{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**8장 – 차원 축소**\n", "\n", "_이 노트북은 8장에 있는 모든 샘플 코드와 연습문제 해답을 가지고 있습니다._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", "
\n", " 구글 코랩에서 실행하기\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 설정" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "먼저 몇 개의 모듈을 임포트합니다. 맷플롯립 그래프를 인라인으로 출력하도록 만들고 그림을 저장하는 함수를 준비합니다. 또한 파이썬 버전이 3.5 이상인지 확인합니다(파이썬 2.x에서도 동작하지만 곧 지원이 중단되므로 파이썬 3을 사용하는 것이 좋습니다). 사이킷런 버전이 0.20 이상인지도 확인합니다." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# 파이썬 ≥3.5 필수\n", "import sys\n", "assert sys.version_info >= (3, 5)\n", "\n", "# 사이킷런 ≥0.20 필수\n", "import sklearn\n", "assert sklearn.__version__ >= \"0.20\"\n", "\n", "# 공통 모듈 임포트\n", "import numpy as np\n", "import os\n", "\n", "# 노트북 실행 결과를 동일하게 유지하기 위해\n", "np.random.seed(42)\n", "\n", "# 깔끔한 그래프 출력을 위해\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "\n", "# 그림을 저장할 위치\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"dim_reduction\"\n", "IMAGES_PATH = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID)\n", "os.makedirs(IMAGES_PATH, exist_ok=True)\n", "\n", "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\", resolution=300):\n", " path = os.path.join(IMAGES_PATH, fig_id + \".\" + fig_extension)\n", " print(\"그림 저장\", fig_id)\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format=fig_extension, dpi=resolution)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA\n", "3D 데이터셋을 만듭니다:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(4)\n", "m = 60\n", "w1, w2 = 0.1, 0.3\n", "noise = 0.1\n", "\n", "angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n", "X = np.empty((m, 3))\n", "X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n", "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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 주성분" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$X = U \\sum V^T$ 에서 $V$가 주성분\n", "\n", "* (m, m) (m, n) (n, n)\n", "\n", "m: 샘플 개수, n: 특성 개수" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "c1 = Vt.T[:, 0]\n", "c2 = Vt.T[:, 1]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "m, n = X.shape\n", "\n", "S = np.zeros(X_centered.shape)\n", "S[:n, :n] = np.diag(s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_centered, U.dot(S).dot(Vt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## d 차원으로 투영하기" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "W2 = Vt.T[:, :2]\n", "X2D = X_centered.dot(W2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "X2D_using_svd = X2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 사이킷런 사용하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "사이킷런에서는 PCA가 아주 간단합니다. 데이터셋에서 평균을 빼는 작업도 대신 처리해 줍니다:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=2)\n", "X2D = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 9, "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": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D[:5]" ] }, { "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_using_svd[:5]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "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": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "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": 12, "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": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "재구성 오차를 계산합니다:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.010170337792848549" ] }, "execution_count": 14, "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": 15, "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": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 16, "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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.93636116, -0.29854881, -0.18465208],\n", " [ 0.34027485, -0.90119108, -0.2684542 ]])" ] }, "execution_count": 17, "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": 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": [ "Vt[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "축이 뒤집힌 것을 알 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 설명된 분산의 비율" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 설명된 분산 비율을 확인해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839])" ] }, "execution_count": 19, "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": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.011195535570688975" ] }, "execution_count": 20, "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": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839, 0.01119554])" ] }, "execution_count": 21, "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": [ "**<그림 8-2. 2차원에 가깝게 배치된 3차원 데이터셋> 생성 코드**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D 화살표를 그래기 위한 유틸리티 클래스입니다(http://stackoverflow.com/questions/11140163 에서 복사했습니다)" ] }, { "cell_type": "code", "execution_count": 22, "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, self.axes.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": 23, "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": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 dataset_3d_plot\n" ] }, { "data": { "image/png": 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RUItYZV2XnP1rbm5WdF9yW6dAAfrpqnObLoQ7gV1HLIC6jEf+v3kiPixaHNXkJmvXhoeHOXDgAMXFxbS2trJs2TKlc2q4iHVCobOzk6amJpYuXTpmOVe45DYwMEBvb2/Ya3K73QwPDzM8PDzqc9TEJxOeTIJTQXz+Ugd53oHcAlzuipuVlaVUTkxHt3S6uKTjFaWPgX3ACuDPh39fAXRPJ5cUjmJyU2vX5GqDgYGBoK7fWIiV5ebxeDhw4AB2u501a9aERRThkJvdbqelpWXc65PhT3z+26qJTyY9WVIzGfCfdzAyMuJTOZGSkoLD4SAzM3PS1hQOpgvhyv3lIoEkSQa8nKAH9JIkJQIuIYTLb9Onga2SJD2DN8N6O7B13IuOMY46cvPXrg0ODlJTU4PBYGDp0qVR71en043r5tXpdNhsNj788EOKiooiconDaVbZ3NwcNflGmrCQBxnLcT2ZGJuamkhOTvYhPrW7Gx8fP2E3ttwVV52cOHDgAIcOHaK5uZn09PRRHTamApOhcQsH0ZAbXpL6qer3rwE/kyTpD0ANsEQI0SqE+IckSb8B/gUkAdv93jctcFSRm38JVUtLCz09PaxatYrdu3ePa9/jdUvNZjNdXV2sWrUqYmsinExroJhaOBgv2fifF1leoy7zUX9WfHy8Yun5u72xIj45OSG3dUpJSRlVdC7H6zIyMiY1sTKdyC3SJhBCiDuAO4L82WdnQoh7gHuiWdtk4aghN7Ub6nA4qK6uJi0tjTVr1sTkYoqW3OTMrMlkorS0NCo3KZTlJrcTHw8mqv15oM+Ru1aYzWafcyoPT1Fnc9XEF813KLuAgYrOBwYGMBqNNDU1odPpFKsuWHIiVpgu5Ca77p9lTHtyC1ZCtXDhQqX0JBaIhtxsNht79uwhLy+POXPmBIxfhYNgbqPD4YhpnC0ajCdA7t+AU+5NZjaPTqrJFp+/nCUU8QWLbwVKTqjnk8rJiezsbFJSUmLqSmvkNn0wrclNLqFyu93KkBSz2czq1atj3i470sL5vr4+amtrlRkLPT09MevEC0fibLILHikms1Y2ECK1+mTis1gsoz5ftvj8JS1yo9Gx4D+fVE5ONDc3K+6bbNmNt3JiupDb8PBwTAaGH82YtuSmLqEaGRmhurqavLw8jj322AkJWod7M8skOzAw4EOy4+3E64+Ojg7lRo8G4622mGpiVL9fPRtUjfr6epxOJ+np6aNc3cTExKDVG4GSE0ajURF+p6enK23YI01ORDskKNaIJuY20zDtyM2//Xd3dzeNjY1UVlaOGc8aTxo+nBtSPYnKv041lvWhQ0NDdHd3j3pdCEFPTw8Oh4OMjAySk5MDHu941zKe9473syP5/uSQhdVq9Um4yGvwr95QJzrkJIO6cqKsrEzpiCtPE/N4PD6VE2MR1wTry8JGlNnSGYVpRW7+JVQHDhzA5XKFVUKl1+txu91RZ8bG0rkZjUb2798fNNYXi/gWeK0UuX2Q+kZ3uVw0NDSg0+lISkqip6dHGQycnp5ORkaGIsWYSnKC8QtZI3m/Pxmqv4dwqzfU8b3ExEQlOSHvQ05ONDY2Kk0ks7OzSUtLG0Vk08UttVgs004DONmYNuQmX4hCCCwWC9XV1cyaNStk2ZIasXClAt1U4U6iikXbIiEETU1NSpxN3t/IyAh1dXUUFhaSm5uLy+XyEbcODQ0p8bnU1FRlEEmkN9l4iW2y3Vn/tUby/mAiZvmh4m/pFRYWUl5eDoDJZKKjowOz2UxiYqISr0tJSZk25DY8PMysWbOmehlTiiknN3/tWltbG+3t7QG7Z4SCbLlFi0A3RiSTqMYz2k9GZ2fnqDib7B5VVFQoNw8cubETExNJTEwkPz9fqdSQNXfqiUvBXFj1+qeS2KI5f/6F8+N9uMjHIMd5R0ZGGBwcHLWNbO2lp6fj8XgYHh6mt7cXh8NBXFwc8fHx2Gy2iEYyxhpatnSKyU3Wrn3wwQesWrWKffv2ER8fz9q1ayMOysbCalCT48DAAPv27Qt7EtV4LTer1UpXV5fyu9yt12q1snjx4jHdcvn4ZTIDr4s7NDTk48JmZmYqAXggJq60vN7JhrpwfrKsRnlOgb+IWZIkJVzgdDrp6OgAIDc3l/z8fAoKCia1ckLLlk4Ruflr1+x2Ox999BEVFRUUFhZGtc9YWW5CCFpaWpRqg+Tk5LDePx7Lzel00tXVpeiynE4ndXV1pKamhjUcOtiNGRcXp+i95MqCwcFBmpqacDqdpKWlKfE6WQyrRrjHM5XZVdmNnEo9H/hePwaDgby8PCXEsmfPHsxmMwaDgZycHIXwkpKSYl69IUMjtykgN7V2DaCpqQm73c66devGpTGKBbm53W52795NQkKCz/CYcN8f7Q2mrhu1Wq00NDRQWlqqzBYNhXBvbNmySEpKorCwUJlEPzQ0RGdnpzIfwd+FVf8rE6AQQiGDqXBHZcSqSD2Wmj61FESSJGXqPHjjfGazmebmZvbu3au0fZKbdgYrW4smhqe5pZNMbmrtmt1up7q6WpE0jFc8GYvaUKvVGrX1GG3MqrOzU1Hs9/T00NXVxfz58yd8dqm6n5r8wPF3YdVZWJnQ1OdYPmb55pOPfzJd1Fhkh2PhmqvJLVgIQa/X+2Ri5XPe19dHS0sL8fHxSlghMTFRIe5gZWuJiYlBic9qtUbc9mumYVLIzV+71t/fz8GDB1m0aBE5OTn09fWN+ykcreWmnkQlWzXRIBpyNZvNdHZ2KnGcgYEBKisrw443xrK8KpgL29zcrLiwbrcbt9vtsz61FaeGv+UnB//V2052FcREIFBjgXCvY/mc5+bm4vF4lJrcjo4ORkZGSE5OVsjO6XQGFHXLxFdeXu4T09NEvJNAbmrtmhCCgwcPYrVaWbNmjfJlyBfIeJTd0dwoLpeLffv2odfrWbt2LR988MGkfb7L5aK5uRmHw8HBgwfR6XTMnz8/ojZJE0UMwVxYWcUvz8hMS0sLmoUNZMXJ/1dr+NSJmEj1beMltonQBEYqBVE33ZQz33K8Ts7Wyg8YWeaTlpam6DnlB49/skKLuU0wuclJAyG8k8urq6spLCxk4cKFPjeEbHWNh9witdzkSVTl5eWUlJRE/bkyIr1Rmpub6e/vp6mpiTlz5ijC3clApESs0+lIT08nPj6exYsX43K5lG4lgVzYcBCuxRdq2/EgVqLrQDXBsdC5SZJEcnIyycnJyiQrOUYqZ9XlWF1lZeWo97tcrilvJT/VmBBy83dDu7q6aG5uprKykoyMjFHb6/V6XC7XuFLlkVys8iSqaNqRx+LzOzs7OXDgAEajkcWLFyvHHa5LM5XlVRDchW1pacHhcChZ2LS0tKAPrGBrCGbFBSK9aB8GsbD6gn3fkVhukVwz6uRESUmJkpxITExkz549GAwGpXIi3Az/TEfMyU3thrrdbvbv348QwSc/wfgznfI+xuqkK6/H7XZH3Y48GMK90QYGBnjnnXeIi4sb1Tk4HHLT6XRhd8MI9v5Yyjb8XVhZSDw4OKhkYWWrLjk5OeLuKzLULq2/kDkQ8UFoKctEJSHCJbfxhhX0ej2zZ89mzpw5gFdOZTKZ2L9/P9/4xjdwOp088MADfP7znw9LTmQ0GsnJyfkrcCbQB/xQCPFsgHXfAfw/QD1dfrkQojHqg5kgxJzc5JNoNpvZt28f5eXlFBcXhzy5sSC3sWpDw51EFSt5QSAMDg7y6quvkpub6zP1XpZYqKUW8lrUkIktWsQiTjfW+9VVEeArJB4eHiYxMVH5ezRtq4KVyAX7WzA3d6IwWeMGDQaDT3mVXCJWWFjIJ598wkknnURcXBw/+clP+NWvfsX8+fND7u+GG24AcAAFwErgVUmS9ojDg5f98LwQ4msxO5gJwoRYbi0tLXR0dIRdQhUryy3YjdfV1UVjY+OYk6jUwd1Yo7u7m3feeYeysrJR+iO1jMD/s+Xgu1pXFg2mqqBe7cLCkVrY1tZWxYWV3dixYq7RWJ1q4vM/Bn/iCyexMdYawrHcYhHvKykpCep5uN1ukpKSuO6667juuuvG3JfVamX79u0APxZCWID3JEn6G3A502yKfCSYkJibwWDguOOOC/tGNBgMMSE3/31EOolKJshYFj4LIairq6OlpYXy8vKgF2Qw8pCD6erpWvL26n9lxKqcKtaQ1y+7sAUFBUqQfHBwcFQtrH+H3Fjp0dQI1+JT/32sNYz1cIzFcWRkZIQUeEfa7ujgwYMYDAYcDsdB1ct7gFODvOVLkiQZgU7gASHEw2F/2CRiQtxSeaJ4uIiVW6r+zOHhYaqqqigsLAx7ElWsMmgyHA4HVVVVivUSCqEso0DrGsvKUMstxntDTVQVgr+C3+l0Yjab6e3tpbm5mcTEREVorHZh33hDz2OPxdPdvZqCAsE11zhYvz709RNtxxH1v/JDL5TFN9FdQfR6/ZjdPiLVuFkslkAezSDeCfL++DPwv0A3cBywXZKkASHEn8L+wEnClHcFgdi5pfI+enp6qKurC6vBpRqxJLfBwUGqq6uZO3cu/f39Yx5fMHKLlphki8///YEsvlD7jwWxhYu4uDiys7PJzs5WsrCyC2u320lNTeXTTwt46KFs7Hbvfru7Je6+OwGwByW4WFhL6rBHqAeLXFsa6PzGyh0dywOJ1HJLTU1laGjI/+V0AkyQF0LUqH79jyRJ9wEXABq5BUIsEwq1tbVYLBYfkXCk+xgv2traOHToEKtWraKzsxOHwzHmeyZCbR+uuFa9bSTxp2C49954/vY3Ax4PSJKODRscfPvbY58D//UkJSWRkpLi48L+3/+lK8Qmw26XuP/+eNavH4l4reGuJVxSkq03/3MfLOQRCdmlpaWN6QFA5OS2YMECOQM/XwhRd/jlFXgny48FAUz9FOoAmBD7OdKAfCzIzeVy0d/fT1xcHMccc0xUmrnxPlmFEFRXV2M0Glm7dq0STwoHgcgtVg0wZbzxhp6LLkri1FOTueiiJN54Y3QZlRzXUwfg/SsK1L/7495743nxRQMejwToEULw4osG7r038u9DfU5kF7avL/DzeGhIYvt2K3a73e84U9ixY3KbRwY6N/I5lc+vf/xUzpTLP/770Ol0lJWVhfX5FoslIrc0JSWF888/H+DnkiSlSJJ0ErAB+L8Ax7ZBkqQsyYu1wM3AS2F/2CRi6luGMn5y6+vro7q6muTkZObOnTslGrCRkRGl5GXZsmXY7Xba29vDfn+gTF4sOwu/8Yaeu+9OoLtbB0h0d+u4++4EH4Lzf7/aDVNndNUur/9N+dJLcXgf5BIgr1/ib3+LzknwJ/eCgmBkL/Hss1n8+c9DbNkSd/g4dXR3E/I4x0IsHjBj7cP/wSKfYzhCfEVFRWE/sKOpK33ooYfAOz2+B6+L+U0hxD5Jkk6WJEld1HoJUI/XZX0a2CKEeCqiD5skHNXkJmcim5qaWLVq1bgDudGSW39/P7t27SIxMVEZMtLU1BTxTaG+oMdzQwU6jsceiw/ozj322OgbJlxiDX5Typ8j4b3EdHg8o60Rfzz55JM+xxDoHFxzjQOvJzQafX0GXn65DKfTl8jsdolHHtFjsVgirl8db4xsvPsQQpCSkhJWw1QZ0QyHORzn3CiESBFClMkCXiHEu0IIhSmFEJcKIXKEEKlCiEVCiPsj+qBJxFFLbna7nY8//hiA1atXk5SUFPOM61gQwjvzoKGhgWOPPZa4uDhF52e328fegQqx1NYFuoG7uwPvP9jr0cL7fJHwEpDAa7150OlGWyNqi6+6upqtW7dSXV0dkhDWr3eTnh6YoAoKhOp4dKhJsK/PQG9vLzU1NdTX19Pb2xvxdzQV0Ol0Ec9C0DqCeHFUxtyMRiMff/wxc+bMUTppxCL9Hgm5uVwu9uzZg81mY/Xq1Upvre7ubgYGBqL6bFluMF6rLdD7g7lz/q/L7w8VnwuFL3/ZDfh/l4KTTvKOKnzyySdHWXxVVVXccsstAHzrW9+iqqoqZGzv5psdJCT4rjshwSsJ8R6P2iX2IiXFzJw5c+joWM4Pf1jJBReUc8klKTz5ZCctLS2YTCafa3Ay3NFwUFhYGPEshpnQy02SpDWHY3pIkmSQJGm1JEnLJUkaXZweBEeV5SaEdxJVXV0dxx57bMARe+NBuORmsVj48MMPyc/PZ/HixQqxOhwO2tvblZsymNA2EORtxvp8o9FIU1MTfX19o2ppQ63/mmuCE4J6DR6PJ2h87oMPxu4M/J3vOFi4sApw4bWcXMCfeffdc9myZYtincl48sknueGGG5SyMqfTyY033sjddz/hE+tTW3tnnSX47ndHyMqy4yWxDj73uf+yfr2ba65xEB/vTygjWK1bePLJTu6+O4GeHgMgYTQm8Kc/VVBVVYzVauXgwYPs37+fzs5OhoaGog4rqM/leJCcnByROyrjaJ5ZKklSnCRJFwG/B+6RJOlq4AvAw8CrwH2SJIVVtzctyM1gMIxZM+lwONi1axdOp5M1a9ZMyGShcMitu7ubqqoqli1bRnFxsfK62+2ms7MTt9ut3JSB5BRq4lNnxca6GYQQtLa20tPTQ15eHk6nk4aGBvbv309bWxtmsznkA2L9ejff/76dggIPXtLpYMOGvQG1YcHicy+9dKQ1lDo+JkO2VP73f+fx4IOfoNMdBxwP3I1Op+e11/4OwI033szrr3vlUps3b+ZHP3oYnc6bcNDr4znttEex2b5BQ8ORy9Pf2jvjDAfnnvsIsBb4Mq+9djMvv/wyZ50lWLx4G9CBTHxwJ/A6W7emBDyu//u/dEpLS1m8eDHz588nMTGR3t5e9u3bF5ELG8vSPUmSKCsri2p/R7lbOhf4DrAVqAH+B8jAWwp2I7Ds8N+Rxjg5E6Jzi7VbGukkqmgRityE8DbalDV0/kLK1tZWXC5XWOU5gf4fqK5V/rvb7aauro6kpCQWLVqEy+UiLS2NoqIi3G43Q0NDmEwmWltbSUhIUGYh+Bemr1/vZv36EZxOJxs2XIrVehpPPpnH5s2bfY49WBzOZEoAhtm7dy9bt25lzZo1SmcT/3P30Ucf+fzu8Rz5foVw86tffZPq6k1897ub6ehYzrp1W3jnne9y0klXMXv2MsxmwTvv6KioCHw+v/3tb7N3716f137729/y4osv0tLSCtwV4F1FHIkHHoH6eOPj45U5pP5CYofD4TMX1r8WVtaxxUKsW1BQEHWr+aOR3CRJkoT3gi8FkoQQj0mS1AJ8UQjxx8ObHZAkKQ6v/OTXeI2zoMQxLUS8wS4GOTgf6SSqWK/D4XCwZ88esrKyOOaYY0aRd19fHyaTKeosp3oGgf/75YHMpaWlioBTbeXq9XpycnJG3YwtLS0KCcq91eTPiYuL4/jjj2fnzp1YLBaOO+44lixZouwzJcWM1Tq6wUBi4iDV1bVKfOymm77D2WffxwUXVDJvnu+6N2/eTFZWFvfee2/AY5YkAy7X8QB0d+sYGNjHnDlLSE3VH14Dh93iwLjhhnv58Y/vo7f3ZZ/X6+vrg77HWwpZJK8AOatbUOAZVbvrXaMUshYWUB4kKSkpPjXA48F42t3DUduFV37qpAHypGwD8D6AJElJQogRvJ1LwmL9aeGWBrL0nE4nu3fvZnh4mLVr14ZNbOMJ4AbqLDI4OMhHH33E7NmzmTdv3qi1joyM0NbWBkQn4ZBvhkDvNZlMHDx4kIqKCqUkSb2+N9+M44ILUjj55BQuvDCFN9+MU27EBQsWsGjRItLT0xkaGuLAgQPU1dXR3d2NzWajvLxc6cl/yy23+MTBvv3teOLifB+IcXFuFi16kxtuuEGxsj0eO6+9dh2/+MVW6ut9z0t1dTUPPPBA0OMWwsVrr13H7373JJJURVXVH1i48Fry8i4FwGrlsAsdGL/97TOjiO3wGUWSvM9sSTKQmrpO9bcHOPKg92ZyExLcXHONTfkO1GJlfzGtLCRWu7BJSUlKFrapqQmHwzFqpmkkGI87KuMonXwlX/xOoPXw/3dx2AQ/TGwAC/Bq8cbEtHBL/TE0NER1dTVz5syhqKho7DcchkxO0bYr93/qqsuoApGrrGdT1w5GqqMKpG0TQtDZ2YnJZGLJkiUBawnfeEPPb34Th7eyy0NPD9x9t1eztn69S7k5s7KyyMzMRAjvxLGhoSEeeOABXn75CDE4HA5uuOEGNm3axObNm5U43IMPOjGZ4klMHOJ730ukpKScl19+hH/842Y8Hgd6fRxnnfUQSUmVvPOOUFzIJ598kq1bt45x9AYKCx+mo8PBp5/eAMCOHbdy5pn3k5KyDLNZ4pxzgocqPJ5rycnJpL/f3zL0IIR3HeXl62hu/rfqb68Dcej1P8Ttjgc6ue66ONavTx713Qcr9Ff/K9fCylaz2WxWrhm1C6ueeTAW8vLyxu2hHKXZUtly2wUMHrbUuoAu2WWVJKkQyAd2HH5PyJttWlhuMoTwTqLat28fK1asiIjYYPy1ofIF7na7fcqogl1sra2tPk/pSDNk/taabJnV1dVhs9lCTpp/7LF4HI7RYtXHHvNuH0jtnpCQQH5+Pt///vd58MEHlRtOpzuHtLS32br1Bi64wKvmX7/ezYsvuvniF+/AZvs8RUV7Dq9xBWee6dVtfv7zd5OXVznKhdy8eTMPPvigsnadLo78/CsByMnZBMCiRetxOD7g449vwO12HV6znX/84xvU1z/OJZe4gsbbAIzGxwMQG4Ce0057lOzspTQ3v43XEFDjFdzuk5g9+5fAl0lOfidsVzJQiZp8bvV6PfHx8aSkpLBw4UIqKyvJyspieHiYuro69u/fT3t7e0ghcWJiYsTXfCAMDw8fNeQmSVKRJEn5QgiPJEl6IUSnEOI9laWGOHLCuoHbhBD3HX495Jc2bchNCMHevXsZHBxk7dq1UZnVsRjMbLfb+eijj0hLS2PZsmVBrcD+/n6MRqPPa5G4pf43lE6nw+l0sm/fPjIyMpg7d25I7V53tx5/LZf39dBWs3xDLlu2jPvuuw84C53up5jNqYCe3t54tmxJ4NlnTTz99A7+8Y/XAbj55u/w/vvtFBR4SElZzvLlV1JYeBySFNiFXLp0Kb/97W8BOOaYr7J27ZVkZp4LbCI390xSUyvJyrqas89+CEnyHmdCQgIPPvgg99//9ZDEBnDiiV8nJ+cRQK6w8BL1qlU3ER+/nPz8xykrewxJ8v3+JCmOL37xUU4++XvExWXy8ccf8/jjj4f8rHAghFDav8vfa3q6Nwu7ZMkSFi5cSHJyMv39/dTU1FBXV0dPT4/Pw3HWrFkx0WtardajaY7ClcC9AEIItyTHFA5DnREVXoRtPUwLEa/FYmF4eJisrCyWLl0aM7cyUlgsFjo7O1m4cCHl5eVBj8Nms3Ho0KFRr4dLboHW6XA4aGtro7y8nIKCgjHfn58fmMQDiXUDyTbAS0ApKbficsmXgbeawOmUeOqpNJ544pdKltPttvPUU3fS3PwEZrPE/PnXHnbFwGyWOOWU0ed95cqVLF26isREC3v3xpGQ8GPS05MoKfk5FsuFpKRIpKSs5LjjNgBwzz33jJorEQxf/OIIZWULKS9/EIDy8ocpK1tITo4Tq1Wiu1vC41nOwoXfA6Cw8FYAiosfJj9/GcPDOkpKVvP+++/z1FNP+cQcI4UcjgjUDUR+mMghgvLycpYsWcKsWbOQJIm2tjb279/P0NAQw8PDY84BCQcejyem80EmGEbgEkmSfiNJkk4I4Tos2pXAS2iSJM2WJCliUeuUW27t7e1UVVWRkpIyrgwRjK9GtbGxkc7OTvLz88nKygq6rX+cTY1I3Bs1uru7MZlM1NfPY9OmHE48MY7zz48b1c1ixw4d550XxymnJGOzgcEQWpQL+JQ1yVCTsNUa2H2x2dI57bRH0em8Dxq9PoEVK+4iOfnLnHxyM3q9he5uibQ0iUsv9TBv3miNV0ODjoKCr2Ew9BEf30tcHPT0SPT1SdjtOvLyPJjNEsuXn0x5eTkvv1zCk08afPRtwTB3rpsLLujh9NOXMG/eVaxYsZSysi/hcjUwd66LggKBJMGCBRtZsOAqUlLOJzPzanJyliqEvGRJIWazt2XZd77znagITm2pRTIcRp5POm/ePJYtW8ayZcuwWCxUVVXxySef0NjYyMDAQNRt1Y8iPAr8HLgB+O1h19Qlx9gkSboAeAe4CECSzfwwMGHkNpb1Jse1+vr6WLt2LQkJCZNeGwpeWcXu3bux2+1hdew9dOgQIyPB+4aNdXGpkw4ej4fGxkaGhoaoq6vgkUdy6OryShS6uiTuukuvENyOHTruukt/WF0PQ0Pe19PTZVFuJzfdNOgjyt21a5ci25BvXjWxeS26zoDrTEyEsrJlrFt3LQDr199DcfFiPJ5CVq/O5Pzz+zj//CqOP34P8fHNDA0N+WQcdTod77xjIC1tEUII5s6tISdHkJYmcLl0FBe7mTXLw0knuWlqWsycOXNITKzFbJZ47rmxCU4IQXm5k82bXTzxxBVkZ3vIzJwP2HA6D7FggfcYDx6UOP74q5g920N29tWkpUFamiAx8VFee+2Pyv7sdjs33HBDUCs3HMgWWqQoLy8nOzubuXPncuyxxyqzR7q6uvj444+pqqqira2N4eHhsMgrWNnadMRhN/MXwO+Aq4GfHS6zuhZ4BW/n33hgf6T7nhLbVZ5EVVJSopjn8uzS8SBSy01+UspZWbPZHJIcjUbjqDibGmNlS9Xk63A4qKurIysri6KiIr77XT12u++NYbN5u1mceaaHRx7RY7P5xtlcLomkJMFvfvMJ1113HQbDbXgrVUZnLOWbV86Igjfw/+mnf2fPnnPwlQ6NkJf3HlbrqcyZ8zUGB+0UFq6iudnI7NnCZ1iwLCI2Go0+IuKMjAy6u1PJy8vCYikAalm16mS85VwefvQjr/v1+OM60tMzGBoqwGarpbDwZCC0gDdQ4qa7W0dOTgUWiw6Ho5Ps7HJWrPBw4IBEb6/ErFkevvpVDxUV3vKy1167Ea+x0AU8QELC2xG5xf7fJ0Q3+SonJ2dUi++4uDjy8/PJz89HCO/keaPRSH19PTabjfT0dCVLGyjhdDRZb5IkxQkhnMBPJEnKw/ulbADy8H45twMPCyFMMHYSQY1JJzd5EpX/gOZYDImJxHKT16EezBzq/TabjdbW1lG1jjLGEnCqb0iLxUJDQwPl5eVKG/S+vsBxxsNa0cMWXeAEwqJFi8jLy+Odd96hq6uLzZs3s3nzZtasWcMtt9yiDLz+/e9/P2o6+f33f4EtWz7ltddmA4VAN5s2WTnllHU895z3+FasuBqzGUZG4jjlFN8HkF6vD6job25uRqfLo6srmczM80hMzDssgvVQUHBELNvTYyAvD1yuBYyMNCGEREqKRHc3eOtSfSGfY/9qjoICD2ZzMrNm3Y5e7y3NS0gQrFvnYfPmI/vxSmiScDjkAvsi4HYuvXQzS5eGn6kMRLCRzk+Ii4ujpKQk5DaSdGTyfGlpKR6PR3mYyHFfeRhzeno6TqdzXMPNJxOHJR5OSZJmAxcCpwDJQCXwLrBRJrVoMGluqcfjUYqS16xZM2ryfKznKASDx+OhtraWjo4O1qxZ45MyDzVF3D/OppYEqOUW8n78h4nI6O3tpbGxkQULFvjMd8jNDbxuOQwZLMfgjS1JnHLKKXz44Yc+8bWlS5eyadN3AVi58od8+OGKgO7erbeuYOXKnwBrOeecR9i8uYiKCg+XXOIiLU3Q2yuRlgaf+1xHyCymrOiXRcTnnZeJw5HI0FAO/f1W2tqG6O21cfzxI8r5KijwYLUKMjPPorj4eiRJYLV6KChwK/tUC2rVWkD1uT3lFG/8bng4EY+HgImON97Q88tfJhwmNjWS+Pvf5wY9rnARaW1paWlpxMkznU5HZmZmQBf2+eefZ8OGDTidTurq6sKy4IxGI+edd548baxFkqTLAm0nebFFkqT+wz9bxqrtHAuH42o/Bt4AtgD9wDV4B9DMx9sYM2pMSkJhZGSEDz/8kKSkJFauXBnQlJ4McnM4HHzyyScYDAZWrVo1ah3ByK2trS1knM3//eoyHnUbo9bWVoxGI8uWLRtVN3j55YPEx/t+dmKi4Lrr3Oh0OhITHwP81zDCggVvAFBWVqa49XJ8raFBR0vLF5k9ey75+faQ8awf/OAHlJeXY7ValSLxigqv1XPbbQ6uvNJFaWlkMwrmz5e44gqJ4uIUoICiomS+/OUhDIZmampqaGlpYdWqAYaGwGLRBSQl9UPEPxut7gc3fz5+ZCx8tHJypxMhAl/ykfS1CxZ+iMRyk8XV44Xswi5atIiLL76YH/zgBwB8//vfZ/Xq1WNmX2+44Qbi4+Pp9prKXwUeliSpMsCm1wIb8c5WWA58CfjGuA/Au49e4FLgIiHE08C3gL8DD0qSNPbg1SCYcLc03ElUEzHeTw25+H7BggU+09791+D/fpPJRF9fX9SfL0kSr77q5sEHwWisoKBA8M1vejjzTN/++Wec4cDjMfKnP+XQ0yOIjzdx220ZnH027Nmzh5aWRzn33GW88spsvCLtHjZtsrB587qg8bUVK66kouJqFi/+AiMj+8jJORfQBYxnFRcXM39+JS7XMDfd1Exi4nLOP9/Faae5xyWxqajwxrkkyX2YEDKBTKVOU68f4Ljjetm9O5u+vhRKSw188YsSFRWj+8z5W87gW0lQUcHhGle3YkEJ4f3X2+kksDYQQrUv90UooXa4CQWDwUBpaWlYnxcJdDodRUVFLFy4kOeeew632x3SMpSHMVdXV5OamooQItQw5q8DvxNCtAFIkvQ7vFbWI+Nc9sVAsxCi/fB+9UIImyRJ38T7ZT0kSZIT+IMIxxRVYcIsNyEEtbW1HDp0iDVr1oz5lJooy02ueti/fz+rVq0KSmww+gay2+20trYG3T4Q/Auv//Y3B3fdZcBoTEDujabOgsqWiRCCdevMvPiik0suuQeP5xzq6x/gtdf28s1v3gjAa699h02b3gXW8uCDLWze7I0RyRUBchcQWQxbXHwNaWk6UlKWk5BQjsdjC1qQvnOngd7e5QgBWVlVWCzwyCNx7NxpUI4pWi8kkKWjrtNcv34O3/pWMjffPMDnPteAzbaXpqYmTCaTYo36vz/YdR6sisBrmAjktufeH/l4RvjCFxqjOjY1wk0ohJoWP16oe7mN5fLKw5gXLFigfnkP3piXPyoP/22s7SKCEOLfQoh2la7NfTgW5wC+ibf10WNAcH1WEEwYudXV1WEwGMKeRDURlpssNxkYGAir+F79VBaHW4hHsib/p7bJZOKRR/SjevrLWVD/z5Zv2NNPPx2Xy8Uf//hHfv7za/B4vK6Fx+Ng69YtLFiwguXLl/v0hlu6dCn33HMPcEQMW1AAFouH1NRl5Odfhl6fHLQg/YUXDDidlUgSxMcfIDXVRVKSYNu26ATV6nMSjtUXFxdHbm4uFRUVVFZWkpeXp5Qu1dbW0t7ejtVqDRpzGwsFBXLbcY/qR26m+Qu2br2EJ598MmQH4LGy4eG4pWNNix8vIml3FOEw5tTDf1NvlzreuJtarCu/Jv//sN7tSmA7RzqFhI0Jc0sXLFgQkSuj1+vH3dNeTZAjIyPs2bOH4uJiRW4yFtTbyLqiSCCToxCCjo4OBgcHMZkCW4pyFlT9XvWNK0OniwM8eDxu9Pp4Tj31QcrKluDxuEa9f9myZWzatInly5fj8Xg45RQ3zz2nBwQpKd4yqWAF6X19EtnZc3A4FuF2e5twpqTo6O+PXlYQSTma//tSU1NJTU2ltLQUp9PJ0NAQPT09SmmRTqcjPj5eNX1eCjp9XqfTcc01Nu6+O8GvWaUH2E5Cwk7uuedBli5dOsryVv8rE2ooqzEUuYUzLX68iKQjSCTDmAHL4b+pt7NE6ir6I8z3XxTN50wYuUUap4ml5dbX10dtbW3EE+dlmEwment7I36fJEm43W7q6+sxGAwsWrSIwsLRRAZHsqBqCCF4/PHH+cMf/qC8JlttAOvX/4bCwmV0dY3+nuXvfvPmzYp7VFHh5pJLBO+8o6enR09+vodzz3VTUSHweHwtn9xcgcViQKfbdPgVHcPDHsbbyT0WmiuDweAziX5kZISOjg7++c94nn02DqfTSyiBps/LZLR+vYfqahcvvuhtMe6FDvgyl156bEAZiL+VqD4Wf+KDsS23cKbFjxeRWG7yMOa6ujrmz58vv7yCwMOY9x3+24djbBdzREugU15+JSNW5GY0GmlsbGT16tVREZvD4Yg4zibD5XLR29tLRkYGc+bMQafTcd11bhITfb8bOQuqhnyT7Nq1i0cffVRx5fX6BM499zFWrrya4uLjsVqhsDD0Q0PtPnkznk5uvdXG5s0O5s51KzeruprgK19xMzwsYTaDxyNhNguGhyXOPz86YXW0Vluw41DvNzk5mYyMDF59dU6QMX4GHI4jZWjyPt54Y4TRw9GT+MtfQnd3DrQO/9ie/CO7tWr5ihxfDGda/HgRSaNKeRjzT37yE6xWK1KIYcx4Z5R+R5KkEkmSioHv4o2HTVvMGHJzuVzU19fjdrtZvXr1qBbb4UAIQVdXV1TrGBwc5NChQ2RkZPi0Qj/zTA+33eamsNAb7zEYerntNreSLZXR3BzHXXe9xe7du3n66SZuvdXb6HHNmgdJSlrGypVXH5ZJwMknB19fqGxeoOOVb9BTT3Vx3XVOUlKgv19PWhpcf72LM86IvKQoVsQ21kyJYMLnvj49zc3N7N+/nz/9ycQFFyRw6qnJQetog70ezjrUUMtV1AkN6XADyslApNPmH3roIUZGRuRrNtQw5keBl4G9QDXeYS2Pxm7lsceEuaWRxhnHQ25yGVVRURFDQ0NRt41pb2+PuIuqTIj9/f3MmTMn4Fi/M8/0Sj+ef/557rvvPhYteg44crHX10vcf/8OamsfA+Df/76LgYHb2LjxKs4/v5KdO72ubWEhnHuuh/JyD6MtkPHjtNPcnHGGwOM5Evv0v6/9g+3jbakdCOGQoxCC3Fw3fX2jL+GCAsHChQt5/XWJP/whYVRZmz9SUsxAYKKMhKSDxdxKSkomrWog0vkJ2dnZvPjii/KvykUphHgXbxJB/l0APzj8c1Rg2vRFiZbc1GVUBoMBkym6ao3BwUF6e3sjupjlwnc5Wyl3mAiG008/nfvuu48333wTj8fD1VdfDcAPfnA9XV2f+my7b99d9Pev4gc/ED7zCTweD4ODR4LqaozXYgrHSpGtPX8EKkcbD8Iht699bYCHH87xSRLo9U6uucZ7Hf3P/4xNbAaDi1tuMRCoqWuk5zOQFCQ1NTXmIyhD4WgcDjNROGrJzePxcPDgQYaHh5VpVHa7PSpLwuFw0Nzc7CMvUA9tUf+rfs/BgwfJycmhsLBQibOE+vz8/HxWrlzJK6+8QldXF8cddxzLli3jmGMeprd3Ox99dLeybWnpbcyevRG16NTj8VBfX4/L5cLpdGIwGJQi9aSkpAknlLHe6+8SB8o2jvU5kbSNOu00G6mp9sPZUoAe3O7/oaRkIzt2LGNoKJh1KwBBZqaDSy81MmtWO7W1etLT08nMzCQxMTGgoHss+CcUdDrdpLmjMo7S4TATgmlDbuHMLpVht9upqqoiOzubVatWKTdPNNafv54tVMxKtk7MZjMNDQ3Mnj2bjIwM5T3hPOmXLFnC7t27Abj55pu5//77KSpaxfDwBgoL2+nqepaysquJjz+fri6or/dabg6Hg9raWvLz85VEicPhUPr22+120tPTycjIIC0tLeKwQCymNgUT2gZKCqj/VTcjCJdg5e3kcYVPPPEETz/9NAC33PIvUlL+SXDXvZMVK37M/fffj3ckZgZOp5PBwUE6OjoYGRkhNTVVOZfhCm79tXdFRUVRxX7Hg6N5IHOscdTF3OQyqoULF44y96O5QTs6OrBaraP2ESh24lW6d9PV1cWCBQtITEz02V5WhAe7SR9//HGeffZZ5Xe73c43vvENNm68ipaWa0hIuJKMjNcoLMzDaIQ5cwQ7d0oUFVmor69n9uzZpKam4na7cbvdGAwGsrKyyM3Nxe12Y7VaGRgY4NChQ8THx5OZmUlGRsaY8Z5IkhDBEMm5H4v0xrKa5dfk7Z988kmF2MBL+g5HsGMWLFjwn8PEdgSyiDg3N1d5gPmP8MvIyCA5OTnktS3/LSUlJWQ1zEThKB0OMyGYNpbbWGQol1F1dHRwzDHHBBxYG+n0qcHBQblg2GcdwTqDtLS04HQ6qaysRK/XK7o2eX3ydmpLRG2dXHPNNRx33HHceOONSmuaBx54gKVLl/Ld73ro7zewcOHlJCTUsXSph8xMaG6209DQwIIFC4iPj0cIgV6vx2A4UhYlW7wpKSmkpKSg1+t9Wg+5XC7FqktNTfU512Od9+rqanbv3s3KlSuDJmpiTY6hYnpqzZm8drm907e+9S2cTicJCQm4XCbc7kDSiwE8ngoaGgL3i5PXIYuIS0pKcLlco0TE8vkMpFuTJCls4XisEWm2dCZj2pBbKLjdbmpqagBYs2ZN1DMW1HA6nbS0tIx6PRBByi1k0tPTmT17dtCL1v8mDxR8X7ZsGQ8++CDXXnstDz74oNIccd48N6mpNoqKvoxOl4ROB52dFpKTbSxatEhZl5pg9Ho9Qgji4+N9pAdut5u4uDhycnLIy8vD7XZjsVjo7++ntbWVxMRExRKRCVOeC9HS0kJrayt9fX2sX7+eW2+9FafTSVxcHDfddJPP8Gb5mMeLcMhRfS7l/6vd2xUrVnDfffdx/fXXc/HFN/H00/cC/w//JpzwW+rrX+fOO6/i9ts3jSK4QMQaSEQ8ODhIQ0MDQgjS0tLIyMhQ3ltYWBj1tPjx4miafDXRmDZuaTAMDw+zZ88eSktLKS0tjcl+5ThboBifv3sl1zfOmjXLpyYwWAeQcCzHpUuXctVVV1FZWalsf8opLp580oDNlk5yMrS1DTA8rOeqqzLR6XwHBquPQ70emfjUBeNut1sRkaalpTE0NER9fT3/+c9/aG5uprOzk+7ubgYHByktLaW8vJxZs2Zx3HHHsXfvXpxOJx6PRyH4YOdzKqC2ij0eD5WVlSxYsJKnn/6tvDLgRrwNKTuBB5Ckt6ioeIwVK3xnrUJ4rrUsIvbvRNzf3688IPLy8rDZbCQmJk7EYYfE8PDwlBHrdMO0ttx6e3s5ePBg1GVUwdDZ2alMW/eHmqD6+/tpb29n/vz5PkX3aktjxw4djzyip6sLCgoMLF5czIEDcYou7brrvIJd9XaFhRLf+MY1qDOh8+YJzjqrh9paA//9bzsrVhRw2WUJzJ17RPUury2cGseuri5aWlpoaWmhublZ+b8QgrKyMsrKypg7dy6nnnoqOTk5xMfHY7fbSUlJISMjg/T0dF5//XWFMOPi4tQlOkBskhDRylf8iV1ex4knPkhxcTXvvHMDHs/rwL+As4iP34jD8Trl5d9iyZJlpKRATw9KK6Zoj0XdiXh4eJgTTjgBm83GgQMHcDqdZGZmkpOTQ0ZGRkw8jrEghy00TDC5RXPhyts3NjZiNBqjrjYIhqGhISVIHAjyYOfW1lasVitLlizxyZapj0ke2mKzeS2I7m6J7u485CxdVxfcdZeePXvg738/sl1Xl8SWLXokCZ++biMjVbz88jcwm808+OCbxMd7fKwT+XPlG9FutyuupJrE2trayMzMpKysjPLychYvXsxZZ53l09ZcturUx+Vdg9flamtrY9euXXzrW9+ir6+PNWvW+LjEk52E8Ie6hEy9j+5uHWVly/jc5+7kjTduY86cH9PZeRYuF2RnX83y5ReTne3BbIb8fF9X1z9Gqv43nPVkZWUpSYRZs2bhdrsZGBigr6+P+vp6EhISyM7OJicnZ0Lmivpnaz/rmFaWm9wZpKamhpSUFI499tioqg2CfclOp5Pm5uaQ75UkiZaWFtLS0li0aFHIi8U7tMX/776/22wSL72kx+NRF2t7fIa/eDweHn74YbZv347L5SIpKYlDhw4xb948JEnCZDIpsTC1FWY0GikuLmb27NmUl5dz0kkncdlll1FeXq5k9QLF/eTX5aSE7MZ6PB4SEhLIy8ujtraWhQsXcsIJJzA4OIjNZsNut2MymUhPT49JP7JY6Or84Z2lIFFScgorVlzJqlWfo63NTWOjxKpVV5KScmTWqtwdJVQyI1ytXkJCwqjsvV6vJycnR6kp9R/0kpGRQU5ODpmZmTHr76YR3BFMK3ITQvDxxx8zb968qGeYyhdqINNczhwGw8jICP39/RQUFAQUX/pbGiEMQB8ceYuX2NTv7+zs5Hvf+x5tbW3K2lwuF//zP/+D0+mktbUVt9tNeXm58nPMMcdQXl5OUVFR0JsiGKn5VxEEitV5PB7efPNNPv/5z5ORkaHMca2pqcFqtdLd3Y0kSWRkZJCZmUlCQsKE6+r8Wxtt3JjOeeeNTv6ccoqH557zVhzIg210Ovj61100NXmbhRYUeDjnHDcVFR7FUg+2/lAWnLr5QElJCY2NoRteJiUlUVJSQklJyeFKk0H6+/tpbm5WiDA7O1ueZxD2ufFfqwYvpo1bKsfBVq5cOa5yFVkv509uHR0dIcujBgYGaGlpITs7O2C2KZAbFqyd0Wh48J5q3/fHxxu54IILAmZn4+Pj2bRpE2VlZeTk5PjE3KJFsE6xahE0gNls5tNPP+W2225TrDuHw4EkSRQVFSFJkiIgPnToEA6HQ8kYpqWljWltR+rSyvMP5DKr7m6JP/yhhIwMC+ec47utPNjmnXd0o4jstNNG73s8lo78AMnLywtYDhcK8gR6+cFht9sxGo00NzcrGc+cnJyg4/sCwW63T0kSY7piyi03eRqVzWYjNzd33PG1QBaB2WwepWeTIYSgs7MTk8nE4sWL6enpCTsLet11bp+Y2+E94uuaOoC/IklfQYgjpzsuzs0ZZ+ynvr6C1tZWRZsmf47FYiE5ORm3243D4SAxMXHcT+ZgOkD/13bu3MmqVauUG89ms9Hc3Expaali6cgC4pycHIQQWK1WBgcHaW9vJy4uTpGaxCJe6p1/4EtATqeerVuTOeec0Q1O5bkNYyEWCZGEhASKi4txOBxRN2yQ91NUVERRURFCCCUDK4/vk2N1oapPtOoEX0wpudntdvbs2UNubi6LFi1i//79MR/M7HK5fOpG/eUD9fX16PV6Fi9erLho4V7wcjLg/vvdGI1xHO68DKiftIKrrjqOWbPg/vvtGI1xZGU52LChnQsvnE9GxlacTid79uzhzTffZOfOnUpsZvbs2QwMDNDY2Ijb7VbcQH8hbjiI5LjeeOMNvvSlLyGEwGw209TUREVFhTxExEfALLuy6tmadrudoaEhWltbcTqdpKWlKeuOpmZz9GQqr3vf0xN9VjAWxAbexEGoqpZoILv88vhLp9OJ0Wikra0Ns9lMamqq4sKqq08i6cL7WcCEu6XBYDKZqKmp8SmjitWQGPVF29zcrIw3U8eh7HY7Bw8eJD8/n4KCAuXC9LduxroJWlv/F6NR7pz7N0bPsUjklVfK+etfnZx5psQDD/yeU045hXnz5pGQkIDH48FgMLB69WpWr17NrbfeyoEDBzAajSQmJlJYWEhRUZFPq+2mpiaSk5PJzMwMOxgd7o3c19fHgQMHuOuuuzAajXR0dLBw4UIfy1HtxsrnW35YyKLinJwccnNz8Xg8WCwWZYhwfHy8QtLhulsFBUJFcOrh1J08+eQLbN68Oaz9qBGL+JRsSUHkA5kjQVxcHAUFBRQUFCCEUATZ1dXVeDwesrKySElJYWBgYFzVCZIkZQNPAGcCfcAPhRDPBtn2DrwqabXpvFwIMf5JOzHCpFtuocqoYtWNV95HZ2dnoB7xDA0N0dTUxJw5c5QBGeoJT/L/5QoAda2jEMJPs/ZNrrzybJ555nLs9sBJkO7uI+7vGWecwbx58wJWHMifv3jxYp/jkQlQrZKX60gPHDigDOrNzMwkKSkpYNIg3Jv57bff5sQTT2RgYACTycSiRYuU8xAM8jGoic5fQJyeno5Op8NmsynWqMfjUcqY/IPoTz75pEJa11zjCDD/YITLLzdHRWyxsNr8p8UHS2LFGmpB9uzZs3G5XJhMJnbs2MFdd92FwWDgscce4+yzz45mXsODeOMoBcBK4FVJkvYIIYK1E39eCPG16I9mYjGp5OZ2u9m3bx86nS5gGVUsx/tZLJaAerbu7m56enpYvHhxwIJy2d2SSc7/pt6xQ8evf21Q+oR1dQmeeWYOX/3q//GHP3QBxaqtve5TQYFQMmnyGLVAFQeBEOgmlCTfASoOh4OBgQHa2tqw2WxK6560tDTi4uIiDN6/wRe/+EUsFgsLFy4cNel9LKjJWi01kSQJl8uFwWAgJyeH/Px8xe3t6+ujubmZpKQk/vGPfzB37ils3bqVAwdOZNGiSk45xcP3v2/nsccS6e72AJ2ce24rX//6orCPS72+WLmj6ut3Ii23UDAYDOTl5fHVr36VwsJCXnjhBaxWK7/+9a956KGHwt7P4eYRXwGWCiEsQKgZpkcFJs0tVZdRBXuixMpyczgcdHR0+NyQHo+H5uZm3G43lZWVQS9E2coJltF75BE93iFd6vmmEq++OpdTT32Dd97JR4g4ZPdJkpyccEI3SUlJilsRDrFFYnHFx8eTn59Pfn4+Ho+HoaEhhezi4uIUq26s4L4sCF6+fLlSQzveDK3cLUVdVSETHnibOcpB8l27dvHnP/8ZeAGADz64AYPhPjo6VnHppW7+/Gdv95Ynn3yBE088ccrkEllZWUo8TIbb7Z4SclNjeHiYsrIyvvWtb0X83oMHDwK4hBAHVS/vAU4N8bYvSZJk5HBtmxDi4Yg/eAIxKd9Gb28vn376KUuWLAlpKsfKcpO7d8hwOBzs37+fxMRExSUMBrXmKxCCST+6uwUXX5yBED8lLs6Odx5mB0LcQWtrF1ZrcdjWmryOaG5E2UUtLy9n6dKllJWVKR2Dq6urOXToEBaLJaD85LnnnmPdunXMmTNnlGg1WuzYoee88+JYty6BCy9M5K234oiLiyMhIYG4uDglOVFdXc33vvf9w++SBzE7ee+969m//z5eeslL2EIIrrrqKiDy+uVoz6kawabFT5XlpsZ4uvAeLkf0j+EEm2EK8GdgMZCHd/L8TyRJujSqD58gTOi3IYSgvr6e5uZm1qxZM+pp549YkJvRaGRw8MjsWKvVyv79+ykpKaG4uHjMG0IdswuEUNri66+fBQiczlOAtcCXgdfZvfsmnn9+r4/VJv/Ibp8a47WW5OMAr3C0qKiIxYsXs2jRIpKTk+nq6mLv3r00NDTQ39+PxWJh//797Nq1iy996Us+6xgPvOVp8fT0eKe7d3fr2LIljh07jiRvDAYDTz/9NDfddBNC+D9Q9Kxb9winn34LFksqVquVAwcOsH//fux2uzLvQs5yBzqX6vMRC3e0tLQ0YAJnupPbaaedNurak3/WrVsnv89/QnOwGaYIIWqEEB1CCLcQ4j/AfcAFMTyccWNC3dLe3l7cbnfYZVTjJTer1UpfX5/ye19fHx0dHSxYsCDsTgljCUwDa9vA64YWAT85/P/Xlb94PE5ee+0bFBRsVqyOYMp3/3KfYMLbsY4hWOseuRxITkp0d3fT39+P0WhkZGSEefPmhdxHJHjkkXgcDt992O0SDz5o4Mwzj4zeu+qqq+jpOYF//OMm3G47cqyyvPwRhoaWYza7KC7WUVBQoGSOa2tr6ejowOFwKF1z5aSFvH7/xMp4oa7W8Md0ITd1kkONt99+e8z3AgZJkuYLIeT2L5HMJvUXeE45JvTbKCgoUILS4WA85OZ2u2lqalISAi0tLfT19VFZWRk2sclP/lDkJo/qS0wcYPRQER2QiLfNzpFgsyTFcc45/6sQ21iQs41q9bza0pO3CfX+sSBXGYyMjLB8+XLq6+tZt24dbW1t7N27l6amJgYGBsZl7fT0BF5Hf79Efb3/mpdz1lnecYazZ/+I3NyrSU9fzuCgxPCwnlNP9fjoyXQ6HXPnzmXRokVkZ2djNps5cOAAdXV19PT0YLPZfGJ7ahmL/0zRcDDWtPjpQG7Dw8NR69wOv+8F4OeSJKVIoWeYIknSBkmSsiQv1gI3Ay9Ft/KJwZRXKKgxHnJrbm5WBvF2d3eTk5PDwoULI4pxyen8scghL+8TXK5bgP/g+7CSiaCAiopf0tDgTTIVFz/MhReOndkL5Tr5W3r+Fp78t3Atrq6uLkXqodPp+Ne//sWWLVuoqKhQFPIDAwNKc0s5KRHuiDpJkkhJMWO1+ns6YDCY2bkziXnzjnzXBQUCs3kZK1deRXn5ubS0SJhMOrKy3Fx6qYt583TAkY4t8k0shCAxMZHi4mIlmTQ4OKgIiNPT00lPT1eSFoFqbuX1hiqOH2tavCzXmUrEoMX49cAfgB6gn8MzTAEkSToZ+LsQQvZ7Lzm8bQLQBmwRQjw1ng+PNaZMxBsIer0+qgqFnp4eBgcHGR4epq2tjZSUlIimDqmttbEst8cff5w//EEW7aqlHxKyJafX95OZWUhW1tXEx8OcOUuZN2/s44rGSgokOFYTn//NLISgpaUFl8ulWNVVVVUkJSVRUVGhBN1lMhPC23l2YGCA+vp6PB6P8rdgBd7yOr773UR+8Qs3QuhVf3NzwgnJ+FfDnXqqmz/9ycC8edeQmgrx8TA0JBPbkfPT1NREfHy8ks2VrTOPx6PUFGdnZysC4uHh4VFzJQIJiEORXnp6+pjT4qeD5Tbe8ishhBHYGORv/nNMp1XyIBCmleWmngsQLqxWK+3t7Up5SnFxMXb76HrDcDFWRu3qq6/muOOO44YbbsDlehC4HUjhiNXmPlxqJHHiiV/C7U4mJ8eOEMGD3ZEKbYPB3wXz35/H46GhoYGkpCRmz56t/P2NN95g/fr1AdcgSUc6zxYXF+NyuRgYGKCrq0txg7KysnzaIMnrOPNMD2+/reODD+zY7XEkJjpZu1ZPfj6kpfl+zrx5cOmlLnbu1NPdDQUFcM45R4jN7XYrrd6Li49oCUN1INbpdCQnJyskbLfbGRwcVMrZgs2VUEOn0wXMjgY699OB3LT5CUcwrcgtUrdUjrO1tbUxNDREZWUlw8PDjIyMhL0Pf1dwrGwpQFLScvLzT6GjQ04a3AAUAl0kJ9eQlXU6AwNZ5Oa66e93smhRJ3v3GhUi8O/KOl5iC4cc5TbhOTk5FBQUACjC2n/+85889thjPvsLdrMbDAZlSpRcCmQymejo6FC60sqzPwGuvNJFUpKB1tZHOe64a7BYwGyGc88dfY7nzfPOkvB3rV0uFwcPHiQvLy/kRKlAAmK1tk4tIFbPlWhpaSEpKUmp51RbdcXFxWG54tOF3LT5CUcw7cgtErdU1m7FxcX5qOnlizpUDAUCu6DhxKz+9S+Jyspbsdn2YTS+jjczKrF48XdZsOACmpuhvx+OOUbiS1/SM29eKUKUKEQgd86QW1CHW2MZDGMRm81mU+ZA+Ldr/+ijj5QeY+p4XijXVoa6FAi8ekK5bY8c78rLy+SSSzJ4552rD1tkgnPPdSsWWaB9qj9LHn5dXFzsM8MiFGSyD9arTr4+5LIw2aobGBhQhr5kZGRQUlIypjsqY7qQm2a5HcG0irlFYsG0trby73//m8LCQvLz83324Xa7g96Q8jYy/LcZSw/ltSJGiIvbj8lkVF4vKbkVp/M8srMFcXGCY44RXHWVbxtvNRHINZb19fW43e4x41jBMBYZWywWGhsbmTt3bsAL/80332T9+vWj9hGOVEV9jiVJIj4+nsLCQgoLC5XBKV6JSQunnJIUNN7l/5kyZFIuKysbUyOpRqDrSF3/CvjE6jweD3FxceTl5VFQUKBYdQAffvghaWlp5ObmhuytNlm1paGgkZsvJtxyi4Veyh9tbW289dZbzJ07d5QZHg5Bqt0V9fvUfw+EkZER6urqGBz8L9XVvomh9va7KCjow2y+OqjbpUZiYiJFRUUUFhaOimOlpqYqcaxQN8xYxyl39ZAHSPvDZrPx3nvvcf3114fcT6DPDEaG6oYAcjNGIYQS2D9c5qNoxtRDjtWkbrVaaWhoCErK4awxFMay6hYuXKh0g5b1k62treh0OkUrqH4QTYfyq5GREW3ylQrTyi0dC0J4R/J98MEHQQvfw4mZBbLOAvXQV7tnAwMDSl+z731vKQ89tI6PP74Rj8eOTqenqOhR5sxZSlpaaLcr0BrUcSy5RZDJZFJqQ2WS8D/eUESulnoEkyj8+9//ZsmSJWG7XsGgflCos87yv3Khf0pKipKUGBwcpKOjg5GREVJTU5UOyHq9HrPZTHNzM/Pnz4/oZg0VKwwFf6tOfvDIpJeUlMSsWbOYPXs2DocDk8mkdMyVM6kul2vKyQ2YFmuYLjhqyM3j8VBTU8OhQ4eYP39+0C9xrGaIY0k9/HVjQgifTiJ6vZ6KCsENNyzhz39+gFdfvYbly5dxzTUlrFgRfrww2Bp0Op2izQKCyjDS0tICEpsQQtF4jSWgfuONN/j85z8f9poDYSzLPJBbGx8fT15enhLYN5vNilxDkiScTifz5s2L2AqJphFmIMyZM0dxPwNJTXJzc326mvT39yvtp/Ly8iZsulUoREvsMxnT0i31/6JsNht79uxRul+E+hJDkVekaxFCKMFxeRKW/NkVFYIf/nAxqakX09XVhcVShSStG5M8I5V9JCUlKfWhave1sbFR6XAru69ut5vGxkYSExOpqKgIeZ6GhobYtWsXt99+e9jnI9CxjOd98vcsl0719/fT2dlJQUEB7e3tOBwOhcxTU1PHtEpiQWyFhYU+Lnwo91UIoXQ1sVgsVFRUKEOvbTabkjDKzMyctJmlGsEdwbSz3NSVAuB1B/ft20d5eTl9fX1hFb7HAm63m4MHD5KamkpZWZlCSv646aab+P3vH+att3azc+epFBQITj0VxS31twTHI/uQpQx5eXmKxaN2X202G/n5+T46sEAQQvDOO++wZs2acQWgY6HNkx84XV1dDAwMKG50cXExbrdbmRDV0tKidB9OT0/3CezHSieYlJQUcupaoKSE2+1W5Efyw7ewsFCp8ujv76ehoYHExEQlVjcRQ1xiHdeeCZh25KaeXtXe3k5raysrVqygtbV1XE/mSLpCeDwe9u3bp8gPQqX56+thYGAVLtcr5OZ2YTYX8qc/GRRlvX8ML9DTNZILU3a9dDqdosuy2WzU1taSlpamdNANFLBX72PHjh2cf/75YX+uP2KRKJLd/vb2dkZGRliwYIHPeZarDfy7D3d2diJJEllZWWRnZ5OUlDSqFjcalJWVRfR+nU6H3W5n//79VFZWkpCQoMyVABSpSUVFBTabjf7+fmUSvTxcJyMjIyYPZJvNNumu8HTHtCQ3l8tFQ0MDdrudNWvWcOjQIaW9TTSIhNiGhoaw2WxUVlaSnJzso5kLdDPv3KknPX0FRuOrWK27yc4+W3ldXTsJY08xlz9DtkL8O4IEcnllqYc8wAW8gl11wF7uzCt3zejp6eHgwYMcf/zxYZ2TQIiFpSBJEs3NzXg8HmUAdaht1d2HnU6nEqcbGRkhLS3NJ8McSp8XCAUFBRGTw/DwMFVVVSxZskSJkfpbdXK1hDwHobi4GI/HO7O0p6eHuro6kpOTFasu3Npdf8jT0jQcwaTE3CLdvqqqiry8PBYtWkR/fz8mk2lcawj3Au/p6aG7u5vExESSk5MVSyBUoLq7WyI/P43h4fnY7W0ApKaOntgUjqUTLOMIR1wi9T6CST3i4uJ8sq9yEbysxH/33Xc56aSTonaPYiXvqa+vJyEhgfLy8oivE/kY1UkJk8nEoUOHlAyzuvuwvz5P/eCQx+pFAqvVyt69e6msrAxYFRAoVqe26uQHjiRJyjBweeCLPMZPFhiHA4vFomnc/DCtLDez2YzRaKSiooLZs2czMjJCW1vbuPYZjtUmZxjtdjtLliyhoaGBAwcOKG5PqAvM281CoqDgUiTJSxYWi/f1SNYwFvytkO7ubgYGBli8eLFPqZE/1MNjwGttvPPOO5x77rns27ePzMxMsrKyRg2WCYZYHIvH4+HgwYNkZGRETCpqBHLR4UiGOdRIRPW/kZKrxWJh7969LFu2LCxCCRarkxMT8uzT0tJSRSbT3t7OgQMHlOHM2dnZIStZtJmlozFtyE3OAObl5ZGWlqbMPIgWQoiwpAFyQXZycrLS7qeiogK73Y7JZKKhoSFkBYHczQKSSE311k2qRbxjZU/DgdpSUks9ZEmMf6zJv+zswIEDbN26VZmI1N/fz3nnnYcQIuBgGXXTR3+M91hcLhd1dXXk5uaGrBMNB8HW4p9hll3AQCMRc3NzIyIFs9nMvn37WL58edRkEsqqk8XPsvbQarXS39+vPORl99W/2F8Wf2s4gil3S4XwtiIfGhpizZo1yhCX1tZWnwJ4f7dCfm+ozxzrRrTb7dTW1lJUVEROTo5PfE3uEaaWYHR2do6KYc2bp1N1s5B8aidjlcGS9yNLPRISEkJKPfw/d2hoiP/85z/s2rULm81GUVERn3zyCccee6xSjK52X1tbW0lKGl0uNV531OFwUFdXR1FRUdh1osGOL9zsaKDuw7ImLSEhgYyMDGWY8VjX6tDQEDU1NSxfvjxm8S21VSdfr+ph10lJSZSWllJeXo7L5cJoNNLa2orFYiE9PV0pC9MGMo+GNMYFMu670+12By2Gd7lcVFVVkZKSwoIFC5AkicbGRmw2W9gJBP9gvxCCmpoaFixYELJ5oHp2aWpq6qhi+2A3spoEhoaGSEpKUuI7/p8Xi9iUvA+5M4a6q0e4aG9v5+tf/7rPOU1KSkKv1/OHP/yBkpISnzifulxqYGBAyUzK3T6iyUjabDYOHjxIeXl5RHWigRCrmN+sWbOw2+309fUxPDxMVlYWeXl5ZGVljbJcZUJcsWLFpJU4qcXD/qWCQhwZzvz888/z6quvUlRUxH333RdRk1aABx54gK1bt/LJJ584gD8JITaF2l6SpG8DtwLJwDa8TS2j7zM2QZgycrNarVRVVVFeXu6jyzp48CBNTU3jclkOHDjAvHnzlMyTvwXX09NDV1cXCxYsIC4uTnHrIr1p1ZbAwMCAT8sfWZ4wHsjxLbmAvLS0NGgP/2CQO158/vOf9zkPCQkJrFixgi1btvjEcgIF3uXMpMlkwuFwKJnJtLS0sGQMcp3ovHnzpk1GLycnx6ehqcfjwWQy0dvbi8lkIikpSUnKjIyMUFtby8qVKydEoxYO1AJidXmhJHnbpv/v//4vH3zwAUII8vPzefjh8KfsvfDCC+h0Os4777xHgKRQ5CZJ0lnA08AZQAfwV+B9IcS0m206JW5pX18ftbW1LF261Ocp7vF4aG9vj6obrww5nuF0On0sKXkdsru7ZMkS4IiLIyMSl8dfniB3+mhqasLlcilEF2mnDxlynWmorh5jQQhBfHw8ycnJSqeLhIQEVq9ezS9/+ctR1mYglz8xMZGCggIKCgrweDwMDAxgNBqV7GswyxVQ6kSDFe9HeiyxEOv6T4sHfAriZcu1t7eX3bt3Mzw8TElJCXa7nYSEhCmpAlC7r/KgbbXUpL6+nvLycn73u99FvG+V3rEfGKsz59eBJ8SR9uO/AJ5hGg5untSEglzO1Nvby+rVq0cNCT506BBOpzPqoLUcvA/ktrhcLurr65V22rK15m95jMflSUxMpLCwUJnQFCxON5a1I9/ERqOR9vb2qIlBfSy5ublYLBbi4+M54YQT+NnPfhZWSZB/UkZ2UWULcmRkBJPJpHT7UFuucu+6hQsXRq3fCrWWaOE/Ld4fkiSRkpKCzWaju7ub4447DrPZzKFDhzCbzUqsKycnZ8rmJqiTEv/61794//33+eMf/zgZH12J7yCYPUCBJEk5Qoj+yVhAuJi0b8btdrNv3z70ej2rV68edYMbjUb6+/vD6uoxFvw7+sqJg8LCQkX7FUiYq64gkAkm0ptJfo9/pw//YH0oa0en09HZ2TlmV49Q8D82WYt12mmncfvtt4etih/r+OXMZHFxsdIx49ChQwwPDwNQXl4+7mac4a4lHGRnZ4cV8+vt7aWpqYlVq1YRHx9PSkqKUlY1ODhIX18fzc3NPt/zVAT03333XX7yk5/w+uuvhywdiyFS8Q5rliH/Pw2v5TdtMCluqc1mY/fu3ZSUlAQcj2a32zl06BAQ/dNZTURq+YXZbKaxsTFo4kCGmgj8xbTqY1GTXyAJRqC1q7VmsstjMpk4cOBAwNbcLS0tOByOiMYi+sPf+iwvLyc+Pj5sYovGBYyPj6egoEBxlfLy8hgcHOTQoUMkJycrxGIwGCJuYBALd9RgMASd66lGT08Pzc3NrFq1ahQxS5KkfJfz5s3DZrPR19fHwYMHsdvtZGVlKRnMiW4/9N///pfbbruNV155JSixnXbaaezcuTPg30466STee++9SD/Wgu/wZvn/AYc3TyUmPKEwPDzM+++/z5IlSwIGw4UQ1NbWKk96s9lMb28vc+fODfsz/K2U1tZW0tLScLvdioJ/rMTBeNxRdRDe7XZHFJOR43QDAwO4XC7cbjcpKSnMnTs3qpsjVkQQbTcXuU5UnqQlvz5W4iVYyRnEblr87Nmzx0zIdHd309raysqVKyO2ON1uNyaTib6+PkwmE8nJyUoLJP8QzHjx8ccfc/PNN/O3v/0toklvoSBJ0i+B0jESCs8CTUKI/3f49zOAZ4UQk2I2RoIJJzePx4PVag0ac2ltbfWZEj88PEx7ezvz588Pa/+BbkLZLfJ4PD77CUYWsbh5Aq1DvmHDIQlZ3BofH69Yd5HE6UKtI1JES2wtLS14PB7mzJkTsh5XnldgMplwOp1Kkb+/MDWS8zcWMjMzmTNnTshtOjs7aW9vZ+XKleOOpcmE3tvbS39/Px6PR+noIs9QjRa7d+/mm9/8Jn/9618jMgKCweVy4XK5SEpKugtvQuEawCWEGJXZkyTpbGArR7KlLwAfTsds6YSTGxB01J7JZKKpqcnnNZvNRktLCwsXLgxr3/43kMfjYe/evcTHx7NgwYKoZR6RIFwyUFt4cmpfdtvr6+spKSlRLItI9HSRriMU/F3tcODxeBRxcWlpqZKoCeeBIbc1MplMWK1WkpOTfSaE+VuhatIMVnLmD71ez+LFi0NaYh0dHXR2drJixYoJSRI4nU76+vro6+vDYrGQkZFBbm4u2dnZEX1edXU1V199Ndu2bWPBggUxWdsdd9zBz372M/+XfyaEuEOSpDKgBlgihGgFkCTpO3h1bknAduC6z6TODQKTm91u58CBA6OSB/IIOlmqEQr+N5DD4aC2tpaEhATS0tLIy8sLSWyxcuHGA4vFQnNz86iYoBrqOJ2/WyfH6aIhpUCIlCDl8rXx1onCEWvHZDIxODiIwWBQ4luhssXq4w609rKyspCt1Nva2ujp6WHFihWT0lRS7grS19eH0Wj0aXQQSge4f/9+Nm/ezHPPPRfW/REFZlSny0khN4fDMSpgf/DgQaxW66ht5V5qy5YtC7lPf2KzWCw0NDQwZ84cXC4XLS0tSsFxsKLw8Vo64yVHObO4cOHCUTEZ9Xr9CU+ue5XjdJmZmSGPM1xEej4CzRON5QPD/zgDFcCHgiR5J45VVFQE3ebQoUP09fWxfPnyKZteNTIyolh1drud7OxscnNzyczMVMIRBw8e5IorruCZZ54Z894YBzRyixT+5ObxeDCbzQwPDytdTB0Oh/cDhWDv3r0sX748+KL9CsP7+/uVOJ0cs3K73Upcx263j4rrxMKFG0+srqurC6PRyMKFC8O+qfwtFPk45RF60cbp5P1FQozB5onGqgOKP0HKBfADAwNKBwz/Sff+0Ol0QQcJgTcrbTKZWL58+bQZrOJ2uzEajfT19TEwMMA777yDJEn85S9/4Y9//COrVq2ayI/XyC1S+JNbIMjtmoeHh3nvvfdYvHhx0PpS+QYSQtDW1obFYmH+/Pk++jT/favjOurGhtFe1NGSoxCCQ4cOYbfbx2zQGO465H9lojOZTGHH6dT7Cfd4op0nGi7GIki5rlI+Ttl9zcrK8rGAS0tLg5bxNTc3MzQ0xNKlS6cNsflDCMHrr7/OL3/5SzweD2lpaXz729/mvPPOm6iP1MgtUkRadfCf//yHE088EY/Hw8jIiI+FZ7fbla4J9fX1xMXFKTMOwkkcyCVNRqORoaGhUS1wwkG08S2Px0NDQwMJCQnMmjVrwiQb8vpGRkYwGo0MDAworXQCxa8iIbZg80SnMn7pL6fJyMigtLSUVatWBfyeGhsbsVqtVFZWTltiA2/DgwsvvJCHH36YE044gb6+PoaGhmKSIQ0CjdwiRbTkFnBBwtuD7MMPP1TcL6vVGjbh+HcQUeuvDAZD0BmhwfYRLuT4VHZ2NoWFhZPuFsvyi4GBAaWHf0ZGRkT1qkNDQ7S0tAQcuxcrLdp4z4vL5cJsNpOZmamEI+RSKZ1OR0NDg9JGfipqRMNFV1cXF1xwAffeey+nnnrqZH3s9D0hUeCoI7ehoSH27t3LwoULycrKUiZ92+12hoeHsdlsiqXnn4kd68ax2WwYjUalrbnciVdt6URz8/l39YhVy55oIfenGxgYUOYPyEORIXCzA7lOdP78+TEXpMqIFUGWlJQoc0UHBgbo6+ujv78fl8tFQkICS5cundaT2Xt6evjKV77Cb37zGz73uc9N5kdr5BYpZOV9uPjvf//LcccdN8pl6O7upqGhgeXLl5OYmDimK+pwOBR3Vv6RExdjQa6TNJlMSkYy2DSpUBhvV49AiJULqNPpcLlcAfV0WVlZipve29tLd3c3CxcuDNhFZKrlNGokJyeP0kjK2XmHw0F6ejp9fX243e6YiWpjib6+Pr7yla/wi1/8grPPPnuyP356nIQYYVqS24cffuhT1yeEoKmpCaPRqGS2ohXnulwunxieHMcb6z2ypSNnJMPpZybPFJ0/f75i/U11ljYUAunp9Hq9MpRarglVJ3RiRWyxsmYXL17sY2kLIThw4AA6nU5piApeb6K/v5/e3l5FVJuXl0d2dvaUSUJMJhPnn38+t99+O1/60pemYgkauUWKSMntk08+obKyksTERKWbiMFgUEqpYl1x4Ha7lcSF/K9/platipelF3JrZ7WiXkZ3dzf9/f0+HYGn2h1VY6y1yOVUZrMZg8EQcI5EoO8gmuOLFVkXFRX5FJALIdi/fz9xcXEhM9NyjzpZVJuYmKjMeJgoF9wfg4ODfOUrX+F73/veuObJjhMauUWKSMlt9+7dzJ8/H4PBwO7duyksLKS0tDRoR4+JgBBiFOGNjIyMEiPLkoTBwUESEhLIysrCarXidDqZO3duTK2AWLqjY0ktWlpaEEIwe/ZsJEkaZb2q43TBrFe1HjFWFRTBkJSU5NNeWwjBvn37SExMDDlvIhDkmtC+vj48Ho9CdOGKhyOF2Wzmggsu4MYbb+Tiiy+O+f4jgEZukSLUHIVAqK6uJicnh8bGRiVxMJnEFgxCCCVxoZaoyC6a1WqlsbFRLkL2ybxOVaeOSBGoTjTQNmo5Tbh6OrUOUbaCY+XWLly4UCldkqtc5O4q44FcE9rb24vVaiUzM1OZsxCLB5fVauWiiy7iyiuv5PLLLx/3/sYJjdwiRaTk9sknn2C1WjnmmGPCShxMNex2O0NDQ+zatYuUlBQyMjKUGkmTyYQQQqmQiLZEKlZF8aHIJNw6UX85zVh1r8EgW5Bj1YaOBbn7MRxpnJCRkcHs2bMj3lcoyO6r/5yFvLy8qDoNj4yMcPHFF3PZZZdx5ZVXxnStUWJ63mBRYlqRmxDeNuStra0sWLCAvLy8aU9s4L1Iq6qqmDNnDvn5+YD3iS9bdhaLhfb2drq7uwOWgo2FySiKd7lc1NbWkp+fH3I4z1hrCVT3Gs0ciWAdVPyRkJDA4sWLle2qqqrIysqivLw87M+KBrKlLlt1gFL8Hs73arPZuOyyy9i4cSPf+MY3psv1PS0WEStMCrnJE5TG2mbfvn3odDrlKVhWVjZlPerDxdDQEPv27WPJkiVjliK53W7MZjPt7e20t7djNBpJSEgYsxZ0onu02e126urqfFouRbMffwSK08llb3q9PuJjUhOe7NYuXLiQlJQU3G43VVVV5ObmBuz2PNFwOBxK8bvVag05JtDhcPC1r32NM888k5tuumm6EBto5BY5xiI3h8PB7t27yc/Pp7S0lJGREVpbWzGZTKSlpZGfn09OTs6UpeiDobe3V9HdRTOyzuPxYDQaOXToEF1dXej1elJSUkhISFCOdaLdUVlgXF5eTnp6eoB3H8F41iI3SzCZTJjNZhITE8Ouew2G/Px8SkpKcLvd7NmzR7l+phr+YwLljrypqakkJSWxadMmTjrpJL773e9OJ2IDjdwiRyhyM5vNVFVVMX/+/FFT34UQDA0N0dPTQ39/P0lJSYrbNNUWXVtbG11dXSxfvjwmk52EEJjNZnp6epTOxCkpKaSkpOByuRgZGRnXVLBA37NcJ1pRUTHmcJNYZjvHE6eTER8fz+LFi/F4POzZs4eioiKf+bfTBbL72tvbyw033KCEXH73u9+xZMkSjdwmEJNCbkKIgJUBvb29HDx4ULF8QmVE5Yuku7ubvr4+4uPjFaKLBbmECyEE9fX1jIyMUFlZOWHW5PDwMD09PUo8Jz8/X7Gs1JnasSQ2wYgtVJ1oJPuJFIH2E6hvW1ZWVsg4nbxuefDQeBtlTjTcbjfXXXcdRUVFVFZW8sorr3D55ZezcePGqPYnT4nfu3cvl156KVu3bg267b333suWLVsYHh7mggsu4OGHHw6m39PILVL4k5uso1J3P400caC++XU6HXl5eeTn50/oRHA5LpiQkKC0WJoM2O12ent76e3txeFwkJubS35+PqmpqTidzlF6PNlKDmZtRVonGitiC0esK/dtM5lMo+J0cuwqNzeXwsJCdu/eTVlZGQUFBeNe20TC7XZz8803U1hYyK9+9auYXDfylPjXX3+dkZGRoOT2+uuvc8UVV/DPf/6T4uJizjvvPI4//njuuuuuQJtr5BYp1OTm8XioqakBUNwKCD68JRzYbDaF6Dwej0J00cTBgsHpdFJVVUV+fv6UBKxluFwuJUNnsVjIzs4mLy/Pp2urXGIml5cNDw8rJWZ9fX1B60QDYaLFt6GgjtPJerr8/HyOPfZY9u/fz+zZs5Xs9HSFx+PhO9/5Dqmpqfz2t7+NeYul22+/nba2tqDkdtlllzF79mx+9atfAfDWW2/x1a9+la6urkCbzyhym5TAlXxzOBwO9uzZo2S0YiXMTUxMpKysjLKyMhwOB729vdTW1ipWTkFBQcRSBDUCST2mCgaDgcLCQgoLC5WERFdXF7W1taSnpyuj5NLT030SBB6Ph9raWnQ6HSeddBJ2u52RkZExP28qa0d1Oh0ZGRlkZGQocbqUlBQ++ugjkpKSsNlsjIyMTNsOHx6Ph9tuu434+PgJIbZwsG/fPjZs2KD8vmLFCqU0MNRciZmASYvKWywWqqqqmDdv3qjEQSwRHx9PSUkJJSUlirq8oaGBkZERcnJylNhVuJ8bidRjsqHT6RRtlRDeSei9vb00NjYqVk5ubi4Gg4HGxkacTienn366zzzRUCVmk+mOjgVJkigoKMBoNLJixQpSUlLo7e1l//79OJ1OpcNHJN/tRMLj8fDTn/4Up9PJww8/PGVNMeWmADLk/5vNZo3cYgGPx8P+/ftZunQpKSkpk1ZKFRcXR1FREUVFRbjdbvr7+zl06BBms5msrCwKCgrIzMwMuo6+vj7q6+tZsWJFTF3ciYAk+U5Ct1qt9PT08Omnn2Kz2UhKShrVUluSJJKTk0cdm9wTT014kdQG+yMWRfEej4eenh4WL16szGyYNWsWs2bNwuVy0d/fT2trKxaLRSmRys7OnhJSEULwy1/+kv7+fp544okp7fabmprK0NCQ8rv8f7l330zGpJCbTqdj9erVSnvwqag40Ov15Ofnk5+fr7hznZ2dHDhwgIyMDPLz831uBlnqccwxx0xqNjYWkCSJ1NRUkpOTsVgspKenk5ycTE1NDW63W5lWFay/XGJi4qjEjLo3npypDafqJBbWn91ux2KxcOyxxwYUGRsMBgoKCigoKPApkaqrqyMlJYW8vDxyc3MjniAfDYQQ/OY3v6G1tZWnn356yrWZlZWV7Nmzh4suugiAPXv2UFBQMOOtNpgkcmtra2PLli1s2LAhYBPKyYa/OzcwMEBPTw91dXXK7FCAVatWTfnFGS1kYWtubi5lZWWAt+LD6XQq4uNIXPX4+Hji4+PJzMxUXvPvjTc8POyTFY+FO2qz2ejs7OSMM87w+exg0Ol0ZGdnk52drXRt6e3t5dNPP0Wv1yvEPhFxOiEEv//976mpqeHZZ5+d0GtHnhLvdrtxu93YbDYMBsOoJNEVV1zBpk2b+OpXv0pxcTF33nknmzZtmrB1TSdM2vSrv//972zfvp1PP/2Uk046iY0bN3LiiSdOuRhXDZkQ5LboycnJ00Y0HAmcTie7d++mtLQ0pP5LdtV7enqUuQP5+fkBS4bChTzFTJ2pDTbFbCzYbDYaGxs5++yzY2Jp2Gw2RVIT6zidEIKHHnqIf//73/z5z3+ecGs/0JT4n/70p1x55ZUsWbKEmpoa5aF2zz33sGXLFkZGRvjKV77CI488ounciBG5qeFwOHjrrbfYvn0777//PscffzwbN27k5JNPnhS3IRhkqUdeXp4yTWs6iIYjhc1mY8+ePcydOzdkAbw/ZHeup6cHk8lEamqqUvY2XmJXTzFTx/NCXXsjIyPU1dVx+umnKzdpLCHH6Xp7exVijzZOJ4Tg8ccf54033mD79u2T1uByAqCRW6zgdDp55513+Mtf/sJ7773Hsccey8aNGznttNMm9QIJR+oxFaLhSDE8PExVVZXSAy9aqEvB+vv7J4TYhRA+RCeTn8fjYXh4mPr6eo455piJnK6uQB2nMxqNEcfptm7dyksvvcRLL700ra6HKKCR20TA7Xbz3nvvsW3bNt5++22WLVvGxo0b+dznPjehOqZopB6TIRqOFGazmerqapYuXRrzTJia2CVJUuJWE3G8fX197Nq1i7lz51JWVjbpVrI6TtfX1zdmnO6ZZ57hueee4+WXX572GfUwoJHbRMPj8fD++++zbds23nrrLRYsWMDGjRs588wzxyzwjgSy1CParh6AIhru6emJmWg4UphMJmpra8d1HOFCLgXr6enB6XT6lIKN93jlB83y5ctj+j2PB4HidCkpKRQUFLBt2za2bt3KK6+8ErPJZlMMjdwmEx6Ph127dvGXv/yFHTt2MHv2bL785S/zhS98YcwWPaEQ664ecKQldU9PT9Si4Ughi3ZXrFgx6S6RXArW09OD1WolOzub/Pz8kNrBYBgcHGT//v2sWLFi2lYcyHG6p59+mieffBKXy8X999/POeecczTH2dTQyG2qILeQ3rZtG6+99hqFhYVs2LCBc845J+wYkxCChoYGrFYrS5cunbB0vX8mMhzRcKTo6Oigvb2dlStXTmkyBo70puvp6WFwcJD09HRFOzjWOR4YGODAgQPTmtjUePXVV7nnnnv44Q9/yL/+9S8GBwf5wx/+EPX+jEYjV111FTt27CA3N5df//rXXHbZZaO2u+OOO/jlL3/pQ6RVVVXjnhOhgkZu0wHy2LZt27bx6quvkpmZyYYNGzj33HPJzc0N+B65aD8uLs5nhuVEw//GDyQajhStra309fUpXVWmE+RSsJ6eHoxGo08pmD8JG41GDh48yMqVK4+KYPyOHTv49a9/zWuvvRYzIeyll16Kx+PhiSeeYPfu3Zxzzjn85z//obKy0me7O+64g/r6ev74xz/G5HMDQCO36Qa5x9q2bdt4+eWXSUxMZMOGDXzpS1+ioKAASZJwOBzs3btXkXpM5VplyYXRaIy407BseQ4PD48qp5qOkCU1chNOuVIkLy8Pq9VKfX09K1euPCrcun/961/ccccdvPrqqzFroCC3JK+urmbBggUAXH755ZSUlIxqS6SRW2SYEeSmhjxkZvv27bz44ovo9XpOPfVUXnrpJZ555plYmvDjRrBOw8EkCPL0dIBFixZNiwLxSCFnmtvb2xkZGaGsrIyioqJpk0AIhnfffZcf/ehHvPrqqz6Dn8cLWdQ+PDysvPbb3/6WnTt38vLLL/tse8cdd3Dvvfei1+spKirixhtv5Jvf/GbM1oJGbkcPhBDs2LGDK6+8kgULFuBwODj33HPZsGED5eXl04ocxhINezweqqurlVmc02ntkaK3t5empiYqKyuVTiaTlYCJBv/973/53ve+xyuvvEJJSUlM9/3uu+9y4YUX+vRXe+yxx3jmmWd4++23fbatqakhMzOTgoICPvjgA77yla9wzz33cOmll8ZqOdPnpMcAR09NUZR46qmn2LlzJxUVFXR3d/PCCy9w8803YzabOeecc9iwYQPz5s2b8ptJLnZPTU2loqJC0Zbt2bMHSZKw2+0UFhZSUVExpescL7q7u2ltbWXVqlXExcWRkpJCcXHxqK4tsSgFiwU++ugjvvvd7/K3v/0t5sQGo7t2gFcSE0iruGTJEuX/J554Irfccgvbtm2LJbnNKMxoyy0U+vr6ePHFF9m+fTt9fX184QtfYMOGDdPO3XM6ncqwZ7vdPm1Ew9Ggq6uLQ4cOjZndnchSsEjw6aefcv311/Piiy8yZ86cCfkMOea2b98+5s+fD3iL3YuLi4O1AlewZcsWPvjgA1544YVYLWf6XPgxwGeW3NQwmUz87W9/Y/v27bS1tXHmmWdy3nnnUVlZOaVWQ6A60ekgGo4GHR0ddHZ2smLFiogIajJKwQJh7969XHPNNWzbtk0J9E8ULrnkEiRJ4vHHH2f37t188YtfDJgtfemllzjllFPIzMzko48+4rzzzuNXv/oVX//612O1lOl7AUUBjdz8MDQ0xCuvvML27dtpaGjg85//PBs2bGDVqlWTSnRWq5W9e/eGrBOdCtFwNGhvb6erq4uVK1eOW7YSqBQsPz8/pvq4mpoarrzySp5//nkWL14cs/0Gg9Fo5Morr+SNN94gJyeHu+66i8suu4x3332XL3zhC1gsFsArGdmxYwd2u53S0lKuv/56br755lguZfpcNDGARm4hYLFY+Pvf/862bdvYv38/p59+Ohs2bGDNmjUTqi2Ty5AiqRMNJBqWY1ZTSXSHDh2it7d3QvR4E1EKdvDgQa644gqeeeaZSSnan2bQyO2zCJvNxuuvv862bdvYvXs369atY+PGjZxwwgkxjQPFok50IkTD0aC1tRWj0cjy5csn/HNjUQrW2NjIZZddxlNPPcWqVasmdL3TFBq5fdZht9t566232LZtGx9++CEnnHACGzduZN26deMqg5qIOtHxioajRXNzM4ODgyxbtmzS45bRlIK1tLRwySWX8Pjjj7NmzZpJXe80gkZuGo7A6XSyc+dOtm3bxnvvvcfq1auVnnSRBLwno040UtFwtGhsbMRisUyLCopwSsHa29u58MILefjhhznhhBOmdL1TDI3cNASGy+VSetLt3LmT5cuXKz3pQlliLS0tivs2WXWiE9FpWAhBY2MjIyMjLFmyZMqJzR/+pWA7duzA7Xbz2muv8eCDD3LKKadM9RKnGhq5aRgbbrfbpyfdokWL2LBhg09POrlOdGRkZMplJ+PtNCzX9zocDpYsWTKtsrXB8PHHH3Prrbdit9tJSkpi8+bNXH311ePaZ7gdPoQQ3HbbbTz++OMAXH311dx1111Tfd6m/5cWATRymwR4PB4++eQTpSfd3LlzOffcc/n73//OJZdcwtlnnz3VF7UP5AaNPT09uN1uZSRisASHEIKDBw/i8XimnQg6GPr6+jj//PO58847Ofvss+nv76epqYnVq1ePa7/hdvh49NFHueeee3jrrbeQJIn169dz8803c911143r88eJ6f/FRQCN3CYZMtF9/etfJy4ujtLSUjZu3Mg555wT1ui6ycZYomEhBLW1tQAsXLjwqCA2k8nE+eefz49//GPOPffcmO03kg4fJ554Ips2beLaa68F4IknnuCxxx7j/fffj9l6osD0//IiwIyvLZ1u0Ol0/OlPf+L666/nhhtuoKamhm3btrFx40aysrLYuHEj55577rQZmhsfH09JSQklJSWKaFh2pbOzsxkeHiYpKWlS++ONB4ODg1x44YXcdtttMSU28GrkDAaDT0XDihUr2Llz56ht9+3bx4oVK3y227dvX0zX81mHRm5TgC1btiiZusrKSiorK/nJT35CXV0d27Zt46KLLiI5OVnpSZefnz8tiCMuLo6ioiKKiopwuVzs3r0bp9PJyMgItbW100I0HApms5mLLrqIW265hfPOOy/m+7dYLKNa32dkZGA2mwNuqx5IlJGRgcViQQgxbc/f0QaN3KYAgWQXkiSxYMECfvSjH/HDH/6QpqYmtm/fzuWXX45er+fLX/4yGzZsoKioaMovfo/Hw/79+8nKymLu3LkIITAajXR1dVFbWztlouFQsFqtXHzxxXzjG9/g4osvnpDPiKTDh/+2Q0NDMRmyo+EIpseVp8EHkiQxd+5cvv/97/Puu+/yxz/+Eb1ez9VXX81ZZ53F/fffT2tra8ihxhMFua+c3JpJkiR0Oh25ubksWbKE448/nqKiIvr7+/nggw+orq5WEhNThZGRES655BKuuOIKvva1r03Y5yxYsACXy0VdXZ3y2p49e0YlE8Brse/Zs2fM7TREjxmXUHjggQfYunUre/fu5dJLL2Xr1q1TvaSYQQhBV1cXL7zwAn/961+xWCxKTzqZaCYS8oCezMxMysvLw1rvZIiGQ8Fms3HZZZdx3nnnce211074OQq3w8cjjzzCfffdx5tvvqlkS2+66SYtWxpDzDhye+GFF9DpdLz++uuMjIzMKHLzR29vr9KTrr+/ny9+8Yts2LBhQrKWbrebqqoqcnJyoppBoRbQ9vb2EhcXR0FBwYS2LrLb7Vx++eWcddZZ3HjjjZPi8oXb4UMIwa233uqjc9uyZctUu6UauR0NuP3222lra5vR5KaG0WhUetK1t7dz1llncd5558WkUsDtdrNnzx7y8/MpLS2NyXr9WxfJWrpY1dQ6nU42bdrEunXr+M53vjPVpHG0YEadJI3cZiAGBwd55ZVXeOGFF2hoaGD9+vVs2LCBlStXRkx0breb3bt3U1hYOCFttiFy0fBYcLlcXHXVVRxzzDHcdtttGrGFjxl1ojRym+GwWCy89tprbN++nf3793PGGWcoPenGIjpZ7lFSUkJRUdGkrDeQaDiSHm1ut5vrrruO+fPn89Of/lQjtsgwo07WUUVup512WkBBJMBJJ53Ee++9p/yukdtojIyMsGPHDqUn3cknn6z0pPMv2Hc6nezevZtZs2bFdJRdJHC5XArRhdNp2O12c9NNN1FUVMSvfvWrzyyxjUMrN6NO2FFFbpFAI7fQsNvtvPnmm2zbto2PPvqIE088kY0bN3LSSScxMDDAf//7X44//viYDR8eL8bqNOzxePj2t79Neno6d99997TR100G3G53rLrJaOQ2neFyuXC5XPzsZz+jra2Nxx57DIPBMKlTk442OJ1O3n77baVVk81mY9OmTXzrW9+a0CEs0cLj8WAymeju7qa2tpa//OUvxMXFkZuby4MPPviZJbYHHniA9vZ2lixZwimnnBKWXMcPM4rcZtxVcOedd5KUlMRdd93FH//4R5KSkrjzzjunelnTGnFxcaxfv56f//znpKWlcf3119Pb28vJJ5/Mtddey2uvvYbNZpvqZSrQ6XTk5OSwZMkSzjnnHLKzs2lsbOQ///kPV1xxBR0dHTH9PKPRyHnnnUdKSgrl5eU8++yzQbe94447iIuLU2bQpqam0tjYGLO11NfXK9+Fx+NRiO2kk07ijTfeoK6ujj/96U88/vjjOJ3OKRF6TxfMOMtNQ/TYvXs3RqORM844A/BaBf/973/Zvn07b731FosXL1Z60k2HmalCCH7xi1/Q3d3N448/jk6n45NPPmHJkiUxXV+4bYzAS2719fX88Y9/jNnny3j++ee5/fbb+eijj3w6yFx++eUMDQ3x0ksvAfD444/z+9//no8//jhSaY1muWmYmVi5cqVCbAB6vZ5169Zx7733snv3br773e+ye/duPv/5z/O1r32Nv/zlLwGLwicDQgi2bNlCW1sbjz/+OHq9HkmSWL16dUyJzWq1sn37dn7xi1+QmprKunXr+PKXv8z//d//xewzxoJsgLz77rsYDAaf4vyGhgZMJhM/+9nPlNcuueQS3G43LS0teDyeSVvndINGbhrCgk6nY+3atfzmN79h165d/OQnP+HgwYN84Qtf4OKLL+bZZ59lYGBgUtYihOD3v/89Bw4cYOvWrRPamj1YG6NQ7YlefvllsrOzqays5OGHHx73GmRyy8vLY3h42KfgvqKigttvv91HXG0wGJRmBnL8sbm5edzrONqgRdk1RAydTsfKlStZuXIld955J/v27WPbtm1s2LCBnJwcpfnmRPSkE0Lw0EMP8fHHH/P8889PeKIokjZGABdddBHXXnstBQUFfPDBB3zlK18hMzOTSy+9NOo1yASVkJDA4OAgLpfL5+/HH3884D03Ho8HIQQpKSlKpvt73/seDQ0NbNu2bdJmdEwHaJbbBCGSIPTRDEmSWLp0KXfccQcffvgh9913H/39/Vx00UVs2LCBJ554gp6enpgEtoUQPP744+zcuZPnnnsuJpnc0047DUmSAv6sW7cuojZGAEuWLKG4uBi9Xs+JJ57ILbfcwrZt26Ja27///W9ee+01WlpaAJg1axYGg8EnoaCG3KEFvCGFrKwsfvzjH/P8888rrvtnCZrlNkG44YYbiI+Pp7u7WwlCr1ixYka3tZEkiYULF/L//t//40c/+hGNjY1s376dr371q8TFxSk96QoLCyMWmQoheOqpp/j73//Oiy++SEJCQkzW/Pbbb4f8u9VqVdoYzZ8/H4isPZHcij1SNDY2cvLJJwNQWFjIiSeeSGJiIpIkUV9fT2lpqUJkHo8HnU6niHcTExNJS0vj3HPPpbm5mU8++YScnBxcLtdnSxIlhAj1oyEKWCwWERcXJ2pra5XXvva1r4lbb711Clc1dfB4PKK1tVXce++94pRTThEnnXSS+PWvfy0OHDggLBaLsFqtY/48+uij4nOf+5ywWq2Tvv6LL75YXHLJJcJisYj33ntPpKeni+rq6oDbvvjii8JoNAqPxyM++OADUVxcLLZu3RrV577++uvi+eefF1/4whdERUWFSE5OFpIkiVNPPVXceOON4rXXXhNtbW0+7/F4PMJsNovS0lKRn58v2tvbhRBCuFyucD5yLD44qn40cpsA7Nq1SyQlJfm8dvfdd4tzzz13ilY0feDxeERHR4d44IEHxBlnnCGOP/548Ytf/EJUVVUFJbonn3xSnHrqqcJisUzJmvv7+8WGDRtEcnKymDVrlnjmmWeUv73zzjsiJSVF+f2SSy4R2dnZIiUlRSxcuFDcd999EX+ex+Px+d1utwun0yl+9rOfCUmSxJo1a0RaWpqQJEnk5+eLY489Vvztb3/zec/27dtFS0uLECJsYhNiGhBSLH80ndsE4N133+XCCy+kq6tLee2xxx7jmWeeGdMN+qyht7eXv/71r2zfvh2j0cgXv/hFNm7cqAyc+etf/8qjjz7KK6+8Miqw/1mAfKPqdDree+89Lr74Yv73f/+XtWvX8uyzz7Jr1y7q6+t5++23AzYAjbA0a0bp3D5DDvjkIdIg9GcZeXl5XHvttVx77bUYjUZeeuklfvzjH9PZ2cncuXNpbm5mx44dn0liA5TkBkBiYiKdnZ0kJyeTl5fHLbfcAhwplA8UU/usJRHU0LKlE4BIeulrOILs7Gw2b97MK6+8wj//+U8qKip47rnnyMrKmuqlTQvI2WH/eRRy0uIzlSwIA5pbOkEIt5e+Bg3hoqOjg9mzZ/PUU0+NSzcXAjPKLdUstwnCQw89xMjICPn5+Vx66aU8/PDDGrFpGBcyMjJwuVyYTKapXspRAc1y06DhKEFNTQ2XXHIJO3bsmKgGoprlpkHD0YgHHniA1atXk5CQwKZNm8bc/t5776WwsJD09HSuvPJK7Hb7xC8yBJYsWcL7779PYWHhqBIsDaOhkZuGzwyKi4u5/fbbufLKK8fc9vXXX+euu+7irbfeoqWlhcbGRn76059OwipDQ+54oiUPxoZGbho+Mzj//PPZuHFjWAX9Tz31FFdddRWVlZVKjabWsv7ogkZunzFE6pp9VrFv3z5WrFih/L5ixQq6u7vp7++fwlVpiAQauX3GEIlr9lmGxWIhIyND+V3+/1Q159QQOTRy+4whEtfsaMJYrYsihX+Vifx/rcrk6IFGbhpmBN5+++2gBdTqebbhorKykj179ii/79mzh4KCghn3UJjJ0MhNw2cGLpcLm82G2+3G7XZjs9mCSiquuOIKnnjiCWpqahgYGODOO+/UYpRHGTRyCwKLxTKq+F3D0Y1QYx9bW1tJTU2ltbUVgLPPPpsf/OAHnH766ZSVlVFeXu4zhEXD9IdWoeAHucPCn/70J7761a/ywAMPcP3110/1smKO22+/nba2Nk3eoEENrUJhJkNuL/O5z32O/Px86uvrART3ZWRkBKPROGXrGy8icc00aDiaoZFbEOTl5ZGWlsa///1vwKsI/+ijj7j00kvJzc3lxz/+8bSawh4uQrlmGjTMJIzlln4mIUmSTPqPAeuBLwJXANcBvcAvgDeFEG1Ts0INGjSMBa1AzQ+SJElCCM/h/7cBucC7gA14GLhPCNGh2lZ7OmjQMA2hkZsfhBBCkqQM4CLgRiAReAO4VQhxQN5OTWySJOkPv9cdYJcaNGiYAmjkpsJhktoAfB9YDuwBSoEaIcQBSZJ0slV3mATThBBmjdQ0aJh+0BIKgCRJ8ZIknQ68BmwD3MCXgS8BQ8DCAO9JBa6SJGmnJElPSpJ0zGSuWYMGDaGhWW5elAKP4nVBvyaEeFb+gyRJJmCJJEnZQgi1BiQe2ItXG/T/Dr/3Ui0Op0HD9IBGboAQohFYIElSuhBiSJIkvcrVfB9vltTt9x4j8JYkSZ3AV4E/H/6Tzn9bDRo0TD40txRvrO2wxTV0+F81Oe0GUoCvBHifhDc2l43XpdWSCho0TBNoOrcQkF1MSZKK8Z6rdnVSQZKkdOBuIEcIcYH6bxo0aJhaaJZbCBwmNp0QokMI0X74NY8k12hBMXAc3iQEzLDaPA0ajmZo5DYGAlliqoTBciATePXw65pLqkHDNIGWUIgQkiSVAmcBdXittn8LIcx+SQgNGjRMMTRyixxWvKT2KF7L90NJkuYLIeo0GYgGDdMHmlsaIYQQJiHEtUIIA16SawTekSSpTCM2DRqmD7RsaYQ4nEzQCyG0JmgaNExjaOQ2DhxujaTTiE6DhukHjdw0aNAwI6HF3DRo0DAjoZGbBg0aZiQ0ctOgQcOMhEZuGjRomJHQyE2DBg0zEhq5adCgYUbi/wOKuIWzAGjB0gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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", " pass\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]], \"-\", 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=10)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=10)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18, labelpad=10)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "# Note: 맷플롯립 3.0.0 버전은 버그가 있기 때문에\n", "# 3D 그래프를 잘 출력하지 못합니다.\n", "# https://github.com/matplotlib/matplotlib/issues/12239 를 참조하세요.\n", "# 따라서 최신 버전으로 업그레이드해야 합니다.\n", "# 만약 업그레이드할 수 없다면 3D 그래프를 그리기 전에 다음 코드를 실행하세요:\n", "# for spine in ax.spines.values():\n", "# spine.set_visible(False)\n", "\n", "save_fig(\"dataset_3d_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**<그림 8-3. 투영하여 만들어진 새로운 2D 데이터셋> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 dataset_2d_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": [ "**<그림 8-4. 스위스롤 데이터셋> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 26, "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": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\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": "markdown", "metadata": {}, "source": [ "**<그림 8-5. 평면에 그냥 투영시켜서 뭉개진 것(왼쪽)과 스위스 롤을 펼쳐 놓은 것(오른쪽)> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 squished_swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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)\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": "markdown", "metadata": {}, "source": [ "**<그림 8-6. 저차원에서 항상 간단하지 않은 결정 경계> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 manifold_decision_boundary_plot1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 manifold_decision_boundary_plot2\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 manifold_decision_boundary_plot3\n" ] }, { "data": { "image/png": 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\n", 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4NnFttl8OR0yFHRf7nku2kMk0tC+klEJK2V9KOcjy77HE769JKfeQUg6QUk6WUtZmSpZcQ0UMYsLMVYQFTJrUyuTJktLSMSljGBVUzyuX0jU1szLKVBUWzNS4CRPWAGp3i5mu5garNamq7nOzvOyW6ObNTr5dFY/AQ8Ri9Z7upGSSpeBMYpnmXwiDYMdpJaIzntd1SS6ASs0Htuaqv/fej5k69WOeffYMivq0w+QrYNp+ea18IeKCCA1umQnuAbh2Nm1aiLU23cnq/OCDsTQ3L0053kkxh2UphY3a2jk4LynjWkGjnvmmVve5KSk3i8sNptX8xRdzbP7tpygqOtFipfUUnqg4F3pk1LOCM4kwFLzVr+13PLfr4lTBZ7Wmv/76HRobS7njjnt59dWTANhjj/c59uypXLWhMMJJkQJWIEial1OARRXNNgNFtbVXU1d3N+Xlk2htVY2aDL+KOVOMYeni66/fcfytqGiAqwvC7Xp63augS273QNXDyo+racnvtttcVx/0kiWTQkknDAJVAM187nVgvy4698AKL/Y2+3W1ExN9+eUSzj4bGhqgf3+jO8UFF+xPyR8KQ/lCpICVsNfSq5Rx8sMqXTMTnNwG69Y90X0MHBJY3mwwVYUJlU/WmlHgZhkGtSadjo3HO7uZz3T9lMnnqnJwR/Q8C073x2pV58NKxW8WjZVUKciKy+25/eCDsYrragRo6+uNdLKnEiVb3/++wWT27W8bf1eUVtDQ3JAyZkVphbZs2UKvZ0Ozw/5Vr6lRtzPRLZ91ZsR6PukYeNi3nGETpeeiN5xf/2g6y2a177bDNWfVTb5YrA4Y6Mid4ccXnWt/va481iaiBtWqkXudTtxB9dyZWUPjxi3tzscWYgDLly9gr70M5TtoEMydC5WVPcoXoH5mPfIKmfKvfmZ+xUQgUsApSG4M2JnIP4wr05B0WubYORkmTFjD4MEHJNiorLy8L/t6eHWT53WUqrmP9WOjQ0wehsL2G7jxw3Hhduzw4WdhVN0ZwUC3tjZO8hm+7I/S9n/mQ4cPXXnM566q6ljsfvyg81A9y9ZmpVLGWbt2J373u/mcfnoZmzbBj35kFFTMmAFFBazFClj08KFmNEsmjoH0WuYYbE/vKSwxvZzJHutDz3rSUdRmipz1Y2NvZOj8kgTrDm3Cr+IKQ+n7aVfj5r81x6ivf4DRo1/S/jCkw8WbqZWPSh7YqNwP4rS2rkoZJ0jcQWV5W7dt2VLFP/95KqeeuoL33vsxgwZt4t57N/PSS0ZJcaEj8gFb4F4oYBBjDx8+TUm3aIXTg5hM7G4/rlO7ZNRahunme9OpcnJSRtZGhuacreP0+L17ukPvueeDrvKrYCe+9wp+hsE769auxn6N3Py3ra2rE8f65+v148e2Xpcw5q8rj+EWO9J1PxNC9OfAAz/3HUx0q0L86qtduPHG+1i2bDIA3//+fC644EL22eenCOE99x1u2kHpCzZRsagi526JyAK2wKtQIB7vTFJ+JswcRWNZW0RFxckUFw9JsVLc8hphgesy2qpMVVwMTU3Luq1jpwoxVadde5dnc0yrMlYp/HS6QztBp814un5TJ95fMOamY82n203CzepXWbjWopN05u9kPTvJY2UGcLtu5v5B+gamXsd5fPXVgzzxxDmcdtpyli2bTHl5A1dccTRXXXUU22zzZbehssNNOyCuEin/drjJ+Ai4KV+d37OBSAFbYPURqoohoIPW1mrlw7pp08Lul0NVlpruS+tF5rNy5Qnd1rH1ZXUrl1V3ebaPrSLfMYnJvbtDG4Gq87WVmleb8XT9pl452e3tdZ5K2I/fWqX07A0oTQKg8eOXuHaxthadBJm/0wfOya9upT/1LiOPJ/LZ9eBEwFNdvSvnnPMf7rzzZmKxgfzwh4/w4INjOP747ZkyJdmt46RA/ShWq8LOBSIF7IA99nhAsbUPgwaNYcKEupSHtaxsouVh6gIka9bc1c1elU7VkY71YfaRM0hKjJc1tYOzIZeKV8IPDGLyVFlUVrA1UOUGFVE7pPq90632c17lCIwuWnS7VOwwZVExozm5nXSI6+192py6WBtFJ8Hmn+7qwWt1KERfysv1SOOhh4DHHLOzs5iHH76MadMWs3LlgWy33X+59tr/4dJLT2LIkPqM5rTn0hKOFLAD1K1julLKTMFNQcZZufJ4wF+wya2pogmrC8NIgSpJkdXJsjVbC+lwM6jhRCvZpbT6rUpfhVRLvCNJAdn93ibS7RSSnDomkq6F08eksfFNysomdbdRgqccA25OSs9pNWRtH6QqMbfDz/zTXT2osnmsLeT9BhKtBDz9+q3jt7/t4IEH5tDZ2Zdp0+Czz3Zi9uwX0urUUQiIgnAKuDX2A7SKLUyYHK5+HiB7oMXLZ+j0kpoVYiBtpCaShoaHGDduGYMHj1bKYC2OUDUGVVXfAUkfFF0CGpUfOh7vTCpWMe6Hmu83CJx61/WgKymwaFemXV3NNDa+CZRjDVTZ56Wav9NqyAh89lAuGlkpzjaS7vzDJt2xz806Bz8FMe3t/XjooSt54olyurpg1Ci47z6YMiWQSAWJyAJWwNrYTwXrEhm8l2emFawDldXklvvq5Ru2F4pYUVV1jKsMbsvd8eOXpFiQFRWndH9odEjQTSvfKE22W+sdScUqQpSkkLG4WUZe6Vo67herFeyUHw4vsXjxhJTzuM3fOeilchmlrmKsjVV1Puxe7q9MEPk7wbwuy5fvx+mnL+Wvf72EeFxw3nnNLF8ervLNx8o3OyIFrID30rwjSZmYClIduPPH4ep3qejFzNXY+LbjPq2tq3wXH5gwGyj2jCtpaHjE1W1i9XUuXjyuOyBodGXun7SvEP1TilX8Bi3dMir03C/JvllVfjh0KN1SbvNXfVCdnh1VF2uzfbuu0vRSlkE6Ytg/wKZLzOuDsGLFDdx2202cf/4b/N//7cHIkVXcccdkzj77EkpLtU+vBXtFXD4ickEoYD5ETstsUC+30uVwDbJU1HVtOHGrqvJ3dawbQ8HYrbMuampms+eeD7iOUV09q7sDgrmc98vJ6zVXr/xn+3Vzc6m4W8syMY95KUxdfixE68rBKRc6aD6wV3qjkdES7+4ooeOW8HpWVfN47TU46aSZ1NXtSFFRJyeccC2/+c0c+vZtp7Ex3G5k4qrU3vJFFBFX5O3n0lKOFLALzAf3/ff3sbVAcX6Z0uEqSMevpjN2alaEscweNer67pckFqujuHgIEybU0a/fDgnCmLvo23eHJJayzZtfR1WEsmGD0XXATtk4dOjt3cRF77yzc/dv8Xgb69c/pwxg2hHkOupeP//EMDZpLexnXuPZoatY7ST0QdsI2c9nfkjNXF6dZ83rWbXOY/vt5zJzpkGYAzsydizMm1fMmDGXAZcljeFUPFFRmn7RRJx4tyWs03A0G4gUsAaGDp1Ia+vqxEtYQt++2zmyZ6UTrc0kAbfazwrmMtt86exMcMnVboZ1C1BWNpG2ttUp8sbjzcRi9bZr83D3mJ2dW0j2dUq6uhq7FX66yETAyXpPnVdFwZQh6ClWez6w6T0M8oFOLuz4Gz0fO30rWCcwDHGeeqqBO+7oYs2aPvTtC1deCTNnQolDiMVPbq8T61khIVLAHlD5/9IpvXVDJlNtxo9f4pm5YF+O2l0DDQ2PMGrUdZhlyCqr0G4JGoUYL2MolXnE4ypLsitJuaeDTK4igG7/6+LF4+jo2JB0Dfy4SFRUpg0NjyJEH+VY9nxga7aEH8WfqshTqyDTXTGsWjWDTZu24fbbb+Q//zEC0BMmGBbwnnt6iugIu1uhorRC6dtVuR/yFVEQzgNO/j9rhFw3IJJJukedsb2YxJKXo7FE5ZVVYRqK0t0nGmfz5p6KKKMQo6d9uFM/PNN1ke4808m31j2fvYjA6zz28awBSJ1CC+9CnGD5wOquJO4VbW7XbIebdmCbawUPPrKRk09eyn/+czz9+zczfcYFvPZafVrKV4VCt34hsoA94RwtV/u73CyHTBCpeI2t293Dav0aSO1fB4YVPHDgHi4+0SLKyiZ1j2lYW52J35zTvuLxFoXrIhVe1zCdfGudfexFBPH4o0yerM4DViE5ADkPg3jGXbGa5DROCJoPrIJXRZvbNWuoK2JU5TNc/+ERAIwd+29mzjyD7Xb4nP/+tyMjpPNWazcMP3G2EVnAuH/VrY0k7alSJgmOLpG1inYvDIvYOvaaNXd2lz+DfoqROqtBhS7Kyia5pE71WFB+Sp39tTBPn8TcayzDUp3Q/VFSlQb7JdKPxepYu/ax7r+Nkm53Hg63NMIw8oGdzmlgQwontOqaSQnz5gFzq6j58AhKSxv57W/P4OabD2XEiM/pW0QocQwv6FjEJoHPlIVTlAQ+2UZkAaNvCal8i7rUkKr2LVJKi3I8OuUYN6RGsnss15Urj2f//T/WSscy4ZTVoIKpYM2X3l41Z1pQfkqdday4INkNTisAr3Y6Bm/zu1iDXWaQzOomMIn0dfyv1dWzSF5VqK93aemYbl+z396EbtDhczArHg3f/XQaGzcqK/jMa9a371ymTYNXXwUog28/T/NPz+TmwV9x8+vW0ZfCi2rfbDYt1zAIfMJEr7eAda0qJ99iS0sVKr9d6jns7VvmJQW84GxfFp2dotAqm1n+7Keoo6xsYkpLHSvNpjXh3rpEdav4MlcPsEC5gjBZwLzIy9Mh41GtANT3I7lKz7g3YCpJszRYRXCkS6hktX5NqNqtW33yfgsk3ODF9mf9CBpkRBsweTw2bnyNurq7u69/V1cHc+f2Y5994rz6Kmy7LXDkCXD8z2DoV77kClv5OeX15mNlXK9XwLpKShXAUpHgqMYwHmY710HP8tN4qKtSlISTe8KJotCKqqpjQum1ZnZ+cBpHl+UtKBtcOmQ8Th9X1f2wjuXsjlGVBnsT6ZtjqnzqbgHCTPWMs+Z6O1XZGR8oA/F4JytWHIP5Mfryy9244IKF3H77LTQ3F3HMMVBVBYz+q9HlKQBySQmZS/RqBZwpYu36+geT+AE2bHhBcXQca/4lGEEZq2Jzsn6cIudWtLauUhCt+++1NnToRFfFp5t1ECTHOZmEPrX7sNfxTh9X1f1Q5bCqYC8N9iLSN2HkYavHUx3vZ/XiN5bgZVmnfqA66OraRFdXH/72t0s4/fRlfPTR99lmmzrOuvQXLBy/A9tvb1SaBYWOFaxTUuzWBSMfsyZ6tQ9YbZV5tyk3oXpxjMqxO7v5AUaOvIyuri22vfogRJ8UhWLm0PYUQDgn5Ccfqx7Pbq0FKerwUpy6WQdBKsP69ftW9/0RoiSFkc1rDNXHdfjwacTjzUn7mqxxZuWfivrTz7lVGD36xZRS8KKiAUnVhV6yO/nw/WTXeMUF7Navierq73DDDfP49NP9APjhjx5g1JEXcWfdZkhcTlWZrx945e/q5Pfmo5J1Q69WwGrl0tOm3O8Ll+w7xFLMkMqZYETQ7TBeis7O5hTrR52Q7z6ek3XlB7ngYa2unkVj4+vAm1h9sF5cA1boBE2t23WoP00kF1LowU+BiJ99dQOtpsz9+39L+WxZf7dav+3tfXn00d/z17/OpqurhIqKL7joomnsv/8rtHXBk+thk07yTJ4jV/7hXq2ATfKcurq7MLwxPQ9ekLJSu+9QynbWr38O1XK2tHQMQ4ZMSCHuUfHCWmVxS0kKW1mGHYXXGS85WJV83eLxntWJl9XnpEidWkr5seiTl/B62St+XDB+9vXDudzY+AaNjW+R/GzNo6npQwYM2J3Gxjdpbu7hwV65cjw33DCP2tp9APjFL+7gjDNmM3CgsaIrEnDSSLjtM61LkFdYMGlBxAWRa6g6Apsw047a2j7XUkCphQwAcbq6NiNE3+4ULetSVkXy4sUCFoaS1VWsYReO6IyXmqplRU8ZuBcZTaYsd7vFCYdoHeeHtc5KhqQji5erwu05j8fbaWp6l6amD4A48Xgz++5bxx/+sAO33iqJxwU77fQpM2eezr77vpF0bN8i2HuI8f86QbStgbshbPTqIJwTQxj0pB3Zm2u6jaWOnMcdg3zWwBcs0EoPCgM66U1hR+F1xlOnavVhwoS6pDQ2azpY0OacQaFbiBG0yMZP6pku0bq11VEqrHOB9xeP51t7NnHzzRCXcS6+GD79dDfOP/91piwk5d+0D41RdBRrQ3NDXqaC5RK91gLW6QhsWgs67ggjyu0dhPAqIPDibv34418Cgn32eTqQW0DXZxik6MENOuOprV+Df6KoaEBS5kdQMpp0oLI4nQoxgqwe/BTOgC7R+htAj9shGX0wbLAOWloGc8891/PsszMAKKr4iPjPp3LDDR907x2GBetUcFFIBDphotdawGGXyep2OdAlbFFZT0Z11nvKDgy60ElvckvPC2bZbdBK99u4UZWuB+vX/zM0MpqgMEl0VAFQpyatpiJtalqmdc38dkNxI1dyczuYMKzeDt5//0dMnfoxzz47g+Lidn5z8hXM+OM42HFR0v72DhNhdpkIYhmbbGjmv0K0rnutAnYKZhUXb4uRTd6ne5vf/GATXuxjTrBaT9ZKMGuGhZ3zQQe6ec9uS9tg1VkPaxVR9Ou3MyoIUeT6sQzbRaOCEwOaqhDDrkhXrjxB2+UTNCddJa+XgdHUVM511z3I7373MmvXfoPdd/+Au+8ex9RTrmb0NtlNbfBTimwq3vqZ9d3cDuIqkWSdF4oy7rUKWKUcJ0xYk8gRVQflVJaOm2VjWE0HKps2OsFuPVVXz7ZUgllfCpnS7DNII0rVvJyWtps2LQzoF9Yrohg/fkmSr9csVe7Xb2fHzI+w25arrmFT09JEpkxq+bS9EEOlSI1uKu7XLGiloEpeVa54UdEAKipO7i4pf/31X3LKKVW88srJ9O3byvTpFzN37gS6hn2c5NvNdxRS0YUKvdYHrIJ7h+FUheHl5zNdBkCgVi89KWnxlJZI0MP5YLaWD5qapVKEKhikO6u7ZdP3b96rnfKjWoY7EdOYyiesNDnz/PZruHLlifTwRrjPW6dLdTr3RkdeJ2W+YcMLbNhQxu2338HChUb63OjRr3P0WadzecNq7n7T9VRpIyyrtKG5YavxGQspM9MtVAhxDnAK8B3gb1LKUxLbvwl8Tnf9DAB/lFJ6rml33313uWrVqtBlBXXTSmuFlNv+1v1MRbHrrrfz4YcHIGUsMVZ/Djjgc0dFUVlZyYQJuysbZ7ph4MC9u5nPVPKEBb/Xxwrd/ltu56iu/h1r1z5MRcUp3Z0zjBzuuxkx4sxAAUK7Ulddw/b2ehYvHpt0nHXe9rm5NXK1H5sunO65SgYp4Y03LuW22/7Axo1A3yY49Hew311QpNYB5SXlbLx0o6sMuopQx1+cLaVaUVpBe3s7mzo2KX/LBDObEGKxlHI/+/ZMuiDWANcA8xx+L5NSDkr8y14ekQP8LgGdAibJ5DE9LgOzzNivDF4wW97rBnDSSY8KskQO4xw1NbO609MaGh7pDgammyZn92errqFh/SZDl1PDyiKnc2wQ+VX33O5e22UXyU03Sa64wlC+hx0GzNgH9r/TUfkCzD9ovqcMheJrNWH6jlXKF7LvusiYApZSzpdSPoPBaZf38NvKRhUwsZKzm36/HsSTyHZ0ZUhGEfZbJkRJCiWlWwAnKMVhJhuGep1j/fpn6fHJp7ZFCqLUVJkKqddwntL14/ZcWD9umbxmOkG7eByGHHUx39j1a158Eei/CY44hVcmCIrK/pu2DGGj0JR5GMiYC6L7BEJcA+ykcEGswXCsvQpcLKVc73D8NGAawLBhw8Y9+eSTGZByA3A1cAWwjcb+twIv0tNqx8ROQL1iuwkB/By4IOWXLVu2MGhQLCHHecA5gK4rYgjQYjtvMfA/tnNtAI4H2oF+wF/Rm69fJF9PY26DNI8z5TPRFyNX2/qcCqDEtp/f+VjvYTHGvfsvydfQXBJbz518XZPndivwHE73OFyonsEe2b76qj833bQ7S5eWGz/t8TT8zwwYrL9SeG7cc573bcrCKVpjLZi0QGs/3fGCoryknPkHzXc9j66sfjBlyhSlCyIXQbj1wHhgKbAtMBd4DPiRamcp5T3APWD4gDNRv234Ej9mxIh/a/kS33//HFpaVErWy6qQlJZ+wfjxk1N+qaysZPjwF6mr+5iBA2+lpaWdESNmKOWx+y7VfsfOpHPFYnUsWjSOjg5DmQghGT7cfb5BuSDs11PXB2wE+Qx/ZQ/sypfE38nXX2c+Jgzf6SvE4+YYncAXDuexI/m6mnPrGVNSVPQKBxxwl/KaNTUtZenSyYwZ83p38DQIPvjgQpqb7c9gJ9Vfv8Tpf/kW/PsP0DkQBq6Fn5wDe//dF1dvRWkFgwYNUt43N8pHp7Gs4zgdnw0LeFPHJk8ln02OiKwrYCnlFsDM8G5IBOvqhBCDpZRN2ZbHb/URwNChE2lpWcmIEWcycuRljoEzfzSGnyVSnWT3steJ/cse+dZJwaqpmUVHR1333zoVZGFVc+lC7YJxWqHZfcX6S3trOyITfuku7dCtHFy58kS6uhq720YFheqeV1XBlN+8A/+dYGz4zqPw4wug1L8XsH5mPZWVlcrfdJWvU+Ct0FPHwkQ+5AGbdyknsvj1JdoVTE2Nc529P3/fH7ArG6s8NTUGRePq1ef7Dj41NS2loSGVsyAeb6OmZrbymKBBLt1KO1UgULeaEFKJ0f3kAhuE7PZrHdw3q1tE0dS0tPvjaqYQhoGODhj04+vZe3TMUL6D/wu//ikc9RtX5ZuPrXvcZLJX4YVZied1/kwhYxawEKI4MX4foI8Qoj/GWm8csBlYDZQDtwOVUsrGTMniBL/E15CsYOLxThoaeqgjDRQxbtwSX8vLpqalQG3KdiuJuEmSvX793zFvm24u7ooVxzr8Itmw4TnlL0EbYKqup8kYZuWcVVnWKpdHJig2ewjZ+wBxRow4KzSeCxOqa2bPqEjXCgZYsgSmToXmpbOMDd+9Bw67GPp/7Xms3eLMRnNML9a0XLWVz4Qy10Emrc7LgFZgFnBi4v8vA0YBLwNNwMdADPh1BuVwhN/UqtQKow5S6+zjVFUdk1RCrKpUsm5TpTpZ5amqOtZyHolJIKRTrtrUtJS2tk+TthUV9UeIfoa08ZaU4/2WxbqxblkZw0xyGOOjlWpZh92EUmVp29s5gQxU1m2FTraD1fo1kY4V3NYGl14K48fD0qVAWQ2c9AP4+XQt5atCmC4AJ0sy6DmsJcfWf2EhV63pM5mGdqWUUtj+XSml/JuU8ltSylIp5XAp5UlSypx89vymCenm6ba2rqKmpqeE2K5U7FwPLS1VjmMZJOLOxSdebhOV9ZvcEDT9BprmfDZufF55PWEZixdPSHBZ9JR526kTw25CaVfo6nZOoCrr9gO762TChDUMHToxqd2Q00c2yHnffhvGjoXrrjNSzc4/H5jxHRjlHr3P1LJddZ6wLdls+Idz4YPOBx9wzqBDlmO1opzzdFO/xKaVZ+cBUPmQ7Z2Vra3KKypOcp2D2wcjFqtLsX4N9DQEVVm3QXKiDTLvFmWnXRhNU9O7yjHXrLmLpqblaef1usllzs/tAxqmT1Zlybe2Viv3ddquQnOzoWwPPhg++QT22APefBP+9Cegb4vrsWH6Nt3GSuc8Yftf7f7ifMwzjrggLFD5IK0vk3MTzvtI5RW2dx7o5Isv5iClTFI0Gza8oFRMmzcvZMmSSTQ3f6SUtbh4Ow4+eJ3rfAx+XRUE1iCU3V/pxL2ggpevOBarA0xLUGV9mS6bL1x98X5T4lRyeRW6LFkygQMOqE6rTNgpq2bSpNbAYwL8+99wxhnw+efQpw/87ndw+eXQv7/3sWFbvZny04Y5rkrZmuPnE49Er7aA7XBasjoti/VI3U10UFc3j/r6ZN9qPN7MhAl1mB0xrO3gGxvfxEqLaUW/fjt5ntGJX1cnA8BP1ww3X3Ft7RycC1MMtLau8nR5+PEPO8k1evRLrpkV8XgLq1ef7zquVxm3XfHX1MwKVPptnmvt2gbOOAMOPdRQvsUjPqLr9LFc21cw4I89vlCnlvCmIrL6ULd2ZMIFkilECjgBryWrrq/UDVLGFNauO6F3PN7MuHFLGTp0YvfyfsKENRQXD/EkSHfi1/VK4dL1x+q0xOkhBXeHm8tDVx6vYKCVK0HF0wCwfv2TjvShXh8BleL309bKfq6XXirjO9/px333Qd++cM010Hnad2H40pT948SVaVqmItLxb3ot0Z0CYX6CV/mY+pZLRC6IBFSWy7p1T7gui725G+yQOFufPd11VYTeLS0ru5f3VkUgpXQsljC7Ppudl3ULQ3RT0HRa4tgVoRB92X77X7N27eOYTHHG9v4ceKCaLc5f5983KS5e4enDdrt3ZscR8xxGK6gj2bJlCW4FO+oPsl5bq1isjvtfGcllH3UgW7Zl7Du3seA/JwDQf+QHLH5xPHvtBZdd5b6aAP+ValYXRcqxC43/uLUj8jqXW+WbrqUaRjskr+uSi49AxrkgwkSm6ChVNIjWflkm/FS2+aVvTC5pVVfWFRUNYOzYd1iy5MAEBWH/hE85phzbSYaxY9/hs8/OU/pT/crtpuCdqBmLi7els3MTydVsRUpaSbU8qdSeQek4Y7E63nlnZ+w+e+s5DD//nRjPQ7z7I9LW9jmNjeczefKRrvMF72dn1aoZ/PerO7n56WOofPjPtH69Pf36tXDKaZfS98A/82TDMOpn1mfEhWBVwEHHd/Mzu43pxz+tI5ubUg9LjiDIBR1lwcDZckn27fqplgpK3+jm1ojH26iqOtZSCBIsncytRY4fub18wGaHC4NQp6ebREnJDqQ2MI2zadPCpLGXLJmkrDRUUXvareTFi7+r5XetqVE1Au05RyxWZ2kF1ZM5YroWrF2R7R09rFD5x6254itWvMwV//s0L93xBK1fb8/Ysf/h/vu/w3FH38ZPRsRpb89cilQYebVBXRImwnBvFJLv10SkgHFejqp8paNHv6gVVAlKReju1pCJgJX5e7B0MiPvWO1P3bz5dW25dXzAixaNw573W1Y2McX/KkRfyssnJY3d2PimMksE4mzenKys7R+C9vY6xzJrK4yyZBV6WkIlt4IyYRRxmF2RrXJ7dcSw7rt585v88Y//4KSTPuStt37BwIFfc8FF07j55kPYcccaAIoEnDTScyp5gyCugt7KDxH5gPFX7qpLUBO0hNZ6nHV5rwNVOpkd1jFNX3db2+fd7oiysom0tq7U6jLh9ZFxIgDq33+UdtDNzBKprb06ydVRVpasrFVKr6HhEUaNus7VFdGv3850dqr5EqwtoZzRc82dCz3Uc1y27N/ceONLLFp0GAAHHvg8F110JsOGfZV0XN8i2HtIfqVPZRNb87wjBewDQZjTdMeF84nF/pU0nt8gn5eF7RSlhzhffDGHkSMvc5yfF0+Dqr2PyV9hRTzeSVnZJFcOBL8BUefrZJC3my2MVDDnoG7jkzqmEH0xyqtNt0VntyxOQUe77zcehz/8YSE33riYtrZBDBmygXPOOY9DD/0rQkB7HF6sg9s+cxS722fpVzkFPQ7CCYRFSEakgH0gCEGN7rjwUcp448cvYeXKk1OYzIL2FfOK0nd1NTvOT6cBqfV3Y06pvlXoCPiRSPaWWeUzlWhT01IWL/4u1kwTHSsY1KsFXaXsVuhh/yh++ilMnRrjrbeOA2DSpCc577xz2Wabtd37mBavG4Iq0KBQBbd0ZSiiiLhiFeGUuxwUKnmyQTCUDiIfsCb8EtT4HRekMkijsiKDluq6WdQms5tqfvoFKXHWrLmTjRv/nfg7FUVFA5I4EuxIJyBq7V5sPdbuC9bti6dLj2nKMnr0iykBOHO+nZ1www2w777w1lv92GabOq6++pdceeWxbLPNWtrj8MxXMGUhobSFt9I3morX7CbsV3mnq8RUytdte5jId4s9soA1oUs5mM64KqtTZUUG5a61uwyS07tSA02mPPbyafuck6+NZPnyH+H0bTc4iGex554PKn93C4i6+dXdSI3slJs6fnyn0me7DNZuH6tWzVA+I6+8cj9XX/17FiXaEPz0p/9k2rRTGDx4c/d+OlavG9zSqNJVQk7HO7kkgljamXRv6HxwrPtk02qOFLAmMtFgUWVV19XNS3SRkA5WpKCi4mRXv6YOdKr4TE6KtrZqR/+rOvBk9ZGmjEpDw6OMGnW90i0QNHhZWzsHIUqUytuk3DTlNdLK4t3XWuXnDtINpLExOYOko6OExx6bzWOPXUJnJ+y8M9x7L/zoR0cARlfeTASY/BRiyCtkYBnCVFL5xNOQTas5ckFoQoc5zS/UVrWRf+qsIGV3a/Z04OaOMPN1J0xYQ2fnRtdUM2c5BRMm1DF8+Fmkfue7Evm34cA7+8Aubw+fsopvwuwy7Zcac+jQiRgFJTMoLZVcdFE7Dz10JZ2dJcyYAStWwI+UnQ/VCOqzzfdld4QeRBZwDqFWgkZBQlGR2poz4B3d94L9w2FPTzNdD+3tdSnHWi1/Z0UuqamZxZYty1CR8Tjn3/qHlzVvymu1fg3EFSuOOA0NjyJEn8Sx/rqBxGJ9ueKKXXnySUk8Lth1V7jvPpg0yfVwJYIGvQoJO9y0Q14HyTKNyALOILyCPaZVbViJJutZCeXlk7p/c2Lucmol5Of81v1SA4zzuivATItYRTZuEtsYbeKT0dDwaGK/w1J+i8ebQyFdB71CmvHjlyRZvybUK44u38HW2to5LF16EKedtpzHH78QkMycCcuWBVO+KhQqkY2bfL3dWo8s4AxCN9hjWF6mz7QjycdqcvPa+RCsfs10zm/upyr3NWG1AlVjfv31O6gpOU1Xw2spv5j8yGGk8Xm5gUzfrqFEVSXQrxGLfenpwnCSdf36embNGs0zz/wFgG9+82NmzZrBKac8GUqeuImwLUVdxa3DkuZGthM2h0U6KXH5hsgCzhD8UDrG42rydus+fnkl/LT4cXKFWMuck9PL4imcD86W+vOoK8nc84HDhPnRKCoqUZZAG8E7bxeGCu+/X86++5bwzDNn0qdPByeddBV33z2OPfZ4TytVMNtWrYqq0ulc5SXlWvwK6ZYR++WiaGhuCKV/Wz6sKLQsYCHEAIwuxnHg29LCIyiEuA84FThBSvl4RqTMMEwLadddb3dkCfMLP5SOqdZjsnIKkoGhIqcZN+5DrcwDdQm0ZMWKox3n5GSFfvDBWGWpr1daWViwfoiMNLVUOtDW1mpH63fEiBnK+7ZxI1x0ETz00L4A7LbbIi65ZCq77PJRYly0PjCZ8H/6TQ9zkqGysjJtWTJlmao6Ovt1Z+SD71mbjlIIcRpwH3CRlPLWxLbrMLoeny2l/EvGpEwgU3SUBt3g3QwcuCctLXo8CG7wQ+kYi9Xx7rvfwsqN60UZGeT8ABUVp2gF7txoFa3Qrciz5sra5fTTZigIgvAhe1FbPv00zJgB9fVQUhLnmmuKuOgiKM6QQ88trSyTOatO982OXC3/dSgkna5deUk5Gy/dmAmxlAiDjvJBYAUwWwgxSAhxAYbyvSIbyjdTSLaQjAaaZqPIoPDjMlAHhtSUkTpBNZOBzO7WALTT19xoFe1y6lbk2WU35QzSLUIXTnnWOgE1VSeUhgY45hg48khD+R58MNx//wdccknmlC+4L+UzHcRyoonMRGt4E2Fy89bPrFc25dzUsSkt+sywoK2ApcFAMgsYBvwTuAX4s5Ty6gzJlhWoU5jiabUp9+MyaGx8HbuP1IkyUqcvWm3tnAQDmToo5sTra1fsKt+0HX75ka2y9zClpZZg+4FKsZt/u+VZu42XqrQf4IEHNrPXXvD3v0NpKfz5z7BwIey8c3rNNsNAOhy6XghTwVv9z17w64fV4RPOR8pLX0E4KeXzwBLgB8ATQFIHQyFEPyHEvUKIGiFEkxDiUyHEueGJGy7cEvjTaVPuVbRhVRJDh/Zw45rt6I1+ZUZal2mB6QTVevYx3APjxi1NsWJVxzo3I01V4qaM/gpRNiTJ3tS0LInjwh509AO77Na/3fKs3cazKu1163Zk1qx/MHVqGRs3wg9/CB9/DOecA0V5GsLWaRGULvl5UJjn9oJft0o+Klcd+Fo4CSGOBfZN/NkkUx3IxUA9RuJnDTAa+JcQokFK+WS6woYNrwT+qqpj6Nu3IlQfpbn07uioZ/Xq81i//h+YgSFziWz+v/nf+voH6Ox0ZipTzcd0Y3jxV6goNt1JxYOUXz+cJFdV1bEklyp3aNN7Wv3G1uKJ+voHGD58WtLfpu/W7ge2Er/bYSptKeH558/g7rtvpLl5KIMHf81ttw3hlFNAhLjqzoV/N5fKyuscYaXGFQq0v+FCiMMw+q88DTwOTBVC7GndR0rZLKW8XEr5mZQyLqVcCjwLHByizKHBi2+3tXVV6D5K69J7/fq/o4rKqzonr12rZiozoVo6t7RUebpCVP5Or8IGP9kLBtfxy0lytbamBlKdrGC7i8Fq4bp9cOwrB93CivHjl7DzzpI5cyS33HIPzc1DOeII+OSTIZx6arjKF3Lr380mdBSmn5ZC+ZDBEAZ009AOAOYDbwEnADsBRwHXAb9wOa4E+D5wU7qCZgJ63SdkaOTrTvSSyUi1PN04aK3Maalk4CWuUX8n5RSEa9gJBqObDu2gOi/YqnCthPGqlYIRRKX7bzvHcc9v6hVEVxfcfjv8/vfQ2grDhhm+3mOOCV/x+iHMKWQi9HQCamGyreUrPBWwEGIv4EXgU+AXiRzgaiHE/cCZQojvSSnfcjj8DqAJa+fCPIShiB4OXAmlC6cGkEaXhcOZPPkZ5XFOxOBh5gr3HBMe0bwpl4oLwg5VXrDdPZLshvHuFBKPdyp7yqm5hGHqVHj3XePv44+H226D7bbzPE0g+ClSsMN0TWQiAyGfKsqsVq71g2XyGkP+E657wVUBCyG+AfwLgzvvcCnl15af5wAnAzcA31McewswAfiB9NNXJwcwIv6tVFSczLp1T6Tkz9opGIPAzfo1Ls/LjqXFOkt+nX3sebeZoNhUyaWbT2qH3cVg9GczP2B6VnW/fjtx8MHrnPfogBtvhKuugvZ2GDEC7roLfvYz3+JmDWYlmJtlLK4SBa+crHDzW7sFD/PdWnZVwFLKL4GdHX5bAwxU/SaE+BNwCIbyXZ+mjBmF1cpStb4xka5l6Nyip1sSFi0aw377LdVS8m5FDLFYHR9//EtAsM8+T3f/budxyEYlWlCo3CN2qAor7EUUbt03liwxrN6lS42/Tz/dUMZlZWHOJDNoaG7w7O/ml0g9G8iEW8FtLvn+AQo9fVwIcTtGmtoUKaWz6ZEnsLNgOSnJdC1DYynujo6OBm0l70a0U1s7h6am9wC6S5DtGQNhNRS1IszKNl3CePs90SkBb2uDOXPg2us7IV4MZTXw8zO4b6f/cN9t3svaFP9tIqstHy1OFd1jLols8u365BqhKmAhxEjgXCAGfC56IhdvSCkPD/NcYcCLyNtP6aqX4nGyNu2lyPX18zyVo1t35h7OWwPt7XXU1MymqGiAFjeFnznZEaSLhBO8MlScrF9VUNF6fd55x7B6P/kEoAgO+BMc8nvo29I9jpd1mOk0rnQ6F9uRy+BduixqmZAn34J6oSpgKeUXQP548T2gS+StM46u4rErNnspcjze7os+Up0NkVxA0dDwSFK7Hh2ftl9l6vZRCAJVQM7Kb2EytA0fPp3Bg0d3y+wUVNxxx7lcdpkRWJMSdt8dVn3vYPiGemViWo5+shWc4DfjQRe6CtpuBYcxJxVMxWmObw2WWX83ke18ZOu5g8Ylwkae1vJkB7pE3uDMw+CH9hGSFVtqhwYS4zjzFbjltarHA4NgPJa0xY3Hwe+czHmp+BPs4+oQxHuN3wOZVDLuFFR87bUORo+GP/3JqF6bPTvh93VQvtATaQ9DGbiNYS3PNS20sDkW7OcPW8HZ6S0zoVjzgToyE+jVhOx+glBOFmFNzSzicUO5eS3t1WlVqeW+blawm5VndC9WcUCAquDDybrXpdK0z8vLwk7HReH0sWxpqerOHrHezx1u2oGGDa3wyo3w4TRjY8VShh53Mdde+6qvc2cL+ZDrm06TzkzCl08+gUJQzhmzgIUQ5wghFgkhYkKIB22/HSKE+EQI0SKEWJDwHecFVFaak0XYk1rWU0qssl7NMaurZycpto0bncjK49TXP6S0FN1Sx4xAn7NLxcrhYLCd9WPx4gmeFXVeVrAO+1sQq9p6bHHxkO62SAZXhsmfUaK0ths+3A/mrjCUb58YTLkMpo1nY3lqd45CgB8im94GK+OZinA+n5FJF8Qa4BpgnnWjEGI7jKq6y4FtgEUYxD55ARXjmNPyWlVYYVqvqWO+kVJOHI+3dCsVWNCtHIcPP4t4vFWpWNyIfrz6yNlLkJua3qOp6d20u2/o5BNbx43H21K6Iru5J+xuG7cPxPr1cOKJwN+eh6adYMd3YfpYmPQH6JNcEBK2hRRkvHygRMxH5IosKNvImAKWUs6XUj4D2NshHAmskFL+XUrZBlwJ7CuE2CNTsuhCZaW5vfDqzr5xNm9eqBhTYlfWKsWWjqVoQoeNzZopYbXagxRnjB79YjfrmrWBZ49LYIMt20TS0PBoCv2limrTfj1qamYrPxC1tXN48knYay947DGguAUOuwhO+x5sv1Ipd7oWkrxCsmDSglAsrnxwP2Qbfj9YW+M1yoUPeG9gmfmHlLJZCFGd2P6JfWchxDRgGsCwYcNCaZPijFsxy2bj8Q7eeedMDMWZbDkZv52CUWVtRzEtLbta5OwZ0w4jkv8Ka9ZUsmXLFiorn8KYql2GCyxHbQCuBq7AWEAEwa1Aj5KNx2OW89yqPKK52a1Fjeq69cjc3n4/ffvar0FX4hrOwpjT/Rhk+PezZs0h9MwteeyGhqeTZAdYv34bLrvsCN580/h7zJhNLP3+eNi2WimtdR7lJeVs6tjkMC9nlJeUU1lp3rdKz32DnMOKdGQ2ZfU63tzPz/j2sb3kE1cJykvKmX/QfB7fL7WD2ZSFU1zPF9b7r3PfsgHtlkSBTyDENcBOUspTEn/fD6yTUs6y7PMWcK+U8kG3sTLVkgic2wj16zeK1tYVKfsXF29LV1eTMjBktrEBqd2aqLKyku23f4C1ax9WjmXub7ZPCto2SdUCyThPfw444PNQ2h/ZZa6s/DbwWcqxxcXbcfDB6xzbBnmNLSU89BBceCFs3gyDBxuVbGecAX3mOAeSVH5Uv4Encwy/6Uxu53HLU3WyrnVSyoL6jd1k1RkzyPFe9yEsH3i209CcWhLlwgLeAgyxbRuC2pzMGpx8n+XlkzjggI9T9nfrm5aclaBLdrOBtWtTuSKs+1vTzOrq7qep6cOkUmP9efrLvPAez2uO9zJhwu4pyjQeb06Qs6szKNzG7tdvLtOnw7/+ZWz/yU8MDoedlYXzhQGVkjUVrF0xWVu+Q2aq2Zws2SKKXEmCgiBTucn5jlwo4BUYJD4ACCFKgV0S23MGHd+ntYjC9G96MZXp+1MfRlUGbd3fqjyljHUH0PwoTedMiXigUmuv62bwAZ9PdfXYFGUaj7dRVXWMcntNzWy2bFmaMnZXVwf33bcTd94JW7bANtsY+b0nnhg+ZaQbkgoMFmWuBNmLhEZHaTkpby/MP2i+0kp0454Iqkh7o/KFDCpgIURxYvw+QB8hRH8MZ97TwI1CiKOAF4D/BZZLKVP8v9mETk6wKo9VN5fYzXXQ1LQUeC5pm30Z71RkUVfnXbpshSlvVdXJrF37CCC1S67dxnOCQUL0ERs3fqVw10haW6tJ/fBINmx4joMPTuZx+vRTgzDnjTeMv3/1K7jjDqjIcbqnrvIIm7UrqNLKpLLL5NiFkNfrF5lMQ7sMaMWIspyY+P/LEgQ9RwF/wKC5PAA4LoNyhIJ081id8oiXLJnEihXHkVoo0aVID0t1HXg1mbTKYKZ5xWJ1CXeHNX85eGNMt/OYGSDWlDtrx+Wior7K7fF4S7c8nZ2Gb3fffQ3lW1EBTz1lNMh0Ur5hV055HefVOdjLMsx2zmohpXUVUl6vX2TMApZSXomRYqb67TUg52lnfmDPBa6pmUVb2+eOZDVWd4VTZZmZH2xXvsZ+ya6KzZtTuycb0ONesFrvnZ1bcEqJS5dEx3oeqw/cPm/d7bHYXKZOhUWLjPFPOgluvdVwPbjB78vqRdGYrmWXj0vsXMq0tRCqp4tezQWhC1UucEPDo6794kxFVFMzSxlkMoNPVuXr1nG4rKyne7IdXoUSdgt8w4bnUvYJg4jdep66unnU1yfPe82au9i48d+u18Pc3t4uue66EYwbJ1m0yAiuvfiikfXgpXyDIN+UgG73YCcUSsVcPn6YsolIAWvA6Jhh91N2YfaLcyPoaWh4VBnJX7nyhJQx3VwBbvSMfloPxeOddHV9nfS7WTwxevSLgcly7OdRNReFOCtWHO14Pcztn3yyH2eeuYgHH/w9HR2Cs84yWsEfnneEpplDPiumTBDjbK1kO17o1WQ8brC6EIzMATXJjWrpbid5lzJV0ba0VKF2PahdAW7BLlNWVUujVM5jlR+5J23OGmT0wwmceh41J0VXV2pak9EpuZq2tiIeeOCP/P3vvyUe78OOO67m8sv/yPTp97meO0IyTKXlt/OF0k+9MNVNEIQYxw292R0RKWAHWH2Zo0e/qCxegFTmLxXJu6qYQt2BOZgrwKs7hk5nic2bF9LWVo3Vp+yHvUzdldnIrliz5r8I8XJKoYUVb7wB554Lq1cblJG//S1cffW3GThw61e+psIMmsLl5G7wmyMcBo2kkwLVkSGTVr/uxyXbiFwQCqj5B5xoHpN9sDpkNm7uBHsfMy8OXa/sDB3O48mTJUOHTkwJMvrJ+nDKBzZ4MV52JM9paoJzzoGJEw3ly7CPiU/dn5sHC0pv3HpJWEz+X0iPe9gsinAjrimk5X2mSHiyTf6ui8gCVsDuM21oeAQ3mker1apT0GG6E8zc4IED96SlZRXQmeKC8LJCvbh7dbslq4KM5vdZJ0PC6TyrVs1IzK0H5ni1tXM54wz48ksoLobO710F378WipOvX6bakIddfaXbSsiqeIPCqzW9dexCX9anc53yvcIuUsA2mAUPbj5TA0XKogrdwgyr5drS0lMEaHVpYGukOXz4ND777Lxun6wuEboX1G6KngalQccFs/Ku07ZtIJfOGcfb/05sGL6IziNOgx2We44X5ssU5lh+rEmvVupe58mEQi30VUa+K1onRArYBqeCh1QEK91NPo/aqlZxSZiZAi0tK5V5s/Zj/ZYnuzXADDouGB8kK/HJM8/AL39TB1uGQ582mHIFTLgZ+qi7UecjrD5XFamLTvDLr7LIdFpZJqxM68fCb0DQLwpR+UKkgFMi/U4FD8XF29LZuSkwC5n1fB9//Eu2bFnmmlZmBsWs1q1pKZvWaBDuXhXsVrsXv0UQrF1rBNmefBJgOOz8JhxxGmz3aaDxst1R1w+s58/H9j5BoGpvb0LHv+rmLunN6PUK2O5jLSubSFvb6qSI/ciRl/Huu9/CbJiZTsdfsxNFavyzmBEjpnUr91WrZtDaulo5hmmN+ulp5wdhjGt+2Pbc8wlee217fvUr2LABSkuheeI5MP4vUBTcqst0UCWfWpjbz5mL5XYY5/Oi28yFgs51ILJXK2CrH3bNmjvZbrsjlT5Va/PMoLSN5vl6OlHYrezOJAvTq/AijNbvmUIsVseiReNYs6aI3/52HQsWfAeAQw+Fe++Fbz2UXrlzNpBLK9rLii/U5bbXNXVzU4irROirm3yoFuzVaWjJPlTpWKVlsIaZ293bxjshFqtj8eJxFv9yUVLZMSxIsjytbYWsTSitcumQ8OQC1dWzePrp/+HUU1ewYMF3KC1t57774JVX4JvfTG/sMC2WfEvPCpN0JhtzSLdc2g6zuaYTwvzwCPLDHdJrLWBVwYRTlZYdditYp2KsunoW7e111lG0qSTD8vVmAytXruXEE09myZIfAHDQQc9x4YXz+dWvHujex09AJpNWSjas3EwHn+wIer2CyJlPlrhf+aWiCjUX6LUK2CkLYeDAvdl//54OGO+/v09SmpiB5MabXrm6PfSPyTCpJL3cGZny9YaJri6Dm/fi35XSEfsBQ4eu47zzzmXKlCeIxWH3Pz3PqgvWAamKz82nGZRMPF9glzWbfk6n61pEEXFFoDnsj0U2VxLpVODlEr1WATv5WFtaqpI4FYYOnUhr6+qkfYXoS1nZJCC1Ek1l0Rqk5Ko0qzibNi1UbC8srFwJp50G77wDUMoPfvBXzj33fMrKDEL1IgGHD1vveLzq5XErMPDqqxYmdLIt8ikjQ0fhqJQvGNc2rOBjPvhXCwG9VgGPH79EyckgREmSVeq1/PeqROtR0KkQoi/l5ZNCnZcfmK6TXXe9PanAQxcdHQZR+lVXQXs7DBu2mfPOO4mDD06mu+xbBHvbuwCGiEy+7DrZFl5tg6xK2CvQZN3PSXln0q1hPac9xzkb2RdhFoQUQnFJr1XA4K9sWAWnSjRrxZp7wUVu/bim68Re4OEEq6975codmDoVliQuz2mnwfHH/4yiojdTjlvdBNM+hGkfhtvIMdfQUUj233VdEn67Z2RjqR2m8g2izP1a4fnko3ZCr1bAdivYb280p0o0q0JzI8PJpW9XVQrtldp21T93YeLQLqZfdR8fPPc7iJdA2eeUHX0J993zd+AN34qgEF4SJxSy7H4RtjUZ5NqF+aEuLykPbax00KsVsBeXgld2g5MFbXL91tc/kEJD6dSYEzawZMkk326AoPBbxhyL1bF9w2jOvGQeX3yxF4g47H87HHIpm/s1Z1zebKJQeQUyiXy4HmH62ucfND8ssdJClAfsQh1pzW5QwZqrm5yzW5IylndTz4ddzxUmVCl4hrzqjhzNzTB9ehUXnf82X3yxFzvt/AlHX/59+Mn5kCHlm8sKpbCVTZi0iplErqvCvJCvlJLpoFcrYDcfcJAuyE4WdSxWrwzWWY+Dl32dKx3oEAGZPMT/+tdGvvOdTh566BCEiHP88ddx/31jmDrxbcpLko8NU8GYSfnmv3wrmgiCXLRsryit6L6Gbthauw47YcrCKXnxUezVLgg3H+yqVTNcsxtUcLKoa2pmsW7dE46uDiNNTb/jcrrQ6S/30Uc3ctVVJ/D880YHzF12Wc7FF5/K7rt/CEB7HE4aCbd91nNsJhWMU+6wPS2tkIN66aA3ztkLmWClCxu9WgE7ISjP7ubNryst6g0bnnd0dYwceVnC0u7s3t8gQ4+H0iZeBacPj6nUBn0+nP4vXsj6dTtTXNzOz4/7A2eedB0lJT00nZlOLfPC1rIczSfSn60NhcBKFylgBaqrZxGPJ/d/07GCy8om0tq6MiXI5kbv6EyG7p2VEDYa1nXAyw+zZflv2ALsscd7XHjxVKr6VXGYS7ZcvimLQmrymO/ygX/XUlHv9mz6QqSAFdi48QXsHYtVObvWQoZPP53Oli3LUFXEubk6PvhgrIs7IBgJehD84x/A3CporqBfvxamTr2Mo466jT594nyjCx7+AjbZeOrzvdopH63hXLpLdKztlEwDH4Wafp4HN1kynR9shxvXcaYRKWAbYrE64vGeyH5FxcnsueeDyn2TCxlW4KeHmglTOVdWHgE8lxgj/VZAuqivh7PPhvnzASrYcY9K5lx6Ot/aubp7nyKR6u/t7ZBXyLSXtdn+QOgomXRk8kMZ6baP23XNxEc/lx/qaK1gQ23tHOLxHt6GhoZHlVkJPdy+1p5uZiBNnc7lhJ4sCImdM0LKLhYv/m7omRFSwkMPwV57Gcp38GDgf87k8ut/kKR8Qd/f62SJBE16N+kOM9ElNx2Y8wzD9ZIP8wkTYRG3+9mezpi5Rq+2gO2FFj2pZ9a1tpGVYLeCvXrH+bGCrVkQqeO0095eF6or4ssvYfp0ePll4+/DD4e774ZvzLubM5cGH9fJqqmsrOS4Rce5Ln/9FD+4kcZkGlYLrH5mvbInXG+qBswEgrgDvIo08rUlUq9WwNZCi5EjL2Px4nFJ1q+JhoZHGTXq+m43gNX6dYIuz0OP0u/pHFxUNIADDqgBJO+9N4p4vC0UV0Q8bijaSy6BLVugvBxuuw1OPBGEyB7Jiwp+z5vJCLebf1L5oi/MrD83n9jW8hWFmhXTaxWwvdCiq6vZRphuRbI162b9hsUnoeqKnI4VvHo1nH46vP668fdRRxn8vTtY9LkfpZYPSzovqzmojG45x07IRcdfFduaE/JRiacr09ZQMt5rFbBV8cXjnYncWwCBPQMCSLJmnTong3+GM6dqvE2bFhKLVfvORbajqwtuvRUuvxza2mD77WHuXPjVr7SHSEG+ZD/oJNlbPyRuROSF2oPNSTZd5WTfx6txpgndVYebkk3Xag2SLZFvOde9UgGnciEkW7MVFaew555qDl8gqXOyCb+Wr+l/Hj36Jfr12yHFl2iwtCV3RfZrBW83czIb/nYDrNnf2DD6Ydb++ELOqS3hV/S+pasbEXmhd96wI+hHw40P2ApdZRZUyWYiXU93btlEr1TAblwIIGloeIRRo65ztDTD6NHm1cZI5xxObG3t7XD99bDh1lcg3heG/B/8dDrs9hIADRkiL3OydspLytk4eWNo58lGon9QBRYkoyEf3Dl+kc2PUz6vQNJFr1TAblwIBrqoqZntaAVbCyt0GnLaoWpj5HYOJ5hK3Mod8dFHBlH6Rx8B9IX97oRDfwf9m5KOzUS1mNOLsqkjtdmpHX4CgE6WbD7AyyddyFZ1PvqRvZDvH7deqYCtyk1VJgywYcNzKdtUqKmZRWPj68pUNSeomdF+4IsP2KrEjVzlvvzlL8uZN28H4nHYZReoPngyfMu9lMlJYfjOBEgTueryEBZ0XnQ/QTP72PlgBRZSpoFTnCLp2bW8Grn6iOS0EEMIUSmEaBNCbEn8W5VtGcaPX8KECWsoKuqftD0eb/EsfmhqWkpDw8OAc8GGHU5EP3CPLz5gqxL/6KMDOeOMJdx332GA5KKLYPlyPJWvG+x0kOa/+pn1efPCZcu6cSsMWDBpgS8qR9Pf7MdVUT+zPmN0nLm0EDMlu9u4+fYRyQcL+Bwp5X25FMBvdwgTK1Yca/lLXbChey54DbfOylaYSrylpYR7772JZ545GymLGDmyihtvfIGjj77YVQY3FMoyM4h17JQF4QW3eVdWVvoeD9LLe9aBjtWcjXuqm1UB/u9pPj2PQZEPCjjnCBJUa2paSlvbp0nb7AUbfs7V8//eir+2dg4ffDCFG2/8Cw0N36RPnw6OP/4PnHjiNcT7tLPNtZekEOfoIt8shDARJ9794vvNIc5WgDEs6KSMqebjRMbjZa06xRT8KEndzIpCMRJ0kA8K+DohxPXAKuD3UspK649CiGnANIBhw4YFtjjccatya3Ozm4XzG8W2Lt555xRglo9zbQCOB3pcEmvW3M+aNYcA26Qc3dRUzF/+8gNeftlI5P32txdzySVT2XXX5YCaKN0Lutc0nWuvUgLlJeWuvbnKS8q1Anh+0NDcQGVlpa8cYjc5NnVsSroufmTWuZ5Hvn2kcjyva6cLuwxh5OYGfU4e3+9xx9+sY7rJmM4zmhnd4g4hZe6S6oUQBwBVGNrnOOAOYIyUslq1/+677y5Xrcq6mzgJsVgdH398JE1N7yp/Ly7ejoMPXqc9nrUrswlrTrGZZXHcwio+fe8geP5O2DIC+rTxyxOu5OyTbqJPn+TyabMNvA50LULoCWyEGRyzB0uCJO4HOWcm5wB610heIdMKaOpeOz9juMmtew90C3WCWrLpsKVlm2mt+7xCLJZS7mffntMgnJTyPSllk5QyJqV8CHgL+Emu5DH7oDmxny1ZMonq6tmOyhegX7+dfJ3Ty/1RWzuHL774BJ74Mzz+T0P57vwWnDmGp0f9kUPf7OpuCDplIUxZqK98oWeJ6OfFzWTgZmtxgeheozDnlelrFPbyPhP3utCY5fLBBWGFxKgFzgnciiOM397A+EaoUVo6Rit/14oePuDUypy2tjoee6yZ225bwddfbwclzXDIbNh/LhTlLhfW6UUspLSxMOFmyYFaoeR7fmqhImiqX66QMwUshCgDDsBw83cCxwITgfNzIU9T01Lq6u4CZEomQk/ObQ9fr9/SY7/46iv4zW/WsWDBQwCM+e5rjDnxDB78ujbU86SjNMPIB7aXnLrBK0iTKyvZzZLLF94MFbL9EfDzvKRTiuwVXM2nD2IuXRAlwDXAOmA9cC7wCynlp65HZQgrV56IScJjbxuvTh3zR7quCynhvvtg773jLFgwmtLSzcyceRq33PRDjh1dm9IK3gqnhyhTpbthK7x0xtN9QYO+aGGTzecK1jb1qmuWbr6xaj+TWD/o/VURBgWFmd9uv29B8rPDQM4sYCnlOmB8rs5vRVPTUktXi2TmMYMb4gFl6XLYPds+/xymTYPXXgMo4qCDnueCC6YzbNgawLs1kI4SyoXFKxBIBcOcX6TrM7Rao36CekUUuZLNT1k4RWucMBFUCXnN2Yuwxuu6qVwAmaiaTNfd5ZSpku1VVL75gHMCw/pNhoqTN3UffwQ8TojH4amndmTePGhpge22g/PPn833vnc9wvKcqVoDZXPpFOThrCit4PH9Hk96kYO8PLqFBboy+il9Nos3MlGC7SWzn+V3NkqWg+YXp4tC8uv6Qa9XwLFYHS0tVSnbrcpVZf0GCbip8MkncNpp8Pbb3wbguOPg9tth2LDrgOu698sG+bRbWlTQlzssmXWsHrd0ujA+VJm4/mEqlUx2Cck0vFIDTReB+UHKF36MdNHrFXBt7RyEKLEp2SJGjDgzo+3gOzvhppvgyishFoNtt40xb14/fv5z9f5uy+8wuWyD5l/qItM+tky2BfKLKNMhfKiedzsK6br3egWspqaMs2lTcCIbVbNP69/LlsHUqfBhIl936lT45S8/4Kc/PTj4RCxw65KQaxSq1aJbpBIEW1NpbRBYu0yn83z4KerJF/R6BWy6EawVaUL0pbx8UuAx7fnE5t+rV1/HE0/cxvXXGxbwyJFw773wwx9CZWWncqwwXQ+Fqvx0XlCVVVREEV1XJFcJ5vql9Nv9OWg6VpB0K6eGo+nA7aOv4o1IZ5Wle2xDc4NjyXi2lXOvV8DgTBEZpAuxnWx9+PBpNDQ8QFXVftx443Rqa439zjkHrrsOBg1yHy+flGa2/G5O1qTfAhAV85mbKycb80tnfD/HBrGcw5q7VYm5jZlL637+QfOjlkT5gqB0lF5jSdnFkiWnMXfudfzjH+cSj/ehbIdVbD78NO7Y7i3uuDl/lpk6X/4gpOn5tNzzgpcFlg9J/Dr+/ly4NMIqONlagmu6iBQw7p2JdbtUGCQ9v2TLlmXdYy1ZMoEbb7yPNWt2paioi1//+nqOPfEqTl3a1k0XmS8PWyZeTPOlzAXLVCaguka5bu6oE5Sy7pvvMK/x1tByXgeRAsa5/9qqVTOoq7tbyxK+6p+78MNhrcSBtpbB3H33DTz33JkAjBq1nEsumcruuy/2pIsM48HLZ6sz3y2cfLByMwkVb2++Kbsg3BqFil6tgN0aaqoaZzpZwXvcNozb9mlFCPjg3cO55Za7WbduZ4qL2znxxGs4/vjrKSkxTF5VMYUVYVET5it0Xnprvme24bScVwXEIHG/bIEqp84b+aTErdc+3xRaphnx8uk+9GoF7MV+Zm+c6WQF/3i79TR9vQ0333krr756krFxxPt0HjGVBytW8MAPw+Wf3RpgKrowqqmcFF4YHBhBlIFT2yO3QF8+W6RecFNouVxRqLJgTOSLW6zXKmA3C9dPVkQsVsegT49i2p/nsmlTBX37tvKbUy7nqZ3+xOa4+ubnApnKAXZzKZjlo0e+fSSbFqaf8rO15MuqKg7tlV525PMH3I0C0rrNOmfriiJT9y9I/79so9cqYDcLVzcror4eTjqpnldf/QcAo0cv5OKLT2f7EZ8xqC7Zz5tr36IX30BQuGUOmOcMi/hkayBrtyogt9/tyHffuV02v/nOvRW9UgF7WbheXSqkhEcegQsugE2bxjJgQBPTp1/Cz352N0VFhi/W7ufNZwstn2ULG7n+EOpAZQk73aN03BWZtKrzRanmO4lPr1TAXhaumRURi9Xx3nujiMfbKCoawOjRL/HllzB9Orz8snHcj38ML++xN38q+z/+9Eb6suW7pWNC98XP1tLZVFrg3IGifmZ9XryMOtekEJ6BTCHMdyDfr2OvVMC6beirq2cRj8cA6OqKc/31C7jppl+zZQuUl8Ott8JJJ8Hwm9tpaFafy69lFbTdT7a/9GFGpMOySL14aq3Q9SfnaxcOEzrnt2bI+GlKqcpxzsYH1W9hST77x73QKxWwDo1kLFbH2rWPAZKvvtqFG2+8j2XLJgNw5JEwdy7skIhr5YNVZT6gQZakYbKpFQp0fbBe18FUUvmsBHRly+Vy3asC0S3N0o/FnPR+WNIHc/XM90oFrIPq6ll0dUmeeuoi5s2bQyw2kPLyBq688jnOO+/0QGO6fckf3+9x12N1HrKwlEC2rDq3OYXJSRxBDzrXNpMpf07Q6eKRbjVgrp6rSAE7YPHiz7juurdYufJAAH74w0c4++wLGDHiG4A/BexllercfK+8WR14kV5nA3ZLxo88YVyDCOnBKbUrTjzpvjgp6lwiH+hY7YgUsA0dHXDNNU1ce+0COjv7MmzY/3HRRdM56KBKDjigxjc7GuTeTxgh8wjbOs+nrIwgiBN37bCSC+SLHFZECtiCxYsNcvTlywcD8LOf3cX06ZdQWtqElH1DbcBZ6AiicMJQKl78suDsvsgkwiqe0Ckp11Fq+eKuUV2XfFLKuUakgIG2Ntj2J7fTUjkDZDHb7VDNpZecztixld37hNWA0wuF8nDquAOsbGhBGMP8XguzJ5wKuqxhXoo6E6TlfuF2TXQzHnKJQni+s4Ver4Dfestoitmy6jwgDgfewvofXM5FX7d0v1h+iG6CKtApC6dk9EX2YwFmc/nrluaVbjaHX+jc53xXHtbyXr/XMF/dHjpypZvOmKu591oFvGULXHop3HGHUdnGdlVwxFTY+b2Uff2wc+XjC2pVLG4vpRk4SacVjl9kuglousjmiiRMJdDQ3KD8oLhdU5177Eepq87lNcegrH66LHa6x2cLvVIBv/YanHEG1NZCcTHMmgXXMBaKU9vPm8hnxeo3k8BPCx/Iz7lnC7lswZSP0C2ScILf6xmUgKlQLP9epYA3b4aZM+H++42/x46FefNgzBi45ipn5auLbKe55IOF6IYk+RLuld5Q5NGbYL2XmXgedfN2/XwI5BUy551MTGQuezrP8OyzsPfeCeXbJwaHzGbJT0sY+09RcAUMhYzoGqWPfPXV6sJJ/nTmVajP1VZvAa9bB+edB48nCs0mTIB3vjsGhn2SU7kKFdn2iWarIq6QlJofq1P3fmVz/mGtgHLZOSUsbLUKWEp44gk491xYvx4GDoRrrzXawRdfE77yDdP94PVQ+bXYw6jxz4W7w03mTJCz5yoFMJMBT92UtUJFoVq+JrZKBbxmDZx1luF2APjBD+Dee2HUqOBjelkI6T4ICyYtYPLkyd1KIEyCHLts+ZKknw4yYfX4DdxkgokrzPuSj6W3hbTSyAa2KgUspRFU++1vobERhgyBm2828nxFmu+JV8uYdFBRWuHYtsd6fgjnpcoUp0I+cE24IR0LtxCtxWx/ZHX63YU15taCrUYBf/45TJtmpJgB/PSncOedsNNO4Z4n7F5WflLJ8lm5+UGuertl4kUuLyl3bLmUDeSTgtK5d37vva6xkE/XwQ8KXgHH4wY37+zZ0NwM224Lt98Ov/61s9Ub1s0qxBueaXhdW78UlPmO+QfN90xnSufD6aWwCo2Q3O3ep2PY2PcvlGtS0Ap41SrDvfDWW8bfxx5rKN/tt3c/rlBvVtgIM8vA9O2pXhx7zqXb9dZ182wtHZK9kO7HKpM98DJ1D/w+k/ne980NBamAOzsN3+4VV0AsZnSmuPNO+MUvgo2Xq+VL2AEJvy9bkCwDKzLlF9W5FzqKKV+IjXK5PM6FSycTc9Xpvm1FITRfhRwrYCHENsD9wGHAemC2lPKvbscsX25QRi5ebPx96qmGMi4vDy5HNom+MxnMCfNlK7SlrQr5oHzBP1Wl3w9HoSibbKJQLOJcW8BzgXagAhgDvCCEWCalXKHaecOGfowbZ1jAI0fCPffAYYdlUVoXpGvlpBvM6c0v29YGv89RoSibCKnImQIWQpQCRwH7SCm3AG8KIZ4FfgPMUh2zYUNfAM4+G667DgYPzpa0aliVXrpWtD2Ykw8+TrePSjoKv9Ai1tHHLTwU2r3PNISUuclvFEKMBd6SUg60bJsJTJJS/syybRowDaBPn33H3XLLA4we3ZgRmaYsnOL424JJC9Iew22cLVu2MGjQIK1zFBqc5pbO9dY51uteBD23FUHvW1DZTJSXlDP/oPlpjeEFr7ml+74c+faRylWf09zCeD9NZPt9mzJlymIp5X727bl0QQwCvrZtawSS7Fop5T3APQC77baHPO+8sZmTyIUQXZs5yWWMitIKx3HyhZ0pE3CaW8UiZ9+l17XQOjYgwb2f+xD0vrnJny/lw15zS+f+AWycvNGXPOmez4p8ed9yqYC3AENs24YATU4HCJH/1UiZqAbaWpHO9QibPDzbyHcieh1k+3neGt+fXCrgT4FiIcS3pZSrE9v2BZQBuGwgjGjy1viQFCqCcNXmg783ymroPciZApZSNgsh5gNXCyFOx8iCOAI4KFcyRcpz60UhrUzyTZ4ImUOu09BmAPOAtcAG4CynFLQIEdJBpNQi5CNyqoCllBuBX+RShggRIkTIFXpNS6IIESJEyDdECjhChAgRcoRIAUeIECFCjhAp4AgRIkTIESIFHCFChAg5QqSAI0SIECFHiBRwhAgRIuQIkQKOECFChBwhUsARIkSIkCNECjhChAgRcoRIAUeIECFCjpCzjhhBIIRoAlblWo4MYTuMxqRbI6K5FSaiuYWHkVLKYfaNuWZD84tVqrYeWwOEEIuiuRUeorkVJvJlbpELIkKECBFyhEgBR4gQIUKOUGgK+J5cC5BBRHMrTERzK0zkxdwKKggXIUKECFsTCs0CjhAhQoStBpECjhAhQoQcIVLAESJEiJAjFJQCFkJ8WwjRJoR4NNeyhAkhxHFCiJVCiGYhRLUQ4vu5likMCCG+KYR4UQixSQhRL4S4QwhRaLnnAAghzhFCLBJCxIQQD9p+O0QI8YkQokUIsUAIMTJHYgaC09yEEAcKIV4VQmwUQqwTQvxdCDE8h6L6htt9s+zzv0IIKYQ4NMviFZYCBuYCH+RaiDAhhPgh8EfgVGAwMBGoyalQ4eEvwFpgODAGmATMyKVAaWANcA0wz7pRCLEdMB+4HNgGWAQ8kXXp0oNybkA5RrbAN4GRQBPwQFYlSx9OcwNACLELcDRQl02hTBSMNSKEOA7YDLwN7JpbaULFVcDVUsp3E39/lUthQsa3gDuklG1AvRDiZWDvHMsUCFLK+QBCiP2AnSw/HQmskFL+PfH7lcB6IcQeUspPsi5oADjNTUr5knU/IcQdwMLsSpceXO6bibnA7zCMhayjICxgIcQQ4GrgolzLEiaEEH2A/YBhQojPhBD/TSzTB+RatpDwJ+A4IcRAIcSOwOHAy7kVKXTsDSwz/5BSNgPVFOiHxgMTgRW5FiIsCCGOBmJSyhdzJUNBKGBgDnC/lPK/uRYkZFQAJcCvgO9jLNPHApflUKYw8TqGIvoa+C/G8vyZXAqUAQwCGm3bGjHcSVsNhBCjgf8FLs61LGFACDEYuBY4P5dy5L0CFkKMAQ4Fbs2xKJlAa+K/f5ZS1kkp1wO3AD/JoUyhQAhRhGHtzgdKMdinyjH83VsTtgBDbNuGYPhLtwoIIXYFXgLOl1K+kWt5QsKVwCNSytpcCpH3ChiYjBEE+FIIUQ/MBI4SQnyYS6HCgJRyE4ZlaC1H3FpKE7cBvoHhA45JKTdgBHAK/uNiwwpgX/MPIUQpsAtbyVI9kdHxGjBHSvlIruUJEYcA5yWyc+qBnYEnhRC/y6YQhaCA78F4oMck/t0FvAD8KHcihYoHgHOFENsLIcqBC4HncyxT2khY858DZwkhioUQZcDJwPKcChYQiTn0B/oAfYQQ/RMpdU8D+wghjkr8/r/A8kIJwIHz3BJ++/9gfETvyq2UweBy3w4B9qFHr6wBpmME5bIHKWVB/cNYOjyaazlCnE8JRgR2M1AP3A70z7VcIc1tDFAJbMIgv34SqMi1XAHnciXG6sT678rEb4cCn2C4lCqBb+Za3jDmBlyR+P8t1n+5ljes+2bbrxY4NNvyRWQ8ESJEiJAjFIILIkKECBG2SkQKOEKECBFyhEgBR4gQIUKOECngCBEiRMgRIgUcIUKECDlCpIAjRIgQIUeIFHCECBEi5AiRAo4QIUKEHCFSwBEiRIiQI0QKOEKvgRCirxCiPdF+RvVvfq5ljNC7UDAdMSJECAElwFTF9guB7wLPZVecCL0dERdEhF4NIcQNGCTjv5VS3pJreSL0LkQWcIReCSGEwGCeOxs4W0qZk55gEXo3Ih9whF6HRLeOezA6NJ9mVb5CiGOEEG8KIbYIIWpzJWOE3oHIAo7Qq5BohPoQcCxwopTyb7ZdNgF3YPTruzDL4kXoZYgUcIReAyFECfBX4OfAsTLRstwKKeWriX1/kV3pIvRGRAo4Qq+AEKIf8A+M7hVHSilfyLFIESJECjhCr8HDwE+BB4FyIcSJtt+flVJ+nXWpIvRqRAo4wlaPRMbD4Yk/T0n8syIODM6iSBEiAJECjtALII1k9yG5liNCBDsiBRwhggWJLImSxD+RaGkupZSx3EoWYWtEpIAjREjGb4AHLH+3Al8A38yJNBG2akSlyBEiRIiQI0SVcBEiRIiQI0QKOEKECBFyhEgBR4gQIUKOECngCBEiRMgRIgUcIUKECDlCpIAjRIgQIUeIFHCECBEi5Aj/D2qL6uTu2lYGAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "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)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\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(\"$x_2$\", fontsize=18, rotation=0)\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)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\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(\"$x_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot4\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**<그림 8-7. 투영할 부분 공간 선택하기> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 pca_best_projection_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 적절한 차원수 선택하기" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "mnist = fetch_openml('mnist_784', version=1, as_frame=False)\n", "mnist.target = mnist.target.astype(np.uint8)" ] }, { "cell_type": "code", "execution_count": 32, "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": 33, "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": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**<그림 8-8. 차원 수에 대한 함수로 나타낸 설명된 분산> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 explained_variance_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,4))\n", "plt.plot(cumsum, linewidth=3)\n", "plt.axis([0, 400, 0, 1])\n", "plt.xlabel(\"Dimensions\")\n", "plt.ylabel(\"Explained Variance\")\n", "plt.plot([d, d], [0, 0.95], \"k:\")\n", "plt.plot([0, d], [0.95, 0.95], \"k:\")\n", "plt.plot(d, 0.95, \"ko\")\n", "plt.annotate(\"Elbow\", xy=(65, 0.85), xytext=(70, 0.7),\n", " arrowprops=dict(arrowstyle=\"->\"), fontsize=16)\n", "plt.grid(True)\n", "save_fig(\"explained_variance_plot\")\n", "plt.show()" ] }, { "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": [ "0.9504334914295707" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(pca.explained_variance_ratio_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 압축을 위한 PCA" ] }, { "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": "markdown", "metadata": {}, "source": [ "**<그림 8-9. 분산의 95%가 유지된 MNIST 압축> 생성 코드**" ] }, { "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", " # n_rows = ceil(len(instances) / images_per_row) 와 동일합니다:\n", " n_rows = (len(instances) - 1) // images_per_row + 1\n", "\n", " # 필요하면 그리드 끝을 채우기 위해 빈 이미지를 추가합니다:\n", " n_empty = n_rows * images_per_row - len(instances)\n", " padded_instances = np.concatenate([instances, np.zeros((n_empty, size * size))], axis=0)\n", "\n", " # 배열의 크기를 바꾸어 28×28 이미지를 담은 그리드로 구성합니다:\n", " image_grid = padded_instances.reshape((n_rows, images_per_row, size, size))\n", "\n", " # 축 0(이미지 그리드의 수직축)과 2(이미지의 수직축)를 합치고 축 1과 3(두 수평축)을 합칩니다. \n", " # 먼저 transpose()를 사용해 결합하려는 축을 옆으로 이동한 다음 합칩니다:\n", " big_image = image_grid.transpose(0, 2, 1, 3).reshape(n_rows * size,\n", " images_per_row * size)\n", " # 하나의 큰 이미지를 얻었으므로 출력하면 됩니다:\n", " plt.imshow(big_image, cmap = mpl.cm.binary, **options)\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 mnist_compression_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 4))\n", "plt.subplot(121)\n", "plot_digits(X_train[::2100])\n", "plt.title(\"Original\", fontsize=16)\n", "plt.subplot(122)\n", "plot_digits(X_recovered[::2100])\n", "plt.title(\"Compressed\", 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": [ "## 랜덤 PCA" ] }, { "cell_type": "code", "execution_count": 43, "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": [ "## 점진적 PCA" ] }, { "cell_type": "code", "execution_count": 44, "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=\"\") # 책에는 없음\n", " inc_pca.partial_fit(X_batch)\n", "\n", "X_reduced = inc_pca.transform(X_train)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "압축이 잘 되었는지 확인해 보죠:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 47, "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": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 48, "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": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 49, "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": 50, "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 데이터가 디스크에 저장되었는지 확인하기 위해 `memmap()` 객체를 삭제합니다." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "del X_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음에 다른 프로그램에서 데이터를 로드하여 훈련에 사용합니다:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=525, n_components=154)" ] }, "execution_count": 52, "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": "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": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_components = 2\n", " PCA: 18.2 초\n", " IncrementalPCA: 107.4 초\n", " PCA: 5.4 초\n", "n_components = 10\n", " PCA: 26.8 초\n", " IncrementalPCA: 112.8 초\n", " PCA: 7.5 초\n", "n_components = 154\n", " PCA: 26.6 초\n", " IncrementalPCA: 163.0 초\n", " PCA: 13.5 초\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, svd_solver=\"full\")\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} 초\".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": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA and Randomized PCA time complexity ')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SmzLFlTqGDoUHH4TZs13yAJcsVqyA3Fz3N1HJA1LnMt6YKKikUL++q7YKVq8eTJ0a/X7z2kB27drF+eefz8CBA7nzzjuBg20ggZo1axa2bWPy5Mls3bqVFi1aAK7kUq5cOS655JLoAzTGJKXt2+H++2HwYGjSBL75Bk45xe+oDkraRnQ/9O0b3/rE8uXL88ILL9C/f39ycsL3ytK5c2e++eYbPvrooz+mffXVVyxYsICRI0fy+uuvs2LFClasWMHy5cuZMmUKu4Kv5TPGpLRPP4UWLVyV1f33u1JHMiUPsARyiC5dXKavVw9E3N/Bg2NbJDzhhBM4/vjj8238LleuHB9++CEvvvgijRo14rjjjuPll1+mUqVKTJo0iYsvvviPZStUqMAZZ5zBhAkTYhekMcY3O3ZA9+7QoQNkZMD06dCvH5TLr/Mnn6TVmOhZWVkaPKDUTz/9RNOmTX2KyF/F+diNSUWffw633OIaxHv2hCeeSEziEJFZqppV2PWsBGKMMT7LzoYePeCcc6BsWVfqeO655Cx1BLIEYowxPvriC9fWMWiQK3XMnQtt2vgdVWQsgRhjjA+ys+Hvf4ezz4bSpWHaNOjfP/lLHYEsgRhjTIJNnQrHHw+vvAL33ONKHadHNWCFvyyBGGNMguzcCf/4B5x1FpQsCV9+CQMGHH77QKqwBGKMMQnw1Veu1DFwINx1F8ybB23b+h1V0VgCSYDA7tyvvPLKP276W79+Pddccw0NGzbkxBNP5KKLLmLx4sV/rPf888+TkZHBtm3b/ArdGFNEO3e6hHHmme711KmuV4xULXUEsgQSqGZNdwdh8KNmzSJtNrA79zJlyjBo0CBUlcsvv5z27duzbNkyZs2axVNPPXXImB8jR47kpJNOYsyYMUU9MmOMD6ZNg5Yt4YUXXNXV/PnQrp3fUcWOJZBAASfviKZHoW3btixdupQvvviC0qVLc/vtt/8xr2XLlrT1yrTLli0jOzubJ5980rpsNybF7Nrlev8+80w3NMTUqS6JVKjgd2SxVaw6UyywP/f8tG8fenoh+nPPycnh448/5oILLmDBggX5dtk+atQorrnmGtq2bcvPP//Mhg0bqFGjRqHDNsYk1vTpcPPNsHQp3HEHPP10+iWOPFYCSYC87tyzsrLIzMwMOR5IsJEjR3LNNddQokQJOnXqxLvvvpuASI0x0dq1y12S264d5OS4GwRffDF9kwcUtxJIQSWFg4NXHa4I/bnntYEEatasGe+9917I5X/44QeWLFnyx7gh+/bto0GDBtxxxx1Rx2CMiZ+vv3aljiVLXJckzzwDFSv6HVX8WQnEJ2effTZ79+5l8ODBf0ybP38+06ZNY+TIkfTu3fuPLtvXrVvHunXrWBlqsBJjjG9273ajBLZtC/v3w2efuct0i0PyAEsghwrXxhCHtgcRYezYsXz66ac0bNiQZs2a8dBDD1GzZk1GjRrF5Zdffsjyl19+OaNGjYp5HMaY6Hz7rWsCHTAAbr/dXWF19tl+R5VYxasKqyDr18dls9nZ2SGn16pVi9GjRx82/Zdffjls2oABA2IelzGm8Hbvhscec4mjbl038NM55/gdlT8sgRhjTIRmzICbboKff4a//Q2efRYqVfI7Kv9YFZYxxhRgzx544AHX4eHu3TBliut+vTgnDygmJRBVRfK7wioNpdNIk8b46X//c6WORYugWzdX6qhc2e+okkPal0AyMjLYtGlTsTqhqiqbNm0iIyPD71CMSVl79sCDD7rBnXbuhMmT4dVXLXkESmgJRETuAG4CWgAjVfWmfJa9B3gQKA+8B3RX1b2F3WedOnVYs2YNGzdujCrmVJWRkUGdOnX8DsOYlPT993DjjfDTT9C1qxte9ogj/I4q+SS6Cmsd8CRwPhB23C0ROR/4J3C2t85Y4HFvWqGULl2aBg0aRBWsMaZ42bsXeveGfv2gVi2YNAnOP9/vqJJXQquwVHWMqo4DNhWw6I3AEFVdqKpbgCdwJRdjjImL77+H1q1d31U33wwLFljyKEiytoE0A+YFvJ4H1BCRo4IXFJFuIjJTRGYWt2oqY0zR7d0LvXrBaafBtm0wcSK8/rpVWUUiWRNIRSBwFKW854ddNKeqg1U1S1WzqlevnpDgjDHpYdYsyMqCf/8bbrjBlTouvNDvqFJHsiaQbCDwWoe85zt8iMUYk2b27oVHHoFTToHNm+Gjj2DoUKhSxe/IUkuyJpCFQMuA1y2BDapaUNuJMcbka/ZsV+ro2xeuu86VOi66yO+oUlNCE4iIlBKRDKAkUFJEMkQk1JVgbwG3ishxIlIFeAQYlrhIjTHpZt8+ePRROPlk2LQJPvwQhg2DI4/0O7LUlegSyCPAbtzluNd5zx8RkUwRyRaRTABVnQT0A74AVgErgX8lOFZjTJqYMwdOOgmefBK6dIGFC+Hii/2OKvVJOt2hnZWVpTNnzvQ7DGNMkti3z1VV/fvfUL26u5O8Y0e/o0o+IjJLVbMKu16x6AvLGFP8zJ3r+rCaNw+uv94NSFq1qs9BpZlkbUQ3xpio7N8Pjz/uqqw2bIAPPoC33rLkEQ9WAjHGpI1581ypY+5c19bxwguWOOLJSiDGmJS3fz/06eMuz/31Vxg7FoYPt+QRb1YCMcaktPnzXaljzhy49lp48UU46rBOj0w8WAnEGJOS9u93l+VmZcHatTBmDLzzjiWPRLISiDEm5SxY4MbrmD0brrnGlTqqVfM7quLHSiDGmJSRk+Pu62jdGlavhvffh5EjLXn4xUogxpiUsHCha+uYOROuvhpeeskSh9+sBGKMSWo5OfDUU67UsWIFvPsujBplySMZWAnEGJO0fvzRlTq+/x6uvBIGDnRdkpjkYCUQY0zSyclxQ8uecAIsXw7//S+MHm3JI9lYCcQYk1R++smVOr77Djp1gpdfhj/9ye+oTChWAjHGJIUDB6BfP1fqWLbMtXO8+64lj2RmJRBjjO8WLXKljv/9D664wpU6atTwOypTECuBGGN8c+AAPPsstGoFS5a4ezree8+SR6qwEogxxhc//ww33wzffguXXQavvAI1a/odlSmMQpdARKSGiFjJxRgTlQMHoH9/V+pYtAhGjHD9WFnySD0RJQIRKS0i/URkB7AWqO9Nf0ZEesQxPmNMGlm8GNq1g/vug/PPd/d5dO4MIn5HZqIRaUniX0BH4Dpgb8D074CbYhyTMSbNHDgA//kPtGzpLtN9+203ZoeVOlJbpG0g1wK3qOqXIpIbMH0B0Dj2YRlj0sWSJa6t4+uvoWNHePVV+POf/Y7KxEKkJZBawMoQ00thDfHGmBByc+H5512pY+FCNy75Bx9Y8kgnkZ78FwLtgBVB068CZsUyIGNM6lu61JU6pk+HSy5xpY5atfyOysRapCWQx4EXRaQXUBK4UkTeAP4JPBHpzkSkqoiMFZGdIrJSRDqHWa6siAwSkQ0isllEJohI7Uj3Y4zxR24u/N//wfHHww8/wJtvwvjxljzSVUQJRFUn4Eob5wG5uEb1RkBHVf20EPsbCOwDagBdgFdEpFmI5e4CTgOOx1WfbQFeLMR+jDEJtmwZnHUW3H23+7twIdxwg11hlc4ibr9Q1cnA5Gh3JCIVgE5Ac1XNBqaLyHjgelxJJlADYLKqbvDW/S8wINp9G2PiJzfXdbP+z39C6dLwxhtuuFlLHOkvmhsJM0SkfOAjwlUbAzmqujhg2jwgVAlkCHC6iNTytt8F+DhMPN1EZKaIzNy4cWNhDsUYU0S//AJnnw133glnnunGKr/pJksexUWkNxLWE5EPRGQ7sBPYEfSIREVge9C0bUClEMsuAVbjblrcDjQF+oTaqKoOVtUsVc2qboMFGJMQeaWOFi1gzhwYMgQ++gjq1PE7MpNIkVZhDQcygH8AGwCNYl/ZQOWgaZUJnYAGAmWBo3AJ6wFcCeSUKPZrjImh5cvhlltg6lR3N/lrr0Hdun5HZfwQaQI5AThJVX8qwr4WA6VEpJGqLvGmtcRdIhysFdBLVTcDiMiLQB8RqaaqvxchBmNMlHJzYdAgeOABKFkSXn/dJRKrriq+Im0DmQcUqX5IVXcCY3CJoIKInA5cCrwdYvHvgRtE5AgRKQ30ANZZ8jDGHytWwLnnwt//Dqef7to6br3VkkdxF2kC6Qb8S0QuFZGGIpIZ+CjE/noA5YDfgJFAd1VdKCJtRSQ7YLn7gD24tpCNwEXA5YXYjzEmBnJzXTfrzZvDzJkweDBMmmRVVsaJtAqrBO7ejbEc2v4h3uuSkWzEq5K6LMT0abhG9rzXm3BXXhljfLJypStlfPaZK30MGQKZhfm5aNJepAnkTVyp4UGib0Q3xqQAVVfSuO8+9/rVV+G226y6yhwu0gTSBGgVdA+HMSbNrFwJXbvCp5/COee4Uke9en5HZZJVpG0g3+HuDjfGpCFVdzluixYwY4Zr95gyxZKHyV+kJZBXgOdFpD/wA7A/cKaqzo51YMaYxFi1ylVRffKJu6t8yBCoX9/vqEwqiDSBjPT+Dg4xL+JGdGNM8lB1yaJnT3e11csvw9/+BiUK3cGRKa4iTSBWfWVMGlm92pU6Jk+G9u1h6FBoYP/lppAiSiCqGmo0QmNMilF1yaJnT8jJgZdegu7drdRhohM2gYjIFcAEVd3vPQ9LVcfEPDJjTEytWeNKHZMmuZ5zhw6Fo4/2OyqTyvIrgbwH1MTd//FePstZG4gxSUwVhg2De+6B/fvhxRehRw8rdZiiC5tAVLVEqOfGmNSxdi106wYTJ0K7dq7U0bCh31GZdBHpeCDtROSwZCMiJUWkXezDMsYUhaobj7xZM/jiCzdO+RdfWPIwsRVpyeILoGqI6VW8ecaYJLFuHXTs6EYGbNEC5s93IwZalZWJtUi/UnmdJgbLG/DJGOMzVXjrLVfq+Pxz+M9/4Msv4Zhj/I7MpKt8L+MVkfHeUwWGi8jegNklgebAN3GKzRgToXXr3E2AH37oxut44w1o1MjvqEy6K+g+kE3eXwG2ALsD5u0DpgOvxSEuY0wEVGH4cFdFtWcPDBjgnpe06yJNAuSbQFT1ZgARWQE8540qaIxJAr/+CrffDuPHQ5s2rtTRuLHfUZniJKI2EFV93JKHMclBFUaMcG0dn3wC/fvDV19Z8jCJF2lfWMaYJLB+vet6ZNw4OPVUd4Pgscf6HZUpruzCPmNSgCqMHOlKHR9/DM8+C9OnW/Iw/rIEYkyS27ABOnWCzp3dlVVz57rhZq2h3PjNEogxSUoVRo1ypY6JE+GZZ+Drr6FJE78jM8aJqA1ERG4IM0uBPcBSVZ0Ts6iMKeZ++821dYwZAyef7No6mjb1OypjDhVpI/pAoAxQGsj1ppXg4NC2pUVkDnCBqm6MbYjGFC+jR7vecnfsgKefhnvvhVJ2uYtJQpFWYV0FzAFOBzK8x+nALOBy4ATczYYD4hCjMcXCxo1w5ZVw9dVunI45c+DBBy15mOQVaQIZANylqt+qao73+BboCfRX1XnAvcBZ+W1ERKqKyFgR2SkiK0Wkcz7LthaRr0QkW0Q2iMhdkR6UManm3XfhuOPcTYFPPQXffONeG5PMIv1tUx/YFWL6Lm8ewHLgyAK2MxDXBUoNoBXwkYjMU9WFgQuJSDVgEnAPbjCrMkCdCGM1JmVs3Ah33OGqrU480bV1NG/ud1TGRCbSEsh3wAARqZk3wXv+HPA/b1IjYE24DYhIBaAT8KiqZqvqdGA8cH2IxXsCk1V1hKruVdUdqvpThLEakxLef99dYTV2LPTtCzNmWPIwqSXSBNIVqAWsEpEVXt9Yq7xpXb1lKgBP5rONxkCOqi4OmDYPaBZi2VOBzSLyjYj8JiITRCQz1EZFpJuIzBSRmRs3Wvu9SX6//w7XXAN//StkZsLs2fDww9bWYVJPRF9ZVV0iIs2B84C8e18XAVNUVb1lxhWwmYrA9qBp24BKIZatA7QGOgA/AP2AkbiG++DYBgODAbKyskKNWWJM0hgzxl2eu2ULPPGEayQvXdrvqIyJTsS/ebxEMdl7RCMbqBw0rTKwI8Syu4Gxqvo9gIg8DvwuIkeo6rYo92+MbzZtcm0do0bBCSfAlClw/PF+R2VM0UScQETkFOAc4E8EVX2p6p0RbGIxUEpEGqnqEm9aS2BhiGXnc+gIiFayMClr3DjX7frmzdCnD/zzn1bqMOkh0jvR78NVIy0F1hHFyV1Vd4rIGKCPiHTFXYV1KdAmxOJvAO+LyAu4BPMoMN1KHyaVbNrkBnd65x1o1cp1vW6lDpNOIi2B3AXcqaovFXF/PYChwG+40Q67q+pCEWkLfKyqFQFU9XMReRj4CCiPG/kw7D0jxiSbDz5wQ8xu2gS9e7tGcit1mHQTaQKpDEws6s5UdTNwWYjp03CN7IHTXgFeKeo+jUmkzZvhrrvcMLMtW8KkSa70YUw6ivQy3pHABfEMxJhUN2GCu69j1Cj417/gu+8seZj0FmkJZDXwuIicjmvg3h84U1WtDyxTbG3Z4kodb7/t2jgmTnRXWhmT7iJNIF1xl+G24fBGb8U6UTTF1IcfQrdurvv1Rx+FRx6BMmX8jsqYxIj0RsIG8Q7EmFSyZQvcfTe89Ra0aOESSevWfkdlTGLZiITGFNLEia7PqhEjXIlj5kxLHqZ4ClsC8e7BeMi7f+OF/DYS4Y2ExqS0rVvhnntcj7nNmrlLdbOy/I7KGP/kV4XVAjcCYd7zcOwucZP2Pv4YbrsN1q9393Q89hiULet3VMb4K2wCUdWzQj03pjjZtg169oShQ90AT+PGWanDmDzWBmJMGJMnu7aOYcPgoYdct+uWPIw5qDCdKV5N+M4U/xLjuIzxzbZtcO+9MGQING0K334LJ5/sd1TGJJ+ISiAi8iwwHDd87VZcP1aBD2PSwiefuFLHG2+4sTpmz7bkYUw4kZZAbgCuVdX34hmMMX7Zvh3uuw9eew2aNIFvvoFTTvE7KmOSW6RtICWAuXGMwxjfTJnibgYcMgTuvx/mzLHkYUwkIk0gg4Hr4hmIMYm2Y4frcv2886BcOfj6a+jXDzIy/I7MmNQQaRVWFaCziHQgdGeKdiOhSWojRkCvXrBqFWRmwrXXuoGeVq92VVd9+rgkYoyJXKQJ5DgOVmE1CZpnNxKapDZihOvwcNcu93rlSnj6aahZ05U6TjvN3/iMSVWRdqZoNxKalNWr18HkEah0aUsexhRFxPeBGJNqtm1zNwOuXBl6/po1iY3HmHSTX2eK44HrVHW79zwsu5HQJIvly93IgBMmwNSpkJMDJUpAbu7hy2ZmJjw8Y9JKfiWQTRxs37CbBU1SOnDADR2blzQWLHDTmzZ1fVh17OiSyu23H1qNVb489O3rT8zGpIv8OlO8OdRzY/yWne3u3ZgwAT76yI0GWLIktGsHAwa4pHHMMQeXP+MMVwoJvAqrb1/o0sW/YzAmHVgbiEkJa9YcLGV8/jns3QtVqsCFF7qEccEFcOSR4dfv0sUShjGxVpjOFM8CrgUygUNGfVbVs2MclynmcnNdP1R5SWPOHDe9YUPo0cMljTPOcFdSGWP8EVECEZGbgEHAWKA98AHQGGiA62QxIiJSFRgCnAf8jhvx8J18li8DzAMqqWqdSPdjUtPu3fDZZy5hfPghrFvnqp7atIFnnnFJo0kTEPE7UmMMRF4CuQ+4Q1VfF5EduBP/LyLyEpBdiP0NBPYBNYBWwEciMk9VF4ZZ/n5gI1CpEPswKWT9epcsJkxw7Rq7d0PFiq5KqmNHuOgiqFbN7yiNMaFEmkCOBj71nu8FKnrPXwKmAv8saAMiUgHoBDRX1Wxgund58PWh1heRBrj+t3oCr0UYp0lyqvDDDzB+vEsa333npmdmwq23uqRx5pk2XKwxqSDSBLKJg6WAtUBzXJ9YRwGR9iDUGMhR1cUB0+YBZ4ZZ/kXgYWB3fhsVkW5AN4BMu7A/Ke3dC19+eTBprFrlpp98Mjz5pEsaLVpY1ZQxqSbSBDIN127xAzAaeMHrWPEcYEqE26gIbA+ato0Q1VMicjlQUlXHikj7/DaqqoNxvQWTlZVl/XIlid9/h4kTXdKYPNldeluuHHToAI89Bhdf7PqiMsakrkgTyB1AXifXTwE5wOm4ZPJkhNvIBioHTasM7Aic4FV19QMuinC7JgmowqJFroQxfrwbBjY3F2rVgs6d4S9/gbPPth5vjUknBSYQESkFXAOMA1DVXOCZKPa1GCglIo1UdYk3rSUQ3IDeCDd07jRxdRplgCNEZD1wqqquiGLfJg7274fp0w8mjWXL3PQTToBHHnFJo3Vrq5oyJl0VmEBUNccbE/2jouxIVXeKyBigj4h0xV2FdSnQJmjRBUDdgNdtcI31rXFXZBkfbdkCkya5hDFpEmzd6hq8zz4b7r0XLrkE6tYtcDPGmDQQaRXWDOBEIEy/phHrAQwFfsM1zHdX1YUi0hb4WFUrqmoOsD5vBRHZDOSq6vqQWzRxt3TpwVLGtGmu/6nq1eHyy10DeIcO7tJbY0zxEmkCeQ14TkQygVnAzsCZqjo7ko2o6mbgshDTp3Hw0uDgeVMBu4kwgQ4ccG0YeUlj0SI3vXlzeOABlzROPtn1P2WMKb7yTSAiMhS4G8i7W3xAiMUUsFNJCgke3rVvX9deMXnywQ4KN22CUqWgfXvo3t0ljQYN/I7cGJNMCiqB3Ii7yc9OHWki1PCuN9zgnufmQtWq7u7vjh3h/PPhiCP8i9UYk9wKSiACoKpFbfswSSLU8K65uVC5sit9tGnjSh7GGFOQSE4VdnNeGsm7CzzYjh1uPA1jjIlUiQiWWS8iB/J7xD1KEzPh7v62XmCMMYUVSQmkG7A1znGYBMjNDX25rQ3vaoyJRiQJZIKq/hb3SEzcvfoqLFniGtEnT7bhXY0xRVNQArH2jzSxZg08+CCcey4MGmTdixhjiq6gNhA7zaQBVTcMbE6OK4VY8jDGxEK+JRBVjaSR3SS5995zl+g+9xwcfbTf0Rhj0oUliDS3eTPccQeceCLcdZff0Rhj0ondMpbm7r/fdUsyebLdIGiMiS0rgaSxzz6DoUNdEmnVyu9ojDHpxhJImtq1C/72NzjmGDeErDHGxJpVaqSpxx93IwR+/rkNI2uMiQ8rgaSh2bOhf3/o2hXOOsvvaIwx6coSSJrJyXGJo3p16NfP72iMMenMqrDSzH/+A3PmuHs/jjzS72iMMenMSiBpZOlS12B+2WVwxRV+R2OMSXeWQNKEqrvqqkwZeOkl667EGBN/VoWVJoYNc1dcDRoEtWv7HY0xpjiwEkgaWL8e7r0X2raF227zOxpjTHFhCSQN3HUX7NwJr70GJewTNcYkSEJPNyJSVUTGishOEVkpIp3DLHe/iCwQkR0islxE7k9knKlk/HgYPdo1nh97rN/RGGOKk0S3gQwE9gE1gFbARyIyT1UXBi0nwA3AfKAh8ImIrFbVUYkMNtlt3+7G+WjRwvV3ZYwxiZSwEoiIVAA6AY+qaraqTgfGA9cHL6uq/VR1tqrmqOrPwAfA6YmKNVU89BCsWwevv+6uvjLGmERKZBVWYyBHVRcHTJsHNMtvJRERoC0QXEop1r7+Gl5+2bV/nHyy39EYY4qjRCaQisD2oGnbgEoFrNcbF+cboWaKSDcRmSkiMzdu3FjkIFPB3r2uu5J69eCJJ/yOxhhTXCUygWQDlYOmVQZ2hFtBRO7AtYVcrKp7Qy2jqoNVNUtVs6pXrx6zYJPRiBFQvz5kZMCiRXDVVVCxot9RGWOKq0QmkMVAKRFpFDCtJWGqpkTkFuCfwDmquiYB8SW1ESOgWzdYufLgtIED3XRjjPFDwhKIqu4ExgB9RKSCiJwOXAq8HbysiHQB/g10UNVfEhVjMnv4YTdIVKBdu6BXL3/iMcaYRN921gMoB/wGjAS6q+pCEWkrItkByz0JHAV8LyLZ3mNQgmONq7zqqBIl3N+8koQqrF4NH38Mzz4LN9wArVvDqlWhtxNuujHGxJuoqt8xxExWVpbOnDnT7zAKlFcdFViiKFUKGjSA336DbdsOTq9dG5o3h2++gR0hWovq1YMVK+IesjEmjYnILFXNKux61pmiD3r1Orw6KifHlSZuvdUljObNoVkzqFrVzQ+VdMqXh759Exe3McYEsgTig8CG8ED79rmG8VC6dHF/e/VyiSYz0yWPvOnGGJNo1vVenAW2dWRmQrt24ZfNzMx/W126uOqq3Fz315KHMcVczZpu8J/gR82aCdm9lUDiKLjaafVq98jKgh9/tOooY0wRbdhQuOkxZgkkjkK1dQBs3AiDB1t1lDEmhJwcd8VMQY/s7IK3FWd2FVYclSjhLssNJuKqoYwxaeDAAXcyj+SEH0li2Buy043DlSiR/4mkEOd2uworyezY4boc2b378HkFtXUYY+IoN9eNwBarE36of/JQRKBSJdf/UKVKBx/16x/6OtQyoR4ZGb6PIGcJJEZGjDhYJVWrlvtc9+xx3azv23dwOWvrMKaQVF1dcKxO+Dt3Rr7vihUPP5nXqRP6hF7QSb98eZdE0oglkBgIbixfu9b9feABOP54a+swxYyq+/UUqxN+dnbk1THlyx9+Iq9ZExo1KvwJv0IF33/hF6hGjdAN5jVqJGT31gYSA/Xrh763w+4SNylj797YnvAPHIhsvxkZkVfZFLRMxYpQsmR836c0ZW0gCRJYVZWZCXfeGf7GQOunysTN/v2xPeHv3x/ZfsuUOfxkXqUK1K1b+JN+xYpQunRc3yYTX5ZACiG4qmrlSrj33vDLW2N5kqhZM3wxf/36xMSQk1PwCb0wJ/xIr9QpVSr0yfzPf47ul76NnWwCWAIphHD3dVSp4hrKU+LGwGQ4mSZaNDdb5ebG9oQf6ZU6JUqEPpFXrx7dCb9s2bRruDXJwxJIIYSrktq2Dd5+O0Uay2N952purnscOHDwEfg60nnx3EZ+Lrkk9Ak/0it1RA49gec9z8yM7oRfrpyd8E3KsARSCHXquK5IgmVmumSRlAkD3MlwyRJYvDj/5Ro0KPyJO9WtW+dO3LVqRdeAW7588l+pY0ycWAIphKZND08gCauqKqjqaf9+d8nX4sWHPn7++eB1xQVp29adDEuWPPgIfB3uebTzYrGNSLZfrVr4Y549O6qPwxhjCSRis2fDp59Chw7uvJzwqqr8qp6aNIFly1xDbZ4jj4Rjj4VzzoHGjQ8+WrUKv4+33oppyMaY9GYJJAIHDsDtt7t2zNGjXaN5QuTmwk8/wfTp+S/XogV06nRoojjqqMTEmAp8vtnKmHRlCSQCgwfD99+7y3hjkjzyq44aNw6mTXOPr7+GzZsL3t6770a+7+J4Mk3Xq8uM8ZndiV6ADRtcTdCJJ7oqrJhcIBPJRho3hjPOcO0SbdvCMceEXzaNPkNjTOLZnegxlnfHed5d5hdckKCrK997zyWOdC4RGGPSgl1/GELeHeeBXZT07u2mhxRuWMmSJUNPz0+nTqGTR7iEYonGGOMTSyAhhLrjfNcuOO+GMIki3BVSsRw1av16V1UV/LD6fWOMT4p9AhkxwvWmW6KE+zt0KMxYWRNFDntUz03MOMPGGJMKEppARKSqiIwVkZ0islJEOodZTkTkGRHZ5D2eEYl9C8TuKjXpcp2wYqWQq+7vLbcKNfEpUVh1lDEmhSS6EX0gsA+oAbQCPhKReaq6MGi5bsBlQEtAgSnAcmBQLIMpt83HEoVdOWWMSXEJK4GISAWgE/Coqmar6nRgPHB9iMVvBPqr6hpVXQv0B25KVKzGGGMKlsgqrMZAjqoG9ug3D2gWYtlm3ryClkNEuonITBGZuXHjxpgFGxPhOtmzqipjTBpIZAKpCGwPmrYNqBRm2W1By1UM1Q6iqoNVNUtVs6pXrx6zYAulRo3QV0gdOGBXThlj0lYi20CygcpB0yoDOyJYtjKQrX7fNp/Ogy4ZY0whJbIEshgoJSKNAqa1BIIb0PGmtYxguaLJ7+Y8KzkYY0y+EpZAVHUnMAboIyIVROR04FLg7RCLvwX0FJHaIlILuBcYFvOg7OY8Y4yJWqJvJOwBlAN+A0YC3VV1oYi0FZHsgOVeBSYAPwALgI+8acYYY5JEQu8DUdXNuPs7gqdPwzWc571W4AHvYYwxJgkV+65MjDHGRMcSiDHGmKhYAjHGGBOVtBqRUEQ2AisLXDC0asDvMQwnFdgxFw92zMVDUY65nqoW+k7stEogRSEiM6MZ0jGV2TEXD3bMxYMfx2xVWMYYY6JiCcQYY0xULIEcNNjvAHxgx1w82DEXDwk/ZmsDMcYYExUrgRhjjImKJRBjjDFRsQRijDEmKsU+gYhIVREZKyI7RWSliHT2O6ZQROQOb+jevSIyLGjeOSKySER2icgXIlIvYF5ZERkqIttFZL2I9EzEujE43rIiMsT7THaIyFwRuTCdj9nb/nAR+dXb/2IR6Zruxxywn0YiskdEhgdM6+x9B3aKyDgRqRowL9//3XitG6Njneoda7b3+Dklj1lVi/UD1638f3G9AZ+BGz63md9xhYjzClxPxq8AwwKmV/NivhLIAJ4FZgTMfwqYBhwJNAXWAxfEe90YHG8FoDdQH/dD5xLc6JX10/WYvX00A8p6z5t4+z8xnY85II5PvDiGB7wXO4B2uP/Pd4BRkfzvxnPdGB3rVKBrmM8/ZY7Z9xOjnw/cSWof0Dhg2tvA037Hlk/MT3JoAukGfBN0TLuBJt7rdcB5AfOfyPtixHPdOB37fKBTcTlm4FjgV+CqdD9m4BpgNO5HQ14C+TfwTsAyDb3/10oF/e/Ga90YHu9UQieQlDrm4l6F1RjIUdXFAdPm4bJxqmiGixn4Y+THZUAzETkS+HPgfA49vrisG5OjCiIiNXCf18J4xZ0sxywiL4vILmARLoFMjFfcyXDMIlIZ6AP0DJoVvO9leCdBCv7fjde6sfSUiPwuIl+LSPs4xx2XYy7uCaQisD1o2jZcxk4VFXExB8o7hooBr4PnxXPdmBKR0sAI4E1VXVTAvlP+mFW1h7fNtrhhoPcWsO9UP+YngCGquiZoekFx5/e/G691Y+VB4GigNu4GwAki0rCAfSfdMRf3BJINVA6aVhlXF5gq8juG7IDXwfPiuW7MiEgJXFF7H3BHBPtO+WMGUNUDqjodqAN0L2DfKXvMItIKOBf4T4jZBcWdX1zxWjcmVPV/qrpDVfeq6pvA18BFcYw7Lsdc3BPIYqCUiDQKmNYSV02SKhbiYgZARCrg6i8XquoWXBVIy4DlA48vLuvG5KjcNgUYAtQAOqnq/njGnQzHHEKpgH2k4zG3x10YsUpE1gP3AZ1EZHaIfR8NlMX93xb0vxuvdeNFAYlj3PE55lg2hKXiAxiFuzqhAnA6yXsVVincVTBP4X6RZ3jTqnsxd/KmPcOhV9g8DXyJu8KmCe5kkXeFTdzWjdExDwJmABWDpqflMQN/wjUmVwRKAucDO4G/pPExlwdqBjyeA97z9tsMV+3SFvf/OZxDryoK+78bz3VjcMxVvM8273+4i/c5N061Y/b9xOj3A6gKjPM+wFVAZ79jChNnb9yvlMBHb2/eubgG1924qzvqB6xXFhjqfTk2AD2DthuXdWNwvPW8Y9yDK17nPbqk8TFXx53It3r7/wG4Ld5x+3nMYb7nwwNed8b9X+4EPgCqBszL9383XuvG6HP+Hlc9tBX3I6lDKh6zdaZojDEmKsW9DcQYY0yULIEYY4yJiiUQY4wxUbEEYowxJiqWQIwxxkTFEogxxpioWAIxJoWISHsRURGp5ncsxlgCMcYYExVLIMYYY6JiCcSkLW/Y0JdF5N/euAu/ichzXg+/Ba17hYjMF5HdIrJZRL70xiRBRBqKyAfihn/dKSKzReSSoPVXiMhjIjJM3JC8q0XkahGpIiKjvGFMl4jIeQHr5FVPXSJuCN89IjJLRE4sINY2Xny7RGStiLzijbGRN7+diMzw9rlNRL4TkeaFf0eNOZQlEJPuugA5QBtcd/B3A1fnt4KI1MR1PPcmbojXdrgOLPNUBD4GOuB6MH0fGCMiTYI2dTfwHdAaN9rem7ihQicCrYCvgOEikhG03nO48SKygF+AD0WkfJhYW+CGgh3vxXKFt+2h3vxSuH6NpnvzTwGeBw7k9x4YEwnrC8ukLRGZihtf/LSAaVOAlaraNZ/1WgOzcJ0GroxwXzOAD1X1Se/1CuBbVb3We10R13nei6p6pzetPrAcOElVZ3qj0n0BXKeqIwLWWwPcp6qvByxTXVV/F5G3gP2qemtALK2AObhu8HOATUB7Vf0ykmMxJlJWAjHpbn7Q63W4btPzMw/4FFggIu+LSHcRqZ43U0QqiEg/EflRRLaISDautJAZbt+qmg3swvWwm2eD9zc4nm+D1vsBOC5MrCcC13nVU9leLF978xqq6mZgGDBZRD4SkZ4iEhynMVGxBGLS3f6g10oB33tVPQCc5z3mA7cCS0Qkb8Cd54ArgUeBM3FVRt8BZSLY9/6g1xQUTwFKAK97MeQ9WgKNgLne8dyMq7r6Cje2yM8icn4R9mkMYAnEmJDU+VZVHwdOwpVc8tpOzgDeUtX3VXU+roqpYQx3f2reE28EwObAT2GWnY0bFGhpiMfugOOZp6rPqGp73JgeN8YwXlNMlfI7AGOSjYicihtEaTKumukEoC7wo7fIYuByEfkAV6L4F250uVh5REQ24pLWY7jx4N8Js+wzwAwRGQS8imtnaQJ0VNW/iUgD4G+4Rva1wNHA8cArMYzXFFOWQIw53DbckJ//wA0/uhp4QlWHe/N74sZqnwZswV3VFMsE8k+gP3AsbqzqS1R1Z6gFVXW+iLQDnsSNZlgSd+XWWG+RXbihUt8FquES4ghc4jGmSOwqLGOSRPAVVv5GY0zBrA3EGGNMVKwKyxQ7ItIWdyNgSKpaMYHhGJOyrArLFDsiUg6oHW6+qi5NYDjGpCxLIMYYY6JibSDGGGOiYgnEGGNMVCyBGGOMiYolEGOMMVH5f99+9F+79ZJoAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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, svd_solver=\"full\")\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(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이번에는 특성의 개수를 달리하면서 2,000 샘플이 있는 데이터셋에서 성능을 비교해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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, svd_solver=\"full\")\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(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 커널 PCA" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 58, "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": "markdown", "metadata": {}, "source": [ "**<그림 8-10. 여러 가지 커널의 kPCA를 사용해 2D로 축소시킨 스위스 롤> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 kernel_pca_plot\n" ] }, { "data": { "image/png": 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OALFvkFJ2LmPRjsDSg1mAgHJdjyqDo4lwcHBwcDjg0PwRbpVStq3stjg4ODgcijhChIODg4ODg4ODg4NDuShLIhQHBwcHBwcHBwcHB4cSDjqfiFq1asmmTZtWahsKCwtJTy9XJLZDBufaJKYqXZ/Zs2dvl1LWrux27Anl6Qeq0jXfGw6W84CD51wO9PM4VPqAiuZA/9/3Nc71KZ2qdI0S9QMHnRDRtGlT/v7bnMdn/5KTk0OPHj0qtQ1VFefaJKYqXR8hRIXEvq4MytMPVKVrvjccLOcBB8+5HOjncaj0ARXNgf6/72uc61M6VekaJeoHHHMmBwcHBwcHBwcHB4dy4QgRDg4ODg4ODg4ODg7lwhEiHBwcHBwcHBwcHBzKhSNEOCiKCmDmb/DvbHDC/jo4HLRIKVk6ezZ/jhtH7tatld0cBweHSqMIyN/PxyxE5Yi0Yw0wBdi0f5rjsFccdI7VDnvA2LfhhbvB7YFIBGrUgRE/Q+NWld0yBweHCmT90qXc37Mn+Zs2gZRIoHnHjjwzaRIZ1auXqY5Na9bw2v3389eECaSkp3PhzTdzzQMP4PF6923jHRwcKogdwDCiyd4bA/cBzS3KFgN+oBog9uKYC4EHgaXAHcBXwNNAtuE4A4BpQJJ2zHOAl1FD1R3AO8AfQEvgZqCMYxQZRAkltUGk7sU5OJhxNBGHOgtnKgHCVwSFeVBcABtXwa2nOhoJB4eDiEgkwn09e5K3cWPJsy2Alf/8wwPdu5e6v9/n460nnuD8Zs2Y9MUXFO7ezY6NGxn95JMMvvzyfdx6BweHiiEM3APMB0LashIYCOQZyuWhBv1nAH2By4C5e3jMrcDlwGLteBKYBFxNVCvxKDAV8GnH9gPjgVeBDcBxwIvA78AHwMkojUUpyFeB2kBboCbIu0GG9vA8HMw4QsShzpevg784dp2UkLsDFvxVOW1ycHCocBZPn07Btm1x6wWw/r//WDVvnu2+kUiEm085hXefeAIpJULbTwDhYJDfx41j/YoV+6rpDg4OFcY/wG4gYlofBH41/L4HpRUIast64F7tszxMBS5ECQXGIWcQWAXM09ryhVbGSDHwLjAEyDVsD6FMse4goWmU/AQlCO3WyhcDb2vrHCoCR4g41Nmx1VrjIIQSJBwcHA5opJTs3rGDnZs3QyRia5CwedUq2zqmT5jAknnzQBMgjAggEg6zbP78UtuydcMGBl9+OadUq8bpdeow4oEH8BUXl7qfg4NDRbGZeAECIEBUQFgE/GdRzo8yQyorPwO3oTQRoIacbsN2AawlKqhYUQBMRGlQzGw21G3FUyjhwUgRMBKkDyJfQPgCCF8B8reEZ+JgjeMTURXZvQ3GvwrzfoXajeGce+DwrntWV1E+jB8NMydA3cZwwW3Q/Kjo9h7nwT+/K3Mm836PXgcdT4Lbn4bmbff8fBwcHCqFWb/8wgs33sj2DRvUinCYZOJnjwTQrH1723r+mToVX2Gh7QtDRiI0bG5lTx2lMD+f6zp3JnfrVsJhNSD4/JVXmPHzz7Q77jgys7M5s39/mrZ1+hoHh31HK6x9G1KAI7TvP2I9wy+BsmocJfAsyjzJiPHYYZSZkd0EhACOB5YA8VpUJeSkJWjDRpv1IYicC/yJcvQGIuNA3Amup613kTsh+DqEfwZxGHjvBvcejssOIhwhoqqxazPc2wEKcyHoh+UzYfZ4uHkUdC+n3XH+LhhwDOzaAv4icLnh14/gkY/gpPPh18/hq9dA+sHrgqA26yCBsITc7TD5G/jrV/jgT5jyI4wbAwi4oD9ccTskJVfo6Ts4OFQMS+fM4aFzziEYCMSsl0Aq0Ve5EILjL7iAes2a2dZVp2FDklNSCPvMAwJFUkoKrQ1CSMDv57vRo/nxww/xJiVx/o03krdjB4W7d5cIEAARv5/V8+ezev583B4PY19/nXvfeIPUJk329LQdHBwS0hpog/JP0PsGD8rBWfeNMicolkS1ErmogXd6KcfxYT3w10lGCQgtgKOxFmy8wBNADvAYyhzJuK03kJngGJ20fc2kE/W/0CkE+SLIG0CY+h+5HYo7gNyh7SMg/AMkvQneqxIc/+DHESKqGmOfhYKdENJUe1IqAWDUrXDCxeAxRUAJ+GH0/fD758oE6bT/wXl3wM7N8NN7sGOjEkYAImFV1/MDYN1qePuRWA1Ekgv8kXgNZlEBXNcTioqi/hMjHoUp4+G939RxHRwcqgzhcJgHLQQIUHN/6dWr48vPJy0zk7733stFDzyQsL7T+vVjxIMPEvD5cBP7une53dz86KO8etllrJk3j4ZHHsm8VatY9d9/+IpU//Lv7NnUrFu35DdEfSpK2hUKEQ6FeOHmm3nohx/2+NwdHBzMbAF+QAkHbVBO1D8BE1BmRCcC16AG9gD1Ub4ToM0qGupaCpyFMmuqleCYySjtRqHFNgHcANwC/IvyWRAoU6eIdkyB0jK0RkVjWgR8ptUbBI4C3ijlvIcBPVDCh65ZSYNINrDLorwL5EQQ18euDjwPchtRoUsCRRC4HTyXgkgqpR0HL44QUZVY/y/8NTYqQBgJh2DTMmh0RHRdMABXHwZ526PPx+dD4NMh4M6AokJrf4eAD0YNjjdhQlIyQtDf7mHUM73L5B/hK4ZFf8OsKZCcDjOnQu16cFpfSE2kXnRwcNjXTB07lh0brVX5AmjYtCkvzpkTs/6fP/5g+L33smTuXGrWrcv/HnqIi264ASEE1WrUYOTEiTxw8cXs3LwZqQkntRs25IpbbuHnIUMI+nzISITl//3HZmKNIXyFhWxZtw5vcjJBv5rUcGE99+jxeinO39+x6x0cDlaWAA8RjcS0APgOFTr1apt9LkT5IQSw9kUoBh4HRqCEAN386VSUVgHUE34dMJpYDUIq0BAV8QmUj4LeW+iChPE4el2vAA9o7W+MMoMqBdEZ5FRgMDAbaA7ydsBOexABkRW/OjyeqABhKh9ZDO4OpbflIMURIqoCuzbDs2fBhv/Ab45OoBEOQropjvu7g5QAAdG3sS7A+wrsgxaEghC28KmPaDsYN7mJn4jQKSqAQdfDhs1KyPEmweDb4PPJcIS9fbWDg8O+5cOnbex6UY9zqKAgZt3CWbO48dRTSzQFm9au5fl77mHX9u3c8PDDALQ77jh+WL2aNUuX4nK5aNSyJUIIBnfpQsCgYTAOCYy4XC6ESWupd1dx61xOzA8Hh4rhVaJmO1L7HgBGoQbXGLZ9B3yJCrHaAliOEjysmIPSBIwhGjXpS+ASVBQngFtRWoMPtPq92rpsQz3tErTdbKrUQFvKgeiEChWrIb/AXkMSAs6CyHwIPAORBeDqiBJ8rAiCqFG+9hxkOD11VeD5vrBmPgSKsBytu73Q5kSoUT92/e+fxZfV38h203wuN9RprLQRZqwCNgjsRU0JrF4JxUUQCEBhAezeBTdc4OSYcHCoJDavWcOqhQtttycDR51ySsy61wcPjjE1AvAVFTH6uecIGCY2hBA0PfxwGrdqVSIQrDJpNNxYEwwGuWHIEI447jhcbjfC7cbtji/t8XhIy8hIcIYODg5lw4eKfgTR2cAIarA8jdg8C29ryybUAHs1UfMmK8Ko5G8+rW5dQPkCpf0ANRC5B5gJ/AJMR2knjKQSL0jobW2F8l2owPGEqI790PdciMyG4uMh/CXIxRD+FOQClOBhxAOuTuBqXHFtOwBxhIjKZstKJUBENGnfaErkckNSKrTqDAM/j9830Wyd+ZlLy4TUdEivBuuXW4dnKQ1p8d1KQ7FtC6xYYrHBwcFhXzP1m29wJegbMoHjr7giZt3SBQusC0vJVhuzKJ307OyY31lYaxdkJEKzI4/k3Rkz+C0/n8lFRVz9yCMkpaSQmp5OWmYm6dWqMWz8eMfPysFhj5CoxHHTUZGJ3KiXvZ05wQuoRG4FwLfEOhrr+9g9i7owYiZAvDNzElAXpYmwavMWU71+lAZjGnAlcCaxJlFlQEZA5qnPGHpirVlIBddj4L8NpU/V99PaI2qhBIlqQBq4OkDK2PK16SDEESIqm4KdStNgxKUtdZvAi/PgmT8gs2b8vqcPsK83gnr2XUDNuvDQh3DcmSpik0A9y/okoJ3WwtwmiE446OXTsdBURODr9+HdV5QDd1kJBODhQVCnOqR5oXdPsBvcODg4WCOlrTmQG8hLT6d1584x65u0amVdVSRCzbp1Ex7ujLvvJikt6gflQQ0XBNHuAsDl9bJu2TIAUlJT8SYlcf3jj/PpsmXcNWIED40Zw7jNmzmyq3XYxEXTpzP8f/9jyOWXM+3bb4lErFSnDgcKQogaQohvhBCFQog1QgjL8INCiPuEEAuFEPlCiFVCiPv2d1sPDAqAh1G+Cm+h/AdeBrpiP9QLoRLMrcd+gJ9oXyvcKKGhCGs/AjPbic2UbfQJlSityHyUT0QZkW+heqFaqCzVw6PWEcIDrknAYagplSwgDcRIoB1Im3CzcjOkbYKUbyD1b0idBSJx33go4AgRlUFxPgQ0qbpRO2vTH48Xul0GDaxf7gBceB80aQfC8DdKIGSQCJLT4K6R0L47TPteHUvXdniJCgB2Zkt60/SgCXpZ/VMQr+XzF8O7L8NzD0DvtjD65djt4TB8+Dac0hEOrwfN6sIRzeDYo+C1VyA3F0Ih+D0HenSDtWs5eDEOsw4dyjqA0Mp2EkL8LoQoEEJsEULcuT/beqBxYt++cb4HoN1pKSncNGwYScmxZgq3PPEEKWmxARFS0tK45JZbSE1LHCjh3AceoEf//nhTUkjNysLl8SA9HkKoLkNfvCkpNG7dOm7/OocdxpnXXsvJF1xAcoq5M1F8/Mwz3Ne7Nz+/+y6TP/2UZ6+8kkf79nUEiQOb11GjzLrAFcAbQogjLcoJlAdwdeB04DYhxGX7rZUHDKNQ0Zf8qFn7AGrw3QSoY7NPGCV81ME62VsYaw0GJJ55/AI4FhVi9V7tGHZkEA0hG8L6fegHPk1QhwH5IcqEajvqnHJRgtXL0TKiHYglIO+HyOXA9yCugdCX2J9XNohscPWA8GbwvQzB70HaCVOHBo4QsT9ZtxAeOAJuqAbXp8HtDWDVLLj2ZUjSXtS69kAGYdyzcEM9+OEFsHpZpqTBiLnwyFilleg3GIb/CW1PALdbG+B7Ycd6ZcLktQhDZtQqmJNJgjKpQltvju1oxKjVAPD7VPhZvw+euhvuvhp256ptt18Nj94Nf8+F9Vtg61ZYsxqWL4WQyVfD54PXXrY56MGALokdcsJEmQYQQohaqLSnbwE1UbH+ftmP7TzgqN+sGQOefZak1FTcHo8SKISgduPGPPXll1xwyy1x+xx78sk8//nnNGzWDJfLRUZWFtfdfz93Dx1a6vFcbjfXvvYaIzdtYnBODi8uX05xjRoxJlUer5faDRrQtU+fcp/Ptg0b+PDJJ/EXFSG1CRdfYSH//PYbs37+udz1OVQ+Qoh0VAigwVLKAinlNJRXb1zYHCnlMCnlHCllSEq5BBgHdNu/La7qBIG/idcOBFB+D09jPUuYAnQBaqA0FuYxgp0AAfEmDLoQUIwSZiJau34Bbiyl7R6ioV3tKCA+cZ0VjxGfpboQeFqZNkUWQOgD8DeG4DAIvQuBc8F/HASus2lDmkouJwugoAsUngu+QVB4BeS3At+3kHsW7GgDeddDeGUZ2nlw4ERn2l/k74AnuoLfEBEgdxM8fTI8NgNufAveuFblcihBwu4t8NkjKnLTjaPi63W74fjz1ALwxzew5h9wh9UzXrRbRXG69CEVEtYYSU3/jBh+G00os+rAs1/BL58pG+Ul/8IMm9TwbkNdVnz3CSz4Gwa+AOPHQqFPHSeJ6GSHPpbWPwGCQZj9t02lBypWMWnAXj18cGEYQLSTUhYA04QQ+gBikKn4PcAEKeXH2m8/KqagA1Cwaxf//fknmTViI4RcfNddHH/22fz+9ddIKel+wQU0stACAGzesIEdW7ZwXK9e/LRyJQG/H29SUow2w5efz9o5c8isU4f6Nhml07OzSe/YEYAx06fzzE03Meu333C5XPQ47zwGjRyZ0FfDjjkTJ+LxektCw5a0qbCQad9+S5czzyx3nQ6VTmsgJKVcalg3Dzg50U5C3ZQnoSYVrLbfgEpAQN26dcnJyamQxpaXgoKC/XxsiUq8ZhkXDeXofB0qH0PEsD4VNcDOQSWaa0PUtMiDerGbB+TGYxq/JxIABConRTIgKSjIJydnonaMTcDthv0T1TMGdesk6kdus69DvoESrCLAgxbb7ZpfG0RjiHwL8jKLgitA9gJ6ab+/A09bEjumJ2b/30N7hiNE7C+mjlGJ3sxICe/0h9Y97SMaBX3w2zuQVg2uGJbYoXrMwyr/g3EwX1wMXw6F3pfDxI8h5I+OY3WBwYhAmUi98B206wKdTlLrp0+E+TOgWBOE9GaEbeoxEg7DpnWwYxv4ArGmlno7gobvuizl8UCHjgkqPpg4ZDQR5RlAdAUWCCH+RGkhZgC3SinjbNz2dABxoHTWZnK3bGHnhg3K/0FKsho25NcJE/AaTJUadOkCwIqNG1lhcpCOhMOsW7mSwvx8hMvFlClTqNuwITXrxJo+5G/ZQu7GjWoiQUo8OTnUadkSt9fKhjrKJQ89xCUPPVTye96iRWU+N+N/EqxWjb5PPhlnuiSA7EocKJaFA/Xe2g9kEGsID2qEmyj9MCi7FBfwntVGKaUeYohjjz1W9ujRY68auafk5OSw/499P/GZpl2orNA9UO+XOSjFrh/lYHwSKu/CLKA2cBrK0dGH+ou2AudjrZEIE31n6QNzM7pzdgYq8ds64Blycm6jR4+XUGFkN2nHMe9j/K0fLwU1r3S/5RVQxe9EmXGZ13sgFNG0EXb7YvEaToPUReBqCrtrQcSQM8sYWj/GGswFSedD9lf27SyFyrmHyo8jROwvNizGdpC48T+VzC0uioABCfw0ApIz4ZLH7MttWW39gBQWwKV3QvU68PWrKpysywONWsDRPWDCx+r4wYAKAfvSz9DI5I9xfG/odyt8+AIQNnhMEhUkEmk/CwsgP089yEZ0wUHf33iZ3G647nr4/FNlHtXndKhXL8FBDmQOGfvu8gwgDkMZ1vZBve2GoYxj48wZ9nQAcaB01kYW5uTwxrXXEvRF1ftnDR/OxAcfZOTy5ZY+EWYGnHUWf06cGJPVOjUtjZc//5yeZ58NwOJff+Xr/v1j8kC4PB4adejAQ7NmVeAZxWL8T3xFRVxcvz5FebG3jNvjYeTff9OyfdXNSXMg3lv7iQKUR6uRLMA2y6AQ4jaUb8RJUkqbhEqHMjcCTxJNKpeEGnTr7mYCOEZbQJkdXU00MpJA+VU8ZShTF+WgPdxwnCCxpke611MidLMmPcqkbvq0hGiOCR094Zwk6iOhH8sHfENCIYJhKMHHEM1JJkNYr6+8uEFouSki/vhTtZzTjUBw6h4c68DD8YnYX7Q83n6bxwsF20uvI+iHsU8rx2w7ah5mv+3Hd+DYk+Gt6fBbCH4Lwof/wX1vwvit8Npk+HQJfLUiXoDQ6XUuJGt2k8KwuFAiaTLxd5Xua+FyKUHADn3coz+kHhf873/Q43i4/Ua4+3Zo0wxef9W+jgMCXVIyLmWJYnHQUJ4BRDHwjZRylpTSBzwBnCCEqLaP21ilGXXbbTEChM6uTZtYMXt2qftv37KF6b/9FiNAABQXFTFq2LCS3xNfeilGgACIhEJsXLSILVqkpX1NSloal95xR5wBYDow4zOLXDkOBwJLAY8QwviiaQ9YqquEEP1Rpo6nSCnX74f2HYC0AF4EzgE6AxcBL6EiFEmUFeg0okLDQJQGwKMtAjWgfwKVW+JF4DyUCdH5wC1Eczzos4VxU/AWJKOEki9ttltNeOiDCis/iQQ5ZKQfaAp8rB0zA5WD4kGQ1kEbYtopzfPqaeB9DEQShJdBxCa/lqUVmZ0zOxCYDzsGwNZTIW84RMxzagcOjhBR0fw7EbYsgUGN4I0LYIOW9OmEyyHFYqJVuEC6IBK0d1o23qDhIDxzlv3xT7zQer0Axr8Oz1wKdx8Pd3WB3G3R7cmpcMRx0LB5gpMDfvokPlFdhKj5pBdIQ02A6L9LokBp0kEKapLE6nzd2vZk4LC68MF7UFQE+flKk+H3weBBsMg+mVbVx000DnZQ+67P5hwSDtblGUDMxzpDySHL4ilTWGdjGhT0+ynavbvUOnZt347XxhzJmBcif8sWyzJur5fCHTsstyUiFAyyfsECdq5bV679Zn35JdmoIUEGKt+tJxRi3PPPU1CG83WoWkgpC4GxwJNCiHQhRDfUiPVDc1khxBXAM0AfKeWh47EaRwT4AbgD+B8wBFhhKlMTuAwlIJyHelp2oASAx4ERqIzRw4FlqBexG/WC1l/WhSj3tHGoyEY7gZ+A31GKYYiP+W5HGnAT0Bh7bUUiral5iJqGOncjPuB+kOmowcORqGtwJLANxAIQd1IyUafLJzFkgDgakieDqxeQBeJwSHoLku6F4CTIPwNbTUbI3JemQbrZvU+jcCxsOR4K3wPfr7D7Udh4FAQWgUxkylE1qXQhQghxmxDibyGEXwgxxrTtFCHEf0KIIiHEZCFEk0pqZtmY8QmMPA/8BbBrPcz7Fp7rCuvmqVCrQxdDXX3cJJQ50cnXQ7AwOpOvOyibA/YYn9NVs2FlbJbYEk6/HjymCAslvg8RKMpTvhmr5sNz/aJlVsyHKV/DuqUkxMpvw+isrS/65IYewEHXJOqaSg/Kp8tlqscYKeqIo2PD1+oEAvDZR4nbWaXR4+uGiGoljELEgdeRlIfyDCBQts/nCyE6CCG8wGBgmpTykB05jrz+etttMhKh1XHHlVpHk1atLHNJeLxeuhkiKB119tl4kuOdA2UkwmHlNCOa9cUX3FunDs9168YjrVvzXLdu7N68uUz77tq4EYEa8iQR7TYi4TDP3XBDudrhUGW4BfUW2IoyUbxZSrlICHGSEMIYE3QIanQ8SwvzXCCEeLMS2lvJfIISIgpQ74qVwPOoZHGJGAZsRg22i1ETV3+h3kH6CxuiAwWrQX0AZXr0NNEXdaJwjaBCy85C/c12ieL0d58V6ajpAuMxgtp6IxeBfJWoA3hYa+8X2rHRQrM+hRJCiB2rSAF0hKQJ4DkRUidB+m5I+w+8V0LRbVB4FoTNAptOJni7AskgsoBUSLsPIl7Y/SAUjoaIdjvLEOwaALKIEpPwcDGE1sLGDrCuNuRbBNCpwlS6EIFKqzgEeNe4UgvtOBY1aKiBil9mkba5ihCJwJf3KF8DHSkhUAjfaFEAahwGw5fCyO3w1N8wchvUa6XCqOo3tD57r2sXrQR94VJZrq1o2BJOukgJLTpW/3IoCIumwcaVcHt3uOV4GNYf/tcBHu6rfCOsOPNyFVpWrzfRJISxPzJXp59vEtFz1CNDuVCmTG43FFs4o4fDsGtXggMfCOhCgx6aynghD4koTWUaQEgpfwMeAsZrZVsSNfI9JNm60n4y1puURGpmab6pkJSUxEMvvhiTA8Lj9ZKRlcXNDz9csu6Uu+4iq25dvHr+BiFISkuj4+23c+tVV9G7fXsG3Xwz61avTni8NXPmMOa66yjKzcWfn0/Q52PVzJm8csYZpbYVoGlH6+AKEeD3b7+luLDQcrtD1UVKuVNK2VdKmS6lbCyl/ERbP1VKmWEo10xK6ZVSZhiWmyqv5fsbCUwEfiP+RRoEvk+w706UtsI8UA8SH88dooMQK0JETZeMs4VWgkQKSpuhbzud+CzRiXJQQFTAMM6k+oDrgdXauv9QIWytzKR9wKcgtb7BMxA834HoCRERna+TEiIzwX+B6fB+yO8Fgddt6tcJQNYnUGstZOdAzSVQ8AnkXg8Fz0HunbC5IWzpCZs7Q8TQV8WMn0IQ2QU774KicQmOV7WodCFCSjlWSvktSudm5AJgkZTyS80W+nGgvRCizX5uYtko3AFFNgPbVTNif2fWhKadID0bVswwhXXVEEDLzioiihX1EyShe+ADuOpxyKhuvz8o4eWNe+C/mUo7UZinEsX9/Qt88KTyX9i8Vn2GgrB1PbQ9Bi4YoKImGScxrDCHkLZsA2pyIAPV75RoKlzQpq11fgxIfF4HBAd6+/eOsg4gtHVvSCkbSimrSynPkVKWzxbmICO9mr07SLeLLy5zPRf178+b33/PiaedRssjjqDfTTfx3bx51Dss6leVXr06g+fN44yHH6ZZ1650PP98Oj/2GENeeYWfxo7l3/nz+fSdd+jTvj3LlyyxPdbEl1+O8+GIhEJsWbaM9WXISn/VsGFx8ykRYBeAy0WhyenaweHg4RfUrLoVEhXxyA4/5RvmlWaeZN7mAo4i+vJG+94Y6Gso1wM4kVhBwhiZxYwHpXzSHasDRE2AdwMXa9sWY51p29i+nYafp0CkDYTdpjGJHyIzIPwP+J6H/M6QdziEf4+tKo40SO4H7sOUD4S3I+Q9DeE1KqcEAIXK5yGYA8G5lAgkdpdZFsHOh2w2Vj2qcnSmI1FhHwFlAiGEWKGt/89YsErEhpYSuj4DQEH6YeR0M0Qz8KSAXZsaXwCZNk7XNRpCq82xQoYQ4E2FzUHYbFMnQDALznrEPmwsgNsDoTA0Oil+W1jAmJHqu57lWu8kmhwDN76gBAtI8DAYvmsPbEHdw8i5b7hlcWO5Ep4Zbl1/SipMmKDySKSlJQ57W2WJF5AKCgrJyflT+3UgnpPDvkRKiad+fcK5uXGGB0IIbnj77XLVd3yvXhzfq1fCMmnZ2Zz1yCOc9cgjSCnp3LgxPoOzdSgUoiA/n+ceeoh3vv7aso6da9ciLSYE3B4Puzdt4rCjjkrYhlZdutCkd2+WTpxYYgiYh5prrFW9OjXq1i3lTB0cDkTCqBx8dtppQdRPwYq6KPMf80y6G3uHaKv1xkhMRrwos6XmKIdtN3AKcC5KmNBxoVJ7TEIplVO1snqCKN2JWi97HCog31NEo0EZWQwMBdmcBAG9tOM0iP6MrNUEA4vrKb1QcD7IrViaX5mbKTIg9TFIuTu2XPGXxGmMdKuSshL8lwPFrLkqCxEZwDbTOsswkFUiNvS2FfBFH4iEyek2nB5/DIxu63kb9Lg1fp9Vf8OCr2HmWOs6jz4DLnse3hwAy2cqM6bj+sKANyGzhn1blsyCl+6NTWxnxXl3wJcj7Gf7wbo/SUkDdybs0JwuzVrJpGTodDJM+zUqxASAEOTcN5wezw/EEl29qLsKGI9t6F8iASgOQCQlFZKSIBAg6bHHSH7ggcTnW6XQ7TZBeZGr4WBOzhR69OhMtMdJ51DXWjhE+fevv9i8di0+lCWgbtUcBuo0a0ZKWhq/jBvH0IceYu3KlTRu0YJBzz5Ln3POKamjcPt2Zo0Zw9bFi2nUpQvHXHklSelmO2Nrdm7fzvatW+PWSymZnmDy5sjTT2fVjBlx2oigz0eTY46x2SuWO0eOpH/nzuwsLCQcCiGEICU1lfvfeCMmiV0wEGDcCy/w6zvvEAoE6HbJJVwyeDAZ2dllOo6DQ9WhgMTmrV4gQaAVXMCdKL90fTDuBaoD1VARm4yjW6sBu16PeVAbRs3y/4ISUtJQkZD6Ep/5Wq+jj7aMQw3wCwzbdDOEy1EuclsTtCcM8nltf91HwzxKTwVeAOFW/qCBm1SmattEdEUgg9j7bxiaSCpk/gHuoy3KuMsoMBglEmM7tAOFd8Zvq4JU5anOcseRrlSWT1MaByuKLVTt3w+BoSfDnG/s6yzYAY2OhKf/hI8K4eMiuOeLxAIEwOoFZRt3/vwONLdxjkzk7+QrguLcqG+E7seR5IaWbWHieli3OlYL4iVqaplqM2DRJX2j6aWOwfE84oaIRCXR270biosJPPUUofHjE5xsVUPvNFMM3/U/zajyPaRCvzqUwvwpU0oyN7uAOkAj1Fxg/ubNjPv4Y267/HKWLV6M3+dj2aJF3HrppfwyTtnYbl64kOdatuSXRx9l1nvv8cO99zL08MPJMzg4b9m8mYk//cRiCzOj/Ly8uLCwOjVq1bJtd4+bbiKjVi3cSdHBRVJ6OqcNHEhGzZplOvfGrVrx4bx5nDdgAC3ataP7eecx4rff6H7eeTHlnu3bly+eeootK1eyY/16fhwxgvu7dInLeO3gUPVJx36Y5kUlXmtcSh1NUXOvxsxobuARVMjW6qg529OBZ1FZq43O1rWBN1BubF5Te/RIg6Acm+cD1trI6LEnoQwRrfJDSFR41ku04+maCiuKtNem0Utapz3wLYhr1M/QOxD6WDumVf+VBrIBCQUIYztTX7cWIABSryAuU3WcUOGCtAsgqYd17MFIBGRZ2lL5VGUhYhHqTgBACJGOCoRc9rSn+5PMOvYmNXO/gXEPRTUD21fDD09rTtg2Iqs3BY41OPp4k5X5UVlo2CrWZ8DOd8HtgTOvhSST8KPngUmkTRMROFfbN6MapKZBmw7w7hSoXgu2bVL9izHalB7WtX596zvPqImwIqL5QEU0mYVoSppwYSHFAwcig6XFrK4q6E5pdtt0ieuQSUDnUArb167l319+ITMcphpqaJBKVPYOFxczdsCAGFMjAF9xMUPuuw+AL66/Ht/u3QSL1QsqUFhIwZYt/DhoEFJKHrzjDjo2bcqAfv04rWtXeh93HDu2R3PYvPPqqyCEZa91/Z13UpCfz4I5c+K0FWnZ2Qz+5x9633UX9dq0oUW3bvR//33Oe+opy3ONRCL8+PbbTBo1itxNm0rW12/ShPtHjuTjBQsY+s03tNMycussnz2bRVOmECiOvoBDgQA71q9n0nvvJbq8Dg5VjCDqyT6N+Jl9L3A70JrS3xFvoQbt+gs9hDLyGIPKJfExyufidpSB4DaiL243UcPBHkQjoUA0HrvRJ0FPBmfHU8BtqLlgq3d1WNuWjwo1GyH+3LVQj8Jw3sI4yMkCRoM4FSJrIDIPgq8Qjd5kpiF4nwDP2dg7laO1IxUy/oDk6+yLZT0F3nbK3KlEV0zs3ySSodqjUP0plb/C6IoSAUQ6uNI4EKh0cyYhhB4M1A24hRApqLv8G+B5IcSFKCO6R4H5Usr/bCurTNr2gaR08BXEbwvkw6SX4N9f4P6ZsOCn6CDfbGcHkJQK1RtC75v3rC1Hngj1msO6xSqkmFGAMEcQbXYk3Ps2PHu19XY7qtWE+16D/z0KS/6B2g2glSaZz5qsIiIY764I0Wd43XL7DNVlkAGkX51SkFh5I7xkCQV9+pAxcSLCU+m3dhlIFCLPGOvW4VBn07JlPNy5M/6iItxSkkH8nSOlJLO4mHTU69fI2hUrCBQWsmFOfGjoSCjEom+/5ZPu3flo9Gj8fj9+bdZ+wdy53HjFFXw1YQIA0yZNIiJlnPGANymJhXPm8MzAgXi9Xvx+P33OPZeX3n+flFSlWcusVYuLhg7loqFDE57rKw88gKdOHUYMHIgEarpc3PXAA1z8zDOlXqfls2YhTX5gHiBcVMS7t97KHx9/zB0ff0ztxqXN3jo4VBZLgc9QYVk9QAeUydIE1Ex5DeBS1Av1LtSgPwtlAnQasT1DABXO1SxohIAcVAjWmsCxWj2/En0J6wOTEPAY0BUlJBifL3120PjitntnrUUJLIk0grrgYh6EGAdJiWyFhKpfJoO/K8h5qIG8aVxWUkUSpP4M7nbgXgSB94jVRriALPCcqsokDwBXvQTHB1wZUHsm+CcrR2qRDLtfBLEteh7V3wBXNuR9CCQrG+2S83Orba5SLE6qCFVhhPII6l8bBFypfX9ESrkNuBAVmHgX0AWVQaRq4vbAvTlQpyUxD7FuqRLywbq58OVdsGtdbP4DfcbeJaB2U7hoCAyaCDvWQWAPVFpCwLDJUL12bDxkfdEP7fbAUd2hY4/ooL4spKTB7cOV5qVmXTjh9KgAEQzAPRcodYH5mMZxvTGkrRFP4kaENRNIISwUFlISnjqVwEsvlfFEKhs7AUIStQUtLY6uw6HA5w8/THF+PmFN02aY34pBChEXRR2gbsOGCLcbYRPVzJOczJsvv0yRSYsRCgb5Y8oUdmqJ5Ro0aqSOY1oiUjLu44/xFReTn5dHwO9n4vff88itFr5gCfhl7FjefP75krmMCLA9EuHVYcNY/Ouvpe5fq3Fj3IYJBP2bQOW2WDp9Oo+edBLh0CERRtnhgGMu8ApKgAD1lvsblehtKEqr8Dzqzn6DqNtoHkqbYDTpLUaZO9lpKgLAdlT+h49Rvg3G58L4Ag8CM7CfYdS1ESko7YYV0ynbIMOqjD5QSGRnDeABeSUELgZmgvCByAchox2mMS1TJAiFXSDwBbiPhLQPUL4iWUA6uFpD5t+Q8TmkDi5dgNARLkg5BTLvhYzboMEKqPs71P4eGm4F7xGw9gjY/QrI3aZzkpB2ls11qHpUeiullI9LKYVpeVzbNlFK2UZKmSql7CGlXF25rS2FeofDk0sgs3Z0UB6jBQjDlBHw+yux+STQyqakwN3jYOUsuK81DD4GbqwO4xLMwPmL4NthMLADPNQVJo9RA3hPkvKpMI8ZBOAWkFYNnvgBPF748IlSB++AMl06ogsM+QpOvcK6zNw/rB21zdY7xv5JT5SZBKRGIMNGjRdRwkOSR8sPY1kmQuChh5DLlpV+PlWWfKJDqEKizmMOhyqLJk+OiW4UwPqOcElJoUlQSE1L494nnsCbkkLr007DZdLSeVJS6Ny/P7tzcy2P7Xa7yddCqN56//0xuSVA5ZxI8nrxm5ym/T4f4z75BF9x2SdCXhs8mLBJkyCBreEwP7/ySqn7dzz1VNKrV8fldpe83GIiTYfDFO7axVxNs+LgUHX4D3gH6ye7EJWLU3929QhARjMeP8phWe8nviUqjJixy9FgHgcY60/ku+RCCRAnAOfblKlGYnMhHavz188pgZmEBMKtIPQviP+U4KCPwUpOy2WSQSRQBL5rIbIOki6CrPWQ8iykvAYZc8HdogxtLgUhIKkjpHQHVypsu0ELAWvlnxGBgo8h4jhWH5oIocya3F6biWapBIgkt8rTkJIJyRnKKbvfyzB+OMz8EkIBCPnV8tXDMG5IfFWhIAw+Cb58HNbMg2Uz4K0b4IWLIJhAZZiaAZ9shCO00LJ/jlPRC1zYP+Op6fDcOBj1FxyfIEFUopCyOi7TEmeX4Y9f5waSlLJGCPVphwiHCQ9PEEa2SmNMrqMTpmwOXw4HI/6CAgiFSuRwN+pusIro7gFaSYnb7cbldlOzdm0effFFLrz6anbt3MmFb79NrVatSMrIICk9HW9aGo27dqXPo49y6lln4fHGx1zPqlaNRk2aANCtZ0+eGTGCzGrVSM/IICk5mZN69ybNIqs1WvsK8sseC2PHNnNAvmg9n06ezISxNpHsNNweD89OnUrrrl1xuVyWXbC/qIjvhg5l+cyZZW6Xg8O+RaKEhESz7AuBVSgTpM3EZmfVvweIvit+x94+OKHDo6ldoByFbyK+x9F7IYFy3h6E/SCiR4Jt+nEFsdoQYy+XQHsYkRCKQGQ58GfsaRgtg0UtmzaEIfgZBCdBbiMoehCK7oLcuhCYmKDNQPFPsPVs2HIS5I2ASCnvaukH/z+llCmEcHwUvKqII0TsC9KyKXXmWIQgxQVXvwVXjYTha6Hr5fDXZ9bJ58Y+DmHTQzTzG9i0NNbkKRxU61+8VDljm3F7oNvF0chKoEKyQtS8yDiOEAJS0qHnJXBcn8TnBNChm42dBdE+wBiMyGxGFUZlqk5GaSaSUN9N9hseEX8YLyrIXIqUyB9/RJpmRqs+VsNCnQPFYdyhIpFSMrJXL8jNJR0115dKNDhiEiquihc1D7kcOBw4SgjO7NePeq1bM3rUKJpmZ9Omfn3aH3EEKf37c+24cZz3yivcnJPDzZMn401N5b7HHqNGzZq43eolKwEhBNffemtMCNXLrruOhVu3Mn7GDGavXctH48fT5eSTLU2lqtesSc3atUt+523ZwqbFi0vMssx0SZCzYndREfdddRVfvPNOwmtWu3Fjnps2jRtGjiTZInRtJBxmybRpPNmzJ9+Uwc/CwWHfs5s4u/0YdBPXF1DChh61yMpWWY/up2eTtvK9SzALF0cE6AR01OqMM2bUyuUDd2D/DktBmU3V1tqZSdSWO0lbrw8SYmyOEtSJmrgM6W0IWJ9eySXqgrUrcBAiWyDvPJC5IPO0ZTfk94XI9tji0g9Fn8DmLrCtL/jGg38a7H4AtnRT223xkDhBnn6MA8Pk0hEi9pSgD9bMgFFnwv1eeDANvhwAvjxlD9e5X+l1yDAcdwmccBXkbYG3r1BCgBWRCCz7I3bdgknWjtwAiyYph24jyWmQVRuuMmk1zhigBAl9QJ8MpAto2gquHASv/AoPjaZMWaKTkmHYF0pI0YUTY39j1e/F+GkQPY5ZU+EyTC4ISPdEf6dqzS4JBrVpE5E+fSwTXB2YOOZMhyIrfv+ddVqoVfMjk4wKAJmMEp5TgZXAGiArFOLrzz9n5h9/MG/2bAoLCggEAuzOzeW5xx5jyr//ctz119Ooc+eSY4VCIYp9PoLhcMnjGpSSZ4cMYfKkSTHtSkpK4vAjjqBWnToADHr2WdIyMkoEECEEqWlpDHn9dYQQFO3axcjTT+exJk14oWtXHqxTh5kffhh3vnc//TSpqalx63V8RUUMHzSIcLj06A89r72Wmg0b4jGElS1BSgJFRYx96il2rF9fal0ODvuOCCroZKKJIn0grWsarDQC+oB7gfbZgNjwiEYSaQSs3jXTgOeAc4iaQukmt0a2AIlMiduhHL2bAaNR/hj/oLQrPm0xno/elvIIPYnYhPX5pULEzv8wBIHPoz/DO2DLkbBrAARmEmOSJIsgtBQKP7NvgnBDxqXEhYGNIQlc1RNsrzo4QkR5CQfh2ztgcHV4rSss+QkiIQgWw98fwlu9Vbmzn1RmSnYIAa26K5Om5dNhSBeY+719ebc7XhNRo6Ha3wo9FLQH9S9XqwVXDoE3/oUa9WPLdugRjeJUMqiXcNTxsGAKvPUATPgAyvDiBuCE02D8SrhzKJz/P2jUSrXTm+B2E6hrcvYl0K0nJFvk3DCNBTwCsjyQ7oqfaxHhMMydC6bBT9XGqrPXKcPMhcNBx8Z58yi2yG8gUK9Y/YnU5xzbonK57kI5RRvL63dWUVERzw+JN4+87brrSvwijK/ugM/HYw8+mLCdLdu04ee5c7n42mtp1bYtvc85h08nTeK0vn0BeOfCC1k6eTIhvx9/fj7Fubl8dtNNrJg2Laaexi1a8MOiRVTLzraPDl9QwO6dpdsLe5OTeWbGDE679dYSjUSMeTTgcruZ5/hHOOwXtqOEBbOZyseoYJSJBsqJJpH0Ab2u7n8F5Xwdn+clGn4xQqyzslmrYESg9JyTgR8StAPU07W7lDJu1LTHCSjtRA2Uv4XRDMhKlbAXw1X91EJ/E++HkAqeS0FUwzJylPSD74vo77yHIbxWCQyWxyqEvGcgtAUiBcpU3EztEZDSFUSaWoyIVHDXA0/dMp9eZXIgxMGsWoy7G2a9p6ItmQn7YctiCBRCjSZwyavw89OwbSUgweVRAoc3FTzJcMZglYjukzuijtYC6/7CmwytusWu69Ufvh5CQvtGXZtZvBPOvdM6l8W7g2JNqPQJjwkfRn0cls2B6T/A4E/hm5Hw3VvK7+KUfnDF/ZBmSiResy5ccWf0d1EhDLXJVC1QmothH8Kp54PPB089AO+/CcFg1PnaBVTTghno+0kl71hSWIicOhXRpwxmWFUCSVT1Yg6j50Gpu/W42Uk4cwAHP7VatFDCtY2vkfkuaYKK71JaMp1tW7YgpSwxQSouLmaaRcZp/dW99N9/S21rk+bNGWZharRj9WpWT59O2JSkLlhUxKThw2lx4okx6xs1a0ajFi04vH17/ps3L64+t8dDRrVqpbYHID07m2tffJGkpCR+eOEFIqaoTMLlItnkKO7gULGEUFGV1hjWNUAlU9uBemL1nBDGd7lAJYI7BviZWNFef0cYTWD1kXIhYA7lrE87REzrPNo6gf04Qj+Wj9KTn4aBI0spY8dpwFeo66Wfo942tLYGiRsgCTeI5iBXYp8Bmvhw8mpncLWA1NEQ/huKH7VuWuB3CMyApC7g+4pSzYtDy2BjA4gIEOmQdS9kP0JJVE5XJjTMAf9CCC4DkqDoOwithtQ+kPU/WDkNcj+AlGMh5YjEx6tEHCGiPASKYNa7SuuQsFwhDD8Wti1VUmhaKtQ5HA7rAksnqzK7N8OIc9TgvdjwYOohkvWb3eVSEZRu/iQ2KdzuLbB7E3S7DH6PNwsAYh8YT5K9OdJK04u6RItoqMBXCDN+hHv6wOKZKioUwGfPw6+fQLe+qp2n9oNW7eOPkZYO1WziHkvgtAvhNC25XmoqPPMq+Avgy/diy3pAZJvGVHlY921SIocNI9KiBa5rrrE+dpUghHqZFBNVV6dhuAlQMyR6B1molamGI0gc3Bx+2mmkZGaSt3u35T9tNtTxo165pbkyN2/ZMsaHIVKK2V+T5s3L0Fpr8jZvxp2cTNDCR2nXmjUWeyhuf/xx7r3iipjkealpaVx1++0kWZkoJaD71Vfz86uvEjAJETISodPZZ5erLgeH8vEpsQIEwEbgfVR2aB19UK8LBscDehTE/1BO1Tr6gNr4TrfyHXAb1tkJAEZbYmMGah3j/ok0IimovBV7KpQ/CvyG6r2KtfryDe2Tpu+G43q+hmBvoiFvDVjJTyVIiCwDuRU8nUFqeRxEdHPJoQofhaQJlAyb7bpMiTZA0XaUeZA3FAhB9Sdjyya3UwtAxlnqM7QFVp4AgQGw6VFl9p5xGjT6AkTVs0hwRiDloWgHZbLN8+XBpoVqEBwogmARrJsHf4yCrUth6xLw7YZQEUT8kCRjIwkYzZBERIVfXTtbCRwBH7x+GdzdFIb0gOkfRkO2WE1OgNJidL/CXoiobop9bPdwBAOw8I+oAAFQ5Ie1K+Gzl+Dj4fC/E+C9p633b9E23idLb2efC2LL+v2wY3us+aUhi7YQhsWkBDEi/X7kLbcgZ82yL1SpSFSkDbMqV7dHM9q06n+0njXULgOnw8GC2+Oh9gknlGQNgegjk018HJX/UI7V+uxQKlCHWGEjJSWFp154IeY46enpdDruuLg+QqJMfh61ySxdFuofeWScFgLAnZTE4b172+7Xp29fHn3tNarXqkVScjKp6elcdccd3G1hilUahx1xBFe9+CLelBRSMjNJzcoiJSODgePGkZqZoANxcNhrFtqsX4byarIKq6o7GutchRpU6092MqoH6Eas4GGFUXORCOOMvxFpOJ7dfr2AkcDFpRwjEQ2AmcBg4FzgTuBolPCiJ2MzOlHqSwqIYvDMwtLsN9GlAdQ7VfMtlQ1j/bmNclloqfpMvRqkjT+D3bFkEeS9BLI0TQ6w/ioILFMHjxSALIaCCbD9hVJ3rQwcIaI8ZNZXM/pWSEB4ILWmEiLCgej6EBCOKIlSv8PMTsVJxAoSujDhQmk+vn8K3r0WProLZn8Hfh/4iqzL6zdyUiokp0OLY6H/S/bn1e8hVU7HTk4y+1/EaFKlEnL8RfDeEFi/In7/3K3xgo5EqfiE6cm77QqYWkpoNb1ZLs2c0YJiYGdREblXXEF4+3brQpVKEVE1sm7KFCQ6G2N2LNP/bC9RlZXjdH0ws3LqVKqhLIf16Ex6OIUw6m7RP49Ai6Pi9XIacA0qj21/1HBDAC1atOCMc86JO87r771HjRo18Gqz/BLwuN28MHIkZ5177h63PyUzk9MffZQkQ6Qkl8dDSlYWve69F4A5M2ZwQffutM7M5KTDD2eX5vNwUf/+TN+yhd/Xr+fvXbsY+OyzJc7b5aXPTTcxcv16Brz1FjePGcNbW7Zw1Cmn7PF5OTiUjUT98xyiQoPxxesCjjP8Pgx4EjgdFSXpbFQe3suJTipZkcjPzq68y/S7mnacQageyEgyytn6ecDCAqHcZKPMvD5A5SG+B0rSZ9q96/xAM3A1AdcgYjUh+mws9pdBZINopr4nnWx/KG9H9Zn1OLgNmlmrSVFLQhDZlagAhPOgaApx4WxlMex6K/G+lYRjzlQe3B444xn4fqDSLuiU3EACCrarH/pguZToZDF4Xcqpxl8Yv01KmPkZhNwQ8MfXqT8g+sR1enW4+hVodAS0OCbxcU+7HvJ2wKdPK0HAG4HisMpDYcTlVuo03WHT1gJCwrTv4bK7YldvWAPVGsdOiggg1QtbDBFS1q2GSeOVoGTGZX1cl5eYBHRSQi5RBW5o2TJ8tWvj6dGDGp99hrtuVXFa0m08rRJm+FGdtFXvp3f2+r3iSVDW4UCmQUFByZybPmdeAxXTpG3z5mRs2EDI78eLsqAG6ColIaJKTYCjUCLrkuXL2bF9OzVr1Yo5TsvWrZm7ahVjP/uMFUuX0q5DB/pefHG5TYesOHXQIOq2acOk558nf8sW2p5+Oqc99BBZ9eoxf/ZsLunVi2LNbGnl0qVsWLOGt196iRvuvhuXy0UNU1v3lMyaNenWrwyR8xwcKgwP9jkOtNntuIFCE+LNgrJRM/SgzHZeRQV11p2kE5kk6rOMpQVHkVrZHsClQGvT9m2oTNl6WIfeKOFiX3EpKtP1aKxNrVKBC1D6VsDzJER6QXgUUACuiyE8E3gH3AHtb/Bo9WhZblPHRH0VggkCsaRr/hKuNKj5JWw+RtVjdNtIhEgFV6KEfZAwNGxp+ScqCUeIKC8n3AyZdWH8A5C7Wqn/IxEIhVUK9Yg2wNYHysY8CLZ2eVr5jOpAEoQNQoTRPyIctnWwjKnHLeDYc+DYs7U6S0EIuOQBOP9u2LkJsuvAvzPh8Yu1gbyE9Cx4/CsYfJHSgFhFHCipz2WtselwPKzZFH/XuT3QLhpqkhVLVHhYsxCRYFJFhmMtMYpkrAWovimck8O2o46i7vr1iAoYHO09+gyU3cmFsVcYGsuHUDeKfXhMhwOPpT/8YNlJC6ApcMZ117Fr5UoWff65evSTk0EIZCQSF8TRi5orXCoEQQvzIoDMzEyuGTCgAs8gSvu+fWmvRWsyMvThh0sECJ1IJMKLTz7JdbfdhteUAG/V0qX89MUXBPx+smvUYMakSQT8fs658krOuvzyuPJ7gpSSSCSyx1oPBwfFfNTkTqKY/2GL7SuBj1A6RDMB4CmUM6A+HtB9HyT2gkIKyjk6rH3XB6zGMUWSVvdRNnX0Ay5EmeBWJzqtsa8QqGhT9wIzUBGu3kWZiKUDNwKPx+7i6qGW8BLw3w+hKSDqgPcWSL8BQh9AeKJyqPbeAu5W0X0jdhm+AemB4gmQ1AGSjgRvOwjOoySfQ0JBwg3ZTylrlUR4aoO3OQT+M23wQlbfxPtWEo4QsSekVYeCjermMT7DxgG/1ZjQaGpkJoLSBuj76rgx9C8SMuuogX4ipIRpH8CMb6DNSbB1NTQ/Bi54CBq2sd/PmwR1m6jvHU6GrzfBsn9UeNkW7ZXd0OtTYfDFsHqxOk5xwFqw6XlB/LreF8AHo5SPhp5ROzkVju6iFp0WhyttixmPWyWVCUePp74JwoUStxbBSYagKIGM4922jfwnniDraRvfjf1KKrHOb2YCRAN4loYeus+xUjwY+OWee5j12muW21yooIgdrryS7KZNOe7mm5mzfDm9n3mG1mefzetHWkdISQEaNW1KvQYN9qhN//30E9NeeomCrVtpc/bZdL/nHtJq2ARMKCML5861XB8Khdi6eTMNGzUqWffhiBE8f//9hIJBZCgUc6fPmz6dHz7+mLd//jkmOZ6OlJLpv/zChM8+w+12c/bVV9Ope/eYMoV5ebx+xx3kfPYZoWCQI7t1464336TJEVU3OopDVWUNMA7VL+uChN4/C6IvdisBI4wK0ToH5XytayXWoyI97bbYx416n+zG+n0iUKkp66F8LOoC76FyNOgJom7CXoDQSQIal1KmomlsOObNxPpHWBBZC4XHocyCJcjdEHgC5FpIHYFKimeBuw2ELWLbyWTY0gXwgvRBxo1Q+wfYdp7SdCR8PQvIfhyybi39NAEavg9rTomem0gHdw2o82TC3SoLR4jYE364N9acCaLawkQTDmUpY4VuwiOAK1+Ft67RtAE2xxCoPsiXD//8qNZv/A9mjIUnpsSaN0kJy2bCmgVQryW0Ozk6pe92Q5tjY+tv0BxGz4ZtG5Sj9V+/wMt3aY4JQmlLHhwFNU3O2gBJSdC8DVx+G/z0GXi9cP71cP19sWqERk2h15kw+SfwFUfDu4owpCaBNwO25YLLhWjRGhb/hydLKllGKPcKsQtbrY8XCDz7LPKJJxCeyn4EBKozt5sBiaBumLIKEo4QcaATCYf5ql8/lnz5pW0ZiZqHzGqsXqwNO3dmWWEhJ2imOtlNm7Jz+fK4fba53bz+wQd71K6cYcOY+MQTBIuK8AM/LlzIncOG0fr447ll4EBLP4uy0KRFC7Zv2RK3XkoZY8a0ecMGht13H34typP5yS0uLGTe9On8MWECJ51xRlxdT1x/PRO/+ILiwkKEEEz49FMuve027hg6tKTMg6efzvI5cwhquTkWTZvGnSecwJhly8g2ZN52cCidaURDgep+bKD65wyi+SLsJpDCqBwSEmXeFEKZLyXKhlyIvRO1G+UxdZN2fICHUR5W+SiToANF81bKO87/AvFJ+Yog+A4kPwYum2c540XY3ZfYQCcuCIZiTY0KR0E4F5LPAP8s7P/DZIikQ+5HIKtB9i0gSrnGacdByyWwYQpk9YO0kyD7KnAnyDtWiTijjdIo3gUb/oZCzSl34z+waX4Zdkww4PMmQ+crYtfZOv0YttVtC8ddBA9PgeMugMyaUVs+3UReL2vWiMiI8rUYc3e0bn8RPHwyDD4F3rkTnj4H7jgqqhFJRO2G0KAZXHAjfLMK7noZ7nkVvlsHp19hv5/LDfcPh8nr4ZdVcPMj0czWRl7/BK65BVI9secVDKiH+f2vYOxkWLMKXCokm9DkGOFSUWKtEGiDDykJvPsuMhxGbtmCtDHv2D94UZ26sSMqsWEjGtI1xpPdpi7nkT7QmfzUU/w3dixg7SXzN/A18IMQzJ4xw7KOs994A29aWolwLoVAJCVxz8SJdDRkqS4rvrw8Jj7+OMGiIgLAWGBOOMzWYJBpv//O//r147knnih3vQD3PvYYqaZcDS4hOKl3b4oLo6adOT/8gNA0DHZ3eVFBAVN//jlu/cIZM/hVEyBACQy+oiI+e+011i5bxu6tW3mhb192TJ9Ott8fdeWUkqDfz4+jRu3RuTkcyuTarI+gZtWNQoUdQZTwsAIlQCQyb9UxO0enorQXY4CBRAUInQygPgeOAFEGwn9incshBSJmUyEDyadC9njwHA+iOrg7QcAdm0cLlKNz0YeQ+3ysJYYeSCeoLwEI74TgEtgxCDb2g/wfoHCKFmjHBm8D8NSHRp9AzZurrAABzojDnkgYvr0ehtaGUV3h+Xrwcmt4u1viP78EYa8puPt36Pcmyv6mFPQ6klKh/7vqe/Nj4c6v4a3t8OAv4E2JNau3ap6+bdlf0XUfPwLLZinhwl8EvgLYuBTeuLEM52egZj3oOwDO6Q/ZFeMASXIy3PoAeN3xI6niQnh7GNx6ldJUWAhgqSnWarZ0oq5jgZtuoig9naImTSiqUQP/gw8iy5qVu8KpTtQtFuI79ABqxkiPc5vIucbhQEVKyZ8vv0zEcB/q/6gP+AxlfLAZ2CUlfXv0oH2LFhzZrBnr1q5lw3oVoKBF795cP20aR158MXXataPTdddxx6JFtO3RY4/atWHOHNyaD9F/xMYUAygqLOTl555j544yTECYOPnUU3nx3Xep26ABHo8HIQQSmJ6Tw7GNGjHiuecAFWpWz21hJ0J7k5KoYaExmPL99/hNfhegrnfON9/wWOfOzB8/Hhfqycsg+jQGfD5W2JhcOTjY0zDBtt2oCEsl01plQO/zrcx4jJNL5u0R1PujKvgA7idcbbEe3vrB1dR+v+ACCG2DzLeg9k6oNlb5QlgiKclarc/v6a6JxjI6oSLI/RLW9YO158DSw8A3r2zn418F20fDrq+rnIO1I0TYMekR+OddJTDoy85lEC62vmol4Uq1315TtB3dwdoNjDgRFoyFNn2iYVNLG/u5JPwzNn79kb2guinSUCLf6zRDLNTJH0DQ5LwcDsLM7yBcXpurfUDuDpXAzorN62FbvAmEjssFmSlKaEhBfVZHzf149E8pcfn9KidFYSGhV18l+NhjFX0W5SBDa1lDrF8sulZCs/O0pJRMmg5VGikl/t278aPmMbcBO1ECxDziB+/BQICNK1eyZvVqdmzfzgkdOrB5k/KZqt+xI5d8/jm3LlhA39Gjqdmy5R63K6NuXcJaVLa1WM9TJCcn87eNZqQ0zr30UmatXUutevWQUiKlpCA/H7/Px8tPPcUfkydzyrnnlghXdne/2+Ph3KuvjlufnpGBx8Lh2u12s3HRIgp27IiZQNCNTzxAcmoqh++B9sbhUMcu5KlA6RTbETU90sMqJkIYPnUbXx2zQ7XxCQkTDZN6iJB8H/HhaFPA0wdcjeLLR4pg2ymwrSvk/k99busFoqbSSJjRI2+if7ogkmA4rQezApAFEMmH0GZYfWrUMdsKKWH9fbDoCFh3J6y+DuY3gMKZ9vvsZxwhwo6/Xo5fpwv4xohLxm0uoqbrMqQG/hjK6n1AJAifDYAVU5QBv15fkhead4HGx1CiydD7gqAPJr8Oq/82HVfAcRfH9j+JTKPOuD36O2hjwiMj8eq7yqBxC7DyWfB4oGvPhBGipFTdcrJbdSXmGEiWwVCLigi+8goyVNkClLGHssNudiRA6WH8HKoqLpeLzCZNKCLqOhVBiY4rsP9nXSgBJD8/n1dMieQqgrpt21KnTRtcHo/tcCQQCJCWvueDlbmzZpGfmxu3vrioiA/eeIOaderw9DvvkJySQmpaGi5NM+JNTiY9K4v0rCyGf/YZDRrHO32e1q8fLotIS1JK0kMh/AazKSNJQpCclsbp11+/x+flcCgSQSWLSyf2TeNCCQCtiPqv6YGY9WSidhj7fF2Q0BPQGd8XxoGDFziWQ06IcB8Fad+BaIG6Bsng7Qepn1mXz7sfAn8ozYLMV5+BPyDvAaj5Dog0Sv4b/dLGXPIMSEow0WA36yGLlWmTHdvehq2vKGfuSKESPsK5sPzsWOHDtwo2vQSbXgbfavv69gGOEGFk4yz45BR4qQa4fPZXx010miolRTkgW6E7UptNFCXgD0CgMHYg7PXC7T/DSTeCJy3+xgsUwTtXwrzvo3Z4a/6BRRPi22dFg7Zw4SPR38eeFZ9ATgho3VX5bVQ2Xi88+iqkGOylvUmQUQ0GPgNHdbK89pEI+IJaN5sEble8wGBU+MZsCwSgoIDKRW+RblxpvhH0F44dlenf4bC3hJKtn71Exo/6HRIIBMiZlCDW+V5w3fjxNDzmGDokJ1vefX6fj769e3PDlVcSiZQmBMdTmJ9vGVUJIFdLPnfuFVcwefVqBr3wAvcPH86Py5czZvJkXv/uO6Zt3UpPzbl70ezZPHDVVVx10km8OWQIaVlZDB41iuTUVNIzM0nPzCQ1PZ2hX35J8w4dSLJxomrVpQsjZs4kay8jUDkcKmwD3kE5Tb+OGrwnEx0wJKEiLZ2ISuKmR+fTt5mTzhnRs9Lqz4gXOAmVy8EoUAjtux7U+eYKPL8DCM8pkLEMMrdBZh6kvqsJAxYUjSHeYT0ARW9CyilQdwakXwueNhDxxgfHkfkQ2IDtezmRdUjEKtIWENwI624BaWFdEPFBwZ/q+6aXYd4RsPZBWDsI5rWFza8nOGDFUtmhaaoOm/6Gj3souzWIThjoJug65vCrSKh7tHK2NvpKJKVBZi3IWxu7jyTBGE/A3K+1pG42RbYsgTfOh2bHw5VvwdPdwW8a9OqTGyWJkN1wQj+46R1l56PT/wVYNAWK8pRfRFKqEh5urUJOhOdfBYc1VT4QG9bCCb1gwH1QtwGM+hz6ngw7tquoUL5iAkHJ1kIVyKl+kpKJEqa0wDTnX706ZGXt23MqFR8qHraxZRlEXzA1iQ0RaKas2Q0dqiKF2oDZzOGoIYp5ztGYpkoIQZOmTfdJuzLr1eO2v/5ix8qVdPr4Y55+/nn8Ph9BzcxJSkk4FOLLjz/mj2nT+GvBAjIzyx5HvlPXriV1GUlNS+Psiy8u+V2rbl363XRTye8mLVrElP/5iy94+LrrCPh8RCIRFv39N5+/8QZfz53LhE2bmPHrr7jcbo4/9VRS09PJ69yZcUOGQHHU1tjl8VCveXOG/vGHrWDj4BCLH/gQ1X9noF7A+aiBRCrKGDEDlXU6HWWgGCR+UJGG6tsDEJOI1KvVeRRwNUo40e/NXFS8tvpamY2olJTZFX+aBxJCoIS1UpAWiW0BiEDhW5Bxu9JIyBBsOgt8fyqzJNAUPxIVfteyEUQLmqsvhLST49cXzobgFhL6Pkof+FbA2ofi279mIGSfBSlNbfavOJzeUSfnoagAoVOaz5MAWp8KV38L2YdBciYkpavwQG3Pgcados+/cbEjHICindD+nMTmRDIMK6fBsBMhqL34zAmP3UCNWnDRYHh3F9z+Ybx2oUYDGLkUrhsOp/SHK4bAmyugUdsEjawEOp8Eo76HH+fBIy8pAQKgYSOYsRzGfANDR8LURRQ89DyF7lTSDdoHkeAuj4l1kZZG0rBhJRFgKg/dcEUalnzUS6MB6mWSKBV61Y+yIYSoIYT4RghRKIRYI4S4vJTySUKIf4UQdj31QUP9du0s1zdADQt0dAHCOCeRmprKXffdt+8aB9Rs3pybBg/m340bSxydzWxcs4YH77mnXPVmZGbyxMsvk5qWVvLspqWn07JNGy6+5poy1REKhXjippvwFRWVaEP8Ph+7tm/nnaFDyaxWjd4XXUSv888nVTO9yqpdm0emTqVJp064vV7cXi/t+vThkd9/dwQIh3KwmHiDwwgqsl6+ti0X+AoVKelLrCeCkoDTgMNQoV0vRmWFvlr7vBEllBjvzWyiEZ9SgOYcDAJE4e7dTHjrLT588EFmfvcd4X1lauw9LkEjRke/Cw/U/wnqfq60EtIqgI4AkQoiGVJOhMNmQIqFoKCXtRJgdn1OYpPmMGScCDu/xvoekrDLwod2H+BoIgB2rYB1v+/hzhHIagid+8PcD8DlhezGcNrtMNgiLJc+oRBxxU+Ru7zK2TqzNlwzGt6/Xjk6y3D0RjX2G75c5VNhrFsAqdXgjrFwRK/Sm5+aAaffpJYDEZcLup9S8jP75sbkjh6Nf+Uy9A7d7YWQSVMpiQbPA3VZUz/6CO/55++HRifCmLHQTIioaJSnlUshdqZDktjwpcrwOmr8WxfoAIwXQsyTUlpk+gHgPtRE/L5OkVrptD75ZJbn5MSsk8AuonqoIODJzKTBkUcy759/8Hi9eNxuXnv7bbqecMJ+aWc4HCZilWhSa+8Xn3zCiHKGRr3yhhs4+phjmL9wIX3OPZczzj+fvv36kWxj4mVm9ZIlhCy0GcFAgJzvv+f+4cMt92t89NEMmT2b4rw8XB4PyWk2Zg8ODrbsJj6whdVkYAiViM5ukBgBTgB6m9bXtShbtfHl57P6779Jr1GDw44+2nbSwYrV8+fzSPfuhINB/EVFpGRkUL9lS4ZMnUpqRgWHPM0cDDvPtNlo6uOEC9LPhG13RM3KjfN9SEg5WmW2LvgF1l4IERsTaZEKa26C/Mnqd/YF0OhFSt7pRveWkn080GQ0uNKwTPSr72i7rWJxhIjNc+CTkyFsk8DFmwqnvQLjb48vIzywbQkMSYt1Us5dDePvhIiN1Oz1QqszYMkk5RcBSoPR4QI4rIP6nZoJSW4IhWInpWOQsWZLOiE/1Gud+LwPUlzp6TSdNYvcoUPhhSFIqay5PMkQ0rTDEVRXb7xsEcB9yimWde5/EgkROn6iETl0tXZQW191Y0oDCCHSgQuBdlLKAmCaEOI7VBrVQRblmwFXAvcAVcjWrmKJhMNMuP125r75JtVRQxI9mO86VJR4iOaW7XzssYz57Te2b9/Ozh072LhpEz1sQrjmb9zI7BEj2Dx7NnU7duSY224j67DD9qq9WVlZ1G/YkHWrV8es17sqK9OksnD0McewMz+fMePGlb9N1asTspmtzK5Zs9T9UyvdlNHhwKU+agJnbyPkpRIfWejAY9Jrr/H1Aw/g8XqJhMPUaNyYO3/6iZpNmpRp/xf79aNod9RfwFdQwPr//uPrZ5/lpCuvJCM7m5r161dMY1NOV1GbIutMG9Igrb/1Pu6GEFyhvpvlQd8MKJ4Rb3tqNm33F0LxBErumZ2fQeGf0OwT4A/roUBKO6h+ifpe43xY/wTx95xLbdsPOLraibdDsMD6Sgg3tL0UjhmgBv0ek/OdDMGu5coMyWxONPMNqH24VaXQ5gy4/kvodRc0bA+te8FV76sFYPcmGH2pEjB0QcRuXGkW7L2p0PE8qLF3A4QDGVdGBjWeegrR/6aoQO4C4VVWqT7i5S4JBC+5ZL+3NR67R1IQG2FDLxciGvbVR3xPVSVpDYSklEsN6+YBR9qUfw14iNg0ogcdE264gQVvvYVbStKAeqi5x3mof9c4Ny6BrZtVlvNatWrR+nCrvkax/d9/GdW2LTNffJFVv/zCrJdeYtQRR7B1flmSZtojhOCFkSNxuVxxKRClEPTq02ev6t8T6jRowFGdO8eFc01NT+eacppXOTiUj1aoQOJl7X+t+novcKbNtgODDQsW8GLPnnx+550Ei4spzsvDX1jI5iVLeOWMM5BlmCHfuXEjW1aujFsf9PkY+9xz3HbccVzZrBlXt2rF4PPO471HH2Xbhg173mghoOZYEFmURNQSWsSlDBvH9BqDlKN2otOxS+cB2uSwPvmnE1S+EIH14K4Wu58eJrZgPqy5FyJ+SG0Nhz2mNBp41SBHpEKjpyGlednOfS9xNBEbZ8b6KsRIjmFY8jl0vBEu/hx+fxr+flNlsZbhqDmSWbrUv7TqBdv+i5aTKPMjTyY83Rx8eWr9rv9gYxfoeKH6PfvzWFVUItM4lxtqN4DtGyA5A3reCBcNKf91OBgZ8QYbl68kY9IvpBANlGX1zEtg14QJuGrUIPnKK0m//XY8rVrt1+YqdIOVncRPY6xDOW9lA1ko4cF8NmkcAEJEBsoey8huLEyVhBDnA24p5TdCiB6JKhVC3ADcAFC3bl1yTCZBdhQUFJS57L4iEgySd+SRNBk2LGa9BG41/NZTDkqgWo0aMe22O4+dS5fS4NFH49ZPmz6dGjZO3GXFm5rKu19/zeqVK1V+B1S2aZfbzeFt2+7xdd2b/+SaRx9lzbJl+H0+lbguEqFmvXok16q13//nqnBvOewvXChl6odlKGsVxlsAnVCCxDhUH9+JMjkGVxFW/Pknr/XpQ1FRUdybSUYi7Fy7lvWmyYuCnTspysujVuPGJT5IwuWyNceJRCIUFxQggQ3Ll7Nh+XJmTZjA1y+9xPDffqPNnuZ0SToW6q2F4i8gvAmSukFyL80524L0M6DWcNh6D2oCz4R5sKH/1pcIWJq7RQqgeIEWnlZfF1MAtoyAwllwRA40fEBpHXaOVQepcQGk7r+xiyNEeNMgnBebA8JIqBgm3gbX/A29nlDLm8fApjml1+3PV8414eLoDRQB/vlEPSDGG2zqq9D0BDjybCjerbQbZUGGoXodeH6N/c1+CLN19hw2hqKRtGuiumTjldKdUyUQ2bWL4hEjKB49murjxpHc22yXuj9ogBpnr8NaZ7ILNZSsi5qc128uPZRgAdEQXYlCBlYaBag3pJEs1IR7CZrZ0zDU1FypSCnfBt4GOPbYY6WdaY+ZnJwcWzOg/cWqCROY/+STBAzqeyNGvdN/wCyvl69mzaJt+/YlZezOY+ippxKxMi1yuRgUCpXLTtmO3NxcPn7/feb/8w/tO3XiimuuoVq1PR/87PV/0rs3yxctYtumTbTt1InsfRyiNXfrVtYtWkTtJk2o1zw6A1gV7q2qihCiBjAaOBUVju5BKeUnFuV6Ao+iRtS7pJRN92c7y0cyyp9BHyjbTVtZmTxJYIa2hFBvrYnAdcCeJ4rcH6z/5x+W//47k199lYBFZngdl9tN4c6dRCIRPh88mAkjRlCcl4fb6yU9O5sBb73FMeeey/rFi0mvXp1cTduqo/symq9o0O8n6PfzfP/+jF6wYM9PxFUN0geUvXz2zZDcFdaeEO8gHSdFUUp0Tr0NGZByuJogdqVB2OJ6yiAUzoVd46HGuUoj0TDOEni/cGgLEeungstviI9IrO+B/rl5jhr06y/b1Oql1y1ckLs5Gj0p5oaS8TdYoBAmD4e/P4F/fzbvkJi0bEeAsMGVlQXbt5d4E+xAzdUbjR30TPUlV1BKKCpi93XXUXvt2goZZJUPgRIiEqmg9FbXJxoOcDexsa51QaI6SpioMiwFPEKIVlLKZdq69oDZqboV0BSYqv0HSUA1IcRmoKuUcvX+ae6+p1qzZkQCpU8ceFChXs98880YASLhPqmpBCyECE9KSoXd29nZ2dx6550VUldF0fLII2l5pJ2FXMUQiUQYfccdTBw9Gm9yMiG/n7bdu3P/119XvPPnwUdZgysUAu8Cn6LMGqs4ZrNTK+fqRO93ieq39bfWx8BgqpKJk5SSme++y6Snn2b72rVEpMTldhMKBvFgHx4kFAxSp3VrZn3zDT8+8wxSi6AW8vvZvWULr/TrR8P27Vm7YAE+LQGk2QIoUS+5fskSCnJzycjOrpDzLBOpHSGlC/j+AmkRwcWIufFxTtNuZcaUfT54poFIAmkjlEUKYPevSoiwI5QPm0bBjh8gqT40vA2qHV+Gkyo7Veeu3N8Ei2Dc2cquzCoEq/HPTc5SJkm7lkPhVuhwrYqkZMR8M5w3CtbPKnt7JLBiGvzzORTtiq0w0b+UlA49b09Q4NCmxkUXxfyOoOJibCXqhhzGeq4+snkzkbVr93UTbcjFFPLBhES9W/VERVYz2BFt2UXpGbD3H1LKQmAs8KQQIl0I0Q04j3g7gIVAI9QAowPwP2CL9t3sAXdAk5SVZZu0Ms7tSQguShDy1Jeby8IxY5gzYgS7li+n/f/+hycl1lHTk5LC0dddt7fNPuT5eeRIfnvvPYI+H0W7dxPw+Vg8ZQpv3nhjZTetSmMIrjBYSlkgpZwG6MEVYpBSzpRSfgjEG8lXSYxdkyA25LYwfeoTPS6LMvq6ABA7I1/ZTB46lHF33MH2VasIh8PISIRwMFjScqspq6S0NC4cOpSpH31EKBAoESCMFBcXs3zmzBIBAqJXo5ioU5zRRUBfJEqonz1pkm1whX1G/ffAczglg0hPC/AeqYQAkQxJR0Dm5cT8z9JiiQCBYpU0DgFtfofkxtbHFMlKMLAjlAezj4FVj0DuZNj6KczrDRsrNjbJoauJWP2TfQgso+mRJw2anQYj6kMgXzk6hyPEvdrTakL9zlCjJaS3h3rZECmHH6hwa6H/I9F+RwJSwFHnQcse8Mdo2KCp6txewAW97oD2CSTRQ5zApk2W6/OIGv/YymihEHLHDihjNImKYzuwlqjwYDW4FEQjeBhNmsxEUGfoR0X9qDLcgppd3IpSEN0spVwkhDgJ+ElKmSGlDGF4ewohdgIRKWXVeqNWAN9cdBHB4uI4t3ir1DKZhx+Oy0bgWP3rr4zTwhRHwmF+v/9+Otx8M01792b1pEm4vV7CwSCNunen1/PP74tTOaT4/qWX8JvMN4J+P9O//ppb3nmnklp1QGAXXOHkval0T/2iKpYiCgqSyclJ5NhqNzmEzfpFKAVuFUBKNicnc8STT5aqT9HxpKRQs0kT3BkZFC5ZQlZ2NqdahFtOVF+izEhGlq1dy4o33qDx4YfjSdoPGngZBP9i4JromFK4IKk5uNI1MwcPhHdA4FgSZr8FVX6LoCC8nZw/d4L7HSheREwyY/0YRe1gWY51PYHNELiZuAnEOQWw9DcqSodQ5YUIIUQO0JWobm+DlNI+FElZCRZheUvqYzFPpsrR0LQPLB0Xn2ggiVjLkVqt4Jqf1PecHCjYDB4vuIvjtZluYv/XpHQIRZTvhLEdAmWm1OVy6HAxnHKnysy8cjoUbIPmx0O1entw8ocG4YICdn31leU2V3o6Upvt0K1Pzf7xbiGQ8+ZBp077uqkm1mNtV2ceXppTj+mf5vIR1M1qzHBauUgpdwJ9LdZPxSZGrZQyB5WB6aAib/16Ns2eTSSsOgpjr1SS7CwSKZlxG7lqFesHDeKp556LqUdKybgLLiBomMUDmPvmm1z444+c8uKL7Pj3X2ocfjg1E0RzckiMlJJlf/7JxFGj2GoKb2solNA23KHswRXKw576RVUsReTkfE+PHokUJ3qIbjOS6IBB/y5QclELi/L7n52rVvHrOecQKCy09E9AWxdCZX7vNmAAl772WsnEx/BXXqHmiSfy68CBMeV1fwcrJCqyok0g/jhcLhdtu3bl9T/+KOMee8GGG2Hnu8QlffPUgzYbotlufctg8ZXKdyKRgYG25OwYTo/MR7TkxcNh41AI7QAEuJKg5aeQnSAC3uyukD8jfr07C476AbJP2pOzjaNqjChK5zZtZjKjQgQIgMa9rfM4eNLguEFQsxlkVoOts+MFCB1jNuqNM2Pra3isyivhRk13ewyLMHzWORwuGAFtz7A+hozAdw9EJVy3G1qdCB3PdwSIUtg6ejSRYND6WfX78RLtps35oSWAxwPVy+D/UqHoKjCjwjZgWCdRN89hqAhOa1DmSmFD+Qjxyt4CYBOWUSQcKhV/bi5uU0hSnbTDDmMyyip6BPAysNLv583XXmPunNjgDoG8PMts66HiYha+/z41WrWi1bnnOgLEXiClZFT//jzXpw9/vv8+wsIkA6BGw4Zk7GNn7gOcMgVXODBJQ/mhpaJmG62GWaXNqRtHmSllKL//yKhbl3A4bCtAQDSnbrLLxep//uHJTp34dvBginJz2bZiRUkZo3FXojMUlC/7RiQSYcnff7N7x45y7LWH5P+IZdbocB4EDebQKa2gRj+lnSgr0geRIlh7Hxy9CI6cBkdMgmM2JxYgALy1bOoMgbfi+qYDRYioeDLqw/GPK6HBSKgIZj8HO+ZD0RbIW29fh/HqubxRiRMgsx50vQ286dGoT/pTo9sspKRC99vhuGuhz4Ox+xvJ2wwb5pb3DA95csePR2q2keYOKqNnz5KITaC6AD+qo9KTeYlgEFGnzn5qrY7RKcfYat2Dw49q7Q7Ue1h3qg5h2ZHFaTR2UJX8IxygZps21rHThWB5rVr8FYmwBjUTF0K9nAPFxXzz5Zex5e3MM6Uk4i/rHN6hQ9DvZ0lODsv/+KNEC1QaCydO5K/PPydYXIxA9RNGJJCclsbNb79dCQEZDihKgisY1lkFV6jiFKA0x2bZJwm4E7gMOMJiv0T3hvE51v0l9o9JrZSS+R9+yLtdu/Jmu3b8/uST+PNjz83l8SCTkuIcnn0ow9oA0aFOXiDAyr/+YsP8+YwfMoT7DjuMrcuWxdRXFkEiIkS5xahIJGKZvb7CcdsNyMNACuz8Gja/BPnToNFbUOtmcNfC9h6wPFE35E1SpvIZnZV5VMlhCmHDm7DoMljxIPjWqPWH3aWiO8XggpRmkF5xASeqvDmTxrNCiOeAJcDDmllDCXtuB9kFmrwOvgTSaqLxVozRX6oyYxKCgrzd5Pz0NSSfBl1PgIKt0czUMQ13ga+N2g+g66sQtJkpXrgOlluHfzyQ2J9x0/1XXEHotNMA0+MqBPlt2rDuoouQpg5StzQvKf/XX4ht2xB7Ea6yPKjrE8Q6kJ2OnvHCirKsX8KhPH9Q1YiEw4QNwq5xnmH8cpWn2uyO2UhKar/+Ojk7dtD58cdJb9CApKwsy1Cu3vR02l5xxT4+iwOLeT/8wDv6NZESb0oKt373HS26drXdZ+Pq1Tx9wQUkFxfjIfp0pqIGTgEg5Hbz2Hff0f6UU/btCRzgSCkLhRB6cIX/oYIlnIeKjxqDEMKFGpV71U+RgvKNKmMc9IpGT+w5F+Xr7UYNGJsAfYi+RVwojXEI1ecan01j9CXjOq9Wt25k6wIuJTae4L7jx5tuYuHHH5eYRP757LMs+vRTrp0+naDPx7/jxrF8ypSS/grUWRnPLIS6GlZvmEBhoaU/lzmujREJ+LUcNInQrQr0t2Nyaio16+0Ha42ad8HG20EWGhriUlYkCxoAHq1DT1LfwyGIFILLpfKGGU/AFt1AzERwJ8w+FgJblMZCJMGG1+Do8VCjNzR9HFY/qkV5CkNyIzj6xwo5bZ0DQYh4AFiM6qMvA74XQnSQUq7QC5TLDjJUDMs+g81/QPbh8O8QCJhNM4n+oSHsQzqHDOW8ybC9BezeSE7Tx+ixarAybzpxkNIyLPwCfn5YCRS4Ib0mnPsazB0FS35Smaa91WCTjfPUlR9A5wPfgXp/xk0vnDOHxSedRMRom+x2k9yiBbXPP5/tr7yCDAYhHMYL1EINCOI6stq1ydi0CWHjzFqRqOtzMsrH0G72uDrWztYQnzodYiOECFSyunKoVB32GYGCAr4980ySfdHJgwDai1lKcvMs+iZgG+DOz+e/995j1bffctnixQiXi1NHjeKXAQOIhEJEQiG8aWm0OO88mp1hYy55kBCJRNiwdi0ZWVlUL8WMaOe6dbx96aUxPgu+/HxePu00hm/cSHK69bNx7+mnk1ZQUPKE6YaFAdQIdzcQSkqi7Qlx42AHa0oNrqCV6w5MNuxXDEwBeuzHtqKi4f2MCnyhm5tC1IdhDfAnYLY1b6Ita4gOJlJQ/fAW1N0UAY4GzkJFd1qGehu1Z38lm9u1ciXzx4whEgiU3N8Bn4+tS5bwTPXqaggrBAEpS4azdn4MRs8OM8JC66dfTV0cM46nI1jr2I37SqJGv7qG8NRrr02wVwVS/VrwLYSdI4EkCOZrWmHtykjtMxKMNQyIaEF0XB41wJcy3nu8JNJGCLIsclateQb8G0CXp2VALf9eA11XQeP7oP4AyJ8F3pqQ0bHC0wFUeSFCSmn0DHlfCNEPlXzqtXJXVrwdvjoOirdCqBDcqSqclhX6U6Tf1UaNhDBEQtbfKGE/bF2sNToMgQL1/fdnIOdZ5RAtI5CcBq3Ohpqt4avrVGI5GQZ/HojtasLB/FQKtxb21aE8pHfqRLO332bVzTerBycUIqVVK2pfcglbnn4aaRi4BVHzS2blHwDFxUSWLcPdps1+arlAJRdajL33VXnrM+6bYlfQYT8z4cor2fLXXzH/UBKqdynG/p/W42zJUIhgfj4LR4yAHj044ooraHDCCfz3ySf48/JocfbZNDzxxIPatObnceO474YbKCwoIBwO0713b0Z89BHVbGLFT3rjjZiZVB0pJXPHjaPL5ZfHbVv9338Ely+PyQevf3rRPI9SUzl3wACSU6tUFLQqS1mDK2iWB5V8A0tUBNpc7J/KMPAvcKJpvQAu0rYtQA0a2qMCVAVR4mcG0ae6ubbsPyKhEN9cfDFoAgQY/AOljOrFpYxL1LonGEUwnSBquOUmmk5Bn6vVhQPzldeFB6NYEkH1nV+8/TZr16zh6oED6XhSxTgRWyIENHgB6gyCHWNg4+PE5HYwNtycQkACES8kNQX/2qgwgLGcC5q/Ax6zCxGw7av4fQCC25RZU2pT8GZDjVL8J/aCKi9EWFAim5WbmY9C4XolEUJsNKREeIkVh1Orq+hIpVmESCAQiL3z/QWw8DMIC4iYHgkZJmaaq+T4ydC8W9na6hBD9jnnkDVlCts+/RQJZLRrx45Ro5AWkVMKgDpY3FzBICLL4gHep2SgMldv1H6XqLyIdrdm4UC/Uc3o69wo38V9r1FxKJ38DRtY9d13ICUuoi9tgRIkZnk8uEOhuBk9L2DsDcI+HxsmTyZb0/BlN2tG14cf3vcnUAWYP2cOt1x+OcWG5/n3X3/lur59GWsym1y5ZAn39OtHcN486kcicc95JBikcOdOy+MU5uWRGYlYdvkCyE1K4twbb+RWJ2zuQco21DRTaRM4MVGpDbiAI7UF1NvmR5TGwQt0RAWhrBwz07mjRrF9kXJH0fUi+sBdn2rTY8EYnZxLG4iZB2tmzYX+2+ibKIgOtYzfXcRrJOwm7iUqgd3U775j5sSJ3PvSSxzTsyejhw3j3zlzqNuoER26daNLr14cdcwxpZxFGfHUBtzR8aURs/Bg3tb6a1jQDctUehLItBGC3DYWBTIMbssp0QqnSgsRQohsoAtKdRlCGQd2R3kslZ+VX8f/wR4S68og6hithxwObqPEKDbRvokCG9s5Qbpc4HVDQGunNw0O7wONKuhGP4SQkQhzTz6ZosWLkVo24K2ff05WOGzb+YWJfSgkEA6FKBg7lvTLL8e93yKuRFAmR4207/naEiQ672LUKOhRmIyJi/TuVDe88KJmvXajdC7ZOL4Rlcef99yD0PoB4+x2BHAJwWqXq+Tf0f9FN3AcsYbjwu2mWsuW+6fRVYw3X3gBvy/WjywQCPDPzJmsWr6cZtp18RUXc/lJJ7Fr+3aypaQOFi8/IWhr48vQqn17267c5XLx8dq1ZNetW2p7/UVFFO7eTXbdutHwvQ4HAEWUva/8HpWEW8/RY8aHsuIqIjp8noYSPi7Yu2buIXPffpuwIfiC3qqSGDCGsl5tKSB20G6FeZsebFxH1zJgKmN8c4UN662myNxEA6KYtYQAvqIiht91FwGXi4DPRzgcZvGcOUweNw6Sk2nZrh2vfP45TVtUQAjdpGbgSokfZ0rTErNPI/A2VH4SlkSgYKbyZzDT8BZYcb/yhyjBDVmdIWn/BIWp6r2YFxiCmgbYDtwO9DUlqCk7bkMsDWPEJK8LkpKjIVhdAqq3jZXkjJ4/epJJDJ8VZS7gTYUuA6DeEdCwA5z3PFxnnevAITG5v/2Gb/nyEgECgFCIkI2TlkRZvRqf9TCQFw6zc+BA1jdtiu+vv/ZDy/OBWShnvNXakks0AlMAJQjkoV5EetweXTuht94oxfpR3b7eJRehHqvymkY5VBQrv/0WiH3x6d1L83POITkzs8SbRc9L3hLoTWzH7U5O5ui77to/ja5irFmxgohFmNWkpCQ2rY9G1vv1m2/wFRcjpWQX6ukxaniS09M5/qqrqN+2reVxkpKT6XTZZXGDGAm0POmkUgWIgM/Ha/37c2WNGtzUvDnX1a/P1M8+K9M5OlQF6hB1FzZnmDYSJhrnb7FNmXkoQcJ4N+nO13b77FsiJvM+41shmdjhjyDq8i2Jj1BmRp8Y8aPeOsZjWPlNGD349N8QK9hEDIsxGpQdfp8PX2EhYZM/RtDvZ97s2fRq1YqLunWL6TP2iOyzwZ0dewYlF9MNIhlltuYGV4Yq2+pLcKckOAMBSQ2sNzW4CWqdr9WbAhEPiCxo+vTenUc5qNJChJRym5Sys5QyU0qZLaXsKqX8dY8rbHu9+rP0vA36m1lXqpW8xSUULMU2pr5RABGo8K6NukHvYSpKk44nQUQFqyvvToLabeHCEfDgIrj/HzjpFnBXaYVRlaVwwQIigXj1oP6vGs0SJcqOcgtqaJ5PdM5eAvj9yPx8tl1yiXU4zgplEdEYF0ZFr3kI4yfqRlYWEyVddaa/MPTAtg6VQdhgf2zmmAceiDHR0bualcC8atVwJSfjSUsjrUEDTv3yS2oeddR+aHHVo1vPniQlR4cxdVC6O+Hz0fboo0vWb1q3LkZjsRAVY3QnkNGyJdd/9BFXvvlmwmPd8v77tO7ZUwVYcLtxJydTt2VLrnz7bSZ8/DHfjx7Nto0bLfd9rX9/pn72GUG/n4DPx+6tWxlx/fUsnDJlz0/eYT/iQmlv9cGDl9jhsz4o0IfWEZSwYMV67MNxfwcsr5gml4Nmp5+O2+WKmcgozW48Yiibxr4ZTErA4/EknMj3Em2vbT2aL4dRs1tEVJQLScnf06fTr2dPy0mJMiO80OYPyDxZfccFUmiv3TCE3ZBxIhz2JDQbAZ3WQfrRyiwpq7t1ne4akGETNU64oe0HkNkTwlJFfgrkw5zTYcO7e34e5aBKCxEVTqdB0Uhp+tMSAZDEpCIXaP4JZdAuJGXAPdvgmqnQ7T644W9Irwsd+sMFH4DHFZ9oTsdlbAiqMYcdbR0O1qHcpLZqhSs5fp4kgpqT1w2DQkRnSKoTDchlnLPQO6/QunXsfuGFfdhq25gWFusiqCFTaxKHfbU6RskZlbeBDhWEJ83aZlUIwZriYjwe68mDwi5duHbTJi5bvJir162jyZln7stmVmkG3HUXGZmZVHO76Qv0RJl6nRMKMX348BKB/6jOnUlOiQ0osBVYkZHBuS+9RMe+fUt1Pvd4vTzw2288Nm8e140ezd0TJnDWK69wVceOPH/TTbx8551c0qIFn5j6h7wdO/hr7FgCxbE+eP6iIr58ev/NGDrsDX+i3grG+XhQNs76jKQuROjsIOrTZqQG9pM+EWAC+1NDXLh1K/PffJNwJFLyVnARm7o0xg8YNfWkCxE6iaayrMyM7J42qdUf0D59oVDJVJedS0GiaVajr5lOIfFv2oiUbFy3jumTJyeorQwkNYLWk6D1dAgmQdAQdSlSBPl/QrWeUPsacGdE9zv8S0huFluXuzq0n5XY0mX7j5A7FSL6VQpBpBj+uxWC+z4gz6ElRKz+DiK+eE8fO2Q48bjM7YUjLoeUatF1tY+ArMPgvNGw9HvwJMX2O24AF3hSwJMM6RnRyQ1XCOZ9DGP62PtMOJSZGqefjrd2bZV5Wkd7GPWOyjgbkYH1322eBdl5331sOv10FR62winP/y6ATKLdqDk4Xln2d7RclcUxDz5oub55377gctkOaoUQJFevTmaTJpYZqg8latetyy9z5nB2RkbJPLEXIBzmj1df5d8ffgCga8+etGnfPiZyUnJKCs1at6Z7OcPfNjzySE645hoO69iRwRdfjK+oiOKCAnyFhQR8Pt559FGWzYvOQu/atAlPUpJlXVtWriznGTtUDqst1pmNaKzmyb9B5ZP4Sfu+ABWZKdFzm0f58jOXj1BxMf9++CHTBg3iv48+YvrTT+MrKCjZrkc8MqLHlSnWlhBRMycdPSCE0QHbHCfGONWle+qZfSaKiQ7wXUT1PqWlgzS/p3VzKeNUme4UbnbG1sf4hX4/F/XuzfGtWjHzjz9KOWIp5E21HsdFimDnD/HrvbWg0wpo9wc0eR5SDocuO1VyuERs+VwlnDMjvLBz4p61vRwcWm+gBa/EP+OlTd5aidYSIAlqtYOeNtE4CjbD4q8hbDKJcrmgUSc4fSj0ekQJKshoO8J+2LIA1s8w1+hQToTHQ8c//6TmmWciPB5wu8no2LHkUusaB91QyNwpJqL4t9/IHT58H7TajbX7mJVwUA3V4tUowwzdCCufaGbrREKFh9ItWh32Fcc+/DBH33EHwuNBuN0It5tm557LaZ9+yrEnnGD5z6Wlp3PJNdfs97ZWZdy7d5McCsW9zAKFhUx7TUUCF0Iw5tdfufHBBzmsWTMaNmnC9QMH8vHvv+Pew/wvf44fb5k4K+jz8fMHH5T8rte8uWVGbJfbTRsnp8QBQIlRaxkw/89h4HdUFKZ1wFSUQHEy9sMv3Wyh4inYsIExrVox+ZZbmD10KL/dfDNzX389rsXms9Un3fT1upBgLRrHi1fGaE66kOHT6jRqO6xSrBqnukrL/av7SQRRE4R+oloTXbAIGsoGidV66NtWL1/OeSeeyNhPP01wxFJwZxCTWbrkhLzgton2KARknQANB8ZqKRLhssxupdaJff9+P3SEiGARbLUYmNsKCRrGux4gtTa0vRYu/BmumQ3JNjfDrpVK2xBXt6YkPOEOVSYYH2oUCWxZaH8uDmUmqW5d2o0bx0nFxZxUXMwxs2eT2blzzPBan7EoSwC/klmOYJC8Umyo9wyBSkxkfDTN3hu6crYx6sVkzriuZxnQu2nzrJYbFfmpNmUXmxwqGiEE3V95hQE7dnDxzJn037SJs8aNw52cTHJyMm9++impqakkayZ5aenpnNirF+deckklt7xykFKybsYMlv3yCz5DEj5ffr5tIkhfbm7J95TUVG4bPJjfVq5k8urV3PXUU6TZJJYrC8FAwNI/SkoZ43+RnJbGJYMHk2wwXxNClKx3qOoUYx2DyDzvbTUENhNC9dd/ofpg8xjBgwr3um+GZpNvuYWizZsJapqHoJZbxUiiIOFWmJ88s+mTL8E2iFqV616AduiBNK3+hTDq6vu0xfjG0/85v2GbMYStuf3Gc73rmmsosggHXyaqn6MsX8wIN9TuV/76ZARWDoGcWvCrG/7qCLumQoNrNUEibgeoacgPUbQWtueAzyoE8Z5z6NgyrP5G/XmRUHxSXxcgUpTWwCxA6J8C8KRB7zeg5YWlH69GSwhZOK0KN9TvpL7XPVo5YodM+SqEgFqHl/HEHBIRzM1l42ef4VuzhmpdulD7rLPwNG4Ms2bFlc0jmgs6jLKb1ONW63P2xtsmtG4dMhhEeBM40O8RDVH5HLagLLd1QUBX7upK4KUkFgL0iE3GqCICqIkyg3KoCiRlZVGnU6e49aeceSZ/Ll/ON598ws4dO+h52mkcf/LJB3XiODu2L13KmNNOo2j7doTLRTgY5PThw+l6yy0c1qmTpdmANzWV9pdeus/a1OW00yyT1iWnpdHzooti1l04aBC1mzThq2eeIXfLFtqeeCJXPv00DVq12mftc6goahq+Ww1hdVNSMIRrLEO9+r4pRD0Q2qE8eyoeKSWrf/wRGQ7HRnej9Bn+RJ56RvMkUNoJ48ScubyV0ZfR4tvsa2Es40W91YwD1wixwXLtcKOECKM2xbjN7AMpgHA4zOSff+asC/Yg9O6m16xlyohQvg46OyfChpEQzIXqvSH7RMjsGL/fkrthwzvRcK75c5UD9XF/QNP7YfVzgEuNMZHQ4VuVUDlcDLMvg22/gCtZCTYNr4T2b2ll945DR4goXA8yZO9/qpsdGZ8Ic7lQEdTuULbjpdeB9lfCgk9itQ2eVOj2gPre6RrIGaIJL9rd5k6Cmi2hiTnrpUN5yZs3j79OPplIIEDE4NToSU62vQ0KW7cmY9068oqLY2ZN9NkLoytsREq2DxxI7Vde2Qetz0TNVG0kOq+iB7QLai0JYq9QLmklSoDQc0hIlGCiH8Ohstj4++/MeeYZdq9YQb1u3Tj2kUfi8j3Ua9CAmwcOrKQWVg0ikQjv9elD3rp1MTP/E+67jwYdO9L4+OO5aNQovujfn5DfjwyHSUpPp0azZhx/0037rF0169XjlqFDeWPQIKWViERITkuj18UX06lHj7jy3fv1o3u/PZiBdKhkclFDJR/xPhD6m0SfqDFiHpra4QHORiUXtbBeqEiEiJtD1dOXGluj+0QYZ+yt0IUF8wDeaoa/LBjFMeMxpGG7bgJl1A2VJkDo7bfyNEkk7oUjET54+23OPP/88k/ebB4JEav/vwg2vgaNH4JVT8GaodEcEbmTARe4kiDwrhoXCgGhPFj/FkjTxHSkGFY+Ce3HQoPrYMcEZQaVfSIULILcWbBmtBIgIr7oRPmad5VW4qgRUPf08p2XiUNHiKjTxXqSQPf+sXoKzAhg9lPQa0x03drJ8PeLULgJmp0Jx9wZ3dbraRWedeGX4M+DjHqQWRdmvgxd7oIareDG6fDdTbAqB1weaHcxnP1aYm98hzIx9/LLCe3eHbc+5PdbOoYB5C5dSiQzs8Qu1DhDoneWxlfF7nff3UdCBKjUKBYZLEtcxcrSTeutN0+J7MQRIiqP5Z9/zuT+/QlpqvL8VatYNXYsF86cSfU2bSq5dVWL9X/9RfHOnXGmQ6HiYmaMHEnj44+nw6WXUveII5j+xhvkbdpE27POotMVV+BNtVLzVxwX33EHx/Tqxc8ffUSguJiTL7iADt27H5LaooOTIPArqv/U58H1N4MuQNhlldV12GWJgLcaaL73zU1AJBgkOSsL/45Y81c3akqqmKjAoJ+V+bfZIdlOS2F0ZjavNxvlGtHfs27TPnbHgNIFCKt9ysMfU6cyLSeHk3qWU0MUzrPftu0LSDsK1gyBiIUbe8QHgc2w9XOoexls/iJegABAQv589TW1MRw2AFYMh3mtlSASCUejfUrTfoUrYNaF0PYZaHGnueIyc+gIEbW7gLC53dzE3vFm/Zy+TgLLvogKEf+8AVMGKg0FwPaFsPBdaD0Gxl8Piz5WCe5ksco9UbwZCtfB1rkw/33o9zM0PhH6T4JIRAkOzsunQvBt2EDhihUxnaAZc3ZqvVwwP6qE1Ts7ffbGPN8k99Re0pYI6oWiz3zZdZH6+joozYJd96jfuGaBwwntWlnISIRpd9xRIkAAyHCYYEEBMx56iNPHjq3E1lU9inNzLaNQSSkp3Lat5Hf9o47igpEj92fTAGjerh23PPfcfj+uw/5gLdG+1YXS/FrNldtRm/+zd95hUhT5G/9UT9y8y5IzkkUlKSgIgmI4A5jDmdDzzDn9jKdnutNT78w555xAEQOrgoogSXLOeWHj5On6/VHTMz09PbOB3QV13+dp2OlY3V1d9Y3vVxX1rGm83V6v1tUFHx98MOHSUtu5UEMZ1fwkiGytd2WEPRkzj5HHkA7pnlLI8tsMI3nbroBcOsXECrtwJWMeN0S92gabRVHGindfe63uSkTOYKj4xf7EVQtg4WlAyP5hg8qBWPMAFB8NS65Of53cRD0ctn8Dy+9QSogeSK/fGoj6YNEt0OXvKly/HvjzJFYTqV38V1IROZIVCgmEAxAJqBCl729IKBCgmJV8W2Dnclj4tsqJ8FVAIAyRCITDqldGIxCuhol/N11Xa1YgGhKaRiQczvj9WHVEI+PANozROK3NdRqm+JxEFZmrAhahymEty7C/hqp82RFlwbKzBxihTsJme03leZrRWPBt2UKowsZKJSWbpk5t+gbt4eh80EFEbYpGurKz2fuEE3ZDi5rx50GI2gfL2K3fQe3YllrWsV11w9aZM9k+Y0ZGgc9gKkxndDN8L0ZxN2stJTMkoAkRD6A1ey2sidbWtHRBIuzI6rmw2uKT2mCSn6zHEdvPZdpu3s9QTqwKko4yVliTz2uFHs+jis1ZGqOjQuv1WIh1ugcOENoEWz/JIBtq0GpsIhx+9WNKMTBQGzeNcEJl/Yl8/jxKhCsPivax32YoC2YFwrwk7esE32bY/hu2j89QECI++2BBTOt2roBAWZ1vpRk1o2rZshqVcAeJouWGYzpTyTYjNdmABHRNI2CTpF13bEMxLRmjTJTEkBvCNKSR8IlsA9YAhSju8b2BNiSGeuOO3KTaZUKo+sf1GBybsUtwFxTYJgIDZLdp08St2fORVVTE4ffdhys7Oz6ZurKzKe7Zk4HnnLObW9cwqNi2jdVz5iTx9TdjT0BbarZbW7MMDJi/cbtqs+ZtqcQKDYl1X34JZPbKW3mE0gmHVmaldNjroIPY+5hj0IVIms3SybVG2xxA244d49SsxiJRGSPu2GLOb+jTvz8IkRTiZMyYRkFZs7IQNS0h09/GccaxBtq2a5fhTtMgZ1/ocp9KpI7fSF2zRZwQrVRKhxUSkALmXw7TDlCJ2eHtlu21uIQeAk/9550/jxIBMOJFlZ1uhQPVO9Op30nuJgd8fQG8PxIiVu4BC2qiPBDCnga2GbuMzZ99BlKmWCMAEAJnfj5uUzVru/hMKwx3rtmggMtFcN68BmjxOlL5IYzMDGNoMysTxv9LSTiIDc9EVxLqkNXmYgylEZRdZ0sDtL0ZdYErO5seZ5yBw1JB2ZmTw8A0Bej+7Bh+zTWcO2kS+556KnsddhhHPfggF/30U6PnPDQ2Qn4//zvtNC7r1Il/HnIIF7ZuzQd33dVA3s1m7DqKUOOp2ZNgJza5SRUOraXVjHWGQmEYe8ahDEGNh/zu3YHUAAtjnZ0pyTyDWOdRu0y9+HEuF+369eP6H37gxgkTeGD+fJy5uXFyEjuYz92tb18emjQJSHgaDGXAoGk18jcMWtgFc+fi0/V4MbxQbD9rDQrz7Gn8tnpDQqbFeC7zZ8/OcMdpUP4jrP4nydKHQXKS4UGY/w9sghaHp9sbolFVaK7yN1hwJbQ5IQ3daxoINxQNhewutT/Ggj+XElE8EEa/BZojOX4lkzvJDIcXojqs+9YmGSaG2kYkOdzQ5+RmJaKR4MzNBYcjydJgDBS5AwYwYv58hixeTIcrrkBzueLdIF3NZ4EawHagolfjdgEhcDcITaM1ZS3dQGMMp+Y43Z2WffJJ2HwMpm6jZoTBbWFcJzXxvBmNj5FPPUW3E07A4fXiysvDmZ3N4FtvpWcze09adB0xgtPefpvzv/6aoZdc8rtXIABeuPRSfv30U8LBIP6KCkJ+P58+8AA/vP767m5aM+IYHlvaozwT+6OEfwep/myzx8Eubdj620EqEWrDo/spp6B5vUmzhtFygaJItYPhzzYL+UaStfG3AJxuN9ktWpBTXMzwiy7i2h9/RIvlMXXce2+eXL2aU++4A5fbbSsiebOy2Oegg/i/V17hmfnz2atfPw4+9lhAKQXVsTaahX5jVjOKyplhbN+B4tbaSULxsZtZ04ltxjxfr3oya+5JhCzFkUGBMLQs88OWwIY3lNxpFRGS9gvBpncgZ++EiJCJVks4lQLRYhgM2bUcvD+XEgHQ+XjF1OR0JO4+kxnaeFGeIigeTM2ZKoDQlMKR6el2HAZHN0axsmYAdDrrLHSTNc+wuweBluPGkdWpE96uXenyz3/iPeIIKjSNCtRwbv6ODT+AEVRknLESiDqduLp2JWvkyAZocXtq5+a09j1JarxtOYkIUj/ppwi78zWjMbH+gw/4evBgJu21F3mRCCeWlHDCtGmM37aNQTff3Mzq08D4bc4czj/5ZA7q3ZsLTj2VBQ3iNVSQUvLb55/z8vjxvHHxxayablPMNAOCPh8/vvUW4UByIEmwuppPmhO1mxgSFR66AJWLZhZLBcobcThwJKqWw2GkTvCZxlLDamlFhKZQIjSHgxN+/BGXjTAcIbOoYvhLDDXJ3Fsdbjee7GwunTSJ+0tL+ff27Zzy2GNk5ScX4c0rLua0O+/kiSVLGHjooXHlw5uTw0k33MCb27bx0I8/Muacc+LKx03PPkthcXFa74WLzE/ciDMw5nNz5ep0sHsO0uHgnAsvzHBUGviWptngSPYWmIMOoqa/EeDqDCv/A5FQcsyV8bcZeghmnqTqQsRvyAHuluDIQ1XKzgGcIJ0g3bDjV9jyVd3vzYQ/DzuTASHgiK9h3r2w/AWIVKkchmisa1l7mHDA8d+BpxDeHKiK1RmwsjoZ+zvccNzr8PGpELL5BHqOgb/u2otrRmZkdemiktVtEqJWP/sse99xB9FQiB8GDCC4cSNSV+8pgrJa5JFIPbbSuoIaAEPZ2fQpKWkgwa8dqibExlrub2i+GsrlbmAnsIpkrdjoqHYxuc00r02FpQ8/zILbbycaY2Va/8EHbJ40iTGzZql4/zSI+P2s++QTfBs20OrAA2k1bFizslEL/PzDD5x21FEE/H6klKxavpyvJk7k3cmTGTp8+C6dW0rJc6efzvyJEwlWVyM0jZ9fe42/3HILR996a63O4a+oSJswWbF1q+36ZjQGdOBHYDMJgtG5qDyFbthbGLNt1tcQqgKkUvG4UAxOjY+WAwdyXkUFb/TsSfnKlUAitEmS2jIDcYO2ppHXoQNnPfss1ZWVLC8pobBjR4acey4F7dvXqg1tunbl7m++YcqUKXwUDOJyp69z1LJdO6576iluPO20lPC+dJkFRrCu8RbMBLtGJmAmxsaU6HWgsLiY0UceWeO9pSDvAAisIjWIywHd/g3LrkooDuZddMAdE/oDG0EPJm4gnQYUj6+2eD5kFHL3gu43QdVSWPagCn8yC66zzoeCfSC/X93vkT+jEgGq4Nuge9QCUHImrPkIpD85oyanCxz2MrQbBq/2At1SqsToyfEe64UWfaFFL3AFICsXREXinHEf4p/PAdTU0EMhRZtrg3B5OZXz5/Pz0KGEbShajcHGXIfadrrw+ymfMoWiE05AOHa18qMABqOcr+2B9aQMCEktMdzmg0l2qZkpCc37h0koEcaU4UC555vR2IgGAiy84464AgGArhP1+Vh4110MefVV2+PKFi1i0siRRINB9EAAze2m1UEHcdjEiTgyTMB/FGzetIkpX39NTk4Oh//lL2TVIYTpliuvxG963rqu4/f5uP3qq5k8YwY7tm9nZ2kpnffaC1cdq84v/uabuAIBIHWdkM/HxHvu4cBzzqFFp041niO/dWtyiooo27Qpab0Qgj4jRtSpPc3YFawjoUCYR/rZwHJUKJPZgh8EviBVYXCTXBO5JjiAAqBz3ZtcC0gpqVy5Es3lIrdzZyrXrKHk4oupWr8+vo8RHpRNItDVOnvk5OZy7ebNhKqryWnVKm7AGHjKKfVumxAiowJhYO8DDsDpchG2sLOlC/g1KxDmRGpIVQ6sipN5VjSOc7lc/PXcc+tntOl6O5R+pgrJGY2RsVYuuiFzzmyfx2GugGg4NXbM3GhrrJkdymbAzyep8CW7BO1oEFY+DQMeq9PtGaiVNCuEcAshQkIImWb5fRObj3gJ+l6mlAsPKj81xw3sgGXPw6qPoSqNhdiBOsYDZHug9/EQrlLaYySoXrIrtt0FuLzQ/sDGv6c/OZzZ2eT27p26QQhajhzJ9AMOSBboLDAGIjsntBEnKsJh1px7LvM7d8Y/v/4UaabGoQT9vYERJNfHNm/viLKSHYLKfzC32q4mJ6i76IZSGopQno+eJKtKzWgsbJs6NakuhAEZjVI6bVra47479VSCpaVEKivRw2Ei1dVsnTaNRY/Vb8D/PeHhf/+bfffai2svvZRLxo+nZ7t2/FRLClwpJQvmzrXdNm/WLC4YN46DOnZk7P77s3/r1nyYRolLhzkffxxXIMzQHA4WTp5cq3NomsZ5jz2G2+SF0hwOPLm5nH7ffXVqTzN2BatIjPhmikZQoUY/kCylLSdVhDWyC7JIjKmZxCsPsB9wQg371Q/bpk/nw+7d+XS//fiod29eKSzk7Z492TBpEiIUSqJeNVqfRYLHz7z0OfFE3Dk55LZu3eQe0A5duzJq3LgUEhRITe62KhbpKl+b5XlrHrMZTqeT/Px8rrj22vo1PmdvGDgVcg9KaGg6yriZLqcWAAEL74TQ1oQh1MyvYiZqtOZQ2EHGdpDmfEgzosrjUU/Utve6gPOBsy3LrNj2z+rdgt0JKZUWprlg8N3giVkbokAoBKFKWP4GlJwBDhsNzkoD6y+Hn++AilXw9XmQ7U5OnBYauLJh0GWNe1/NwLd+PcLjSRkopJRs+eYbAoFAeqo5TcNB4uMwpzI7SZ5mpM9HeONGlh1xBLI+XNIpiABTgZ+ALsABQAcUe0d7YAiKzrWY1M93PekhUNa0FrHzFNkc34zGgJSSmRddFA+ZsyK7iz0zRvW6dVQuX46VDjbq97P8+ecbvJ17EnzV1dx/990EAwGqq6qorKykorycU449lmDQrnJrMoQQ5BcU2G5zOBz88OWXhIJBfFVVVJSVcdsll/Dzd9/Vun3evDw0Z6ojX2ganjokYQ496SRunTyZgUcfTfs+fRh57rn8e/ZsOjRXLd8NSDceGpQaBspIFsaE6X+BEsU1FOWjZtnPsDqeDRxEYxhxAtu2Mfnww6latYqoz0cwECBQXo4eDieJLHYhum4S4SkC8LZqxZgHHmjwNtYF973+Oudcfz0FxcW4PB72P+QQ3C1a1Og9tHodDC+FMQqbmZvM+wlNo1OXLpx13nn8OGcObdrugrc+bwCE65h36MiGgGUut3ohrImb8f0szyQTR4sBLQvaHlu3NpoPr81OUspqKeXr5gWlRg8CrpNSvlTvFuwurP8IJnSD97PhoyL48ZyYByG23fzS9CA4QvbkClYGN1CTfrhK1YoobAO57cGdD71OhHNnQk7rxr23Pzn0SISSgw+mfN68JMtDPC8pFIpTwFldt07AoetxOjndsj2dHUavqqJqlwuFzUdZvjagkvzmxdYNRHkd9id9UaL1qFAmc/q3Acme5nEQQrQQQnwkhKgWQqwRQvw1zX43CCHmCyEqhRCrhBA3NHVbdxU7fvmFwObNttskkN3ZPpxBRqNpY+bTKSR/FJRu307AnxrOJ6Vkytdf1+ocF159NVmWXBNvVhZOXSdkUUT8Ph/P1kFYOvCcc3DYCTFSsu+xdZuQew8fzv9NnMjDixZx8Qsv0DZGx9mMpsJeJCLs043wZstxAcmpxplmBjsGpzEkCoE2PFa8/joykjB6pmMjSheAawRj5Hq9XLF8Obm7uXaNy+3m8nvu4bvt25kRCPBCSQnfrFjB9f/6FweNGpXWO2Jem67SdUoKLPC/Z55h0erVPP7ss3To2HHXb6Di17rtr7UDmS6iwIQU3USDzn9XSoEjR/2uBQ8QnpbQqf6sgHU2RQqFx4DrgcuklA/X++q7C5u/hp/PAt8aQIdwOaz7SFWjhlQPA4DDAy63Yl3CZrvdi5JR8G+G82bDNeVw/HtQ2K0RbqgZZmz58ktCO3Ygo9Ek4gNjMcd9mhUF63RgDg6yyzKwIlpevgut9qMqVSedEahAxexmgg6shjjTtVH707zUo1hO4+IJ1MzcBjgTeEoIYZfZJYBzUK6To4DLhRCnN1krGwDBbdtsE/wNrH37bbbPmJGSPJjTpQvZHTqk7O/wetnr7LMbvJ17EnRdt6+VIGVSnkMmXHvbbZw+fjwer5fc/Hw8Xi9HjR1LXpok9g1r19a6fe369uXU//0Pl9eLNy8Pb34+nuxsRl5wAaumTUNvEK9kM5oGnVDe2UypxS1if1eiavNY6z2kk9QMHnk30Bs4C+VhbhwEtmxh56xZRG0U8NrA7KVotd9+eCwsS3sK8gsLueC663hzyhQGDB2KJgQayaYyQ0nKGOlj+d2zd2/OveCCBm0rjhryuAyBQteg+ARw18PILJww8DXY7wk4cjuM+g3angmyhlxNzQP7PpyQa+uBOikRQggNeBa4FPiblPLJ2HqPEOI5IcTKmMVwqRDiinq3qrEx//bk0uCQzLpkRvyrcsLwf8GQ26C4C2S5wSUSY0g6CE2xPzWjyVC9ahV6WIn/6ey15ik+RPpXaA5DDKCmEB82tv5wmNxdSobcTuJzNIZxo1XLLPsGYuvmA1tJ9amESDBrV6PudlXsmAqb1jcthBA5wEnA7VLKKinlVOBTlI8/CVLKB6SUs6SUESnlEuATVKbj7wYthg5FhtNblsLBIN+OHs2EPn2oWrUqvl4IwSHvvIMrPx9HTPB15uZSuM8+9KtvnO7vBIVFReTYhAWFwmEOOeywWp3D4XBw/xNPMH/TJj79/nsWbN7M/154gWgkdax3uVwMO/TQOrVx5IUXcv+GDZzx5JO069YNJ/Djs8/ywimncFfPnpRt2FCn8zWjqRFChSkFgGHASJQd3sps14cEYeivJOed2WW7YtkOaibZYjpPwyJcVcUP48bxWdeubPrgAzwkZo9MlafTwZGVxfB7723YRjYSXpgwgY49e6KTUNfMylAmn63hxfB6vRQUFvLaRx81fAM7XqCEfDOMkKQoEHZByAkRJ2yaCDt/ydxo1XJoOxayukGrI2FYCXSMOfOd2ZDdDfrcWnPhOUc2tDuuPncVR63ZmYQQDuAV4DTgLCnlW5bzbAaOAFaiQp2+FEJskVK+u0stbGjs+BlKbfi8a8oXkjr0Ohdm/xsCWxKJMWayHDs9xFsM+V3r3dxm1B1FgwfXyJaUabi3rrPuazi2s03bcg46CGdRUV2aaYHZvW2tKVqJSubrgVIafiExCq1G5UvYusJi/xv1OTfHllxgX3YjOVsvICKlNBNpz0XFbKWFUCP+COCZRmxbg2PzhAm43G6ilnoAoN5yGNCrq6latoxvRo3imCVLcMaqWRcPGsTJa9aw8q23qF63jtbDhtHhL39B22U2sD0bBYWFjBg9mh9KSqiuqsLhcOB2u7nv4Ydp0aJFzSewnKugsDD+++o77+SRf/4z7tFwOJ3k5OVx0Y031rmdOS1asHPVKrYuXUrYZP0N+3y8etZZ7HfHHXU+ZzMaGxJlgFlNQszMRnlrhwGlqPBQN2rMNcfE21HvmrPnDI4fSBZjJVDVgPeQjF/Gj2fzl1+ix8L0jNBcUGqL1S9hZS4yQwCDrr6aLmPGNEZTGxxFxcWMGTeOJ//zn/gTD5KeYsSAx+tlxCGHkJ+fz74DBnDu3/9Oy1aNQLfb4x5Y/xqEtyXWGS9AkMr6aYZdZDJA+5PggPcyXzevNxzyPcy7Rsm9wq2K3zlinljhhOFfqCibXUCtpAghhAt4ExgLnCalTGJjklJWA7ebVs0RQnwKHAzsOUpE1A9TjwIhU19OxjlZg+6nqT+XvABRizBgfLHSSKhCJWtrLjjilbRxzc1oHLQ48ECK9t+fHdOn2wpudjDI/ezSXuwQImHxiADbS0poN20a+fXmn2+F6kR2ZSYlsBBV8GgmqRwUZShFwi6EwjzBGahAJW4PIpm6sMmQG2uEGeXUXLTiTtQN2eZgCSEuBC4EaNOmDSUlJbVqTFVVVa33rSvCZWX4ysrgnnvSDjFmW5EOfPbUU+R264bLJPjSty/07UslsOKHH2zP05j30dSoqqri0uuu46wLLqCsrAyHw0FxcTHerKxdvsfeQ4bw7zfeYNvmzUTCYXLz82ndvj2Lly1j8TKr169m7CwsZODdd6duEILKyso/zDv542AVEAtljo+LVShDzRpUjkQ6r1RNtSDSJU5Km20Ng+COHWycMCGuQIBqZdj0d1bstxHKawRjRUz7GU/ClZdH6wEDGqWtjYUhBx/My08+ia+6Oh7Qmwk5ubn07N2b1z/8kOwMNXoaBBVzFOmOJFF8CtI7r+IbTfvEj3FAlwtgv6fU77I5sOkLcOVBu2NgyxQoXwBFA6DTKVA4EEaWJE4bKoPtJUqRaDVayai7iBqVCCGEB3gflQ10opRyYi2OcaEshg/ucgsbEpu/UHkK5tncCJI32Nn8qAerG7n7Gmg6rH0H1n+YyJtIgQYXbIElb8BqLwy4Gva7GAr2asw7AiAajaJp2p+qAJWUks3TprH6s89w5ebS66yzyO+m8k2EEIz44gsW3XcfS/77XyI2VIzC8rdRis081NcU9BPG9I1LyW9jxtD/p5/IrdcArAGjgClptkdRIU+2ZHSosCVrbF2cGcDmGB1ljRtaj7buMqpI5qYl9jtt6VYhxOWo3IgRUkpbeh4p5bOocEv2339/OWrUqFo1pqSkhNruW1d8M2AA0TRUo5BMN2juk+XZ2Rw1bx65dUiybcz7aGo09L0sXbSIx//9bxbMmUO/AQO4/KabGHv88Q1y7lvOOINKm8R5h9vN2IkT/zDv5I8DO4pWSAgDK1E5EnY2ja4oJcQ8ptakIJjDFRoegc2b0XQ9qVqQmcDHaIGHVBJwc0aH4a2QkQhd6lNcbTdizDHH0GvvvZkzY0bGN9G+fXtOPP10ho0YwVHHHovThmGtwbG9BGSoBqXBAuECkaVyFiSq4nSfe6DbRWq7lDDzQlj7hiL+ES6YfQXgUb+duTDvVjj8F5U4vfZtWPM6aG7Y6wJofXiDGbdrkxPxKnAs8DZQJIQ4y7LYZd48jhII6ka+3diIVKhcCHMYY5ySB8XIlg94nVDYExwOpUCoymIQrgCXNWYyhjZDwVsI/S+Dgu4w4oFGVyBmzZzJyAMOoNDlonVODtddcQWBWlref8+QUvLNOecw4aijmPPAA/x699283a8fS19/Pb6PIyuLfe6+m3Fbt9IqNombFXqrHhlBDaJm+uUwNX/zRuaCExCBACuvv34X7qyA9C4xa9qYeb3BOxVGOXKNxUxuawcjy6PJsRRwCiF6mtb1BxbY7SyEOB+4CThMSpmJx3aPg6+GZF3zJG+GHg6z8sUXUw/Qt0DoVQi9C7LxwiP+SJj9yy/85YAD+PCNN1g4bx4fvvEGRx1wALOm24S11gMDTj7ZtvBf6169bGlgm7G7UZOdWkcVmitBRVmajVD9SSRZG1+vkWBtFIMyw5h1HKgE7obHottvR1joW62EIpBMPGltXQBA03B4vYx5/nk8aeiR91Q4HA4+/O47Bg4bFqdityI7J4dPv/mG+x56iGOPP75pFAgAd0sl5NvGUDvsvQHCATndofMVMXdRCOZeAxM6woTu8FknWP2ykmdlFPSY3GfY1yJVENgEs66GH46DmRfD5i9h42fw019h1uUNdnsZlYhYDPJfYj/HA69ZllewhNYJIR5GESD/RUqZqaJG08PbgfinZATPGeHnRmEAJ+D0Q3gpOKM23skAuAsS2eyaR7mSRjzdJLdgYNXKlfxl9GhmzZyJlBK/388rzz/POaed1qTt2B1YO2kSqz76KO5h0MNhon4/JRdeSNDCkOTMzubQKVMY/d13tDnqKNxt2uDOykJoqV1fR4neftSgaiRTpxPBzSFQRneqThNqUnt4SVUkHKjY3BY224zUb0OBMAItNdO6TNhWw/aGRyz88UPgLiFEjhBiODAONaYkQQhxJnAfcLiUcmXTtnTXUdC/f72Ok+EwgS1bYj90kD7wPwoVXcF3KfjPg8pi8N8NoV9B/n6NB1UbN/LpKafw36wsHsnNZdL55zdQzRWFW6+4Al91NSJ2zmg0ir+6mlsub5iJ9Jg776SoY0fcsURwV1YW3vx8zq5DATtfWRnvXH8913fuzE09e/LFf/5DJEMyfjN2BTXl1EhUdGU5KrxpSuxvUErCYbHFGI+ts4BZoTSslFmo8NGGRdWKFWz+/POkdUaelSfWEqP2gyHuuEx/O4Aef/sb+115JQf/+9+cs2QJvf9qy7a9xyMrK4vXPv2UVl26xAs4CiFACEaMGsX3M2fSa3fUX+lwCnHl0rBYxmOuPFAwSsVHh4CwANzQ916lIKx8SnkWwhUQ9EP1BqheCYENNdPAyghs/Ai2T4WoSRGOVsOql6BiSYPcXkZVTCqOvVpzfAkh/of6ug6VUm7ftaY1AsJlKplExPQec/6TWU13AlGpvjBrHXhNwLifYNpVsPkHpTF2Ox4C22DD19DqgEa/jY0bNnDeqacSrqrCRSIcIhAI8O1XX7F61Sq6xkJ7/ohY/tZbKSFKxhC+7quv6HHyySnH5PboQd//+z88xcV8t//+tjz7dsqCYd83qlSbYYwDXmKeCEDs8sTvAgYDv6FUGAeKGrB37ApDgR9Jjuc1I0JimjDsTEawlh12m55/KfAiKlOxFLhESrlACDEC+EJKmRvb7x5UZb0ZpnC916WUFzd1g+uDjqecwvYMMfGa02nLFuTMzaX90UeB7x4I/AdkjGXLiEuIx9z9A/z/hC1ZoL/c8DfQyAj7fLw+ZAjVmzcjo1GiwMI33qDL/vsjR4+2VfbrispffuGvqNTZMKr6ymxU5eqGQE5xMbcsWMCsd99l5bRptOrRg6Hjx5PXqhUrapEPEQ4GuXvoUEpXryYSUt/jx3fcwdLvv+eqz36fdVz3bPRDsTJZvzvDomj4oiFh0/8NleJpoCUqD83qyTULFd7YPh1QeRYNXxuiYv58NLcb3RSBECWh2phhiDOQHJofWr2ao2pZe2VPR3FxMT/Pn8/br73G91OmsFf37px/8cV0TlPQs0ngKoRhk+HnoyFoSQUMB2D7N4nfUkLUCW2OgUXfJoT/+hIqSqm8EnbY8jXk967niRNoMH+OEOJRVDbSaCll05s3a4O8vio8yQzjS0s3VzlIjDXCAa0Oghm3wNapIP3q5a54DVa8rjwSegjavtIozQdYvHAhRx54IP7KyviQ5CFhNfe43axYtuwPrUREw+GUeqEaoPv9/PbQQ3Q/8cS48KGHw0wdP541H36Iw+NBDwTIthHa0sHsrLKDRBGpZhP7mKRESrmL+SmdgI7Ec3KSrl4EHImK/FlLekXCPI0Yk6K1k7uog42gQSGl3AEcb7P+B1TitfH7d9uRt3zyCQuuvdaWZtDh9ZK9117sdemllC1ZwqoXXyQaU4wd2dkUDhhA+yPmgv9hVA+LwdBmzV3CFYWsKoiuheCP4BnWqPfVkFjy3nsEy8uTPA96KEQ0GGTtt9/uMkPM0okTGUkyU80A1BcxSwg+fvddxp1yyi7nk7m8Xoaecw5DzzmnzsfOePdddq5fH1cgAMJ+P4u+/Za1c+bQ2ZRjpes6gaoqvLm5aA2gYP05kY/KP1uOol0NkOgh6YwzO23WpfP+mT/QfBRFbOMgt0ePOJ25AbvW26V7x0N7vfWvEbAnIjc3lwsuuYQLLrlkdzclgeLh0P1GWHy38izEoacqCNEgLL4f5MDEunQsTZmGLc0N+ftAxfwEm6gB4QR33Vju0l6mIU4ihOgCXIGKuVglhKiKLV80wLlrVdm2VijYhxoJeM3cZxqgORQFljMXsjvCfrfB+kmpdSaQyuUUDYBvA2xMlyC7a7j5yivxVVbGRUtzWocbCASDu8dl10QI+3ys++abpHXm+M8dv/3Gyg8+iG+b/Y9/sPajj9ADAcLl5USDQXS7IlYZYI4rtdsGiekke+DABkpwN2Ls7M7lROVP1AUGN4ehchmZHM3V0xsD619+mVlnnIEeDMbfZNLicHD4ggV0v+wyBj3yCAe9+Sbtjj6aVoccwoD//pdRX09CC/6PJAUC7LuEQQohdSg7EqIvKwvU7wDb5s4lXGVjKZOS7QtsU2TiqKys5PspU5g3Z459YTrg29tvT7GUuVCKhB6NcsX553PDpZfWp+kNhnmff07E54sbLOL2cClZ+csvEPt7wn//y/nFxZzfsiV/a9WKL554Yje2etdRh6r1QghxvxCiNLbcL3Z5kM1B5TccgTLK9CS5soL1QzNoN6pJhIjWpoDnOhqrLo/UdaoXLcLr8cR9zwbMwVXmO0l5aJpG38sua5T2NcOC8rkWBcKEpBcThZ2/gqtA5VJAzQKI5lUn0bKU8uDMhbw+MPQVZfy2u2CHsfW5ixQ0iCdCSrmGxuIvS65sOwCYKISYK6XMPMOkgzNfJVhbYabSMlg2BeDSwBmKZbznwOrXQdSge0kdFjwK7UfXq4mZ8NN336WVI1zA0GHD6NS5c4Nfd0/B8nffJZymYq0EItXVLHv9dbqfcgoAS55+OqV6p19KslHJ17rfD5qG1PUk64wxAJuZm6zXMkMHtOxsujbZxJ5J+E+XnG10cA/Ko9GF3Vgr4g8LqessuuEG1bfSwEzfKoSgw9ixdBgbG9RlCPyPgVaVeJUGWVxN0KsgehnI9eC8rb630GRo2a8frtzcVEVCCFr0Tu9qf+7JJ7nt+utxuVxEo1Had+rEh198QZeuXeP7SCkpXb7c9ngjct1XXc1bL7/MZddfT7c6MGE1JJZ//719jRopadFJJeNOeuIJ3r7tNoKxsa9qxw7euPFGPFlZHHr++U3Y2gZFbef2C1Fey/6oAewrFEVSAyUiulF1IYx8MgOGD1FDUXBPImGuKkaFKNVUzqzxlPm548ez5cMP0aur4ymdRoacMX9BsrHRsI/qAELQ4+yz6XDUUY3WxmaYUDgQNn1qr0hYu0l+X/C3A70FhMtVLm46b0Sr0dDxBOhwkqJ8rVwCBftCm0OVrHrQ2/DzWcSFXIcHDv5MybMNgD3aH1qXyra1RrfLU6v4CRd42ibUdi8JkgUZVlY9AQS3wIZ3wFmLuPeAXVGaXUeWTRVXsyV+zZIl/LzLyb17LrbNmmVL2WqmtDMXmotUprIP6Sh70t533UWXCy7A1bYtQZQ3wY8aaM1BRJIE15Ed24UBv9MJnvoWbtkGfI2q+TAFFbObCdkkW88MOCzr4qYK07qhqHpvjVM99c+O8M6dRCsrk4IazDwOjqws9rrqKvuDZRiqDoHIDWoMMl6ni0QZEbvJxPBWewB8oP9LJWPv4eh9+um4cnKSvlnN5cLhdtPl8MNtj/lp6lRuv+EG/H4/FRUVVFdXs2LpUk486qi4R8K3fTvPDxpkO1aAGi+NqdzhcPDTbhozt61ciW9H6rcuAHSdfY44AoAP7r47rkAYCPp8vHfnnY3fyEZAHef2c4GHpJTrpZQbgIdQRC8NhErsCSiMr7YVqkhniIQ2vw2YTs2204Ja7FN3lM+axZYPPoiHQJpbayRRpxt/ooArO5vj589nxMsv/6mo4Xcruv5dMSmZx+90OmaLYSrkaMx86H0TtDyQlKrXoDwQQ1+BnldAdntofzT0vgbajkkYuzuMheO3wrD3YZ974YDXobB+hB922NPNkPWqbJsRfe6EwHpY/5Z6oegqNixalvytG3OaodbHJccAuBwQdMSOt4HQoMuJ9W5iJoy/6CKefOCBlGh3A5s2bODEQw/l348/ztkXXviHGyDyM1gLo6hBsnLtWuVZ0DRaDh3Kth9/jO8Tt8oIwbyHHsLh8RDYlkjhMeQxl8uFU0oc2dkgJVGfD13XEVLafvcaEKmoYNbo0QzfsAFnbq7NXumwEfg2dge5qFyHDShXeyaPQx8UQ8hvJKqhmtnCzXdlrP9jVzreE+DMz0c4nRAMxjnYk+yb4TBFgwfbHxx+H6IzE4YLsxTgIEG7YpzUXCsLlAEE1M5yFYh+DXRXjQN3Tg5nTp/O15deyuovv0RoGj1POIGc3r3TVuV+5rHH8Fu8PLqus3HDBubOns2AQYP49Nxz2bZgASINgYIT6IaqCCA0rXEq1dYCgcrKtDSwLbt2RXM40HWd8q32RqkdmzY1ZvMaE3WZ2/vFtpn3s+3Y9Ss4GUWN+nYjuwPF+5COLcz4MJNRVQUlJYZ/oDZtqBtCW7YQvPvulLBFg0w2nWyaFVty9tqLuVu3Qpp+1dj4IxXGrDVkFPh3zTY+gPkhqrStlHwzCbKGgzgEin1QtTxWwwwQAnK6wS8rgBWZrx2phsrlsQsuArkQcruBu3CXb2tPVyJqVdm2zgNH6FiQA4jPwOlYMA213g4t81TWuzUWV2hUOTpSUloMjfCRjDzqKNp17UogZpVKN1jsrKriyYcfRtM0ilq2pE3HjnuEQlHfwSPi9xPYuZNQVhatH1Q1DM2KlAEBoGl8NWEC7vx8PLfeSt6SJcpCKWWKTcgI7rHCkZ9PdvfuRCpU93NnZ+NftgwZCtkyO8Wvr2lM+fJLXMXFdbi7Moy6xVVVDkpKDAXkJ2rOfagmmWXE4IyyZt8a8AFf0uyFaDxoLhddrrySNY88QtTnS+1zkQhzTj+dwzZtSrLAIyVsuxICkYThwkuyMdOTD7Ii4R4Lo+QfJ8pbYSgRsipNLOyeh4IuXThp4kT1XQmBECLjGLF161bbHAiHprGjtJRgZSWrvv4aPRy2rS9siH2jgdUoasjRMYt/U6N9v3443e6UKcjp9TL0zDMB0DSN1t26sXXVqpTj2/XsmbLud4K6VK3PJcGxauyXK4QQ0tIR6ldwMoTyAlv7lIYy1Kwns2fY0OYTFI8lJQ5GjRqOYnFqeKx7/nkW/uMfSZ4ISKR0Gtlv1m0SKDr4YA7bzdEKf6TCmLXG0kdh+w1kDHEzha2WeB9kVNn1UF0Ixy0FbysVKr9jBuhhaDEEHCbGr1AZVK6C3K7gKUqsj/jg/fYqLMoMvwfGLoS8XatntqcrEbWqbFungUMPw5etQSur+epGnJCZ7Q3AkatcQtFiKD4AqtbBgsfAvwW6jKVkezGjRh9a8/nribItW7j4ssuIxoRiu8ECVNS7C3B7vRx46KE8NbHGYuONjvoMHj/84x/MevBBosEgUtdxk6rMG/dskNe0vvRSRsbyEyp692b+/fez8oUXII0CYDUEhDSN1meeiSs3l6yOHekyfjzeMWPY+e23LL3qKqoXLkw5hwBwOul+3310OemkWt5dOfBR/AwlJbmMGmX2KozLcGwV6Stcg1IU7LilNJQddjfS3v3B0fvuuwFYef/9tn0uGghQ/uuvFA4Zkli5404IxJixzRn7gpgiIcDVApx9oGwjRF1Q3A4cEvhFlfBLetXHgVxScw7XHoLa0rkeM24cv06fnuKNCIXDDB4yhIjfT22qsTqAfh078vSXX+Jy2RVybHw4nE7Gv/QSz51xBpFQCD0SwZ2dTWGHDhxmCnk7+z//4bFzziFkCmlyZ2Vx9n/+szua3RCoS9V66775QJVVgagfIsC0NNvcQGfUR7iTzPkN5gCig4CFNJYCAdD25JNZeM01tttqeij7/etfDd+gZtSMyqWgS3v7njkf14pwGfx0Loz+XI3lxUOTt+tRmHE1LHteJVXrIeg+HoY+roiB1k9QyocVehC+PQ7Gzq/VeJkOe/rsUqfKtrVCYINKXKwtrAoEKA/EtDNUssrn+4JDwGFvwzHfqmTqqB+ijcO/v3njRq46/3xbhiGzzqOjnLDVQCgQYPqUKaxZtqxR2tQYkFKyceZMPj7jDH665x4ifn/cA2DUZzbu0+qJ0FwuPC0S9GX53bsz6L770OogKAhdZ91rr7HqqadYdMcdTO7Vi80TJ1I2Zw5a69YIpzNu9TEvwu2mcMSIWlwhgsoP/Nh0J1abaU3egmoyf8IGY7gVOqqIUjMaC8LhoM9991E0fHiGnYQyaqy5Aaa7Yftd9vv5iXVyAc4W6rjCTtCyE7i8ILaBsHpEJYq+8uuY5+KPU7js3AsuoGPnzmRlJXLbsrOzufO++ygoKCC7VSvyTeQS6aZHr8fDx9Om0WfvvRu5xZkxYOxYbvv1V0ZdfDEDxo3jlIce4h+zZ5Ntqhrcdb/96L7PPjg0DSEELdq147r332fwMcfsxpbvEuoyty+Ibatpv3pgIcoTYSQfmXmNjKSkrrU8l1GVuvEZ71yFhew/YQKuFi1w5OfHZVDDAyHTLAAVNbCeNaORUHyQYk1KeSmxbJVM+fmbJyfCmMKVsOUHKI8Vi5t/Pyx7UTGDGgyhK16FubH5JLRTyaQGDGUlAuxcCKvf2aXb2qM9EVLKaiGEUdn2AhSDwzig/kTo7pb2WlnKxUlUcbOu10HN7IAMwFcjoev5sPoTCFVD3j3wxllwyKvQ5bh6N9UOn73/PlLKJN3GsIHY3VUlaijMdbtZtWQJXfZA9/eCDz/kyxtvZOeqVeR36MDB11/PgpdfZtv8+YhwOEVxN3IfsKw3OrNwOulz7rlJ13AXFeHMySEUrKmCs0JSlYVIhGgkws/jxuH1eJCBAA6beG0JiPx88ocOTdmWjE0o65fVm2+MKkYJu5ri2fNIzwreHjXXfp/m2D+OULkno9MFF1Axa1ZK2IEjJ4eCwYNh5bmw/Q1AZtYHpYCsnqbkOmGqeeMjQSnXGmU5rVCJ1eG/gl6tjnecC+6HQSyJ7TOQ32NYW25uLt/NnMnLzz7LZx99RKvWrbn4yis5+BAVTi+EYOxLL/HmkUeih8Oq7oTlHMLhoP2gQRTuIUx27fr04YzHHrPdtnPjRu4aMgR/eTnemPEotGULT512GoNOOIET77iDNruJWaq+qOPc/ipwrRDic9QAeR1g/7Dq1gpUwrQBa36DMUbuQI3HRmK1IEH5aoSSOlCe3b1j+wdRuW1taYwicwDFhxzCYZs3s/WLL/j1+ONByiSuKDuPhHC58LRsPA9JMzKg08mw4E6oXpswZGseyOoIFTXkNEgJoVJVj2z2bTGPQxgK91bHRnyJPDmBKkGw6FEY+E9oOxpkrJ+au6zx+7tzIHcvaDXEetVaYU/3RICqbJuFqmz7FrHKtvU+mzMXOp6dytBkB2tNMjt3k0AlzCx/DsJbQVSr36EymHK6ilFrQPj9/qQKt0aT0rkwJcoXHA4G6bYH1o9Y9OmnvH/WWexYsQKp65SvW8fn11zDxtmz40Xl7O7NqHpgEPAZFaMdXi+jX3qJgh49kvbXHA4G3HuvSpQ2QZr+N55lOM01pZREY5VB9WjUvl1lZYQ2b7bZYmA68BnJIb4GDLVFRwWj1WQhzUZNUtbP2IFSQFwoPnQ7NAy9WzPs4V+xgmVXXMH2558nr0MHHF4vwunEkZODIy+PwR99hIhshdJ3ife2dB3P4YScQeAwLNNarKsYO+ej3ncu0Av0vuBrDWEPuCV4syErC5xvoyqfn4QiwekH7P4Qx/ogNzeXy6+9li9/+IHXP/ggrkAY6DR8OBctWMCQq6+m99ixdBs1CofHgyc/H1dODq369uV0Uz2ZPRmTH3mEkM+XlAcidZ1QVRXT3niDWwYNYnMaKts9HLZzuxBihBDCzPn7DGrQ/A2Yj+q0z+z65c32eTsYceWlsf2MpCMPiTo7XlRo6F9Q39McYBZKiViCMuLUxLRXf0Srqlhw6aWIWGizQTCZzufuyMqi3dFHN1p7mpEBDg+MmQ7dLwRPG8jqAG2PgYqNmYU4AM0F22bAnNuVVyFcrhSF0tkQ2Jk43ghokKgwqGgEcrpkDpfSw1Dy19T83lpij/ZEAGkr2+4S9n0c0GD9K+q3Hkh4MI0HLVBjRVJRSjNNk2W1OYMvLguGYckLsP89Ddb0I449lgf/+U+CJkXCCIaxC7UTxGQTp5OynTv3uCj4yTffTNgU2ywAdyxsyezxM3IdzDC+G8MzIYDCgQPpedppttfqdfHFOPPy+PHcc5ExJcBK52rAjxKzzcnbkhhzU5r2AGgeD/41a/C0sytEVIGaZNKFGVn3zRSnGEWRlBhhSUa5oZbAPhiJ2ooExbimYapwoOhhm9EYqPjlF+Yeeih6MAiRCMLtJtvtptWll5LTrx9tTz4ZV34+VE4j6R1Xk5j946xMGrTsqmJb4xuMjca69qgeq4MIKQ9FdmdgMwiTG1tzoLwW5mH/cpSy2q1B7n1PQmGXLhx2//3x31VbtrBx5kxy27WjXYMVhWx8rPjpp6Rq1mZIXSdYXc37d9zB5W+80cQt2zXUoWq9BG6MLQ0IDaWA29SNAtTYCcpYY537zbPGVtR31R6VO2EIAobENgeVxt/w/W3NM88QtlAEG34Sa4Cs5nQy4ssvcWTVwoDajMaBpwUMfkwtAJ/ukwg1ytQ9el8Jix9THgczomlYwyQq7PWdDjDiRcjtCZXL0odM+TZC1RrI61r7e4nh9+CJaHhobuj/NBxZCofMgq5nQLYGXgc4Ta5HDTV+eIgZdevgBtRQSoSvYSn4+vTrx98uuwx3GlpAKwyxsaqqilMOPpivJ0xg06pVPHzJJVwwaBB3n3kmy+fOrek0DQopJVuXLGHr4sXsWJHsxjOcxOZFRwnvcWVd09AcjqRvzhgwSxcvznjt/L59CbndBFC2onQcRobCYM270GPHpfOQRP1+ctIWyVpLqlpivaqBKmAeaoKyu1IJsIxEhkgg1uIsUl1ohs/GeJrZJKxszWhIRMrL+e3YY9GrqyGm6MtQCL26mtCiRXQ6/3xcuVmw9V1Y/1RyrkIURdQVRL3CEBAUauKJ2xhjioMEZGz4FjoI02QitNjSJrlx8c6elOAF/L6Ez/oit00beh1zDO0HDfrdKBAAHfbZJy0NrER5RRd/ny5ssRmZ0Y/U6tQC2J+EHtMR+3rQ5qUaWI49FayOved517F98uS0RS1dJEQXD+B1OnHXiXq8GY0O3/rUpBUrWo2E/v9SxD1mWBUCY3qPp1hKVa/s21Nhn5tU6FRaSOXtqAf+nEqEAQEsPBF2fKSsd1oUvEKFMMYrQ5H4CqPb7M9j1wE0VEXAjg1fDfKO//yHD775hs5duuB0OpMqA5ibYfwdK4hONBTitgsu4G/9+zPx+edZPns2U95+m8uGDePXb75p8HZaIaXEX1bG3Z068d+BA/nf4MHoJk06nUAP6l78KI/KCR9/jNPrtX3sBaaKtVaUr1jB5FNOIez3x78zcwSJ4VAyFiNkyu7bNhxU1uedmTDE7L8whEdp+d+MmagqqZ+QzEO8Bdhu+m14FySKL/o7lEtdR1nBrKNNJao2RTMaEno4zIwDDyS8zWackJLykhIo+xGmdYb5Z8HmN1Jljijq9exEyR3lUVg4H2QW8TJSugB/iESdmnQkDgJT4Yg0CKMU1WbsqTjymmtwWYpYWse+Fh06NGmb/jjIB4aj8hmKge6oUhVmim4vMJiEuGTnu4bMmbGNo7Rmd+sGNqxmZpODk4SaVFWDka0ZTQQpYeYNEKxMfMxmJlBQnoTsTnDIJ8qL3PGYhCJg2A7N1s2IaX3EdC49CNtnwtE/QZFdnqWAgr6QU78x5M+tRGx+FQJrVXK0ARlUSoRZojX+tlPUMsWaFfaDric0aJMNDBs5ktmrVzP555/JNg0iVqVWogReQ+xct2ULOyoricSspLquE/T5ePjiiwEIBYN8/uyz/N+hh3LnuHH88vnnDdLe6S+9xI15eWxfsYLSDRvw+f0EfT5CprCs2rDay7w8qrduJazrSaxIEnBmZzM8Rq1pxW///S/v9u5N5cqVyecjuaqCeTFKBaUb/g3bftIzdzrZ9O67aY7oSvKbMXwa5sAsA8Y7jaDM01NN2xaTLEJY65NGUV6PNaQJgkQVs2tGQ2L7xx8TWrcu7XaHJwi/DAf/ZoiG1av169Cil60gEEcwAOXlIL0Q0mD1cljxK1RvyxxHK+P/ZEA2MKaGfZqxO9G2Z0+u//JLOvTrB0IkkatIVB7YUWnoPptRG2ShcoX2RykRZcCvqPy1pahxugilSNRHGXCQymbbMOh86aU4NA03ys5peB7MBjFjXpWhELl9+zZKO5pRR6z7FJY8Rcr8HAVFotERvG3hL3MSBeH2vkbVihDu5MOsokPSuVDGpqrVUDwQxnyuPNhJgouENqPqfSt/biWidALoPvttBrsbkDRqZ5E8jtgxcwLkdYdjvwOtcdNOBgwezPmXX57EsWKke3lRzY33JZSRcxkqgtOMzStXclH//hyblcV/L7qI2VOm8NOnn3Lfqafy4s03o+s6i6ZN45dPP6Vi+3Zqg0BVFT888wwPHHAAb55/PiELQ42hAOguF1nFxRmHZyMsSw8EmHzZZYoL3rRNy87myOefp7sN5WHpvHnMvPXWJK+HGZnySdJCCNC0JA+iBKLBIKG0z8eDSsBzkbAP6ag8BuMOIdW9rgPrSIQtmb0I6VoZJXMVy99POMfvBVvefZdodbWth0w4oP2xempHk8DmDdBjP1MUuAW6DlUV6v9Vv0HZFtAkbFsfC4dKx/4STRhIpFSTkzTiu1FKiWwJcgPIOfW55WY0EXoOH8698+fz6JYtDDrlFITHQ8Ttpgwo03X+NX48j158MZFwM+varmExKiwpgJqdtgGzUd6+Fqh8szS5kUDquOpAEU81/Hgb3rmTBSefjCsSSTIjmRUHs1Esp3dv8vrt2RXs/zRY8pSqIp0CDTqcBp3PUyRA5orS3mIYOxc6n0S89k86A7YBHXBkQ7uYoei7v0FUT45ujgDzHoFIIO1pMuHPrUR4OpDW/m02RxsuIlBPzIgsMH6boXmUxHDox+CsKZSgYXDn//5H+/bt49YIg6nIWLwk36Vh2w6TCL/WdZ3l8+bF608Y/ctfXc1HDz/MRV27cvdRR/HI2Wfz906duLJ3b85wOjldCC5q04bZFo9F6Zo13NG9Ox9cey1rZs5MO+RGgOpwmNLKyhptphIQwSBRG5pWXdeRus7cZ59lxxLFnyylZMv06cy66y4imahdY9Y9u+ulgyMnxzZBzZGVRfHo0RmO7AQMwlzdNKEUmId+u9bowDdYMkQyoDzNPg5UnG8zGgqrb7uNHZ98AiT7moy/83pD55Oxfx1OJzjzSVvwRwi1z+oFUL0zoTP4q2DtPJVcp5tzJXTQI1C1BAJ+iEhgHxDfg3gOOBTkfqiE0sXA9cBwkOP4I9WT+CMiv1Urrnr3Xc549FECDofypIZChAMBvnn1VZ6/4Ybd3cTfMSqwZ1KKoqpWg0qePoDkGdaAWYQ30psH0lj5ZytuvpngmjUp641WmKEB+8aKrzZjD0A4XTK/Dqs/gtl3K+rWiaMgapJdPC2g+9lKwTCQUQzQwNsSel8A4SrY/HVqt9Vi111bv6iTP7cS0eEylWRthlkCENgHxQuSQ55iocq4cmGfG1QYU9E+jdhwS3OE4K3Jk3HF8iPsLOpmT4URSBNG6UNGCggkHCvm23aGQpSuW0egqgp/RQXhQID1S5cSjVn2y7du5f5jjmHhd9/Fr/HO5ZdTXVpKyOerlQ0mGgolampZkLQuTcXpSCDA5IsuYso11/DqwIFMOP103ujRg8/GjGHNp58S1vW0YrcrOztthKvtMQ4HI0pKKB4zBkdOgirVkZNF8ZjhFB50YNr7VArDryQ/aVBvw5onYUYRKna91LS/NYjSDtUkF1IyGJzs2KOaUR8E161j3YMPIkxW4Hh+mwCtAPrfE4tYsr4ubwG02RuWz4HK2Hu3JsjpElYvhu3bwONN/sCry2HJDFjxC0TC6sP2R2HDKtjug61B8LcH8SbQFzgSeJNYwgXKN+mLLV8Djzfsw2lGo+DD//2PkCWhNuj388VzzxFOw+TUjEyIAotIL5HtNO23nAQbntnuD6nsaYUN3dA4tr7zDnWh5Vz9+61u/sdC+XKoWJ9e2InElAapw7aZsNCi/LUbTdLBaQUsAd1OgHGzwJ0PK95O3T9JmWhOrK47cveD3i+BIx9wJt6LmdwmDYMWkGw4dmjQ+WgYeHe9X8auQEqJO0NFZms/M4injG0pcguJPJ10w5T10dwzZkzcI7Fw0qR4+FBNYq6BQGyx5hmYPXZFPXumtdiGq6uJ+HxE/H7WvvsulatWEa6qIhwOJ0WdmfVEh9dLTmFhUn6DeR/DqR3fpml0v/JKigcPZvAHH9DvySdpccgAikZ2o98TYxn8wWEI8RTpucHnk8qeZMAuLd6onDoQmGLZJ4KSGjM94ZgVmr4oWtcDaCz3+p8VZVOmKCpXYvYEFwinWvJ7w/4PmqIaza/eWwh7HwvbZ0DIYpmyhjypzge+UOJDUdzN4PJAx2HgzFJxtFkdoMNBkNNNHee5FjAlzcl12Cfc+4AnSE7ab8aeiJ1patHo0Si+inRWzmbYI4IKWYqQflw0PuBVKOY8w8poVhis4lQvapfpV3dUz5tHtKqq5h1jECjq6WbsZkQC8NlwqFqfLHBAcm5DXBb1w5KXks/h9MJh74MzW5H3ONwq8TpeiBS1vsMYOOQVVZ8CoHRO+nYJAR0Pr9ct7fF1IhodbU6DVsfDijtg3aPJ5cFrgrkDOLzQ7+aGbl2t0WvvvckvKiJgQ/dmDZszSuUYyKQnRVCyih05mFW50CMR/nvyydz1449x5iNITvKqCUauhlGyI86WpGn0HjuWw/75T14dNoywz5dkhTF7YDRI2ma+d3NdCAm0OfRQilq2ZPmrryZVwjaemUE5a9yLpuusefNNNCHYNGEC7uJcel23Lx1O7B2jjYygLLzvABeTOinVJu7QHDvXHjgIxbgUMrXQfN4ImSer7Nj2Spo/+YaHHvSDrt6ZAAq7Q+9r1TjuykveV0oQhvzhcMPCNxLxhwasIdfxjyec6JhxL6kHWrcBT17iJAbFa8u9YedfwH2e6WSfAP8lvSK7BlU0eCCqKHDrujyKZjQReu2/P7O++iplfW5REXktWuyGFv2esY70DGegPjoj/HML9qEJoMbqKtRsuSX2u+HhW7KEOcOHxymkrbDO9/H51+Q1b8ZuwppPYjKmTBQ/F6h/pKbmEfPL04GdS5TSkWsKQe54BJy+DlZ/qEKjOhwBZUth8fMq16LDEbBxKrxQpCadVoOg61FK8bDWmgDY56p6h983SxSg8hj2uh02vQHRWOyjhorz8ZKw/FkNd4asl9sdhjwDRQOapr020DSN5957j5MPPTQp/t8Y7oIoe3YRiSFvI4rILhN7MKjh1W4fO5tNyO/n6VNPJWqurmq6PqjwK29BAf6ysrTXjHshnE4Qgj5jx3Lym2/idLs5e9o0vrvlFjbNmIG3sJDq9evTcmUb7TQP+/FsBKeTgp49GXTTTSx79VXAnnHTOF7Ejo1s3cqKxx9Hj4UNzDj3N8rnHUy/f5pZbqpQE0lbyxm7A5uxF+KsT1RHZa9MIEHxarTeqjZlk5ouDypbdxHqbRvxNK2AA2n+/HcR/s3w86W0dX9C2+ehYhW4iiC4WSkPTsucrYfAvxZy+qJehW97KlGDFYYCYd0nnocvIKeVPYGD1KHoDNOKn4EnUX3Ajb1Cm4364mcAJ6Iq7v65HdZ7Is6//35+++67pNAlAbTyeomGQmjepsnH+2PAqEhtB+NDMyhfM3l9y4H9ULNlGjr4BsDae+5B9/txkH4WMSdaG/NXeMMGwqWluIqLbY5qRpOgei1EzWygsSUtxRJKsfj2TBibCBfHvw1+vQuWvQmBCpA3KCUgqzVUbYD1lroxW2dA2RLw5KjrSz1xfc0FPc+t9y01zw4GHDmw/w8qcNmJmkudKMk3F0XM4CGZKjoHyHaCxwO//g1mXgi+GMWj3vQJigcMG8bsDRs47fzzKW7VCneMW1ygbscoWWVEcZqt7pmQbrud7VsApcuX2zMhxRQCmZtLlc+HsKG1NBSNKCAdDnA6kW438ydNYmVJCQBt+vfn1IkTOeaVVyjo3ZtgOBwPOYLah0853G72veQSstq0QaQJBTMK3YUx2aqEiCsQANHqMEse+IHQDrMQr5Fc28FAb5QqZwh9wrJYUZ3mPOa7jKImMHOytgYUoCzJm0gEqOmoCW6ezTmbUSsESuGrU+HVdrD0I0RYR2iQ3wOyiyFYGnuTJne1jMkiK56DsBFeLU0sGemQiWNYAnoVRHMSk4IZwqUSMuJ4AwjEwgH7WE5uBGMZVJQ6Kpn0cOyV02bsTnTs2ZM2mhYnzXCjMp2iW7fy4yuv7N7G/e6QTgwyPmBz8dBM1Z59qNo+6WmeGwJVM2ZANJqUjmn19JsVifg6h4NtH33UqG1rRg1ouX8NRd+w6Y46bPkZgrGJI1wFHx4A858E/w6QsXk94oPK1WnIMaSSSXteoEJgzXHiwTB8Mjo1pLaWaFYizMjuCm1OSFRnM8+vGsmMTIZZOhyBioXgWwOrXoQvesLOWfCeFyYfADtmNekttCgu5uEXXuDn1avxO53xZGVD4DcrEBqKj6KmyEprlzdkHjvZxgG2ygFAJBJBSkmgspJwKETE4cAZs5iZ5aioEAhNQ0ajRAIBQtXVhKuree3EEylbt46KjRv58uqreWvcOBZPmEAwEokzTQUBLSuL7O7dcWZngxAqD97rxeHx4MjKwpWXh7e4mCPfeYei3r1BSmS68vEWKCKDVIFNczsom2OuTq5jn7zsRFl4R6AKHPUGTmDXeMQNBcFQd/oBh6H4/9eSauHQUWErtU/Ka0YMkQC8PwBWvpdYFwVCIGJjedEAknW2KIgo6H7Y558xYo2W/WD4XbD/XUjNk9Sl9LAiV6oVhBciI4hXrzYgJYgCYG/TSlNROZFDwg9p4rIWm1FhbwZWANfWsjHNaCqs/Oknst1uWqGCZtqgpq2Qz8fMtHVqmmGPtti7+jTUWNrStL5TLc63jtqbsuqOrF694nmBggRthoZ9DqMhLwohiGbw2DejCdBuFBT3V+HvdsiUJG0Yppe+BoFtaUlm0iLigy0zQLoTPC6GaKCHYdnbdTtfDM3xDFZ0vAQWf0yK4GVQHJm/wRRZOapcT1pMxds5E6YcAkctgJzOjddmG/w0dSoOh4MoSknIx946ASqowcxaC8kJxj4SFg9INp6aazAb20QtKVOj4TAhE6ONRInBednZSXUgDEQCAR7cay8cmoYMhVKyAgwFKajrHPrSS7hdLuY/8QT+LVvoOm4cfc47D9+mTYSrqsjp2BEt5n0QmkabESPY8v33NbJdpHV6R3S87Yy4dAdKgE/H3+9AJTqbC//0QiX3WVGbBGhjMDH4iNeSsJ6lk0aNt9icYF1rVG+C9wZDYFNyjJxZqxbgzokpFGGS8h0cMbOx6DIK9j1TeeUkRHveQuVn/yOnzU7ClbD6XeX1HvKIC2QYKTK8JRmA0g+h8FagDGSMNUZkA3eS7C/sD2wBGQW5EUQIhDk8zriZiljDDavrlzT3lT0L3vx89DRCRHZzTkQdYSfQGfUdrJ6HTKFA5m+otlaAuqPTrbdS9s036L5kD6HhmTDmQgPxFHAhKD766EZrVzNqASHgL1/B3Pthzj1qLK4NCnqoUCWAlR9CIPbu6zIkS6B0AYRtFMlINVStrcPJEmhWIqzwdFDuJrsidHb5VNaAe/M2iQqEXvY4DHigoVuaER6PJ0kg9qGir9IhSCKJGJKJAyIorqF/PP881ZWVzJwwgcK2bVk4aRK+HTvi1zH6s0H9au3f1t+24VAOB7ldulC2cGHKNj3mwk0X+KMTs8YEg3x13XWMnzaN7J49WTp5MiumTWPZpEkMvuIKfvrHP9g2axZS1/G0aEGHUaPo+fe/s2POHPRgkGgggObxoNvUlghhkwfrcpHfryf5fQ9EBY7tT92S6qLAAuw7ko56UnWJedmGYhHxAXmoUCcrCml2RNYBvq3wSgeVFW1k/VtluFjp83h+fQSlZRv13TQQDmdMgVDPXghwtuhI/in38sN+d+JbsRVHtouc3i3YWbE3rjw/WeFfEA49Oe3B7B0NLlQWJo4AcWPsgn1J+cLk2eB7DgJrVeOFULt6rf1AorwRWVSuDFO1KkJhv1/Jarv/rjzBPzwWzprFD198QXZuLkedeiqt2jUejXLXAw4gp0ULgtXVSeO8Ozub0Zde2mjX/eNBB1aSGGPNrHgVJCsR1aiZ0EWCasMMJ4lBofG8vPlDh9L3vfdYev75yC1b4l+5kb/nIu4cTfrd/sILye7evdHa1YxawpkFg+9Uca+Ln0kNfddciZAnw2PR8VioXA/V62FdSe1sOuZ9jO5YvV2F7AuL8uLKhTaZqOkz3E69jvojI6sPeHuAbwFJ3gidZC9ETTBenh6C8t8arn21xIHDh6uciEoVmmAYRu0Ed3N4nPHbDp+/+iq3v/MOx199NQDb167lqfHjWfT996rgVQx+KePpI063m2g4nGLhT9f/9WgUX3k57pyclArXxnHplAgztsyezednn82KTz+NezVWTpjAuokTYzep2uPfto3l773HygkTGHDZZeQXFLBj9mxaDBzIokcfJbAtOUFOF4LsgQOJrFqFDIfRIxGKhw7lwPfeQyUs1werSV8nIoh9HK6Zpcn6RCTwU+xvBwk/kkHro6HYd5pRa0w4NhYiRCo1nxlWKrOYy1g6VIiSo/cR2PVe4XTQ8bzhIMvpdu1ByKhEy3KBLvn5yJUMuLU12fkLwCETsQvxCSIIO58DfQDIz2LrhwPHAl6I7oCK5yD8PDjWE//SpVRykZDgSW5TuCrK9ydtZesPATS3IBo4mO7jxzPkySfThiv+3lG1eTM/3n8/K778kty2bTno+uvpUQvLrZSSf15yCZ+99hrhYBCny8X/br6Z+994A2dRUaO0VdM0rp40iYcPP5xARQUIQTQU4pjbbqPP6NGNcs0/JqpJcSXGsREVKBYClkE8ONiorBQmESxs5NQZY2zjilZFRx5Jdn4+gS1bkkhmzfN7FolKQg5ANFP/7lkYdAesnaBCkyLVSmEQTjjyc5XbsNAHoTDoLpj1KMx6BPI6JGJd7eLKDcXBEOjM4SM6KIY/B3iyEkykDi8U9obOf6nXbTQrEXbo/RksOhL8S4i/KR/2LHA1GRw0DVoMadj21QJOp5P3Jk7khCOOIKrrBHw+KqNRW8ctqNvYirJbm4vPGRDAgh9/5PoxY3jht98QQtCyc2du//ZbPn3wQd656aZ4XoFEhUgJYN8RI1gzbRrhQCBFWUnX+XZu3EiuDR1dphxTKzz5+Sz/5BOigQQTgkBN+ElehFibon4/cx5/nPFLljDgttsAKOjVi+/Hj08wP2kazuxshr36KgW9elG5ZAnuFi3Iat8OJexHSR7Gq1AehsrYlbKArqhcCXMrKkgM90YqNyQ6VxUJl3ucH9S02D0Vsx9JJxH/XoCqF9FM91drhAOweUbCWJnO+wimAGTTb58at7dOhbZjBti+Lc3tpMWojuT33xtHdiIMTkrJ0E8vxLF1K5QuAreN+1sAlENoIyx9GrocBt6dwCyIXAjrhoCshPw09MJ+HTzJ5oVfLoUt3wXQg5KoX/GrrXztNfJ796bvNdekufnfL6q2bOG5/v3x79yJHg5TumgRG6dPZ9Q99zC0hvv96euvmfD66wRi4SWGJ/ams87igc8+2+W2SSkJ+Xy4s7NjNNIK7fr25f41a1g2dSq+nTvpcfDB5LVsmeFMzUhFphklhGLY20BCOTDgIqE4QDK7TqvYMY2H8kmTCG/enDKXWWHKdqJ6VtPmZzajBnhbwskLYNnrsPx12LlCVSed9xSEqiE0EsLmgrRA2QqLAclyTnMoSVxxsEA4YPCtsORlFX7f+ywY+H+q1kQ98Mc0Ke0qPJ2h/0JofSMEXEoGDKLkrkJUgoFTZKaWhgRFS8/d417ef8gQlm7axJMvvsjl115LFEUYau5fRgT0FpSdxUeijpUZTiAaibB1zRoWTZ8eX79qzhzeuvlmWzYmCaxbuJCqQCCe9GxGQceOODyelGMiUlJVVRVPEjNsPWZx2Vhvra4tURWo+xx3XMq5a/JgCE1jzeTJibZIiZAS4XCoBG2Hg4Mef5yifv3QXFEK9ulDVvvlwN3AfbH/P4i1aAWKTnMK8AswHSgBXgc+Ivnrb0Wy8mFn6jbiY6IkiszZsTbZQUeFNB2CivNtViDqhI+OVo/ah/pI6hruHAAZgg2TspA5XezzhcIBCgfl4MxNzqMRQuDIccDOaTD4Muh2IvS7BPr+HdoMi7mmicXWSpX4vWaKuiBbYPtFoO8gY30SXaCUS6XWR4OCNe+G0YPJLY36fCx+5JE63vzvA9MfeohAWRm6KUcr7PNRctttth5RMz577TX8NvtoTifVu2j9/fmll7i9XTtuKizkluJipjz8MNJcH8fhoPchhzDw+OObFYg6QaK8ED7Si0EaiqHMbBXINIPkAvsCPRqojenhmzcvJSciHYwWh1etQtY1GbcZjQtnNlRuhg2zoGKjomdd9has/jT9Meky5812w7SpFgI6HgL73wpnLoOzV8KQu8BVf5mgWYlIByGg2z3Q4jjFv1uEMiS7UAbdQpko+Wx7fOz/ViPB26axW5sWWVlZHH/yydz1wAMUFhURRHkcymPLVpQuZMRQGuKG4ajVSE6eFkKwbf36+Pmf+tvfiKQpegNQaQ0HwuSJKCig1+jRiqFJ0+JKgXFdQ9mRNotVyTYqUoeA7scdx4E33ZREwwr2ojmYlAshcMU8IJWrVjH1vPOIBgLKwyIlMhzmp8svJVTxL+Ae4C7gaxJSpQ7MRRWa+5iEF8CMCErBWGBa14HMOQrpJi5DoahN/G3jxejWB0KIFkKIj4QQ1UKINUKIv6bZTwgh7hdClMaW+4VIU7K8MbDic1gxJaHDhVBGhXSDtI2mKkOweWZ7Bi54F+HORwgZK07nAlpANAtRvgbhTlNxXgjI9YKmQ04HVRPC6YWW/aGTTbiNHgZ/GRAA/zTV2EwhWI4sFBVwN6AdUX9n0O13DpXb5df8/rFi8mSioVSrkOZ0sm3+/IzHNlZ3/PXtt3n/8sup3LIFPRLBt3Mnn//jH5T873+Ncr0/DyQqZ2wFiv7agZrUrXb9dO/V6ooUKAFhbxIUJo0Ld4cOCGfNgSRG8CoAkQjVM2c2ZrOaUVeEKuDXf6lwptpAOFTORH3hyoFDHq3/8TZoViIyQXNC/w+gw9hYWXHTNoGS+8y0RcYXa4w/DiC/TxM2ODO+mz2bvIICIGHHThpkYjDEBENQN4upvspKWrRVBdSCPh+rZs8GSPIaQELQt1MwDAWldPVqLv3iC+5cuZKIEIRi612x/0OxNhptiABSCDRHZrfbliVLKO7Thw4HH5zkjagpF0kGAqz/6iu+vfBCZt1zD7qtchRh7Sc/kpnCb0kN28MoZcOAAI5H0QnaIdP9BklmCU8nLWbRmIwh9cATqFfcBjgTeEoIYfcALkQ9nP6oSk7HARc1URvhkzPtH6eRz2rdZrATGIsf9CDknHodWg4I4VQ7bS8HuTfoHYBukHcUoiqNZ0nq0HMkKmvbtF5zqiqmbpu4ez1Wb73doVDYD4RLWQdS7kVAdmsSfSgfV4GHnC42zGKaRttDD7Vv4+8c+R062K6PhkLktMlsBDru7LPJsgm/1KNRcvLrT938xT/+QdhibQ5VVzP5nnvi3ggpJRVbtxKoqomouxkJbEeFiFqDyo1A3kxhogaMbbko5XuvGvZvOFTPmMG6yy9HWog/0mV2GPwLWjiMXoNXrRlNjNIF4LAZa9N1Jc0J+14EUktjFMok0jvgjNnQomFl0mYlojbw/Upa06ML9YUalD1Wr+faV6B6deO2r5bo1KULK0pL2atnz7hTxco0BAlBHhIWfiPiPwJcOWoUv/3wA4umTVPhFCQi+QOoiI+gabE+ORlbn9uuHeFAgFcvvJCIrsc9EYaSYcBQLnA6yevenY7Dh2e8z01z5vDckCHs3L6dVgMH4vB4EA4HrQYMYO8LLgAby6GKCImy4KWXWPDccyx47TUCYWtQF8iITriipji2TGZf8z5muIDRKE7yA1Deib4kqH0ynacb0Nn02/q/RJnPS2poU9NACJEDnATcLqWsklJOBT4FzrbZ/VzgISnleinlBuAhYHyTNDQcUBZ90+OXOkTLQY91dD1Iwn1sdGwjLrACZBg0LxQsuxEx6W7wVwKtocXBKolOcytPgLsQvEdCJGR6dVJdED1D6osO3hap67Ji67xFUNQfOh0DYVeMHMKlru3Mhvwu4Ep2qQoEQ5/thCNbIGL6q+YGVz4Muv+m+j3LPRwH3nADruzk5+Bwu2k/dCiFXbtmPvawwxh37rl4s7JwOJ14s7LwZGXxwJtvou1CEvrOdfZFy/xlZUSCQRZPmcItPXrwf507c3VxMU+eeCK+srJ6X+/Pgx2kjr/Gx1WXzDtQnoeiOh5Tf0hdZ+UJJyArK23zFp0kVCDj73iadySCp3PTUs03owbktIeojTxhG/MK5HSEuc+DyI7NOzFlQnMrRqcOh0JeJ5InLQAnCDe8PRS+uRQCZQ12C81KRG3gSmOJMns1M5m5N09s+DbVEw6Hg5I5czj+/PPT7lOIvTM3TCyiIxrl9rFjcbhcaG53Sm6COQxJJ+FNsKKstJT/Hnkkv33xBWb2JsPzYIZ0OOg8ZAguTWPN1KlpRXQj/GrjjBlsnj2b1b/+imzRgoMffpgzfviBvY47Lu19m6+vx6pg27W7/RHdajiD4YZKBxfKsG4HDTgIJWMfDowlc5VUFypROsYhHVf7dMsiURa4shra3iToBUSklEtN6+Zi74rpR7LbJt1+DY9V3yT99M+Dbf+CbQ/B1nug/GWIzgK5GGQVSCMOMPahGIVEhQuEjML8GXDb5bBok6L5M0NoahJYOBtoAcEq2LkypoVk6E/CASFTcTgNcAgonZtg8dCc4MiGwp7gaQ1Fh0OLYVDQNUWBUB+WpO3oKo6eWcRe4z20HOagz5VujltQQF6PZ1FC2O8Lc379lYfuvZdnHn2ULZs3p2zvOmoUR/zvf7jz8nDn5eH0eul08MGc8uGHNZ5bCMHtTzzBGz/9xJX33MO1DzzA5FWrOHTs2F1qc+tevWzX57VpQ+maNTx27LFsX7mSSDBINBTit4kTefSYY3bpms0ww6BBy4StwHLsabQbHv5584jGQgqNUcHwIRrBTcJmARBOJ6E1a5qknc2oASs+gbeHwLvDwJEPshZKqCMbKjdANKCqVgOgQW43EF7QnbDuB/DthIJe0OaA2OTjVPJV1A+BHTD/BXhnWB0qmmZGMztTbdD+Blj+V1Vy1gxrvpWtZCtTeYB3M7Kzs3n8hRcYNGgQt15+ecr2HGoeOvVolFA4TFZ+PpV+f1qh3oj2MrwRGir6VAKhnTtZ+v33trpXlESpNgHgcrFh7lwi1dVxh7MVEqV8mEO09HCYqk2b+Or66/nquusgGsUrZdKAaweJEg50pxMt5pFw5njpffEACnoall8zh5oZfVAUm+/EzmT4VgRK6O9K7eXg1qjq03YsL87YebKBX1GJgpDqjjdb2SpQauJuRS6qIWaUo8jB7PYtt+yXK4QQUibzBgshLkSFP9GmTRtKSkpq1Ziqqir7fQNh2OtBECCDEPWgSoCYr+lRc0D81QoSbjmj0zti64qAFsDaAtiyMfV6MgqBU2FdELQeEG2rlAunF9y5INJ8ZdEBEKmkKtSRkjUPqnWrUZOHu8B0/lGqIcLgs0/nUTOVkzxL4gUqiPLLUglLBfAKiu2r8ayaad9JPbBuzRrKduzA6fUSjER456236LrXXuQXFCTv2LMnQz75hEgggOZ0orlcTJ83r07X6jF0KADzFy2CRYt26T763303HVasSEqGFZpGi86d+XH6dIbefTfSSp2taXw1aRIubzoevmaoD3Ez9hO2mQrb+A3pw1M1lJlsPWqcb+Tk9mg0xZNujbK226ZsAxJPj8ZP+m5GDZj7JEy9QVWQBuLCo1njM7O9aw5VxyHkVyUDzNAjULEulsMWm3CiQahYDZ3/DoNvgklnm66FOkflOlg1EbqP2+XbaVYiaoMWx0PxGbDtxeT1DhSxThVKerULN9SDsOj/1FjT/erGbWcdcd6ll/LATTdRboqnrQ3Jl0ZMwNZ1bps4kZuHDbNNSoSE6KyRsKcb30pNAT/mATESCMRrdxnHWR3PxvowFgUEklhXArFjM+XFAzg8Hnr89a9QUYHm8dDzvNNpf9gcEnzhdkpEX+C02Pq/A28AO0nccQ9UiH9tnYBR4AsS6pFZRTLUpg9JLmJieCKMp2CeCC2C0+6BUUTdjHxUzFVN++YDVVYFAkBK+SzwLMD+++8vR40aVavGlJSUYLtvoBz+dQI4YcdrEFpmc7ADWp8NWqxzS0BuUXJ60oSuo9ShoYDneBj+f+CyeCMifph4CmQFwSVNOqADvAXQ+0hFxeotVFeSgFYE5dWw+TFKVv2bUV2vT5xPOKHTYZDdBqROZOsqNkzYQWAbFA8voPjgCEJYGF5kEIQlvl7qQBUI8zeeDdwCNE54U9p3YkE0HGbNhAmUL19O8X770enww5PqWHz1+efcetllVFtiwbNzcliydSvZ2TWNAruG2t5HOiyePJlPb7qJrYsX06JLF46++24GnHQSD40Zw+JvvknZP6uggL+/+Sb77sI1//hoibJFWNmNjPHVTbIv3KD5sA45Vk/FFhKJko2DrAED0LKy0Cvthsr0EEDWkCG4m8OZdi+iIfjx5mSh3hjLzUEDsdVIDQ59BjofCS+miYCw8yhEgvDb8zD3GWwLI4arYNvcZiWiSdHyr1AaUyKMl2y8cAfqPdkVstRQ9CyLboXikVA4qGnaWwsIIbjmllv43y23xHMuBUoXyie9mCuB7RUV3H3eeZxzyy2Mu/FG3r/3XqwF5cywcl9AZkUi07UNW1E6ZQKUGJ2Jw8AI+smYPicEB9x9N7ntzdWnhwOTUMWHPKj8hRyUW7sbiqHDaP3nKAXCbMVaAsxH5QjXBptImLTNwWLGXSwifQClTsI8rqE03j1CiVgKOIUQPaWUhmjen2TKKgMLYtt+qWG/hoe3AJ1iRLiUaKn9LkID/1bYtkyx8xV1hnZ72/QpAXRCjbgrJ0CfcVDcW4UT6RG1zLoLCCTToUHMQ1EGi98Gp/GVSnDkQr+pUH5rLHbKCgnBnZDdhrJZ2/nh0B/RowI9qKN5HBQPz2fYhN5oLsNTFgJhYwkRRrCEWYnwAY/QWEpEbVC1YQMfDRtGcOdOIn4/Tq+XvL324oQffsAdS2h+97XXUhQIUGGdP3z7LUcee2xTN7tO6HPEEfQ54oiU9T0PPpgVsfo7ZoQDATrsV9ux5c8KDZUInY51S0MpGttN68wVrY3x1G6WWoKaD2oykdUPwuGg23vvseKYY5CRCDJWfymTR10DNCHo9sYbjdKmZtQBFWtiRhkLklxGJnQ9VrF7vjxIMfrVNvVGonL6rDFtBly5ULBXHRqeHs1KRG0R3RmLLYsky3GgDBculPRtKBSGdGpIylE/rHlxj1IiAPoPHUpOTg7R6uq4/uND3ZLhEDfbv83Ce+mmTTx54424dR2PpYibAYflfyvSfRM2fAXx81iPMfwBdl6JTAhi741wZWUhgDGvvGJRIEC5ws+I/V1KgmQojKoF0RK4ONaCVaS6wcPAVBSfeAjVcTKpTNtquJtM23JJdMbuqBoRux9SymohxIfAXUKIC1ANGwcMs9n9VeBaIcTnqJu9DnisqdpaPaeY3N6luDuAfycpj1tGYOXnCTVPEJO5rRAkSjXoEZj4d+h6KHQ5BII7YOPHULlCdXw7qUDqxF1xMcuVjFYhfhugPlTbLiTA2QKpO/j5pG8IVySsqdFIlNKpFax6pprul7UgHsIhPKTUlJC6SsqLC0e+2FKW7rE1CUouuIDqDRviRS7DVVWULV7MzzffzMgnngD4w1bXHn3ZZUx54gki4XD8/t3Z2Rxw+um06NhxN7fu9wCTMp6CKNCWZCUCEinKNUly1aixPV24664hb+RI9lm1ih1vvUVk61ayhwwh56CD2HjNNex8/fWUKGsBiOxsqqdMwdOtpny+ZjQa9Kgis0gX3p6S66/BATfCO0coz0U8Q56au6A1VzepU2iK6rXnSXW+BTs0KxG1hbenyoCPRuzHHYGSSKtIvOwkWiIJkT2v7PwBhxxCTl4e1dXVSVSuZahbcJGw2OeR2mGCfj9hEpZ/Ixofkg2qOrULlYL06Wx1qadoOKAzfWsSEF4vWYWFFPXqRcFee9Fq333J7diRzkceiccaMx2HH+Vl+IXkzmBUOP0a5bFId/XtKDnYKHQ0CMXMZL7DclRRumrSFyWo6Ym0AUbWsM9uw6XAiygXTilwiZRygRBiBPCFlDI3tt8zKLPhb7Hfz8fWNQnCZYUQhZyhEFgcM/jHOpanBVAAro0q1w2U0yDta881/S0jsGqyWtwOyI2940w6ofmjELEUCcOgYdsVdGAUVYuHENz6UsrWqC/K6hfW0f3SblA1USkKuW3j51ftMWyZZi7rXNTX3TT57XaIhkKs//rruABtQA+FWP7WW3El4rSzz+aLTz7BZ/FG6LrOiF2kq100dy5zf/mFdp06cfDhh+OogXq6IZHXqhW3/forH992G/O/+IKs/HwOu+oqRl9+OdFIhPlffMG2FSvouN9+9B49utFqWfx+YfAX2Ql0uWQ27EDtpLhKGsvz62zZktZXXKGuFImw+aqrqH7zzfi8B4l5VAeVS9FcaG73QI/CD/+AXx9VxUC9biVLmvMbrIZpZxbkd4XfXlI5DsY+EZLLCJi7oeZSCop1DjF0WWN9Xic4ZUoquUc90axE1BbZ/cG9F1TPTz/R6yirYASlUOgoOVGiOk37k5umrXWAw+HggOOOY+Jzz+Ehma3SqM1gIIK6PScJRm03CWp8g5jGiwr0MQvyQVI5htIJ+QbNq9ftTsq1yBR6lFZh0DSEEHFhw+qtKB46lNO/+AJnVm0/KB0lw6ZLzIsCs4BjUE8mHQNCOYmM21koBcQoHCZRjKeZlE5zbkQ67FF1IZIgpdyBSg6xrv8Bk7gdy324MbY0OdyHH0dk+S+4CqH4RKicAXopFO2lUhWkDgUFUF4Ga1ZBUdeUvEcFiUqqtkIH2g6F6pkq7NGILLLr0Nb4PGN7YZr9tSygG2jtYo1K7a9SR3kfnK1B+mONjKrcCGTMC2FWIIj97WU3vRIFKdOGT5oTkQ898khOOfNM3n39dcKhEC6XC4TghXfeqXc+RDgc5rKTT2ba11+rr9DhoKBFC975/ntcfj+/PPUU5evW0fPII5E9e9brGrVBcefO/O3VV5PWlW/axAPDh1O5fTvRYBCH202b3r25bsoUvHl2vAV/VgigI4qBwNyPNKBdbHsRypxm3i5JLgaTCWnqvjQwttx4IzuffRZ0PZnS1YRoIMC2a65B0zQKMzAzNqMRUHIjzH5aeRMkUB2blx0CvB5weRRrXsV6pQhEQ7D/dRApgs2rY5apGMxVds38Ka4cyOkCOxYnlEXzfGAcI4GKUsi1r4tTHzQrEXVBq/PAd539NvPLNWBk7/qBvMHQds+Mv/30o48oI0GNYzc0ZqHEBjN5QLo6EwGUEqFb9s/OzVXhBUIgpczoKQgDMhSKy00CJZ7bhfdhWmeOVNUdDv7y3//icDj49sYbCVVXpxy7ZupU9DpZaFagPAk1HSNQ+RGzanHOCMrQblhGd2CfY2yGYR12kn6yKqvFtZuRCZ727al+EwpGg7MAig4DFhJ/5EboUn4htCiGrMI0JxKoEOz+JOt/+X2BMpAmi2glSo0yDNvuHHD5VcVqK4wP0Oj4uSTkm6iA7NHk9m6Ju4WG35dstXdkOeh6/l7qQEdbcGtKM6ItoMcmr1IQdp6w1OJqTQmHx0O7ESPY9P33SUqD5nKx10kJN70QgoefeYbzL72Ur7/4grz8fMadcgotW7Wq97VfefRRpn39NQFTIbiAz8eFRx7JAWvXEg2F0CMRln35JX3vv5/A4MF4d6HoXF3w2t//zo516+KFMiOhEBvnz+eT227jtEceaZI2/H6QjyK62EYiuLU1iWDaDqjZzBhfZWyfbijrYBA1U1kpj41ZxhIW2AjQg0F2Pv00RCLxIcUuR9AByKoqtlxxBe7u3ck+5JBGb1szgLAfZj+lSDOsw3dUQlDAqd9A28GwczlUbYRW+6r6PiUl0PlQ2PCjOt6qtxpW3hbt4IgX4IMTIGq6iNEhzPYjHdCi4NsOedZQ7fphjw0YFUKUCCECQoiq2LJkd7eJnEEqETKd+dwOBh9pcB5UL02z0+6F3+8nirKNx+yPSTDsjjUZRs2IxMyxhpdOAtWBgCKp6d6dXocdluLBs8JQQozrGpEkVruQ4TUB8GRlITQNqWlobjff3n03uR064HC7bV+bjEaZet99lqv+hvIEfE8qg8eWGlrtBAaiBPjfMuxnhYMEvVeImj/NLGAwcATpw5oaJ7nvzwSxeDE5eRDdFnuaQWyZUR0OKG6VgXrbAbTOgo2doNQBvjw46iMY8xhy1NVw8PXQZSS07g3dR8Ggm6HP32G/S5BDr4OW/WIeAXPjXEppMHdsQ6FwCGSn06j8bTgV009j6Iu9cOYJHNmqrzhynRQNKabbxT0BXdHICofyhuhlyhMhskF0A9ke+1olnWr7GBsFo198EW/LlrhylePKlZtLbufOHPTAAyn77tO/P1ffdBN/u/TSXVIgAN565pkkBQIgGo2yZPFiKn2+uAAfrq4mGgzy06OP7tL1aotIKMTCyZPj14+vDwb5+fXXm6QNvz9kA11QpWs6kpyN50DV4OmOUih6xBYjuDcfZS4zfPOe2OJGfYh2CkbDQi8vB11PinCxgzEsSJ+P0v/8p1Hb1AwTVn2lPAtGpV5zzDio8Kbv71B/F/WATiOVAmFg0CXqt3BmmM5zVQ0gzTQ/mENJjGsaYovmhOyGoyLe0z0Rl0spn9/djYgj9xDw9oHoXAin0xosML7saDUsuBiGljRiA+uHUYcfzqRPP0XXdYKkdgqDVtU6QGUKLQpJGRdtDSdNOBJB13W2rllD+z59cHo8RILpXb4peUYQb5/ZoRxXMjSNol692LpwITIcJuz3E/b7efevf6Xjfvux6eefba8x+6WXOPTee1HS4X9RoUpB1GTwMXANSmDajiIGSvfunajE6sOB90mQyRqtN8OqJEgSTKatbO7eep39UQxPYRJP2DyNCNSE14z6Ijx9Or7vv0eugtwy4BAy5mNqGmxfAa16KmrvJBwwFq6OCXLRCJSugzbtkTIArIXWfdSShL1ArwCqoetJsOYT2DkP0JTbu+NfIPCBbdslUD53KtNPWEm4bBntjtI48hfBhin7ENwSpfjg1rQ6rA0CXZXfFiGIrAV9O/FARJEPzoGoeKkCEukrTpQ1dtdYgCJ+P8veeIP1kyeT27kze198MQV14LHP79aNM1etYsW771K+bBnF/fvT7fjjWbdhAz9/8QVt2rZl5OjRDZ6rEAzYW5gFqeYFKSXz33uP0bfd1qBtsIPU9SSvTNK2aC3nq2ZYYCQ7mkPfAijWPHNcSbrZcCdKAW+Y+HMrHC1bouXkIILBJM9/Ogggsn59o7SlGRas+gY+Ol3JiubPz8hRcAJI2DQj+bgdK+Db/4PowfDsuTDg71D6GyxOU/hy5woVdurwQLjaZhAiEcbhyoahN4EjHXVN3bHHeiL2SAgBvb+F1ueD25Msr6Xz7ptN5zu/TxvHuztxz8MPU1BUhDcrS4mjmpYkI6Wzu9eUtOwjoQgblKo6UB0OM/Pzzzn0yitxeDxpz5GO5CaMihALW9rg8HgoXbYsqSYEKEucu2XLeLvMbZRAOM65/TWwkYT7OoSaMJ5GMSr9G0WpGiVVinSh6kNcjfLbLCfx9UrLYiW8daGqVBu+HScq0dpOxxex4/ughLpXSCgSRt1w4+6amTjqC9/jj1M2ahSh6dPxOsERBLGNtGRaElXYvmVPpUwkffeD/gJXvqLGDyHA6YI23QAnQhTY51AY0FwIzYMULuh2MvS/FfpdhdzvJijeT+VpmaudOnOgYG9EqyHk9y9m0KvdiVbC+vd0lj6i0+3kZfS9uQWtD2uNQEJkJ/gmQ3SjSvaI91kdZBmEf4vlU2ioUA8XMAJ4i5pFlvQIVVTw/oAB/Hj11ax87z1+e/RR3u/fn7VffFGn87iys+kzfjxD772X7qecwnVXXcUBe+/NtZdcwlknnsg+3bqxcsWKerfTDsecdhpud+oknC2ErajoaaJcBJfXS/fhw1MYqRwuFwNPPLFJ2vDHRwTYQPKsWNN3UN5orRGaRuH48fHfNfEyOAFHaSnbL72U8NI9MzLiD4NJV6gCcXb6u5nmMs+Un1C5CV48AJZ8pBKyK9bCT/+BQDX2tH+o8TlUCYc/Do4MyqonH0b9Gw66uZ43ZI89XYn4lxBiuxBimhBi1O5uDACOAujyLPSbrV6Y4UfMJlXms1oshStN1uXuRZdu3Zi+eDHX3XYbR40dy+kXXojHmbgZO/4K4y6Mb8G8GAQCGvbfTxSI6jqfPvYYx99/P2332ceWitHWTSZE/NxGMrfRhpDfj+ZMPUpGo4R9vriV09xWoWl0GzMmtucvae52J/A2Si0Kk6DvM15uTxTzaH9Iikw1YBbwBfBXkoszF5Nq1e0DnIIqXpePEt7cKLf76ainM5HU2BrDb+kA1tncSzNqQnTiRKqvuAICAbILwZMFwosKnV6Jel2WDH3hBmdLFdZEKcqZtQKYK+CFyXDqEbB0kekgI8tnOSoHwTouGMI8gDs2bAhlbfIUxXKLQtDyeHC3VaFImgtaHQw5ncFdjObMp+XILuT0VGTNq1+EpY/7gGkQfheCH0Fwiwpd0jdjby7YDuF5sfyISlT/vwr7LPEEIj4fc//zHz4cOJBPDjqIpa+8kmQln/fQQ1StXUskxpokw2EiPh9Tzj0XvZ5W8/feeou3X3uNYCBAVVUVlZWVbNqwgTPGjavX+dLhsltvpX2XLmTHwqg8Xi85ubkc3b07mmUcE5rGQTEWnabAOS+8QE6LFnhylFXLk5tLYceOnHj//U3Whj826lbkTaFxvUBFF16IcLvjYcfWMGNjljLmTX39eqqee46NgwYRmDq1Udv2p4UehdJFmbU6HeUZOPgfiXW/PAJhH/FaEhII+GDZZNIqqw4XtNwHep8Mw/6RHNZkRsdRMPiKBpdB9+Rwpv9DpTCGUFLTZ0KIAVLKFLOSEOJC4EKANm3aUFJS0jQt9P07kRBZSlxpqIp2pMT/oFpvmN8BXMUqWWYPxaBhwxg0bBib16+nS8+eWIsCW4MC7BK4zNvsUNixI+MefDB+3OZIhK7jx9MtzfnrAk3T0KRMabcQgrz27fHk5VG6dClSShxugTvXjR6RFHTqGeszvVFsojXBetcdgXmWdfuRqGxtPi4Lpay0QoU+GZgEtKKqqtrSf11AV8u5Z6CEuTySeUOtbVyHknybUVvIbdsInXQSLifkt47lGUdIhDcXolJXAqgOaxRU8aDSYEKoV74ldpyhDMydCaceDlPmQlFx7GpOYG3s73ygAilBCEOBiJj2y46dK0DCtydA80CrcyH0ecyoYf6KNBDQ7bIuzL96CXoIfBs08DiRukQPSyoXbaGgpxORiclLboFoaYwSUKK8ZG+jGMhSoYfDTBg5kp0LFxL1q0rqO3/7jY3ffMOoGJvQivffJ2oTFhTx+ylbvDh9WzLguSeesKVyXb1qFcuXLaNHAzEl5RcW8vm8eUx8911m/vADnbp355TzzkPz+Xjx0EPxlZYqFTEUIrtlS/Y59dQGuW5t0LpHD+5duZIZb7/N5iVL6DxwIINOPplIKMS0V16hcvt2+owaRdfBg5usTVYIIVoAL6ASurYDN0sp30yz72jgHyge7J1Syq5N1U57pOH4TwvDwth4cPfujXfYMKIlJfE52eD9M0xKKUG1kQgyEqH0oovosKBpanf+qSA0cOdDIAPDojMLDnsYepqMHOt/VJSu5kRoUBEsUVKFIqFB7zPgv12hagtkF5omLct+Bn13A2O3KBFCiBJUhLEdpkkpD5ZSTjete0UIcQaKAzOl0JSU8lngWYD9999fjho1qmEbnA7lwJJjQa9OSNROKNn6IKO6X58IkjXKBxS7cxU2hQAAfXlJREFUodN70GJs07Svnjh3zBh++uablPXerCw80Sh6KIQkkdNpl3BtF3GnAeMefJBPrr/eVgEx3K1GilrsccZrhUL6Uj8Oh4M2/frhzcqidN489Jjworlc5LRqxZXz55NVVMSOPr3xbX+AtgNCIB043C6EtgFFVxlCWfdrmiiMYdq42zNjrfej2Jg2oWo0zEF1EmMYLwL+Arxjcw0X0J2SEkHt+u8a4Ctss3wRqKd4FOmVjGbYQX/+eRzBIPlt1bgrPCSSgkIoZ1QO6vFmoR51iOTX4CeVXVdKCIfg/dfh71fFVlaR8Imp/qEUCCfJ1JPGdo/pGEGcH01I8HS3vR8hNIpHtgSWgAvy980H/AhN4PBAXr9SwmURXFnpDAKxfq6HQWbFXOoSVXBxDnZK9+qPP6ZsyZK4AgEQqa5m1fvv0//mmynq2zeeDG2FjEZx5eTAtrorv1VVVfZ34HCkKBe7Co/Xy4nnnMOJ55yTtP7aFStYM3UqVZs30+mgg5izYkWT12jw5uUx4u9/j/9eMX06Dx1xBFLXiYRCOJxOBhx3HBe++WaK56SJYFTobIMqNDlRCDFXSmknzVaj6sm8BdzS+E2LosJZBfZ0Il7q5o1w0Fi1Isxoce21lJaUJEVYGzOUOSTeivDSpeiVlWjN9L8NCyFgyFUqFClkk0OlueCkD2Hqv+CzSxWxRf/xUNRTKRIGravZBhmOgssFHQZB5Voo7g3tDoZpDyvvBYBvJ3hiYbPmgx0eGHhxo9zqblEipJSj6nMYuxKE2xgoGAUDlsDcLomXnosKVTdaasz97VDFRdYdD3ISFB/R9O2tJfbdf39+/eEHQqFkAVVKSev27dm2fj3RSCQeNGPu5w4yszZlgmE5MYZwJ8kBFtmm/Qy4Yr+j0Sgb580DTcPhdFLcqRNel4s+Y8dyyM03k1WkGA9adF9Hi+7mgKgQ6oXdhWJVaoUyjkWwD+/AdMcu4MDYubYDj5OoluFCvfjjUVJlK1SOwuw05wyjYm1rSwVZRCKYy6rKOYAhNCsQ9cAzzxBxgcsBIo9kd5sD1TlzSBgHvAJcMtFdylBdwZr2AhDww9KFJOyDS7EPdRAoL5PViqVb1hveColij7EfHmUU+tzVH+HQ2PDuOlqN2Z/8fi0BDc27E9FiAULEhHZRAForxQYigsTzg2Qk8Xf8Ok8CD6Zcb8PXXxOxE+iFYMvUqRT17cs+l1/OD5dcEg9nglh8d58+5HXtCqtX295LJpx02mmsWLqUgMXD4Xa76bfvvnU+X32gaRrdRo5MrGjgfIy6Qtd1Hjv+eAIVib4UDYWYM2EC0996i4POPLNJ2yOEyAFOAvaRUlYBU4UQnwJnAzdZ95dS/gL8IoQYY93W8KhAha4a47tATdxmk1g2aiCobYhSR5oialyG7IxJJHkmrMRAADgciAx5ic3YBYy8A/w7YObTKrzJDAm8PS5RcC7sgzkvQrtB4PSA35dKRQkgHbD32TDkMvX7oc4JBcJASILHAa4slaCnR+GIx6HtwEa4yT00nEkIUQgMBb5D9f3TUKV3r8pw2O6BuwN4ukBwZXqSBiMvUQccElZdDMUrm7SZdcHZV17JW08/TTgcjocGebKyGHnUUdz11FPcMX48v0yaBCTEbEPvzaF2DBHmlGNDpDdEYeNR6ab1CKG+KUuoUhiLCK3rREMhtq5bR8d+/egzbhy5rVubjvgG+zyCcqAENWH0RTEbTcJ+sjBK7fUjUS/tQ5LDl8KorjsXNT8aKML+CRnMTvaTQTLmAT/E/rZWnslFhZkU1eI8zTBDbtwIm9bhMjRTq25mjhMQqNe7Vap1flSkUSXpZYasbBgwKLbTYtLX8QiQoPk1VOtobH2URG0QszcrD7t+pQd18vdtR0F/LwjocX0vVN2HWCNFKzTPwRD+EhzFoBkxXKi4XBEiwcjkJEFDDIpkIBU5HTqgeTzoFuY1zeEgq00bAHqedRabp01j6SuvoLmU2cFbXMyRH6ZhIKkFLr7ySt57803Wrl5NdXU1LpcLp8vFM6++2qTVpPckrJk1i5CNFyZUXc33zz3X5EoEKqkrIqU0Z/XOJX1kQp1Q/9BmI8POiiUkKxE6yW5Gs8KR+F1VFaSkZAVNlpdWVETIFCZshtkmnTR7CoHWogWrf/yx0ZtnRVVVVdOFne9OZJ0Mg0aqQnK1oVwXGux3LZStocrTgZLeFiONEFDaLhEW3/4qpefaoXVfVXjOlQ07tEYLpd8jlQiUGfceVHZpFDXjHm8ZePYctPgrbLqn5v3iUQirIFqukrT3QLRp3553fvqJe6+6il+++46snBxOv+girvznP3G73dz27LMc16VLEtOUOYTPbro2KwTmlGRjm2FjNTqksZ/mdNK2Rw869OvHis8/J2wKkTBf227w3LRgAS8ccwwXT5lC5yFDYmtrqiIaQglHR6OsTp+QEOxdKOH8dFQybKHpDlZgYzYgVdDqivI27CA1Lb0PqbkVVmxHMUVZlZsoivb1APZ8voQ9FLf/H5pbx2EQYKV7jOHY9u0kv3Kjaxl59GajgsMBedlw/BCUx8nqwzPDLJg4SCT02+1j7AcJznrVN/RgFLQsHC4j7socOhU7Ughl3XL0VvkUZgYQoRFP+hCGdd9chX24bet7nXce8+6/P9mPJwSOrCw6/eUv8euOfPppBt50E1t+/pnsdu1oN2KELcFCbZGbm8t3M2fywTvv8M2XX9KxUyfGX3ghe3W3D/X6MyBTknrdimw2GHJJdbGVk8w0UW/UP7R5K6k1gQy0IkG/6EPlmaX7dpV1oaRkBaNG9UXNEY0fKiR1nVWHHRafPx3Y5ywann40De9hh9H6ww/R0oQWNiZKSkpqGbb7O0HZOvj6Vlj6hWJBOvByOOhKNaa+dRwsnZB6jJ3g4smH416AX/6Pkp7/ZtSS61OPO+MjyMuF9oPhkfNh56rUfYr2gr82jRd0j1QipJTbUNLQ7wM5hQkqIrtx2RyjI1Ay5NbR0HZGwuq3h6FH3768NHmy7bbsvDyiTieEw0nfgZH2WeB2E4m5V42h1gi8sCoQBgzxJ0UZcDi4c/ZsNs6bxxNffWWrRGRC2Ofjy3/8g7/HPCdK0P6G1KD1pKOAX1HKQieUh6ISxb40PNZaO5ipX40hXAN+BKbHrrkvyrH2FYlwFkNlepyau/1C0rvSZ6A8KMVptjcjLab+AO++niCuMHz/1g5pfMPlDhUnZHzbBmGXAT9K/m5TAOEI/OVQuO1KyDG+kpqC/swX92KfQ2NlhtdQSmoZoLP6pSV0ObcnuJKtpCkQGmhF2FNRaii5z6xEhFF90N4xnNupE4d/8glTzjyTqM+H1HVyOnZkzMcfx70OBvK6dlXhSw0Er9fLmeeey5nnnttg59zdCAWDvPf440x8+WUAjhk/nlMuvxy3TRhKwOfj/X//m69ffRV0nUP++lccNnS07pwcDjZRgzYUasp3BK4gNWYzn/rRHjUgMuXB+UgkQJkVciviJeZJDBR+mkSJqKpKUhoykZ4IAIcDz5o17GzdGq1TJ7L++U+8p5/e6O38Q6J6Ozw5WIUuyVg16K9vg83zYPi1ULqq9sH40TC07E3GUgAfnqu8xLltoc9J8PPDCTYnUAnbY/69q3dVa+yRSsTvDsIB+U4IRBLefnOnCZGwXhqZwuFF4P8Esn9//N35hYUMP+oofvriC9yRSNyuKYXgzH/+kwNHjuTRCy9k47JlSClTIkNsFXCbdaASLTctWUKgspJgHZMjW/fIRUYlm+fPN609BqUgVJA+dMhITIZEldIdKEXgU1QYUx8SFt1q7N3hTtQE8qVp2zSUInABsMy4S9P2MlRcrhGOtBrF5hRF5WzY1RQ3oKMUiaPSbG9GWpxzenL/q0KJNuaVMtZ3/YBwAVF7J4GBEPDTJHA7UcKE2fOko5QDP6k93whfMmCIBNKyjx2tQV7snFDYv7U1fiFNQ1EZ5DKdF6AA2IGUOsgo/k1RnNn34S5KVxwHOowZw183bmTn/Pk4vF4KevVq8gTjPwKklFx15JEsnDGDYKxK9rO3387Uzz7jySlTkp6pruvccthhrJozh1AsL+STRx6hfceOuAMBRXUdCODJyaHniBEMsySFN1B7R2XaHsuJcAohekopjQGwP6qK526Ei/Rk5kFU/SBjXihAjdHW/WwpPxqwjekRWbEiLemIFRIgHCZi1IlYupTqv/0Nqqvx/u1vjdfIPyp+eVrVaZCmMTvsgzmvwty3VTFPq6Rtji+Le6u9kNUa3jhZMTulQzDmyNu5En56iORBXkCfcbDPKbtyR3VCsxLREMg5DnbcDDkR1SHMidXVqLHJCG0IESN9CMC2i6DjGHDUNpl2z8G9r77KVWPHMn/GDFwuF+FQiFMvu4z27dtz07hxhINBQlKioYbn+ooP0UiEfx95JJ5IhGg0ajtUW0WfzvsXMf6dg8hro/jxq0sFKja1E8qqejfKO/AbKnzI6j5yoIq/GfgNeJ5EnMqPKFaaS2P7vol9mFSUVOtuFKXAfJ3hrn9DFfR6FxUmZWAVip8/U2Lf9gznbYYtQiHYvCV5vo+iohZakpAPZCydACBLA+mFMhvmDfPE8MscGNYfNDsXZTbJeTTG/2W1aHQ6vhWBIRAVHdgWGQ5atqVDNun5w90ojaqcd7JLEQ4PQtzCIRP70+aQ9KHsmsNBcf/+mW/jT45AeTlzXn+dbYsW0X7wYPY97TTc2QlK0F+nTGHxr7/GFQiAoN/P4l9/ZVZJCYNHj2bd0qVsXr0aX1kZa+bPjysQAOFAgK2bN3PF008T2rGDyq1b6XvoofQZPXq3KHVSymohxIfAXUKIC1DsTOOAYXb7CxGPqXOpn8IL6FLK2iSP1QF5pIYzGZ7keOtR43yQZNqPdAqEoKnILaqffLJO+1vvSvh8+G65Bc/55zcr+3XF6u8hYjcP6BANJKJUrPqkrkHHwbBltmJPCgQgsMbCVOOGaEgRXUhL9IRME/ay5DMI+1VidROgWYloCLi6Q+HtUHYP6LFJO0giAsBa5bYcZcyIlsHO+6HlvfbnVaTxjdToXUN+YSEvff89q5cuZfO6dfTabz9W//YbNx93XNKEZ5DY1MT/EMI+L10C/m3b4lW07YJA4jKeEOQWe7js61F4CxJ7urIB7gSeIkEgOzq2zI2tN9iaoqhwIyNbKQy8RLKVKogS7mcAg1EpO3beAcPqbL2rEMqyZWf5MiaqFSQrEAZ2oPIx7OgsBSp+txl1ghAQiYLD8rYCwHqUImGNCAn44YSL4cWnQbe8ewEUFcLQ/aFVuzQKhLGjA2VpMBTUAKkeB1telQzIBioQQiDcLqQeQeoShIpcsh9SjFAN6/VzAQdSOtg61YUeNMKx4LsTTuDkrVttCzw2BTb//DPTrr+e7XPnkt22Ld0uuYReZ55J61jydm2g6zpvPPcczz3yCJUVFRx+7LFcf+edtG7bOJzqZmxftoynhw7FX1GBiEaJCsFn117L1fPnU9hBVbGd9+OPBHypsfoBn4/pkyfz5DXXsGbRIjxeLwGfDy3mGTb6sQPwV1Wxfvlyzrzzzka/p1riUhRt61ZU1v4lBr2rEGIE8IWU0pC+RwJTTMf6UYQroxq2Sd7YYhYGMwUFGdszoYCaZ76GQXTDhloZ6oyvHJTwZ6ZukDt2QHU17IYcid81WvWGVVNAjySczJDixSZCskNZSDjvOyXsP7ov+OanHheOwkFXwG9vg6+WtNdCQPk6aNmr/vdUBzRnYDYUWtwCHaZD4U3gaAM41PjhISEdGzKqEf0iIlD5IJQ/CoZhRYbAfyOU5am468r9ITLd9pJ7Arr26sWBhx1Gi1ateOuBB5IUCAOGKG3ALszcadrXfIwOCF1Hj0TihKxGdFgQUy1oTaOwWzfOfv0SNJelaqwA9QX/YnMH/YH/AucAZ6EoKw81bbdJWoJYK6aTPssjExwkUwkmtRYVKmXXVgMRoDOpT9KByvloRq2h67B6FTKWMx9PUTI00wLsi54ArN+eqkAYOOkYePW/0Lsj6QUR49gICUYmK4xwCjPcQBfS9zsNlRczGnAjNBea04Xm0BBi7zTt8KH6TxHqpvNj5/AipUakWmPmpZuSjqouK2PT99+naUPjYsvMmXx82GFsmjaNcFUV5cuX88t113FBhw4M7tWLqy66iNdfegmfzXhkxk2XXsod117LskWL2LxhA2+98AKHDxzIzh07Gv0e3j/3XPw7dyJiyc8OKQmVlfGfESPi+xQVF+O2yWnwuN2898ADbJ47l6JQCEdFBdHYGGkuMhYGnF4vrTp3bvT7qS2klDuklMdLKXOklJ3NheaklD+YFAiklCVSSmFZRjV8qwSqbEUR8for9fafm1HXuaF+8B57LHi9tdpXQykSRvK1g5hC4fGAyQvWjFrioKuUxyBCIvHTEEys4oG1O3z/gPIabE0TzSd12PtU8JfXvivpEchLR9nU8GhWIhoSnn2h+F5wdgQ6JFMWGV7QEInaMxogQlB2M2w+AqpehopDIPgY8aJS0V+h6jCILmnim6k7tq5da7vem53NgWPHkpObi6ZpeHNyOPXWWxkwYgTZJMtp1kkQ43+T+dS8zZOTgzsnh9a9enH511/T+8gDcGfbxaGGSY1jNZCFqvcwnNScv0wxrUYtiI5ptgvTYl1vWJetixY7X00WsLGoWhBGQaTWwIk0J1XXEU88ChWViEKQTlS0WDFKluhI+miEqAs+/tjeSSCBC88kIfzb+c/MlAO5KO+BYTs2pnfDpuxF9VHDi7YXcC6qr5r7jnE+ox8dj6rrdQ1wCSpx/x8oT5uTxJfkQ93IsaicWA/mL3LHwnK+3H8R5fOTXfZSSn6ZOjXNA2pcTL/tNiIWBcENjIxGWb1sGa88+yzXX345/bt3Z12acWnj+vW8+/LL+E3niUQiVJSX8/qzzzZm84kEg6z/+Wfb0MzoqlVsXLOGee+8w6833GBb2VsPBOil6/RGBWn2QI0AdgiEQhx8StPFSP9+YVgNOqA+/l3NZ6gilYiqcZB97rk4u3QBjyfjzGEEOxp/G/8LwOl07rGRD3s0invA0Y+AtHl2huHYzjoalfDd/bBhVoaTG9EojvjPpPNY4cqGgeeDp+mKBzaHMzUKdNA3KeOiQWZC7G+P2kw16mt2Afgg9B3snA65ARv5MQiB/0DO803T/Hpi0GGHsWH5ciJhS5iOENzy9ttoDgffffcdb5eW4vJ4kFLy47vv8sxZZyEjkThHkRVaVpaK8jYxMzndbtrvuy9n/Pe/ZBcW0m6ffWKxnDtJdUuDevj1ce91Q70k6/ncJCguz0R5M6z7eICTgZ9RVayNGNkRwGQSHSOemk7ChT6Y9F6QIbH9hsaWZtQbDzwAV1+HdJnmT8MIGSbVzBJBBWCEQgkXtQPV5UB1YD8qbigeG2XY/oxQIWNmqSDxsXtj61WitdQhWuGn7LsFFI/dByEM5QJUjNWvwPUo5rCfSbg3NVR899kkyjPuY7mJE1FKaBWqj5ahqCizYudYiKIR9gCH8vad15G95MeUwAwdWJGJRaSR4Pf7WffTT7bbDC6pcsDn8xEMBrnusst497PPUvadP3s2bo+HoKWeRcDvZ9qUKVxxU0rtswaDiIVn2pJJALMmTuSX669H9/sZCMwnoZK2aNOGotJSck2kFqDepm1qr8tF1c6dZDdXJa4jjATqTH3cCAiywngTBjtT49prtZwcWs2YQdUTT+B7+OG0Fd/TmbUACASQ27YhWqdTR5uRhLINMPVJ2DgPwhVqArEbD43h3vBQJL2AAKz4FnJaQfXW1GO9RdBhf0UVGzEdZ0wjrfpC1AeVG1RexQGXwJh/NfCNZkazEtEYkLGqCA6U58GI1zFyscysnsa87wCcJiHUrGmKCEQm79E5EgBn/N//8fWbb+KLudYBvDk5/O3uu/FkqUhMp8uFK0ZNKIRg+GmnUb1tG2/feCNhvz9pSNacThxOJ0dffz1DTziBVy/8G+tmz0VoGgOOH8tZTz9LTlERKrT2I9RXdgDKNreGRHiIGxUiVB8lQgMuBh4j2QcyFNgv9nc74A6U4PUzSigzrMgGE5NRKKwQJZ0alLOQPAkZgmJPoDupeRGdUDSxzWgIyFIVtiKjJLMtGxKeVT7YDjIcG8uNTzFKosicYXW67xl4+lbTgQ6UUB9E9VfriY1oZaUoh3f4mTv0XkJbKmh7wUF0/5+VxW0GKhTPyO3RUdTFo1D9sSahxUmizok5AU+g2Mf6xdd0POUUfv74Y3pFIrhIOF/e8Hq5tokqQRsoLy/n0KFDGVNVRac0+xh+BYGqZP/1pElIKVMSRtt36kQkkkr17HA66dajR4O2O+UaLhfObt0Ir1yZ9KaiwEank4oZM9Bjxpg8lJ/UD7hzc+l9+un89sgjKW840xt3ZzVNkuUfC4Z3cCf2ioI59lGa/ja/CYF6q40f9KHl5ZF/0024996b8jPPRNpUjTd84EY+RBKkRDTnQ9QO6+fAoyMhElSJz06hCgnbJXVCsqwHpvB2CeVr4djH4Z1TE/OOcdyo22HBx9BxOKwugWgwcQ1XNhz3JHQ7BELVsQrVTV8yoFmJaAwIJzjbg74qUY7A8EiYFVVD4Mji/9s77/Aoir+Bf+ZqGjWhV6kiHQERRUARCyKC2AXri739EHtX7A0LClYsCFZsWEBBwUoTpClC6L2T5HJ13j9mN7d3txcSSCPM53n2SW53dndmy+x859uiiRTA3o5OrofA/8D7XOnW/SCo3bAhb/z1F++OHs28adPIrF+fC267jZ4DBxa6X79rr2Xj0qX8/OabuLxegn4/DTt04Mw77uDI3r2pkpkJTOGeOfUJ+BrgcDlwucOopF1zUI7R5kX7AGWW0Q3lf+dA+Tj058BtXI8AHkNFcsoDWqOcm62ko/wUfiTWAWaR8b+ZtVoadTYfhvg6+Yl28+ehhKE5RtmuRl00JUIkgnSEwAkRn3pthSnFOiwyu/ku5gBBm6fInFkyH0HhgKNPNjZa77FZqLAkX+mEc3ysuPxd8lepSFubx/1Cg5t7k9LUaqrmRAkj5lDajIPWoDhXoEicPngwDzZqxI9r19I8HCYPWORyUaN+fU7dz7td0ox56inWrl7NtEiEi4l1VwmgPInMbrRgWJckgV39Ro1o1LQp2StWELRoTz0eD1fceGPJVz6Oiz74gFd69MBjRLGTQI4QyE6d8AhBxCLgBFG6zJ25uaydMsU2SW2mUcb66XA4nbTu1o19O3bw2TPPkLt7Nz0GDaLLKafgOIjEfocPqaj3Kj7BXEE4D2JND+ORlFWYVxPvgAG4OnQguGABWLT3VvEmXqyRqEk9bPxvNDZMvgr8ltQmYZn8NoeIPiIQ+zkAWPEjeGtAxEjkabVQ/epWcKdDyKd8HcybKARktoOmvdT/3vIT/rQQUVo0fAOyB2DOLMbYxVkJEjVrDxMNBxuPlOB/GTz3gKi4du+1GzVi5KuvFmsfh8PBpWPHctZ997Hu77/JatKEeq2sWoP/UME8gnhiJtTuMf5azafCwNfAE6jIgSWFl/0ngptuqYt5s4OokK15qJmt34Gp2AsQJluIDgabGIumRJESee6piJQwCFSWamsYsXB0iCCsmRKTHQ7IC5h+1hH4+DNSerbB1TYDIawvfvKDSAmR/ACb35rFzi8tdrIuB3tmrYoTIiJEs+iWLm63m+9+/527br6Zrz/7DIABgwfz6PPP43bb+XuUHp99+CF+v5//gI9RWV8yULfnd5QuxqrEdbvdnDlkSIwWwufz8b/LL+ebKVNwOZ2EIxGcTiduj4eamZk8++abtGjd2vb8gUAAKSVem0RvxaVV9+5cNGMGz1x4IflbtrBPCNqdcQZj33yTtT/+yOKPPiKQk1OQ+jKI8kPJW7MGrxBkGcKHSRYQrlaN3YEAwulECEGN2rXpNWQIN3bpQjgYJBwKMeP99+nQpw/3TJmC01kxk51WLFxEwzHHI1DvoRcVOS+eVMra9VQ4ndT88UdyHnqI3EcfjY47LWXiTeol6jsc/vZbXGecUZbVPfQIB2Hd3Nh1pmlr/Ig6bNkO9p/8Xavh748gbJMAV0ZUDgoT05JFSti4BBZ9Ap3OLXYTShItRJQWGX2h1V/w72mQvyr52MFJNJu1h6jUavewhYKQexw4G4OjNbhvANES5Ksgn0DlCOgOjqdBdCmFRpUu1evWpbptaEWr/4AVY8o4gQDwM8okqKQwtQprUJ/rrkQN4U12E+sabiJQ9i5pRAWNZDfZVE1pSpVfZsIvM5TmAUPjECSaFNK8NREKwnEnsySUEgLh2EBNcto0co7+Cc81l5H23C0IsY2oeZ1dYitJYMN2FvV/mPxlG2O2CCFwZ1kFBjP6Us2it/cgqVW7Nq9NnLj/ghZkJMLGadPYtXAhVZo3p+HAgbbZk4tDWnr0Oiw2Fi8qOlvtOnVw7diBFIJIJILX66VegwY8/eKLMce4/eqr+XbKFPz5+QV+BimpqTzwzDMMv/pq2zj5G9et444rruDXGTMA6NG7N4+/8QYNmxycgN+1d28mrl/P7h078KamFrSvzaBB1O/cmQ3z5rE6Ly9Bib1aShVA1OWCUAiHx0NKWhpPz56N3+Hg3zlzqNWoES06d2ZY/foELDPSoZwcFn/7Lc+ffz7DnnqK2iWYMbzyUhX1gc4jGuwgndg+vCbKz8kcDGZQVoJ+PMLrJf2BB/AbQoQd1iGJCxBSItesKYPaHeIIpzIbCscN6ky/B7vcoIXh8iptg0lh+1l9IgK5MO9dLURUarytoM18+O8syJ0Zu800gbYSQo0tkn1nPQD/QOQfiMyA0JvgGQyOT4nOksyASDcQn4KjJGfiy5M8CjcBKW18KM3GDpTE5wE+AW4jmk9iN7E2LVZCKCfp2ihhAqJzQXZdfNFC9WkOgvffgFAoibBOTAiTXB/4csEtlKuliDOFlhISYgkAzkCA/Nfexd3/TDynn46yh8pDDSyWoQRSk3pE8tsRWDMy7kACR2oG1fu1J+rEWQc4/YCbXhYE9u7l29692ffffyq6kNtNXjjMB14vNVq25JZHHqH3aafZ7isLcdb+v2uv5Y5bbiEvN5f6qExlTsDXujWfLl1KJBJhxvTpLFuyhNZt2nDiySfHzLbn5uTw+eTJBGycqd8dP55Lrrkm4Zx+v58hxx7L9s2bCRvhWH+fOZMhPXowKzsbbxFDayZDCEGNrKyYdU6Xi8unT2fh++8z+pZbkHv2AOoJqGH8XZmRwSVXX40zJ4darVvTdfhw0moqwbJJmzYA/Pb557jc7gIhIs3YV4RCzPnkExZOncrNH35IlwEDDqoNlR8zrpGXqDFQfP/tQU0wgcodVL7+BQ63G/eQIQQ//TSpIGEN1yAjESJz5xKeMgXHGWcgyin/S4XH4YC0LNi7yd4HIj4fhHmBrQKGtXxmK+hxFXz5P5Vwrji4yiYPSWFoo8jSxlUNjpwBjV4EYVH9m98dEbfkJjuOpTygntQ8CEwEGa9mjYAcCnJDCTSgInA89gNra9ZmUwMQQV2s3iV4/q9Q9ufmwCOAGgy+afzeBzxJot2slZmom2fOHls1FvHK5b9LqN4aW378ASa+n3y7xT9JStWvB4KQG4BdQeWEjTQ0FBHIyy9k8igvD//kycaPDJQgmY7SZJ0F9EP58BxHaosjOXLiRJzVquGsWhVHRgbepk1pP+NnHO6rgXNQ+UyGEo28VDFZcM897Fm2jFBODjIUQvp8eAIB+uzbx9L587lh6FC+++STmH38fj/33XwzzTMyWDRvHv06d2ZuXBSm4VdcwaCzz+ZUp5MbUd5OvYEzsrP5Y9QoHA4HJ/Xvz/W33MLJp56aYK6ze9eupCY82zZvtl0/7fPPydm7t0CAAOWwnZeTw7efflrsa1NUXB4PR192GR0HDEA4HFQDjiUaIqJ9Tg7pXi9nv/IKJ9x8c4EAYcVjEXDMnKcFnxApCeTl8dLFFydG1NPEEUBNFOWjZvryjN/xk1tlH62sMKp++CGe886LUaOa5k0Oog7WDsATCOB8+20igwcTqFIF+e23tsc87PnyPnsBAizhW4kOR4KW/2XcEgHW/Q1HnqEyWO8P61DBkw7HXHlwbSkBtBBRVtS6DrKuApECzlT7OGvWqHDxfZFdOmdQBW37rRBEXgC5DeQ6+9BjFQ4JfIHyZTgONcj6HhXStBNRQcKBmhG6DBWZxnRGNt9cP8qK+EDZDDwPXAXcjEqYmmh+okJt5gKzSMz0G48ZKeN0otPcpvN1vPbCLumYpkSQEs4bCnn7cbMPQSQMAT/4LZNDPqmWcPUsRLPWMPQCaJQsThAgBCJpAicn8VltMwcNosfWrbT75hs6zp5Nt5UrST/qKKNsFipWT/EI5+Wx/I47mF63LtOysvh7xAgC27cX+zjFIXviRCJxs/1OlHePC5Vx+fFbb43ZfsOwYbw7fnxB3oYlf/3Fuf368d8/0Rw5DoeDp+67j1NdLjxEB0CR/HyWjh3LjoULC61X3fr1SbW5Hw6Hg+7HH2+7z+oVK/DlJs7u5ObksHrFikLPdyDMnjqVK084gTObN+ehK66g73nnkeL10o5okD9z8Pfnc8+xadGipMfq0LdvgWN5svRpMhIhe97B9JeVHUlUg2zFjOcMqh/PQ30PjBxPhIkmiErmFFm6CKeTqpMm4W7RouBdMQVJc6xrYh3nOvLziZxxGnRsCyOugKVLy7zuFZLs3+GHZ5JvNwNrxGOGtDMnqEz/1yDKLGrcqXHhAUmcXzT/OrwqElP3K6D1KQfelhJCCxFlhRDQ+EVouwTq3l5IOVSfs49oTOEDvkvjUNFbWgEtQf56oAcqI14CHkUN4kPG3wdQ4VPvA+4ATkINxJ9G2YV/S7RbtBiy8z7KIbu4bEc5bM9FfRR2oj4MZp7s+A+BAFYQtYO1QxANL9sBlVciM2679SaXTbr6w5I1a2DXnmiOtSTfdSlh7x7YET/WFgImfYJz0zZYshzem4j3uecgLoSm+b0gNRXvpZcWq4oOj4eqPXuS0bGjrX1+cZBS8ucpp7B6zBgCW7YQ3LGD9W+/zS/du9smMSspCjNJcqEMP7atXs1PX38NwKYNG/j+yy/J98VqVQN+P2Ofeipm3VqbnA8AEb+fNVOmFFovp9PJw88/HyNIOJ1O0tLTuf2RR2z3adOxI6npibbt6VWq0KZjx0LPV1w+HDuW2885hwWzZrFh1Sq+mjCB+y65hKEXXmhveef3M//tt5Mez+3x8MBXX5FWtSqOJBoYGYngPkiTrMpNYQKAKSD4iNVKSGOdOVL0GWXLXpCIbN9OZNUq23lLU4iws8qRYWDZUnh3AvTsBj/NLOWaVmAiYQjmw5/vqb92j4RwQkadqBNdPIXF19i8FAJ5JGDNgB1BTUJ3HQ63LICzxlSIkP9aiChrvM2gzj3gsJlRtHrwmwnprOPiZP2PaX8XIjrWjYBKueRHzZKvBPpXYBOntcB7JMaMCKM0AdNRyvyrUIPwVsAbqMbavUgBVKyW4vIVUU2AVTdp/R/jnE1RZiW1ktQB1CuWQqwN+1Eof4ruRK2UQWko0lE275pSIT09qpULx20z8z3sAHaBw6ZPFxkZpMbZj7vPPhvvq69CzZrRVHJuNxGvl9S778Z9TPklBNz922/sXbCAiEVgkMEgga1b2fzRR6V23qbnnIMjzok6ggrKLImmxrnpjDM4vVkzvpk0yTbiUTgcZmmcdsHh8diGbQ2Fw/zwzTfs3mkXJSfKkIsu4p0vv6RXv340bd6cIRdfzPfz5yeNyNTntNOo36gRbkt73B4PderX58QSjGTjz8/nxTvuIN+SQds0m1q+ciWpNjH8ZTiMf2/hWZGPOu443t20idNuvBGXjWN7RmYmTUpYGKpcxPft1vl8gX3UJjvMKegyxudLOtj0kBhx1CSC0VWGw5CXB1eVv+lMmRPwwXtXwXUpcH0q/Piy0hzEmycBNOoKDTvbH8dlCOnW8vEyp0zybFj3cbqg6yVQ276vKg+0EFEeCCc0/AzwJKqqrL5MYZQcECAqkdoJEqZqzHwoTYEi4ZkMAWWZ9dpu5j4ZhdioEwHeAa4HzgUuBC5HaSqSPcKSAzML+oeo0GBdrIJECsqs5HJjnz7Yxyhwo/w57iDqcGcigLOBC1BJwzqhcklUO4A6HzoIIWoKIT4TQuQKIdYIIS4spOwoIcRiIcQ+IUS2EGLUQVegVi2oUYNIBIIB8O9WfXc4n+i7BgipPBhqWr6sIi2Nqk88gbAZ7HqGDydj+3YytmzB88EHpL76KtVXriTtrruQUhLetQsZKN7zGNy9m7XPPsvi888n+5FHCGzZAoB/82ZWPvUUS//3P7Z89RUynHxgsmfBAmQkcWYsnJvL7j/+KFZ9ikOXRx8lo2lTXMbAN4Aaan1HrAsYwMbsbMbdey9hG5Mhl8tFp26xoZWbDolPvKeIAB/Nm8cZnTrtV5A4/sQT+XDaNH777z9eePvtQpPLOZ1OPv7lF8657DKqVq9OlWrVGHrppXzy66+4StD5dP3K+MSSinAoxKrVq2PyRpi9kjs9nbZJroeVlLQ0Ln3mGXpfeinulBS8aWmkVqlCRmYmt3355UFrvCo3TqL9u2lXbAoSxQ2RW5jGunQQDRsi7PxlSC5AFGCd2Fy1Eq68rMTrV6F57TyY9brK0WBinU8MGYv0wlVfQ9sB4LDpE1xelQfC6isRz/5ixwgnVKkLTXseUFNKC+1+X16knwTNV8GuV2H3GJD77P0kwiiNhBd1t+wixpkZsO3WxxjC+tm/ic9M4GVUroJTgGsoeijJ1ahka0uA31CmQDWBG4Dzk1TSpLDQctKojzXT7xrsL5iV6sbfFSgfiVTUoL6wPBv1UFoRO8Kornc4auBv+jbUB65AJbozbWRao4SCwhxghVHOOquwvpDylYKXUWPKOijJ6WshxEIp5RKbsgJ1sReh0nd/L4RYJ6WcdDAViFxzLYFHRkeFbQnBferJcltkUoeAFGkERTvuOKrcdRcppyePiiSEQNSuTcr55xesy5k6lc3XXkto0yblHDt8OLXHjMGRxHwkd+FCfH//jahalSWXXkpozx6IRGDyZFY/8ggtXnqJpTfdpCKp5Oez7rXXqNqpE92nT7c9XlqzZrZRVhxpaaQnmXkvCbw1azJo8WLWfv45O//6i7+zs3ll4sSCwCXxb63f56NWtWpEgsECnwgAb0oK18T5TqTVrUuv11/np8suw28IZg5gGrAjFIJ16+hety433Hcf1999d4kMkKtWr87oV19ldDFz4BSHmrVrE0oiaNZt2pR+113H9HvvxW/RKgVDISJSEgwEeOeRR/hy3Djyc3M5ul8/rnv2Weo3a1ZQVgjB/40bx4CRI1n+889Uycqi8+mn22onNPFURc0yWJ+l/X1/KgZCCNImTSK3Xz/VlxCb+6wwpDPOVP/9t6FRY7j/wVKoaQVj+2pY+j1JR/fWCPMpNWFHNnx2u32+B9++qJmTy7K/eWhTNnW6oe6RKhdFag1Iq65muSIhqNUaLp1SIUyYrGghojxxNwB3TXCEEjUSYDxUqAc1TFRYSCOu7yokKHFMFLp01Kx5Ml4BHkYNhEHNyr8P/IIKLGge0DRIsPKyscTPiu5AhUcFNeuejPbAQuxfWHPmJ/7YZshLJ/bt/xnYBcxGjVtdKJOpW4Bk0vxAoLAZ2qNQkXXs1j+EitjhpaJHzykPhBDpKPVLOyllDjBbCPEFStq6I768lPJJy89/hBCfozzuD1yIeOA+wo+Ott0UBlwyto8WAmoJkJMmQUYGMhJJmgE5Ht+cOWw45xykMSiWwJ533yW8dy8NPvigoFzeokXs/uILtr37Lv61a4mEw4SDwYJ5TvOpj/j9LL7qqhjNQjgnh73z57Nu/Hho316dR0pyVqwAIcg6+WQ8WVn4fD4V0tZolMPrpcGwYZQmDrebpkOH0nToULoAU5cvZ9n8+UnL+/ft47r77+fNF19ECEHPPn146PnnaWIZCJu0uPBCZv73Hz8+9BCRcJj/iAa2k0AwGOTFhx+mZlYWF119dWk0r8SpUasWx556Kr99+21MCNqUtDQuveMOju3fn19ffhn/mjUFJnlhv5/3zz0XjjuOObNn4zd8Sn798ksWzZrFO8uWUaN27Zjz1G/VivqttN9V8SmJwVvZJmcsOGvfvmT8/Tc5bdsCUS2E1VImIc6LMASI+A1PPgT3PVDhBrMlxso/4ZunYcNC5QtRGKYgkLsX3r4MgjY2sAUFDeyUUebYLr0qjFyg8lDMnAkPboXNSyClKmQm9oMVAVGYA9yhSNeuXeXcuXP3X7AUmTlzJn369Cla4fUnge9H+20uwGkOlC2kG9uk8RK708GRgy1mCBPpANEU+BuE3QA3B5WcLd6+04uKUHQdcBcqelIIOAJlWjQMpSUYivK9SBZGKgv4pZBrsw04M7GtBZJUms02c7s5k2ZuN2N4g5pBincg9QITSJ7U7QqbfUyeABom2XbwFOvZKWWEEPOklHYS04EerzPwi5QyzbLuVqC3lHLgfvYVwHxgnJTSdjpYCDECGAFQp06doydNipM1pIQF8xMCleU0bEjGeqUBSvZZjDidahbP4UDUr4+IG5jZEVy5kvDu3Xb1xNuhA7hcBNatI7R9e8EMISSKw3YBOuJxpqUhGzUi1eEgd9UqIkbITofbTVrjxgS2bCG0b19B2dSmTZNqQ0qLfbt3syE7m4iNeRWo7NItO3QAICcnhwwbHwAre3fvZn3c8ezCHjRq1oxqNWpQHhSlHVYikQgbs7PJ2bNHaVCEoE7DhlTPyiKQm8v2f/+1NU8LYm+8WaN2bWoVFj1sP/Tt27dE+4CypGTHAhKliYgnPqiHYubMP+nTp7tN2fKbXJJSklO7NmzfXjAsSOZY7UCZ8dsFGkIC/frBk2PgyKMOqC4V6TsXw58fw2uXQNCnvhfWxKPxmB1z/O03r9mByFhnPwVtB0JGJjPnLq4w16iwsYDWRJQ3znrYahKEFzx1IWxj5iOBiFCG26AyWbsdIOI+LubDLVExiB3jwZGsE1uM/ePgR1kyz0QlyDI/VSuBx4AxqIhJ+7P33k7hTmW1iGoWrA0w30g7my0z8rmMK4txnFTshQEHykImmcPrSSRmyRZAN0pTgDgMyECldLWyh6LFLX0AdePeSlZASjkeGA9qAJHQAU/7Hm6/lUAo9in77emn6WmYzDgBl8M8nnrqclCvWsHTlZaG9+mn8dgkJrOy6rrrCBihEa3eNcLrpfEXXxCJRFhxzTVE4nwBTCsr6+8g0bgJdlTv2RP/Qw+xZ8gQQnGOtrJaNU5ftw6H04kMh3FVKX6Y2JLig5de4plbbyUUF/41NT2dm598suCjWZRBRjAYpG/z5mzduJFwOJyQbcXEm5LCb+vXUyOzMDPG0mF/7QgHAvz04IPMHz+eYF4eTU88kdOfew5RvTq7t22jYfPmBQ7diz/9lNn3349/X2K40b1OJ8tsfGOqu918vG8fLhs/Hk1RMA3gA9hr/E1NeGGYNsXlO9wSQuC97z78t95KKBDAS1TTWRA9FCN8cHxStHh+mA59j4Hpv0Lb9qVb8dImFIQ5H8OcT2HhVyr6ktn2MPbzolb1jZ1H+oF4Gztc8PkD8PmDypypz0vg6wypFdtPUjtWlzc1bgQRPyPuBNcR4LD56LkwHmoZHZVE/BByYY03D6iH23T8iUQg8nMhFckiudNXKsqvwG4I40P5QexPo1UX+85WonwpVkJBt2ZGQremerQ6t4ESIOoa+1hDJZgeTx5UeFs7QqgoTK8Dd6OiPV2PMn8CpVU5yjhGqvG3JcYkdxx5wK+oXBG7Ub4anwNTUT4chw9CiJlCCJlkmY0aj1eN260q9kHYrce9HuUbMUBK6S+sbKFkZoKMfYqsjoUC4+mJKAEiH9ghIV9GgzUCkJdH4OGH93u61B49wOkscMs3ferCfj+rzzqLzY8/niBAxNfL+jvZN92Znk7jESMI7tpl62QdCYXY8PHHONPSEgQI/86d/P3008y84AIWPfkk+Tt27LddB8MF11/Pr3v2cOntt5NetSpur5cq1atzzYMPcu5+hLJ43G43H/7yC92NQXqyHigYCPD0XXcl1YCUJ5+cfz6/P/ccedu3E8zLY8XXX/N69+54IhGOaNMmJiJUw+7dCdv4TLhSUtidxKJARCIsShISV7M/zDCtPqJZquMxNeXJ8BDN6lFcJ+ySx3399XgeeYSIw1EwLWd+ad2AWxgCBNgHcrFKG74cuHY4vPe6WjZV1MiPhRDww71dYdzlSgsRyI8OI6wBauLjrOyPAzHwCYfAnwv+HAj5wbcXxp1zAAcqW7QQUd6kdIdaL4HIAEdVZWrkOQoafAcZIxJNj8x+yOrlHwFCYQiaNs/YSM8udSw5E+TjIN8FabXfawG0IXG2JA3osZ9GWGdZ7HqeFGCkzX7/onwQzkOZRu2K224deu1FDdJTUALPWca+Zhus4VddqEzAl5EgWAFqOLgI+BKlgckB1qHyVHyO6vhvQ/mHXInKU3E/ieZPC4CbUKZR76J8LR5BCRBfAg+ihIvDAyllHymlSLIcj7rhLiFES8tuHVGe+LYIIS7HSBAipTw4r/MuR4PHkyA4xBMEtkjYI2Of5ADRJ0xu3lxoLgSAzDvvxJGWZvvdkT4fOTNmFLnq5v7e6tVxEnWVcrhc1B44kAbDhhEJBgnnJdrkhvPz8W3alLB+78qVfNKqFQvuu4/sSZP464EH+KRlS/b8+2+R63UgeLxebn78cX7euZNpGzYwc/t2ho8cWagD9D/z5nFTnz6ckp7OuY0b8+lLLyGlpH6jRrw3fTpPTZiQNA9CJBLh47ff5kaLw3txiEQi5OzdW+JCyM7//uO/b78lZM2NISUhn485Y8cmlK/esCFdr7gCtzXHhcdDlbp1EbVq4UT1dilELe/zwmFev+++mGzbmqKST6Jm3Pr2mf+bmFfe1Dx4OTjblpJHCIF31CjS8/JwvvYakV69oGlTRIMGiVU05xTjbSndRJu67C/43//BnTdA9xbw6nOqzL498OUk+Px92F14pLRSw++Db8bCff3gyXNh8U+x29f+DVfXg1WLwJcfVfcWTM6iOvwAIKop6xCHO3bO0u62yrjjxAsfdp8N20+JhP9mwc51xWp2WaOFiIpAtcug2Vao/w00ngtNFoG7MWRcCSmnGoJECoj05OHBZFhNn5oJ6hJwgGMKauB9D3At0AhiguJMQgXMSUVZmKShBtJnFqERXVUdsepBHUBjlNlT/DF8qAH6OlRnbcawNRPyJItnux012D8elUwv31j8qF6gBjARNbjvjBImrLNBheFHRVgy55wbogSopjZlc4GxqB7GPL+p9jaFnyDqmhYex/1wQUqZC3wKPCSESBdCHIdKT/6uXXkhxEWo7IMnSylXlUglnn4WKHxOsDATWDOZvGjePGHQK0OhmDCunhYtaPLbb0n9JwoLD5rwvUlNxdmgAaGcqO+TAJwuFw0vvhjhcODKyMCZnp4w5+lMSSHruOMSzvH79dfj37WLsDGIDft8BHbv5rdrr01ar5LE6XRSPTMTZ5LBv8nqpUu5qXdvFv70E/68PLauW8f422/ntbvuKigzZPhwHn755aSCRDAQYObUqSz8888i1c0UECeNG8exderQPSuL7pmZvPHMMwXb8nJy+GjcOO6+5BJef+wxdhgheIvK1sWLcboTHW1D+flsSBJ+96yXXmLwK6/QoEsXMlu04Pibb+bGefPoNXAgKUSHtW6i8Tc2rFnDH1obUUxM/WE85tSD1RfCFC5CRLXo8VMUFUOIMHF4vbiuvBLPzz/jys7GtXo1zhNPBCx9jiT6WStIdkbUK9vaJH++Wh69G94YAz3qw90j4N5roGcD+PSdsmqaIpAPtx8Lb4+CRT/Arx/Bw6fDlKfV9nAIHuwLuXETl/HCgfkY5O6BsAsaHhMVEgrL3YUDQo7Ya2f1obDDblzn9MCexAmgioQWIioKjlRI7QmeNtF1wgm1PoE6s6DGU5DWp/A7Zs6UxavfcINzECr6UQ5RS+9dKA2ASW1UUrdfgc9Q4WCvQAkW7bCPLGH6JDwOfIIK5/o/VMDFZcZfu7CYM4n1OTAJkZj9M54PjHPFq/YjqLCyZpphgTJBehq4mKLZpEpURCkrf6Mcqu9CjYHzUFqIZD2I9ePjMPbXGFyLklK3om7kNWZ4VyFELyGENULAI6h4vHOEEDnGcnAxNq+5FjIzCxUiCtMvRICI10vKM88UrAvv2MHmoUPJTksjOy2NDb164V+8GCkl3rZtST322JhjF3xLHA4wBr3W9danRwhBo/vu45ilSwnu2BGNsGTWJz+f1c8agpHXS4aUZKBiL1QFvG43NXv0IOuEExLasumHH2IculVFJJtnztyvluVgCYdCrPjhBxZPmULefnI6jL/99oKoQyb5eXl8MmYMeRb/gAuvuorLbrwRl83AXKCyX//2Y5IgFijB4d0xYzihbl3aO530rleP0TfdxK7t2wkFg/h27+a7O+/kxY4d+fL66zmzVSueHjmSL995h3EPPcQZLVuy/K+/inwNarZsGZP7wcTp8VDHcDBPaIcQHD18ODfOm8dtK1Zw+hNP4EpLY7oRRMCqZTP/+vPymP7qq7x71VVMuOIKlv3wQ6nf38MHqzCRbIQY769XAXG54IsvVUQmiFbZSXRGPkI0hkkygn54fCTk50HuPrX48+Geq2CDjX9naTHjHdi0AvwWzaw/DybeCzm74PtXICeJ6abZJVoFpQiQnwvZ86Iddbymxvw/gupXw4YqWzhV6NYm3aFqXSUYxHusJxvuhPxQ78Cc18sK7Vh9KODpopa986ICQjJtA5HoAy4A3OCdDY7hJEZeksAKkLeghIRzQVRBRV46wlJOoMZ7j6KSvplZok0r8gAq8mZP1LiveREatR17IcKsV2EEjf3tyjlRZk/x6zahNAYJyTPiiBCb8O1rYDJqSgZUDokZwAkkr388FfwDUoZIKXeibNHsts1COV+bv4+wK3dQCAEzZiC7dMERCiX03ZL9hwhw3XYbrjPPNOvIxj59CP7zDxgRkfyzZ7O+fXtkaipVr7qKGhddxL5p0wjn5cWczxkO40hJIZKbG6NBj8HpxJmeTnDnToTHA5YcASaBbduQUpK3YgWe/PyYJzsV6PToo7amQg6PpyCKU/z60kw+tmHBAl475RRC+fkgBOFAgAFPPsnxN9wQU27nxo08NXgwf86ZYzvodbrdbMrOprllwH3Ps8/i8Xh47ZlnCIVCMeMAr9dL9Tjn6u2bN7Nv1y4atWzJm08+yfjRowvyVGzfvLmgq/UCQwBvMEjg7795e8kStkciBffLn5+PPz+fey65hI/jMmwno3bbttTv3p31v/1G2OJo7vR46Hb99UU6BsCaxYtx2IQdNttdDVj/ww+sD4eRUvLn5Ml0v+ACho8fr5PMJcUcRRc2mZXMINIZ95ck5SoYXq9a/P7kTbMOquNzHAA4IvYxUMJh+GoyXHVbiVfblj+mxAoQJi4PLPsFvn2pcHMkOyIop+vUFCM7KWpYYDqVJCivpDEOC4PLDZ2Gwqm3Qu5OWDETJlwCAcMnLtmjllIFUooe3a080KObQwnvmSQPS+oE13GoOUijB5Bp4LwFnN0pxO0QeB5l/tMkzrzJSjrKtOk5lNmSma4xYhzDj9IunIYK17o/OpPcqKQwN1JQPhTHktzfwZpEax5q8vsroqZGpskUxBo/OoG+RK/xEpSljdWXN4jS4Mwn+TW1tisC2M8qasoH0b49juXLiZx2WtTHgWgUJNOFMt6c1Uwcn3LVVQXHyv/pJ0KrVxcIEDH4fOwdN47czz7D06ZNwjciAtQYNAiHYeNu9w1xeDxU79+fjLZtSYhNi4r0VOv009k7dy6RQEB9rC3IcJj148Yl7Bf2+cg88sjE83m9NLswaRLxgyYcCvHaKaeQu20b/n378O/dSyg/n6l33MG6OXNiyo4+7TRWzZuH09Juq6lWKDeXBwcMYEh6Otd36sSfX38NwJW33orX640xrASl+Tn9HOWouHvHDq45+WQGNm3K8O7dOalWLV59+OGYRHcQHUoejeoVTB3HWosAYWXVsmXstQnrm4wLvvySdhdcgNPrRTgc1OvalUt++olqRljWf+bN49sJE1jy++9JtQdVMjOTJqkTKKlchkIF+wdyc/lz4kSyi2jadfgSHwLZasYU7w9hbrd+u+J/V3CcTrjwQiVI2Nnym6GczHjCZtAWP9HBc7IRZSiotBNlRdVa2OaxkBKq1IQtq5Pva7bBzpnN4YK2p0e3m3OoPqJW2Vj2N/8G81XkpUAeZGRC57Ph1LvAnQIp1ZI/Jjnb95+ropzRQsShhOdMELUSH26J8onwvgApX4HrSnCNgJTvwWsmehtOYqdoJRc1g1/YAOJGlLCRQ3QqwhogzjSifLsIjWmH8jewq5NAfa7tbMnPQPkqDEqy7wlEJ7MjKFMmay9nIon2itZQDCuM8mtRvhx2H+4gKjeG1dDRLGcGyfMYbbgM+zTjmvJENG+Od+pU0qSEJk3wud34UlIIGaEwnUS/k6aIbN7lnPffJxKJsHf8eLYOHgw5ObbRlEA5UOd99hn52dkJdZB+Pzk//EDrH36g5rnn4s7MVNoGA0d6Opnnnkt6p044vF6OHDNGCRzGx9GRkoInK4v6F1/M8iuugEgkMRNtJEL+uljHPCklv598MpHFiwtU0QJlKpPZqRPHPPdcsa9nUVk5Y4bSQMQRys/nd4uwE/D52LJyJSIcph7QDKUbrY/qFeoA3nCYHevX48/LI3vhQh4/91xmf/wxNbOyeP2rr6iemUl6lSqkV6lCzVq1eHPqVKpWrw7AyLPOYv7PPxPw+8nLyWHf7t0xmaCtCJRXlHXIWNiH086cKhmejAwGvfUWd+bmcpfPx//NmUO9Ll3w5eZyY+/e3HTCCTx37bWM7NePq7t3J2fPnoRj1D3iCJp16oTTxscmQwhbLUXQ59NRm/aLg2hSpniHajsOIYEhGc+/APXqRptrlZWcjiTqUlQnmWybyUkWv0gp4YV7oWcWdPLAJX3gn0X2+23bCGNGwiVHw53nwBIb4TcSgX27o5Mop18LnrgJVyEgowa06qH+2gkJVss0bLY7nDB0NKRXT+4gbVUrW8s4XLBxWfT3qXfB45vhmi8gNcv+eClVE02fKhjanOlQQjiB/OhDGi8xB6eD51Zw9jHWRyD0KYTeU789TYANKCEAm/5OAstAbgJRL27bMlTkIrsIm1a9oB/lLwAwF5XFejkqotIQYp2Un0H5Xnxo1Csf9UgegYoW9SPROeHawJ0oDQQoZ+V48yxQYVp3oEzpNxHNYxtPCmqgb21PGBVu9ktUyNnCzJVqGOcJEpvLwoXSxlRHaVviI5pqKhoiK4uqW7YQnDIF39NPE/rnH/KNvAN2c0C7770X3/Tp+H/+Gfz+mNfI+u0p+BZ5PIST2P2Htm0jrUsXWk6ejIxE2PnZZ2ydMAGEoPZll1Fz0KCCsg0vu4z0Vq1Y8/zz5K9bR9bpp9PouutY0KsXeStWqLYYZU3tuCMtjawBA2LOuXPWLPb+9Rf4/dQgqn3xpKTQ+ZZbcB9EHolwfj6RYDDpMfz79tnOEMpIBJ9lBj8cDOJCvaXW0k6iUwIZqNjA5jX35+XxxqhRHD90KD369OGPzZtZNGcOQgg6dOtW4MC97r//WDZvHqFAICaQnUAJjnYmbvE9QUuUntL6fDhdLnr060daevEnDRxOZ4F/DMBrd97Jkl9/JWzxmfh3/nyeu/Za7n3//YT975kyhYcGDmTNkiU4XS78eXlUi0So6nIRsNFSONxuvMVIgqdJNk1g/b0/h4FDgJQU2LUtUR5yEPWfSjamtc7FxY8s06tBuy7R3xtXw4RnIN/4hs/9CS4+Dj5bBA0tVqyb18LwzpCXA6EA/LsAfpsK978Dfc9WZaa8Am/eC3n7wJsCbbqpwXrAAWEnpBvCRNUsuP9bFcO2/3Xw6Wjlc2AdR1mDTMbj8cDwl6D+kdDzUvhuDLYj//h5VZfxN5AP6/6GrKZQJUttT60GLU+AU++EL+5VmgoT4YB+t9hrVCoQ5SpEGPHfLwXaAx9IKS+N234SahTaGPgDuFRKWYbeORWRiO2/gApBZiIl+C+A0JcgfapDCKWCuzY4/OBMNkAOAqegnIjnoeb+LgJ+Ibn5jnW9C2gL3Au8Z9m2CeVgfDsqB0Mdo+w5xoKx/TtU+NXpxOoGdwAbLb9n2FwAUA39GRiMMkBINjVSDeWEHU8AmEJ0asV6XBM3SmPzGlFNBqiPSHeUlkRzKOGoUQPPsGHsHTECwuHC5xMDAfzTptluip98EkZ5b8uW+I2Bfjx/167NER9+SNX+/ck8+2wyzz476alrHHccNSyRlvb8+iv+desSHK5BDUy99erR4PLLY9bvmT8faSnvNhZ8PvbMmUOD885Lev5kBHbtYt6IEWz64gtkJELVtm3p+sYb1Dj66JhyzU44wTbXgSc9nfaWdnvS0nDm5SUdqpnTB25ifVi2rl5NOBzG6XTicrnoYnFqN9m+aRNuj4eAz1cw7DMNVbwowcR8o91eL3UaN2bF6tV0CYVwSIlAfbC2A9scDlypqQiHgzoNGvDwW28V4WpFycvJYckff5BRrRpHHn10gY/C12+8ESNAgBK0ZkyaxN3vvpugXahasyZPzprFltWr2fjvv7x77rlKoEti5uRwOOh2gCFvDy8Km1o3tRKHgON0UflxujKfKY6vgJUIUStnUyZ2p8Bdz8Dm9ZCXC/dcCcedBTm+6HEdKAfsCc/C3S9Gj/fa/UZkJENcl1KZRd1zHmTVggbN4L8FEDCOFQrA3B+iIcqcRpyyuz+EdidA3l54dAjM+VqVhWjOWkHUl9R6Sx1OOPs+OPna6OB/53r7C2LVQFiFkxDqur53M7x9DQx+AAbeEd2v3y2Qsw1+GANOl0o2l5EFA24swkUvX8r7yd+I8sR9M36DECILFQrnXqAmalp7cpnWriLiGRz723xoQ0AoDyLGwDj8MwQ+gYjPEjHAB6E1yj7RjGNsh1gGXILyf7gPNe+2naLJnKaJ0LtJThBC3dLFKPOoM1E5GJ5GyZPvoISXHGLn//KJTVa8A/vkeKbRJsb5m5CofjbNDZK50JomA1abVmtbLkBZSY82/qahNC1DgavQHKJIWeB3cCCzK9YJqIJDAunnnEOjF19EWOL7FxCJEN6zh5WDBxO0hAiVRcxJkL9une1MlQDSWrXimHnzEhLMpTVtGmM2ZeJMSyOteVGCIsQipWRW//5s+uILIoEAMhRiz8KF/NSnD3nrY1N7pGdlcdqjj+JOSysYMHvS02nQpQsdhg4tON7utWtxJEugZvkb3/KqWVk4nU4ikQhLfvqJPz79lN1xoVdbdOhA0O/HHXcM8/+qbjcOh4Nmbdrw4pQpfPfvvwx75RVmpqTwBfC9EGzxejmvXTtenzaNO198kRe/+IIpS5eSWadOka/bp6++ymm1a3PH2Wdzbd++DG3RgrWGoBmwyfcBKmdFvmVb7o4dvD50KCPT0xmZns6Hl1/OzoULC7QupqbFxOnx4E5NZfhrr5HVtGmR66qxw7y65T2MKkG2bFaD2HgK7DMpZNxAbGqnIIAb2neB+66Cno3glCNh3uxoeXOJAIEQLJ4be8w/pyX4eQFq3Y7NsOTXqAARs92oZziooiqtX6H6yUcGxQoQGPW0drcxYyog4oK+/xcVIABanwAem/7cbJf1kTCrHwmrBHJBP3x8L/w11bKPgMGPwTPb4I4/4OmtUKOREmAqOOWqiZBSfgoghOiKMnS3MgRYIqX8yCjzALBdCHGklHJ5mVa0IlHlEQh8DHJXVMI12Xc35DwKNcZCcAS2xhim12iydO4F5kPmvuYLOhb7EK/mPubfl4Bb99OIH4DfUYN4iTIdssOspHl8q+bgv0L2yQAuR8mopmGHmSsi3zjnRpLbr9q9uGbZvsAAlP/IC0bdTcGpJpXqg3KYIdxu3CeeSPDHH3GGw3jYf6Qmk8K+rd6OHal6yim0/PZb1lx5pdJIxA+QIxF2TZqEs1kzVv3vf+T/9x+uzEwa3nYbDUeNIrhjBzlLlpDatCmpTZoAkL9mDZ5atZB2EZbS0mh47bW4q1VL2FZ7wADc1aoRycuLZrgWAofXS4MDcKreNW8ee5ctS5j1jgSDrHr1Vdo98kjM+hNuuYWmPXvy+/jx+HbtosPQobQ/+2zWf/klK999l23bthEcMiRBdI8n3tzM5fVy/j33sPHff3moXz9yd+8GKQkHAvQbMYLLX1QznFWqVeOS22/nnQcftD2uC/jbMnD5+q23GHPjjeQbYWZ9UrIQOO3OO+l84ol0LtJVimXxH3/wwsiR+H2+gvC1G3NzubFfP0aPGcORqEDSW4k12kwDcvfsIS0jAyklY/r2Zevy5YSNZyD7t99Yv2BBrCk20WmQ9v37c9m775Jm+IZo9kdh/XnFH+AVmx49E8M+Q6zFsp0fgWmyYw7AzXGGKwTzfo2WNSX3+P0x9quRBav/gaZGcJTqtWDbfjJhJzMYMMnPhWW/Qsfe8O+fsQKEiVlf2yGBBJdh5RGJwPypKnFdJKxMjiKRaGfkIPaFc3qVmWIgblIgEoLXLoOX43LLeNOhXhsOJSqyT0RbVGIDAKSUuUKIlcb6GCFCCDEClRCAOnXqMHPmzDKsZiI5OTmlXIcPIbweIkniHLMZnA8VfggR93e/mIN5u8+6KXrXRPUSN5JMDZyTU4eZM2+m6E5o1nJpqAhQoByzk8VPXk9ilm2B8mPYw/71ssk+HC6UZd1MlA9HU5Smw2Q5yhjiwG1jS//Z0RRGlddeY1ePHsicHNw5OThSUshP4nBrpbAnKn/WLBg5koxevci68ko23H13QjQn6fezb+5cNt91FxFjpjm0YwdrHniAzZ98wt5Fi3B4vUT8fqp264bYsQN/drYa/DudypbZQHg8uLOyqHfJJbb1cbjd9Jw9m7+GDWOXkdSsSrt2dH7nHVuhY3/krlypcl7EEfH72bt0qe0+jY85hsbHHKPaLiU/X3gh67/8klBuLmuBpoMH4yLRF8H0T7BOFoIK9zrsoYcYeMMN3NiqFTvXrwcpCywVfnzpJf6aMoVR33xDo3btGHH//Xzw+OME/Yk+Xmlxmps37r03ZvYfVM6J1+65h5MPMJLVp2PHJuS+kFJSb8MGJl1wATVQBpd1gVUoPbADFTy7pqHtWDlrFjuzswsECOMgSCkTQvcKwJuezml33aUFiGJhjpDjtd4eKuWEUctWMPRcmPwBBI3Btp161SpU2E1GSozPYFFsoIz9vcDv38B5P0CLdvDiV3DxKHhshBIE4stDovo33skJlElTw9awOTv5zH58kjkThxNa9lARnTatgPv7wi6LUOMidqhjamLM3LYyDOEkWuV922HjcuVjcQhTkYWIDBJjhe5BpVKOQUo5HhgP0LVrV9mnT59Sr1xhzJw5k1Kvw45BkP9F8u0ZJB+jW9MkuFCORtb+0NaRx4u9JsKFiph0ESo79A6UEGFqGYipyMyZt9Knz/PEPnqmEGJ3XpdxXi/wKsoaGZT50z6b8hCdDohfdxSwhujQxOxQrPU0e7OE3gS4DpUpey3KAi9+ACKM7UWP8R5PmTw7mqQ4mzQhc9Uq/B99ROjff3F16EDY42HXLbcQWr8e4XarrNR2KnbbAzoJ7thB/uLFpLRrR5V+/RD335+gPXCkpbF3wYICAaLA0dfnw2eE4owYwszuWbNwECuqCo8HR0oK3kaNqDVkCE3vuSfBjMlKWpMm9Pz5Z4J79iDDYTw1axbxCiVSrWNH26RpIiWFPCGY89hjNOzbl7rHHGObl2Dd1Kms+fjjAj+NAlNq46/1SrkyMqhSty4dTjsNR0YG/vx8Wnftyo7581n8+ussGjsW/4YNOKRMyAaza/16RvfuzZh169i+Zg0nDh7MjM8/J2AZzHtTUxl8zTUFv6WUbNtgPxO6Ze3aIlydKPs2bsS/bx81W7Rg59atCSFbawFVw2HCxrNl9mDNUTGCagE1mzUriMK0bcUKpJRIlH41z9gnIz+fZl27smHJEsKBADISwZ2WRo/hw2lm4yOi2R9mdCZrHNNKKECYjHsTEPD+O9FZdkmi4sV8fO0uRbLPud1A3bpPJAx+H/zzF/xvCLw1C9Ysh/eeUrkW8vZFhwvJoiOFiEZpl6gAM806wlPDIT/Hfp8I4PBAjVpqcO9wqGhK1WrDTROV5viRU2MFCIg+EvFtCqE6aKcbQkkmoZxu2PyvFiKSIYSYCfROsvkXKeXx+zlEDomhbaqSfOR4eBHKPsAdjUvqMMK0RlAvWUyaXMDliBMm/KjPeQqxvUYIlT+iEcrcaD3KT+AXYlM/mqFP3cYx7AIqx+NAfTrboXwN2qAqugAlTMzF3uDErpeKoD6zTmJ9JuINGE0Dzfh1bVDJ9ECZMtnNaEii2bI1hyoiNZWU4cNj1qUNGoTMyUGkppLz/vvsvOYaJQgYA18B6sMDMeYAMhxm32+/sa97d2pedx2BnBwicRGdRGoq3qOOYvcyFf7PfPJME2M7rBNnAuVE7cnK4jjLwDaUm0tw1y5S6tVDOO1n4A5E8xBP1SOPpO4pp7Dlu+8IGwNyv8PBDr+fzd9+S/jzz3GmpFCve3faDxtGtdatqXXssQgh8O3cydfnn0+qkRgOlD6zoH5EP1Le9HQe2bQpJqqQb88eHm3fnr2bNxfMvqegpgHM8O1Wgn4//2vZkpzdu8HhwBMMEnG7SUlLI5CfT+8hQ7j8/vsLygshqN2oEVvjwuQC1CuiT8G+TZv4+Jxz2DhvnrpP6ekcOXQof6WlxWg4amPfqzhQ4S0cXi/nWMLg1u/QASklW4kaaYKKW9e5XTsuevNN5rz/PqFgkM5nn03znj0Tjq0pKqZG4jDA4YDHn4YPJ4NVWxZGDYytA+fCot3aEcReUR9/aUNBWDoPvn4PTr4ALvgfZC+F566Df//afxustpAN28Doc8G3L9bcCEsZnHDGKLjkEVi7GFbOgazG0Lavuh4r58LerfZtTNZWiRpDtT0FFn9rX6ZBxc5GXRRK7a2QUvY5yEMsQXn3AiCESEdNyiTLhnZ44e0NocXYDsCdDhB2KrRUSPsc5HsgJ5A08oQEghFwiejACIzyPpRZkfXN2Y1KWPcx6rOfQ6x2wdRtjjH2PROVCdqcybd1zgBuA4ZZfv+H0nKYHVvYOJ/Zs1m1H/G4UPLnXqIfBFNYEEQjOZ2LSiS3iuh0h6lpMTkC+/CvbnRiucqJEAJhzOxXueQSvN27k/Pmm0R27iR1wAC8PXoggS2XXYZvxgxkMBg1vQmHwedjx5gxBB0OIkY+BzAmwfLzCS1diiM/HzeJPn5FQfp8BT4J4fx8Fl97LZsmTgSHA2daGm2efZaGcYLRgSKlZMesWeSsWEHV9u2p0a0bPSZPZvljj7Fq3DhCubls8fuRfj8h0zQrN5d1M2aw65dfSHG7qdqqFf1/+IE5Y8cSyM+PCeWainqjBeBKScHp8SCl5P+++CIhLOkv48eTu22brfmOtVcwCeTm4svLI2JoAWqg8m0Me/ZZup5yCrUaNEho74jRo3nq6qvxWwb83rQ0rnrssSJdr/f692f78uXIUEiFfcjNxffWW9Rp1Igt69cXCBLC6Uyq4UqvXZtBr7xCi379CtY17tqVlKZNyV+6NCFt0PeTJzP8xRc56/HHi1RHjSaGzEyY9DFccK6y6ZcScvapub+ipEFJFhfCNPeBaOdmzUVhNZXy58P9l6gxSKuO8PL3sDNuIJ8MP9FPe/NOsDU7Wq8IsaFcg0bFNq9W6xq3U4uV3N3E5Gsoijm4JwUuexXanQy3tgS/RQviSoGOp0KdFkVrTwWmvEO8urBkchFCpAAhKWUIlUDgKSHE2agR533AosPaqdpKldsh9z3UAN6CqA6pHpRWoMBiGERrSP8OHA0hMAj7yEZxRKSNqtLU/TmN/90o4eFD1JvrI9ZTqiBTjeX/+1ED+p+I1QxYSSV2TjKMSnS3w1IHUI/PEJTD823ERo63vuEhYq3jIiirYyfKnaYxyr/Bi4qytMU4ViMSM2NXQQkWU4kKQi5jfX+btmgqG542baj51FMJ6xt+9x07xo5l8623Eom3eQ8GY0Rr0/8QKZG5UZtfMxQAxBpRFIYjIwOnIeT8PWIEmz/+mIhh7x/x+VhyzTV469Wj1sknF6udJv7du1n90UfkrlnD1kmT8G/ZUuAcXr1zZ4779luOuv9+jrr/fjb/+Sef9usHNv4G+YEArkCA3UuW8PvVV5O9eTM5oVCCytmF0jUe9cwzZDRsSOuTT8aTmppwvOXff2+bvA6igkS8rjIh83MwyKYFC6hlhMJdMWcOU196iV2bNtF14ED6XX45TpeL1+65h81r1lCvaVOueuwx+p5zDoWxc/Nmdqxfz4Lly6litLFgAjQQ4IITTiDYqRMzPvmEapmZ9OnVi1/vvJNgnP9FSvXq3LZ2LW5vbD8khCCtZUukjd+Jy+3m75kz6X7GGYXWsTwQQtQE3kB1ltuBO6WUE5OUHYWaTGxilB0rpUx88TQlz2mnw/rNMO17pXGtXhUuPc+wXAhDwHi/3QJCcb2UdZgQjxkC1o96IVKI/aSb+4MagxCG5fPhuv7KnKkoWDUNe3aBP86x2YxOae0Ktq2H37+AGnWhVbdYS4yWx6hIT3bnsCO9Gtz9PTTvrn4/PE+Fd102QzlP9x0BQx4oWlsqOOWtn7sHNaI0uRh4EHhASrnNECBeQiUc+APQga1NnA2hzgLYcz/4vwGRAmkXQ9WHQW4F/z0Q+gJIB8/V4BkJciXkHwdib9F8mpNOg4aIShcBVOSmeEEg3vHMD2QDR6J6jZdQA/WxwCc2J8sHrCYEi1DmSNaYLMKoyzso7cYoVNhVM2ab1cMqfmrEAXRBCR52Uyt1jCUZ56G+a1NRwsbRqPwQOoHT4Y4jPR1p42gMsf5+ybKcWN8Ea04EdXAHQgg8LhfCGKSLlBRSW7YkWL06wd272fzhhwUChEk4L4+Vo0cfkBCx5ddf+f7UUyESwZObm+hrMHcuS+65h45mpuskoVmxtE0GAqz96CNSO3QAIQgZTtDW47pdLlyrVtH+2muTHq9mkya2Dtgm1uO5PB5C4XA0IpVBJBxWjtjAD2+/zfjrriOQn4+MRFj2yy988/LLPD1nDv0uuCBpPeL5/q23ePb//o+zn3iC7FAIF0rr0dqokwyHyd2wgYtee41zrrsuWsddu/jp8cdxuFzKf8ThYNCrr/LPN9+Q1bIlddu2Jfuvv/jgvvtYOW8efpvIXAD5e/eSPXt2hRQiULmfAqgOthPwtRBioZTSzspAAMNRH4DmwPdCiHVSykllVdnDmowMGDwk+vu/zTDtG9i3D/oaWrFrLoTffo7LvGj8jfeBsHPANnPM2mFqPgTwzwKoXoTva7w/xpqlyfskq1/H0p/g6QXKL6NWYxg9DbIMzWRqFbjkWZjwP/uQsvHH9AfgibPgsT8hsyHUawWjpha+3yFKeYd4fQB4oJDt01GjTo0drqaQOSFxvagHqW/ErpO7wd8T2E1BIpT9CRJJMyUGjcWMfWL3IQsQO4PvIfFW1gH6oAbi8XHRU+PK5xK1Eo/3Y5Aop+cvUJGCP0YJKN1R352HbI4fRiWlm4vKLH0lyvK4qAhU9mztqKiJpcqAAXD11QnrhWHKZFIUUyUH6k0wxeL0o47iqAkT2P7xx2x+6y1kOEyVbt2ocuyx7M7LI3/zZoTbbasFyFu9uthtkZEIM84+m9A+NQMYb8gIyhxr7YQJBUJE7a5dcXq9BPclzhpaPaqElISXLaOh4RycML4IhVj17rt0e/rppPXrfeONzHvjjaTbm/bowY49e1RytXPP5bPRoxNMhrzp6XQZMAC/z8dr118fY7bkz8tjW3Y2b998M0PvvZdaRfCD+Hf+fJ6KS/AXQumGd6AyyrhSU2l20kkJ+550//10vfJK/ps2DXdaGnPfe49Jl12G0+0mGAyS0bQpS7OzCfj9KgpTIfX484UXOHboUBp37brfOpcVhlny2UA7KWUOMFsI8QXKbvWO+PJSyictP/8RQnwOHAdoIaI8SE2FM4fErhswGBbNifWfgOin2rrYYc4LJvOvMDsHKaMRo+wwhwXx8zfxztDJ9gOVjA5gw7/wyBB4/o9ouf5XwxGd4duXYckM2LNJCRzxdZUoQSMUgDdugNs+K/z8hzjlrYnQlBWhdwG/ehHNyAEmyV5u5/6kDKtxoR2mzwIooeIz1MB+AMp86CrgBNTg3Ro1yQ00AHpZjtXRst1OAtqMcrjujMqKDfAvyunbPnGTuhB7gVnAHJQ/RBvjGJUwBrimTHBlZdHg9dfZcOWVgBqIC6eT6pdcwpZx4xDGrJjVbKkwHETFcblqFavuvJPds2YhQyFkMIh/6lS2f/cdeU89RfZrryU5iIMa+3Gs3b1oEfkbN1Lj6KPx1qoFwI4FCwhaTK2SEbGYFDmcTs745BM+HzAAGYkU+EW4ICZDNEAkECgw2bIVJArRagA06NCBNgMGsPTrrxOmMhwOB9d9/TXplshTvpwcvh87Fr/RJndqKllNmnD8RRexcv58FS7XQgrgCgT4bcIE5kycSMfTT+e6Dz7AZZOsz2TMVfYJJ8OovA91PB7SatWiy//9n225ag0acPSll/LN3Xfz3/TpBH0+Nvt8ytNs2TLbHBDxJm91gbDfz09jxjDs3XeT1rUcaIUyWf7Xsm4hyYOwFCBUaK9ewLhCylSIcO+HVaju5u1h5KOJA2qH4VNo8w7n1GnIzJGWyYHCJjUL/A8E1GmkzI5kJLrOlFDMTNvxxymK1YVdGSFg+vfginvX218O7S+Drashd5faWSbryQUc4HNwqDxDWog4XJDLiRlMB4gGTLIiUCtdkUI0ESZWDym7staXL4gyW2qOyla9FJVv4VmUtdoLKI0EwOkoB2rzgx4BPmf/Q64voSD10w6UD4UZkYkkdQR1EcKohOgpqIhQT2ITTVijKRI1LrqIjL592fPJJ0i/n6oDB+Jt3RpHnTpsHj0aQqFEIcLlwuF20+jJJ1l9111EbGbyQ3l57Jw2LfHDHA4jIxF2TptGvTPPZNPnnxM2Z9QN5+qWlqhDVvK3bGH2aaex799/ES4Xkfx8Wtx4I+2feEKdx6I9sctRKVEmQXnr15PWUOUMbXDCCVy+Zg3/Tp7M3pUryX7jDcjPh/x827fQgYrfnUb0bXV4PBxx3nm2dV75/fdMu+UWti9fTkrNmqRVqUIgP5+AYd7j9ng4/403YgQIgAufeILmRx/NjEcfxZ+TQ8dhwzjt1lvxpKaSXr06YUuoWjM9pWl+FAyHWfjNN3x0zz1c8GR0glxGIvz27LP89vTT+HbuJD0Uogr2YQTdqakcc/319Lz9drxV4z1BYvl93DiCPh+7UXpYSPT2kqgeqxpRX9I046+MRNhVzDC0ZUAGaubGyh6K1tk+gGraW8kKVJRw74ddqO76teGG4fDPUkDCMb3gqXHw2G0wYyo4hHKUNpg58mn6PGNJSushGk0hHvMlvOh/cOZN8NFL8MNHKndE9nIIBGI1EMKyj7l/slwW1pwO8XhS4Lk/4Yj2idvCYXj9I/jhDRWq1W+8ofHCkNsLE/efZ8iOQ+UZ0kLE4YKjG4TTQeRGDa8jKGFCAMIJjlMh7Stjh49QmgJJ4VF1k80UOlEaBTu30IhxUh/KLWYOcLex2HEf8A3KeDIlSRnTP8Lka8tv037LDtPg0rwoPlQ269eBW5Lso9HsH3f9+mTdcEPMunr3349wu9ny+OPISASPEFTp3x/p8eBp0IDaI0aQ2ro1VXr3ZmGXLgUhZE1MR+xkRHJzCa5bR4d33mHl6NHkb9xIzeOPp9XDD5PRurXtPr+fcw57/v67IE8DwMqxY6nRpQt1Bw2KCiOotyPd+N/qvxEJh1k+ejRdXnmloGxKzZp0MHIudL/3Xla89RYLRo60zYhrHidfCNKlRDgcZDRrRueHH04ou+bnn/norLMIGeYT+du3k56aStPjjyff76dG06accMstNLIx49k4ezYLrrqK6kZStg1PPMGK+vVpP2IEjY46itpNm7Jh+XIikYjtmCbo8zFj3LgYIWL67bfzxwsvFETHykA5hS9MODv0HDiQ1X/+yfLevRFCcMSJJ3LcrbdSrVGjhLKmg/VeEntZqxBhRs2MD//gTk3lqAEDbGpReuwvtDtwAwcQul0IcT3KN6KXlDLRVk9TvrRpD9MXwK6d4HJBFeMWj/8UtmyCjWvh+ynw6hP2/ZcZsxpiXzrzsx0CjuoKx6RFM06bgoL5Nz6OirnenPmwznWaAoR5Xrt50IAfGrSyb++UJ2HmBFUXawbsmFgybji28OALlQEtRBwuOM+D4P2AH5yhuDQNVYC6kGL1rzgH5Sg8H9V3r7I7qHkA42/8WxiyWWctD0pTsBHly2DHJpRAYL6oIexNjRzERkZaa9knWS9h7mdX79loIUJT0gghqHf33dQZNYrQtm24atXCYWMak9a2Le5atQhu2lT8k0Qi1Dv7bOqdffZ+i/o2bmTnnDkxAgRAODeXf597Duly4ZUScy4tggrgnJB6Mhxmy/TpSc/jqVaNtjffzJ6//mL1pEkxjt8SSwQll4tWI0aw74gj6LdoEQ53bNCDzXPn8ungwQUCRMHpfT52zJnDrTt24ExiahTMy+PzAQMSfDV+uvFG6vXsSVa7dtzz9dc80L8/uzZuhCRmXH7Lev++ffwxZkxCiFkHKp+9lTSHg82ffVYQpQtg+/Ll/DVhAlfNmUNmy5Yx5VuceCLLpk5FSokg6oEWJi4BX1oa9Tp2ZOeiRQSMurm8XjJq1+a4JKZVpcX+QrsbPhEuIURLKeUKY3VHCgndLoS4HOUvcYKUcn1J1VVTCtSwSVpZp55aOh8DA8+DS09XmgkTU4tgDhdcWGYnzDJOuOtie7OhZJ92axBJP7EaB7s0VQW+F8Zvtxe2ZEMjG7fcr8YkRnwycbrVvpmN4NIx9mUqEZU47aImBpEKKX+C82IQ1cCVCe5B4HkQUt+HjGXgyIzbyQP0QE0e2WE1NzKX+LfftjKW/8MUrsleTqxZVIioBbV1aYXytzNpR1RrIeP+FoWiWKtrNAeGw9A82AkQoJywm7/6Ko60tAKzQuHx4M7IUOuSHTctjXqXXVbkegT37EmaiC6wcye7/vgDJ1HTHieGn4BN+ZR69fZ7vm4vvkjNo48GIQre3BAUCCkOt5sjb7wRT/XqCQLEmunT+ah3b3J37rQ9tgyHyd22zXYbwOqp9tFRQn4/Hw0YQCgQoE7Tpoz95x8e+vFH6rdpY1u+5XHRfmbP2rWE7LJ1ozQ2QgicLhf1MjNpF4nECBAAkVAI/969jOvVixf79uW3N94gbAgkZz7/PKnVq+M1juVBCRJeoiZLntRUTrr8cm77+WeGT5xIiz59qNe+PSeOGsWo+fNJLYFkgiWJlDIX+BR4SAiRLoQ4DjVbZeu4IYS4CHgUOFlKaTeTpTmUOKoT/LEBjmgNYz+CQedDvXrQsi08+mbyTNSRSKwAYR25mlJ1/CfbOkwA1dEEjMU6VIHYoYT1d1oSk8Pc3UkaKOCix2Dkx/DsYqhiI1RVMrQm4nBC1AHPWxRiUpqErsRqnK3mP6ZpUhWUuG++yeY2u5l+swfwoKIzFfahq0+iSVS+cQwzjKwL5UxtPU9/1HcpSDTDjZmWJMuo72rspzGcwDGF1EmjKX1qnnkm7X76iQ1PPUX+ihVU7d2beiNHkn3//WyZNEnlobCYBgiHg+q9elH3kkuKfI6Mli1xpqQQjpt1d3g81B80iIyWLXEQa1JsN/PkTEuj9W23FXquYE4Ov99wA1vmzSNgRBYyLQpMUrOyqN6yJWzcmLD/jOuvJ5SXl9QhXTidpBsO4cnOb2dKJYB9GzbwyzPP0PrUU9m1ciW1O3TguokTeaRXL4J+P+FgEKfbjTslheEvvliwb9WGDW3NM8zJzwatWvHemjW82KxZ8nwfUuLbsoUtW7awds4c5r3/PtdOm0ZWixZc+eOPPNC5c0xxM5hM9YwMXti8mZR0ZWDW/swzaX/mmUnbX4G4FngT5We+A7jGDO8qhOgFfCOlNGN5PgJkAnNE1EfvPSllYvgzzaGBEJCWDn0GwOlDY7d9Mh4W/p64j8cN0tBXmi+AnQGBaZ1snaHY3yjXHMJYtRBOF7TuBplJIja27gFLfkpc37gtDBy5nxNWLrQQoSkCx6AG3j4SxXdTsW7OAJpzZBjlzXlLM1GUAyWQBFCRmp7Zz7lbAy1QGgmrEt/UfHiAo1DhYCcayz6U4HMf8C3KNMmDShB3MVFDDD+wHpWqxEfU56IKRoAPjaZcyejaldaTJ8esa/PGGzS4+mq2f/11QS4BGQyS3aIFHW++GbHfgAhRHC4XXcaPZ86wYYTz8yESwZGSgjczkyNvvx1XjRr8df31OIPBAlMa87vscDpxpqcjw2HaPfww9feTk+CHs85iy+zZRPz+ghSTBUn1UlNxOJ30nzTJtv7hQIDdK5T1iwfV85iWCkFApKbSc9QoVn3xBb/ceSd7s7Op0rgxPUePprWR36HxyScTsdEaRABfOMzsBx/k99GjEU4nkWCQ5qecwsPz5jH9lVdYPX8+Tbt04dSbbyarSZOCfVOqVSNYsybunTsThKsIIMJhsurXx52aStgm7K6J2asGcnNZM2cOy779lrYDBrA3iWZFABG/v0CAOJSQUu4EzkqybRaWZDtSyiPKqFqaisC9Y2H4CcofIRQElxs8Xkjzwp4dqkxhkZzihyfWAJFWnC51DK9hrRAJqA7FkwqRENRrDnd/lLyelz8Pd/dSoVwjYRWJyp0CI8YWq7mVAS1EaIqAA+XYPAjlo+BADdTt5tbs4sfehPKxaITKUv02KkdEMj+IeF5FOWDPNn6bw4dU4DTgf6hoSl8SNYz4CZUDYjLRkK/xeFHRol43jr0OZcl8XFwbNJqKRdVu3ajarVvMurUzZxZLgDBpOGQIGc2bs2LMGPJWr6ZO//40u/pqPNWrA9Dru++YdcopSEOQEC4X1bt04ZiJEwnu3k2VNm1wFWJiBbDnn3/Y+uuvBb4QAiWuR5xOqrZvT6vhw2l98cWkJtEkONxuXKmpBHNzY3wkBepNrdelC3XatOH7Sy4pCCm7Nzub6VdeSSQUos2wYWQ0aEDHm25inuEULVAD/aBxPOn3E7QM9Fd+9x11OnXiYjOJXhLOee893ho4kBrhcIEfZ67xd/uqVeTv3cvRV1zBHy+/rAQ1EqNbWcWLQE4Oy777jrYDBlC7WTM1c2uj7ahSiNZFozkkadMZPlsEE56FZQvgqC4w/Bb4vxNUDK/9EW+5nFEdnH7wx+WwcLnh5V9h9RJISYdup0DuHlgxT2kfmncqPDrlEZ3g6fnw2ROwci40bgeD74Am7Yrb4kMeLURoikhz4G9U4tDZwL0kRuoDJWBkEDU67ItyUHZZth9dzHNXR2W4zkVpDEzfDfMl34UKAWtNRCNRAsV7gCWUnC0pQL9i1kmjqTxU79iRbm++abutdt++DNy6lfWTJ+PbsIHM446jzsknI5Jk5bZj78qVODwewhaHaAE4w2Gq1KhBp1sKD2IghKDjtdcy79lnkcZg3XqcbXPn8svttxcIECahvDx+vftu2gwbBkCvJ55g/uTJ+NasQaAG7/FpMQv29fmY9+qrnJAkNK5Jp9NOo+2gQSz59NPEegNLvv6afo88wpbFi8n+6SdEMKiyZjscyEikoA4mTo+HKrVrA1C7eXNqt2jB1hUr4g4sOOvBBwutl0ZzSNLwCLj7xdh1nY6HrZMhLAuPk2KVtd0eGHAJHNMPHjrfyFshIByCu96BFp3UYuJNhWOKEc2sfku47vWil6+kaCFCUwwEKpBGbcDO/tkJnAdchDITOhpoW4LnTycaYNLKKtR8ZHw2yxBK6NFoNAeDp3p1mh1EpJ8a7drFRGQycXi91O7Ro0jH6Dl6NEveegvf9u0J25wpKexLkhMhZ906lfDPEHrO+ewz3ujTh0gwSNDnw5OejkgSiSkYJ5Qko0bdurYaAwmEg0HcKSlc+u23bF26lK1LluCtWhWH281rgweTvzd2MsbhctFt+PCC37d+/z2PnXAC+7ZuRRo+HcdffjknXHFFkeqm0RzyjLgPZn0FvpzouvhoSg5UeNlwCFIzILMuXHE/VK0Bn22BedPV+3l0P0jLSDyH5oDQQoTmAKgHDEbN/lvVhF5gFMo/oSypDwn5akH1KtqkVqMpbzIaN6bxkCGsnTIlJgmeKzWVNjfeWKRjON1ump5+Osvfe69gMG0S9vtJr1+fnHXrEvZLr18/RmtSv3NnRq5axV/vvceu7Gwa9+zJb6NHs3VR7ISDcDhofuqpRapbp3PO4c8JEwpCrBYgJUeddlrBz9pHHUXto44q+H3djz8yfuBA/Dk5yhRNCIa//z41GzcuKJPVtClPrV7Nvz//zO5Nm2hx7LFkNW1apHppNJWCI9rAW7/A87fBX7NUeNV4/wd3GvQ6HarVVJqLE8+J+jykpsPxg8qj5pUeLURoDpA3UY7Lr6LMjDoBL1L2AgQooaYb8Cex2ggPMKwc6qPRaOI5YcIEFj3xBMtffpngvn3U79ePbk89RVrdukU+RtdRo1jx8ccxZkvOlBQan3QSbS66iOlXXhmzzZWWxrE2CevSMjPpedNNBb8zmzXjvb59CQcChAMBXKmpuNPTOcmSVK4wWvTuTZcLLmD+Bx8QyMtTTuduN9UbNSKjEN+FRkcfzYPr17Nu7lxCgQBNunfHZRP21+FwcOQhkL1Woyk1WnaAl7+FYBAGNYftG1XmaFBaQG8q3PsmpBcl+bmmpNBChOYA8QCPA49ReEbosuJx4AngO5Q/Rl1UBuwW5VkpjUZj4HC56HT33XS6O1lm+v2T1a4dg778kukjRrBv7VqE00nr88/nxJdfxp2WRiQU4te77yZn3TrS69fn2Icfpu3ll+/3uPW7duXqZcuYO3Ys25YsoVHPnnS68krSMuNz59gjhOD88ePpcdllLPrsM9xpaRx94YUsK0KyQIfDQZPu3Yt0Ho3msMfthrd+hQcuhfk/q3VHdYMH3tICRDmghQjNQRKfb768SAUeAO5CuUtmUDHqpbEihKgJvIFK5LEduFNKOXE/+3iAhUAVKWVRQ3ppKimNTzyRy1aswL9nD67UVFzeqFt0m2HDaDNsWIwPRFGp2rAhJz766AHXSwjBET17ckTPngXriiJEaDSaYlKnIbwyHXy5ys9B+ziUG1qI0FQyPOjwrBWal1E2Z3VQNnBfCyEWmsmmkjAKlYhETzNpADVgTzFC0NpuL6YAodFoDkFSD708KZUN3dNqNJoyQQiRDpwN3CulzJFSzga+oBDHFSHEEagMgY+VTS01Go1Go9EUBa2J0Gg0ZUUrICSl/NeybiHQu5B9XkTZqPkKKQOAEGIERqrxOnXqMHPmzCJVKicnp8hlKzKVpR1QedpSWdqh0Wg0dmghQqPRlBUZJGYo3EMSMyUhxGDAKaX8TAjRZ38Hl1KOB8YDdO3aVfYpYjSbmTNnUtSyFZnK0g6oPG2pLO3QaDQaO7Q5k0ajKRGEEDOFEDLJMhvIAarG7VYV2GdzrHTgSaBoSQQ0Go1Go9GUKULGZdg81BFCbAPWlHM1slCRZzSJ6GtTOBXp+jSRUiYPcl9MDMFgF9BWSrnCWPcOsFFKeUdc2U7AHGCHscoDVEM5WPeQUq7ez7mK0w9UpGt+MFSWdkDlacuh3o4S7QPKknIeCxzq97200ddn/1Ska5S0H6h0QkRFQAgxV0rZtbzrURHR16ZwKvv1EUJMQiUWuRIVnWkq0DM+OpMQwoXqRE16Ai8BXYBtUspwCdapUlzzytIOqDxtqSzt0BQPfd8LR1+f/XOoXCNtzqTRaMqSa1FJPbYCHwDXmAKEEKKXECIHQEoZklJuNhdgJxAxfpeYAKHRaDQajebA0I7VGo2mzJBS7gTOSrJtFsr52m7bTEAnmtNoNBqNpoKgNRGlw/jyrkAFRl+bwtHXp+ypLNe8srQDKk9bKks7NMVD3/fC0ddn/xwS10j7RGg0Go1Go9FoNJpioTURGo1Go9FoNBqNplhoIUKj0Wg0Go1Go9EUCy1EaDQajUaj0Wg0mmKhhYgSRAhxvRBirhDCL4R422b7SUKI5UKIPCHEDCFEk3KoZrkghKgphPhMCJErhFgjhLiwvOtUXhT2nBzOz0hpUZxnTwgxSgixWAixTwiRLYQYFbd9tRDCJ4TIMZbvK0LdheIJIcQOY3lCCCEs2zsJIeYZz9U8I5lfmVGMdlSo629Tv6K24wEhRNBSzxwhRDPL9nK9H5qSoyT7l8pESfVdlZWS6hPLGy1ElCwbgUeAN+M3CCGygE+Be4GawFxgcpnWrnx5GQgAdYCLgFeEEG3Lt0rlhu1zop+RUqM4z54AhgM1gFOB64UQ58eVGSilzDCW/qVVaYOi1n0EKnRuR6ADMBC4CkAI4QE+B95DtWsC8Lmxvqwoajsq2vWPpzjP0mRLPTOklKugwtwPTclR0v1LZeGg+65KTkn2ieWHlFIvJbygBohvx60bAfxq+Z0O+IAjy7u+ZXA90lEvSyvLuneBx8u7bhXpOTmcn5FSvMYH9ewBLwAvWn6vBvpVtLoDvwIjLL+vAH43/u8PbMCIxmesWwucWtHaUZGu/0HejweA95Icp1zvh17K55lIsn/M811ZlpLquyrrUpJ9YnkvWhNRdrQFFpo/pJS5wEpjfWWnFRCSUv5rWbeQw6PtxeFwfkZKiwN+9gyVei9gSdym94UQ24QQ3wshOpZcVRMoTt1jnp24cm2BRdL4AhksSnKc0uCA7kEFuP7xFLcdA4UQO4UQS4QQ11jWl/f90JQcpdG/VAZKqu+qrJR0n1huaCGi7MgA9sSt2wNUKYe6lDUZwN64dYdL24vD4fyMlBYH8+w9gOoj37KsuwhoCjQBZgDfCSGqH2wlk1Ccusc/O3uADOOjU97P1YHegwco3+sfT3Ha8SHQBqgF/B9wnxDiAstx9HteOSjp/qWyUFJ9V2WlJPvEckULEUVECDFTCCGTLLOLcIgcoGrcuqrAvpKvbYXjcG57cdDXqZgU4b08oGsqhLgeZYc6QErpN9dLKX+RUvqklHlSyseA3aiZodKgOHWPL1sVyDFmu8v7uSr2+SvI9Y+nyO2QUi6VUm6UUoallL8CY4ChxT2Opnwp6/6lElFSfVdlpcT6xPJGCxFFRErZR0opkizHF+EQS1COQwAIIdKB5lQgtVQp8i/gEkK0tKzryOHR9uJwOD8jB0QR3stiP3tCiMuBO4CTpJTr91cFlONbaVCcusc8O3HllgAd4mb2OiQ5TmlQrHtQga5/PAfTj1nrWd73Q1NEKkD/cqhSUn1XZaU0+8SypbydMirTAriAFOAxlJNMCuAyttVCqavONtY/QSV3Hoq7NpOAD1AORccZ16JtederIj0nh/szUorXu8jPHspcZjPQxmZbY2N/j3F/RgHbgMzyrjtwNbAMaADUR32Mrja2eYA1wE2AF7je+O2paPegol3/g2jHIFQ0FQF0RzlSX1JR7odeyv6ZMMomfb4r21ISfVdlXkqiT6wIS7lXoDItKHs1Gbc8YNneD1iOirgzE2ha3nUuw2tTE5gC5KIikVxY3nWqiM/J4fyMlOL1TvrsoUxhciy/s4EgSt1sLq8a29qiHGBzgR3AD0DX8qi7Tb0F8CSw01ieJDb6T2dgnvFczQc6V4R7UNGv/0G04wOjjjnG+3xj3HHK9X7opfSfiSTPRdLnu7ItJdV3VdalJPrEirAIo5IajUaj0Wg0Go1GUyS0T4RGo9FoNBqNRqMpFlqI0Gg0Go1Go9FoNMVCCxEajUaj0Wg0Go2mWGghQqPRaDQajUaj0RQLLURoNBqNRqPRaDSaYqGFCI1Go9FoNBqNRlMstBCh0Wg0Go1Go9FoioUWIjQajUaj0Wg0Gk2x0EKERqPRaDQajUajKRZaiNCUGkIIjxAiIISQSZZPy7uOGo2m9NB9gEZzeKP7gMqNq7wroKnUuIHLbdbfAnQBvizb6mg0mjJG9wEazeGN7gMqMUJKWd510BxGCCGeBEYBI6WUz5Z3fTQaTdmi+wCN5vBG9wGVB62J0JQJQggBvABcB1wnpRxbzlXSaDRliO4DNJrDG90HVD60T4Sm1BFCOIDxwLXAFdaOQwhxrhBithAiRwixurzqqNFoSg/dB2g0hze6D6icaE2EplQRQjiBCcB5wMVSyg/iiuwCXgLqoGwkNRpNJUL3ARrN4Y3uAyovWojQlBpCCDcwETgTOE9KmRCFQUo5zSh7VtnWTqPRlDa6D9BoDm90H1C50UKEplQQQniBj4F+wBAp5dflXCWNRlOG6D5Aozm80X1A5UcLEZrS4h3gDOBtoIYQ4uK47V9IKfeWea00Gk1ZofsAjebwRvcBlRwtRGhKHCMCw2nGz0uNxUoEqFKGVdJoNGWI7gM0msMb3QccHmghQlPiSJV8pGp510Oj0ZQPug/QaA5vdB9weKCFCE25YkRtcBuLEEKkoPoff/nWTKPRlAW6D9BoDm90H3DoooUITXkzDHjL8tsHrAGalkttNBpNWaP7AI3m8Eb3AYcoQmmcNBqNRqPRaDQajaZo6IzVGo1Go9FoNBqNplhoIUKj0Wg0Go1Go9EUCy1EaDQajUaj0Wg0mmKhhQiNRqPRaDQajUZTLLQQodFoNBqNRqPRaIqFFiI0Go1Go9FoNBpNsdBChEaj0Wg0Go1GoykW/w/w14iALcmCWAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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, \"Linear kernel\"), (132, rbf_pca, \"RBF kernel, $\\gamma=0.04$\"), (133, sig_pca, \"Sigmoid kernel, $\\gamma=10^{-3}, r=1$\")):\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": "markdown", "metadata": {}, "source": [ "**<그림 8-11. 커널 PCA와 재구성 원상 오차> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 preimage_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "markdown", "metadata": {}, "source": [ "## 커널 선택과 하이퍼파라미터 튜닝" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3,\n", " estimator=Pipeline(steps=[('kpca', KernelPCA(n_components=2)),\n", " ('log_reg', LogisticRegression())]),\n", " param_grid=[{'kpca__gamma': array([0.03 , 0.03222222, 0.03444444, 0.03666667, 0.03888889,\n", " 0.04111111, 0.04333333, 0.04555556, 0.04777778, 0.05 ]),\n", " 'kpca__kernel': ['rbf', 'sigmoid']}])" ] }, "execution_count": 62, "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(solver=\"lbfgs\"))\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": 63, "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": 64, "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": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32.786308795766104" ] }, "execution_count": 65, "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": 66, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)" ] }, { "cell_type": "code", "execution_count": 67, "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": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 lle_unrolling_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title(\"Unrolled swiss roll using LLE\", 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": [ "# 다른 차원 축소 기법" ] }, { "cell_type": "code", "execution_count": 69, "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": 70, "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": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " FutureWarning,\n", "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " FutureWarning,\n" ] } ], "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": 72, "metadata": {}, "outputs": [], "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": "markdown", "metadata": {}, "source": [ "**<그림 8-13. 여러 가지 기법을 사용해 스위스 롤을 2D로 축소하기> 생성 코드**" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "그림 저장 other_dim_reduction_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "markdown", "metadata": {}, "source": [ "앞서 로드한 MNIST 데이터셋을 사용합니다." ] }, { "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(n_estimators=100, 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: 54.82s\n" ] } ], "source": [ "print(\"훈련 시간: {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9705" ] }, "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(n_estimators=100, 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: 133.43s\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 8-6(위에 있는 `manifold_decision_boundary_plot*` 그래프)을 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": [ "0.9481" ] }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n" ] } ], "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: 71.91s\n" ] } ], "source": [ "print(\"훈련 시간: {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9255" ] }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n" ] } ], "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: 26.99s\n" ] } ], "source": [ "print(\"훈련 시간: {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "와우! 차원 축소가 속도를 2배 이상 빠르게 만들었습니다. :) 모델의 정확도를 확인해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9201" ] }, "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 2배 이상의 속도 향상에 대한 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": [ "앞서 로드한 MNIST 데이터셋을 사용합니다." ] }, { "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": 89, "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": 90, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " FutureWarning,\n", "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " FutureWarning,\n" ] } ], "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": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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, 8이 잘 구분되어 있습니다). 그리고 어떤 숫자가 구분이 어려운지 알려 줍니다(가령, 4, 9, 5, 3 등입니다)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "많이 겹쳐진 것 같은 숫자 2, 3, 5에 집중해 보겠습니다." ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "cmap = mpl.cm.get_cmap(\"jet\")\n", "for digit in (2, 3, 5):\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 3개의 숫자에 t-SNE를 실행시켜 더 나은 이미지를 만들 수 있는지 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " FutureWarning,\n", "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " FutureWarning,\n" ] } ], "source": [ "idx = (y == 2) | (y == 3) | (y == 5) \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": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "for digit in (2, 3, 5):\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 3이 여러 군데 흩어져 있습니다. 또한 2와 5의 군집은 두개로 보입니다. 각 군집에 숫자를 몇 개씩 나타내면 이런 이유를 훨씬 이해하는기 좋습니다. 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": [ "(위에 있는 산점도와 비슷하게) 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": 95, "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 = mpl.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(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": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "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": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "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": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA 시간: 1.7s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LLE 시간: 151.6s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+LLE 시간: 162.3s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS 시간 160.1s (on just 2,000 MNIST images instead of 10,000).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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 (on just 2,000 MNIST images instead of 10,000).\".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": 103, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+MDS 시간 164.5s (on 2,000 MNIST images).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LDA 시간 9.3s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 105, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " FutureWarning,\n", "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " FutureWarning,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "t-SNE 시간 142.1s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 106, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " FutureWarning,\n", "/home/haesun/handson-ml2/.env/lib/python3.7/site-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " FutureWarning,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PCA+t-SNE 시간 147.9s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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 2배 이상 정도 향상되었습니다. 이것이 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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }