiBPF4vihJ+Y2RKvtyEsK6ZttcS6JO21toiqAr5+e73QWaJ/RTX7xl0o5XBPmMO60XxDqpFqLfnP3AZgBBS66CMCimaIIFde5ehDipkS2EPgftqoYmSiph7mMv0dPWQTKMT65/b6Vnf+RbcusT7Jpqu/+vrRfFRph1jKCyUg/y1Bzo1twEP58RGCXrHTLX1tvk7NCHklNhPSc0GupmMkuLl5jnYY69G17u41mOuQw/LLTTHpqQOyuhASbwHkMVrG0nqjHkn9iHkYXjIshsdhkti09bnDuohsRCYrLKrTjrfcdf1uf5zqk6GhK1ykL9Ewm8WNkCXsN9llFA5nRLp7iRX31ICTSF0MRmlipdRvCqg211cqzHXpYfFzBM34BSPm6NwUlCAbwVbV0yV3WNftV1hATwbknci2suR0I42kL7Xc1sbRw2SJvpUnZS48OoKqj5ELQiMHHpogmndJ2ayvo7pSfw6M4mzTH8mxPWE+V0MllPk420Qaqh71r9/5vnZIbqZjMQqrg6459DlLq7tmEsOUUkwzxWIQ6EO4SJPejIJQ0Zi3H+B+NTZTseJA+odbFSCn0dCK6AhGx/GpDpZX5cK6YgXBILUeG+9KG4DuIBqId83/3bd21n6JJIoyoU7dkFPJPvmj9vWfcRlQTxBCxJoDe6ezTO5bbUrOstGGpagMofMObaZ31PPoZF55inet8C1KYC2Y06l4ztEINQjCbdxnsz6fagNGV9oxee1Swkj9jZOAmrcXCX4uYEqtXrQk+okUKWhUSzxnfq6OVQnhRV5yXN6+uQRnNLy5tBc/UZxSA5ReVp8XB+gWiivue0w3/n6cNOcT2rAZK+WnIq244L4fT0hcP1WArizVpaTSTRQnThJIbWNgdNFBWKFDJJquyvY2oacX7XzEJcvxV5D2FaqHY1rCs6lQmctoSEbDzK7YzlXo88Y2Qdw1b4uUbzuDSCqmqzE4iddlU6l2FVUi7jtkr2HanHPErO34vQ26XUPJ2Ee0qXve35UH5pF1de3F4jzj2mH3dbd7Pt9gekQGOAvnOju6LjwY5IL3DyzVVSu+EXEjavUEJWiPSThthh+le+dyxVa97WjBLDs475QIMJUD1aw9ViL+cmhHpIWkHpSApk0QOUpmez+zGfseWN3x0IPCSCotRJxLqCjHWkPtUq2MfIddtt6OczvbYjuV3Ausk2BLLRtRDwH51w1n8gXhlR0BGmNmBVs/QWA3xKc0uchEV0jor31mAGaJTiC5wx4fLQ+jhDqIUlEKHvG9lwAgJk8KetvYe2kxDyo8zq/4dJbfZDuSCQ7jBgvQSceBcbjkRwicp6ZT/9lH8BqW7JrRlDPSkrslTzri9Q92v2AKqQSfS1BNow4xu85V51ZdU3q6RzRs51ZSPQ9jBHwm4LTeb1aOTVEHuLyh8bg2UV6NiM3z50D8IF6SsJQD0kimJ3bHpp6F/s4KYRHWdE74Amse2tl+bzA2wJUIZ8QD+QJgGcxrRQq8jCsF8VjyAmio/EoUGC8LZvw82TcYw8BfIqed+LrzSJvNQ4gSEMN8D5cTI2NNr912rANxgMS4yFp69Xq2uvWF2K4DEPxHgQckonWUF+ehTa8FCEnRj0lAaiHJB0xehe1lc15KeqYPXleo5gZ0i0BBDyQtbJ8Hs003NwTLxmz53aiA+xSKW/TKx4uke/YM/Aow3bc5tpL9Knnq7MQ7Oo8XiZud+LuFCnOyJE5T/13aFyFPCAxXJDkjAnzvD6AgJMzZi9KjK5GzxocLrhnctTD9X1ow0uReKC7Sic+NdC033TEqnAuO6mXlDIrl3lzk/lu6lqSBrWo10IRPutdjYRT46bU3l+vitF95PkuWTlVyPOJWchiyMF97IRakW/tMSDwvl1cL4or5jdksUMJf8UCq/pJpSsTYyFJQdQaj9S7teyMI+BkJ51T2TcHJCm3KcfmBjd/1s9hKu234/YALVLNrZReO43fhzGR4kcH9ZCkg9q5UfUsJhNsiE/CXFNaSKpr2WFuJ7GKE6Nkg9g9Utkdb+JE4t1G0s4ixE+od7qgyZi++5T27WTiid1RRx6fTcjPGps7zGF1/3WZ5TC1CERkvT1C872SLChchhBwoklTj6MuVZPbglrwLnqyRobUapFy2nrr27a8FMNFeR7AVdBenrmUhJdCPSSR8PAwpsTEzGESK5vbzZ2H38rmvCfctXKD2kk8AuPdEOzAayKiD95JMiAuRho3ZtdN1cqp78fXj75798IyJMQeH8J7xO3AyV1dCz0d7h7t8GP0bpLQs7GF7KLF4azzXse0sVAC2BSci1uA60Uz9LzHsvPlPA8Tj4PBMfzzSeeLJiESRgme9da3ibV9Gucw90a+H6pZ4oeSWiMgJb1JFgLuXObfPjGqvwTwa87n0YTKFgsVew7QxkZN2JWSIH3wkRg5Uuf7AN4izlWiMiYp42ciSuf70uIbhIzD2tMQk7a6HXO81R73WQDtRdMeEF+Xa2W5EDuOhETYVBG1bSQSWpnfHgF4DbQIX9R1+oCwxL2PeF9jMOKlRKRMupCPYcGn2pAzZfm0QQ2SCAT0N1xl1aAkeEB/4R00q6x6Mz9iJu8uMwk4XQykV76tf3/N03/bzDlDKrhkW9bKMrT4SDU86pdLrBXSVlvEOs82Wuqo5DiH8Hwu9gB8jogx3qbfQu+EoN2jysSxFsLY9+0IwGtDLYqhhTpC3yTLgt+VUZNTHfa0QUM2AXiMCwq1a/0lAN/AdChgCcCm63YPkEqpCr+vRCwolBejKyIbF4Zq5XYlJnvunJz3YhX07l8KiYFVu75jiJZJxEwPgvwAgYcjmeQX2SYXjXomAtIo1W9BTRaCOPsIVWjvvjnHAZrhvUlq6liMEeAk7BApzw4AC20W3LYLeKDWS/25ZO5qPcd5jJqcBFuts0RADRIGTEiAwjnQmTBn4LwQHj4KcBJ6iRq0RGzertFSpxU/HXPeSHALGLVjs1VqKe5M7OJdn9f3HPbMAkQZmRQp2UUoBGUv3DGLei4jgDRsCCP7IoAHpl9u1XL7ERkubdoUgmQxWYX/XX3Gygwi4ck2sp/BEoAvURkg9ibhC4zMGHFAjSWqTlMydyTXAh7gcEjnxBwL/lAbt7mGZtnw2IDcGKnB7czd3amrKmlrWVBoDFoim+Qt+F8oSlEz+DKY7I/H60VRmj+P7QyQgHoqlU3xmqVSe4s4hlu8Dz2fHwC4S5zrlvn3Lc9vD63vsYKtK0QpdN+97pk/U/cdqyibqkDrZuaAVpqticeUx28JViZSRIaLBNLMCh/YxaStJosD32L0FYw7u6YBKmsE/vesRDU2SHDvA9rXVZJAmtmVIwMsJlspFtRc+Ijp37mAGiQ8UrwGnKiP/UL4XmAbBeQpjKFz2VhAQtGx9ZPqu/ZCVoei3IW6kforWWgTF+/raBbgu7FGFM2rz2X91v6+LtyXIhr1OSrPQmPhjl3UY48nDNLrqDwG7mL0CsJjpZOF1nq+HNi0+QByFUQcvDRCLtSy6A9xecH8/aExVDYxPb8UAK5T41vwPvQRhlhFtdmwcYDm3BVMJReAG2+tBOQIQ/FvUHEGs4rUBYzI0UFJrQwCZDZKIn4TTQ4JUO2+JwteBClSIjQmOVcNW6I+hjS4DYbQW/NaTpH89jYY4tmY7jOGfBoxVqJItBw84UQqNEdlYx0A+AyBTLJcJNwI8i1gSjpIzz0WxBIrQ8f3QdQ0i6kbljsEcN0NC7XlswizlQAzZjNwb6hMruT+M+d1pQ0OANwYazaPekh4cCGBW6DL2d9Ac9d+3ZlEJTu+XeFOOcYVuZrohud2OsuWyNgDzLj8tkFox9eHi1oK0r3shtUgHytZ4tmE98ZnjBygMlTu40RgsA6F1SHNkDR/jp0xdZ7ThliPRk6J/1T4Qug1N4/D1wDcj/EQOF4MDjk8GRugNwltPEy30dwYnwVdgHVwqEHCIBAS+NBd2IHJ7uo+Khf+1bWyLOodlCDGb4N9me0FHdVE7jOcXOy1JCR6cXz2Kz9FuMaOy5/ZxPQitdnWKMls5ITi0OQEPYCxxRkPSwDuWW2QLLZTY6/l/XDhxBJ+o2NSpRfVe+QuQl7DL5V/IzwP5UqmwkSjguu6B519FMu/2AXyVt9lIDKWPOGlRSSEQawqwCGjpO1GhDM62mwMOJ7YKKFZNgEEUnMn4BQ2DdzvrqOKG/4GqhfmGNXk+3MIhFGILIADVBP7BVSTzTOYto5tQmcKVo+fWry/8LOjKUv++MxXcPz02fMLB1+GjFv7xboN/07nNhIZ7AkKpyGEsl24NNOc7Uhtq42a2EllzjwCoW0T6ldB6jA32RY4mezdSbKe5DnvTyN7JvJ9JdvtnocJ44w+M4LIgDlAtYmx38NW2V85VE4DkGancEbwOQAfRGb/hN4voJ0ng7qvEt2rbo8KyiHJBC5+bf6mBpy9wGeLledQY3XxB/f/x+Nf+J82i688+SkA4MsLz+Afbv8P+MXffwcFP44OYLxKpm3kwRJRMhvWfQb5LbFw4tDHOElPXn2xeBWIS6lk29H2eQWUVYFETggz1vZQGbjemL71rKnfT9pl/k4R1EtVdY3m//TFGerivWX4HQ0BOm6R9vAyGoZs/fsuRMUihNEkPKkooTSB2FxbrodPmfvOQ1x+O+Wc5ryPQUsb3IJHvHNobokaJAJIJomASmnUImvBO+HlUvOMBTWx/crXbh6d+fgnXLqzu0hlMUgINVsfkgWsfJPFVz/464PlN9//bPHzgwtwDBXQ5DTy2TCLXZQqr5R4HIMACfYzVJ44FxOiJ3FvU+0yf1PGfGh3Gn1fqeTXXMYCdZ6ujB5mgS4f4nLSfMEZB+bfnUijO4aOq91US7NvQ0ZKjjYiupJ9TzHgQr9hSMDvgUm8GNIoUQ5JAAQpz0eq68J1S8Umc+TZp8BLXPuX3/5Vn+aHDZd4RqV2SkXJ6uciMUaAMBmSw5T797kHP8LyH713dvHzg5rvsIhpgayUZ0MRZBtpgIH2cyTsVNcv126fMQJYuzKLj+F7trXLnyREClKFU1zlSSmqOTRZAvNJV0TpLuYLrq2dEb4tXsc1c84psrNZhKWk5Oix0xVXxpeezR0vkSUw52hIG6Da5PiKikoIwp1CDZIwpC+X7yXgvCNS15TvpemD0d4A9TK+8/5f2ZofFOz7uAW/nsD3I8iTHDOdQsqkONX/L3zre1jcb6z59nlTng01MUYJcVkk7M+sj48BvN9ih916TJmFvC7L3iCchsio5m9qbKUsqtRvgjLzGcDNJ11peXQxX3Bt7UOThOxHzzxFIckgizUeUpEoRPfAPpZoK5sxmfcu4qAGSRiil4uYVDncgcyKb7w0xK5zcq4uszyol7HePUKwcJj238B0X72PajGVegRSX5zY3031/5kd0omzDCRneuRQkLRhh88WAFxPHQOm3dRNU6q/jeMlJNKA9yHnouoT2AKAZ3vIiOLmk048nx3t6rm29uHB5ZRUr9jzFCpDuPcNXBu0EKKD51gX3HMYlKStBkkY4pfLkwZM/XZnrakkuoemu51Mv0RFSLJd5rXk9zuQhZi6ArlwOO3fQLUo1X3lUxDlPALci1OCVsyNfeEm9/Pcgx9xPpkpgyvStU9519jrEOjCXU5J+v85/J6uqWyuiLAniVwpvda5PvN8dQZGWbjDtG1uPhnE85kIrq3kd22UQ+3fgjaGAX/oouuU5NwIvceheYB75ymD/BADjzU1SMJoM0mwv3UWrufRjPdNJlzPpL6EZhywLu7Xq2CXx9DwSZYDzUXpgSXcFevm5eLENbfDxaTvpYuOPZm9sPo9EHTcVul5xGL7l8ThbL0RdOAuZ4yBWgTQ/vyGx0jIYiTl4HBY4GTmuXHaFtS4/QU0ReGSjS4bCWUQguAWeaaGDlLbQWiLUGiMrb7CLBmRIkQnOoe5d69459D9olk2ArRh12dk5m8jrVJqjU4ycKSZAYH2c+mypDS307fH8E9SdjXhVtkMfWY3tcgECf6u62wRz3G9ZoUJs+K2QVefpha7LGm+6/5qy97r5HhWfci6M9eWvKNkOwTpthSSM4jGAMkz6zIVeSioMJoAUrGl3L91IN3hUhNqV7FBbvdr3zfX/nOoJuEDNL0+z/oEsIBGyXjKhbvgWfRuC9sM4OTF/+XlpeLsrpdO0UXfpno6WAGrXAJykeeRClq1BtOulzCdQv0IlUfS7aenmdNnKT9vDI0N0AbJOVShIyCPyF4fJNMGPCmylKHnbUdEPRkfeuNCCNNvye8JsO8xcCJEx6QijzHUx2JmLcg5hOQF2wfgS8HtcnBKJ7tQ+y+AiesL2iHi+pgFi1oIGvdiu4o/3vg9HJ074x6S1LeCkFESMVDAtcjFMYk5jy9m3SYVOaVdbgr1dfhDi6FxmmsRD51nGfmeVWuSaYj7QXzva39MO6S/d9HbYhwKh6WGy2J4LzPKkfFCPSSzg1XwSpw7OAlJfITMao8MpLtfn8XvHt9mJxfcURhwk7lvYpxMip9cfRlAlfp7ZncPRXnS54L2TSD0Lkjvp4GAVy7Xbjn2PG7IJlUsMISYFOpX3PCXxyvROI8J97R9pzgF2vp7rl7SNuTvd/JYAkjp+fdq+XXqe/DeJkk7Uoy/I3PdjRVs1Z/FeidiEPIQSz3IDcRI8fcg298L1EPioGOGffL1A+mXOzbJLzP5LwQR6VcokBXcyQX6R5KFwU1yvolx6vhPrr6M/7h9B397/IOyRd8Gd745s0oc5ErJjDnPBtKqtKagVQp1YJzWYLOEhHMIR0oMvQ91G0QZSxl20KHxSn1PhVGPhO2IHZMlpgvp3QfwfyIjmdeDkGE+SLhsVqEeEgvEzvX+elG8ZDIKhri+vXO+Bf9O51Hkjikb1vzF2rzXr3fujHQ20IL/IOTrUDtTqhJyF/yHGG2b3M+x1W458Tx9Tsq+dlEChY1naDe8OA4AACAASURBVI3NCzgxSnwhPu8uV8qt8bw3NeFzssOHn+fiu5fgjrvlDjp10V1ANSaCMus+ngXoMbYJWb8UaK5xWXhAFkLzA0Xk5dKW5xZz7yFxUlY/QNPSLwC82ZOnhN2JELvm+uUcSnck2iNjiahdMx/dNwYV0D3/gfLoUJWQu9CGIL0Lzu76sfmTzVuXy/MiOU99L6DDM9mJh0S7fCKEjWdIpNafA60J41uIxWPUfm8AvGbaZO/wfTwXCl3uuEPKttT3xyAkABy+iVc7yZzD59lxNZxCIpQucvZVaH6g1tjO1942mi9DYa7Tfon0Twq5qsaSccyU9MjU9NChkZJ6myt9NDaVMvT8Ys/H3Ltv5wfnmKzVZXPAd//mK+7d6vVeuGdkfUdxOqjMtcY7ljpGA2nIk7R1pp2dve9m/N8DUYzN/Jt61lMeEaayra/PxGmrEQX1gKpPX4us9EtWxuXmh5SU6xyVkrsqAtg15t0g2YZ8ECdpJsQMjBTjom+Nh1xIvNfo33SNFpomvkWc06aoMSpDk7l/SlcGQBoZuAsINyUlqgKKwWfcQj+Geo9tUEZr58YdU8p+5yEuXzLz3AcI6IxEGg5iLRFzfarStg+ixZmomAtUWWI3IorgiQyDFEOCCHeRhuuYtUlGu2D1hBjXndctKXCLxYQZUsIDfdSN6AIpvIIuwidtQT3fD3whFiuMcd98dM1aqELGCABcHIpwTYC6f+pe2pCBG3BCXF8m9I2v/S52IQ9zpY5Ryft6DpWWShdk5xA4Zduao0KtJ8vEv0MQz2Hm+nfQDK8dwM/XkIZ6fYRsoPIWbYTm/wRCcVRYmkorxoySaeed1BpKvatxCGtCcSxS4MQqn0qHM5+JB0YMQdRCLpJi34gmiyb2T3Y43g1qR7YIh8y4XtUZehPOeLHuSQqbKxQrkpUbsRNcNkPZ492od+cxfRNq/yFOxliwn1uM0VBa/KS9HZGdQ5C8r22OcRE9hz3E5bdXsPURmt6C+8RPJGOXO+YipqUYfPN/LKE41pCgDJi+BTKzYN4NEukk8Gk9oQjUA10Wd9TCGzvZjGWRTkCSITXQZDxBJO9oMhbM72xjxD0mZeeSO2MgBWTWEqr2RRvKjsF3jGkOBZzvKPVPad+EFshGTDvEGUoZo857HNInGQKS95WaTy+akM8t5hgbR0jkOvgW/xVsUX0q6UupAVWj7TsZu1GLzXAa9UZ1rkM2HkY+BdtdKXHx2oOkdZghpGvQs+5IFqyV5YePX//65uELXz0qiwKHL3z16PHrX9+cgbZLnr+NeixsgPam1AubDyX4sTm0C5bLWooOLXgyXeysk3uo4vmSAmuAXFCPK1J2Fpb3ytO+bFltVvYZlTVSYqAFRRJ6sI7xabgsoXp+sM5DYSEz8bLNHLyKZhX2EJLeSbPZPe/5atJWN0SEk0wnF94w45gJrcCck1pdSAhppvR1iDg1RRxqw5pOJU2OHbPKAheSD23srJXlpcDvdlBNOCR5DgNkV0hhQlE3caKjcTdVtyeSaB6CqG8EWTYTgngfxGrinS8B3OlDDykWnvntPBhCs4Dgmp142WYO9mTZhBDdfsbzPsnoIY75GYCnPKd816RHzxTmPWTjQuKWDLnwGpZ3S1EijuQ0uoXbcWfX1vsFNF3bM3VfFmJcuPaOlvpdiRNhON+kV+/QR8kVMs/7Ok68FYsArq8XxUcSg9kT/sjl8RH3jSXYt42wu7xzsiAVhgUmBtFoQrOEbDwH13vcy5huMwe7vw1kCpHtDxhFlOf1OQD3TdjpvOcYnzECVOTnmTNI5jpk40IoGuVz/5Xozi02M2xpQlhqCX7X9szcl4OQi38K1tihxs0d6xgyk6FDKfkpCGXPbURlBbjXQjP8kYJainxKkjyhbySu/V6y2twwrPnY7av7I8i4ig1hTvpphovCUXPAHsLpvJSMPTXv2SFLqYeGO9+ooR4SByFCmnGdAd0WbLLRhXR5VwhNTrYHJNt9xbpjibx9gBE/qkHsXikX9W7gd+4Ol+2TLgi9Ho/WszgJG5HZKoIwh2RC9I2XArRQ1oH53A5rZQtfCp/RKpoiYV1VLrZB9RUwbMZVzMLX6KdZLAoXswZYc43vPZHMh6kY4/oQhBokCej5JRqlq55ATBpdlvsKVSIVHn8P1U7Efh+WANzzncc1DBiezyr3Ow96fdaedrM1WxzjBeC5NJIJkRsvOwhn2WQPWwiNvr4qF9sIvVu19k3fRgm3kNbPDiAM/FmFZA0wkvi+zDob3HwoAWWkPzKhpT42zdmgBkkL5JD4DaHvtF7zEk0RFCPIURIrfxfI6mmK5aL4jnclse3Pg5yWXM/InOclTPd/l5lHUnf7cmS6s9SIIj1CAYLokBPrBujKxV22S/JuNbRvYkHNacxcxy2kderpLIRhAOSb0815QsYIQM+HXEp7jZoMb/9uF82ijOwmbUzQLJtEzGqWCAdjjLzl+UrE2BYsWgcAPoOf5JoEJuvJKzstzJIKnicGHuLmI1SksynjxSOcBmQMSXj0PUITXo06RVPiUp7Iwof0OmYxg2yoUg191N1i5jRSrt4xVqjxMWq58hqhOT3GWBFK5MdKyNvgauFQ1x79c1CDJABmx7CNGX3oFFaw9SX8i9TRQ1wWedOYLBuXnwBkWHyY51ACuOYpc04dT6HV8xQuJPWkT+2oWqeURi5oNg5RLUaSOiGTdkqNjdjChENjvSjImi5MDaYs9xgRMkutu7UNusAfW6PG/J401lBV9u6Ld5cEbk4HHU6lDIrQxmcHMq6bL/Ouni+mNjVWQb+oTdqYoCEbBgTf4MEKtm4jUNthRkHtmKU7aTIGb9IV3RcrmOYrmMxX4V8sC+LcvonlAE0OSf15W/6GJCxyDlWYhhNOa4vYbIgan5q/Qx4VN0xDhdKmeA4xRF2Bp8nreZKcO+L6z3q+Ks21qd80OE4pYRW7r8x5qWJ2qYRGLtNDcjwVVnqCCJ7XEDBzPUfQjg0Nc2n+jY2S0w57jN8yX8WEZGYpEWIKo7aWRgBqEufSr0b/0BkcRX4eg+g0X4kqZmBCa5ybSDW8AeAPMK0wuQdBNU8BpMYEt9gfZ0jvTDVqLqB6Br72TaW7Owsst7iJlU3tNGRUhqc9Ft4K/D+LgqoFH38E5nrXiWvdRmJaNAfT168hb7FJau6i3n/3eCptGuigD9rAUTx9jMrjQIHTx1kmCuyRaf4BY8RXKA8PcfnSQ1xeMB6pV+Dvz9vm322UaQeFekh4cJO4Lz1xJh46g7vwc0juZjh3itUu3ZVEnZthyHexW8uRzmcXjXtgBNRuRe6wU9txDNqz8oRpB3c9kQBeizBT1HUiwM0HjWuZ9lObl9Zerw4I71RYwschOQRw3oQH7FB2oz1oV9wuOzyeb26DWc/pFEfG6/1Btel5A3FhKmq+e2CE0erfU/22tIKtKwNIU2SDGiQ8JJN4nZ44Mw+dgqmWCaRn2XBoTHbl4sLhzrf/sDGpWb+RelXGnBqdms7HYQnxbv+UduwDeDqxHaHrpeqUxCLnoheaD9xrcR6ALJ7UnNo03ELmzAslKk9RvZC7IQOXt0Ut5kN5k2PG1RvW/fvmGHjOdQ7AhvFmxDwbbqxO+hj8ONwA8OEs6rsASmpl0YbprGjC5gAcnT/7ZPfON575yWu/bqfcTpG1fvnim8XZXV+driaBsI8U7FR4ar38FYDfAEEgJj73IYrsKhAz2wPwOaZ3t9zxbDsCPIdg2xPqBonblgKBx2bqWoH2X2XE5kZF8BXMgzW4Gl6AJ3tsiHc0ItOOu59aY4UkFuMk1COaj4SE+5pg+4C6bk1cHfOcSEENkgACTOeZTfEdGoHsmAIAnnvwI1z8w29jcf/Q/r7ztNCcLzKTbfI06IwEEN81jk3JpohJtxWGTch2tEntzVBoL3idWCPAHE/OB04G0Tb87d9bK8vnPecdZQp0ZGZavRC7xMv6O2DgxbFNSm6EceYL57PrhfDc5UNcXjC8F2+210NcvjSrshRKag3gIS5/+BCXnwdwFbNXc2HMoNyTk5f4k6svY+c738TBxSWURYHDF756hH6MkUbNEKPRkgIqLnxMHL8LuSs7yeUdUxfHOTa6Hak1eMwC7SvFbhNp33XO6/5/E8AGRQg2/7+H6Wd9jyPCmhoz3vmACFv5yIW30ATHlxoaMWGvuh/fhF/qftcQNIecO33P5QCVhzA0v0vCPb7SB1PP0keEdQj3FOp37ZbnHuww9ZjHEwn1kHSISCGdmXOvuYjZbSbogQA95NHH6pqEwAlpAfgCnh2M+bdEu6QT44x6jn3t4hmvzB6EZF5JWxlNkYYHIxXSdyKX4FoXYZ/Ed5XCKLQwUufbQLinREVypUiytXeDHd+WCBtFMK5T2xvV1AVaJABwdaxri5JaO0JMjZXYeixjRILego/0SBVVq9EHCY7z3KRkbHAZQDVHo7F4eLInOtXYqBF6jl2VMRCqyH4ecS1qh/jBelHcR9V2auGIqarKIoJ02lo7IqfmiYOcxOxRyCK0IH1Sz8kWT+N+C/ByEpN530MwdsNgS6iMFN9GiSO+jnZtUYOkO3AuM3cgxBw7VkTdg/CFsyHOmmnpbeJe5JSMDTIDiFusiO9yZDuFwD7HDisO230kFeLiEBL5Ynf8hv8hksDPBDZTTNgG6tndRotnZr2rNnem3oHvgq52fdpkEYBqjvKVd6g3F5TRZt+7KH3cNZqMp4qdY525j9rgjXZtGdx1dooRIwQWLRo2QkTfg+HnTAR/THqxzTc4QiRnhxIXMp9LsIoT8h11fjFSORTAtChYS1G0GAwxFiVxeQCThZn8zhJRozg6UtTehXfAiPPlekbcODFtcEXhfKJvpD5FprFjP6MFVCHHVdB8hjs4Rbw78+5fx/QiXwLYDOiDANP3HvISxb6Dy1b77LEqqTI8KqiHpDvEuGBnVurXQpZ7yJA/38rbZHaDL8EvEJcUtknxKnTofrfP79tx9zYWBWnILsj+j/CyxKCW9HfPdQ4VWRbI+Ix848Tcl6/GUYxAIDzHxoJ8r0xWR32M65Xsw6vXF3x9UKAKpb4NOtR45BhioRAY9a6F3k2xYQ/g2CLSjgZqkHSHGLGuMQt7ScHeQ4+k3dY7fCMQRxW662tn0VkYjzN20NNYbKHCSvV/zGTsguMuceEjjqeSxXA015DWOOL0KdqOW/a9IgTRZp6o7yA0t1ARh6nPiRBYjX0Aj0x4xu230LsZ84wXMUIuiYZsOgJRM8WX1/4OKvEoe5DNnHuTczmHwigmBe7xCrZK8+dxbGjEAre7gHU9t/ZE9Hk6RpehE9LYaRNiytAGG1TY7AnxeZt+KRBfx+mnzDWj6vUEwN1XzFhsO26j3ocMoVPvOQXvbZegxl79ubiPGDmJWqa/0W+eNeUIlZ7RhukL6vpU+PIcgA8G7M8G1EPSIULhB2OM+EIDjyL4EqPZgfhczqaNPrXOc6heJKB6Cc9Y3y0BuJdovUs8Nfb1LgLY9FxraK8VVzm1LVhjh6nYnJPcyS20O6jIg2+gWczumfWiuOK5LlddVSIyt4Dq+frSLL+J5lz5DCoOBSWtz3qzIvqSuy93LG4QbfEdG4vY96G1h8+Z356gqrRsv7eiHX6P82T0nBFLXCVk7Ov6Ob6aQwDveLBJ3oN7TNRDMixuRn4+QcoOpG+SpNXGkNvbXXQA4CwYER9qtyTwTN32XO8MTiplQnierrGKqoCZi2cyPLdo749URCxiF0tda2etLC+tleXbAD71fE+NC0qEzCVWemsRoNpFPg2HSG3aQc2TXJ0fgDC6iCrW94n30ndfJYA7HgOGNPLaerjMuN/EicfoCCdkTh9aefg889sSmu9tUOhLOk8Kx+0F4jIXgPg5g7impN8oY+8mpsdwbJX2wYXT1EMyLKiFWkLIi9qBdE2SjGijDa6sN6jvQrotAc+UWHtiyAJVJrvCF2OuF+Q27Urx/tw213bbMkkpDT0XxyvwBJXBZS8ybhuoBaAxLgIaKRNiJcNdWbT+ttOygfSNG2V0UeRIwHkvI7VfOiMkWxkmdj9dX8HWR8SC27YtUk5QyMAJzpMROlDBe5LOGdQ1QQur2f0WSmmvx3DIYPZh0OwbNUgyIsE1SBVSk1i2sTuQzkiSDLjBHSrrDcRN6Fw+/uDhrESIF+QYJAqcSQw58rl4MlKWcCLXPVGadNoQtahJspk89+7LjHDfi5iChzU4Ay/0/KauH5Gl1WWYMXb+aNsW6RjPkUJLkpMdoyRn/1LX3Ef1XtjG/4FzjVDV6fpc3Lilvhs0s1MNkkwgLN77K9h6yehr+HAXfg7JXcElqUFZmDikuwB3ri/hVvN97u4f4pNrL/sOPcJ0WW+XQwI0X0IboXz8dzCdKjnZ8aBaAL1y4cQ5Yc45hIHT2Y63C4Ez8M/FNwGfBfCfGJn2ThZY+96NZokP9r1Q7ymFHdAS8VdAp4dS1xeBMjTNdW2ZfLEEv6A93s9fLF7F0fmz+wv7B+cOf2EJ//ynv7P35PWv38okUFhDMhYk7xDncbi/gq1a2XcVVUgmxzxAXfMCgJ85n7kcqFDacA0fL6pEFcb8yHOOEhV3azAohyQfKDfsm1Qc3Rgq72I6LvsuY8DY8MWWa/gKwnWaNeLGxRc/P1i6+M1vF889+JF7aAngtfolNn9fx7RBsAfgBvOiU8TOXdPXnG7DLVTGjo0D+AueAegmY0AIihcxRDo4ZbDZn3NjLNogDoiF5eJDBd8LwyOx39NjAP/F85t9AFcNB4YLm0q8LcmFE831F9bK8pL5+B6mjfAlAJuRfSaeP+r7XPz8YKkogbO7e7j0jbvnXixejbhcqwJ4ofO47xDX17XAWB1SgSPmKDZGbM4I6MyXY/g5bhNuh8VVYTdRqO5rE9MZawWq+RbUd0Nm26hBkg+hGihePMTltx/i8lce4nJh/hYJCQkqQ7rGUNeLW8MgW9w/xAvf+l7jQPclrlPgTB8U5t8kEQxVhoOLQ5yEgEjdBnPeG5he5Djjx3tv6IEA5lmQJ2l+Pam22riFJsn2ENOGHDfGkgxid4F1ivyFlEslEL0Xa2X59lpZfgVVmuZ/AfCvnN/sIZweLeVF5H4vXe4P4CxyAsTMH63fF4IgesPMDWJjQEg05TZ3yfdgw7OpieUPTq0vpv2fM5esn80roDdn3HeDQKv9ZsIKXxGz0wqXgcqOOw9x+RLQTSXQGlS10rIo8LfH3/e2JwVMP+89xOXnpX0ReU3qnL1ULu2ryq6wHez4oUJb0nvgriFQdt2xvAJZ78s6dpu4fvDagcrPtRdpcv0c7ytzTSCykrA0bJmrcnGfYOQJXCS984H1QYodyCv6vovK4OCuSaXED1aRWTkkLeG8pBS6JgqJCsJ1xBtg23C4PMXL5FQIpeBir2Q70E6LYWhp/yEIyQ1Ixg+VZbBWlh++/Y3feOlf//u/u/nUP32y+LOff+7oX377Vzffef+vXGOEUpAFwnHzJD5U5HvRhotFjiPXmMmYFcfNDV2VdRj6fYkGoe/hQ+MehIZaDq6em/1D9fMe6CKlEgz2nNQgiYBn4HHVaWscADhvrNmuyJCrqIpv+azdpMGVQOJsEK3KxYXDf/6T3/kUJ1kUbn+liPGEJjsf4asEcKdFvw8tktY5IblrrGDrCt6/GUobDbn6QxMsO9bNIm+nUnvJnQHPRJvFNmYc5TJCV1FxSNywTR3i7AJDvy9J8FQgBwLViiOSGSQkXQlsQcnznu/3reNCKND0kgxKbNWQjRCegQfQLq8jVPwcV10QMG7q3EaJJ7Nkci3zb7FxQdxrsN0hF3PAbTnljmzTttSMGK79XWfZBEIV20gME4wFzLO3Q4pcSAPEdzWmwj+e/qSUXw8A3HB+R4aWhN+T74Dve/OV+xm1wYgOe0gNsZzoMjzcFyTvPDOuSwDXnDkppXaTDyUqlWD3XHuoOF3U2KHOBXjWjSFkEtQgESIyBlg+xOUFySScoV2u2BRg6TqY/0cZFyvYslMEbbTlf3Axz2C7rPNkNw6G5Gm0XQS7bFsuSHg4nOGFajdIaaFMpdkS/cVJyE8MO4nxRy22Kc+J+c0+iHcQJ+TtmV3sTwsCc1q9MfUZnlzq9yEqlWJqvFMaIjum8vI2MvBVcq1RMRglwWikiHGP1+7bTl3thLzyOVSWec1Cj2K8m3NSL0Lbdofc2iKGt8nKSUq9YzBIJo3k2j0WvOsSkiwbKpPjESpPo4sD+NNsff3JGcLLxL+9x/gyf5jrhsYQ9RuA7otcGUaK9uDmtEUQKcMAXoM/s2cPwHWr8J5vDFDrdj1Gfe/RIZpyBxwGCQerQSIHNfBcF5MdZ+xU+wOyCZCcYInaDdzk2bbdkvS6bC9CRF0V7rp9vJhtFsFZQTBtlDK8UGULuKEWAPiM6IfYZ7YLTImWkccEkDKGOJI21RdDGc6KJlZBV6a2MfWMPOnIezhRLf7AeF42UGmF2Mfsgzaud4lz76Di7tVyBxIMQmxVg0QOakL9S9AFp7rW/pBMgNzA8gl9cZNnq3YLtFMATLw0rZAgZta18Uji6PxZUuit62tTWC+Kd9aL4sv1oijN3++Ef0VDWniMMLxCmVUuYvrtAMBqQLRM+s6mjCHyN5F9cVG9JP3DjN87kBklF+35p/b0AriGymBZwolGST1nXUc19uxjfJgio/q8yNb1Qm0djICsBokQxIS6CeDXMJ058GatkNpDxVipG9wVtAJoQRzqnHs52m29FFfhfzFYIbkIsN4jV+kT1cvcuyrqCrau7N75xjNH56YdAOXiQpdZECyM8fEWpsf1WzmMksRQGzvOI57lu/AoApuF3jdeAFPmQOiRCm5APG39e/BeVheccaOhmwFgsmmuYVrAkIJvU0SNPeBkzuKOAeJUVrkx1HdV8ykoqbUFpAzrDq8vzTjxpf35UKJ6saIzbIi2hRjqnQmOced+sXiVusdNVC7x3siC9Rh67sGP8MK3voczu09wuHwB//wnv7O3+fqfUzVeOsV6UXwJouijUSvtuz3kODf/bv0sc4l5CYTdQpkWJYA7Rq6eOj93jj1UCp5ekvsMhvpmDoKMminCqIDsL8ky8547sn17AGLqDWWHGiQt0IUqaEIb2IU/knFds7RbZbFI04a7zELizm1qagySRuvp22WMTC1xvSjISWGtLKXphFnBZLZsI8Oz7DK1WqAwG3VNc74HCU2ZqcysWYZ5z6lnNPVuC+boOsQtGT+iecO0z04FrzFYyi+gwmjJMA+US93qnAyZWSFw4iaWKDIGrs2FS+zzUiJmy0TF4hhw4kz3id8sd6k3QogoUYt/NH8kY9uptELOFd0pGDXVXGRkarw8MsZKktdM6BVxwbbdGGIxBk6N3tV9u0SfWiex75YRWaOekftu+8ZeDTt8JxlHonnDap9rkAw6RpRDkgBrYeHqHnRKSIwgbVLt+Aw0GbfttUWLhIdjU2tFtK6oG+DvePvEkEu7rOpLpaPGcAi8yFyR+G7k50MiCyGYyPDZREUqbJNiG4r9+yBVfZUUhHMxeQdDFZMzVlTOjswFFlm0eLdESQ2eueoIzpxFZOW4abyx88boFKDVQ5KG0CTTB0u5jRfiEFUapUvGrQlaba8tlteuvTGE29KWSY7e+VOensevf/3RVz/8m7cWvzjh+h49fQa777x+NnBfXkTsnrgXfUfwew7S8RDEWlm+berH3EQ1No4A3KV4DUPBLD5c5ecorJXllHT4r3zt5s0zH//E3XTE9mns5C6aO4yXBJged5x4XA07xZmslZOxlk5XyDbeu7qWR4qefLclXmn3GG7eEc5Jo6s5pAZJGkILSxf1aqRtqMMdtgz1GwhPXAUqo+QjQdtDljXp/mYK63HnbEyMkfVvprD7/s1XPvvv/9spEunHf/Z7+OTqy77FjWsbFYah2kdOAD7OTKRLOutuxxgfozJAPNiAn6z9acqi6T7Lp/7pkxzhWK6GyQ6qjKAkIrUbxhKEh2xjJ7TI9rngp6DP3X3ytSIKEkaDOnfEnMSFtQfBqTdIOuIEUJNMJ0RW3z0wbYD1ea0Q+IaH1e1DnXIb6h/WsiZ2Bn+P6Vo70sqVx8g/MS5/cvVlfHL1Zenx3I4hZuKmYsXnV7B1xR6XCTtUqv+KDHyc3pDJCKP0SUKYepaHyxdwdmfPd1zMDpKa9G1yaRbDz+M14bJsQovsKNz5zHjoc3c/Ck9CxFommpNiPDh94VRzSIjY34MVbD1uyQvoWvBsAip+Cb/Wgq9eh0/FkXuRJBNO8P5tzQnz+W8SbatVCc+jqZcikUlOQcxEUoJ/ruKJ24oDu6vcEpoxaW5S8YHjFFwEcC8jF6YTJPACooXIAryIqWf28Z/9Hlx9GES+533L/jtias+bPz5131DfDSYUWCMwHnzjvQSwvF4Uj82fXNyX3uZ7CsQ6cL/WvHKOozaq3jmpgzIcyTjVBglorodvARCjB8EzG9TC9IqnDRQuOve6ihbZHQn3vwE6PbpWJVzCCVnLlsruYmKMIgQGnmtU+8y5Pvd8JZb8Z87LqeCeRZXmN2bkMMLIhUJg8Ew9s0+uvoyd73wThy98tSYZHgF4GsBGzCI3hOy/gJAa6rtVNEmTB+jXnU+OB4+hZxPil3Cietqa7Bo730WWrJCCIsS/WZ/fMlooDMYNkeK0h2y4XXQrt3+O2GDLtN1lD8lpG7R17MYQj9B8/uIJJ/L+pd6MswD+kyksBQAwLsWscU7jqnwJ06TNffgJkqGXOCUOK5X8j3ITWwRhytgMER6HRpQRRhA7uRBPyJXdeJafXH15/5n/5//bfP67P7wOefhsUEjCfcK+czcRfWvQsOOh5tAwGjI1WnNfpPNdJKcsBlRf2GF2agMODMwNkeK0e0hCi8lg6U0Z0nZ9n3M7f3unuQG/MfqZI1yWy9KPscxDqcGtvVHmPq5jOsvoDPwhI/YlFxg5hQAAIABJREFUTmwf2R9WHw/uJh4A0d6wSO8Du8BRz/L57/6QKmh3OzYttqdU2lhPE3UON151JvIcbSEdD5J5vK+5Pkff+yAJs3P3OJjYWQxOu4eEE5wBMriwWpBmpWRI8Q7cIilRCoGhgTshA2a29EPPwQaZGsz9KPI5+Pr+LKZlt1unFzNYRSXO5tuBbgD4MGH3b2MPfm+Il6E5InTC+reIkWyVVMD/LNdpIb06NAAIvCY9ptIGPU2Ctoi8Vaa+UVfp4auotGBsw8iX0s0R/O1j+kBXZGBqzgBO7u0J/O/9ziwYI8Ap95AwJEJAONFxXgKJl4P5fap4GLsDN59TPIIgYa1uLyqjJoulT9zDu8jkAUgQLiINstwEL9/zD5x30ra1svzwx+UPVn9c/mD3x+UPln9c/mBD6KW6haa359B8Plp0QQB1eCM+SMacdDELvR9d7Z5dSMTiQm0Jeie6KsLowA0/+sKRHCcO6Nez2AkZ+CFdVXgfwKqZF0SaPB1xXLLgtHtI7Li6dwctEJdxdxH3V7D1khEQY70cnJcBCeJhEbcd2mmSOiGez10ELX2mTz90vn8a1a5qAXHeJRdSb1ONXtL42j7/VC/VkOl8beW8GYn4VNwGU+QMsvbFePi496PzVFrT/896vnL5YalaQvY5bhLnuIlAKrNpp11LZQ/ALedZbKCpM3MWznttvImUFwvot37PI1RGmu/zVniIy2+vYOsj+NexbRCaPG4YHt1wXLLg1BskNXyLuuDhcMzmj0C/1BfNADnv+X29UAZf+NRwEEHanEjDUwsWcb8u2EU71Kee7xdRWfHnURl7G9L7tBA70XcSGrBh7vMDNMsLiJ8/WohTdSnIRIEIA9xbL4rbqMKBvVafNe2hiLyltGhepCoq9370YQj7uB8A8Jkn7ZdsizBkSAnHNT53DNUnAP4NptefJVRjxQ5fxbzXpDZUz8TjV5jPW4eymPdaqsmTPKf0gVMdshEg5LYMMZu5ieQi6MlwmQhjvOHxzrB55z4QpM3rtmuOyD8P7dQki3aoT33fn4GTphfpRpSQRCfoOm3benbUhH0RVTx4H06as9OGUYhTRYDi5tTPNpiOmZn0yYVCjtuk7qIKf8WGHLMSlYm+ki5MwbYICMNUscWpzz3p1kvwb4bPAnhg3UtbQv8QJHBuk9pliKQtAXgUc8rcGiRCAZkQs5nLauEwUTRlOAucdyY0oFNj1dz9ShftVAVIG7FxdSqGXBuODXQsCCTxNNUT8zkA14g2DC5OFYnYSW3qOXdQMI1rz2LMud3F33wc5LvYv0N1r5uh30jbA79goqjYYCa+jrQIo+R9sMGJP3qNjL4F6Bhw72bUxjISUoNs1HPK3IRsbEQIyLDMZif0EWJ515Ba7ZK889jfXjSqqFT4hwojxHgPQm5pCSMeiFjczHOgYsjseToqLRCzMHPuUjKs01G7g3Bc78ew+D+QP1sbdl+RhnRixlGoPSJXNZWRgmrBuxT5u+vIs1BSfbVv/gTDkW35OhFFGFN237b4o+i5d8A/EsN5H32K2TZi6oaJwPHGjPFTP6NjAF9ieu0fjZxAUZYcOfl0IiAgNrUAr2DrLwD8FneMOe4x6FTL6FTSQBtLI8me8tsaXkPDt9CZr+z4L2DxAAKkqalrEd/7EFUXiLln8jyhtkqvbZ2r7qNYAakSVV82xsjb3/iNd/71v/+7m0/90yeLP/v5547+5bd/9e7u+zc/8rS7BPCXAH7Jdx4OUiJqoHjbPqrd/3Xiewo79aJuvAi+visBfAHPc+IWdkGxOaDikrCeYkZ4aydgkCT9TgKmr4Aqgy2pYF8XEAiXcZASjwcDMY/UCys3F3RS+8yGMUZ8JNvPAPwcRlC/xsa8hmxEAjJmoP2a830JiyBqHUcx228lhga4VLaQe+0R89sa3rCIG8owH7vxX5LvEeJneL7fQ1OiOsVij4ohW6TT1mmYHr5PChopy+tFceX57/7w+pmPf7JYlCXOfPyTxee/+8PrF777Q1/mSIHKcJamPgOIDpNwrndfOYM9NNOPbRwCOG+FQahwQ+G5bvA5OW58ChJXdWrcvct4Pdfu66gW8bqO1EbHQmwh+OajA1SLYgitpd97ABVe3wU/9vrgbVCZUOc6Cle3wrwaJNzLbGs9UAPNZVKTzPbUhx3KO6d+ZxFaJQuj5IUIxX8bC0OIn+F8/zyAG2hJMJUSVU0O/mNUOis5yssD8hj5HuIKInrd8v/1v/u/pRLwEuMqhm8UXIDd4m6oxqJtoOxZ/y4xbdw+g8qdLEXwOdXtAXAVzb4/gGUQ5Szi1/J3qbVoatRhrtycnGiYa7nzUQng/bWyfHatLAv4n42NcwA+GNio4sAZnm02ljkgzoQaA+bVIOFeZntnKd3hSJntUTBaJ9cQt1jHEMja7A5jj+kcpl9qLsMypo1L25MRWtBjJwrJ/ZeoxoObWcOd03veM/8QJbiacxcfvQBT1WdRhTF9GhMxE6X4OXlIj3s48fiFFuvUDI6k30kMCet+KCyjPyE2DsFNndCTVRfhHKPHhDQ8UzeWGSHKhBoL5pLUKiCj1i8tRYorDGehjr2J9AVSxNkS9CSkxoH0hRDJMqeSLHMK9TBCdvdxoh0RMtZSJgqqj2rRN+Bkh7hkrnHNEjTixk7ju+NzZ/dQGTcSL5jEiJBqY/hItjVi+40jbUsQ/Zxs0qMJEbmGqZfkmirj30L+nzMkJr8157fFxWw8QWLIyMcpstolug/rHKFMRgBRhfKAEelmGLCaQpygWQ9tuws/h+Sverh2NOaS1GrDZJ1QRLpr4Elx+zjZpfgG5CZOyGVPULmkz3qOcYmAScRKQExo3UG6weCi1T1IyKhSY0d47xyOALxmGYkNJUniuiQ5FvSkvPMQly9xv32xeBXUdz8uf/ASgDfBL+DBZ0AQP0nCKJdlE0M8HJroyBFoQyTXnCAWfyqzr9G29aKgyPQ1adF3HpJUyxCBfwbgKev/oTESIhN72yD8LWD1xVAZZzZ85PN33v+rXDV9WkGamDEGzGvIxkbI3ca5Es8B2CD4C/UibZNBXRf1OVTWa063akgbpYwhMhEk1CkxL1RGl+8ebgtqJrC7uMg6NW1CR/uYNkbuYXqiXwKwmSC0xt4f91tOW4EI571LtIFErH6DE4L5irDKrg++cRraHZWCY6Q4jvw8O9pqiRhQYeFnQG+0OM8SFfJ9yvk/N0eFwsZe75ZlnNUlJUrQoYVdIDw/GC7O4/WiKM2fx+azbAJ8FPl8RGGlX/J81nfoTgT1kAhTPzlPii8FN8NunU3t5cDIlgMtU82ItGBqR+eiBHDHLKb1+bZBeBDMucX30aLPp7wfgfN0no48L/DIiZ9Fs0BYTfp1yb/BtN/AtZM9JG3r9Vjn2YZ/bOyhmo+CXqsETxN7f4F0YtG5AueYeLc8zz/Kg7xWllzIc+fF4tVVVBsLdyP4JSrD005ESB5PXaZ350Ds2jUkRtWYIRAhIx7LmG9L9ExmYJu2UyqKyUWeqN0I6B2dC5/SLEX8qwv9xWTChLxDQDXZ28/66kNcfl4o2Q5U4nIxO59UQuSph5UBcw3VguMaI3s48QJRmUipSMqAyZy5wpHhpV4ranxRzOfUzKCYY6nPd2pvGiEn7/Mgu6nkbl9wHsgNzzmBijvpZkW2GU/Z0rtXuqnEO2p1VhtzSWp1ISSOssSlGpYHIVWPYuq89S6iBJZ/9sJXj//xf7u68Mm1lyVx0i6KPFFkO586JIUppVlKYZC4lo3Gy2Sdi/KqlCB4IJ5zc7tOMemWU1AM/TaEMcTOgXSPgYD4+Hmgkmsbo1/0PnsgIpwKQRKKLZJn3Uf314tiA07fUsRZ83XK/Uk9nty5JH0ber9rLAcUWDlSduz4SB1PMcRwEh1W4k0d671j7kM2PjBqpSzJUUAAPQTwKaod0DH8i+aEWOkjeB2dO4Od73wTn1x9mSUldeGmExCA7T6jqqGK2sBcCwgQstreu8Uh8e2ubIjJwbmRU2W2DWJJsYHfuSjXynKBC20YrZMkpBhSOcmwTB/soSreB8/34tBCC0PxHTQJ0/bcFZNl4712RGiIDXusYOvKVz/463s//6ffP3tm9wkOly/gn/7d7x785LVfv/Fi8Spn7EZfi0LqO+Ciy/DuWDYvIaiHxAFhpT5AU//fN5FyVv/U4iVcUBrnW9w/xAvf+h4+ufpyaFeWxWqXntP1Mpn7I+sAtbjWEcKLbqt7t7waVEpljVw7mBTk3KkP0Q7JDrl+XhQX4Nn1oriSyiNJrH2S5b1yCJx1tlKNJVRzg8/rKH7GqbVdTI2aj9CCJyO4tkROAAiEmF8sXkW5uFAURxUX+ezOHi7d+PPiF//gXYAeNz4kewxapHe76EzZN0E+YhDMPYfEA2qidI03X8yRGjiNzBYhd8UvjLX7hP3eoAvugvicGQSBqGu9Jlj8yXZKY7RGTfZ58GJNwHBs9S5lyWOQW1a9xmScmIndJzN+Bi36PjHTovV75eFP+Obhc6CN4c6fsZNNlZJFFYKE7wXQoecaG8XR8RQfxPx/w7T5Bmg+TY0jtCx4mKm/KC6elKM381CDpImYl909Noo8FJJYp353uHyB/b4+N2RkXTG4c/oW+kSl2dbtp35rvpamENeQTJydLRCMATUWopr3ekfnz4YmUa6dPhInld6a1Pep5NQ2Ze5rAwiVxzWmAKGL0ZERY+HpRwoXXWPRNiQREF4zhsLzRqKeus7CmIv3zRPmNmTDxNSkrkSgOTEkk4d87XnRc76jc2fw8Z/9nui8XbjpfKEZT6VjN5SR1IbcvzUx2igXuEDVF8i4QDjjwE2FnPQrxkNUWy0XFzbtXerRuTPYvfONZ4xRSj0/qv3U4p47VMIpNLNjLiUUEiH4ZYNK/x0dGTEFHuVc6v2qjcX6/5J+9I2LLsLYOUEZ3a1KkMwS5tJDEhDTWYVMfOkAzsSQuqun2vPj8geoz1cC5eELXz3a+fY3y0+uvtza25EDgdowUmG0PpEUXqg9WfAXAWu9QNheEFS8m1AqJCXG1/uYWCvLD3e+/YefHlxcQlkUOLi4hJ3vfBM/ee3Xz4IJpyR4GnKHSih05e2SZpXU2EdFbE3yxswgQp5IruCkC2pcjD0Ffyxez8Ewrx4Skohn5LxfQliW2/td4q6ebI9hfQ82AQXY2aHJYQknxsqQBNAauciu2djqgswsH2yV18EXpyevf/3Ck9e/7vuKXdxjPA2ZiIMxRNogIrNYQobOIapNTq3Fsg+kE1PbIjZDJ5NYXEg6INSHJXftjOTTrjAWr+dgmMu0X0laqLMQUym6WdQ2I9Np68GZbVFk2sVmAgVScykMplA6llRZp03biFeXHZXK66yo0QpSTWNTamNqAG2DUf9FlU1CKpKG2pMTifWNktJezW9D2Ww1aoI514+S1O0sSrup4DZ5s5Ke2xXmMmQDgWvMJpyC7qdc7l2qPU/QDOXcQyWnHEPMTAXpuTH/TnEl9p0FMsFYwhwOYvtjjDum0brCHQIkV6cmNhwSejdcUH101XhBqXpQUVlEmWq0xN5b7PGTtoIO+bqoxxMX2gkSkzMr7UYjVHtHkOhwqjF3IRvz4M97vuIm0K7JUJSrDmi+6L6c+q70J0KcC1+7Q5j0WY7dQOw5xhLmsBAiUTcEqcY2SXWpRtsGnp27z8uZKjRGeVq874wgXJCcxu20C1bbLqJSeL3vuR6H2Laktl0SQmuEYax+TCEmc8ZTH+N16OuPGnNlkDDx+mMAmwkZAVl2gIx8OiWZ7UMXngfWEBNmoNiY9FkOmeQOpZb7hG9s1XHUUSzsEozJ0BNI0h+h8nrGytynZncACPJBkjY9gnbZxsl760UBwf1SbTl2hegCnoXQhi00Z3mVUy1ZfSoEt2y1zZ1Th9bvaXX9ocNNXWOuOCSBeH1Ijrz32F4Cv6C1lHkg7RQg+olp69TkL6ioK+YdzAp3IYR5jxvnRIwkfeQ5qfpINg4A3EisGJsqwb+NzPLogT6calPg+izJNPDbfZxoB9nvxiNU4S2O2wdUKdPPolnRdx/+EFEvlXlj5yxPRWTfPZ2azKt5M0hCpLbY0vLsQkJ9L12ACI/OgbmHM+7xBiKSJlOvx72eKGQQSxjNUWtnlspqK/qBcIEWLz6R+iE5a+v8FFVoeQGVUX93rSwbRTEjasLUmBhj3G47YITtAfgcfOjKxiGA6+6imVjLpy0obZdeFvWYeTJi7PViTPWBeTNItsFPVjGLITWwNnFiwQPTL2z9vZdNzyz0VJYNyTbnDCvG0HkKNIG34X3xtM3evbA7ffWQDI/T6JmJzaQRFIHbhtwD0fC8JBbwewfAW56v3nWNklQPicQjk2DscPAaawGjaBuyeztC2HtVw5u5OJYsGxsR9x9d2HGsmCsOCcIkzBiSKkVO4vRLzgG4iebLQ5KamNg8l3abQiYLFaCa4md4KuJeBPANADeEi1oOXs4qKgPP9hYdRp6jd8QaAl0YDkPxb3qIgXMk4amaJZ5F2ceziOIW2BwLyfkJnsNN4vQ3AbheEo6DBDQ3RPaGJkSujFGtDsGbSRPg1Uj7fgHVPUuMpycYmIMRwbeS3v+pEU47FVaVFFbap6/YUuxCRg2W0EtBWfIppKpUZb9UApedyncbTSPmrPk8CK7eTKS6q+viy+LyqyXxV7BVmj+PJanVoeJ9obQ/3/lijo8AtyB1gp5SLrl3eMFku3A1Zdw+iJnsC+e3bB9T/QF6jmh8TijeXjM75kYdqcisnpB6qots7vbIMbEL2XM6RMWJGyTlNwGSexpFen0uzJVBAkwWwluoQhQ2pl4mQVXYVKv0iPj8OGGR8U0YPwPwC2YR/XIFW+94ftfGoq4nLEo7YEnQdxReQtziuwG/UdRqUbW8P/Y9LgHY5O5FaDzEGgJdGQ5DZBt0bgSZBZeq7rqbIB9P6YdQi+8y8W/fMVR/UPDOHVSl2UAF2uBmxmPs7IHWctkxRhDV96GKuy5uQ+bx4PRJDsx1a4PsU/hLMTxoodnSJST3dGoIrcAcGiQG7EImXFh8gyW0Q9gHcNfzO6Da/UTtfD1ehs8wzQNZBPCWxyiJ3fnYkBgzQaOC6OM3IViwaoMHgUqfLeAbH0C43L1kwe1L4yGEIepm9GUE3YL/3VxGRdQUp+5ai7K9oO6DLgm/S/zbdwx139Q8cpf4PAWUoTW1266NGlTelnPwrxn273ybvQOckFSDMIYBJ5bW8PoQnqIbptLvgrkHrkjd6Lwlkns6TcYIMH8ckhqpO5dJfJXQDvHJPzc0JVaw9RH8DPZogRw7HrmCrS+Jw6Ziz562+9LJDk3b3ZTfeuLZg3/SOAbRd+aanEx0UGxKWPul7aLKLZAp39mfx+pNkHH8QDXdEDrV1iEQde/GkK45V0cA7j7E5UamiQuPCBlwMrZC5EeqD+x+WsJJ7Rnq/QDoPn5kQkbUeK/nkql792XZpCKhrotvTgSq9/0N2yuTqeYQBTKjhOOjGEODSxMGBPNv3zogQ9UyGgrzapBQE2Nhdt6inRxR4v4jBAiIxiCgRM/a7BbFsWe37YFsHt+93IKfUPoU0YZlz/FS2AsWNTHWyLGocmQ+avHkJjz7N7FE3NX/v73zibEruc7797plMsMxB9BMzyIYh81VvHE2zioDKwa0cDaDXoVWPGQG4EgyJiPCXAagkBBE4ga8ZDAzpmCJBMbNUezOiuDOiBdRMjtn45U3AdmWAAXTLQUaTQ/YVvfL4tZ9Xa9enVOn6ta993W/7wcIHL1+7/6p+6dOnfOdc9AUyAsnr1avYH5ZRa6xnxE2RJaN2QhyxoifadJ6+2A1StAUz3oGuzBT6oUSu+cuoDHKfwphchIm59iixefQ2041AyRG5mQnvZcWPCYVJlHtHZj9bHthOksmjrhvowiadGBVDRIt22YTssv0JLUqzVBQ91GOPpr+9tWd/3Fy79/+/jMoVr2WzRPbkVJddhtClUfYjJFQLR9OWNrL6hjAS3DemI7eAz+DqCVqOLiJ/hHk0uThb8xC3FrGq5BVcxMZ6eZdjZXM1XNOpomGZYxm6a6e4NVS3XMDrj7PZ9/8+tO977+37a7VbLzCydltWzJGTM3hRkIz0rMMY4OXQdrX5wC2U6XwI9t/GfZaJtr7N+k5J91YSQ2Je7E+giwwnSA+SWTrPBRMMdxMFmLMX338I1z95p+eYDhluXRelnvtEMBH0JvfSS+MKZrr057jY2tmTIjb37uY1w3sA7gpTMr3ETe2TiLHXyLEraH3MAtKe8zsSQktfczevgTSGB0j0CEoWS+SXgTt91795H9+56uPf2QZL1E3suSaAO29ZDaMjZlWsXfIEZpnTH2PCdu3NO8D0u/fscvOn3tW0kPiXhQ3kX65xTwOVSziLg3JpNXrE1y75bY5iz1f+aNHh2tHx5drn4NUxwKNCOvb4fEh3e/GL7ymrYCluguxePwGXG0Nh3msLZ4u7zpIL7y1yD5KXmo19B45+12GlaBY7MrV37E+L1KIbKFyKOTzbo0XMetj/csjvPHdH+Ln17/m/y42XtLqXzN6RscZbJL+q5ZhrOlQXo7sOzbGqZCuj19x1qIH6cOrTTxW0iCB7abdQ08WccSguFGroZyLr88m9Hs/+30pTa9GJkr0xeKqpIbaGiCuIXkBezE1yZDTzuUSgD/HvIemcxEwo7g2RvZLrVI33ZyJcBlWgg8Qr1YKzHshLNfQGiKTzi806KNc2FsYytj2YgYSAFwOG9d1pQcB5m0MZBhHQl3W95j1Hj0EcDtzPMYQgq8UKxmyQfqmbW+y6qmRFdzhSde7Xwfk6I1XpQe5r0yUuc+9FN0dNHUAPvf+vI8MY6TFGV5Xn+DamjN+UucSu8+71r+wGLWx2gtSuvhTbUPhORcYUnewmI4JAK9k1NgZbCXoDOsPIYdVAds1zAmRdTq/oysLWaUL23MT4C8iP+9cP8fHGSMPMf+eeWgN1bZamnuTyUlbo0NIQ82tg1F6b0l/D61A6Xv76HbcUhruuaoDMjar6iHRBFqz0IFblda2iLu6w1VDIFy5//hPrq9fffdPsXY0lxGsZXVYSa70I16EDTTjd71yNocmUtbosuJP/TZae8HdV29ivsXABMDNLex+2leWi9tvrLruBSzee08R906oRlNtfG9fhzYJOd6e0vsIxy9dwE/++A/8j7T3hFQPI0eLEaZE/3cAv4lTb8irkCspq/eYIZukyz1a6mWQhOavBJ4lafu53pAFhk75XUVW1UMiCS+v+6tPqbx5x0kjaVAUVohtP180eBYbKNYo8ayKct1xx4pQVS9PnmgJoNFlRaz99jl0z89bWJxcey3b7pAmws3gPntL+J70+RDUXllL3ovwedcqj86+97O3f+fDn1//mvU90ckD5TXfazU26wB+D/PeECnMZBF4ioume5PJB/cmk1/dm0ym7t9YJWiRUi+D+/vnkT+1BnW4ff+6XQJwv4uQf6C2ByvPSnpIcmLyGWm8Vg4QfykcaPoQR3u8WmrsnMHzxnd/iLV/WPB6t+5h8bxSaZ/aGHrnUbNvj0p7nYLj1gohJcMkCaSVmMVgHUujoXkGfT1G8vj6SAtO0GVlbf5dRLsQ0wod4tT7tQ3gyus/+Ou3Xv/BX4edgqUVdapgWmlKdC20679QG8Z5TpKp2JHxuJHpYcjxLIUG2QaARx1qhiyD0PvcM5kurp5Jj2xh9zPEDZJW8R2bMPbR3PxqBVi3/Wf+Nn577RuYxK+x2LJaEGxaJ9uFY4jw3Gk/esUgPDWfk7L97ElZGZ9ex8UwHs+f4NrV1PF1vT9KKR3vRIv7pBte6MgLCGMQpBBLz+xTzBelixVMm20vOJ4uL+39u9Pp69If3XHHqkhrHN+dTtXFrWLYmTUYSpG7ueqtiWJ4uZk17TalkKH4HiX5rKSHZGQkK/815W8xA2aCU7fkzhZ2t3HaZGr24B9deQ0Xn0e9zn0WAEqt9AfRIgRenNgLqtMKp4P3bBS1vjcej4WvtNctdXyjrBZLx1vSPVgrb0bSULcRL7blj0FsjNoJbVaUzjOMngnb+ziyqhdTohMcQekpk6hoehg5vhbLsdS4Z8T7MjAataZ8Gzh9n+ZUWmXK7wDQshseLX6ce3NvYLGIE+AVffvJf/43JycX1sMeN30XAEqdx2BahDY7Bfmpnr0RKcx3DOBRzyEPf9/PhT/ved/RtFPLkBZcA22SnJFZbOtK8K+EteniOha1CpYme4dospT8axirveITGw+guT+/DTnjScuEaul8z0j6E/dn//rkYNVu9VHIkgTQQzI8qdVnzM37S9hqIVxC87Jad//Dz2/8y7XJyfQfrrz//f+3/sWL19CtAFCydL4jla1QrEXooF3Qzimn0FZnIoX51lEpy8Y4PkkPTcIbMdpqsbJ2xTpJShN1jD3v31QPHX8/2vfDwmG3nMdGy7Ip6YejGUU7kN9DDzqUg8+6Z2LerkQ5fgtJo6hS00CSgBqSjpS8ILXfuKZifkoo0KSQrqObAWnWJyS0BiatgJdlE3PnFmkRumgXjIXMetdBuGN5hh40JDnj02ViF/YT1TTVpLZ2JUOTIOkHQlIaEnE/hu/3rlUwNiL8FRrP+hpcF2IAnyKhD6mhIVGO23J92rh1zLN1jOZ8aGSMDEM2HSgtcpYochVLCb2I7tfK7Br1XPYxV+wlAB9bzhHAO9DdnCaXuUfu98Pj8d290rlZ3LcihrRtoL+Qh3l8uhRai4xlm/VVte9NhOLrL2B1w2cX23L/av2y5vbjhSOk7w+hVYiNR8hXAPz93el0cnc6/YrLrklel5J031hxNuGr0tg8d8c5cULe28L5+T2wmMo7IvSQYLmyJZQCUF3JPqbEseR4JiRvkKhcB3Aj/B0at7F0PH4vnCTavp/gWtL4i52X+1NyBd+jh6TTOWXsx5JaXT1jqI/zy8jncQLLAAAgAElEQVSyyVrdG7JstE61vXgSLBjFoXPemj4yUHLGoeC7yXvX95CR4Vh5DUmqN0zw8m3LFLdajD5WulKstVRZD5TX3EjFtR+32T2SIVCoRThAvHGfVMNl9p2M/jTFMW2lsWAsEyGWSdBXlk3v2o7IuQ9WawZKDZ/SDVoqjwr6gadoCoXtYPG9cAdylo062Y2tVfDHQwnhhPdT8X2nGITmrJycMQvOr68+X6SQlTdIoNz4kdLx/stwE3LmRpcJQJqsHmGxTsELNC+5C4ltlpYmt5TS7tKoTjpXRPZ5yf1NSz/MSSPsYhRI94wq4o0Yt4fwJrESHURkmy+wWF77ZaMY2YJV4Bl9BkYoqFaFYCILjbLwvfBnAF4SNmUSUKJS+nTHcufWZ6ToWdLSrpG52CscM9GQYpn4caCGRL/xUy/fCRaNkhfosNJVUi5vRT5/F42RYqH1aEi6Bu1YUml9RXF86Vyh12ppvy+xmdBvqPs2To65K6i9iN5oA8243ShslhfTMG24f8MS2xtoatVEy3wbdS8tlnOPTkYVGktq98WQpN4Ll9CEA2IMVrdCSFfeMWgyAGTrPnxtxr7yPR/NCzJEg0dJQ/QULBM/CiuvIVHi+fuw9X0IOQJws8aqz7qaNFRGDcnKTDBmqBTF8QUtxjYSGgvjOfeSNZO4Z0JPySGal3rynCoehxTem6IxgFoNz9tomq2F97mWmSPpeOYyFTLvU9MY5Py+lidGqNKqaZlapgC+xEhaEMCUNdP5eJTsoH24hnaSt0HTnqDRkKUyd8IGgw8sJewjx29+/1Bb0i80SOKT7RGahyJ0fVvpLOhTUhwfYb7ktCSmTLFQQtlY/0N6wR0DeCfnpZ84x2gZ7WAytZxzH+JKUUTn/nthIuxDkFkogNZSrue+h9OXc3suLyNupM8ZOgXHmyMktoiGq6QHK2LJQ6QXK7HxE93+fYQIjOmwnSbZhNGjPstITPyJkv9tg8GQD3ONkhCWiR+PlTdIgOhK8QTdwlmdsxqU1WCssV44ER6gKWCUY1DVqOeR63l5BuGFhMjLPFFLQ8wIqJlhIux74fgif+80mQvH8Az5AujpE1xbM3iYYit88btGg0LaZ26NnNR90Xk/gDrZxjxhPrk9WnrJrDHWFZlNsiVGkcHoke7F9hkvOu97k8mvhO0m++qksNanIfWhqPUU/6HQXq77OBUiSpNMserfQ4rVx9rWP0aQ9mrwaISYBKFeP5RY0bPc3hSifsfSt8T/jjbBVhR0Rvcd2x8WxXqt1y28fhOU94DRBNBhcb2WNgaf0oKcwO5xs8b1JZG0WXRr7GdTK/tN+v5rmE9LX8iySdXXwKKx2kdvIIsofc87pmRfH+H32jtGMow30ZzfgsfXaIRJ2y3NRPTpKwuOJKD7qcGaOfD8Ca693haTAvAXiGfavGIV6imCwlzx1pxA0Ovhch3pYkctphe2mxSke2dhGwXnWCJcu4P4tZggUcgtU9RpIXY/XYC8kixKM0wIoD/C4nj4L1VtjA9hfzeYRdze8YbdHjdQt5harftK3M7d6fSTu9Pp1bvT6drd6fR1978191nKGLH2xdnsIqSMiFK1+0ETmGpYiqlJbKIJ59wJx85QFK1LX50o7T7RaIQO0dynpiJupA40SBqyMwe2TvuRxCaZCzBknSSyDmIPeiq+tvACCSatFLMXsGGSNr30C86xaCWSWF2vQ5jwKmR+xMjOwindUVhxFZh5i95Hs3Kfe6l64yRNJPto7hfrMX1eUOX1i8ifOlfJ9ah1X1W7Pz2si5+WTtkdvuGExqsjZcwUeZU8oyfM7LJibWZobTB4WDJekX3OsuBSRiapBw2ShtTLdx+L2ojUi8UyKYmrEmH1+xHSq5GF/XreEs0omb1ojZO09WWde45dsmK06yhNeKUrw5Lj2EfGBJfruXF/f4T5l+oriKQWC2N/HU157TacYBGYlaTc9totuNZ9VVLu3EDuOVYz1AKvTjjJdvUqdQmVWJoZhqXob6HpZhymV19GmRF3P7VP0j/UkDSkYq2xz1MvFsuDrL6YY/HyLex+iniqpmW/0nnuA7jtvbC1F8In7bFtYfdNzKfdPYq89LPP0SczfTN1HWPH0sfkGDuOKZrJ2y+IdoKmgNZ2WFguVUFY2O99LBbJu+A+X/hNOPaCYLk1SqQy2yXeHbWyZ42UXaPWJEnNImWOlOYixhCVQ0XdRKB5sValzeHEiWPb7ZmeSdf1+C0sjmdUf6OkH78N+X16xYVxWCBtAOghgSmsEbOUUzF4i1tXEr+mXvKaul/cr7QqdroY/yFLvhC8kFU7Sa2jqQZbFNqJkRtOMRRyi+2zegGmRPO5DTSruH9A0NQrOK8Sz430UrXW04ntc4JmLFKNEpNsYfeDLez+CvEJ+RDAnZ5CaMtEieZiEuooMhrPmYh4g1pv3o77n+91awvwtVVpuxpMc88B8t6LJuMlEQa6nzg+FkgbCBokDi+sIbmpwxtfi8E/QrPqFV3t7rPLkd8fQX/JS6uRY9QrAmaZpK0TZpc4fPak/MTWZbjW8Yl499Me4t2bQ09GeF69hjUyt32laxjEVYn9Dha9LOG2+gihJak9wUsYhKYSs8nQqLGIop1nG9JBozW5hFPDQ0vr1arSSrTnLXXcBuLv1lfvTSafBcduXVBo95VmsMeyGhnG6QkaJB6JVdjcDZ6Iwd9EeoW3jXidkF8kXvLSpLHmp/zGtAcZq0/LJG2aMHMmsvC4rfsIiexzttoLDcTaOpaMc4jhf7fEcxNmr/jHZckeklamB8CigDZzjN4TPj8JtpV9zbtmSXWZ4EtICE0/RNpTW2S0ZZxnbghmDXEBfnhO7f+/4c5dmn/aFhHh/XwZi96Zp5F9xxYUNQ18Nt/rCWpI5tmGXMp4YcUsaDyewVZTQKtxoCHGoL0XcVR7AGMHTa/WiBbHN3f4NNTsaPcDnI7/Jjo0L2z3adFi1NIbCPvKwT+vOwAeYt5oTaXY3o78psWiQekTtW6Edx9Iq3GtWV+u1ibE9Fz0gaBRuaUUHNMmw9REaT3PkiyxVksiaS1i1VOld8iB03akvBeX0NQwaau+ajoP7X0l1ZOSCmRmhXPZqM8OPSTziA9ixsvNaomXahe0ehup1VPNVULnUEfEYxMrGqbVTrBQNQSQWI1bV5ZTNKE5n9h5hZO4msng7tF3kaeF8umzeZ1YNyK4D2Jo17zG9R0jPJZCez9IfztIhJ26vptiHOJ0gr3jfnsFwLbBw3QHi88BAFx2v7WM/5Ug1AQ0DQTD89feV7fRGPs+LwD8qfIbE0N73846NEjmqSFwlL57EkxiRRO6IZyjvXRq1A7xj6NrqMM6gXfZR7XJxjAuOdu8Cf287mPRg/kVJAR4BVooHzVk0xGpbsQD6PdB6pqL1zcjjFNd2FwB7f0Q+9sLNCne/r352GkuPnCZIlbvU2z7bQhmH5GCYSUTrzNifhH500XoHX8Xjj21fy2F2/3t3eBv77rU4q5p36Noos4qDNnMI6a+ddwGcLq6bWOf30bE1WicbA8gl6z/ArJr0np+5tAOurm0LRP4CQo7tTrMoSUDqXGxpnTuGcaua8ZMzfPuzBNcu+XCgHPdWd3n7ws/mxp6z2hjvun9q4VxniLeqO1pYt9zlHSflVKc3SSP8G9eJdPwb1LYYUM4t5aF5z+1bwGtjof2O8n7dgXxjr/SsSffWZHz2m5L40vp3RXSvpfR+7a00CDxMGonrNvQaoW0hcGuon6MWjQ6Ms5vqIfIMoGvA3i0hd378GofZFwTyUA090/xSI1Lqg4KMFxPjBLjOjtkk1MzxJW0z9ESWIynO2iy2sKsJSk7InZsbwnbfgvx410g0n12HcB33IQX3UZK/6JNhv7fnBfgseU4A55DMDTa7Xv6hx2n6Vj4fqqOR+IYxGsfMSC0nkHJd1aqX08trUewnZr1e849NEgCaggc3cSfEmR1mdzFiSNldBjPb6jVtWUCB5rJph3LTWQYKIqB2PZPydEHqeMijP1TBM3DjPvbR/z+ETNpfHKM646CUl9EuwngYYFwtqtn0po6m2to5zyjUhbRd+5NJu8jPsF1FtN6k2wu01Tn2oyGe1r4Ya7oWWSCV699hofC8s4Sx9sZPiXNBeeIjFnMGGGjPgEaJP1Ro5Kr9tuoOh0oM6qCle4Bmpi0n61R/SESqr2uQa97ACwaKKphoRiIuZkUyYlTGHvTKjsgljHzwn1uwnIfCNVZfbTrfh+LGT0XIVSG1Y6zg2dyO3IMElK9jBoGuCY49jUNyFnVG7DqsEIs52Y1mLTjnQtVhxN8YXgohsWo1ca7s3HokK5H+25jlo0CDZL+0MIRUxji04o7XHJTXy4IQ8QmpQ006vd9lIVJTOchVHu1rnZ95l4csf2hwsu/RkhvCfelTWjPE/vsqnOZ0cEzmTN5SyL+GtqxY6T7uYQTXA1DqMTTOsVpSXRtcrQ+M5KmLSQ6wdcoz280bLTxLn4/BCEaaTG15mqvEAUaJP2hhSMmaMqsfxq+7BN1OWaeABeyCF8CrTo99+GOTUoXAHzxBNdez9zWHEKcfMd5Rt6K7DflHZG4ou0PwC8Rr4yb5amqVbNkifYlvXAtgtIqWHUogqFpFRIDwrWutEp/AF082uKPdw1DKOf8W+beKaHXwptgs0J4RnoTcxoMG228t5FpHHpl5y3GGDUjBmixdSRRl0LrWbGQ+mWoy+H/RlOn59KniDVm7EwAvF9p+y3tAy/t7zIWaw0wltst5VXSs5h0LoC9erD0PcQrdcbo9Vp73Weleists3FNpc4by9lL6cFWT2OroZjtC6e9a2LExjGnTo2aQt5nCf9E9+asMgyeVsRijPA9Y4Qekg4oKvk30YQiUrHdcEK2xIPb39QUnvYpYpWMjglsbm6fKZoX2mXI+hbNyPkcwE/RMQSS2422RvfaHpFWjU+90vfSMd/GYujwCBk6F8ix+48DXZD0Pb9Sp+YpEGuZZIg3VZxRckvYJhCZmCQvmMvaeR8Jb4bk3UF6PHyuRI41hpSVU+KlWaDLdYhlyLg/xbxeC9sq8JJZ3tVTw3aIx2Q6LQnZE2BWJj72IFon2ue+W3wLu1K56IXfoVkZhkbPIQr6sAjCxqJtRbb9DLqW5kukH+y5Y3L/HZ3gU/t7gmudvIK5Y9Xn2NYiYjCZ762uxlbinp/tU/ne7Joq1/65Fn66N5l8hvhK93kqE0WjNI3U/W4H8fM1HZNgEE2FbVreV1NJAyHsq2Q7zyBcP+2chf0foTnfcOGSW9hM2mfqXd3p3llV6CHphrQatxgjMTeedaWxiWbCeITTlNLWFbrjMkrME0PPAso7kF+u7eT3vvD3EEv9ltT+upKrxq+l3u+NcJWe0Y8p9tu3DZ4VH+2etxSd869ptiYjVUPDTZJFupIOYk1Nv2EKcwor/r8D8HuRr1uM9ANpLIR9SYXatGdQDB0nPCCx++JC5LOaz5123zJEUwg1JEYCrciv3IpNSiMU+3ZAL4EulWyOcQnAW25yDtuFR+PwGh07uarbBfAR5J40byFPyKq+kA3760qtWhbLXKmx6JitepCA2D0f22cyxl/YzmBb+RswTg8SbZxVkaWvvwCAtquwW63/pvBT6T3WEitLPzcWkV42gK1fk490bgdYvK8eoUmLzw0V1XrupPt2H5W8MKsIDRIDkRftuvdvyCEaxX3s5fmONuELL9QbSPcl0Vbho+MqdIZt1tuJIvcFkfRyJPbXlVwR6DL2SUlReszZ96F3z0tG/F7wPfWaFhjW2v2nicr7RBrnKdIiy7lJ2/WyOfG8GzHWIPeueY5GexV6HObGIrL/DZz2vrH2gZGMznZ/Phdgrz/j0/m587w1L2F+kXn97nT6Oo2RchiysZESMLVFb9qwyfvuvw9RoY4H0u7qpV+FKyms0rntoxnzopTIHlNmc8MCXUSjYyGlrKfK7Rfdh17IMKZ5eOp/D/Wvaa4gc4hnKjb+UwAfZYosL2C+gKC0sPGFsHMhmURZen8sYvu/COCnd6dTU+kARaC7Y/l9hOrFHYVKrH7HY9IBekhspF5Ca1gMm2y4/3/DGgLJTG30H66zuApvkVZFt9G9m3AWiRRuAPlhAeH7j9BogPzrvLOF3Q96OK1svGMO03fbcvtS2KL4PnT7fIT5SbOt19NnmES6/6TU5d6fKSE99UaiUZ/FUJpACGW6BnOz8E7QwVfCH4sqi6LYcaB8zD9HnodmDiEFeam90WcdZtkYSGRuAM3NDuE7qsLfuJ/niKxgvMySpc/k0FiGtNghx1C5zlM0BuxSXLPcrJWuY1iaJdMVRTAZPZdlXAkrmUIhbSpqUqirZL0AwViUZshYyMiiUY8zJ+tJSdt+CUK2FyuxdocGiYFEv482FVXK7ACA68YXcjK1MXGMo07qtRnynBJGZ6qEeu6+tJTBXiffHEruxy7XrMv93we1ur/2tb1gu7FWEjHMBkIitfV6pLprbwacYjQ+QLwCs0+7oDMfn2JgnSAeWdi3hqaIDA0SI8GLtr0p/b4sz5BYTaRezGOtEJeRSCdZoIkJv9uHUWKoAVPNW1JaK2UIAy1yn8eE273cj8t4/1duSd/LhK1MnmHdkaz9KV6X6OTbl8GlHJ+1/knrFTJ7cAx1RkJokFSAolYjBkGdJAQE7PnvNXpbnBeqdJLNICVunF3DCoZBdq0UpSqw2OU4l8g+slqnVxqXWOXXUe7/WhVcHZr2oOv103QazxExEALjoRXjvxZ+LwdL3ZXMiqopUskGLSXN83LFzhvOiGFl1g4w5lUJTwgokRR3FdZROK9U6yRrJFUPAwA2t7A7RZN1ENba+CAliG1RaqUALpMl8vkQYjrpBZ+qn1NagyRGOCZjunClMb9fsK0i0aext4soJo4IRKUU3bkaRu47Uo+anN41c+eCxXvkIRojtKTei0Uwewi9s7o0drliZ2D4ejXnDoZsKrOMbucYy645cRN/lCe4VtoROLXPdkxK+nJE3eOGHjexbqGxEvnSOVfTV3TUMD1Dj6LucBtD3L85GgrDtp5BCRl0EdbmhoMSYtXZcbl/qwlVjfs170PZXluG4cT7N+btm6LJXtKErZZrUnT8ZBGGbOqz9GGXiD5jE8DDmu7/CuxDiF/nbCRn4mrDcgkRs4RUREscT6c92sbiebar8LAOS4yaaahdmiwmPQCGa2HyIgjhq8db2H2ARmc0V/ung/Giue1zQy3ie0EKDbm/xzw0j+9NJts4TdfNbQxn8SxsouleHOtpVPouy0kBvgIkdSnSmLZp9VroEQDU0JsUggrGulOJfzIPQzaVOSNhF02fsSzcxmLp6SNkdJItDSNErmEplpeS9J22jo1GbUM3WZ5dQTJaTlx9F8u1sNYxkUJLl7HYPuEDw37D0MhnTtCpXb/s+hqIvBfc51JoSAtPzkIDkUn7KYDtWJjH/XeqVHxL2y8rdswiSpgpx3jeE0I8s3CINKZo2lFYtSXZ+LVScOpJqrLtVYchmxVkjHBICRU6yT5DhfCZoQ6NRHI/hdtuswZyxyM5nqVjbkiNP4TQUbcdI2sdk4yu2IDcyXa238xutbPf13LJF2R0+MQqGof4IcCq5ykYQ6FXpX3fHKDpiZNKT26PVwqftiGZqCfIOJ61Mpw+wGJz0KWtV7PsMGRDlhYts8k4cdYqqa9lUE0B/BWA30GZa1tyO0sT+D6AL9Ccw7Y1zObGy89g2QTwKPx9aXl2r/z7x1g0ALQJc3YtMrpO52RASO76VNlzjdqeqZz2CSEWkbcvfs45T0B5VoRQU6xzd/v/N9CE1KRaHkDjcXgKXcvVXlMp60kaz7DFx44f+hL2JeLO/ybmz3eK5jlrNS6DpECfFxiyWU0kHUaWPmMsMkIxVUrqR0I4ftbJjSe49q9QGKaTQnxoQlOxrJ8NlGWy3MfiyvQCKobp3LnkvlPmroWxOZ4lI6pFbdrnsBqoRSXIDVjaJ3TlCvTztIxTSMyQS3kmLgL4GeLnex3NWLRtFSzEMs2k8XwHQmd0a1aMH45CY3zHzv8bUEJNRIYektXkNuL1Hsz6jJGx1nSQPBupJnELpDwHXRq/Sb8NvAXSi95ay2KoNOpemiX6eJ6UWIaST0zgGNuvxeMyF7oIQhVzhRJzjRWDKPUTIaykedJCTgD8GPJ5th1/c65PqXDzNTSGwcL5Oq9CJy+O286bAN5D4005BvBI2b7pGRIa68WIXY9aNWfONfSQrCBuAryJ+VX5zSUT3mqYQjEdmsSpWJrwdaHdPk67nP4y8ZPNPo6jEMtqv7PY23lSXkezqm63uY+gmdoTXLtl2G/K4zI3MUfEluvoeSWsCDglT1rIGppzkPRje7HtJ4wryXuSEibuCU30gApeHC+U0hoM6wBuus+l7W8mar0A+aG9EGbeJKColZw5Cpq+ZX0/sW+T8LKUwpTj5HFsYVcsA+4m9mrkCmOXoSZOTuVSQz2NLMFr17LyEW9NVMTr6p1UEWG6fUo1dB6hyXRpJ2DzvrR6LTD2o0lsA8LfwnNYOMYMsawo4GZtEh2GbMhZJLfWS40aGS3WcFEpXVZh2nHcRrw3UPUwXU74aoiS+BYsZc89Uivd3JVwp3vKP3bFuLnjvnvr3mTyKTr0nFGykvYB3HbbuuV9V91XxBh8gfn79BCnIR0Yjl173m9Ab4QKyGOfEsvuffbNrz/94l/802/8kz96iPXDuaoFS1WLalmhh4ScSVx9CT9G/MC552PffQbFQ5Lj9ei7I21mSmuMUZvz5TJWZeMuY9GDh0S8p0pa2jsvyNyzcXc6jT4bJaSqzhq34Y8/sHj+nwP4ddiMmDkND+QMndZLZHnGFsY+5cny3yNfffwjvPHdH+LC3j5OLl3cX//ixe0co29VoYeEmFimycwdy0KMeAu7nypZGZpHJWeF2qWaqWUcpe2HpenD/588ji7C2x6plZptpoJX5g4WvU0tJSvhTveUj6Kf+LTihNjpmhnrvvw6hLLuiri0rXCbEjJbRMwLY6+JZd1XZu+Rn1//Gn5+/WvtT78Y2/A/K1DUuoLkijIrNk6rhWZALGConpvzgi2uZmocR2n7HwXH/1HpcSwZnVOzC0TGWfePQMwY3EdZSnCXCrkhNc4thVTp1VoB1hKWnKApkR8TmWq/v4RGv6IJdLNEzC0JsSwwgnF93qCHZMVQVodv4lSIFq7c+9ZN5FKqCbkq/E4SAi68YDOKd8Vo+9P4zI1jYvtzbvct7C5oAc7gSixXDzRHobej68SxjXi10S/cKjqpm/AxrLxzGGJSlBay1gVuzrHEip8lNTyaJiiiRVFFzB7Se/Dxvclk55+98erJj//k+rrnGWlhGXkjNEhWD+mh8pX34Ut9FMtfCW+oLu6CSSrrBVsS+nDHJNWLiKUrJ7e/pCGYLDoaeO3vRCMvdg+he4hEfB6kRnmRaqKajqJLmKVa+KfHfeRU2gUWFz+p3yePI2aweNdDquCqve8mF37ys/XNb38PAPxwzVn0Wo4GDZIVwr2cpQdZ61Zr9iDUQjMqUFcTAgzzEtdc5r2voNx4+mma+wBuL4NHpYOBJ4kXAeCKdA/BVixNyxDR7hfTvWfQUUi/SXleOnmcjHTdh9aKQcI3BrTfF52r0ZBMGlLrXx7hN/794+OfX//aTGS7DM/YWYEakhXBeznn0L4EurpoSxBf7JU1IUDdGL6EtrrqdQXl9bHxPTQbAB4uSTG1LAItjoRmHHwDiWJpiU6z2v1ivfcsOorZb1Kdb1sSXYVFlA69C5TuI/H7D6GXyJ8Z7ZHf+60cSsv6W7Q3Ke0JAODCT362lmh9QAToIVkdtBdgKmNjCA9CiPpiT6yqk8cbceX7xZz6WNmIJdVT+6mQ4SRpHi5iIB1Q5Syt1GTeGgc7wt83ACCRVixOUC51tP2OHwoCZG9i+KxYwp3+b8xev8yaKpJ3YOfeZPKmlC6cuw/j72+l6qjU2n+EpCHpaU9iDSR9qBkphAbJOSXiotf4CLoLewg3cEgXI0g9XsGVfxOVqq1mHpNYmEy4hgt6GMNkr01+vWcA5Gp6Op7P8/b7W9jVQjopQ0ydoMIJ0ZtIYxNV7FlJuf/D3/Sp44oZOxMA7+fqWGJhJW8fSZFvRvGz4uMRtmV633jHVzVkRBoYsjmHuBf6Q9iMkeepfh+GEEkfFIdRDMerZbv0QuSY9tGcz04sVdWbxKVGXR+7NNfP0FxrLZVYM+KGWM1Z3OEAzKnR0jE/D9zk2r2Smshz05Elr80x4mGE2P09RST04CZVSa9V4/pJYzFBxjMhhJUeovE+mjvfKn1usrCGuRzm901PISMCGiTnlW3EizaFzB44qe170OjtN9zvXgZwv6/mcu3xoIMRpJ0PjNkutWmPCUIL9GAcU2GJtqHbBhavdSz2fRTZxgsMs5rLWd2XxvIXJg93zcPGii2piTzXIJbOcS02QQk6ihvhJFzgeSlBG4ucZyJ27S5iMVx4CcDHfTQhNBxP1BDO1cX4RhOAd9CM4RUA2wOc17mFIZvzSeolMsVp7v2Oc20vxPQjrvb2paiGEGrRJa1VcfuPmu3isOgBuhpHV4IxOEAzOVx2fx8yyyYn/JY0XjJThW+jINxYEDrIDjEadRC5npcSWr1NVuXfCDn37DoancoOOoZlWiLhmawwV4kuJSfNm6ShQXI+0eLTsa6ZklFhyQQAxi2StkAiZbg42yVHmJn4ruVFmVurIeQA82OwgWYivj6C8j9Hg2Sa2HNqtZTWOcmcoGLnOEVTm+QZyifcLM9LCV5htlgX4BwPTO49O1f3qMskLhgGUqO22un8y1Q08kzDkM355A4ad3zIEU6bT0UfIr8MN/JeLstUHll7SUgvI7WmSk75fMN3LfoEKcXQUvul/Z1Zt5FZej2LzPCbOVRiPW4pfFeTiMu/zVxrr/+Oa3qXS+fS+hZcNs0NFKbyOmLX7vF+RTYAAB4OSURBVAXi4cKQIg1Xm64M4DHiwtzQKBkqnX+Z3odnBnb7PadohbC0jrUAvkRewaKW/Se49nrRwVYmcX43oCvkoxNlTlfaWt2FhSqjiPz2CMAv4JW+huyCn+sGLBzLFMBHUvfkPrEWcMvp0Dw0SjfcKYSGccq2xPMs8SbklrWvsX33p1SqLOA67GrHGPztAMAriKe0z7aJ0/BNH+f7GeKatKyOz6SBBskKokyYx0i/NCSOANwcezIAzAaB9IKMtr3XjJwnuLYWGA9Sa/OZMdClLkfqtznnp4zVFMCNvq9ncC6/xKnGpSVqZOQYiEPiJszHylfmJiqLgWA1IlLfE4ybKYCPpHojJShGSao6ayycDLh7wLiNhW32ZRi483yIRVH5EYCb1JDkQ4NkBVFWly9BmUzRhAvW3H/Hwn2jTgYtltVzysAItrWNPE2ORO/jI5x7S8wLI40D0PPxJo5VPQ7r9RsSQzl4wHkB3Pc/QFy3keX9cPuN1Rya21ZNz01k/77X4jLmJ2nfoGi/B0TOG/Kz1lZxzQkjF3uSLCjjuX93Ol0Kb/FZgxqSFUSK6eM08yZk38Xfv+Je9tIEthRxU+/8/JTPQ2AujVk6h7Caa6pE+cuI1zUJGapgkpqVEfF41Er5LMEqmt6M6EOke/Wgb02MguV89oDZJB4aI0CmlsIzgqR6Nf62qtQbEfbf6qXENPQgVVbSq2iajJz7cYiaINLxvNbjPs81zLJZUWJZClvYvW/8+Ril5EvwJ4cNNAWappBrtIRGg2WCSRWfa2PYQzXZErMyFBFpjZTPEnImGGtq+UXkdXquSep8wgaQNQz71D1qzdwqNT6tRuXc9pUMJukYpZL8MfZRWSsicFbeg2cGGiTER7Lsw89z0jjHIvai1MRvs5Lj3mddPQRjhLCyXpJO5Fwj5bOEnDTRMJVSuldDDUr7248HMEos5eBbtHvrwIUDLLqS1PiFmVu1jU/rMzK3/UiYaR9NzRgp/JmjbdtAT7VAIuGpF1gMTy3Te/BMwZAN8TGlGI5USj6XHGNiKqSDdlnpzPXOGTCEkF1y32XTLLjQB7ieUmqzRLjaz2EdQpp2RVLn006Ub0M//stQyp0HYRKNuevuJuePUDcV1nId5rbviUHD7tOP3H+HZdlTxISQnVtBRDogf4DF8NQEjTHF0vEVoKiVzFjmVMpclCyMGFJmjVV02XKMxsifhWiGGNNI1s1T9Nu5uBqRarKAHAabXSf3O2m1r9Gr1ypYQUthBkkIPUU80wjwskUUMaXPPoDbJdk4OQhC3oU09CDbRzv+MAtJE137Kb1RgXMrIM5FyUiK7YcpvpWgQULmqNwmfjQEQ+AIixqS9gGInmsihTZkIcOj7/TU82REtmTUadEmK4nBsnCUyVSstwGlfoyXnaNmRmEY/cSMXAMnZWT4RoRivFgMtGJDwWj0tRQbPmQeakjIHF36xywTXslwP079CwB/gVPvARCUrw51Bm47O9b9bmH3baMOJVufIhRK06rSDnYdaxiyEW/JIbxVthBSi6ZdAvgq4kbkgTMShzC4VT1PTNh5bzKRdCF7wX9XnYC7EJ6HVz1VMlA0rU0YArLo1frQtOU8nxSxVoJWHTnvhJk2N9G8qPZgT7m0vnBi6ZNVSn9L5eixBKWrhWPb2cLuB+H3JC1NZBsbaK7HDaXcu6SXuY2mA2usjPkrwXH2qSvJ1vMA+DvD5yXbzSaioUiOUyQNeEEDg3RrixmWLry5nXqNSM9n36XoVxqGbMi5RQuXQIk7R8IuOVoSS2l2U0gl8BhIegSpuu5gGT6Waq+pcSgNbWmemcjfXoZQ5ruvsVKqlkqfSZ6D47vT6cyjbazKWqwTKS1Zbw2fSFk2fYSaSsZCOf9HCPRZFLHWgwYJObcketqIbm9F4Fo0uZWEMzKMoFj/oUE1JJZqr4l2BVqxvWqaj2Wo7qqIQLX6OACAu9OpSS9To/9NqS4jpZux7DuyzWLjqstY9N33hyxCDQk5z2gx/Ky4c6itUZrSXXGT78zoKNTlWAtO+VqSsYTIloJbUggpJRauGZ9fhkJWufVxWizpr9o+cnVFpaHAqmMcMSjaEJC1xkjxWCjF20hPUENCzjNirF0rL28hUoslbDffVZtg0YDMzsXpLNYUvUWf3EG8FgRwOhGVTEi14/ODaC8SlGp7HlTYRw2hZuo6Fo2xoleRDIqPjdoW6Zw3rboYMhw0SMigDFkkLGI0HKNpILjt7TcUvS6IMbXtu/BMjkDWivTiP8GSFaNzx5AquJVTBC37/DLuK/8Y9nP2UYlcw+wYwIeZ3XhrCKm7GG/+7z53/39HMgASQljNsyaJZn20c079lgwMNSRkMMaqmaHs9xBxHchMjGncfnVtgjtmsbX5MhgigFjYLJqqaxTpqmMvpD4D6e7OkiZnH8DtocYzQ0MyVx9nCEFq8Hv/Os2K/SUErRbd08JxaHoV96+lHsgxgHeEEvupY2JhsyWBHhIyJFo8d4z9ShVBc7ufVknt9XET5OeRP11A/+NlIjdV1/3/NuVaeveIYy+kFz8G8OeIX9/HnrdE0uRsoP+S8jOEFNWbAN6FEv7LWcV3SYN15dF3cDrG62hE0xajyNL1Ova8ayEmq2dtHZFxCsZCYim6lBOKWsmwjFUzo2T7Ob/pozATIDeQW5YXaJZgMCNzSDo/yajQFlZtvZaXlO8MWkhOEUt+IngLso+vRJDpJvOwyaJp/+63qc7XLeH1PRB+e3B3Ov3k3mQCpD1r4nG2Y6F4YljYbEmgh4QMSXVPQsf9VvlNj80GxxovK7kGZk7mUM52U1xCM5FpbA7Q+NCCeUxLCpcl2Iacfp0a+xoexSh3p9NP7k6nV13acKzgnY92nDFvyxTAFQpclwN6SMiQ9OVJmENoNncTtsmw6Jh6Krk/yHh1IDfF05w5lLk/C2tu29o9EG0fMDCmMa2QDhtDuz4pI8JqLMaur+QJXPjc85hI/aXE44x4W4CgdUTH8SMdoYeEDEaPnoQZgs7gJpoKi1oc+Vg6piEzg3xqjFfPx56biSFNFuLYG/YXbkdiD4tp3jF61zQlPBvWMe1Dj6WVS08ZwdJvP4egZfF63khemUnMc+F+H/OULIxTONbu91fRT2Yc6QizbMi5IlWCPDfTZ9m66eZUfR3i2Ic+HrcNv+T43Hbcf1sybrYhe1t6q9xqyYCxVAjtsSJqrNjfR6m049zMHmP2i7odY/n82PkAxm7DZFhokJBzhSUFN3MSfYaCHit9UGBMPcOSHHtLja7Aqe1Y9zHG+JSWZO9rO5Htdi3TbvqtcvwS2edVsI+i/ZB6UENCzhvJGHym3qNzZpBSOyN3Ys7KalGOcdAsnQIvSvK72jXMuL4xjU60/H9Fal2TXvRFXcqlW3/rDJdcQyE5PhGDKHdMl0mftZLQNUXOG9kVJhM6i06ZLoKm5SEaTctcZcqYvsM/NqT7xViPcbAsHeH8xXO1frcGA5T/j1HlmnSpNTImXhgllz1NeyNUe7VyZsbvvEMPCTlXuFb2QLmuoZ2I3sRpm/F2omrJWUnFvBqxrq6X0JS094/9AMBl4fs+0mS2DFk6OV6dXA9QJwyVY/vYd7VrMkTztx463lpTv30O0WTKaVlFsaJsEyw+uyEM0SwRNEjIuSMzJCNNgmGBqLlS3hmu/By38RXMv3QthabUDsU5xllP5IQoBgsxRQxRqdhW1X1HUk+Xtq29M0b89gWbAB72mFrccgTgF/BaEEAxVt14as/Kc2+/pQsLMgA0SMiqI70gw1XVBGVix5zaGSewrx6nMBgYXeqjVBKgmupqJEIje7XEsB5di7QVc4ba2t/Honfuovu89PhTz8M+gNuRjJod4ftXoKfq7rUekB68PaQyNEjIuScxmeUYDCWr5ZiLPsYh9PLmPvtPcO117QtdJ3AllJVbNMwaotiGkB0FwV3fsYBZ1yJtq4DkdbCWiI+Reh6+EIwEqbz8CdLVWWmMnBEoaiXnmpRQ8sq3Hjz9rSv/bvrba9/Ab119H199/CPgNDwTkr1aDoSTEsfuO9btX9Y8CpXEoZKL/HFOkbWM4m7apPKWcCx9FAGzFmkjRnxh9t9M/3L7s29+/ZHy9WiJfDRaqhhSqA0A9l2ILPo8sFT88kEPCTnvqLHn15sqrhMAuPh8H1e//b3pxf/zf//qp//hX/8OKolB27CJUiNlzdN7WLwpF6GLLWuIQzUDwTdykl4KY9hIC+2I2pKIMHUNNo+Q5LmhEXLKPuJeiVS12xkxT9ve99+7+ep//V/761+8iG07ZihuQxd2x8SrhwBue78fTCxNyqGHhJx3NKHkwotq7cujyRv/8S9/EyM0yxO8CZK3RjMYpL/lNJCzeGtqltp+qnwuHcsB5le+6zB6hNxYP8JpufljAI9ojMxxG43A1OcIpxO9hagx8Pf3bwJCen6k3Ls1VCqlQC9FPR6Shh4Sct4pWnmP1Swv3K9STVQzGLQW7VbPhlX7Uuul/pbyuTRugHx86grYGSvfwuk4rQP41hZ2Px3SKHFhA78UflTUOQaVMoKi98fBN7/+2tVvPbiB+XM/BPAm5hthbkI2yn32lPTd3CaQZCToISHnHa1Q2qCFwzwPiO/y1prFAQWF3pB+rpOeDe9YtYZ1QL2xShmHCx4ryF1iU9sE9AySQfDSav3QxQaAx0LjvcG5O51+cnc6vXp3Ol1z/5ZkWWmf+wblBpp0e6meiETqeSh5hsgI0CAh55qEqHKsF1X4En64hd3PYmLRwo6/FiMh6dlw+4h1VW2pOVbJcNYTXLv6BNfW3L+fKL9JbRPoJ4MkF00bcebEl0LFY+0Zi4Vz1CJmaJ6Bffc/3ziFVMX17nT6yWff/PqjozdePZ5OJjh649Xjz7759UfL4IUi89AgIeceYTIbq/y2VLl1A/VKlscmgRCTZyNiEPWVhVJiHGrneRZWwJZwV02dTm8ImV07aEIwkkGdE+478P77CzRhrTUvTCNm0Wxh9+297793829//GD9f5/8Bf72xw/W977/3s2+WhKQctjtl5ABUTJtQp4/wbWruR1+vf342SfAYgbCt91/j1nFdY6S2imlWTZb2P0MQgZJ3zVeWjK60U7vTqdLvXhUtE5TADdi46Ocf5gxc+Q+C71J+2gEttvCdp7fnU6vLmPXaxKHolZChsVaiK01JIpSFn1xrNJtOKvYWOlEXKODr0QH8fFtNFk2F7zPkhkkW9j9APNtBboUabuD+dLsEmdBfKlVPJbu1dj5vwDwfZz2kdoD8DLixuMGmntYKih4JfjXesxkJJba6ibkHGIJpwCnk1Dnl6mnl2kzi7YRb0YmhgdKi60N3cE33LfT5kzd/z5r9+vG5CbmQwk3DV6nsMcRUBhWcaHBd6HX9TgLoSdAN5pSNW3C//+pL6SFLl6+hMYzFt32vcnk2Ws/+OsD4e9nwdBbKeghIaQDuV6DSMO7AwCvYH6l7k9CnVMWhTLwEtLkUVpcapSiVO6cQw9IKyBudUW53hWpvD1QuNoO+9qc4RLnd9BoRmLjI92r25i/PnD/P7w3Ul7FNTTPTCwFfHPzD7/3q+mvrb/42Tu/63tizoqht1LQICGkkNJ+L5FaI5pRU6NdfcwokJAmj1JPzSDu8sgYvozFyQ5IV7nV0I5ZNBBzjIwz1HhvDmdov4lFD5J2r1rvjVRNHL8j8ILhMjmZfmXzD7/35c/e+d2fYkn0UiQODRJyrumhS6xPldW/tlKPeFTUcxD0ItbJX5s8Sj01vRelyvQAAeXGkHQuUwjj5vVRmTNa700mKPV8xAwc96dRPStPcO3WFnY/DY9Ded5M94ZXoM0votZyiNNz/eTeZBLN0lh78avLT3DtFfPJkFGgQULOLbU61ipGzSCrf2toQTpfyJ1S99GkUEYnD7c9fxKI9QtJeWpqeHhS5HiAgPkU0hxi5zIF8JFyP1UNWQkGzkM01+WC91kno6eEAuPffG94BsdZDWkRA0z7JeeWGul+Qtpt+9BIJdqTqaN9oJzvPprjF1OHI5PJUzSl1WMZIFPkpeUulEav6S7PSKVueQHg3Yy06dm55k669yYT6diKUnkzUoUxneBkMsUEA0zcpenptQ2Me5OJmM59dzod/JkkedBDQs4zWpO5E9gm1dgKt51gpH4xl7ew+/YIMWrpfF8DcAPCRCp4VmLZJC17FoNOmKRyPBn+djQjQDIM2+yLcOJXdSQGz1rOda0dsjJ73ybT2XkP4TGRPEH3oYxXD5qZ24inEuc0BCQjQYOEnGc0db6fgqqFcErCL12Ek10QJ7/ERKoZXTGsBl3ncIUx7CZ5GrRz0K5r9nFLnqB/Xj9kZa1jE9J3ZpM0nhtDGueVGgKSkWAdEnKesdT8SNWQ6H0lW5HS3jwlx6rWFHGfSRNnzv4046BF64NjbqDY9mJB5nF7KcZhk7yHfzP9S6Bue4I70/W1I/+Dk19bx8kF09qyz3tSe06056s6FRoCkpGgh4RUY9kEZ5EMFWnFvOkmothqP5VyKFG16JJFuyBk5DwFsL2F3R3IpdW17JGUNuOS276/3wMAl5Xf5IyNRTic8kKoHoqId0Mip54G4DxlrrhXlefg7nT6yc0f/Lv7//g//beNC3sHOLryGn7yx38AAHjjuz/Ehb0DYG2CyXG0VlifhcDuAHgs/I0VUYkJilpJFSLqf8CJ2pZlhZJY/QKCCC/RF8a8nVI69rORjKnZ75XtPwLwDaQn6imAL4X9iPs1fNcsTNYMNsPfLAaneNwJUe30Ca5V9USnRLxfffwjbP7h97B+OOdI6f1ZVPoD9dozpufUfjIgDNmQWlhc62OTCuFcAvBxGILwuwWjEYdq1O6CC5SPrZYOO/t9pKNvew63nuDa609wbfIE1ybu8xgnyn5CcsfGFIZqrxFOr8/OFnaftfqFWLdnhyVlOHVNNc9DH14JaZv7AJ7//PrXpn//X97dP3754j6G62INNMLRkpBhMWO2JiD1oYeEVKF2emMthHTWt1DgKfG2+Uz4fS8rQWVFrK6+DemwWat3xZPyUmI/LUXjE1zDAzShkDYkNEsjLvEkGcYoecxCmXrAkF5cQqnHLOTeZPIBgPfQZCgdA3hwdzq9VeHY2mtl7r7cYX/PwE6+5wZ6SEgtpGJTpUWoOiOsnm6iWbFJq30g7X0wrdpbkeQWdk/a1XrmKbSYhZkBqbHPWr1LnhTjdopXyoH34xXM61Pa/jTtRJjrSdKO3XTMXqM+v0nePnowRrz9xTxaucbId3CaLr0O4Dvu867HdgdNCG8d/Xst2Mn3HEFRK6mF1EI91Vq9T7QJKiVWXXihRVbqh2hqfEhVTjtXiXU8RTN5xD6P4vavlcrOMhAinqYbng4DWBzLIwC/gDA+hajiUZRNTtJ9kFXAraA+SScq7O895fNOXhIM21Cx99YEZDjoISG1kLIqtGyLvhEnKG+VeSx8Z+6FFvG2bKB5yd6I6BKAupqatzI/b/cfm7yBzBV1Kk4vrNhvOv1JTLdRimZYtIZSDHFyEo79ujv28yyMlIr6SZ/nMKTXojTVnSwh9JCQ84y6evLSZC2FqyQD4+NYSi3qvpRLtiX9bVoQW0+ueAfyEGhFwdpxzy5CNrR3Y0k4Rtz4kAz0HAbzWuQ2nyTLDQ0SUot9yA3cxiI5QWW80KQJfj34N9XQruSlXPKC7zwpeGGaGgXOanAHsnj0TuRanqAR3N7fwu591A0fnXUeIB4GfFBh20M0VJyxogbluYQhG1KL22gmBp9Re0hYxX+JtNCWHEOifRHXciXH3NJTKBoS4Tfm/QdhGolB4/QW8aggqtxw/2NaqMNl03yIU4/IMYAPu2bZAHVEt2Q1YdovqcayVWrNIVVcKaOAVssUSkO7guP7APGGd58D+HXlmIv2X1pEbhkwHDvAtFBClg4aJGTlsdZ1CCb4VN2NqhOecZKtZiQk6nM8R+WwR81qm4baIkAPFVQJId2ghoQQY5qiIoIN6SNebtFr1EytlDQonQ0toVjdTdRJkQZsHXGZFkrIksEVAiF5WSxaqfE+4+XWCbSW0LSXdEohhfh91G07kGoRwLRQQpYQekgIyctI0dJp+zTw7wDYQToUUWXln5NOmRluiRl00jkVGVeRY28r1jLLhpAlhgYJIXlpiqNUhnST7JuIC1tbqq78LemUBRVpc4yMWmP6BWiEELL00CAhnemjSdeQWL0BbvJ9ObKJQUIAT3Dt1hZ2P8Vyrfxzy4RLBt0U84ZWbopyn5oUQsgAMMuGdMJr0hVSpabBsqCk/Wb1PDlv5HYiVjKaHqEphb9gEGohIWF7oXHTwlRfQpYYilpJV7QmXecJScz6xaoaI46sLs9e0Sy/uNklAN9AY2jMFadL9dHBAJoUQsgw0CAhXemzSdcywTbnHdnC7tuunsoOFsvqbwB4GKmgeh96Bs4YmhRCSA/QICFdkZpx1WjStUxkd5JdEV4TPt/wjYuIpyPGRXipvu43sX5AwKkhIo1/GIs+AvDyFnZPtrD7bNVLxxOyjNAgIV2RmnHVaNK1TLDNuYfn7dDSkP/Mfe9tAB/DVnbf93hodUhaQ0S6Lh/htJfKvvuX/WwIWWJokJBO9Nmka5lgw7BTjI33gMYAue++aw3h+R4PLRxzxRlEQPy63GobJqJJ+70YObbSwmuEkB5glg0hJAtjX50SXsDr3Furf09uJhAhZBz4MBJCculDyLsPzxhxpErAA84L43Qhkj6E+h9CzgAsjEYIySWnuNk/grzwua55NiIF6yS9ygZOxa+xImg5lXgJISNBDwkhJBeLkPQ5Gm2HZERMLfqbJ7j2iacFeW48vjl9CPU/hJwNqCEhhGThQiL3ceqVEKvVKjqQYzQLInPJe6VabgzqQwg5Y/CBJYSY8YwCvz6IZiBIOpB1ZKbgCp6OfeHr1IcQcsagh4QQYkbxeIh9YoJeNCeIpwAX9ZlReuMwJEPIGYMGCSErhNaozvj7Tim0faTgdj0nQshywCwbQlaEiDchlpEi/S7l4bCGSKQMHfH3KYPD/TcNEELOONSQELI6xDrjqhVLIz1oYsZITgptVgl+Q7dfQsg5gQYJIatDScfimBEDNFky2Sm0BSm42UYUIeRswpANIatDdrgEsrGyVqr5yAyxlBhRhJAzCA0SQlaHpwC+I3wuIRkxBy7jpm8haYkRRQg5gzBkQ8jq8Fbm50Bc8/ECwCsYRteRpTkhhJxdaJAQsjpkhz8imo99AL8G4ELw1UsAPq5tlLDsOyGrA+uQELIilBQ1C35vKd1+pouSsaYJIeNBDwkhq0PX8IeUceNzZjNgmGJMyLjQICFkRagQ/rBmtpzVDBimGBMyIsyyIWSF6FjVVMp4iX3vLMIUY0JGhB4SQogVqXOvz1nOgJEMqbNqYBFypqBBQggxIYR8PsT5yYBhijEhI8IsG0IIcTgB630AG+6jfQC3z7CRRciZgR4SQgiZxxe2boCZNoQMAg0SQgg5hZk2hIwEDRJCCDmFmTaEjAQNEkIIOYWZNoSMBA0SQgg5hZk2hIwEDRJCCHGwmR8h48G0X0IIIYSMDkvHE0JWEnb2JWS5oIeEELJyeJ19/RTfQzA8Q8hoUENCCFlFWG+EkCWDIRtCyCpSXG+EoR5C+oEeEkLIKlJUb8QZI48AbAKYuH8fsbQ8Id2hQUIIWUVK643cB3Ah+OyC+5wQ0gEaJISQlaNDvZGNzM8JIUaYZUMIIUa2sCu+MJ/g2mTIYyHkvEEPCSGE2NnP/JwQYoQGCSGE2LkN4EXw2Qv3OSGkAzRICCHEiNOYvIt57cm7TPslpDvUkBBCCCFkdOghIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo0CAhhBBCyOjQICGEEELI6NAgIYQQQsjo/H8w2awKzjpO4QAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 648x648 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(9,9))\n",
|
||
"for digit in (4, 9):\n",
|
||
" plt.scatter(X_subset_reduced[y_subset == digit, 0], X_subset_reduced[y_subset == digit, 1], c=cmap(digit / 9))\n",
|
||
"plt.axis('off')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"훨씬 좋네요. 이제 군집이 덜 겹쳐졌습니다. 하지만 숫자 4가 두 개의 군집으로 나뉘어져 있습니다. 각 군집에 숫자를 몇 개씩 나타내면 훨씬 이해하는기 좋을 것 같습니다. 그렇게 한번 해보죠."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"*문제: 또는 샘플의 위치에 각기 다른 색깔의 숫자를 나타낼 수도 있고, 숫자 이미지 자체의 크기를 줄여서 그릴 수도 있습니다(모든 숫자를 다 그리면 그래프가 너무 복잡해지므로 무작위로 선택한 샘플만 그리거나, 인접한 곳에 다른 샘플이 그려져 있지 않은 경우에만 그립니다). 잘 분리된 숫자의 군집을 시각화할 수 있을 것입니다.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"산점도와 색깔있는 숫자를 쓰기위해 `plot_digits()` 함수를 만듭니다. 이 숫자 사이의 거리가 최소가 되도록 합니다. 숫자 이미지가 있다면 대신 이를 사용합니다. 이 코드는 사이킷런의 훌륭한 데모([plot_lle_digits](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), 데이터셋은 다릅니다)를 참고했습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 96,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.preprocessing import MinMaxScaler\n",
|
||
"from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n",
|
||
"\n",
|
||
"def plot_digits(X, y, min_distance=0.05, images=None, figsize=(13, 10)):\n",
|
||
" # 입력 특성의 스케일을 0에서 1 사이로 만듭니다.\n",
|
||
" X_normalized = MinMaxScaler().fit_transform(X)\n",
|
||
" # 그릴 숫자의 좌표 목록을 만듭니다.\n",
|
||
" # 반복문 아래에서 `if` 문장을 쓰지 않기 위해 시작할 때 이미 그래프가 그려져 있다고 가정합니다.\n",
|
||
" neighbors = np.array([[10., 10.]])\n",
|
||
" # 나머지는 이해하기 쉽습니다.\n",
|
||
" plt.figure(figsize=figsize)\n",
|
||
" cmap = matplotlib.cm.get_cmap(\"jet\")\n",
|
||
" digits = np.unique(y)\n",
|
||
" for digit in digits:\n",
|
||
" plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1], c=cmap(digit / 9))\n",
|
||
" plt.axis(\"off\")\n",
|
||
" ax = plt.gcf().gca() # 현재 그래프의 축을 가져옵니다.\n",
|
||
" for index, image_coord in enumerate(X_normalized):\n",
|
||
" closest_distance = np.linalg.norm(np.array(neighbors) - image_coord, axis=1).min()\n",
|
||
" if closest_distance > min_distance:\n",
|
||
" neighbors = np.r_[neighbors, [image_coord]]\n",
|
||
" if images is None:\n",
|
||
" plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n",
|
||
" color=cmap(y[index] / 9), fontdict={\"weight\": \"bold\", \"size\": 16})\n",
|
||
" else:\n",
|
||
" image = images[index].reshape(28, 28)\n",
|
||
" imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"), image_coord)\n",
|
||
" ax.add_artist(imagebox)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"시작해 보죠! 먼저 색깔이 입혀진 숫자를 써 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_reduced, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"꽤 좋습니다. 하지만 아름답지는 않네요. 숫자 이미지를 사용해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 98,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
"text/plain": [
|
||
"<Figure size 2520x1800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_reduced, y, images=X, figsize=(35, 25))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 99,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1584x1584 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*문제: PCA, LLE, MDS 같은 차원 축소 알고리즘을 적용해보고 시각화 결과를 비교해보세요.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"PCA부터 시작해 보죠. 얼마나 오래 걸리는지도 재어 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 100,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA 시간: 0.1s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"import time\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA 시간: {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"와우, PCA가 아주 빠르네요! 몇 개의 군집이 보이지만 너무 겹쳐져 있습니다. LLE를 사용해 보죠:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 101,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"LLE 시간: 124.9s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import LocallyLinearEmbedding\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_lle_reduced = LocallyLinearEmbedding(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"LLE 시간: {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_lle_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"시간이 좀 걸리고 결과도 아주 좋지는 않습니다. 분산의 95%를 보존하도록 먼저 PCA를 적용하면 어떻게 되는지 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 102,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+LLE 시간: 31.3s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
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||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"pca_lle = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"lle\", LocallyLinearEmbedding(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_lle_reduced = pca_lle.fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+LLE 시간: {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_lle_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"결과는 비슷하지만 걸린 시간은 4배나 줄었습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"MDS를 시도해 보죠. 10,000개 샘플을 적용하면 이 알고리즘은 너무 오래걸리므로 2,000개만 시도해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 103,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"MDS 시간: 57.7s (10,000개가 아니고 2,000 MNIST 이미지에서).\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import MDS\n",
|
||
"\n",
|
||
"m = 2000\n",
|
||
"t0 = time.time()\n",
|
||
"X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X[:m])\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"MDS 시간: {:.1f}s (10,000개가 아니고 2,000 MNIST 이미지에서).\".format(t1 - t0))\n",
|
||
"plot_digits(X_mds_reduced, y[:m])\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"아 이건 좋지 않아 보이네요. 모든 군집이 너무 중복되어 있습니다. 먼저 PCA를 적용하면 빨라질까요?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+MDS 시간: 58.2s (on 2,000 MNIST images).\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"pca_mds = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"mds\", MDS(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_mds_reduced = pca_mds.fit_transform(X[:2000])\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+MDS 시간: {:.1f}s (on 2,000 MNIST images).\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_mds_reduced, y[:2000])\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"같은 결과에 속도도 동일합니다. PCA가 도움이 되지 않네요."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"LDA를 시도해 보죠:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 105,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n",
|
||
" warnings.warn(\"Variables are collinear.\")\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"LDA 시간: 0.6s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 864x864 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_lda_reduced = LinearDiscriminantAnalysis(n_components=2).fit_transform(X, y)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"LDA 시간: {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_lda_reduced, y, figsize=(12,12))\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"매우 빨라 처음엔 괜찮아 보이지만 자세히 보면 몇 개의 군집이 심각하게 중복되어 있습니다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"아마 이 비교에서 t-SNE가 승자같네요. 시간을 재어 보진 않았으니 한번 해보죠:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"t-SNE 시간: 264.1s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_tsne_reduced = TSNE(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"t-SNE 시간: {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_tsne_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"LLE 보다 두 배나 느립니다. 하지만 MDS 보단 훨씬 빠르고 결과물도 아주 좋습니다. PCA가 속도를 높여줄 수 있는지 확인해 보겠습니다:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 107,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+t-SNE 시간 173.6s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 936x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca_tsne = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"tsne\", TSNE(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_tsne_reduced = pca_tsne.fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+t-SNE 시간 {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_tsne_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"네, 결과물에 영향을 미치지 않으면서 PCA 속도가 34% 정도 향상되었습니다. t-SNE가 제일 좋네요!"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.5.5"
|
||
},
|
||
"nav_menu": {
|
||
"height": "352px",
|
||
"width": "458px"
|
||
},
|
||
"toc": {
|
||
"navigate_menu": true,
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"threshold": 6,
|
||
"toc_cell": false,
|
||
"toc_section_display": "block",
|
||
"toc_window_display": false
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 1
|
||
}
|