{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPython 3.7.3\n", "IPython 7.5.0\n", "\n", "numpy 1.16.3\n", "scipy 1.2.1\n", "sklearn 0.21.1\n", "pandas 0.24.2\n", "matplotlib 3.0.3\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,scipy,sklearn,pandas,matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**8장 – 차원 축소**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_이 노트북은 8장에 있는 모든 샘플 코드와 연습문제 해답을 가지고 있습니다._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 설정" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "파이썬 2와 3을 모두 지원합니다. 공통 모듈을 임포트하고 맷플롯립 그림이 노트북 안에 포함되도록 설정하고 생성한 그림을 저장하기 위한 함수를 준비합니다:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 파이썬 2와 파이썬 3 지원\n", "from __future__ import division, print_function, unicode_literals\n", "\n", "# 공통\n", "import numpy as np\n", "import os\n", "\n", "# 일관된 출력을 위해 유사난수 초기화\n", "np.random.seed(42)\n", "\n", "# 맷플롯립 설정\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['axes.labelsize'] = 14\n", "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "\n", "# 한글출력\n", "plt.rcParams['font.family'] = 'NanumBarunGothic'\n", "plt.rcParams['axes.unicode_minus'] = False\n", "\n", "# 그림을 저장할 폴더\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"dim_reduction\"\n", "\n", "def save_fig(fig_id, tight_layout=True):\n", " path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format='png', dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 투영 방법\n", "3D 데이터셋을 만듭니다:" ] }, { "cell_type": "code", "execution_count": 3, "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": [ "## SVD 분해를 사용한 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "노트: `svd()` 함수는 `U`, `s` 그리고 `Vt`를 반환합니다. 여기에서 `Vt`는 행렬 $\\mathbf{V}$의 전치인 $\\mathbf{V}^T$입니다." ] }, { "cell_type": "code", "execution_count": 4, "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": 5, "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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_centered, U.dot(S).dot(Vt))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "W2 = Vt.T[:, :2]\n", "X2D = X_centered.dot(W2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "X2D_using_svd = X2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 사이킷런을 사용한 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "사이킷런에서는 PCA가 아주 간단합니다. 데이터셋에서 평균을 빼는 작업도 대신 처리해 줍니다:" ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.26203346, 0.42067648],\n", " [-0.08001485, -0.35272239],\n", " [ 1.17545763, 0.36085729],\n", " [ 0.89305601, -0.30862856],\n", " [ 0.73016287, -0.25404049]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D[:5]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.26203346, -0.42067648],\n", " [ 0.08001485, 0.35272239],\n", " [-1.17545763, -0.36085729],\n", " [-0.89305601, 0.30862856],\n", " [-0.73016287, 0.25404049]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D_using_svd[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "데이터셋을 조금 다르게해서 PCA를 실행하면 결과가 달라질 것입니다. 일반적으로 달라지는 것은 일부 축이 반대로 바뀌는 정도입니다. 이 예에서 사이킷런의 PCA는 두 축이 반대로 뒤집힌 것외에는 SVD 방식을 사용한 것과 통일한 투영 결과를 만듭니다:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X2D, -X2D_using_svd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "평면(PCA 2D 부분공간)에 투영된 3D 포인트를 복원합니다." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "X3D_inv = pca.inverse_transform(X2D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "물론, 투영 단게에서 일부 정보를 잃어버리기 때문에 복원된 3D 포인트가 원본 3D 포인트와 완전히 똑같지는 않습니다:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "재구성 오차를 계산합니다:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.010170337792848549" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.sum(np.square(X3D_inv - X), axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SVD 방식의 역변환은 다음과 같습니다:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "X3D_inv_using_svd = X2D_using_svd.dot(Vt[:2, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "사이킷런의 `PCA` 클래스는 자동으로 평균을 뺏던 것을 복원해주기 때문에 두 방식의 재구성 오차가 동일하지는 않습니다. 하지만 평균을 빼면 동일한 재구성을 얻을 수 있습니다:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv_using_svd, X3D_inv - pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PCA` 객체를 사용하여 계산된 주성분을 참조할 수 있습니다:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.93636116, -0.29854881, -0.18465208],\n", " [ 0.34027485, -0.90119108, -0.2684542 ]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SVD 방법으로 계산된 처음 두 개의 주성분과 비교해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.93636116, 0.29854881, 0.18465208],\n", " [-0.34027485, 0.90119108, 0.2684542 ]])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Vt[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "축이 뒤집힌 것을 알 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 설명된 분산 비율을 확인해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "첫 번째 차원이 84.2%의 분산을 포함하고 있고 두 번째는 14.6%의 분산을 설명합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2D로 투영했기 때문에 분산의 1.1%을 잃었습니다:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.011195535570688975" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 - pca.explained_variance_ratio_.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SVD 방식을 사용했을 때 설명된 분산의 비율을 계산하는 방법은 다음과 같습니다(`s`는 행렬 `S`의 대각 성분입니다):" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839, 0.01119554])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.square(s) / np.square(s).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이를 그래프로 멋지게 그려보죠! :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D 화살표를 그래기 위한 유틸리티 클래스입니다(http://stackoverflow.com/questions/11140163 에서 복사했습니다)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from matplotlib.patches import FancyArrowPatch\n", "from mpl_toolkits.mplot3d import proj3d\n", "\n", "class Arrow3D(FancyArrowPatch):\n", " def __init__(self, xs, ys, zs, *args, **kwargs):\n", " FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", " self._verts3d = xs, ys, zs\n", "\n", " def draw(self, renderer):\n", " xs3d, ys3d, zs3d = self._verts3d\n", " xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", " self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", " FancyArrowPatch.draw(self, renderer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "x와 y의 함수로 평면을 표현합니다." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "axes = [-1.8, 1.8, -1.3, 1.3, -1.0, 1.0]\n", "\n", "x1s = np.linspace(axes[0], axes[1], 10)\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x1, x2 = np.meshgrid(x1s, x2s)\n", "\n", "C = pca.components_\n", "R = C.T.dot(C)\n", "z = (R[0, 2] * x1 + R[1, 2] * x2) / (1 - R[2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D 데이터셋, 평면 그리고 이 평면으로의 투영을 그립니다." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\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", " else:\n", " ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\", color=\"#505050\")\n", " \n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k+\")\n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k.\")\n", "ax.plot(X3D_above[:, 0], X3D_above[:, 1], X3D_above[:, 2], \"bo\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18, labelpad=4)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"dataset_3d_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "# 매니폴드 학습\n", "스위스 롤:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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, labelpad=7)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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, labelpad=10)\n", "plt.grid(True)\n", "\n", "plt.subplot(122)\n", "plt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.grid(True)\n", "\n", "save_fig(\"squished_swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\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, labelpad=7)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot1\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot2\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(111, projection='3d')\n", "\n", "positive_class = 2 * (t[:] - 4) > X[:, 1]\n", "X_pos = X[positive_class]\n", "X_neg = X[~positive_class]\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot3\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot4\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MNIST 압축" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from six.moves import urllib\n", "# from sklearn.datasets import fetch_mldata\n", "# mnist = fetch_mldata('MNIST original')\n", "from sklearn.datasets import fetch_openml\n", "mnist = fetch_openml('mnist_784', version=1)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X = mnist[\"data\"]\n", "y = mnist[\"target\"]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "pca.fit(X_train)\n", "cumsum = np.cumsum(pca.explained_variance_ratio_)\n", "d = np.argmax(cumsum >= 0.95) + 1" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", "X_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.n_components_" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9504334914295706" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(pca.explained_variance_ratio_)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components = 154)\n", "X_reduced = pca.fit_transform(X_train)\n", "X_recovered = pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def plot_digits(instances, images_per_row=5, **options):\n", " size = 28\n", " images_per_row = min(len(instances), images_per_row)\n", " images = [instance.reshape(size,size) for instance in instances]\n", " n_rows = (len(instances) - 1) // images_per_row + 1\n", " row_images = []\n", " n_empty = n_rows * images_per_row - len(instances)\n", " images.append(np.zeros((size, size * n_empty)))\n", " for row in range(n_rows):\n", " rimages = images[row * images_per_row : (row + 1) * images_per_row]\n", " row_images.append(np.concatenate(rimages, axis=1))\n", " image = np.concatenate(row_images, axis=0)\n", " plt.imshow(image, cmap = matplotlib.cm.binary, **options)\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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(\"원본\", fontsize=16)\n", "plt.subplot(122)\n", "plot_digits(X_recovered[::2100])\n", "plt.title(\"압축 후 복원\", fontsize=16)\n", "\n", "save_fig(\"mnist_compression_plot\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "X_reduced_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 점진적 PCA" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...................................................................................................." ] } ], "source": [ "from sklearn.decomposition import IncrementalPCA\n", "\n", "n_batches = 100\n", "inc_pca = IncrementalPCA(n_components=154)\n", "for X_batch in np.array_split(X_train, n_batches):\n", " print(\".\", end=\"\") # not shown in the book\n", " inc_pca.partial_fit(X_batch)\n", "\n", "X_reduced = inc_pca.transform(X_train)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": 46, "metadata": {}, "outputs": [], "source": [ "X_reduced_inc_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "일반 PCA와 점진적 PCA로 MNIST 데이터를 변환한 결과를 비교해 보겠습니다. 먼저 평균이 같은지 확인합니다: " ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(pca.mean_, inc_pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "하지만 결과는 완전히 동일하지 않습니다. 점진적 PCA는 아주 훌륭한 근사치를 제공하지만 완벽하지는 않습니다:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_reduced_pca, X_reduced_inc_pca)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `memmap()` 사용하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`memmap()` 구조를 만들고 MNIST 데이터를 복사합니다. 이는 일반적으로 별도의 프로그램에서 먼저 수행됩니다:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "filename = \"my_mnist.data\"\n", "m, n = X_train.shape\n", "\n", "X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n", "X_mm[:] = X_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 `memmap()` 객체를 삭제하면 파이썬 종결자(finalizer)를 호출해서 데이터를 디스크에 저장하게 됩니다." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "del X_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음에 다른 프로그램에서 데이터를 로드하여 훈련에 사용합니다:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=525, copy=True, n_components=154, whiten=False)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n", "\n", "batch_size = m // n_batches\n", "inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n", "inc_pca.fit(X_mm)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 시간 복잡도" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "주성분 개수를 바꾸어가며 점진적 PCA와 랜덤 PCA에 비해 일반 PCA 시간을 재어보겠습니다:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_components = 2\n", " PCA: 1.3 seconds\n", " IncrementalPCA: 21.8 seconds\n", " PCA: 1.3 seconds\n", "n_components = 10\n", " PCA: 1.5 seconds\n", " IncrementalPCA: 24.2 seconds\n", " PCA: 1.5 seconds\n", "n_components = 154\n", " PCA: 6.1 seconds\n", " IncrementalPCA: 27.6 seconds\n", " PCA: 5.2 seconds\n" ] } ], "source": [ "import time\n", "\n", "for n_components in (2, 10, 154):\n", " print(\"n_components =\", n_components)\n", " regular_pca = PCA(n_components=n_components)\n", " inc_pca = IncrementalPCA(n_components=n_components, batch_size=500)\n", " rnd_pca = PCA(n_components=n_components, random_state=42, svd_solver=\"randomized\")\n", "\n", " for pca in (regular_pca, inc_pca, rnd_pca):\n", " t1 = time.time()\n", " pca.fit(X_train)\n", " t2 = time.time()\n", " print(\" {}: {:.1f} seconds\".format(pca.__class__.__name__, t2 - t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이번에는 데이터셋의 크기(샘플의 수)를 바꾸어가며 일반 PCA와 랜덤 PCA를 비교해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA와 랜덤 PCA의 시간 복잡도')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_samples\")\n", "plt.ylabel(\"훈련 시간\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA와 랜덤 PCA의 시간 복잡도\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이번에는 특성의 개수를 달리하면서 2,000 샘플이 있는 데이터셋에서 성능을 비교해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA와 Randomized PCA의 시간 복잡도')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "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)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_features\")\n", "plt.ylabel(\"훈련 시간\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA와 Randomized PCA의 시간 복잡도\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 커널 PCA" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", "\n", "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n", "X_reduced = rbf_pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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, \"선형 커널\"), (132, rbf_pca, \"RBF 커널, $\\gamma=0.04$\"), (133, sig_pca, \"시그모이드 커널, $\\gamma=10^{-3}, r=1$\")):\n", " X_reduced = pca.fit_transform(X)\n", " if subplot == 132:\n", " X_reduced_rbf = X_reduced\n", " \n", " plt.subplot(subplot)\n", " #plt.plot(X_reduced[y, 0], X_reduced[y, 1], \"gs\")\n", " #plt.plot(X_reduced[~y, 0], X_reduced[~y, 1], \"y^\")\n", " plt.title(title, fontsize=14)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", " plt.xlabel(\"$z_1$\", fontsize=18)\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"kernel_pca_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3, error_score='raise-deprecating',\n", " estimator=Pipeline(memory=None,\n", " steps=[('kpca',\n", " KernelPCA(alpha=1.0, coef0=1,\n", " copy_X=True, degree=3,\n", " eigen_solver='auto',\n", " fit_inverse_transform=False,\n", " gamma=None, kernel='linear',\n", " kernel_params=None,\n", " max_iter=None, n_components=2,\n", " n_jobs=None,\n", " random_state=None,\n", " remove_zero_eig=False,\n", " tol=0)),\n", " ('log_reg',\n", " LogisticReg...\n", " solver='liblinear',\n", " tol=0.0001,\n", " verbose=0,\n", " warm_start=False))],\n", " verbose=False),\n", " iid='warn', n_jobs=None,\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']}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", " scoring=None, verbose=0)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.pipeline import Pipeline\n", "\n", "clf = Pipeline([\n", " (\"kpca\", KernelPCA(n_components=2)),\n", " (\"log_reg\", LogisticRegression(solver='liblinear'))\n", " ])\n", "\n", "param_grid = [{\n", " \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n", " \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n", " }]\n", "\n", "grid_search = GridSearchCV(clf, param_grid, cv=3)\n", "grid_search.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}\n" ] } ], "source": [ "print(grid_search.best_params_)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433,\n", " fit_inverse_transform=True)\n", "X_reduced = rbf_pca.fit_transform(X)\n", "X_preimage = rbf_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32.78630879576608" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "mean_squared_error(X, X_preimage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# LLE" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n", "X_reduced = lle.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title(\"LLE를 사용하여 펼쳐진 스위스 롤\", fontsize=14)\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18)\n", "plt.axis([-0.065, 0.055, -0.1, 0.12])\n", "plt.grid(True)\n", "\n", "save_fig(\"lle_unrolling_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MDS, Isomap 그리고 t-SNE" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import MDS\n", "\n", "mds = MDS(n_components=2, random_state=42)\n", "X_reduced_mds = mds.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import Isomap\n", "\n", "isomap = Isomap(n_components=2)\n", "X_reduced_isomap = isomap.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_reduced_tsne = tsne.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/anaconda3/envs/handson-ml/lib/python3.7/site-packages/sklearn/discriminant_analysis.py:466: ChangedBehaviorWarning: n_components cannot be larger than min(n_features, n_classes - 1). Using min(n_features, n_classes - 1) = min(3, 2 - 1) = 1 components.\n", " ChangedBehaviorWarning)\n", "/home/haesun/anaconda3/envs/handson-ml/lib/python3.7/site-packages/sklearn/discriminant_analysis.py:472: FutureWarning: In version 0.23, setting n_components > min(n_features, n_classes - 1) will raise a ValueError. You should set n_components to None (default), or a value smaller or equal to min(n_features, n_classes - 1).\n", " warnings.warn(future_msg, FutureWarning)\n" ] } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", "lda = LinearDiscriminantAnalysis(n_components=2)\n", "X_mnist = X # mnist[\"data\"]\n", "y_mnist = y # mnist[\"target\"]\n", "lda.fit(X_mnist, y_mnist)\n", "X_reduced_lda = lda.transform(X_mnist)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# from sklearn.datasets import fetch_mldata\n", "# mnist = fetch_mldata('MNIST original')\n", "from sklearn.datasets import fetch_openml\n", "mnist = fetch_openml('mnist_784', version=1)" ] }, { "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=10, 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 3.30s\n" ] } ], "source": [ "print(\"훈련 시간 {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9492" ] }, "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=10, 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 8.41s\n" ] } ], "source": [ "print(\"훈련 시간 {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이런! 훈련이 두 배 이상 느려졌습니다! 어떻게 이럴 수 있죠? 이 장에서 보았듯이 차원 축소는 언제나 훈련 시간을 줄여주지 못합니다. 데이터셋, 모델, 훈련 알고리즘에 따라 달라집니다. 그림 8-6을 참고하세요. 랜덤 포레스트 분류기 대신 소프트맥스 분류기를 적용하면 PCA를 사용해서 훈련 시간을 3배나 줄일 수 있습니다. 잠시 후에 실제로 한번 해보겠습니다. 하지만 먼저 새로운 랜덤 포레스트 분류기의 정밀도를 확인해 보죠." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*문제: 이제 테스트 세트에서 이 분류기를 평가해보세요. 이전 분류기와 비교해서 어떤가요?*" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9009" ] }, "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/anaconda3/envs/handson-ml/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", " \"of iterations.\", ConvergenceWarning)\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "log_clf = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", max_iter=2000, 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: 215.36s\n" ] } ], "source": [ "print(\"훈련 시간: {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9209" ] }, "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/anaconda3/envs/handson-ml/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", " \"of iterations.\", ConvergenceWarning)\n" ] } ], "source": [ "log_clf2 = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", max_iter=2000, 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: 94.62s\n" ] } ], "source": [ "print(\"훈련 시간: {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "와우! 차원 축소가 속도를 4배나 빠르게 만들었습니다. :) 모델의 정확도를 확인해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9236" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = log_clf2.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "성능이 조금 감소되었지만 애플리케이션에 따라서 4배 속도 향상의 댓가로 적절한 것 같습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "여기서 알 수 있는 것: PCA는 속도를 아주 빠르게 만들어 주지만 항상 그런 것은 아니다!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*문제: t-SNE 알고리즘을 사용해 MNIST 데이터셋을 2차원으로 축소시키고 맷플롯립으로 그래프를 그려보세요. 이미지의 타깃 클래스마다 10가지 색깔로 나타낸 산점도를 그릴 수 있습니다.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MNIST 데이터셋을 (다시) 로드합니다:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "# from sklearn.datasets import fetch_mldata\n", "\n", "# mnist = fetch_mldata('MNIST original')\n", "\n", "from sklearn.datasets import fetch_openml\n", "mnist = fetch_openml('mnist_784', version=1)\n", "mnist.target = mnist.target.astype(np.int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "전체 60,000개의 이미지에 차원 축소를 하면 매우 오랜 시간이 걸리므로 10,000개의 이미지만 무작위로 선택하여 사용하겠습니다:" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "\n", "m = 10000\n", "idx = np.random.permutation(60000)[:m]\n", "\n", "X = mnist['data'][idx]\n", "y = mnist['target'][idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 t-SNE를 사용해 2D로 차원을 축소해 그래프로 나타냅니다:" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_reduced = tsne.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "산점도를 그리기 위해 맷플롯립의 `scatter()` 함수를 사용합니다. 각 숫자마다 다른 색깔을 사용합니다:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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 등이 잘 구분되어 있습니다). 그리고 어떤 숫자가 구분이 어려운지 알려 줍니다(가령, 4, 9입니다)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "많이 겹쳐진 것 같은 숫자 4과 9에 집중해 보겠습니다." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\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=(9,9))\n", "cmap = matplotlib.cm.get_cmap(\"jet\")\n", "for digit in (4, 9):\n", " plt.scatter(X_reduced[y == digit, 0], X_reduced[y == digit, 1], c=cmap(digit / 9))\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이 두 개의 숫자에 t-SNE를 실행시켜 더 나은 이미지를 만들 수 있는지 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "idx = (y == 4) | (y == 9)\n", "X_subset = X[idx]\n", "y_subset = y[idx]\n", "\n", "tsne_subset = TSNE(n_components=2, random_state=42)\n", "X_subset_reduced = tsne_subset.fit_transform(X_subset)" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\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=(9,9))\n", "for digit in (4, 9):\n", " plt.scatter(X_subset_reduced[y_subset == digit, 0], X_subset_reduced[y_subset == digit, 1], c=cmap(digit / 9))\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "훨씬 좋네요. 이제 군집이 덜 겹쳐졌습니다. 하지만 숫자 4가 두 개의 군집으로 나뉘어져 있습니다. 각 군집에 숫자를 몇 개씩 나타내면 훨씬 이해하는기 좋을 것 같습니다. 그렇게 한번 해보죠." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*문제: 또는 샘플의 위치에 각기 다른 색깔의 숫자를 나타낼 수도 있고, 숫자 이미지 자체의 크기를 줄여서 그릴 수도 있습니다(모든 숫자를 다 그리면 그래프가 너무 복잡해지므로 무작위로 선택한 샘플만 그리거나, 인접한 곳에 다른 샘플이 그려져 있지 않은 경우에만 그립니다). 잘 분리된 숫자의 군집을 시각화할 수 있을 것입니다.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "산점도와 색깔있는 숫자를 쓰기위해 `plot_digits()` 함수를 만듭니다. 이 숫자 사이의 거리가 최소가 되도록 합니다. 숫자 이미지가 있다면 대신 이를 사용합니다. 이 코드는 사이킷런의 훌륭한 데모([plot_lle_digits](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), 데이터셋은 다릅니다)를 참고했습니다." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n", "\n", "def plot_digits(X, y, min_distance=0.05, images=None, figsize=(13, 10)):\n", " # 입력 특성의 스케일을 0에서 1 사이로 만듭니다.\n", " X_normalized = MinMaxScaler().fit_transform(X)\n", " # 그릴 숫자의 좌표 목록을 만듭니다.\n", " # 반복문 아래에서 `if` 문장을 쓰지 않기 위해 시작할 때 이미 그래프가 그려져 있다고 가정합니다.\n", " neighbors = np.array([[10., 10.]])\n", " # 나머지는 이해하기 쉽습니다.\n", " plt.figure(figsize=figsize)\n", " cmap = matplotlib.cm.get_cmap(\"jet\")\n", " digits = np.unique(y)\n", " for digit in digits:\n", " plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1], c=cmap(digit / 9))\n", " plt.axis(\"off\")\n", " ax = plt.gcf().gca() # 현재 그래프의 축을 가져옵니다.\n", " for index, image_coord in enumerate(X_normalized):\n", " closest_distance = np.linalg.norm(np.array(neighbors) - image_coord, axis=1).min()\n", " if closest_distance > min_distance:\n", " neighbors = np.r_[neighbors, [image_coord]]\n", " if images is None:\n", " plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n", " color=cmap(y[index] / 9), fontdict={\"weight\": \"bold\", \"size\": 16})\n", " else:\n", " image = images[index].reshape(28, 28)\n", " imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"), image_coord)\n", " ax.add_artist(imagebox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "시작해 보죠! 먼저 색깔이 입혀진 숫자를 써 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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\n", 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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": 98, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_reduced, y, images=X, figsize=(35, 25))" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": 100, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PCA 시간: 0.2s.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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": 101, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "LLE 시간: 139.6s.\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": 102, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PCA+LLE 시간: 47.4s.\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": 103, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MDS 시간: 83.0s (10,000개가 아니고 2,000 MNIST 이미지에서).\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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 (10,000개가 아니고 2,000 MNIST 이미지에서).\".format(t1 - t0))\n", "plot_digits(X_mds_reduced, y[:m])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "아 이건 좋지 않아 보이네요. 모든 군집이 너무 중복되어 있습니다. 먼저 PCA를 적용하면 빨라질까요?" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PCA+MDS 시간: 80.9s (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": 105, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/haesun/anaconda3/envs/handson-ml/lib/python3.7/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n", " warnings.warn(\"Variables are collinear.\")\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "LDA 시간: 2.2s.\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": 106, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "t-SNE 시간: 193.5s.\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": 107, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PCA+t-SNE 시간 104.2s.\n" ] }, { "data": { "image/png": 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OoUdBA9tDVHnZgEmqjYOwnYUHqD4RCUsBWBUlIdiqqOROkvWih/DWqQ7gXZjg3u87/r0N4KW2+Xz7vb8BSrH+I/dy7RcPVzteDlgVsUqP12pEy9++/ff+glLFIEEQGowIfkEQhMnBZiqTV8FE3jdb/6b7PLaaUPVq6qQxFWxuA64MP8y6OAd8s9pODm//UMNHZLAbXIWdHFRDRRT73RjvfDUKltiuZZzDwPI+utTdH9t1AuD6g0/Rl1rKW7/yHWacGWXFpw4GPb6/j64FUUtyao/ViK+/+Rqev/yNMwhRMUgQhHgQwS8IgjA5CLJptFe5P5lR6ohf4qkl0twJvrdgxPcNtQ23JpqA/VaS5hMh9o9LgHuhqUx2rpbkHJao3v0thPPOK2tyUEuOQwvmtd86/ey5+V47pI7590WY/8BT8z85a8bxjFKFoGvNSZps9/GLyxcsTrXM5vPvvY2rf/AvI310fTXicxAEoUbEwy8IgjA5GMC/3KMtIIPKQdrVZvCKLluiv2x7muyRGsYZFzekyRbwLynpZQWJgzxwEpgPZHu1Xuq470nCT4A08I/A26ksnRna454mu5zw+QoDmNelnupK616dO9OzVGluoXeLgXn7D9O+7v7ZyeFR205Wdq0FlAjdvPeGm9X6R+9lxjnj0Lr/vbehlUJDs3X9PVTHcxEEISQS4RcEQZgc9ODtW7eTJHswlpgg7ETNsMRSXrEOimUxPZo5xTW2UUoR8UFghXXOfqDLFbF+Xchj5oBberW+keqlUasR1sNuXwd1vy7/8ebLk49cegsf/tD24razFzWx909v9tx/4caDJIcrLs2WkfbUfqtB127KS3va72f702++hq3vu4sX56Z45pd+jad+/Vrajv+Mf3nTb2Ht+7F6n48gCNWRxluCIAiThBBVerZivN5BEV7dq3WoYI4VYQ3bRKrRlDVzCmhwFaWCTx54HPg94Olerd9hHdtOkHbmTAxjuvn6vbbLa+jKG0ia7GXAf4XYNQdssBpuHSGG9+zaLx5mxacOkjp2gtzCVvb+6c2+VXoWJ5ahPLSCVopnCw/7nSKo4ZkXLwDPAp/uo+tbER4nCEIIxNIjCIIwSfCrq59Rag3wCeC1IQ6jrDr2ZZMFt+3iF/78iz9+031PXjr92EuMtrdybNPNvLw8VFnGRtFuCXF7jCcwUW1nudBh4GHgLsL9fiUxYh97f7WK7o+2LNw7Z/iYW4y2YKrfeAn+XNxi3+LRKvf3U2l3eowYeis8/YFrwpbhZLS9leZ+dwl/sz2AqPkXl1r/Hoj4OEEQQiCCXxAEYRKTUWoD8FmiJ2qmgD0ZpXhGPwKOWujz9h/u+IW/eLTDtmk09+fouPNe1Ln80Eu3X1dr3Xk/cpjIbaA3vvXzXztBeb32FMaOkwNaMRMAqF3sXv2J5IxTV77tvqbZlWLfJoH3JGND1aNvLGvYlQd2ssm7PwJAmux2qldHKjbQcoj+m6qOJWaObbqZjjvvLbP15FuaOLbJ2wJUIw/20XV7nAcUBKGEePgFQRAmKRml5gD3EL7uupsmSiU9i4mlXp7s5PAoCz/58CziZRRjRbkROBSw3/ClG/ZAZZKubbm5xbqvrmZc0wojs2/65zXNQTOnc62zm0cXzs/rkid/D7A5sDrNxmLDLnsikQTWWdsrSJNNYVYpwuDOy6jXw/9chH2HgP6Xl1+jB3asPjPSkUIrxUhHiv777proFSFBECIgHn5BEIRJgMvOMoBJ0HwZ40F/GhPtrcW7ra0If9GqUqMn24ltfQnKJXD6zt3P7TFMpLr4XJeopfsCjjdE7R1vI6GBsdbZTDthWgAos8k5rjGMoLe36SWL4abf8Rx7nk26bCXdei3uA2ZGHNYtmNewHv9+fx9dnVaTL+dqhN+Kh+6jK2HtX7eNqAoS4ReEBiKCXxAEYYKxxL7TzgLGSrIbWA8cxIhk9z5h6LcEf1EoXtG51tOTPdKR4vkj2yu2W9g/Fsrxt1vkjgIrPUQ+rn2HgdVOb3pGKVtITyheTyoMVy2G3/0djzs26eLhrNdkN+WWobCMUb8Nd7lX46yAROB+zMQzaDIWB7qPLnEcCEIDkQ+YIAjCxONVc74F+ID1/8uspNHVRG8O9RiuTrvHNt1MvqW8qW/+oiaOfermoAjQdsq7onoJwFOW2H8C2E+pVKN7X6/yoXH9HlXOZEJSq9gHeOa7npvd79UWahP7UL/YzwV0yfXqxGz3E6i37n8YojYqEwQhIiL4BUEQJh4/X/ZrgOPAWzNK3Q58GfhMxGOvW6KWbm6/Y+cerHrxLy+/pv+//8f7Do0unJ/XSjG6cH7+pe63b3v5lmv8wvtDGEtHtdWFVsv+UbV51aK193fck0gUMkppK7r/apQnZbfJdWFX8Ym0dK2B/KwZUR5SeQzvM+4EE9lPkz1FnTkIdRCYeOzTidlegWl0r4ZIjcoEQagNsfQIgiBMMAE1521LxQPAdMf2nwC/HPE0w4RoCuXyd9vJwlGCQ1UD5YvW3s8lOw557eTrJy80JYfOvWburKYXTii8T5DDiNrIPnetKIwualXN1rFrRPf2UMBVpSekjaeAeY1PE83b70fOOpa7821kGtirQVPn2ARBCI8IfkEQhAkmwMO/ulfrAxmllgC3AhcDTwK/hWnAFZX+Xq07w+xoCdWHaMBK8OJpf4DKexYeKmCEqjtBd/jI/WuGT3zw+tSVqQ8y3UqodZHr1XpBRim/WvqB1GPnsdjWqyvLcIYUzPdiqvY8CPwu4VcCzgAzqJIfYY2jG7PiYL+2BWBHH12+pUMdj3M3KauXsiZrjnNVlDatNj5BEMIhlh5BEIQJxuHPty0VeUzX180Zpbp7tX6mV+sP92q9slfrfcCqGk/VnlFqa0apMdtKY3XvLcMSebto1G+Et9gHSPRqPQdYjstecuKD17cCxeo5HqQySj1Bjbq9TrE/5CX2LapZYnLA/3b8vQHTC8DJGHDOtW0EuANTvcfLilPEej8fpHwilQDWWSK7GnFHBjvSZI9b47LHWFba9NovHk7e/+a16woLlD7TPuM4KY9yqIIghEYEvyAIwiTAEv09mKitXfaxA/i8s/Z7RqmPY6K6tfAqHvXiPUS/VxJxfCR9f3ryYF6LXq07e7VOWLcHgIF5+w9XO3LV3IEYcIvfYUxU2o+ghFSNKV36QB9dqo+u2y2xvopyEX8bcLtr26o+ug5Y+z+Gidh3AHs9RPxm/JN+g8ZuP7bWROMgUsBuh+gvjuPaLx5m/Ufu5ZKjORIaLhoeSeWTiT0i+gWhdqTTriAIwuTBS2jPAB7MKLUM6MR0Z62lRKPG3x++BlP+06ahiZov3vkuPw//Tr/HtN+x87HWh55eFxCJzxHOCmP724NsNtUcPuco5VS0AB8Hgirg+Hn4t3v5161tXsc7AMWI/eY02X2YSZwzcp/ERO5x2GGC3s9qpVAbeS00Y675A85xrPjUQWaccTWGyxeaHPsKghARifALgiBMHvzE1TTgRoyg3Qasne6S+yqcJ8XvO98t+hpZJjF/dPsdvLjm3VorZUfL8/h44G0WfP5ryxKjY353jxBQhcbBMLDBymPo99knR/Dzd4p9myszSn3fa2dHxN5ZLjSHqYkf2Z/usFvZJU/9GpI5I/dBz8e3zKu1UtDokpz2NV8cR+rYiWr7CoIQEYnwC4IgTB4G8KnW4062fe731b1fewp18hRcPAdGR+HM2cBjuyPBTtyirwdTR78RHAV6tu84dIAdpWg1sDZN9iYcVVssq5GdxBnEEKY51Fm87U7FijCOKkU9VCZKjwGt+K8UDONvdbrSb3ABEftaCGu3cr5mPRgPv9dvvueqyjh114XSZGSnfb7cwlYuOerZTkHq9QtCjYjgFwRBmDx4iVDPOuVXXsHAlVeUJgcZdxurcsbwF/vgEn1L1FJGF7UWph97KTHa3sqxTTfz8vJrQgw/FB3ArjRZ+2/n8y3et0QtvZrwgtMW6DMolbi0OdSr9Y3uB1jVj6DUDfgERuz7RbTtEqmNmgiFJWyUuziJs5qhQbQqPdW8/XEwgnVt99G13hrj3Xv/9ObE+o/cW2bryScTo8l8Qer1C0KNSFlOQRCEcSBLeitwNyUxOgSs6aKvLPJrJejaItQdlS6xsbyU52e3wslTnqfOY0Ssn53nEPA663x2HfkyD3u+pYn+++4CjV74pwdV08AJzi2cXzj6F92JOiYCeeBlfKLpixPLtNK6VjtJf6/WndVeywgrCLpX64T1GN8fzV6f8TpWMQLr4nvtZ93l3DaTcLkK2+opaZkmG1Yc5DHXlj3ROoHx5gdNMMHqm+D3Orxz39e23Py/vphacCzH2YuacxcNj2wgF9xDQhAEf0TwC4IgNBhL7HtFq8eA29yiPzQbS4L22e9x4rGvMEfrsnrpw5hyn0FR6VFC1FjXCvT0aTh99PmLmujfdZdX9H8II/pqrt2+WC2txzyuMeUq3aslGtjeq/V6S+yHXUEoWqosr76Xfee5Xq1/zb3REvEPUO77Pwfc7hS7Dm9+NbvOCGaC4lyhd07qYqlfnyY7RvWJUFnN/wjPQffRJTmEgjCOyAdOEASh8fjZI6ZhBHttbNIH2KQ72aQTi/9eL9CaXZSsHHlgjxXR9k3MJKQoVxrcSbPJM6Ms7DnojhqNAHup1zLqX7ozDAozyXELTwWstSL/YS0rGoelyhL1z7n28RT7FjupTPKdTqV3Pqw3v5lKIT4G3GqV9pwWU7Mqv4pJQ3jU/LfE/l7CPQfx4gvCOCMefkEQhMYTFCmNpfKIJWJXUl5jf2VGqW/iSIiMm6aBHBjxZ1tOfozpAlxXdZeA0p31ojDiulr0GkorAmUrMAHi3gs/a4t7e5TrwP2yNGPKdEII61AYHJ76qp1vrQTfsO+5Z06KIAiNRQS/IAhC48njLzDjinbupDK62oKJuiYwkdlZxFxmUcGJPro6oRjl3RfxHJ41749uvwO01q/Z+Y92XoE7GbcegmrwOzkBfDOmc1bDr0JTWNrxSYCuR/RT3p+hAus9ryb2bZ9/cRISNq9BEIR4EMEvCILQePwi7GPEEO20/Oh+kWR7olEtibImxubOnJ8mW6CUUBp1QqHwrm3P0R2rt2/fcagoODNKFWo4fj2kgD0ZpfBMnA6H30Sl4Pq7h+iTJScK7wlfrJF/DzYTPOYynz8UJwnOZmQdmK67NU9OBEEIRjz8giAIDaaLvvWYhllOkTdEPQm75cRdQvEsZrzD1XZMnhxOYARfB+Gqx3gxHRPpd3IOR3TdsixNBE3AFr87M0p1Z5Q6klGqYN26x7nD56Fl2xsodNsx4tpu1GWL67hezyArksYl9i22UNl5uJmA11kQhPqQCL8gCMI4YIn+OJIpvQjjR4+C3bxqNbBZQzvJhFJ5d1AaRttb4zqnO0o8HRM9tsVitUhyw9CQSpM9gitCbon7ChuNc0XAzwsPfNN9TOq39fgM31dc1zXJCDFpOOwzkfGbGNY6YRQEoQoi+AVBEM5/gnIEauXuXq1tsbpr3v7DLR133kty2NEMqaWJY5tujvm0ZbT7/H8i6HDcmuZg3pV1WvIzm8vEtNsL71G+sgNj5wGfnIYaCcp7iENcbyF4rD+N4RyCIMSACH5BEITzn0ZU4UlklOpGP7IZaLFr7S/ceJCmgRM0oAOvFwOu/8cd/Q7FWOss96YWSp74ChLDI6k02VOU8ibcTaa8JgpO4Ryn6K+bgIZgfpOGauPP+Tw2V+sYBUEIRgS/IAjCeY7VSArKO/nGIRq3AEXPzsvLr2m0wHfT4/p/mKZOsVKYnuSFLSu97rLFb8UkZLQ9BeVJ0ingQUdSarXVCkU8VYmcHXDd5MJUyrH22UOpX0MHpsfBUMB5XwReE3D/BtcxwTSA2xDwGEEQ6kCSdgVBEKYAvVqv79U62au16tU6ruhwisY2SeoPutMpPi1P/GqCm4jFTX5gx+qczyRnAOjJt5T3LQuwOU2jlJQa5jWN6/dZYcS0kzGMj38/5cm8uzx8+Vvwbs4WVPXppHV7fZrso2myv+m803pfV2Lef7uJ10qp0CMIjUMEvyAIwtQkLqHeQ2W1HndFnVp5LOL+VxN/rkIQiRMfvH4Dlc9/GOjp1foBtQNiAAAgAElEQVTAC3+9KjfSkUIrxUhHiv777gpaBbFtLF6vaaMYoFxc5zBRfy/BbluVnNTi9f8V6/ZS4PeBNvcOfXQd6KOrs4+uhHUrYl8QGohYegRBECaQLOmtuCq4WBV96iUOC0zOapIE5daPuBJolwGHgBs87jvk/MPqNRA1TyGPiW5fFLBPkPVpwOf5F60vJz54/YYTH7w+0uvsOqZfXkIcjdLGHGM9AGBVBgoS8fW+t4eAgxjLzoN9dN1e5/EEQYgBpXVcgRpBEAQhCpbY9xKx2+IQ/VbZyC3UFqUdBVZ6NZyyRGMsCbR9dKk02ScoF/2H+ui60blfRqkxokX3hzBdhldS26RnGFgdpuGWywt/Av/XO9dH1wKPx3r52VdiVjSqdbEN4uk+ut7hGmO1962sKy7Rrx8N3AfchQh+QZg0iKVHEARh4vBrmBVLI61erQ/0ar0AWE65X7paNRQ9bRrTgf0ZpfSfJ9UpV0OpHuKz9WCJe+cYX+fhJY9q5VkD3ERtYr+fkGIfip50u45+K/4JrQ/7PNZpucljehDsxYj9E5j3Swcc182YdfvGNNmRNFlNya9fjSQOT7815nMhz4v12A9E2F8QhHFAIvyCIIwrYSqDXChkSft+AXfR17CyjB4No8KyrVfr9QBpsgViKB1pRfi9xjOMo0trDRH+YYyVJ/IYvZKerTE6o93FUps+47fH6z5WxeqF4/h+74l9nQwAPwbe7XHcRtFP9Ei/7qOrroCidY2WfU+EnYCFPH6Flc6+tgVhKiIRfkEQxg2HqKlWGeRCwa/iTEMr0Tgq3gRWyfFgrSPSX0wKnrf/MFd0rmVxYhlXdK5l/gNPDVGKSr+A/2qAvdLg2cCK8gTSnRHH2hJw3iAqXnuH7cYpeFPAbscE1j3+aXiL8hvSZE95XPNex7BRlD4v7yBaxL1e2q0E2wV9dCnMSky1lYa6EsYtMe6uILTHtcpU7/HXUZpAJoF11nZBmJKI4BeE8WZQLWNQfYdBNcyg+hmD6ksMqssmeljjRBhhdyHhJ2Kjilt23XbH1qOvXzRWWJDQR1+/aGzXbXcEihdL9PcE7eOBovRe9QDD8/YfpnPVDpr7cyitae7P0XnHzpnz9j0939p/ESba7S4NCRTFtF+iaHG7FX3dRrTJUAIYibA/WK99mmx3muwRayXjIbxLUzYT0IArgNlUTnTDHqPZZyyNoky8W+J/Dua98JpQDVPlusoo1Z1R6khGqYJ12+28D2NlctNEqaxpvTTUSicIkxER/IIwngyqe4AvAK8DnqS0PL9kAkc1nlQVdhcSVmKuU8TmCZmwmyXdnSV9JEu68M8H3nLq1if3rVuUO5ZMaM2i3LFk91cPrAsS/VY0c1/UMWulOqykXYDV7R/aXUiMjpXto/KFxKUfftD+fVEYT/qPqMwdSGFWfE54nat91Y5XM0qNZZTSGaXywArM71Y/5nULU9pyOv4R6YL1D6zXvlfr9Wmy9mtjR5iDfivbgVdDjMONe6LbyH4HteIr3vvoWm/Zdtz5IauDLHoOO1nZKp9D9G/G365US/K5F37WsPEs+SoI44p4+IULh0G1DPgY8EbgFeBfgI/Rpn86Tue/Gvhn4LvA79Gmj1nb5wLNtOmfj8s4JpCA6i79fXR1ju9oGkuabBL4NrCYmKuVZEmX+b3f++avMvPomYr9jqYW5hf96GhF+WVLXO2jBh/4SEeK549sByPwti9RSz1LZWrgWf2Ie/Mo3tHpHOa5FFd/Lr3rvnML7vvq9IABDmNsNjdhRHfQcxnFRPq9as/392rdaf9hRd2jvDZ5aheKRa97FQ//RFDMUYjzoBmljuD9HZADTvvcVySOpnIB+SD5Xq2lXLkwJZEIv3BhMDki6/8vRnjcXBT7AG36lQtB7Ft4NRyqagE4T/kIRuw3gjJrVMuxSrEP8NoTP/MTokFRVF9cXWQVsDZiyMjPipLCCGfb99+/YNdXk1UG2ALc1Kt1Z6/WCYIrDzXh3xnWvboU9bWpJypsry7Y1XrsvAq7Wg9U2mZG8LFHhWRblfv7geWWZ78RyfR+q3kpqlcRqlZdKiyxWekE4XxBBL8w9TGR9V5MZP1XadO/R5v+bcwPz+FxGkMT8DvAPwF/wKA6yqA6w6B6mkF11biMYRLgIWqqWgDiwunJtm4bliicJnsZkAG+0qBTlImm4YXefaV+1vpaP797JAtVQBdZNTZ/ludjxlq9twcwG1PScnsfXZ1Kh/p9cj4Pr464YXBbaeK2lx0KuC+RUWqrbVtaopbuXaKWPtZHV2KJWrpiiVrav1gt5U2L1uTn7Ttsf15WUV7G07Y3VRPDtpBfj2Oi4aIwDl1va7UujWHe47rxyAcp2rniOL4gTEbE0iNMfQbVo8B7gCtp0z+eoDFcCXwfOIUpFXgYmIuJAJ8CfiXWKP9gRcOlHLCBtvjK2p0vWH5sr+ZFZWUfYz7nE8AvAh8CHid+S88RHNHQS794lKs+8hzTzpT0/enmizjwru5tqx+8v0LEZJQ6TgQ/9DP6kX58oq/z9h+mc+V2EudK5y5MT3Jkz1r35CAsGrhliVq6l+rR8zI7jmVV2l/l2M7roKK5Vpqs3XgqLkYwYnWm+472VTuGUnu+Pts5IGuAhzDVeJpdx1kVVJoyQkO0c5jcBjfbrAlBw6ijJKzNELAmzhKdgnAhIBF+YWozeSLrr7Fu52AsPe+kTS8BdlvbvsKgGmNQaeu29vJwRuzvpbKE4D4GVYFBdcTaZ8pjif11eFs0GlIdKE32VkzX2DWAt9emfsqsUS98YBHf+f9/bezF16QKBaU4mlqY9xP7dZzPMzr08vJrOLJnLSMdqeJKQB1iH0qVgKrZK0aBmc5KLyFFYNnqkkvsdxP/72IzRuy7V1uGUw88Nct9YSozuBsoF/v2capVqfGyzHkx3ZymPGHZS+ynyXav/Pzdx3s6Fuh7Ekp/ctaM4/WUx3SVhK0l4jgbeDCuEp1uMkqtySj1w4xSIxmlBjJKfTqj1IxGnEsQxhOJ8AtTm/GKrA+WNYnRlESDiazDSxh7x09o07/ieNzbMJMRL7bRVsMS86A6hb9f2WYYWN3QiP9EJ0kDabLVmjXV3SDIdb4U8EPgK310rUiTvQ74OjFH+KGYuFvWmKiLvlDvZ0apqE2z+rWiY7Q9xbFNN9cj5sOi++hKuJojFTBJnbMwVX1mUy6KNbAdWIb/6kXZioCbCBHyWjgJXGyPA+hZrJbu93oT3MsQTqolrboa21V7jwOT5dNku+fv/cbu9rt3NSeHS2kDOpkYVfnCyjii7AFJvNUIfC9rHMsG4LOY6+ybwBuAhUC2V+ulcZ5LEMYbyUYXpjrOyPoHKNXNtrfdD/xeXWcYrFiidv7IpjBR/Iz190kG1RFKIu1zAUdeA9QSoa0m9qEU3W6M4DdJ0r2Y5fcnMSLNTpIeN8FPdUtI3KUQP4N5/z8a83ErsMR9re/fANFEVofS0Nyfo+POewGCRH+OSjFey/hsr7WXJekIlaJeYaxb27VSdyuTyFtkbNp0vv/7Kx6D4spPWZdVK7rdyPKwtth/uo+udwDck0zsJ+9np68Ny6J2ACBNtlpEr9rz3fzaTz5cJvYBVL7QRHzfHz3UZvEpG7sV8a+wMYadlGSUmgPcg5lYXtur9bMZpWZhAjJdGaXe0qv1tyOOURAmDWLpEaY6tuD7CUaAPEi50PndGOwtQR0ysc77Kev/V1Fef3pTwOPM2AfV1tjsPuU0RtxMhiTpEkFNmjQxVgdKk70BuAX4oz664qom0ijCWj8qSA6PsnDjQb+7hzErWquI3sXXpuJ9cTdqwv/aVcCyvj/b9dLpua1o62CnL27l7zbt4ct/dv9NDptXWZdVa3utE8AoS+W/af8nt+IdQ+4HaqDQ5D1PLTRPC+xw605Mxz8516ba821vGvBskQAxfX84LD5Ru0sXx26J/d1U2hijdOfdiFn9TQB/Y1nEXqUUlKkvMCQIE4xE+IXJTblVZgDo8bSh+O9n23X+DeMJdl/zytoePlI1qNzRwTATZ799gqKgeetczjrnSWAdg4oAu08h5Jga1ejHv/zo+LOT8tfPRmOqwcS5wvHHmOTM96fJvt/aZguQ69NkHwU+3UfXt2I8Z030an2g96Im9aNvbd595sqOpvkPPqUvu317aIuPhwjUWJ87x2t6YP2q60+l9n5jNvkCJBO8eOe7OLr9Dnt/v/OVvS8eSZ4dBAvs1FhTs/7LfzZzrvf82Vquyt7H//PxW3jfn9zWkbvz+rVHd6z2etwaTGOvWvoTRNm/OU22u4+uAwO7716jpycfWPD5r013vkan3/Y6OlftwNnQrNA0jYFtd4xAhW3nVUyOgPsz34FJzvX7LhjDb8KbMt+nf6dQfzUtwavnPF/umr4/rPez7Lu6V+sDGaUgfKTfPfbNeH+XVqxEeJ3fustZAchuBgbworXtV0OMSxAmLeLhFyYvlVYZm6K4oE0f8NnPvrCPApcCzwFX+p6rLWQzl0oB3ki2UZpYuMnT5tMgJtwYG+PhN0nSpzANxp7GRO5age8AH6VN/2us5wuBFbm9m5LwGQLWxCX2XfaQary/j65H7T9+su3yJ35x8MgNyvoezit1ZprWd7Cp8RVI0mQ/BvwlwIwfDDz9xis/dhXln6Fh61+FH97RfAs8kj2zpLuPrfrezpN7Xiizl2ng+J3vOvfCvXfeDlxN0Puy0Qizz26l4+SpaM/t1GsW5v/qa0eT7/mztbzl4R1lalwDL959gz3xKKOPLhVQ1cmPoMmLH7k+uhZAUbw7rSiAqX60cONBmgZOMNreaudOaEz+QpSOs0MYS51ybfP+DKTKv09/cBb6hmHMIRVq9fA7IvEV1Yes/1e8Dj7Pp6xKT5WcFG31afCrEOR7nWNWqb4AfBz4aq/W764yNkGYtIjgFyYvg1WTuYxoNdGa+hLtqgn+yjKXjUZj7CH+JQaDxhycuNtP9JWScIx3+dEJxmEPcbOtj671abK3Y7rBViTt/mTb5U/80s9+eoP7TSxAPgErGin6rT4BzwPfwJSsfXCJWnoI78hnmUDKtzTZ9fid3vcidhfgf5/2WAv5yt8XrSjcU9DBk6ONJWGW8a+j5Cu0NejMv+kzn3jTtJZkodIpopMJnh37gntzvo+uaZYA30np81MAvoq5hr0+/7UIfoBPAh8kXHJtPeeKlJj+7Cx1/OkzpE4W4OIEvNNq8XBoNMHQWIFCS3MueXoktDceyqLq9XxPF5N0Pfz6QauazscdiTgGTSlR/PFerX838qgFYZIglh5hMlPNI2onntbrJQ32uRoRvAf/LqE2/VRW6akVRfV64kHspTJKaU+Qrgb2Mqj2YyUs0qbXe6yUdAC7LPvQgZBVYcqTpNv0lwAYVJ/HRPH+CGP5mSqsCdgemHB9+WB/hdgHSJiVgsYlVBt2AoMYf/J7oOilrjinZWsovu/J4dGeB5f/ddDYTE6Lh9gHCNlQazPQ8oPnA/fxFb7Kuj4Thbz3Z8g7UXanJfbdEegEcD2m0pTfOGoR4p/AuxZ+ELVMLDytNz7WlqtxTGpOFuBvTpuZ++/MLOgrR0uJ0C5bkdvO5TxHHIGSYjdu65ju72O/a2qUcutP1N8KBfwA+C3gWJV9BWFSI4JfmMyEqSTSjhHs9bS3T1irCU6LkPOHbCbVxT60OUrEDUYuexgVxaDq9hiv77I25kfyavxyAuAmKu1TLcDmLGnwmAxkSeMS/aUkaVvsG3ZjBP9bwj/F8wK/667q9ZjQgfPMhlWLcfQJeDfGCx2I30QgADP2pMJP9Ns18wNEYzvAV4J61AbTc88b1dW+9yYr9OEha0XmCN5e8GkEi1ZF+NwZMJ/HqGK/lklFUSg78cmLcE90ipwBvnwa/rb8fav4PkiTtasEYZVUjWKN8qMfy+dv/b0Z/+9j53vgVaUnSnWqMeA+THnO3wKejTJoQZhsiOAXJjM9VE+gU9Qn9m06gP1W1Nv5wxr2x8FdPSNq2cNa2GwJ9TCJbgoj6Bf53L8Gf7HSjnclohZrDG4vNpia407sqjVtVcZ5XvGO4acLtw59IZEqnOAsTcxgFFVafNF95jYHHKKtXPwWVIKkv+hvSEK11Sfgr4CH+uj6qtUnIG4GgI65d7bzyg7fQj2b02TBce3O23+4Y+GfHNh3zwtL982ZTeHdv03yzNmazq+tJNC9nncCL975Lvfm11m39Uy0oqzqRbblEO07xSuJ2onX5zmwjOpYqSHaAZ/HF0v9WhOKOMQ+HrX2g94jVaVPQdgSoMVJRkapf7O27cgotYOI5T4FYbIggl8Yd0I3DDLR66uJ6YcjArWca6QYcTfUWls6Cn5CPGh/v+eWxPzIeQmKgUuHj7a/aehHtBTOMJy4iB/Mfj0vtCziza88146Hh13DVd8aXlx4oWWR9f7yknXXf4cc6+RnUHX/IcnCdPIJgBZG/PY0vRgsa5S98b/aOg4FePhjKxfqYjz6BPQAu167/cqWAMFfdu3O23+YjjvvJTk8qgCGhkj+7ZdrPr/9kvoGAjwSdm0ROR4T9Vp4lfDfKYf66LrRucHDvlPrxKbddet3/2bi+c7OeYw9iMD7HdWAgvIJNCWxfxDTfMtJCtidUQoR/cL5hNThF8YVO6Hv0uGjHe8b/Hv1gcEvd3xg8Mv79aAqeNaXN6Unb6HUhj1v3dZa47tRpDB+d1Pzua2ifXzUGtNhiPrDHTSOPN612YeBx37j5PfUzMIZFDCzcIbfOPk9Lh0+yi+e6ff8UVfAkpPPKaBD6cKu4cSM/8+664sRxjvZ2TydfNigibPhGwC//LOfPphX6oxdK14DY0qdaVTC7nj1CbAm76s79w3k5vivvZVduws3HsTd3KmR9STm7a9oB2ELxR7wn7nFSNRuWzOtSL3zO6UfU8nL+fdyH7G/i/L+H7Vi12P1E9b29jgsaRp4mMqxV4vgB2KJ9B4qV2VtFHB/RqnvA3/gs0/F51kQJjtSpUcYV7Kkj1w6fLTjLSe/6zfb3BZQX76cQRV08eYYv4o65edt0ws8avU/ifFMx7VSMYLpEhy1RKhfedJtjsRddyKfZ9LdiJqum/Q5FZQ08GJTijljQ1xUKNNQBWBH6Pd5shI9T0PTZiU9bgwoT9ig6jxpsv8IXAf8vbVpEXCFNYY88D1gXWx9AlLqyA/O0vHoaW91q4Gx1lm8sGUll926FRXytyiEkb3Qq3Uyo/y/HxyVhpi/9xsjHXfeO5oYGZsNUGhKDvXfexcv3X6dXaXnLDAj1ODCcwiTRxGaPrpq+u4IqExTS07AUK/Wczw8/GAVBeij60AN1XB8z0e4zuFgve/VdvIpzenFz4DXBtxfLPcpCOcDYukRxpv2Nw39KGhpybu6ibcQ9ceI7m6CK900ghSD6gnKf8yT1t9hZ9dOIen1g5zDNImpJcJ0JaZU5tWULA8auIlB9U1rZaJccJq8hgqCxL7NgtETTk+7TYLqzcPOB6LaP5xR0S1Ueqabre2xCX5XUuwo5jv/9z12TQJLgKVALIL/ubO0/4OP2AdzYU8/8SqdK7czNn8W008ENpEFzIV66p1XMOepf0d5V9qxDw3+FjXTLbjnIImz53Idd947VxV0UVQmRvOzO+68F5Uv5E588Hr7cxa3zed1RAtK1LNCGNSVOCqzAfroOpAmy/wHntr52nsemd00cIJzC+fPOHnjr13N/V12BD0OS2NYsQ8ez8enElEYG2QO00jvIQKcEHbyeYQxTg02qnsw3dT9eJBN+vYIx3NXczK/cePQj+RCQmanwngz0FI4E3S/EaGDqptBdQRj9TmOiYY6l3V3hTjXRC25+kXuwvzA9tOmk1Yk2Gll6geW06YVbXqBJcxrXTZ/PaajqG3fKb2mtiUpBNaT8Z3EjDCdM4kZQU/ar6Tl+YKXBcqPEconqX5CL7ZVKUcU1v7cNGPGu5xSErWbFXGcO6NU95dPm+ou1Uicy4PWFBLh9OecJ58PEvtQbs/xfX+aB3J03rFzuipUNrBLnMvT9udfNDa9xlRMasdM2sNePzuD7kyT7U6TPZImW7BunZ/jWBPAM0p1Z5Q6slgt3d+5avvs5v4cSmuajp5IzD/wT+vW3/HOrZYI3kNjrIx+KKsyUHGcVP5u7Cbc+znX2jdII9lJzBciz2PsVu5/diHd8La40mqn87svBTxo3SfEhFh6hHElS7r7vT//6r6ZhTN+v+55jOjwLRHnIGhJejnVK/xMBMMER5eWh250Vb0xmR9BFT/6y8qLmvMcx1uI5jBNaSqOo4FvXfzr/ObJ7wa/AWE7HE9WyleeXsWUcHWLBBOtcr6vGwPsaJvieU2sEpPe73HAdRPFOuIVQbWSHf3O7UdVe4n9glUZnAa2A8uoPnnKE5DYq5Xi2cLDVferkTzmOqnWNbcA7HA3N3PiY6+xy1PaDdXiKiAwhHktfI81unB+vunYSys8zllrg7Io5Hu1mcBllO/3VpzjEFuPk43qnzGrx7/DJv1EyMccwf+7IscmvSCewQli6RHGlS76DvxXc8fVnWcG1vl8SyaosozqIOhLezOTr+JGHpN0txdvATEUqautiWDWYlkq4P+6eEW/NuDtN99g/b/sh10DP51x6dALLYtmLTn5PabjK2DHM/rXGLwsUOHws3PEmUxbrZJKXfjUct9lVUGJeo6grrmQTJCfMZ1pp6sGDhVwB9WDBQAvA/PwEfOj7a32fxNUn6hHxT5nkNjXfXSFmWh4WVSK35+OyjTO7sG1UvXx03/2st04zj0mhWleNtfnoXEIcefr5ffaKoy9rXpvleo0pHzueclGdSVG7P8XJkfFa59uYPNzz9P+1a9TGBoicfEc1Duvgzdd4fmIyvdQ7D81IzNTYdy5fG7/+oSJwHuZdhXxXJftGEFctbHQOLLTEoh+y/MXRbHUWNTy/IJEhGJQHS8bhxnzKsrtRato0wc8qhH1K1h++byBOV2DX94eIPahik1hirMBIzqcjFKaRMWBnxgp4F+hJMqEI6gWe1Qh5PuZz8+fNfTs2Bfy7io+frsTTuyDEQyen4XC9CTHNt1s/zlAZXUcv8HEuWS+PeR+VSdXlsWm1glLpOeUn9tSCBiTn9gH891vv8ZBDOEfLAhb/ehUyP2q0ajyuecjd1u397LJwzpihPquHzxPx2OPo4aGSALq5Cn48uPg21V7o6N638Zil2W3/We32H+qI4JfmBiMWJxjWToaUWJzABNtaPQqVvVMw1LVxXUMqjH8fdLTiOYJ3Uxjnl8K2GsJfzuHYgvOxDd7JaLc0nICmI9pYGaebzDrGFR5z3KsUx0TjVpJuYhcGXOU6jGf7UmMKD7n2u5ctQlD0ApCD/6iODQaeOEztzUBSUfE3Y9h6vxNsz+o6lyehRsPMn/vN0awmlf10dXZR1cC87r6RYcVMQUZ3DaeNNmtabJjabLaurU/N2EnV7XakiKVEE2+fNp+GSPTq3WnZZGp9pvgFyzIWytPEDx5bSWGFcYLMmHXi41qNiaIN4oR5F5sBlqefArOuT4h58bgyad8j77OIfr9uixLmdQQiOAXJgNxJ8WNYgRHI5NCh6zJyhqq/yAqypsBBS2LR3ktGpFMaJPECH9l3dr/7wD2+SRTp4huGbAr9lyYon+T7mSTTli3sYgHO4GT4AlXE6bcZNmqjU9XVs/jj7SnPFdvRhe16mf0IxBTFPWlFe9oBnjlvYuDVGQOE4U/4b9LdZTjX3N/js5VO9QStdS9W7XvlTgm4WWC1xL36yiJ9iSwztreU8irssmVHV89dXTOZVC0X9VC5PwFZfavRVs4BXpQ5Hx2r9br8Q62TKck/IImrwOEG2PQpKFhvSzOQ27BfPd/iU36uM8+7QAnfb4V/LZbrGWjGiPYotvI38MpgQh+YWKJbmEJw0orAh13op3NOWCNNfZdxPs5imKFmCj/qK2JUoS3T1TjfK/YMylwVeapxmxM9DphRa9DiX37+Mc230y+pTzYlm9p4uhfdCeA3dpEUWNh0dr7uWTHIT+D97ZerRc0Itqq8oUm4CGXYG7U94oTt+D1+3ys6aPrwLFvLRp1mijserljI9N+05Fr4YkVjvebSw0TvUlYrRQFesj3cpbP9nbHMbZR+dyGMa9vmO/P05Qi107itt+d7/yJdXszG5VmozruYbEZALh4jvcB/LZbKKp/7sbrOj1vEcEvTDRxtWC3yTkSX+NOCrUjobdb59hCvIl8APOt6PkRBtVWBtUpBpW2/rntL1HKQk52kgyqMet5jl2QEf948Kwxfu3wYe7/+VoeHVzG/T9fy7XDxU6zUfMoisd/efk19N93FyMdKbRSjHSkis2sgOZzC+f7/QBHsnvM23+YS3b6in2Amxz/j22S4SAB7M8oVbDKPo5HsvltzjKb+IudZJps96K3vjDLqynGnIUnbauD7/eUNXsvYBIt3e/ZbPx1wiHizVm4OqPUWEYpnVFqDP+qrnZkvVq3X6yVAGd54xzmO3MfpqJWNftVuzVxqLDfiZ3HwtTkv9S11ctX3wMMv/M6mO5aA5s+Dd55Xd0jET1bBSnLKUws0buVVsN0ujXHtpfB46C8XOXENPWyKXUjLnno/SK6hZdensfci19JnHp1FnPnhEk5mDTY5UN7IlYvumBJk634PF07fJj1J+9lhiNIeZYmtl58F0+3XBOpDKfX8f2Yt++wvvzWz52hshvrHuAuQlhftKIwuqhVNb9wIuicxdKIMXZ49eWV97z5uf98vMerW/VEUMCsOHqutGkNVyWWhq1+M4yZzISx5Wnr3I1e7XBbikaAVVbloa3AWsqf2zCw2kuMR+iw6z7/ChH3Fhs9G5ndh5k8+VGqohO9Sk8U+tnkKiktlCEzImGiiXsZrrXYtMv8GAyFOEe1++0lYCcTmSDkXt4P+rI91PrGl25t7hgZ/vZ339rIMTWCmhqCXeBURD1XDNKvrFYAACAASURBVB0sE/sAMxhlxdDBWI7vx8u3XONV3Wa1FXW9DcjZ2Z2j05s8Q8VKs6MpWOwDDNh5Bf/10Ifaq3Qx0NS5Kjb3K997I8YqMhksBKcJttUVfvL4n5w9/ZZfCnOsFqqLfWc7hPGwNjkr9/RTEvvdmPKrzndbA3sCxHmYDrtukphSs/L9s1E57YLOBphBvz9gov372aiewJosXHkFAx/9ECt6tU58eD25GMQ+SMWkqkiEX5hY4o/wQ2U952HgooDzaKuzrT2myiiGO8LcmHGHp00ra5wPUj1S+rVXTl38q3PnnGzTuuTvdTFeEbtRTNTsooiPq2wIJlTg1YTp0cGlnpGdAor3tT0MxqNcdr27/fzWce19wlz3GrilWl6A+neOYEXk3/Nna7kqex+JQh6dSJIo5Lc9ox/55uJpf7A/qLPu6cWXHZp2/NS7m144oUgmIF9o+AfzGf3IcmprZlVvrXk74h2yD5mhc9lnaH3kX+o47YTi7FlhosXlddjL9u3V3o2aMqqu7+z+Xn2Bf/8EN8iqBXu1bzX190Q4yyYd9TflgkMEvzA++Ilo/y6uftgdJOMkupisvcttHORp09MivHZnMZHAvwPeTaXfEuzXINrzivpe9GNKGt5EeOFoUz4pE3xxifOBh//71pkX6ZGK6+TFRIo7XrP9DEY8um03q/voOmAdy09cBaGtEpYVWFaMNUAyn0jyr1138pVPVpSc1/oNJNJkjyxWSzuCLpTC9KROnMuP5+Q7/4x+5Cj1dblup/T5CT32PrqUo2JPEPaxfwS8ft7+wyzceJCmgROMzZ/JtJde1Up7nrfe79e4G5RFpld7r/HUaffSvVonnNcuZvK101qxmvpsDJwwncNUSIpKXF2spSNvCKTTrhA/5eLeK2ps2zSuJrgRixcJjI8zruowI9hLgZWTEqc4HaCXx/gb6++LOEEfBX6h7Mdx2PoXVRxFZac11jDn8co9cEcmh4HHLLEfpbRZFGFwCLMaUUtUFKSjZWisqHopsq6XdudJ7ElSKEbRztLEQ7P/II+ZCLqvoxZgc5osxPx+WYKpKFaThTxveXgHgFv0249vH+1I0dzvXwGxQWI/KBK/E2MXrJWyFZR9/2vZEzfs+9oNqWMnyC1sZV/PH4w+tfRar4in/SJUq2g1jOlWfhfwOjAJ1lYyNQDz9j2tL791q19+RdhOxV6sprYJ4njQg0nWreV6GXBfu1ilUTNKcYGIfr/O9f2Y17aW9z2uFeVGJOtPOSRiJsSH8c6fwiSz2j4/vw90C6YzX9RJ5wjwjZrHWE4Ou2OsSfDdR7k/cV3x77+ng8cdf58jxTwSHOccRhzkMRGOHCaiXi/9GJ+wM8u2YG37JgFl9lx4+RqdHuYc5kd+JaXn3gjeSW0eWpt2q3KReGmj0qYPJCmsPKOacxoT2b93zqrcN1quXYH/D2U7tb9fdh8MLyrEqgKuyt7n3DQM9GSU6n7TojWFpv5crKVgQjCCqezi7gZewJQAXU/tE1CFI//niQ+/c2vXZx999yVHcyS05pKjOTZ8aDvvyD7tVT2mOU32OMEiqR8juv+343wVvHzLtQn88ytWRX5W1rkt//wGzGsYFb+qPFHIgUnQzSh1xKqsdCSjVLc1tu1Eryxk53D5lkatfbjnFV5V4cxrY3qKLMB8ZqK893FVvFJWOVDNRvVATMeccoilR4iHwWLL63q9eFXPBLyG+ierpci3GXtw5OcG68w2vwJ8CTiNZiZjwGHMasVizA9XDlgEvIpJaopmfQmyGIW33RRo0yVx4B/dH49VCajfvwyW3USq9sSDVfLRL2pX1XZ1/TNPDS1/8uGZrSdfSuTmtnLg+qVDX1ty3Ro/735GKc8fHA1k/k0XqzLd80YFru+TSKb16DitLDlgQ1BlFq9ciQjoProSabJb73/z2nWXHK1cvTjT0pxbNvAQRPtc5vvoKgugpMmO4T1BqNjXiVUWM2r0tVRVy+DswN1K8Fs3Rv2Og1FM4AJMQ0DnKsUIpYlMlN+pYpUev2sX/G1EUw6vKj3uhoEbI1XHew4IqngV1vIzAryIsavexyZ9V8jzX1BIhF+IC7+W1/WSx/yQvGj9fZJ4rlundaV6L4D/dv1tx0VnojBR918Efh0j8C8CvkCbTtCm59Cmk1ZX3m0hxuVVEaiEEe1hfaju5+TVN6CFcKKi3shAXBVNWoD9Uqs/Nvyido9R5T279nuHWfPl+2cvOHkikUBzySs5Pvw325N9Gys60zrxjOgpyOs3kNBvoFO/AbvHRZNrH0jUrquqXMDO75QUAZVZHHkNzs9SjvCdVwesY6xNHfNuDHzR8Egrxm4VhZ12tSJH/f4n/fatdiyf7UFR+FInbri6V+tOq1zqBirf9zzm9bJr49cr9vOUauNvodKS1IyxOVVcVxaayuZaw5SX5PSLRo9HX4bJQbju4Dd5bPPiDMFifxhYQbjfnmZgofX/vwl5/gsOEfxCXNTS1jrMEm4C8wX9fevvS6rsb9tr7B8Svy8L55J89bH/gseoAI6Sx/h5bTuM3f2x8kvP1M4/5DPm8qYwbvuKsUsdJ1rt/9JzNOK4nih+vRGs0zEcw0kSWFcm+u1yrKXGZWL/qYIViXdaO3KYz886qkTWVvzjQWacc2sk4/8PeJifkHRv97xWVUFDpTALRcSLr+J5ZJTq/uSsGccXJ5buv6JzbWre/sPOu+cAD1O95Kc9mXoIULmFvtZjO7E3LM9hLJJOO2UHJkn/OUqiNA9s66Mr0HNuWXu2uR8HzAgxFgWsdUyYtlAp6JPWeeLSIEngLzJK/R3+33OJgPsUMH36dPN7MXs2+V//tYoSn2Gv3QudsNdttao6q60JRVj7XAKzUuT1Gysglh4hDlKqm0vYy3GS/AImnvO7oR55huof+rOYD/yvAD8AriB8WcDtAFqzzlmKcmxMjU6bplcWbSFhLDJ/D9xDyZ3/eiCLify7JwMGU0nHjf+5hqisgT2GqVcOlUvU1bCf/zeZ+CS6bVQ2yIkLu2KRn11J7D8hiWpTeXTjMhLe82nNJn8h51fpxFldaLFa6lM9Fqi9IkhUnA29Kpo85VuanJ2FoZS86J/4b/4uJsVe+8XDrP/Ivcw4U5rDjMxo0s1nR29J5x4JaqgX6XkQokRqGCJWuslTpQpRr9YqyCoTgbPWeeou5nDVYvjd3wHs7w9HFPuCrtITlnjKd+bZZP1+bozU5DLwu+dCR6r0CPWRsoTWi1Y0cBAjjCGM6A9TNzcJvBZjlYnSnkMBa3ftX7z96X9pH/nzj3+9uX3hSQaOXcwn/udv631/82Ycc90eKoVOud/cfi5bMCLfNjt4i3173F74RT+8Gt5MAz6Pee5Rf8gURqCE6mjaYJbRuGRg+3X2SjC1o7Qi+MMRKUk3N7eVS17xdLEERuQsgVQmkiyxvxtodkXOvRgPsQ/W87Ai1RUT1uTwKAs3HnQK/vaKCkmG4nO1bDbFz/LTHzCPXfGpg9hVer573ZXbb/zskweor0qSEztROI7PQQ/hxdd4NOay+T8E20NC88x3i4K/4vvD69q94Cn39b9KaZW7HkqrJqZD79WEyws4GsO5pywS4RfqI+Uzm28jroW1WhvcAHDi5eZC6o1/4jXj79e6t7P4l3dJzrCJR960eSRyTWz9/kYSR0KuzTngdqt6kv2++L1mdoTfr0a01O8PSZpspMZE13zvMEcvWcRPX3sZ1z/7FB/+0nbwiIqGPHexp8QVnWsDy3COM/ZAPFfItFI8W3jY/rO/j67OoIOFeI3PUrLN5DA2IXuFgCqPrUYxqbaeaH9GqScwZQziYBsmIDCpynj2lrKoJGIcxEbPldV6GWKTnuNxrmrJwHlgRdTvngsJuZCFevGOWLuTXP0J8rzmqK+UI/PnjiT+4cCDXneVj7tNH6BNd1riMKgEW1j8FItXkuREYXu24yBuf/5DDCoN7MVMvvwSnu1IkF9UWer3hyfSa3X4zdfw09deBlgX0pz5+Seuun5PjT+4RcHXNOCdyDpBpAgQo6PtZR78dithttudPGutYED119jpkU9hVhbsIES92L7+XY7xeLNRPeEoc6jZqJ6w7+rV+kbK/f12DlItrMVMamrKy2gELi+ZfH8EU9fvswfD+P32btLrCS55vUnEfjAi+IV68f5C9Le6uNmDt+gcxWQD1JIMXEQpuOEdP+Vzn3rMfVf5uO2kWCMy91PfcvQIZuzlmATTvZS+IO361/WI7nqOcZb4GpjFSYLSd5NJzoVr8EoibCv6Z70mUiPATM8k3kG1jEH1HQbVMIPqZwyqLzGoLmvQ8zlf6KFG4fb1xdex6uM7k9vev+aOqmKyCi4RHRtagS5Ncr3q3Ec+3rFNNzs32YL6QYw9yZk8uz9NVgPzMStYYVGOY8Q1qQ5OrN7oGcG/wSX61/dqPa1Xa2XlOVS0Sg6JwqxgrCS+4EMYfK9zreGzW+GZHyXZ8v41M+u9nqc4df0+u8gD/gEDs5rg93uVZ5PujXEsUxIR/EK99JB0RWdm4CV3/VhGW7Fhh7MJjJ1UW3eERSlYt/Jfufl9z9mbyktfGiG4m/qXle2xr6pIFB0sLkc6JxIKE73eQHQBMgost0p/dmKiZFG5CO/cgcmI8ee26Wm0aWXdlry05vV2V5tRmPe0GNlkUG1lUL0CfAFYAvwI+DGmmsmScXs2kxDL5vFqnYdpBh7yiGxXoyj2jm26mXxLAyr8ahi9tJXjH7z+YUwy/FC1hwQdTWm2vbz8mqHUzkO84Vc/wq83d/Om9rt57Z8cmKbOjvoJk9l45yCMt7c2SKj52XWCbDxhSzF6jqVX6wO9Wi9g/CqsBE6eTp6Cxx5XPPvj6SnCrIhcuMS5ApIEVlrCvhyz7SH83zfRsiEQD79QH4Oqmy+zm8/RXKxYE75Kj81y30oqg9WbeIyNcS6ZZHpQWQ+A08PT+dCfvie35wuLN2jdWzpffL56/6owg8quWOHGNMcyk47PE67sXQ7Y4KgyVFFB5DxglOh9G8orH5nXzFmBqPS6+L+n7lwD857B40AzbfrnEcc0pYjq4w/BCLDK6RlPk62odIKpJlVsiDRv/2EW9hyk6YUTjM2fCSimnRiKZWBagdIcAt5OeDtCDlNatthw6Bn9CJdseXz/pR9+gPzMZk5f/Tpm/PtRmo69xEtdb+Wnj3w0htHGz7VfPMxdH99dmH3ydFmjMXLW98nGgKo5m7wbTGWUbw6NzSH8Jwy6V+uElRwd3ABxnBnpSPH8ke0QIj/jvKE8ydb2z7Xi10ir+uPjzr/oZ5Oj8eTGYkAuaDV6gE16KubGxYoIfqE+4hHL3p1lvUstlqE1OrHwnjMv/uB/tixoDdWZvfJc/gmfteD3XPw/aM7kXlNrv9oXaLQuwZMPIzBqS/ayEw/Lyhs6sLttRnlNgjsbX0AEdN6th1wfXQus4/tN4LdhRL8zcX4mjs/C4sQy1MT8Xo0Aq9ydd9//ygO5Ky5b35o8NcwPv/Npziy+nMSrZ3nd2z9By/f7+eG3NjP8ll+aiPH6cu0XD/OHH9pO07mKXlHmc5PTB9iodF4pPnb3p/nPhZc7E7KDBP8R/K+bbb1ar68yKRjCvM6TKnnXkZSt++g6/6PI1ZNsTTnnTY7V00qBP5fGVn6zS0rbQYEwLBf/fnXO/wtYmGji8PD5HaNqQtDnD775VaCldV4osQ/QwaDS1r/jVnQ8ri6wUMvrUd41NowZqt16XLVlzsmIyW+otODYzdKq2Sxse85avCM+TZjrJspScweD6qqKE62iW63iiFpFwbq9EJb1G5FU7hRxfsnwa/roOtBHV6clrHpcj2uYt78KQ9a/fRmljji77878l//TOu2V07z69tdzZvHlABRmzeDFD70HgLlf/tdaztfQGc2KTx30EvtQ+twAHOp7203858LL3fsE2W28rhv787w2o9Rxgp/bbCaZ2AcYmz+LKzrXsjixVLnf/4kmo1S3NaZChLFV+01VwDqrIo5zgmDnkKRofJnnEUI0/nPwiIj9cIjgF2onvk6mfoI1SDzngW2rP/a+WQADxy6u5bwpon2xhMFPaAYJ2VLXWCOEqyWvDVgThP2cf5/hUn6DszKS8eQnaNNzMJ1BqxE0yWknunD9NoOqKEYtce/8oesAdk110e/ReTdu/D5ryTRZbf07hVnCL8PL21+YnuRc66xGxP37MXlFScrzQPZbAmtr8qS5vM4tnF/2wLFLTEXBGT88Vst5g67rMerLOyB1LLACUjtAetMja/a9a1l+yY+fdd53iE36RucGp+DECMk9lOfQnMMIeVsonlffVYWmaSRPDdPcn8Nan+0Adk0G0W+NoeL7KcTYwgak1joi+3FW4QlDGFurTY5NelnDRjLFOK8+gMKkYydxRZe9Jw9+4rnfkbQ5ANDz6XdyejjWfjw5jM2gP8JjypOBy1lD9eoctuCsFuX/MSbCHTdhxUSOWqPAYbretulfo7wiT1QKGEvPMGasYfSgAv7acR0GNfKa0rgi7XFUTnEeI8x7OhuP1ZuXl19D/313MdKRQivFSEeKI3vW8lxut8rPnVnLKl3QddGOv9hRwLp5+/9pBKDppy+W3Tnr8I/G4P+yd+7xVVZ3uv+unRAgEEAI1lRNYo+ndqh4o+2c2jq1tVWn1d3pjNEx4AUEi0KHnk572kNOm6YzoZ3LmSktICMIaiFW43ScLbWVqa216kynalXU6WXOmCCYKhsVAoFc9l7nj7Xe7He/+13vbV9y4X0+H9zm3e9tv5e1nvVbz+/5gTUgKCFuSNEyi3yDAzcM2dbJQ/pUz1kSq73dPDylpufpsy74OMCPL7j4LjeyT6ET0XJgrXbtOUr4HJ3xgKwEhk6dm8nMnEaicDZkvLQBUdunoDOfVrG2UrrwlAduSb4xXBET/hjRoCLMYRxe/KK2211I/y4KOzWJTZaT3f/Vpn/57vbMPQ+cw4rPX0nPK7PJZuHI0SlBiZ4Ja2iQqwNqu62IVgbYaZML5X6PIrq34014qmzrehGYj1EeGc8g/kR+ADUgWRFh/8EJvLr21XjfQ9N3VeSiirXAkoBHnUKuwzR1dOO/AywtojhIue3DwmbjWgHw5uKLeKFnE89k7+WFnk2jVW73fnuZkCL0ee7B/EwexOdez9n19JTh+bOY+W+/Zd6dj5LoP8bsf/7FyNv+/vvqPCTHyDl3WcEDifnd9rLXTVuJz44BmZsvuSXPKQg+3P1/rmVoSuEkSzYhRtZ/c+UMnbR9KXAf4KWTXE/hoGyqXg7R35M0+bMERc1oRMArX5VSdO47WD3ljSOm9mU8tAFR26cwM5+NVN49KizqgS0x6Q+GmPDHiIowhal6gXf7rGPXkFoR/6UUEtu8v4WASy7qrfrJ/duO3fPAOfKM3/+fvVWnfXXxzDOH5gOHQ5yjE98JKFnqRRHKWeQPgOqBHaPa/Nzv8ZYP5WoBeL2b5dLszyNfzmERFTsJUZ2FGpSYimGZCE2iwA/fH34RKb/IrhX1ChqpbtLnFxfyUriQ4jS70u7Qk6JlNcXN3rjizSUX7e3ZduuxkOzkHOAR4T5QmOO3sYDEW598z8bslCqal27i/Fk3cOYf/U31yLyZrwAMvuPk6Wo1ZgBP2kj6dRSSLmt2cA2FRaismiR50AnQJvlDo77ueYT5sasu4lvfvpXDc2ZIq1rW4Tkz5d9vXMUjSz5iSZfQx7vE4+eb9PbW8mLek7XtUia0TedKws2yFgs7YR7PbYD53NrEVx1F03L/lAz0KYJd0+NMDI44XmZdxj1il54Y0eDlOpMPy/ZwZ4B1pa50G9X9J02uw3kL1WlnKa7R2ghcj3k2w89dQqIGBOsovfuJCVF/s3KrKbS7dMK6pxdidlyBYC4LluvOWoOdaRDL0UzA4wQdKA1s+cVN229+YOtS8qfNB4AVchsnTIJYkm6TnWxQeNoZlsgVaLSNObv5Vqb2hlIhZadNQxw/HmkQnWmXsrpDiEUoEj87vezDA/0Xv3vFGddvmNJ723LSK0edKIeApdbgR/u62x2J1gb5zo4k3SOYn/t0ipb5el9+loYmvAa8DbgrRcuN9i86hGf7L1EzJK7SrAAYBJah2pexsBu2XMSg0NFmAFjhdGyqNGwa/sJzW8sQcJXLZu8GzgZup1N+mraSutOVE0H6M0mnnAiDkzFFTPhjREOfMHU2FoEb7ay0L7pX52TBbjdZicYoi+pcpvusN0JxUc5e1PWoVOMa1mMc1G+8Qf//qB96RNgHDkHtMQtrGASwZS0jMlt+cdPmmx/YegW2Z/lEIvsAujpsVAwAK9zIqm3/rQR43uo37+bk9T9g6n+9xsjbZnNw8UX0tV+FnFaTBtakaOlK0i1P2vkzzrju2wQORxSHY8ByO/lL0t3z3z/S0VT32H+w5+UNDJ+eN2YO7eXuQv53oYpc+bUnditU+z7w2c4Oa5DsRviD2AcXg35gJmNISKcDZ9XQ/+IQg8M2n/qyk33lkJNfp8Juk6mhSX/ewLDg3PItNYdQA7DL6ZQP0+YZVAsTICknlCe/V20I+3oxPBET/hjRYC6ItTGvAqr/+k5YhXiuoDIR8Uo0bJVuPK2XOks4B6KNlOa6q5ma8LM0+X74pSuIFhXKmzxIovEkhCaKXjNzA+QPxgZRRC1XxEfBM1qtj2OcUTp5/UO4Fbc6/s6Gn0/7Td+3rP0PnTZP7vtGa2LGE7/m5Nt2B3rhhIBZdaqyakQcB26yiNaKbyzOnva/u8TBJRfR853PONcN5eWur0vUAW/BsSLMpgyiCOIrwDPA11O0/BygQwRuz8sNKzAUtq0LhCnAJ2YweO40lo0WJisn2jz6VRfS77Mvt+fH8ri3Bo2Q3zdZ34+He6uCQJ2yizZj4cr89WJ4Iib8MaKjzyUS4Ub289e/hWASgd2ULzl1POIwKg9gLGE1qsVe814U2Qsi47IjJ+mCSs3yeGJQTCF1yuW9i956btc7ju3Ni/ZP9oGAtsf0krKtxIPMGwirZ9TfOchIHB5gYdMq7MWtFomr64DHgXNRzlej9lzZmmp6tt3CGddvQGT9+7ZzzhfHzjxdTn/wIRh2KPlDjNJHUJWam4Fzjr+zgV/9ayeZuTOd6xVE+H2kPT1EH/C6HavY9+lTKVoeAN9CW5MKsxPw2ZPoJV2BCHKbcSY8Q6cMN8tsjuA7H23rRbHPII3VvbWfy1pN9luBu3CfZVftUEz2A6HcBRRiTGYocu9O8M2DgdWO9UwN3CWoSINTw+nWDx8nnHevG8ZqClMCNwPvR+lWxxJVKLJeTGMvUZ1GgY96AByxPQ8Z4AjhnKBKjho5zOkD+5oaj+23R7yaUG5MO7H0vpOT/Htd+5WamHr9bi/rQNfttDRnNNo/84lfU/3WUfr/4PdGi1u1S3mkQ4hvA1uxkX2AxNAIjZ/Zlj384XeLWY+8ILxeaAny5TtuTfzhP2/hSoZ45NH8SL/IrefXMFQDlwEHX7/1MvnqX1wjXMg+OFxzXAZETcDOJN2bUW1nMW4wu1yW7SX4u50GvoCSWxVIehgfTjUVwSFlC1Cp32usU+G7ZVuBxMd0zm5GGFaQxm9GqZz9pDoHO3lXv+lu3H9/P51yrINkEwox4Y9RehTKd6zCUrjMAJgbuAa5mj7xJI4IWAG5UlrvsNFkN/RTWoJpTyI2YRMq6vmnJTxuVGRQRCHqdK59ujhKsp792lfpv4Mk5JYVC/t/RbXZVKYeZSkbrMbAJIGXLt+GqNaBa9Dvs0txKysj9/WCrTSq3jyamPnkb3xZyfCpc7OPnv+hqVmR4PoZ9/BnZx/k7zcJjryVb/wUkN30A194ZeNNxnbI5ZqZfP7rUAPmg0TXyV8BrNZOPlbgJYtjRsQDa/DOqwh7btbs4UGUmUKluUeQttgVs9WcY6WceUztnXsDlE/y7Y9qE+EsNb3qTthhCsIEfa7coJK0nVH6nCTJ1P4XjqoD5j+cqIizmmOUAybLTrflJialludXY212JVU5i8hi9Gl7dZVXk9VkFBzF337wEn3MsUhMdcLKnYgCRfbVgK6U0bAxJfuDTKE262VHDjgtZWNYiGRrqInxRoCh01WhKF3cym5P+QGvfVQdczpbFmBg3zcWJwAeO+8iln9hE3/UeS/9DrIfAvXA9pN2PGbagVs74PWeWAPmqNW7GjXZt1cST6BImZ+3fdptQOeorDvXZTtXCMEQ8AhqwGFV3O2nch7vvcC9fiu5ncwU4MPTGcRcULHUMNWpKFyeI8RW8TMnBO51bNyQJVi7PZN8W92M/vtGohfpKyT7Cn4DkPx2JJf/YD3vKtDYpq2xY8SEP0ZZEGZaMngD5wVFNDcRzd97EJihNeNh6gv4oRH/3/EuvD2/rQI0pah4CrkKwvZOP0su2ToqWReAVeK8UtGwYq6J73OSQfDs7LMZSPiZOAGTU+JgIoZBiyG5FfnxqkY9Cu3Xv/jYOU17reJWzTds2L5IXP1ghxBXEmEWSuY+eoEVby65KO85PWnnz4oVK9Q0rrnzqNsXp/zF/Y9YZFl/etV6sGDVxYiCLCpfyg21eD//awBStNyZokWkaLnRZgNpkUtP7jBbCy2mTCEtJY+iinnZBx7W7F0lMJdc2+QKWZUY6rlr1eB/7fgMol4FsGcn4KMnVfVXLGEX0NHoQkLtHqUOEpF3PtF7cB9EVrms64a9dMrVdMpqOqXQn9a5RQtamfX3Xm2qWzsSJtB4QiJO2o1Reph1+RldPdW5frjkX/djBnG0sPx87wIuRjUo5ZxituwpwyQre6FUkiOnzWjOErNYZ5wGKULacVYC/cAb2GVhPhKwLIJ/n30er9SexukD+3jPoee9ZD3gdBiaBNAa8zvJn6ofBm4MKOkJ7CnvBU02nefxr6i8F6cEYnBkzowp1W8dLXjXhk6dm+ncd3D0uXdq6CN4+LtBjsydeaTqzSN1Q4317P/L+6IKyQAAIABJREFUP81Offn1H536lfucNrkD+7929eO/+/JVl5p2hE68LVGtAic24j5o2p2i5TLnwpBJuhJYYjkXdYhAlsxjip6tK9MHb/qIm+QntJVqxRDdR383amY57D0xu+G0RbZpzU9Gzpfk+OEuOuWNtm3NZLZTjpe+aEwRE/4YpUdYy87SHLOHYB3SMFBLgxzR25XLT1r52lsSpD5xOfCDMhzHhLDad7t3fnQf/gbdsJbOYed5VEXU4pAbiLjpXQvw77PP6++tPX10cHX6wD7OP/wCNXLYbcNJa99ZCsJeCtiLW6HkIRI1qLQnEfYDKw/c9JEL53Y9vsou68lMr+GN1g9u3LD1kbz2x/77Lkhc7V1OKhjcHFBcdc+Dp8+TL+y9Lcg70o+S+BRTG8OOTIqWaoe+PwNs1jMrBdAynjDvc3+7VAmVPkW6xgP6ZVWijkwWqhK8fvNH2bdpufVdKCvVskHJdzaTe46yKMlolABQVDc295mGtqJy6DYC9jw9v3PKAK8Cp2MVEMudR+kcjiYp4osQo/RQybZQbNQ+HIJKKqqBq+kTQRuYILAaGruxRxWwzpbM+VoJjmPBzSlBkvOijpLoqq6fivJ7Vdn1Rp9o1b83jCOICbuBszy+T6Oipv5TyX2iNQt3JQK2eb21p+clhL1Se5oV7Zf/49Av7QmLk9mlhwBOPCVHhxCtQ9NnrJ9yfKD+0Cmn89Nbv5L+5YtyjVzAZ23r7NP/a38P6oALN2x9ZPVqLmH2D59dOeXVN6uG335S5tDl523OI/uKpKxP2e7jumoYHi568F/ggCKhzq2Rqdn3RtC2pw4VqCjVDN9mGJVNBW2Tw77PdR1CbGiXcjXRE+/tbVq5kAHqREanXmSynHzbbgCL9FdKnmiGuy2lJYuKkiwbtY+4BvfnxS9/ya2/ygK3och+0FoTVgXkVSjC/z3H95txDzSGkwdPYsQR/hiTA8Ej/GnCSXisyJazyiXkGjGvxst6wfahGqlSwFTNuJhCPWGqHHs5XthnCopxTgpi/7ZYf/oOUDKI/ipkYLIkgYHEdPbUvYtXak+zf9XbQqo56H5igFhGwSyBqWJxhxCt2aqq7YlMZjSaPVwzlQc7bh98Pnn9MrmArg4hvgh8w3C4TLv0iea1uc9iPfcCww+kIjuNhMZgUz0v9GwKs0kUktaPag98o/hesGn4nTUVBjC/e5l2KasjFulKt0s5P3nV8g3nPnD3rdWZ4VIEZiy9ln2wPhcXqaWsSvDMyHd9K0VXBN4VcaMger0VN2mMt7TIaqPznfYsWVC435ZGSZGeA/4LOJNOB4GNXXo8EUf4Y0wWBPEQHkS5DIR57hPAbhqkpWtd7SJZSui/nTUDsP19OrkcgmK9jK1tl+jP9doTvhjMCBidT9Mg53sMCkozUxDs+qxDDcKOohIcTdukE8hQ5yGAGdljvOfQ8wAW6Q+UcBojB032nV7zW8QyMJD+dXayDzBlaJBP/p+bpp6zq2trxxMPfxFviVcQQrwOF3nMuWcz5YFUgK0NkCCF4Rl0vvCZ2hr2d14b9hBRIt13RyH4BtgrK1vRVjAP7IuJzN8rXqKVr21d2vO+D4vL162h9tBBAGQiMZzIZsMOzCSwxsorsGCUG6mI/9iTfYVSGwI8AlxAlLa5TbS6aPhN/UXatm6UxFwn6oGf6/8/CbgW6HKpP3B9XIjLHXGEP8bkQb5G+yBK92pFda0OKrrW0JIkmZOSK41B1HmUauCukrIUtlHopT8C/BjvhC/7TIHfjEMlip1J/R/PIkxeOM4UsomqzPTs8YQIWmW3T1wDfB54N/AWKsn08zTIlyOexoSEWEYP7mSgV26j2bnQpBWXQKZmKtVDg68C/4Q5sS9IhN/1GHtegO8VR/iND7NMCIZOn0fN3oMMNc5jf+e1vLn4orCHiBLhHwKWFkNcdXTf2R4o73QFU5uaAa4nWgJ/71dflODy7Jz/vTvSn/zycrdZ2iHMeQ4btbwoDx4Jxf7PUaVQ+gi/FXiKgkLP/Dbj7I8pwbeVALOyATAA/CeFAQDzsU9wjI8HOkaMUkCRMD8iFpXwrySnXxwPZB+iFbfygqqCqiQ5kN8op4FnUPZ6JuRHwFWU37kfOwTlLaw1ysGKGVVMYxiyw9Y5WlV212PS7veJrwLtKDnFI6hZpY8Bi4DAhF+IjkIpjGyfaJ1Y2OJbrtHCQw1NfPNHPb1ygRokdKjhW1S9rusxHnk0wJYeGGqsZ+peg8tPVoaV7zgxiKosvJRwkr0a1PtXzHOznsK2ZiqK6HtZV21GPb9RXr+m9rMTHDqlkUc+28meKxaPfvGhTV8zEcUaCpNA9wJrnZF9xzm6PUdbIpxzubB21w/4zjPPkpA6crHofPjE5ZH3V0wS8lQKK2VfSH6l+35gpQfZ9zWF2PMCo5WvZ8+CSy6GhWcXrFaL+2yfZzXvExljn30eI0ZlEbWyjp2UVso/eizQqJ2LdpIj6VmUZMbTQhDL2tMO9berN7mGIN9PP3LlI8O+jShybrMe2KJnMXLoExeiyP4vgd+jQV5Jg/wwinz8LOjONdm3+54rKYxaPpEQtvjW2mxVVV7VrKFptfz4z76WV/xIR2sL/Mrdorhux0BFg/Nw6HCALYHslCqyU/LHqJnaGvq+clUa9R4UYKipaCOwqaikye36GBL1m4M8xsUe3Gt7r8H6rRQRmRZSMqevlyvbb2bhrlycZvbvXvHabGW7lF3tUja3S5nQn10A4iVaxUv0iJfI6s9W4LeG/cyLet6lQJLu1vVP3XLg9b+ZL+/eyc6nf6nIPoCU8NQz8P0flu3wabyfq9xgPVfsys4l61CDADe4yuns2PMCPPhQ7n08dFj9fey473m7n2OMUcSEP8aJhtsibmcn+ZM5619Q2MH7J3iZqiAreDW+CRrkfFRyVy/u1SFLBomVkDstMyCmPV/ksaxIkh3/C0Umr6VB7h9d2iDfokGGcWpyK6rjdrzxjlDFt9ql7EpkMkuHps9ISyF4q6GRH7R9K20l7DrWXd0uZXW7lEJ/BtOqq8jjUvIHmukpU4yF3CwiL4Heg9d/aGPv1pWDg031SCEYbKpn720rBg/e9JE1br83O71G7v/Lay3HGS9YRfGsYzlRjyLRu1K0JFK0VGvLyMjVwe3Vc20FwUqFksj1ao4P8MdfXMKXF1bT/m4B0vM6ug5ANLnPG0BP7T+0ZWRKTSfqvixql1KgyOpzQEuHEO8rxfmHRZLu1ot/+dNtn961rf61x9O87DqEhKd/WbBoAAhHi/MhUdab8/F2J7J/F7bYlS8Rf+RRGB7JX3bKKTB9muvqJhwMtfYJgljDH+PEQ1+o4h4WLGccyxHnMKWxyBtPKFZTn0HJfq7J06r7OyhtBJZTeomSG+wuQlEdjeyQNEgVOOkTNcBh4AngMVQ+xDzgF8DnaJBPBd2pEB2mpGgpZfuECtSEcenxQzfJgn21kCrJ1L2bE80w0+XztG5Kya1G/34c9Qn0flwlJXo7u8TN7gI2ug+fYlsSWGLX5Sfp9qonkk7RMt/we91ydXa3y1GTAjpE2WqVlAuLnRIe8VIul2Thrp1c8s02Zvf1Wi/Yr9ql/D1r3Q4hbkLJp54Czsfm+BJ4UFkEknT3bP2bW5tOfivNNzd4zzzV1ZH56IdJnHP2aEFBiFZHReVb5NxzTNKbfA1/2GJXAfIROlxCGp9KwjmFkh4vpPXAJYYNMeGPMXHRV9ixhvZDNxM/E/kdBm7U/38n4T2QTwRYgyF7J+SVO1Gu5F2nR7U9KfluSpM7YE9SPgcVHTwMTEdJeOagHDEOA+8MGuUXoqMHU7KrbG8u9qQnIjTZd00OLBXpT4rlG/4bu2+dzT4xwFwAanmDoVPnZt+6cpGYd+8TsurNown9sKZxcX5x3W/hAGEXhXr8URvIJN1+1rh5FWD1/t3IO8BjKVo+5FzoQ+RH5VF6YBC9GF/lMQCssN8X8ZIaWC3ctZMr22+m5rhz0inv914JmNK3g8rGIiNJd/aBtmtEAulKfp2orkYufDebks/q8yp0rZmB94CtMBE3tx9nHtcaR8Kul4HFYsM+PZ8l5yBn+nT43GeUlGnKFPpROVF7gV9jlplKOuWECoxUAvEFiTExkSPqeRrnAk21H9QAYQW2KXtgsY7a9rtsMYWcpMc0Wi5mFJ2lNDkCUc6hVPr5WdjviYJJLgHlc+qZgvpN1n21yP4WSpcobJemvE1/zkJJei6hQS5CEbFZwJ+H3G9gKcwJgqJlTgYd9ygeZOsV32Sv+B7fYQrHmMFBBJKp+w8mTt68W1TnyD4oIrTNTwajybizrbrV57f4FXzKk0boaP8y3N8zU6K4FwkclWRo4ryUXBs53qOEbs/EXoBLvtnmRvYBVtnu4wc89m2SqpQSe9NzVArB7Fn+K4+MIP7rZVZpMm1J1nah2r4mvO9zGjWbsZ42IfW/A6P2m51yPp1S6Gj9GmAdbSJLm+ixVf81YfvoOVlwl9Pl4ZKLYYrNTub8c6G6Gg4dZj+dcpYm8mvxLso49gXTxiFiwh9joqJ0GucG2aU16AkaZDMLgXrRwznUcSnw/YIt6jAnH2UojsAmKO69zKL08EsIP3AoR3tg3ZM1FBLYSiCBug6no2YZdlK8jCeH/BklaxDxWxrkP9qWb9OfgTXB2o3HORBdMQFdekqJsI4/eRAvsQFlEZmfCJ1P+hsBLqGNGsfjanipLdcSL7i1VaY2wvotronFNhQQmhQtXVq68w7Uu/YDn/PywuiAOEl369PyvnVPy/san5b37T16wRn/wvg3LnA+E2uBgdm/8+SB39LRfa8iYZVwaFu746PXDB6fUlNAfk3QEfGdmog/jPoNfudqWVXfTP6goB4nWW8zBNiUI5JbYAxU/3g3baJV/+vRlriqP8gNJPKepYVnw5Ufzw123rtIn9Q8nrDtw3qP3XCiB0aMiG05Y0xUFNX5G1Fvk/hIoA/4qv7uE4GOU2yHkEFV5Y3ibmFJVm7A21Gn0mi0WXSWSkoTBuVr5/qExLKhg//QS190rGVFsxrC7FqT+3FJ8LtJPke+Jd7zLaTOLfNhTQV+fKN5mtS7FcZzWvjtBZpmhwsQ+rU5odskLesBFUF15gr5EZrNqJbr28AfeqznVTE7A3mzE7Un7fwZp6+5s6n6YH8pPeHLhbwbKBfQlbxq+YVSJFYJaRyrzENJef4VeL9hnbIPdFK0dCXPh6pMZv21M+6vv4I0P3qUbP9hBCqgU9B+2mYCmgjXd6zHXZZag4rmg3o/3PZpvTszPfZfhZLwSHJyMzVYaBNWxL/g9yw829WG82qP41joRUl97qZNWLaxcbVdjTjCH2OiIqzdX1AURuOOo5rFHLIlOI4J1nRl2Gi4JVm5EH+yX0rryyBQ10pFw69nbCL95USdlOzMZnkG4MjRKc6KSmfoz99V9rTKAxeyD3COXl5OFCNz8vKDtxPytcDAoRAcvfrUadluktlukj06z8CJMG2FSNK9AUYj9rPIOVjlSdOSdPck6c7qz1a97DrU+78SOGbtNEl3q8v6azC3BZZUYx2a7Dfd/A9MOdhf9kp5JUDBM9EhROuif7xjaSLry9evw9v1qCIObSlauta857b5J3/hgDjnn6X43CFZ1S5lArjeGfGfUq1kMBEwD2+5TxPekXTI5Ql4oYbC3BL7bHypBlESJWW6lNwgogpYRZs4XCAvOgERE/4YExXl0ji79/T5VO1H+jjl0LLu1cR4O/kNoURF5JzT/AOonAPLFtNbY9ogBQ2yinwSUc6olUR5+/dod6R1qITWSQUhIKFb05kzhuf9/PunKTlFn6gGPqdXu39MTq70cCt247W8JNCJuQUyp4AJu14MfpSwSEkXsOKnfDk9MiXfB9D1ZZ8iOPmvfq8Km8zBhfS7tVVebcct9j808W/WVpzNqEF9gTQpSffNwN8B30nR8iPbLs6gUI6x42l534UogusmybhCa9obAU5tu4eqAS+F0ZjDqknQiyNhV8NNVuVEtl3KHcBNen93Ea3OQ9nQLmXXxy+j34roz56l5C8u0fAgCDIQ9RvfHSF6n2u9k6UaRO3F3P/VoWYVTmjSH7v0xJi4KIVLjxP1BtuwBmD36F+WtaOfk4YbdqOSjdyiJnYXGfdS5Qrm39znYZMGivA74f07hlCSGFNwYCOqIJBbpKiU7jsZVNXaUkqVJMqveS7uv+8Y8DrqWrtOpRt3rCpi/hg4DXgnsAe4gAY54r3l+Ec3SeMz1kJqXAaA7baMDkhgidPjP0n3hpN2/mzVqW33ULP3IEON83jr4xcw994nZfUbR4QAxJzqbMOGhYk5i09z7rO3hVSzY39uLj1eWvHFdttNx3524P5eHUXNR74rRUs6SffFwE/08hmm356ipcvNkhQY6Nm6cuDgTR+pv0BcHeZFLpfrlh+MrkkdIlBbLYH/DXwD2NEu5XWlP8UiUeicExUSledVin1FRS+d2uGsLc8qO4Pqd8IGhhbj7QaXf8wTEDHhjxHDjnqXjm8aSsef0/Ar73V/f3k32G0c3Qcs5v3mtjWhz9MmLauj+85tTMfLoiKAF+JOTo7RIGv1PlqBvwZOBUaAtyh9RzKIv1f/88AC/HX7G1EJZ35e/LtpkJeFHdxpwn8cRbb+GfgSDfJA0O3HM8Yr4dc6fet9kuQGcWngXgptMCWwSS6gIGqbpNv0HmVStFQDdJM01kpoIeU6QNZynSA1QHpRkdP89sGsp7ZwY4qWu/SxLkYRfs/jpGhp7hDubUBmxtT03k3L65pv3DjVI5QwjPo9VoL8AGNXo2QIWOok/abf54Bl4/sb4P3tUr5RljOMijbROiKrtleLzKhZhG5nogywlG1lAJvMMkEFsJy2nWANakwWsyb00yln+diEwglu1xkn7caIYUdadlGvE5UETZyCUrrmJ+xaU6FrCV+8KSctUJF5txmJYhKSN2OOHOaqDOcPNg5SSKZVg2ydY5+4iELJxnT6xAYa5Go9UHkD5QzyJODUsZcCfh2ABN6Of7u2mwa5mj5xAP97d6m+VqaEUVfs76vLnLbo8KSTLmk8j7t85/lKn4gFWyVV637aCVA9anZsC3AF9gJgC4xJ0SbSYF8eKolYk32vqL4djeT/niaCtTWfStL9Kf3/1oA7g/n3NDo+81B1dLC++YaNfmzSnvRZRfnJvhfBVcmmhe1qkLb6iN7uK+OO7ANHsjPWz0wczSPmQsBxOfXINDH4BuoeBif+lvWmSsz9DpWReOcKWLqRfYV1hC/COJU20frY4zzyb7/g0mM6e2X6NPjDS/MkTye0XWdM+GPEcCI9SnJNhX6UZjHnPGMRZ0v24dUh+TY46ey8fX97/POndw+3sD97Km9LvMZF1T9j7bR1ry7w21gRWch3JJHAJuBJHc23Onfr+3pUZCyNSuRyk0eZVKK30CeepDDyGEoCUyIEJeVn6XsbdAZiHQbCYE2QCtvdPjpQzQ9+8t83r1gUcO8TDC2kzh0jlx4v+Gm0a4Ar5AKaA+7PRJLt+S5uz4RXHlEYD/cs7rbDfvikyzKv93Cv7dP13RlHGq3d7VJepuVHXtKNgsFLu5RdHcLTJSzdLktTmTV1ntjwn//Fyv5+qurqyJz5DjaPFsUqArViwLW9qmGojk6pVP0BKtlqCPJdeCpB9oPKaaI47dU88yzrf/IYeZULjh2HBx5U/7/w7Niu84Sd2ogRwxfuRblW5BHhfA//aq2RX4J7YZFADc55h5/t/6vBLzFHvMXHpzxENSPsHFrC+Yd/OUe8RIFg2OW8V+vzEfpfAhV130Yucc/Zj9cAR0drERTmQpjaigQqOmTvZP6AypN9ULroIGgkXL2GJhRReBxHgTbxdim2dl2wcd+rdZlsFva9Wpfp+qdzNq74/NOT2gauhdS5LaSE7V9pyb7dtztX5McLQUhCGCJhSiQcXR4hiTjoOzFA9L55AKX/FygJE6jk040UJgrb26MozmDFIKxTmGyX8jKAp+V9DJ0618towDWoomU+bi5hA6h53KKROk9s2PMiq/r71b3u76dqz4usSp0nNhS771cypwdZ/usQu2wk1yeUG5LgZPtIlAM89jj1uEiTshL+5SdkMEmITiDEGv4YMcqFiEnF4iW+943pX3z+i9P++kagcURW7W08tPd4n3z7WcAX5AL+VjveOLXAvcZj9IkB/JOgpB4cuP0Ov2SoUqDYZL9e/MvIW+uFm/7OYSMNsadzWdFmnFkzdtgeSbl29IaI8Dv19hlgc4qWyPfeIy8gC7xCOK2+F3pTtDQn6b4Rpc9+TO/LmoVMWMfRfv+twLqTdvys8bQv7cxO2f9GVQmi+v14S3skitgFkv9kZkxNP3vkO0fRg7aTdv5MNC/dRGK4gPe7avjt0DMEee2y1/ph8HezxIhF9u2oqyPzucOyKEXFslV3HPj2rD+rn5HIjVeOZmv5zOFvpbfNWa6q4IZ7ZqxnwQv9KLlnKfKxrHbXW9LTJjIBzqsAHd4hHKltTU9oxIQ/RoxxBvESVXJBvlWmeIn/i7J3/LI8SZyCWQts194rqMFBEO1wYVKwu6yplLBIvtXIF8M1JPAU8F6f9RYTnVBlaCiu4z5hUejE4V4QxyxLMEoCXDT8TgwBSz00+2WHh4Z/o3MgYS94ZVs8gJpl8nOqkilaEjbC7yR2Q8BSG9nPO87ZjbfIqa8cLPY93ISKpnsR+t7zp7JrzyCrvKyrJEiqE2K44SQOLr6IvvarkNNqUIXAtlN9UAWEhbdLj5Hkl3IA0CHMqc3t0sUhLQTEMlqXTLt721/UfWVqY9Ve9mYa+XL/1wb/bMb6n7635pmPEa7tDBJcGQZu1P9frJuP83heSbtRSOnQur/h8PCw8Rx72+WJ685j4YQf8cSIMd7gQvZrgY+hOu7v460FrgXWa9/7rHbtCUL2TXIjL210Kfz7rU6giuLlwofwJ/tpPRgy1XHYiIpEmVBFnxihT0j9WfRU/QmBttFBp7Mgjtv1C520rom8XV5jl4ykGWOyD6BJ/UYK62tcYRXOsq3rKhdK0XIZdoNgd+zV+7gT9dud/XwNjsJa9i/3f71VZBPFcVOUnOhun/UakzO5IjkDZusznJ2A99RAnRj11UdOrRb9Hz4bspKGbzxA8/XqkXlz8UU8n97GM/I+npH3yXYp53uQfbucsQnY1iHEhg4hDqBmL/NqGuhtQqOuzr1NNC0PBC1vkw1ix22zb+3/2pEvp6t+l5VnHOjp/YOax7ZGIPsEXF+iHNq2UHyE31Th2g1RrtXhsxdwb5W7aG6EE1y7byGO8MeIMU4hXuJS4DPA/0ARmC/IBdzt67UfHl5SoCi1BkqNIFPPAygTAj97uZxLhIK75Mrb3tSJWObjB7NdXoZOx4xJhAj/RIIm93eRb5oxAtzg5r3vsq2XZeEAamDQpdf3aivSGIjcOfOWMeWNSFJqO3rxnkXrbZ/nLq0bzCK/8SaHpBCz/+Opr4tjF7yDxJHjnPXBL1P7XC//8fN1DLzvTPsm6RQtrkm3mtSHJayRIsKWhn/ENmVRXQ0L383GMIm7YpmymG2dtqNxy+ybqU0cc16jNCrvoBjp11jD3SKzLfCMdP6+YO+eF2j6wb+A3aXnox8hfcH3S5OQPdERT03HiDF+8U6UjSDALwDLKs7LZi8s0j7e/qHsKMuEIDORT6BmQfwwWmkU2OTx273sTdU8y3pUBeZTWEWfeFK7O8VwRxCbSwth3W9Co5w67gDYTGHfW62XOwuAOQst+UkxwiTeGklw9ZtFk31Q75lJy28lcboS1pdHOACcfOSid3HsgncAkJ05jdc/84c0L9/MnAefchJ+L0SJTkdxiiH5rFzNeYJiXHo02d9y7bSdtXfNuZFq4RrwrsdcgG2iQOjBfb6ev1Ou1u5BdvnfI6j23cv9rnHh2a5Vh+eZTqBDFMoMx7qacjkRS3pixBinkAvYAMxGNXQnAynxEn9I6UqRA8yzyX96tGbfjkq7d0RFELJvhwBuzfu9faJ19FqogdYx1y2/jyrE1oeiLX0AbNFF22K4wzRNX7i80+COVSKHDVtV2ZLIOCLApGvPW67J/nbyCasfwasHttgkQpFmA4caS1YzrwY1e+HEJj3AcpXW/ecQ9wEMnzo374uRk5Xr4rT/2O/cn5HURURkv/bks3L15w7L6nYpxecOy+oIlpzrvl13a+2OOdeZyL6FiUz2LTQB2wtcuDrlajplNZ1S6M/LfPazFvM920ub2ECbyNAmpP53+B9OEQ/jIjPUg4BJiZjwx4gxjiEXcFgu4EfAX6Aa+Ju1fMSpBQZFjPojHCaP+OSR4Hxr0skGAdytib5FruzXwt3VaD1wvGCplyY1RgCbyzx0yi46ZTOdMqE/Sxl9d8tLGRf3z6HlX0e0Cqi1wDqdJByJFO7vvJZMbUmKr05FJX/m2dmORlHT7oO7pwf5LkDNy6/n7WzmE8p1supQQQzCi6AXvq3eGFO/9tZpOxpvnbGZRMmVm2MOU99UA+ykTRzQ/0xWvKZ7nNbtgykv69coYm/nu3WvvW5Mfg9TL2NCISb8MWKMMcRLtIqX6BEvkdWfN7msZvn6q9Cb8tqvtnntCy1PGQx7eMfftcDmvKi/Ol4zk5P0V6GS9nYSlFz9zvhNJBnACYHOgkFqBtjo6tJTfhRTyboU8PKgtw86ijmfRoogLm8uvoje2z/NYFM92lummAT96cBcYEm7lM0F0qm07CItm0nLhP7sAp4dmTczO/Pffsu8Ox8l0X+M2Q8+xfyNDwMga/IUUUaCrqO100KcaxpYUUF5VwH+ataXspOQ7EtyklQT6vU/K+DijPybCL2qoWCaGYRLXE/IfInHooZMRRAn7caIMYYw2AlK4MtyAZ16nWrgflQVza/LBR7RJ+8kW7ue1qqqG9StQVXqdT/XyTC1HByXYsl4nOglXdmk0m6SBVp0j8JPkwcqBOmwAAAgAElEQVT1Yg7wv4ErUeTgdZQl69dIyz1em3YIc1JwJaz7POw5IZdUbq/cHQXGhNwIkIvE1VD8ez5ACDK9esUlG+bd9dNVdq/9I+9/JzP/9TccvO4PjvTcvXoGtnoCbvvoEIGT7yVKZjTm+m25VmSFmBRt6hDqupoSzIMgTact4bbNpbaNwmZyfVsWuG00mGCw+fza142kP9MuJ6f1ckz4Y8QYQ/gUDHoW6AEWAv8NeBk4Vy7wkO2Y3WUK/eP7ApdhB9VwL0HZtOV7qbsPBCYvdiHpQDiEAspXuoKJu5rsuw3ANrWQGnPiUiy6SRYk1LWQWk29qEYVk3o/sB94GjgD9Z4cBM4jLfeZ9mvT8BcU9qpUZDdJ9zHcI8+lGECXgmjZ0btIXB2koF0QZIDrg17nmzYtb5v+fO8XxeBI3ZEPnJWe+W+/va/+jh/fCtzSLqVvLpOXLz6OQlBjGdXPg9mlCpQ8akrlTiY8pIR0di4Jkc3OS7xVvIqk06N+gRoA3In7NdkNnIXhWn7/h/DUM6573TgeBn7lQEz4Y8QYQ4iX8IrIvwKcgpoK/SdgrVzAm547NEf4c1V0+8TD+BfvcUMW1eGUikhMXHyPNO1YlT9VpKnCLj3dJHtw78wksCRspL+bpPO52N1Cyi9ZrizQZN+1SFVL/YP3ogj/fwLnkpZqmr9e7ARlZ0hatnntf4xdekjSHcYqMswgwJILBSVaEjgopToX4ThKdhCZmMp103/58t3Hzj8jMe/OR2leuingro1wHVwFuScdQvwY+APgjHYpX/E7kEeEP9suZeWlG0GKz7WVrLJ5MYPHflQdhaUEC+T0SknjK5nT+VL/18U9xxeTOSVRmjwEb8LfQ3QXucw/3MEjv3uNSzhBXHom5bRFjBgTCCbby165gGbXLfpcpjVzHvqm/e3V20Yl+6BIxEQh+xLlslOeWYc/Zh6rxtzb2aTxFqjnIzCBdSH7AJd2k3x4jEi/SX++EviR/v89o2Rf4d9RhN892doGTSTHMqIbxlUmDGkLG1E9mKJlvkjQeuqSnm0LN/5yanWdMtWRWTj0/Jx/Oem9bzUcO/+MUub7WQnSo9ffZdalCbijQwjrXtEhxBeBDwM77GTfZ6DwInCO20l0CNFa0ah+ob+8VXyOPNLfKbtoE8US/izKHSlq5vVU1Mztk70jjTsbq/YWDAaduOnQ1oPbj91Uf+20nbw8vxkRzSCqEEqSkwbuRbmn2eU8xeS5vPnp3/m6/0wqxEm7MWKMLUyJSO46/T53S0Gbs47f/qKS/VJAEs1FKAoE0ch+0F4qsm1fCeF1DmE7QtNzMVbPi5dv/yPAq8Dl1Isk9WI69eJ8YDUqSjc+pBneGA/PzyikpGveH6S3JqqzUggV6U9UwUnvfesiMTj8jVkPuWsfikBjhxAjHUJIHYXfTOH7Og24q0OIf+4Q4jngG8BvsJI0CWSxWujKrpCg8q5MXoNYJ4qtYp4gOtlHb7ueTtnVfKC3V/qPOZs2zbql/tDbZrJzzhKaq3t9BwghUY8aLOX3e0rCFxXztBuQyRVo0iEm/DFijCHkAlydBfRyN3hbCjYYnArcquhWHgLlIhTU138QFdmxBgqV0B8eIeeIZMKY2vbZsBbzNRlXhDICzL79adkPfAj4OfDPqPvxDKo/+zhp+VRlTrEojJf6FqMzDU0rXr6iqjabR9OqX31zes0rB6tO/vYPS31cQb7/uak2QTVwGYrwbQTe3y6l3e3Fz2LVi+M0dQjRU5b6C8r3fUR7vo/o6H6Y4nOm/ITnS3OCgVBPmzhw7JRpc4NE66clhpmVOFpqou8F674PR9zeGjjkBhCTnPTHkp4YMcYYmtwHJeT+loINsos+Ablp7nX6bz+U0tnDhHmo5N8gU9bL9G+xoniV6ErqUJKQQfLlS1aP55RQjRlaSHV1k7wQuJX8azMArJ3gDj6mSscWEfow8B7gTeBfgQVAM5CkXvyItPSyvizA+uVNG4788PWVI68er6p++7TMzMtP3rxma28oLa9238nTZ6docd1HipauJN1QGq12EJjebfvAsKBtGXn7SZzx0b9AjBQbcI4MP+ekYi1WrRkBcDEkiKTnNkl3zJp6t+JzbtVmN5OrvF4p1E8TYZ2eK4p5qCh/KfqtAqnZZEMc4Y8RY2LBXE3Qgrvsx/KaN2E3pa9W6QbrPIMwiHX0iQ2o5LFKOgBVo2YU7LMkS2iQCRpk83gg+xa0G88S8s91O4oc7MQRwdKDADfsDrm8rNC/q8C3X7v0LAJuR5H9d5GWn0C5cexGEavPhDnW+uVNGw517V81sv94FRJG9h+vOtS1f9X65U2BK27arDbzqnbq5V6oBJNOo2QwftLBgrZl7t2PMesRT5fTcmIAWNshxAa7/MdRCdW1PRyeVyfaTps3EnBKUNUeKV3V1bD1D0zF51S1WViMetYtSUupUMyMaTlmW4fxn111QymDVJO6lkpM+GPEmFgIovl3m+b2whDwMbwLAjmPt5ho08u/Rg1GgjhkNJHfCVcS8zS5H3ck34kWUl0tpJpbSCVQz8Fy3CUSxmqyOjHXSe7HzKUHFOlvIVXdQkroTyva+if6807SUpViTcsh4O/08qvDHOfID19fKY/l8255LMORH74ehriF0WdbFXWDvgfFYAiV7Lie/DYhDaxw+NcXtC0n/99UJUmhNWC1F026EG8iXnDOEqh66wg1+9+oCjElaJIURSleZrqngrDF59pGK4CXa+Y1CsEuF6oIH3Qq9azvRJdCeiKW9MSIMZFQKNdxk5iEjVJYyV2mjupVVMN6Cjl3hAtRvudh8TFK10inUSSmHNH/CdXw2+Q7fhFA47MxluTeF/WiFUVa7cTn9xxrWdqDUKRh5NXjrs+9abkBYfTZ4D0oj2qn6NzOcjZZTqG71iznxjaZ0d8BbwPSA+89894Zz+8Nas3oxEEYta4NUkTsuFO+0yHE3YZ1bwFWt0vZ1SFEnqxNACJTsgB0lAFZxrBdRpP7MDKhdRSXfOsFq42LMpgoh7xyPASgT9euQO6WqRMc4+ECx4gRIwwaZFdB9LlPtNInenwq7YbFcVSxr7cDM4AGGkY7ZKduPChKdW5WSXV7gnJGf9pnKqJEsIYYD0m5faJ15HfVB2SfkEdfq5W/OHreATdJjq0AV5Dp/gk1kAEssu8W5fwT6sUyvU4C+LRe/mKY3Ve/fZqrrMa03ABzkrE7TAMvmaIlgX90/LjHvi3UAtfgbqVbg8tsj47470FZOj6xd+vK01747bf+Y99fLxkEOPLRs/nPf/oCR993ps+hAZjXLmVzu5QJgnENNztVE+FO2JJtryBAu6IvaBr1ftsxgHl2M4rkypRw61sozAXFSEysdjGNup9OzChy/5MR1nNqWaZGkXSNW8SEP0aMiQxF9A+Qr9cuBa6iQU6nQb4D2IaKCP65/m5dCY8TBRks56H8wU+1/qyiQQr9bz5m0p9FTbHbv08DS8dcwtMnWrOI7dUyUy+AGdljzMwcrQd2dpOU9n+oex80Ajv2A5nwMEU5BbCFepECXkJ58A+h7BsDY+blJ28W0/N5pZhexczLTw5D0MKSPJOd4HCS7gfAUce5EFOB68nNakDhO1mLd/Q2j+wl6W5N0t0DfBQ1+/9J4JODZ56yaOB9Z04FGDytnkN/9F6GG07yOT0gf3AZaKDZIUTW4ZzjRbjX689ApHX41LmZdinno4pJOaVDtxk2C0/SVVQ4nHQHlHyn0CYy6gA9TadsplMmUIERt+tYz9i046XU/5fbue2WMu+/oogr7cY4MdAnrgE+D7wbeAvl7PF5GuTLY3pexUAltEaNtHthhAaZK1XeJz4APA78lAZ5cYlnESxIgrktSFQCbXBCrpKYt5Ef6RzEcgGqBLyLpbmt34MjYv/izHfyUt1ZoJLbvqcXNwLvD3gWUuv8xy1cnYXqH9yB9/M2gkqyfgL4Gmn5i7DHrbRLT8hKu27oRUVoi9pHipZmfT7OwlegK+Jqqc+NqFmWu5afd/WRPS9y68iI5z0ZraarybtTjuWHAfI1/K5ol1J0CP9qq5naGnr/4dPyriXfynv+dS6Adc8sMiQoR9XVtrw2IIsKuFqfB1FBFfvAdgB1zY2/H/XcTydfnj0ELKVTty/FVaMtFk6ZmfWbrqH4vARrX1YxrnINXhaPXssJjnHd+MeIURL0ia8C30U5eTyCShz9GLBoDM+qOCgCGZbsp1GRJz//72ddtgNo0J+ll4WoyPx8vF1hJLApNElX6y8jP6pXabK/jXzHnG22YmluKIhaDovRMdgUINVC6k9RcqugGNdynm6SG4AdOJyFRmqrvIrr9JKWU0jLuaTllVHIPsCarb2r2/Ydq27PStG271h1WLIPkKJldYqW6hQtQn967cMrz2BxihYBvGD4fgQ1UxOEMKXJnwWw4JSt+fnZjyL5rFw9MlLgDLXR8bed7G8JeK4Fxw5IuAsSd7NTqhieV4cUgsGmenpv/zRvLrko7/nvEOJh8hOChf63sV3K6jKQfbtzWpXjs57CWSxLkmWKym6kU84CbiD/2i91ENSxlO0MkpNLZYDteqbDzTUqDNTMjNrXWlRVdTdY186Se0aRaFW6QFvZECftxpjc6BMXAu3AL4EraZD79fI5uGtbJwqCyGoyqEF9fkS5TzxJLtI0iKpoaYez4zlDf/5Of66lMBpYGjTIy/TMhRV1A9VQF+d/r7YbqyjNegqftal6uemc9uKIyo0k8mQn67pJ4lzHA+OlWJgrdGTfbQBb+8t1Zw+897PPDVH4XA4yjn+TDwrurw2WF/j/RUUw7VHSfoI7xwySq0prj7D36+92JOleh7qGQf3sz0jS3YO8z5qBWWJz+nEjyGEdw9yObaohkAbQAwvrWI2ZGVMP7t20vO6N6z9kf+cGGpdv3tVxx9U9er9es4krCZdYGwRRr4PpHI+NSoQ6fds2r2et3LD3LVXAUtpG+59i+48dtIl1qJku076UM5JdTqUGX2HqX0yaPIdY0hNjcqNPPAD8IXAODfLXY306JYO/rEZNiXvLRpwFYuxooUHeT5+oBh5CzYj8GQ3y23pb+/Q0Pufih7SO7hshllEgl5DbSt4plwd9wtzINkj366Y1/AnkKMl9cs572D/dmmRBoqJaQZxe0sCachfd6ib558DfGr6+qIXU46ZiYN0kezCTEtlS/+AS8kmr8pZPT8ypdi2h8SMdltzjrhQtNzq27yEYidudomXUfclDujOAO7kMLPtxO3iHKFr+txF4EjXwsQ/4hoCl7dL9/utzHX3OGpdv3jX/jh8Hdhtql4b3MirayiCD7Ax4jrnZhUrWMvFCL+WV4DihZKA5iVMdcDjE9r10ehZ/mzCICX+MyYs+UYN6sZ8AHkNpQucBvwA+R4N8agzPrji4aLxtUGTILxreJ0Ywu2BkgJ8CpwHvRDl3XECDLHR7UOT/O0STCCq9qce5arLvNjDZOCFIfxTCr7ZrHUhM+8707PHEQGI6P67/IMernJMxgaCkUIo4la3ybjfJDuArwKPAa46v21ESOjfiYddOu6G3hVRzac5y/CCEjn+jJQ+yEdkwEVv79j2Gbd0sbvPIvMe2o4MCJ4Lo632gyJqC/dndRU67vRdYayL/Ec4j0y5ladUP0XT0A3iR9KCEXx3fLX/Auo5eOQLlQNB8rVKiF/Vb7TPHQaACZ7GGP0aMcY93oaQT7wHaUNr9l4CLgEfoE28bw3MrFm4FuCSwkQY5P6D0xavhexqVMDcPpT+/xJXsgyWXuc7lfJwYpFDrG8QRJ1RRo3EIk0uQt2Vog+z6/ts+dt39DVcOPPS2j9rJftgojUB16k59/M5ukq5WnxFhebu3tZD6U8e/X2Oexre0026QTFzZjh/uJdi9XAl5EfawxHGV3hbM8oR55Fvc9lIYuQ8q+7Gj2HsngPXtUnZpj/5NwOnkqs6O5nrYnH3CnqMTUewz/eDWXjsxiGoT7O5BJrvQoEUS3bAPdR1ByegqUe3ZjoPAnAofs5HwRRyVG9wkIfsQa/hjTG5YhH4WymbyHwHoE3egkjj/HPhfY3NqRSJYAS4/mAvENMjfL/J8DqIGW1YFS/usQ9iofNiiRuMNa3CXJKzRZLtAqmJF3rXcBfKva9hqlBbcSLVl9bme4mU/1r0+ZPg+rBZWApvKLUUaC2gCvpRgsgbrOS9G97xFF9Uy6bn3anIfRQtuTAbX+vqwDj1O1MOoo44pGm0lGJvO/xWCPX+7gSf1jECg2YNA6JRdtAnwlnEtKyCXbcLkUmSyES1EoaTHqmBuYSza0VJzTyt4YnrOosiHEpOJ7ENM+GNMblgN2W9Hyb7CNhThf1/lT6mEKD4RdTPunUm0CFf5EmPNA5OJAMPgrLvhSigcCNQD27pJYif96Ouqte7lmAqvB7bYj2uHaWCi/9/6XZZThonwB0keTKMGNCWXHJUCOoqcdx8jksEw5N16zotJHqwF7sZclGxXgH24JesHSQZf47JdKOjr7jejN3p99PqbyQ1C3WZSRlD1Dmaintlb9XInOd7ZIcQN7VIWV4lakX6Txax0I5eiTz65Zday62+svbuuigwSkU0IeRudcrVDpqMCPu4ENcyzJvW/cqk/JNEDFvZ9OK0+1+jrW0qr6vyBbFuBvWx69LgTBLGGP8bkRZ84H3gGeIAG+Snb8rOAXwG/oUGeNUZnNz6Q74ijyok3jG05cSE68juyK5b/mvmnXuqy6sTQ8Bvgk6jaiyJSzg5mHuVNdivQy2uy76xjYMHZ+TpxFCXxWa/34+epb9Tr2xJ+7dcsA2xuIVX258BmMVmgcw9L+pN0h0nitBJX76Z80VijDt8OZzIssNaUsGtHRC9+Owbxd1XrbZeyWR/rTpR9rReGgG+h6rP8Y7uUV3lp/U+pYvenR4ok/WYtf0FiqFiG8XmTDYK8734L/DuSI4BF/lXd6bD5Hpa3fTnqu0CuEnrU53gQ2IojfyOPdJeW9INqd+/FXf+fX/NgnCOO8MeYXMh3j9mnl77DsZbTZvLEhSL344Y0a7KfH2HbtXU+VyzfzfxTL2EcuvSYnGcCbOoVsW0C7iK/ja7HW/M9QvFtelM3yVbH+a/DTLb8OtUZwDe7SU5rIfVX3SQ9CylhuCb6GrtFiauAVXpmotzPg5dXfdgO3zTb0a/3aT3nj6C82MudWFlW60E9IOrqEOIwuah7GPiRfftMwzr8yT6ombWb9f/P1p/G6/BahkupF61FOkOZZ0naxFdRye0AyIb8De8cuIGlh+6010bIkf3HgFwhtCYE2/kNkneGtp6uRZHpTZTnmbNqD7hhGNV+mdoUe0Td612/wmMfUVCP+VrUEO39HxPESbsxJg/6CoqbnI6KJpxDn7hKr1MNfE5vcf8YnGUMb7iTql1bz5LbqJbbEPpzPJF9+zPXhJLGBEmE9SuE5UbevTqy4QDHDIKd3SQftv1dCjL4FcAi5YsxD1yy3SQf7iY50k1S6s8N+MsSKpHAHSVp1QS3JM4BYKVVvAu4HvgglXEz8S3KpisJOxO/t9kSgoPArQgYqOdhsf4XFv3kz7KEuR9WovmQ/jReB/3ArjN9HwiKrBYkR+vlL6AiyfcC93732DV899g17Bk+G4BBOcrdG7H/xn9HDfXzT7aGX0SuM9Oofev7I25vRxr1G4NAYG4XeumU8wNG0ivtmz9hfPrjCH+MyQQ3UmANar9Ln3DaTAZPfIpRKZSSVFUCxUR911Ko4S8G00u0H4BLu0lu0AS9FIV7nNfIZMtXBVzq+DtIpDGQRMAlF8GS1gSZmQmdtGpCipYunUTrJY8pRXGioGjUtpuuEh1N6t1kEn4F5Jww6bcFsLVdytoOIcIURaJdylmORX4yMzssqdB+/fdaDIm1eofla4c65f3YglDXLuN/AE2Pz/sAAN87/sfWV3tRM2fqGT5i2J9puT/2ar16JA9gB+YRXLNv4qNhiwZ6tVdhno0wx5sQiAl/jMkEU2MsydlMHkXpkb9ktJmMMZYoGakqJwx6cjuCEIMLqXwbfAxFcILM7t6Cmjpfi1nDHxi2WY9yFAHyTeA25CJY18GamXFNWtaImrTqCjdXHIdG3o+YlLKAkRWx35Gk+0IKazbM8DhOfZJuKzKbBtZ46Pq9yNj0DiGew1xZ1xVad2/35Q9zPX4DLETlelmuQjeQP+gEYJEalhfXDrk75myhTeASvV57bvWzWz9Q8+T0/zfyDnYPXQq55y1nrDATd3I/M9IZDqCupVe+SD/BZVnW9SomYLDdNbJfmERrDd6PYCb2w6jrX0q50oSxDY4lPTEmE0yN8V4a5O/TIKfTIOtpkDfRIA9U9MxiBIVJ6jDmjWo3yQ3dJDPdJCUqCujViXkSAy1TWUX4NngQb29ut9oMlnRgI+EcOBIw6hK0DL+6Af5YR3FRa6/8hSDOUl65CJCbmXGFlowUyDGKtmzUcPjsByGtuyjOj90NAhXJt55vayAQlIDXA9s9ZD5r8b6P56AkLUMe6zhh2UwGvW52LERdw+9bC9qlvOzMap63diSA99TAJ+pK0g55zQjmQW6j6445Nz0BcPvAzRJEL7BCbqMLO+F+HwVhA1kNmfeJsAGtLPA4sBzvGbM6gj13Q6iBYiOF9zyMW8wVBUsU2b+L/OcygbpddZifgxq9P9PxJe7PnimgsHuiJOxC7NITYwKgwLUF1krZXviS9ZldNEL60/siqltFDH8Evt8VhI2gB4EElnjJQ7pJelU5tjCCisjn1zKAL6KIkRO7UZ1gQQKxjm6HdnlpIZXXcfo4C5UbksIIcWCXnm6SQZxxZAupMQmEeVSyNSGIc81Ywav6rt+7ZN2ncrpR2XG0XcpcPLzetR9R1arTRTqYtQnTMyjplAnHunUoqdFU4DQ6bUGqNkf1buXSo2LbMyH7Pli+ZGt628+XHyU321ju6zmIiv7PQ0n26vB+Pk12y27It8BsE0GrVLvBrR2xYHJHW4Oakb2FXMDEugdelqjjCjHhjzGu4eLaApY1mZn0F1OMyhe2SJyxDH0poe3Z8gnwtonhCjBZEJCgW/AljXqWwA/pFlLzHdt5WVtmgOudAw0Ph5sg6MWmbQ9ImsuFNEqSF9YNCYBukkFIgtEWtNwIadVpIQxpqiRkihbjO9AhxHgiHrJd2sh2vYd1ZjrfOjM0Qthy0iZuQbnl3EOnbHV853n9emqbOONTPVIu0OQ037O/lD77Gb2vfNJr/p3FQA26VA2CYp4fi9S7BwdNxL1QjmWH97bjBLGGP0ZFIETH1aiX7F3AAVQk8mtStvtN3YZLiixf8afo51QEXLyYm4AtYpma8i3lsWJ4IgypCqLzzeLf6bolu63DTAqrcNehFyOjcWrbgyTwlsIe1A3zyBF2o+a+CJvUkknHIs5SRUmOTqDOu1LJvUHh9w7sxkUnP0Zwnms5jQPciOYgMENH/+3E+Rb9vZu5hLH9OFpVy9rzOsH+uzpt/WJpyXiiYGZCoRzJzUpu1iaeLGIf6h3PVT7ODw56E3avdrQs/X+pEWv4JwiE6GgVoqNHiI6s/gxjhTamEKLjT1G6zHcBP0IRkzbg9gCbj0fXlkqeU2DNZ4yyImhVX0/S2E2yVUeag7S9blEsv2fM7dko9rm079Mtx8INpbD0c8I50KkF7rZboOr/306+/ny7Xu7lFpIGVpSisq9tVjLPqjVAm+2nb3fDXlReQTmud1QM4T9wuqsSJxIAbu+rOResWBTacqZR/WE9tudVe/IvBF6iU/7MZU+ug34JrPj927nnjMVe7VCU9sCk2S+8JioSXq4ZHIFqi8LkE9nzmHJR+E7ZRadsplMm9Kffu+933cark9woYsI/AWDoQHZq8i/1vwOmDsVlsPCwEB0jersRITo2lPHcBfDX+s+rpWy/AjgfeAO4QYiOhT67KF/jGx2VPKfxOOA5EeGVFJrF1qGYSKNNWhNUe+rWPgd5xpzPRimey0YYTeD1I5jVqPc7iqd6WFizGlbbt55Cm9Mavdx0HdItpOaXguxrRBqkazngJoKTpUFypG48yXqWmqSNesDbU904PZT1ZkQ4r+MgKnE9L+n6aXkfSbp7knRnk3SP/O3mzzQOTqtxbltIoOtFK/XiAPVC6n8HtP7fG3aiqeCcDasBvqT/39TuuD7Le2sbueeMxSq5d4Ex2hylPbgNx0D/6FAty3ZtnSEEud+syP42gnPLKAODJuDVEOsLVBu9y1GRt5U20UObyOpPv3vnd93GlZOcG2LCPzFgmkqyj/Lrge1O0m8YLFxKroOoAlaVkfRfgCqA9f+kbE8BSNn+GvCU/v45nxmL8ejaUslzGo8DnhMOOil0I/mRrn4Uqb0OdT8agXUeRbdK4aseJMIubAWrTNsMoGQVQeHsmP1qBzQSfhbqWMj1LdSiioVJzIOpepSrjRvujXhcEyIP0lO0rAaW4B/BTAPLNLGupF+/HzJeZB/dF428EvVWB8YghbNyAniyXcrmdikT7VI2Py3vA0VQrf6x6rGrLhLf/uanxYFT50lpjwzbK+zWjxJb+/NWD2wPRPrzt3HDVNQ7erfhe9d3umlg72K5gGYPsm/a1gQJbNSFuFYcGZqRzkpBz6EmVjx0O9ufv6ke2GIj/X5OWM59Q+4+hSH/5xDOyUnV82gTqk3M6fHzZuF8SL9f/z7mTnJ+iJN2JwCE6AiTzNUrZXuzbdsegun1MqjKjkbdaRRdqhAdNwB3At1Stl9t289d5Ec2BoFlbvsr1rVFb1+QdV+M80sxLj1h8hlcNPxgJS3HGv4xhyEhdgCXSH/EhNe8pFnbMYNGSDe2kFpt0rXrQYHdecILi/U2Pfi3KYE84k+/fx8L//JX1O4/xsCp09nzf97FK1edFuBUIsHkH368hVTJipZ5tLl5bbMfknSbkozzHHAiJvt64Tng3IjbbtSDlgLYn5vfNP+Ikd5QpD+oN7/lwBWzfBgAACAASURBVJIrTGXD0KlzM3v2bU6Q08D7JbC6uw2ZE3shTHKvd/LpHXTK5Xq9QjMKBWuZ9XvMWvT8fQR9Xhbb9yUEPRifbZo9XIj8MKy3C5v7E8WpqhfD8wGk6ZTzXZYrtImHcc892U2nvCzkeVQcMeGfAAhB2kFbAqKmAoMWx7DgTP6y207tQvnzTjV870rChej4AkrSs0HK9s/oZaaOLC1lu/ll84HLwGAXcI3hWMYBRjmh8xnu0cf/EWoGpAG4S8r2G123GU8uPfUuHU96fDsTlBMe5LfA7aUIS8uCAURAlx+ATAsp3040QCEx0L8pwMBlCFhK/iC7AKffv4/3/M/nqT6WC8SOTK/iqb8/pxyk348wLi6VpCe0s5gBHkQ+zwEngp2nCceBQ6h791DIbTPAI8BZGIIg9ufmrZ376Lv5eeRAsNSYdilFQGcfq/9zdbKSQvBMNtSEjrvbUL0nsZWkXRNZC+FB+O+4i759+zllyhQOfuJy6s5dmNf3KlcYBX+3GW+HGRMKnIOEwPhMSkmiTO48XiiHQcBiTz2/miVYiZo1yACb6ZSrxTKmoew7rwP+G6rNeRRok9vGx4x8LOmZGAgzVXQQFTEOS/ahsDGwvJCbUMVYnCNp+/empDSrPLc9eu017R4JBunSKo99TqXCia9R8xnkNrrkNprlNhL6cyzJfuE0aLgp7MkGo3yjm2RPN8lsN8kDOlHXS9JhSQfcUEySdiBttya7fu2Mdf5enZdEdcA78XmfF/7lr/LIPkD1sQwL//JXPqcRGsOojtgLJWsLNKkvKNAVkuy3Yk6UFEm6H7b9bZJo9KMIkR9GUBrtaSiybIXeBz22GQAWp2gRKVoEanb4gzjaBkcBrtHnZs7i02i4/Ryqm6Zb9LEXs6QrTIKmldTp+owONXrlbbsiiqQyDLkr+G17XoDOv4Z9+2kAxPAw9d//AVP3vJC3mtUmeOeLWDp19T6GIfumxGu/67EW7+em1CiHG5h3W9ApV9Mpq+mUQn9aM1o/AL6B4tUPo97fJcDDejAw5ohtOScApGzvEqLD5L1th0Wqo9xXUylqC37HNtlSHdeffprfQHBE8a1zyhDNmq7Sia+u+QxCdNyDGpz8EbCnwucUBhWxI+0m+efA3xq+vqiF1OOlOlYJ4GWlaC0PMpC1nmXTe9jUTbLVFoUOamsYKIRqkyZ5wd6pb6MwAGB5wgea0q/d787vTMuLwCEtRfKSQZW0LdDkPtI7Yavz4TVYu9S27jpgOg5P9BQtXfp7P/nXcaAF+A5wMvB3tu+GgSmO9dPAGoeEMUjbkGdJOWfxacxZfNoAsOIl8SAodyUnhoF7O4To8fkNdjSiiFZeRDtTW8P+zmtD7MYzL8v0DgRxKLJjjXM/P3oUOTKS/w4Nj8Ajj8LCs9WA4JFH4dBhmmbPgksuVssdaNSR6FsJL7HJAksNUW6Tf736zTm7S9PsXhA74rFGk5YmHdR/zyOYbecM4ONyGz8AEMuoBV5ESXc/iJrRH1OM9wsfIwe/l1a9pN7Wc8XsPwgaId8VCPhf+ru3Wcs9ts96Wde5RPEtVBFtRqPS02xWs/yMY/lTju/HKyrlGDRLfz6KSqi0/ztg2KYk6Ca5QSe8Skfiq3O9Vi3RMZWNj/I+OZ9rJ0bdaFpIXUawpNsBPcvQ45FMDMESP9fqY3cBy8iPTqYJ+ZsHTnWXzZuWF4H6ABKorM/1qSQCJeFqjf+d2BJOUdH6GcCOJN0jKGmLH2bqf0N6/bfp5VPJWUdaMxWLU7TMt46fpFsm6ZaYB72jbUMLqa7fcub2o9RmJHCU2sxvOXO7fp7W4R4UUsmW4WQie9tlvv3l0KlzM723f5o3F18UdB9pvAopKhmj2zuwNJTEsXN0P6OzQYcPu6966LAi+w8+pP7fWvbgQ2q5A5JoZH8AuM5JbB/+p0s2pP9q3khmbWLn61+vn/bZW/+2n7zZK9vgVrkQzdcRcPVPmRsMMHE4p0ANWOx2qX5JvZdaZB9AbmMA+Ln+8/RynWgYxBr+cQxDNNsEKWV7IqTevxwwjeAlqkPxS7AZQEV6rsCRpFuG3/YAcE2A4l8lgVs+g15+OWo68KdStl9ciXMB3BPBvCIY5axAaUM3yb8HPgt8oIXUk6Xab4DjbkCRCyc2apceaz2THtZKGAyTFBcWxkqw+vwtbWkWFfF1jc5GSShuIeX5fYi8AiCwht86LytRsZx2jkOoa2aNOLLAbfZ7XwmUIQk3KEwDVWeSsOVQEyRZcnRbrwrli8TVQWawg2AAWKEJ/ygMxzYhbQ1qxgJ6NqOgnZ2twyCHXAYEs2fBZ4t/SlUFWhey/6HnHl81bTjXTR6fUsNPz/3gxss+9Uiwo1Ze218uKHOTgBV1xTKeAhYBF8ltjPnMdCzpGYfoJtl6/Ehi/b2ZbH16bw1da9/OE/f4Bu6zOqJ+kLGdNjMdVxCsg6gln3RZNQduoHSR5CFUx/BHqOJfN5Zov35wy2ew/13y0KYRbaKVQbbwS2rpBY7QxDR28F3xZxxiBWnpJi3yns4tHazZmkMl3q8fVnost3dsXja55e7UmjSxLiDumpiuBs8E4XqUheVmYKVt+yhVXp2wJD2BYJF6H5ce0UJqtE3xkeUUC2eEOQGs0tV8K0n6jxBtxrJYmAi3s90Nar3obBu8ZD+hnz9rdCkTVYhsBqEJq53sdwiVYLkIqqQgm77xw/17t90yE7M7zyD++R6lhQq8jEpgPvkJ+nf9kGwmkzu/KdVKuvO9lPsu3AYBITBMrg9cR5vYgS0AtOg3z660k32AacNDLPrNs7l20T94VE75rMl9qxyoQkX6L8QRlHQOAsQyLkaR/V8BT1To/DwxUaZXThhY0cNpM7P1IgHzm4f49JZePnDtQb9NLe1sPZPzvl6K6giDIk1+kRUrjPhJKdunonR1QYt/lQqmfAbr77KbU48iyzp+QC3PoZr7U4EaBIf4feAn1ItCm5R0QZXIQn/q0sCS9FSa8JvIqnP5eCh6Vk+ugqwb/M6xzrG9nzd3kMRJr+JkrnjlqtN46NmPcv+BK3no2Y+6ufMIhxxpLCrKmgaC5cKMCh/PD85r7vdsjbYNDkmMlyTQ7fnL4vHcCWBgzjy+tmeEjhflwFdflG5kfxX6/RWSxPztP6lbJK7elKKlCiUzcUpylgW1V46CDiFaO4To6RBCfnO2kHs+KSSOBPfzzqXuk58gYUX0Z8+CKz+udPrWMidMywPidv3pNGTYQZvIzjv8hmu7OPfwm1UAqfPEhr/fwI6OdTR9cwNizwuu8pdyyWfTdMpZlK+yrxtqUXIpo4e/WMZc1CyYBFbKbRU9PyMmIzEcFxCiY0PEarYFUZBpMySt6141rW9ycigXxvLBnUnwgiG1wJPa9/q9qEbfWfzrHr3uH5X4PF1xQ8uz7wBoueLF1fSJHvpGG4hT9OdrlTgPfaRGXkNR62uAy1Fpe2cCKg/kFtft0rKLtGwmLRP6sxydo9V9PddNcrib5OvdJHd0kzzDayOXitLuZFhVyOyhXmT1p7WeKcHVuXxcWKyhBoomR4kg5zi6va2CrhvB8o16akJ+TYBjRkETalbiMJWcBcuh0lVsy9Uv9xKt+vFMk9uO2zFStCRStDTbibNjewBO2vkzzm6+lQsS14jMjKnrUVJOK5gA8G/4FEWrfWs0EObmZGUaqK3qEKJnkbiaFC3zLach/f9lJfvkSLWX/p6FZyuJTvta9Wkl5V5ysYr222FF/4uAZaHr6tJnmvZ5Y9ZJmQ4hWve8yK2HD6vZIdtvct6PMMW+gmIAuJc2cYDKS+Ccxxv9vWIZNcD9wBkoS86fVvjcjIgJfxmgyf1oZIEQ1WyldI+CzGt0lZn7FQ2JCi9SPxbaUvux7RFmL9gbnDFLltUk9HDrp/5ELl/89EqAZ15ogP/P3rvH11XVef/vdXJpkzRtoadFoE3SUQEZW1HQZ0ZFkQoqttFxCNKmXBooAmXsML95Hh8TIcQxdcbxGWWGQqGQSqWpTni8hI4KWlEExgsgtDz1bpO0UKCnpW2akybNOev3x9r7nL33WWtfziVJIZ/XK6+TnOyz9zr7stZnfdfn+/naUQFF+s+1Ntd0/SXCkEXsTsat8j6Zg9ZvE0GsbKSAx4GfAo+inp9mYEcPjdrVGCE6Vpy/8kDX+t0767+Relqs372z/vyVB7pySL+/tagpQn3cE0lvZWInvk7k9BdWW8NGiescn1mHmuw5gwgJoEWj+V/htB0lt+poKVDLBMhQU6kYooU+qx7GuByyRPutQxG7qIjhttg0WS/6OdSswzF2nLTlZ9RfdzfT+hMIKSkbGomjiGcrYGfWxlB2n2HhfRb8Jmr1wEaLhPsidCAhGDnBPNt9JywWvVVF+3XR/wJQTcRn91hFJU+fcc6GigpuNzkK4bwenZnV4WLd2wnUGOFnvT3eqBMtCFRf+AFgo+ziixPcJhemCH9p4KcF9sXBFyq0EfsDA1pXy6iRxn6Cl+YHMRTWiHiskkDK9m4p2xukbI9J2S6kbBeY22Z3OPOsV28E/SXr9RRKAGtg+BpQu+6z23nPO/ew4LTD/KnvZLb98AyA6n0vz/hnwPaK+24p2qHFPP431Uj2An0ob4/9HOPXHEd1yhNWTKuJ3o820Xt+E72faKL3YtR17EWt8Dync9C5YFXi9tUb+qfNbRglZknhVm/on3bBqoSX4Bh1xJZOW+d8Mx2H/MUiv3cyOZ4JVx/gSCgOOwgOWJ/pIjsJco4LObkKjmPY28cJX+1yos/ZKBGsb6WERx79ENi1RsaH9EeRRkU5n/a1ygeZAIoVBdc61PhEyF1k/PS2rZQlc4JY9jGeRckb/4oAbXb1dNj97QaW794CueNhELkMrG9hO8N9hG31t9Ah2rmt/hY6tlwnTnvY73MGaIN5UfX3jui//PubWL/orUWPnPtCgkrYferHTx4/rr+fMt/JKetRpP9KcnPYomAQFfxZSzhb4nHDntR8iRrDm4FvY1oln0BMEf7SIKwWOAdbPnN67NiQm28fGxJ0t56m2zxqsuQyApZIMXewExnZtzEImYjLfksuJTEPevYAMFHJsuuw4ud1px9GCPjS534IwKXXXcayK5dz3keuW4CKqt4vZfuOErUjF/8hu3gv/x9zOMbDwH3At5jOcYaAS0jIpwL2kBccGta09RpIoJroHSIbUbTvwzJUQuUdAE3t++LTa9y3wfQaycp/2esakKRh0JWCemtf7zA0wyWfsSYHK8kvYlWsKJcuohrK0tHz+dsxE/ZqYLM92bFeN0c4hvd4d1L8pf0oqAQaUFVhjZAS0mnBD7Z/hE3dmXG7kAJoodFL002o/KMwKGa/HDR5qLej/L00dUeUw7jIeOWAMSetDthHiD45JuAjF0NDsp+Nv1jNPT+/dlum0FSbSJ+zONR9FpSPsO4jbKt+F09RhrS8TyWnse9iK0cgCrQBujD6e42ZokTltN2Iep6iFCfTIUHI51IAH3rqx2uAewJyCuwiaFko0r+K/HNxbA41rkUzgzCUruYTB/9vDMWxfgOskF0lW6nLG1OEvzQIqwV2QYiOFY93z+Hu1fXs76sknYb9fZXcvbpe59KTsIq7RHlwbkU9bOOBYucWjAHXWxEXr3xAdx87HSImKlk2M5gMvDALgMs//jzfuKuHM9+Y4JHH3kg6LVKozuu6ErXBjEc4ysuMAa8C30PF+huARuKi6H2DR8OakdPc+U9nPRzC+/4Tht1eDxBfoA8a1cZTOMlqgPd70PKwjhzkQ16LdW5XgXLksb32iZZQbE9igqK+ZcDXLA39FvLTtL+Kau9S8pssFBO1wJJ521+WALV/OMol5/yIBQ/uBeD4iODf7/kHLr/2u06yb2NcErYt0j/eEBj6wvc9+zPu/dcb+U7bZVuGO6bvD/Aj18Gl4Q6oeBvKceXjy7JSlprUMKv/dN8ncfQvH1tK7TveznH8x6KgVfK683g6Z1Zl/R01mTtHx27Q3w+iVhpTUsKYLOORkSXsT81BSuwfgTpP9qpNNfmvniVREXOnXNa0rxSwx/q9JkROgXpeHBMxVJ+TbzVee9Jd6HOYIniSlCIEvxqTZTS9+k2eGnuX/VYD8DXRwjccP5Mi2j9F+EsD05Js0FLtOkA8sXUOaxYu4vKyc1mzcJGO7CeBtRb5DbOUbj+8lzB+g22MaB1QgtwHME3W8eEqa4ITxhJuGHcp+1es11Mgqz++oavvewCnnXksrBwhKjKDSesXlzCUVGL5T37s//HcjzYw0veF5L5n/8+VUra3jVctgAzi4lyUO8OrwFkk5EeBM1EDzRrg73w+nS+0cppX7xu4GE++Sw+Nd9ob9NBYTcCq2Ugypu28rYwzOxq0buctZ4mxKveuxqrK2Pm5s8K0P3M9HTKYfOzgiiFr6bde78c9gYoa8Q1rhVhBft/VHtgXW1KoyeBwxIIH93Lmht0CoOLwcWr2DnPezTs45YEX5J2r6nli+zmmj45nwnaYwmo6FOJkNB3P/fm+Z3/GTd+5m3mHEsSAqtGROD5FiBrpWbHqvhv2f25OrbxNCHmbEPJccdntddduyCTlvvCFy9Opaq1MNdT9e947tLp1m/hmsOwjVLS3sods4ScnwlgKD8TMj2ukia9dDKyiQo1zGv29kqt0ypl0yg/RKctjL8n+ipfGuH94FdViGCHI/HhQTX5BNuW0poplddMpG+iUMdTqpdPhzh6HryRL+F8OkVOQtu4Tb6CnEN29bYVZCMqA2SG28e3zhtLVXHnofr4/utT5dhXKwMD58z/yb2rxMOXDXwJI2X6TEB2QLYKTAjZI2R4UtfEbDBM4Sjw7ClFpe00P7O5hvCNrAtWpBh1XZdvDtZ73Y1iyAwd5D0MYqoDPCNGxmWwRIqbPSDV1Hfyb1IyTiAkBu59RzXrP5QfP7aFxhTcxsQhoRWn4K7Z+ZzEA6z67nbrTD3PwUNVg/OTh6zm1JC43YfC31uvXSEg1IUrIUeLi31CePZeRX4KfH7TXbmxAG1S8oYfGt6HqSrzTZ58pgOkz0mulZIvBUsI+bl1I73cTnOTATwYThGIEWrahAgiTtQ9PX7ar94pb69vue2vNTo6mavr/M9aIEJNCGsjZX/49v/4Xlf996iMqtad8OMW5/7JLPvF84zALt1fz3mVQ7upeS1Fzwohemj7USM/DuLXKwwTLXUZQ+S75nGtBttgZAFf+cCteH3aykdacAlcnb/5pV90NG6fFjrsWtONz7/vx6rn3/XhVu5TdrGyi44o7nN7tYWsPyHMWc/SjH440+axrl7K7Q3UOLq94b4EuDVrTiC1letIfWbLRLmU3bQKUI5Hz5hrdOHTN5uuO3LuOFh5YVXXfgX+fuZbUG5LxgVQdNeIoNbHAxcSoK2/9dBoKJirpTe65aROLgXcDfwZuATYueivVPknDMaLJDMNAovq/1YTjPybk03cOHktXUimO1w6k6mgd7GTrsRzjq37ZRUMB7SoZJutgccLDIvdRl2VNxUdSOMg+QJ5VZ0cJ/4DYRXQiFdPRYLrPce3KpNvITo68sGUHUQsELXb8HqusTnHsaBm/f3JG7Nylhzn8SjlPbD0ZgHd94lAFmsGrUFiTMlDErHbrdxaz9TuL08BdISZ/pUE8UyDFPodv8WxhR2QDK73lAe21K68z8pcFwHnAC8CvgbdrttkAKpG2RzRmitdojps5/p5L54cl+E5koqZWdH+inSFWMfHSGCOkJHb+rEe73lz1u2lSQoU4HkvJMsrF5JC1/vS77+bYKdOZ9f+OcMbdf868X/3SsRiwmt3PK2L4zovSVNfGEEIFWrrGN5m9l6YPOf92Vox934M/48ovbCX+wgESp89h8+eW89il54O6N/vJv5Caa0IaP+Srt/di3Wm3ftNL9m24+nKLbHcDdIhQN8Yh4I0fW8qHyS0AaKoSDNbz7zxeWEjZ3n2duPuq09h3sWbnketOWFiHRl56bfV9a66pvo8D6TnMjA3Gpwk1yWoo79dp+IuBesvScm3YyrFkE1HvpjMzeXGOJ17YlceLCfWMqnvgk2T74gSl75cPTv/iSIOVvK8bb8Y1KBAVQpboTppCLiwJjh1hOICKENqRigQqyh00kB9HdW75zGxfBLTZvx4MStmeSccJmFz4dbRO7AD+EseKB/Ck9RoUrZFStsestkQp657Bqn8fYNOn66iYlmbRRUfY/Uw1r75YyfuvSrDma/0A0lnR8zWJrCWld6C8loTssnT7XwdWAN8iIf9Ws5e84dDwZ44vqss49Z7FzG7OIeCpJnpdAQlL2+9aNXNWQHW4x3grAa+2fjdNCMLC3pffADeZIFGT7TDPii2JKsqAOTg2I10ROx6bHstKdaX0MfUeZ1TtTVL37Rd5y//5AxVHxzLvJ0+dnqreOTypA2GN9Kx4f89jX1/zD/fEpg9nI+/Hqiq54yufskl/M/AARUjqvfdfb2TeIa1iLidC3EhP+h2xTwph5hWyXcqcfrZDiCAishO4oF1KZRtsVXbd8Tx1P3qU9OAgZbNmKu24JtrcHIHQamFX7MXR97RLmV/QRunYJ8mTAKg+YlXgOWoTtajgSxUqsXo+jiAk5r63VP1lgk4519PG/ZSW9EtL8gSARfxdq0bjHRSIginCP06w7b3wJ/MjwL1kSzbDxHQMg6gqtPZNvG0xz157IY9Om8VhDjOL7SxhJ4uHyTrgBLUzJWV7ZiC1zod3WdMP/WSlTHeg3AlCn5tvpJ7m5z0n8e11b+CF305n5twx3n/VAZra91FeKQH6m+htCLu/ExJx0Ye+400D/wWcgdLxjwLvJSF/VewmWKQ/00HO/fyZv5t7yxk6e7X1TjLvhIf4p4EhlIThgPVq35O2k8UM6+9iPEv9Vtsn04BtQj9qMA4acCVKswvBfVQYJJOpadXVZfnm5ZUeCx7cy3k376B8OBtYHqsqY+BvT1//F1/tn5jVtwgYrpu+vyo5kkNsXpkf59pn70z00jS3kZ6iEEtbw++R9Sgy5yGJjfT0vbXhxvpp/cZ8yP52mSsj8SP87VJqv4PVl7jGkLIy+NhHXaQ/lxRONNqM/fBEwizvsdEmbkC5bHlX/aX1/pN4yK+1ChA2SCdR/Xl4RUGn595Qx9ris/9Cn4fg8zSJMakjGa8xhNGxTQOWStneYBFi041batSSjbrXL+bZaxt5qKzckizO5jDL6AWo2plVzgQ9TN6HWLes6Yd6YJMQHWFWBHJwYKCSd3/yVd79yVd1/57Uy3CBiOdGn0hoo0+mpdUY8BHURG8b8PlSkH3QL6sHRe41265xvBUjez94CZDA/14ZDPi/DvZgNhkGbL/2J4FWKy+l23LwMba5iV57m0LJ/iBAVUxP9jVR/lCD8ILkXhYN/pbq9DDJWBU7a89iT3VkWVYG3lyO4TdMT720ZN6GE4HsA1QlR7SSu/gLByBbFdl4n/rIgXLw2DnnUzF2PLH22xuG8JK5XLS++PlPdtVfu0En6/ErzGW6l/0SkDfgGUNSKfj+DzOE33afMaKRnpy+J2+HpDZxG9Dus8X9dMqrUecgSrBrPJB109GRdgVbzuMdywUqAPekDxmuMLzvxJ10ypsKitKrCca7yQ0IJoE/4pb6RoXkROYJTBH+8URYHZu93aTxmb2QR6eVe/KTKhljCdtxEH6Bv97f2/vno+urJM9Osrv1ND61sR+vVztKyrC2BAm74wNF9p0EuAxYQ1ygIf0mAtBPYuKiFha5d0lzHBaT9pLxuzHneeSLWpQTykXkDg5J9INOGjUpGm8N/Ri5/XU5qv1LcJ+XfrJk30YrZomHneNQDK3tDECYpDua9+3CeUbSvyC5l/MO78Dug2rSw5x3WJWsKJT077l0vmyiN1YN/EXee5qQpX3tszxSVZlw+OG3ogkave/Bn3HTzXdjy4Hm7U1w0813A/DYpeePoq6HMxqb3H7ehWvXnndX4Pfppam78UoQx1O3n/6/HoiXHzwKgLD6WZ8k2etRjlPOe3wMg/WlFd3XTnaHlQeAWt3ykalYZD+n72ykx2yLGtcQ4kTmGM+jr3Pzl6hq7s5ZcCHSimZyz1WhGHC46dj9mqpCrnT6ZwDaKucWbM993fleR7BRgQSW0ibeTHiyr19GUpMG72rD7/Av1GXLjG11hbc/UqsYBUrDJhpTkp4QEKLjMlTneRawH/WwfT6KlWKEJNt+K8I/aXR+7dxmLL3bwW1hd7PemagqREfQLL4Yy2+ufb1n+QFWrHuROXWjHNhTIf/z1tOO/nRzfAYO56MiHW/8EBdj6ElwioQs92xr1rgnJkdHZtDhlxJJVLTN7uidEwyTbMz0Gb8cgULv50cwD1h+8qcgJ5QksNoR4Z8MKxcuXPLyj6hJ5zo5DcWq+N4pHyx09wVL+Syyn5Mbc9rwC/e+8MP5r6KK8dSj7IGfQq2gha72q0XIZ7mRnpx+9t5zbmTe3lyulDj15FTLzg1XWn+6SG1AUa2iwCv3w8dFp0P4R4FNMiAnGukx9p29NOWSac05HyqrZvWZ97D1heY0f0aQGUscxLdNPIHqTz5Mp3y4QEnPIJ1ypiYSX+hzux7Vn+n2E3Yl1KVvz6B0OQu26YfvxC5EG3Llaf4rHScspiL8ARCi43JgK2p2/iNUJc42VMLK1RF21Uo4Db+9ZDSesgF71qd9IA4zi9kc1r4fEjuApUJ03Ig7yccPYZMNbSRQ59aYNPTE1jnOmgZOuUc9sFGIDk5A0h++qnNCdhPPtaYbT7JvSXJuIBvxGQSud0Sji23hFoRqYKmT9FkkeTXmAcL0Gb+amYUMeClUFN+EG3tofNIZ0bfa452A1KL6mEEcrl+Oz4Xpo0qJBHASnnu3WkP2/d73gXfSVSwpX849W5YeEz1PNdnJ4i+gxo6FwKXAB4iLc0jIvb579Ysmh3+W1+K5ppbsJ/dw+w7GHMR+3PvBsC46PM2myAAAIABJREFUvdPFHfgHi8JWnQ3fdyrkXOeaVJJ1u9vY+oFmZde/2x5LQEq6PTaWdl2FQlbSamgTK3JsM9uMgZ+wMJF9CC97FLSJO+gMvbJcKARQnxbi/libwEjIFXn3639zclGMtqQnOF7briQFQogOAXzJ+vMyKduXoqwBDwJX3bhp1WecVS7tip46WETSWckugVufmLjnX3vvlS/eto59Ij34h86alZ94djyy3lKohD1j0Y7tLGHUI8EbpYLtvhzEhUV4qqsSbPsYhezrKgX2ky2+FaaDtX2lTxzEfatd6m3uErKbhGwgIWPW63iT/TW4+51a4H7HszMRhZm8x7ydYOmY9zNRc1KcCFpm3YD/YO4qYW+d5wfQk6JpwFATvbEmehs0UrZCfDMLXS6egyrs4zIcT8YM1ZEN7xuQRCUWuvqHIkn56gCW793C7h82kOqNseeR+bz71f/mT9V/kQLOICE/RkIuRpGIORBQeTMbTXb3m85nPsSzbBF4Z784mDjd2PWOZ1ExQEX1O4Q40iGEtH5SliOOHnGx4k/HudFnl5IA3b4Dpnvd9L62b6obHlCh0/MybznHEvs6/wLYbUWaTWNtguAKtDFgk6boWb4WoTaK1e+uoU087HmvFSXPKgliUpaPlpWr7++s6Kte7UmzGa+ByH1YTBF+f7wD5QX+JynbewGkbH8ZFfEn0V/5T3g65CDSL2V7g5TtMSnb50rZPlPKdiFlu5Av3rZ2dfMzq+z9zag5Ht/wpf+atuJvnrOrzeZTRS8ISeBKixQbCcVOFvMQyzjELCRwiFk8xDKnfj8I3tl1UFXAKMRBkrVddGtos9H6sANZvZUsfaLAryMrdAAoBUyl6MvJfpdCSYc0/O4H7zHDaEiFRaxtBA2Yfve7QE3+bVLGggf3csk5P+LS+EM0xR9auqBnb9DzXweZyP4a/CNaOW11SKmiJjFLsgT6hxE/68WARcBXAwlbbbqz9izGPN3TGGXsrA1VHdlu46Ymem9qorehKf7QyiZ1Xh8gLvoCJs6h2r187xY2PncdDcP9xJCcOqqKeR2oOLlMNMqPO7b9pfUaNFvRrXTlFZTopam7l6aGXppivTTN/PUFi9ePTK90PRvJWJXcWHfNtqj7LgSWhOd+3PdcDFjjQ/rXHUn73tt3hiimZcPUR243vK/tmwaqrMepxvV2HW2iBfiU9fdyslxBN9baQasWslW0TajEWxRRRdXXB3zOD8Wc7F3smpAoQn0VcKyIx3ChIjVWS5u4A90k2X91oZCq1Cccpgi/P2xzr2c87z8FsPc3072Z54VEiXOXC6uP0/m/fxxD3bzFulbOG9wZSfMlFDtZzFe5mQ5u46vcHIXsmxDDPOuPIn+w16dzHnQHeW8lOHJiY+MJRPpNJFMaXHomGn5Ravu7tJJ/pHgEtVrVTHbQDNpXEtjmWKnbH+F4a3polJb23VidyMJdAf+vtSLusab4Q81/df2vkzV7h+0Hof6dn342veBBXwWIPWCH6X90g3sUKdUgWZK/0qpf0QqYBPWPEExiMvKaJnq7m+id++N756zfP1AhB6rm89SsxQzFqpAo7f5TsxZHSdgVKMlCuMh5dLR+8Tet1KRyK6Ged/hpml74z68QF1XExdtRyekpguUCpme74Ejsh766/abN8664c6BqgUwj6Kuq59pzNorrzrl3lZWPMF5Yh1lWrA0O7DhGnc/gkIjijW8l5j4Cynr03n+9ke+0fZL7vnTDRQ9/e4luwtGKZ/VpqKya1rd0Wn9k31+1+L4DwN2EH8set17toFVQtD8uWlghWugTLaRFC31in3wS1fcFluT1oBQude5+qFN20ymryPbNtsqhKCoG6yTfiH6S7AdTEOo1iSnC74951uvLnvdfAjj8stZpKt8OWb9ceHqudt4H9kBswgBZT3JQkcyNlq99qWBqzwDwn0XY/xzM0bDNVvLzBsJLhE4kaY8pKjPuS/Mh4ScXGQBF9lDSi3xIvz2Z7SJL6GwXGC9swroJ5bhjb5+PHVw9Sr+vG7zSRI+85WrCj8vyt3/2edPz7Rywg/of1+DucEQKq7F9pInemQ6Sv66HxjTKDcY0niyx8h1M2uo0GnnNhtWbbjrycvkPQbnxfO+UD/Lgqcv43ikfzMedx+l+VpTIuQ3ZRXfdsP6RE0j+8+lPzkOd92dQ5+gSEvKpgN2W9Nm+7px7l9ZfNCDKGtMsvKiPrfObYfz7Pr97tcwhyQDUisBDQ/oHoDyalMeJM+06A/MOJYghmXv4gLjg2cdvzJHNKMnU6qNlNQl7orT6bfeoczeGFQYEIPnvF6+1mhUaF6OeIWc/ZJwsSAkrp2929nMqyLVPQlbCFRbVqIKLWfzBas3d1usfIuxNQX9tFfFvoFPGrPoILZH3bEbUPKnB15OcB6YIfxDsAj5eN55RgNFh7enLt0PWLxe+4J8Yu/zjO9j9i6+Q2nsbfb/8Sq188TY7wumM5KdRkYwF6OU1N1Lce8G5WnCU3PNnk47fFuFYRzEPHGUEe7HrMBE68nyQE3EaqyrjV199W42ftGwC4SczyrTZcpxZSTYSFJb8z0EtdXsndwJINNErHD8xi4QupThJqpW4ZTn9QHMTvfaqxhrTBy04ybD2/pv26vEZFtF2Rsm8WvSg/iezrUPGEyWh7h3WJCGJm6D4wT4Ha9H3pVd4yb51jCNvfOfwxUWqzhtkPep+Py5WWHKfdBjZjzAQLIngUPmsNPA9oA9oABqtqtZ+yHm2KW4ktmQrCBFgvFftlS2ULaR97teNae41ASyaFknK40TdlT/c6i0qxrSxUTFcOe32nK0TsnvGy0fnljWmmxde0JfYenqzGoGeIM3u7PM4o3IoKEctDIw5QULAhlk3TFs+3eW6qiZsNqlW/URYZO/HPwCPob4X1utjRCX9BzRa+ixsrb3KNSokb6gQzAje5LWFKZcef9iaM++DVwlQMS2dxk2UAztkSy7idM9IAGvli7kOGUPJClq/aE6MXf7xHWz88kPUVB8HoH7+YYCN8sXbVnOqdDmGWLagpqGzmJZZI9b+7HNmO4MkcDiDWBVz/6e1zTGyk6uoqCFqdb5gTNYIuRuWU8dYddntZcOpePL0KnZ+7iz2XDo/DmzpofGqJno/NNHNtNFE7009NL4Zvb1kHJUDY0s6uglRMMoDPzeIOGiLfBVzojuniV5dVc+gZePjuKOTpu/hXAUxkRut97oND7HOxxEp7rd/E3poXGFZf9rHzeTa6Mg++bsFaX3kCXY/yz7zufaLtuwHnyT31jFRtqlcplxjxVBZNRf/9SNrfvntd20gLiqB76Imf3/Aq8N2ovSOWsHnofRoFbBFN5s/N3sW7VUHo/mCBBqP5S1hHIgfOqDtM6aNjsQb6VmhsyS1aiyo99vEHbyZ61F9yXyUK08Sr6q/yKiJJbl95lrW1bZRVzbAQKqOtsEv1MFKQiWrmvBLcsW2Y9b7bw61hxHUiqfNcbJ+/vrKu8Ucu6PgxBjni4ipCL8/XrFeT7HfsAj7AwD7ByqPHzsaSxDS9cH6bBdu2UAc2CROuw1g9dGhikQ6DX17ZrH6H5ex9Ttmrfy6z27PkH0HTMuyxY7cJMhGGVOO12nkTpCmkV2idHaC9vktZMIRo/j3cb0QHWMlljoVBwnZ/e2BS4Ye3L+M7z37wUwFUQsXexJLJwS2bMSSfpi85EF/70a5b30H2B4an0ORLXuAsVeAigXTAOI3oCWAqzVFsvKK7lr7MSWieSU14xnN3WiT/iZ6Gy7b1bvysl29XLar9wGxiz6xy6Udz9eaNYGSZ9mJj7p+eRu5K0becxtd9pOQ3eUytdG745rUUPqXP/sfR6xtRoF/s/51WfC3KamjVqlXEALRLmX30hoSTmGsAM6rhI+e6trUvk+1z9esmcBlIk29GAu7IuNA64FZJ2tXEBOz4xBEmtsyhQ+dfcoagpOyw8LXYjQeO0BDeT8xIWko72fjrOvsNtlyn+g4GvH9LOznbZBcDuB8fnSrsFAaYxITxjjBq+bmg6kIvwYW0XNW9bxYE5kn0T9t2pW1b08BK3X+7dZnnBGaGvQ3eiWwRZx2W4JspM/5uW3AJ/Hoi330/bqBvNheuHNQaUorrb/DRuTiwBYhOh7AyoUgWF8/jLkDTaEGqqiynSCUAWssb/7JmADrhB9xux5HFdt84CnepI3K+nz2DswFrHTIfJeIsqTjBBdyKzjTPGD/OQNIiO/gqvLcQ+MKEsvWLXhwb9Xijt+kqvYdi4no0d3rcUfQbMR7aAwjjypm0TsbmUitRe43kSUF9cAmsQvk2eZIrg901bJzz5UigatwfzcJbPKc23zlLld6T1pMBSM2ONpj53kUQ/KRN2QX3UKpp93OZqWtDpyDd0xn7Tume8aOcuBdrs1sot9aUc6W447oc0U5LDkLeAzhsHIKsyIDKAejh9+84d3vf+7xNU5Zz7GKSjZftByCr7lp9S6Gqr9wuuf9McxOPZHhlbtVx4YFwfJBf8xAT+79BTAp4Eorgm8i7va5NPXTMdSEodT1hwaB619v+n2YqrSbAyE6niM6MeiXsr3Bs59ClqXXA0+isZl0Vuzd/Yuv0LBAS/r7OVUWsz1+SKIe9mITbhsjqIjdVeijw+txF3IKA4myEDwTdX4P4E8W95JHdeXxQpDspYnevMmbQV6Rqc5qv6Grknm2XAZqNSzK8TOVTydr5VcDZBO9Mc3kqAb/e8tZ6VZbsRW401RJ1wRPO44As4Cf4DYgqAPOoXjRyCDIJnpjYhdH0PcXCXk2cyNe92Hg2lAT0Lgw7befhKO/DLude98r8Jc6NQPfQCVHrgC+RUL+bWCbXw9wFhibAbwL4ZCOuKqg7vyYkNt/AoePqMj+kgtg0XMognouTi98He6nU16t+8ftT92wf/mjD8bjhw6QmD2HzRct57Fzzgfo76WpwbjHNpEvgSrFpLo4+APwU9KksmNqukzA+yQH3jiHmbFBpgntMDiK6mtM/V0/nbIh4JyV+rz0W/kNr0tMRfgdsCL7+UQBdVGAfJelQc3QP0X2+mQqweKohtn6xSUuDb8F7bKsNVmA3OqbhaKUVTlVfoNaPen2rLykgA1Stt8kREeYiIZdWlu3YhIUbSsjv+rK4wU/3XahCVF+8oZuyJD9HM3zq/cNJE+6xs9FLwfOStNQHMlJinHSiFqrGatxR66D4DyXunMtUPafRCH9Tp1/D41fAf4eaGui90lPm50Tg5ISkP2jc4X4I/sxBwfs59FU8VdHBqqALjv3I6AJYSP3uuMHyV2C9NL3AreiggyjwD8HbF80iBamo1aOrwDeiOpXfwK0ya5JoGNOOKqatuUGDqz3+4C6RW+FRW/1fP4J6/Ug8EfP/97EN4G/RFlsGy0gt5934drt510Y9ZpD/v3L5CT7YOv0YzxGIj0m4gNVdbS+pZOttc3wCiyfvoXNs6+iXOQMLZWYuYXzXCZ8tivleRlXydpkxJSG3418PVnTGu/2QsmKdzLm1MAlAbZ+ZzE3fvaSwaNDFa48Ak7VL1VZhb/moqLik3lp5zCqINhcp1RKyvabpGwvJ2tzuEaIjjGCv4tNFGyyvxp3h+PXyaRwVFcWomNRpG8yDrCIziOGf4cqwOXU2XuqRochSdpJwf7P/z7qxNJ7HQolI/2MXx9nL6UbnTV8UOd51WFND42pMFW9NbAJds5yoK2ppzD9rG096nQPcj2Tx9LT6H7lCggRbHAU33I5HmG+H6aRf/2B3Pct+0XP8VcHyEOC+vsqVMBgG/BeEvJXIdpbLHwfNcGIAQ+jrtdK4GFrMjB54LZtbLDeddZNyIUtNdmNKpmV/emnU16OijoDfMt0WE1F4n5gtS5h14PJWOCwcLwZuIahssZ088KL+pKWbSsAW481J8uixZHU85OV0OjcusYDq1+PMh4npiQ9DgjRUcjJSAKrbYLqlN4UERKlVXaSilGULhXMlWZzIETHw/gnUE4kMtF77z+sKH9YjaJ9Pb2a3ShRhPXWKoJ93FulbP+nCJ8fN2gcaDaEiQoHuKKYzldGetMhRFq7jYCz08vCNt+LFGrYfq+hXUEYQ8k9SiU1Kyb6m+htiChlyZFVmdBD438CTcCCJnq11bsCtP1+z0zC6Uxk6fPXvXfmT+qaT7k/fXL5wbLE8Tjdr1zBE0cuCGpqQp6NzuXIbqP+PrPaaFmWmpHrvgO2ZKTQhFizDMiJwGOJFu7ALVEcBK4vRFsvWvgl0C67+L71dzXw/1AWoReh6s1MqJbfiLYQ59W2kXQ7y6hz/SmeB54D/gy8ic4SEJ42Q//32kD/xqFrtl135N6lOO+PU8XXCRdMkXTK3O2yKznjJdnM5hi8jjEl6XGjkOV/l8wBFckpLHlGD51F6AZUu12SCivh1JRMfFGR2lMKzZ2dMHslKn5j258OEH7l5BHU8rm3Q4lM9q3f7bIq3gXlSQOL3OeToOsnP9OdL+/SqDYhvLyuCvK/P8pQE9JHyG9iWs7kIvum8+A8l62Ez3nw9jd+sC16n+uhcSbwKuq83tJE727rf359n52Y700EHsFhJ2qR/Y1A9eNHLuDxIxdE6UvDFE7yMx4IXg0qrdWlSYbkRDXuBF4XLLLvHTNqga+LlowVZD64WHZxyP5DdpEULfwCRfgvRUl93GNHnscrJMHfgOD+3tb7/4IUQ5lxQl3XNmFXuL67JGRfodiGGAUjLQWxvNMLXKhfXXPfjatr7gOV61ZDtLws/XPZacm4/PX8o+S3YqpDGXB/xhr0dYopSY8bhS7P1QnR0WdVdy1FyWbTQ1ZLSBs5K7K/xWdfUXGUXNdePyQw2wZ6UUvW0cCuJhi23RdTWCe807PCYDsKnaLb+ARHFPnZS3giy3M/f+bvRLWb24nqMuZ1ngXqejlLqdvys7BYQrSqkfkgsD1Sqp88kcBdSMy2sXVZRjqqDIdF2OuWAh4Hfgo8inqemoEdPTTaEjVT37feURfBa3fZUgRff6z93Wk59PihFb0UwJv7YUaBVpeihRWihT7RQtp6XZHZr1sSYkItcWGyyvVzfHF59hvboYGT7DvwJuv1YxSp8rCnkFum+muBRQAH/usH8PkvQsc69fpfP9Bs9Wb66ZflruvaJmpR9/koyhWqVGhlkkhkpYSDqVnEhKRvrH4Mc5XvRwi+V23YFcvjBFQA9iAJ/I42MUabkNbrHZmiW2Y3H1B91ioCbEkjopzXqgQrJKYIvwMWwVtPYYmOdmc3UcUknHARghLJeKJGUecwOc5NELyTBZtojJejyXgirFb+m8AF3ojd3FvOWHLqPYspr68CAeX1VZx6z2JmN88HSFvSn5UoIhFlwAB1r5iIXrHg2x4p4QcHP8K/v/APjKQr8x7Ym+htsCr8ltuVfr3n0lqlCZtjE+q6NdH70SZ6z2+i9xNN9F6M6hd6Uatnt3qOa/d9KevvJx01FNahIrbatpNf3pJN9gNXpqzjeUlAgtyJR0lgkeocQusi/fZkwn+SaiL2fv1iJvchsB3B3+MClKfNbzEHMPK5ln4J/nnh7vv43VPPZCfbUsJTz+SQftOEbyVqfPq/dMr9+bbBRVB1VWNVxPhOCif93jyYBD6Jxjb2p04mLQV9Y/U0H3qAbx5bDsBdyRvKUG5/ujJa92dyJdQxwwbhoqAaxTe8NQruJzh4t8HK55hrtc9bMyJfTKZV33HHFOH3wCL9+cwCJ6PNlncGXSjZN3VoUaRhaUrr7FMszPT8bS8tDo93Q8YBrQQPLAngr4DfaJJGy2Y3z+eMvg9ydnoZZ/R90Cb7kO1j8o3+2gR03CNoUkJKxvjBwY+w6eUbeOLIBdz94k0QPepkVxEORcgs8r0S/0Rare9/yP0PAV+w/lzkeP8mazIimugtR5GFKBHbfJKsBbA0Qtu7m+ida7VRWL+P1xJ9FELrd21MxD5soEnfjuOjt9srzNZrznUSLZyMkmZJ1MQjXCIzqBwIVdTKVNwq3/oFRrz0MtpS80894/rTNO7eYL3eZfi/Gzpi3ya0kysN6befWXeieacUhO+7Vln7spOW55JdVTMhMe+VA/1lL6VZuL+Ph0Yaaa7awoisZOT3lQd5gM3cTTlbULkOCuVY96xoYUXLoXtvH0pXjycRDuILEtX3KHS6Vs8Kh/favY4wRfj1yEeOM9nIPhT/+qYpjHhJTpx7zkuA32C9vuzd8DWCCp//pVATIBPxC0NU8h30t6MGp6DibE4UXLFRSnju6GKW/+Y7bHpZ8Yb3zPwJq95wtyQ/W9tqYIvXZaeHxjt6aBzroVFar3dAJpp9BWa53A9NRNdyXDpi7VNa7j5eGYlNGHVyDxtRI7a66q1hMJ4VfwtBeEKrJD6m+1D7vLRd8E/bd/9jA6kvxNj9jw0sf5vLade5L307yivieKP+DtIvWqgEHgQWoiw5f0rYiruK3NvVW+39d3lIf/jJQ3gYVz12Pp/5tRLvPdkm3oOazO6iU/4s8Ch6Yr8JVTch3DPgdRjKasXDfv/c/dr71Ee5k6i8l8w1XFn1ADNjgzxz8O3pLz/zP2sZss7fUVRic5b011k5Iw/cOuOf4jWxYgXQiwIBPOCS/6i8gRqiyYdNyJ2wvU5wopCv8caJIDkJg2KXqi6jsM7b1gKeCJjmiZCda70+r9v4RIVDd+vXF7yKf6l0vxUxOxpuum8SZKNiutWT9xKdEA5R4BK1ELBoRvZSv2fmT7j+tDuoLR8qtM90TpgeRi1xu5a8PaT/bsN+LtBF2q337se9dB1z7reHxmrgFut/23zaGilia2nwvdaGjxDcD028F3w4RCW0pshy7vOyT6y47cKOCxpO6icmJA0n9bPx49c5Sb+z39Qfb8hyXb2oGa6+Fa6+tZqrb90iWnhYtCBQhP0DwEbZxRchk5ibY0epSdi9ndxJ9zTcuQXhJg9hYBE9byVZJ7b/xPVnvaUTV1px9V0h/Gq9bnJbiblfjNInRZkI6/fbabCK7ZTdzmt4Q7W65c75+XOD5TLl7rPHgF+qX4+maw5gVUCvK5uUj59tc/wA2UlYnOIYzRQkMzuRMeXSo8e4FeuJiOP4R2K9KHNYjT4CHFteuWP6uurt1MUOM5CeRWtyCVtHQ9caS6F3oxhFdYyF3E8JlEZ8FdGkHwlUXkApJhJ3oQp+zQOWW+99FzJOR4E2qGG3mwhY5HAzwfe6KaJdB0oK0kPjm8mVjKXJOq+YihmttSPVBlvKfGRAtRRBkxpTPLUfqFt5yv3pabHRsH1CGHmfrW/V4XqybksmuYsd1fTeS+swP4dremisA96JWrHaCXzVp40m9xEjQ7BIv96FxuHi43j7RCqGE60gV0LeZLkCuaxySUhdvsK68jI3QaupTLLuoja2PtcM7nOe246xUXhquyL7p79RzVizuBj4Eyqy/22yUhcgQ/qD+iRTH5B536oWDYW69GSj7dXnvj1HvpPB4SP691Hn+gwUxd0c8qhRgwquZ8C6t51FLbN9QLNM3PPzazet/tN9trXlAeBk9JOJAW3xMRXp11+nNrFCnprZHuCFqr3HTtO2+igAyU8fuR27fQOpOhrKS+2LkDdKFSA8UVYVi4qpCL8ekymT2zmj/7cC9nPx8sod0zfOeIiGssPEBDSUHWbjjIdYXrkj7D42WGTVG2lYBVxFbjJdGPlPAmi2imzdZO07rEbaXtIsVacwU4iOh4BfoyYV90vZvsMi8blJcx7NrPX3Js92m3Ta2vGGI7LvR2JTKFJoitA6B70/aP4fA97t2R8AC5J7ZeNLP0g17XvoAfaJPvaJFRS3Ey5YkyoEKXk2DfJsYnMqDoTtKxOoBL5C1sid18TvnOj+F3QOP4RaSflX4L1N9B712bZ4EVuMKwCrQ7jzTApEiIZnkZA3kZDlJKSwXk3JydrrVjc784hlzrm2Hf/9/QS7n9eRfRsLUS5NK2RXwdW3jbALufkkdodBJtr+0Q9DpSHENcubZZWLMjplTrE5A6KEuV3PgEX2uzAXc4xf91f3XiuaZatDm38F+mdrG2FyBtxON84oOMBcyjmgbXkNKWD1puFrMtXlWwc7GUrnlVY3EcWzioVJuaxRakwV3jJAiI7ngNCh7xJBStkes9pzB9YSXL472z37KzSU5fZ/falZLDx0c86xrVeBTyEsq20rUJFCu2iO7ZsfZqXEVbDMs88t+o8AarBrlbK9u8CCaUEYBfajZBIdUraP+hRVG0Rp/3OjPG4krIrHE4YQRZ5SwJVW1G4VuZMDV+GnHhrHMF9rVwG0Bcm9nHd4B+Vu3pH81cy3Jftq6vLRx5cK6+3CZSHOVwL3akXY1RMdUlbSbNBxM8XPbARsn9lvWJTAV30KOuwTfWiuW9+r9Sz8cl9CdpkLkkGmv9zI1bdWGwg/wA/Irbb8U9kVIqk1Lvajj/InSMji9mWeQlY7n4eHvgfHHertinJYdgksCqqKopJmfSF2sWLVH++7/T+e+nS8JhU4T88p4CR20Uc4C+h+eTYNmb90kXxzMar+TOVhxwqI8Ui/Y5CfMYOUa/zJFH4TLe42L5++hXW1bdSVDSCQPrdQBvY1OlEkuk6o8/A69OOfkvRY8EgvjlIa+6ZBlK1j2PMurLaZqsumgYOETCKsi+mDHY73R4FVTvLtOC83CtGxFI8kxfq/tyCPHQ0NQ3a0BYQsIm8iTCkp2xscfw8S7XqFdVQyEXNTFLXW0w7TMUpKau1qpzhlRLlRVL9IsMQi+wBN9G7qofF0wK4w3E8u8fO71q7zsGjwt16yD1D99sHnk301RQvyJ1CJxvkWbnnEU6XYVFgpQ/StZNk+sud9A/7F90xFxbZ7jut9vkA9q7pIeytqcqrrYyKvXFrX+PUxMMbFbOCzwDIUGXoFVXDv8yTkzhIfvXUsVbbJKesZGq3mlh993lXczASrvwT/IMmHNe8dI5yLzVrUaqXzeRoN07Y84JKS2aR++0+ytMOpAAAgAElEQVSUjGfWTFhyQQiyH8JMwJaZbXrTNdXHyqaz7tk26pP9foODrlpr2E7LvZ1XoqOIvGniUG/lJoQLIJxJLTGUZv8oMAPJfDbxeKbtrv5s67Fmth5rVha5p4qlPu2wcRdKbjipCo75IEW2eOfvgM20iS3YMrtO48rbawpTEX4c0ZHS2kVKKdtj1rGcWj9bvmIigV8Gbsb8oA+iOuFAF5OACL8q4Z5L5r3nxb5hgiISUZBZyXDCZ6IjcejhrXaGjaZKlH1aULuPowZDm8AngLXW8Y5Q4IRQyvaSREasAUw3MK9ykv4QEevMObbI7PuBnwC/aKL3r7wbB0T4Xbh030PaAVUCD566LMwugpBEnYNr8X8uBlBSpCW4J4GDwPXeSLZftNshkfLqu/36lH6gfsGDe1n0hd9S/cIwydOreL71zJGByxa0ePbt7TPW+rn0oMi9fY+mgbs8E5hQ0GiT1XNwgshwAhF3RVlHUffLC8DTKBnMIpTm+hwScm9J27JPrDg6UnN7dWUyfvTWamq+O0xMphH+2n8XRAtJ9LVChmVXgeNbXBORLk6VYjfCRLDDYX0QkfNG55fv3sKWJ1eaCP8gnTJHSFSkCP8BYBbRcvSiIrtKQKaegzsw1EW31a6v+bTlETrlhwzXaYRojmrjAWnVG4A2YeIUgffKawFThB/wkWgUE/2eqLTz+CuIVq7ai2bcg7K2JPXyyh1snPEQNeJ45r0hWcHqo8vYOro4J5od4ry4pBoFYr1OMmSRfjvpzYsRlE8x5JJc43FQkYk69O2WqM53NrlR0lFUvsLXKSz/pWSSHrEL49K7PDsrC7BIYZh7TgL3oCpzLgFuaaL3C96NLAcYv2h2Bpe8/CNq0rmGPEOxKr53ygfD7MIPYe/JFIrYz0a/4jMKrAorXwkxgdJiwYN7Oe/mHZQPZ4ORY1Vl/PqLb028c+WzEyr7MkwewXruTnjSH88lLGkE13xmo/zaR69RBOh94qNgEaOEbBundplJSQDpt0icN/iRAq70zTWYbFBk0jmmBcH5DIeO2opduORDu7/dQEPSmMBqb5tNpMWl4fcjuu5nRhHPgiS6eSBLfE0Id9698iLnpOFkJl9xqxSdUo3l5lWS7DavYUwRfkCIDtdDXwKopTKDBr4IbWjWaOC1VXWXV+7A5NLjjToX8byE0fJLYKXB6caPTCZQNoxhyZZ2MuTACIoImjq8/gjHMu2/pVROPWKXOVFanu2+llFIuoWdwLtNiZ7W/kyTswx0Gv4xynhq1mL2VM/3+WTRkELdb3tQbjWm6sk5GnkTrEq0kZ+VS875EXsbT2XH5//StMn5TfQ+HnW/xUBA5NIdrZxI5Bt5jut18xLoP6WeW679/MhntvzLL9/at+t8619OWUBpotuqXWZSkggmJcbI7YmGNv310cAVuY4C5z0eEN3XIQ3cRae8ydelx7sqpkhyIQG+fOF/nsKvrNirv24XIbWPSUcopQSxzsrl8GtfiHyPEx1ThJ9xi/Brk1NDtKEflbnvR8y0qwdCdJiivVpI2S48uQxpimNP+ghwIcG5CznfI+Tqx3hWOZZEOy9jqOJGcxgHW84ohB+gh8awHcARYEETvWYzPPd+fQePBcm9LBr8LdXpYZKxKnbWnjVeZL+frBTNtMrjRHOYKH++Ef5L5z7Erv91Brv+55nMfTzB9P2q3psE9v7N6d8E2pvo/V3U/RYD3uinB1KePQlc3jRRehzJiQGf9Z2kBSwVuY9RTLlL3IeUJF77pCSDNv/rY6GgBExbw79895bqTT9vYVo6L+OZaHKQ8BOZYiL4PE1Mu3SImpPni72p01Pz/3nvVISfqaRdG6aEPB1sBxo/6AioNjk1oA1Jsjr1FsyRSFcykCZPIAwSGs1+sWoRnImy7XTqinXQJT+tI7jTN/mFlwIDBE/AbGR0/6VtUs4x9W4ahaFWR/ZNunaHJ7fuPkzuqZ6f3FM9f7wdeZKohK0o0bWuHhoJQfpb8U+YdCKz4pU8vYrjtUoq+9bO3xL/1asAjFWXJf76b56+POT+SgW/52qy2NplLBwdCOprbfj2GwE3SPYYuZMOZaUYF+RJ+k0roiWz05ykCNOvbyrEbUWeTbfYBV/69Wc2T0uHrrPhhbNuRhhEdSbYQeGOgXqy75bkTIbJ5CDqfBYlp3IoXc1njvxzzNExm4wUJpMVe8kw8RGaSQCNt7xfZcigh8KvgkW9EB1pITr6vF7sBn9754rAtZh97TODr4O0RyFTthOEbvAsBuqkbO+Wsn0mSkNvgo5EBHWOCaJVMgwD0/UfRU3AbsK/sJOUsl1YtQXGeyl9Lep6OuHn9BF2IjAAiuD30NjXQ2O6h8b95NYZ2GhXgLVI8pBmX/Y9Nt4+zn8ELiLawOatJqqF9V3DnstMv7vzc2cxOksR/oojKrcmXSZGy5OpUrifREUr+ms0wuQplhWuGnBcrCAu9hMX0vrZj3+V4SjH9pt05AMT+XhdkBIHwvTrpsJ0oSHPpnv+8AuFcKGoEwW/ybJ3XEkA/xJx/170+5B9Z/89GTDDUVU4bH86AiTSUrA/NYf9qTmkpaBvrJ7Vh++h+9jK7PlWKzHryU6eU7xOEnZhivBnYBHSBsstxu/mH0BPWsdQWvoG/B9oY6EmZxus127n/1AFfXSkv16IjjFL6x6WtDsnFramvFTV5wYgMxlZpdvg/JUHRjYP/rrGIpJ9NmnE/1yOkY2gOydLCfSEfIRwJFP3XCRwW5bO8Pn8hEU/LZ1oC97rq0mwdJzjICSBVmv7Ltylzr35EF6iY7qn4uROTEqNxeQ3sIWdPH8z5HaZNuy5dD6vvFfVwKk4MiaB/lhKrspXDiJaWCFa6BMtpK1X4zUWomPFVdM+fqTvpNkyPUfIPSfNSm2cce4d9v+te2YVuQX1JlPCrulZO2CR/D5LurMF93WMA9cV6djhJh0mONup8gqeREdKQrj0vKYQjvgVa8zy67PT+E88gu0/W5guWviMaOH58n3HT5v/8h55xaHNDKQW2JtI1DW/3nOsOCqA5xeE9INfobwN5G9bHAVpwrdfXQdVWXguypAk6PxKYG3ZS+nmea8kkvNeSVD2UpqF+/vYeqw59/t3ypvolOV0SmG9vm6eqykNvwY+evpMYqlH625XtbN12ttQA2UQ8TZp73OTriyi6fmfyWUmDKnp9+6/RLkMYyg5DxisM9+74kB6zf19Y2Xlrs4nCay+TJwL+uW9HBtRyDk/3utiP/j2/yVucm+Sa2WuU4dQS6AS6g8zi+0sYad7tdWYfDyZ4KOxTwM/QsmwXDIdK6IfhvzKJnpj1nH6GF9d6CBQQ/GDGfbKn520uY2s21OxLGoPomoHvIrKe7mlid7dYT9skXutnt2btClEx4rmyue+dveMbRVu165yukcWr1999OmJHwTD6OLVNjqHlDEUUSiVRWBWw29I/gX6SQQkkxaSg/B6Qpux8FfeCbue/fsVerStnE2S1GD7zxYeBS4AfgP8vkYcfc+QnBE/q+w3PD333IFqMfxZOmW3j47epGtfj7+8tNknuh9WghgFXv6h7uVwx9LnGYRLJk4Cq8U+Ca+FhPUSYYrwa+DjP5/jtGMoPDUC3Iu//aPaaa4zjnnQdnvkhy/CEQz7oURz7DA5C344jrJ1NE6A1vftZG69NvDe30Rvg98EyImw586xrZtMmLXdEhhYxHN1jTxEBWOZbUap4CGW2aQ/0I1psiCAiLuq6Do+E7azSDTRO9f6zHjUuHDCnsiO9xJ1mIl2kMPTt1ErR+ei7O2OolyRQhV98lbPdB5XdrkddYTo6Ns9+yv1uroce1O1qfmvHpnY/K4oRNhcBbYYOE7Wj1zv0lNY4nAffpOF8fK+n+zQk77iVkwNM6lQdpq2E1l4+88Wfgm0y1PFScC6IVld95ZXfpPak64rBy6SXfzI2r8pUVmiVvhzj21ud8KKkuu+ax+FBSdM/d19wAfxOvj4Fw2Trm317Q0zQSnO5O81jCnCb0AEkmn2Pbe81oXoMDun5BJ+Y6fjXA3w22cBsD3oIRsVrzG0J+p+jWTom6mnEfopRSZSDNpkZLcvsjnC6vK995kYJPH5rn/PV5idU5keDjGLr3KzPkG3yAN2hxAragT3DUmmz4rBkipYNJ1HSMgPRdlPCBvJHEvKCITf6Ux0ADUZnmzezOONR5ro/ZBPgbJUE73lAPHf71/1qdPuWH/OjF9XPTX4zuSX9tyyOoyERrQYXXWk7HJP2oXoSKdOvk3ENFunJcQOTLAbTJSoeYDbToF4AngP8C0S8m+NW+VvDepH8FbyGo3+52UdqkjfvbjNK1QRqGJAP6lQRDtf2UebWHE0XXP7qKyIp4gxM3aUaUIFty5/dSvfPHY5l1Ru2/5fG5Z+0Nq+D9N9byKzWS2+c4Vc1YwxE+hiPTP2fgTwJJ3yPYbjFV7wKrjScHCdgdc5pk6OAX56eg9MBDEySbaIqOlzdVayb1qIjlK5Ndi67GqULKUBRdqKsV8jEnsqwiYjd+E+P3a+hXLFMEcs4kJ07LcTplFLs7okO/DRas7SkH3H+5n9CdGxQoiOvuZpn0gnZfkDeJJaLXIQGR1CrCiDrw9JpgMcTsNDQ7DzGBcTFw9H3F1QnoFOGxtWh1mOuk72/RSV7E9kFGIEpRnOtw2mz11s1SnwTcgUu1hxYGzuHd98ZWUVwDkznqn+5ls+tuXr6cv2h8i5MF1T3fsDA+lZ2o1fTNdOBjeYKLr4UuXMpFBkfxT4Z98tE7KbhGwgIWPWaxiyvwJz3zhAMZKB4+IO4mLMSlQes4p6TShs6dny6Vvqd89tEKk3xOr759Y9sPHvr9W3zc5xuJstbKGKP7j+ezFtnr6vTdxGm5A+P1/THkeR4024n2EBrLJIdTS0iRVjsmzTjNhQ/OSyQ8wtO5gh+wB/TL0JgFXVmy505NroEpX9dPh2u1fhztsyk32FYj0zTg75v41bFSdZNihpfbI4h01aTBH+8YFpAPW+H9SR28Sx1NfNOaiU/CHq/uzpYiSZ4z2d3L5xzjZ7koPS//vpcYMkIzYBrcdMQOfgTv51tekweoJkvV8NrLMSpx8A6jurfyyqxZh3QC/EvWNdynPtjwPbVdHaiyPuqxV/Umuv9GSceRi//mK8o8tpshr9aah75QCFW5l6cX0TvTeR+0wNWO+DRfLOnfFzAMpFCiEk02PH4sdHxP3nN386JUSHdCTpOxGFLLR+Lnnh8SFZ4XpzSJYxStlzxMUu4mKIuNhNXPQQF4vy+L6FIMrkpdguXTaOoXI13ktC/qoE+/dzf2oln2TguJhNXPyLdf2Oo6KqdlS0DFgzCUj/uuXTt1RvnHUdDeX9xISkrnyPaK7qvjGHWGflUiqYcxR4DJykX8LFzf/1QFrsos/y1X8elUDv/Xne+oifWcBSzJbakb9nuUhpk2J/MvJ+nj5+HmeV/Ya/mfZtkdl/NlHZ5dbnK3VRqwIPWO+spFM2hJA56Z4ZicodiuqeJlA+9j/z3arQZNnspEEXePKfFE0BmCL8xYCJFDjf327Yxvu+n+PAeJMguy0ma76i4Ymtc7h7dT04OrntG+dsuvu6hlVkJznFylfwgyDbcR7Ac863s4RR3ARplAq2s8T+sx41wAqAuph+RYD8nSW0nzuch3+Dpc8PvKccGvzJUJClVLBXipz9YRyYTXQnIb9zWtZD4zC517Guh8Yd9u+VYoTG+HdyPlwxTZYv73zRbmMZsMZJ+i1JRK61r0YqIWV795bRt11949FLBvtSs0hL2JOqTY/J8pf+ouzQO1DJwz9CJQteCjxKXIxLZTQL4ScvCS1JKmSy1g80k5AzSMhlJSL74LcKrL5TlEkPxEU58D3gf6Gun6nPvD50C0uDunW1bdTE3Je3OjacJb5Z5K5yjAG/zP4pgHt+8SmxfPcW5X7XLCvplJfn/KjigQDf8mtbxPf9oP3MwfRJtBzuQpBmw6zr2ZOuc2+rHGoa6JQxF3lX5H6/Y6XiCG7XNLWCHGY1Qj+xWGnJo7ROegEoy2sVJCrUpKEM5d4TblI0hQymNPwFwpKaaPVzDmedI+ijyvbJL5bLRzGRyRmIUMgriVq1yEev7dXZ9zF5zkUGi9jBErYzi8MYXHoy2D37K+iSIgnj3qFBh9DrO2fF4O9PIlIVTovI+xWgkk30xibAZWeyIYGqJVDScyAlvHL8lLEXR+anG6b/ufKkile126XTcHnZuc63UlK2FyfBNi7OR8VP/wi8jYRMWu9vAVYATwPn4EwaDLKKjKJtz9021wkprHY9rtU1B6F4+nh1fG+fmQbuypyzoIq6UZOBvddPXwMju/9xgBBcjSKlAlgkJc+LFvpSb4jVx/Rf363D9svP+JT7z77qehb+TR9AvzzbnaROm1gMPAf8GXgTnQbik4+G3oCjn52xf0ZsyDVmjsoKPnzwBzw6eiHraj/Lp6v/ndWH72HrseacxHpPux4m/Cpu5LZakqLM/Towb0F6QdneqAHhFHDlFPGevJiK8BcIi9Tn6Oc8mn8TAbaTXWwN+jZKszQdFa5ImpXPYHvi6pYBs7NsFT0qhr96qWoCFISdLOar3EwHt/FVbjaSfYDW5BK8kgkKW3psLfMsZ1agEndRS7FRcDvB9SZgkl6HccScJnobmugVqPu/2DIfAISAeMX+8rfWPFc5KitJpvRFtQ8M5PDXYq582fk6OzNkX8GOp55LFHmIW45h93MPaD+j3vPmu6xCkfzwungbiYyuOeh6pXD2X8Uj+5vIDZDEcJ8z/9Vh/cqFXxu91y+slLToEIJqIbgD5dri7Wda96bmB+ZtGf5W0FRBqUtmNtX1WTdYr3cbyb7VNqJq6A349JHbGUpn52pSwlWHvsajoxdybdVGlk/fapN9//2rhNcokk3/PtuWAbWJNG2iz8qdcOXHfebIP8ecbQ+JMsKuMExhQjBF+IuACAm+fqhGRbNWB21YYiTQ2FiCsRrwSuf3trbxq0Jrgjc5+ERYevJt49bRxaw+uoy+1CysIaYgUtEuZXcKrqgRHAMV2V9WA4umMwzcH3F3Qas1dhXS13silPf757N6ZZNKXwgkzb/9Fn/3x42Jr710beJY2p2ycmxI0N16mm7fxcJ24EXgw8RFI3FRRVy8HfCL4vvJQ3RJpwK40ZW4Hs84eJi1097iVN7Ed93/VSKtHajQBSFGgStdE4qwSa7+7VmH/8rCGmt7XVVsCczxfIcGTxtzj51dUQD4OHHxZdRkS4fxqNh7Buq834znGZJddD88cvGdyXRVTt4WucQ3l4CXA+/KPeCBaSfbv7qf2TZRa7VlFDURMyOqht4Hm4avmbP68D30jdWTloIbD9/JN46p2+Te4dWphfv75NZjzUbZnQNRJVjmPju3um79VdWb1yyfvsXV2Ww91ozd9ogikOqj6ZrAyuRTmBhMSXpKDEsOE7bAhZSyPVYiy03wL0bjsrg0FPoy2pM6YSXZRl0y9kqIjEVQrHPUx8RKTWyr0RHCFffR1gPIC0Uo1hPCYtOuzfBu/Au7FAPDuK32wiDsefdDCv8I+Siwyq5HEKHwmI2MtWkYadT+0bms+eN9AFKeTcySXa0D6gYTZUe7Pr2g9omtOaZZ64ta9yEu3oS6ty5wvPtn4C+MnzHJQ/ztMm2pVFDNhGB7yjDPQ67EJgGsdT0vcR/rQKd0SV/sawRosdoTpv9z1j6x+1c0n/PKgHTfdcT6XJB8KZwMqwgQgiqgXEoGhcjUh1gkZSZxNrynvVfqdQEnc2buxHt/xRzmXZZQ/azTxrZN3IDysN9KpxyX6LMlkTFJJgdkV4Sxq81H+pUL/9oEBs/+/ak5zHtFv+C0e24DDeX9oRuQloKyl9LNUwWvJh+mCH+JEZGY9kvZ3hBA+J0VcoMGy0FU9U6nJvaTuAe9b5JbFGsUleBkswvnMUaAFj/imgcZj5LLMC6a6ggIU3DJhraycmRErewZF7OBzwLLrM+9sqfx1IZd/3gGR86e6XekfIh4VKSa6C13kluKV/8hCBJldKQjSoMoVx2b7EetTCmBlZ7PGwuQjabLuOvFtTxx5ALQaZABK0HXRZCKXuQtLlYD/4Y6L/8NnE22n9Hd5ykSUp9DYL5Po8BmGn7FqcwFk6LkysSNPt/u72g+XoKEnBvhe2fbF1w8TE06op3TYeBl1PW7C/g0CZlHin9h0BL+QgppGTzk0wjKmtPNOTUr2sQOYBHwvkAnmSLBpwgeqOfKGYX/qeziLuPO/D3znTVP/ItXqX3pEyckxF7S047/qL2RNTV3IUKOcn1j9Szc3+efkzCFCcEU4S8xIka7EyjJgCly6UrQC0GspZTtMWtbU3LxEaITK1eCrReGwlZOjKAIlW5CkUSRTNM5K0Zkd6KQuR4Fwa9YT8JTeEQ5dzwG/DXwAirxciGwaOTkCn74k/czfFqpOb0vHgHOxLGC1ERvd4jCYMWAiiq6J8GDqHssO4AqRE0AXe+w2gQypN+e1Li+2/F0OXe++GmeOHJBboSyFNAl08LvgKeAPcB5JOQrxEUl8F3gw4Y9DaIU1blJteoYfonhQbCj+34VsFfisxqY8zz4ISiJNux24ROGVfvMKwtOqElH9CJjEmUvWgX8PQlZHLlFQDK2EOiSTF9FOV8NDP7jjJoZlUP6SVpQwmmUxNo28R7gcWAXnfIvffdbRPgUwdPhftnF1dr/mAtWgZrQXRtJbpQH4TdF+KWEEVnB9NjxzHtD6Wo7LyGn2N8UJh5TF6T0iKKBjqOs8EyJu0mLTNukusZvZxu//J2j7BNj7BPy+EDHlv/4wjbvAFRJflFU12fsQlOOwlbg1kEmyBYz6ketEMxFnRudbtcUhbJ90k9UFEsPH8Wu76+tnz8CZ5CQHyMhFx85Y8YT0w4e542b+orUpMiwPZ/fi8dWziLGxThXQbkkKvFUodn6sX347fZsQk0KopD9QS/ZB2WFakl8cr5bRWyMlafcn2L8yH5uMi3cbW3xNRLyFQASchQV8Qd4iWzOQBoVXax17MNdVE4RwJ0FtPTOEPaUfv7oUaPZxUlyzSYMB91/A9b5ujHEXu2Vh6iTJ0F2lS7McYKhv38y114InkOfZHqSvX11RdJYYDJEC0yJtducyajWKoKdrDseeQtOHDC83y+7EJ6fq3O2si04/SeC0ci+gla3MyIrB03/qyvTP34SuPHIXQk7R6FvrN4m+zCV+zUpMUX4S48oRWGklO1LUXrZY5r/1wIbraX9jfiQ9Tu/2Hv8muXP1mINFOXlkjWrnuI/vrDN9JFI8Ew8cjt/wJHIPBeVoGbLkNZZnzN17jH0Hfp41yIoJopZGCSKk8QcgBc/dEpdT2LZUA+NsofG/YNvmvEngIpDx4+gKTI2DkijIvumSqJ+hcGOG953YgRVrC3MsxdH3bM6Yl9J9ETdIJcq7X0/p+JArORkX8GUTGv7fb7F8z/7+xwmIcutaPceVPqkE+4CRSpyrbOxGg5on8Stm/e73/0IYtTxzbcKsqd9OmTfV6T/YMDxbPlimH6tGMnZ5jyMaNDdP1bhQVagv+YuDBwxXrZgopitiOus2vo4apLlHYcuQ90rmwP3WyRY+n2dVnKEMGNANrE2KBiXjyOOLlF8ZHps9HrZxVzZhe1Glkla3pNaoN3RnlQdm4avWbtwf1+y7KU0C/f32WR/qgjWJMUU4S8xDM42Jjs2YUXIl6DszHSoRs36dXKZjMXcp654psyruRMCrr/y6YjfwIhNjoReQ+efjfyTa7m3EfPAmUbnlHDiRg36UR34OnsVxJ4w5YUIdn3fe+rCk4ffMI15j+2vPPX7LxEbTjF7x+H4rN8cuUIK0m/a1L+kid4YShrh3F/QBMD5/3x0wWX4FLmxtO93atoxAlxNVtttwjSyrldhvk81+Tnw6JCTWetBtIJKQQhysMlFUBT1b4mLFmu/+4GfWu8vdOzbtI96h7ONyV1kGv72vncCSzPfR8F0v/uds6jn80nUqoUTKeCTnnNrIuje9/3Ps2p/WNvbpCXnKQTFqddgaHNainpC5rm0PtrJ0Kh72Eger2Ljr68JjkgpkrsKt0XsxejHoQpUsq6xCmIJYHJpGgyZyBrk8mQjegVgNVlqwf0stThXCmQX3bKLBtlFTHbR0DrYKb0WnUPpaloHO2WUYn9TmHhMafgnACE07qCWg6MSkKxGfJ+PVu/02yLu1ogEitwUO/Ku1bqHPG/FRtL6yTeBtNl61SaoFcW1xwc9NPbV/Hmo/rybn2PeE9lV5qMN1TzzpUXply+cdxe5idzP4O/7HCVR2YQUStNrOq/NlpY/RyvseD9IH24XD8unCFNkLEjuZdHgb6lODyPUwNfKqbmTMEMCbxJYbSf5hkY+jk3hEj9N13gURbb8EusB1uMvR2gmN4cA9AX+/IpN6Rxzsu2MYoFb2HlRcGv9/RJxbU1+0DHTqGclp6BHHthHQub4ukaGoc19qXoWHuoLvZvlZ29h3QfaqJs5wMCROlof7WTrLru7VC5KUmqIo1nDb8I76ZRPRdg+B6KF3IT5Lr1drY9+P5yu3T9JN2efrkJlJYBooW/59C3162rbqCsbYCBVR+tgZ3CxsClMOkxF+C0I0XGHEB1jQnRI69VcUCa//Tuj3ZtRukq/Zdp8oo0H7OOMjen7i1SqqNw8Tmmi7tp9OlZLSlL8iKyu3LuysJZwMpKc/VltNq6C5N/U0Kib93iCk549xOjsCvZ9cB5DdVXUDCQ57eGXY6TlGtykJI6Z7Nv5GMW4iYI0tc5zU0N2Zej2HhpXWMT4hwH7sO+jsBGzvLEguZfzDu+gRpF9sFex9uVG262250TFIpN9hXzuLT+5lA3TNa4kK7nyk0tdj58m3usvr2CSKVYDX9euXCQyEUtnn5BAR/bVisURy2NfEhcpj89+mGi7373v7Zf88o3s+78VNTnRYRQlCyoG2QX3ptYAACAASURBVAf4xyLtJ+faD8lqWpOdkXaydVczC9f3UfbFNAvX9znJPqj74H5LIuRFlGKA/UUi+2vwFJ2z3teh0BW8KGPqeKx6t2491pxcuL8Ph3RnSrZzAmKK8JOxu8t9oItE+jU69zLHazExG6uoxobN5+YUzJASNmw+V/e5QlBIUkACjZ4QTUdiTWReQS0ZF2LXaNIPp1GyFlMBq3wGXTukbpSu5LHPSDj5VwdfOu8fdnB8dgU/+O8P8Pg3/gff//mFvPSBubzpvj7etHF3lN0JCrfKTGM52EjpK32psyLhrgqQ1u9bemhMAh/w+bwkex+FOc8jFJDHsGjwt5Tn8lsj8bYTeJvojVmv+a70RL+3FBHWyaXCHzMrKzOhDD9NvFeGpCL7fit3MWCT9Tl3cSx4Nwk5l4QU1s9cl/++fRzVd9R69umsfFsIeRpFBQbIHNcvaGPnJ6h2HjFsla+pgg7FW8r3SAr7UvWsPnoPW0ebAz4YGeVki4k5EfY6FYuUmqRppvcLrdbrNwnMd595Y0q289rBFOFXiPpAR4UuClcKlGNFMv/uc0tZv+k8xsaETfxTT+049ZG/+9zSoI4kSfhKuQmUTjofJFE1ALyTnnLgdqfW3ZowdQFGK1ALEnNUUSUCwnTD/wWKoGwhN9egUIeH4mq2I2Dx53/zS4C+yxcwMlcFHGVljN/f8EYAFnz3xSi7K4aHdyZCenBsjt/+bAcWU5S0ioBJmINEB53nQes4ea9cVKeHTYSqeJM6vVY/v3tLEc6V5LdaNmDtoxv/VconUc+cM7lyvfW+N9E/DLGtRD2fOcGZnIq42fwD5/Nsgt3PRzFYcMKW3KxzrEL42V9680+Ccj6KAYHXRakQOFZoFh7qKwXZt6G7L8JcpwR5VsjVwBSY074fhiCLFlaIFvpEC2nrNXtdOjMuT95Vq/XefRbp+wXCq+ufIvsnJoqVxHOiI9IDnQdKHsnV4e8+t/T/Z+/d4+uq6vT/9zonTdqkN+gJCLRJ6ihipMAIKnITpoAiJcOMBG1awJamFFqm6IwzYzpay9jy1VGhPylUUiiUJkXDjNoWBQoDCl5QUCgQZUSbhJYKPYW2aZLmcs76/bHWPmfvffbeZ+9zyQX283rldZKTfVn7tvazPuv5PB9u/I85oKQlJR89flUD8AmPVQzC7EdO1I+KaG0O0CSDFCVRhO16MgedUdKdvEG4e/Fnxylwj2QdQRGNObjrP52OO5+BmvEib8JZZ12c6IzJI7tSFSkz9pfaf7JUnfbSt/wEklLIVhHVD2EWwA1t1P2y5Y0vRpYcv5bSiJUzDiZLGBcZaiLYvZWxH10Z9/u429f2oxJSvfIV/KDTJOOxozCDukytvmGl+SKZ59753nL2Tq90qELrhQHbttfjrtVvRmnvrVpnRcQLHQBZAnhVo/WC6udVlVxIn6P9AyXjYqVDnmo+Sfo9YdhTgve5tBdZ6mJ4CgkaM06FJmtxil8kL43VspUVArwThHsKSIbdKnK7DnY1IXbcvyb39me5WSxMrWeQfqf1i14lOcQ7F2GEX6Ew/ssOyMuNpYAwOep4EWeBP7KfADZofbpfQpNAyQj6SEua/Nx/5QR7mbgNYiegZgm24+wQUgzLz/3g6tRUnITdTI/siQC13/7T2xUdPdcCkqTkvfepIOOhkxwv9wCw0/ZdAu9zFOT8CWDTjSd8RxxJltObKENKJTk7NDSJ5r3Xx3V0Pl+yHEORUbf7J0n+ZN+QDuU7jZ8Nblaap2A99xLY6KhfV/e/1Xs/HRn3S45VlF3JaR5BDaLd+slMSZNqRzHIoZmQBZ1RTbffmltQueDf75FDEee4j44sONURyZab8yViYrrp7yayW7kWCsUIPi3PvkjOcJ6BUoTYy6mrkMfp167VL0Yyp8t7diHEOxqhSw8WDb8d6/ItXe+jGm4QxIHX8eFzbMbcy3fyjRWPJU847lCka88Umm6ZzZYfBdqEE5RzBlyDP9IkGb5IlheUe4opikfxolOeFYmLAm/XjzfeOnVKX0nPUM3kV3tIlEZ4YvvZvP3hqeYBTxI1ECvWICgDUsILh09hzWtfB8O9qJZWk4Z/tBZbk8AdqSJbe3UEfTtV3EqSN4ngVIHWL6wR+SDXotOUCGtsy80xRuLvGXC7HwbxllZZq916O9cY5C7X59HoY4Ker3UZsxAaop2OuTtaqpu/uZiK/vR4LqknE10iFhKly5/i8D+jUvga4nJF6lt1rdfjHnCRqGBJvjMjmfdGASBEUep49AMLHZ16wLDndHPqyl6xNwCCuPT42FZ+Lj55wGF2AYw+N5TpvOMRRvgBTeoztKb5kn2NQkYayoBaj/9naO/nXr6T5m9tY8YJhyKRCNTMOEjzt7Yx93J7ADcwylEvKL8RUuNFPNKoknJlq5Qra1Aa5mLmVgyHNtcOr3M8dPQLB6dXdPX2/PX8yr4ntp8l3/7w1E7UeZiH6viNPiEo2U+Sm/4ZIeDUiTtZ/J7/rxtTpVkd5d+QyzYLBC8SEwfmWyrqHidbmUUTX6aPN1OzWJkVaP0gc6YmCJzuATcS7TcR260N2ZLZ1SyNkX/gva/lxGUl6l50KjyYDcb59nu+kniQfY2mLRfN623817voOLZalReORAFJUrgqPpOAUzb8wEsTa38D8J33fqHJEl3NPiDsQgVY8p11zn3Gaa9oYK/oYK9I6k+jsm4DhcnvMUMCG1zJPhhRfqfk84LLJeU9LJP3UKIr45bkSvY1RiynixGeXQgxsggj/EVGgSP8XjD8sS26xl3P3ErNjMyaIx2vTWHmx74wDM0C0rMB2by7hwOdmuwPx7UZTRF+z8heG3Vu6/mFRNlk5iORSdSz1SLJytKuPpRUqxjw9JHfPzgtcf2fNqYi+KkKuTme/wz484R3gwTmW5xqfBZEKjBUOxT8aurjqLyLGyj8DFMcNagIFMkU7TQAaxoe3Vx1139dJ8yR/gDTYPKPFe//9VGDB888ZuBNIYGuCdV85aSb+zfPuHqh3CrOIlvdApVjkE8tkrgeUAXHXud6D80t125c/KUNiyjOLFwclYOUyjlx8eXPzE0ZpmTWXDCSUfaRnF0IMfIIL3DxMVz6zAVaE26JtFSd4FxgUH8v8e/IkytU1Fa1baR9e81WjeAdDY9TSCu74UNgLblop0FK/+RyxoO7+fRpj3FF5TY+fdpjzHhwN8Bh4CKP1Ywq0F4RyqiW8ZjhdY0WoYh5IaOLEm0b6rXQUSVvWSL4mhRCrhasMTGVmPgGMdFOTPSQ3+BLAJtSFpb+kp+Lc68rch1EUx/DH9kfQM0E+Gm34XDSg8pb8FONOAVZS6uspabl61d1mck+eLsE2CBO6vnTxysH9gkjeammr5P1O68vW9B591q8HeHiqUFKZpVtv9fNMFnIFY6R4U+d/8j1FE9yF8Oac9IiBPsyvPlXy1ZWyxpWy4j+HLVkH0bc5nIkZxdCjDBCl54CwpQYa4pIrGwVYtVavDvFvPXSpgRQy3a69kxxjPB37ZliLFuOehkGjdL0oiwusw0aJwFnAa36XBQj0ujn/EngDluirFtOQaeUK2sKMAMw/JKeTKcRTw25aKfh3ClP3JMkQjQ7b5anfWmneN+9nRh1nCt293HGF3YCTHztiule1yBiqnrrdQ+0tFG3AVhkStx1ugaG3nsR7vegES32cmYyIwlcZbLzdHUf2T9o+bocuF+0g3Rvr/sLNSZKgJ8AHwf2HK4p/0P57r7TI0N5cfAoqsCfX6exXPufnbjnFBnHHFTKl60tKg9H3et+Zg0nY+3f0m46waL9jsfhvyQqRGz8vCLRy107r8smqYoRE0bRO2OGotVjFsieC5HTzIYNjsd+wnF7hjtoGAOahYDLZBtY3aXiwPKt1BedOLdR98/At1z+fW49W5/2Wt/LxafIGF7HuBCjCmGEv0BwKK6lIn/q+2zEL9+pazNTsxCLpltm09Nrldn29I6j6ZbZxp9RFCFaSLBofyOZ9nJuWGr46gfch1/YA212z+I4KjHxBsPbXy+XLRrutwCKG0YmamKvYurxoj9/yo61jcfdURYVWcn+wOk3vXDH+zamyb6Bkr4Es77+x2z3cBekdPmPZll2AnCfHhx4eW57DaQ769laqSP1fny7B7CSfVAR0aGMBZNRWt+8yv51BNjYfOm1Ti5Q2V6oH9c/r2578aL/+Omzsz/456uqChFyL3RhPzseJS5PRT1r9uZK4K/ExCwK/xxsN93Tfq5tKZn3STlqFiRJTOzTP0nH6H/a078oSewl0rcsP4ZRfEzBbSAVA77vWIgsdzhew649vsdyeTvemVA+Y8Gutagik/aifPfU0TYcrjOT9eeTqKCC+WffMOw/J4RFtN7dCDX8BcIwavXdoKI4ChvRBbhAJe6u+fLjVJ1wkAK59Jh18IfwZ+VpIJurRz4YIC1tAiwDsQy9pP49I0LksL5fj3IzlCazGNabBcQdA9fKytKs76duYEl9bJtrNFUKeHDfZV7bmGcm023UuTljmdFZz9YaTfyDXgNZz9aI3leHW7vd2mdqp2Xf3UMVyXv+el3kF4fOd22zPE+YXaCyu/TExOXAD4EftsUv+zBQ/enTHqNit1tR6BFHP7DQlCNQArQD79f/70Pd/0ag4y1ULYQgM4hes3YJ4jI9O61kS4XW/Lv2p6MAKh8ke55HOiFZnSOLy0yWZGUrXDT81yzfmNjU9nnX/l9KhJbgFDR/a/auhyivcR3ndW6lvqZQ+3JCG3W3AjcBZ9ez9ZfF3FeIEIVCSPgLBCFWuSXDDCf6Ua4mxUqiAhup1oTYzRptJJAajIDnQCyOenllJk45kPQcru+8kST7mqhaSKcTof2BrJPC4aikBCEUMUjp2WPC9RwcOWoc2/70Ka8mZRBqH0Q8KGk3o7OerTV63azXrp6tvq6t1up7SZKkrA04cxoTk4A/Akf94v6PjP/r+ZXiH2f8ZNQ8UDZ0o/qZaaTPqVGY6FXgVOByMknyEGog4Leo3wa8BoRxmT49+SU4Z2tHN8NZVMoflNVp9gReNTBSZN/RdjoH0m/pU8TxEtyfB2PQlGuSsSvmJNoQ7k+Z3Ep9UdULWnZ4LXByPVtfLua+QoQoFEJJT+EwGpJeylBRnGBkf+bJUL8cPv9V9TnzZK+lLTxkFEawq7RsJynEqiHciUCMYPZkQa5v50idF9FOwwV7duw7kixrwSYvc0iIpV+Ody5soxAB5rRRd3sbdft6pk9w5aBCRWS9pDpO5zWbbtR8zoPowO3VYLNdO69zYIF24/FaPlA/INppED+XL76/9f+O+8XJZ4mzr/qt+MzoJftGVdkY1n7AkA5NRkkEWsiMiJfg7TFvII6aPViGlwzEKrsplt1vGcHIfiFlK15Q91g6gdcNxnVxSwj2ShTOxHGyleNkDcfJiP5s1a456xyWTgJHo+6Fglsf93V5bnI43sWGpMfZFSNEiFGIkPAXDsVOekniXVnQQDDd7syT4ZzLYOJUZYg+car62530jwNahFglhVg1pIuWjYbBjhkG0c1Fw1xtOzYDfrTCMIIJUDr63Fxf+UBsfCTDGKocJU2xYHzkyPKEjGTkKeiovzFYWArEXvyPk1x15aUHBgXeLj0ZpCyLnn8If6Q9jpWAx4EFttkEr2s3QHD3kuU4O2/ZBxoptFHX0EZdRxt1Sf3ZYFwvoPr83z8pTvnzzvGHJk/k9dnHJI9MKy2WRVQ+m03iTd6OIXg0PIGyELXqzRWh93rezAPI0dL/5JPvEwTVutKxocXLVinerR8sSI6HlCxDOSYZuvBuFLcoJL9I6m1z/NxOohWDOIkTkomMfqNYMAj/C23UDbZR92YbdZvbqJs5DPsOESInhJKeAkKIVcU+mfMo9PRo/XJF8u04fADaMvihGx4lmP/6ECPrENWrf/yQk0eBD6AI62FgItboplnikHJmKmhrfUK00wFUf/+DdTjJdDQyLCd96ukBqDvxYcreGsz4vmf6BH7y/IVeqyYgXXnWQc9/PWmCoHIGrMu45mI4SZXssEmcjGrClrb4lUFBanCVmf9Rm5n85tb2O/bc2PvkwYtiH37lOZ5rPIOuY2ZwRvOzfKjmhfiy2G09sy9+qnrqywXPce/En/zFkOmk2otKpi7G5EPadQfwIVUxr7cd+CyjT3aTDYWqZN0P/Azn/ldJdmJiCGdyb82FKBCEwG1/+WLejAW71p783d/HSirSYxyDwgzEx/HS8r/l9S3VkMrHyi8Z1a1PaKPuIRTp34d6J5yOmtE4DJxVz9YX89lviBDFQEj4C4gcEliDICHlyhIddfZFzlxgfdF8/qs4skMpJffe7PeFlADexv9L115Q5RXyK9gUBIpcKBRi8KTLv4+8tEm0q6IqWz54OVlcd1Kk34WMumLGg7s54ws7KelLv3CHJkR59tZTeO2K6X6b6puomxGEkAeFx3lIAndm8+XXJHU96edfogeIvceNT+5c+cGo/fxMeeAQJ/5nB9VvdCKA/zn3cj6z+odg5AHExEVkdzQKCqeggVsi/YD+XiUe55a87heGXn4a6pwX22FopGAUSITCnU9j4OOclOuu4e8GHgFuJi4LRlCFKFr9ks5Luv+nomRiIuOc9XaU8/jMS+1f63yz3Eh/kCBDG3UVKJvNOuDBerbW57LPECGKiVDSU1gswcHGr0BYrz/n5LGNOKrypTH1mqDHRYIoRBf+tc1R1Ivab0c/TcqVNVKujOjPT+JcQKnQxa869f5aNUHfWIBtljF6ypJ3AYgsfvoHWnYv/fq00kOrhEj+3/Qdmw607PY96Hntiuk8e+sp9EyfgBQqsh+Q7IOLvMgNhhwGlRxegbJYrQLWOOUl5Ai34lARYGkbdbKNun2O+1Nk/z6sg32h/xble49Ez/jCTqNAGaAGThcu/xk1muwD/P3TP2bujhZIS1QKXbAvTmbhpk7cdcilwA5TheDJLssVAoZePlcp3lhBKca9r+RLQicg+5FruqGKuFxGXJbo7ZVYknHV73fY1tkFdABXAE8QE4Ee4CwoVi5DdbQ8k+wDTKhyVH+Vkl/f7FhsDIe+q56tPcDX9Z+z8thniBBFQ0j484AQqxqEWLVPa74lqiP4Ht5E2aiO2IlychF4d5AJYJ2UK40OPJ8EtRhq4NCkyXYJE6fOw903fDn+dakC/1PUGZpbfXxXYSUiy52WzQK3AYKTtj6fwZMZxUoaDIomoHf/YKXrAgdadrN38U4Sbw1OAsTQniPRvYt3cqBlt+s6drx2xXR+8vyFPLjvMn7y/IVByb6BmB+yboqyGXkZsRkP7o59+rTHxBWxbdWfOXZ7i3TzTw8GP9cwBmzWEiQz1pBFoqZrFaT+Pv2fXyBie+qjUrJhzQJVDTomIsB1PtrkF0PA97WjjVF5d74m8151QoyZt7WMLmvKkUS+QYgYqvCX+X51q/nhhzz76SMf0J+vAhXE5XuJy1NQUelpKEldIIh2GkQ7HaKdpP40jme954p5wC1Z1yOJN5++2bXOgUMfAOnBwYE89hkiRNEQVtrNEdqO0m49F0NZYnoJbwU260jcB15SypX2a+RWydMvJgEbhVhl/L2GmSdP4CMXJSifFNGR/SZ5D61iIw3AIdLTzn0oHW8+6AVeEWKVoekGdb42oaa6jU6zmrTdW1C9q71Caoa/vkahiPqoSBqUtbSKdmjb97m1i467I1aqGeWMB3cz6+t/pHxPH7cdFMhBK1+RvQneXPFHps5zJO5GtdqrKbxcbQ3Zq01aomyGpOgPbyd4vA8OJiVTIojZE6ieNT6n6qkG/D5XYsaDu28Y+mLJZ0t6E0behq/7qHxP2le/pMd5FmZCYlDI88Q/A19F5Y4MoWa+8iHbbs9XMzFxFtmeL5UcOtY08sVCL6rfN+cNGDkhQVAOtBATLShS/zjO18AoHDjN5f8AFcREQ5b73hjUvUhcmgM8vwEaCNivmxLOLfeTaFdJvFolakiMCoY/NJ3Mqc3PYdbwD/VE+UOTq8lEPn2zV59wQxt1z9Sz9X6ANurKga/o/23PY58hQhQNoYY/R+RZaEtKuTKit+OlybcPDNwKSeWCblRn7OhD71Gw6mlgNrl15MaLrZh6fTd//Y2oiH66GJK/YjDZBhsjpuFfJcQS1CzIe4E3UAOkVSulPKIj4+tnPLh7kllzv2q/y8YE1CYzCmcNAp/XSWodFN7rXF7ZvnUa8G9APXCCPo6ngFWylj/ZPfQ/fdpj/OXVPrb1qMYZGAdcVgGzxuuiRCb40f77zWVwymHA54C097jxiYdevCgCdF0R21adZYW3gV8AN6MKWq0FYjlkeg6iJDtuhL1QyaPFgBEUMAj1/gRiapR0oukwN74bJSmLYNbJe9SnKBCMQlteBehUMUE30m+q9QB8DtgBnAT8AJgJnElcPuu3QYZBgFNbZS01lmWVxrBg5+f4uZ18cM1LTKjqpa+rnD80nWwk6tpRCA2/V82NJPBrlMTwI8B7gBdRSbuHc9lniBDFREj4c0SehbYMyY9X1MyrCJSZwBymsJHXTilX1ngMaIyX8H6CR/0k+SXkSdSL6iKcz72RZOgWKTN/bwwCzFFPO+wDhf0orbFxvt1mDoqOVUIsB25DJT//EqhFEea2lVJeaSzX//7SQ2VvD6buj9vehoMOweWS6gmc2OHosmMUz/EsNkV6EHUNtgHdjN7dzOr+I+XJPnojE3hx0km8Vj4dIHFl+9afAxcAv0PJuE5FDWAOALN+UFv3NKb78IrKbax9y/kYpkTgpqN0USINJyIvJRxJjj8yIXrkWgcnIM8icnlUwLUSspjw6ngtx6CJ3mir9lpsmKthpwZrT55y7jHnvPTLCdFkgkQkystVH+CUjvbhIP1uY4t1qP6h2FXW005G3oXGzNV17QPdtaik0vNNy/8FuJ64DJQcbhgEOPwro/CcEK6Dg+FAyq2njraMgf9W6j377jbqss1uvQYcC+wBHgS+Xs/WQwVpeYgQBUZI+HNEnhF+P/BdqbUAzj1mSClXRkZJ5WAn9KFIt/FSMW7g/cAUnN1G3GA49hgvASP+PeIWm66IiYYjSW5Ze4CqfgmfrmDFGYflmlVCTETNvpwKfGyllL/Ry1uu44tHyIiOi/Iox911ipukJxtSFW0NmGcDZvTu5iOtzxNdK+GvwHsgsVzw24bTeK18uryyfeuPWlfNlXMff+DvgehQJJr8xHd/Jn856+zozRu+8va85KbW5247NTUo+/Rpj/GtF9wJ98pp1gi/18zEQHJcsjQyeJWN9Hve91dUbsOFqhuuPBkuPRiDIXP0NSa8HL2ssxTFqySbDSMZ/Z+nP62DNawNSiKI5J/Xn+9xDtd5Mhx+slU2Nwph3WBbbgAVcOkDfoUKElQBdwL/RFx6Z/ubEDDCX6hZ6Vwh37+ifcdJX3/5HBxmtLeJenB5B1x313e3z27cYT+PBjL6vhAhRjPCpN3c4ZZkVRB4EU2dLGxUk+1ARXjzcXnI2D6jRJfugAlY71uBIlZlBCP7AFXascdwDKrUP4Z70Kgj+0Dza0NUHZFQVQJnjGcFMdGwUsrDwHf1kmZtjuU6zhqvpC+ToqqQTUnVBJkH2XcrMpbStJ+25SWiX5OwF0WL9kL0a5LTtrwE0NV/QeneuY8/8I/oWZ+SZCJyZvuvowACedR7N3ctOP2mFzaik7n/en5l3xSXXmtyVLDw3zZUmJIHLW2xozQyGDmSHG933PC873tPcJU6C+AtYJ52SomgNMyGxn+NLUlzCZmuVKAkYvZzOlJJ4UdGaL+Gm1CGS4qddRWA7DttdrjX9wvD4Sfb/pbqH/typag+8iTi8lJUjsijetkbA7bFqZhdL9AkFtIgFtIhFpIUC+nQJqSGM9RIQFQ17roYB8edocPRtdhMAUi7RVV/b/GNjX/+7d/sIDNRO6Pvq6OtoY62jjrakvqzUA5iIUIUBCHhzxGaDC7A+aWdN8zuP/r3Bv293bWkGjXdf3Shdo160Y6lxKNJ5CZrGq2DmkwoL+0WoLxfv3omqafXSP57BHhTL/1B05oZL+ZZ4+n94lSuqpWXdZ3YeaHIkeyDu5d+6ryW3TaYSRuP6O+hqTQxaHGi6S2bwI4zLiKSSHDprx4CKH/v5q459WytqY9tm/83m7vk7AmZI7uoEPxx7hI2XnptDJU8aLxsPa9xmThin653IjL9aIvY9n85MZ6MCreBvko0j4l9+nrZn9O0M4sitFeRWSV4oYMOe6Tu03wS9PPpF43Kx6PF/arQyGeUkm/ydJS4VP1EXA4A39HfX+m6hgN0gTm7vWsj3wKc7ntF+gvxTvFrFW3BhBnORZu1zafXzEPplz9664ex2ll3Yuv76mi7HTXzYjluV9K/QjSwQnSwQiT1Zzg4CFF0hJKePOGR3Gp3csgXxnSun0TTfGFoskdKd1loSNQ0tmOC8sg0KQBshXO6BmHjIZheAtdOSS+29TC7ft/PTOCxlVJeZFo/Q7tKXLZmk69kQaKerY4uX2bdvJsERgoQ+6QwtOyPfuQivvuPN/LrD51JJJnkv+78Elc/cn9qceIyYpa2vHgE7dIDFSVRNq2+jxfnzDPvolPWUtNGXUN/sqylLOJsaS8lCGGtAqz/5Z7kmz6fuTwfGUnFWeGi4R/N2bao5s3Hft8peOWDmDXovgoZ5nkeBlB5Sfm6jwVFt4RJObbbXgU5CPqJy/Gpv2LiPFSl3leIy5Ny3GYKYqGL1GeQOJs5ivxde+Ko4FagYOXsXQ9RXpNJ+ns7y3m8JqNglxM6gSanBGBN6t1kVp1bqa+xfLPCsZK0yllZnZPDWIgQvhBG+POEJowZkQ4pVy6TcmUlhSscZRQRGY6olxGhCAK348w10peksJIpp2s0VjrXJeY/3lMC5QJ2D8HzR6BfwisD8LIi+2A/b3HZSlzWEJcR/Wkcdz6RY9e+Q5PjRqBz4HhnlZUYn4rUkeFslgAAIABJREFUJQD+b8aJbD/7MuJTK6l+o5OjD71lXtxoZ+renzUebjoKVk6DL05N2sl+atl6trb+MH7Fo4eGJuEU29D2gVHM0Ui1Xk09WyP603qfGOczt2e7OlC9gPTgYhzWZykuYGcO+88FuRxnV8Z9p+BVcE0CN+gZkn34nLUTac16LsiHPOeDSUNEcg23OYer/aGMmPgegK3Ww8t5bNMM5/dTCTEKc55j5MBb/tB0MkM91t0neiPyla9+yMtC2wxlOypwenbX4D7mTJ8PFdXfh56ptS1Xzugp4BjiHYowwl9kFDi5dzRG3o02bSfT8caw8XRz1cmGeRRmRiPD3nRMwcHR5cV++NFhKwOcXqIGAcdG+d8lQ3J2ts26WFH6DZj6S1iLiQaibCRhik5HGSChJ/lVkZ5JAIfKJ/GbD36URf+6ga5jq3jo3y7lkmceTrvbuCSvdhxbzcy2joz2GcmDbdQ1HBiaevfk6IHxkggRkgbR931sjg4fsStzvTezWSjejruHud29ZiT6gj6UO9Q0VJLjJFQOjYHM4yue01CcuKzM4nr0TkQC9ZzmGrT7Hcpi9AOoAME5xOVv822Ua4T/MNCW79bzg4ud5wCqzyvLtr5Gp5TWpOQ62rxmSlWEf4Wv+1+yWoZB2BBFQ3hzFR9OmuBcYUyLF2p7QTGA1jKTrhRsJLguIzOKvhE4hxxn3I2EWhTxz+eYx1I+ghMyqm3OKlNyno+Nh9PK4B8mwkf0RP2sieP+buF/3b3PlryaAXMkXkrk/sFpiYf3X0J/sjQbeRrAOVk3E3HZqsl9+r5Ik/1mTFHcyb3dXPjc43xl038iIxHuumwxKKmFkfCace8PRaIDX1l0s12vk0qoMwY1U0sOjI8IiApfE06WKKUm+xm65Efm/912e3t8wj2al5ZvuUVDy1FRcqM9BiT5zSYG9Ro9CnUujkJJQqxa7szBzBoKT/YlqnpwA4WbSR0riKLe392o/tFPRV4zPgwcg+obC0L2NZoYsn0zBPh2+C8eXt9SzeMzL2V7tJ7HZ15qePcbicx+I/2pvsFI0sX9/SbR/dDhgQo/larHTk5ZiDGJMMI/DLD55ucjuzU80cFagGW45LzrNLH3BY/ZjTgqQpjtfMSx+t7nc5zPAmdLuXJAty0jYjtqJT6aBJp161MiMHuCkrYYuO8gdA7B8qnw9vHVzGzrUHkKtd6FZ+xVM8+e/CQNx2ySsXFxhMioPQCkPLgdi1h5ofmaRbdf8szDS06I74kOlozjSOl4Jvda37U/PqeOy9f8mHNeeIqnbjzP+NrRlx1oar702rMueebhJcfvfz36+rTjEz/92KfWN963YRl423J6wBLh1y91RwvCrbErm3AvhuQFq9e+gZgYYvglJsa5zaihEABp7T0YEf1czktQ9KMI2zspeGW8lP32dblU+nW+/woA8Tf0cjoTqED18s8Cu3LaVDeqTxqO5yFI3l3nKXc9u726cZdXDRcJ3LGV+mVC0JD4cqQl4j0JFWr4QxQd76ROctTCbP1Iji4DGjFUctA1WDuaQpB9PyO/pdoO1K8G2S3fIEY6WuoVco1hJZr5HOcZqKJdBtm/B2vEdrOuZzD6EJfLnj9C37aedMGpg0nlp/+idsB5ug86hmBWKUyJQtWbXeBfF2qxP/zFofNZ+uo94rN/2NpVz9ZKlLzEHMmOYIp06yh6VjRfs+j2hsdal06P74kK4PXY8Zy5/tc8+4HTU8sMRaNsvERNAJy78ynz6upYHHThjQ/dvWB6fE80IiXT43uijQ/dvcCkkw+a8+JkNeq2jSrdnkpUlNWIcvuJFrpF84aL7BszAm4R+aBQeSYx0aD19y0Un+yDtSbHaIff6Np8rK4w2ZDL8RclmiwEt/MXJtAG3IuS8eRG9gdQEfHheh7KgTlSUiklAu+8kOrKi99YijvZ7+xsnnnHNlE/R1cZ3tR1yLMbShCS/RDDgLHSUb6TsBz/MoDE3NKd7Jp6K4mjv8auqbcyt3SnQEXhClXERKLIb4/P5XXyki/Svz/7IsN6D54nxKpZqMijXbMpgBsCDGaGFT/poWfQ9t0gsLUH1h+Ax3thWgQ+VaH+13VM6gXj+qYR7TR4FNAxr5vhh26C72SzS555eElFf1o5UtHXw+7K6Xyk+Vn+dsPv+Iev/w8n3f9Hfnzu5cx8/S98efMtbu0xw6lt5ja5EZs4aUKVwMVuL8s20t9bByKTUYTBbTDrXL8gSDJvfngbmG9J4lb7zjW6DxA16kQwPER/rCGOlcR7BTrW6gFYIaSIO/HhIV9ALMm+iCvMsrBD+NfVFwrm/mWO14JuNp9SIreJ+qadi89YQDqgFG16YjX9Q46Knn7g6pDshxgOhIR/mOHg6uMWwRloKH0h0jxxGzXRg0QE1EQP0jxxG3NLC2rOIVDJthOBn+NPCzqWHQW+ijshMWoQjDoMqgTJDAwBvUn4iNb0T4hAT1k5TYtXG4s4klXRjtk3OhuyRcl9RdGP3/+6JVpXeTDO7xZ9mIUP3c3+KdN46OOXcnjCRJb86E6eW3Q6k/oO2zfhdCzu0XcFxwJBrx2Z0XRl+9YHrmzfuuvK9q1DV7Zvfe3K9q1PX9m+9dgL9uzYd/fQPPkDWSd/IOtkAy1Hz+QvrnkCjojLZcRllLgUWKP/zhH1NFl2QyG0l6/pzyTqWTci8h14W2X6QQLvgWFQdPPO0uUvtwwKVQ0GN8S0jM+twqtfrCMuT8XBQ74AMzpuyBaRd7um3cB01PFOx6W/KzZMLjyefVpfl/Nt3vfaBFABJcsCW9rnsWD7PezrnYaUyg54f+/UJLAwJPshhguhhn+EIcQqN6/p+GtTv33U9Gh3RgfakZjCzANfKHRTDqKSuK5ARfyzRVeklii5QohV+fi8Fwu9GJ3xzJPhjNlQMQV6DsKzj8Oul7Ie10hglXB2qJkkSHzxaNYfHl/x2fL+3ljXMVU0LV7NlovmgVFrwKbh15p9N99oO9b9oLZujtO+DRxJjo9f/ccfQHogFQeW2/e7+6TpQ9PjezLuZ52Y4WiPaM5bGAfxQVi+UlrcXzpc2tZJXNa0UXc7cD3p4EY3sOTK9q2LgAtQbiWdwKnAe6MM8p2/uZ7jyt60bEzC0K/4+IE/875pGC491BfuRe1+HKBmCzyvgU9I4E/AiShy/jKZLk1eiKPOl9NMwDryJ6hmDOqfUsCx3sMYQlzLvtKw1dYoEjrRNTeKvJ8UhMArByUOfJ9MNzdfOQhnz32ShjX3M60qzv6uGK1NV/GLLefn22Q7OqWkRgjPmU+On9vJqc3PUVKRjo8N9UR5ofF0Ixk4G3QdGFt+1QqHminhgCBEgTDqiM27CVoz7uY1HTshkkn2AaoiB4vRnMlSrhzQMxALyZ5r4KkB1dKYolQh9o2ZJ0P9cvj8V+Hcvze+TZP9cy6DiVOVGfvEqerv953mR4Y0EnCMVHdLriYul03cfbgy+rPkvJltHZ1bLpqXrjXgnLC7Fv/E7IbH377I1Y0mISMDd71+/VSssyYx4F7Rzj7RTlK00yHaafjpxz61vqfMWt+op2wCGy69dh1wtX0fLx5ReQpG3sKg2m7LKiH2rRIp+YvjeQGaNNlfirWfmwScBRwAzpW1nC5r+UcUCe5PMI7fdp+VcZwCSs7iVz1bqY9spb6moGRfwS2iKHUybCHqbwjg/fp35X7kn+zPIy4rictPosi9wXQSpBN2C6kLHwc8Buz1WOYIZHjCZIXEe2q1wBhCed9L/bPPFL0vNqzVnYcH612+X6f18XY3t258kv0lzbdTWbOPSERSWbOP65rXcfbcJ71W8+u8Y4Z5ZtAVr2+p5oXG0+ntKEcmobej3A/Zt0gHXch+ZpXisApviAIhJPwjACFW3S7EqgRZIjxdySmO76Su5BSnr/NF6mWtk4wrpVxpyBEcCZXbhkzVh0eioI3C5GlWQl+uz1nZhCEgzhmzocSmqSwphTMvGfam+oGOamcUDzNHu2UtrbKWGllLRH9mRPZFO/sIprEW39t74xzbvlMvru+9vvTQ04cucIrAjtP7MV5cGxf/24Zftl7YsG537IREUgh2x05ItF7YsK7xvg3LdBTSso/H+1SI1wExYOMqIRoc1jNLFtz0xEuAelnL08YXspYEelZrULq656VIt2jndtHOkGhH6s98E77d8wSCEbZevBMOjYFeK/4HEQlgMzHRQUw0aLlSCXEp9KfhzhPEMti4j9wQR826TEfpnJ0wnhyi/wLoLSune3xF0FVzQQnWoE4M1e/nOhMiUYMvgb8xSzmwabhIvyb0GQNCKVkmBA06cr5Z/28+qhaAFzoBOf+b9yXKKqz1BMdX9NOw5n7ntdQ9MzH4EajnUJPxR70WdLH5dEMvcLWURKSkxqliL9nzkUKEyAtjfap0TEFH9H1Pe3+5d7ZonriNCpGmPT1yHE29WWsqBYUrgZdyZasQqyCYhWUhtby54ZgZg5SUpsu8JvX7Z/I0yb7dy6mY4qxZHlc6ItpRP9DkPqfIspbx5Fr4qKqera3EBFitFit+9B9XTvOZ6lkKrG+8b8NkYBkoJtdoXiJuPb6DQnhJwkp1W1rt65ngNuCMaoKfgminHBgUJMd9eKKraXiXXtYux4gCS0U7yFpcbWv1NbA+R+lBWROZ8ppeVOKmX/mVsu1VSbheEiBJXD5LTPgt4mecRyNijKNMRO0XrMfotn2BSh6eSuZ7SAKTSd9nhrzwedRMTN59S0V/byrKP9o0hx6QwB2mJOsk/oIqUaCFmFiLcX8Us5GK9KeeA0307YGGalR/5Bl0NIpctbHfcbY4VrUP1HkxZmaNYnCTCX5pLe9BKfmkEOSbS2EUpmxyIflmZMtHChEiL4QR/mGCJvuBIjtbBk6h8fBldCSmkJRKu994+DK2DJyST1OMCKAlIupF4M22ovoz147LjqDFYiB7VEuFgYYGxlm+NRJAKyaPY8FKr/XfqcVP/BR+cYMRZd6ITbpz7+prmLvDd77nJLvMJ+t+vZFtpsLt/kp9L9q5WLSzDfUc9L1/wiuDJ5R1Oq1jLjbmNXPgCKPWwdwdLdW76mtE4hOR6s4rqjY3X7PodpNnvZnIxlHn+zr89xlHYUTi1UDB/VmJiSQquuoWPXdDISOOMRTZNxf9MgZ5TvfqLAoYSBCMKbLfiXJWWmZK8A46gxpjmCU+OgnWzbkpSH/kbD4QoVNHzSv1TwTlOOdn22anLkeZjZQs09v0jPZ7oA9/ZB/8uIGFCJEHQsI/fMjJrmzLwCnxmQe+QPStrzHzwBf8kn1JuiJuHGt13EYpVy4LSOCDwm8HFSEY4XAKyB3BqtVUkoL4Hqu2d//r6nPy0QeANQjHV32qMuJYh5acJLTkRJKdHMdRA0E3Cz/HSqnjZFKsve2fgjTNLPNpzkL6fUlEVgnRsEqIjlVCJPWnsU03PbH5+xNRCbEx4JX/6/vg2g17b4gfGpqUctNAnZsFJrtO15kDj2aumbujpbz5m4upeaOTiJRUvfmauPrhTTcA95F5fSajigAFmYWNkj63i3HnswbXjXks4wXnAX3MUYPsB+NJy1Q+4LGcX4I7Fpwo/LbRkPDUmCLz+cygDrdEJJ+2mvPIXHN1HNbzE3CSwHItr3GV2YiFNIiFdPB5LqIemOm36SmUA5uEICkEHYYLkCFvsn0f5BhDhAiM0KVnmCDEqlxOdD8qgTaXCpjzRqpyrEnDn62j7wRewfvYDGeHJbi/8PuxugqpgcHsz/VT9YEy+nrgh+ugvw/Orvt3TvzbW3AmOlLeM/YHwQ6Sk2xIufm4yk5i7vIaCUR+LuPk5r/eKWvVtL1uu2X/l3110fbT//tus8uOGUblaScpTONKKVt14q5x7ySA9fVstchuRDuTgY8CG/R+L5W1/NStwaI904lk1vYWZt/WxNS9XakpfHN+hWgnuau+RtS84Th7UEz8ELgQd3OAXNBpFD2zwNtpyN82Y6IR+B7O95qjk5MDdqJmA4oVwDeKQuWzfjPWqq7dqIGPeWbSkPBYZWIez6JPFK3Krh268FQube1HPY9z0H3BdXd9d/vsxh2pv7FV+dbyG8f3xCxa6OATdDOd+VxMJ+c++nP5lU+yQmT0D6xW51ssJPM9NgQ8Ta7FxLzQByySTVZJ3H/87OZXVv/iK7PN7dOSqRAhAiMk/MMEIVZ52ZVBZvRaWRtq0q4lQV6k145OKVfW5NBUZ8Qc7MI8tKCa9BvLSzIJW7by8XEpV1aaquIGL8IixCDHzRziwL4J9HbD1GN+Lt++/hNioavlWqe8J00+xyqcCKkHksBV5gRfR9J/nliDF5lT0Vlj/XwIif056L3sq4s2nv7fdy/Ceg8Yg2G3dnWulA6k1AOinWtRJONHqBqhjnp7+4Bq1vYWLlu5mNIj6eBcCchZZdxRd0STh3Y6Ep+IVEeGv799FRWXLFQC/QDKVhHs/YH/XAMnSOAjwLMoDfYkMkn1U8DpjHR+UH4wBqmQ2a8NodyjDOvX7ZgIL0afm9/ACtwGbEVANntLF7jZdzpbWZIi+45Bjlm0cBmLWcfLHKSG6zmZY3m594LzePq8c1wsZlfLZa7vicOo3qHwiEtJyr7V45geRc2EmXLqcsvtCvHuwpiPZo4huMkLJLBOy2uE6afSHKHXMpwSsttlGihcok9av22eqt/opQW16f6jWIsPGaTOixzENNl3qorrBxIp/8Drf4nS270HWMOBNy/S/3unT536JXf96AJAWltvyH9asFnDNV96rVfVT/s9mY/m1H5PlG+7ecMcFLk3620X6gi6r0Q3o6qwKX/gWvsKN/3g1lqAc3Y+dXnnFVWb5+5osZwDQ36kE3NTTiSzb2uykH2AIRB/GWSp6Rlp2l05vZBs/1HS58ML7yM/sm83SpIoW1O7dGczigrlii7gM/r3n+N8XMeS6cg0sta//rFOuxpV6kCJU79WAhyNcq9pQhFe6zlWlp5B3JDsGO5+romAsk1NeucA5XMvb2HXMzUkdkfY9UxNecM/bL7fVBzLjOvdNjibFZRmnq7y3z3vOrNsyG+d+5bimTvFbMfmZt16Mbb+2eWcKKvPFaKDFSKpP0OLz3cxwgj/MMIWpdfTcysDTc9pEuzHbaVwEf6YcLNyzCwokwVCrOrAf8SnM8CyGet6Hb+errVGcO95Z0RJskT4E6iB/m6U68nHUAXXsqFTnie2kxlxUhHfuLTPEORbudUMKWudgxNuBckwRfiNhFms0UIJfEXWshrg8PSJ8xtWtt677ey66JfvX8Oa5hX0lJXT+K93GUXMwCY/MrXBdUZj5bT0M9J8zaLb5+1ovaF8oM+8bD/qWgXR6lslGe7PZ75wK4jkV1rjF/0oSYtxDOnieJn7fdu0XK4ysmJA4u6a41R4y+vF26t/3I5tHfBL3Ge33JAArh7mQlxB3cGMwlfJuZe3iOZvLaaiPE3We3rLWfKvd/Zv/p+rF0pJq96+53lYSQSB5FZ2mSP86n9uQ5/VUoxAhN9AJ2p2J4gss9NwNEoh7eufMUsSFvN6dyIk/GMQNrmMMf1tjhbpqc8Cafi9Xk4mKYcfBKy+m6trXmGPf4zBQ8M/hNJHmy0bh/BHNhXpjomG+OSj1x/d/fYkU1XfbmCJTRbkVkE6FzgSbVAJu3ho+HVbOnAnBM8DHdV7O+Z0HldTMvP1v/DCglOZpF2dOo6tZmZbh7Gs48DDbdAxJQI3HYX1GXGSximY7U7jKFmH271vJ/y5y97c0YsqzpWPVjyht+N1H3Rn+f9oQRyYglVjb4aqauudu2S2Tc33xRtvvvTa78enxBZ8ufUbfiROiugNI9mHwJKelGRHCDp2PVNTXTMjM+el47VqZn6sw8/5BuAmaphKZwbhnzIZbnIOtyVYLUuGWcOfL6R2E0pjhUcV8tXDI+kKMboQSnrGIGxymUoy5Q6jmexmyD3mXr6TXc/cSmL319j1zK3MvXyneVm/EiYYG8dfdJgkJ2a5QzeK7BsyAQN+I8vKg/7n8qzK7fsnRX+WZGZbhxH9ngS0aGcgo7hXoUicpwThay9LfvyfG3oPHFeFFIKBCRVxbAXJ8Ja3TQMuPVI6vmTJj+7kuUWnp8g+QNWbltvVTarUZGeB44DZRlHhdIVVVShMOa5EUs4r6qdSSz6EjgZ7yaKs/1MkbqHH8pBZDCmbzWCjRxv82ulGUYmoXhjtZN+wDI3hUgfuiBjHwlM3VIg6CSqa7UbmY6SlkEH6NcdtXfvQPUtPefWFcoDBSNRcQVgCfzQtay5GN9wIIi3tBTbrQcL2qhOcbz/9fRU+HYAeZzWDTLBck0EmyBNOmr7TZZX1AHrGt5FB4khUZH90kn1wflZDX/8QFoQR/hDZUVhJTwOm5L65l++k+VvbqCg3FRfrHcfiL82RrT88db7+anglTO9QZIl0e2EAWKBdfLIlBOfrYAJpwmQvTmWBi1QH1OBmiSnJtgO3JG1j5sAlEdIU4U85GTm15fmJ4tCTfUw6mFSR/dkTYFYm1VWJxn6IVzpvxn4u3bcRE4/g7Hj1KHH5SYflvaRACeBx4BwyZ082kl8xorGOpNTBsvi4aSyftZYt0+cB9HY/NLF3YqInm8zIiE7nLXtLAgcmHcX4gSN8buUD7PjIRZzy5517n1lyZg8qWftM4tK1klyxkWPSLkDvvpemJWJHv5UxINQR/mymDxbYXXpe4BpeZF7/bz5/+s8+cvzvLC44hkuP7TgagPsZvUHSdRnuPWGEP4QNIeEPkR3OkgH/5MUGc8XhXc/cSs2MgxnLdL42heqPHhB6ebMM4jCqZLrFyYV3eVTfD/Jwz0k5+eik3mJjENiLcmVZJWv5k9NCWQYw5kGKq+wnReBjoqGnrLylot+kF7Zq+Oe5kX1jffzJavw7pKQLcpmlPt6VUjNJvzPZT28/myQiwxFES1LyrUCaDXFUAaUq/FeUNQYjhrONk9yxEOgVdXIfDvdeYmuESPZHREmy8rfXBGD3tOP5U9WJXPD7J81fm/Mvst83RYKp8FZgZ6UFn7s7ftc3r5tcUpJIDXp7estp/Je72PKjeVCYQsndwFv4cLzJ51gcIFEDjCC5O14INfwhsiIk/CH8IaAtZzYYJD6x+2vVEYeYSTIJkROc8wNsAwDdSYdkPxu01CbXJEf1ooBNFDZh0wk/BE4F3ouyKfwKsBI78c1uA5mK4LvWFzDh6u9s6r357q9OqHqzC1N+AkC3rGVy1u2knxGviObweKD7fV4VcXercwCQIC6tpCRzIFJoSJRTDQQnWEbCo2GOkEQFJyZ4rRS0fVq+Y7n35u5uYdPvr6FEZlU8GTUHOsjPXhNQB9gzYSKDJePoPLaK0159wemhyDlAExSmRFpjsBYhN2Iu5etifsdr1S1VJ3TRtaeKpltWG2S/WHC1/oTUsQXpA90S3+PAVNwJf9DE+EwNPxik39oPhGT/XYuQ8IfwjwKTfoDDr5bum1gxmEEcDveMi09830AguVAIb+RJ+CE394jAkLUI0U4UeBIlKXF6+RmqWi8NuKu7jxM0mb8P60t4CLjGNFPgONNlI/1eAxHvCL9+xiRU7YmdkPy3Jf8v0nrxfE9pk17P7ACWRJ0f8znLJHz+IvxOScdBXFf6UefC7/LpYlO5EeJCRH2zoVMT/lTb5u5u4Z7fL2C8dJT5m5F2tfJ7/n1AAvsnHQUiQuzQftd2F9t/v8BRcBie62lHZrScjIEM5N4uo96CV18c9Lgd2xwihBkh4Q/hD84vp/ydH/aKhqEhsbGkRKYIwdCQGCgpkQs4LoxEFBJ5FsQCTaBFO25a8UIgLmtV8RnRzreBL3q1B58Rfr/wiuB7DJj6ZC3lPgncPNfnxWH9JII7Ll/CMx86s//Ob9/QPfFIj1GUKT3YVmTfzyDMmnPjj1BbI/zZ1zGSUdPtVPBjIWkUXDIkOaM1R2CeJvypa/XmT2NUDroSbQOZ0hprECXb8R5BDTZdl8vyQBR9dikPzf5oQka03GUgY841OobCziIFgQTuCCvwhsiGkPCH8Af3F33+UaO9DjMHIdkvOPJI2jVglsjkq+Huw/kFuU7Wsky0Uw78GpiV4/bBqFbtFRl3gT4+L6mLHevkecJsd+rSIg8bW5dnLAkMjiulbHDA/HV6sB0T/isrW6P1fgaA64ibkhi918kklNaZBzcof3iFfKLDbv79XghqC5o6H80fXnT7JW8+vOT4I69HBdLrRLoP8sD/TIsidoPknhQ/HBF+P/eUm8ylUMh3ViAjWu4xkClYAnaeCEl/iKwICX8If3B/0Q+PJjlEXtCR6/XkboNoSXItwODBDW8AvwXOJE0M/MiQ3AYQ4EH8nSL6qEqyQWVLCXmeyKZVztTDmxE8idPQgvvvxK2EvwPva5hO+PWXn2AllP5mHswDl2ztcd6n9doF0VcrmZO63k6D1z5U4rDbrIrfAW82GVcH/o47n4Jnw6Lh9xnhD+SwExBDwP+S/wyk6jO0lt9jICNR98ZomNWQwHy3/IMQIUKiFsIv3Dy5vfzCxyRWCdGwSoiOVUIk9efoKUceEw3ERAcxkdSfWdtm0p7n43lur01fLC/nY1CSjhiKzN2L0j1nQ6le3gkxYKM+DymY3HssZepRkf2giB4eX5FN07He9T/qOgYlQMY18OuL3237u4nM62pgCJXPYHYg8iI1/WTWS1jisXyqZoaJhAa9pxKaSBsJvptxP54+299xYANqEHMDVu/8OCoqX67rI6RrJoBxPoLMblXrWgyH9I+01Gbwf9x+39f2+yHOMCXs4n1PGegC7sC9XkEuMO6na1CuUvkiBtyjpTzg/p4z+o3RAAGsEQtpEAvpEAtJ6s/R8/4KMaIII/wh/KFYGv5RBj+VW0cMMdHwwhHueaKPMsPv/YIJ9J863vtl7iMaH9Q730/CbDbEcY7cJ4DrUC/vDSgy9F8oEp5tf9mm8uOylkot18kmMwmc82d2AAAgAElEQVSMeY/cP3jvLQtkSTJhP5dJ4E6LNMaOXKPbKsLvV8OfTohN79fLX1xp/r39+tVy6Qqyfs+tEa1W3ue5J+l2o3Ttbvevk/1hL6qE0kW43y9GRDfTnKBA7joag8BBss9iGTalfvbbAzwB3Exc/ja/5gWHKbnVqa1261RjFi8vHbw0Kap8yoqyYm5tC2suWEHV5C7e6juq+ws7bi3d/PLVhbZ4LSxmIjmPQSKm5yHJABEW6EJiId7FCAl/CP8ogkvPaMMq4Z6rsFKObLGS300U+x7uIWb2ARkHfKqC+IcPuxdAK0Cyrhvy0crOw123bFiATkCR/meBSrzJTgLYnWUZUBVni+YytOChu+P3fGOR4R/v/xnxkPMkASkiQ1GZtJPWRpvEJOggRg1EvM5HXIoskqF5BE8edsI64JcU1uEFCuPyYj/XhX6eulHXze24B4HP699zTwofAdicbbpQLl8LcD8Gt+sVB47GeWCakDI9oCtE4vDc2haaP72YitL0ZEX/UOnQ9Q/fcWDjzmsLYUdrDDoLa35Qj2Siw/kbJC7vJ3S9e5cjJPwhQpiwSrjnKqyUI5urcFtUyIPJzO+nROCmhHsyqE+9/XDb360DPot7ZDOOIqTHBNheoQhj0EROMzKsQG0zCglgvay1Jdd5R42NY/Pjq1/YDj074Tdr8BPkLhNV+Q0qqDActR6CIq3Dd79WagZFRa+DEs55eB/3PJOVp/eMzChGHmTcyxLYXhxuO3kWhdu1tIaaKY4KwU6xRubrIJUArpaSViHIZ5Ccic/jmmkgN45a16sQw4RQwx8ihBWjNlfBiex7fW9CE0pj7QVrEaEdLeyqryHxiQi76muYu6PgJhQ34C1jiOGP7CfRzj46KbdRf5crelHkfF2O27Ho+DXZX0qayEWBpfp7M5y0zxLDFSYuW7WO3Konz8TOHNrshnj2RShHFeGC7O8Tr1wDdX7Uca2nsPruQkDp7BXhPtplmcOo+xr8nbs01HF7nb81puWuIjOvZQBVjG5UQQgahKBDCJKa7Oea+1OlHWjWkXkfnYs1D2dBru1N7Wyya3dvDCoccfzcTmbveog5iTZm73qI4+c6DhoiRmKtwzElUAOYbP21M3oCfh/iXYWQ8IcIYYUT8eolMyFx2DHOhUS4fW9AE+GFZCZtggOxmrujheZvLqbmjU4iUlLzRifN31xcaNJfiGjTPFlLVNt4NuiZjM3AWygZRFB0op2I9AAiioq8ZktC9IJb4qr1e0XkGnUbjATE+Ybevo26hjbqOtqoS+pP50S8uDwVf0nOdngRyGwDn5iW87gjLoV2KHIj/ep7RagXMPo8+LtMyctOsz+D+nuDdMbwn0xtPL9eQYU0UVb3ygKs98qC0STlAYt3vZmMp67r3NoWdi2tIfHlCLuW1jC31rN/Mc7Nv6IGhOZ70q77LyfP+6frkPO4pPNglQAqyHxe5PFzOzm1+TnKa3oRESiv6eXU5uecSL/lOkvJMikpkRKhpUn3ubRfkm0g/Cwq3d6MIeD3AQegId6RCCU9IULYoBN3LfKJEU/YRbVLwEZpSlAUMCBhgd/2OdhQZkxP76qvoeaNzMhUx7HVzGzryOMICg5D6w+ZUp4BVJTMrzRnAyo6Xw+cgLIHfQo4X//tFxZJj2h3f0HLWn+kRJP7ZqD8tC/t5G82dSESEiApnJKBc9OY96Oi7CXA68CXTJp1P4XWJKowlFPSZTdxOVlvy03CsC6PxF0ovrf7OnKT6pjlYUeA8bb/2yvvulVpLrqHfqHhJd9x0sj3DJTT+JO72NI+z2mVeVoCcxoqIXkrajBeFOmXj/b1o66tYdm6fXbH9hvKq/syrl1vRzmPz7w09SfQaLL7bEDNkBmznQYxdzM0yH68M4EzUMOSHuA5+vkLC0O7zhAh4Q8RYgzBazDiSytug5O+P/GJCBGHfiEpBNGf5aOWKQqMkYmbpjob8VUuMVALXAD8Tm/zVOC9ubTHXN1XtONWFCsha3H35DehjboOoPq0L+3kfRs7nQ7IXhyrg2DEtAd4E0UVDNxLXC4wRbX9uJPEgSmoXHIDKuHU6nKTcZ+m2p97Qmy+OShGlV+3xGfD7z/oPuy1CbyND5z9/TPdlcYAvNxy3DTyHQermbmuw/51XEpdfVswAZgLfJf8cnUksAOr9r8CE9E2u/R0Haqi6YnV9sGIpUDXZbItKUTm8cokbI/WG379TTay7/fZygcZ+w7x7kRI+EOEeAfApBW3Y50X6Td50adenh311VS/kakuGIUR/nxgKcYl2vkf4Duylqf131HgSeCcfLad63Uxo426JCA+U7mNiHN3bS3o5W6huxFV0dY863EQeABlhZrRRrwTq+2QKE98uyvLHI+/C2V56UX4C5GQLlGzCEEjysEKE6prdx9kDAaHpXBWIeEV4U98OULEIRc8KQXRWyxBBfMsnnFf5XIdnGCPtgcdbEop07NKdbR14OLwtpX6GvuXhXATCgjL8YZ49yHU8IcI8c6AW7GoG1y+B1L6/kZMeQBfXbiqeygStWhUe8rKaVq8Ou9G5og4zvkH+SAGNJuKcdUbZB9A1pIAfmP8mcO27xHtNGhSb0/K8032NbpmPLgbD68cK/lxzgdo1Mm/k3W13X/QS/8vsMhlu0vwT/YBuizJxWlXFbOG2/53i6kAFfgr3OQEL6JWiHyALrzfl25XJ2iy/xoyyT6oKPCagNsaabheSzeNvO37OFbJnnHfFErGU471nAa9VvblLcd73oNPcfep18sfx66sMookmpOYKSDZX3nu15BNwvVn45zPQ+bxhniXwdeUcogQIUY93MiIEO3c7oNgpqLBmy75/KRkJNJ/57dviJcf6Y11HVtF0+LVbLnIUVubL7JFX5O6WNY+8iv05QTjBdiqCX4Kop1yVGGmJNAGXJmlnXYYBK1Vn/t85BhNs/7zj5uF+/4zk0MV6feK5D2O0up/CncCFZRYVekIvZHg7tduMAY0ExNoLTtYdc2jAdW4k3pDDmSX4uSS7O/lYlOs6tZFgdbcg8OMz4onvl7VfOliyselNe89A+U0PWEJKvTobXRQ2NoMZpjPqZvtpxu2m5yHuqC+6eHlszee/vjzS47e+1ZUAKZntnpIRjfOL90kNw8UvnjXS/tO5oH2z2Z8/6HYy8w65iX6E6ldjql7KERhEUp6QoR4B8ArORRFmi3kzZa860Yk46iktGI6pvhJRFtHnr7aHrAn2V4M3AicidL0lqEGU0mU1n0i6QTRbO3J8OTPuZExkfQg/OtMGnh3fbwB6zJeA64E8DbBiXev/gm6nlE5eLi0zYWAuQ5B/oUJvSVNYy5x1xMr1PlKSlHtopGXUhIpVOVcF6R0+AElNjuB92EaiMwv3dS/ceJCUSIyKm2n0JGoZuaBjpwbGxRPX3U2Z8/4JZ/c8jCP7vokmPIhQrz7EBL+ECHeARDtHMIjAm52hHHS7eeIYjujDAfsSbbLUAmBbkjJcXwUNLNs2wwHt6QmI5/AEe5E0J8DTrpwVxAZgbHeRkzOUEVG7lr5zOh6saLCxv6MmguGU0ua4KtrcT3p56MbWJJ1AKAGDU7ne8xp+P3Cg2h3SkmNEOyjeLM967QXvl8Nv0TVW8joa3dNraEm6ui7n0JSCqJvDY/xwazKnexsPJU/v/1e3nfnq+hDGwAWhDr+dyfG+ss6RIh3FEQ7t4t2hkQ7Uv8kRTsd+vsO0992H3Y3v3cnrCF/MtSJKgCUj0f9SCNDciFruR3lNOP2Vjaf5ybcPe/77ds2agWIdpIo+0Wzlr3Z4Zqa4VYfwtwet3vgetIaaDdIrNKgp1IFv5Tn+3D5eOei0e5HVbg15yxszKMNfuoYDABTUUTUno/wCGrgZX6/TgLuNeUqOMP5fMd5h5J9DdfaJ0LwCMWVdjVqtxzw1vDHUQPgPlwCK1WR7CkAXUlXRc06lG1rwXD96XcC8L3fX4dpHFNKqON/1yKM8IcIMUrg4ejihH5goTkqLNrpxcUHXdYy2bRcIabI4wR7EfvzkB5ezHOLqvv1z9fXzBzJBZsDkGk5P7Ik94Te7JaO+XXmcSmIiYtQlT5/SVye7bF/Y3anUI4p+WBeBhnO7vazEzjF4fs+VBLzJopzXO8sWU6BoEm39d6Gswimqc8VxkxCtplPz3yjbBH+HllO4+G72DLgmAtVCCepFCaWdrPnxhMoi/Yz/fbdxHstKh6Lu1CIdw/Cix4ixOhBkCh9GSqxEUhJRJwKqCccthvUjcKOQYJH3dajiORoQTew1jSTEs8SYc+AXn4B1n60F5XAucY8O4P/HISlevlMmB1w1Kd9sOK3sqsTjHX79ec0YqJBR6ylHkysRQ0yIsRliXbiudq0TjZ0k1kHNF/sdYl8Z0tO/ADqfjSOO4lq33gU8Xy8YC0M1q53JaSkVUpqpFTFvbXkJEh/mA+qjDagXIHcniPP5/crvTf3D0mru1lSCpJSafc9yH7WbYNrZeJe1OyAxcVs/smbmVzWzX+/8hk72Yf8+/8QYxQh4Q8RYvQgaEQxBhZNvhMJd5Km5Gp9COrFMi7rUpm4muzVWocLg6jkW/P5mgZsDEj6naRR5Shyb5brBE04Xira2SzaeX+AdUANqpzgx9J0PTERIe3HfwiVOGs+RzFgo0WWosh2tu0nUFVRl+AulQoKYzZjCjGRNGwPTf/PRmrKgA/o+gXzUHKKSaSv2TmoAUGhBdfFI1sxMZWY+AYx0U5M9BATu4iJNmJiVtH2WVwM18yREAKpcwUgN16U2Dxwdeninu8dOiwr4mhp2VWHN8noW5KZBzq8yH5WGJV/a6Z0EhGSmimdbLi0kbsuWbRRSpZJyWTUfdwJyBvP+O4gwPd+f51dJpSLc1SIdwhCSU+IEKMEHlVZXSFrET6SRw0Jz27geeBDwAzUiy3I/o6gIqBjGZ3AsbgfxwDwE1RxKCfb4lQiboGkUV44AMyStez2vYaTS49KvM2WpL0NOBEV+R5AJaQe57KsvXqsn/OQq3OPE9zkD+mKtM7Fx4IiTlxWFmhb4FR1uFCIiRLg58DHgT3Ac6jKybNQ1/I04tL/fTQKIESg/tCvLCcbBlCD3XzuUyW3TFuK5u2371aZGOhktU0itkKcDTwNtIs1cjV2c4AwYfddizDCHyLE6IFbhNYNRmJfNpmAYSE5A7hMLz+OdJT0gP5fKkLksI0hspP9ToYvuTNXVOF9HKWoc9RDpvzEHh0rVrQ2iXphTwU+F2hNlWhbQlwK/Wkk3jZmWfMS4BiUF/k5wHs8ljUKCSW1Vn6/x7IGyvFHovxEoHpRWns7BHADMdFgOuZ8ZE6xHLfVS+bsQDfFIvsKH9c/rwInEpd/T1yegqrFMA33wnyjGX77Q4l+Ln3IcrKhFGXH65S47Tc6apZb+p1N9UwUr5rs2tVUs0IkWSE6mj+96HYh2Lf5pXlPA3zxsW8bUiW7VCrEuxQh4Q8RYpTAoSorqJdMnEzyOQAs178HJZ4lps8kmljKWlplLTXaO95M/jvJ3lfM05Hv5VmWKwaCyC78ROQjwGQyE3EbAUQ7+3RSb76ROzcCESGdUFqYGZVsRDMuxxGXRxOXlxGXvyX7PWWWLE3Cn7ONF3pRybcR1P3mhE49kJmI+3kRwP0656BFbzefvAFF3NT5uxpv0meuavxJ4jKq2yt0heNikq1p+vNF4tJMMI1q0U7J/KMa2i7T3B8mybyWErjDTGT171eTu2xxAvAkmU5JQRATggbTAMTbrzOLTNKtMrGGAKobTt6ydPFp62NXnPQgPQPl3P3CtROBe0wuRCHe5QgJf4gQowiylmWylhJZi9A/EVlLJXANVgK+AFJe8FX4jz7ZYfQBH7W1o1UT+PmoiJdXXxE3HGn053BG+XuBO8mfcJqhi2Rajrkc5Rpi17X7RTeZWnevwYfhqpRPhNoON9s/p++bcE/Gtbe7DCWDyEZqkjhfJzWYShNiV5tG099eAxK7HaYkd8vD9LVW7buDzGctPVhxTqYeDqQrJ8dEHTExgZj4W1SF5wTeVZdHLTTpvxp1bwnUbGRKIw/MN3z0bev5JdpumC0llVIi9E8lwQMrzQbp18W9vET8noGIpidW0zPgrVKqGNfLLRd8mfEl/Wxpn8uh/imQrvgdIkRI+EOEGAswR99NxZwMb3WDoOaDy+wJq/rvjWQnuPao/nKyR9cUScpvcNAJNOqZkQV5bMcPylHaeLfqr17EPAn8Co/CaB5Y41J3IRcc9v29Iq0L8T97Mk3r+r0IViSpNNlmwjaPuKy0kOS0hMY8wG20Eekm/A9yx1G4mZJlqEGwV9uGH3HZDXwCeAb4Mer5+h3qHf9p4vLZEWxdzhCC27HWrIihnsX52SQqJqK9LoddO+UOBDU7KMdEtnVbc+rvtrTPo/End9FxsJqkFLilXh41/gAA639nMTiq1knJQ/p8hniXIkzaDRFiDMJHom4uiKO060aCVwXZyf6jspZPOrTPzbM9gqmyrEeF4Ky+1F/7kJhn2kfXf3/j/qoX58wvZhLtSKIXNbjJnVi6J9dKLaUJso4dKpHXx/JHxpV1j997ZLLXMr7gXlm4sIjLsXFPxUQj8B1UcvCvgFrUs3En8E/E5fCUeC0QtBSlxeXfCeBqP5r0HBNnLV71ui1rCT67ZxAsgUqgPoX8E8A7u/9lYsXE0p6MtnQcrGbmuo5s669zmhUJ8c5HGOEPEWJsohh+3jGs2uxsL7d1TmQfUtKeJlRyZZR0BdU+0mS/Ae+ot+sU+Kxtm5NYZziqL1t5nZi13Y0fjHmUo+oGZFRbNlfwzTIb4CZJcP4+W1XYNMxym6yyh7LBfv8zHaoWQDpBOCYeISaGtEb/egoreXLC6EpCzzwfDfr704G7gLeBk4jLS0nXGlgK3DhSTc4Daz3+F0VLZuz/EILbdTRbaqefXPrKlFWnjoo7zXSmoqVnz32Sdbuu5YHE37Nu17WcWf/z1HYwDYBNUqNcIWWTaJpYmllypWewnKYnVvvZRqD6BkLQIAQdQpDUn2FOwBhFSPhDhBibGPHiKU4VYc3kExWdc/KpN6a5vbSl+1Fkq8Ppn5fcsrzHvu3SI73Mvm2Fa3PJPc9hOOCneJV9QNasi3Q1A9Vzd7SIXfU11YlPRFoOT5+4z4Gw+9HGm7GG7NF9u6TFn+zBz2AibYdpPuaLScstgtrK2pHtfjAnxo88nM/HZj2rYhQKu5e4fBOAuBxARfwBrhzexhYE2QIO5cAmMxHV5Hwp6fvCCDbk04YbUO49dghQZP+65nVU1uwjEpFU1uzj0i9sIzpuEFTFZktfnY+05+pZ9x7uHZywGdO5kRL2905N3vLLf390S/s8P9v1/cyYbE6t/U5I+sckQsIfIsTYxEgXT8kotmQqAGa8HNxQZft0Qgz4b0jlKxhIAOvKD7410WmlKX91HAd1o8jbaJVm7Ac25LCekVdQPndHC83fXEzNG51EpGTikZ4Y0OxQJCubNt4MP5HRJjf9vRub1hfBK3prwKmwWVB4yVic7ocE5sT4kdbmW+F0PowI8hT99wdt/09XTn5nwiD01ai+pxj2o579RsOa+xlfYR2vzzxtF//1wvIk8AjOA8vlBDcaGLr5vJUTy8f1WdojBHQPToms/sVXzgGWG4nGuM9+BZkVcysuGCYCj0GEhD9EiDGIYXTDCRIV90vQhLa1zEbAJ6KixbeQJqmX6ZkFR2Z/8D2uHNUt2XY04Gi8HTy8EAVYc9cKKvozAuuZL+a4bNVOMn4cZfzMImW++PU+Nlx67TqPm8ePFroQsrU7yZxx8JrtiYyw244X/JyPK4gJqWVPt5OunPxyEdtVLATt38rx5jQJ02fBZvumVWU2s3TCAMd/YE8EJQWqML7XsxD7ULOfpQSzFI7MmPyaY5+pffrtz7tbHYMg9V7c7rliSEpDFBkh4Q8RYuzCzQ1H4hCB9wEnu0E3THLQihfjJVAONAD/iRogLAZ4/MabXxkYbx1bDJZNkI/f5KhhzcUdZzghULUQckECoOpNV26ezzXxI89x3X7jfRvyTQwshGxtEYp0mWc15ntse8Slch4I0rYoStrSgIok/7+itKi4WI4/qZtfmGU++dRmsGB/l/PYVX9fihrQA3yaTFvfIBws4ubHb/o+9YtDHYMEwRN23e45IQSPBNhOiFGAkPCHCDFGoaP8ZolGHEX0BbmTXKvcw5tkWJJI8Vdx1Tfm7mhhV30NiU9Eqh9Y+VkjchUT7dz+1JKvXLxt1V0cOK4aKQQHjqtm68138eKcXAPlYxL9qGhdb9cxrrw7dwJrlQDltH3hHqX1E70NaoPohDJgjsOsRtB8htGAXM6HBM7RxdRGBGIh48VC/k0s5CWxkD6xkNfEQu4XC70Ho1rrvhBr/2ZYurrJUoJYtfoNingOOh746ry+/h7rBOKRnjJam64y/jR41nLynGl08uPvGbAm65r19VKyTEpKtMynREqWGbMMOinZSEx20+R72d9eHNp8ji2EhD9EiDEKnbC5CaVflahIUj7R7C6z17/JaccNTq4+BZkqv/iZn6Y06clIhC0Xzj0G4Nznf74f7TLx4px53PZYB6teSnLbYx14WHLGyS9S2ItH4aZZ21u46cIaVp4c4aYLa3BzCjINYNhVX8PcHZbl4gQnc91a3rRxRePXkz1lViIwFIkOkC+BNSRASnKUC0F2itL24ycZNjPnwAkJsvusZxLL4PkMIw9/AzA7xEiSfY2fomYYIihNexI1y/KIWOhdH8Hw0peSiC6EVantMp0q6QZ9fiaS/d7pQw063Aao8qn7/25RWUX/vH0dlSSTgn0dlXyvcSm/2HK+fdnjArYvA3Y//o6D1TT+5C62tKcCHQIHmZ3ZaQdV18A8yxCD/5+9t4+Pqyzz/9/3pE3bpC2FJhURkqC8BCIVFVxdHgS/CKzKVne/v4ptykMHWgqt1l13fUjXr4srVXd1F3YbqA1MgbYpWnd1a5WlyAor6OKCiEDAh5UkRZ46hbZp0jbNzP37477P5MyZc5+Hecokvd+vV1/TzJw558yZc+Z87uu+rs/FRj/RH8H2NJbjj2V8sT78FssERIv9cnqQG33eRS+7iec/LV2PRQcV3vGbJ2h7uY+n3jyf/z3xFE5+8fc8cc07B+bcuy8oMjhMfh3BYVQkzylajFO4K9E9A1A3yYL3zt+xhT/94nLqD41pjZHpDXz/xvzZho77Nh3Z8PXrpjYcPph7bmhaA8s+s4GtF3cMM2bV5/QV2INK85kSsn9L0L7ei+7fwtoNa2h5dYCBeS184dovHd586ZXJkrz73agC4FzfA7wFu+V+n/963F7oaWA1adlDkwg6R/v1oGXyoI5FivCIcYa0DDqHKo5I8nPgizLFvfrvBlRNQRtwsUzxo6LWKyg8r9TfUT33+6WkzeXs47uMXq/pWOdSZIQIDXa8CJwQcd/Kgbo+FFG8/53PGveY9gOdUXoiWMYXK/gtlgmI6GWU0iwJ3agmNgZhqHP14xrc98t22jwNuMAjms+d/SCL521i7tQ0e4400fPqFTyy/0KW/iDFj87+AC8fdzzH7X+NP/vJd1m7oZNjD+yV4r9kFv/PnkFF/tyi+VjPslGKhR3SwAzUjdL3PZ/6QBtzXioMuO59Yys3/6gvt1+Dl8x8XTvn5LGr+cRsy7/uusIw0HKOnelm62w48Gbs6sw8eVECeCOF9omHgWRNR+6LJX8gdQD/2b0u3R143BBJ5sgUez3P3QNcDiRlio1l25YaBPgOzn3oAi5DHT/T8s6g3+8aS0tJs2u7m/APcDgNBz8LfInaNRCQqBkN98BgGHVdhQWXhlGffzm6yZiUPF2JnbQUjxX8FssERLvclINIHVyL2J6U7fk3Py1gcxHac2c/yIoT1jEtMeZOdyg7jW++uJLNl15N2yu+mQv94r/kr1F+7L6vE97F9yDwKmNdgP0GDyOoPN9A4fDFMxIIn99QKQQ3Pp0FPcOQuSDRlPBZLisEdQ9lO4KOv8vu1HsjXka4uCn4HqqCcohZgTq2GWB9xYVn0AzA0cB4HPMQRLKgQ60Tdf5L4CzgfJni4bJuMzhi78Y4+D9hUT+nr32aGS3DHNzVwLOfP4MXtxZofiklCS32TTMAI8B+1Od3Ou26j4dpH+IEJspFBnMQ6SAq+BEVK/hrEJvDb7FMTMrRYbSfCGK/yO35FXOeg4q4A2SSx3cPusU+wPTEYRbP20Tn8pvw5qQP18+Q3R++ZgdwXsB2W4GNIV18Zzi1CphzgfcT4YZrsgHVz0uUCGjyFtU+dQhufh3+Li35i4tO2rTg/7t2nehlt+hF6n+7HRckn+Js9/cWWpQb0Hm3Mijh6W1+tFI/XzlUvUEzaSn0v+ajRuwDpOUq0nKK/uxTxlPsiyTrRJIMambQmy9+J0rsPwc8Uu5t6xSbDsILw41i/8zux2loG0YkoKF1mDO7H+eERQUBCOfauwV/sZ8FlgK5tri6JqHZ5ZW/BP8alyWoLskVY1H9Fp6f00bmuAR9c1pZXL85SA/OQDkbBdmIOrMhlhrFCn6LZWJi8lJ2F5cGReWlqzC3lO2ZOEnXGQB5NQc5EdhYd8BXkM+dmmbrxR0s+8wG+t7QqtpovqGVZZ/ZwPLP3n4Z4bmo9URr7GQU00RsVPTAp27Caw86Mr0BbQ+aExTuAcxTh+D7Q7BP3zqPefmFxPwf9Kycv2NLYSGdS/T7FFRDuHOLbxFfhTEV8tkCv6MAkcxd6yZ9MVU/rpCpynS/doQ1SvjHKtg/fe3TTGnMj29Macxw+tq8gLW7YN1UO5Lw5rW7i2eFyHURdzsR9eu/z8Ewi7mofQvPr2wj8/kE/Stb5IYPXttFvEJuFtdvlt0zl9NW109CSFrrBuieuVwsqg/M3JwC7ArY1gC13c38qMem9FgsExQtovOm8LVri/N6UD6rX479ADodxvV+92tBua4musvkYQYAACAASURBVGQ7q/xqDrpOuYbm+t0Fb9g90szK393ht67+IvfBS2iai7YZjVT8N3/HFi66eQ3HvDzAvuNbeOBTN/nagzpFtd97rj8n9t148v4dQnPwI+T6Vzetp0mYbyppWavdji1lQkf2w843KVPVOSddxb2RrufLMtsQPnsms7CjbmGukN8R80HFujqK796PXGreovotfLXh8/KkxC6GaNzzyaFb2Hj4mrkE/NYuat9C94eW01ifN8Yf7n7imo3L7739WqLVB/QPHjezcaYorCnqy7Ry8t6+oPfmGQW49wEVKHGOs03pqUGs4LdYJjF6UHAD+TcPtyuM94dbArcCPzW8FlewZWQ7U/xqAM6d/SDXndDF9MRYAM7J4X9k/4XexUf0/jgDnFIYlO3MNr0oerkEZSP4zhK340uEvP+8p6OK9YBBSnULd5uEqaA8lmOM6OVYVKHjQuBNwCvAT4AbZTu/LceuWsqLztmPUuDfL1PVLSYXIprRwUXP/4CGNt9Js/7tLGzzWa/JISpX1KuX60Nfn4vqt9A9czmNYmw7Q7KBZQc2sHXE3Evk+ZVttB1jqG1aKztRM7FB1swdUtJDk8ji81uelYK61wKb/6alpNnPIUlKelyf0Qr+GsSm9Fgskxgd8V9CYcoKKA9/b3qMQE3HbzG8FhfnBltwF3lk/4V888WV7B5pJisFu0eaTWIf1G/VtZTHmWhmyOtvJVjsSwo7dQ4TrZlUWN6/lzg5sbXSTMqU/hU3LexfUYJ/L/BD1DHvAH4uejmx+N2zVJAoqXSl94cojkh659nOMxgdyv+ZGR2q44mr3n2coUHVatRncjNCYa+J3AW+tmFNntgHaBTDrG1YE7hvLbPNHbV1GtNszL9DWWCzEPQdkI2+TRIHsuVpln7nzVd9iJdEHy+JrH6sbh2RxRcr+C2WSY43/1s/3U35bD2DyOiUE9/BwiP7L2Tl7+7g48/+Oyt/d4dJ7IPKHy2XnZ3vXVP0slhHyf9ZL7PP8H6BEqHeQdRqIjT/8c/7n+Hk/ec9TQxhFFLcWxpNYh1NYpQmIfWjuQBXFYt2MVborZpjxS8i3QucL9s5S7bz56iB2MOo/gQfj/0ZLNUgrF9HGlgqU+Pi2R5p8Pzi1laeXHYWw30NyCwM9zXw5LKzeOHutllAyiv6dWrPUvKvu6U+vvS57bck/HfF9HxuBfuDO2oHdMwFpfcE0LriwG1zhmS+6c5hWU+jOEDmuATPz2nDkM/f5Gre5W66uFm7IzUCnP7W3q95Xu+2on/8sSk9FstRRpz8dB8GidfN12lfX0oH4HLjbqgF+TZ5cehy10xAQd2DE0UrWPf8HVu4+B8/m5n9yh8SwMDj//eaHd//0u2X47EvLIdYD6v1CGXMdcdLRT3eRS91sj3fHUr08g2UpeMXZDtfrtS2LcUhkoFFmweB7Z7nHpIpbqvgLuXw5tCXQL+U8dOR9Pa3ADw/p422usLUnLAcelMOP7BMrJUQ4/Mtqt/C2oY1tCQG2COPY5bYz3RxJPd6lBQjD7mUz6f+8wzOOO0Z7+v9vHGSNcCbYFjBb7EcZYhefPM3IzJKcPfXo40C0e8mpGmZb36+J3f9JFRkrg74A/CZOIOAgI7MErg1kvAvU05+qYheGoD/Bt4GnC3beaJa27ZEI0Tw+3GXTHF1JfbFj7gFvAEMolID8wp4I2x7CxSfww/IpW+/Y88/X7KamfVDToFvJzdJd/58bIodgJgwCH7JG6XNKhlHrOC3WCYLTWLxgemNtzQcHm7aNe8kbrz6/6U3fviabwELUMJxFCX0HAFZK+wE/pjwWYCgxjDjRUa2+w+AtNg3NeQxvlf08p/A+4HnUTMF7s98ELg2quiP0JE5cMACjLvrji6i/gTwXlQe8l/Ldu6u9HYt8RFJYwHroEyZC+WrTdQC3oio5oUhot8ryN0R9oFsC53DN4WJ/Y6gbehUm6Kux8xxCRI+l3mEIl5f/AT/gaHG9MxTDjQb3mKpAna0ZbFMQJx8c9FLVvTS133VtetGE3UbZx4aakpISesrA/zLzZ9sWnT/lpUosQ8qMp/A1QimRjhVu+Z0hSxX7A16mNL8oYPueEH7ZGrIk3uvbrI16u5ZgM5dx39gNoN4vvphxyyKN76p6Vo5mr9F4a3AZSgh2Q+8VqXtWuKzGv9GUrXWg6GcgYMGol2TeQn4W0c6OHlvH3WvZTl5b19o6kyEWYSim16ZinWLLeIdPpRfHzA03MAnvxCpNYqlgljBb7FMMHTkuBtXUdSl/7PzhinZTL17ucbDw6zdUOD6UEdxUaBKdn107iqXVWj9yyjuZiiBHxEsVnKi1zsII3pdQB2w0iX6F8p2HsYjEFzEuQuHifIowqdcrjtFIdtZBxwDXAzMA7aLXj5YjW2PJyLJdJHksyLJ0yLJQZFkl0iySSRjff9VRRfjFjSSGqci3SDih62DifKdlNKFNooD2I5iV945fBNDMj/1f0g20DlcYCQQib/9+hfp29VKNivo29XKsr/awMZ7ronUzNBSOWxKj8UywfArus1ckCDhcy1nhaDuoZLubblcbz8v/QmAu8GYqQmZiTTwC5TQNL1vp3yfuCs9+7j1xw2+PmtgXgudy29i68WRC93c5KX4mIqrLzjmgcGPz9vccOyU1+peHz0u88sD71q//thP+KblBOTw+27TiCrczSv8rWTBrgnRyzXA7cD3ZDt/Vu3tVxOR5MfAhcCzwG9QVrEtwHPAO2Uqr6u2JQZBzbKKJLSQt9ii4a5LVmRWnLVBJIRM4Fx7NxVee6Xk8INKMfpaw+eyJyZeELuyJ/G54a+IGAW7USiq2NlSPmyE32KZeBREkwbmGaZkDc9HJAssceV4Rx051MrAQKKjXjrn/Vbi7VsTqr29cZCw9Ad3vGs0Ubexaf9rsxJS0vZKP91/v5xF90fpPVRAnZ4hcOzrtuKJ0J87+0GufeP6WXOn7qlLCMncqXvqzjvmoZUrXv8XX5tM/d11Yf7c0aL0abmKtJxCWgr9WHax750h0eK+YE/0YzGuStH2o3Yi643Ah2SKdpnio8DpQB9wGnBelffFYuYw0CgEWSHoM1lj6pScZcRIhVv/J8sOXn/WN+u02Ac9G8gaX1vcks7PrSMdtOzdlUi8JrOtewfu3zrSEamvSAyKnoGwlAcr+C2WiUfB1HDn8psYnubJm5zWQOfyaFOy585+kK5TruGe0z9C1ynXcO7sB0H9Pmxx5Zib7PNGyBeUFS/kjIgAbnBSZTxNyMrCF+/8UlPEVKqotALdWvT/AU/KzeJ5m5iWyE+RnpYY4R0zf2FMO5LtrNJuQAXe+LHsOSuIX5oacLvo5VuuZaag/M5BddytFPeiOi0ngPvQA1/gPpFkegW36+USmeJe5w+ZYhh4VP95kv9bLBEpV0qPUyjbRL4nva/416L/yqgrv+YdG2cI/19Tv+u9lJQhN3WoQEdjmdbnsCykT4ClwtiUHotlguESR+6p4eENX7t246IH7rncx6XnMgKmes+d/SDXndDFdJeQPJSd5tf1difwW+B6QoIF585+kMXzNjF3apo9R5roefWKoKZa1aLs6UkVTKVyUpH6yUXuJJ876UbeNesXhduTgsvFv9fKQCs2Ib0h+oEngPnAW1DuRWfK9lyPh/LuS5KfA190xLZI0gA8A7QB/466nsZ6GqSqN2gSSR4DzgLOlykertZ2JxulONrE5DCQ9BbcCmF0M8oj+3mBQfDDTVJoAV1sH5FSGUR9vjjbtmk944iN8FssEwxTR9Vld92+auYLB5oTu7Oi9Zl+kfrraxwLtBOD1rd43qY8sQ8wPXGYxfM2eRe9BPgpsCtofc4Aorl+Nwkhaa7fzXUndDmzBlHJoAYY3pb1pSDIL44tlcO7mv0DrSWmUgG06P1sAThl+nOA4IG9l/ou/ProcdVyzKkU5gMmaSHDRxniLTzNIBv5SqXEviYosv4RxmZdVLF1smznUyAiyYUosf8c8EiVtrlOJBkVSaR+rMpnrQLlioaHMQ0lyL1E6sqdkcaa+owW+xspFNxhwQxJeUwYZkpJs5SICNt0qNmC86MBK/gtlgmIbKdHttMm20noxwIXDFfBZqATS9NU/1TNuf7PbyGkMCzGACIIZ1q5PmzBIiiHRWA/MPj569YyNM3jbhEjlSqAA7iKbf/PnPsBGBwttDI/nK3nlwfeVRXHnAoSJMAE/4RKKPsPZrGHm0WycqkBMsVen6dPCXhLxS0nRZLjUD0dJLBCpipXJ5OrpXgGyTJWctr4DHAqTCcRBHeZaDKk9riDNr4/tusfX44hCWM9ygrU7/cxbOZCAKeathmDAcP/g7ApJeOIFfwWyyTDuWET7M6SI33Ef0Z2j+H5MLwDhQOZRra8ciU39n+5qPVVgDqCb3ZBuThp2Y6Q7bQBc7de3MGyz2yg7w2tKmn3Da0s+8yGYl163Mx0//GLA+8G4LSG3ryFpISH913QZXLpmUB0xpACUX3Pc5QSqXZF1k0U7enuU6hcMJARSeqB7wAnA2tkioeK2laEYyB6WUyWjUArAmWGeimqTHiMWvPUj42P4K40W4Rgt1v4S0mPlLRJSUJKmvH5TfrE/bfS9dj1jGbrkBKyUmSBLu3SU0q0vBUoxSZzGDVocuiksP+CH1ZzjiM2h99imUQY8vsDiZHDH4muU66huX537u8b+77MM8Nv56Rpfew63BZ7fRUggyqcM1npSJSjzw3kR8tUR009mxKQd96PSqMqa1fgeVNf5h/evJoZdQfztrWQ7W3l3I4JPWOUZ81ZzqJf8QTSt03ZMOrbyEfKVDTxoIWt3+C3y8m/1zMGa1EiagDolCl6dGT9MVT+fhb/7zQjUxGsTb37ZajFwX2OJRHAJqAD6JYplsfdjl5P6DEAEL9kN/U+Odn79J5qZKpmCvPLghDsx7/Tt6S8uf4SeAp4G+7rSLIqoq1mLge+VBvOEkgDq33qEiLVE+gUIMs4YEdbFsvkYi0xfZ4f2X8h33xxJbtHmpESuefI3EyxYh+g59UrOJQdU26NdUOsafkCLdP6ADhn1oO8ZfpvAPizud+Om9vvEBSpkBCY471eCypTlH/A4+iTq5PwpE75pQU4ka+yptgcP/UP3Nj2Oa/Y90bZKoZPepi3WVjpPMAgo57nRoH/9F06Tg729YbnbxBJ+kSSLKpHg9shqFskuQJXZJ0IDchEksXOOvVjUOqR37XawD62iCQZLdK/ghL73w34HFEwvXdl3r5ONYi1/EyyiV4v4scK/K/lWxn7DQj63FGi26DOr7fjvY5E5OvIHdXvpLw1TlHxvb/oGQsnp9/021puq09LDKzgt1gmF0VN8z6y/0JW/u6O/o+J7YkVUzdOefjECwVKaMS2sHQPILJScMW8O3hw70U8sv9Czp39ICve1MXpOjWlPjFSTEFvFrgfs+gfkO3MptB/XpJvRelXOJcT0WF1Eqbiaf0+x/++WHGU99lePvImNr9ydW5Q5mxrIdur1cHUlMZRvvSOXlZwH0fYh/r0+4D/IMNzBWIq8kBHC27Tfc4R94LCKG4Dqmrg/ajI+ld0JLzQ2jTFKi30hxmrcXEPHEyi3/9aVeI6gRpgfRZ4CFgsUyUJ7aB7fW5f2W9YIv/5iV4vUoBPio+6liWrnLQb1Kyg9/dCos4Jd3fhYljJmA3mwYDlcgNdvc9LyRfR1RDUeSl1QrBYW5C6rUhXUzgIOqyft4wTNqXHYplEhNgbgnJnuAAKkidGgKWG4t+y/Uh0nXINs6fsY83zX2fX4ZP46smf5uQZv2f3SDMrf3dH3NX9CmXVaEy7CUOnVeSncoS8N25qS5FdftHrTrjeNwisiPrZyknQOSDbyzdF75dao18qSLeJuK6NlFb4/V1gYZDY1tu5C4xpPf0yVWhFaLxWPekzwH/oZ908JFPGvhh++xjtGj6NLJeSYKrruSOobgTPVd+GtNbQYjb/XPRPbSnmenfYiuru7Z1tUb9tMuT3KaLlZ4lIKUnoz5oi/35yGDUAgpBjZakuVvBbLJMILS6DctMHMA8InOjQXL3cDkI8/OPyrpk/57cHTyWBZMkbNnLBnB8Dykf+48/+e9zVZYEriCnYTUQR/67UFi+BTaz0+7w1AVEY1LMVQfvszptV+bVlHhSIXkYx5a+3x89frwYiWVbho46rz0BDJCPlUnd435srkE24BiRj4jqMu1CD90gDIZE05qh7kZzOCOcxjdmoyP7DHOZZklEGWUGY6iRKWacf21jwaeDrhpfPX8j2ivcvKNHn/whwtf6/c7z26L+d32ajeDaI8HLTLyVtAYOLQSnNv1uW8cGm9Fgskwgt9A4ZXh4gOOWnifyOkSspc1HYLw78EYOZY2ia+ioz68bS7It0BEoAOGk3qGjwLaIXqf/t9nM98UMvlyI/HSPl8/6iUltcNQFxp9xnmfLk9b55fbib8N/vUgnNX69ByhnlbAI2iSQpn9eipNFtEUn2u9N7ZDs97GR/XgqTj9iXKYT3H0rsezsTB6UPrYCCCgk/BniWJN308w0k3fSXUezf5dnfuypkr+oIzQeBb3n+7Ta8p9yU4vM/FVjruPigfjcayP9t7s45/qwR61gjRlkjJGvEqOwU55CfYpQmv6ZpUD9XbLTXnVJnusZm2a66tYeN8FsskwQt8tbjH8kbBa4C7qbM7jFxeM+sn3DBnB+z8eXrSB9p5nMnfYnTG59xOwIdBKYTPTrmdKQ1pW+oTpfhaTqmSFVattPsWi7oBzNNhEi7z0xCo2HbDr5R9JD0rbz9LgeVdukpN5HTWOIxJFP5lqkRI/wOo8BVjoDWBcNB5/qgTBVGSgO26Zs+pN8T5qKiUkYqEHUPmGE4JFPMKOe2trHgn4BPAecuZPtPy7nuqGixG8stzYMzG9uC+fzol51iB4YZR23dadq/+1B9TorZp9zsghCB15jtqltj2Ai/xTIJcFn8mabtE1p8jus1/+jg+Tyy731ccuwPkST44WsLHLHvdNaNa4PnRFdNTWimEc2z3SSCvM8HFU56I+0b/SLt3mJgVCFbkNuGaYAWOFtT7ii/bGeVbGeK7kMwpZbFvqYSBYx+Aq6TaNFzUHn+7s6rYZHguw3Pm7573+dd6TRBA8uHKyH2NabfpekViPI72/LWPVQNTxFwMbgLyk20YJhZzGTFDUIwKgRSP+ZmCfX/TWLf9PvWr/sFtHlSiYJ+t2xX3RrDCn6LZXIQZsfpXOt7ApapCo/sv5Atry7dD/Dk0LucyL7TWTduRMwRTEE3l8AbT0xryTgpLPXAprAUIz0QWxqwHtNNOEws3hLy+mSnEo4gBcdci+RvxliHW3SHdXy9LOp+mJ7XgtpJ/wniAyGv+yKSTBdJPiuSPC2SHBRJdokkm0QysuCL1UQtAs6MyLgJfsiJ/kra5gop/YMBCSEFZuvPIHvXBAHOZbkNK2ee3QQXxJeS1mSpAFbwWyyTg7CbaznTG9IEd6ONwszwRUJx34iCbi5hN54bgl4UvaxzuqGiBNhOotttun9jjfn1WvR3GdZhGmTk+XCfO/tBuk65hntO/whdp1zDubMfrLRTR02jhXip56mbw5gFnEmYB6L3cVnAIqbrOqgHhJeovTkSMXoIuLkX+CrqXL8PdcyXAPeJJNMjvL/oSLC2Q92tuwdLkWT37nTzqfrlJ7ex4Mg2Fry6jQWbt7Hg5GK3UwIVHXRnpP/kn+H5FTrVKEj3DeBvT5qL6rvSlcJ+X1pcNp2WGsAKfotlchAmaoWOZJfSTh3GBGapVoyl/Pb4NcIyNaEJEmlOKlTYZ3GKl51p9vOAK7UdZdyBlDHFyMe7X/m8G1Jn3DMDTrfk5vrdJISkuX43153QxTYWHO0328jWlR6y5Bc6poHbgbUuQbzO1bir6OJ2LfpNqR++17VroJAvzPxTcuIIam8R8LoIg4BG4EMyRbtM8VHgdKAPOA11rYRRVCRY78udeFLpXnix5YzX9x77a1T/gh+jItwdwK+2sWB+MdsqgYoOutc/vhxvGaaU6nkf6gifTel0ioUNKTwQfQBZWGBsGVds0a7FMglw5fAH/RBngBcYn3bs5cS3INXHotJdD+BbRBuhb4EJp1i42Pcb9ykuopfdXadc09Rc72tA0r+Q7W2lrL+WiNo3wWMBeYBolpQm0iiHl2WU5umfW59M5Z+/rrQb9/VbliLamEXFXrw1NQX7JJLMkSn2erZ5D3A5kJQpNoYUUBdYlkYhxHY1V7y8jQWNQA+wAPjOQrYvjLutYgkpai0L/3LxDaw4awN1IkNG1rH+8eV84v5b/Rb19vXwslNKLg3rNVCk5agt4K0BrOC3WCYJWgyFufB0UHmP5lI4COGuHUHNnlwWm6HNxXSaTrGzFf2oXgVLKd6NI5KLUBCil8XfOv0jW4Tw/S2XC9mecJajTD0LxgPfQW2+b70jzC+n8o2HikWdg/5+/kX71Hve6/VsL/Uc9WJ0AnLtz2PAWcD5MsXDAeLc14UoCiGDCClTY7OI21jwbuDnwK8Xsv20YrZXDFVqghWVLsx9VQalZLbBXSiv4ZcQRQ0gpe5WbBlHrOC3WCYRIY23MrKdKaI3chOeanMYlTZxLdEHJAVR8pCoe792xomyLIS7Bg2j7EAvQ4ktSXHpSv2UIMA3ZT+2e3rikJ+w6F/I9jbDDFCsrsTjTYzOtLWE+/zJArfF6VQbIuSdVLUgq02HQdT1NZfiB7gOeWLai0hyISqV5jmgXaaQhq7HxsFPFBzBf+57HmTx/93E3Llp9uxpoudfr+CRRy/MG5RsY8EFKF/+Rxey/b3FbC/2/olQG9RKk0X9FmWAB4BTGUvvKpy1kfQEiPlchL5Iy1Eb4a8B7IjLYplEaPG20/CyU/xZi2IflBhYQbzZBz/7y1DHHl2IO0p4pCqs6LMBJfY7UbMTxf6mtgLd3Vddu44m0UeTyOrHSLmv0xOHVhNcxOmXd9tA+R1SKon/91pb/Tz7dWOsDpTAdgurBLBSJKO5QnncdQSFjfHuRA3uowjKWRGXi4Ix514kOQ41uyaBFTKlRLkW9UvJrzkoWuxr0ue+50Guu7qL5iZdu9K0mxuuuYXrl978Q2ehbSxoAL6g/9xRwvYiE6Ow1Y9yRWF3SYkArkTVUjjnkVN75FeUG8Xu9RzIK8Y+GLLPpmJyS5WxEX6LZRIS1CQppHnURCUXuQ+L8KNu+n7NakrB3XSrKBbdv4Xuv19O4+E83T4MLCMtQ4WRLtDNSwlZyHY1DW9OXZK6S3FNkhfhvo4ss3zS1UqP8DvnhHO9FIsElsgUPRHy5rvCIv0l5t5XCmNdgUhSD/wH8H5UOtJXKrkjIsnirn+4ZkvzXN/alSzw36hZkXcDxwNPAecsZPuBiu6XiJRaaSJuH5LAdUlJIiCtqCDqHhbh19aecX471QxsYeGvZRywgt9iOcoI6iqL8i435vjP37GFi25ewzEvD7Dv+BYe+NRNPHVZRwX3NjI54aqj/XeiWtR76aJ0YVcRnl/YRtsrvmYt/aRlWynrDhgE5aU41RIFhaynAZeS/63m5/DHJSdeddS9lEGgBG51RHyEDrq5wYFpgQjrqDbOwMhJXzOlFR0CrqlgE68c35YLskIYj9Eu4A3AH4DvAF9eyPb9pW5zAdsKBtbbWejkt8dJd5GogUmdfpSU93epH/X9mFI8C/Lqw3L4hcgV/oaRBa6wQr+2sILfYjnK0ILYP5+2nR49O3AD+WLjyJnfu/PQh/9u5az6Q2MR6JHpDXz/xg21IPq9ufnGqBbVj5pK4H7gXQTMAmQuSJDw/z2WpGVJUfgAFyeVV16DXXN9I9ynAeej0nj2Az+hWLEPLncYkWSU4sWWimLmO9f0EX6eBRa/1liEX6Ki5VFnsVQxeoVF/zYW9GEYyFbCnUqLfV9BvJ2FQTnwAJy76EEWr93E3JY0Q6/NHJzVNLhiIdt7KlDcq2YG1cDEXM/kk1fv49LjHuTFGYB2SVl7vytHMzU7lWuxWCqDy789P592rHjzMgp/2Kde9M9/0+AW+wD1h4a56OY1Fd7jUEYozBE19RtoIXrTrHJxALgYGAI6tMNQB56c+4F5xtKDkjtW6u92Gfne8uDklcfrNlwtCg/Icyi59Q39mC/20+T3MQii3yX2FxMs9vtD1jnkI2w7UaI3iDB//CjrqBZODUFUjP0mykycBmTlIKwWxvidnrvoQa7r7qK5bTeJhGRW0+Csw8P1m8/veDBLecX+Qcby8oPOMd9j5Pjwo5qnNZLfhyQOK4Vgt/Xgrx2s4LdYjkJkOz2ynTadBrMDuFv0InUhq+9NYtarL/qKomNeLkmPDuLfMCto+bTnuXrU/rtFa9BOPWB4Ps5+xGEW7iY0vSx2CfAcnctvYmhavpbIIuj6yIqWcghyvU1TqsGKUtdfAYK+Q6foMM3YIKYJZcn5AMFFhBItdrTYT4XsRyfmbsfgc73oAUCSwgGWm8ALR68j6P21TqtIcn0lN6BrVAoakDm1KxUgrKh1j+F1Fq/dxPTG/PHbtIYRseimTeVO25oBrNVC27Q/B/UyWb9uuCUWHbtpArZY4V8bWMFvsRzFaCG5krEIZx2GSM7gvBN8o5z7jo/TyNOXOHmF01B1Bl2e5+tQker79N+mCJ9Apda4I8FZ/f9yNFUKIxcN1AI8l7S/9eIONn7wKrKuw59AcvV/3C0W3b+lXFF4UyS75moaCI7SClQEcg75rlNNwCWYo5ESuBVyKTNbCHaFegl4WOfmm8S3sRuu9pjvovAcjxqFDhNcznoz+v8HI6yzmryn0htYyPaehWxvW8j2hH6sZBqRaZAWGvWY2+KNUwQ/XyKtKMHeaHh9BvldlVNalGd1WtItlK9vA6jz2HbcHWes4LdYjm6iRnbl/X/51cSRaTPyhMvI9AYe+NRNpWx/FvFsOOtRgtm035eIXtaFeMs3yXZWyXam6PSaXVRX+hrJDgAAIABJREFU8LpHSHkpCZf97IckPNqw8fAwazesgfJE4U2pKdVOcwolQv73LcCUGKtMowYJP2XM7jKIQeCNwH0iyXTU8Y+dPqIHC0vwRKHLlN/uWCw6A/UZ1MZ3eRhVI3H1eO9ImQlLITKlErJnwH/sZnq+DDQQoYmhZhr5lq+V2KmJZgM86bCC32I5ugkSum4PevHUZUvE9i91i71vbEUKwd43to5XwW4Lwfu9UhftGhG9ZEUvfbqYteQpCk3U9ItcNNCV2tMPyJZX/QOF+vlyDEpMqSlBKSt5iCTTRZLPiiRPiyQHRZJdIskmkSzbcYxKXFHi5Nr75WH7cTzQhyoVPk+/tyB9JIpw19H+NpkioR/LGYX2zmaM92xNmioU7I4H2o2n4BxwXHoIiPT3dF7BoaH82MahoWn0dF5Rob2tSar9G2FxYV16LJajGJ2zP94CIS4ZlMgpR8BiWP+rVjfM4O62TaIPT+T59Zlz6Fy+lvUfvR5U5PQVlD/NjbKd38bdgaAeDZHen+THwIXAs8BvgHeibuTPAe+UKQ7F3aeAbRn7BxieD0LKFImIdpeDMsVskeQeVF1AUqbYGHN7JSOSkW0Qq81O8l2nCpyKjkbCfOrdLj17Bpro6byCR7ZeWL0drDxh/Uhsx91xJM50qMVimXysp/xNqCpNAuV8U46OwQ0oEX6YeKlFxTAIrAhJN+o8PKX+rmmjI7nf5o/e9D3+650XAOwGHgbORLn8fFj0Ml+280KcndDivhS7vEbgQzLFvQAiSQPwDDoSDvyohHVXkgHXY1S7y1P0Y+yBVSnoYuJbqD2xn9dvoFzkNVjT3vYTbfCg89OXBi3zyNYLKynwvYPgcjbxirR9KWnWx8Hdl8HBdtwdZ2rtx8RisVQRLf6iWhnWChKYWcb1zUU5qlSkes5FQ4jYh7TsmTY6clV69nGDWSHoe0Mrvz/hZIB/k+3Mk+38OfBWlPCfA3y8wvvsxyWO2AeQKYaBR/WfJ4kk60SSUZFE6sdIxcaG95lSJATxClTdYsMvD9vLLJHku8BZqJmLR2JsqyRczkHVmnWKSj+qWVi5xf6TqOJpdxFptz4OE4moqWKVxJ1qdCvh53kQcdM/hBAs1raezaigRH76m23ENa7YlB6LxZJD9Fa0u+co5ZtVLHf0yukiWtEuvLpIGIieWiN6qZPt+QMy0cs3gL8EviDb+XKl9jcqIsljKHH8b8Cf+yzSFSQUAzrd7kT1MDB910co7Kg8CNyNpyOspzGWKQrpRQLvlykeClmubFS44VbYdbMT5XLkJfD7KxaR5D7D9iCkMdl44tOcqhPYzPh2Ri5Il9H7eTfF/aaFpef4vkeLfUsNYiP8FovFTZi9XJzmRl72MhbxCaM/5PVy31hbybcnjUI2fBF/DHaovtabPmK/ASWCs8APit2HciGSXMhYJPwjhsXCHIZMr18U8r5D5EcRO2SK2TLFKneRrN7PPpEkqwU1MkUzhfauXvZVU+xrKlXYGDaD1S9TXEr+9Z2hQmJfYxL7UKMFni6P+rwZCQI8+KvAMPBrIRgVAqkf1+mI+pXEj/SPUFzKZJO13qxdrOC3WCwAaMea4wIWkbKdZh2FLua3Yy4qEhYm1jtkO21ULsWmHM2MBoHbYr7HPdAxCVyjMBa9XCJ6+T5K2L4B1R35iZj7UFZEkuNQ6SeS4NmRsIFU0PuCBqGzCMn71tF8r0DbLJKsC/HXBzgmZL/LShXSWIKuvU5QNqIyxRSZQujHSon9MEruMF0hTN12p1FaCk1cnOZz/agUv0vwBhDGRL/bWcjLCGqQ5x44l1LTZK03axQr+C0WiyP2UwRHdcZuwCOGaFZw7H6A8JtB2pXnvhp14ykV915lKT3/fxQlbi+L+T63gClGGL9Vb7MJdVN+Leb2y4pIUg98BzgZWKMj4ZXw+Q8r9HNE/J0iScandsBPoAlgpUgyTNRzPgYiyWL3jEIMIb+WyqWFBKVnpGuwSLZWCzxNMw+zUMK7GmSAJVKS0Gk8ppmwFQA6r75NShIU5tYvlZJVrtc7Kc0QoSZnZixW8FssFsVagiM6w0Cn6OVY0ctXGeW4AnF/BHiKQfwjpk7RZNjNYLXzHy38k6F7Ho5bQCUoXVDt1fsW58YmUTUCDrGFsWxnHSrifDEwD9guevlgjH2IRpNYTJPoo0lk9WOBWBVJBGqA+H6gW6b4iha1pghnZJ9/L1qIRpmVmcrYPU1FOJXoD/qewhoTxRadhhmFLbo4NYwo51QlCuxXhy9SEXYanv9VsQMQIVgsBPt1aosUgoy2yywXQYPAoBSlKET5boeBKz0FsJEDCG7xrx+9x7nUCH2tzswc9VjBb7FYIFxoON7x/wp8lkESvMzY7UkCDwE7mSnbmY2fQ4N6f9DNYNDrYqP/DsvnrzZNRRQ3C+BaPZMCRTbAku3sl+38CPg7vc7lMfYhHCXu88TqqKjbmLzojt2eaPVXUN/xd4HrXSLXGxnMEl6wGxT9ds6wu4v7QKyk+Nzqw8ACkeQekVSfMWLU3uTW8nZdpBpEFLFU7qLyI+VcWc5taSlSXI0U7yUrBH1+ud26ZsAr+nfKFGcWtW21jTvJPw8T6PSWYtbpQyVnHsJ6WKTxd7sp58xaqRH6Wp2ZOeqxLj0WiwXRG+gM0q9z6hG9/Bvwj3ydzUArAtWW6ETgQeAxf2cNLXQdVws/oXwEuNrPtlK/dyNQH+tDjQ8SJRSnG153H0tflx7PsRoA/k62c4d7JaKXjwDfAx6W7Zxftr33afwF0DejlZMv7nP+HEF9F8+iPPlPQgl7PyEa6rQS4kojgSWowUSxloflcId6DjiV/HNXNVHzRKLDGnvJFELPPOR/9ylW6UHEeLi9RHLEMe235/V8tyWJOlMe1cergtaMQgSeSxkpy+MSJgS7qZ5tqkTXqLx9w2PnzPvgyyumn3Cw7tCLMzKv3nv8+ieXnb0qoOHXTtR5O1bnEnL8Q45hGAelHHdrUosBG+G3WCygojJ++fIj5EdsFsp2HsbxMpfAy/qVqRzBJ7qjBaw7agz5efVptNgXvawTvYyKXqR+XKcHAftL+XBVIoPyvjaJfXBFz2Q7q2Q7U2Q7Qj+u8jlWypO8lzXO+0QvUxhr8POTMn8G3+hey8G8wLMz8HorYwM4U9S5VefTB0XFgyKKTt1HKSIirsjLos5JZ3aqi0Kxj94nv/SHwCi9SxTnF1iqIuIe1DnkjcRVOjLn+x14ZjX247/fUiTZr7/bwqJzgWrJZj5e5SToXCrnzMhqCtPXKvEdpZ3Um7dveOycNy0eWDnjxIN1IgEzTjxY96bFAyvP7H5snZQF/VQyKLF/Ht5idb+ZjpfEYl4SfbwksoO/ndm45M/vLrZ2KlXk+yxVwAp+i8Xizpd3O+OkUU4wPa7lMpDLq17GVAZoRUmkIb5oyLs1FU32o9JCALaIXiRmq8q5pXy+Eol6I08QXsgblrJhOlZfFr08IXr5LmP2l8+jUmvKie/+Dczw1VFRBVQdwQ2VTMdEEq3uo9wIVPTW2eeVmCPufvsWltIQ6NCkI+ZLyE+JqzQF34FPLUJQIecs4C5M58TY0av0dxl0fZWt9sHH+cZpdDVSrm1ocjaX8z748oopjfkfYUpjhnkffNkpzF0lJVOkROiZjFMxFaurGgd1Hb6Un8Y3s3GoaePNSbH043c4g944x22lEJwR/2NaqoFN6bFYLLERvVwCfAJ4L0ru/7Vs98+zDsh3l6hUniipOoOU5hxRCocIjtpH5TCQDOq2G1IbsAs4HuXO812gU7bzehn2a4yxHP6cUBiqa2DZmRvYemKH+X3xyEsfcQlLrzjZKVNcGrER1QhKbFasaZoB/xQ2VaD7dp/lTY2tAJXu4/d8hZtxmVKTyrfNLGo44NMcqpy4cvi9zdgAunQkvGLo7Udp6BaHfilp+9PsNil8QrQyC99PLCw4b4QIrTMaBa6SL4q1+H/P/bxRtrn6DkSdZZsvJU9HXNZSRWyE32KxFEMci0hT1C1L9Lz8qGJ/EBhCDSbSFLq7OI3D4kTiyiH2s4SIfY3pWPXLdlpkO/WyneNlO9eXXewDpGVe5PJAXWO6zGIfPFFeLTQ3UjiTcp4eDEQpAqxHCZi49BPW7+E01BH5tH48LfeKMwNRgC469StGvZTiCiw7KX/02KEBWOsz81KeaLxEzUmNOXVVDB15v5r8614VjldY7Dvbl5JmHWV3ZjFLpQXg0IszfM+PgwMNuJttuV4Km02cghqcmL7nFsgdU7/r0zLBsILfYrHEJqZFpMr3L6QS0dgZqELSYf3oHigMA6t147Cl5E/HV/JmJoHbIoh98D9WFRdKeaRlD2nZRlomZr5yoHnriR3lboDmJ0Quw5AjH8OecRrm7seD+OdczyMoGnsacCnqTBf68VLgNCRwa9C+yRSX6oi9k1t9iUgyCjxjeEuQQ9N3gN8FvF4quWZkrueKsVd0ah4ySNS38SySR7VTVwULdh206J7tiG4pqYsr9rW1Z58QZoehiJTjuh0AePXe49ePDuX/ZI4O1fFsZy6DJtdsy7XtsN+1Jszfs/t5v+vTix0Q1Dg2pcdisZSE6OUa4Hbge7KdPzMsE+bSUy3Ssp1m75MhLkVZSg+OhKbzuPbF69LTGXGwUBECUm6KIa6zjZQpErpBVphnPgSniR1CDQqin3/L8O+1O0JavqPwPHLQxywoteNXwNswuN141mNKuagEElgiU/QYvvcjqMiw3zFUKSK118ArFoYUFjXAK2KWQIjI564fec5GZ3Y/ts5x6Tk40MCznWfw4taCUyPnRhTg3pNDvig6KPy8w8Ay3ih79HrC0oMywOuo892m9NQoVvBbLJZATPaRrtcjW0SKXkapfp61F4m6ebmtMNcBN1B4UxsFvomaEShV8OYsOScaEQRsEBnUgEkNXnwEYUC+eD8qUrkl4rbSKAeV8uRRfxqTzJGyPX8QGPMYZWSq0D3IJfBbUP0DZlN9O9pcXYJnf3Lfn54JuJ6xgfAgsGKii30ItaWMlRokBPcRvxlX/vUi6fGpDUgTcJ7pdCJnH4JEf1pKmnXhbt737BL7i4FNeIMeJwNno+ZRR0lzDzBqBX8tYwW/xWIxooWw382iSwvlJcAGVARrH3CDOxrtE60Oi1Q6ubdhOfuHUVKsHGLIsa/zCnolYpRdqPtzOBH/uDMVBSJxoqEFYFTx7RvND1ivf5QxXoR7BDU4K1XwHwaSfJJbqPddT97gTe9/iuBu1Xl4C3TLPJNSKgWDNJP4H8d9rAgh0Ww1AxIhNUkL5ajXipdcZF+vJ9a5BXS491GLfm9AwxF/Rn9+42DhZNQvpnvI+m0kQwis4K9ZrOC3WCxGQiLyvwfe7HlO3ajGRHIcAZNrMKP/douLHag8Uvffl1PZ5jeBEXltI1q29VUanwh0GlgdR7T5NlYKJ9J2AqLJcbsal+rolAGulCnjOZw7x1373ke8tJuCCH+FnXjytk28AeswqmjTb5Zr0kT2HSI0nlLnR2UbWIF25ylyPQVuSHrg4FxfECL+9fL+TeAWAjM9z20DDgBW8NcsVvBbLBYjRYha0MI2JC8+jJ2ynUs9+xJ2wyp3bYCU7ST0dguEMvGid5Fz+CtBQAR6BFjqStNwp249QH6Xzh3EF/sO6vNrYRinTqGKQhhcxyO3/Qj7WsSgpMubs1/EOorFqYuIM3jLYB74FxyziUyg0B0jtGtwhLz3MKSUJIpcj5RSzSZ6hP4AKgknKFASPrN2tc8eWcFf81jBb7FYjBSZc+8I5VJveF1OrUARswXlwMkfjzudDq4o85X33jnY9U+rDs88NDQXZwZD2V9WjRDR3E9pYj4OGd7LA5xXkEI1NjPkP/DwS7kqhlFgL6qRmyQ/Lzn2jIeDSLKbeLNN/XhSYso4sAkb/Lpz9Ms1yPDtRzBRiVLsSkhPASHYT+m9Q/oJF+i+79OzA8X+bgbWCNgI/8RkQueTWiyWihNkFWhiwPPoh5TtCIKt3NwdSf060FaaHXq7ccU+KLHaId8nOu76ytK6mYeG3J1bu3WDq2oS5Knegrn7a7mpYz6XUPhdOl7wjtByd1u+BHiY0j3Ns8BVqNmZg+Tf/5Rla3FifzH+Xj5uBsnvE9AKbPR43/tZsh6JuTv9hFx35FtFRrXeDOu2Wu1uyBVFF+Z2Efz71Gqy6zyz+7F1Fz3/g1mXZbZx0fM/4IRFeafuEaKfy62owu0458Fh8tMii/ndDB5gPEZh1wtpbTlrHSv4LRaLER1hd3zEIdxr2S0ognyghS4IDhIc7pmF8RAUl5ew3QbUzdbvhuu8Vk2CjvMA1XROmm18JWjgcVGJEeRh4Ar9/7sp73eyFv/Orm4aocCVpx6VKgbkGpDlmp7px6sJF55udqCuu8OG1729A34dYZ3DqIF/0D4U49lf02jRv4TgwU7KK/oXsG3xiR39NzS0DSMS0NA2zJndj7tF/xQ9MxD1O61HGSJ4mwj6kd7QeO3tcq5YS5PI9s1pbV1UX2zdcADPo4bgB3A+RT+H2VP+DVnKiRX8FoslENnOKtnOFB2RNzU2AserWuc368dbA5a/ASVQTLhvtEZBccmj9/L8wjYyFyT47eVv4U2v7gpYZSyaKK2ZTAshXSyriEkEjujXwiK45WO/8ZWggYfzfLFNwB7Wj90B2yj4TkSSxSJJn0iS1Y9+Ed0o36XpXtvkbvLERtaym1+jrrNW1OAElPB0BgJB35UzYEqSf6zSQIdTN6A/10H8LSOdbTiDjmX6fbfifz0459CkQ+foX4l/40BQs3+3eJ5bW9eQzUuTmtKY4fS1uSyXKDOgXppQg9KdFF4D6ruVCDlXrF42/Y6lqHNHtNYN0D1zORUT/duAO0GmaGOUofJvxFJObA6/xWKJTEgRb4df4WVILn8/KsroJzwOMtawxtd5ZcroEUanTOUdv3mCtpf7eOrN8/nfE0+hcXiQoYZS02dLJi3fJ4Yw+cunZVs1dybIpadI9x0oplja6V6bHxNXhYJf5278BXlGppiiP8NGirNjDXPvycrU2LaDrEJzxcfJSAWeZiRwJ8O5bbwHON13bV1usU5wwbjTBdjXLz7CMfRzEJqOSoVaBZzoeuk14BOTpWDXRJjFptv3fgHbfH/vZBZ21C3M2Xrqdd5J+OyQF3MvgCbRh8/vTV+mlZP39nmf7kd9l6XO7uUafVlqGxvht1gscTBFFzMBDjRBkawW7cbjThvK6v+7u1P6CrX7/+IDJH9wB3uOmcsP/vjDHJgxkxXfu42frfjjLOaoXLWY1f3ha3b47Mcw4xARlSl6ZIpmmULof82OUNPi0PsdBM3mOMQXus8B9yE5yCDuKLI6f0w1I+7nzXMEwYSNAL33wyjpWGsppehV5tapOM24tpXODIP+zoJmOgRwg47irxNJRkUSqR/X6X0OGjDlDXp0QfJB4KvAG4HHGbumXwX+LfAzTgIiWHC6Z358f+8O7moA1a23x+WcE1fsQ3C9je9sU0uiYJec36BypPIVU+dlGQdshN9isUQmrBGX4T1BUVBHuLiLxJzGVqFkLkiQ8PkNkyAT/yWXEN61tBJ2nm765ftEJ94ullV26SmGmE22ghhEeXr4HWc/e0q3S49Dud16fHE3wwpwsJEypS0PS3G5OQ04HzUMeQm4GZgXujbHMhHC3VeK7UeQQaWxrDe8fwS4Dvgi0AZcLFP8qIjtTChCXHdyjj0L2FYwM5QZTsgXtrTe+uSys1eV4JzjpsMzcGgBBl469vg3HJ94Zbp3YR3hd85Vt9d+qZ3PB6UMqMqx1BQ2wm+xWCLjU8SbIUDs6/c4ufxeZX4YmEOhI0Tk36WBef7p0wIGZDs9utHVrcCx+Ec1K5273kJa9pCWbaRlQj/WvNh3UWpEaBj4GWYZu0IkuUokeU1HobPAIuB3nuUct55SRFLYjEXanbMfsPyA4f956yLo2DlpTcegzvY3ATfp54NpANa6CnyDzt9ic9qeQaX8mN5fD/wt8Kj++6QitzPRMBVCgyuyvp2FBcXXdQ3ZJS6x71c0HpeUtg7diM7XB1r/cugb04dk/qqHZAOdwzeBOtOOkN9Vt9TovNec01LD2Ai/xWKpCj4NjIrxl3aT3fC1a29b9oM7vB1AVRQ0LXsCZiSqxbh2142Lp9ttluDo32FUSoLfAM3pmrwDVZxdyVkUZ1vOeWWqCelCxdTf7vNaBiV+/LrJuvHL4ffN8wfOwfTZl+Fv5LlPry0Y9wxDaTUE/gQ12crtA/AL4CzgfJnKFUVPWkIaYAV68uv3m5rfFYthJlRNWj45ez6zE4N0Dt/E1pGOvH1FpfOYmhg6RDkPQj+3pXawgt9isYwLZWjMBSAX79ws13avSZz06i5eaD5Rfu66r4itF3eEvzM+kVONNLlmUpXYmXJjEK8mHNEA+akfWeA2V4FpH5XvkqsKIfObWK0Drif/+xpE1YV4CwwPAtdi7iya0etRqRCpgi67hZ148wcEzmsS3f2Uv8KQLAR8I/Tz5jW50p+10oMqL861cAS4erIX7QIIYTyXc4W4Ie+P25ytUkjUOR92nUtU+lbQAEUV/od8dkttYAW/xWIZF0RvqBiMK7ArSQfxIqmqk+oEEfsQS5wHdlX1iNxqiVCvCI7j5pNGOdCY6hVyEXW9br9OwKfiI/i95KLEP6XYCL+vA4/rmFd6cOVH3qzHZMWQe6++D5NrTv77ixFblagxihK5d7Z9K6ofSdBARX3/VvTXPFbwWyyWcUGn+JimuA8DSdlOj+itaGTssGH7bgZlO7NFL32L7t/SunbDGt6UfoE/NJ1I5/Kb8JlN+IJs58uV2d1CgiLMMdcTZcZlGCWkL/PbXsxZgnLjpPY46QpxxO+YNWYhaZmiGXJiPyxFLCeAXXaWVwBvYZipvEgd7wf+nHyPliPAfSgXo4jr975QxhmVUQpnQoIIHAROFrxFsuTnw4e9txix5bYmLgcjqLMu6iAiLaU69yFwlsOm9kwArOC3WCzjhhb9bm94cKaJdXQ8ZGBQKl2Ep0NI2U6i+6pr1y3+0daVjYfHXDaHpjWw7DMb2HpxRxZV7Pg24GzZzhMV2NcConjFx1iPaQbD7e6xg8I8d7fA7aOyUeao0cly4hb8UV1NvLNTQ0ADEoFAyenTgQtR3lH7gZ8QRew7OClV3r4K30KlJ5V6rXjds8KEZ94siKWQGkjpcWay4g6GO5xBTUAdg5TSfv+1jhX8Foul5vEU/IYVk8bB6XcfdANUhbc+TW12vvtivrboM/zn2R8A5Un+17I91x214gQI7FgR1whC3V3oZ9xeyCyBc7MpJUVhEJWmU4nB30RCouYEvClLh4GHgIupbk7/URHh97L9HWLd737PisFB6mbNInPKm1m/4JfS3544pHlXBfislPy9z37ENTLIRe9thH9iY0dkFoul5nEsNmU7CYJb3celBSVkTZZ7I4wVpxZ4gP7mpLc6Yh+Ui/o/6MEJopd1opdR0YvUj+vKtM9u/H1Jzc/HXY9DK2omIWx7ewyvp1EzBKWK0FlYsQ9q0OtXnzAN5VBUTbE/Lo3kxpvt7xDrnnqGlYODKvgwOEjdU8+wcvs7hO91rqPkQQ3T4hBlPasNz18ec1vua76TGmkkaImPFfwWi2VCoVN93D7XGf2YRkWA4zCg15ek8CaaBpa6Cm8LPNdX/VsXv7ryDPdT84DNopcnUVE0ZyaiDlhZAdFv8oEfgFyn1D6RJCuuGNktzv3FfvGxvVIslVJcMbJbp/IErcdNA2ZveUfom8T4XManoHQyMkxt3bu/NdkLdv343e9ZMTqa/9zoqHo+4G2rKT1YMazXEyb63+h9Qs8yxE0ryv026EFLXo8BbMHuhKGWfjQsFoslEu6Iv2xnin5slu3MZixNJ4xcZEqvr1m2I1z/VN52L/tFL3LxFza3Dk3zNLWZ1sBXrvi8d70Cf693IFAMFIMx4ubK71eNeabWN/HWd85i5hwQAqbWNyGzd+nlokboTPeMRv1oatZUzYjzZKYfJbiiDNCKXX9cjkod4UT2Tc8LwWIh6BOCrH5c7BLMcQMTbhyBHTZ42Ov+Q4v9TUVsL++3QUp6pKRNShL60Yr9CcJReaFaLJaJg+hlsehlt06Nkfr/iwPeEjWdJTDSprdxJ1rEbr24g2Wf2cBv3nQKextnc2B6Y3r5X39TxvT8L2vBqavjan7ETT2/Fq/zjPDobpGYAqzXy5fSdXiGdrA52qlkUVy/TNGmv6tOVLpZWddPvNSMUaBDpri6zPsxIZg1y/96mTWLjM6T34yrCy6qO64j+ot1sUp7BHaQk9IsIditBxz7UfUDcTVf1gr6yYMt2rVYLDWLFt0mP/U8Nx/Xe/owp494fa2dH0BlsedaV4Q+AUeAQ5ij2n5kZHssu8OiiWiz6dABfAk1WJpqWGZY/zOlBGSA1wNePxrop/QO0n4UOC/pmRmvw1WpDGI+n0cYuw7VtXcUpvI4ODn87rSeKVNgxsnv2vnp3z5uKppOS0lziEWnBJ4C5nvWoayKJT06Wn8n5mu1XHRF6TFgmRhYwW+xWGqWCKK7oJttwCAhrIlN3rrK1AnYS5dsr84NNKZFZj/wDuBDjLkh7WGsSHYP8Em9bJDTSAfRG17FoZaasJkYRs22QHG9CHLWlnF7K+jlw6xrg8R8FDpC9sHb3XgQWDGZBwVul57G2XX87t3L5Dfn3pblf6jjef/3SImI4Mnv3+9izB6zj8rUxDi/kRlgvRX7kwsr+C0WS80SU3TnIv4+/v5pokVClQUnkQYbYRxECV+nI+v6aol9KKoJltT/HMHmFEGfDJwvUzys15vBX3xnZIopFer66nT9jGMnWE0ywJW6F4H33IvaPKkka8uAiL8691Ks0svcRbymWg5BDb9MVo+541LE9iYEvtfZKPAwGER/B9HsOY1WlwF++KUSy15TCO5DuUI57JSSS8uPNMaOAAAcBUlEQVS+V5ayUOsRE4vFcnQTpzixCdiiO/PiLsJFNSSKgteC7kiM7bsZAa7VBcVCP1Y1WlaQ3z86OkhwgEeQf09oQon9F4FHXM/fZnj/A67tdlI+C0JQEf44doLVjmQlXGI/Rb7ojiL2S7Y21Md9Nfn1HB0yxRSZUueeXmaveS2BNKAGcn6YitHrUIOQyUxhrcwU4Gzj8psjrrfFW/Trei0bdyejbjPqgj5iH+AS/bylBrERfovFUrOE5PAHkUvP0eswdZH1kovwu7Z/O/Hb23d4awtqAR2JDess7Ec/rrQSkfS92YeltKRR9pyViEymUd1snfSHlhK2U0zqyyDwGsXPanQ5otyE/u5W4J4xcr0natflmLUdXnw76opk8ABLpiavS5PxeEpUln35cKf5VMriNnKEPygtScrJ+31PZGyE32Kx1CxaNC8lfrTYHY1cTzSBI/Fa0Cm7zgbUNLx7H4I8/9O1KPYBtEBcwlgUOCqtwEaXb/+pPss4x7ww4qk4lsqIfYkqIG2TKRI6LaYU28oZQFfM98ykNBF2WdCLrpSZ/L4O+c5Ifse9AdiiezHE6blgwvTeUhyeJjr+x2So7FH4BtRgvVJi3zbQmuRYwW+xWGoaxyOfQtEdRotudBUlWiuBW01C3cenvxkVbfV26D2MucPluKGtTftEL1n+irX8FZ06UhvHd70eNdsBwR13Ta+V1ZJUo763whxxv/4EUZmCSh+Kc66VOpAJS6UwpcxcL5Ls1hH2ICHYCnS7ei6YLD1HgV8ZXgsShOsDtl3O1K5axL8XxkyuoLi+BkFUKnKexjbQmvRYwW+xWGoenVrTTTwLwgHCG105HXr3ADdoURzk8T/2xrEOve6c6WStRfddx87tCd79vo/93X1/8e2Wli9uTPCpb7cx/3+j1BHm/PZNkV5B5fKLYez7kqgZFomKdI+6o92u+oViI89NlKcralTyjmdeh+QkuzEPlhJEvyYagLX62PjNmqWBbwKn+LxXCUJD8a2eOdrp81JNDoDLSUgvjIkSMT+uiPf4fd9Bz1vGGZvDb7FYap4iHHOcfPIgFTuIGhB4856daP+ksKTzO3bzd2zhT7+4nPpDY3r2Z6d/kvveG6m+MgNcSXHWk0GE2aY6jAAPUlhDAJ5c+CKcisZ2JoXwyZtPRNzHIIYJyLMvZZ8jYqwXCLByjeQgFNdO9GhACKOrVa2R8/mP+gbr0jOxsILfYrHUPBHsOZ2iyTGhoQp2RzFHR6Ve1k/gSGBJrUXri8Hv2H3qA23MeWks2+CVOW9j/Ud+iUzk3BpHCbBu1GK4UvabpQrqDoM9Zly6UJFwt/A+QmnNjpzBklEUx+yfUCw7ZapQmAUU9PoW6x6NLGBbwaDm+2JhPcqdSQDzpeRpZ/kiLTRN10GGyqTGOcSy5bRMLKrS8dFisVhKxCTMHWYBK3wE+nrM3u2Om4sfAiUWJ7zgx+fYHfNyfkbO8PQmt9iH4HtDBnKpDD0lur54Kcd6UiLJOcC1FDaiGkXZUs4FDqCKbU3bdDeRcpiKGlw2ECy8TAOD9c5xC3hvZGvEEIIGT5eIJIt9ou+m66yUQt9Jgxb7udmX0eG61t5Pn3kXQtYhRd6x1jaat1Cc2Dd9d5UU+1C+c89Sg9gRu8VimQh0Eu4qU+ARrtNy/HJKnQLEICHTFDWfv8YpKCrcd3z+ff3klx/ibzcKPvXttijr8xZo1poYnIZKw/HrOjsFQLv5zA6JWptem6m97YOE3FTUDIFTQ5AhgvWmplzH86mQ1/089f0LUCdOLnqlyXNCGvrNTF6856Qpp3/1qddxfW9a7MetOXJTCW2WIfw3tNauZUsZsYLfYrHUPDpyf2vIYr7RKdnOpSiHn/yiuvZcUV3QTdDUaGjCoD/nWFHhPnjgfTcxUpefIj5S18ADZ90Uvr5C0RrHESdNdVxbgiKhTS6LymKIJIpkilXOwMDd/CoCpTgMuZlPcAF1wfUSUoBq8RyzmacO8oGBH3DKZ359LPm/IyZr2igMUBmb0zqCZxsKbIktkwubw2+xWCYMOuK+Cf9gRV7TrBjrdDzO/ZCyvTqBkWoVPDo54vP/dwsXPb6GY4YG2NfYwgNn3cRTb+mAwqLSPPwi2xHz+ctZnNoPnIA5nz4s1zlXhKpdcPwisYN6Hb4Ftnr/TUXhqgakyO/Pcy7s0U8X07QsqIlYpEJcyxgL2NaHoaj5+2Ih+rX5KGvTYtPT0qjzrNrpNVJKGwSezNgv12KxTBh0tPoKyph2oNN+TFHnqkxxu8RvnnVmiZFoE53A8FNv6eDmj/Vx49IsN3+sTz71lo5cRBfz8fB9Xqbo0eIxKIK00S2AI1pnDlL4XUuUGAoqnj2i/5lwi6lvUbjfR1CuJTM8r00HztH/D5r9ESGvB+IcT5161Kz/JYgf+Z1JcEqbJQJCsFgI+h7v+KOWzHDCe64MA50zpw42Avzq2vm/6lvZKha1R7K59aMJf7Fv6p1QLmw6zyTHCn6LxTKhKEhRyU/RKRY/z/VqiiJTl9SypxQZ0jaWOF1q9eurCWgq5m7k5eldECQaCrrJ6m1diSqm9WMGsNG1r04xY1j0dLpexjQAGYDcQGupz/rqUMLLu60EYx1uwyKwlYjQxr1nD2g3nsKUNpumEwlXPn7riz2t4pfXni2GB2ZIKceO5fY1H+O4Ga/NBRBI0XrMAN0fWk4Jot+P+nKuzMMIdgA46bEpPRaLxUIuXSg/paZKtpy1aIdoSjFyNfIqSHXh60BAmov3s0RMBepHiZG7ie9S4ud2MgIs1Wk5fSHbNpEBXgh5b9lTZmLub0lpRRaFEAG9CRwLyzWir63r+db+fW08de0ZnDHvGQD69rVycldflfa0aNLAattld/JjbTktFouF3MzBeN30as4OMcA+Mmg2YkfAKgu6yRIth79FL1eMJaHfIKoeuEUkc+suhjrUICRo/3/tu0OFzbzWxyzojXLMVPM4K/bLgekcaQlbpmV2RS9fJ1pbTK2AqkWxIv+owqb0WCwWy/gzkewQ/QVQVrYi5fUB78t9Fi327yZawW424nJxaEI1StoTtqCBjCc1yo9LtLjPof9eydjgpY6xFKFQDOlYHRSm7CyJMYiwGBCCdZgFtdCvg2FgPrC/onW3xv4Xl/3ld/m2XOD774z/8+TL+Ih9keQ+kUS6/t1XyZ23VB+b0mOxWCw1QLVcekpF9BpSHP6wF3qOAWEMOPYz5jozm2g5yaV2tg1jkODmWybyPPVFMrCjs9P5dzowhH+gLSNTdsa91hAi8HsFJ22qU9C6rm/zwP5W4aT0DI00sOyHG9ja21GlvR1j4d/2sPCL9/D0j+ez75U5ueeFkPKcyx8+fSHb82aftLi/xGdVvh2ZLRMTK/gtFovFEhnfHP6DI/D/vg/NfwaJsk0cS5Tgj1qsmGVMTLujn+XqAuxQIIJEMrShURfwNuBC0wIhjbws44AQod8r6Fz+WfWDuw8cmdX0q2vny9nT9ovP/3jtuIh9gKv+8XY+/Bfb+ZtzvsZvfna6+yVf682g89eel5MHm9JjsVgslsjkXJJe3AtZqSL7dw8osW+O7sdlGDUTENmZRKaoQ6W2DKPubVHcfIrhVJ/nwuwyVwInYW6EFdQgyzJ+FHyvi+q38PycNjLHJXh+ThuL6ze3ABw4MmsI4O23P/VSW1f/uIl9gOmzDgIwvK/R+5K13jyKsVOIFovFYgnEL92Ijbf0A62850/g9D+CRIna+jTgfFSyzyDT+S9m8FzstZTS4TQqfonZ6zE3b3OoB24zLPfjUnfKUhHyvtdF9VvonrmcRqHKbdrq+umeuRyarlgspWwDEGL8B28Ns9X+De/LuxRqtSbIUiWs4LdYLBZLHh6BD/mR8lagm3Mu28hPdyzltLMbSo7snwZcyli2/mwSuaSZaKLfaQhmqpIsxdHEyx5tj+mutVilXX+CRP+JruUclx6Hvy3DflnKjJSs0qf29UBibcOanNh3aBAHBbBWL7eW8HNsENXTwq+7c7EcBm4HrgWmzdCC/x+eXM2M2cMc3NeQ3fvKnCdOetuun8F2v/fvxJDDX8Z9tIwzNqXHYrFYLIgki0WSPt0TYDNjXX/9BEwDp551GbAMUYbbyPkUluZO1c+HkwFWh3Ql3kN0R57BgNeOoIRaQUdkXcRr6lAMOp1CplilC3Tfr59/Dngk4r5ZqoyUrJKSOikRrYl+31x3KXPWsVF6JMxCFW/vJLgzte+mDM8PSskqIAn0ZzMJfvvoWw8feG3m/0yZmrl/VtPg3pPetutc4FfbWDC/YKWqJsUr7m3B7iTDFu1aLBbLUU4MT3wvjvNOUFQzi0pluQz/GYNhPk2Df9sx4BuR9iNNeSKmI6jOu+eQH4V3uvyaRjf9MkWbPo53Ujh8yTX7AhBJjgMeA9qA98sUD5Vh3y2Vpkn04SPqX8i8KXPS3heK6RPh1xgOTgbOBhpRQ4PHgOcZRnWe9m/Q51OM67CNBY2onhoLgO8sZPvCIvbVMsGxEX6LxWKxFJv77kS6TUjgNh3VbtOddpeQ7xm/jAOGotdBskSLgpYrPaJbpuhxovDaoaQDOEjw/bIFcj75V5Mf6U+TL/brge+gZN0aK/YnFL79Mj47/NVitZS/2D+PMbPYmfrvc9iIT3H3oo9uoe/nrYKXRJaXRB8viYKZroVsHwK+rP8siPBbjg5shN9isViOcnQaT6Xs91RXz4CeAuIe1nE6K/Pi4keA+xmktyif/GLplyna8vYtaeg7EPI+P0QSAWxCDSK6ZYrlxe2mZdxoEgUF7GKPXEu0dJ5wFqJEfiH9bMyfTVv00S10f305jQ1jY5BREnJgxom3vnlOf17jtW0suAB4EHh0IdvfW5Z9tUwobNGuxWKxWAYol2AppAG4BXIRbr8GY6vEPcDJrGAmdQyS5SdkeZZZFdonE37HIKxdqsTH/cTX2QjejhL730UVglomGmnZA57Bq5LgmynHwLTASTOHcx7lztG1n1+TJ/YBDtVNF8N102/YxoJHF7J9E8A2FjQAX9CL7Ch5Hy0TEhvht1gslkmI7uy6GrgCeAsqteRBVBrJgGfZYnP4QznmyF4+/9uvcMWuTa8fM7rv2FenzeOxY87mS6f+P56ePR98ZgAiRtUrgrfRUMi+SOBWd9dd/Z6g4/kQ8CcyxaHS99ZSK2g7ztIFf3CEvxPXeZV5IUEika/h9k2Zxc7mC0Gl//w3qlj93cDxwFPAOQvZfqDk/bRMOGwOv8VisUxO7gW+ivqdvw8lAJYA9+nBQA4ttpdhbgCVLqbjZl12lB/+94f47O/+nqxIHPuj5g8wWDeLhS99hx//9P286eALoMTLWs9bw6LqYaRR3W29+daRcVyLAvbFV+xrgmoi3gbcKZLc4/pno/0Tn/I0tXoMGC14dhjolDJ3nfYD8sWXTyiofTlmdJCzXv8lqOv+JJTh7UHgH4DzrNg/erEpPRaLxTI5aQQ+JFPcCyCSNADPoFzvzwN+5F5YpujRHvEpYJrrpcOomQJQFpiR3Uj++PWfcc7rP+O3jadw5gVPcnCK0sCbH++g4w89XN93G39z+k1QKKr3EL0Q91fACZ7lm1Ce5Lcz5g4UZcCSgcgzHgK4HHwFf9CApUm/z80hlJORZeKSF33X+LvwBPG8fjyXNFOZy1jaWw+AFv1qNuylPyweJbF5CtncNkap49VpTQD9C9neVtQnsUxKrOC3WCyWycklMsVe5w+ZYlgkefT/b+9+Y9u46ziOf87unzldJ7qkRWzNnxaptGNsEiswBp3ogwJDUBClK11gWgxpO4YUCfEoAx4g2j1BiKG2tAtyt4l0MATSoiF1G2JsGgJNrUYZ2gYDmqQtm1p3lKVxGrfO8eDO8dm+s+8cJ11+935JkZXLnX2KUvXjn7/f70/OKMh2vws8ob9Yez4lZ4fYPe7xejvKlgWc1rwz+v7lpR+YDvuS9OKyD6v79GGlChPFQ5a7mt5fq7k3wPvlv5K/WE6w7lP4cqWkex9LQp4f9KakXk9EqCZfzB+2rcOezbeK9faNfVJ1QiP2v0P8fbzHPjx6vvO2d0+e/UbL1ISVS6T08tK1Otmykl11UYUafgCICSuto5JukbTBzugFn5/X2mF3Us48+dCNtFdfHtNrv1+rZZf+qy/f8gs9s3yT1l54TY8fvVOrcid064Y/69i71nsvyckpWWhOA6RjSrNYvupX6mSl9ZT8dy6dvswdUQqDWVbDvSjd7kp+KL/S5qoG8a0aivrGGYYj8ANADFhpfULSs3J2dr3BzpTPt5+txt33XvinBo73auO5P0wf+1fLat1700/1zIpamXheyNoZLfcesNLaq9qfgkis8MeCZfn+m6pX5pO17fK/KaAZWGEAAMO5O7tm5ISNXZVh39Xo5ls1bTz3rNafP6q3Fi7Tb1d8RidautSVG9bmN4dk2UE9wvNCXqXeBq96DbiUW8REZZOt+7i/zmV+f1PAjLHCDwAGc3d2PSJpo5wa+QcCzmv65lsfPH9Mx55fr9FUu9bfflRnF6/Qwqm8nnjx87rjzBH13fhj/WR16HwTvQFyZqYknVSplyHheSxrpCxyPyUZrPGcI37XIV4sK3j3aNue079xxAhNuwBgKHdn14ycsD8QFPZdzdp8y5Y7ZWfLG7+WJD3cfo/OLl4hSbqUWKQfrf6W7jhzRHeefjxK4Lc0t6HfaqDspnK8qFeBMh64svJv+M7O9Y0gPgj8AGAIn91d/yrpcwq3s2u/aq9OhzVqD1n9F5JLHlxSGG+TpHVjr5SdMJl0pn4uz5+NNOZTcxv4G5mrXmsqy4FGbwTG6VPt8bdA01HDDwAG8DTddsoJxZ1ywv6rku6yM6rapMfLLTOJssI44XMs/9Bfvv6kpIGrC+NtxWS+5Y3fqGfkZ8592lPaOXxQkrRm/PUnIrye1Nz/swqS/uR+Vf5uGq2zD3qTMBawQRdiyK3tT6u8tj8dZTIPEBUr/ABghqCm2y45O7t6PWdnfDd6+qXqT5iRpKclPSLpUZWv0C/69Jmn7lVFME/I1sDxnfrCm0NaM/4Prb3wd00mFunbN/zwJUlfDPF6syEp6aOe78fl/P586/ND8tt8KSdpV6M3CTOVbaAFzAGadgHAABGbbh+xM7rH5zmGFa6Of0TStfKZyV8YSijh05NoS7psLdDYgqX647Uf0/fXfE9Hl30oK2mZwpX1TEoaU/gdeMNo+jx8n7IqmnQBXHGs8AOAGYKabqPMfA+7M2iHAt5cjKY61DUxUn0TqU6t2jRcebhWeB9T6Q1FVk59820K9wlEWI3U6dfkhnsCPoB3FGr4AcAM/XLKR7xC16K7K9NhB+OfC7yJdbs1niyvLBpPtqh/3e6QTz3tLTsjy93Jtk/OqnnYsD8Z4hzm4QOIDQI/ABjAXVmu3OSnN0w5iafhN+zEnGvc16jy2Mpu9d78kIZTnZqSpeFUp3pvfkiPreyuPDWn2m8wOirurV6pUVkDpPtYS80mZgAwCTX8ABBzEWr3vbwlN5Vykg5J2qZS2c6Y++gt02lVcN9Bwc5oQch7G5GzWl+snT8nZ+Rh0P0V5SX11HtTZKW1V07jbVLOG4UDTN0BMJ8Q+AEg5hrcZdeWtF+lIFw8VmsX2soJNvXm6ndL+nmdc3KSXpC0qc55QWr2OLhh36+UaB+hH8B8QeAHgJhrcIXfNygHTalp8DUuSbqo4JX6EUlPamaNvDUn9VhpXZZ/qVPBzjD4AsD8QA0/ACBq86pvw2vA5l+DVlq2ood9SVoo/7A/KanbfcOxrYHn9arXqBzU1xBlh2AAuKJYnQCAmHNX4B9UuBn3Iyqt2t8llV1Xr0SnWcY8JUMznctfb+GroIAV/hm+LgDMGQI/AEByRl8O1jlnuozHDfuHJC3y/Hwuwr7kNPs2S71Z/AfkXzJ0oIn3AACzipIeAEBRrVXryjKePSoP+3PJ23yWjXBdvuL7urP43cbcfSr9bgqiYRfAPEPTLgAgTONu2QSeBif7NFO3p6woI2cMZy2Vozt9pwkBgIkI/ACAKKM5c3I2+NqjxhpxmyWr0g68HXKab4MaaW1JXyHcA4grSnoAAFL9WvaiFjkhu1/VJTJhXG7gGj9tKp8IlJQzvafynmxJ+wn7AOKMwA8AkKIF+A43QPeotINuWM0cFtFS8f1iSW/LKd+x3cf9krZZadnu11m3DAgAYoPADwCQJ8B7m2CDZtR7Pw2oDN1XmneCzxJJO1U+urNNUobQDyBOqOEHAPjybKTlDfXFGn75/Gw+8d0pGABMxAo/AMCXu+rfq/ISmV73+B6FC/u52bvDGT13R9PuAgDe4VjhBwBEFjTVZ/upQe159X51TIzq9FXXTx3s3PG73e/77idn4RZsOfX5d0ta2sD1rPADiA1W+AEAjaia6rP91KAGju9Q18SIErLVfvFUov/1BzZtP1VvA9+GWJI+K6dOP6pJ1dlwCwBMwgo/ACAyK629131k5L51W/6mVGtOE+da9PCtO7Xy/Omqc4dTnVq1aXg2bsNW/b0D8nICfvFTgKykPsZ0AoiTZo5HAwDERPvHT2y7sfslLVhckCS1tOV03f/+43tux0TYEf+Rjar25l9jknYR7gHEHYEfADDNncxT3L12VFK/X2Bes/mVtmLYL8pe36oVp7KVp+pkqj3MSnxUtpyynMB6ITuja5r8mgAwL1HDDwCQVDaGs7h7baekAb+Z9anW6gE5j35nuy6mFpUdu2wl8/ev/UGh6uQm3C4r9wAQDoEfAFDkN2qzxT1epjCZrFrKf/5LG7Rv944xecZ47rjp4NuD7V+dzU+Tqz9SqH0cAGKHwA8AKAqaTV91fMFVhb6pgpX3HpsqWPnn7r59l7J2l7J2Qlm761Dn11orr22SYqDvk9OY65V3jwMAROAHAJQEdddWHR/S1sOJpN0jz2p+Imn3DGlrZZlNlI7dqZDnTQd6t6yn7D4k9VDuAwAljOUEAEgqq+H3lvXkVNpdt9HnrDeIf0Slufh+r39Izsz9mo3EAAB/BH4AwLSwU3oiPmdBwZ8od3uffzZeHwDijsAPAJhVVlp7Jd3n86On7Yw+Ndf3AwBxQw0/AGBW2Rl9U9I+ScXxnAVJ+wj7ADA3WOEHAAAADMYKPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYDACPwAAAGAwAj8AAABgMAI/AAAAYLD/AwLYbVy+EaqwAAAAAElFTkSuQmCC\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 34% 정도 향상되었습니다. t-SNE가 제일 좋네요!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "nav_menu": { "height": "352px", "width": "458px" }, "toc": { "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 6, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }