{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Chapter 8 – Dimensionality Reduction**\n", "\n", "_This notebook contains all the sample code and solutions to the exercises in chapter 8._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", "
\n", " \"Open\n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures. We also check that Python 3.5 or later is installed (although Python 2.x may work, it is deprecated so we strongly recommend you use Python 3 instead), as well as Scikit-Learn ≥0.20." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Python ≥3.5 is required\n", "import sys\n", "assert sys.version_info >= (3, 5)\n", "\n", "# Scikit-Learn ≥0.20 is required\n", "import sklearn\n", "assert sklearn.__version__ >= \"0.20\"\n", "\n", "# Common imports\n", "import numpy as np\n", "import os\n", "\n", "# to make this notebook's output stable across runs\n", "np.random.seed(42)\n", "\n", "# To plot pretty figures\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"dim_reduction\"\n", "IMAGES_PATH = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID)\n", "os.makedirs(IMAGES_PATH, exist_ok=True)\n", "\n", "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\", resolution=300):\n", " path = os.path.join(IMAGES_PATH, fig_id + \".\" + fig_extension)\n", " print(\"Saving figure\", fig_id)\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format=fig_extension, dpi=resolution)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA\n", "Let's build a simple 3D dataset:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(4)\n", "m = 60\n", "w1, w2 = 0.1, 0.3\n", "noise = 0.1\n", "\n", "angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n", "X = np.empty((m, 3))\n", "X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n", "X[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n", "X[:, 2] = X[:, 0] * w1 + X[:, 1] * w2 + noise * np.random.randn(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Components" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "c1 = Vt.T[:, 0]\n", "c2 = Vt.T[:, 1]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "m, n = X.shape\n", "\n", "S = np.zeros(X_centered.shape)\n", "S[:n, :n] = np.diag(s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_centered, U.dot(S).dot(Vt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Projecting Down to d Dimensions" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "W2 = Vt.T[:, :2]\n", "X2D = X_centered.dot(W2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "X2D_using_svd = X2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Scikit-Learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With Scikit-Learn, PCA is really trivial. It even takes care of mean centering for you:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=2)\n", "X2D = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.26203346, 0.42067648],\n", " [-0.08001485, -0.35272239],\n", " [ 1.17545763, 0.36085729],\n", " [ 0.89305601, -0.30862856],\n", " [ 0.73016287, -0.25404049]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D[:5]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.26203346, -0.42067648],\n", " [ 0.08001485, 0.35272239],\n", " [-1.17545763, -0.36085729],\n", " [-0.89305601, 0.30862856],\n", " [-0.73016287, 0.25404049]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D_using_svd[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that running PCA multiple times on slightly different datasets may result in different results. In general the only difference is that some axes may be flipped. In this example, PCA using Scikit-Learn gives the same projection as the one given by the SVD approach, except both axes are flipped:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X2D, -X2D_using_svd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the 3D points projected on the plane (PCA 2D subspace)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "X3D_inv = pca.inverse_transform(X2D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, there was some loss of information during the projection step, so the recovered 3D points are not exactly equal to the original 3D points:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute the reconstruction error:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.01017033779284855" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.sum(np.square(X3D_inv - X), axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inverse transform in the SVD approach looks like this:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "X3D_inv_using_svd = X2D_using_svd.dot(Vt[:2, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reconstructions from both methods are not identical because Scikit-Learn's `PCA` class automatically takes care of reversing the mean centering, but if we subtract the mean, we get the same reconstruction:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv_using_svd, X3D_inv - pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `PCA` object gives access to the principal components that it computed:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.93636116, -0.29854881, -0.18465208],\n", " [ 0.34027485, -0.90119108, -0.2684542 ]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare to the first two principal components computed using the SVD method:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.93636116, 0.29854881, 0.18465208],\n", " [-0.34027485, 0.90119108, 0.2684542 ]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Vt[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the axes are flipped." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explained Variance Ratio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the explained variance ratio:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first dimension explains 84.2% of the variance, while the second explains 14.6%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By projecting down to 2D, we lost about 1.1% of the variance:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.011195535570688975" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 - pca.explained_variance_ratio_.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is how to compute the explained variance ratio using the SVD approach (recall that `s` is the diagonal of the matrix `S`):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839, 0.01119554])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.square(s) / np.square(s).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's generate some nice figures! :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–2. A 3D dataset lying close to a 2D subspace:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utility class to draw 3D arrows (copied from http://stackoverflow.com/questions/11140163)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from matplotlib.patches import FancyArrowPatch\n", "from mpl_toolkits.mplot3d import proj3d\n", "\n", "class Arrow3D(FancyArrowPatch):\n", " def __init__(self, xs, ys, zs, *args, **kwargs):\n", " FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", " self._verts3d = xs, ys, zs\n", "\n", " def draw(self, renderer):\n", " xs3d, ys3d, zs3d = self._verts3d\n", " xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", " self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", " FancyArrowPatch.draw(self, renderer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Express the plane as a function of x and y." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "axes = [-1.8, 1.8, -1.3, 1.3, -1.0, 1.0]\n", "\n", "x1s = np.linspace(axes[0], axes[1], 10)\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x1, x2 = np.meshgrid(x1s, x2s)\n", "\n", "C = pca.components_\n", "R = C.T.dot(C)\n", "z = (R[0, 2] * x1 + R[1, 2] * x2) / (1 - R[2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the 3D dataset, the plane and the projections on that plane." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dataset_3d_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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=10)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=10)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18, labelpad=10)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "# Note: If you are using Matplotlib 3.0.0, it has a bug and does not\n", "# display 3D graphs properly.\n", "# See https://github.com/matplotlib/matplotlib/issues/12239\n", "# You should upgrade to a later version. If you cannot, then you can\n", "# use the following workaround before displaying each 3D graph:\n", "# for spine in ax.spines.values():\n", "# spine.set_visible(False)\n", "\n", "save_fig(\"dataset_3d_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–3. The new 2D dataset after projection:**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dataset_2d_plot\n" ] }, { "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": [ "**Code to generate Figure 8–4. Swiss roll dataset:**" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "\n", "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axes = [-11.5, 14, -2, 23, -12, 15]\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=t, cmap=plt.cm.hot)\n", "ax.view_init(10, -70)\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–5. Squashing by projecting onto a plane (left) versus unrolling the Swiss roll (right):**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure squished_swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11, 4))\n", "\n", "plt.subplot(121)\n", "plt.scatter(X[:, 0], X[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.axis(axes[:4])\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "plt.subplot(122)\n", "plt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.grid(True)\n", "\n", "save_fig(\"squished_swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–6. The decision boundary may not always be simpler with lower dimensions:**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure manifold_decision_boundary_plot1\n" ] }, { "data": { "image/png": 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\n", 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F67wWUDqFtqYWPPOhKgUqCYFoEw+Z3+b2NW14dwc7l1lQWuWyMqhkGCmliXaIDivVTSpuKtcr9kDpbGhCTrYPG8F6VRya198Qwzr8KkUWEgtDWEhKlbRSOQU61CKswLxs01Abu379/TdgYqLftSSqR4ieTlPTBYFtdCT9iYnDUC3fgfhLz6TBWtKHv3SmMDFxSBj3znK7nvAO0cViHsCt2vM0KdUNKzc2ha4cmtIpTE3lQ0MqJo1cGcSQAe/x53LzAfipd6KHq1ulmF6DsJDU8G3DPpF+9pes9KkHPqRmC1GQ3STU5i+8OYRq3uYP6sITdgZYgmIxj9nZM8Kn87Bu3UEsWnR1ZZnM/rwOEl48gV++Hzt2PwqFFwHYPbS1QHhTTjVKpWDcG/B3iGbwlOD+WXueQ0P3VrxpfjnOLx2TenmpVzoEXictKEMqbDyqajhVwk0WMpC9UGQvIv+8mc3sBZ5UbDeqhxz1+GpBqcN1EcZxIQgJvJsmUhRmcejQR3H27FFtsYX/wSxV1KtMkk21rHRT9c0iZD4oVauVeVAJ6sxKrw1LVMmWzNVt2PWeDlAAddoMtuwBkQlRpY4R3/2RhVTYeDo7P4Urr/wZDh++DmNjt2Lz5q3SY6nCJqrV0MzMuJSFo1ql1JJBEVf5zAQ25cUmXGR1uMlfrZglBdAZYAnGxp6CzMicPXsEgL9Ne5jCF9NwNaFQ2ZZ3xjHWvBKbGDPjDRMhLdJy3eeeuwrj4wcD++VfKCZ0K977ZSiVZnzxTi+8E10rWIbgwyneQ88ArlnzoG97ZkxnZ8cxNvYLAO0A5AZYdf6q1ZC3cqrG4UdGHoZukVovuhBZwGTuhz2brFoxSwqgC0FIsHjxRnitcuTgQwcmybv+/utjj0mMzyVJNpfFzMKWuuvX9wnNOwk6Oj5eedHo9sPHRV9/fT/8sWQAmMbo6E8rDw8hzejs3B5K8eLPISzbbSKNyYdU+O1LpZmycSwBeAK9vd1GjVrZ+atWQ8GOIbMIXhuvu2/YNTBFkm3l6w3hz2b05qpJwRlgCeRGoQr+YeKTdwsWrJVun5aGq0lczDZ2ZhqrLhQOIp+/n5vgFCMjD0kNlrifwcEdGBt7CoODO9DV9XglGcVAyHzMzo5HjneaULVMXpwspBL0lqdRNZbTPvUzfgyq85dR21Rzhze2vNG14QPbzoG5XiDBzle8zrJu31nmYQAXgpBi/fo+5RKbQbakrrWGq6kXbBOvMy2M8NqrizG7WQwO3o41a3ZpRND3YXLS0973vEgokiQQPjOLd5rS1UTPURdS0XvL3jUQ44m2ZdP8ykFVXaiqWgy7JrUWrdF1o6iFTgM7X/Fa1qO8pzPACvAPxP79vwHTGGQ93mQbdHU9zj3k9yCfvx8tLct9CmXFYr4clw2CdbTwX7/3oLv7/6C1dTn6+2/G5CTrPjWLEyd+pEyS8DC9hlHLfHVL+eeeuyrUWxbjiTahAVPDmhYfuBbgKW86JKl1Il5L/p40RFPOcwFDQ/eCkOZKQuqNb/xdnD37ilL/IE5MLi3vwCZhF3zIWaXb7ZVebfw1ESF2tOBpaF73iu/4tp+dHTOWkwxDnAIJHfh7ql4ZRS8QMTGsIh+YRQ9tXjJJGt+0tHhNy+jDnpViMV/mqnu836zZDio4A6yBXB/CS75kGVKIut8w7WB+0o6MPARC5lW2GRl5CKtWfR5MetOEGiXS0KamXkMw0QQcPXorrrji+3FPM7ZcpQnYCmH+/Etw/Pj3fNfB5Fjislg0rOyai/sS+cA8WyILRbUstHhtOn/zVFJKs2c7qOAMsAby2J838XlJQlNFsDTkHm2WbGEG3s9/Lgnn7sV3c7k2LXuADxUEu1f8RPqb0dEfa8fFQ3cNbcM/YfdDVxY8Pi5vZ6QLkxSLefT2rsPU1LCCkuYvB+fnmOlLLw2YzrFasydU3jLvSHioXy/YGWANdJlyXhPBNBli25rcBLolm43HEJy0kn2OPIi2tss08dAcOjs/5fN+/QUqcu+I0qnQRpwMumtoG/4Jux8ycX7mrbJOHPv3/9I4ljgwsANTU3kA3gt8xYptRoZV1gjUv126OQbTsEAW8WV+jrP5LSukqlcvuOFpaDo6D09j4Wv3AVETIZxPyD+8g//6NSz9737u5dan5WT+JKF7QOTVf0EQ0qShTZVw6tQ+bn+i0ZC/7xlLJAxR2rtH2ZfnqXYH7m0cPYpiMY/jx6vxb5WwEw9mWFWOQJJ8YB455EA+S7Bl35bEQgq1kKlk8/v0aVkhVXVuehitC2W0hveATb1SuYygefxvcHBHRVtY1pbIpCcckF4mWz5pg2CcZvbAi1Vz7e2bAKhVv2RIk+GgCjPw90MWby0UngGf6BLLglmIALgmdNyA5/3y8e+qgFOw/HbBgrU+NkpSy2bTxFnJYB7YQrYiY0iimwuPJUs24uzZowIVtDo3PexOfDUaBQ3tAdt4VHKDUtUC1hULeMf5DtjDxppzii3qTSqR0lrmLVmyMUBSJ6QFnZ3bfQR23lvVVXvxqwdgb2AFAXgqYDr9X3aMOII8sqIM8X6IVXqe5wvw93Zk5OFAybQXr92tPT47Hu/9Mugq/NLQ/eVVz5LySJOI+yY9p8NyAZ5C35NwlXAZw2ZJGaeqxlPW8j+8zAuWgXkLtSwPDev8IDN8NgpvUdXgTAR5VFC9YGX3g+1LHYoJlgV71+SQZNvgOcjYHzrh/qRCLTx4KUje6HUs6LASwuGRlPFMcn6Hifx79yO+tGkSaFgDHFefV2WwhocfDGgDjI4+Fvi9bXPOtBMcJp0fGNiktWEdRClQ8Wu52rMOVC9Y2f3gXzaqUIysLBh4QHl8Bq+0PYimpguUnT9sYs2mZclRuwyHYfkXl8c2oCZjYN572FgYeH41uz7VOTXj7TNjXe6GjQGrPLLBwR3aQgsG2YPjNXr8ekUb4NJLv4pC4SBmZk76tjs7C1z/bLSmnHEQZdmpM5w2iZ8olWGtrZeAF+SRqbLp9iF7wa5YsQ2l0rhv21yuDRs2DGJo6B5MTh71fadSg7MB02549tlVKJWqUp9i0Ypu3DoKVRrsGhsk5RyEJfxMEoJs9bi0Bfju1UDrPODfhr+NJkKUjJIsG6M2rAFWGZbR0Z9iZuaU9Q3xxw5R4R3KNBNkSbg0kERyI8nsuikGBnaUJUF/ATHGzmvq6pJUqhesLpRh6qXzxzaFaZGIbTFJmPaFadI2zQKKLMA3HCiXtmB4eBdaW1dZr6TSRMMaYGZYDh++GcePe4mUXG5+uROGfVmpGDukdAqDgzukmgktOeCGS9fiSy8ftB63rgQzyUxyGkUjJvv0J6yCzStZz7Ywr09lTFUtpWw8en+CzKy3mKlxtw3VhDFD5rqyWRQsbQGuXV5tOMAMMaWzaG/fhA0bXnJaEPUAMTst0spMwxHyIgZWzlvVkRCXsh377CllUY2srchJGstak32KdC0/pivtgsLEaNLy3EWP05SGZjoeG/pZWtoXgBdv7enpwXUHrkvMiKelHyFC1W7LX11YH2jYJBwge9j9tLKRkYcxNvZzo0y9PHNe0ib5eFrQ3k17tfSguLQhmwRMGll4k33K6Vrz0N2d99HYeEpYrbPYoscpo6HZaPXK9m9KP9OFK9gYRKqjKVhxED9H42JkfKQmBRmqdltA9qwHEQ1rgFXcTD9mwWJHYRxhkyIGk5svdqhlE7aW1LSkOhDb7lPu/XoaFEExmqrQSq2y2PLy6icDx47K4bV98enCFWwMKqqjCcTioCSMp6oDc5LY9jywZR9wtBD8rt6kYRs2BKHiZsoQliWVLS9lsoVhN9+2yi2N5ZxuWWsjPOTHqNFS+eTJID0MAE6c+DEonZQUwqC8v/Sz2ExIRybOJG9EWrK+braVfrrilWefXQWghPcsB3a/mgzjRhaqSip5l0POugJPJgbEPxPbnvfiwd/b4HnEjO3S2rocPT09iYw7LhrWA9ZxMz3RmKoUYxQvS8Wr1cUCoxjUpL1g3bI2enXWbqMiitbWi6S/JiQnMXz8vtL3aoaG7sXUVF7yEpgJbURqct3i8tLFsbIxzNMU/NQTbIwvKxwZvm04tLjk6a23oHWeVzBVb+EHoIENsMxAdncfK3NEKVSVUgwmcb5C4SB+/vMlKBReTOks5KGJOOEJXSuh6HFhsyIKvj8cX6bc2nqR1PtNWoxGdk/9wjz+cbEya30jUjPBpqiVguKYxTE054CtF7VFjgXXO3S5jbd+aVliL7W00LAGWAZd7y/RYJh4Nf39N2J2diyRrsi2kHUQkEH8XOW5L1myMeDZmeMBo9WAv/Pw2XLJsDcmsay0u/sYmpoWJfowye4pE+apinurz10l2GTy26itrMQxqwz5J1e3afdTCySVgOOdDh3e84YTkV5qtURqBpgQ8mlCyAFCSJEQ8iD3+ZsIIZQQcob7y5wXEux8G/R2RE9H9Gp4b6RQOIiJCU8nYGLiUKpesAlUyQ8TWluSy2PTY3gi5NW28Kw4Y3DwdgDRE13iMYMlqtV7qhLmUZ17HMGmKCEr2ZhVhnzrJZdZJ7zam9uNtw2D6VxLElcuQehLLQ5jJQmkmYQ7BuBzAN4NQPb6XUIpnUnx+FawqUBSJUt4o3D69D7fb/r7r8fVV7+U7kloEKfZYS1a/ai6jwwO7sCqVZ+vMFZGRh7ChRd+xqjzsckx2f3iS1T9QujB7JXq3EVjKeuQneR1k83DJPnPj7zjkdBtasXtjYIXTgMrzwN+9lobPv+RCd93LAmXdRl3ah4wpfQRSumPAIymdYwkYVOGKvMGmVyi1/7kWxXvl8HEC06TIxlHiKUWnZ5VouOjo48J9LRZHD780dg0Ob/36MVpVbFbEap5IXpSaV4301UJn6QyWbbbIElt6qTnPquGyxFg0wWTGpnY5FXnbEAoTZaDFzgAIZ8DcCGl9OPlf78JwCvwPGQK4GcA/gul9ITi99sAbAOAZcuWrduzZ0/CIxwFcA+AuwAsNdj+PgCPg6kpeWiCx5qYgZ7a9iYAuwKfbn16q7Eguw32btpb+f8t+7YYbZcM/Nf0zJkzWLhwoeHvrgfAG60WeJxf3TxtBfBdmN0/Bv4+MqPEH0P2WROA9wH4TOWT6rndB+BRAL/j+z49qOahf3y6+x6GR9c9qr1vNvs2nWNxxsvj1tXAe1d49LMSBXLk3QB2VL737tsDqF7D4LVLElu2bOmllL5d/DwLA7wQwFsBHARwAYCvAjifUvrusH1ddtll9MiRI4mOz1Mw+0all1kY/umfrgh4t6YgZD42bZoMfm7glaiWeir+JF/AEQZZXDCOFoR4TU3r7mVLds8Q6ueorWKZTJnMFAsWrPUt83t6etDdfVllfzzXVIZC4SAOHtyMtWufwvnnd1kfn0HGMweAV8ab8HsH4kf2OhZ04K/e/lfS+zbvs/OsaWM6vi6/XRIeNa+EVsU8dHf/uiLktH//NSDkFVBanQNh9y4OCCFSA1zzQgxK6RkAB8r/HCGEfBpAnhCyiFL6ei3HEqYkJcPixRsxMdHvaz65f/9FED1fE6Ngs4RTbVdCSZlYibPcjBobkxcimEEehgh3EGyW9aqCijiykzYFFDwzJk5OQBXr3ZJQiGH4tmFlsYKJ8dUl+9LSJWaQa0F4FZVr1uwqF2H1g1J/BDYLWcp6oKGxO1VzPbwowtdizMi22wGPekleiJzhOLExk2uqyjzLmADy5p9BcXQbJTNZQUX02Ky8yk92zWrBjFnaAtx3ZbDdlQxp6Y7EgW5MpiXMKi2I0dFHubkNiPH9LMqUU/OACSFNqAZH5xFC5sMLtqwDcBrAUQDtAL4MoIdSOpbWWGSIKnzNG5eqKlcVudx8bNjwSirLmLQgvgiiNL8E1NeUKYaxsMb8+ZdIvWtZ2CPJrL7/4ZsHoITOzltiejzqKj9xv542NP/v5JkxN10MdC0205uWccXTpoqFFQglcXxWgiyGIUqlCQwM3F65X0mI7cdFmh7wHQAm4UW+byz//x0AVsHriFcA8BKAIoDfTXEcUthWHsmMy8jIw/AUsaoolc7i6NE/8vFL+/o24bK/WJZaNjpJ2HJ+eW9WdU2ZYpgX1vg5RkYehsy7TroRpehpBwV9KPL5nYEWUnYwq/LjvV+GpL3gYjFfyfzLmr6GoRaMhqjHkLE5dM/QTRcD85uCPRuPH3/YN7ePHft6phz9NGlod1NKifB3N6X0e5TSSyilCyilKyilH6OU1pz/EUf4uopZKU90dPTHFUPCjMq1y6Qkj7qD7YuJN5qqawq8wJXzVsu8+f2mQQnixyYrtPHGUKy0kIqGYJWfrEpP9H6rnydXJTk0dG8l9ilr+pqG8piItAoubA335YvkRRjBcCHNpFKVoWHV0EyXtmxZPDU1KuWpyrL0bDuPW0oRRZWK3kWN2RFJwubFJBpNVQa5p+cDKBR+AjHMz/i2K1feGTnsoYI4tpmZcckLFGD3jo0jidCRLIE5OTkg3Vb1uS3Y+bLYZ0sOvjmX5DxRMW9yMf25JMe47flgIlDFHJmYOBzozVcrNKwBFqGiXbGHqbPzU9iwwR+v8+hWfwmxXTmD12HDm6i2feDCjG9YvC6qGA9rIJmUfGKxmAfwRPlfQe+rVJqqxNJ18XhbWpw4tpMnf6p4gbJxFCvtjuI8iCpmjYx+mCRkK5e2phY886HkY5yzd5nJuNoiSc9ZZsz99MEPgJAn4XWraT73KuHmGmTxR92yuPqdzqWtPhDMI5HF5fiOGCYwSZbYLNnEyRpVPjGf3ykVJ/cXC4golfV+9WEPm/iwbGyl0gS6u/NKVgVAMTWVx9Gjt2r3G6YbIEvURtEaCDuW+H3YyoWPoZ7rCAuDeE7Bk8Z5jjThPGCovRadh6dTTlMhqW7ITA1KBhPjrNvGlBstjxVPKcTJ9S+WUikots4bD9MxydrZV/fn10qQF30AJ07sQW/vv+CKK34YOEYYN1qVqAVK1h5W2LHE78NCaiYv5LAQQBw9EX5b1T5qBc8pqI/W9M4AQ76UXrnyDi1NTaVdoENLzksO8Eh64pk8aLqHxTQWq1L+OnWqKkIkM9KEtJSZEdVlLKVFrFv3grIyzHRMzCg1NR0KjWPr7h9LyvEvkpde2oozZ/qgewmoErUAQimOfIhlamoY+fw3lMcyeSHZhGz4lVfAyJZvp65KLWzOpWm4o+D06acgrsqyalXU8AZYRbuSJW34hz9MJlAsdWVljptbl+MT70/nXEwhes/sQbDhRss8SUJa0N6+qbKNmhURhIoTazom3iixcIPO8PDSorJKRj4pxzSBWcSO75gNVEMWOqMe5mEFlfSYLvJM4Hcqh4E3uFErGdOoUktin8O3DSeWlF6yZCMmJw8nwAGPj4aPAatoV7KkjelbMmp3g6zAHoQkuNF8LE3W4UIVg2WZaLbfMG6xOCaVmHsYvO2CSaVSaapCX5NpArOO2XxXZCYcz87ZP+ZgnJGdp15JbzqgOS275gMDtwcod6aUviS46XG7sah4vjb7MqHA8WGxeuiO0fAGWOWltbZeZMTvtNmnifFOKiQRZT9JcKN54zgwsAOlUtH3+fr1fVix4hYQ4ifJs0w0228Yt1gU1daJueswOipvBMqMl1c5JUu0eoUcYldkfVcVeWKxv/8GzqMtBkdS9oJV+2cFBv4xJ9vV2gZRvOW09SEY0uj4HQcNH4KwKXU1XdbFKZ9lb/C42WqTDrZLW4A71wD3HPb+vX59n5U6nM44Fov5sog6rXzOQgdhvxO5xUND9/jCHGL5qE7Mfc2aB7Xn0Np6EWZm5JLVvGFToxpaUBV7iOcI+EMm4ep60xge/rb22gXHPFv5bnh4Fy5d/Ab8amxuFAOJSIq5EUV+IG00vAE2RRTlNB2kiYl91XhslDbdgJ3ny+sGAOpzVCV0+BeNuM3hwzdDXNp7oYHbtS+oI0e2B2hcYRxhVex1ZOQ7WLXqC0axYBlJX7bPYBJxpjIeVdJRpjdgx6IhKJUmpB0vxHyDbMyUzuLR937EN4YoRq2eu1+YoBadXWzhDLAhkq7UCltyxZX8CwPfMeA9yxGIt6paLZkkkS699Ks4eVK2tKcYHX1UOSY1jUsvG8iKR5555hJhCT9j5AWzfYgwNcpsPFG7qoSDVesxeU9aedmZGPIkMvwyxoKJEdfFcJNmAMnGw4+7Fp1dbNHwMWAT1KIpZS3AT3heM3Ue8ZJRYa2WVOdcTVSVkM/vRKHwAkqlcekYSqUJ5XVT07j8MVjZQ+P9NhirlcWCTRsxmspjsvHwSUeGXK4NXV1P+D6LwiH3jjPr0xdRGX3AL9d53YEOXP34wcjJtjgqaTqPuRZNOvnji/kHQlrQ2bk9UcU9WzgP2AD1uHSJ4j2wCS8uW5tznqEiJOhp+hNEuialrPV6EX1970CpJC9XZQwFmVeqMyZhD4nH7ZQZteCYTTx6k7ALAF+3Dz58wiC7ZmEcckZZBGggvJDPVxkZOv0NHnHDBqrfJ1lUkUZ4g+U4mM6DypFasWIbXn75jyJ1f4kLZ4ANUOuli4mHMjI+guVfXB7Ji1Aru/mNJqVTmJg4DFkijddo8DevpCiV/B1o/fAYCrLYbBxPZMmSjTh79qjUsInxbN5bV+lNROHRjo09ZTRP+PPUdU7mOzXz+xO3E8dn02nFVPRJhiQ9WFOerw1YjoMPpclekP39N2Bioj8Th8qFIAwgW4radGFIC1E9BrUH5j0AuVwb1q07iJaWFSDEL14ho1LJaVrz0N2dx4oVtyD4np815umaIJx9MCvQuJi3PiWlhbFwjK005uLFGwHk0Nm53Xie6F7uqmpDno8sG99cTpQlBT7HUQ2l7ZZea8/JyKYzsjPAGSHLti+yF4oXG/OMLfMKTFr3hC39X399P2RiPGr+rT3CYqo8xc3vrZcqAkI8A8QT2rfjikbVM9bFJcX7JONP1wOXNSrEQosknwk+x8Hmc6k0WXk5Anul877W19IZ4JQQlugZvm04dMJFnZC2VUWy2BjjprIKNlaIsnjxRl9SacmSjQGjwDA8vKu87W8HviuVxhPzNkwSUevX90m9deYFi90ybBOuUQn+NgneeszihyFsDvPeelIhDeb9Mm3k6nz2vxzrIbnuYsApwSSGGLZUjFqUYVtVZFK9paKjhekfeKGGvwt8J9M4iIowXQ4W15V76yWcOvV3KBb/JTSEoUvYRSX42yR4kw55mb7gk1BJSzK+K7IyxH3LuyJ7qL4cP1wXyXXnAaeANNrrpAm9EfX6Zp08+ffSc2LLZBU9a3T0p5CHKKZr4rnxLw2Zt05ICwhpNgph6I4RVfuj1l4t31GYGTGVgW1vbjfSV4hbRmyr+8AS0CqouiID1ZcjcLIuVhRGHjDxgiTjAFRt/n5IKd2a2KhqCOYhrV795cSoKEkUbfAPRZJ0H/JZEvAgwrLyAMWhQx/WnpPKO3vuuaukpb4m1LK4EF+Era2rpA/c5OSA9AXU1PQGvPOdr4UeJ86DnMY1sJ0vKgPb09MTeyw2nq9N8pDfVjzfbc9XP9/3/q1SlgmwO/MkOmAegmgB8HuSz/8YwNsAqMub6hy8IEoSVJSk6s1F0fUkW4brJrrKG56dPVX5f5tzWr++z8eV5WHbZsgW4ouwvX1ToK2UbEyMe8vi1CbnWAswXWIAUsF4hloUOKSFKHxg3fk+99xV0pcjEKa/URsYGWBK6TiAh/nPCCF/Bs/43kYp3ZXC2FKHTBBleHgnCoXntRNch7TiSjqDbMP7DEOYTi6D7TnxxpaV0ra2XhJJs9b0eOKL8Nixr2PFik8qhd+B5EvOk0RVlxg1G1eSc8sESceMZS9Hb26/J7NGnDysY8DEw/8GcBuAP6CU/nnyw6oNZMayVJqK1aa8VnEl/qGI84Co2BoDA3KdXAbbc+Jjsd7//9wnoRg1Ts6PP0xHGCEtyOshK66CX5cYPvpclJ5zpkjS+LLYswlsw2s2zB+vJdE/1wV9z4oFQbxa1W/AC0f8PqV0Z/nzVgBfAXANgDcCyAP4KqX0LxIdbYJQk/e9h1askjKFbjlaa2/CBDJmQ1VK0g+Vslc4RjnBcWZEKKqSidE9TX78lNJQjQRdC/J6yIqrIFLoGH2OP2fTMSbRIigqTBNttpVxpolAUZA9SylKwMIDJoTMA/BtAB8HcCMzvmU0ARiGR/hcBODDAG4nhHw0uaEmCxPyftSOtjLUo/FVsTU8DyHo/Ub35Hdzy/op6QrB1NMUPd7q+HdWiiwY/1hWwMALv4vIKivOd8aQzbdgAQkAlHDs2LfKGX27VUStxM9tj2Hj9UblyNebILuRAS6zIP4KwEcAfJRS+j3+e0rpOKX0Tkrpy5TSEqX0IIDHAPyHpAecFMKbapYqbWeSuEn1ZHzZ5FVNRq96LYgozAWxBThfSstD9jDIltdiKKPahmiKKzGu7ssmrJBVyTmfCGbnJn4vL/cucueVvTHRwcRg2njfUTz1egwxhYYgyuGFHwD4LQBbKaWhNaSEkCYA7wTwZ7FHmBLEh8rrBPGX8EsfmnW0rWeoYm46tkaSBkfWAlw6ToXEJL+85j1eFsrwG/bqvnQi6fUSVgCAQuEg8vn7AVAuERwUnFdfQ78uRL3N0zia1Um3sK/HuWASA94N4P0AHgTQTgi5Ufj+J5TS14XPvgxgDHzHwjoFy85PTY1C1J1lqOVNEiesLl7H/7/tRK3VZFRpQfCQeday7hx+j10vZs66b5w5czBzsr0O/f03gqnNMfD3oVjMo6lpUaDLs05FLc79S1qRLA54L5d/DnhGkE3cuh4KL0RoDTAhhAC4tvzPj5f/eJQAnC/85s/heb//iZpL/mcG5mV1dNyEYnEApdJZ5HLz4UkBsoaS2XkXJpMrbBuZEf/m24C3nO/fLo3JqOMB6yCGR8TWROFetdd9453vrN8+aIXCQWk/ONGDZwptZ8++UuFMq4yJ19L+3IMubm3adYP1PNT1F6w1tAaYUkrhJdWMQAj5C3hMiP9EKa3fmV+GqIDFQuKlkrrtTNo3S1apxkPlEdv2kGPVQnGWiGnBtDWR7AHyF1JM1AXXUwXP+5WDf+lU52epMgflIbRvYMmSTaHHzbK3W9JhBcC860Y9NuVMTAuCEPJlAO+CZ3zD6zfrAKICVjUEEUwUxfUObSaYbkKpvovSwDNpJMVJjd+ayF5KMsq4vQTjrZHOt1jMl3Vo5WA6Gv75SaVJI5EN0tvbrR3T8G3DPk2IWkI8tqhLkSbiaHakhUQMMCFkJYA/BLAawCuEkDPlvydCfpoZwkS8mS6rSTbc5AHOctJHQRSjxCfN4kDFUGlqukDbzytqljvquOMQ+oeG7g2I3fNzrrv7GEql8cB1YCpy4r54NkicQqIkYaKiZiObGhdzLgZsCkrpq2DtFOYITEW8TfcVRoavRx6wDrYteVQt7aNAVT767LOrfMZVLC2Okljkx33s2P3KUmVRtyIKoZ/fR5gxUM/PaV935Jde+r9w5swLgdi4quw6zXnIQmfsGGF6JrXmI/PzKkpeIg00rBylqYg3oPcGTaUn55LxjSKnGbb0jxueMCktjuLh+PdbCpQqs3EPDt7u85KjhDr4l5qKc9zV9Tj6+jZJ+8tVz6naHblQeFaxnbzsOo15KIYR0jCsKm86y84ySaBhBdltuK46b3BwcAdKJcaWqB9+qQlUk9dWkMYkuRGlySUPk9Jiled8+PB10mScLAw1MXEIhcKLPq96bOznGBv7R7AX0ooV26yTOaYrBHadOjs/hauvfgnPPXcVxscP+rZhbIezZwfKn8hXcuK5hIGFxuqJisagixGbUDXrFal5wISQTxNCDhBCioSQB4XvriGE/JIQMkEI2VuOIdcFRE9N5w16330HjMepijkWi3ncdyXQrlJTlkAVE1NNqpzhreR/z5aI/HGixFHDkxuj1h41A7sfUUqL2dhU8V3VMp95jnyYgdet6O+/wTqZY+Ixy+aaylNevHhjZX+qllD8uZzLyDKxFxdphiCOAfgcAF4zAoSQNwB4BMCdAJYCOADg+ymOwwriA6t7cLx2O2Ir9+DDNTR0L7oWAx9TvGboXRR7N+1VjknsmyWbbLN3zVb+X7dcC2NYRMkUhy/9d/uuYW/v2wIvMlV4QrwfNi+IsFBKmFc9NHQvSiXx/npddG1CHbIx5/NBtoJpWEO2PxXYucw11DI5lyVSM8CU0kcopT8CILZD2ArgEKX0B5TSswDuBnAlIeStaY3FFOID67WyVj/sss6+4oPI9pkjwHuW23nBURHHI4gSR+3qehy53HwA/iae69f3BbQgKJ3C1FQeg4O3V36v8lJlBtTmBRFm0MSOxAyENHOt6YPVkYQ0B7rr6lgy8jH72Qo2L5awBLI41npgRMhgGyKYS3kUUxCv1iLFAxDyOQAXUko/Xv73lwC0UEpv4bZ5CcBdlNK/kfx+G4BtALBs2bJ1e/bsSXG09wF4HF7pbBOACwH8Gv5S2iYA7wNwE4DrAYjex7sB7JDuc6oEPJ4HvvRy9VsCAopo96C9uR2PvOMRq99s2bdF+73OE1dDvG7vA/CZyneUPg5CxHLkHDyJEYrqdWwF8F14CyPVfg8BeBlBrAbwAPfvUQTvj7h/APiEYn8LAZyFuozaO96ZM2ewcOFCxTZhx+DH9G1Uz5VBvJYm+1OPFQC2Pr0Vp6ZPBbbg55JqGxlkczDs97p5m878DMLsviWHLVu29FJK3y5+noUB/haA1yilO7ht/hHAA5TSB3X7uuyyy+iRI0dSGSdfQVUFgVinD3hMiUWLuiXiPQAwD93dv65QlcR95nJt2LBhsJKAiZvwsOUU88db2gLcuQa45zBwajra/sLOUZZEYujs3A5KqbQ01OTa6SDTSjApPWUVZU1NSzEzEyzmFHUrotCZZOWwY2NPS69TmAKd6vo2NV0QuwxbNzdN5kmU34c9D0lx6GtNQyOESA1wFiyIMwiWNy8CUMhgLBXIlnWENCsf2Oeeuwpy8R5/G/e0BW/CSpd1uOliVGLTX7JxqDiEnSPTgujuvixgUEVFsyRVzKKEUviQx+zsGRAyH16UzEMu14aurni1RapQg+7FouudJxaiJFmG3d7cLvVkc8hJDWUcQfe5xpNPClnwgA8BuJL9gxCyAMCbkXGXPJMHlk8WrV/fJ23FDqDyG9U+9x35WqIJBZuJy+JuS1uAa5fDF5uOQtsJu26sXHdg4HaJQS0GfstUzOJWLfFxaYYwAyqqrQWP770A4nCaoyQ5wyr1eK4yH/O++8erYiWzHnnHI9JcgqrsnQnjsOPYoBGNL5CiB1zWBG4CMA/APELIfHgBrh8C+J+EkA/CE23/UwAvUkp/mdZYTGDCCxa5rGG/Wb++TzMR9SpOQDq8zOHbvE4SBw6sw/T0CQDTaGtqwTMfiqYKFXYNWLnuyZP/JsnWUwRDPMmomNl60EFOsEw03nsB+A3ih63GZftiMeEP+7nKjC43hU0XAN9oroaXGNI0dmnuey7wem2Rpgd8B4BJeBmpG8v/f0dZqOeDAP4/AKcAbABwXYrjSARRqsPCkPZbX1Vr/4VHL8H0dB4shJJUZwA1h5qiVJpAd3ce3d3HpIwJ/nO2fI4DW0MnZxbkAnogb33rLuTz3wCbB8BJ6XmrPGTGvBD3bcKgYAppqmssUiJzRE19nEuUrrnE67VFmjS0uymlRPi7u/zd31FK30opbaOUbqaUDqU1jqQQ9iCIYA9hVNqZKLgeBTIDv7QFeOcFxcDnSahCmXCoVdSwpHt12bYXknOCSzh1yq+v60lIVscJ7JaeN/u3TWGPCJUsJ98mS0dJa8kBlyvEZLNe8p/L3F4bNKwWhA1MHgQR7CFUeSBh4N/2Sb75b7pYrpoUVxXKhEN97NjXkc/vDCSgwvjWtQAz2Mw79ZBDe3tVX1cUUPfG+7ivGSg7F/bvOBoSskIQXpZSvG6Af1WxZV9V97lekfWLIGs4A2yAgYGq3kMVZvqsSRVf6LxgUw+ZT7wxsAe2u/sYmpoWJSKWoyrX9ZbJ/usYtbQ3DQS7D3v6uuyayAXUp8E3A+XPpVSarAipR3nReO2c1G2ysrpuaQjjnKtiO2FoWDEeHUTaz8mTj0HGBwbkiR3eGM0j0Whey7+4XOsFR+mRddPFABHcXzZ+SmmgAaaK+iRCtkLwxMbDOZuUTmFyciAW4yEpyLoPl0pTePXVe7Fy5R0aAfUqcyLYYshMQ0KWGOzqehz7918EMbZbPVbwGvPXzbbzhZQKti84p6II4+gQpb/buQJngCXgY3grV96BUmlcua2ohCUao+YcsPWiNvyPD3k8T1NGQ9gkjiL5d/kiLy4ojr+qrOVvgGmqXhbGoe7p+QAIeTJQbFFvGBt7CkH2QwmnTv09KKUgpFkSJzaDicFkYC+/pqYOyIwvg46nDniG0oZBk4SMpMyAJjXnkwC7tsCtqR/LBM4ACxBjmbOz46F197wXE0Z/svFKxIlr6yGIx2LxQHE/R45sx+Tk0cpY+V5kJmLjOsaBTAtCt08bzztpLF68EZOTRwPnQkiTUrjHBiqDyRJ17JwZrSxsBSHyrWXXLY0ebGki6QIPEcyxANrhydJkC2eABfjbu8yUY3hqLwTwPwhh9Cdbr4SHrYdgMmnDGmCaVJ/puMBHjmxHsL+eep+i510Lg8yOMTU1KjWyExOH0d19DK2ty0NLnOUl7R5UYRVxxVWllckhK08eHNyBsbGnMDi4A2vWPFj5/FxY0ifhGReL+Ur3EG8+Phm7UjAJOAPMIUjGlydAALWugI3QexQkLZatboBZJfTHaTHkJZL8gja8dyxv8xMtFBIVvAj6hg0vARD1Gporx4/SSoiQFrzxjb9baSvPw3bFJTO+VV1qYGTkYaxa9QWre3UulAHrRNmHbxuudA+p8g7qo3mCM8AcbGT+sm7mlxRMltZx9CuYFoRM+OTIke0+z+/AgXUV2lWUUEgUyIw+QJUdL0TjJ56bykCPjv4UMzOntAlb2YrLRIDIr0s9G/CCwxDH+IYZPvb/aRt4Xfy6ym4Bqquxmcxb0gMNboBFD0zXjXdm5hQ6Oz8V+Y1ZKy/DNrYnGhRVC5ykXzai4Zuaeq1cnVc9ZlgoJInwhIyXSym1Yivw0DUUFV8kJisus6ai3/F9FsUL1kHXbcUkcccMcVatjmTsFiB5YawoaGgesFjBJAp0E9KCjo6bMTt7BiIn1BamxtdGbi+NNiy2FWQqhAnWiJ7fiRN/LdlqFrpy6ajt5Pkxyjzd06eDDTHjvIRkRp7pcQQLLfwI04k4cGAtgjmK2bJXnAxU4ju20HF9k5KZFLG0BZUXvYh6WMU2rAfMe2D5/E4UCs/j0kvvVySkmKGYivXGlOnv8mATtBZLtrTAvNLW1kuUgjU2sXYevMdi2uRSBxVjpb19UyUWHBcqIz8zM+7z+HmEaQAzDA3di+np49LvZN1askaYc6Cb91FlV2+6GNKYPKXXYvPmH1ntKw00rAEWpQcLhWcU1Vu8d+F5wbYPO2vKmZ+U6+/Su6gvlshPsnrsUKtDlUJV7SIMXBPYRhdrz+Xa0Nq6CpOT/qIGVbIr6lIyruSlCVRG/vjxhwHYiczzqL6A5GhtvdB+sJZIWschLFQRxSm5fBGk9zhj9dsKGtIAq6QHTaq3ZF5wWCySNeX894ur+ru7X5V7wSLmEo9T1UUY2A2ecxmW+AvzQlVepe2LMW3GCqA28tX/j/by4A173OKWqCuuelqlqc7hziOe18w6nbA8Tk9PT+0HKUFDGmC1B0bQ2XlLZSL/0z9dISktLeH0ab9Clo4qxTflZN2fchblyXOJx6lqPilyLnnDp0v6qV5steg0khRklDGeJxzl5WH6AlIlfnPIJRbXVaHWDoLuOZEzXeoDDZmEU3tgfonAxYs3SjrmtmDJkqpCVpi8IK9oxXQYWnLxulDUI4KrCh5qgRhd0k/Wkr6vb1PiSTITmHTBMNkmSkcMm33wY1B5qLbGN8ocrSfHIWmp0yTRkAaYlx4UDSx/g0xihLqbWzXOwViD14Vie6YTlT2shcILkVvsMOjjujPWxlHVkn5s7Bdob9+UCFPDBiaMC74aTQXVnDp9ep/xPdDNy7jMEJ5Rs3fTXh+zRhT4TwNJx5UZB1hcLQAnEz1OVDRkCIIhzMCGPdCypSBjVFxxxQ+1RqkeKDDsYe3vvwETE/2hfFNdnFsf1/0A1q//kRVvVyaAn3ZRhgp6xsUo+vo2YfXqLxtVo6nmVH//zRgZ2W1URKHah8g3bpe0I4qDJGO+UXjxUTxxGQdYlpfICg3pATPIeL+dnduNPSlVzLNQeAavvnqv0igdLQBb9gHv3yenIdUCvFHx4tz6Dg3MWKs6gbBVBd9aqIonfR5smHem0qfgq+RquYzUL2F3Y2zsFzh8+KMQq9FMIZYSJ6XJHLUZgAw2nqmucIMhijGPslo8fTqocFdPLIiGNsCqZEaxOGwUz1O1sQGA4eFd6Op6otKZgP9jqmR8F9kt+7ZE6lwbFTaxSN5Ym3QCkVH5Bgd3GLfiUetTJNvDTgc+PCNb5fT2dqNQeAHAkwBKmJw84vu9jSGVlRJHGa84zqSaAQB2BjOtBJ+qx6HuWVmyZGPAwdq8mQJ4IJUx2qKhDbDOCJl4a2ICifemTb20JDRYbaFKmKkMm/86qTuBAKqX0gxGR39qnAix0adIC3x4RrXK6e+/AbIKKw+z+NWvPmmUuJOVEtu+XGRzmTUDMEW9J4RtnxWdg1UvaGgDrEuI2HZAngs3m0Efm/Zn02V9xwCvfFhmALu6HgchrcKnLWWVL7NrI77YFixYKxlnejF0f3jmsHKV44VuZsSfVzA6+phR4i6JUmLZXG7OATdcuraSVNPhXOw6LJvnpdIMenvfBpeEqwOoYr2iQHnUrhBxvbSo5Zdh0HmYYjZdXh0IANPSZJhc+GQalPqz5ja8XV3SiRcyTwr+IodmtLW9BRMT/ejs/BQopQE9YDU8w6pLGqpKhm1LiWtRVDLXIJ/n05iayqNeknANbYBliFpllRY3NY1QhO5hZcLVHlWnpK0OlBlRWdLD+314Kx5bpKEVLO9v5yVs8vmdlc9UmDevHaXSuG8b3cumtfUizMyMSj5Pv5T4XIe+CKY+BNkbOgQhg6wDsoknu2TJRgC5SpCf56bOpY6vTLiaGRBCmtHRcTNyuQWBbWVGVJb0APb62BGsE3Mcr03GEzZJnIYhjDoYNL4E7DEipAWzs68bx9aB5NTn0oRtQrge5zUQzGXUQ0GG84AFyDog6xonrl79ZfzqV5+stDqRecuqEELaTAdbyISreUW4zs7tWk9TtXoArklEPIeHSsc3rkesTwDKDHPVuw/Ttxgc3FHpipGF52WiKxLg5+4LbK6EjaRkkop/JgY/mHieiSSslTQIpeYXLWtcdtll9MiRI+EbRoRYp9/RcbOSFM/EPc47b015iZoDULISRjGtJkpLK1UEOydVZj9MuUvVL43SLcjl9vn6pEVVAQOC98k7juddU3o21r75c5FdC/7+ets8AF0ijkcSwv5pI26FW9yche74cfYtm5veirU294IQ0kspfbv4uQtBcOB1GwA1HShYxADwHmPS7Ida8IP5c1IhCn3M+/f+WAlKMbSgKoCpet7xlpe6a8GvhmT97jwEjcgb3vARlErjYJKmvb3ddcmQiYu4Xq0uXBfHsKs4+6KwVq3R0CEIvjSW9QHz6zbI+2uF6dmmqcyVFj9Y1UzSK9s0a9Cpilv29LwFlPql33RhHZn6GR9a0BXAmIwzDKprIa5sZP3u5J4WcOLEHgBeVUSpVK2WrFdPOCtENbJhvenY3PQ3W/ULa2WBhvaA+fLa3l55exjRC9arfnmoB50HW6i911nhsyje5QNGiSZZ8Yss2aYrgIk3Tg9hGiG6ZJ8+hsxe7p5xz+ftWlwlkWQ8V2FSpFGPXP2G9YDF8togGZ7B783qvN+4wthZQua9/uIXbwhQpNJ6uagEb0ySd0lTAFWNNQ8fvk6iafHhwG9lGscyUGrX4op1G+ntfRvWrXve2Ls36VycBeKOy1bQpx51pBvWAAfLawEvdhdMePEPskkRgyl0Wemsuw0Ui/lyzDJewswUMkO7cuUdRpzsJUs2YnKyP5BQURVqROmmzK+WeFU2sd0S4BlhVSjCD3NlN77byNRUHoODt2PNGnVLIhPjZDP3RKNomqzTGdm4Zfi2z0gtWlDZoiENsC6M0NHxce3EVj1cpt6vakK2N7fj5H+tlkfGzUbH9S6Spo3poFoaeuXLeo9FJxWpKtSQfa4zysHVUq4yFllFlWx+5XJtWLbsIzh+/HvGRRo8RO9tZOQhrFr1eaXhjvoC5+eGGN/mYdoqK6qR5ed/Up46v7LRnVst0ZAxYHUYgWJk5KHQmFCcN6lq4p2aPuX7ty4bbKIKFce7iBMrixKnVC0NR0cfC73OKqlIVacS1ec68aXgaqmqysYqqsTtxXyC6fnIIHcYZjE4eLv2d2li+LZhn3g7+0sjpJH1ajBNNKQHrE+UzIYu7/g3aZTlrAl0E1nXNZbpR+jAfq/yLOLEyqKUB6teaK2tF+Kd73wt0FCRQVc2rvLgdaEOmRcdnnQNXhePniaKgFfPxxYqhyHMC04S9RpHDkO9VuUxNKQBZgZUlSwZHX3UaD/FYh69veswNTWcyBI9qWVX3BiaiYcve/HoO0eoEaZNoQsxyF4ULE4rGuYVK7ZJDfbMzLjUWKuO4Uew3VJX1+OVQhFC5mPhwrW44oofRjaUaoehdgmkLGRT4yC8eGk0FSEnW2QWgiCE9BBCzhJCzpT/0itxU2D9+j5pB4dSaSJ0CV0s5nHgwNqyspJaHzcqspzYJvoEsiV7Gs0PdftUvSh47eHq57MKbd9ZHD/+sDLcojJ+CxasLQt775XS6apj9ji/vb1vizw/1q/vk0pyAoiVQMraO4x7/HgaK7tj9c5LCll7wJ+mlP5llgOIutweGNiB6enjVr+ZKwgLq8jbfFNlOCDOOGT7XLFiG15++Y/Q1fUEAFrxNnO5Nlx11X709f0HqWGenBxQcJ0hfFa9l7aiOMGQhTe3TJgLOtiOox6YNLpxyFZ4tonnqCvEYjEP4AkAJeTz2epBZG2AM0eUhFqxmMfx4w8HfmOy7K6XB0OHsDiuSghHXW784cA+TMeh8mRZE1H+uOy7UmmyIhwU9jJ59tkrMDl5SDiG+v6H7U8XsqhlzNaEMibOQ2mcd1+4R6nLKdgYSVNmRRIMH1ZCbsvFThqZifEQQnoAXA6PfHsEwH+jlPZIttsGYBsALFu2bN2ePXtqOEoVPg/gbyWfNwF4H4DPGO9py74tyu/2btor/Xzr01sDrImoCB5jFMD1AKYAtAL4LoCliu8ZWgGsADAkOcJqnDlzHxYuLAK4B8Bdwv50+ASAlzXfs+o3WXyUjf3bAB4F8DuQ3xd2L98NgHWhGNWM9T7f/s6cOYOFCxdajJk/jg10Y9LDdI7ptjOFas4miSjPTBWjAH4X/iRpC4Dvwfa62mDLli1SMZ4sDfAGAIfhPT3XAfgKgLWU0gHVb9JWQzNBoXAQvb1XKb9fsGCt1XIxDt83h1zsBoh8ssKLa6/D9PQJANNSbrMJB1pkLfT09GDFij1SJoMKKk/Tf3yWwpBdg2Z0dFyP1177fiU8IRaTFIt57N9/ETxq2Tx0d/8ara3LtawLPtyxYcMg9u//pZRPqi7EqB5Hdq4AVZ636fUTr51ujvH3P0yJzGTlZqPcF9WTNT0fGeQqd+mrotWdGhql9FlKaYFSWqSUfhvAPwJ4b1bjAdQcVv7z/v4blb+3Nb5AvERECSWjfl+mGBzcgenpPPzdh/16BSY6CUGe7ah1jz2dLoQ/vqp6AU1jZOQhbSt7WTdiFU+YjSl+Y9Hg7/hzNdXD0MGkoawtGO83SaTBrAhTC5R3bCnh1KlsVNHqqRCDQqbjV0OoJi5fhuq16AkiivEFqhN776a9iRpTW8i68wKechd/PcIYEnIjtduKHaErlpCplHV2bseKFbeAqY1xo4eqlb2qG/HAwO3awo6g2Hy1epF/UZsyF/znurMsiK8+77DrZ2uszzWMjI8Yt6lnIKQF7e3ZqKJlkoQjhCwBsAGe3v4MgI8C2Aib4GmC8PqgbcWZM30Q+abBMtQmqJbncxGscGPf+7dCLkik10yVSXr6jdROALNgjTpFJoMsmaUqoghPmIrNQCFsW92Xqhvx8eMPQdR2Fgs7+P3xpchi8tLkhczvt1QKliib6mHI9sf2YZrcShs24jlxOPG6Y9SbHkRWHnAzgM8BeA3ACQB/COA/U0ozCfB6fdCe4YxE1cvQlaHWk4eh40SGPWjT0yPll0wQYZqp4vI52AZ8CqJoOWMryFYbhcJB5PP3S3m5jLe9ePFGdHfnfd53V9fjAT63CP5BU3cdljM51HKdHoMiiuepC6mw8x4cvF1q+GVesMxLH/zXr2FqqmqQOhZ0KMuG4/YuVG3HSuejhhbE38V5cbAVHLAXmzfTynzyKI21RyYeMKX0NQDrszi2CFUfNFnllIh64v6aeAiq5MVNF0NJnRI9LrmIvWd0WltXSa6VvKsE67YsenNejF3syecvJVYJ7Mj0nGVJL0DdjVg21rGxpzVi8z2V49uKF5kI+9voR8j2lyPAx1YCXyoTM3RGUJxDMsGaMBUztqLi95U07XL4tuHYYlUMaXTWtkHD84C9SRtcuqoqp/zbpLN0Mc04J7WEvHyRvCCBQWUARQ5ue/smrF37s0AWX9c1gt93sZiXxtjZddaVJcv0FzzIjaEuPBDGOPC/hPSaFDrOr16TxF4/Qra/lpx3f5NCFH5xElj+xeWJa05ELZ1PEg1tgMN6f8kqp4DoCTdTiBPNVnjaFtue9/5L76JSfQyZAcznd1a+Y/9lEpI6jyJMQIeQZrB2MTIKnMrL1Amh27wkTR5KUZA9ajVl0nOI319SHmKtQO+i2jGL3nUSBU21lFxVoaENsHwJWLtOqaYIW/LxiKtOFeYZ8hoHIkqlmUoLe53xshHQEZOhOi8zCYPGhzJKpZnAQykaaOCaukvsnMuQzXkRZivD0UirlqRRTzS0mkPV3DEuJ5CnI9W6j5fKWMftpmzGwZ1GtYGnPFGkMlYnTvxEm2zSeZlJoWpcWShjOpQLDOw2Ei8yPX4j9nxjBjNuSE2VXJRf192pzycTNLQHrOqUGpcTKMZJowb5kww9JLlcY+DDBHyVGKAW41m/vk/Ydh6AEgjJab3IMC+zUDiIgwc3Y+3ap3D++V3ac9F1XxYTebwXLPPCmSC7rdckGwM/b1auvCOWznQU6plKCyIOdC9+cbUWN7mmWg3KE22H62LV0tAGGIieQAnbHx8njRrkryfRHp0BZLrIpmI8sn58pdIEurvzyusT5k3299+I2dkx9Pdfj6uvfkm7rSrzLU/kTVceSnnIKlrsUByDGNoIi6WHIUoYKqn5xht5G9ZF0hgZH9HE9B+oi5ZEDW+Ak+6UKmrBMhRnJvEnf72iQgdiqJeOAmHLv7DYsKeL7EfVo6gaYFWHiTjXvFA4iIkJj487MXEIhcKLSi9Yl2TjhdQZcrm2CkdUHrIKCrKHQTYGf0GGOpZu0oEli+4VSVVwJq0WWA+JNh0aOgYMqD27U6f2GcfjWIypUHhBGSdtzgHvWQ60C9Wy9eDlxunlVTUmnrHiCyRkcVAV9zVOYYuoz9Hff71yW7+hO+vrqxYWZ5bFemWC7GEQjcLg4A5h3qhj6apyeT7OOde6V/BgpflJUCyXtiByb8NaoeENsCqBsmTJRmNBE/ZQHD78EZRKReV2jBSvgthsMwpqXV5q2wVDx32NkgThvV8G5gWLCHrf/iastWAzyEJeIyMPK4pI/EYjTCjIZL7KGriyeVcv0HnwOQuTJSswyiLRpkPDGmBdxtmmrJTfdnLyVxCruHiEkeKjeihpd6VVIUr3ZPbCkwnVRDF2KnU6mResiuEyL1j1Mu7qely7GpLNJdX8Uo1Bp2PBjIZpB2hxlSUDP9fqzTPWefA28quyAqN6owc2rAE2bUMe9sZULanFpfiWfcCWfdWih3MBcahhvLHzlMxy6Ozcbr2cn5yUy0fLPld532FNWMO8S1V/PNlvwnrMqV5Mp0/vU77sxPmqW2WlAd2qK66+RBzceaQjEXpgmmjIJJwuEWPDitC1LD969FZcccX3Uz+XLKFassvU01TJI9tyUHE/mzZNGo83SIHzwJqwmva/8283Gvie18g4dux+rFjxyUpSkH/4ZddEZRyOHNmOycmjvs9UBSzXLgd2vwqc0ovD1QT8iowPLfAFFWklB+shuR2GhvSAdR6ujVenE1M5cWKPb/mZpSeQFsQlO/NkZeppOq1lmxhyXLFxW689fHxBrWP/MUrKpKDNudh0gG7K6XMNSUMWMhDzGTo1tHoLgdQSDWeAw+KWNomYMDGVo0dvrfw/y+6Kf3PhLW0Cfdxc3hHDNoachNi4zf0NG5/XXfdJ3/fHjn3LJ6cJyJOCohB7b2+3Uexc/GttvShwPvMIcP1bLg+lhsVJ9oahHoyqmGysRzScATalGnV3H6voy/JcUB5sW0JapccaHf2x1djmmjfMJ5pkniL7HnhA6kXG9UYHB3doE6my72zKhsPG53XXFVdARcgSsf391yuvV6k0hULhmUhePTufN77xY2ANZXgN57k2p4Bkx1wPLwIdGi4GbOoBhYmy+KHyIuy8C5U3HOalyDRYawG+VZNMSMer5vo5AOIrTmGx0rjeKCtWkN0bE53XsKKGsPF5lXMzgd/JMDFxGAMDt0uvFzPi+fzOSBWYxWIex49/B8zw89dYnBM2DS1FGdFaUdVM1QCTLtrIAg1ngE0yoCpRFtXDYZMISgusF5Zt/f/SFqCvb5O15oDYqomQeb7vq9VcFCqB9bCEFA81fQvKRGpYYi/MSIfNlfXr+3xGSt0JGSCkGcePey8M2fUCPMMZpVJrYCDYXonSWdz941X4Qr/53ExDc9cUYR2ZVeGU6Hopo5HmfdJouBCECXSiLFEhS0qYxqhMl2S6JIdqHzddDJw6/RTu/vEqo2MwiHoOQaNTreYSoVpx6BJSNgUcJom9pJtX6hgx3jimwHdglm8XbSwnTwbbK1E6hVVtdo5BmCELE/JJC2F6EtHKoHcn3jk6CpwBliBMlCUKpqdHcN+V0UqR+QReVMgm6tIW4NrlXoXepgsmjR98mbHhy5D5+LnsezHmamIM+dituH9ZtVhYYs+WfREGXcfmdev6IIajcrk2tLVdGtiP7ViKxTxKpfHAvru784lzznXeMaOVsT+birVao1A4COBR1EPn6Pq9ShlC1uBRlYgzxU0XA12LgW+uCxrhrHDTxQAp24UcgfGDb5KcSpbqZX58k2NHqeALgy5erOpz51VOQvobU9RCJzkKSiglpumQNPj7kfW1argYsAmSVkgrFvMVT/OCFuATlwB/Fnz2agrm/baUX8EtuWAsVQWVsRke/nYiybWwcZw+/ZR2/2HHTvr+Aup4cbGYx/79vxH4nB+jrP2SCbxrt9v4WmcBmdecdostHUTtkKw6YTA4A8yBJYKmpkYTndRerzPv/wkBfrsDeOAVeaVSrSYn7/0ymBohmbFhjSzF5Bog767LEGYMZcm5JUs2YnKy37BpJvU10ATii+6ITTlln7OxDg7uqHzPDO3KlXcoxettjICXq5hEZ+d2+T17vH4EdnhkyVyQaYdkKVPpQhAcWCKovX1TrBpysSXRyMiuiqcJeJ7wJy6p/pt8lmDLvi3aaqE4kC0DL18E35iA6C+ZOAmtMGMoJudMChj438iSe+vX9/n0J2zvr3+foz5ub3CsQXrYwMDtscMG4jUvFF4I8J5tl//1GC4AzMZlUmka1nU7CxBKkxFSrgUuu+wyeuTIkVT2zWsE5HLzsWDBWlxxxQ8jLUv4tuaUUuTzfwkxqTdbAj78TG3q9fnkG/Owl7YAd64B7jnsjYHxiE0Ev0X099+MkZGHAFDpclrnAevgvydt2LBhEEND93BUrxyAks8DFO8jpRSUFiu/Zw0+xf2GnSu7LqtXfxl9fb9Z+W2ptBHA36K5eRlmZl4HpdV9HjnyCZw8+VPffghpKRvfIH/Yptu22Earre0tmJhQrwoqx4/BAwbir9DCuLtJCbsz8PPZP3c8RA3/2IIQ0kspfbv4uQtBlKGqTIoWl6t6JvPnr4JMapCUtYHFDhk2YJPVhiDPYnLsJfHMh/wPrEkBAw+Vl5dETE1W+RZWwCDeRwZ+mRmlSwK7Lv39N3D7nwHwMwAU09PHwRaUbJ8nTwaTtmzsyrCBAWRxcxbXTDueaVokoYKt8Y7b3YOfz/XYvdqFIKDq+Os92LaZcbGCbsmSTVKJwRzRawObIGotvypkECWU4MU4g0UA/DIcuNX6Oqoq31TdNFjps6ojCXsxiF1LTBgQ/HWZmDjE7X8a/lLk6rGOHfs6xOuSy82vlK3HYV3oRKBqndVPgiKpg6mAj4xnf8HnCV79t6+Dzeeurid8nUzqQZ6yoQ0wi9UODgZjckD1wbbZn6yCjt14pgmctTawivYVhRs7OiovAhge/jYKhRdw4MA6AC9aGwVV5ZuugEF1H6vjmvV5sPznUTSf9QgapFJpCpROGx1TB31RSv213RGRhjKgzFDfdHH1/7Omm6nQ0AaYLU9GRx9LpDIpjQq6pCHzLAf/9Wt48/8kGPr11409Q68TcjdmZ8/4Ps/l2tDRcTNKpUkcPvxRTE97zTqTSM4BXpx0xYpbQEiL73NKZzX3kW0zhcnJAatlaFiFmx2CHnkUQ8kXpXR0fCzwPW9sTNtc1TIBl5QyoK6SVKRZ1uuLqWFjwPyyslQax7p1B/Hii9dievoE+JitDUVFV0FXLOZx35XVpJcOuviWbchBrEiSeXM5Avy3NXJa2uDgDpw9+0ogKTc0dC8KhWcgvsP5jr6Tk0d8n9vE1HXLwueeu0pqRFtbL8Q73/ma0f5VEJOQqgq3efMWYWbmRKxj6a6vKVQrEPZCqWXCKwuozi8OzbKWaFgDLC63+/tvqHhrPGyC9F1dj2P//ovAx/5YBd3Q0D3oWqxOvO3dtBebN2+uJB1EQxtV7UzsoSXzLFtyQGebnJY2OvpTzMyc8k1cvhNyUI5R9XbRCxrZIM2YnZiEVCVuWlsvRGvrhRgfPxj5WKrrawpZGTKQw7p1fZUOHPWGWnnaSdIs00RDGmBdFlmkJTGPSNWyhsfRo38EWUKKZe9zxGtNL7aLySGHLfu2AMFOPhUwtbO4YMbLhI5ULObxzDOXACgpmQY8jUfW7oeHrRecFtSFGhSiilqYse/p+QAIeVIZopAVX7A5BlA8++wq3/FsCzGCsWmvA8fVV79kvJ+koKKYxZFKjSo5ue15Lwzx3auB1nnB57pe0JAG2CSLzIwE7xGtXHmHliMra+4oto1pa2rBMx/y8w5Nwwq1riDyrhNLGp3F0aO34i1v+Qtl6XB4ssovaBSFc5wE+HtKKfX9vy09DTgcGnceG3tamuCklFpoTgehipNPTBw2chiShomRtaWVsc/CnhGZob7pYi+8BtRn+AFoUANskkUWmytWBcblHNlC4SAoLfo+y+XacNVV+9HX95tSg1Vvb2MexWIew8M7wYcYTpzYg3nz2pQsgrAWTWKhgS3nOAnwsf98fmf50+r/29+nB0KLTNjKgN939dhmmtNhDTz9hRnNdWlsAD2tLE6TTnF7cTVWr89dQ7IgxJboYka9VDqLwcEdAqm/mlySZVNVNeZ9fe+wpj3VAmFUIN775XHixI+VLAJVux/GuVRJUObz4T3RVFC1HlLB74lO+Yxi8LySuU9yvYupwAtbx5jR6SXr1N3SbAYbR+NaB9umArLj1atKnIiG9IB5yL02itHRn6BUmhRI9+VvheWMrsZc5hGmkQzQxd9kCPMwTp9+CsEEGzA7O1E2qvEgGsKolYc2rYdWr/6ytOAm+P+ojCuJ+ySfY7JQjVxzOqzDh87YpNnhopZdjodvG1aGIWTHq8eqNxkyM8CEkKUAvgXgtwGcAHA7pfS7tR6H6JU988wloLSImZkxAMG2MUBwOeOpnTULN5yAkfFrkQBI+kFbsmQjzp79lcQLnkKh8GKsLLuq8nB42K4nmm3rIVkRhg5xNaAZZIk8fq5Vjzffdzz24pg//xJtbHquGJtaIsvqNhtkGYL4KoApAB0AbgDwdULI5RmOR1h2l6CmVPmXMyovWratDHGXg2lQe7xzkp9/f//1sfatStaVSnaVh7athyYm9AkzEWkuWWUhHvH8vRfHz8sl2OoCGZtOzw71hUwMMCFkAYAPAriTUnqGUvoLAD8BcFMW4wHkSSdC5qO7Oy/VcuA9DPEB8FqE+7fVVeEM3zaMvZv2ViqCdHG7JCqITLB+fR8ImS/9bnJyINa+1ck688rDKK2HCGnGeeddDiZD6W9tFFzepulFjo3JQjwlnD7tcRGrLw4KndbGXEO9Sl5mhUzkKAkhVwF4mlLaxn12G4BNlNL3C9tuA7ANAJYtW7Zuz549KY3qPnh9ovjrQQD8DoDPWOxnFMBHEHy4mgC8T7mvM2fOYOHChRbHmTtQn9t9AB6HX5pRf53sfjsK4Hp4Cy0RrQA2AfiH8j5Mj+tH9PsWNn7Z9zxWA3ggwnHNEXZuW/ZtUX63d9Pe0P1vfXorTk2fCnze3tyOR97xSOLH41Hr523Lli11JUe5EMCY8NkYgPPFDSml3wTwTcDTA46iK2uCZ5/9NCYnxZcRRVvby9iwwfyYnsyjLM44gwULXsX69fJ9RdXMnQtQndtzz/0xxsdFA6O/Tja/9ahZgMzHIISC0r9H1bucQS73t9iw4X6rWH3U+6Ybf1fXZXj22b8ty116yKKQIOzcOg6oE78m1+Tk5pNW44l7PB718rxlZYDPABDFGBcBKGQwFgAs6XTUtzQmpAXt7Zus9uPpQQRhI7bdKIhzPUx+G8b3Dn5WO7K+bvxHjmxXshrqidubJsOiHo5XC2RlgH8FoIkQ8hZK6dHyZ1cCOKT5TapIKpPsjGz9QFWooEK9MAccq6FxkIkBppSOE0IeAXAPIeT3AawF8AEA78hiPIAznOc6dPKW9Xbv6208Dukhy0KM7QB2AjgOL1tyC6U0Mw/Y4dyGM2oO9YjMDDCl9CSA/5zV8R0cHByyRkNqQTg4ODjUA5wBdnBwcMgIzgA7ODg4ZARngB0cHBwygjPADg4ODhnBGWAHBweHjOAMsIODg0NGcAbYwcHBISM4A+zg4OCQEZwBdnBwcMgIzgA7ODg4ZIRMOmJEBSGkAOBI1uNICW+A15z0XIQ7t7kJd27JYSWldJn44VxrS39E1tbjXAAh5IA7t7kHd25zE/Vybi4E4eDg4JARnAF2cHBwyAhzzQB/M+sBpAh3bnMT7tzmJuri3OZUEs7BwcHhXMJc84AdHBwczhk4A+zg4OCQEZwBdnBwcMgIc8YAE0LeQgg5Swh5OOuxJA1CyHWEkH5CyDghZIAQ8h+zHlMSIIS8iRDyOCHkFCFkmBDyFULIXOOeAwAIIZ8mhBwghBQJIQ8K311DCPklIWSCELKXELIyo2FGgurcCCG/SQj5GSHkJCHkNULIDwghKzIcqjV0943b5i5CCCWEvKvGw5s7BhjAVwE8l/UgkgYh5LcA/A8A/zeA8wFsBDCY6aCSw9cAHAewAsBaAJsAbM9yQDFwDMDnAOzkPySEvAHAIwDuBLAUwAEA36/56OJBem4A2uGxBd4EYCWAAoBdNR1ZfKjODQBACHkzgA8ByNdyUAxzwhshhFwH4DSApwGsznY0ieOzAO6hlD5T/ve/ZTmYhHEJgK9QSs8CGCaEPAng8ozHFAmU0kcAgBDydgAXcl9tBXCIUvqD8vd3AzhBCHkrpfSXNR9oBKjOjVL6BL8dIeQrAPbVdnTxoLlvDF8B8CfwnIWao+49YELIIgD3APh/sx5L0iCEzAPwdgDLCCEvE0J+XV6mt2U9toTwJQDXEULOI4T8BoBrATyZ8ZiSxuUAXmD/oJSOAxjAHH3RhGAjgENZDyIpEEI+DGCKUvp4VmOoewMM4F4A36KU/mvWA0kBHQCa4S2B/iO8ZfpVAO7IcExJYh88Q/Q6gF/DW57/KMsBpYCFAMaEz8bghZPOGRBCugD8KYD/kvVYkgAhZCGA/w7gM1mOo64NMCFkLYB3Abgv46Gkhcnyf/83pTRPKT0B4H8BeG+GY0oEhJAcgP8DLz66AJ76VDu8ePe5hDMAFgmfLYIXLz0nQAhZDeAJALdSSn+e9XgSwmcBPEQpfSXLQdS1AQawGV4C4F8IIcMAbgPwQULI81kOKilQSk/B8wzPxXLEpQAughcDLlJKR+ElcOb8y0XAIQBXsn8QQhYAeDPOkaV6mdHxdwDupZQ+lPV4EsQ1AP6ozM4ZhjdX9xBC/qSWg6h3A/xNeJN5bfnvfgCPAXh3dkNKHLsA/CEh5I2EkHZ4S6KfZjuk+Ch7868AuIUQ0kQIWQLgZnDx0rmE8jnMBzAPwDxCyPwype6HAK4ghHyw/P2fAnhxriTgAPW5leP2/wDgq5TS+7MdZTRo7ts1AK5A1bYcA/BJeGyr2oFSOmf+ANwN4OGsx5HwOTXDy8CeBjAM4MsA5mc9roTObS2AHgCn4Ilf/wDAG7MeV8RzuRveSoX/u7v83bsA/BJeSKkHwJuyHm8S5wbgrvL/n+H/sh5vUvdN2G4IwLtqPT4nxuPg4OCQEeo9BOHg4OBwzsIZYAcHB4eM4Aywg4ODQ0ZwBtjBwcEhIzgD7ODg4JARnAF2cHBwyAjOADs4ODhkBGeAHRwcHDKCM8AODg4OGcEZYIeGASGkmRAyVW4/I/t7JOsxOjQW5kRHDAeHhNAC4Pckn/8xgLcBeLS2w3FodDgtCIeGBiHkz+CJjN9GKf3zrMfj0FhwHrBDQ4IQQuApz/0BgD+glGbSE8yhseFiwA4Nh3K3jm/C69D8+7zxJYT8ASHknwghZwkhPVmN0aEx4Dxgh4ZCuRHqgwCuA3AjpfR7wiZ5AF8AsB5Ad21H59BocAbYoWFACGkG8F0AvwPgo7TcspwHrbYxv7jGw3NoQDgD7NAQIIS0wuvI8VsAtlJKH8t4SA4OzgA7NAx2A3g/vPBDOyHkRuH7n1BKX6/5qBwaGs4AO5zzKDMeri3/8+PlPx4lAOfXcEgODgCcAXZoAFCP7L4o63E4OIhwBtjBgUO5ZTn7y5VbmpcopVPZjszhXIQzwA4OftwBrx07wySAfQA2ZzIah3MarhTZwcHBISO4SjgHBweHjOAMsIODg0NGcAbYwcHBISM4A+zg4OCQEZwBdnBwcMgIzgA7ODg4ZARngB0cHBwywv8P+FjNvLoQTgoAAAAASUVORK5CYII=\n", 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\n", 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Lv6c6f39DSvkNKWUvKeU4KWVtLvpRDFCJgpiwxinCXxN+qz59RqS1Y/rW7C+/mWJcCmphZmhcZeV5jvt4WU1u+hY6bViPd9KZaG1dp9xeV/c7pS/Y+Ds5PbYKLWWTcZZr/YUgBHassxG/7Xldm9QkqPR4YDNeXUr4xz/O4IILVvL3v59Bt+4tcOL/waT/V9TkC6EWRGBwWkl2X4BrY8uW9AB7J8vzww8Pp7l5mW3rzrT9grSCcwFrPLEdXgRjt5j8JhToZjbaYVrNVl8wQHX1n4hEzrFYaUmhJSd9Cz9WcC4RBMFbZyN+23O7Njozm23b3mPjxj2YM+cB3n33NAAOP/wfnD7lYq6L1miPoZAICdiGTEO8VIssqpVsc5GotvZmotGHqKjQr+CneiFVpJxLtbAg0KPHPo6pz5FIL4YPf1X5m8piisebqaqKat2rTKfc7gtVTyg/sPF4myspbd26kKVLx2YdSpgN7M+T9dnXgf262Bc/veCl3qaa7Znvl5TwySdL+clPoLHRqEA8ezZcdNFxRG4uDfKFkIDTYCdSJ0JOfVilY2SC6gtv+nKt+2eKfKhUBQ2VT9b0dbpZh9lYk07Hx+PtLFlyBCNHfqTtp0w9X7obo7NlV1IyLepimqn4jdSwCitlMutye3Y//PBwxXXdSWPju3z+OVx8Mfz978bW737X0Ovde2/j78o+ldQ316e1WdmnUrtv+UKXV0OzQrVa7ZZy65VC6xYnme3Kcy5quRWiPpwfH2m2U2b1IuBO2tqiGfkpjUomvR31M5zubTHWuPNTlmvp0rGdkSJPYcZeB62mZkYOjRy5LBGPLWUf3nprIYceapDvHnvAU0/Biy8myRegbkYd8gaZ9q9uRuGvsx0hAVtgJ9KampnKh9JeXsgpMUGlxzBy5FLa27ek7Q+bfffVK9hdh1DtiyjW6hluefe67euMQ3fhRlffwgnW4w3dDYGhUOcsfO7WP2slEz8fh2KsceenLFdj4zusXJmeup3pWFTPsrnNjEj54otvcNllf2PGjH60tMCZZxriOWefnXvJyFwiJOBOqCyd+von06ZYYH9Y2xQvnvODqNIqNeKAn/Dsn7VSg461okPS5j72j409rtX5JcmsQrQJP8QVlIXup1yNmw/XWslk+PBXtT4O2erw5mrmo+qT3SiwPndGlmYqglJTs27btm01Tz75Ey6+eBkrVlSxxx5R/vjHLfz+97DXXpmNt5gQ+oA7oY5WSC3RU1f3GIMGTbYtrKnjep0IRKVVarTlnghoJUCn7C37ubwynKz71NfPR4iyRJvWQobmmFN91jJBQGaF6IMOetx1DCpYhe+9Fj+D0p11K1djv05O1vXq1VNpbV3TeWz2fmi3463XJqhr4NWnpFEwwXU/E0L05OijP/e9oKiyvM3ne82aEdxxxzzWrjX0k08++REuvfRnHHjgDzHkxN0xcPZApS/YROXiyoK7JUILuBO6avyqIH0hutO79yFAhMGDp1JVtZ5u3fqlWSluWqWp6mqpSCXTeSkFHQ3iSFZZVhcBVRdmTH2hOlLatFqGKhnGbCpEq6BTYjyoKtHpesUGpOzQsuaDju01F5fMtu0WrtMsJRO9ZJX17GTlW40Ct+tm7u/X/aC+jvP44ounePjhG5gy5UPWrj2cgQM/Z/bsE7j66ovp23dj4loNnD0QcZNI+zdwtvERcCNfnd/zgZCAO2H3L3brtkfaPm5B+oZlq56+Q3YvrVMJcxOmGIlJjPYioOa5rP3yeqFSx5ZeNsnQbfWuEG0sVF3h6YfWKTEeVJVot7jstraoJwn78VvbSc98zqxiP9bQO/uHyD5LyVYvWfWRc/KtW40C7zTyuDKm3QlOAjyffDKSiy9+n6ef/hlSRjj99HuYN28kp546LM2t40SgfojVStiFQEjACsRiUTo6ttu2ljFy5DL69TsqoZiVmpFjWLbW6fv69Q8m1KsyzTpKJ0qVqlhSjMTw3aVn3dndCqpKCbowPgLpxK2ygq0LVU6wWtPmdBzsK+7B1C9znukIjEpaJFwqdpj9ccqGc1pw8xKud9P0cJul+PUdZ2M9e80QhejuK6bdFOAx22xt7cOvf30Pl1/+Fv/+90F87WuruO++Y5k+/f/o1WtLTuPaC2kJhwSsgPHQ2zPMOlix4gwtyzZJfnFWrTobyHyxSV0pOOm+sIY/qRYEreeyuhVUlRKMtnsqj0+FU127DuW1MReqnEsBPUbSmt6ZQj7WlfDU8WRfKSQ1dEykXA+nj0lj4zsMGDA2UUoJ/uS54OYURaOaoaiicJzvqf41yHYGYbeS7SXk/XwQ7AI8zc0NTJ26nQULriASifCzn8Hq1Qcxffq7jte2kFZrkAgX4RRobHwL1eLajh3Gyq9XsoUVpoarn4QJ3fROtXWchJl1BzJF1ETKNtrbNzNy5MfsttvwtPNbEyOcCoOq06JJ+aDoiNDYfclgWMHWZBXDvZO5VrAKXtfOdKmYC4t2Mu3oaKax8R2gAutClX1sXlKXyfGYM5SkpoQhwehsI+leg6BFd+xjs45BZ3HQPHb79v488MAcXnnFqJ4xYgTMmweHa9QsLQb/bRAILWAFDMum3PF3r2QLO0wrWAf2F90tvMmL/K0LZun7SWW/dH3Vo0YtTbMgKysvSIlqcEtgMC38bdveI13PYmdKsooQ5WlCLG7xvzqhWjrSmFYrONUP395JjnHg1cQCqL0PTuN3XvSySy52oNL6sBZW1fmwe7m/ciHm7wTzurz99ne44IKVvPLKhZSXx7j55iYWLdIjX10UY+abHSEBK6AmhSScki1UKmbgT8PVz1TRi/zNF8KPtqyur7qpaRnR6IOWdiX19U86RFiktlNTM5PGxreoqZnJ8OGvpExlwXCDGBKbmfk7deKfdT6cpksl3VreSZIsd6aon1n74DR+1aKX07Njr2Jtkq4f0vQiy0wqYtg/wKZbzOuDsGTJHG688Xdcf/2faWgYzCGH/JNHHhnFGWfMpNzZ5vEFk3jtGXHFiNAFocCoUUsdp9gmVNOtbDVc/U4Vdd0aTrqqqn7pWjZGQon9oe6gpuZaDjroMRcR9IW0thra+4YViYKovKtuuI1Vp8KD/dq5uVTcrWXjGpjqZ1alLj8Wok48dKbxwG7PSbIScTxRUSIIYSP7OKSEp5+GadOupbGxgp49m7noomv5/vfnUlYWp7GxzPOcfiBuSk+PixAhrnAtFtJSDgnYAdYX4r33voquDzIbvYJsxWb8tGv2y05Sw4e/YnnJbyYafZDu3QemKJQ5JZRAsqJF6vX7DlVVf6VHj4GsWnU+ra1mfGkHmza9oCBc/eQWt7H6uXb+hWFSYaqfOZVlcoMusVrjge1iTn58ufbzmQvOZixvpgkldj+3OY7evecyZQq8/DJABSecAA8/3If99rsPuC+lDafkico++kkTTv7hOPGEJexVcDRfCAnYA2byhLkgtddeZ7lWfM1GnSxXAtzuNelSSSr9JTcz3a5N1GqzXhM77BUtrGFohsZrauHRjo5GbTlJL+RisQlS76nzzCgzMgQ9YrXHA5vew0w+0KmJHb8n+cHTt4J1FofjccnDDwt++9s427ZF6N8f7r4bLrzQWb9BN7bXTfGslBboQgJ2gVofwlh8yYWMYK6kJc12vbSDrdPR+vonE6nJAPX1TzJ06C8xU5B1CN0ehtbWthFVba81a67g0EP1NGjdkKsZhBXmDKFnz/3YsOH3KddB51z2qblbOrj9w2iNB7ZGS/gh/nQit8eL61nBbs/q6tVT+fLLfbnzzvtZtmw8AKedBvffD4MHe3bREXa3gpNVrHI/FCvCRTgXqKfuHVjjWv0shuRS7lGnbS81sdT45zipsdCGf9c78iJ1cSe1esWLymMaGv4cyDj9ziC8rplbWrDfShxme0uWjKSx8W2lsJNTooV3GnBm8cDqQpfOGW1e12vg7IHsfmsZd93Tk4kTl7Bs2XgGDNjAtdedwTPP1GVFviqUkqXrhNACdoHO1F1Kqb0YkgshFbe2/VT3sFq/Tqivf5xevYa5+EMjDB48JcX6TU1QUVsmUraluC3c4HYN/c4gvO6HSpzftB7NShzvvfeZti9x3bqZifLramGnVLgVAk3dL7N4YBXcMtq8rlf953sw8K8v8Nt1RwNwwgnzmT79Snrt1sC///2VnAjPW61dP37iYkGXt4DdvupWi1Gd+TMvQVpeYVL21fmmpo8Ds4atba9f/0BK+rNueJE6+y8dQnRzCZtKWk9qS1n9vTejMbwQpJC5W1uGpVqVdm+zySaLxaJs2JD0fzsJO1nhFUYYRDyw0zkNNGhJoLa1waxZwINLqVt3NF/5ypfcdtt3+fnPz6V//wa6R8h6HUMHOhaxKeAzfuF4pYBPvtHlLWBdq1QtI6jv/7OXb1m16se0tKzK2BpOX8k2+2YkWBx22N+0wrFMbN2qzv6zw4wdNl94e9acaT05qX6pkMsIB6dZgFs5ndraWTQ1vY91octcILO7COB4z36DYf1ap/xJAaf0+NQ+fUakRKMEVTNOR89h0KCLGDLkOpYuHQv09JRAXbwYJk2CTz4B6A4jH2LTt6/hZ23bIMWTsQxeUc+A8mm5BiHgEyS6tAXsx6JSP7xJYRy3ZAHjPKnlW1paVmC1hr0Uw+ywSxRa+9bSsoJ//etKX9bagAFj0krqmMH1qQH3SWvVLdvLOnuAN9NmEGCkSpvCRl5ZbZkK8qhmAar7YfW3GpYvWO9tff38tJRpHSF983xW69eEW4ZfJskRXvBKGjI/hKaiHryBKYEajT6acu1ra59mxoztjB5tkO/QocD54+HUKdBzm69+BU1+TnG9xZgZ16UJ2M+U0r6A5acGmKGspVrwSFrDdsUwN9eIk0ShFQ0Nz/oiK6/KD6q2/Ci8ZaoGl40gj9MHVnU/UtO2VZZ6elqwcU3chfTNMajuv5sYUy5rxsViUbp165em6jdunGT48Fcs1UKSEqiQfDY++eRYJk36gLvu6gvAVVfBp58C+1Vn3KddRVzHL7osAWdbGsaJsOrqHk/TBmhoeNmxnaQ1nKoY5mYBOa2cu8HvB8b817//GEfi8xN1kEmMs5WIWlrSqw97He/0gVXdD+vHxskVo0oLdhPSN2GktqejW7c9lJa/X1+z3+ga/WfLhPF3S0tf7r3311xxxdt8+eWBDN5nBfGJo3lq0ECG3p8dgepYwTopxW5VMIoxaqLL+oCdLLKampmuiRYmVC+OUWr8gYQ2wIEHzqWpaRnt7XoFN82XzUhYUPtv1SvZZQhR5krEmSZ0uBGnn6iDTDLDevTYL3GPhChXqrK5taH6wA4aNJl4vDllX1M1rrb25kSZIRNOanB+YGo32NPB7Ukrbv128+H7ia5xS9V2i5JYtOh/uPvuh6mvH0JZ2U7OOOuXVBx/K3O/aKO+OW33jOAVv6sT31uMJOuGLkvAbiXj29u3+F4cS/UdksgoUmsmqGG+bO3tzY6LTU6xyYY/MhV9+ozIOrkjV8khbli3bmanJOg72H3sTloDdjh9YN1cGbpWuvXcutBNEvGbTKKrfWH2uWfP/dKerSFDrkv7zcS2bRXcf//d/PWvFwBw4IGLufrqSRxwwCfs6ICn18MW7+CZokeh/MNdloBNYlm58nw2bDAWUiKRnp2VMPynldp9h1K2UVMz01EzoU+fEfTrV5Um3KPShbX2xS0kKUiy9BNDHGSbqQtW6cUrlyw5gpEjP/K0+pzI1KmklB+LPnUK/0OtY3TJ3a+rRjcyxFxYa2z8J9Zna/36B4nFNtHY+A7Nzalunrfe+l/uued+tmwZSHn5Di688Bf86Ed3U1ZmHB8RcN4QuHet1iUoKrw59s1QC6LQsK9O28PKdN0R6iQGM503qSNhn8qqRF68lMCyJVldYs1V9V2vNu3hWqnYmSgX5CVGkyvL3W5x6oah6fbHT/iZrrvCmhKefm3jNDQ8a/xfZ3LJli0DmT4d/vQnY49vfvNtrr56Evvsk+qe6R6BQ/ppDQsoPZ2GfKDLLsKB6mVPDSurr5+fkjbqBOeV87jrIp89VMsrPCgI6IQ35WIVXqdNdbhWGVVV0ZQwNmtIWDYFOjOB3eJUhaFlk3LuP3lG7a7wKmuVeozx39adrXzvimsYtN9mg3y7N/Gb38CyZd/i3HP/xfiFpP2b/JH+2Oqb64syFKyQ6LIE7BSbmYpU3QcnGKvc3kkMOmThFI0wfPgrLFlytLL6gi50iTWoCsR+21RbvyoNimRImN/olWygTq9+Le3cmcbw+v3wubkr3OLEDZRhVn0RAurr9+EXP3uF1x96AnbsDvu/BlMPZdo0iHSyRBDkaRdJL2ax9HygyxKwU2ymCpmEcGVjyTqJwDQ1faCsvqALHRLULSXkDw1aIX+bN6vD9TZt+nNgYjSZwqmMunMh0rjv6+b3w+f2sbbGidsTSMz2YSfxuODPf57ChReuYNGik+jbdwvfnnw+nHMSDPh3yjEq8gwKkQyoqLJPZUpfStG67rI+YLfYTCNsLEKmkn+QnQ/SakENGXIdy5dPoKkpOddbv/4BBg26RFlQ0wm6/kK3aa0f4aFUPKG1st+jxz60tzekHS1EhHg8ezGabGCWUU9Hu2chUp3rFqSWsZN0pRVCwJdfHsCddz7CJ58Y6ePf+tafuPLKaTSU1/M3H66FIKCqVOEEa+qym4B7Kfibu6wFrLIeqqrWd8aIpi9W2C0SHaumqWkZb789ICGOowO7BbVu3bWdugRW6y+9oKZXf3Qz0dxKCWXuF9ZLorDWh7OmKffosY9j5IcfMRovqK5hqjBPar9M3717IVI9waZMMwXtfVbF8kYivaisPD+RudnRUcYzz8xg0qRP+OSTsVRU1HPjjT/g3Kt/wOmf1vvy6xYapZR0oUKXJWAV3BYr7ISh4+dbteocOjoafVVFtltQGzY8qdzPLHev2x/d8Canae2AAWPSLDt9/NZVh1g19nh8R2fKsNGnqqr19O8/JkF+VVXr6datX6C+X9U1NIV5kmV7nMfuJNikc2ym1VDsfXYiclO/uKbmUKZNe4+HHrqTtrZeVI3/HVsuPpgb+VPOiTcoF0F9c31CxazUkTMXhBBiOnAB8E3g91LKCzq37wt8DljzZ34lpczfUrYCTpbD6NE1yuKIquB3a4hXW1tdZ4pxkiy9XAbqRR5nrFp1NkcdtVwrGD8bCzFXpX7czgGS+vr5DB16Oz16DEwkZ5ilkYIIk0tNqJBp19BYgE0X5nEau7NgE57HZnJ/VPfdicgjkX15882N3HYbtLcD/f4Np17Ce19/zbH9ivIK331yQjEttFX2qWTCuxPYsnCL8rd8agrn0gJeD9wCzHP4fYCUsm/nv4KSL/ibAjotllhJwciAS0LHCtbRa7XClIb0s3iTyUJaptNjP3DK8KupmZkSsVJf/2RCGS3bMDnr/VJdQ6fwQqexZyPYlGn/7X1WzWB695ZMnvwhN9/cSb5H3g9TDwUX8gVYcMwCzz6U2sKXvEFSN6OOLTvTyRfy77rIGQFLKRdIKV8A0ldVihB+0lBV1qCVFKLRRxPWrwm7y0C3D24QojwtzMgrLCuTEKlcFQv1OgcYwjmp4WkdrFx5RtZhcqnWo+GndfLd2uH0XNg/bLm8bjpiUi0t0GfsA4w+uoMVK4Dd18AFY+C706BnU9Z9cBO+8YtSI/KgIKTM7dRACHELsLfCBbEeY7Xrb8DVUspNDsdPBiYD7LnnniOfffbZgHvYANwM3ADsrrH/HOAVoN2yrRtGXGU77qFt+wKPKX/Zvn07ffvGOvtyOTAd2KHcNxX9gBZFf04BrrTt2wCcjbGg1wN4Gr0x+0XqNTXG1lfzOLN/JrpjxPy6PaeZjMV6H01fovUcqm3p1zU5tjnAS8D3SL/uuYDTc2j0b9my/syePYz//rc3iA6ougvG3wDlOs+UgZdGvuR638YvHK/d1ptj39Taz0+bmaCivIIFxyxwPY9uX/1g/PjxS6SUR9q3FyIMbRMwClgG7AHMBZ4CTlTtLKV8GHgYYNiwYTLo/G1DwWw5gwf/XcuXuGjRdFpa2m1b20l9EdQQoo6xY8cpf6uurmbQoFeIRpfTu/ccWlraGDx4alqf7KnE6jLp7fTp8wWjRo1LOaZHj/3YuNHIfBJCMmiQ85iz0YKwX9Pq6mqtvHujukYyM8uAF/l6j8UOQ5nsdeJx856p2ldtS72uYNy3qqphne1JIpHXGT36Qcdr1tS0jGXLxjFixFu+wgjt+PDD/6O5Of05XLnxLabdcSIsvtTYtNencNpE+OpiX+1X9qmkb9++yvtWdlOZ77AxaztuoWO5xpadWzxJPp8aEXknYCnldsB8Guo7F+uiQoh+Ukp/UvpZQldJyor+/cfQ0rIqpfjke+/tg93y9SNjGItFgWnU1a3D0L413BeqBb4ePfZLWXzSrQVmVDhIFWJxG3Omi1yqa6oLtRvCe4bmZ1rvlFCRjeykn1JJ1siYo45a7vtcJlT3/ZVXYNpF/4Ft+0CkDcbcCsf+Err5lyurm1FHdXW18jcd8nVbdCv10LEgUQxhaOadyntMSSbC1/bFH7/VDpz6YcTK2isuJPP6zXLmhlKa/uJTUigoPbY5Hm93zYbLZJFLN9tOtRCom1EI6eLofpTM2tqiAfpm9bL8wLB+7ZExQaChAXqNfI5TTsEg38GL4JIjYNzNruRbjKV73PqUjxTmfI89l2Fo3Ug6R8uEED0x5ukjga3AGqACuA+ollI25qovKmQqfG0ll6QqVxKRSE9Gj/5ce9quqkFmIvkyb7RkYaWK0HhZbO7VjncqSSeT4pfmWFTX1FQMs2rSqqxrldsjaIlN48MCxmMZZ/DgS7NUe9PL8gOUkTHZWMFSwnPPwfTpsGPjD6FbKxx3HRx9D0S8rVS7xZmPECyv0kOFKitfqDC5XFrA1wGtwEzgnM7/vw4YCrwGNAHLgRhwVg77oYTf0CoVuRj12OxW5Q7WrLk8pZy3PVPJ+rdXOXgjiP45xXZvERqVTKYQPRCiB2DEOQ8f/qrnON3O46W6ZVUMM10h9fVqKz7oQpTqa21N0ZVEo/OyEjjSzfKzWr8msrGCo1GYMAHOOAM2bgSGVMOl34Rj7tYiXxXyEdGQ6TnMcvL2f0GhUKXpcxmGdqOUUtj+3Sil/L2Ucj8pZR8p5SAp5XlSyrx/9rIRvk6iQ0meDQ1/TokvtWcqmX9bp/pOcC8z5O42UZG7lDHXzCy/HybreJyuKXxsSedNukKs7eZCAlN1rdP7F8tK4EiV5afK0rNbv8nt+lmSRn/hscfg4IPhhRdgt93ggQeA84+DPda5H5sH5TEzzjZo5MM/XAgfdJcV49Gd2prT4ra2BgcyFNgXisz9jNhSo7qsWY/MSjIdHc1pZGddDHJa4LOex81vaZT1UZG7c1aXnw+TnTRVWYMA1dWn0dT0InY3vxlvO2TI9Rm7PZxg75u1zFMqjHtn9iOIzD7VAmZrq5ocnbar24VLLoHXXzf+PukkeOgh2GcfuPQmd2IN0rcZIaJciMtE0cyKoP2v9o9NkHHLQaHLErAdTmFX5ss0ePAURo9O9dcZ4VaPYC9XbsKosJEkFWs9Mmt+vhUm2ZkLb07kq1OCqG/fkWnTXjvsZGcWkNStmuFFmkaEh+nmSCeJeLwt4Ut388f7DYuz923z5r+4zibi8Vii3FE2JOwUWTN2bGvGbcbjcP/9MHMmNDfD7rvDvffCj39sqJp5IWirt+MGPRlXvwjSclaRudl+MWlIFEMURFFA5X90mxYnf3ML8UnVAWhpWZFCMmYJGGtFDHNF31n+UL/+m5O+rhUq69ZP1QzreKLReUpxcvcY6TibNv3Z0+3hxz+s6ls83kJVVdQxqgIkbW1R1qy5wrVdrzRu1UJtJhrK5rk+/XQjY8bAZZcZ5Ntj+ItsnljJuesEkZuTvlAn69MkIqsPdVdHrtwguUBIwDgTrVtIlV/dBhW8RNEBhOjJbrsd7agC5kYK3burLTm3EK5MqmYkx9Pm8AFzt8Di8VZXt4dun8xrsW7dtY6Eboa6qXQaADZtetZxUc7rI+C0UKtT1sqOtWtv5YEHjuHIIwfwz3/CwIGwYAHEJpwGfTek7R8nrgzTMolIZ+rt5QJwWgjzs3hVjKFvhUTogkBNtEOGXOcapuZXt0EFJ99qan/aEotEBx44N82/6JYw0b//GFpb1+BUFFT3WuhWHYY4W7YsVLZlQojunZERyWmslDFGjvzYMTPMX+Xfd+jWbYUroTv334D1eoNBrMuXT2D79qW4Je04LdQCniGOsViUR18fwnWf7qSjbjh7vTaPtWtGAtDvqKdZ+drZVFQAHkETmfg5rS6KtOM7b6ebwLnX+dwy33Qt1SAE1r2uTSE+Al2egJ3CrlSLNrrViY1U16HE48m8eydpS6/+mG6Murp5aYt49r/tPlOnDwhIpT/VT2y0OX4jffjRBMlXVIxN7OMcFZEOp5hY/5V/4wl3g9u1toqoqxY6rYtypiawOWG0VsyGpMvCjdS9FhZra2cxtLvg64tuZvFfZrKto5zKylquuGoy9V/9Gwc9epUnWQXhXshFlloQbdbNqNMaX6YhcLtiHHBJwCnsSrVoo5stlY18o5NrIx5vY+nSY1IsQfuinpeLxCqzqJpKBxEbbXURqCpcOPlgTWlNs12v2GK3vlvF3L1g7Je+qBSPtyXC11SawKZrwVoV2RSON8ec2uf0eGpznE1NH/OPf6xgyiVLWfTn64l3lPO///tr5s37JlVH/Y3vDIS2ttyt3gcRV5upS8JEEO6NUvL9mujyBOxkpfXosY9WfKefNnXI29mKMiw7K9nZF/WsL3gmpYWCiI22kuO6dTOJx2Mp20eNWqr0vwpRroyV1umTk5i7zsJXQ4PTQmWyJJQ6UcZI5LBXRXavqpL+kayr+4jJkz9m2rQ3+eKLg9l779XMufdYLr/8cnr33g5ARMB5QzyHUjTIxFruqvoQXd4F4SfVVVegJpv0WdXUXhc6LhKj3TWAoQVhDb0aNWppZ2jdQwmxITe4kWNSRF0mtntVbTCPs8cW19benOLmsPuy3cTcDzrocdcxOBUCNfrUkdDecEbymjsle9jHCMZH49VXa7jzzmWsX78/kUg7Z531K84772Z69EiVjOwegUP6FVf4VD6xK4+7yxOwLjJRTtNtd+XKM7H6EsG/ODt4W9npBLGTtrZogqh0Si1Zx2yPnrDus3Ll+aSL/+ygpuZa1w/U6tVT08K4vGKEna5Vff1TiZJGTjD7opL1VLWZvojYnuiP06Kj/YPR2AgXX7yO554zKlLsv/8yrr56EsOGGUXZ2uLwShTuXevY7YTP0g85Wf2cmZBaqVQaLiWEBKyJoDO1rO02Nr6DoUs0IbHdJIZVq86nvv6JlGN0F/RU51JNj83aa05j1LH87fuoY5AlDQ0vOfbPKYzL7ilzSh55//39kDJm2bNdywo227BDl5TN/ui4S156CaZM6WD9+mMpL49x7rmzOOusX9GtWzJW2rR43eCXQLNd4VdFLOj0wc2HG3TUgao/+a7x5hdd3gesA78CNX7bNaa4r6W1Z/z+VNpxmZbhcbaqOxxLG+nUX7OK/kSj82hq+ph4vDltP4B4vMVXbLFhadr1LNTJIypfrcoXrFsXT1ce0+yPddHRhCl4tHEjnH02fO97sH59GQcf/D4PP3w45557K926tdMWhxf+C+MXGv+yrVBslW80LddMF9uyITE3izkfxFjsFntoAWvAbbEpGyvYrs5lby8IrWErrKFX9jC5+vr5CJFuaaoiLexjtpKflDGWLj2GeFydrmpGKKisUqcPhE7m39atTroX6uvqZdHruF2AlGofVveJiXi8g/vvf4XbbpvIpk3QqxdMmXInp5wyk7Ky5L46Vq8bMhFA14XT8U4uiUws21y6N3Q+ONZ98mk1hwSsgVwUV0z3x7azfv0DDBp0CbvtNtymXZtEeXklRx65LCv/s7OyWyppGpEWK1EtpFnjjVMlLyXxeIvL2VPLzVuRzeLlgAFj2LFjjZLA7f5sq7XupDeRSUWQxsa3Us6/ceNg7rnnft599zQAjjsOfvtbGDr0auBqIDcLTH6SMeQNMuM+BElSunG++UA+rebQBaEB1VTUTxUGFdQkKBPyhE7+2p0767VjXJ3g7IowXoBIpBcjRy6je/dBCFGe2kNlvLEqTKuMqqoogwZdSvp3viPrMVjhHX3QkRLilrTW29LG0tj4TsId41cas3//MUCEQYOmsnat5OKL/8u7755Gv37w8MPwxhswdKj+uDL1kRb7tDtEEqEFXCA4kaCZkOAWBeFkQepC9eGwhr2ZrgeVGJDd8vea+m/b9h4qMR7n+Fv/8NLlsIa4pVrrSSvYsMwN0jXcMWWdx+q5msyPwPr1Q5gx43SWLDG2f/e7hl7v3nv7H1cmi16lBHGTSJnud8Uoi9ACzhG8FnqsVvVee52X2G4mJIwatdRFuUtvEU53sUm1yGjKWJoZbGYiSv/+Y1KqaAwYMEYpagPG1N/Y93/SfovHmwMRXQd337FdYS5doL4tkR1o9cf7XXBdt+4Wnn12GpMmfcqSJcdRUdHE00/Diy9mRr4qlKKQjVffrIRbzNEKuUJoAecIuj7EZMKCAauf1W3RTCcWWbcPOtlbTuFoXvoHhqvhjbTfzIKgQYTyeelymH5dtbUeZ8uWN4jF/u3pwnDq68cfb+THPz6XFSuOBuC4437PFVf8lBNPXIQQwZW5CZqgdIlbRyXNS2wnSOvdvkhWyjOD0ALOAfyU11m3Ll2LwI+uQxB9cCfRNtavf4DNm/+ubM+05J3Csxoa/oLaRaEuCBo0rB8NlbUuRHeEKNdyYdixcyfMn/81Ro0awIoVR7PHHuu55Zbvcf31Z9O/f73WLCXfVq1KqtLpXBXlFVr6CtmmEfvVfahvrg+kflsxzCi0LGBhrMQ0A+UOuzwvpZzg8FtRw7SQDjjgPtauvVy74oIb/CRtqBIWdKQTvaIw7H1wq/ZgtSDVKdCSFSt+6DomJyv0ww8PV6b66orKZwP7R6hHj6HK69jauk75AerW7Ssce+xGZdtLl8LEibBsmbGqdvLJj3DppTPo27cx0a7OByYX026/4WFOfaiurs66L36sUz/+X+u+buMtdByyF3RdEN2BiYrt/wccATinNxU5TAtp1aof09KyKrBaZDqSjrFYNC1hwcxyA8nSpWM5+OA/+CYqVR+MlONrOeig9NA2K5ys4Y6OLYn/dxuTHaNGLU2JlbX300+ZIb+wf4QqKsamlZVS9cl095h+amvfduyAm2+GO+6Ajg4YNKiVJ5/sxfHHXwRcFPgYwD2sTBWzWgzEkikyWYhzG6/Ttasor/Ddt1xAi4CllM3AfOs2IcQdGOQ7Q0rp/lYXKawWkrnoVFc3j6amjzj00OczIgU/SRtu+0opU/ytOmRl7tOjx34OKcdPMnToL7PSyfUakxOs/Tf1iHv02M93rK0uVB8ha5y1E9xmL//8J0yaBKtXG7XYrrgCTjzxQ44/fkygfbfDjZByHTWQ70KWQfuMreRsHcuWnVsS5yhkurJvH7Aw8GtgBjBNSnlX8N3KD1QEGI+3ZVWm3I+7wGnfrVvTJSN1aqKZ+zgXoEz3GztFSqh80zpj8upbUo/47YTSWDZp3db+e+kIW+OsndpSzV4aGuq5/HL41rcM8v3GN+Cdd+Cee6BXr+zKUgWBbLV43RAk+Zq+Zx349cPq6AkXo+SlrygIYeSqPoThjrhISjmvc3sP4DfA8cBeQBSYK6W8J9DeBgjn4H3jhbJnSelCx11gWoPDh7+qlFqUUtLaakhGWhXB3JTYVBUhQHpGT6giG+yRGSZ0yxqloyHRt2jUFDeXmASfTVq3tf/WWYNXnLXqvqpI+8MPx3H22WX8979QVmZUJr7uOuiZrrleFNAhkyBKBGUK3Q+E38y4YiRXHWgTsDAi0x8HzgTOkVL+3tZOHUbAZw0wHPirECIqpfxDcN0NDjrB+2bZmSB9lLFYlMWLR7JzZx1r1lzOpk1/xJrqaxKUkyKYjjvD6sZwc4c4yU8GrUEBT1j6plIT0/cp210Zyf7PQ0qZGItVLS61bFK5Vp277dv7c//9d/Hqq5MAOPxwmDcPRozIYPgO0KlRlgtCLCRZBVWTrZhjn/1AywXRGQXxDPAj4Awb+SKlbJZSXi+lXCuljEsplwEvA/8v6A4HBW+93XjGFW3dUFMzk507Det006bnMMnXhJGJZu9XUhHMqbSNauq8detbaW1ZSdSp6rORvZaOTCIXYrEo8JqlH3FUYWmqsDqVe8TuykiWIWqzpBgn2/KjZGeG1G3dKpk8eSuvvjqJHj3gttvggw+CJV/wJrxit978QIcw/XxsSnmh0QpPC7jTvfAc8G1ggpTSM4dUCNENOBa4I+se5gh2IjEqQTxCqvShXkVbXTjJS6bC26dot4KdFvPcVv3dojWCDA8zrGmdMaklJu0LkXZXRiqxJ9tyE0l3mkVs2ACXXQbPPmv8fcwx8Oijhs83aPgt5V6qZJxNscsg1daKFTouiCeAUzHcDxVCiHNsv78opdxm23Yf0Ii1YmGRwpzStrU1YNedNRGUALtTAUijysJJjBv3QtpvTqLgQcYJJ48JTmje2jeVFoQVKsta5R5Jtdjdq4WY1Te2b1/meW2khKefNqIaGhqgTx/45S9h6lTD75sL+ElSsMJ0S+Qq+6uYssqcIhhMbWMofsF1L7gSsBBCACd1/nlB5z8r4sButmPuwrB+j5N+a+oUAKaVVVl5LrHYOuLxHUQiPTv9p2ZBSX0fpRPcrF/jMr2mXBzSsUZ1LVar/zQXEptOfXOKA3aD3T1iL03kbVUb1TeOPXaT617/+Q9ceim83DmvO+EEQzJy3319dTdvMMknQoS4wzWwi9zsCnDzW+ez6kbQcCVgaaxqaMtECyHuwYiEOE5K6f7kFwGsVpZ1oSsedy47k6l16LSwZemNVqJEYm+HuOBYLMry5f8LiLRYZuuUPtdZaNlAtzSRKiojNZGixTHiIR43iPbqq6GpCfr3h7vvhgsvNGJ8ix1x4q5avl6LXYVyaeTCrVDs2W5uCEyMRwhxH3AcMF5Kqc7fLDLYFbCSBKlaJMrOOnRa2LLCrV6aHU5CO7W1s2hq+gAgJYojNWIguKKiVgSV2eZcmihdMF5dmsg9DXzdOrjoIkhk2n7jeRpPnsak/0SZdLP3tDYtemGh8Z9iszqdLOFCylwW0/UpBgRCwEKIIcBlQAz4XCRNiLellCc5HlhAeIl4+4l51SEelcVpLySpSn1167uqerGhd2vAsBrjaSFpOtZ8JmSaSRUJFZwiVLp124OOjqaUmGm79euWBt7RAffea8TxtrYCvTfAydPhkOdMLXog8+iEoKzKbKpU2FHIxbsgVNSC7k+xLeoFQsBSyi9IeYSLH7oi3rpt6RKPveyNVZ82Hm/TasOtenGq3q1hMapii72sYL9k6vRRyAROH6sPPhiaMgZ7arHbwuLOnXOZOBEWLTK2//jH8NTgg6FPulAQGORQN6MukFRcP234IQNdkjbH4rcvfmESp3kO62KZ9XcT+Y5Htp47k3WJXKDLylHqiniDu7C5H9lHSC17k1qdAcyEArc2nKy8pqaPFe3RuU9MseDmLGfpd0zmuFQxxdY2dcThddpPIjW1WHVP29okd911KIcfbpDvV78Kf/kLzJ+PI/lCcrErCDJwa8Naudh63iBhPX8uyM0ub5kLYi0G6chcoMsKsvtZhHKzBmtqZhKPm9ES7lP79EW/dLL0soKdrDyjerE6jM5I9khP+HCy8P3IaVrH5WZhZ+ue0Ekttt7TgbMHUv+vveHP82BDp/jOyAdpO+0uTjllje/z5xrFEOdrxuwWUyiaiUwUz0qBnHNmAQshpgshFgshYkKIx22/HS+E+EwI0SKEeLPTh1wUsFtqbtZgMrQstWqw3coz21y37lrbop8qSD3Oli0LHa1Fp/Cx1tZ1uIVmCdGdwYOnJqz7qqr1RCI9WLKkSiurzs1y9RaMb/BtUVv7s3TpWIYPfzXR90GDLk0Iq5upxVa0tkL981fBIx8Y5FuxFs4fD6deysb4Wu1zFwusIurZJDbsqqibUZd2jXSE5IsBuXRBrAduAeZZNwohvgIsAK4HdgcWA0WjF2FXHXObWqsSK1TTb6v6l5U8rfXW4M0EwQwYMMZR+cypQvPYsa2J/3eqTmG1eM1oCbvyWybVN7xjip9IuYZLlhyRRvpOHxz7/fD6QLz9Nhx2GPDuNUYDVXfBpcNhv+q0toO2kDJpz1TtCpEKL2WzXQU5I2Ap5QIp5QuA3dE2AVghpXxOSrkDuBE4TAiRg4RPf7Bbu01NH7u+7KrKvnaiS7aZVP9K7qv2lWZqLZpwImmrT9saLWH1O2eSoDF8+CtEIoY8mPWjMmrU0jQtCKs4vAknqU3VtXD6QKxYcQfTpsGYMbBmDbDnCph0DJw4A7q3KvudrYUkb5C8OfbNkrK4igl+P1jF4KYJGoXwAR8CfGz+IaVsFkKs69z+mX1nIcRkYDLAnnvuGUiZFGfMwUybjcd3smTJ97Gn0cbjO3nvvSnAuUCToo0TaW6eaelnsk07jJX811m/vprm5n9TXX0YMCilD8a5ruw8ogG4GbgBY/KQKeYASZKNx2OW88xRHtHc7FaiJvW6pfZ5DlLG05Ib6uufoL7+VIwP06NAnPXrH2X9+uNJjk3V7oqUvgN88ME47r77J9TXQ1lZnLPP/jdPDjkCuqlDDK3jqCivYMvOLcr93FBRXkF1dTXbt2/3fCYzPYcJe/t+2zP76naszj5ebev0T9wkqCivYMExC3jmyGfSfh+/cLzr+YJ6/3XuWz4gjGS3HJ5AiFuAvaWUF3T+/SiwUUo507LPP4HfSikfd2tr2LBhcvXq1Tnpp6rysBFZl359+vQZQb9+VQrxHoAyqqq+TMTl2ts0Sw7ZQ7Sqq0/DqOwUwWopW/c3BIMeYvDgKRnH2dpjj5Pn6cno0Z/7Dh3zGqNKy8LE4MFTkVKm6SGbwjte127zZrjqKvjd74zfR440JCOHD3dfSFL5Uf24AazH+w1n8utu8J0UokCmfmO/1zCI472uT1A+8HyHoQkhlkgpj7RvL4QFvJ309OZ+qM3JvEE1tRWi3DEZ48MPD0ct3mOPy/UWvDGn6W5uiiFDrktMx9evf4DGxvcZPvxl34SZHitsQDcGWd2e8xhNLYiqqmFphOoWn+zV7p/+BNOmQX29IY5+000GGXcr4bgeO7mY5OokyAPBl/CxwsmSjRBRni+bBIp8lz4qFhTicV0BnG/+IYToA+zfub1g0PF9WpMoRo1a6mjdmcfo+lPdJBvN/VMJSdLc/FFGhGmkRKvOFc8o1dprjMbH5QrWrTtcQagx7Pk7Xipm69at5mc/gz/9ydj2rW/BI4/AgQf67nrGSCPExYURTtclLTcCd8OCYxYorUQ3/YlMibQrki/kkIA7NYG7AWVAmRCiJ4ZD73ngTiHE6Rii7b8APpFSpvl/8wmduGB7LKvXMfZy7yr3QXJBLOkntk+17VlgJtavf9R3xpm5MGZU5dgE7Myi1JD3dTM+Lp+yefN/FXG86fHJTipmUsKTT8KVV8KWLdC3L/zqVzBlCkQKnE6kSx5Bq3ZlSlq5JLtctl0Kcb1+kctH9zqgFZgJnNP5/9d1CvWcDtwKbAFGY5Q5KmpkE52gOjY1NjjVJWCPjnBOm45pVeuwh3klq3I4V9nIBM4x1DJRp86IP06PmLBuN1XMTPz733DyyXD++Qb5nngiLF9u6PU6kW/QmVNex6nCpuzhU0GqdmXrciilkK5dOcokZxawlPJGjBAz1W9vAAUPO/MDlT6tW724dM2H9HptjY3vUFb2KXaXgI7gugmd4qFWy93wJafrEgchxm6fIXjVqUvXsUjdfsABc3nwQfjpT2H7dqiogDlz4LzzvCUj/b6sXhKN2Vh2uUgvzhaFnvLvKoLq2aLLakH4gZM+rVu9OKvmQ3os8byEbkNHxzZLVlcyW806tR81aimDBl2K6nZJ2eZqBdutbyP+NsiCm+rzqGKo169/gGh0nlLHwr7v4sVvMXZsG9OmGeQ7YQKsXGlYwbnQ6y02EsjWQi2VjLlCfwgKjZCANbBuXVLvIQkjldgp9diq+WB3H1gLSEKHVtpvpotnqYUr2zs1KJIw3QBVVevp1q1fIGI5SW2KdPEcQ7HUssW2b0dHGc88M4MLL1zEO+90p7IS/vhHY9FtYOnMmrNGMRNTLoRxdlWxHS+UcNBO7mDXwt28+WXUug3qqbtd6F1Ku8XpJoOpdgU4LXaZfVXpCKdrHqeHn9ldItYCmLp6wKoZQkvLSpyuWer5DR0LI8Lhm9x556OsXj0KgJNPfoknnzyV3bPJOemCMEnLb+ULZQTDwnQ3QbZxyXZ0ZXdESMAK2H2m8Xiz47525S+V0Ls9mcJMPHBqz48rwE1lzEvz2Dzf1q0L2bHDEPOxxuHqqpd5xVBXV5+GEK+lJVuYaGuDW281yr+3t8M++8BDD8FJJ52qfR1KGSZhZhrC5eRu8Fu8MwgZSRWB6vYhl1a/7scl3wgJ2Aa7L7Ojo1mDxPSTL5wX1Iysu0ikF8OHv5roi5sV6iWC7qZ5bA+Ra21dk+irWQBTV1zdLRZYpQVhbXPRIpg4EVaYUeCj5vKfE2Zy8qLtsKjwL0guYBKmk3C5H3glRRRjFQg3BJ3gYSLf4u+6CAnYBrXP1K2YZqrV6pWYoIoN7t37IFpaVgPtaWTuZoV66fbqxDZ7FcDUiY5wO8/q1VNJj/Lo4LPPbufJJ+9hzhyjQCa7r4HvTYJ9307Z16uqQjYIOvtKp5SQlfgyPbf1GngV5dwVPl7Z3KNiz7ALCdgCHZ+pCafkBT8l4k3rtaUlmQRoWoiDBk1OsW4HDZrM2rWXJ6xhHRF0HXgVwMy0XRPG4mGqGNHSpVXc9qvpbKwDRAcccxeMvwHKdyjbsCLIlymTtrK1KM0PSjbxyEGTarGTlA5KdQwhAVug4zM1kW3Yltu57JEB5t8tLat860x4wS3GOJt2TZhaEOPGjWPbNrjmGsO/C8Ben8Bpk+Cri323WyjYyc8u6qK78OWXLHIZVpYLC9P6ofC7GJgJSpF8oYsTsN3H6laNt719S1YqZNZzLl/+v2zf/rHrQpw1isD427CSTWs0E91eFewWu0rfItuPDcArr8All8CXXwKRNhhzCxx7O3RznmU4Id/VdP2gkCXfc4WIS7Sqjm81l4JBpY4uTcAqbQdrlIIQ3dlrr7PYsOEZzIKZ2VT7Nc/Z1PQB6SHY3Rg8eDIHHjjXNVLCtEb91LTzg6DaNT9ulZXPcuutB/HGG8b2o46CRSOPgMrMtZcKtaBSqIUr+3nzPd2Ou4RN+oGb+8ZvxEZQKPRiZJclYKsPNhqdR1PTRxx44IMOC1Lmolxmko0mmpqWEY0+2PmX/aFud13IM5GtTzbXMIm3e/f9eOGFQfzmN73ZvHk3evWCWbMMMZ1utxRU+E4Lhcwk87LkS3W67TU7cXNVmH7zIGc4xZAt2GUJODWCoI2mpvcdsresERCZWcEmKbW11WO6FeyLeNXV1YwaNQ5Ij5SwW8NB6DbkCrW1s6ipWcM99/wf77zzfQAOO2wjf/zjnhxwQPbtB+lPLLYQrSAJIR9jCFrQRzeyIwgIisMd0iUJOD3awSBdnewtlRXsFa9ruDreStmma8kG5evNB3bsiPLYY+3MnbuC7dsr6N17G1OmXMspp6zngAOeT+ynS6KZVk3QRT78xflYgLIiExLPtI/FZIn7HYPUyNLMB7okATtHIAgGD740Qa6LFh2aEiJmIM7WrQvT2nOK1026OtKRbYxtMaG2Fn784628++7DAIwe/TJXXTWFvfb6kh0dMOyePVl95UYglfjc/JmZCokXEwq5KOd0bSNEAvPrOiHfswin56LYF/66JAE7+1hTM7/69x9Da+ualH2F6M6AAWMTf3tlo9XWziIeVydyFKsl6wfxOMydC9deG6e5+SD69Wtg+vQrOOGEpxKqZREBJ+25SXm8n9RVr4yxXLz0OhEXxRSVoUM4fsk3k+taah/KQqFLErBpVXr5V3Wm/27ZaElyTg+1yqYKRVAwXScHHHBfSpKHLlavhkmT4J//BIgwfvxzXHbZNCoqNqbs1z0Ch9irAAaEXC+k6ERc+InK8Fposu7nRGK5dGu4FRzNR/RFkH7lUhCd75IEbMJP2rAKqmw0M6Li0EOf90i2KLz1a7pO7EkeKlj93GVlA5k9G268EWIxQybyqqv+j1Gj7kk7bk0TTP7I+P/JH5W+S8GKTKa3ui4Jv9Uz8jHVDpJ8MyFzv5Z4MfmondClCVgV9+vHKlVnoxkRFV98McvR1dGr1yGMHr08kDFkClUqtNui4E1/3p8T9mxl4l3f4enfPArRkQD0HPV7Vv71LCoq5gBzAlHfClF88GNNuiVumMjk3gf5sa4orwisrWzQpQnYTU8BpKcerppgDUKuq3sspbAmJMV3KirGko4Gli4d69sNkCn8pDLHYlGqduvgsXmz+MPvfwod5dC/Fk6dzI4D/kZFxVk572++UKqaArmGn2uSqwW+IH3tC45ZEFS3skKXrojhRkLWyAYnjBq1lHHjZOLfoEGXJsoL2Qtrehf1fMLzfEFBpVls9FldkeP55+czfcpS5s+/jni8jMP+5z6Yeigc8Lec9K+Q2UlBk6+qOGexotBZYV4oVknJbNClCdjJB7x160LfFZCdrGnzWNVinfVYeM3X+bKBlxDQF1/MIhaL8u67JzJ16kbOPvsn/PvfB7PPPp9x771juP2aK6jomy5SHxTB1M2oS1TClTfIXaZcTSFKtlf2qUxcRzfsqlWHnTB+4fii+Ch2aReE0yKbXaA806oQ5rFGJWJn6cja2lkk053bWbLkCEaO/ChnrgivVOfGxnf5/e+f5Wc/e4BodE8ikXbOOutXnH/+TXTvHqMtDucNgXvXph6bK4KxE4OTkHmpL+plg646bjfoRIsU2nru0gSsQqY6u1u3vuUYUaFDzknN3J20tUWpqZnJQQc9HuDIklB9eBL+tR396PHGVGKLLwZg//2Xcc01EznwwOQxuQwr08GuNBUttnToXQnWj1KxJmSEBGyDqgKyjhU8YMAYWltXKSUrP/zwcF/kDFBfP5+hQ2/Pm+BOfXM9rP4u/OVBYk1fpbw8xnnn3cyEH93B6xvbuWSh+rhiI4pSs4iLvX/g37VUbM9EMSMkYBtUFZBVMbvWJIZ//esStm//GKdsOLd4YhU5G8if4M7GjcAfn4LlZwPwjYPe46fXTGLffVcB8J2B8MQXsMWST1IMSlJeCLLiRVAo5AdCx9pOizRw+PCq4OeZCFpUKRsMnD2wYB/CkIAtiMWiKRWQKyvPd3QDpCYxrMBPDTUrzFjkaPQBoAyr+lquZSelhGeegcsvBzadDeXNjDnj58w879f0Kk9a5RGh9vnuitDVpdWp/+aFfLtMdEgmmz75kYzMRLshVx+sQrquunQUhB123Yb6+vnKiAR1PbektKWfSIZUsZ5UzQizQvHSpWMDj4z473/htNPg7LNh0yZgv7/Dpd/knB/dm0K+oO/zDXrqOXD2wJQwLvNfoWGOM4jxFsNKfJDIlszcojmyId9idYt0aQvYml4LUqHb0KFcDPOqHefHCvZKV25o+Avt7VsCc0dICY88AjNmwLZt0K8f3HUXXPzlCSCSacOZwOkF2f223dmyc0vadvOlKKXkB+s0u25GXZpeQiYfiFIZez6QKcl6JWkUquKGF7o0AZtuhJqamWzZ8rpStcy+GOaUxGCFrs6Dqq1IpFcigy4Wi/LBB0Nx8i37RU0NXHwx/OMfxt+nngoPPABf/SpcNzt3vs8FxyxIISk7MjmvlQiDfrGc/JMRIspzVS7ObQHKYlJbK1aUamRMlyVgqxvBKDukloy0L4a5WazBaEl0KCsfZ1MFo6MDfv1r+PnPoaUFvvIV4+8zziAhGeknZKdYpnNelnOm/XTSK3ZKsbUXoAz6g+BGLjoLSMVK4Nn2q5RmTk7osgScSn4m+QpUFTGs1qxOEoMu3NTYMo1HtmPVKkMy8r33jL/POgvuvRf23FO7idT+FVH0g06QvZUMnYTI3V74Yn/BnfqnQ05+5DLt10j3I+NGstlarZmoqRVbzHWXJGA3N0Jl5QUcdJC6ggWkK6iZ8Gv9xmJRunXrR1VVlB49Bqb5ElevnqotlqNC5a/2ZsPr58PCX0BHD9jtv3DKpfzjiEXsuWfXnLa6WbC7QvUNKzL9cFjHbH8mrdAls0xJNhfherpjyye6JAE7uxEk9fVPMnToL3Nep82tjJHuOZxq0X30EWyY8xeoH2FsOOK38O2roVcj9ekSDoHAzdJ55shnAj2XjtxhtsiUwDKJaCgWl44f5PPjVOyzkGzQJQnYzY1gRD5c62kFm/AqyKmCqoyR2zmcYF1E3LHjc4YO/QO33z6QO+8EOkbAgBr43sUw9B8px5nWRZBWXjbTSb8LV7muZ5YNvHzSpWpVF6sf2QvF/nHrkgRsktuHHx5Oc/OytN8bGl7SaicWi7JkyUja2up8LZCpldGO86UHbF9E/PTTKiZMENTWdi6sHT0HjrsOurc4tuFEFm7Ty1wsfJRqQUUTui+57qKZqv1CW4GlFmXgtFaR8vxasvwK9SEpWCKGEKJaCLFDCLG989/qfPdh1KilVFWtJxLpmbI9Hm/xTHyIxaIsXjyCtrYoILOWrYSHfekBmyTe2tqH++6bwxVXLKS2tpJvfKPdqNH2natcydcNdjlI81/djLqifeFyBS+ZxzfHvunrxTVJ2A/qZtTlRJKz0NZhtufP5JoU24ek0BbwdCnlI4XsgJ/KEFasWzeTnTs3+DrG7XzwBrrxviaJf/jhGGbP/i319ftSVraTs8++nWuuqefQQ++F1127oUQpTTMzsY4zKcdeLKmvpWg1u/VD9Uz5vafF9kxmgkITcMGRyYJaLBZlw4b5acfokKfT+ZL/703kH388m9tvf4BXX70AgK9//SOuuWYiBxzwMV/Ww5gX73M81g3FZh0EjTjxxIvvN4bYaf+K8go2j9sceF+zhU7ImH08yjEu9LZU3dYU/JCkbmRFKRkKXhBSFiauUwhRDRyCEXy7Gvi5lLJasd9kYDLAnnvuOfLZZ5/NYy+d8EvUJmY34BTgSh9tNQBnA1ZS7gE8Deyetvc773yFOXP2YvPmvSgv38EFF9zIj350F926GXrCbXF4JaovnPPm2DcT/z9+4XjP/dz28YOK8grPulwT3p2gTGHOFm+OfdPXOCrKK1z7Yb2Gun22HuMGp/Z0rp8JnfvqtZ8udMeVDXTHE/Sx2WD8+PFLpJRH2rcXkoBHAysxmOdM4DfACCnlOqdjhg0bJlevzrurOAVNTctYsuRwx9/79BmhFcFgwi2meMiQ61i58kzOXLiSf/03Aq/8Glb+yNhpn3e49WdTOOYbK9LatJaC94K8QWotrJmLGkEujKkWSjIJ3M/kvLkeh1f7utfdz3kzaU83pVv3+vtJ1MnUknXrp9f5szk2GwghlARcsEU4KeUHUsomKWVMSvk74J/AyYXqDxiuBZXymHX7qlXnOB7vl3zB3QVSWzuLrVvfYb/VJ8LclQb5lm+Hky6DC8fw8/oViYKg4xeS+OdXUEfnxTIXjnJdn21XcYPoXI+gx5TLa2QuzAaJXNzrUlOWKyYfsMRwRxQMTskR1njblpaVymMzIV9IhsTZM3NisSgvvTSG2bNf5IMPTjE2Dn0dTp0MFV/4Pk+2MF+KTC2TXRlOlpxb6nOI3CDTUL9CoSAELIQYAIzGiMRrB84AxuDPeRoYYrEoy5dPYPv2pdgjEdJFe7oBO32nHvtBPA633/4md9yxhJaWfvTtu4Wjz7qKNwY/HvgnKlPSDCIe2G+6qdsiTSEtZKdzx4kXlXaGHfn+EPh5ZrJJRfZaXC0mPYhCuSDKgVuAjcAm4DLg+1LKgjh4a2tn0dT0PlIaWsDWsvHpoj3mPv6E13Wxdi2MHx/jxhvPpqWlH8ce+zyPP34wPznjcSq6Ox/n5hrIxcOVi+mz18cgiJXvTK+F03EV5RUZtVcoWMvU269btu4lp/1MYf1Mnxn7cdk8z6YrxX7fzOcv3y6MgljAUsqNwKhCnNuOWCxKXd28zr9Sq1oMGjTZVfs3G4lIOzo6DGH066+H1tYeDBiwgcsvn864cc8hBI6l4E3okFC2LoJidDHovtR2S9SP1Rwh4nh9q6urA4sM8YNMSchtzPYxqgRrvFTMVGWJcpE5me2z6BSpku+ZVDH5gAsCw8LdmbZdyg5WrfqxR+ULfwI8Tli+HKZPP4LPPjP+Pumkv3DJJRfQv39DYh9VWaBS8CWaYjzmi5wrEvfrhlARqlPfTD9u0GnYOn32Y+HnwxWTSXxxECglv64fdGkCtvp37ZCyjdbWdUrrN9MFNzva2uCXv4Rbb4WdO/ux997w4INwyinfxfDMGMiX8HQQoVF2BNGWTtiYW3JFriM0MkXQhJKJXm+xwOse263rQvv9g0KXJmC1LGWEwYOn5Lwc/OLFMHEifPqp8fepp65n/vzB9FMUv/Sa8lmRbTZQKQvjFJuFVAozlFKDzlpBKV33Lk3AalnKOFu2LFTurwt7sU+rXGVrK9xwg+Hvjcdh//2NIpnwL/r1G5zVecG9QkKI3CGbaIddKbU2E1irTOcjMaWYCLpLE7DpRrBmownRnYqKsVm1a40nllIm/r+ubi4XXQRr1kAkAj/5Cdx8M/TuDdXV6e0E6Q7I5XQt6MwyK3ReTtW5I0TouCG1zl8xEJ2fe2q19jKJ9vBLPk5aENnA7cNvH1O2i2u6x9Y31zuml+ebnLs0AYOzPGSmFYitfuVo1IiuaGnpzU9/OpwXXjD2OeQQePRRGD3ava1i8nH5JcBsoLIm/bpGVAkQxZBlF1Qolhcy+aAEdR2sJOYn6iKf8KrUnS90eQLOVI5Spz0p21i06ETuuutBNmz4GpGyncSPvY0V37qNo19rg9eKZ5rp9eX3EzXgp91SQqGD+FXXW/X8FMLSDyrhZFdZXNNFlydgJy2GLVsWaleoMH2+BxxwX8Ka3ratgrlz5/D66+cDcOCBi7lyxkR+vvFTtlii3orhYctFtpa1zWqVf6XIoOMjV5FXoYs76ixKWfctdpjXeFcoOa+DLk/ATuFkq1dPJRp9SMsSvunP+3PCnq08t3AEe/eG996ewL33zmXLloF0797KhRf+gh/+cA4dooPzejsnUwTx0BW7xVmsFk59c33BLdx8QOVTLjayc7PgNzZvLOqagH7RZQnYrZimqmimkxUci0UZu0crEQH9YpXceudveOutHwAwfPhbzJhxEfvsswaAMtKTKazI9CUoZr0BO3Re+kIF3TtN5e1WZpqou8ZCVbG4mkxYr30xkS/k3ldfTB/ULkvAbmXhVUUznazg2lpDM+K1185j7v1z2N60O3Rvgm9fwycjH+Lcc412SiGONp9wW/H286I5KY6pStf7tb69iCCTtrxK9BSbNaoDN0Ir5KzC7aNXLG6xLknAbhaun6iIWCzKJ5+8wezZr7Bo0UkAHDnqVdaMu4TGPv/J65gKAa/ICPMlU1mJfl/AIBaWgtAQyAamZa8ai5eMYql+wK3jsY47mxC7TM5drOiSBOxm4epGRcTjcNttC7nzziW0tu7GbrttZtq0Kxl3wpO8Wpfu590V/YvmA56JJevXyiuGELJs4WU5ZyKjWAxQ9ctvvHNXRZcjYC8LV6dI57/+BRddBG+/fSYAY8b8kSuumM7uuxsPksrPWwpf466AYv8QqtTEwPn5ycZlkUuruhhI1elaFhO6HAF7WbhmVEQsFuWDD4YSj+8gEunF8OGv0t4Od99tpBLv2AGVlTB3Lvxg+Q9569Ps+1bMVo4VxeantE5lwV03uNAvow7p5VtxrdgQZJ+LfexdjoB1y9DX1s4iHjdSWePxdv7610e5+eafs2SJ8fv55xtkvPvuEFmuvxDkhkz9f/n+0ge5Gh2kNarr8tD1J3v1rxjIzev89mfCT1FKe4xzvvzQfhJLCn39s0WXI2AdGcnkIt1O2tq689RTP+Opp66howO+9jV46CH4zneS+9s1BwoBcxEnE0LLpvxLNsh0QSpb6Ppgvc5fN6MuQVLFukjmp1+F1Nz1qsjsFGrpdzaWsr9lYbhQroouR8A6MK3flSuP4s47H6W29lAAzj57IQ8+OJbddvPfZjar+LpfejdiybaNoOHmLlBt3xWsnWKHjjh8IWK3dfQkss0GLNSzFRKwAhs2LOX++3/Jn/50JfF4GXvv/S9mzLiIY45pYrfd/Amxe32hdW58EELbfh/UTOGljJZp0kgpi43vKvCK3bb+5hSfXUgUoyRrSMA2VFfDpElvU1PTjUikgzPP/BUXXHAjvXoJhg+v8d1eaLV1DQRpoRdLREY2MCtCF9OCbbH0w4qQgDvR2AjXXAMPPwzQjaFDP+Waay5k2DBj1U3K7oEV4Cx1ZCpNmS2xeL3MXlEQuUSmanF26MwQdEitWFw2qutSTKRcaIQEDFRMOoetz90OTXtDpI3vnXkL0y+4nfLypGxZUAU4vVAKD6euO8Akk0wVw/wQmJe1ZU6R3SJTvEjaqf3IwvxOt92eDyuBF6urptif73yiSxPwpk1w5ZWw9an5xoavfgCnTeTFvVbyYifX+vFZZkqeiRcly+oDTvBj/eV7+huUpaZLNm5E6bWI5NTPYvJ1WmOi/V7bYnV96PQr25DGQo29SxKwlPDcczB9OmzcCHRrgeOug6PvhUjqy+QnxrZYv+zWvnstjjgpf6kQxKJGsWsf5HNGEiQJ1DfXK40Ht+uq84z7IXUnAXk3BLFIC85KdrrH5wtdjoDXr4dp00iUBxo3Dqq/ORz2WOd4TLESq/mw+iErv9ZakHoOpYh8jLEU5URN+P1A+b2emYZvlorl32UIWEp47DG46ipjwW233eDOO+Hii6FsljP5FjOKxUp0Qkr/Ot0rxZ6bH8Ifch0eqBu36+dDIG+QBa9kYsJfrmyJorYWTjwRJk0yyLf7N96g6aJ9mFInKJuVHxIrJSsnl+gKVnOuUay+Wl049T+bcZXqc7VLW8DxuCGWc+210NwMe+wB994L56z5NhS38Vi0yJdP1G1RJZvzO/nAS4nU/CTV6N6vfI4/qBlQKaideWGXJeDVqw2L95//NP7+0Y/g17+GvfaCc24K/nxeC1J+pmduD5XfaZ5fQaAgzhkE3F6qXFT9HTh7YMFcOrnQ4vBK9YZdY1ZWqpaviV2OgHfuhNmz4aabIBaDQYPg/vvh+9/PvE0d6yDbB+HNsW8ybty4BLnYySDTF9Nu7RVLgH42yIXF4/ea6BBcPvrh1k4xpt6W0kwjH9ilCHjZMpg4EZZ2yjVMnGiQcUVFdu16lU/J9kGPEGH8wvGuccBBvVA601cvPYdSRabuEzdLsZivU74/tF717oJsc1fBLkHAO3bALbfAr34F7e0wZAj89rfw7W8Hfy4VGWf6gPgNI9sVHsTKPpU5cSHoIBfXr6K8gi07twTerg6KjZx07p3fe6/r7y62a6GLkifg994zLN3PPgMh4LLL4LbboG9f52OCulmleMNzCa/rar5kQVRDLhYsOGaBZzhTNlayDmEVsxVuh1eqOGT2IfYjPF9MKFkCbm6Gn/8c7rvPiPEdNgwefRT+3//zPjaUNgy+GoVXCXDdmEvdle1CWdH5Rrb6tbmsgZere+A3+qWQQvLZoiQJ+O9/NxIoPv8cysoMFbNf/AJ69vTfVqGmLkEvRvh90bJ9YHO5gp6t+LyJYhE2KuT0uBAunVyM1e/MqdiLr5ooGAELIXYHHgX+B9gEXCulfNrtmHhccPHF8Mgjxt8jRhhW7xFHZN6PfE/jckVcpWoB5BLFQL7gX6rS74ejVMgmnyiV96GQFvBcoA2oBEYALwshPpZSrnA6oLa2D488At27GxbvNddAeXmeeuuCbC2cII4PGqW6qLErwO91LxWyCZGOghCwEKIPcDpwqJRyO/COEOJF4FxgptNx7e2Co482rN6DD85TZ/G2MLL1KVuLO0Jx+DfrZtRRdlNZINWe7Sglcu/KVmQuUEr3Ph8QUuY/G0YIcTjwrpSyl2XbDGCslPJU276TgckAffsOHfnCC49SVhZ8n8YvHO/425tj3wykHbe2tm/fTl+30I0ShtPYsrnmOsd63YtMz21Fpvct076ZqCivYMExC7JqwwteY8v2nZnw7gRlCJ/T2IJ6RyH/79v48eOXSCmPtG8vlAuiL9Bo29YIpNUbllI+DDwMMGzYMHn88eNy0yOXJAhfqkku7VT2qXRsq1jUmXIBp7FVLnaeWXhdC61jMxS493MfMr1vbv0vlvRhr7Flc/8ANo/b7Ks/2Z7PimJ53wpFwNuBfrZt/YCmAvQlUOQiG2hXRTbXI2jx8HzDrf+lEhqZ7+d5V3x/CkXA/wK6CSG+LqVc07ntMMBxAS7XCGoleVd8SEoVmfjmi8HnG0Y1dB0UhICllM1CiAXAzUKIizCiIE4DjilEfyAkzl0dpTQzKbb+hMgdChmGNhWYB2wAGoBL3ULQQoTIBiGphShGFIyApZSbge8X6vwhQoQIUWh0iZJEIUKECFGMCAk4RIgQIQqEkIBDhAgRokAICThEiBAhCoSQgEOECBGiQAgJOESIECEKhJCAQ4QIEaJACAk4RIgQIQqEkIBDhAgRokAICThEiBAhCoSQgEOECBGiQChIRYxMIYRoAlYXuh85wlcwipPuigjHVpoIxxYchkgp97RvLLWy9KtVZT12BQghFodjKz2EYytNFMvYQhdEiBAhQhQIIQGHCBEiRIFQagT8cKE7kEOEYytNhGMrTRTF2EpqES5EiBAhdiWUmgUcIkSIELsMQgIOESJEiAIhJOAQIUKEKBBKhoCFEF8XQuwQQswvdF+ChhDiTCHEKiFEsxBinRDiW4XuUxAQQuwrhHhFCLFFCFEnhPiNEKLUYs8BEEJMF0IsFkLEhBCP2347XgjxmRCiRQjxphBiSIG6mRGcxiaEOFoI8TchxGYhxEYhxHNCiEEF7KpvuN03yz43CCGkEOKEPHevdAgYmAt8WOhOBA0hxLeBXwEXArsBY4CagnYqONwPbAAGASOAscDUQnYoC6wHbgHmWTcKIb4CLACuB3YHFgN/yHvvsoNybEAFRrTAvsAQoAl4LK89yx5OYwNACLE/8AMgms9OmSgJa0QIcSawFXgXOKCwvQkcNwE3Synf7/z7v4XsTMDYD/iNlHIHUCeEeA04pMB9yghSygUAQogjgb0tP00AVkgpn+v8/UZgkxDiG1LKz/Le0QzgNDYp5avW/YQQvwEW5rd32cHlvpn4DfBTDGMh7yh6C1gI0Q+4GfhJofsSNIQQZcCRwJ5CiLVCiC87p+m9Ct23gHAvcKYQorcQ4qvAScBrBe5T0DgE+Nj8Q0rZDKyjRD80HhgDrCh0J4KCEOKHQJuU8pVC9aHoCRiYBTwqpfxPoTuSA1QC5RhToG9hTNMPB64rYJ+CxEIMItoGfIkxPX+hkB3KAfoCjbZtjRjupF0GQojhwC+AqwvdlyAghOgL3AZcWch+FDUBCyFGACcAcwrclVyhtfO/v5ZSRqWUm4C7gZML2KdAIISIAH/F8I/2wVCfqsDwd+9K2A70s23rh+Ev3SUghDgAeBW4Qkr5dqH7ExBuAp6UUn5eyE4UNQED4zAWAP4thKgDZgCnCyE+KmSngoKUcguGZbgrpiPuDuyD4QOOSSkbMBZwSv7jYsMK4DDzDyFEH2B/dpGpemdExxvALCnlk4XuT4A4Hri8MzqnDuNZfVYI8dN8dqLYCfhhjId5ROe/B4GXgRML16XA8RhwmRBiLyFEBcaU6C+F7VL26LTmPwcuFUJ0E0IMAM7H4i8tJXSOoSdQBpQJIXp2htQ9DxwqhDi98/dfAJ+UygIcOI+t02//D2CulPLBwvYyM7jct+OBQ0lyy3rgEoxoq/xBSlky/4AbgfmF7kfAYyrHWIHdCtQB9wE9C92vgMY2AqgGtmCIXz8H7FXofmU4lhsxZirWfzd2/nYC8BmGS6ka2LfQ/Q1ibMANnf+/3fqv0P0N6r7Z9qsFTsh3/0IxnhAhQoQoEIrdBREiRIgQuyxCAg4RIkSIAiEk4BAhQoQoEEICDhEiRIgCISTgECFChCgQQgIOESJEiAIhJOAQIUKEKBBCAg4RIkSIAiEk4BAhQoQoEEICDtFlIIQoF0K0dZafUf1bUOg+huhaKImKGCFCBITuwETF9v8DjgBeym93QnR1hFoQIbo0hBB3YIiMz5BS3lXo/oToWggt4BBdEkIIgaE8Nw2YJqUsSE2wEF0boQ84RJdDZ7WOhzEqNF9kJV8hxDQhxCIhxA4hRHWh+hiiayC0gEN0KXQWQn0cOBM4R0r5e9suUeB2YBRQld/ehehqCAk4RJeBEKIceBr4HnCG7CxZboVMljH/Wp67F6ILIiTgEF0CQogeGBU5vg1MkFK+XOAuhQgREnCILoMngFMx3A8VQohzbL+/KKXclvdehejSCAk4xC6PzoiHkzr/vKDznxVxYLc8dilECCAk4BBdANIIdu9X6H6ECGFHSMAhQljQWbLc/BfpLGkel1K2FbZnIXZFhAQcIkQqrsMox26iFVgIjCtIb0Ls0ghTkUOECBGiQAgz4UKECBGiQAgJOESIECEKhJCAQ4QIEaJACAk4RIgQIQqEkIBDhAgRokAICThEiBAhCoSQgEOECBGiQPj/3i+wgKJq8mEAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "axes = [-11.5, 14, -2, 23, -12, 15]\n", "\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x3s = np.linspace(axes[4], axes[5], 10)\n", "x2, x3 = np.meshgrid(x2s, x3s)\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(111, projection='3d')\n", "\n", "positive_class = X[:, 0] > 5\n", "X_pos = X[positive_class]\n", "X_neg = X[~positive_class]\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot_wireframe(5, x2, x3, alpha=0.5)\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot1\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot2\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(111, projection='3d')\n", "\n", "positive_class = 2 * (t[:] - 4) > X[:, 1]\n", "X_pos = X[positive_class]\n", "X_neg = X[~positive_class]\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot3\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot4\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–7. Selecting the subspace to project on:**" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure pca_best_projection_plot\n" ] }, { "data": { "image/png": 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z225aGuTnJ/HFF18QHBzMDTfcSWRkIJLbCCGsJmOHG6H8/HzuvfdeevXqxYkTJ6wOR7i5iRNNgpOSYqaI370bYmJAazuffprEe+/9zMCBF3DZZdeTnx/IxIlWRyyEEJLgNFobNmwgKSmJ3377zepQhJuLjjbrEoWFmYLj+Hho0yaN3bsXoPVWOnQYh83WhyZNFDNnloyiEkIIK0kXVSPk7e3NkiVLSExM5IILLrA6HFEPREeb2xNPODh5Mpb//W8lI0aMoH///qSmKsLCYPZsq6MUQogSkuA0Uq1bt6Z169bF9x0Oh8x2LCq1b98+3nxzB15eSUydOrW4fiskxBQiCyGEO5FPNMG6deuIjo5m9+7dVofS6MXFmZaQKVPM17g4qyMCrTVvvPEGAwcOpFevUCZMuLVUcXpamilEFkIIdyIJjuCll15i27ZtPPvss1aH0qg5J9RLSSk9cZ6VSc6hQ4cYPXo07733HqtXr+a55y4kLc1WXHDsLD6WwmIhhLuRBEfw5ptv8vTTTzN//nyrQ2nUXCfUs9lKvl+6tO5j0Vrz3Xff0bdvX4YNG8batWvp3r17qYLjxETzVQqLhRDuSGpwBMHBwcyaNcvqMBq9iibUq+v6lmPHjjFt2jS2bdvGypUr6dWrV6nHnQXHQgjhzqQFR5SSl5fHPffcw7Zt26wOpdGJijL1LK4qqm+prVqdTz/9lF69ehEdHc0bb7xxWnIjhBD1hSQ4opT58+fz2muvMWfOHAoLC60Op1EpO6FeRfUttVGrk5yczDXXXMPs2bNZvnw5zzzzDF5eXud2QkIIYSHpohKlzJgxg/Xr1zNs2DA8PeXXoy4561uWLjXdUlFRcPvtp3cHVbT45fz50KJFyXMnTqxaV9KXX37JXXfdxQ033MD777+Pn59fzZ6YEEJYQD7BRCleXl4sWrSImJgYq0NplKpS31JerU5uLvz4I1xxRelWncoKgFNTU7nvvvtYs2YNn376KQMHDmTRokV8/vnnxMbGcvz4cXx8fGjevDkDBgxgypQpXHrppTVzokIIUcskwRGVWrt2LSkpKVxxxRVWhyKKlLf4ZWwsNG16eqvO0qXlJzjff/89U6dOZdy4ccTGxnL48GH69OnD9u3bS+1XUFBAZmYm+/btw9fXVxIcIUS9IQmOqNDmzZsZNmwYfn5+xMbG0qFDB6tDEpiup7lzzfchIaYQ+eRJGDkSkpJg+3azLTi4dBIEkJGRwcyZM/nuu+9YsGABo0aNIjU1lUsuuYRDhw4V7+fh4UG7du3o0qUL+/fvZ9euXXV4hkIIce4kwREV6t27N1dddRWRkZG0adPG6nBEkfJqdS65BNLTzUKYvr4muUlLg9RUU3wcHQ0xMTFMmTKF4cOHExcXR0hICADPP/98qeQmMjKSL7/8kvT0dIYPHw7A4cOH2bRpU/E+e/bs4dlnn2Xt2rVs374drTVgEqjAwMA6uxZCCFGRRpHgHDx4kCVLljBhwgQZGVINSin+85//4OHhYXUoooyytTpxcXDzzaCUSXBycjR5eflERJzgwQf3k5Q0nWPHjrFgwQKuvPLKUsf673//W+r+888/T9++fUvVYZVduyw+Pp533nmnNk5NCCFqRKMYJh4cHMxrr71G27Ztee+996wOp15xTW5yc3P58ccfLYxGlJWRkcGGDRuIi/uInJxtJCZuY9267WzY8DM7drzLqlXv8uOPuzl48CBbt249LbkBs4imq4suuuiMr9u6dWseffRRli9fzsCBA2vsfIQQoqY0ihacsLAwVq1aRXx8PBkZGRQWFjJ9+nSuu+46RowYgVLK6hDdXm5uLkOHDiU2NpaYmBiGDBlidUiNQlwcfP65g+3bs/HxOUbr1r+TkbGGHTt2sGPHDo4cOeKy99+BMCDVZVsocJCPPvqIFi1aVOk1q/L3MGDAAAYMGADAXGdBkBBCuJFGkeA49ezZEzCz9fbu3Zt77rkHh8PB3LlzZZTQGfj6+jJ06FBOnjyJv7+/1eE0CnFx8O9/21mxYjEnTuwCOgA9AT+gGXAccE1wlgIzi75PA0KAMPr1i2Ps2NkVvk779u1LzVy9atUqrrnmmpo8FSGEqHONKsFx8vHxYfr06dx11138/PPPBAUFkZmZyd/+9jfuuOMOomWhnXI9++yzPP7444SVHZojasXSpdC0qQd//vMo3nwzE7v9fEBjWmnCMMnMXCC+6BnxRfcnAm2Bg8C7vPnmwkpbZSZMmFAqwXnooYfo3LlzqX0OHDjApk2bmNgAlg3ftWtXplJqp9Vx1KFmQLLVQdSxxnbOje18u1Zlp0aZ4DgppRg2bBgA6enpNG/enMsvv5z27dszd+5cLrjgAosjdC9eXl6lkpsDBw7Qrl076wJq4JwT+tls4XTpMp7t2/cBuZiWmdSivSZSkuBQ9H3J/Ztvvpl+/fpV+joPPfQQCxYsKO7uSkxMZMCAAbRv354uXbpw8OBBdu7cyY033tggEhxgp9a6v9VB1BWl1IbGdL7Q+M65MZ5vVfZrFEXGVREcHMzjjz/O/v37uf/++wkODubIkSM89thjJNT1cs71wCuvvELnzp35/PPPrQ6l3qpowUzn9s2b4fvv4dgx8PFpTqtWzQBfSpKbNExLTfl8fX35xz/+ccY4wsLC+OGHH+jateSfIrvdzp49e/jmm2/Ytm2brEsmhKh33CLBUUo1UUp9oZTKUkodVErdUMF+k5VSdqVUpstteE3G4uXlxdVXX0337t1RSpGRkUHv3r2ZMGGCTHbmwuFwUFhYSHx8/Jl3FqepaMHMzz4r2T5woJnbZtUqsNmgSZN2mATHOdtwCKYbqnwPPvhglecvOu+884iNjeXtt9/m8ssvp1WrVnh5eREQEECHDh249tprueGGcv8shRDCLblLF9U8IB+IAHoDXyultmitt5Wz769a6z/VRVAtW7bklVdeYc6cOSxatAh/f3+2b9/Od999x+TJkxt1Lcp9993HoEGDGDRokNWh1EsVLZj52mvQq1fJ/eHDYdMmOHQojaNH9wNbgROY0VFhwLvlHr958+Y8/PDD1YrJ19eXqVOnMnXqVMBMDOic6K+sgoIC0tLSir93OnnyJLm5ufj6+rrzhH9vWR1AHWts5wuN75zlfMtheQuOUioAuBp4XGudqbX+BVgG3GxtZCUCAwOZNm0akZGR2Gw2NmzYQIcOHZg6dSrHjh2zOjxLKKVKJTd5eXnFs9k2ZBV1K1VXQoJZZsFVSAgcPlx6e7NmduLjn+fo0c8xfxJ7gDZACqULjEt78sknCQ4OPrvgqmDNmjWEh4cTHh7O2rVri7e3a9eO8PBwZsyYUWuvfa601o3qw6CxnS80vnOW8y2f5QkO0AWwa61d+3+2AD0q2L+PUipZKbVLKfW4UqpOW6G6du3Kxx9/zI4dO+jYsSP+/v6sW7eODz/8kNzc3LoMxW3s27ePQYMG8corr1gdSq2qqFvpbJKcqCizlIKrtDRo3bpk++7du3nmmafJzvbAdEXFA08Btxd9LT+56d69e3ErjBBCNFbK6v+6lVJDgSVa6xYu2+4AbtRaDy+zbwfMONmDmAToU+BDrfU/yznuNGAaQERERL9PPvmk1s7hjz/+YMGCBezZs4cxY8Zw0003lTtXTGZmpjs325dSnVhXrVrF7NmziYqK4p133qnz5TDq6rouXNiWjAwvgoJKCm4zMjwJCipg8uSKa2FcOWPduzeAxYvbEBhYSEBAIUeO+LJ/fwCBgQVkZnrRpMlhQkNPkZvrQ1qajfT0Jygs3MR1111Hy5YtK32NTp06ERISwt69Aaxe3YykJF8iInIZOjSZjh2zqny+7vT7OmLEiI2NaZSIEOLcuUOC0wdYo7X2d9n2EDBcaz32DM+9DviL1rrScbD9+/fXGzZUaVTZOdm9ezfvv/8+TzzxBGvWrCEnJ4fRo0djs5mGsspqGtxNdWP94IMPGDduHKGhobUWU0Xq6rpOmeIctl2yzeGAxESo6gogrrHGxZlanNhY2L8fevQAL6+DfPDBz8D5wH4gFjOBX+nWmldeeYXJkyczcOBAduzYUbz94osvZuXKlWzdqpg719TyOFccT0kxi3RWdZond/p9VUpJgiOEqBZ36KLaBXgqpVxnFusFlFdgXJYG3Gadhc6dO/PMM8/g5eVFdnY2s2bNonPnzjz33HOlCjEboltuucWS5KYuVdStFBV1dseLjjZ1PL17w7BhmtWr3+WDDxYAe4EYTHJzeldUcnIy99xzD0FBQSxdurS4lUUpxfPPP49SqlQRs81W8v3SpWcXqxBC1DeWJzha6yzMv6hPKaUClFJDgPHAh2X3VUqNUUpFFH3fDXgc+LIu462qyy+/nA0bNrBo0SJOnTqFp6cnv//+O7///rvVodUqrTX//ve/qz2Cpz6YONG0guzeDT/9BIsXw7ffwrZt51Z0vHHjCV599SkSEw+5bD19jpunn34arTVNmzYt3ta9e3cWLFgAmCSzd+/eQMVFzDKlkxCisbA8wSkyHbPAznHgP8BdWuttSqmoorlunP8jjwTilFJZwDeYxGiOJRFXgVKKCy64gH/+858opTh58iTXXnstAwYMYOHChQ1y1NH27dt57LHHeO6550pN/98QREfDuHEQHw8nToCfHxQUmPteXtUvOtZac8UVV/DVV69h5rRxVXqOm6NHjzJr1qxyjzNp0iRmzZrFM888U7ytplubhBCivnGLeXC01qeACeVsTwACXe7PpGQ1wXpnzJgxzJkzh++++47ffvsNpRRfffUV3bp1o1OnTlaHVyPOO+885s2bR4sWLejRo6KBcO7NWRuTkGASgokTS+pW4uPN3DRhYRATA55Ff0E7d5rtYJ57pjqX+Ph4zj///KJ7CcAzQHPMRH65mFz/XWbOnMlzzz13xpiffvrpUvcnTjTJFpSuwbn99jMeSgghGgS3SHAaEw8PD6644ori1cu3bt3KlClT6NevH/feey9jxoyxOMJzN23aNKtDqJLyEhmARx81LTR5eab7acMGmDPHJC3O9aHAJA3OqWacrSVV6Qa68cYbWbRo0Rnj+/bb77nsslZndW7R0aag2PX8br+96gXGQghR30mCY7G//e1v3H///SxevJiNGzcyZswYli9fzqBBgwgPD7c6vHO2Z88e3nvvPf7xj39UuqJ1XXPOaRMWVnpOm5wc2LvXJC4hIZCba+7Pnw9vvGEShZQUyM83XxMTS475xhtgt0Pbtub4rslEXBy8885Jfv21KRs2dAJ6UlI8PBEzYmozAH379mPIkHH89pvissvO/hyjoyWhKU9oaKhuKC2mVZGVlUVAQIDVYdSpxnbOje18N27cmKy1PuMHpCQ4bsDPz49bb70VMHUZ3377LTfffDNXXnkl9957LwMHDrQ4wrOTn5/PyJEjSUhIoH379txxxx1Wh1SsoqUSVqwwSYyfn7nv5wdaw2+/mfsTJ8Jjj8GePRAYaFp6cnLMPj4+5nbypGkFcrb6xMXBNdesY+fOXxk1aiBmiYWZlMxE3BYwBcZ33z2DZs2a4XBIQXBtiYiIoC6mjXAX7jTcv640tnNubOerlKrSxGOS4LgZpRTz58/nmWeeYeHChfzyyy8MHDiQr7/+muHDh9erLN3b25sXX3yRjz/+mGuvvdbSWMp2R8XGnt66ERJiiobL42x8io42sw0fPw6pqWYeHOe8OA6HqclxJj4miTpEr17vYJKaVFJTUyhZDXwiJsE5SKdOA7nhhsuLW7lcC4IrqwkSQghRPncZRSXKaNKkCQ8++CAPPvggBQUFvPPOO0RFRXH//ffXq1XNJ06cyGeffVar6yKdSXlLLOzfb1phXO3ZY1pgdu40Q8EzMkzrzIkT4OFRMhT82DEYPRpatjTJjI8PBASAt7dJdhISzPNff/0IUVH3YWY9GAYMIzb2aNGrlQwDX7z4BgYPvoLUVIXDYeJLSTGJTE0uDyGEEI2JJDj1gJeXF1988QWbNm3C39+fmJgYtNZ8//33FBYWnvkAFnO2SjgcDhYuXFjnkx6WN+ldz56mgDglxbS87NpluqF694aICCgshH37THdTQQF06XJ6cpSWZhIbDw+zP0B2NuTkaFJSMjh+vAlmNZHuQEugCU2bXokZLRVC+/ae2O12/vznrsycaeJKTDRfnTMOO2PPy4Offza3nTtNTdCZ1NTCoEIIUR9JF1U90rZtW+bMMdP+pKSk8NRTTzF16lT+7//+j6lTp9KiRYszHMFad911F2+99RZbtmzhxRdfrLPXdR355NSxI2RlmeQhIQGOHIHBg6FzZ9MNtGOH6YbKzoaLLjIJDpQkR/Hx4OtrEpzUVJOAeHhAXl4BDgeADyWTbHtguqi8ATvQh8su68Szz4YXd29VVBCckGDm2PntN/N6wcGmVWnlytMLmV1VVERdnaUahBCiPpMWnHoqLCyMNWvWsHz5cg4dOsTPP/9MYWEhv/zyi9tOIDh58mSaN2/OqFGj6vR1K5r0rndv07Lx3nvQoYNJegBatDBz2kyaZJIL54CbpCQz9822bSahiYoyXyMjoV27QnJysouSm3wgD7OSiL3oFfMBD7Ky/OnV6wKefTa8SomGs17I19cUPCtlbk2bVr7sgizVIIRo7KQFp57r3bs3b775JgD79u1j6tSpeHt7M336dG688UaCgoIsjrDE4MGD2b9/f7krrdekskW5PXvCsmXmsYomvXMO/3aOpgKzX+vW5uvRo7BqlenO8vaGJk1MwvGvf8GCBev55putQHugDRCAmZ/SgWnFMUlOWJgvQUEFTJhgq3IrysSJ8NFH5vW0NsPWc3Nh0KDKR1mV12olSzUIIRoTacFpQDp06MD27dt58cUXWbFiBevWrSMjI4M//vjD6tCKuSY3u3btIj09vUaPX15R7rJlZomF8mpcnJzrTDlrcpzfz5hhanH+9z+zn7e3abXJy4Pc3AL+/Ocn+OabgcDtwL1ARtERHZjExvyJBQYG4u3tg6enLp5QsCqio+GSS0yrTXq6SaouvNC06FS27IIs1SCEaOykBaeBUUoxcuRIRo4cCcD69esZN24c3bp1Y/r06UyYMAEvLy+Lo4QVK1YwadIkLrnkEj777LMamwSwovlt4uNNd1RFKpv5d+XKkq4hLy8zeiol5QRLlmyj9IKY8cDTmOXRAgCNr68G/NDa1M/ccMNBoqN7VhhHeUPC77qrpJ6mqssuyFINQojGThKcBm7AgAEcPHiQ//73v7z22mt07dqV1q1bk5ubS+vWrS2Lq3379iil8PDwIC8vD19f32ofw5kMrFvXlZgY86F+Ll0zFRX65ufDeeeZriEfHwdr1qzB4bAD4cBPZfb+AtiNl9f9tGs3mfR0D3x9oVkzE9eBAwEVFgdXVhhc3WUXZKkGIURjJwlOI+Dt7c0111zDNddcA8BXX33FLbfcwsiRI5k+fTrDhw+v82UUOnfuzMaNG+nYseNZvbZrMhAenkdKiplh+OhRM+KoeXPo1s0UDJ9r14yzmHjNmjQOHtyO6XoKAQowC9qXtmjRo1x//fWnxRkSAtu2eVU4mqmi1qelS03rU3WTE1mqQQjRmEmC0whdeeWVHDhwgI8++ogHHniAb775Bg8PD3x9fQkJCamzOFzXA3I4HKSnpxMaGlql57omA2lpppVlzx4zk7Cnpxm6vXatKTD29Kx610x5XUTjxhUwdOiXZGfnAJGYeWzygacoWU/KyMzMLDXbdNmkJSiokJCQ8lccl8JgIYSoOVJk3EgFBwczffp0YmNjadWqFcuWLaNdu3bceeedbN26tU5jSUlJYezYsVxxxRXk5+dX6TkJCebD32n7dggKMsnMkCEQGmom3ztypOpzv8TFmVagb7+FTZvgs8/g8ssz6dfvK7KzjwPpmEUxFwO3YLqjAHpy5ZXrue02zXPPBZSaUK9snFBx0iKFwUIIUXMkwREA3HHHHWzbto1WrVpx7bXXkpuby7Fjx6qccJyLgoIC4uLi2LFjR5WXoSibDDi/DwkxMxE757Hp0OH05KaiGX5ff71k+QabTbN9ewqHD+dhWm3yMUO/X8S03AD8HVhKjx6bCQ7uf9pSCnFxZgTWZ5+Z+XOSkkpiLS9pqWgkV3VGXQkhhDAkwRHFWrVqxd///ne2bduGr68vr7/+OlFRUcyaNYuEWuwnad68OcuWLWPjxo307FnxCCNXZZMBb2+zZlRmJnz5pUko9uw5PZGobG2n334zrUD5+Wls3nwAhyMLcHZLpQIpmAUyewIz+dOfxnHRRVfh6elJfLx5fWd31Ouvm+O2alXSZbZmDSQm+laYtDgLgysbzi6EEKJqpAZHnMZZ9Pvkk09y3XXX8cYbbzBu3Dg2bdrEiRMnCA8Px2ar2dy4T58+pe47HI5KX8N1lNCGDQFkZpoWkpwck1SkpppuoLKJRGWFvFo72L59B5mZx4EemD8Pb8ycNs2BE5hh4ROZOvXPtG7tz5dfmlaj3FzTTRYRYe4vX26WeAgLM8PDnUs/JCf78MILFSctUhgshBA1Q1pwRKW6d+/Oyy+/zKZNm7DZbPz1r3+lW7duvPTSS6SkpNTKay5evJgBAwaQVrYgpYzoaJPABAbaCQw03VEeHnDggGk1GTzYzH/jqqKamE2bktmy5XUyM8GsG+ULOOcLygIuBDpw0UXtuO22J2nZ0r/4ubm5ZuK9tDSTZH3/PRw8CL/8Al99BevWmaMMHQotW+ZKAiOEEHWgSgmOUspPKZWolEpQSvmUeewdpZRdKXVd7YQo3IGzNWXhwoUsWLCA33//nauuugqAU6dOVfk4Z1rhurCwkH/84x9s2rSJhQsXnvF4S5dCYGAh+flmfabOnc0tMNCsLVW2Z61s7Y7Wmo8+Ws7y5a8CbwDHgHaY5MYbKASSgeaEhNxA9+4X4+1dcoxu3UyCk5Zm1nyKiTEzDkdEmPqbAwfM9pwcsxK4l5cdIYQQta9KXVRa6xyl1BPAO8B0TKUlSql/Yuaov1tr/UmtRSnchlKKIUOGMGTIEOx282F99dVXk5uby913382kSZMqnLSvKitce3p68vnnn/P9998zffr0CuOIizN1LosXg8MRjp+fGTXVtGlJa0p5xbyuM/wWFCTz+usfYVpsnPPZZGAWyszGrCPlg5dXB8LD/fH0hM2bzcgsPz8YMMAkUT16mAU4MzPN6K0+fWDDBtOa5OkJyclmPp6iK1jNKy6EEOJsVKcGZyHwAPA3pdTbwFTgEeAJrfX8WohNuDkPDw8AfvjhB7755hvmzZvH8uXL+fTTT8nIyDhtoc/K6l9cu206depUPEdOefPS7NoFjz5qJvXLywOtPcnJKWlV8fMzRcflLU0QHQ0PPaS59dYv2bLlFKZw+F3MfDZ/xwwFzwdCAY2Pjz/BwR40aWJqaMAs1ZCTY7q/srLMquSPPAIvvWQSN5sN7HZo29YkQ8ePmzhbt4ZTp7zP/cILIYQ4oyonOFpru1LqEWA58F/gYuBVrfVTlT5RNHienp6MGzeOcePGkZ+fj8PhoF+/fnTt2pXp06czevRobDZbuRPZ5eaaUU+uCYwz2YmLg3/8I5fY2J8YM2YIKSnBPPqoSXBOnjQtNjYbFBQolDKrbSclgY+P6SJKTzfJEZQcc//+/fTu3aHo1XtiRkU9ABwELgJaA/4o5YWfnze5uYrkZDh1yrTI7NxpEhxf35IiYucaV64rkoeEmBgLCsxK4J06OVcl961wqQYhhBA1p1pFxlrrr4BNwEjgU+A+18eVUj5KqbeVUvuUUplKqd1KqftrLFrh9ry9vbHZbMTGxjJhwgQee+wxZs6cCUDLlgWl6l+SkkxdSmamWa37pZfMytnPP28ef/11+N//DrNrVws+/PAg+flmKHZKimkRca7woLVpMdHaDBnv1Qu6djX7LV4MN99s5qJ58MEH6dDBmdxcBXwIXAN0ADoB0UAkvr4hBAT4oJTC4TDH1dokTgUFprYmL+/0Cftch643awZ795oky+EwCZLW0K5dVnHSJYQQovZUa5i4UuoaoHfR3QyttS7neMeAS4F9mE+M75VSR7XWn55jrKIe8ff35/bbb2fKlCnk5uaybl0OL7zwCZ6eY4iKCuBPfwoiNtZ88DtbR7y9TeLwzDPmGD/8AG3aRKH1Ltq06cTatabFx2YzrTfOFhznaPKiHjNCQkz3ka8vhIfDoUMF/PnPqcAdwE3ALqBXUaS+wHlAD5QKBrzx9DSZk8NRkkTZbCZBsdnMttTU02t8nEPXX38dYmPN+QQHmziPHzctPn5+ubL0ghBC1IEqJzhKqUsx//J+gVllcIpS6kWt9XbnPlrrLOBxl6fFKqW+BoZgWnxEI6OUYvduP+bNg5tvvo4tW3YQG6tJSmpPYGAYqakaLy+Fl5dJKAoKTKLy6qummwm86NmzB2DqXpKTzUKa6ekm4Sh5HfAqGtWdmGiSGz8/2LXrMEeP+gBBQC6Qhuld9S+6nwtk4+sbSX6+J1qbJMr1eL6+JqbCQlM0HBoK2dkV1/hERMAVV8CWLSZmPz/z9cQJaNrUk/PPr62rLYQQwqlKCY5S6gLMMJM1wI2YqV2vBv4JTKjkeZ7An4B/n2ugov4qKS72o1WrPowe7SA5uZBlywrIz7fj5aXx8PDGw8OjuNXk1CkYPdrMLgwmydAacnIyadrUzqlTIcV1OFqbGYiDgkzR75YtEBRkJzFxE9AMUzAM0BTTKxuIGQLuiaenplWr1pw4YbqjnCOfbLaSFhwPD9PlBSbBSk83SU5Fsww7a426dYNffzXbfHxMK46Pj6csvSCEEHXgjDU4SqnuwNeYdv0JWus8rfVezNCT8UqpIZU8/RXMv8wf1ESwon4qO7mezWajWTPvokJeLxwOG5mZmeTlFQCawkKNzQarV5tWFLvdJBWnTp0gJeV99u69gQ4dCmnVyiQSrVrl0LGjSURatYLCwiwSE08CbTBDwH0AO2ZOm1Cceb3N5o2XVzh5eYq8PBObUibBcbYOBQWZ2AsLwd/fJDahoWaoeUWFws65dlq0MJMN+vmVtDxdc80hKTAWQog6UGmCo5SKAlZgkpQxWut0l4efwizUU27rjFLqeUzrzRitde2v2CjcVkWrZHfsCH36eODp6YOPTzBeXp5oXUh2dj7BwQeBAgoLIT8fzjsPBg4Mo337g7Rr9yxJSR6kpJgEpHfvVDw8zCR68fHzycr6CrO8gicmuXH99bMDdpTywNvbhodHyXpWnp6mpSgoyCQzbdqYRTtfeskkNUePmq///rdZyLMirsXGzZubouf+/eGVV6Bjx6wavLJCCCEqUmkXldY6AfNvcHmPHcUUMpxGKfUSZqTVxVrr5HOMUdQzZeeu6dkTli0zj4WEmOQmJQVmzDDbg4Nh+3ZFaioo5UV0dDo2Wyzx8Svp2XMShYXB7NwJ7dt7kpX1LzZutOHjYxKSQ4cgKakJNlsKSUmfAMeLbieB7kB/TJ2NB+CDr68P4IlSJplxFg8HBppWmoAAk+z4+Jgi4d69TTJTWUJTlus6Wc5rcPvtZntMTM1dZyGEEBWr8cU2lVKvYKo4R2itT1TxOU0wXV6XYubF/5vWelEF+z4APAz4AZ8Dd2mt82oidnHuyputeNkyGDfOjGwq+4HfpYtJBFq2NAlFTAwoFUxIyHhuuimXyEgvfv/9ADExHhw5EkBGhpkdMC8PPD3taG3HZssgKWkbZgZip+OUtNwk4ul5Pt7evdBaERhoYhgwADZtgt27TUvL8eOmyNnf37Ti5OaWv+p3VciimUIIYa0aTXCUUm2BezCfNPudq1IDq7XWYyp56jzMp1EEZhj610qpLVrrbWWOPxoze/LFwBHMiK4ni7YJN1DRbMXx8SUT4rlyJgLOxCgkxFlMDJs2+eLjAykp7WjfPpV9+2wUFBTi6emFUpCcnA2kUVgYDKRi6m3A9KiGFN1/lWHDXqBXr3bk5pp5dwD69TMJVdeuZsbhrVtN/U56uhkhlZUFF18sSYoQTomJsH69mWjzwAEzf1VAgOl+vewys8/69Wa0oFKwfz+sWWPue3ubVlFnrVuLFuafiowM87d36JDpiq45Q8/6mUqZm81m6uc8PMz7UV6e2ebjY2YlHzzYvFc4R0u2amVaem+4wRzHeS1sNjNoYt8+809UVpb5J6pLF7P/gAE1dMriNDWa4GitD1LNxXaUUgGYEVk9tdaZwC9KqWXAzZyeuNwKvOtMfJRSTwMfl7OfqEOuXVKbN8PAgaUfLzshXnmciVHfvrB2rek+8vExxzt1StGuXRh79gBoHA5wOAoxc9hk4XAAxAJbMfl1a+Awnp5vkp7+Mbt3+xXHN3y4SaDy802r0e23w/yihUb8/c2sw7m5JtFp0qTmrpEQ9Vlioplx3G43f++HDpku4o4dzWCA3btNq2f79iYhWLrU7OfjY5KFhATzXH9/83e+fr0ZQOBcqNadOCf2dDhMAubK4TDJzIEDcPCgOYfgYJPAJSTA+++bRCYysuRafPedeaxFC9i+3SQ8zZubZVyca/FJklM7aryL6ix0Aexa610u27YAw8rZtwfwZZn9IpRSTbXWJ2sxRlGBsl1S27aZVpLhw53z2JS/6KXzuc7EY9MmuOACk3RceKF5IzA1OWbxyp9+Mm8mWiscDo2pj3cATcjNzcbU2/TF/ErsoH37q7HZPuHBB+Guu8pvPXLKzzeT8O3caWINCTG1NzX7H6UQ9df69abAfts286HvTP5TU83f9rZtZjmSXr3M98ePl0zCmZVlPugdDpPkOCfrzMkxrUD1UdE6w4B5jwoIMO9P2dnmWvn6llyLvDxzvXbsMEmgM7HLzTUTkX72mSQ4tcUdEpxATJ+CqzTMzGxn2tf5fRCmqrSYUmoaMA0gIiKCGDeo7szMzHSLOKqiqrEuXNiWrCwvbLZC0tIgIsKLo0dDiYkpZMCAFLKyPMnM9OSaaw4RE1Mygmjv3gAWL25DYGAhAQGF5OWF8e23nrRvn0lamjeZmZ54eTno3DmTvDzIyWmOt7fG4fCgsFDhcChMklNIly4Hycm5iOTkfLy8fPH1jcbHxwet04mJ0ezbl8PgwckcOBBAUpIvERG5DB2aXDyiyeFoS3KyF+3aFRbHl5zsSVBQATExBy25ru6gPsVaHSdPnsSl+5wNGzYA0L9//+JtTzzxBLNnz6ZVq1YcPXoUgL59+7Jx40amTZvG22+/Xbzv4cOH2bhxI+PGjSve9uabbzJt2rRSr3PllVeyfPlyxo4dy1dffVW8XWvNW2+9xf/93/8Vb1u2bBn9+vWjdevWxdvuuOMO3nrrLfr168emTZsAaNmyJUeOHGH27Nk8+eSTtXhOd3DXXRNR6jKWL/8KMJlJeHgH7rhjIGvWbOHrr1fz8svfA5fSo8c9ZGWlkpBwHAgGvPDyCsZms3H48AnMaMYAzFu6Z9F9Vx7lbKtIRfuey/Mr26ZxTuJvt9soKNBs376jaB9/kpP9uOCCltx///3s29cJaIe3t52mTceTnX2QxMSDgC/r1x9n8uS+HDjgg1LNil9Ffveqdk5VoU5fbaFuKaX6AGu01v4u2x4Chmutx5bZdwvwD6314qL7TTFFyc0qa8Hp37+/dl50K8XExDB8+HCrw6iSqsY6ZYr5j8S19aNZM9izx3Q3lV1A02n27JKFKcGsS/Xdd+a/Q+dyURkZpgncOVrq2DHIzdXk5OSTk1OISXD20r59MPv3BwDZmB7SRHx9Fd26DeDoURteXqYPvHlzE0/r1uaYzon64uLM6uQnTpj/tnx8zH9Wc+bUfA1OQ/wdqAtKqY1a6/5n3vPMunbtqnfu3FkTh6oXauLn+MUXpnVi2zZTT+dcHsXLy/xN7dxpWnBGjjSTW/7wg3NiS9OCk5lpCvi9vc2Ixbw800KamUlRF3NNs2MSktrh/Jz19DTvd6Gh5nzsdtNaM3RoybWIjy9Zwy4wkOJZ29u2Ne8zQUHw7LPnFo87/a3Whaq+H7hDC84uwFMp1VlrvbtoWy9gWzn7bit6bLHLfknSPWWdjAzTfeScIC8x0fwxd+oE999fOkFwdknFxpoZikNCTJdU9+6mO6tJk5I3wpAQkyClp5uaHA8PyM+3k5+fgFInCQ7uhdZeZGS0ICnJH1PX7otpzDtKbq7p+srOTic/3wcPDy/S02388UdJQfH8+fDGGya2sv8YVPMfBSEatAEDTA1Oixam9sS1Bic5GXr0MB/U6elm25Yt5h8Sh8PU3aSlmboWDw/TfeNcwkQp96vBqQoPj5LlXLQ2SVxeHjRtaq5Vs2Yl12L3bvMPXLdupWtwfH3h5Em47Tarz6bhsjzB0VpnKaWWAk8ppaZiRlGNBy4sZ/cPgIVKqY+Bo8AsYGEdhSrKiIszb2R2u3mzS00tWXU7L6+kgM51lJTdbv6TAfPH7e0NP/5o3ij27KGogNgU6J08af4ztNmgoCCVkydP4OcXQfPmbUlPt5GfD02aNCUrKw8zoV8Qpi6nO2Dn1KlUmjcP5uRJTUFBFikpXgQE+BIcbFqPVq4sSbo6dDAjq5xSUsx2GUUlhKmvGz/e1Jfk5JjC2sxM80E/dGjpUVRZWTBhgqlBcY6i6tSp9CiqTp1qexTV2TvbUVRRUaePosrKMkvOOEdReXiUjKJyjrqS+pvaY3mCU2Q68B4lM7TdpbXeVjST8h/AeVrrBK31d0qpfwM/UTIPzhNWBd3YLV1qEpsOHWDv3pL/aPz9zfawsJIkwTlKassW86YRGWlGIhw7ZlpscnLMVy8v8/3u3WaYaVhYIZmZO8nPj6N378vJzQ2meXPTtPvtt5CdrTBLnuUURaUAr6KvBSQnZ+PrG4zWnoADrSE1NRmtfWne3IulS32K145yVZWRX0I0JpGRp/+dlLePO4iJWW15l427XIvGzC0SHK31KcpZtLNoJuXAMtteAF6om8hEZRISTKKRm2uaW53rTWVnm+9dkwRnEpGWZv77U8r0Qe/cWdJqExJikpySIZqFnDqVTvPmQTRvfi2nTpkZjFNTTZ93YKD5L9JuBw8PX+z2XExdzinMgvdBOBx2AgLSyMgIwWbzKFrSIYSsrGzi4xeTl3ce11wzqFQ9EFQ88ksIIUT94BYJjqifoqJMs218vGl6LSw0N5vN1NW4JglRUabbJyTE9NlnZpqmWjCtNkqZxKegADIzHWRnF2C32/HxCSI8vAkniubEzsgwTbv795vXDAgAu91Obq4PWVn5mOLCDEwj3xAggBMnMgkJ6Ul+vicOB+TmehEREUKzZrfQrt0pJk6E8eN/JioqmAsu6EZeni8pKWaOHCGEEPXTGVcTF6IiEyeaJKNnT1N86GxNGTrU1NakpJQsdeBcgNLfHw4fNsmNUqY/OzfXfC0sBLs9h8zMY3h7Z9G0qQ+BgV6kpJguL0/Pkuf07Gn2Dw0FDw8HDgf4+fljJrg+5hKlP+BDWtp2goIc+PiYlqPmzSEry5Pc3OZorXn8cX+Sk3fz8suf8ccfvxTXDgkhhKifpAVHVEvZhTSda0z5+JgZjJ2zBIeFlaw35RQQACtWmO+dM4AGBpo6nIwMB8nJWeTn5xAU1JSmTX0oLDST//3yizmun59JpOx2MzrhyBFTvOfnZycy0sx47OnZkT17YoHhRa/6JWaEVRjHj//BwIHXkp9vEq2+fU3cX3yhmD27P1Om9Ofo0aMcPXqUHj3sXHvtDUyYMIGrr76aHTu8S513eUPfhRBCuA9JcESVVbSQputIKWcSUNHzWrQwrTupqSU1NNnZuaSnF+LtrQkLa0qzZh5cfLF5ro+PGV7pHFbq/JqWBsOGmUTjhRdOYLMF4u0NSnnicFzGvn1/AJsxdetOF6H1t4wfP4Zjx8zMoqmp5hFnwtKyZUtatmyJ3W7n2muvZd68ecyY8Sbdu79Hv34dis/bdYSYEEII9yNdVKLKli413UJbtsDy5eZrYWHJujNz55oPfy8v+Pxzk4B07WomA7TbTYITGmqSlOPH4Y8/NLt355OSYicgwJNRo4Jp08aD884zidCoUeZ4rVqZ56Smmq+tW5d0f0VHw+TJB3nvPZg+3cynY7OF0KJF2YWkzGQb69fvZOPGRH791RzLuQjg3LnmHJw8PDyYOHEiP/74I9ddt5i2bYMIDCzgiy8+59SpvYSGapYurasrL4QQorqkBUdUWWysmcvBz890L+XkmO6p7GzzeFiY6Z766SfTdeTtbVpokpJKRk+Fh8Pvv0NOjgPQKKXx9fUDbPz2G7RpY5IXZ+uQswssO7tk9FRwsOmyeukl013Upk0ATZqUtBK1agVpaV05diwHWItpxQkBfgPC+OqrQ/TpEwF4kZdn1r7y9q543pucnOZ07GgW+GzXrh0rVqygoMDOgAFXYRb2FEII4W4kwRFVlppaMvkVmK95eWa7cxj4zz+bAmIfHzPUOy3NfD1yxDzm4eEgL8+OmZDPCw8PHwICKFpvyoyySk8vGbIdH196oUzX7q7mzU0i9OuvbdiwwWwLCzMjuH79FaKjo4mLSwHygTBgbtFR3mfz5nguuqg3ffsqIiJMjBXNe+McARYW5km/fv3o27cvf/xxhIgIH5KSknj88ce566676NOnT41fcyGEEGdHuqhElYWGmkQgJ8e0oOTkmPuhoSYJSEszN7vdbHeuBh4cbLqydu+2s2PHHrS24+PjRUCADW9v5+gpkzzl5pbMp1PeZHvOCQPDwsz+YWEQGFhYvPQDmO6twYMhNNRGVNSFQAomuYkvun0JrGLv3nfPuOI5lIwAS0lxnpfCz68106Y1w8fHh3bt2jF+/HgGDx5cvBCdEEIIa0mCI6qsd284/3zTcpOebr6ef77Z7kwCvL1N4pGSUpK4ZGVpIJuCglz8/CJp2tQHu91GTo7pekpPNy04BQVmnZvwcPN65SUdCQkliYxTQEAhWpde06ZFCxPXbbf5MH9+C0xi47QUCOPw4Uw2bNhYnLw4h7SXFR1tCorDwsxaW2FhJQXGoaGhPProo+zbt49HHnmE8PBwduzYwSOPPMKBAwfO/mILIYQ4J9JFJSpUdkh4z56mBqdXL5NkpKWVLvYdNw7+9S+zLS/PzFsDdjIzC7DZNB06eJGb6108X46Tc0F7X1/T2rNzp0mUPDxOn2yvpLuoZFtWlieDBpntYFqBYmPNWlaXXAITJ95F//7vUbKifDymRWciX3+9hRkz2jJzZrNKR0RFR1c+YsrT05Px48cDcPjwYfLz8+nfvz+DBw/mlVdeoX379me83kIIIWqOtOCIcu3dG1A8Ksp1SPi4ceW3ZMTFmceHDIHzzgNvb01hoYOcHAfe3jbat/dHKW9OnjQJiM1Wkth4eJhVeDt3NgXChYVmMsDyhmH37AkxMbB4sSlm3r0bMjM9mT7d7J+XZxbvBBg50iRKc+fCO+/8XuYM44GngNt57bVwunWruZX+WrduzQsvvEBCQgITJkwgLCyMdevWMXfuXNLq49LJQghRD0kLjijX6tXNimtdoOTrypWm+wfMBH2vvw5Hj8K6dSUzEmdlFZKfnw344O/vSWioBykppgsqONi0rGht6nO0Lll7ym6H4cPN94mJpyc3ziSqRw+TAJ04Yep8rroqmehoE1SLFnDFFaVbeMBM5nfy5EmaNm1a7vn6+PignRlXDfH39+f2oiao4OBgtm7dypNPPsnVV1/N3LlzadasWY2+nhBCiBKS4IhyJSX5nlb/sm2bmVXY19fU3ziXTSgsNMPCbTZNQUEOWVme2Gz+hIZ6kJensNtLllnw8DBfbUVth4WFJqFJTzePQcUFv64Fxl26mG0pKXDgQEDxPpWtDN6kSRNWrlzJqFGjyj3nu+++m3nz5p3N5Tqj7t278/777zNx4kT27t1LcHAwK1eu5NChQ1x33XX4OYemCSGEqBHSRSXKFRGRS1qaaaWJiYEFC0yXUEGBmevm5EmzaOaJE2aem4ICB7m5DrKyvLDZPNHak9xcRbNmZu2niAho1sy08nh4lLTYONntJsn5/XfzerGxZni46+R75RUYh4SYZMzJOZrLlWvCNHLkSO6+++5yz3n+/Pn86OzfqiUhISE8+OCDeHt74+/vz2effUZUVBQzZ84kJyenVl9bCCEaE0lwGri4OJMoTJlyesJQmaFDk9m7F1atMiOdTpwwSYmz9UVr0/qSlaUpKLCjdSGgAE9sRc0zBQWmhcfPz9TODB9ujh0YWHIMpUzrjq+vmT9n1SqzYvihQ/DZZ6aA+a67TNwVJS8REbnF98sO6S5vhNRrr71W4XmPGjWKU6dOVe0inaMLL7yQr7/+mnXr1hEeHo6vry/Lli1j+fLl2F2zPyGEENUmCU4D5rp8gusaSlVJcjp2zKJNG1MzU1Bgbh4eJjEpLDTfm5oVc/Pw8MTT04bNpooTl9BQuPZaM+rK09MspTBqVElXVXCwKS4OCYF27UoSorAwM1z82DFzf9MmE3fPnuUnL0OHJhfHXdmQblf5+RUXFTdt2rTG63Eq06FDBx5++GGUUiileOaZZ+jYsSP/+te/6jQOIYRoSKQGpwFyDu/+8ksziqhPn5JJ8cAUBkdEnHll7Lw8GD3aPHf37pJ5bex2jYdHIWCKZjw9PXA4FGASErvdHN/PzyQZUVElK4s//riZIHDzZtPV5e1tVhn39zfHdxYh+/iYGLKyzD5hYWZW45kzSw9dv/12OHUqq1TcZxrSDeDl5cXOnTvp2rVruY8PHDiQ9evXV/ma15SxY8cyduxYNmzYwI8//ohSiiVLlhAZGcmgQYNQStV5TEIIUR9JC04D49pq4xyh9OuvpjUETA3MDz9UrVXHtUsoKsocy2ZzUFhYQF5eIUpBYKCNkBCFj49JRMC0ygwdCtdfD++9Z7rGnAlHdDTMmQNjx5qWm8hIGDHCdIN5eZmWnuTkkhqfo0dNjLm5JqmJjjbHK3vcs9GlSxfefPPNch/bsGED8+fPP/uDn6P+/fvz8MMPA5CWlsbNN99M3759ef/99y2LSQgh6hNJcBoY15FGoaGmO8jXF3bsMI/HxpoExHWpg7Awyl0Z27WeZehQ8PfPJj8/B2/vQlq18qFXLxvDh8Oll0KnTmZkU6dOJmHx8Kh8ZuA33jCvOWaM6Zpq3tw8/+RJ0wLkbC0qLDSJz88/lyRQNWnatGkMGjSo3MfuvvtudjgvnIWmTp3Krl27+Ne//sXJkycB+OSTT9i1a5fFkQkhhPuSLqoGxnWYdPfusHat6e45cgS+/Ra2bzcT6h07VjKfTdk1n+LiYOHCtthspusoPT2Xn39eh8ORyIQJFxMW1rJ4ZuOVK+G330x3VlCQuR0+bJIrZ9JUUSuLa1dSXBzcfLNJdA4fNsfz8DDHy842XVe11Tuzdu3a4sLosrp3705eXh7etZFdVYPNZmP06NGMHj0agN27d3PfffcRHR3NAw88wOWXX25pfEII4W4kwWlgXJcyiIiACy+E1avNKKiwMJPc2O2m22rwYJPkuA6jdnZxZWV50awZ/PRTCnv3ptKtm40VKyZywQV+pfYLCzOzG6elwd69Jgnp0MEkTc7ur3HjTP2Ma80PlK6lmTgR2rc3z0lONomNUiXDyS+6yCQ9tUEpxalTp2jSpEm5j9fGJIDn6vHHH+evf/0rn332Gfv37wdg0aJFXHzxxbRwZq5CCNGISRdVA1N2mLRzTafLLzfdQQMHlgzPXr/etOp8/bWZy8ZZnFxYCHFxgSxcmMmePblERjYjIGAo8+b5FdfqlLeq94kTcPx46W2FhfD006Vrfh57DB599PQ6IOcCmeefb5KeLl3MHDrduplutopW+64JYWFh/O9//6vw8f/7v/+rvRc/Sz4+Ptx4443cfffdOBwOVq9eTffu3bn++uv5/feyS1MIIUTjIglOA1PeMOn27aFjR/O4s1XHw8OMjILSazatWgW//ZbO3r1ZeHgUEBERQU5OEKmppWt1XCfdc04GuHt3yfBup8OHTY2Na9Jz/HhJi5JrHZBSJtlp1cqMtEpNNV9bt658te+aMmLECO69995yH3vrrbdYsWJF7QZwDmw2G6+//jr79+9n8ODBbNu2Da01n3zyCRkZGVaHJ4QQdU4SnAao7Eij3r1LT5AXEWFGK3Xvblp1WrY0CUZgYD4bNiRz6FACAQEhhIeH4e1tfkXy8krX6jhHWB07Zrq7cnJMK0vZUVsnTkB4eOn48vJO724KCTHbZs40LTcdOpg6ng4dTLdaeXPZ1IaXX34ZD+eaEWWMHj2a5OTkch9zF6Ghodx7773cdtttZGdns2TJEtq2bcs999wjRclCiEZFanAagYkTTesMmEQiLc2MVho5smSfhIQEvvjiSxyO6+jSpRtJSYXk5JjEpaDA1MHs2VOyBpTzmDt3lsxZExhoviplipl9fMwIqLJrQzn3d+WsA6rKHDa1LScnp8Ki4vDwcBwOR72YjyYgIIDPP/+cxMRE3nrrLeLi4ujYsSPLli3jyiuvxMvLy+oQhRCi1kgLTgNT3tIM5XVbjRplWlwKCwtZsWIFixcv5sILxzBgQDi9e3sSGFhIaqppkQkKMi0+v/1mRk5ByTHz883Nz88kTCNHmiTqyBHzOo8/brrDXGcfbt7ctOqkpJh5bpx1QMeOVX0pidrk5eXFbmf/XTn69OlTh9Gcu8jISJ566ikmTZrE8ePHeemll2jXrh2zZ8/mmGt/ohBCNCDSgtOAuI5sci3edXbvuLaMxMXB3/6WzK+/fkNEhB/XXz+dvDx/brsNli0DPz87XbqYY+TkmGLfrl3NaKhJk0oKksG0yHTrZrq+wNTzjBhhEiwwrT6uI6b+8Q+z/fXX4ccfzbw8I0ea47jGa6VOnTrxzjvvMHXq1NMe27JlC6+++ir33HOPBZGdm5YtW7Jq1Sri4+OZP38+8fHxBAUF8fvvvzN8+PB60TJ1rnbt2pWplNppdRx1qBng3n2rNa+xnXNjO9/yp6AvQxKcBsR1ZBOUfF26tHTCkJ+fz2efPcOvv/7MiBGvEBx8Pq1bq+IlG7p0gYkTbfj4mPqXbt3MCCeHwyQpronUwIGwYoVZGLNJE7OtefOSJAYq7naKiIArriiJ0/U8rE5wAG6//Xbef/99Vq9efdpj9957LyNHjuS8886zILJz17Nnz+KZmv/44w9mzJiB1prp06dzyy23EBwcbHGEtWqn1rq/1UHUFaXUhsZ0vtD4zrkxnm9V9pMEpwFxneTP6fRJ/OK49dZbad26NfHxi2jVqtVpx4mOhj/9KZmQkCDy8swsyOvWlaxr5ZpIJSWZOhsPD0hPN9uqOmVMVeK12qpVqyqcBLBHjx7k5ubiU15RUT1y3nnnER8fz88//8y8efO48MILadOmDXv37mW4cwl4IYSoZ6QGpwFxXTvKyVm8W1hYyJw5cxg5ciT33nsvy5cvLze5cRo6NJm9e82wcec6UenpZth3bGzJEPHt201S062bGY01ZowZkl7e0g/VidddKKVISUmp8HFfX986jKb2KKUYNmwYixcvpm/fvmzfvp1HHnmEoUOH8sknn1S6+roQQrgjSxMcpVQTpdQXSqkspdRBpdQNlew7WSllV0plutyG11207q/sJH/O7/v02c+QIUP43//+x8aNG7ntttvOWGvRsWMWbdqYJRIKCsySDcOHm2HbqakliUlamilWzs0tSXqq2gpTUby1Pd9NdYWGhrJq1aoKH7/99tvrMJq6cdFFF/Gf//yH+++/n3feeYdjx45x+PBhDh06ZHVoNeEtqwOoY43tfKHxnbOcbzmsbsGZB+QDEcCNwOtKqR6V7P+r1jrQ5RZTF0HWF2VHS4WGOoiI+IDbbx/ArbfeyooVK4iqRvNIXh6MHg3jx5vkJiLCJC+hoSXJSHCwSXJyc00rDlS9Faa80V3uUGBcnosuuoiHHnqo3Mfee+89vv322zqOqPZ5enpy9dVXs3LlSqKiovj111/p3bs3V111FT/88AMOh8PqEM+K1rpRfRg0tvOFxnfOcr7ls6wGRykVAFwN9NRaZwK/KKWWATcDj1gVV33nLOjdu3cvt912G1prfvvtNzp16lTtY7mua+WUlmYmDpw4saQWJzUVevQwxcXOxKeqjRruMO9NVc2dO5fXXnuNvHIWxbr88ss5fvw44WVnNWxAJk2axGWXXcaiRYt44oknGDhwIKmpqQQHBxNWtlJcCCEsZmULThfArrV2nV51C1BZC04fpVSyUmqXUupxpZQUSZehteaNN97gggsuYMKECcTExJxVcgOVdyE5Z0v+73/hww/NyCt3b4WpCZmZmRU+1rx5c7dblLOmBQYGMm3aNNauXUtISAhffvklHTp04I477mDz5s1WhyeEEMWUVW/ISqmhwBKtdQuXbXcAN2qth5ezfwdAAwcxSdCnwIda639WcPxpwDSAiIiIfp988kmNn0N1ZWZmEuic7vcc7N0bwOrVzUhK8iUiIpehQ5Pp2DGL48eP89xzz5GZmckjjzxC27ZtzznWil7LndTUda2q/Px8tm7dSmpqKm+99Rbjxo2jW1H/nJ+fX6VDx+s61nNR1VhPnTrFN998w9q1a3n11Vc5ceIETZo0qXA26LMxYsSIjY1pGKwQogZorWvlBsRgEpLybr8AfYDsMs95CFhexeNfB2ysyr79+vXT7uCnn34652Ns2aL1zTdrfe+9Wj/+uPl6880O/dRTX+hmzZrpZ555RhcUFLhFrHXFilgXLFhQ0e+2fvHFFyt8XmO4rn/5y1908+bN9SOPPKL3799fI7EAG3QtvVfJTW5ya5i3Wuui0loP11qrCm5/AnYBnkqpzi5P6wVsq+pLAA1/2tUyXOegsdnAyyuTX35ZzmuvHWXlypU89thjeHpKz11tmzx5MiNGjCj3sQceeID4+Pg6jsh9/Pvf/+aXX34hLy+P2267DTBrndXXomQhRP1k2Seh1jpLKbUUeEopNRXoDYwHLixvf6XUGGCT1jpJKdUNeBxYUlfxugvXyfHi4+P59ttv6du3Hx06TKNXr/JXwa5pzmUanEsvOGtyGpsff/yxwkkAzz//fHJychrMPDnV1blzZ1544QW0Nl3gM2fOZOPGjdx1111MmTKFJk2aWByhEKKhs3qY+HTADzgO/Ae4S2u9DUApFVU0141zwPFIIE4plQV8AywF5lgQs6WiouDYsRyWLFlCTEwMN9xwA337Xkz79nWX3Myda4qNXde7codFMuuaUorU1NQKH/fz86u7YNyUc76lTz/9lEWLFhEXF1c8b5As9CmEqE2WJjha61Na6wla6wCtdZTWepHLYwnazHWTUHR/ptY6omjfDlrrv2utC6yL3hphYf/jww+X4+PTgjvu+D/8/VvX6eR4ZbvInN9XZebihigkJKTctaqcJk+eXHfBuDGlFBdccAEffPABS5cuRWvN+PHjGThwIAsXLiQnJ8fqEIUQDYzVLTiiilJTU7n11lt59dVpzJ/fkXHjhpKU5FXnw7ITEkpmLHZyt/Wj6tqf/vQn/vrXv5b72Pvvv89XX31VxxG5N6UUSinWrl3LE088wZIlS7jvvvsAOHnypMXRCSEaCqlGrQe+//57pk6dyrhx44iNjbV0mHFFk/+50/pRVnj22WeZN28eWVmnD6EfO3YsSUlJNG/e3ILI3JeHhwdXXHEFV1xxBXa7nYKCAvr06UOPHj2YPn06l19+OR4eNd/1Ghoaqs92bqj6KCsri4CAAKvDqFON7Zwb2/lu3LgxWWt9xllVJcFxYxkZGcycOZPvvvuOBQsWMGrUKKtDYuJEU3MDpuUmLa16Mxc3ZKmpqXh5eZX7WEREBHa7vY4jqj88PDzw8PBg586dLF68mGeeeYaNGzcye/Zs0tPTa/S1IiIi2LBhQ40e053FxMQ0ulXhG9s5N7bzVUodrMp+0kXlpmJiYujVqxcFBQXExcW5RXID9Wv9qLrm6enJ/v37K3y8sgkAheHn58ett97KunXreOyxxzh58mRx95UQQlSHtOC4mezsbB599FGWLFnCm2++yZVXXlml59Xl0O36tH5UXWvXrh0ffPABt9xyy2mP7dy5k6SkJAuiqp+8vLxo2rQp7733HgsXLrQ6HCFEPSMtOG7kww+30KbNOyxbNoEbb9xNVFTFyU1cnFkLasoUuPNOeOwxGbrtLm6++WYuueSSch9LTEwkroIfzM8//yxDp8vhHGouhBDVIQmOG8jLy2PKlBe5446dDBo0hptuGk5enn+FSUrZuWg2b4Y9eyA/X4Zuu4vvv/++wsd69epValh0Tk4ODz74IMOHD29UtSFCCFGbJMGx2KZNm+jfvz9r17bk5puvYMCAzmdMUsrORZOfD0FBsH17yT6Nfei21ZRSpKWlVfi4v78/AOvWraNPnz68+OKLaK0rbN2pSF5eHgsWLODKK68kMjISX19fgoKC6NixI9dddx0rVqw4p/MQQoj6SmpwLFJQUMCcOXOYN28eL7zwAj/+eC0tW5Zuiq8oSXFdrsG5X3a2GdHkJEO3rRccHMyaNWsYMmRIuY8HBgaSk5NTao2m6iQ4O3fu5KqrrmK7a2aLSXoyMzPZt28fvr6+XHrppWd3AkIIUY9JC44Ftm3bxqBBg/jtt9/YvHkzN910E23bKsr+w19RkhIVVTqZ6dYNMjLA2xscDtN1VZezG4uKXXjhhfztb38rvp+ZmVn8fVZW1mkLUG7durVKx01NTeWSSy4pldx4eHjQq1cvxowZQ7du3SpcJ0sIIRoDeQesQ3a7nWeffZbhw4dz55138s0339C6dWvAJCPOxORMSUrZfX18oGNH6NtXhm67ozlz5hAaGgrAmjVrKt13586d5OXlnfGYzz//PIcOHSq+HxkZye+//05sbCzffPMN27dvJyEhgauvvrp4n+XLl3PTTTfRtWtXQkJCCAkJoU+fPrz88svk5+ef3ckJIYSbki6qOrJr1y7uu+8+wsPDWb9+Pe3atSv1uHN+Gdeh3rffXn6SUt6+c+ZIQuPOfv75Z6Kjoxk5ciQ//PBDhfvZ7Xa2b99O7969Kz3ef//731L3n3/+efr27VtqW+vWrYsTaIB58+adVvwcGxvL/fffz8qVK1m+fHnVTkYIIeoBSXBqmcPh4LXXXuOpp57i+uuv5+WXX66w66A688vIXDT1g91u58UXX2TWrFmAmQzwTOLi4s6Y4Ozbt6/U/YsuuuiMx/Xx8WHGjBlMnTqVrl278ssvvzBx4kQyMjL46quv2LBhA/379z/jcYQQoj6QBKcWHThwgNtuu428vDzWrl3LkSNHpC6iEdmzZw+TJ08+Y7dUWdUdSQVVmyvmo48+IigoqPj+qFGjuOWWW5g3bx4Au3fvlgRHCNFgyKdtDXGdeO+JJzRPPPEZ/fv3Z8yYMaxevZouXbpYHaKoQ2vWrKFXr17VTm6gaoXG7du3L3V/1apVZ3yOa3Lj5Frv06ZNmypEJ4QQ9YMkODXAdeK94OB0Fi78L6+95subb/7KX//611pZEVm4tyFDhvDjjz9WeakNV1VpwZkwYUKp+w899BCbN28ute3AgQMsrWS2xz/++INFixYBZp2sCy+8sNqxCiGEu5IEpwYsXQqhoZqEhC28/fabhIe3oWPHy3nmmc7Mni1LJjRWgwYNYvny5WzatIlJkyZVecmBY8eOceLEiUr3eeihh2jVqlXx/cTERAYMGECfPn244oor6NmzJ507d2bZsmXlPn/79u1ceumlZGdnExoayqeffirdp0KIBkXe0WrAzp3ZfP/9YtasWcOYMZMpKOgP2NBa1oUS0KdPH5YsWUJ8fDxNmjSpUiJxpm6qsLAwfvjhB7p27Vq8zW63Fw8T37ZtG4WFheU+d/PmzQwbNozDhw8TFhbG999/T8+ePat3UkII4eYkwTlHn332GcuXzyMoqDXTpk0jOTkcX19QCkJDZV0oUeK8886jffv27Ny5k6lTp+Ll5VXhvlXppjrvvPOIjY3l7bff5vLLL6dVq1b4+PgQEBBAhw4duPbaa7nhhhtKPWft2rWMGDGCEydO0Lx5c3766ScGDhx4zucmhBDuRkZRnaWTJ08yY8YMNm3axBtvLGbFil5kZEBqqplROC/PTLwHsi6UKK1Tp068/fbbPP744zz33HO8/fbbp03uV9UZjX19fZk6dSpTp049474//vgj48ePJysri8jISFauXFmqBUgIIRoSacE5C1999RXR0dFEREQULbXQi5kzTUsNmNabCy+EiAhzX9aFEuWJiori1VdfZf/+/cycObN4AU44u6HiZ/L000+TlZUFmJqdbt26oZQqvi1cuLDGX1MIIawiCU41pKWlMWXKFO655x4+/vhjXnrppeIPpehoM0z8gw+ga1dZF0pUXcuWLXnuuec4ePAgs2bNIjg4mG3btrFu3TqrQxNCiHpLEpwqWrlyJdHR0Xh7exMXF8fw4cPL3c+5jEJYmKwLJaqnWbNmPP300xw8eJDo6GgGDRpU6TDv6oqJiUFrXeFt8uTJNfZaQghhNanBOYPMzEwefvhhli1bxjvvvMPo0aPP+BxZRkGci9DQUK655hpiY2PJzs62OhwhhKiXpAWnEqtXr6ZXr15kZmaydevWKiU3QtSEBx54gPj4eG666SarQxFCiHpJWnDKkZOTw6xZs/jPf/7D66+/zvjx460OSTQySik6depUfP/UqVOEhYVVebJAIYRo7KQFp4zff/+dvn37cujQIeLi4ipNblzXn5IZi0VtWb16NT169ODVV1+1OhQhhKg3JMEpkp+fz6xZsxg7diyzZ89m8eLFNGvWrML9XdefioyUGYtF7UlKSuLYsWMsX74ch8NhdThCCFEvSBcVsGXLFm655Rbatm3Lli1baNGixRmfs3RpySzFUPJ16VIpMBY1a9KkSSxfvpzLLrtM1osSQogqatTvloWFhfzjH/9g1KhRPPjgg3z55ZdVSm7AzEwcElJ6m8xYLGrLlVdeiaen+X9Eay0tOUIIcQaNtgVn+/bt3HrrrYSGhrJp0ybatGlTredHRZluKWfLDciMxaL25eTkMGPGDMLCwpg7d67V4QhR4xIT4dtvzS0mxrzPVt/Qau1ts5nJWUNCoHdvuPhis5ZgeDgMGGDKEET9Y2kLjlJqhlJqg1IqTym1sAr7P6CUOqaUSlNKvaeU8qnua9rtdp5//nmGDh3KlClT+P7776ud3ICZmdg5S7HMWCzqSnx8PB988AHz58/n0KFDVocjRI1KTISFC+G//4Uffzzb5Kb6HA7IzTX/pK5aBe+8A+npkJ0NX35p4hL1j9VdVEeAZ4D3zrSjUmo08AgwEmgHdACerM6L7dmzh2HDhvHll1/y+++/c+edd571sFuZsVhYYcCAAbz77rv8+uuvZ5WYC9i1a9dpf/djx45FKcXy5cuLt7311lsopZg2bVrxtiNHjqCUolWrVqWe369fP5RSbNy4sXjb7NmzUUoxe/bs4m0bN25EKUW/fv1KPb9Vq1YopThy5EjxtmnTpqGU4q233iretnz5cpRSjB07ttTzneuJlXdOa9eurTfntH49JCfD8eOQnp4P2CnN7nKrbBtn2Fb+8/PzwdMTTpzI4y9/WcLf/34/oaGwfv3Zn5Oryn5O5/K7N2LECLf83avtv6czsbSLSmu9FEAp1R84UyPgrcC7WuttRc95GvgYk/Sc0fz58/n73//OY489xn333VcjxZoyY7Gwwi233GJ1CELUihMnID/ftJxY8f+3w2G6q+x2BZhRtIGBkJRU56GIGqC01lbHgFLqGSBSaz25kn22AHO01p8W3W8GnACaaa1PlrP/NGAagLe3d78OHTrwt7/9jSgLi2QyMzMJDAy07PWrQ2KtHTUda2xsLKtWreLee++t8UkA3em6jhgxYqPWun9NHKtr1656586dNXGoeiEmJqbCtfPczRdfmC6iNWtg40Y4+48nO+BR7WfZbODvD35+MHQoTJ5suqr8/eGqq842ltpXn37GNUEpVaX3g/pUZBwIpLncd34fBJyW4Git3wLeAmjdurXeunVr8SgUq9SnX0KJtXbUZKzp6elMnDiRlJQUrr/+eq655poaOa5TfbquomEYMAC2bYPmzSEoyCQXdcnbGwoLTYHx4MHm9VNTYdiwuo1D1Ixa+8RXSsUAFf1arNFa/6mah8wEgl3uO7/PONMTW7ZsaXlyI0RNCw4O5p133mHDhg1cffXVVocjxDmLjDStJhER4ONzLqOoqqe8UVTBwablZtgwGUVVX9Xap77WengNH3Ib0AtYXHS/F5BUXveUEI3FxIkTmShD90QDEhkJd9xhbmcrJma1tD4Ky4eJeyqlfDGdpR5KKV+lVEVJ1wfA7Uqp85RSYcAsYGEdhSqE28vOzmbOnDkUFBRYHYoQQljO6mHis4AczEiom4q+nwWglIpSSmUqpaIAtNbfAf8GfgIOFt2esCJoIdzRpEmTeOyxx3jsscesDkUIISxn9TDx2cDsCh5LwBQWu257AXih1gMToh6aNWsWCQkJMoxcCCGoX6OohBCVuPDCC9myZQseHtUfHiuEEA2N1V1UQoga5Jrc/Pzzz2RknHGQoRBCNEiS4AjRAC1YsIARI0YwZcoU3GEyTyGEqGuS4AjRAA0ZMoSgoCC6d+8uCY4QolGSGhwhGqAuXbqwZ88emjVrZnUoQghhCWnBEaKBck1usrKyOH78uIXRCCFE3ZIER4gGbt++fVxwwQVMnDhRJgEUQjQakuAI0cAFBgaSmprKyZMnSUpKsjocIYSoE1KDI0QD17x5c77//nuioqIICgqyOhwhhKgTkuAI0Qj06NGj1P3c3Fx8fX0tikYIIWqfdFEJ0Yg4HA6efvpp+vbtS3p6utXhCCFErZEER4hGJC8vjyVLlrBjxw5WrFhhdThCCFFrpItKiEbEz8+PpUuXsmfPHi677DKrwxFCiFojCY4QjUynTp3o1KmT1WEIIUStki4qIRqx7du3M3z4cA4fPmx1KEIIUaMkwRGiEXv00UdZtWoVs2bNsjoUIYSoUdJFJUQj9tZbb9GmTRvmzJljdShCCFGjJMERohELDw/nlVdesToMIYSocdJFJYQAwG6389RTTxEfH291KEIIcc4kwRFCAPDyyy/zxBNP8Oc//5nCwkKrwxFCiHMiCY4QAoA777yTUaNG8eqrr+LpKb3XQoj6Td7FhBAA+Pv788MPP1gdhhBC1AhpwRFClGv//v2sXr3a6jCEEOKsSAuOEOI0W7ZsYfr06QQFBbFp0yYiIyOtDkkIIapFEhwhxGl69uxJz5496datG02aNLE6HCGEqDaltbY6hlqnlDoBHLQ6DqAZkGx1EFUksdYOifXstNVah9fEgZRSGcDOmjhWPeFOP8e60tjOubGdb1etddCZdmoULTg19cZ4rpRSG7TW/a2Ooyok1tohsbqFnQ30vMrVgH+OFWps59wYz7cq+0mRsRBCCCEaHElwhBBCCNHgSIJTt96yOoBqkFhrh8RqvYZ6XhVpbOcLje+c5XzL0SiKjIUQQgjRuEgLjhBCCCEaHElwhBBCCNHgSIIjhBBCiAZHEpxapJSaoZTaoJTKU0otrML+Dyiljiml0pRS7ymlfOogTOdrN1FKfaGUylJKHVRK3VDJvpOVUnalVKbLbbgbxWfZdaxOrFZcxzKvX+XfT6uvaU1TSvkopd4t+vlkKKU2K6XGWB1Xbaru+1F9U533iIagof88yzqbv1lJcGrXEeAZ4L0z7aiUGg08AowE2gEdgCdrM7gy5gH5QARwI/C6UqpHJfv/qrUOdLnFuEN8bnAdoXrXsq6vo6sq/X66yTWtaZ7AIWAYEAI8DixWSrWzMqhaVuX3o3qquu9h9V1D/3mWVe2/WUlwapHWeqnW+r/AySrsfivwrtZ6m9Y6BXgamFyL4RVTSgUAVwOPa60ztda/AMuAm+vi9c+kmvFZdh3PIlZLVeP309JrWhu01lla69la6wNaa4fW+itgP9DP6thqSzXfj+qV+vR3V1Ma8s+zPGfzNysJjvvoAWxxub8FiFBKNa2D1+4C2LXWu8q8fmX//fRRSiUrpXYppR5XStXmsh/Vic/K6wjVv5Z1eR3PltXXtNYppSIwP7ttVscizsrZvIeJeqwqf7OS4LiPQCDN5b7z+zMuKFYLr+18/Ype+2egJ9Ac81/T9cBfai266sVn5XUs7/WdMZT3+nV9Hc+W1de0VimlvICPgfe11jusjkecleq+h4l6rKp/s5LgnCWlVIxSSldw++UsDpkJBLvcd36fUQexln1t5+uX+9pa631a6/1FzYRbgaeASecaZyWqE1+tXccqqnKsFlzHs2X1Na22qv59KqVswIeY2o0ZlgV8jmrh/ai+qdZ7mKi/qvM3KwnOWdJaD9daqwpufzqLQ24Dernc7wUkaa3PuX+1CrHuAjyVUp3LvH5Vm+s1oM41zkpUJ75au45VdC7Xsrav49my+ppWW1X+PpVSCngXU5R6tda6wNKgz0EtvB/VN+f6Hibqger+zUqCU4uUUp5KKV/AA/BQSvlWUmPxAXC7Uuo8pVQYMAtYWBdxaq2zgKXAU0qpAKXUEGA8Jks+jVJqTFH/J0qpbphq9i/dJD7LrmN1Y63r61jO61f199PSa1qLXge6A2O11jlWB1Pbqvl+VK9U9z2sIWjIP89KVO9vVmstt1q6AbMx/5W73mYXPRaFaVaNctn/QSAJSAcWAD51GGsT4L9AFpAA3ODyWKlYgblFcWYB+zBdK15WxOdu17E6sVpxHavy++mO17QWzr1t0fnmFp2r83aj1bHV9c/b6rhq8PwqfA9riLeG/vMs53yr/Tcri20KIYQQosGRLiohhBBCNDiS4AghhBCiwZEERwghhBANjiQ4QgghhGhwJMERQgghRIMjCY4QQgghGhxJcIQQQgjR4EiCI4QQQogGRxIcIYQQQjQ4kuAIt6eU8lNKJSqlEpRSPmUee0cpZVdKXWdVfEKIuqWU8lJK5VeygvpSq2MU1mvoC3OJBkBrnaOUegJ4B5gOvAiglPoncDtwt9b6EwtDFELULW9gSjnbHwD6AsvrNhzhjmQtKlEvKKU8gC1Ac6ADMBWT6DyhtX7KytiEENZTSv0b+AswU2v9vNXxCOtJgiPqDaXUlZj/zH4ELgZe01rfa21UQggrKaUU8ApwNzBDaz3f4pCEm5AaHFFvaK2/AjYBI4FPgfvK7qOUulsp9btSKlcpFVPHIQoh6pBSyga8hem6nuqa3Mh7gZAaHFFvKKWuAXoX3c3Q5Tc/HgX+BQwABtdRaEKIOlbUbb0QuA64SWv9nzK7yHtBIycJjqgXlFKXAh8CXwAFwBSl1Ita6+2u+2mtlxbtH1X3UQoh6oJSygtYBIwDrnX+3buS9wIhXVTC7SmlLgCWAmuAG4FZgAP4p5VxCSHqXtFUEZ8DVwITy0tuhABpwRFuTinVHfga2AVM0FrnAXuVUu8Cdyqlhmit11gapBCiLn0AjMV0T4UppW4q8/gyrXV6nUcl3I4kOMJtFTUtrwDSgDFl3rSeAm4F/g0MsSA8IUQdKxoxNabo7uSimysHEFSHIQk3JgmOcFta6wSgTQWPHQX86zYiIYSVigYWBFsdh6gfJMERDYpSyhPze+0J2JRSvoBDa51vbWRCiLok7wVCEhzR0MwCnnC5nwOsAoZbEo0QwiryXtDIyUzGQgghhGhwZJi4EEIIIRocSXCEEEII0eBIgiOEEEKIBkcSHCGEEEI0OJLgCCGEEKLBkQRHCCGEEA2OJDhCCCGEaHD+H2rADRRFYynSAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "angle = np.pi / 5\n", "stretch = 5\n", "m = 200\n", "\n", "np.random.seed(3)\n", "X = np.random.randn(m, 2) / 10\n", "X = X.dot(np.array([[stretch, 0],[0, 1]])) # stretch\n", "X = X.dot([[np.cos(angle), np.sin(angle)], [-np.sin(angle), np.cos(angle)]]) # rotate\n", "\n", "u1 = np.array([np.cos(angle), np.sin(angle)])\n", "u2 = np.array([np.cos(angle - 2 * np.pi/6), np.sin(angle - 2 * np.pi/6)])\n", "u3 = np.array([np.cos(angle - np.pi/2), np.sin(angle - np.pi/2)])\n", "\n", "X_proj1 = X.dot(u1.reshape(-1, 1))\n", "X_proj2 = X.dot(u2.reshape(-1, 1))\n", "X_proj3 = X.dot(u3.reshape(-1, 1))\n", "\n", "plt.figure(figsize=(8,4))\n", "plt.subplot2grid((3,2), (0, 0), rowspan=3)\n", "plt.plot([-1.4, 1.4], [-1.4*u1[1]/u1[0], 1.4*u1[1]/u1[0]], \"k-\", linewidth=1)\n", "plt.plot([-1.4, 1.4], [-1.4*u2[1]/u2[0], 1.4*u2[1]/u2[0]], \"k--\", linewidth=1)\n", "plt.plot([-1.4, 1.4], [-1.4*u3[1]/u3[0], 1.4*u3[1]/u3[0]], \"k:\", linewidth=2)\n", "plt.plot(X[:, 0], X[:, 1], \"bo\", alpha=0.5)\n", "plt.axis([-1.4, 1.4, -1.4, 1.4])\n", "plt.arrow(0, 0, u1[0], u1[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "plt.arrow(0, 0, u3[0], u3[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "plt.text(u1[0] + 0.1, u1[1] - 0.05, r\"$\\mathbf{c_1}$\", fontsize=22)\n", "plt.text(u3[0] + 0.1, u3[1], r\"$\\mathbf{c_2}$\", fontsize=22)\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (0, 1))\n", "plt.plot([-2, 2], [0, 0], \"k-\", linewidth=1)\n", "plt.plot(X_proj1[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (1, 1))\n", "plt.plot([-2, 2], [0, 0], \"k--\", linewidth=1)\n", "plt.plot(X_proj2[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (2, 1))\n", "plt.plot([-2, 2], [0, 0], \"k:\", linewidth=2)\n", "plt.plot(X_proj3[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.grid(True)\n", "\n", "save_fig(\"pca_best_projection_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choosing the Right Number of Dimensions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Warning:** since Scikit-Learn 0.24, `fetch_openml()` returns a Pandas `DataFrame` by default. To avoid this and keep the same code as in the book, we set `as_frame=True`." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "mnist = fetch_openml('mnist_784', version=1, as_frame=False)\n", "mnist.target = mnist.target.astype(np.uint8)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X = mnist[\"data\"]\n", "y = mnist[\"target\"]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "pca.fit(X_train)\n", "cumsum = np.cumsum(pca.explained_variance_ratio_)\n", "d = np.argmax(cumsum >= 0.95) + 1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–8. Explained variance as a function of the number of dimensions:**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure explained_variance_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,4))\n", "plt.plot(cumsum, linewidth=3)\n", "plt.axis([0, 400, 0, 1])\n", "plt.xlabel(\"Dimensions\")\n", "plt.ylabel(\"Explained Variance\")\n", "plt.plot([d, d], [0, 0.95], \"k:\")\n", "plt.plot([0, d], [0.95, 0.95], \"k:\")\n", "plt.plot(d, 0.95, \"ko\")\n", "plt.annotate(\"Elbow\", xy=(65, 0.85), xytext=(70, 0.7),\n", " arrowprops=dict(arrowstyle=\"->\"), fontsize=16)\n", "plt.grid(True)\n", "save_fig(\"explained_variance_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", "X_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.n_components_" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9504334914295707" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(pca.explained_variance_ratio_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA for Compression" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=154)\n", "X_reduced = pca.fit_transform(X_train)\n", "X_recovered = pca.inverse_transform(X_reduced)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–9. MNIST compression that preserves 95% of the variance:**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# EXTRA\n", "def plot_digits(instances, images_per_row=5, **options):\n", " size = 28\n", " images_per_row = min(len(instances), images_per_row)\n", " # This is equivalent to n_rows = ceil(len(instances) / images_per_row):\n", " n_rows = (len(instances) - 1) // images_per_row + 1\n", "\n", " # Append empty images to fill the end of the grid, if needed:\n", " n_empty = n_rows * images_per_row - len(instances)\n", " padded_instances = np.concatenate([instances, np.zeros((n_empty, size * size))], axis=0)\n", "\n", " # Reshape the array so it's organized as a grid containing 28×28 images:\n", " image_grid = padded_instances.reshape((n_rows, images_per_row, size, size))\n", "\n", " # Combine axes 0 and 2 (vertical image grid axis, and vertical image axis),\n", " # and axes 1 and 3 (horizontal axes). We first need to move the axes that we\n", " # want to combine next to each other, using transpose(), and only then we\n", " # can reshape:\n", " big_image = image_grid.transpose(0, 2, 1, 3).reshape(n_rows * size,\n", " images_per_row * size)\n", " # Now that we have a big image, we just need to show it:\n", " plt.imshow(big_image, cmap = mpl.cm.binary, **options)\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure mnist_compression_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 4))\n", "plt.subplot(121)\n", "plot_digits(X_train[::2100])\n", "plt.title(\"Original\", fontsize=16)\n", "plt.subplot(122)\n", "plot_digits(X_recovered[::2100])\n", "plt.title(\"Compressed\", fontsize=16)\n", "\n", "save_fig(\"mnist_compression_plot\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "X_reduced_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Randomized PCA" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Incremental PCA" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...................................................................................................." ] } ], "source": [ "from sklearn.decomposition import IncrementalPCA\n", "\n", "n_batches = 100\n", "inc_pca = IncrementalPCA(n_components=154)\n", "for X_batch in np.array_split(X_train, n_batches):\n", " print(\".\", end=\"\") # 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": 45, "metadata": {}, "outputs": [], "source": [ "X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that compression still works well:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 4))\n", "plt.subplot(121)\n", "plot_digits(X_train[::2100])\n", "plt.subplot(122)\n", "plot_digits(X_recovered_inc_pca[::2100])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "X_reduced_inc_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare the results of transforming MNIST using regular PCA and incremental PCA. First, the means are equal: " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(pca.mean_, inc_pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But the results are not exactly identical. Incremental PCA gives a very good approximate solution, but it's not perfect:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_reduced_pca, X_reduced_inc_pca)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Using `memmap()`:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create the `memmap()` structure and copy the MNIST data into it. This would typically be done by a first program:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "filename = \"my_mnist.data\"\n", "m, n = X_train.shape\n", "\n", "X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n", "X_mm[:] = X_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now deleting the `memmap()` object will trigger its Python finalizer, which ensures that the data is saved to disk." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "del X_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, another program would load the data and use it for training:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=525, n_components=154)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n", "\n", "batch_size = m // n_batches\n", "inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n", "inc_pca.fit(X_mm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Time complexity:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's time regular PCA against Incremental PCA and Randomized PCA, for various number of principal components:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_components = 2\n", " PCA: 3.5 seconds\n", " Inc PCA: 9.5 seconds\n", " Rnd PCA: 1.0 seconds\n", "n_components = 10\n", " PCA: 3.3 seconds\n", " Inc PCA: 9.7 seconds\n", " Rnd PCA: 1.5 seconds\n", "n_components = 154\n", " PCA: 3.3 seconds\n", " Inc PCA: 15.6 seconds\n", " Rnd PCA: 3.2 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, svd_solver=\"full\")\n", " inc_pca = IncrementalPCA(n_components=n_components, batch_size=500)\n", " rnd_pca = PCA(n_components=n_components, random_state=42, svd_solver=\"randomized\")\n", "\n", " for name, pca in ((\"PCA\", regular_pca), (\"Inc PCA\", inc_pca), (\"Rnd PCA\", rnd_pca)):\n", " t1 = time.time()\n", " pca.fit(X_train)\n", " t2 = time.time()\n", " print(\" {}: {:.1f} seconds\".format(name, t2 - t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's compare PCA and Randomized PCA for datasets of different sizes (number of instances):" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA and Randomized PCA time complexity ')" ] }, "execution_count": 54, "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, 10000, 20000, 30000, 40000, 50000, 70000, 100000, 200000, 500000]\n", "for n_samples in sizes:\n", " X = np.random.randn(n_samples, 5)\n", " pca = PCA(n_components=2, svd_solver=\"randomized\", random_state=42)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_rpca.append(t2 - t1)\n", " pca = PCA(n_components=2, svd_solver=\"full\")\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_samples\")\n", "plt.ylabel(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now let's compare their performance on datasets of 2,000 instances with various numbers of features:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA and Randomized PCA time complexity ')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times_rpca = []\n", "times_pca = []\n", "sizes = [1000, 2000, 3000, 4000, 5000, 6000]\n", "for n_features in sizes:\n", " X = np.random.randn(2000, n_features)\n", " pca = PCA(n_components=2, random_state=42, svd_solver=\"randomized\")\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_rpca.append(t2 - t1)\n", " pca = PCA(n_components=2, svd_solver=\"full\")\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_features\")\n", "plt.ylabel(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Kernel 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": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–10. Swiss roll reduced to 2D using kPCA with various kernels:**" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure kernel_pca_plot\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 KernelPCA\n", "\n", "lin_pca = KernelPCA(n_components = 2, kernel=\"linear\", fit_inverse_transform=True)\n", "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433, fit_inverse_transform=True)\n", "sig_pca = KernelPCA(n_components = 2, kernel=\"sigmoid\", gamma=0.001, coef0=1, fit_inverse_transform=True)\n", "\n", "y = t > 6.9\n", "\n", "plt.figure(figsize=(11, 4))\n", "for subplot, pca, title in ((131, lin_pca, \"Linear kernel\"), (132, rbf_pca, \"RBF kernel, $\\gamma=0.04$\"), (133, sig_pca, \"Sigmoid kernel, $\\gamma=10^{-3}, r=1$\")):\n", " X_reduced = pca.fit_transform(X)\n", " if subplot == 132:\n", " X_reduced_rbf = X_reduced\n", " \n", " plt.subplot(subplot)\n", " #plt.plot(X_reduced[y, 0], X_reduced[y, 1], \"gs\")\n", " #plt.plot(X_reduced[~y, 0], X_reduced[~y, 1], \"y^\")\n", " plt.title(title, fontsize=14)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", " plt.xlabel(\"$z_1$\", fontsize=18)\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"kernel_pca_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–11. Kernel PCA and the reconstruction pre-image error:**" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure preimage_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 5))\n", "\n", "X_inverse = rbf_pca.inverse_transform(X_reduced_rbf)\n", "\n", "ax = plt.subplot(111, projection='3d')\n", "ax.view_init(10, -70)\n", "ax.scatter(X_inverse[:, 0], X_inverse[:, 1], X_inverse[:, 2], c=t, cmap=plt.cm.hot, marker=\"x\")\n", "ax.set_xlabel(\"\")\n", "ax.set_ylabel(\"\")\n", "ax.set_zlabel(\"\")\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "ax.set_zticklabels([])\n", "\n", "save_fig(\"preimage_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X_reduced = rbf_pca.fit_transform(X)\n", "\n", "plt.figure(figsize=(11, 4))\n", "plt.subplot(132)\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot, marker=\"x\")\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting a Kernel and Tuning Hyperparameters" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3,\n", " estimator=Pipeline(steps=[('kpca', KernelPCA(n_components=2)),\n", " ('log_reg', LogisticRegression())]),\n", " param_grid=[{'kpca__gamma': array([0.03 , 0.03222222, 0.03444444, 0.03666667, 0.03888889,\n", " 0.04111111, 0.04333333, 0.04555556, 0.04777778, 0.05 ]),\n", " 'kpca__kernel': ['rbf', 'sigmoid']}])" ] }, "execution_count": 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=\"lbfgs\"))\n", " ])\n", "\n", "param_grid = [{\n", " \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n", " \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n", " }]\n", "\n", "grid_search = GridSearchCV(clf, param_grid, cv=3)\n", "grid_search.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 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": [ "1.4326103121600706e-26" ] }, "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": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–12. Unrolled Swiss roll using LLE:**" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure lle_unrolling_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title(\"Unrolled swiss roll using LLE\", fontsize=14)\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18)\n", "plt.axis([-0.065, 0.055, -0.1, 0.12])\n", "plt.grid(True)\n", "\n", "save_fig(\"lle_unrolling_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other Dimensionality Reduction Techniques" ] }, { "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": [], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", "lda = LinearDiscriminantAnalysis(n_components=2)\n", "X_mnist = mnist[\"data\"]\n", "y_mnist = mnist[\"target\"]\n", "lda.fit(X_mnist, y_mnist)\n", "X_reduced_lda = lda.transform(X_mnist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Code to generate Figure 8–13. Using various techniques to reduce the Swill roll to 2D:**" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure other_dim_reduction_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "titles = [\"MDS\", \"Isomap\", \"t-SNE\"]\n", "\n", "plt.figure(figsize=(11,4))\n", "\n", "for subplot, title, X_reduced in zip((131, 132, 133), titles,\n", " (X_reduced_mds, X_reduced_isomap, X_reduced_tsne)):\n", " plt.subplot(subplot)\n", " plt.title(title, fontsize=14)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", " plt.xlabel(\"$z_1$\", fontsize=18)\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"other_dim_reduction_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise solutions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. to 8." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See appendix A." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Load the MNIST dataset (introduced in chapter 3) and split it into a training set and a test set (take the first 60,000 instances for training, and the remaining 10,000 for testing).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset was loaded earlier." ] }, { "cell_type": "code", "execution_count": 73, "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": [ "*Exercise: Train a Random Forest classifier on the dataset and time how long it takes, then evaluate the resulting model on the test set.*" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rnd_clf = RandomForestClassifier(n_estimators=100, random_state=42)" ] }, { "cell_type": "code", "execution_count": 75, "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": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 35.27s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9705" ] }, "execution_count": 77, "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": [ "*Exercise: Next, use PCA to reduce the dataset's dimensionality, with an explained variance ratio of 95%.*" ] }, { "cell_type": "code", "execution_count": 78, "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": [ "*Exercise: Train a new Random Forest classifier on the reduced dataset and see how long it takes. Was training much faster?*" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "rnd_clf2 = RandomForestClassifier(n_estimators=100, random_state=42)\n", "t0 = time.time()\n", "rnd_clf2.fit(X_train_reduced, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 81.03s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh no! Training is actually more than twice slower now! How can that be? Well, as we saw in this chapter, dimensionality reduction does not always lead to faster training time: it depends on the dataset, the model and the training algorithm. See figure 8-6 (the `manifold_decision_boundary_plot*` plots above). If you try a softmax classifier instead of a random forest classifier, you will find that training time is reduced by a factor of 3 when using PCA. Actually, we will do this in a second, but first let's check the precision of the new random forest classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Next evaluate the classifier on the test set: how does it compare to the previous classifier?*" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9481" ] }, "execution_count": 81, "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": [ "It is common for performance to drop slightly when reducing dimensionality, because we do lose some useful signal in the process. However, the performance drop is rather severe in this case. So PCA really did not help: it slowed down training and reduced performance. :(\n", "\n", "Let's see if it helps when using softmax regression:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/miniconda3/envs/tf2/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "log_clf = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n", "t0 = time.time()\n", "log_clf.fit(X_train, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 18.39s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9255" ] }, "execution_count": 84, "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": [ "Okay, so softmax regression takes much longer to train on this dataset than the random forest classifier, plus it performs worse on the test set. But that's not what we are interested in right now, we want to see how much PCA can help softmax regression. Let's train the softmax regression model using the reduced dataset:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/miniconda3/envs/tf2/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" ] } ], "source": [ "log_clf2 = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n", "t0 = time.time()\n", "log_clf2.fit(X_train_reduced, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 6.94s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Reducing dimensionality led to over 2× speedup. :) Let's check the model's accuracy:" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9201" ] }, "execution_count": 87, "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": [ "A very slight drop in performance, which might be a reasonable price to pay for a 2× speedup, depending on the application." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there you have it: PCA can give you a formidable speedup... but not always!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Use t-SNE to reduce the MNIST dataset down to two dimensions and plot the result using Matplotlib. You can use a scatterplot using 10 different colors to represent each image's target class.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset was loaded above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dimensionality reduction on the full 60,000 images takes a very long time, so let's only do this on a random subset of 10,000 images:" ] }, { "cell_type": "code", "execution_count": 88, "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": [ "Now let's use t-SNE to reduce dimensionality down to 2D so we can plot the dataset:" ] }, { "cell_type": "code", "execution_count": 89, "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": [ "Now let's use Matplotlib's `scatter()` function to plot a scatterplot, using a different color for each digit:" ] }, { "cell_type": "code", "execution_count": 90, "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": [ "Isn't this just beautiful? :) This plot tells us which numbers are easily distinguishable from the others (e.g., 0s, 6s, and most 8s are rather well separated clusters), and it also tells us which numbers are often hard to distinguish (e.g., 4s and 9s, 5s and 3s, and so on)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's focus on digits 2, 3 and 5, which seem to overlap a lot." ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "cmap = mpl.cm.get_cmap(\"jet\")\n", "for digit in (2, 3, 5):\n", " plt.scatter(X_reduced[y == digit, 0], X_reduced[y == digit, 1], c=[cmap(digit / 9)])\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if we can produce a nicer image by running t-SNE on these 3 digits:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "idx = (y == 2) | (y == 3) | (y == 5) \n", "X_subset = X[idx]\n", "y_subset = y[idx]\n", "\n", "tsne_subset = TSNE(n_components=2, random_state=42)\n", "X_subset_reduced = tsne_subset.fit_transform(X_subset)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "for digit in (2, 3, 5):\n", " plt.scatter(X_subset_reduced[y_subset == digit, 0], X_subset_reduced[y_subset == digit, 1], c=[cmap(digit / 9)])\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better, now the clusters have far less overlap. But some 3s are all over the place. Plus, there are two distinct clusters of 2s, and also two distinct clusters of 5s. It would be nice if we could visualize a few digits from each cluster, to understand why this is the case. Let's do that now. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Alternatively, you can write colored digits at the location of each instance, or even plot scaled-down versions of the digit images themselves (if you plot all digits, the visualization will be too cluttered, so you should either draw a random sample or plot an instance only if no other instance has already been plotted at a close distance). You should get a nice visualization with well-separated clusters of digits.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a `plot_digits()` function that will draw a scatterplot (similar to the above scatterplots) plus write colored digits, with a minimum distance guaranteed between these digits. If the digit images are provided, they are plotted instead. This implementation was inspired from one of Scikit-Learn's excellent examples ([plot_lle_digits](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), based on a different digit dataset)." ] }, { "cell_type": "code", "execution_count": 94, "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", " # Let's scale the input features so that they range from 0 to 1\n", " X_normalized = MinMaxScaler().fit_transform(X)\n", " # Now we create the list of coordinates of the digits plotted so far.\n", " # We pretend that one is already plotted far away at the start, to\n", " # avoid `if` statements in the loop below\n", " neighbors = np.array([[10., 10.]])\n", " # The rest should be self-explanatory\n", " plt.figure(figsize=figsize)\n", " cmap = mpl.cm.get_cmap(\"jet\")\n", " digits = np.unique(y)\n", " for digit in digits:\n", " plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1], c=[cmap(digit / 9)])\n", " plt.axis(\"off\")\n", " ax = plt.gcf().gca() # get current axes in current figure\n", " for index, image_coord in enumerate(X_normalized):\n", " closest_distance = np.linalg.norm(neighbors - image_coord, axis=1).min()\n", " if closest_distance > min_distance:\n", " neighbors = np.r_[neighbors, [image_coord]]\n", " if images is None:\n", " plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n", " color=cmap(y[index] / 9), fontdict={\"weight\": \"bold\", \"size\": 16})\n", " else:\n", " image = images[index].reshape(28, 28)\n", " imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"), image_coord)\n", " ax.add_artist(imagebox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try it! First let's just write colored digits:" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_reduced, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that's okay, but not that beautiful. Let's try with the digit images:" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Try using other dimensionality reduction algorithms such as PCA, LLE, or MDS and compare the resulting visualizations.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with PCA. We will also time how long it takes:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA took 0.2s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "import time\n", "\n", "t0 = time.time()\n", "X_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow, PCA is blazingly fast! But although we do see a few clusters, there's way too much overlap. Let's try LLE:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LLE took 131.9s.\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 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 took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_lle_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That took a while, and the result does not look too good. Let's see what happens if we apply PCA first, preserving 95% of the variance:" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+LLE took 34.9s.\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 took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_lle_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is more or less the same, but this time it was almost 4× faster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try MDS. It's much too long if we run it on 10,000 instances, so let's just try 2,000 for now:" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS took 95.7s (on just 2,000 MNIST images instead of 10,000).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import MDS\n", "\n", "m = 2000\n", "t0 = time.time()\n", "X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X[:m])\n", "t1 = time.time()\n", "print(\"MDS took {:.1f}s (on just 2,000 MNIST images instead of 10,000).\".format(t1 - t0))\n", "plot_digits(X_mds_reduced, y[:m])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Meh. This does not look great, all clusters overlap too much. Let's try with PCA first, perhaps it will be faster?" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+MDS took 95.2s (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 took {:.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": [ "Same result, and no speedup: PCA did not help (or hurt)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try LDA:" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LDA took 1.3s.\n" ] }, { "data": { "image/png": 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jqJv7a02r1lRqjcu8He5c7b5MYG7Ltp2pHcXmDwBtA7XU9WwkEKogrBWBUAV1PRtpG6jNZkwPsIbhffZoYEO210vaswrCxEcKrARBGHfMyGV8oYyD4EzYdy8wHcO2qhtYqv38dQTzmFDtek3htY5kX9UBJld1ewhD4GZVROVQhGa0wU0YI9ftbgVByB15989XEISji2yW3m32nYMhVMEo3Hlc+dCWnx1ZTmdC5emagqvX5qEicpcOkA+4GV5L1XxsgysIQpaIWBUEYbzJRlDk1KfUhgmTp2vBqcLJRXoD/YmIB9hsLuvvM3+clvidrk2FuX+tpVPYsDuICYIwukgagCBMILJZLp8oZLP0PhbL9BPtGqdoCtCBIbKbHB6fjMQt8WfQMKGPWGTeFq1HZLMlCEIOELEqCBMEyxJ4cv5dHoupdGTTfGCiNiqwI1eiOJO8TKXYR3Je62QlBFymNa25aJwgYlUQxh9JAxCEicNkzb/LZul9Ii7TJ5FLiywbO6wujGuyJbJMztEjVMG0yFKKmoRr44TWGuX0MzZTFgQhFRJZFYQJwnCXwJWPpcAyjP7nxwGFQADYCtyi/ezP/WyzYwRuAHm/TG/HaEWIc9iCdTIQbcsKqdMlrPsJgpB/iFgVhAnCcAWO8vEwcKHDw+3AadrPwRFPcAIyXsJ3tHJvM8jRPJrQWseuZTY2VoIg5BeSBiAIE4fhLoH3AxuA0zGKSc4GdpuPVQErczjHCcNod6tKw2hZZI12C9bxYjg2XD3WOznuHiYIwhgiYlUQJggj6Ci1XPtZo/08rf0c0X6ewDCSj/C20Zlx3jOeOcA5zb2NdGnCPlo70QkBd2C857NhaqKVVQ67hwmCMIYUjPcEBEHIHFOYZvUBq/0cttk8xfL7rhFNauLiFIUc9eik9tOqfMDouQFMJtzAX8zfryZzQa4wRK4IUkGY4EjOqiAcZSgfc4FnMLo/BYGF2j95Basp5uJFoaY1l0VOTscYybyzOHaAyZ+n2qE1lQnXWZPB6qBU9AvCxEfSAAThKEL5WAA8iiFUw8DlR4FQTc5LNbbnZCk+zTFyRmSp36Zb02TNU7XitflCICJUEI4SJLIqCEcJysdCYBuwABjCEKqTeok0nV1RLtwAxsISKVUlO0dPh6p+oNhyX5NesIa1xj16UxIEYSwQsSoIkxAbEdYMfBbDHD4ILNN+Hhq3CY4RSqWwiNI5as86NscIkLql6hanOThsnyykO7/1WnNNukHGM41DEIT0iFgVhEmGQ1vWCN3AUu3nr2M7q/FhjKKeTh2iurRmVo6OkVIQK8XtJBcfDeFcRDuZRGwIowgr8mGmzG13ZCFUxX9VEPIYyVkVhMmHnSVThDLgceVDW352jMWklI+lysc9ysdLyscbykeP8vGi8vFt5WPmKB12UrRnJZ0v6wr+wnK6uQKjV9mbOQwpl79HLFSrP9pC+xOVhHa7aH+ikuqPtox0yOESOU8F9AG1WlNgJ1Qd8n4naxtjQZg0SGRVECYZKbojOfEH7WfxKE0nynh10hrtJd4xSgNwzlldAUmPDaH5M4r2XBw9meqPttB86ypKfx80HHtfg/AcxYYZV/GZv2wYnYNmjm3UPMU1LGGUXz9BEEaGiFVBmGSMVt/5kaJ8/Aqjc9bdwE7gFOB+YL65yxe0n++P8hxy3l51rHrOZ23B1QPcl6ujx9P+RCWVz3fAjcCR2PZwsWJ51720DdSOzoEzp4OELyUpXqdIGkHSGLl8/QRBGD7yrVEQJh/5uvQ9rp20TKHqJ95iqkX52GVNRVA+apSPgPIRNm/TWVBlf73LVQ3lKkC5Cpu3aW2uHLsvaQfrqtJ0Iw4f77xO45U7Er/d1a9p8jSM3oEzx84+zMniy+lzcGtupyQIwnARsSoIk4wRtGUd7XmNaSetRNGJIa+KbXadD3wZeEr5WImdZ2oKwRrXc74KzScIcQUlrKDJ9nmGME06RirB6uSxqhQ19Do8yWl7Dujc44XX7B/zupzSawHD23es8ACbI9cMo7jQDqc5LR2VWQmCkDWSBiAIwrgwmp200jgipOIN4Fib7WlTKByOaVSVW78olKsATjZUXTp6jGjKgsZLL/BUXA5qzGO1igrOJb7ufwj4M4wgZ9VpaRwwcla3/PtSXK8lf34EQhVUHQjYPW0A2AFcMOxZJTMEHMDejSGRfowvB0WWbZKzKggTAPlDFARhzBmDTlqpHBESecPyu51Qhcy6RGVaVe40VnS7RfhWoFBMRXEuUJU0rpd2DGHagxFH72GkQhVSOwnQ9staNsy4inBxvMbr1R7qg412T9EY57NkRLOKJwRcbtqDdWSwfzHxkr4LQ/CndloQBGHcEbEqCMKYYnbSegxYiBEZu1T7uT/Hh8m0BekA8DvL/QMO+2UiXOyPuRCv2klA7SSsdhLomVLqtBxtPUay8C0Azkg6njFWO0Yx1U/M21FyAbDymb9sYHnXvQRCFYS1IhCqoK5no1NxlQIuI3ferkHgMksBlV3esB3Wz7zI9c3XHG9BEExErAqCMGrYFCs1AH/CaPkaBD4ySrm0mUbFeoD3mr8Hga8xfOGSfMyFRMy6ovmpn/7ChmlDLvdAmmNkUjTVDUxznE0VhufqFeZtleOew6ZtoJaqAwHc+8NUHQikcwFwnmt2dAGbgCZLPirE52mHMhjHAzTF5Rxbc7ylIYAg5A0iVgVBGBXilrJjhUQ3Y+QXdgPnj2LL10wjbTOJT0W4neEXpyUf871oCuOjiVsuvKx41RfvPJR4DLq09Rj2YjtWNBU5jlEwdhGwDXjBvL0COBeYinHlp5r3R0GwjiEaqAXWAitILFADIm4JGFHcTF5/r/k8e6cFQRDyAimwEgRhVEjh9+pETpsTJHiqhnHOwxzCEKojFihJPq5fwItyKN5Z5BwssC3WMoz+od3wWAW2AIqLgJswyoQiDGCI1pcTBh5F79UxYj1GlX5aX1vTMWEzqfNvxUtVECYAElkVBGG0yDRvNAknq6aMnmumHmCIOYDlOEfa+slhKoL206r9VGo/Lu2nEjW84h1b+7ECluv/i4v8GfmqnyVeqIJR736ezcCj6L06Rnwa5y9Ace838xql+oyTvFRBmCAUpN9FEARhWHSSPrKaZAll0xYzYvBOuuVZm4hkBUZ+4yEMSRcmJmB6gCXaz18zOpvhUY+9nVVakWQKVtvzNa+RkQM612GA6TbbRtF7dYxIJT7j/FLNa6SxL+oKI3mpgjBhkMiqIAijRSZ5o3bR10wtoOywe24RRp6sIv5/3lTgceVDW352ZHCMjNGLHIp3FqUR3ekjy01E8lVfdRjkUML9IeCpLE9gYhF9bS1feJw+4/aLUBWEiYOIVUEQRoWEpWwn7JbD0/qQpmDYqQejhV5Eq15EpV6Ey7xNK1Sx66Ll0Dq0+voW2j9eSeh9LtqXVVK9vQX6gI3k2ns131FKcbv5ezqf3bIxmI8gCDlCCqwEQRh1Mu7uBJhWRGkLaByO4/TcRLT25+eX9UzOP7JPdVELzVNXUapiAezeIg91CzbS9mRKG6nJjNPSvxUprBKECURe/rMWBGFyYVsw5GwJNRKT9kwtq8akO9EwC8UyiSzXA8EmT0OcUAUoHQjS9K+GYc54UpBOqEphlSBMMCSyKghC3mGKupgFFNRnmmOYYB8VMc4vtuxiG9HNNTaFYrFjpziXVJFVDJEVPbfQTFe5SyX/Dw9rhXt/GAxz/JStU48yDgNXSb6qIEwsRKwKwlFCkgco1I+2YMsHxuu8h5vOkELkbsIww49uDxxTQYU7OUgcCFVQdSAwnGlPdpKu/Ui+GAmCMDaIWBXGBOVjKUbTxzOB44BCIABsBW7RfvaP3+wmP9nkjAq5QSnC2C9Ja7PLUqrnJgko836c+LXNWdUe6no2pmt9erQSd+3NgqyriX+dHKPfSjELuB44GzgVw2kC4DNaR4u7BEHIMSJWhTFB+XiYSJf0ZNqB07Sfg2M4paOKFIVHST6nQm4YSaGYw3i24re6qIUmTwNeVyedYS/1wUYRqs5oYLnWtJpfCIwuYMnYvkZKcSrwjM3+IlYFYRSRAithrOgHNgCnY5iznw3sNh+rAlaO07yOFkZiByVkiSmE7PpFjaS4x7YorG2glqoDAdz7w1QdCFiF6hCGOBNiKGJ+vU04F2M5/V0cAH4AfAq4I6czEwTBERGrwlixXPtZo/08rf0c0X6eANZZHn/beE3sKMGp+r1b+QgoH2HzNuO2pvnISNq05nIOGCkX5QkPdTGyrkmZOh1E6CN9ZfxkIZx+lyjehFs7bP9etCagNZ/Xmp8Br2dxTEEQRoC0WxXGBO3nsM3mKZbfd43VXI5S7Np+9mM05YyIqgrgHuXju+Z+EyqveCRtWnOMkyF970jmYS5dR8aP5LKm8pSdNtxjTUBcZO580Gm5tbt+GrG2EoS8QiKrwrigfMwFrjHvBoHN4zidSY+Dz+lhYgUiEQqA44FjMJaxTwS+DDylfMwYq/kOk5G0ac0JykcNy6jgCoxywqq4hx0jeXYRYbttWtOqNZVa4zJzKrtG83wmGJkIVWsahl2kWgMbhvGl4kfjFckXhKMBEavCmKN8LAAeBeZgLN9drv2TJ7KqfNTk49K69tOq/VRqPy6zqMqp5aQmR3nFY3wtxjUvN+q4MBVj8X0qcC5WwWq7tOzQXnUT4E/Y1tw89crbKVcBylW4p2zqvsuKflJsN2YmVBe10H5MJaGZLtqPqaS6qGW4Q00Eoo0oIFr8tgVDrHZZHl+udfRLdDpOsvzu1BZXEIQcIG4AwpiifCwEtgELMApALp9M1knDsYgaNx/QDBwClI/rgO+a2+/Ufq7KYvwxtcvKpvr+Pi5Juuaf8D1A4rZM5ml5/eyX5HuAvzPEezhAIWWJY6eYdxzVRS3cNbVOe1RfNA/VwaaqC5hJimDEUWh5FcQUqhhfAhJFfhewNpuIqlIcANvVBmnlKgg5RsSqMCrYCTDgX8BvMHIkg8Ay7eehcZvkKJCtRdR4+p9mcmzl43rgm+Zj12s/jVmMH2AEdlnZivhMO0aZQjVuv1DINbDBv1b/6fH3Z9XpyuEaxqMxsimHgGeBfcB+rCVBmfSyp/2YSirdHUnbExoAdGhNZQqP12zGmmyESb2amLa7mBWlHJ0W0vroCoKQHfIHJeQcywe4dQnzbuCPGEK1Gzh/sglVk2yXosctz9Ihj9UqVDPOK3ZY7h/2srzDe6g5VRqBKTKSzydZfCRdc7c7XPSpj21JjLZl8jo4FVNZJoaRCdwLvIQRw4uvXX8jzTEA8LrsDR0StkeubXcOxspnjgzjOek+75Jeb5u84VqlKFeKcuCQwzgT5iIKwkRB3ACE0cDuA9xa+V8GPK58cY//QftZPLrTGhOcKoydPsDGLM8yRaQyuVOPkVe8jQzyim2iixXm/W6S7Zsgsw/zVCLeMfJlCtN0kTHba1tWZlurlO51SP34ELGynyKMcrVyeMv//ov/7Dbc2r7l+UrRP4YW9W8ZuCxl/unu8Hztde9KipZ2huOmkJFQ6gx7bSOrCWPlM8PO1U1D9AI4uUtg5HOnQpwEBCHHSGRVGA0mzCfeKGBXYZzKCN5JXGQcncmkiCmbSKWZV/wYsBBDbl2q/dyfYgpOwhKyuxZWnN5DFTko1LK9tt3ddrra+XUw52Dv76kxclX/DPSay8XTgDONfNFl+++L7jqVnqmbpvpUmgKnjo39dduDuiRu6blXe6gPRjMzrNfWqXgOgPpgI706/iVLGCvfGS3/WOvrbfe+TidUx9omTRCOCkSsCqOB0wd8h/ajHH4Wj+UER4t0S+s2ZCtu48hChGaUbqB8nAH8CaMALgh8JIPcWSdhWUZ218J6TqlImxKQikeal2zt74137OrvK6Ltf5YPJezq+DpYrnuyXVKYAf5MF/ehaaeDPWzA8ho3vdRAkR6Me0qBChXd4vlyyGHKHUB9Y9/Xzr2yp1kFQhWEtaIj5NVX96w/3DZQa5fykPLLTttALXU9G+kIeQlrRSBUMZmLqzIl8fVO9aW7A1hP/Hu7VuujpgmDIIwpUmAl5JzxLBqaiIzEDSDTIiblcyy40eYxvcBejCYBJRhL+Eu1n7/mag6ZkmK8YY2fdH3/ROk579pRXtN0L2XeLro7y2mtv5TH/ra4i/PoJYPXIcUcQ8Blic+zziH0gEvdFPw63+i7EYDbPNdwTcl6tEa79us+kv9uNgFXYe8j6tTD/nZgjdM1EaLFUZG/iRBwh9W2KlOXBgtZFWgJgpA5krMq5Bztp9XMRx1zO6aJSGLeaGRZn8yuXaY5r6m6HUW2z7Fsyyav2K47VsbRYRsyTSPJplArlnf4bnjsz4t5rGpx4u5l+t/MGuGxXdbXysx7tP4dLHeVaVubK6WirhnW/bcCK3A2vHeaxyczOIdxobqohSZPA15XJ51hL/XBxrGO6IZIXlV0AyuU4i8WsWn3vk5F2pxqQRCGh6QBCKNCogG9CNXMGEYVfKY5r07deka8bDmM1Id0ZJqvG84gFSA5/aEAOGNEx021r4rk1DqY/Tc3H1m5NYR7MOF5TuL+k6QWS0nzMI9rm4A73kT8XSvdHbiUptLdQfPUVWPdkMCN8Xokvvfj0mIS3CUy5WjO1xeEUUPEqiDkF9laWWWU8+ogKJ3Q2eYV5/jLid052eEmfe6qvXgoTdqSbSQ41RyNqvG3sA6b13JV711L/zL4nl9HNhxhyn6gTnVrSBa3qURndM5WiyVGoXVxrrpdNXka4hoRAJSqIOtmrKV9TSWhr7poX1NJ9aJx66YV936JtLclc8EqtlWCMAqIWBWE/CIrK6tsopo27VZH7EQwGljOyeoldRj7yvt0Xqj25zJEF+n9WDOZo5OI8XCao9D0Pjp0/v9G7nwxeOstqltvA75N5kvOIYxc1iZToG4hJnLduWylmstoqJOPa3m4m8oZ5vgzOmi+aNV4CVan934mX6BGkvoiCEIKpMBKEEYZ5WMpsAw4EzgOKAQCGPmIt2g/+y37BshhsVKaeeVtIVxGnaFiaO23/+I9FufoWLymgZ+Yv1cBJ0AO22AcxiiES6o7yHUr1Vx2u3Iai6lAwtQCByuoWp/d+CMkZYFUQv5xN4bX6zTz4azbtQqCkDkSWRWE0eca4DIM39JjMBahTwS+DDylfHH9xUdkZWWHkw/rKOSa5mReJuk7Q8VwjASP5Bxtuhdllzfcb1acVwHnkvnZJNNFfJQZDJFkWyDrtNTeVNUAF2V/8BF3u6rC+Kp2BdSf1EhvwoXQBRhf4xLHn57zAH8IGEjYpskwum5JCViO8WpOszw8/FdXEIS0SGRVEEYZ5eNXwG6MlrM7gVOA+4H55i5f0H6+b9l/2FZWNsfOy+ipw7w0sEH7uSaF1VYio3IuNt2LYsfStrZUmzB6VMUIYTjWnoERObRwzlk7WL7snlDZzG4X5mv8CfUATsfEeD9kZKMUmunCpZL/r4eBztkVePd20hnKvAp/RJHViFC3yOrqjhaanm/AGzbcAErP6WHWKcndYUchstoFrCXxbyvLaGgKSytbGzFBEEaOiFVBGGWUj2naz+GEbdcB3zXv3qn9XDVKxw4wRmkF2ZBiXhojcuUkzrogMy/UEc1PsQ/74iZ7X1Ofw/49GHF0i+w+56wdrL5iPVOK+617BoE6U7AmiSkzLzUj5wYncRlG4SL2/z7T1IARpRUsI0moA8Z1uY8uoKxm0RY2XrRalRZZxh8sYfVDdw61/OPSXNoraq1HvpqY4rXIyfiCICQjf1iCMMokClWTKZbfd43i4bMq2MqWTFq9Znl8hSHWnNIh1ubUEq1c1VCuApSrsHlbk8b6KVW3rmRKMaS1hZr/795EoQpmoVhkqVlrXOZtyo5UdoVUdq1UE4UqmKkBngaH04kR6XYV6ZyVVberZNcF6/a1QF/rzuWq7qGNBA6a4x+soO7BZlr+cWkfsfSNxKhKJm4RieQqryAvCxMFYTIjYlUQxhjlYy5EO+UEGQWrIQuj9sE6DE/YTI/vNUXoJozFdMzbTTmNopYr2/mvKL57XYpnZXc9h+jiGbqwNHItK0tMP43iTZEnmyTenar0AUNcllcYg8ypIFnrmQdMyDt1chFoG6il6kAA9/4wVQcCmRdq9abcHs1LbttZS9X6AO5vhalaH6BtZy0YOaFbMSLt1jyBLpLdItKhyV2lfs7zyvOCBhWgQekUP4HxnqJw9CJiVRDGEOVjAfAoRreoMHC59o9qZHU0P1iz9YRNnJdTDlKnKXitnZuMDkNGJHe40dxEbOd/Q8lNRlTVUhjEMvO+83Wzv86FrNX/ZhYF1GJGCd94Y2Yo+elwpGdKN3biX1FjNaivKdqidx0zP9Qydbl9IZWnwRCXbw7gfjhM1X0BOufYp7t2hmOB4lEx7H8KrEIdzPt/p4/MovtrMGy5rJFuz8YPXfmew9dNzdSX1ciFzlGlfkKzgGFZn01Q7FaIBGFMkJxVQRgjlI+FwDZgAcZH9uVjUeSUy4KthHGdc/ccrKQSnn87cHXCGOkKirowBObIC8bKle38w1rhnhFOKgxiCCig1uk4mV7n+7jEtnhrg+8zwR2blqTOk41Fgx2rz8Na4d5vWtJeBHwWql9sofm7qygdCBL41Hz+dvtpTk/nwrN/z/T/9ETvD8eiKo4qjCKzSErEU0A7mtQtgB2pXtTCXRfX4Snsi27rHfBQ99DGSET2MNCPkZrhXETVoJJeLxp1buzMktvsZl3IlRc0qBuAG817X6RR3zqOsxGOYkSsCsIoYCNcmoHPYkSIgsAy7c+h6+YIsJnrVmApaURXquItknvcx42RcMwwxipPdL8s3ACix8ymYEz5qNm1bf7m+Uf2uBMf69GlXdPO7yljqu3xc1KYZgrWuOvzCfXAFtIV7pSrAGkEnpO4rC5q4Uel1x4+XFM69anbT3W8toliNU785gHtayqpnJFcQNYzUNo17dYea/Fd8vs4IhgbbEW/8UVphII1GyeJvKZBFWL8Lc/F+Joxn0Z9YFznJBy1iFgVhByTxtC+G1iq/fx1bGdlT4bm+7aRyxS2WJswlvBto5+Z2GmlEMJOZBTNtczbX727pbj5uVWUhuKW0oNAnfqw3oKyF47E3ApyG6nOxBLJIRocIYMq/Y41P/nBw++7/PerAUz3ASC35v+jSeirDtZcWuH+VkpRPYQhvhZg2ozddsE1XHPGeus+HTTqypHMb9JYWxmCPpJf8WMa9dXjOR3h6EZyVgUh96QytC8DHlc+tOVnx9hNLYlMzPdt81CdDPcxolmpclkzyXV1yrV1KqpJWzAWyXXF+AAubptfS90pGwmUVBBGsWvK/DBQR5duRTmOZ59XOvy8WStp84t7dGmyISmgNZlW6Xv/9fjCj9se3MZFoFd7qA82ZjL3MaPzkH2qq9N2CwXAm0n0w40nFy4Zo+rAMYZca95q4LbxnIggiFgVhNwzkT6UMp2r7X7aT6uNlVS6D+u0H+YWIWwVp0HgZwyjYEz5qDnv3b/3r79lZcVP7/4I629ZyTln7aBtfi1VSwK4LwnjvWCXS3VrIzK2Ay9D9nZJ1btbPO3bKwk94KJ9eyXVu1vSFpXZFYUlVv6buzoW7ihFzad7NkyzE5S1PVsyrdLvHOwvnBm58/PXPsR9A0v5+Wsf4l33/oXPe28ZnkVVAk6uArmg/veN9A4kXIMBD/W/z0hUa+COFI/nwn5q4ltbNah3AWeZ97bTqF8az+kIQi4NlwVBMHAqHBlXI34HMi1yyeaD1mnMzjSPh81cVaPYxcCqSsox0gs2kUFOrZXF525f56vdWBzxN51Vvo/VVxjLv489sdjYSQNvws//UUy7+cQz0KapfydQX7N7y5aNz62Opg5U9nXQ/NwqFNprZAckY5P2UEGYTbwJzf9RHN1m7FOXYqm4acvAZcWhHjdNnga8LqMDVKadqIiJ+i2RDUNzCs1bF/M/sYvjlr7CB9+3nf996q1UF7XQ5Glgy9RLszpOYhOBqKVWD8MSvmAUVTW9vwHv9E46D3nZ9NzlLH3bQ9H79b9vjBRXpaMbeN3hsVy5ZNRjn+YykaytrrX8nsrKTRDGBMlZFYQck68tTu3IMGd1CGMVxoXhd3qH9kd9YjMdM13OaiJB88e+Oj5L0b+ha6WeVb4vafu+rlms+dLdsQ1DwJ8hKlYjxzMF5O7584fsirJ2T5kXmr97d/yXf6NyvymMqugs8VJ/QiNt8y2CyujilIhjXmM2Xawc6AJ+9vZzdq7ZfOZyFv3pn5S8coTgvBKebTyR15bMAeD5353C/168cNhdq3Kd+1q9qIXmi1YR1+Eqvvo/GwaBXwP/D+JyVo1WrEebG4CdIwI8Yv5eBPwbeDuNIhSE8UXSAAQhxzjlcuabUAXHua633D+MsQIT+V/hBtaYtlPZjBk9f5vH7XxHPWTfRcqR8rJkoQo2Bv0FGDZLDsebd2SP7f/MpO2WhgMuNJV9HWx+6XJ+e95izjlrh7GPfXenCqW43aExwHCWka0ioxy4+p+PLeKMe55lansQd3+Yaf/Xyxmfez6609vO/idNngZHD9d0JDYaSLc9HU3vb4gTqgClRUGa3p9+LjYUnjTruaU229PlbWdFik5k+UODfVMM4HZieb0/EqEq5AOSBiAIo4ApyPLvA8oGh7leA6B8SZbuEa4C5+hquvOPPK58LMWIdGVD1qqnv39K15QpR5LEb3e3jR5OFpHR4ymHFAZze9SSK1Dirajoi59mQV+Ic9Y9yeonzPSDRxY7TXeN5fdIYwCwX17WxuGjtzZTg3Oqd1DTdC9l3i7V3VnG3nNnc9yR1xOGMX/TakSCszPstY2sWhsQZIN3usNcjO2HMTpdZcwHKn9f9MK+UxI3R/KOJ8TfbI5wKnT8mPn7IeAnYzkhQXBCIqvChEP5WKp83KN8vKR8vKF89CgfLyof31Y+ZqYfQciCpCXvNNuzxVHwYviv5qT71pQpR9aGQq4B67b+gSJa/+fS5J17ie9etZxSS7W/Y8W+tf3sgj77pmSePX1MKe6n5v+71zDHj3ARRruIF8zbi+KfBqxz6Jy03LxVTkVN51TvYHXzemZV7sPl0syq7OKZX5/AvrccS7hQcfhNpTz1g5h4e+lPixyFZSaCM9euArsOLbDdHhz0dGF8acoq8jej+KDTQxOpMDIXOJ1v5G/bT6PucdhHEMYUiawKE5FrgAsTtp1o/nxC+ThN+3H8RBKyIoS9MA1BTrpj9QPbgfOAKQmPuYCfm48Nq7lAZL9lPNB6n/sSrHP98+Pv2/rYE4vj/WCHzGdbu1cVUo5hT4Xu0q2Uq7hxgHq6dCuGLZYHoLPES2VfcnQxOK8EMNMPInmxFwE3ASXm/XnmfcDSNqLc0nY13u9WsSVVUdO5TY8ypbQ/bh49p01jx1/PTZpfz/6pbPniCjqCb7HNWc1EcLYN1EIPwy0CS+Krv29i01LfUHHBgPXzKji1qHet1rQqxXtI7oQGDtHmQ/3TnaLQE6daPzc4FoKO1GtWEHKNRFaFiUg/sAE4HeMj/mxgt/lYFbBynOY1GXGy+bnDGklk+J6jy7WfCzBes0jE8A3L4x8ltVC1Ht+dah7LeKB1GQ9ULuMB1zIeqLzjfZ+5BqijxzxqD0ZxlRe7r/Exe6ou3UqXrqRLu8zbyJyikar6ExrpdcdHF4dK3Lxw/UIAuq0ZCZ8lJlQjlJjb43Gyx+pMlWN62t+e5aJTf8fHZ/2ai079HeWPGXm6WkPwUAmD/QW8/n9z2H7Hf/HFU9exe6eXtoFa6no2DtvGqm2glqoDAdz7w5laajmPtbMW39a7XST6+ZrFUFpzDbEIs8YolurHXpAO/HHXec9G7vQOltIVLGNfsHyiVevngrS+voKQL4gbgDDhUD6maT+HE7ZdB3zXvHun9nPV2M9scmIWU12FIQajbgCp2q0O16LLFJjrgWNsHs62y1VG80jqOHQFTjX3KbtkJc6nencL33/1C8x57XWC80p44fqF7Pr4fI6Ei7lzzxoe8y42dnwB+7BBGDgp4fg6eU+lqAnNdLXYd3WCUImbwiOxGrahEjdP/eBknj7jNNZU3Z30nHxF6/hXxaniPkUHqazGPyqwcwPIkSOCIOQSSQMQJhyJQtXEuoRsnzAoDAvTpsoutzSnnXpMoXoXyXHGCNEiGHPfdIIk03nEFy71AlNt90u3TBw3Ttv8WtpuquWc+TuomX0vZYVddA+U07r3Uh7738WR5wQ5RIhjbIqEXs3s+FrT2lPmWTeV3qRqsTDxQhWMQq93fPOfXHfi96PbIp6quVi2HyXiTsIUqvHetbFCtKMt93T4GMJUxKmQ94hYFSY8ysdcYmIqCGwex+kcTaQz/8+W7+AsVCN4Lcv/6choHmY0DiIRpmfo5hym44pry5l2edT0kIXjuZUzmctshvBQ8NjBxTx2aHFsx0HgT4CxbF1vxpDjq/z7gB/GDZ/y+FNV78+0Zo2yxAa1BretK5hR6PXY88acRsPEfxRITEdJ1bLXORfT2bC/LjfTFARhNJCcVWFCo3wsAB4F5mAsnF6u/RJZHSNylvOmfCwE5me4+zrS+2JmNY84X8x/MwsXKxiGT67200oN9bwFmE4BBcSnFGjgCaAdHfHf1IsSqvyDdHEThy3FVV1Y2q46sFQlLGIrBSEH04bOUCz4OBJP1TEgBKw381KtpIrqp3pfphK5giDkKZKzKkxYTIGzDViAUcd9eT4a709msnUDsNsf+BfwG5ybAGSDzmQew5l7yueUx3L/Hj3t/a9vumjFA1suvPRb/IAdzKCCi4DjzEH+DvzePp/WZnkbIrm6qcRqubLtbhXW0IcnZSeq0EwX9vmuCvf+cGxDFUbDhFKMVImnSOz0lSuC2LXUNc/fvEZbcO7m1QFstXt+ii5gtvnAuUIpZgHXYxSDnkrMdP8zWjs32BAEwUDEqjAhsBEJzRj10uUYH27LtN8SixLyDoc2q0cwBGYJRj1+AckWVpmScWFXJi1xbd5zW5fv2nzlN1/+erG3r5POWV7qVzdS2D94+O7vXVlcEA4lpg3UqUs0QDOn4eF885GnGGQHV9gJ4xTFQY5tWAEoV7bPC4QqqA82psxHzag9ahXxdl7g1Jp2pGgMK7NzcRDsGRZQ2Qr8YV/fEaIUpwLP2DwkYlUQMkDSAIS8x8Ei6WYModoNnC9CdXxRPmqUj4DyETZv7eyr7JZgpxDLU51KZkK1i5GnHyTN5Zyzdnh+fOuKzfdxSdjfU3vo3LN2bMHynqvZveXqO57/dHFlXwcuNJX7Omj+7ipu3XjdtAShCpGl5ev4b07gRk7CaEgwgOZ1GuIsuBQ1kfaqQIWDuX+6oqGkpe+IL6rFRmqbnY1URib+Z5Bc4WDfmnakKOB8Ui/VZ1JA5bS0X7/8xM397WsqCX3VRfuaSpafuLmf0bdrOgD8APgUznZwgiA4IGJVmAjYiZwIZcDjyoe2/OwYu6nlhgzFXl6Shd/qcKq0wwn3g8Bakjs5ZZRT6jSXc87aweor1lM2s9sNqGlTD09bdcV6dc5ZO6L7NL50vSoNJeR29gcpP9hte4DKn7VXAINczC3Mpgh4lSLO5mL2qJ0E1E7C6in2sRQ/5rWLFDtVujtwKR0tdlpRfLftQaJCt1tv8fXcFdwVmh928EXtApbYjZGRp2pyC1rb7dVFLbTPrSRU5qJ9USXVX29J7MaVCU7d0SpMQZ/4nnAi6f2m6xWbPuxTlTPM6zujg00f9ildP7quVVoT0JrPa83PgNfTPkEQhDjEDUCYCExqKxqbJemI2GOC5OCmKlqxzj9M+jat6ZbirXmlI7k2cRXjNf/fvUwpju/yFGmL+tgTiwHw9mVnchByuxO7f80FHjG3GdFkD+XciHFlHnIudvpR6VoSe10k5rdu6l9Zvql/ZcQMvyghx3QmT6EiS/aJVlVfC97UX3UgUOx4Mk52Xr2x8daVrqXc1Y0ym9pWvt5B812r4LPQRi05WvuINH/IBLsXrKnAFR8FN+8nvlcFQcgjRKwKEwFHK5rhms/nGZmKvXwlU7/VTFZy4s7bFKbJuZ02+aQkFtSkFvpxFkZlZV22O1m3O7VQ7Zpehqe/j9L+OJEZ3PVxb536uHYzjW/xHubxdsBO8kW6VT0EXpe9IJ6qestsNtu9b4qBcFKO6VRcmN1Vq/ckW1VtmupT4R5XuHVguf1r9BT2OatPJVtfWSntD9L0kwbafpgzsWolhPGe6gamYZx7BKe0kJx6AwuCMDZIGoAwEZjsbQEn+geoU8gxcXumoUmvXVqE+bNP+dBAC/FpB2vIou2rKWSjqQRvvDHT1pC0uztmUGDXQrW32MPatetY/cU7hnbNmh8OK8Xu8nmh5otXblKXaBjgDrqZx1/TnPFc46Yz7PiS2107p51dqXJM7aK3BSpUdOfUq/aT/Hdm0I5RTJXYmrbdfry4Se7tjJ5fjnFpjUtrZgE+EtNC7N0TMn2vCoKQR0hkVch7ombrWdoMTSByba4/1jgZrSd+mbDbzw4N+IlFyirM+24y/5+VNjJtjdreR3eSO8CR/mJa/+fS6P5t840czqaXGrC6AbSdUwseQi0XXBqZmxu4mpe4nN/gYRpwZurJVt/XQtMxDXhdHYS1SrSScvpi5pxWkSLHNE30djmGj205F2FEfOdidNP6IXBf8vOcxovQOdtr140rUyJWZHZ/H8qs7o/YWmXy/yDT96ogCHmERFaFCYH206r9VGo/LvN2sghVGIXI8VgWbCVGKXEoeErYLxUu4pd0Me9n++U648j0Mh6Izm3B/bv1RSf9Llw773/YcvMVVO9uie7XNr+WqiUB3JeEqXp3gLbnayFEyGa+ihOYyufNUU8wtw6ZPxZqf3Pv0F0/rjOLqogIVY3lWtKlW9VOaqKFWTsJ1Jy5xWXjGmDQa3+e1f/bQtj5336n1rTqMrV237yyw6EnXbR/tpLqR1pgHnAT8DG6MIq1Yk9yjgbTW+yh/opG+BH9jjulJpLi4USkzWpm72+jvWjSe9XcPnwaVA0NKkCDCtOgAs0XXXl7xOHBvJ0wBZOCkI+Iz6og5AHDMahPM1ZKD9HxRvky8socKV0YzgGZX1fD3D/u2vW6PdSdsjEaWU0gyBcoqf5di2ra2IB3bydfWfVtNl10BV3Hzjbk0BBwCNiFkfs5ny7+i140XnoIB6or3BWHbKOTHXTpSgC1M/aaVm9vYd2P1lJ+sDvO3T6sFRuOXMVnghtsfVGrO1pofm4VpfYr/daWo/HnX+yh7ksbaVtSa8zpxPjopF3OqsbI5V176TranqqFh9BkVmBnRWNEeptI/14ZVZ/UlDTYvGcGS6h7sJm2ndH3TBD4HPBz4EvAF83tXwHuBtAa+8RpQRBErArCZCOFEBx2QdpwxbTT8xwEda4ZxBA81upvDWzQ/vj2nZF5BrZXVFTYVP0HSiqoWhKwbop2yrrs7T+5Y8OP1kyzFlhFBd4Ha+F7cUMlicLQAy5cOP4f7gDq1R91E1BRvb2F5ltWJRZzRQlrxfKeew3bKcMNQFMKKDrbf11ZUamTg9pD2k2BCtXSpVsdmwvMqaDqvgBotD4RlxkpjIrIRHeBxMYD1sNhRM4zWtXTGpWi61T8rqPYgSolDQ7X7GAFVesDGQ+jddpzFISjFhGrgjDJUL6UH+4d2AjNVGJ0uJHadM+zHDOTCGs/2eWspkIDy+3Oz0k4hlG4L4nae0ZFv/JRE/h9xZaKw51J1zswp4KqnwWMV0Jj3A7SRRFruTV23u3bK21dBiwEa6+/t6T1guWqfVklla+nzqLYFZof9h7YpUhoUxouc+kUbVU10BmeqbxK2bRtVQr3H8LwGiH9AeM1UIoaLuZe1uKKy2tNX/V/GOP1TNte1xSrAfI7surQ6lbh/lamlrAiVgUhFZKzKgiTj1QVL0mV8hmY+qey1krmVVXDqyoQutnV0n5dpaf6lBbb50XykIFanKrQY9wFXJ5mn0xRxM89en6ds+zzLy3bE3OJmxYc3mUrMrx7O43/sAqqH2mh/ROVhJa4yjs+7t1SE94SHdDOZSABzz1NV6jQ+1xUpBGqAPNce1zAcq2ptFbE79fHHrY9NyPnVAEVu8ILbMfsnO2FPuD7xmeGUtSwFD/fwMU8jPOM5LWmbwIwzazgryV1/nJkWdwup9vKeBdI2f69dR5Kei91aI1y+hn9aQrCxEXEqiCMMWNQ/JTuwz1RaKYTo5lba70azd+rcClN5bEdNH90FQmCNe55lsKrVDl7S8390qu1zPDa/V6/upHe4mR7qvrVjWBfOObtLHEQuLON7ZGl+8rXO3BpjXfvLrVx+2oVKdxqm19L3SkbCZRUOCYDFIRDuDJUNApNxzHeLc1Tr4zrOf+l4C396dqqfiX4LRXUJXHT6C32UP/xRvg68CCRTlpNXEtxtFFuhIhnbLo5KvYBm3COmA5g5BtHsFqLaYzobDqbqrEiudXtYAn1v2+0bhpvQS0IExpJAxCEEaJ8LAWWYRgUHQcUAgGMKuZbtJ/9ln1zXvyUsIQfJmaUDs5LrVr7zSiZc9qA1n5c6XJgrcff9aX54fkz9iQV0QTeqKDq1kDc8xzOJVUKg8beAN6J/hT7dWk/s8xjBoicXx1UP9lCpFiqe/pM0FB2eD8urTuAerpilePKR6B6d0tF83OrsLZitRYlOS3dd5Ys0BVL4tMHMkgJyJigLtEe1bc8Ml+lCFcXtSgjt7SDMG5chOgMV0RzTKOdqFS3eZHKWNu7LjH/tAso4wWUbbgjDJw0oqm/gVF49HPgAuJtzCIMACvGWaTGMIqsomk0zc+s3LrqN3fFN6nIl7kKwgRExKogjBDl42HgQoeH24HTtJ+D5r4Bclj8lKZQKWj+2AlWa95lyjmlEtjm79HHQje7Ej1CATN/7/owRESGczvVUof5WhnAqK9PtZ8hLOEODHGbiFWsxs5vIcYrWRiLiCZ2psK0kjKfezuwpnp3S8x/tcRL/dWNtH3EEHih97lw2fyf1aBXnnJX99f/9c1yb18n3TNmUvz+I0x7uBd1JM0VSBxLg7KR+LtD80ILDux2Ybm2dtX7vdrDpiOXs2LKPUnb63o22hVLabahmGczmTcwrlJ2eaxOdOAcfbXNU7UUf4lQFIRJgqQBCMLI6Qc2AKdjLISeDew2H6sivql7rrtV2S3hR4hsT+fhmonPq/XxLmKR4Ljjdx5wWBKPbY+qNodc2WkYYjQVRRhOoqlCkKUY5vZ2QhUg2r7UPI9NgOZl4LfAQWja2GBXdZ+YQrEUEvxXlwRoc9eGGTR2iKQDJKKgx//clWWVfR240Mw62M30h3tRHwHmgjbEZ+YVOjYc73rFTcK1tes4VaqCXDVlo+32Jk+D/fR/iJHHamUA48pnn8fqRKq/i6THTKGanH+dgc+pUtQ4eaOOpW+xIAjJiFgVhJGzXPtZo/08rf0c0X6ewBBKEd5m+T3X7R7Tidwy0hj2pzL1twhKaxTTKo7jjl+/vZHegYS8yAEP9duj+XvFxMSendDO1PzfS+rc3HJSR14Tr/dSzPSD6t8ZxVApipls813jeBlFoVFA1FB3s07Mg8WQdVNJTHk4AvwR2AbqeeAbOLdAzYAEw/5i4JBTxyk3th1nnTtUPYSRx7oHQ1LvwWjDWpSwX4Z5rA6kFOs2IjS7YsD4cWxFbgYFiKNDQqMBM9VAEI5KpN2qIIwQ7ceuynqK5fddlt9z3e7RqRVl9HFrW1EnUuyT6sO/NfH4bc+ZLUmXNOA9ppPOXi/1fY2G3+iZwJ+Al6MCz7m3fXo6E9rwZtNgoB/zet/HJTVHjkxZ99O7+8u7u8vZ+7W5fPG5H8Tlnyaye8q88AIjt7YTI4fWXhTfynsAWllO8cL+rh+9uJapod4y0qU7vBb7NfwxVX73k771dQ/eHcl/tDXWt0sBCGsVVzxlUuZS2nZpXSlCdmNHBK+tl+pDtfFL/C/YnpGREjA8XDjnHkdcHeIK3hzGSfelLp3IdfwbGJW0g+RGAxVAMw2KEXfbEoQJiOSsCkKOUT7mAs8AczCE6ELtjwnWbAz20+2bQc7qiLpWZVB8VYN9AQzW/M8og8AjdOnPM2sEXaySzitNYVZsPucB0wFFx+q5t21dPP2ROrc7HI0FfuiUR5i6x1mo9rpLqDul2drNyhBS1rEPERHlEXfV5HmX23tzAoaw22b8GghVUHUoYDxvEa12Hbac0Bo0KtGkP1RTtMXVPHUVHtWXOLdNwArr2EFdwpU9zQC2ea51PRvhVGg62IC3u5POWV7qVzdGul3F2INRKpU9kdzjFofH45oBpPBkdfZhbVA1HQe9LQum76LzkJf63zdaO09pVhhD2x2bTSzHqWByJILVodEA0EGj0dUssagLqBchK0xWJA1AEHKI8rEAeBRDqIaBy61CFWL+otqPy7xNJVRTLj/aLOGHcFjuHyYp0xbM8W39OzmPeKGKef8D0XvpLLbscDqv1GkUEeE8g4jsqDi59JmrrUIVoPSVlBHV0Kb5V9D0UgOhB1y0b6+kendLcdLYM8z7C5MEjjVS57y8bRo29WoP9X2N8c/rSupt3+U0llLgUppKdwfNU1dRXdQC4G4dWK6u7GlWnaEFWuvYe0V167/4eu4KdoS8hLWiKzzz8OqeO/rb5tXSVG6f57ru2LU0715FZZdhy1W5t4PmW1ZRvd2iLYcY4B6edzxfZ4LEopROORmJr3sm+dcxzAhmxYxO41rN6KD5olVUL4rOv9PmGACsKLm7e9c18zeHvurytK+ptD4nbdpBBqSOEMcir3H/GyRVQJisiFgVhByhfCwEHsOQRkPApdrP/SMYMqP8O4u5/nJihV25IpMP/zISWYgRZbSjkHLlo8ZBaKdCpxD3qYWvjXAuK+xOipYF5yUahxrsnjIv9KVF33Gv2H0PkYKoyr4Omp9bRXWoxV6Un2cz0EK8aieBsM1yOxgXIXyRIhCqoK53I22D0QhfTLx06Va6dCXG6+0hg//jiYVSbQO1VBzoVK736W71R436g97CdrZsOn9leeWBDtz7w8x6o3vqlnmXFXMuePvtvwuUD3UnFaGV9gdpurMBIkK4gBV6C6cQjRc7EhHOdv6pGYlQc//k/GvnKGfS31hpUZCm9zdYx0869vIpm/s3zlg9ff70PW4HkTvcgskI6XLbh5WbKwgTFUkDEIRhYLM834xRRlKO8cG2TPtHYNhD6iV4DKFiPf5WEpZwGUYagF3agflQqlSEANYlS7vlfysHgWbbpfx0S9xdGC4AqVIiNrMQd9KS/MUkXcn1b1nJrKJ9cdsW3L+b0z/7PIVHYro5jGJDxVUs3fuQrQdqYE4FVfcFkmerge8RTT84Z/4OaubcS1lhFx869RGm7+nNfCwDo1XuIvOcyx2Xim0x26rGNlyEUalv1ed9GEVTkXfuMmCqs/9rYp5D9FhK4e4K2y6Hp1uqt8sBNR9fRyzPtwtYm4Pc0FStUmsj4yf+XRyeM7V0qqs3Kec4cLCCqvWB6LmMYF7OdnGNutVp3oCmUUsQSph0iFgV8ops8jnHizSiqhuj29Jfc3CcAPYf6l3msa3Hd9INGfu3DrdhQVLeah3GUrgdgxjWUC/bz80cyypKDLH3XgzjpVg+qO3c1E+5nRNYk5QnO0jSq3XO9B2sPn49U1z90W1H+ouZ+rH+0Eef/LXbejF73R5KQkF7D3ylcP/BZiVeY2QunwTnlO3gW8d+mXf2vIAn3Ef/Q4UU3jiEuy/2/9faSCAF1vzV9Hm6FgKhCqoOBGIbtoGtT6o1v/QK4wjVu1tIanygPQSnT2HW4f1JQwTKK6j6ZwBsRJul8j6tb69JvzGLOJ+BkeeFQma5ofbPSyVyczU355zU4c5bECYo8g1MyBvGzSIme+yW4CKUAY8rH9rys2OYx9nqsL3U5vhOoiXlcqTVPxLYbDNu2qVFUyz6iLRLdVr+1xjV4i87z81MaYj1jV+I5kK0WRRlzQe1n9vJLLVdkgcivqcRHju0mDtfWcO+gVloDfu6ZuFvWdW15O+PvpF4MUtDQcLKduWezmlei3usBQWcahz/69Nv5N2H/k5puA8FTLloEG6AI/MKDVPPORWZCNXEc87Y7kxrKFU9kbxVA6cKfet2M/hrbQkbRhEormDVW+7Un71mXdi2Pe2MqAtB8muceql+HfZ2ZomGWLla8s4uxzWG7bV/5fDxIaxCdST2U426lUZdSaN2mbdW8TvceQvChEQiq0JeEF3Ctc/lG1Z3p9Eio8rzeP6g/SwexnECDK9a3soghuRIagGbwbJ7hGhr1kxQO1PM+6B5RAPb1zUuur6aMNNs3hOxceLmpnY6vDYaeBBj6dvuTA4T4k4uS1WpHwb63J746KLbw6b5l7P0yEN493bSOdtL/arkavieMg+l4UQHfeh1lXDPsdWs+c/diQ8FMRbok8/FaGeqVxTf3b2xdPX0AhVKFHKOxHWkSh9ZDXIKf+ZkLogzORwC/gzcaTy/enusPW3nbC/1NY20XR89//TL4YbDQZPWeDvCFcriXJCOOCeAYTOcqvp0y/SZ7jPW8xaECYqIVWHcyUA0ZSWWRptct0xNcZxsRbFTKkAi7cBpwHNkJoazOi+1kxqcrIYieZwO6QVJ74Uv4Jy1+73kuTkK5Yi4TT2eMacHVJPdGPsKy1h70rpoW9W9x8xm74eOZdEv/01BXyzHtb+wiEMl0yg7vJ9dsxfw1VVNtHxiueNh//u4S/jUS78Co8As0hq1Hif/WMsy/fKizf0/nnr14amqt8zhzJKIpgMspZ9GFAWWqOURNF8HHoz5hSofNfTQQinG156nMN5BL2Av/A0xDcbyvU/rFF6kNlZcKVq8JjKyvNCRkk4sylK9IOSMvBEAwlFNqmV1GH53p9FirJbgsjnvIEbL18jSah+wHWgwx7FW20dawGZSsZz1eZkFQF22Dx4CUttqxb8XDjkc5JDj3OoTl/sZxMhzTTVeH1CHhy/Q4vvyXaWDuJOcCaYPGQ5dVUsCvLfxUbb/4zze/KeOOKEKUDw4wKxD3bi0puL1TppvqePgVvvciKCrhO7B8si5XIZROAewBSPdYyBpnj+M3d0ycFnxtP09vXRpF6nbz0YxO1J1sBUfBawAOtBoXiNkEapbgaba4i3hXb+Yvzn0iIv2X1ZS/asWQ6gCvOpwgNj2QnDsDuVXin0dIW8LidX49i1eBxLuZ/6+HK1OUKmX6SH3rZUF4ahFxKqQD6T65513eVip2pPm+FD12GdDgiEGE49/TcS/FcPn9ScYYtWLIRKsy+lvw1kM58KrdS12gn4GtZFIqEOv9fj3wp9IyjVlEHicLru56UW08ghdHDTP4CDWgi778YYwMiJNn9RNF68sPzD9mKTUg2I9wLdeqgfQNf/fvUwp7sezJ3lpP5HS/j7CP3CH+xPSLodw8/TUk2jbe6nGMOSHeFFXTsxLVfMK8ZX6MSLXLCPfWpfSIV2mvLpMNen3KjiRet5BH+fj5sGomFxTXdRSsXHqajXfbdozxfu1wo/oZyilmHaZ5+OUh1q+wLULO2xavBqiOjM7qhjj60ea69bKgnDUImkAwriTYlk9BGYe4VGK8nE7cDVOnZBSPzeA8zL/9Rgxsqyr/zPFTAeIX/pdZC4rO1eDJy99G24AYabh4hCGUH2RtWa7VSebI+e0koUYjQkilk2apK/tofe5cNn/b9TqEr38Z3df0qIUXHTq7yjdnV6wApoXWL5Xl987S3W5gq4SHis5k5sO3chjhxZDLCpqn16yiMqMujOVxy1Nd2N4KES7i9nkiQz4eu46tKl/ZZINU/sxlVS6k4O1HSEvlQc6jM5S/wBeYzOzcfMqhlBNENO2bVrNJX6nYyQ4F3RpzSyb805PNkvx8cv6YawpGcPJBR3tnFVBOIqQyKqQDzgtq08IoaoUNUoRUMoo7DaXPXOC9nMNxtLwcKK4qSLWm7ONEFudAxKiofZzX0SrXkSlXoTLvI2Mm8rQPPm98DL9bGSI72F89L9IOYZLxO0Ylllxy8vmsxLPKz4todB8hiL6X7B6ewvtyyoJvc9FWDmmf3ZqP61KGeLyhesXMlRi7xKQ+Dzm6tY5B/Yp1xuaqd1BfrKpji0XXkHofS4CyyoqarZtSbdsnD79JNIwoEu71CV67eUXbxoIzK4grBQh5bJLai36jufLSUIVbKObAFS4O7XWVGpNq15EK+dzGV/F8P/6Dkbh1kXGvtVFLTTPWEWluyPWTWtGLDpbH2ykVye4CWgP9cGom8AA0Z5ewyKzpfjkCKybkUZiG5O6jXUgQlUQhoVEVoW8YCL4q9qRyjNyxD6LIyRFZHWf9jM7y7GG5cHqMJajobn247J5L5Ri9V2NEYl+JdJl2l8Zx9tJDQOso5ByDmEI1QSpXL29heZbVsV1Y0qMQvYVFlMy2F9Ll269j0ui12PB/bs58xvP4npNG6kEPRipBSbBohJd96WNtF6wPHoudscLo9jw0av4zOc3JJ5Ph15kpk4kFCptLL1ya92Uu5dijSx36Vj0ug5PxPM2/F7lcNHBtT/5c8Ap6gl0mB20APP6DrEprlBLAwegvbaSyh6byGlRBVWvBoD4yOue8LzwDX037t/Uv7IMayHWcMk0suq8n/3+giCMKSJWBWEEZLQ0O06YguUu4nsUGRXaGQjMBNEYJke2YsrHPuzFZ5zItOyflStC9e4WWp9e3gF4e6aUdn/6CxumbbnwsuhSuN1aePuySipfTxZVYbdChTXBeSU89pUzuXDhji6KWKsXERGsTYD346/+OhaLfRAjS/M10MdB7ZVbYlZWQ8ax2z/lcDwUy792r9X6KsjzbGIbcYLUtNiy/QJx3aLvbvjeW677NFBKMcYrNx2+9Ndv8+X/3MLMwTfijukkVm/zXM3VU+7ApeIeM5axu4zooFLU8AibOc6+faxTOoXZ4cruKbmxo4qQ6VK8c0eo6LykM5QgjB/yxycIIyNvKn4Tl+kxqv4tMT72kp1QTVwWtSOz83xV1fCqCvCqCnd+ccHM6lPsna0c6M50x0inJcx5Tz3SW37HrZ8urt5uOZ6NJPHutV/yVmHN/fs+zEPPfpA3PjkDiswUhJ3ULOOB1mU8ULmMB1zKWol/McZS+PPQ8ZuKeM/VAqDf+XguNN/aaKknHCLELq4E20YZtukUTx/zzmswIrjGV5NBoBtueetXOOO9T3GwIN6ZQCm6gMPWbdVFLayYck+iUDUKwaxCFZqZjduaQtG+rJLI9e6cbf/2cNpOrouPMl+KT3dcKYoShHFExKogjIy8qPh16P51M0aBTTfwbu1nThZL9unsxCJ0Ro7vmM/6anw+4IJjdruaP7oKG8Fa5nBedr5P/SQILICmlxriTPsBSvuDNG1MskKKY9esBbbbg/NiQWnTYgrsuycl5ZP2ag/1fY0kUQKdU5w1/oK9u2L5s+e7prVvqiyuDsddq8jxbQeZNnR4CpFr8zbgkxjvAqC99E3c7V0Z3feILuT64E1Pk9AhqsnTQKlKMhZQwFLL/XWAp/o+I6Wh8vUOXFpT+XoHzbesonp7C/WrGknscBVGsfXki+ymPoAl/1btpEbtJKB2EjZvM84bjXturW5Stbo+hcUUpHZSyDtHEkE42hCxKggjI1/aHqYSl3YtYHemGS9jD9YM2uQmza20KEjTRUkC0k7gN5HcahMMMXYVCf6b3j777wgOkcyoRVfzm67clmgtFSpSvHC90df1SLiY1r2Xxg0Zt/Pc+AheR4/XMLYftDG2PwT1JzQSdlh17p4+M1787e2gefsqqnfHBGvN7i3eMMo2h+vepy8NbXz2ys1AkH9BdVsLX30hJpqfm3YyYa0IhCrw9Wyise9rH8TiGADOxVWR8zajquUATc0Ncbm3EPuC0Laklk0fujzuXF1oVjxyT3zrV4Po+ZjCNPk9lYFgHdZzkyOwcfZtOS2KGi3fV0GYxEjOqiCMEMfuPGM5h+F1u+rGELJJBW1p7MRc1uek7ej1qpEPuK+7nJt/eD1/ffpsnv3HqQwMmProLGCRY0erVOfVgWFeH83nPPzg1NKpod6kfNjAnAqq7gskXQO9CJdS1NTOv/cnd/WtLJxiMWEdKlD87bbTeOYjp9K699KIxZRBH4f16bYRX0MsDbKFQpt5DxL1fb2jo66v7rm7S1wWK93eYg/B4hJmHUrOfAhMr6BqcYDq3S3c9XwdnqHUlllHXMWHt8yrofqVn037wZs+x9dOuBmAr790I/9++q0pO0Q5FVftLp8XWvDz3ZdxYsxiLDTTlZguAJh5qb8L0/7xSirfSGtPFaFDaypTtOyNFps5MZLnjjpiZyUIw0LEqiBMAtKIyzewL2iyEicWs6n+T1fdz6tGpfWzL57CaRc8m7zXGeznJD5jl6KQxis2aU7N77zy9trdrVd7wn3R+fQWe6j70sb43FGItGDt4E+Utgcryyv7O/jbwjO4+bLref7NJ7NvxiwGCosYLCiKPztDcGpeZrntnJ3EUhjDg/Tl2Lxrwlu2ND5xvfLu6yDscuMKh6KOWklPVwr3h8N0bPdqb9+ujL+YvFp8HKe97xlen3IcnqFeXn50ISHtpqo4EOtGlUB1UQvNU1fFpQJYrmOQL1FiNhBw9kqdVUHVigChW1y4bHpbhLXCvd+2yGo9L7DGYd1P60WpVwTVzhTvxzTPHXWkBasgDAtJAxCEyYFTzp2b9EIVEvIws/RgTZm32/y3lVt7tYdjZhzgc6u+z09//ElWXtoc2+spbkiRS5uuK1N03spHzapT71px5anNKlBSQRhFoKSCuiUbaVucIFQ1RiZsHRX4KPf2G6fwj8oTeeDcjxCYW0WvZyqDhRahquGCPzzM3ovLCd+iVPgB1UK52mdW5VuxT6FQwMuWpeXroPXTy8P1qxvpK/ZQEA7hwjmM3DnbS83CLXpBFkJ115T5fOA9j/L6lONw6RD3PHM5C47sxtvfCedilODZ0DZQG2ztr16/u3xeKKwUgTkVVsHv4XMx9Vlf2kivK8Er1e2hfkEjvAydJQ5FVmHHTJM1jq1cM8sFzyyPvFzVUK4ClKuweTsWy/F5U5ApCBMJiawKwiTBjIZuJrFyfyFwHoY4O4TRcvTlxGcDkUjo8I7r1JEKoLn6sy2eppmxLkYf/s4DvHj7yZF9P6M1t1vGsutIldzZKmHeKaOw1msA8YpQQ/snDCupx97xHv7pfTsfePpR5na/yp/ecS5LvvEIHGPseu19P2TdbZ9LHH0AWBGtks9gGdqSV+lxss2yEvFgrXvwbooHB1LuG+HlqW/ngrO3scvjpSA8yD3PXE7NnjYAAiUVVC0JGJ6w9wFG04ReElJZHKOUYeAk8/dlUH2ghaaXGvD2ddJZ4qX+hEba5htfEKo7DIeGUst3jl7tMXJ6B2oNwXwGhn9BL/AUcAJwE/Gma5Eo+qI0ndt2plgViDy3XNWg2IS2JCorBtBxr6NtB7ZUx06Lc2RVA8slFUAQ7JHIqiBMEszoZPzf9ELgQqJ975lh3l9oO8SwHAzSRGGbAE/bw7VUdQdwHwhTdSjAi+GTk8ZxKtQyj1GJ1R7Kft7O0amXzZEOkSy9FNGq9XNe/Au+hzZR+VoHQ64C/Et9nL77b9Fdi4YGsaGIeHcAx6K7iGsCB2nBFFNONlbxaJY+/pCjUE0MOTw143TOO+dP7PJ48Qz18qsnPxIVqmEU9SeYBVcxgyuwz7m2n9xrlt9LoW1+LVVLArgvCVO1JGAIVQ30QFt7LXWHNxIIVUQLu+KE6rnAVIzXZap5/yXg68AeDGH8CpCBUAWjcxp270frcwtYFydUATRFFLAORlbglYZ6kl8uzGMkOkwIgmAiYlUQJhfx4uI8jI5NVgqB9yZ9YA7bwSBN9zFDQL6MUVh0EOOj+ohlgLP4kRkVXYdzG1ZI77yQJKyqd7fQvr2S0AMu2rdXUv2Evb9r25Ja6r60kcAcozVpYE4FK7/czMHS6YY3KjCt9xArHtrkdBm8lKuanjlT94Xe62oJLK3w1DywJYwGDhNiKyXcyrraXff+pH17ZUXokpgfaQrP0SidcypSiloN7POUoYFHy9/PB97zKF3Fsyjr7+KRx8/nor2/ids7EvWkNxo5LccqymItg+2v+Q+JJZv2OkyqFyNq2w5tA7VUHQjg3h+m6kAgVtx1BtHrG6XA3P4QcAFGBHcJHdlENVO0+jUYckiNiW1P1RJ4+KSOnEoqgCA4IGkAgjCJSFqS/wIOpSZovkcnI2xvm64Qy3Fp/u8Eed58juEGkIpoekIqYZw4l0iDAKvvqmOxVRrmdr3CLxs+ypkv/c328X3TZ1La34enP1ah3+v2UHfKxthyuM18DEsno6WWXRES5qPrP/pplj7+kGO6QGBOBVX/HWDvh8tZ9o77+UP5YsdzeU/3Y/yl7ByAIH8iyH9shVu0A5vdcjgnsoXIOysSHbWKziHgz0QKuBJ7hg1gxLjLuAKHHrDAT6L3ct++uFJpemy2TwUCWo1qkZYUWQlC1khkVRDGEOVjqfJxj/LxkvLxhvLRo3y8qHx8W/mYOdLxk5bkewjZT4RO7adS+3GZtxkLAWsDAIwc2eFEQ7MhHOmApRvVFt2o0I1qeeK8E8/9Ozu/Eh5OgwA7Xi0/nou+8xDPv+mkpMf6C4tAqTihClAaCtL0knGsc87awR2vrU5qWODC6C3qQhNGOa4PL338IepXNRrHSuCIu5D6VY2gYO3adYRcqf+tu/UQKzru7gLqajq3lLUfU0lopov2Yyqt3qfRKF8kSsmJLOdEMIVqLLLajiFMe4gu/VuEagTrkvwKrZmlNS6UQ2pHMN7nNE6o5qIw6nS6bCO6p9Nl3hvNZh/54s2cPeIRK4wTElkVhDFE+XgYI2vUjnbgNO3nYM6Ol0mxSTbj2UdSAag+pYWmJQ14j+lk14EFbHtoyfpVX7xrKVV4eRdhPLhQZmTuGVp41nximshqzSlbdMsnLu2zOwfTjN+ecvt+72GlcP8hHMsctO4xhBH3K4Ej5xcRmFvF9VfezP3vXwbAJX/+Fb+q/2j0qV0zylh77Tq23HwpLpv/pVrByoc38P53PMry+fc72Phb9rebcGTOO8JUb29h3W1rKT9o+LB2TS9j7dp1cZHi6u0trFu3lnLTq9VuvB5d2nVt7zpuK722PM6eKlb4FI2sAijF7cDVDsOlI24sK9lYpAGYwtS+mK/L/r1g64Ncr+Bf+PkbxfRgRFTfRT9vw0ejbs31300ShsiLj1bne3GVeMQK44iIVUEYQ5SPXwG7gbuBncApwP3AfHOXL2g/38/pMXNY1ey0rF99SgvNH11FaZFF+ARLqLuumbZfRoVUEPgc8HNO4H95yazNPx2jLSjAlORj7vrS/ND8GXvcidt3h+eFFhzcfVnkXO7jkrjz/Jj3odKCYCh1g4DIdCNV533Ao8DFMYeAZ99yCqf5nwVgYcdLvHD5SVzWcE+cQHSq6O+dX8KDz3wQpeCiU39H6e7URv5OYjWpqYH133bCE6q3G+1PE7tKWQmj6Cz3Utll4486p4KqewJdeFirF9Fqir3Ysn9qjFO4CPgsMBc4xGFupZ9fWBpQWCKlaXKe4ylPsYTepSuVooZTuZWVzOUEhihDoyjkDeB5wA88Z4rOekXica2ia1TcACYykr4gjCMiVoWjiqw+GEfn+NO0P76nvfJxHfBd8+6d2s9VYzWfbHFqANB+XSWVx9oIn10VVJ0VyHj8c+/8/VD1/9tSUFbWRXd3OT/9xfL+P1z8gSJlk9kY1gr3vjA8Qtfq02/72fnv274CS9TH+9+7+t/1meeUK6Sja+ea+GjkOdN2UDPnXsoKu+geLOfmzht5NbgA3PCJR9r42j0303j59fz0g9UA/Ndff8Oxh/c7RjLjgrQlbp76wcns+rjxPWTB/bs569PPZB1dTZxzlEj8fUb88zOxwgrMrsC7r9M2GhyNPEeiZiemtA1Lnv7FaL6BK852qg/4OpwzYwc1396syxd0ocwo+zIeyPzvzyFaDmjVrZcDzXwUD402e4DR0OFS4AXnaO+EjHqOBQ3O155GLSmFwqgiYlU4ash6yXGMUD6uB75p3tWMpYh+1eaDOcXSulNkNXSzQ8vNsMI937ZLkS1tQx8dcLvDUXEZCrkGPr5v66ECbRMhDVVQdSgAB2H923x6VllX0gdp5ZbOrnd99jk0lFsf7C328N0bPsebr/wnU1z90e1X/+suuoZm287Nc6SXc5/7I9vO+tAAxutUbBfF1MDAzEKeaXpHVKhG+Hj5rzMKT4aUC5cOkzjnuOIwDTyD5rT4IqXQ+1y2IjRCpKhLo3DbZMnum17G7K2R1E06OBEvidHSV4EfYlTsJ7INmJe8+ZzQDla/aT1TSvutm4NAnVWwqpu4nXO5itm42UuIP3OH/jrXACkjq6pbA1RwGlAJPAHsAxYA3wLeYe55L/BttNY2NRsplrpVrYZ8jrQ6Rz4jjCwCKpFVYRyRb0PC0cTo2NGMAOVjLnCddRMR+yDf8DwdrQVQ5q39OK9GP5ijXpLBwZItzQ9ceXuK4W2LQ4IDni67nTv3JLnxdLCCDlZA4s+Pu1eErEIVwO0OFz0z7R0kHrNXe6jvM8Nn06FsZretBgws95YBvYkPlvYH+fz6H8YJVYAlMx/mTVP+beuEGZxSyrazPtRlztgHdDRtbEhablfAkKcgTqjOv283F536O7sp2pIoVCNzjhSHVW9voePjXh36nEu1f8KwwAJA42iFpTGEaqSoy06oAhSH+2n/RSWhFheBX1RUrDj57m4uwjDpn4fxqTHPvH+RzQBz7c+p5u33JgpVAM+R8JR1aicBtZOweoZDXMIajsONCzgONxezRt1E5D2ZqjjJOPFngF9geLMOAv8H/Mqyt2GV61QoZfs/oqegdB2j47s6lhxOv0tKJm5hmDDhEbEqTChGWE2fV60OlY8FGBmSM2weHpaIdjLWdxCsSR/MnsI+deFbt13tJHCdGgBMLe5dS6KgDJZQ/y1TUFYBy9BcgReH6M+xx+5PyksFCJR6y4C63eF5oaipfO9G2gbNCOMh6O527CgbsedKYtoryQahHyu/n6aq6+AwmudZzwBdaIwl94fp4lYjjzNSIe/kferZE8tNPe6+13nn5/5B6e6+YVUnWfHu7YzmpHr37VIural8vYPmW1YZglVB/ZVGgwMrvcUeuqaXOdpjWZnW00NlsAMXmopgJxsvWj29urolsZuUcf+zNgM4tEotK4x9n1lwvyHePz7r1/y/d24tr97eYrxfi5mWYNVvHOdcMzXGKKJKev+Z25NfDDfwZjQfMe/3AL+iD2eBZfte8QwFy8mzL7pJNOpKGrWK+4EbLXvcM8Lx7a+9pEgIY0CieYcg5DvXkFxNf6L58wnlS1lN34m9UMqFHU1WKB8LMRZMF6TYbTgiOlX0OPFDxXb8+TN2R7rp2H4ImYI14TENr8YXrLT+omZr2y9rDTcAw4czpVZ7442ZobKZ3XaCtZO5unXBTsAokSmOPjIE/Alan7+Uq1bcrouLBqzHiER9bHMuD88ttZ1H92A5/BHFy3ySbXHXshxD+EeuAcFiT9fUI71JSvnw8aWEtaJ7sJzzbnqS4iOZtUgFQ1iGXC6m9yUbgSqt2dx4OQXheEeySNS1bUktbRfUgoKm5ga8ezvpnO2lflUjW26+NKPjq6nmL/8GnoSCnlDR5mmXw2dJ9qedCyfRwvk0MINODuLlkS828sLdtSTmrHbvLWfWnH0suH83Z3zueQr6jHMo3d1H8y2rAJvxI8y2tBA2hKnde7Me6xJ+LB3BeE/sBT7Pq/yH61J4ttr+j9jlcfwzzV8j/wZVCKw27/UCd414zEbHay8Io4pEVoWJRj+wAaOGvAQ4G6O6Hoz43coUzx3zZSy7JXnl4wzgTxhCNYjxMWrHcER0NtFj2/E7D3hTjePMXN3KXF3JXO1irq6su+6ua7SmksV0phOqQPDZF955B+lfH9txHnticfDPj79vAwlRHzMXsn5IuePUYq/bw/fP+SxH+ovjxjkSKqb1t5caHbcMcephIUY86QtAHR7eYbTkBJh6pHftkCth7GIPV/nu5FMv/Yo1/7mb2a85vbwxhlzuaOesTR+6nKKBpOXy6MknCtUIFa93sHdpOdXbWmi7oJaq+wK4/xCm6r4AbUtqM+qUpQuAMzGE6g6IGOcXHA6x6du+WLqByUlbWvgwqziGDhSaY+jgw8+tYtVnrmbvT8sJtyjCLYqu/y7T+752nO4PFumTbn45KlQjpPW/3evgF2ydu06I+rsTnjMb2EIR/+DFFMPY/o/4xklft01zYRy+6GbBMmJJGZtp1AfGcS6CMCJErAoTjeXazxrt52nt54j28wTExAMxE6Qk0vSwzzkOS/J3A3/EEELdwHew/zscrojOxsy8PjhYErcu3DvgoX57Y6pxMs+JjZFKJUVfhzve95lrsHl9LMU3TZCwSFyA0VIWSu685zNLP+F7oP4TOx9Y/omdD/CJnQ9sUTsJqNv1e1ac6teBkgrCKAIlFdSdspFv9N/MnT9Zw76uWYS1Yl/XLO68aw2P/WJxbPyFGHH8GRiv4AzgfMqjuYpdurUgHFoBdGjQHbO9SR2y0olErcAdDrH3uNnUr2pk6eMPMSU0mPI5dihg1qFu/N9ekSQqAepXJacHHHEXsm9GmSGUSyroOqMM3go8htX2H4DiwQHW/WhtbEMfnL+ugaIEbVdEkIXP/phZIcMdQQFlBfvVDbOaBqft6NtuTZGw4thOtg/4M3ekOvcIWtOqNZVa49IfoADj/bIQwx4OoIxYMWMyDkvdm96yMinNhfzP17zWvNXAbeM5EUEYKeIGIEx4Eqrpr9d+R+OaMcWx1Wh6uoC1o9H+NHH/5geuvP3Ct267ev6M3arzgJf67Y20PVfruP9wHBVSXIcO7XewD7Ibx6kFpga+Z/5+Av18CIUrJmrPLd2hv1Z6ozon9CSecB+vB+fw+a3fo+25lC1Xg0CQOsptM4qhQy9Knrv6Pvt4N+VMxxBZRVD9+2THgOiJKOKsrPqmFFN8pH/EUYQkX1aT6u0tNG000gN2lS/gq6ubaDuz1nhFfwLVi1povmgVpZvsPVo14Nqh4TXgR/S1PqxKzpoCxxXAFAUDGl4LwZNH4BMfwRC+Fjo9C3S41aXsrLWicx7AWLSeAUluAA6k80RVOzkVo/QK4GW9iBNSjTecY+QVDepdwJPmvW00aqdGJIIwIRCxKkxozGr6Z4A5GAJjofaza3xnZeDkSZqK2aWv8/c1p4fmz9jjIgMrKYfjZuUlm83+wxGeymfb/ShO4GYyB/Us+yiK9bE/Z/oOamabHqnd5bT+z6U8dvLiuHK1c6bv4FvHfpl3H/o7BZZV4b6hYlb+z90xwRr/KmmMVJO/8AVazplhOc5gOa17L+Wxg4vhe8k2Y0mv+ULgPKh+ooVb7vhyaF7XHlfnHK/659eqOOfbT9o2CRhyuR2X+hMn6fTmsnil2jzIAC5WRISWb8rd+75e8s1yr6uTzrCXrcdexJpDP3Yw1ASXYRHFp4rahtqm1TjXPRQDVyQeWrF89r1J4r23yEPdFzfS9o5aqyWWsxeqBYduU/0YLhsbMRpuNAKfMh97UC9iabpxJzQN6l5guXnvYhq1ncmYIEwYRKwKExazmn4bhiQIA5/U/uhyX66OMewmAumEXaKwsesCRSZtRceQFAJca39yQNAhEquBDdpvRMsyjdaq77OP8ymn0BChq49fH2c9daS/mDv3ruGxw4uj29a/ZSWXv9FGaThZFHbs91L57Y4uCimv3t1C00sNePs66SzxctPbvta1qWLl2nO/umNL07NfVu9sfAHPnj6C80p4uuEkvnr6d3js5uhxonPN4DWvYRVbfnrWR9QnZj+A0rB1zsXcd/wynjzmTF4rPo5BVyGVwQBLX9/Kl/5zCzMH30gaLPIiOIlVp8gqEAKiXb8oVzVD2r2pQIWikehe7SE0RTG9P9ktYd/UMmZ3GOmbv5n2X/xX0W8B2BGEx/rgtGK4aKrlCavjnx/wVFD1sUBchLdztpf6/zTSNpAU6bb3Qk1A7cxqBaMXeL9exN8y3D+/sWtgAI+YvxdhZB+/nUb5oBcmNpKzKkxIzGr6xzCE6hBw6SgJ1UxtoOxIV9AVF/pqWtKQKFRhlOxxhpF3GiGbnFiwdydQwBrLcTPzv32RMn4L1b9q4aGLl7J8zv1cdOrvWHC/UV83pbifmln3xj2lrLALj41QBfAe26kppKx6dwvNz62iss+wa6rs6+C2F68tr9117z1fe/xG9e7P/92wndJG5fq7P/93vv7kjfAB27nWA8Hq3S20b68k9ICLju1evfHZK7dGr8cfUd2D5QTnGeXyt1ddw+YFl/PytBM4UHQsvQVT+cf0d/Cdt36FM977FAcLpifN3UWKqCrgfb2D9mWVibmrQaxC1ZyPVagClKog/UNTOOIujBv3iLuQtWfF0sNDlgL9jkHjj7BjKGGSFgZUIfWnGhk6bUssBWC3BUI2QhXSFC+pndRkIFQHMRIy/gncCZw2yYRq0v8n4HZiud0/EqEqTAZErAp5j42waiC+mv4jo1Qk5SSiNmci7jIo6Ir7+/Me4/jZnFN7HHPufuI/5PwZCtZsHRVSzb0Co+d8pg4GndW/a6H5h6uYvqc3Kh7PuuoZPvzWh1lw/27Ki7uMZW6T7sFygq5Eg1ADs91nZ9NLDZSG4k+pNBTk5pe/VnDO959Mqlwv6AtxzrefhNMwvipZ5qr9tG589spNdz1bpyPi19u3S9V13r2CclUDeHkZWn97KU/Xn8RQiZviUD9Xt6/n7394J/t/N4Mlb3mY44/sAaC99E3c7U1lcGGgiZj+G28qF8T7rxrU2eRY2l77svB+fJ/fRGBORdSlwFe/ibYv1UYbAdx5ZDUhZbyFq2cWcEMZfPqY2Bj9cwuxyKSue9502fq2qtrk945RPJVV8ZJl6T9lxya9iCK9CI9exEK9iKv0Iv6dYv+JhtP/p4+Zvx8CfjKWExKE0ULSAIS8xmGJOEI3sFT7+esoHTtVzmnKoqIMxw9g+bBtv66SymNte7p3MNfSzjDLFqk2x90H2Lnod2k/s6L3ym2O06VbzddknWWMLi7gZyzkkxRSziHgcbp4kbU4eJxmSFwerPJR07Hdu8Xbt8v2NRkqcfPYze/qW/yux6/kIC1MN3rR2+WsDuLmqemn8GzhKeHV837ismtPGkahlMami6yRu/lHbTQLaAYiy+t+WlO2BL1EU31KS0XTRQ14SzsZbHRx5BclTB/oIeRyccfFq/nLqedw0k+fp/6E7wCwOnAHdzz/6bQXK9KdKhEzJcC2IMxprinSCIwQ6leBh+CijQ/S9s1qpgdjzZHCKB4+80I+8psHGKIwLu/UqUhJKZvtzl6omSz9G3+f+VoAlQsaVLqc+B/SqD83VtMRhNFEIqtCvmMXPYhQBjyufGjLz44cHjvVMmQulufjopT12xvpHUiKAsZHmGxapALN5vZMcWr3FNte7nCc8uhxYq/JQso5gTUUUW61d+IE/MBWkqNmdiSqrKTImvbTusBBqIIR8Tzhpv8U60W00gwcgscOLearb3yHR0vPpddVggZ6XSX8fcbJ7C6dR3lRlyuyHJ9I5ywvr8+Y4zjZ6u0tMB0jdr4QN7EUEdtoZRhV0bD4m/9s/mgdlVM7cD2kKf5ViBkDPaZ/apgV2+5h3bq1hIgtwS/oy6xe0Kk7VcXrHWz8jpGGEFk6VzsJq50Emi9euTWoE+zLij3Ur0phqFEA3ATnnftHWm+qiROqAChY/MwO+mcW0X5MZUVNcYtWin1KURPp/EWs+GeL2kmAf/Ae/gFxP6lJFbE3VjAms1A1cPr/1GF2sBKhKkwaRKwK+c54doixW/K2MqK5JaYJtD1X29H6XM16EtIGEqKmmeV3jpxUx4l/7DygMGHPQuBcioGlGOfoZKpuJa3/7Z4p81KWyZcf7I78TwvxJ2DQEKwX7t7B1O4gPy7z8dCcD7LLMz/6nBevfzuDJfGNs3qLPdSvbuTzb/peot0oYPzjvMO/mp8u+gjrT1/JDdOvp31HpSf0gKtlyOW2FdSdJV5Wvat5SWmRmUP7beBI/D6l/UEG+wu5vcpwavIM9XLZrs2pTjktCqh78O7VzZdfeTvQXL29paJ9WaUKvc9VseSp363ZvPTSwa7CsmgqQbDYXrzHUQLrgmuZ0XcIgEsbNlOyPcjNy7+K0hrP4BFcCirdHTRPXUV1UUs54FeKmoQl/MgXoTUJ91vUTvZF/WyTcRRqehGVR4FQhXFociII44WkAQh5Ta48Okdw/BpgM2DXBnRM5hDHq45Lf5q5OqMvnxmlAZQ7H0ddool77AuOM4r4n0bSKe2uYYSMrmXtBVvC9z59mXKKInaUeKnY1aFMu6w1EesopgOH4KdnfwSXzbr+/Pv2MPfG7rj2pG3n11J9awstW5c7XAgIvliC59d9cCMoi/BMtJXSwPqKT3P1r+8wjv8g8JXkMXdNmc8F797Gy9NOwKVD/OypT/LxV/8HMCytXOFQSheAVHZWGth2+vmc++LjcbZR/YVF6LCOa0TQW+xJam4A8T6tSmsUECwoofR3QXBB+7JKbD1UQxVUHQgAdJhR00xTQ2yX8x3sqjJe+p9QnqmpsHMDaMwP55AkGhzTYyJ00GhJdxIECyJWhbxmOCb04zWHkdhcZcyrzvmQcXmtKTDnuYn4blADwIrofNPkXcY9Vge2xvmxfM509AOHMdI6IvY7YHMtlY9A6AFVYafKNbD8nffqlm3LXRD1d70Ki0hev2Els6bsS3ruvoFZrPnP3XHbqrcnm/nHHW8uqG3ABcCr6U9ySLlxE0Idh1GffiD+8Zenvp0Lzt7GLo+XgvAg9zxzOTV72qLn9vNlH+H0Pz5rKwbBEJie/mDKJMZUYjaRxLzVVNfj0obN3Ld4GcElJbbLdWGtcO8PG1MwxGo2/sP2DRiGKThHKnQdETGWmvTX50Ua9UljNBthgiFiVch7xkQEjnAOYyaqYzmrScfJssgq9TUtdz6OKVZjj0VakpqpANXbW2i60/TQLPFSf0IjbfMdu0WFMUp2EoWzxrCVjz9HwKnIal9hGbM/1BXCWKU3zukBRUeJt2VB3y46S7z85NLlvPnmf8b7s4aLufMva3jsmMVxiVFOUUIAPQXUjcDFwMkkZ9xmyVMzTudDZ/+GruJZeIZ6ue+pZVy09zdx+xyaV8q0Pb2OQeyuGWXMPPQGbu3QDCBLEhsLpLoe6RhBZBVA60XOKWup3st2ghbnoj/7IrRMETGWPQ3qBuBG894XadS3juNshDxGxKog5IAxTVcYoRtAxmM5uAGAjUBYiJfzUNVPtND83YTuRG4PdadstBOsQfPHqeArkQ7tp7L5nVfeXru7dY3VP9XuGMt3be7f9KxPFWiL4b3bw3dXfo7ZX3+VsuIuuvvLadt+qf7zLxarxHSG0Ptc2LkEaIBvg7rY3JBhZNWJR8vfz0ff9UsOF06nrL+LrU8u5ew3nrA/LqlDkkMo3Ojs2qY5kBhZTXU99k+fyYzegwy4CykeHIgTzL3aQ13PRtouqB3kBg7ioSzdqVjTDV4pOz40v2vPZZH3npVUXxK5DhweK3E4dkpRPCxEjDnToAox8tPnYjRrmE+jPjCucxLyFhGrgpADsu3sNGakEJw5jtLeAUxr315JZZ9NzmJJBVWfCcTyR3sI0c4dbItvw1p9SgtNSxrwHtNJ5wEv9dsbYy1RrdeyXNX0uEvXeULBcqfordNczAhs5G5kh4rEdAanSOJrx81h6iOHmRo2BfmDGHIkRc6qHZF9Fr/n9/yhfLHjfu/r2sGOv7yfsAJXDv5d280tcVuwoIQrv9JM2wWxa+qYjzq7gqr7A9H7cZF15aX+UCNt/1V7mG9STEFcBD1yNp0Ypv0XRJ5vk25gvC8TBGuqL4mmWLV7LIRTDvpIIquJiBhLjZFvGzEB/jGN+urxnI6Q34gbgCDkhmw7O40+6e2nRuwsEIlsVZ/SMq39ukoqjtgvE3v7Oo1UgRnmTKbh5mRW8A66I/tE2s1WHtuBS2kqj+2g+aOrqD4lamofC9d16dapr/fMcl8SpmpJwDbNwNtnf+nLB7up3t0CEOQCtnItpXwBmELccn79qkZ6i+MvT6/bw+fP+B639n6OoYjeuRi40chh1QqCxxRllBXQd0wRvfMzqLw3sfN7zRaz0m0ocbvCKOAKK8Xu8nmhlgtr1luFKsDWd19EOEHmRlwTrLQtqaWqJYD7kjBVHw50tPbXKr7F/gShGjlspykQ3x7Z2LSxwS4v1ul96dxQQjs8ZrRwHV4VfYOqoUEFaFBh8zaVZdwyDKEKsDmlUM1u3MnCteatBm4bz4kI+Y+IVUHIDfloI5NOjDp+0CsfNb7b797XsbNCh19x6Z7A1H0OXq5N1ae0eCIiUx1nP2DnLG+yvRV4zJalQbBvN1taFKRpSUPkriuxm5nD/I1jltifngJu2fnlEBewiZNZQRHl58zYwfoTVxpWVG9ZyTnTd9D2wVrqvriRwKwKwigCJRVGqoGrlm/cfDN/m35KzLv1wyU88cRpPPHj0yjqD6X9x9pb7OHKlX42lV/B7//yfvQDyvFnx1/eH533cLBqXAW4DafUJNzhEMuvv5cFP9/tXvXlu1ZgsRur3t7Cit/cE+flGtaKTR+6PMkxAIAiqN7dQmB7RQXlKhxYVlGR0Po1gjfhFu/erDq5OX9JfN3WdQxze3JnuXTFVU7tTZ2FZWZiLPtxJz4N6l3AWea97TTql8ZzOkL+I2kAgpAj8qEQLA4H+6kwCvcl4VrdqGwLTXr6S7s+/cCGaXd85NPFVvE4FHIPFLhDK6wpAspHuP26ShXtvGWzJN7r9lD31Y0kRupMNLeyAVgTutllaysV1gr39WEwxJMH5yYRcVTvbqHlaXvbKWvx0DnTd7D6+PXJRVevrOGxQ4sjszQ4BPwv8GZYf/pKZhXFOwtcdOrvKN3dhxMa6JhTQX1dI23ltQx+voCCcErr2DElwbKqCyNpo8gxBcCh01X1thaav7Uqro2tgx1Wl17ELGtHqhSFXB10xVfTp8xZ3csWvoHCGrzuA25A663DCNQ4F1AlV/kbYuxJ8942GvWFORl3stCg7iXWGOJiGvVD4zkdIf+RyKog5Ajtp1X7qdR+XOZt1kI1MXJofhgPF9uokxlxbG7+20q77lLBa7eu45sf/HpxYpSzwB0qInkpttN7jOUw5pI45pJ4NBp5lqMbQCdG4wA6Q/aRUHN7ZDJphWr1KS20X1fJlp9cSni6fTyyc3bsWDWz740TqgBTXP3UzL43tiFibjoDOM24bd17KUfCxXHP86QQqr3FHmq/toWq+wK0vb+Wc87bgXsEQnUkYQan55b2B2naGI1kl9X+9l7VvqySCgcXAKcoaNPGhjihajN2IvUYLhC26Rc4rFIkNtbA2lDiQTr5OrAHI4FkD/B14MHMUnO+oVTNN5QKfEOp8DeUCjz/YoqUg2Sutfy+Ls2hshl34tOg5gCfMO/9G/hNir0FARCxKgh5g/JRs/zUzf726yorQje7VPt1lRXLT93sH45gVT5qfKfcVdrrTs65rD+hEcCz6pd3RbpLxX3Qb3p6ZVmcAI0n8QO0fvfB+fHa52JgG3T8oSKWT2p2k0ogIkC8APVHGunVCfPVHuqPNGLOsyz6wEJzyxeItDsFDKHqL15B5Yc7cJ2scR/SScIssZ1oWaF9cy2n7ZFQ7WOHFnPnK2vYNzCLsFbsG5hFyGX/L1VDXFTxnJk7WL1gPdq+2VVGQrRrehn7ZpQNS7RqlOPzIgK0ZtsW7rz1qsLK1zscUxA6C72mxLQw5CxibbaXAZhL8IfAyHnd9KHLGXK50Ri5tMAmOzcASPklsZ6HCHIBcBJG+dZDBDd+6Mqt6fJDv6GSl+Z//RC88KLtaYXjxspejOVfvnuusM/FXU3Mqu5HNMryrpAe29wlQcgX8m5pfRRZ8c6719324WujEc3KYzu44yOfLi50Da6DlZlX59/G9XyMGzeVr3TfO+UylEtTfrCLk/75AvpvsH0ouiLpNZf0E8du6jzgrYgu7ccT9wGq/bQ2P3DBe2pPbb3aU9gX1TRDIffA1353U8wr9WVA0c8HGGAK0zgEPE6QF6NjVrR1GUKuqaQBr6uTzrCX+r5G2gZrO8yGAEYnsQRfV2aY94F1rGXKjYNxJUQKoq1EO+dUGN2pLEvRx/7sIOd8+0k8e/oIzivhhesXsuvj8+kejDlqnTN9BzWz76WssIvuwXJa917KY4cWR38iyu+qsN/umkWFYfuySrx7O+k53sPOr72N/73My1s2OYtBJ3qLPaxdu46mjQ3MOtid/gkJqBT2VpGoc2Pz9cqpIQLAkHYP3LT/a4e4njI+T5g5uFB0UkC9C22bYvLKccdz/lsepKQwSN+gh3/tW9QNVZGHyyCWHxtJjzBvV1Cu/uIkWO3QmlZlnGT0/8fGD125te60u1cQi9BH8kNJ6PyUlO89NIT63Q70Se9IunQRZwFjLHiI7MRYPfapDBO7bWpDkttI5PpEvt4cAn4y9hMTJiKSsyrkLfnQvWos6dhZoSuOTQ6mdLzhpWJRR8Z6Rq2jiyWWKKSVENAGvGYMbecBG4nwZpKzGsXGr1U1aBK2bQWsQgGM1/PPwBIWouJEKECYAR6mn51Mi25z6pgVhnC1Qjl4nu6bXkZvydS4lqoAd393JSVHYmkAQyVuHv/+6Xz13d/hsUOLozmtb/35/3LSzS/j2dNH7zwPt179Ob5x7s3Gkw5C9Q0tbH7mcgp08tL+vullTO87TPFgLAwZKlL87UencvoXnqOwN7kWKIyKL2gyZbdVcDt5nw4Xa15pKl9VZUTh6x3FY7mqGdLuTQUq5nEbnFLC7T9YxZ+XnRM7J60GXEqveIBlrZG81WxyVrMmw/zQbyjndsM31NOJ8Z52aiEcscY6BMyjUfdkMK+J0zY1U9I3SfghjfpzYzQbYYIjYlXIW8bUaD8PCL/i0k4FRq7jwxmJVeWjhuNpYSbGR14vhrC7CIhU6v8d+H1q0a981Kx4593rbvjATeULjtlFcMDTNbW4d+2wmw8YY+7DvgFAzOZzITEv1kG62M4MXkrwEbCY91vN4ztne6lIsWSd6CXaW+whOKXENjL52qw5fPxXP6Wm8l7KC/fh/Z/dnPG55ynoiwnRwRI3l193D20frKXmwS164/dXq9Kh5Ehkb7GHkMvF9L5kzdI/s5CiNwZtbanCGJFgq7hOrLzf9cn5zH91j8MZ2+PkAauB2q9tiR7DSTR2zPFSeV/Her2Ia1Idxzfl7n1fr/xmubfbmH/r1z7OXz91lt2uHQ+wrDLSBjX0PpfHQYBrurR9nkWmYq/BWYTSGBv7G8pZ1N6gTVHrPFaEo1uMZXitBSET5A0j5DNHVeFBcMBjmyTptD2RaCT6FeBFjLhOCNiPxYQIOAnNBWxKFZ3Wflr916ycVbGoQ7mOD6uplT2zRihUa3DuVBX7QHsZI5b+PTr4Eb1JQhXMzMaYeXzl6x24tE7bCjTxU7O0P0i5wxL67K69rK5az6yifSgFJ938cpxQBSjsCxkFQwoa77neVqgOudzUfWkj02yEKkDR/kGC8+y9VjvNSnv3H8JGUZaNRdTmhk9xpCTevjRV+CHSltWOjjkVccew9Zkt9vDVVU0AVzdffuXtlKsA5Sps3sblfm7qX1lWdX9s/o9/0laogvn3bOat1r1SdrxT1Zl9Dmd21k+Z5odmYkXnNFYHjVod1ULVYPLm4gpjjohVIZ85qv7ZTS3uXTsUcseVqwyF3ANTi3vXZjhEsq+qAs4AFlm2FaE4mRVmJCvGq6qGV1WAV1XYvLUt7ErrWFCuamxETMaNBky8OC0h/gnQ9ubxkfzURLJdP+o/pogphbHUAM8e+yr/SMGQU0GRS4ftfUgtPN9wAqHC+H/F/YVFcUVgTjz+ybO4/Qer2Tu/nLBS7J1fTp+n2HH/jjkVrL12XZII1cDUvh4d8UKt3t7Ct+/8qvb0B41mARg2VZEUgertLap2e+vVWARir/a0+KbcvU8patROangkvodA36CjkUP04ulFtM7v2nMZNkLxydtPffg+LtFJP40fbrmv8cOeQ+VTrfvHNRFQO6lROwnUvudeb9Bdkvh2SMoPvUFrW5cBc3uEJEEbdJfo5jev3Op0okcZ+eg9LUxQJA1AyFuOtpxVwDb3M9OIZlLLV6fczhix9pI2rVeDgyW67hcbaX1uuVHY1qjo6p15x0zPG9MirVABvn3BV/WCGbtQik5uYCs/j89LDbpK9JWnNiu7LlOJ7VW3fv8ilv72Ibx9nTi1UQXgagh9yD6nMgx0e8ooDxpR00gk0W65P9WSeHB+Ca8smc3x2/fi2d1nu1/EZzSdD+nepeXMOmR//K4ZZcw49AZFOpa3esRdyF0fvpKljz9knwZgTvz8tzyIJ8Fi7L33/4lrP7OBosH4AGV/YRErvuyn7YJaqre3sG7dWsoPdce3WS0q0ZsuupwVD92DZyBWMJfokep4vqEKqs4N9NOISuxYdfz0Dk45/u8UuGLzsuasxg1k0yb4vq4PFwGbkg5qcuEPfs/0rrgItqZRuyLpBZjvyer2Fr797Ff1guAu1AjzQ5v9V95+4avbrp4f3K06PV7qT22krarW+B+VrsnA0cBkzMUVxgURq0JeczS5AYyUpBzf9GJV60XG6kpPYOq+qcW9Scv0gTcqqLo1wPJTN/ff9bE6d3HBQNRB5MhQIQpFcYElGLwEzWvJui5QYthYWYm0V40WcT0I+kZQiQ0FTtmYKFiH+ADu9m9VKlvBdKzZq96SQFC9rYXm78b3mw+TfmnJScwaz1ds+OhVfObzG2z72VsFXvX2FvxNK5gSSvbvyvTY/YVFrPiKPy5SaycAh8Juqu7axY3f/iblpkDuLyw+/ILnxMePC+/94LyePa7O2V6mBQ/rssP77U4vUiAUx5DLzWUN96QsvgprhfunYZhnf0LHT+/ghDkvRt0AXt53Yv+eg5U+/V4FiaImoXjrPi65AlOsLuOB2LzTFE1ZGw4kPh79sjZMRnNsQRBiiHWVkNeYwlTEaWbEW+A0Ay6CXEM/RRxrs38nGF8IQjcHbfNJI36r3/zg14vjRCkwpcBGeL1ur+28fcnL5EntVdfFC1WA0lCQppcarGK1i7N5uvr1lgtK+3qSi6YKPNT7GpNau7ZdUAuKpGKsdKSqnnGhWfGbe/jLSedEBWTTxga8r3cQdrkpsZjgWx9PVQSW6tjFgwOs+9HaOLH6yqEKPvrQL/n6+kZmvdLFvuPLuWlNAxvOXcuGrbHskUt/vbngx9+/6oLSkJHOUPl6B9r59Owq3CkIh2i+ZRVg2FvZfVHoPM4Lxzuf0CuHK3jlcJy2K17x4N3riO9MZuSclisytKpKZ/00mrnvR1VevSCMFxJZFYQJjrnMaUSlBujmUeBFyogED99BNxcwA1echIsuVSofgfbrKm19VSORVadWqElcANhYR9lFVpPGPBnb5FKzPSwYEb/Lat625d6Nt612WaOYGuiaVsbat66j7Qe1VBe12Pm1xo/7XpW1v6kdGjg4YzrFrn6mvNEPirjq/sQl9JHYTWnA9cfYc9NFdCOksIOywzayGmHI5cYVDkGCtZZDO9W0BJZVUPG6bc5vnFWVNbIKvI7hy9oN7HjX/c88XfnM7quxWW6WyKogTHykwEoQJjCWfDyj0KWIci7kWBYzxDTcuFDsopzX4sRHH/E5dd767Y30DiRUfg94onmpnQcyDBSthXBxvAS0dM2KI2nM45J2MfYrie7nBpob773eZVdY1euZStv8WqpDLTSXrqLS3YFLaSrdHTSXruJS9+Y+oMNISDU6QOUCBRxz8BAlb/QbXVkTdGhim9HuaTNzclywLzKza2vqVACWVGlUVKKBO4Zc8YV+VgrCIVwYkeUwKqn4yoEg/Ry2e2DB3l1Oz0n1ppuDsTI4B/jk3z5+2o33NX54GY3aRaOuTMiLHM1CHykiEoQxQMSqMKFIW4l+9GHnAODmDApZDXweI3f1+Ojfei/wvoTij86252qp++VGAm9UENaKwBsV1P1yI23PGeLj+u3fHOwfKhqyHubIUCH9Q/G2Sb1LPGz40FV0lHjRoDtKvHY5pwAkCeS1oKfE72MjdD3pWnmu++NaSi8MGpHaC4AHoVQF+bi6bwoH6OIwQxTBcQ+8zvE/38PHbv45j594tu2YuVp38r7eQfv0SkKPKcoP29tlZdpiNW7cTNqaDkLnNHvd1zW9jMCcCsJKRQVn88UrOVA6ozCT+bjMJgVO1lpEKunvZxNfp4hEU4UhBoLFjtZsiSf3H+DTwFuBEuBtxFqZlgDfApLcKMx82KTK/lwUQEXstkZjbEEQYkgagDBhOCrdAdKgdiY4AEQwo4dMwUgG6MfI4yw2uo4C9ZEPVIfrmsjAxo9e2Vx98k8/6SkKlu86sIBvPPr1rpB2F3/j/BunRar567c3RgRuh/ZTmeRQkEBWbgBmw4D2K50r7+uXN9KyfnlS7ivApk9dju/qn9jOo2BokMfWnMOZL/0NbfpfJboBaHN5fzipA9oFqgn4GuBQY5WqmAsMh4AvfPO7/POKt0QLlH5y+mrbpgCBORVU/XeAiDis/nNygZndsv2KB+/uuv0HnymzOgGkI6wU7j8kd+Ba8eDdXf7vXNkLeHeH5oW/FPyOu+2DtfBZYC5GusiP6dJ/VGtx+LtOl7N6H5fMA3ZHTmlZ+a9XDXcsQRDyFxGrwoThaOlolY0DgmPO3EGMj2wwRF5iG1NLzqrNMZ2EStJ1thW6J9DPEg5TRBmHCfMH3LzseLpOaPPHFT2H/wIKUudpNm1scMzNfOwd7+H5ypN55F3v3+8OhWZ+qe27XHXdnTx1wrsAuPa+H/Kdli/x+DfP4NVlx1HoMgLJC+5P7l6VTljaEhFoKU7YyUarY04F3137OdqvXBBX+V/3xbu5eNM2+9zR842isrhuX3c24N1nWmHVNRqFZxEG0Ycvnto99UiyK4QGQi43BeFkv/4uz8zDsx7udmN5Dyz/7eb+Td/yqYJwrN1qr/ZQ17ORtoG4CKzWGpedVdUlXf/Nm/nPupN5vryUXoZwdxUSWruMB6J/C/uay67eUXfOegD3wJD+f97fdDNk23xi5K1ac0hcnnnCl0dBEJIRsSpMGFJE6bT2519Ky3Bst7KNHid6SAIQYojfUBAViM4WVnFFIBlEWG2vc9x5GsVc03FZPDYHgd9CFoLV6DtvFNMY41wdPytrm9Xu6TNBQ9nh/Sit04rIjjleNIrK1zu47f9dw7WfvQ2A69q+yxd++T1+/veLKS/cRxgXijAfOvVRpu/pTRonnFBgNBJSid9gYTF/Oflczvy/Jyk91Etf6RTa31HJQHEB79zxfFyObNRO63Mb4gZMbEsb9WyNPPcwmgAb9DXqaruphJVi+fX3Jn9JwEMpwVr1R82KB+9ed8NPbipfsHcXaMIukltqBkIVVB0IWDd1aJ38RfMS7qup4v/8Z/PX4gIsvqwQcsGXgNvf3fq3Nf93RsV3X3/bbDfAcf98nfPOedLhKqZo1TrG2P7NJnx5FAQhHhGrwoRhIkVWh5uyMJxzTIrSPEwpL1qiS1/ASQlFfVbTHDvtHCxzsR/DGukdDg7nYOefmo6wUgy53fxn3lu5vP4enjrhXUzrPcRfrzqbEzpe4v6uD0f3PRIupnbO/9hW72uMnM9EY31HXBgpGTYMK1LrQKQRQQS7SHR/YRGHSqZRdng/nbO93HDZjYc3f/iKq/R7VRM2r19kzDjRW+7lpvavdfmPrJxlRkbTpZIYPqz7oxfB+HvQyX8Pl3Bf4GP8vGIqxpeEAy27mXLaDKYsmmY7bmFwgPc3P8aMH/SAfWfbvIms5qWDgLNXbYQOGvPj+glHJyJWhQnDRMpZHa6wHmn0WO2khoO0MB04hNGa9DwyjaymzC8FuoC1KcV2qhxacz7VxfF5qpY813jMHFWmRwZP3iVLSyYA5t/fyZ7ZC6L353a9wi8bPmrkqwJDpS4Keg1B1X9sIRoXJW/0247VW+whWFxi250qGzIRq4MFbgqHkpfhE0nMIc3kGvUWe7jquh/3v/fZP95V9+DdcR3IbC2pBoEfMYifK7SmlfK0YgeIi6x2APV2QhXgEu4LL+depTCE6qurnqf0/WVM/8TxlJx1LAVziykoceE5fIQ5/9nHCTv+g+dgH/wb+CMQVwqYXzmrjn8jCV8ex5T0YvVFGvVJYzQbQUhCxKowoZgoHa2GKzpHEj22XV4cBF4ATiJlzmr02AupiArEiNh92eZ5fttc106upZQi25xBAG4rvpqrS+6I81ftHfDEOQ8ATnm2SYTeq7L6dNdA+a+72D8jvqq+7EAXj372A5z8fy8kPSfsgkF3EcWD9m5O+2aU4TnSl1V0N5G+oilMGTiSk+hqYmQ1U19XDeyeNT/823ct6V3y90emLdi7K7nNKxgurLdxmGauiorNcpXui46Rs/qWjbQ11sLx8YV+ie+jD234eemyKfeVT6WXf1X+jqGORBsBmDaN0Oc/Y+MH+zJd/IFeUnTDGk/yMrJqR4O6AbjRvPdFGvWt4zgb4SgnL3J4BCFTtJ9W7adS+3GZt3nzIZSAvaeQ8/YII/FtTLaxKgTeDGyjnwG6AM0AXTxMkFvZEmf/dQFbuRAjCqvM2wsxhKNJ9e4Wz65t8zdTrsI9c6buW75rs5+IxytUsJ1phBkAOGf6Dta/ZSU/PeEjrH/LSm6YcX2SUAUoLQrStCTeF5TzSCtUAcIuR+96WxTw9ytPB2Bn7dv5+O/vA6D7mHK+duU3bZ/jCsOhkmmO2allh/ZT96WNhNTw/50WDfQ7FleFVeYSNoyiflW8p23n7Mw8chWwYN9u18qHNk3z9PWy/Pp77S2p3Gi9kekJUVHbBAetIaxhSLspUUGaDjdQ/Y+WyOEqgGb1U27H6hUMFc/f+85pT4dPGxrCzVBnslAFOHwYF3Z/KwtZS5eupEu7zNt8+x8xut6sDaqGBhWgQYXN2+zt/RpUIbDavNcL3JWTuQnCMBGxKgijw7A+kEzxnezbmJkot1cl04GX8OlTmcWtLOdHeMyc1ohg2KJ83M7JLE0SiIUYwhGo3t1C83OrmH9kjxtQU0O95Xc8/+ni6t0tsf1fopiHKDq3aEd49fHrmVW0D5fSzCrax3UFP3DsghVp6xo3Z5Pq7S20L6sk9D4X7csqqd4eO57Lpjo9HREP0pKBfhrujQm7fy14m+Nzyg910zXDvolARAy6tENCagakKtT645azDTutNESKqxLFZf2qRnqLU6aSxqGAWYe6ab5lVdy1tmD3hcv+s0RBHx4KlNFIoHJvR+K4Hqq4ioQvWXseryz+1U+WHXiSM7vcXse5dxL/txLC8FttGpZAGyNG1Zu1IZo7HPsCCc3DuB7LMPwrADbTqA+MeG6CMAIkDUDIa5SPpRj/OM/E6HFUCASArcAt2s/+8ZtdasY6ZSGT5cUUaQbaLGKyzzf9HrRvr6Syz8bf1KaV6vpbVjKrfF/cto+/+mvHdeKe/tKuaTf1TAOKgaiDQbp2ooOLC2ztlOz43DXfZ/GzO6h4pR1Pfx+ucIjr6xr52QerAbj4L1vZ+pUPOz4/8p/Seg6Ruaxbt3ZEeatDDrZQg8WKggGd1BULQCvYX3oMx/YetF+ut3Bby9Vc3XIHrh5tXOEBywmlIDGlwKQ2SVg55Kw6nVfcuOb7ywat/bi+oWyLt4JA3Q1at1oEWrK3amPeRVVHF+fc0+wKpBrUX4GzMF6dE2nUL+VieoIwXESsCnmN8vEwxmK0He3AadrPwRwcZ0LkwqYilSWO+XsTmgqHXFRYTYhpNjmAZiV/6AGXbQQwjMJ9SXxU8ad3fyQpinrR67+jNGy7pKuB5apBA6wDyiM5q+01zg0Aqv47QOh9meesVv6snY65lbaPlQZ7+P1X3s+7nn0q7ThhjK4BnXMqokvuLd9cPux800hE9Mpf38WUUHzHgMTCK+sVVVhEn0OFVqR6v+L1DtRUjK98b8UoRHoSdE/qRFMbw3/7IqByVRMsKtlibSbQW+yhpD9o+/qEgc45FXj3drKrfAFfXdBk1+UsmqdtCta4v88btClEcyXQJgMNjrnDmsYMrbsa1LuAiAfYNhq10/9fQRgzCsZ7AoKQhn5gA3A3sBM4BbgfmA9UASuB74/kADYuA0YunS+6LD8h0ItoVTuBhA9182Hj/Ky5qBAvWP+Ai6UEsYrdMAM8ziGg7JUpx4fNFIA4Okti2QeRjlQVr3UQdJXwSvFsju/fiyfcx4AqZAhFgUVyhbXioc53v7D07MdatR+AVl5VNbsOzL933ow9LrXXIW3AXMrvnFOR3g2gBDgCq3bcya9O+QiB46p4Y9qxFISG8L7eyeJnd3Dtb37ICf/3z9TjmLjQ7DuujNJre2i5bTm8OnzbqTDQU+Lh6l/dgZ1DbOKWxPuVr3dw+xN1/KLmo7y09x28cqgirglAXFS6B6NSHgzB+lbQ/4a+P5dop45VNvmu9jnXXbq17odbtjQ2Xx/n5ercpEFFt1fs66R5v/F9yiJY41JmTGHq9LfolJSbWbKuySXclySIH2DZhPn7N+nEXriny5W3cq3l93Wpdpwk10yYAEhkVchrlI9p2s/hhG3XAd81796p/Vw1wmMEmCD+rcMhC+/TDq6jHqfOOjZemr3FHuq+uJG2s2qp3tVC81mrKC2KLdknBvwGdAEH9QzK1H46w17q+xpp67hYs2Tdcq1vaOXVhGOcBxxIPqd9M8qY/esu2zSBJOYC2wzbJO9pnY6eqdkITg2oKYBNW9dMCQODhc4uA5kScil+sOEaHv1/i3nuldN55aAhWB0tq4oxkml6YGiam2eOO2Xbu/799Ds1lNulOFhSCxyN682o/hYSLuNt37+aq395R1xE3qmZwu4p80ILLtjtItuVDYfIak9BadfUb/TMymQIU3TZrkpMKPGVTUpEQ3K0GnjE/L0II/7+dhrtRcKkuWbChEAiq0JekyhUTaZYft+Vg8PkJDKTxzgXXsUYAhZwKy0YhSobtJ9r4vbo0q2mnGnS4O2YXaHqV8fyJJsWNFDqjonGrS9fzH0vLuPJ3Wfy2uHjGAwXUnlMgPPe9ifuOOXTRsQT4DitMD40W0l0NHD6Lm1ub/ugeezIUrfdvq8Ztkn1fY00zXZux5oNCkYkVCNjjFSoArjDmrXX/hiAgUuKjeiqjkWfk+g3f4CCwyHedfjpc4G6u7wr33Phvm1Xz+/brTqne6m/qtG4voaSNzx2nYuAmkgQqtXbW1jxm3sShak27ye9VPOP7HENsxNd/ZBybyrQltaubg+ffteGaVt2UpM05wSR9tszPrBVf/SqT6vkjBIPsfelIylTFMaaRt1Kg/E3ap2Pg1BNWk0CHoJo97kfOQlVk2T3kQyvmSBki0RWhQmF8jEXeAaYg/EtfqH2j0ywjiiy+qo6A/gyRgxwJkYc8B/Ad5irHx7JvByOlxwNmZv6g9ExsnqYEHfiwlggtmsNtE377fOF/3/2zjw+qup8499zZybJTDYgwxLIhlWLC4t7WzcUsZbNpaJNgiirFhe0damJFumPUKutSgUUwlKRgApubLWiVrFaFxQERNRWkhAIkAmQZSbLzNzz++POPvdOJiyKdp7PJ5/J3OXcc+/c5bnved7n1WvT20UJ06le8be/84+vr9DvVCYwFi3Kt98Jl/xZSjlNoTZCczcAXcKqo6U0jCR6sk08ffNkRjy1jrx9VRAR2fNYTXhSFFIOuqPW/T6hoVs6Y75cyJovRlP4egVLZt4Yd/JZjb2PN/elmrH8GTidWQzBbujLa48+B8UGGRZVLVxfwZIyw+17IVob7cju5h2/9elAZLUz0bnxqxbW/X7r/9nzXNVU2/IoGVTG8r7FEOldqhN5bLUkMfuqm9kw6EK9puUqRhsS6A6Tv45XGOt8/b9NI9CHMqlfDwytcAMG+thYxyyBBA4HiRMqge8NxHhygbfQiKoK3HikRNWHw/M9rBU3AB8A1/r6ZAG6A4OBC45CvyK3p29LU9uhLY3+/qUz1hfJMvIGujzgwRqNaDGjGj4p2dTGlPPm8MmUM2l5KIUPbjmPnEzfz9WAVqzADfw7GU4c5E+lDw8H9tLfuCqUKFslPYsmCbgOpjCpbCEF+6pQ0DSn0jevrZuFjY8PYPMfT8dj7Zxn6/GGjANNtLhtmjTi0cm6RNEoNNG7fo8JKOdu4AqcOh63WsTMrn8Ojlu7MGCF4JdmxCDKUf6ordYk/jat2BTa5ihWFGEXRdhFJXah+j6D52OIn+i0rX+wlwwqw1Ss0vfqSj9RhejzNCoamOJuZ+z65UZ97UjrqRtdbOzZZ4lPGnG8wmjUyH8RLIpFVH04XC/pBBLoNBJkNYHvBcR4+gHvoVnUe4Ab5CJWHo22D8vbtFacjPbQNqFJEUaixQt7AMPQ8u2PNmINu4X2rYhaUUmtUKkVlbKrgNi+jrFYWkVY4YAgoh5IJS1lOGWwe0uvG8PskbdxZp9NpFjaOC/3I37906eCKxwA/gF8bYaf/AKA8o8nrHG5rZK1wOVArX6nzKo3ygd0+dBiJt07n7rMrDCbqYxWZ9Rwu/D9mVq06Oyua3PY+PgAWrta4nF0OmY40m1/sf90Zs4v1dXwagUG9G/5vkQqG7AE47KbeRicg3+dNRV8BNRo+35U9cwT4+9b4GpOSXUA0pHdzTv78ZvZcG1YZNM2ZOlbs9B7ObOLokg/0XxXNeUfTqZwZ7QvbARp1CVp9kPRtmOeNhO3vvz0mg4M9nXbS9+/xwQsFdtRxXYqj0PiakQoqyiTgjJ5VxxtHNviBgkkEIKEDCCB4w46NlLlwJ2AHe1mOFouYt131kGAWjEbuNX37TKy5ZvfwjaNbWmyfbY0kQlKgMdrap/8yrzGxZ9OyEIneUWMx0NswgqRZVa3UzQmacmi/0v5fXKeUk21mkdpywwpEWKmtRT/tDXuYYyyrJE5So2oVvMY9carbN0wEIDfXvQoj1x+H9WH8lj72C/k9WtfaO7mPpjebLWR7nEi4hiV1/MBNUwsMoAzx8q6zZcBMGzQG6TW6FdM0oPUXKyOSpnUI4UEih9cytIZN8QsrxqZTKaTSGUEVb1ICKGzuyoC072q5GJU7wjFZLT9iG25gEkjT10RlZgFsGDQFHrUOPSaqfLVVsr3W3DRDKRB3QVZ9CiJWicoBTAY/t7fxc7Ee+YG98crOOnJyqbH6+5J0+ubHw2NeJ+YHX3tHMrO54k3KkMnGSanfScZ9UfJmzbhBpDAt4UEWU3guIKOjVQo6oERchEffLu90kGt+AItyusGHgeuA3oD3wBzgDlkH+WLqzaGn2S2z0/SYJnKg/n0/XOl/6u/X/4M4J8RJN6xENTw1ooijzQtNotgUkubTPJMaF5AheeGYOKmG63Uay4L6MuVPEsOLrBZnOy4sx+5XWpgLciHQBxGwpKedtV7Ufzeq6ARzpV1WjGAa7uv1jXgB33HgFaThWSvu3Nk1UdwjwU8igmT6u2wP/7NN6Wkcss98+IhqgDsH2HXLX5QZ8mixy80kli1Pk/mteyK6oJHMTG29JnIbVWNPHUF6Jyzr3a/zui3kNwMfI1gA9o4i3+GGYrvXxq5jaA3bByaVU+biS1Lzmzb8c3pTWmK067bAx9aWtj1yONkhbbXnmJj9fT5bB2h4xt7argG/jvNqNdzA/hfK6KQwPcGCRlAAscb9IYZ/cgC/i3GI0P+3v72uhYG//CfBbgXKEDLou0HPAk8fAy2Gc+wm+6wZEQ5U/8ouD8D+P04tx9ou1mmzgolqgDJot38R6VEoQGNDTWgDfN/QTKvcyXzaMYFivDyzLU3akQVYNbhEVWI9gE1KA8aE64+mi1BqzuZfb16Gi6nx5tSvG68Sue0rscyPmCOg6hC8ARIb3Xys63vxdV24foKMlr0zDkg3dOIv+zupMvniRF/XE3f578h7bUmkt5sI/vlPfR9YaceKc5D57z2qCZqe2Tr1q9VEZId1PMeYUQVQHg0GUIEgie/RsbCJDHvDLxgzlv9BjukBJfDxraKMxy7/10wPk1x6tfXDYHVyrvApMaefbxSCA5l5xsRVf++RiI+ac+xQJlcRpksoEwqvs8EUU3guEUisprAcQUxHqOhbiO8Ixcx+Bh1xxi1oh0CaSh/B4qBE4C3gTS0rNreZMv9EbIGFe0l8fCqZHXkBmAUWW3Op+8fK41arQI4/7y384t++SxZWQ7q6+0se/EG3vtwcNhychEFYjtF3i5KRWSFKtBM/k0P6HKMAJ4dXcyYQSG7bZDx3xHaUpIYd8+iMAIUSwKg5+/pTjGx8fGBbLpkEMtevIG8lt0s+uO4qEpSYOzFqgJexYQlzsz7znq6Hgni2ZZfPrCtDYY8UUrm3moaeuXhGjKM+z9dFzD5T21pjllSNlB29zTgF3F3sUqeSsEoVhR5VNMsk/DaW9w2vth/Ohe/+C9DD10VVMUg2BIRbTccfu8QxhnzoXABk0SxBOMRIT/0IquJjPoEEogDCbKawHGF741Bf63Yg2Y3D3Al2XKVb/rLwFW+6UNFqeyB8UMsTAd6lPoVNTzvlDYmNc5n+api2BGsMpXXpZrqQ3mUrp8h0wcdnHvBT965NTk5mIjU2pbMvL/d6iesgb6K7VTuzCjILzBFk8IqTx4FjVUYlnQFdt5dQEHXkHVjJFL5IVNAjgLlXWAv0AvaL1Ro2NCVrH0H2N+rB1tK+zH09ncMh/FVBDecsUQt2/GAktdSTbU1j5JTyoJVk/oBw6DwzQqenTEWk4xNuv2oy8jC3lh/XOhWIxEvMf7Ya2GNU6CEJKJZgJGp0D8lvrZUYNBpSznF/RKtvbpQsPGd3SmNB0seeb/+Y2AN2stcKMKI5PhHF9b9/m//Zw+tgAV06reAgA1X8IXwcIgqGOk69VBFmSzwJVH5XyQh/HDpkuZRrKjE4H63itEFh9PtBBL4ISJBVhM4rmCgWT36pO5wEB7VbCVoa29EVs8XpXIZsaMzR52Ej//Pwrrfp/yf3Z/kVNJSxnJ3MTRA4UcVlF8VXmXK5bbKz7NOrq9MzYvS59U5unPrvQub0GzkswCV32IqTKqgPHUyqSLYjlPamOScr20LNPXuK4AKXa0HWDN2OL3Ta1mzYxjjznom2AcdzWqrsNBkziDLfYBqax6p9zXT/ZchUb21wEOEGfN35JcqgSprfjhB9aMfWglaX6zce7ESV6Ur1QxeYcbi9kQt+23CiEi2WpKbUtxtSWiOtoZ44iA06PDBTAXu7BpfHz5rhZdaklDUMOcFCcx96HP5JfDXkOlVRFRHcybbKkKjqP5krIr/G9PZF4FiHEdpSDtc1xnejUo0fxLN4KkKKPFvN4K46pJmn151FlriaCgSVaASSCACCbKawHEHHTeAzg+XH23oZNmHYB0whnAZwEGgtyiVLmIHpORhVu0xhPhcqggRvU0JO0VEVNMHp2JlXc/LoqarUvCrCa+Gc6FJQCYUWioIzfwPkGI/ngNqjPt5ccHb/HPiJThcWbzw8Gg54h/rRG7LLnZZcynpV6Yuyx0TOC7eGeEFB4yise5UE2ZnbN2mimBu/i3cPlDL/i6sqWDmrlLyHB3XtG/MTCPN5kTZKzWjMr8+9ziAXpb/sobCOZNSFr7fbEqdZfM67QL9k3G68eg+00KUm7Giq3qE12syUV/wY/m3v/1zp6tbjxOAJuAn8lS2h17nu17PUXNad0eJfyt75htXJtOHA4fULbEaQSD9exx0yOgoAlsaMpriRDu/w99RtGz6UKJskMRkkFil9R+mJohqAgmEI6GJSeC4g1zEMrmIArkIxfd5PNy4YyV+DUNzDd2IRlQlcCfZspWODbKPvoH2vib9MdPGqESrAGyqvl1Tfb0dIvnJu4AblruL6dtYiemQSt/GynCiGg8ECAE2Swvv9b9AFAytwjRKpWBolWtZ7piwbUYWHGCvfpNmZ8e6UQXJlKqnKaypoLCmgvLPJlNQV4UiJQX7qih/ZDJrfjosqsCAM9lG233JKK9L+CNaRO04IaoQNBmQQF1mFpPumc/k1xf8WmyQpN/XjOltyZyrfq3b5UyDJ0Hk9APp3WRVzzzdNiKJ6uOv7+T/tniYu+pz4SOqtcBl8lS2l585cXbV+ryl3lVK/s71BaK3DlEFrWSsI7PDPCc/XMBUvRk+olpeuLMif+fLBcJbodh3vlxgL9xZ4U80XCq2M7uD9v8b+O8jopK7iEyMivCC5WvyqWApdqEu6n/LkotWvqt3P3EmiGoCCUQjQVYTSCA+6GbZS60Y0hdAO5pScz0wlGy5xLeIXgZ/KFJjVIk6PDy2XqElouZ8u4QNkj2NvfXrXwqTo609KYyDtLYls+zFG6IX3oGW5d+RjPBXWkRUlgndv7cnXgJAapKLmUPDMrhtRNDAkgPhBQeMKlsZRQ4joSCZ+UUpM78oJdUb/vOktrm4ZdV8rG0uPIoJFS3CN+ne+WSNOKAtNIsAWfm439lcOfOVsOz33i/t5uoZL/Hv034SR2+OHvz7b2tt0f7pggI8w2XYUeD9/ufjyMiKIpvnZ1gwRxw4CzDEGjbJldV0YEz+51VC+JLyQmFEeEOQDaxbNHb8fcU1y6bktewSCpKCliqMfrXqHnlMvWMWbZakyFntaBZxoaaqsa6zmYU7K2zlH06mwFWF8rWkoLyKihvHsP9qO4XrKwQwRWynKLQyVqAQQKnoCZzra8vDV4bbCb1PBF9wvwY2AM3aT2SvPWC67a55XLQyqnaIUWWpBBL4n0aCrCaQQHzQDUnuUnMRB+UMsmUy2TKTbHl5aIEAnepYkRTPDpQfVcK6dls1v18Nuw+BKrXP0pfgd3+oysncPRYd+6vFrTc9v6D218117d1RpaCuobs/uSoqiHb+eW8zZ/wEnjvtSuacOIHzM97W74cbqp3xPXt1Ir5h96blrxUzyTmfSm++1r/bowlXZ5HXUk1ei36k2ax6UQhaQaW2aMLEQIQ3JLL7ecFprLrgSiqz++K0peG2JFFr780rF13NRU9u4KNTzonq67EOyKa2uUItnMyYg2VQu4ckg/mjsI9PW0x18a8DhDNTCU+u8mFxyBB31EvYJVbaQr/fdXlfHhxo4bbhP+bkf67yL5v1/CXX/8GmtoSxUwWJGkFYnck2SiaXsXxoMeN+t4jKHvmoCGq8fbzAODTLtdDopB1/hato5M3c7HsxCRJHBNC9vt5fDU2M+89C/apZMBvNmg7gLnTIug+hJ1Tw5NeJxKa0tDN2RlSZ17hGWsR2inyVsY7XClkJJHBUkdCsJpBAR3ZQvmVc0rrUJoIP2ZCEoihLGiMcbbcDPX0vi6eDUZKanLYscn/L2yasmexaMC5seTda9HQHHjQbrmTQiOrNN80hJTnIS1q9yczbcyvv7RsMILEi/G4AY1KWtC2+Zrwwm7xRoTFAS5SaBXIvVKUYJD/58VvCAnAHR2bSpaExnsOki71ZPWl1pfgiex2j1WShPS2Z9EYtPOZnnO+d/jO+zPsxl376Ftn1tXzT+wTGlixh4ynnADB1xRM8NvcuREhM+9twDogsmGBk6xVaBezJx6Yw5ZWnoyy+fAjXZNqjr5vp9fwMmEJEJvwn106asXr6/JkA/aq+4IsbTo3uL7AnpY83p3W3AlQX/+jZvGUzxgiy0QQET4Cvbp2UEqW5Z1pdmlfXtL8Kh69Ihg9iO5XeCiVfQUIF/qSoqOMgiiT5rmi+6EVBi7HTCPRhHqMwqgDlPz6h1lfzdHqJ9htdVfd82PodyQD8kga9bR+284EeEkUDEjiOkIisJvC/jdoIXZk/klIbEZ3JlstCI3uV3vzQzPfODN0ZLdvp4b8Q54Twvo+bBhHG5/iJqm9fyJYFZEuFbFkw2bVgBJF6XAugFfQxow25egGKfvlsGFEFSDG1MSb1GS9zKWYuY/gLVZQj2UHV0s1jx5tN3nGED9dq8Gf014KQUNBSxdLPb+BJZQqFAyvYeXcB3hkKO+8uoHBghUYTQrD0kuK4IpR+HWcoPFYTWx7qR8kpZVHaVCOkeN1kNDRr1lghDZ6/7X3Gr1tMwd4qkt3tnFK1g7H/WBKYb/G4Ubwgs/UKlYb383BgtF5kwYS8/fpBu9Dpt/9mLmMeeBaPfqEDW3NK6qxARG+DnCk2yBIcUhEbZInYIGc+9LmcMnvV561bhhc1NvTKlR5LUtWXg0eWrp4+f4C/kd6OPbr9qLHmytzLa8bikAoOWbDsozHVvIPGYnuj6YS1YHG1GE+Rzesyqi6ldy2V1NhytEOlQ1T9xyHXtUt3no+o8kHWee9RJpt9hDTqGotwIQhGn9P0t3mgV1dv6Ppx6lWPfSGBSL2t/95Sqhu1TiCBY45EZDWB/23EU8LUB7E9RlT0O4isHq22xHaDQgwS+Ev4pOcWXoleMQBAjmaV7suvPwu7yLI070+236l9xG6TV5owXeFF6GT0y2xw/91EkikYimzxJDP5g/L2pSffkIQlOKStZxgfibZuFjbNPJ1B928j2Wdr1d7Nwqdl/fnZzk948quY0cS4IQGPycTXOSdzY8kzbDzlHNKdjXxwy084teqLI2q7o+16rSbMLd6waQCOzCym3jELJCyZeSNmncIFdRlZOK1pAfP/kollVMwYg46fhF55WwlsBfoTZ8D48g//zksPXEukTdWynoVzJn264Db/NPEC/+A0Lg9rVQKf8zqv8eOd6wvyDaLiUZFVgPJFE2cXVy6bYlvSIvQIa3WPXNlt9IH6NE90tLbSlk/fqyshpIgBEVFHXaLpj05+TR7vAOFGFdHuAUbooEBBZWo+fa+qDJaVNUAn+m20vSrKoo/tcY1EhPgHgQRZTeB/G7XCsIIM2TLsxh9z+K2rgI6kBBj6yPqTs4I2OnE4IMSo9tUpOywjEl7oqWCmOVg8oGR9GRcUv0V3e51eM1WjWVUQObH8xomzf/7x61Ny6mqE3xZq+dBi7ZhdJJbq9l8AW6I3sNfVg+wX98GFsHOicaWqULSkJLPp8dNQhOTsu7aEETqvReFASlfsTUfH0L/g+Z1UZRcEvmc79vBK6VWc+8XHR9RuR2b8ri5J1FydzUmL9S2e/IFgvROi1WRBKILkkGIAbZYkktztum2FSgbi6LhE4EFTa1aj2bqNAPo8+dgUblk1H5PqxauY+NsVY5smLlmUEbq62I4HMAH0zqjilB7bsFpctLhtfLH4dHnxi/8S5Z9NDkuQc5pspHpdxj6rpaKIHcziPeyhGlJXklVWDC2aOyln4ftEXJ9Ok41J581ned9iADny1BVjIpchniF8HdmEUT8jfVobn09PTfc0G0WS2Zp5OgNGbI350jyKFbMJkWhctPldbnx9mbQ31CMiSVxpjPtimfz+jMjqF3bQXhIShPV7he/PSZdAAscGRgkNUdN9erDo4XWNqHYsJUA34crh+7SHrhtnwlWgj6HD5rvuzVH1th0DUckyhUoF5V0nU9C1CkVICrpWUX7VZPZ/kE1rW5S/vMvXRjjsoqh4/bIpeft3iVBbqML1FTaaWFJlzdPnYAaZ/j1t+7XErp9cSf5+Y6KqZgtUoRGrCXcv5N6f/IXTZ3wZRlQBTG6V7keJqOqh1t6bYX9ax5YT+h+jLWhkc+KERVhXelWj/RDo3+g9ionWdCtfNbXzxEHNa/WJg/BVkz5RVRGBqlJxQvBnbpKnYpOn0k+eyi3AvWP+saRt3N+fCSSvmVUvN722JFknMSpAVAf2/gRbkkuzOktyMWjcRt755QVMGjifSquWeFVpzef20//qMCSqdlHEPGbyDll4cBC89qps7S1jJj2z4DYfgZlUY+3jVRFU2vJDiSpo19zhDcM75DIcssAvc+iAqIbdTzKub7KJYllMmRSiWBaLYuma1v+hwDpL+45pR+8a9MEXUQ0jqre9Mo/uDfVCRA7zxx7qP/pWe8cWx14ykcC3gkRkNYH/beib/Wtv3tlyWVwFCmpFHdFVaEBHShCJIxnK90dpCwdW2CKrUvn2YSYwCE192g04BHwO/Ils+VpYW/5IjiSfRthpL6AgTScZ52A+Y979G2NGP+PN6lYfKGk5mlXRD167/lCiM8fKMx8Vsn9qNtNWl4VVriIFTcc6PHp/QwsXDBv0Bqk10d6wnmwTY196Jsrz1agiVbxQAa/JjMUbu1KV22Tmm94n8MDEGay8ZDQAo/71Kq+WXHXY2zaCP2Ja3TOfvH1VnY48qEKwrVWyplnLp/MjssxqYHnAtKHjY9h/TQWjHp6K5WA9mQoM6tFF/fryXz416RltiL85J60urbXjxCh/ZHXIiWuxhZ/bALjqrfLNe0ZElzT1X5+hw787qGcDGchARn9geaHtU3jEU0M5YAuN6nqlyWFWvFkYRB1XMTrqZ5gutH5IyHP36abWPFysHBxzoeEQfDxyo4zPGm/4etVJi3u27je1KUm4hbk+zevqhsEwd2RZ1wWPTqHHoWgZOUGXA73tS2DM9yoi+UOJECeQiKwm8D+ObINEiSBRjYqYhkU9NbLbmUSPeJfpcF1/lPaRn9/nTY1+mNuAGcC1QE80DtIdGAxcENXWqSzjz5TwF1yUQ16qQTJOl2re+3Cw69d3Lx47mlXKaFYV6BLVGPtgq2mhe1IdQ/60Hu/vhea+qXmCQjLI+0FejpaA5YMXwdb0foHve4b20LWD+uaKHC7IfyvKTisy2agjtAuFuswsVCFo7JPKh0+dyb/+eg6t3ZJiKlstXg8/3vUVpc8GI5Bf5Z7cqW3HC3/EtKBzFZ4CaO5t4802EUZUQSOub+rWiBCq92KFnaMLKFxfodtm/zUVXP3AeCwHtQJRDSq8v/eQMmjVklvLb5w4GyCt1Wnk8h/5Iz0NYLXo65Kt3VogcpQjnKgGr91PsEcQVfAljKFvVQUwKTdzpyM0qmtWvIZD8ehEHX1EtRzIFyCSdh8w5d88T3SteDcfKPdFPDs6DlHTG1/I9PZs3W8CSFbbPWlel59AGyVChbVpP2RYsiwvxvb5XhFVDXGPnCVwfCNBVhNIICI7PkRrGs8QUqzhpHhuiEd0M5WLWJaTuTvWdbwLGIlWHLQHWrWtKCdyHwL7W31I/3nlKyoQJAW1oohaUUmtUH2foQ9Jw30YufA1znVtwjxSwutomd5OoEFzBhC1wIOEEdZQ9F6/P4qgCaDP+v10T6rj5t5zwghryeT4s/4BpNnMnPtuoWLfL/nHZ5dSM7oPjuvteG2mqO3eddtjvHrBKHb1yKHdbOGb7L78qei+wPwf7f4v8eBIxrj81avihTPZxucP/JhGj/5akdWoNM2rVCLkHFHrDXmiFCVE/woa+X2v0c0vPnztFt8k/fMiFUmp8P/VyQrxPjCnxa3/uwlBtW6lO42oLSHk2t3qIEzqsNUXzbe1uewYXOPyVJYN6rPRaVaiktL0Dre+FEbnHmJytdOndHlgOzrrxHNPuCPkf3PEcnrthrXp6GJYFaw6zu1/X6BXlMXot0rgOEaCrCbwv4fYBCsU8UQ9Y4Xs4rkhHtbNdAWjilYwqnIFo1SXkhKrltQ4+pNBf7bQn3305yn6o/ukKhq4NK+2tBdqmaBX1z14o28PrpzM3WPDiGpsrW4JOhxKAClPuEmSITG9h0E3xPew9q8JSf+mHYFZtt365WFtu1vIddVw0kv/Zd3wEXgvErgHm1n6f2PwCoEqRFykLtndzm/mPEGKEm7Tpbfdly+8mqtmvkreyl0kv9XOj57/hucuKwQg1dXMA8/8XxxbPHLvVQF4hRKQB0Tup4oIq8a16cpBmPOsUe0AuLtkUdkzH1UIPCKaoEcUHdAgIXOvPp9pUKF3/R6/H1b0OW8Gzgs74ezAIlkh3rcluYqjlje6RoIR1YD31tZtsNoVJOANKqx2aoQ1RsQ9L+KTiza/y4JHp/BK6fUseHSKGLLxrYDmFePkKt0NJFVrkU0pydMx9499TygV5wDnGXXcYLslgze90+bvf3J7G+3R9mT+bfxwCF6ZwcjZ9y9C/D+PBFlN4H8L8fqqaognwmC0jEPPDSASOglX4cOZOljBqLB92JJ+isnjfzavDemRZuz/CK+xlE/I51UEhb79jUxmqRVFC6+ZKHrZ9mlkEjcgaRVJqFJAiDwiZK3YkWeHXCaNONjeiBmHDHY2ZLpNDRJFVx99kiV6wbn3bOK8X28iY7czUIVKATJanShSxk0K0/c4o6bpbffmVfM4f8u/6HFgHxZ3O9ZWFz+u2sHNrz7NpolncM6OjZ2Omh5ulFVIFWWDRNkgKX5waYBwVvbMZ8yDz2LaIOm7opLlQ4tZtv8GTh6VHVVm1SygbsR19F1RiekdFcWgrm7An1UCDcBaaLDpk79MBfZk+Ur9RnqUpuLlIuCkqNWSgZk+Ehh1jRiQw6hz8s23wR1xQP1ShzVXDdPtL8GrqBqCCUk9DjlQkPQ45GDqy0/bVpVeN2YVowtiuADo3h/a87T3xRa3FQwkCJH7G2L4HxpV3R/PdleVXsfUF58S/v5nupowS9VDSJIZfhL3QyJ4CduqHwwSCVYJ/G8hhq+qKJUlhN/Y1qCVdYy2qoqOLuomaB3t7gOsYFQlEfuQ66ph0PJtMmWaW/AO0RQyFIuAx6kSo4L7u+veHDUnc3dUqMWpWHnGVMgU+8IgpQlWwDLyfZRkS2UFo2YPG/TGrXqJUGQDr4OUaH6esRLmt2ofe9t68nK3Yeog02fKwOe2YZ3WHp2cNQj4IEZbnUBTjo3XNg8Jm5a7sibKAut4gkcxYXk7dhJYKOp+lUXtNwd4s0WLOGYqMMQKp9hMjC19huVDizuufKX58UpA9P9vBVe/Nx7FG5QCWIChXSxsHjV2jj/JKgzGSTDQQSKMEOEJkOr9Ik+I8LamxxDq3P2gLTLbH0KqQfk0peULHp1iM0xIiuE7Ol2IItVkWqx4gxXcvLYkqubfjKNwMJv3nMWexqjLyNiCqlT0RLs3JaEVjn2IeKyZfki+qfEiYVv1g0IisprAUYfYzjliO6+K7ewU22kW22kX29kjtvOy2M5Pv+Pu6YZ+pCSP6IjrOGAxsaKeMRK0jt0uRO/DLlsO/BVBKxo78ONd4HzgejRNKMBYkN3C97d3xh79kkVqC/asEF/V8Mi0LqoO5olLFq2vk5Jbtz7QD481oukUYGrwa6U3H5lp0JhvuioFL1Ve5f3XvkvFgIYd2Ia1Ix4imJyVDVzJUSOqEkg+0MbIk17j2u6rGTboDXJX1vDfa/J595FzceZYkYAqjkxrerSh6Jj+G+H8jLfJqj1A/xS4sytMy9I++6do0Wi/LlVP7+tMtgVtrJqQwFygauuPiuXqn8x1yJTUVtDI7896dVENiaqGWFpIw3k+ohp2ze5qzI1aLjMjalJgeqrXxczNYXIGTZPti2L6o7rd9YkqdJAIOU3KZasfmtd4KDsfKQSted2pmn8zu0f/3IioBtvUbKQqKRWq77MIuBkCiWJ/7UQU9KhVzvseIWFb9QNCIrKawFGH2M5NaCRPDx7gfHkqH317PQqBQWS1pqGPN/eRGj3C1unKUoeNWp0hKx3SqxdZBbi2+2qtFOibaKlUALejWbGDVlvdFyh0/S6Fy3/2d977cDAAO+8uoKBrdPTMqVh5KXOE44aUF7r7+qi77cDy7TYmvTI/rHhA7soazpu+CbEXzUN1KgFrqjo1ix4NDp58awq3zngKERIUlGYQM4LLOqUNr1TIUAzqZV6OVkP+GEGmQMMDGUz52Vx4C8ofja+C1lHbPh3rWhv7pDJs7RreaxzcYXtzTpzAjecu17UA88MfPS1cX8HM+aXBKldacQdwI/mCufJX3AbRZvZASax69WI8ReOsC2c9lTnFnizaI2e3AeONomBCRFs8FZ5awYLhk6TN0hI4VJ9tpe3VNQgZ4gZgMcHILlpAX6ZB8V1Lg8Uq9Pp7BJFJwwpxxqiSFaIE/ahgO5pvRiPQhzJpcDFE4H8zspqwrfoBIfGDJXAs8DUwAeiLFkc7Fdjom2eGuAzvjxV0kwfu+8fDRtfCMY88iPEUjZ+9sM7ZbqsgPi1tSasabszfqiYHzfS3d7zNb4pyufmmOZx/3ttag+vLaPGEt+nBxJbUUzwpKa0hcVDDyDSVB/OZ9Mp8ln9WTFZWSCRqGKivC60q1esEyKdbmpjqmgXAiKvWacQ0JFIqfgnMAgYAl0PqOhfpIsazeW/H+x3V704sK1qhy6ONLC2+gYoZY75Vogodsx2P1cT2B0+OckLQw/kZb2O31KEb+Q6BX5e6fGixX8Pq6Luismr50GItimdhTARRjbZ6265/vfut4Ra3TLCPO7SIOm8WUoL8CliKyjySPp3FrJlC1E0XQp0uRKXPCirQPYD+VHAnBUxDoef2Un5TcSOERBoH9me8lIxLT8cLkGnz+cj6+9EMf3t4HC3Tk72yQiwNRDFDI5uQikaeA3CabIw/b0Fq+Y0TZ2MXldiF6vuM3F9jXbtxIpNRVLCL7/9FRkR1uhBFvmMVesx+OElT8eOH5GrwP49EZDWBbwViO7cDf/V9/TN/ZhMdme0fK2gE8M9o1EgFpMOZJbbu66/8acN9/OPrK0KXPqaRVf8De+fdBTa9yCYGhQUu2b2+bnT35+xZFgf1bjv767J5cN1MTNOlVgLgMd+C/wI20NS6O8mW/Ei7SaSCx23i1dyfowoTdY7u3HrvQkCrgvXYiN/S07YPl2LlfXGOfPGLa+c+ffHtweFbg8hq5cF8+v65MvB9ziMTApHVYfveIFWNjt75o6pI8HZVUETIvWgtmhovzoIBHmnC9HOvZnkVAX+rUWTvepCrQBgHFo8K4omIHkkb/v1r62ph8x9PZ9e1OdS1d+fW/yzUXfj8zLe5ufecgNNB7soazr11M4o3+lkQUV7VOPJIDDP7BqCcKiKucb2CGIU1FSzYPEna1BaxtVXL2o8wiXABk6ZJuUwIKvtTkT+SySSF8DA3VmmhZcw0GRGR9WsYK7ChR/PSgKB0tQ3tkCeB5ijw5tvQ0KjJBwZcnsWCm2bBf6D8kUmktoWdRJou0lehKlaZZt//0ZHow4wKhvi6Rm1rWkn0tn7Q2s2EZvUHhQRZTeCYQmzHDJwMPAOcDTSxlv/jCx4iVuLSsUStuAFNphAVUprxz1IefGPGt9Yn/wPbOyOCrAUhyY5+OIU+AAstFZSnTiZVuDSSNwu4Bxiq1xh8nDmIKpum7VOl4FcTXoV+aCQ3A2iEwl0VzDy9lLwu1eyRvb33uR5WlrnHVM+3TVwzKXlhWNKZf+h/+WfBJ/35573NzePnkGJp49ra1dFP3bUgZ4HcK6jukkfq3c10HxViVG40pO9LzArbJwnFzqWwLpo4SAFf35RPTr9abE+0a9FXvxQBkL87ciIZCx0R1XhIKB20EbaOzwHUlWNl0rhybag+otE5J02ge1Jd2GS9xLE2U5Jn/F0LlWUjxyg042UnT/ujqHowHO7WErAYs2tJ21NbpjSleZ1ZQHXxmc/mSYSY+UUpeS3VVFvzSPU0092tnQdPHIz2e/WhapqUBUJQdCd5S7uwS+/wVE2TOsPbpaKIeehXNABNERqBrdtg9Tpwh0hU2lNsrJ4+n1XPlOomnxFdjSumPMJf5co/f+QwUs8cZFAVL3ZCVyUGw/26x+OHAGOJgx9etFHkHz5B/wEjQVYTOGbQibTUAlfxZ17A4IZ6zPWhteJktAHpZDTD/CnABiD54Xfuu/v96p/duHrHqB58S9FeMV57wBtpRtGGMyNdCkrIlsv8D8DKjPz8fFP0yJZXFbR6rAdTzK3pHsVkPpiUyZdpJ7I/uXtgmTpHd25dtBB+Dlig0FLBLNtU7KJey9L3wSltTHLOZ7m72DXfNnHxpOSFI4C8qoN54v71M8OIqh8XXPNP901XLLD8qv7l8MiqTtS0zZKEnCZJudIXRxuA/hi9QPv1QlCvdpX2hgMA1fP/NHHNpLULR0jId+ZY2fZAP3Zdm0Ouq4azG7ZgJkjG1MsFSu13d/9TEbR1tWA9GKXVDMCjmDB3ImkqFBJwZGQxdeosjbRKoB2eG3Sl7ovRwHu28KNndmFSVVSEOi9vknfKoHmh6XoutJe8EUSMiPjOxSXovADSAIXTKij/bDKp3mAEtA2LRAiRLIP7H0repxsWWUJOk9oL3ENCqMIgAulfJgoGZYAjIqsBPDFbi6hGItVs4reZXqMXCYkjPl2kXjRUCNqvHIEc2J9QbU6HUcHpwjgia3g8oGOLp44J4Xenfe24b9sok7H8RhL4HiCy8kUCCRxLZAPrsNMN/eTabyMz9Q4IPADGkS3f9M/43a+4D7hPd61jh2ogv2R9GeVXTSa0bKrLbZWf7zvly3NyPg19kPm1rMhT5TJgGbXVug8oRUiZNt15G1B+/nlvm2++aQ4pyUHZXWtbMstevEGLqPqIaiBCG4FU4WKmtZTl7mLb5EMLrp80aEF3gIJSwzrm3n/lXNIg9wr7CV12cmHTR0GiOIvw4X00E/66R7Novkw22VMPpKk9hFT2RT9c1V4CJYTFeqSpPUs5OC4QpXpmAbDgtnnucZ4sS70JtKhh/xk7MO32ovYScIfEvdlEUm3HJPBoDOEbtYuQHOifQc+PDxpaYZkOk6iC1u/ujfWUPzIZIBBlrXfbdSOrfZ+rwaRqoUwFqYzdvVR5134Ry3MCDM6G9nLnPySaJvU5fsYAxqFDVAv/U8HMj0rJ/6oKEbErybijKjSEHutMxTCyGngzE77rJ9YyOohOXjID5+ovrEdUAZweQ6La0fYjEaVPlZKkta/hGNifvWj3RT91X0qpmIlxhLDzxyN6uFy7x5SKzpRXbYpzuaMPPZJcKqahvRKDNqqXwPccx3WClRjPCDGeZ8R4vhDjOSjG0yzGs02M52Exnm7fdf8SiA2fV2AS2iDzSt/kLC6OpCoBfBvCd79xphu4nFqxk1rRRq34glpxG7XiWI4K66EEcC3/rJhJr8yn8mA+qhRUHsxn4svlomda3VA6tl/RPW5CUO1bzvbeh4OZ97dbqXN0R5WCOkd35v3tVs0NwGftM9NaqktU/chTfJuxYBefo4rN1HGqznV4Cm3cwcFp3R+wv2YZzuCmf+MVCq1YtMpKBolQWQ0H6D6z3iTekXNvnPg3t55d0tybb6HS6ztG3nwmNC5o03NM6Go+ECCq59y+mdSaFoREi6SWQNLzMYlGAMfqZBCAIqH3Bgd153RBNQW3tLU1WBp01sFgadDDRVi1qSRY9tENRCbonT7jSywRhDnV62LmFxFVqqIPiY2+3IKOs2/hNxWUfziZAllFrLw4IwyxhruwAbSnWPnklxPWhEzqfOKQryjB/hw7qhA09Ein/RJToCjB1m1aNHX6TO3Tql9/AkHwtwn9zR4/iFzVzBr9tXSh+5LudpPlI2Jj0I6vndDky1L95Es6n0jVscVTmSygTIqwvyAZhOOJEJYKC0FBhxNY8B32JoGjhONaBiDG8xraAKUedgJnyEU0fItdSsAAHWmyxHYGAZsAaGUPs+nCd6FZrRVOYlvmP0K2/Fajq74kK12T/bi0rFrC2CIIGzJsA8aLUrmUjjjXJCATvF0MtwVofqh9GyvDJ2pVssBfCfVUmriC5MLkiqRn0m7EEjLs7sHExswB9P/ZDl27pEprPn2HVsJkVDJQDO2SQlD4egUPz7pf5jbt8kfZSnDIZU+5x3vtFocy8qTXSDkYWcf1+IIE2rtZsDS4+dwZnVRkwZe9nnL421AB0wapbawRzs99m6Iez+JP0Lulz2IUnWeBisA0KlY1X+C36J5hO18uoMDlk7ZUgG5Skz4cgFMVIv/tpG681QLmQwdo6JXHm3eWsXVEcZhpfqTeEyjxJ1f5TP3D5vmrTY1iRSW+a+6ize8ydv1y9v7LwZoIfaoiQCjg1QlyW4CBSfBZu3EiWEc726HOtJO2U7GOhy4OJ5lLI4RVaKNlTiCHMnnIcBvfFjQCPwsCet83KJM66v0Evm843mUAbWhm0wvRDHkGokXoctBskSYQzHtO4DuCTrZrPrBIbKcbMB/t9woSwBQ2Acv4btwAQoM1f0dTqZ2A5kaaBvyWWvEXsqVRGcOjDt9+L/PrV0PnVR/KM9KyRkZTIx82ImS5WHourXDAz6FazaPApLstnNJGSUtZ9AwLmoxgB1r8/ArSUbQobShRBTDj5axln2E+oEYNr0tgTQ9f6ct0bcRn+dDi6AShEBSur/B7nQaGpSVUHLy0y43PP/uic0L20+nJR0BUj6YEIFZbAkg+4EailQCN7LG/NGgkWZX+P6GgSDXQltFWCtdXsPyyYsiA9zYN5r0vB2sJZ064Z9hf6evcyYh9a7j3P4/QzX0QgGprWNBPfzea8ZIeLQHIc4WcoueiKcNDSGCryYJQBMnuoGbVabKR6nVNxSGXmYz9ScM65SNiUfcOf/UpIoa3R7HCb/YfkANsGHQhGwZdyKUzrgsjqgCqBKsFWrx4iZA6uIFP2nXl1f7IZDz3NCNPVX80tFOG/kbHIwYOR0oxGo2oAiw5johq5HE8n1JRlEiq+v7juJYBAGPkIm6Vi/hULqJVLuJDtLcmP07+rjqWQBj0hpGSgSfRXjj+C/zKN90JTJeLWCYXUSAXofg+v62bSaha9mmy5UGy5SfAG75pJrT0nu8CUQ+HkvVluNzWyGdh5LDeTIJVbfxIAmbefOOTa+Y8Ol4+t/BK5jwyIeCrGoYdwD+g5EAZThn+M0oJdd4sLbmqXZ84Ftor2Hl/Ad4xCju7FFBoqQhKBkKxFswPqQiXPrO+tf0pvD8VuH9lxnuxYOfoAgrXa4nbhZYKdmYU4O2isDND28bM+aVRXqcC6Lql4fJXLr4m3bUkTbe/8cKXWB+GwxmHipf0Cgw1mobTG7tk4FZMiJBt6PVRQWpSAP9ObUJ7/T8AtIHLlMrnGafzp5N+x9kXbaTBnIEXxZPublC9qxR2vZ7jLf3y/9ajN8S8k6f1prvMNgdfo0VV30K7spK1zVf2zGd8yWLG/W4RlT3zUYWgsns+t5/+V4ff8okj98k0Gt6uuKP20bZVpdctfX76Da4hG99y+I5KlZE+tUUb7td9XsY4J+LS4PvIZVQVqpBo6LH2Cz0c6cAdvk+Jdp+PDf1qXEcber+3lUTFqh8EjmsZgB7EeB4A/s/39QG5CJ1wTwLfJjqo0OJGi6dUo0Uv/yJP5etvqWsawitDtaLdwACuJFuu8i3zMnCVb/r5ZMv3j3W3Qob//dHlNWglXm2g+Z4+fPn9MjdzlxAiwn4lVKdZqz+MJ0GuzB7ZQsgNvK09iXmLb5P/+nCw7u9VOLCCmUM1y6rqQ3mUrC9j+WfF2vRrSskzVVOt5lHSUsZyd7GWlGWbTKoSfNY5pQ2XtNJdiUjnNrKjCkUKYclXzmQbi++/kXHXPBOmp/VgwtQ/tu7Ub+N0NDxOAe3oq8fW6srIrilT0UqhHgkkUNUzn5JJZSx3FkM6mjN+FlALtuecuEQqAH/Z9ht+883jkTzbVZ43YfHkQQuCbgCXs4YBAXcAlZBzVE4WP5P/4dbIqmQbLz3z9XNLPrkUJWRkzwP8gza+YLz/xTXMnm1nBTM3l5LnqsZltjnSPM6pHUXLRrHC8L504u7/8tjc+wP7hS/LfmaSqHO7oy2jRI9UtTXFqiRXG5Zd1cPRsYvSjxj6T0v/RZbFkVgzdeQGEL2M/7i+Tpk0kurF6v/R9ztNVKz6QeN4lwGEQYwnGwI+fy40q5QEvnsYDSOFacu+E9RG3ShD0yVupla8iyYDuMw37SDw6bHulr8YAOFDlOPwWQMVDVyaV371ZELKRprwRzuiE4p0j38bFjFs3xs2m9qCS7GyNb0fu2w5jCsub/7Xh4PTCLmxR5LUMSueDdhRFQ6s0JwKzBpZLDBVUZ46GZy+pCwlPCiTKlx4pUBKwuyv5N7gBtf0HM6K3qP5qMu57E3uhVuxUOCqjBqGTm1zccu8+Zh/GSEpWOvtMMoZQ37bKQR2oQPp5tHAEKu+ZnWIQZJPZyCAgn1VLJ1xA2deuZF7fvs452f4tKv9Hbyx6QoWfPVrAL5KO9m/Sihsv3C9dgt3M1aeGrCrCj2HA+eoPJVlzZWps9I8zvA+eCD3490XoeAl/PkjyWWBvIdlvgpQMyXkNaek1j9XdJ23MOX5dL/tVZrHafcI02JzqWBF2UiIIFmjWRUakYwtgfHtFzBzulFuZYqZ/z42XgHoe8OTuueVFFHnWzAyadchgo5OkLQyuYxSQUgbEPxtQom1cRZ/R2S0rAPpgD7hBNgcxx7ESuA6miNqNUCuzvRExaofAL43bxtiPLlog0k90R4bN8pF7Ppue5WAD8dzKT+9G6Ufw9AGQjei6VUlcCfZ8gjzrzUyKsZTKcaj+j4jh72MbuAj5CIKKq67oTq0vnnI/FlEI+r4exFY8JCqtiCAVLWFsxu2kOuqIT2tKQ0tw7gKkOPOXOhYcNUkCrpWoQhJQdcqyq+aTOHACgDHIz+/zxtqqQUaIf2T9Xeq7nA/kC6cRD77Ra/g/7P73saS3BvZkX4Kh5K64jSnRQ1D+2Haq5PZMuvYRji/K/RP0ZKpMn135kzl8JKr1BhHR0Hym1dnMe1fD3Bz7zl0T6pDEZLst4My7dwW/Vtr7/o9JoIlVGfiK0oRItGwjUtaOAvA1ubSM7Wnx6H9KYQnA4IZwQBG+IjdYnwlW9NanfYJf1ucnroj/PwzS2/SvrTuS71SCSzr+yxfwSj/taZ3X9LFlm3koZGxsD57uqSq3yz4NQeLL+Rg8YXGY/4S2vLtSAHe1GQH/mF8e4DkhfVRpyRrbJTJZb5kqmpin/qRTiGhRDO8Dx0NxYeXm12C/n30+jh63ynNbVzQlxV8qLPk8fIcSuAI8b0gq2I8/YD30FI4PMANclHACimB7xi+rP8ozZVRWcZvGUY3RAl8AbQDjcB6YCjZ8oij9SFR07CHQwRh7egGbjTf7osWB6FFWie5lBSvBJyKFY8wY4p4sprx0r9pB0B1qGZ40S8nOm1J4dn5qUkuHr78fglMzcncrXufyDXVCFe7TX9cdC3asP8A3+daYCpIH+lK9rYxZeccPnnnTFo2pPBB//PIadcI0s7UE1iYNyHQlOyl82w2sL/6rtCZIG5Hy/ZP0Yb8p2Vpn50lqhJYf9alVPbMN9yWguQ3c54IlFw9eKgr87tpbj82j5Oxu/Qvg+oeeRAkRHl+b94Ck+9Fx1TFk7Y77NSKol099IJcgTb0kIf2MhamvxYq2t3fr3+dp3322FQnTEKN1GoHyJoviSrUQmq33ka3boNXtCJrUWTMm2FVDhZfGPjenq/Lv2nPs7Otcm7Vp+oLxX9obu0eojft2Baqc4iH4EUuY9wHIy1pNMGNLvYQf3+OrubWiHwHR8f8uYdVJEqr/mBw3JFVnYhUKVq+ci7aW9KV32IyTgJxQp7KMnkqBfJUFN/n8fIbGd8os+WpZMtksmUm2fLy0AIBR4h4HlAd3cBj3cijH3TZctnankOVldkjWdfzMpKkfha8TaskVQIgxPQiIaZXqqr+UGlu5i6/U4FuX3YdypG3vPpUprM9fFdb11hgOpo+Vfo+H9LmeR5SULMFz24aw2zHbZx5/yZS3m3jvF99xNSTgkFj3zA0HquJ//4uD0/Es1L24qhBy6gHeYRD7fES1ljlVY+GckEAP675D31XVOLIzDJcLn23k2GD3iDpWTd/eHQG+1J6oUgvz2y6kdzWmqjlnck2SiYHUgTygGo9b95U4cKhdFvyxK23N+l55Ya0EYlq0C0xqqVpbiBof9Wsfc9dGd1PX98YxYqTgFFAA9AbuCBywa3bYNXftURCPSTtCn8X211WiNcWzo+lSWlPrnYUr2J0gd8WK7IvRn08DMRD8CKXidUHo4hrrBGpzvbnaI+8Gd1fu/j+n0WZVHzesMfLcyiBI8RxRVYNIlIz0G5g9cAQuYh1310PE/ge4ruQKMTzgOqoX7H6Z9R+NUCuqwZpQIm8wuQYzaplQkwPXGvVuzN1l/UVFfD3pS10ngfBRwfOUmYMfdBitbjweE2oEioP5uP6Y5oqIoUUrSBnwSdFA3lx6wj+sfcSmtanwvCQRU4KhhBzWnehZgt2PpzD5uIBbMwcQJOw4Y8c/+d3+XisEcGew9QFSJNg74VZEG39Gjdauybjsh6BESpHV9aQt7+awvUVpDcbpLf7trfrUB63r5vH7tpcTMLN37bdyLW1LwaWURGoaNn7k+6dH2olVg2UGMlAuqkHTV//uiD53mkzZSDbP7yNSHrYBqTGGGUPs70CTf/af8aOqGVb1ZR6sZ1Kh7P7V0DK7obclasYHZba51HMHhV4fYOCJ4a7mWpLdhBynR4svpCqeTfLtrzgkL/wquNi+JjGFVUU2ykS26kU21HFdipHXTtx9nQhKqcLofo+45U2BO4ho1hRNIoVlfu72I1OLRXjl+p4yHR899EyfbeDIyCSxqNlWsGCuw6z3QSOYxxXbgBivGHpRiO8Ixcx+Nj0JoEfDGp1kgt0qh4dLcQ4j6vkomDCmY4bQLjXbK2oQz/SVEV2dJbxCkYV5bl2LTqrYWuyGR2dpz8DN1suE2J6oI9PzljDreM2RmlMgTlky9uoFUUSnhEhCTEqWqXMUKmBU7UxyTWfpT+7QddgXgpYWTcy8D3HuZsBDTtIFS5qG3txxpxN7Gvuhc3rZMdb/cjtUoOcCgwHl2JlS9op3LP0L9w+6TEUJVhG1ba7BZkBSiOHHZo8Ek9VCcw9/xY58cNFItnT3uHyh9MPnQSemKjsqZ1+Bfv0fXMBNmaexS9+8nccyd2xeZy8sHE0w/b/HVUIhJRU98zXLcSAv4DHqSxr3pNWlyacUefofsXOxJ5zafckNf3jqyvDkvl86y+GgItAPVodtaT9I+x0b6yPbC7mcQk9p7xSaZ+7Z6r8wnNq8k/zN9Dclsanu3/Smply8A8De3/yGZogBbQcNsuArPFYDhhWK3ABkz6RL4BBYYEOYY+RCe9LsopMVOu/poKR0yaR1Br29uTCr4MNT5aKdgMAWpKSZyW3t9kdXex8dPKZXLbpbVLc7ZHtWTHKnjdOTgt3JSmTyzpdhOBI0ckiCQn8MHC8kdVYFkh6SJDVBI476GT6w+FU6Ip2MoAgHdMl3Z695jqz9OoRXC8w1r+8ENNVhp0uCqcdYEnOrzFHFm7XoJHiWsOHQxQqvfnwc32S5Myxsm7zZYHvde3d+VfVpdzWPpsJSxaxo+4UFOnl+Y3XB6N7KcCVwAbNTaChWwZfzPgRNaNzAu3krqzh3Ds3o7R+N/cy/1aPRmS0rZsFU4uKOaT0qd+Cy09YO9pOq8nC+JLFLJ2h/9IA8Jb9Eq465xWaLBlktTlY89EIfnIwmJ/SZkli3O8WGRVlKA7IfHTO0VaSmJ15MxtsFwLI1dtHjyF2dbtKfOdX4foKFs0cR4o3LNzZ1mpOak/xtKdHdmRvrx5y/ZaL61OU1iygevmBom6NaenpVotL7+UrCn3uXkKvv+hWRvUCY48K6erADSB0/wHuvKyALrW6LxkdW2HpZO23WpJ444zBnPvVp3Q/5EBokc0SDKrmEZzfod2Uj6jqLnfMCOu3ZYWVwHGF40oGgPGQSZVchND5G/xtdi6BBOKBj5BGJ5yFR02LqBWV1ArV9xmdmZsdNXzmDzAF9WUR65ml10ikqIQR26sH1Rc+2kx5zp1GRBU6TvaKXkGppmRyGZFaRY/VxNYH+gW+t7UnsazyBpbvLeb8+f9mR90pmFU3z356Q9gwNK3A80CtRtS61Ddyzm+2hGkV+8/Y8Z0RVQj+IEcKKSDpgBuvVaHdpgR/cB9BVSSoFkFrtyQkxk5awsfSYiQy8YeTf0+TRXNcqE+289MLP0CMkoG/n5/zD62IQDSqwvTovnPUoXTzqgj2K/ZQogpQHYeePdDR5UOLGV+yOFAoAO3cH5/iab+FiOFvV5JVrj5r5NwblBe6j2aV8iw3lLR2SUq3JcVHVAEO/vK8KA2qbztHh6gCOOQyHLIAh1R8n4GIaiRRBcjcq/8YlELk+6KwsRCl50xxt3PuV58y8Z65XFn2ggzRchpLkeIfuj/aCWQd4+jLChL4HuB4i6wenYhUAgkcz9CPmAaG6A3WqcQoChIqCYhzObGxvW5nr5PtRuVVw9bpRGTVI00oqNSv6QZ/hax9B1CkrPpmTN6aT54YGDSTh5LrKlb15X1m0AImxcOr749i+P6/x7OZsCjttd1XxzdE7o/SvkpY4YFYEoDQZo+2VZYE3KkKFmd0qdRYfXLmWHnmo0LUnyZza9VTuss19knlsVvv5HcPPhIZpQRg8M/+yTv2wYZ9u9jxNv98/xKkEFT3yNPkAEOKPSjc6CeboTKW3At21g+48ZMMxSQDzM/brsjNi89mz4f5Mcsp6xE2H8J9mqMjlGsISgmqZz1xS+qbYy6NGlVwtdt48z/Dq0aeumIwsNM3eSeaDaKta8W79CldTlK1A9WW7DA526Z2RFRDrLt0o8UdQcejNgCjyOqh7HyeeKMyIMHQbdjAGF8Cfxl9OxsGXVi1itEFIct3XAwgBqYLYyP+abJjI35fSdzDk1gk8D+F44qsQhw6vgQS+L4jXuIZvo5xdZbskIeCDhF2tVuZ+Eq53+TfAUzlbpZ6uyhC0WN5a4EnkD57qOoDd2Z+mTGh+fJQHay/dlSoZjWyCIBT2pjsnCcrThqj3PLOk7MH9f/0lq5dD5gOHuzmff7lotVvvzd0CJBOCvKlT64WV//3Fd1d14MU8OFTZ2ia1ZoWfWInQGaCaAB6ARehZZTXgvRVo/It9p3Ba1VQklXEofjXkQI+mHsmZ0zZSoqB64MU8K+55/KTOz7B4jaMnMcNZ7KNyb+dJ5ddMWaMPJVleoGFPj+tbBtww6dNpmRvVssBK1+s7C/2fBg4zQ2DDgbELTYp09GCtlqTmP34zWy49sKwRaWENV+MLh556or3CZLVT4DHiIcoRRC68h9NWDP5JwvGxepvR2Q2BkHX1ay2p9hYPX0+W0cUQ4xiK58OF3Ub/oW9oREyM2DIYOh/uu/4WJJ4Z+AFc35+9Zu36a17OJgujO9lHUkWfERV93dPENYEInHckdUEEvjBw6g8qkSK3gbRiI4Ibm100oWUZFU35In7X58ZqEblQxt30LTTXhAdWV2LZjMVGnlM0abJ4QKxVmpOmHtB7SVw3m4jbYQLFUVXTtCkpDLHNen1nN67Lk9ODiZ4/P6Pf2TH16fp7ipokb2337/EcH5rVwvm1nBtZxhSQH0I/vPLfPJba0le2x69X3EmLXktApP7+LlPtnWzYDnoRonRJWeO5sOVWnMEFgcRqOyZT98VlVXyVApiJRFyOqn8FDsZaA7G7wI7fPPuDmglw0hcpyOVdv3rYX+OnYmb54ZN86gmxzrlmu4d7qBelFFD+MufySonnlculveN0vNqxyYO8t1Bieqqkb+fuOZH76+/NXPvLhp65fHmnWV+ogog5anREr7pQhQJwWIpgz61FjOMHBYkrBzlJKQj0ayOYkUlBudQWPQ3gQQ4/jSrCSTww4K+NlXft7Qhl/JVE2cbaFmN9WW1USbZdsA24aUF9QWPVkUSVYBk3oIHW//Q1hYctdUwizBCByBaQcwCZa2Eh0D49KOmWkn6H5zMfekWFAMFZZrq5ISC/4YRVQBFOfzapRItgmtIVLMJkOsDyd34NOM0vLOU6P2Kk38qxxFR9SYJzE2emETVrw+27e6YqPp1saro2Eghb381dKRj7kceQ7CTiXYmZgI/By4FppCPZusf5usptlN0GD7Nutu3746qUeEyK96pHbQVZTS/dRv5j89m6fSZVDwxG9vWbcFFbd4WMXOzrp7X36eAjrNwZwU7Xy7AW6HYdr2UsySkapRxfsapFKxaueC2hqd/77jp//L4y7hqVrlLKdxZQQfrzgwlqgBuD7z5tm4fjwp8hDRKPxqn3vfoV7ZK4AeLRGQ1gQSOFfS1qQBNbR5LWrLZHYisONttvFYzlFEnrMESbjsV1LIaWXAZRF2lhKpD+ZSsL9MjrJK7GePI7PpslnIo+NI6AH3WItCG0mujZ3myFVrfSCFNjeDSa0GdJRB7Ja4+VrY+0I9d1waz+ENlAyMXvkbKNHcUodRDzOx7AWwJfnUqVtb1vCx+Xet3hRRi7rsE2rpaUKXAdsjYHsu/i64cK2aXh+QDMUxEBbiGJ7F68RXUu+3c0mexoXsAQF1GFj1WOeAxqoBU9GzVbsZLuk61o9jeYIbD2oYwiKy22JId11c/66SzGsgQO6St22D1Oo3o+REZoVQRmIqjXrj8kVUVEIU7Kyj/cDKp3vC8MGCSKJYQK/paKoo2bRPPvPO2NPuH9M+/1MJfJyxoW3rC2PF6ZD6GfpRpQTfU48beKRFZTaAzSJDVBBI4DMQ1bBkjManNk0RjazpZqQeoPpTH374Zw93nPB5N+ICahj7e3EdqAt6GUbo/Yz0rAKrP+6g6nLh6AcU7I0K3ejm6hJRstBKnOrcLKeA/X+dzYktVsBNrQT6kRWX98FhNbHx8QBhh9ePa2tWItQQkBkbEOHSbuuQzG3g9ZDlgZfZIhg16Q3dIPLKdw/Vb7ShJS5pAMQgES0BcD6zAMMVfAsoGifdiJSahDIXXIpBSwezR2XAacC6oJwVJ1/6Rdro3RHuc+tFmSWLcfYtYvqUYNBN/QXhpVBe/xYro9CHUHdbWQ6inZ4YCl1kRIeVow/xLO4WQxKQnZkODTi0FawokJWnzUjNNLCl5JnRoPkA0/XrUnS8XUODSt6CiTBbEuod8OlzUvfY69kjCPGRYUtN5r7Zl6DVqpB/NzIA7bwv28XjJmk9oVhPoDBIygAQS6CRCNGlRw5kRixoOZyWb23G60zA9oNL3z5X0+EktqTpEFaB3xh5T2HbGh2xHi7bGHFNXhEQRUNC1ikXXjKNwYAWAqbCmQqhDFS2aejmaXnUqWpQvFCm+6QYlTmUvQe+2/eEMZVY4UQVt2D6y4lCuq4Zh+97QvgxHI5pbfJ/XG++TkDq82eLrJ759uRwYAMMGvUHjCbao5SVw6ORU2rpZjqpXalRfAXemBdWgcQHI50EmGw/Fu3KszDlxAvt79Yh7uya3xOzxOjw2k0OCRlAvBW4GioGToNqmnaKFr8eudgWQ7G5n5rzA8Hcy0MjpOJgE/Ba4AxeCMLZbuL6CnaML8F6ssHN0AYXrK9BBXDXiQ/SR+YBoVBGrnMgtrSH2RYdDVCP6oEdUAVpag/OcDV5G/X6S7L9madCaLviyWgK48lwGFlS++0Is6cOGf4UTVdAivf9+O9prNgRRUiGzGXnp4OPT3slHSKMkBAmimoAezB0vkkACCUQglrdg6I3WqAoMAHldgg+zrCwHrv1WUtXo6J+qKhQOrPBHRIPbCcoMooddDZBidjNr2FRYC+WfTcbs9UXdatESkB4COQ0vf8Uk/BHOqQTKokZGS0mByrtzmvqqu8Ifonv1tx+qo8x11XB2wxYMqm0hH/CRx+fj2zfpN8wPSRITaElGtt3RjgEC6PKls8Noaofz40jUSjropr2rxXBYXgC0gOpzKQjdnl+D2j2pjkNXpNJjcXiUoYP+ZZmrPcqCYeMbx2//W7ryloSPgHPB2c9GycAycMHMOaW6FleRyKsLIWD9yOKKkCK1SdjRIq7tQFLh+grKH5lMapvGnwr2VVH+yGSA0GIDmu468njouMI8pHPdeUCsceIY0CwLtEjdikoiJABx2iMFTPAzM4wJaygsbS3iphk3eH/TcEOY3ZMvusoea+8lOS27o65NR2YWE1hRdJa4jsh++bWeRttvaITpQqROk9IZOW+alMuma7qaQJseDyUDXj1+CGokfL/Dcdu/BI4fJCKrCSTQeehGTIssS/PCkqM0H0j9cCngarc58EUV6uvtbE3vh0eHd5pNXsqvmuyPiIZuX480dwh7aj0zvyiN1NJpmsnH8C7oOeHphx+9u6lxSyrydVCHa6VVnSOt7J2ZhZotkALUbMHHN535+ic3DrrFqVjD2zKIwjZnpwb+79+0Q5eoSjStqQcFHkAb2tdBFPn0aBpZqZckZkAmBUd2E1QziavEa3tXC0kHOyaDiqppU505VqTQsvr90onclTWc+FxVOFHtIBTssZnqP146qO6mrUvSlWZfR5tB3SBY3HIjyw8VgxvyDsUV3KTaGnLqX6xbW16LuELVH+eXBIiqH6ltrtBiAw507KkCtlj9yGcKgt+Sz2+pkELovvi5wf6PO4fMxhd1vWjzu2LBo1PyXym9rqJxRnrj4E3vLCJiFMRHYIMIMZq/dDDSbI6vcG9TEyaX27q0+LSlqhBUCqGNeshTWZbTsntsmzkprJ1WSxLPXF4k8sY/9TSwNLJfvugxJhOHYmx2/XQhwjMjS0URpaJuWgkV00rIn1ZC/bSSGGVPteUrKRWq77OjYgMJJPCdIqFZTSCBTkJsp/LizDfzb+0zy3CZn+//JxneZhdaDfTriU5GCSsCcMmi9XXji+fbT/L+l3MbNqPoPCsrD+bT98+VoFV0K+hIq2oEKYGB+gROglRGyRZCSMiFP/1n2+QJc5KTlWBiT6uazLw9t/Je4+Aq/kzJtGseqCg96+FgcpiOZhVwTR9dYj3hr1+JFEubplPV6x+azjQwX8dOy3DffA0ezWQqT5LA1C71+9qFuDxSW7ta8Kaa47KSiqx374eR7lY1CRRv9A6rwHtPncuZZVt116uzZuFMTyOvrhpVKJjV2H6sTrONSQPmszzHFxX9LdKvTy1cX8HM+aXk7a9mV49c8vdVF6ORsajDpgqB6Ul1Dq8HDf0H3LhxTf7FO0cAeS0HrOr29/qb9uTnB8b+CndWcGbxjTgbovuYqcCYU7t5x2992nTR5ne57ZV5pLhDzlVLErOvupkNg8L8V2Mm8ejUu9dNKPPrQSsb8uk7pxL82lWpEfA/b75DHbt+ubAfqsfRJYslQwvZ+jn0veFJo3O0apqUBdOF+C9wQuShI/huVQFcAORZLNQP/wVdBp4eNVLq30K42f8xLleqc+yMSXMCCcSJBFlNIIFOQmyn6JIu6xf/uveTSUbL+Mgq6Pughno4zgTymttS6x///I7MrPP2WX7tXqRLjFQpMD2gBs3VO1FZKgoGiVQHMrqqo+57SSn65bNkZTmor7ez7MUbYBgU9XyWLIuDeredZftv4L3GwcHHYSMU7qpg5uml5HWppvpQHmseG8ZVr63y5rTuDiSHiVFy5vnnvZ1f9MtnudG7XF/2gEAgkYggaY9IvpIun9l/BI6Fv2gsxJuQ5S9icM4dmzG1x77ntna1sPrrK8hdWaMVPdjdgquP1bD4gUSTClhCrLxUBNtu/DFf/uUkru2+mm0t8GYLNKgauRtihdNT4quaJYGqnvmUjClj+deB4XsHd+ME8iOH+31w+f6iCF6zKdWRPrzZBtgKayp45Jv76N2wB0efLJY8UMiGay/E4zXxWe1Z7GnMx59V/81nLlavgtD4tAUYmQqnWQVX1T3Pgken0ONQlH0V+7vYmXjPXC7a/C5j1y/HfqgeBVlFBxWb/ElQ/dcszRv1+8lY2loChyjUIUCVAtMfA9LxKik1dwO9jPfTC6aQXBXdRwApBH96v17+7qfd/NvxACaLhfqfnIvp3ffo6l+UkJ/LYoaBA+Dr/2hSgciCAISS0dIYns1H6BRwJL6rCSQQCwkZQAIJdBKyq2CO7dY2//dLd7+rXrtnNaNrg38+ogqQ5yOVS33fx4RUqQoki6QlO+33DviLeK/iEll1UJ9/Vh/Kg3BZgZ73anwwSKRKu69R+WPhfXS316EISXd7HX8svI+Vyq+4xbGY83Z/xr+qLtWIKmiPS5+f5vIfF9N3TWUgaex2da4r9/KasRE10Uve+3Cwy/SNSpLarpv0pCB9w/MyOH+41mfZC+Re8CgmvJZwauXXdm59oB8eq7GMd2srPHEQptdrn1s7sIyKhXjD2q4+VnZdm4M7teM0AYvTw6B7tnDO7ZtJrWlByNjku6pnPjfe/QyVPfNRhaCyZz5jHnyWL/58MgAbrRZWOzWiCtrnaidsi5RKxGi/74pKlo8K05lOxXf+zZxfGjXcT5CsRHkD33H6LPAR1fLPJpNzaDeKlPSocXDbXfO4aOW7mE1eTumhmZvO3KxJVvqfDiOzNLIN2ufIVOifAvXZ3VQA+yF9NwP7oXr8Udcehxz+l6D8VktSxayNv66LkgUQnki5dcQYseoP5SI1UzuvMjPCrayqG8OUQaFfoq7RpGp9ogrQ0CsPc1tb4KdoTcusm1bCmJJ7sJ3aL0BUIeLncntg46dBrWtDo2a/FeIP69e6R/bPqN+Hi1h6/u8OCdnD9x6JBKsEEugMfElNVloCN+Qwn1J95Id8lpevmvizX5zc55aczPDki2Rzu/mZX96EonhRpSDUUsrZbqNkfRlokapyMR7kIrmMWgFazDHa8xK04fiQiKTwJ0v5EqbCrKKmQtJwL+c4N+FtMWNTW2jDggUPJp8LfYGpivLUyeCE5e4I71YLcCH+akXgiwCHJcucTv38ohuTxskKXb2qXhKUiq9y1kNBWYHloBdvkqC1q4XkQ+4oH9esDw/woyXVCN/wuL/dra0aUfNH5/zEDTTS0ymk+BruIIgrga0P9AMg+VDHulVTu+TExVW6xyIy+ulMtvG3qWO4KaOc7pb9CCQpinaQmr1pZJibeKslPBoJ2vc3W6L3Wa/9ksll2heNCFURYp8mtkPe/mrdFH8gCxhDxIjC4vwJSwEmbpxKeYMrLNrbn3bGzljOhmsvxGrROF5oVn3/S6H/BrR4ow+t1iSWPFioAm5Hl6zkQGT1a7RksmbACr955kmUVgK2XZwEKe52Cv+50v7m2ZeWj2IFEYlXYcRr64hiPj0NFnw4Sdq8wQirs91GyT/LQvc70GFfgpe/rTygWrUlp5qcbVHXq0Tw5p1lNNt70mTvRbpjLynNDdnbv+DxE3+E7aONBkfZAP6CACHRVT8ZNUr8jE+4HBvHn9F/tOwhHyinVHA8uSMkEBsJsprA/xaMjPXjR1TkYFWPobQrSSSp7fRor+eU5q/J9DSB/siq7VfnPHdrqtQPiJpNfgInjfxRIdQRQOu73xlgCaHOAD6tZ0A36s/4hyBhHU4UknEjVI3epETRHEgVLpak3hhGWPuvqWDIE6Vk7q2mwZbHO4MedGyaPwGxmbrC+yvss6xTsSv1AHYpOzekI5C4ZltJbQ1nhaZ2SWsPMy98eQVCwBnLtnBu/82I2nCCGoo3O0HcOoRCXHFtqUD1L3MQaBHWeCQKsSK2dZYsstwHqLbm8bd7xzCk63p++ptPAhW9etXuY/Gj49nYewB7RmfTWq9PkBvU6Gn16d0kguZuTQfTq3vkUTK5jOVDixnzjyVtT/1lSlNaqzMPmIkdcMhl8lSWNSfbZqW1OqOH+1NS69NqmqOzvcczq/9/K+wfHKzXfWk4bbcWHW1xa5dZtS0v6Fd6EtrL1RdoAmsB6o8F8iRhBg4tv+TappvXLLKnbG+HEFKrtITEyJvR5vna80Vj9dw8ogjW8r7FCCQV799QJSV5uxpz+d0//yiWbzd2N4jMeJ/uvC5qqFwi+Oj6WwC4c2hf0hxBO40VLxO/X1kEIlwF/GQ04HwQMk/XleEwcCyJ8OEiXveWBI5jJMhqAv87qBVFHq9psdnk9WtN8z1e02JzraAThDXqAdZmSgl87rL2YU9KLy6q/3et3X1QNyc+DSdOk023AEAoFCGpc2b5k6pi9yM7EGUNPoR0suJp9U3XIal+xDO0bRbeQIS1/bUv6D/9YXBpZKmLs4qrPr3Z/utNcyvyR6YzuPk9kkQwFNbZjDCXYjUsHWrb3YKiwKCKLZx4X1WUt2sk9AharOmxOxbfYkINVura+kA/zr5ri3Gp2I7aApzd0rj65ZUU9XyWUzO2cOYZW6PaS25tZ1DZ5+wZnY05z4qnKvr4ZSj+WK1vd5Ks8uWLrp476ZkFt4Ua1o9bu7B+/qM3Z5hVr5+QapEpuwCHXHbH1Fk8+cQdYVIAZ7KNO6bOYpHBfgz5pNTwpaHniVlICSaPh94pVZQMLKPi32O08+Zr4Ktgt4UE27Y27vjTXLiPrKlnP6Xw8tNFfMgSXWsNPzxoUdeTwNElyz818tquBvILd1Ywc3Mpea5qqm15/KH/g/WUyQIB5AsdY3+pVaAifMTDAUylTC7Ts5ha9X/lqZ6kFPvIaZNJag0eRyk03XZaKvz4ZNjxJTRHmVYZIzNYPiBARqfPBIsFl9ut2XRddAGOMwdpfeuovTiSp44lET5cHH/R3gQ6jYRmNYEfJmpFUZiNVK0oam5LnRVCVAEwm7xJzW2pxmn90agGSPO4OLNhC7/Y/ybX1K7liv1v0at1HwBeYeKf9gu2YxBNkAhSVVdc3jh2W32oZVVUP8KQHbTfkRIpDbxOjTxQAeQaAmb6gUIBBkgVLh5L/S1n/PnxAFENtNPi5cD9Wzm/5aMwomoIn4m/jNiuBxNb0/vh6mPVXc0//UcPV3dIVCGod9SbrqefPRpFAqRJkLuyBilh17U5bHx8gGZNdZjt5e2v5uYT59A9sw4hiEnkAXqU9UPYwnlbu8nGVz+b7N3VPUdVhaDG3sdbMbRo7qRnFtwGPsP6i8QaeZFQF/1pot2shl83gK2qZ16F2E7l4uETsibdOz9MMzvp3vksHj4hS2ynUmxH9X36dYJZmU79QFuDCkseKEQISLa1M7DPJ2zod4HqsPgI5UeESQBA+570by83/aNCe+Uok8twxvFsa9acApYMLfRPiexUyZhvlrSVfziZAlcVCpICVxXzP7o5w695lJJlUlIgJYrv009UFxMuzbEDi/zrTZNy2TQpC6ZJqUyTsmDTNROmDnn8fhlKVAGElEiJOuQS2n5yTpCo9uyBarHgIGimP4c4CgL4E6Dcbq1vPm2rbXocitLIogxE2G359wsdo//vOLnKKKr7XUZ7E+gkEm4ACfzwUKufkapKbIoO+1ClQOltVF8orrYBaFFSWNNzqP+rc3Tt6smRy0YSoNDLTxj0wKsKblj5bKgMIOgIEAsG9dMjS5JWWnP4uMsZhs38fMU/ybigWXeeBP7QB/1MJAG/3x0H4dOxuZIp0DbdwubC02EdDLp/G8kH3VFm+X4P0mu7r47LripSswrBjPL+KZopv1AD3T9qkAJ23HgC7z/8E9JNTQgBuStrDivKqpoEQpUBne6g+7eRouPh6ncVADhUUcP+0h14qls4ZMvnrRF/aNnywFgTSkS5VL/vqV3MlnBrrGOgCoHpHRWMeP1/kXyJYC/gxG+8VEMbGbe8MjCj18EtUasIezob6xaGTfOoJkfWuub0pz/6dXLq3HAyt7U1xOVAM/MvniblMsNzPwTeDIXHX7rVb2nlQqd6UvO0tLo0T7TEgViZ88bZ9obrTReiSEJFjOPtTktDaW7WosWXXMSMi96RD0a2QQeWUUYlWdHKL4+NRSpjrFs1TR6Zi0CnUaoj5zKKDB9jq64Evh0kIqsJ/BChq1FSVf1RwV2HcuNqdAWjilZkj5z5QeYZVqeS4vVV/HT4/qSEmpDFpT/S6dKW9VkyhUOI4J8RTIpk8TXjZNHAkNKOZYLIyLHOqtFuAf7SqZ3Bs8azXIoVc55+1DOzN+i7k2pQ0YoNqLNEVFRUtIL3STOsg7Pv2kJKCFGVQGu3JD5+bEAgoUr2io9a9k/RiKleRjn4huzRMuXjdQyIB0JCv2e+Ydeivrildh5GRlnjCRtIQPHKgEPA2XdtwdRuQHZDTqouxTnkfTOcNyr/KZ9YUDlny+/H7o8gqhCSta0ift3REa3uERhFFbph6U0ItgMH0OpauYE2coCMhcP/JRtTwlUyZgFXtjTxcs9f8ar9OhYMmqI5AyjerKUnjB1/+9l/dXjSg9ew/8Uj4HKg6TPLb5s4ZPasJ25JbbUaOsvhNSnts/8w2bFh0IWBa0qvzGeax5kVvTYQewg5/nmloujT4aLOYo5JVAEsfqIK/D6SqEJ0tDaKeGqkzYhEm4iIknbY946nHxuU6kd4DTP8y/SjvQmi+v1CIrKawA8PBmb5UoLLbSM1KURb127j9tV/dSy6bUL3WE2uYFQRUJ7rqrH1b9rBp5n9yXQ3SmDZl+knjUe7Yc4CfuFb5e+jWTUsdN1ra1fbjjBaF+rZqh8piNTe2kURVmbRij2ydKofoZHV0fbV0VsVQHQQDEB+lDmo+bOXRXrdpE24Q0ajLVYY+Sicfo1GSk0RbMaL4OPMQeyyGUdFJdDeTb9EaVOOjdc2Dwl8j1ezGg86ir76+3Y4v2Vjn1T+8dmlUdPtzzq48J4PMHs6fz826osqBE/vHhfmjZv34m7+9PTv1D6O3UpoAlUEitWLREzy5Ey2Mene+cF1/d0OXellIB3oj+YLUAesApq02b3rPnZe989rUzOd1WQqcJk1OslNFRrRFz4XAt82FiNJeuKgvta4LTdLbqt+Sly08l3GzliOfbcDj8XclNTuafP1pJp+rOHiYFECjCJzMTxJp8+kBL1IZgeR1VFlL5QAMy/a/G7e7S/P46kn2kU85V19+MU0KV+Le2m0iKvFwiy3G7sQ4aM5ev0zipIeN5HVY+gTm8Dxi0RkNYEfInS1SM72VMctrz7VVnkwH1WCx2vCZnHx1xFTMYhMhmJmrqvGdnbDFlLVFlpMKXyZfpL4Mv2kYrS40VcEiepB4B7/iqNZtQyY1KKkdDje28GDJFaZVX0vQ4dcxi7ZnS0U8zpVDNeiwa1Y4tdM6pdOlcDcKltuW5fiHIb+2UJmH0BAZh+NqPa/Rou8fpw5iDZhCUQPW7EEiCpopUj1IIAkHaIKkLY7PGC8uXgA//lTfrAUbCZ4bCKwzc5QwFiOAaDJD9y2w7t1pu/Rz4459y+bOySqnaWxQkqGnfEmr/71Om79z0LyXtxN+SOTya2rURQpKdhXRfkjkylcH6WJLvcq+qMQEgKa1DCSq8eYhwOXAT3RUnmzgQEc9M/e0/2cpY83V4mHsqi6q6tGVCM9cD9vCTSrRc+0bY1rtSU3GSXFJdUcEAAbrr2QiZvnclXdC1y7Z9mBUY4Xpo5yvFD95zduz2sbkjSFkMicy2RdWr5o4myd5tYQfehd8xbyJcblUkuAdqLR9o+zL12DpmfNH7t+uUj2dIqoVh0OUSVEoxpHbCpWlFTP1/m7SJ46PiK8CXyrSLgBJPBDhG5Galqyc+rSzWOxKO5ZT468w+6PsKYlO+1AObFdAfJCa9mf3rSDmpTe1Cd1pVVJkR7F7AZ2o6lBZ45mVRhhHs2qZWiyWCNPSgBUqWASBk/hIAnv/M3ab3Hlw2pGVV5buzoqOrFq+1DauyaRdKCdHu/Xc8rsr8ksbApdRBJm+TVqSq6rhgHXwNlXh/MVf3LULltOgJjqIdYD1DC6J7Xyo6HeqpuLB7C5eIAubwpUgzKoAhWKWI4BEtj5qxzqz+sWpTf1JgmQYHIb71BT79Soabkra7AZ2FlJAAFtXSwk6+hSQbPG0jtlBAQIKYCeeX9qm4uZ80sjo6u2eSMnySmvPh2mTpHAnBG/5rk/XEdRr2e50vI8EgUFFYe7e7CqmR/Ro/AuangDGO37vsv3mQdxeeDagJligywBTHdeVkCX2qqojbTn6Y7c5+G7J4xdv5xkTziXtHlbxM9rX58itvO+PNV3nWjDyuOIkJlv+Bf/2ruPoUSfZjaLhVmUye6URvkfO4Cpc66+ZZb/yPgLGPi0th3hcEmh3ottLBgmHem5GHAEpVSPoCzr8WiPlcAxRkIGkMAPE7H8VI3LlFaFVJcKwwofuTMgOpJs2XGoTeuTIVl1tttY/MmNTDpnIcnmqMBMGzDeZ1HV6f5HYgWjiobte2NpqtoiYiVYmTxeBh96j27uBgAv2TLsBfdj56C6Mxq32UMN/iXQhoXNmafHJKl+dJQcFWvIXQJcD67fW9ma3o9qW46vCpY+hg16o0OfU6Ph5UwF7uwKbd0srPoquhyq3/jfT4qJ6HdLSjJvXj2YS97dEFin8QQbvd6tN9x/Z46VdZsvM+y3z4q3QwJe2TOfvP3VKDr3+5BEqbCm10+9VB2y6Z+BEOsbZ1yq/uGhB+Tkn841pShtkcvTa8U+TvpDFT327md/rx5sKe3HweszqXfbWVH3K8fbnw+dxnP8Hi3W6gL6yUXs8idDdXTcA7u8QVYD+f3XVBBp9eS1JVE1/2YOFl9oeCxeKb0+WMY39DgAe6x9vDktgfLAqegU23jsSbxNTca2WNNKKDbSQ45ihexa8S59SpeTXOUgMwNOOhE+26KZ+IegDU0wkcURkMLpQl8SBVqJ1ohtuviWMvePqCxrvAlTseUYkJANfK+QiKwm8MNERCQxAoczjFTiUqxLU9UWvRt/vG/0sSyyvLev/uvBxZ9OsL+/63xmDZ+K3aZFXg60dFGzbIfGh0R9j9jLcDSrln2TnP+zvi3Vt/ptuHq21WH1tuIyWdmccRp7U3riNZvYmn4KFx/4AIh+QJ/RtC2qEpVAKyxwXsMm+jftYGu6j8Q17cCmtuBSrIGIK3Rsvhq6KwABAABJREFUlC8yfXtaqzMP4HlIPaOFs4f7hLXriCKR/uhrPD6nQ6z6mtUhvjwyvzRh17U57Lo2h1Y1GVWCzdQWmA5EkdldQ7O5/Lk3SWrRGEJqTUvMSG+72YTiVLlWT0fsh9TKoRbsi44whiJ/fxVNvVPJ2B0tQ1CFgvdihVANa+HrFeLCze+ZQvt26ea3VXZ5TIfOz4xqI3dlDWf/ZktYYYLuv92P+zUzyX3cDLG9m3Vhzbsz6ujZFY0X3igXBSKrJQgWN6g6sViiCGw1kNc7o4oed3ahps8Eepc8R/IuBw29cjnwyJXyYPGFMbm7o0sWgSpXYRDktASqyumTnK8hFlH1+Zoams13rXiX/MnzMLm0l9GGRo2oDhwAX/9H+26x4HC7mWpI2nyZ8Fu2kffGP1GbmvCTaz1CqxuFzMyASy6mbe1rNLndR0aIDxOHb9RfJpf5ItfxuQEYo6njRRI4XpCIrCbwvweDyGRNQx9v7iM1Y40sob45lD87r6VmipkwmyvtjV6DfiQ3uN1YF1uxKJUQQULHDFrS9tSoKU1pyc7AA8UXXT3sSlyh5U/rS7vJbraDUYHIUBsuk+rhmn1/By2QOSZsOwbJbKHw+maHJlmFRl9ZB+fduUk3OUqmgHgITf84AGPhps+Oq3WdBfNDahgZlQCZ0FYStMI675ZNMTsdZonkLwUaklzlyrEGSOjSO68nfWwDFiUYptKLuhpZTOlBAh7FhEWNLXPem92T30z8C+WPTI4a4g+FM8eqS9Qjo9b+xKlZf51K94b6qHZURUt4inwJMIxYp8GO63/M5fWvs0vNQ6B6ZX/laX4eTG6a/8HENZP+vnDiEy+T3KCzu1bg3iytrGpKS3tx3mffzLr4n7PsuQ9UkFRdT3teFgd/cRZpr25RU/fWKkqvdC69WPIzbzNyo4LSpFLXx86SBwrZcO2FXLT5XW57ZR4p7uDohYrQjbaG4WtgAzxRZywVuWYU9D8dSZn+SEtprt2bVFMfNS8zA+68zZdEFot0+aKKW7dhW70uKjIqgbnTpLzNP0EvgmkxwxWXx18I4FggRsRXTpNxjFIdLkrFNIJ1/O6hTP75mG0rgaOKBFlN4H8POtn0znYbk16Zz/LPimN7mOqRRA0dZ+fHIKuiVBb72y0auFTOHFqq5HapRhBla6Wf9R8nfES1/Pzz3rYV/fJZzrBu5qzGz0iKGMZvUZJZ2/NyAMyqh6s1sgoRUoPmPWl1aULXhzIueDCxMXMAWS8f4MSHqxC1aGP4KshMQIBoQEvyagEOGe0YsAXk5Wht6CEFvA8JPi4axHl5sclqLEQSPLfVxCePDwiLqEbpWS0CxR3LyKvzaElJZsI9C7VyqH9/tv2Pj99v6t2620QE8Qr1o81dWcNpf/iK1D0uVEXBrEOGPYoJk+rtsK/+dre2gXPsJl1ivzHzLH5xyd9xqN2xCSeLssY1/uqmF8y9M6psp/TYhtXiYsGjt9KzoY6t2+CV1aBGXCUmYHBuGp/MHOOYOuap7mMX395YcNv8dH90EqJ/E4vJ594QkrvXak1i9uM3BwjrDa8vp3tDPdW2PPJcVR1nG1cAzfpuEQBnnwnDNVtbw+Hlh4RQhZ5TCciH4iFpvqHtJ2Yb61zPGMicUZujCKuhNtRo/hFoSjvEd+IsUCosaK4S2WjOvzmUyUPHZFsJHHUkyGoCxzXEeEagJWSci0ZZLEAlWpbuI3IRBw6r4VpRVNPQZ0nvjD2m6kN5lKwvCzXdr5KLKIi3HTQnUr0HTbiGtFZ49ZaTEqk8IFsAW+HACsqvmhxmr9Vhu53A+CEL62ZWldp7NuwLRMfqrs4i31VDQcsumeptqf4w84wMr2LqujelJwC9Wvdx4cGPAt3163NvOfjk7F+aVk65xPmeiJQCdAZOxcq6npeR66oJSAU8axXMD6nh0VYz0dWL/MgGpoL8XQdh3mxwvmGFn9OhdlUPhjZR2YKPPhwE6+DcWzejeI/tfVUCxQ8uDbeO+ov2b2FNBY998xvZs2G/iIyAgna+XT9hVbV3lZLfYTSxA3xss/D3ehUZUsHMb/NVl3MJV537Ck3mDLKEgzXdRnBu0kfk/nonA3t/glnR1gnVkD7yOLTo/Cw+O6oxqxi9rCS/u0yu1hvGD0eE1hUAR3Y37/itTytAddXBvmu21J49Asjb9VKOGiIBCFsFv251XnBiVOR9BPQ/HYjQTuoQPl0dLFA1rSTaCisq8lmqRSQ7qjjVoZTAhxja0cVoyWVhEdmf/oSD2z7n6wMHOQHIQEuSex6YOU1Kw0KwoeV7geqRv5+45qwXF4a1z7HWzJaG5Qw8RZmccky2k8AxQYKsJnBcQ4znNeDnBrN3AmfIRTQcZtuGQ1FyURy2bhpRXQQkGyzhz5zPC/mM2p4qwfSAdh3uvLuAgq6x9YfoJXTFIwuwiyKnyVaR6g0SYY/VxJqtl+Huom+gblHbuaT+PTI9gQpWVWTLghWMKsp27l16RvM2YVOjk4k6AwmszB4JQIs3hb6tVVzwk4/0I6RWtAhrKFKAK0G+Slw+q1JodlnmJk9Y5r6eVWjoPFeONabGVGYCDZ07Dofr17qvT3fOXPsxexrzgw39JTh/zuMT6J5ZZ7R61bPcULKo/y1L7LUHDPWX8SBWUtQrI/7JO1mDDdfN+vF+fnbfOyx4dEpAQ2pEwkIjjw8pQsZTrQxgWrQxgMShE8EsFUWu5JTy2+54zOboonHJH+3+L4/PvV+iaWxNoZHVUKJ6aRfUAbcgiCCYPiIYdX9QTBAa0PZak8i/ss/rE07YeQFxJg3FiqxGrn+YVam86GjUY+DfwOBpUkZlhvqIahQhHvn7iYvPenFhmNftMdXMlooPgPPQrpbTKJNfHLNtJXDUkfBZTeB4RxswFzgLjar8hGClqL7AhCNo+0hrRs/EmKj6EerDqItdh4J5XXldOiSquJQU1VdoQEOtQUWXaO/YmaFEFcDc4mXAg9tDJzWBplMtcFZzed2GAFH18YNUakVRgbN61k8aPxWpqkbeRHB+FDriFS5Fy1xyq2bm107hpIYqxF6DhVuBh9EiqcL3eSWwIj6iCprmMvmAG4RWklSiEVj/fkTCYzXx4dNnsG7zZUiTMbUUnSSqAJ5UU6APoYh1zFqtSTz74K8Y2PsTemf4zpdQAt8PsjKMI49fc+IaoPxv04pNHusRcdXYNl9d4mtjydBCWi3ay5IvQSkKIuSadPfJMvR2C0WmztOtOSU1WogLUCaX3TN46n/9RBUCEV6Bn7SdC1vdEVWzVHjlAJ7pMxlDmSyIiITOQuf+YBKQ4ZO4pHVR+OXQdm76UdXlxOedvAZgyGDdvYiEDVhymFWpYp4Yo69mP1pk1V8b96fA7QaL6yZTrf7DghExK24dTZSKc9CIKsD6BFH9/iFBVhM43jFGLuJWuYhP5SJa5SI+JDyr/uQjaDtgcl04sIKddxfgnaHQ9Pu01DiKBEDHJtSR3EWP07mmv/X7ALMwKgnrhwcTW9JPMQHlIYQ13iIBuv3t+5w/KZuq0azKABxexYxXKCiqJzLiaAcqzmr8zK7nAhAooUrsSGXY/qSdQl17d+buuYP3GgfTg31GhQi06cPR3Gy3oFXketW3wU7C1C5JTnEjs4VhBS3VJDC1eOk/Ywe5K2sQhzm877UIzYc1BB6riU/+MoDVX1/BB0+doZVdFdDWQ79Igr9Pft2lWfFySo9tmjTirZCFLoR6t6GM2PEBPx2B73zxWDsWAkjAYcmSrSK8X06TDXeKfjVSc76VP931G5pPsaFmC+pP6YrMFsXcTfGQp9fIkYtW8LP73gFgw6ALmX3VzTgyunkvHYw06+9+/hOZQn46XNSl/fos4bWFjwRE7oPFBEPSwqc5k238+rdz032RvjBM+c2I3+86/4z+SnPwjaehAbZuC1noJLxveqK1qlLzTZ1JqSiiVFRSKlRfBFT3R3B74K5b4aqRYFJVXlkFTz6phm8riMhrdoTuUsboqIyq0Yu5oa6nWzc49RS6T5OyCXgyZNaNBqscDyb+d4T8H8uVJYHjFAmymsBxDblI114ktCjjLp358ba9DJg07syFjvKrJlPQtQpFyNAiAbo3eCGmFwkxvbJqV+bhjnxXEVKjevGnE6biI82Kov+MkGjazo2ZA9hlyyHXVWMbvm/9El82vlHUNp9aoVIrKn37ovtgau8dYAdrfJ9ZAFntB0jGrUs2jW4cAsmHmWfQvs6CuBwtg/9yYG30/rRi4dPM/k1fmPs1ZVkcFPV4lvPNb6NKk0ZCI0pvkoI2PRSz0KKthwmxF5S9xnRN8WpJUak1LZx91xbauxkTSSNIQHFL3Klm2rpZdEnw9qtP4aVPh/Ph+jMwXaci0ozbu/Ouubzc+1e8ar+OV869jve/PIvPdp2Ce7UJdZXAfaWZnlPraVXDg3qtajJvHhz6PJB30cp3ue2ueaQc0P99A+tYk/jrE7c4hjz32twpA55yVFnzUBFUWvOZNHA+q86dRbsp/D1J2iyceGVv+t+0A9sjLRxc24V53cerolYiT2VZnbPXXK+qhB30fw64WA6Z/I+nB7wqFXs3XtfrS0MjvPY69p9vfBNr6WCEPR3QIqindUtG2NORQiCy07lodBqn/Ry8GQoqUJeVhesSK884bkre9VLOktA68qNYYXFMuuwBTAq9H3guuB8S3nw7rAtKg8uQ2/uLDnQ4kgIaCV67LjiU39AIq9ehR1gjr9k8iOpXR9CvbqfBqCrV0zrTgcDLp9695LTpQkRetUbLxpp++Ih8YdC+9wSu8y3xNfD3GC0kcJwiQVYT+F5BjCcb8Ge6uoAlR9KeXMSyRb+c6NRJaLKh3bDDty+mB4bc7//jEFrbDC8hIw8/v4OAX8M6U5YJ0OyvqkIlAaFw+ZKQfESVsxu2YFNbTXQ88hyUBVzDGm9KxOIpYLndTa6rBoJRm+pBh7ZwYktVp4e1BXDOss0kT3NrvqgS7fMhYK0vWongP9Z8VmdfQZUtNz09uSldEZLuSXXcnD8HRXi16OlDhA33y4fQpofCSC4QL3phGMWN3Hdzi5ekA27NiD9O+DWpAkg56Mbc5EFNElEkeNeCvvx3wY8595rNmGd7tfCdznaErx+mdhUBpNW4OO+2T+m/fAdmqU0zq16uWfEqtlvd1LV3R5WCuvbuzNtzK/Nqbx8BVI+dsZyUFr2KoEF4TQqzH7+ZN8dcas+/eOc4x5sZU/N3VQnTKLW479BK1/KcYjKK+pA1+xzMeVat0lYPO0k3XcqVL+0itaYFIaFbzSGm3v+UMmbXkkViPEWfdT37tpqG/LmudquUElztNjbvOVtsqT17nNhOkdPFEKM+uT2w4U2vuPWr9+S9KW1My9KSqEaLNu5NaSPthdvYuGchjyxfxFUvvMBV/32OMc8sxXZ9C93z61GQfi/VckpF0ShWFAH7W0/pY+ny4od0eeXjsO1F6EKrMSBYmRkIIkY3rFb9fbBaNbIZYTuF2xNFQvW8k6t1+hUPdG8svqH3SUS8QPvsryZZLDgAMtIh2ffuU38AXn+DFdOFSCN86F8BIlLagG+rTGupgRwKZhOsp/ZXyhKJOt9HJBKsEvjeQIwnF20AuB/awO/1chErj7jh2F6hc8gO2sAIMb2SkKhJ4VVbePpPq0lPc0daTLX52gwdr9TNsiXcq3UWEcOHHhS5MXOg8JvoD9v3Bqlq5zPZnYqVpNVt0jJLFexFI2lTgeHQJiys6nWFHF27eoxHmGaZpNd+2DZLl6Nr4O/3QoWgZZVehatRtetIjtNdIKZVVUdIIei4+LvOrdpRYpQEMCiDqofG9FSsnlYsocUKFF9Dvlv0rhG96PbpIVL3xBdK9igmLG9H2SfIkaeuGPNK9+sqlBi3/lCbpxBUrWJ0AWgWaIMvWD9rfPF8e0pysJqV16u0Dzn1X5bu9fVRh6fSmk/foZVVchEFYjuVGFgXPXSaiBmVBPh9Pojm6On7c+zcc08hfUqXax6suVlcdq7k0pOjpaotScmO66c9mwpYlUYXp//4TtRkC9sq5wBg2/hfTjnnfjIz4Ec/wr11Gw1uN1kywk3OYoaRwwJuAAFs3QavrgVvyE9qMsGVw+GlVcb7Nq0kpKRxtBtAEVD+xGxsnSGsFguOkntwcjgm+r4iBJ9sIm/N3zt8f+0+TcoowXSkGwBQEihrG+f2O+y7ccUqf7JYI9CHMqlz5iRwvCNBVhP4XkCMpx8a1clFU+ndaOiF2lkYly+FiBKjQkyPIrY7P3ycglxdQ4Im4ADhnqwzDbblQCOwkdpTxzfWvOc/6TIwQHCvrV19WBnkHWW7b8wY6Din8TO9PnQORub9Pi9UP5yKla3v9gszz99zTw9OvNQX0V2LRt0jiHVYv9eCd7opZkUqXWJp883oPOePCb9rwJ57enDinVUxy8hGrqf7m5oIqAdf+/dgfv6ztzvVprIhYuF2HHIQ3VvyUuqsrjZdTeX+nKCBfmSTqxgdGEpYwahKdM5lo/K5KoLcsp3yrJs/qpaS/Ba3jS/2nx50NPB1+s8/VdTmJmPP0cwMmGrRP16ftcErHjO0Bkm6RcBIG/S3oxngnRTYFFeWvQCA7cOvOWXwNNp6do0iq3qQQkvUy8zQkp0iiaofH36ZJN9f3y4aG8OXNcrmt1hwlLTL7v7vul6nJfDpZmat/Tv2SE9atOq5QoZY+gpB+5UjkAP7hyV7RTsNxIHpQhQC9wKnot2zXgWuRrtCm4HMaVIehoLcAPGWVtWW7ahAyROUybuOWt8S+FaRKLeaQEwcM59T4+3pme5/haYzsqPdqEbLRaw7ipstIei/F4nIjKeo8oV5fQyds9KBWyIKAyw1WNYoI6bbCS3Vp7UpSU9uyzjlVxjYX8UDl2LFFiMie0bTNjhSograWaIX7YwYbretbuG8h4KVq1JrWjjxviqtYhVoUU9/ENEvJYAwwuoaaWVrFx/hNbCV8k+T+Eq3XgG8RHSmzFGAK8fKus2XMWzfGwij49AZeIPEKPelPbiyU+KOrHqViFPXjZaINQisrrapGJCAiZvnGr1QVWMPkqdhOVYR6eEKxuVz93TpzaBxGwHyhQBbkouBvT/R5vkJayP859xJ3py35ysenfcPiwkuvMxE8+cparrDGUVo32wV4AmPJrulZjXVvxnY4Jt4EmwYcH6wz+edxFcv3k3PZRsC01RrEq6B+SRVOzAfDLcQ9RPVO2/DEO2KiX5nJIvzfhwttxgyWNOohkoBhKDd7WZqaDlVixkRskw+sHj6TBrRdOUONLeBdACTiaaRw0hSBMlvvq2R4YwM5CUX0jawv7ZMCDosbRqjKMDykGVOBm7xfX37qBJVDWHJo1u3wZtvY2topIKZYibhdle6pWUBB2XBF4AEvp9IaFYT6Ai3AWPRht67oJlanwbcB2wU48k8WhvyV1ciXHO0EO0RYwfqgSFHmajiI5NGN9ngI7NWFDV9XZbqrXmInR8+TuFVWpiwZk+GYayr6mBehRhPpW/foPNJBQow+BTnfzyjWVUwunb1mMNhql4EW9P74Y5xyZul97ArUYWhE8lRkXZTolWbrps45Z/ngwcTW9M1srT1gX4dUngBSBva2XQUiKqe3dSeoT0AtJcCneMgzUS5Avhts/SgZgi+/L8TcKeZOe3Rr+ImqhJ47cYhDDlxrWZvpQL/ALZpyXM49LWKvum6GsMrf3rfl48fZOn0evKfOIj45j8tnPfrTVxrX82wQW+Qu1JzlNt+98kOjzCFMTSnycaS0l9JU1JYqeKgowFov8m78HTePMulGTbpt57yryAAtxfW/tvG7MvPF5F99JqU9iaP/qUYsNjyAB9BqyWJ1865LOyabxp2Jv9Zemfge+tpuXyx+VEOjTpbv80OhuFbUmyku/RHnPufrkkH0tPx4jNckJI2oGL6TCoeeYz819aHEVU/ktDuhcL3meZbv2rA6Zj/+Q7JfonBNaPgrtsQgwZGEVU/DLPxQ4oFhN2Lpwvxl+lC9JguhG26EBcCLxJ0OfmLUXtHgEAft27TCH7Icc8n3OmgBE1+FYmM0IS6BL6fSJDVBDrCsfQ5jYSeBVOKb7ugRRP+LcYjQ/7ePkrbfspguuLLpp8NlKeluu2KAgW5DZT/eTXlf36lqUd3p6EGKrfLLvDdVH2EVY8IxMIuYBjwru97B7Vr9CGQnNXwGRYDTn7Y+lQ9RCRHyWytzGloRFSCsZfqXgwTp+TecGcE1ml16c+7ZVN8w+N7tTaOFHrD9gLovX4/4POO1UkSayuz8E1xHqpJBFwBjPLLJfDFpBP50Z+qsTRHF4E3Wkc1Cd4d9xPqHu3G5KR5PNbnDp4/bRRzxk9g8AXrg+JNh1yGQxbgkIrvcxnAKkaHEdkhS99yPNCt0Lvvg52XN2o5XDSomt/othbCEsVyVtSwcPiE580/9parqUKVaF6yy8+6vunfN50X1V8Aq8UFDWhkeoc27TylRdzZVTP1vzpVG87x77OsbaJ1wdusamYxIWTb5FXHGfm0hnquymaYfdXNfH7CaUf0/BPZ6QF/WD2ku5pxdNG39gLofzqu39zOWGAMmmdpgFS2tOpX8tLrhu8vf9NnWONwFwhFrBdno3vxb4B9aOVKNwB+AcS0aVK+HVePO4dAH/WS0gh1OtBkAXqJrUkk7Kq+90jIABLoCGMi7KM+FOOZBTzq+34kPqeR+DZ998KRLW+jVoA2pBU6fuqPKtwauUqqzc3Eos1pxOB61cHsfu2mmi0LfNuJSqQywCqy5d8BvjmUP7sv5MdM7InM/vBBAZTDMSM12Az+qj5GGE4YOf0o4wwGNH+BTW0JyhE6kgvozZNAf7DRwnlsAt8Qebxw9dHeew6n1Go8sO3W2t2a3o+zG7ZgHu4NHAcPJna91Zu+z9UEyrEKrzQknp4uCr1f34elSXtCfzh3EDUjetNt40EGX/Nv3XVcOVZe2jwMM17S0Iauhe8AdbfXMeHGefYLdlnkezWD4d842MZUPe23j7Au8w37lz/RgC0yGO3GN7zuix6bW7wMKNtBe7Ltei7GpqDpTs14mchik/OT5Po3z7406pxvb05iyElrsf7ERUu9jS9ePJ09r/f25rRq5U/fbIkOhCst7WITjBjVGiw7PIoVRfddP0595yWnEkpqLMCQkMx8Z46N6kF9Qpvzl0GuBh7DR2xiaVZVi9nz9R8nKbMHuJW7XpyDSWf0WwqB/ZAj6sVGAgcsXdQs9yFNdzlTVBKeiHlU4HcX6H+6poffug1bqDzgR31ZM6rMcPVY9+J9QDc0jepHwBPTpHztcPoYQ2rgRwk+uUqMSHZoX43eDuyUiqLOanQTOH6QIKsJxMSx9DnVgZHmqEououAobkcfWtb/bR0kXEXCkDu2eiykJjXjnaFQfSiP0vUz8rQgChC/NnQytWLHNym5/fJa99wai6i2eZJo81jISDEs0R0X/DmXeqTXh3pgqhfxjIlg8lmsDPldtj7UpPaZg4/0D9v3BqlTW8J1qX5cBOoZIB4Klwnott8JouqxmjS5AHDOHZsxtR9+cqnRfvrJsN/loH/TjgBB35rej/6P7ohKBjNqy3xIpcuhRl/fFaqvywXAcZGdlt4p2CIkAR6ric8eOBUQRBZs8CPZ1M74nPnsFH3ZY8u342WRGB/wHNbDTMAWq1JVKGw1LSwcP9FOGmHJTIBt8trFrvWDhrQrZhkgZqpHqOYUt5KcrqkGbHYXA2/6hFe2jnzztueeviDWtgkhKT4LqvJ/3z9eGdH6JG+9rZGyTEUjqn5C7U0SbHvgx/yUDwCo5AQA5Sxx3RhgZltB9ye27dQSrKRJ8aDzjPQkJTetmj4/acs5Y83b1lRwaP4yLHX1YQlUEsIIrOobKa9PzgIVstwHFLRCAmH7cbThI3jPr1oLWz9nisejnW6NjYhNnzFukxDv61WOsliod7ujX6bT0/H+5nZ+czRIX4jUwH8v9A/rE+hTmVzmO0YzMzPINyCs1RH/G927Y2p0Ezi+kZABJNApHG2f0wgY+/HViiLfcHyoyf2xwhE9PKSEuuYsBILuqfUoQlLQtYryqyf7S6PqDbEZwQI8mdu6Z4oRAfHDrHhISz4yogo+khqDFUuwtwnL0wrS7K9Y5VSsePy3k7Vo9lW+ggCetQqqNm+Kv409yT2Qw9FKpUa2/yr815rPB48Hqzp1ZBWlB2+S0EqZCnDmWNn4+AB2XZvDrmtz+PivgwIG/RJQjUfj40YoGQaNsK7reRkrs0eyrudlVFtzApHXeBD6M5hbVPJe2EXe8mpG9PsHVh9R9fffmWPlX4+fw3PXjiZZV7YXRJpo1kq1ZlXBBSQTW1qSB/qlS/WmB/rsT2b6Ojgvpa0ta/O4s6Wr0oZUwVVpw33ILEyW8CNvTvby+uxLf4xPimC0bcJJykzAtmHQhZx+upb4NG205sHaP+TV2l+BzIyXM9gMQNbCt+rx6TOTK+vEWeI6zjT/qt326c5D3zx7u2zv080rfVKDMwYy5+YH7bZNTTclvznNztW/H4+lTlNWNDRqllR/egy2RQy/K0jqLVnYPC10d2t+r/gSpjLSjU89a0qwBK3VCog4Pd1C1n9sNlM+/Yxb/UQ1BPrFAkpF0fArSLdE0HSLGYZeQsCjtjP9MEB8lffK5DLKZEFDI8V07Ncay7v1uxu5S+CIkbCuSiBuHDOf0/BtRPvxaab5+vYl2cdgWCf+yKouh2puS3UcaOmWlddllx6/qqJzGf0S30h3PCsYyQCOJiL74kXwceYgAM5dtgnlIcKipV6r4JuH8+h92f5AlNGkekjBbejJKgF3hplDp2fyn4kF/HT8J506YNIkEF6JK8eKXsZ6KFpaUjBZ3Fx19j8OSx7gt6vqaDsAI096jZSDR8+GQDUJPpoziC9++WNeFtcAcDUvBSQAemgmlZe5Ble7jTe/Hg5/QcpFBoELu3YtbG3VNKqhPbcAI1PDyWAU0oBi7d+axj7ee+f/yTTTVkqeUk21msfK+aPYMDrKIgtCbLJumzhkdtayf01RWtpDTwEXmnn9MoBRrAjYFi14dAo9Djngb+im26hWEGPB1cXKvMvGtx26cEGTyRlt45VmUZDLbmXDtRfSbck7bSfdOq/d0+xJ90dQ/UPqetDzXjW6hvX8WAEUAaNGwYDToD6jm/eTkwc9/cE1b71PnBIiRYBQotuNgJwmI2zCfH6lvsx7LUIdbdFVRVlQgnE4mC4MraYCfdKRCaxBK15iJBuAUlGH/vE54j4n8N0hIQNIIC4Y+JweVaIKgeHI8JtPLZUYv4Efi2GdgE4qxjJetApXUQb/acnOqalJTiOLqnw0y5l49KouYDtwdrxE7VgTVYh+upiQnNewSfuik8VvapGceFcVYiYwHFLVlmAoySDZSQBJjR56vF9Pj/frUTupTfVrQlNrWjjnrs0AhkQyJaUVIWDrA/04+64tYcP0XotAqBKDKriAlkC29PXr6dq9Piahzl1Zg8UZnSESz4uIBN0iA4pX0n/GDqpD9m0Tg/gpH+hKASRQQ2/Al9ikka1YiTYlQHn/FO0cf7NFG/q3gOP0ZJ7v2yX1erXNZQ8z9gxFMPXQ9erakdbytMmkCi04VmCq4ra75oMg4Ol60cp3GTtjOfbdDtFiTa7bcM35z1cvuGVc0yWniYDRf0432Xj5wMWzF7wZeu0Hhn+XDC3ktlfmkdKmX6FL8b2PpB5q4c6Vc0z/59S/FpvdKvfdNQ/3u1/SsuDtZI/LkwzB5CWdZJ8AQqtRxSB8QPD739cHk6rcWWnsmjWOB4svBO0Ft2QVo5d9gChC575kMtF0xkDSv/5PcFvt7o6TtNqtqYGEuxBimO/vawxrrqMRpdQdsk9PR6VUFE3X4quRMoFxhLykGMDIlu3oVsxK4FtFIrKaQBi+I5/T2DCuMCXJNjYPj7Pt6P3Nlsu+OZQ/u2db3RSb2iKI3ngwqmuwPrWGb/cA7Wi8IdlgPlLChN+Ocowc+pX96l/sOKJd7BBxmO8H+kUHxMqoIAAEK0aFtm1U7SoCnjQFU7N62K4FbX0srPrsCt15odHo3JU14UUKhvbghIrqDvWtEmjrlsTmmacZkuJhg97Qjdw6rSmYunlJ3uOrgqaj0XTmWLHtbtEl7FLA/NqxrFJGSZOiWUMV8A3n855uuLSVJFZwvRZZnTW8jS8YH7PAhl3nHHdEkAV7jNGIi3HQj6k1c/ssyTHtjkrK29fHzqTP5nLRyne57a55YWVg21KSePKJqEpaAFWrt4/2F9nIy83cWT+g9ycZitD0sBdtfpffXvYk21qDBDtMv3pzsKEn/gQNOi8jmYomI/hLo0KzO/pHESKo7zaCxRxOao2qXYVCRXBV2fORk13ApLPEdboeuD4tadixnd6Bb4ianMQrD5W3bRk1dvxDp0WPXsXR1yp0Ip3x6ll1NKuh23TNfBSXnm4WqJomO4iQxlv1KoHvDRJkNYEAQnxOQ99IW9GexVa0xJoRcpEvO+HbgvGwfBXZRzCsU2tcHWVF9sjAQyHXVRNIlGlRUrw2tXWsrvwgnLhCbF7XBIb+h9TsTpdXji8Ub7/4N9LT2o/d8P5aopOc9EhlR234ya4B2QogpOSqBITe9nUgFRCjgRUdtG+0PtpQvZ+E+ofsI5PJQn9rl2LFfLmH5N3xD9t7kwQf/3WQLmE1quwkBbywfxT5LbsYtHwbydPcYYllHquJjY8PYND923QlBK1dLVz2z9fZSV9O6bFVWi0tCEH1GJ6Nco7I3VxD//U7sB5qpTapl1x3cNjcSU8siGFtHyc0QrsUnXO+xZbsuL76Wecr3a/PV3SeNxLtGEhFweTVftytISQzzaKwZfGtHCwOElZ/M6FVsPpkVrad0ftjixAaRy/teQNv7m+Lli50gf5TgtO2zoJXnYTFoU3AlT6Jw/ToSq1h7RmdHUZktqNiAvu72Jl4z1y9WVVniesMJUTTIuKGRlWy/H0YcHkWQ6Y7OOOlhY4rH5zYFR13j476qoNOVcaaLkRRejpLmpowRUaeY5DtaOlCAj94JMhqAgGI8Yb1umPhHbmIwUe/NyGIQSqPSLMagwSvyB5p9FCQo1kVfqPU+hevFVWnoapQf9BK96yja7ckAWEU2QwhlTERJ9kMw9aIfqwF/gQc7CBq+zDRBDrOyGxkRNhPAENJZa6rRrObCqEtckDn5AegRUHXbb5MazMkUisVEZAnRC7/3MaryTA3Ra0TSqxHnfwayQeiqdGhLhl0XdUQOqlKnkrBCkaFbSx3cw1nv7IFs1vbv63b4I23BQ2NErc51ZHkcU7tYHg1Nuz6IyCqgKvqXmDBoCn0qIkqGx8FPX2s15ZE1fybwwirHx7VxGd7zmJPYz4jTlkRePE4u/sEpCPazCTTBnfeGbK9efBKffg7kAJc5SOrRpFVf6T27y5oif5ZXcSQEWVm6EsD3MIkZ107RWwYpK/jPUtcV4/OfSY5GfV3vw0PpPtN9I0iuyqCEf+9hXOff9qXJqmPSBIcBzqnDTUokxqDbHccWU3gB4fE20kCofjusyX1sv6zDartHHlyldH+5g/ft17NddXozQvX9wWJ9FEjqgcOpdDWZqKhMZnX3zmBob8ay9QHf4HTZTlamyAwoB7LmD8e6GhUoYPM+rXhX8VwkBsEYg6x2eofdabpVInSQ2Sz5hYv/WeEyyv6N+2I0nmKiBKx8cCf8Z+7soaz79pCao02fK/oeKr6HQQswk2rqqlCdl2bw7rNl7GybiTrNl8WINRJBolZGQ1RhCxvFCuK2kgKY1j91+8II6qr10Fjo6Y1TfI47R4l6ZmQakCHA13tq6OPdmkseaCQVmvHdqJ6vqomVzt9SpfTteJdTi+YwpnK9ZxeMIWuFe9iVryc3kvTTLe4g/xQrdev1dEQkU/+Zkt0sF71TW+1JuG96eImaVLCBLB+79b+KXBvN7gmNcwZoQqYZFSgAIIkLNK83yK9bovHbcToDbXFHg9OIjLl/VWy/P3IzAgf1n/7q24dEtVY+xADnX2O6Maufzo4qcmdbI3sXEJ7+j+KRIJVAqH4bn1OoyOo+UA5tcJfEvVoa44MPflsaqvp7AatnKrfMxP9G2VnbKhC20lB/2VRulwWtUtGq6l2fxp/e34Qb/3rBAAsfXKa/u/Wl9NyMmuEQB62LEAF2jFr2fhGxvxCi3iKjqQAMUitob71d2gkd6rv+ywQtTJYtNEIDWhEN7RPw4FNQJTEr2PYalr4Zc81AdcA220t0ZHbqSAfii4LGwvtXbWXiv4z9D1VVZOWtBUaNU2Rrbx24Bdc3u0fmCKzqHxw9bHqal6re4Rzg5zMymag/CPOUX7GvzH5qJjtUHBdvWpAZrXd3G5OncXhX2dRiYmt1iSWPFAIBJOotASqevQkARDt3epHUpWD/MnzMLk03pjs++7Hb++7jbQ9e2jP6SZ3/7FItOdlkVwVzfsiCVgkeQ3tx7w/jnfcO+ap7tPLwzWQV6SS2j8l+ILaP0X7c2R3847f+nQeMOu+X42T77zo1CuZGoYQ836ApMlrF/Pm2ZdGRmb99x7dxE2vlzQ0E+cwTWv/0/U1p06TjbfeAUuMC85i1qK+kejAJQA6U1Ja05ZGyaG8KJ7Zk8qTPjvfJIY8UUrm3moaeubI/55/+eJVKxcktKf/g0hEVhMIhbHP6beD+Hz3jh5ilj4142VA0xf+2t1VwKTRrFoWFv2NXzbht8TUosIGPE5KRE7vJlNoSdfCq7YAuJY0PNqW/2i1MD2g4nDqF2pR8ZeXEoENRnbiv9Z8kv2xK6PIpKqZ8kdGQaNgEHkU2R0M6dcCDwAPav8Lf+dAC1sZYVbE97VoOtbDgECLdgp8Fa0eInp/h0PbdItWFjVO+DmYkaeqUGVU1FQIODt9I0JHkJu7soZhg97AVtOCjOiGM9lGyeTwMkT9emxLBWyVnMDX/ChwLri6BMs4GVoueVyHP0LgCI6AyP9n78zjo6jPP/7+zl7ZzQkJYA6S4H0QLvGsV1VsVaCooAJqSyuoYIv6q1rBFmgFq7Yq9RYVRQ4VVAqIVvBE64UQAyrWAxISgpBAzt3sZne+vz9mZ3d2d2az4VDUfF6vvJLMzvGd2Tk+8zyf5/OArMvvHrr/Hq046rQla3hswERuuOZ+AP71r2ua6/K7m3osWPqq2pQIUY1M8gboPXkuJRMeIbOmBiElrq31onT8I7Lh3EEy5ImL5KbZGXxeRsx1YRU99Bfn8dplZ04GmCblwmlSlk6TUpkmZenOK8981p/mjLm8pB3e/81gG9qplffen34rfjHcFhPZtILx+3AH/LmYZJLCXcWs2KXU/UjD85shJEG++UWOevvDbuw7k4hxIfTLc6iLJ7p6RD5JW1eJVnSVKmZhUmja4MhS5h98hWvD0LHcu3oLMzaq3PtalVj+18eGdmLdXfgRoYusdiGCcEVwwk0yaaXwvoVV+mj/yBNi5QWm8KhttlG1y3eMql1eNKp2+dPUCokW3SihAz4WJi36cbyMfKkYCsJM40fx0dJ0Tzt33roqBIzH4YwyVIsth1BYkj+M5/OHsiR/mHe3PftVDA84ARziM+yu3r/evGy8447aZmQ3LTw9v4Nlg5hXp6QnWcYYydX1svuoi6xoAxm3v0FslI/uy4cPDCDojq0/sWINrgZtp/RuVvGwmp7r2BnztfZeUs2ww17hhKvXa1ICNP2s3iShqTCd8Tc9yqIhY2PWk2b3KaA5AhzKNyhohHzDkCMJOrR9sCJOjb2KEZ+his/YIj4jIgkYzuIxs+dfs3PHgB5S9hDSV5y2M1xUFYH4LUPFcPkLxyV+h/NSvzjolG9tf/3kb7TclsOYG5+jZ3UdipT0rK7j6psey3z/l4Nt8bIAVUD3XxwTik+7hzxOCJl/0fb6lgQSq/gCotfDr1ZVPXBls78kDykE/pI8vnnsGu5c9ETMvGedoUUR47e37bZLY87OGUKMmSHElulCyLderJj0zGmHC1WPCWaAOA3Obn6T08rXAPD2gFN5488TGXNrHn+eIhh3YwZZ2aa7gNutaTRnzIK770M9VlzMMkaVLmOUcqy4eMqx4uJZYV9Sq2e2cbrVS7jtk09oefuFhqBjZ1KbNQlcMWgAk+PXYxaRN9p0od1ixneiaYDpvb1be6PVfn7/UrUufC/oKrDqwoGD/VX1v3fb3iOoqqC1PU1munz6M6GOaOK7Iw/XeEigSpWipKqhmCmrZjJ/1OUoJpU/EvDjwEU7KkqzDTWdVF5KrSynBFDRwbJhNwC5Pazx1K2v9qT4Sh9GNohGkw+NhV8pFld1atsCvBvdMS1SdRlIfOGTrTVoWp2vF1jpmlWjFMCssEuHKkXkOzVbNn4bz64doT6xfYLybtMZMZ+ddchLeFxe0+YAA/5ZwSEPVLFxh2SFF9oN33kgzcPyGY+yYWiE/HqB8cOOXswZz731xMT/m+My2kqFbErAFlLH6TZW4re8AvzCbLx9Wr9h/VsDyQ5GQ4g7ivL4cMggzn/y1Zgitja3k3+d+7Nm35w3dklBSaA4j5qZoymcusg0rW8lN5Eg18nnAoAr6t9aT11hLj0Or0NEW8HGpLb9Jdr2wsVclcsYVdqBzVIMklTzc9ENf6Xmvo0xhM9mA6mCGnv9aQWkGlK6X0yThrj7VPOiz2QOAWFI4MFpU/gvUdmDCig+p6v+zhn+PKu3tLhCrDpmyh4djVlvQBA/udpdGOp9YXWCOwHh4sEO19uFHx26NKtdOJBgZsbvBVaEyWSsl+n+3zZo4v8Q0LMzKxNCYiCqoD005qL11OmsxhWgJNK2dcQE6lu70yMjMY0nQNOiAjZUS2usBFhpVzsuMJLyPKg/ozu5nl0ihjXo+s/ZFuu2gABNnxoPPWKrI9UisE7AW+hmZa+zTT/TW7XqGHBjBYfOrYzZZQlsG9IzMj9gWtlvBmOhi5ne1QhPjY9Me4tyVYHWxz5CWCV8/m1f+hd9TLoSS1R7L6mmz73VKD5JvzTtOK9ug6YQNPQq4bUbZhqJKhgkOJfNejaGqALYQqqT2MYcfuDBU/+y6prMwibRVJXD2gdPom23h83pB/N48e+44Zt7Isvn1dRz/Kp1CW4Lab4Av/lwQ2ZPKbOMnamAGM0qaBFQ1e3CUZ9Y9d9e2F0lTFSN/q09q+uQ+rkTJqy6trPRncHlt8YQzZLhLA71LclT4olynNYU0ElvHYNuvoRAca6R9HJa+RouyfofX54Xq/kMBMCX+EJnlD+lcr+IHdxMuZCpYhZxZDUZUc3MJHTowTw8/Hz+S+y90BYSSuCh4Vdm+uc+m5IOOH67SWB6z3+54JdzMWm4gpkkrctT9SeBLrLahQMHmpk+JLbXM9604ouu9se2jW/63el8W3qr4idn+KfTqzP+k+704m1371vv1cmY+61OTphTohF4/WFULwST09LaHhbCxDf2fDoVZZVAMN2GrU1FdWgtU5V2SaDAju0PQWznGw6GFcHeQ+iV+amiYNWOhBNDhKeXh/+PJ7jJYPwurfSuOnQpQZriZ0zPp6NkVcC2lhLYBi2FS8gU0Yr4eAKsFwVV5xTQ+99bQEBBViVH9dyI2+HVPUyLQSOWFtDSsnliTIM9a0B2sGnYzrW58qm/jBFvjzyVg4d8yWfP9QfgfxmHxyxYV5hrud4eNRohOoSv6vtRkZdOK61j0/mUC3BOfQ1nVT3+3nlsm3UpgaCTQ69+AHtbzMnlrf77WDdoBV3xRFsEQb4O4kPgeOAwCCg25gwdZzYcxVllPs7GJo2glvWNtYoSyJgCsN1jT+WKVYtIaw8kFD0l8RNNNdPjx+xKNUmZ65ZZZtOvuxabX3FOqrd5rsltb4jJxtik6rxs9bPcOHN0wguDVSEWU8WYDkmjRqohjmyO/+1jCyd8FhPd1VpvHx0nSZtqUZQ7VdBFWH9c6CKrXTiwEF/1r0VUzYquZlMrEjtH7SliDf1DRA2y94cV/14j111Pc6uTrAzzlpKdhjEKmryTVT2x30ceMD/d5k1+nAzrl9ux9Bz1d3NQ/knfGGN+PRUvJRT7oqb9TA4XgXVSZhCDsHF7oNDBulv7svWiIkjyEtB7STUDbtmIy8JGCjommqnAqvIfEkl1riMx0rWtqYQnmMBVBQ+QpviTjquoYZtEUFWQVVnSv+Bj7ErI0Pa0XtTnd1ebu2WI7F2J0Uufx1Xv1rSrc7KDTR6AHtvqxbXXayTtf66jIvP29m2N/N3mdvLh5YM494HV0JR4HuwsyJOPccP9Rz39Zs62P28iWOXDXuzmsJlHU/HNTSzddjHbmjQuV7ZiAb3T0o1ktQ6YrPjbZ/ctnZj3UGVdbPeqMARAC8i3ocmTwZzrxmHhb4qVswBoBBXM9ZxaAdiTHHLjkzxU22xaPW9FIFNEJTDFwh83we3krDPMW8Uedqj226UGcKoBU9lQXkM9u2/Ujo/e+jYrC4acLq26XKVGGmeaO72EiWlH9/RkRbnfDVm1kDIY0Dnf2S6Yokuz2oUDG9atVuOx500CzJsOdBp7GumUEnY1uNRu2X5FiNTWsbPeTWaGnzTXPqouSg3e8E/KFePxekL9buNf6cAxPYjN4KYedNvY/Pci+pxZHeN3GsTGR1n92OLqjd0enf+8b1eTvtwXJdjZQEMn9uYSNEcCoFWJpv+tvsfeS6o57vfl2NqT3zONTQH2FGaaVQkEujtYP6tvTLR2Z6AHk756HIDRqxYw69GpFO+ooqXAw6e3Hk7lyGIUVIb2WxXy1LaZ6QDlnPN/9+Czc0ZM9Dh9wqztacBhQwjBpqZgpLOU7jSWaUMdkoZSFldot6H0GI47ZS3+pjQcNj8flB9P/y0bqCvM5cPLB3F285ukfRaAt9GK7cJod9nxDkmjcncLy1+GoOG9QHhsuK44hO3/9pO9vYq27Gxc3haUQHQF4XNOSq1eK2Z/3QLO9cSSVohYTj0MTDL7ProtWMPh4+6LGYsRnSGc8VpXM/P+VJCdBdc1xvtDRLFsgLj/681MbGpCGEnyipcJfbw+9rgYx2SlATbT4p619vW6yS8+nIl16+j9S9QsGgqguSN8NwXkHZPVjcyUZd/JWH7E6IqsduFAh6UXahz25m16T7xSE7CnKXkhqMs9uq2HEDPGbF37z3lFBc1mhCICKcHlDJoSVUtv0z1E5EmwAin+hYfteJJEXZOOxfh/2nntBFQbgfvspNX6I3rOslM3YVdjtZp2QhxV/4UkF9GvPhpx3ebqSZ/zq7GfH4rKDDqDt6N/etRo1FFvkxn/fZbdtqlDohp026iYai4liC/Q2jakJwWrdpjqWeP1rv4cByBw7Q5EmhlsHVlEm+pi4Y7LAY2ozrlzAul+rYA7q6aV426oQAjYclFxYPtZPeccPL9qIomniBj/0uNDlzm02iiztLmzPcQHNhervUGC4UOgH4nmEMrysDxWJ4Fb04q4uM9i/E1pICT9rvqYaYNvjazvsbsmktYeiGhG+RBoATVTIE+UZBe28PqLJJBD6Q3R9sj/yAlv3N3QkHCcwzsn4okqaJ2m4scK0H37bhtaj/u605asyTMWY827dTRvjz0VpfILmGre1k0vzLKKvhoRr3XVf+s61lTgsMNpp4R1qonFVHXLXuLZ9Z8wDl0CHraYkiC/+jrxuMSPqdXmIT0UNQIICSUw/+xLJLGk1Pva4DMnT37xYYAFFkPd39X7Vs+H1L1e9xZmZHyqmEb0jvTUdzaWHzG6rKu6cKAjqRdqHDq+MZp1yEr9hprKODqbqvACk4WYMQaYs/SVI2wdJTuEgMwM8xDPXvQJMIVEoL4kEDMQ1KLtXS3mnqSRZcxJc/z/zqEhdqzsxeIdUc9RI2k0ItvhFcc1VZCuahZO6aqPPr5qNruLaFXcmuWUmRwg2R3OUKDlVdwRP9ORPZZz/sDVFC2ujuntniy9r1tJ3fbnPzHrtJtR4wJe8d2s0qt9HDq3Mub/wddX0HtJtGua3snqg4cGYm9TSdsdiJk37+k6uXTjyFffbTqjEpB3PnRzSCeqOvROXTahOj++t38yj8piIbQHvJWO9L06f4SoxqMdreMTwKaMI/jZKe+yKfMohE1l4JUfUDC4Jmb+vIbwNr4kQlTJAHGcxBkKwYIkxG0vk4HGseqoK8wFKDn9ubezr73+kRibrWuvf4TTlqzhvSlXJjGOEmROGIQ9ziPYaqjx+1bWF667Vquot7IV01+esrPg/HPxDxrA5DBRfYLYbEfeN5uZRNwLeHsQXn8TYXVc9el1jlzGn/Ao1e7CiMe0Tarj3hx4+m+J936dejEk98He36Tx+/YGT8RU4QCuCv/XCjz2vY3lR4SuyGoXDmyYF12lY56KTn5jtOqQFVswZAUv8BkwuIP5OsMXJTBXky7M2AJ4hg75MqUI7T4rrNKgWEVkFSTCjAjqHqwm0VU9PZwKSmxVsseOHapbbbN5FTd+HBE3AyMkIqEVqp0QBf4drOx1NiO3Lzddv5Qg8wVKrcmIwk4HQWxsW92TwX+Kpt3Tq32RqKQe5fQWutl5Si4f3T/Qcn8uOfcZnLYmxO9it2fVzSpmf8LEcoMfdkyN6jRL1WDCsnZfiOPvKuf5ikuiVlF1NaYvHTrJLlpcXRJSFGyq6Wya7hvm1BXmenpWJ0YIrTpLGT9fm30s5574MnWuHrhoo//vP6JnWaJtQ11OLj0/qouVALQAbxJ528lWOt7mnsK4XmOXrctnPeOIjyqn+QKMv2UuJ94wl9esxqNKrg+8yZfnRiOkWdnQhAsa/QmzhwlpHSb3HTNdqU0hOHwoSr++KGia+sfCxUlbNmzE9fIq8IUJuDvN1F1A2++m5EVW7diYfNxsFvUZ6x382N3v8FrNWc3NlGRmMu/Kly5+eHi5IYqYWNwUj842COg8LAq0vufiqlFEXabnMVM2fI9j+dGgS7PahR8ezDWmHWtWrb1U69Ba/lnprrYCj6A1Cs0AdqM9MPa8208UIUAJBoVQFK2F6j4monuPvfFg7RgxPDkU/tNm2GDoJYEyWyJMCr8ksCR/GMP7v4KrxtzzdMOtRybqP9OA6eAdphVwlZ28ybSgqT1dIdDNhafGR6Cbg5pf9OLj+6zJ6i9OfANXjZ9195RRPbIwMn1kj+UJFk1mqPDDUtWG9EbH6gCGpSfqLKUAsdMQws0zP7+tjoEB2rVTJxcOZ/GYs+a/PvuqW57IM5K2VpeHO9pc2Hbtthz7joKf8/SZS2l2ZJHrr2Pe5st46N3fmZ7Pp5Wv4YYL7kNJrNmKYEOblrK3LmXbc2TbYHI32FmYp6X5w61gl/a4xLQN7EvNsDZJLaM7DW66IXH64tddfPZ+IlkdOFjI/825lt/8Z4Ga17QrIS3/ekUuL72eFsry1igOB/Xn/5LM/mXa/WnDRlj9JrKpCdxpCL8/waPVer+zzMmwww4/H+aR9//uERb2uazqn1OP/cK3Yt05wTgd7UG9ePWq7VJ7QepYqwn6ubUvyOMPxaJqqngfOAHt9nQMM+Xn3/OIfhToIqtd+GGi1uTG1VFxlXWxlkR7Jhptpay6xUjgN2jxoCewJrg/PITN/RPcAKzM940G/SbYU/2sXzgICjse1UfwJQX7dBURHynKAf4ErcPcckPmkeK4heXYpsuYCHDILfjongFsHVmUoBetmHokQkQ1oUjrE8M4/ZvLevPxvQMAGJm3HBQQJtG2+CKr8wastqzuN+KeJkGTiS42W4HruiVuI71cc2FYzPAxBc9se+yEG8vdZk0Iym4zJ+NoL0tX6Mb+EeSJMdV5hfMK6rfZ6jO7a5ZYO+pZ0YqpFMABvHj+G6zteYblvuUesYOTb34r8v+/e1zcIYHf0EakoCsrR9DUKlNmrxJQnTaUQCjmO7Q7QJl+jpbWj8NjAyby7Vd1kW1mK3CYPTlRBc3Y/1fnJzYIsDLhF/mZrN32OKeVr+HapY+S1h4ltK2qh7neXzMi+98UhrZR8Sm88Ya2Hrcb/G2pk1Mj9CIqAGMklrB7gtFR4O4sEWxuTtS2hjF2mpQLkxQ3xSO1BgHJMFXcD8TrrfcdEd5XmCqOQxO2ALzKTGnaJKMLnUeXZrULP0zky4Xky9JIC9PUXACsZAIqif6nCloE9XMgADQBq4Ah5Mt54XkOtBjonkMvUDLTpU7GsqVqsmdmO0rn5IUvAeeAs6wdzkF+9XoJ9tkmRBWgAeR02P5qj7ay5k3YzpfaePPRvpV8aJ9ujylY0vWfACdes54Trlkf0YxafZHx0xUDU1tSN8zyAMTrWzfcemSH7VqDbhtNFqLQ+HR40G3j05uPaAaNqAJPbLu0wL32nn60FrmRQiOzeresJHpbJYGoAqJe0ntJte2yW5/G4/fRo7Ge/i4Y7tEIHESPTYaiMCwd0jv5NNlZ2HFioixNI+nTSuDs05IT1bzc2P/tR2fS4J8pt/314leNLVf/N/f3OlF9lbDe8bTyNTx210RqXXUsb40e70a1Y6IKEArFtByNwEofKmubefHWS7lh8X347Q4a0zJRpeD1ilzufkCh/l8PsWT2Np5eAEv/HV2Pz7dnRBWgrEw7estXxhBVMEnjJyGqZGYyL0xUUxVp5HWi/WoitGXNCgM9wCy9De4MIdTw7z3f1t7jD4a/Z39vo/gRokuz2oWfEqw6ZJk3a4cc8mV3wBjJXUWt0HWzHRn814W3tddOA/sIIQlKALu0E1KMqXaS6VJfNcxjiLrK8wkGUWwO1ASuJ4F12f05tvETHKk80wxNAwSQXuMTh95caU5UwxBtcNA/d7o9Z4efvHoDgjBcYWajV/Yn2EHtg6TS89vOx7krQM//1nPUP78ke5OW19ZN+3WYdbMycwOw/3ETwcpEYpmW56S10BaZd+PUI4NVo4quPl77eBbhCL9VE4Ikvq0JL3BCoMlsamHWo1MxFm3pjQSM2Onohkf18eZ/f26aug95nFQ+elWkk5OOebeOTrDICjkFSGJdF+zA8fDaf8yGr8HhgLq4urDQZ830ueZhih4qe+rpPz/4JXA1mkNACHh4GaOunf/GJf8Z9u7Kc7J8LQhg4aY9lx3EE1NJWLdq0o0tOwtsUrsusn0ttDmcXPPh1eS9+RTOcBV+Y9Ne+a8m4JMK2taX4zBJpiY4qWRmErIirM3N2MKNEJK6lsRhb3xPZ2HxPlmxkWJM6hBmCIGF9+y+gZkkAV4DLg7P8SXw8n7b/k8QXTKALuw77Elq/ruG2RgTu1bpqCRflu6hD6uxt7fRVuZ7gwS5JH+YD/D09hrM9QHRCV2qBNpw4cY/VsJ8YfIgMa4qpfCzldRAIWn8RgrwbnSTbuIioHunSokUApFqKj4ZtlxaZFlgZfOGOONX75K1qSUS0ewsGhZUUzuhIkazGkjz8MWd13PmVbXkOerwS1ddmtL2LDC095Lq4rLbNomO2rma+bYGhS1gl6Fx8ZFVIdgClHAehD5UTDWcRqgILhv0NLM+n8rSbZWmRVH+kjw2bnkwYfpFS55n5G3LYgg7hEl9tQ+RQaTDVJJOT9ZFfTbB0cGhlaNYVjqcxTHX/tD/rmy84tWF/dLao2Q52TY6QnYWTL42Oh5I7qEa3yDg9rsFgbbv7Xksp8moL+myAeL+9Z+Ye85CgldsCO1KTVaouue+p0nkBvfch9rUbJohrpwm95O/q3lhmRdYCYwM//97Zsr798v2f6LokgF0Yd8gSuhK0G4sWqV9rUlKRrOP2katkNSKELUiSK3YQa14g1rxy/06TnP5QEf2J531Ya0ktthrf0RWO/1U8ylpqj6WrZ4iNmQeiZ+w185BFguZTG9VPJyz7BUJICyopDD8pIJIr/Z4qCRKEAzwFmp+q/EHQwLbXD0B+LT16LagKvZJZ6n0zV66rYstMkqr1dYb8tgo/9sxe0xUAXLGFpH/aD98hb1AgL3YTe7Dx7H9grOZ9NXjXPL5v3midjzAuN5LqksGX18hktlf6dg6soiP7u7H9l69UBFscZcwbsATUgw3PY00K7fPoSqjY1e3bTkFLCoaS58hW2hIDLID4Kyqx4zzqiMFK8vPZsnOqH3Z1pFFvFR+NrtvzoGxwGEa6bMqPHS7k1wMIYmE4jBRjbk/jXh3RQxRBWvbqI6gtxxVhRJzzpf11Uid2Xp179MNG7WffUVU91CbFBNhH14ur83MsC6f1H1Zw1CYKZWwLtXKaHbPLKy0Ii7LXRp3uSWH2Z/+rlZdsy4I/90EPLkft/+TRJcMoAv7Cqm1vauN+ALqhUn6zaYHcAbwLvDKfhyncRzGCOtctJ5GemTASF4748Ma70iwTxoOmKBFSjI74Rzgrcg8KpKb7u2tZnBjRdQOajKRNHwEYV2qEe3Y+MdH13NY+9f1aA//zqQCTRHEhjwI6agNmUZoxa/Qzoi4dKredrTMv8nU07XAv4Ny4Jj0z9yQvIVp/Db1dcQj74Nd7B7UDWNkepc9h9fRUtz1J+Zi7lKaOrLHFDFoTFEMOZuo/otxB80hw9aCROSBuR2Wbn9lRparRvbm5JfXGSe5MFyfYe3rrGdDiLptPVi4/HKmvDiTOZ9MiDGIN6LN7WThbRfJgsZKtn1QUtVu96Q7g60J0bVA71w2v3awPPjsb3wYrod0Wi2PwxNDLufapY/w5fqAZmhvwuXsDjh3CLy43PxzbAIvHjW8n55uC9ZEWoUuzJQJrU/NKuVVpx2CIRSjWFSELaJ80QjpMX1ByMR3t7K+2o9ZsVUc6dtrTJuyRx2xvAP7syJMDIvXlVP/0iu4VJXMZAsZ9kVlqlDXlVO/+nVcvraEqLGfZL6ne1HlHzQ1twCHg3p9fzq7zhRg9TzQ74VPMFO27KNtdSGMLrLahX0Fqws4fvqdmFfQb0UzUt7//UPN/VbHE5tpyAPmhj1eU+miFfVMjSXC+6sIKxM61eJ17lZP0VDC+zGwaWOsb6mu9TRzAwgjqCr8eslTLPp4FL7bslyYkPBUHQD0x75X0ayjBly3UThuTnzyCNC8ON8BXkIz/99OTMr7hNr1ptuISBzCA+rAvikCb5Ebd20bIpTIflS7SCD6Vo0M9hTFvigR1o/PVk8RjojPkzYuq0ix1fT6etMMbTFEiOocwCMU6FG0k6t++wCPKJMYz6PM+nwqxb4qmnMyQIHM3S2R7k7vjDxFHMuHlTVXlZTOmNs6pt3mnu8I+aJ2ZB4nNbNGkz+oVkV7KYych62kk0FrglvDulvLmD9S68wlZj9Ae9DktqAIzjsfyo6WVFXD2nWJs6Sdkcs6BipA8eELnidrwpKIxEKPbEJiN6nVb2la0+wsaGsP4o8vspLQlpPJ1dPT6NG4MyGLsGFj1G9VJ24dmfHvLYTQthvfEUsclImroVm2tZlfmj8/jXdOO4VxgGfDRnjlVfLMrXhjYYgW2/TldIIcd2ytbwmJKXUtIzdVaB6qeneoqWInJhIDv59WtEMfuRcJQeD8X5JpmD92nXsPq+fB/m0t+xNHF1ntwr5Cqm3vCk3mASgiX35XgnSzaKdZsZQTjb5NpmPNqgCGUiv+m8K8+wSd9GMdSrjArLe32uOUJmUkcQVKRkjgM+VwqujGq3ecLl34k0ZdOoKK4KPsAWz1aBHAE85bDzdbzKxLBM4Hcb42lg3ZR0aW9SrmmlWvklg3F3Ir2AxkNf4QhhyCDbceSe4Huzh0bmVCu9hVb5xGQehbfLY00kNeWm0eyrOOSWmfkyFSBBZHhNNVH4MbtWysvr+R/bOIFEtFMLLH8hhC7w845cLnLzc7Y/TrM+GaSHP5GXPR00z64HEWFY0FYOjji63OOy3VLp+b1W3+GgpueQZXTR2B3rnUzBrN7rGn4sZnA8YR1XLPWc8Az6VLnot5iUiv9nHS9R9zEc/z/MiLGNR4vznbUSUDj9b+PP+XUF8PmytjZ/G9Xkdw4uui9EFkt6nLCHpjX1Ti24xK4JBBaRzRrx1nuO2vlY5V3d7C+JseZ86dE+nVGM1+x0c2deJmZdZ//bWQlUR+0NAAsxPlvgmQMpZ8l/UN68vtfvlVOWLpcnMngeYWhhC+FF57M/WI7GGHRt9NzZYzHFv9PmpGFFPLyFncgwsLuA4toxXVIp9Lev+yBGK7N+2442FVqPv9dc36CaBLs9qFfYVU295ZFdsGqRXXUruXlvjm7VTjkbKeSUryVJUFO+vdnvrdLlXKpFrRYvZf2n9vUTKqdvn8C7av9A5s2mihLLSGAI7hC/5+xZ85WfnE8ksKCEdKYlobkrJmrce9VCEgHM2Rni/xiNPNCogsC7Ah80iCcWqEIDY2ZB4Z+V8vMHLtao9EwVSnoD1dibSHVQUo7ZKy2zZRf0J3vhpXgmoT2mc2wVfjSmg+KosvMg/jlZ5n8nz+UF7peSbb03oB4FBT8DjqAGXNm0w7dRn3N7LfFnZYSkjGaFhL51fVvfPe6Q+++8EZCddnv1+vXTGcxVukReYgNzdWgti2220VltZlISW7LztVfLr1AT4OPcvGygfjXQA8wKxljFoIjP9f8Ai1322fm8oZLrpN60oWKI7zpAojXgdq1q9ASOj58KsctmCpCFaZR5wbm7SXpx05efxz1O9p8WREiKrZdnQoB2Xw2F0T6dkYe4ysiBuChHasDjukJdFkA4lR3SSIlxUIIC0YEGV9rS2vPl4ffRfoTJT3y686Xs4w3cq+KrWMnBYRHU+sJnY1M+Vj06RcOE3K0mlSKtOkLB00APMTZl/pWKNjqcTQevaA8nv9EaIrstqFfQPztqhmbgBWCSYHcB/QG+sYW3JYtVOtFcSNI5X2qgCRjlI9cn20eh3KFb8f4X/ojpeaM9Lbrdq97vUNMZlmci8h7DKUF0+GUoUNyc/aTHKtYUjANGJrgUiaXoHyrL5pgyevxzadDnWzxmUhGnE0S53rMNN32gKStp5pfPzPIxMie4Ovr2DtPf0ov6tfwrYLfbU0OjJpU1yoQsEdaqOXfycl3q280ePUhPk7AytJgdn0eDssqQiUOOmC3RfiuOs+aT2u7vfXPvIU/8Vwffb79doVJadvHgd48pd8y6DbNhDvKhAjHQjCjg0HPawvY9iMToJjXtKSvHbqBU+zHLZ2Jb3GF2P+n63AWW7oW6OttmbmaEomPILNa7C48jgZfJ4TrUerBivCJCQ0Tf0Ee7Hb1BYsKxvuHnUtbw/QvrsbFscWcZvpWAH6F7bQs6E5JuWfrNWpt02w+elrI5rZxoN686uTm1Sns0GZdWfs+k8/Bc44Tfv7kw3m67NC/HHo6D5i1PpatWLtaDvJWrgaMEtvjVqxkeKV/0H6/drw3G5Ne2zQDycWZGmtVf+Adu+WwNFhp4B4TaqKuZZ+30nMtG11kdPvEF1ktQv7DvkpXcDx0fz4Vqb/R634J/lyR8KSHVtjdZxS0taRkMJORWuZ7mnnbze/4frDn89tfuLuZV7M00BWNlgpw9KG5wBAsmPUWXIdcSIAqjxFDjkGBoiNuO5tj+hmRZxuVkd8in+rpyghTW5EMn2nVaHSCTPWU3bqpgTiK9QQQ3a+HRMBDWJjbXYise0MAm2dkzRArK/qyB7LrVZdDCCfIOb6HM7mLYDnoiXPc9L1HyeQ9VDQxuxvb9BOxlZgPXWfzBt87XA2x5BetPN+fid2VY/CeoSAtW4Hq+raIymXRlXzam3rrp0femS2cMoinFvrCRTnUjNzNO8fA4OXPoJe0Z/tgUbzOjCCVT4Knh7IjnHrCRrepxx2OPt06LVqUYSs1uXk0rMhGsAr64upJvbTcoldhU8qokTTiqgCoGhXyMYtD5L+1AcccuOTvPV8g/JhWixRVRQ4NuyOFgjAuvIk6zSBVSRYCPMitPBLhQSEFTE3Q1ZmtMufVQvXs86IWaQYmLNhI55/a5KEyC3D54N/v6T9XdbXIqWudYc6IfyfChSE/47XpFpljPdtJvmH0v71R4IustqF7xp1EEn4/op8uQyAWjEYGIH2RtwPWB2zVGpRU6uoZgm1Ykx4voiBuhHtKNiQMT3pzVBc2MjcZwblPnH3ssuI3qhUtMYCs4Av2AeFVT+e1ljWcBCkt7earZ6iSHW967x2vEPd2NQgaRaKkfgUfzLoD2crfae30I3HwiFA1JprRqvTiwi1w0C/dSQ3HvEFRGZ+qA6XJmmIcWnoxP52xvg/jGKAi25bbkrW+836jHc3nBFZPeEYdziFH/NQHs5iq5c0s/fA7hiIw398DkJx33V7eLqO3WNPZffYU5vRdOQu0OruAK5YtYi8hnp+7pEsjSOroYw0Pv3sbtp75/ExUHDC1xx57C0xhU9lfUFtiHo4zBsymmsNJBjgy68Sd6w9CB+vt3AhMIEIqRzxm/s47P5H+XxdEBnQjnk8wT36SMgMv05/sgH8flKGPZEgRnDsQPMitIEDaAceBS4p66tlnFa/gdrUjEA7d1agaY1jXs4POZi5aOlwZ6Qw7U1oakr0kA1DBTyvvWkuSQiFtO2W9WX8jFnArNhq/mlTONcwe3zk1BiUsKqf2HcOAR0VhnVhn6OLrHZh/yM2Ipos9qDjaWpFL2Kjp6kI8ZNV7c8JyxRMCa0DlQ+yB9Kv+fOQR23TregTUklVNdnadqKyh/gb1l5FVTsJCdRLyDUz5v8uNq5jTzZu1K3GFxVZPf8lsDa7X1JiaIQeTTJzAtCtr46fVG5a+Q/AOWCfHKJs2KaYbW7LLqJWpDaGeEN+PXIJ0VS+njJPRdJgBQu3g2SFH1VASXqNeTgyo9YL2iGvAqZImTRrYlZ04kdrVRyfyYiJcAXrfabnT7Dep29f/ziz+9NvBwunLFIdNbuUQO9cNswazZU3atVHSx+9hGqnjGmPWnP7GNp7R6UMrgyF665N3FZdjiZz7LZgDbumLuKOqgDZmVHCZdk2tZMpkPYgfP6BP+lyJxwXXfeHa83n0dPubrd2o/L7wOVCVRSUF5ZpsoR4snh+2MFaJ9hCwMD+BIadSxNaO1MgUpyloJ87M+XCGUL81+Fgdns7edlZcNopeAcN4L8QlZaU9aXqnt89lt5mS8ub80Gs3ZnX5paekE+B5DKDpmaUt9/h13Y7Q4LByPdekp7OHFXFqSSPjer3dqtzMYt95xCQamFYF/YRushqF/YvEiOixnzmVdSKNcDBwNmG6XpJTTR6mpoQ3+wmpUO/kZgSWq/iZouzKHDLLT9renNuXu64S9ftfujvL+W4nKHINdLqdfDy64e0N385M53a6Xpv7E77jOoPqr0sJQOoWpw/bMrI2uUL9npNe4gl+cM479vVpqnrVOBRfaZFRVaHxqu4E4hbR/ZdQkDlRYntTiPWV1ebW18BWlet6eDBx8jzl3eKPOrorB9qR5IGK2wdWYRQpf/YP25otntDuegve3WWD+MpwJzWQrcnwyQi68tPU+XO2PM7vgsUMGUZoxYuY9TC4SzG8Fk9GjmwdI0o5RsGUs7W7nZkfWIUPdgtHQynQrcFayi++lG7rl11VdVRMv4RQIu81hXmcr6sozisf6057jB2XnMOztY2AulaFdPOrDzaHM6YqGmbw8m8IaMpmvgYPR9+FRG+Po32S53RcnaEZES1IB+Kwn4pX29ObCGrj0Un3CHg5ePPoeiJV4MrV2LXo7CNTbB0Oby8KtYL9vxfRklrGA4s9PsbNuJZ9QbzmmeJ+Q4H9ef/kkxFaER4+Ury3nqH+Yf04cHh5VG7prmfRXWhs8qnUuytospTzNQBt7Hgv5dXASXJjmV2Fqwr55xgnAzh2IF4DER1F1p0Ph5aBkHTtkLseZpusp97Qy5TtWrswj5CV7vVLuxf1Iot7H20UTekMfe2yzd422nk2Iq8SeAy4ghtEBsfuPo13zL5FOea+bkRicBlF5b77/nrfwLdc3yZW2uyWbWmT/NvLv7EZbdLM5urfYpU/VM/yupfd3TL//L2lCzuDSQaWU1oMACEwhyjI1lFq+LGo5pH1uLzx7oudE+IXLIXhJTasOYDr+7ZOEb2WB4hQDFjErBk57Cky4aCmoYRtEK0FPDAKJZdC1GTfwzEchTL4tP399+4+B+TTrrh44So80f/6Oe7/ZJbdhiWN0sHB9A69kTIcZi4biHJdV/KN5zE+9gJ8UXeK4RMyGp7biYVdY9H/u9bOhFXZWKDJH9xHhu2PMhpS97hj7//FyIIQbuN61+/g8qji/ndk0/y+G9+A0BaRSXHDLiRjGyFsw9X6btTQWlWWaK6+GyXeb5dJ3ovLLPam32HEcOgf5n294Jn4auvzedzpwEiSkQDgQ70siS0SE0Kq8YC8bpXux0ZDHLZNKm9EInPwq16DShbsYAhd98cyvq2RsnKgsMPRaxbnygFsNngV+cnHmdFgesmRaQRTcB1wP0k1gxYV+Rbt2zdszawUy2fa11eq/sJXdZVXdjfsHrTlMDnRB92q7CuKyomVWssTTIQ57YYgUB7eM/FYDtiJzT2lNxf7TISVYD5Lwxw9eh78y6lUIqS4xvElWPKd30XRLUzGNi0MW+bq2eCddN3Ab1AaquniM3uIlTCNk8IvnEX81H2AFoVd9KU/obMIy2LhwDa0KywWhX3HhNViLo6mMHMAioBhnawVlZSZpASvHluU/Gtt9B6v/Vl77+ilLoqZ6pEFTQ/XaPJfwmG9sfh6REEVdsltaN6sfaefrQWuZECWovcLLuwiNdv3uQepFxS0rd0oui2YE0JMAlzf+I84zbC0dekEaaBlEdebkK7zLXJ9l2xTYCcVea9wZxb61GlIp868wrkaUAGvPD74VQeXcxJH3zAiTs/isyrBIIgoaVB5aUP4ZUalbvqsCSqoEUBOyJ4elGTy629hOwJ0tPhmKO0v+vrrYkqaMTU54uOryOiCql3y9qwUesIZlZkFR/bCqfqjU60MffpshULGDZtPFnf1tgA0dSEKK9ADhqIdBssu9xujaiW9U0sEDNqeIHNwDS0DF2I1K2jrHTbVtM7QqpWjV3YR+giq13Y37C+SeTLo9EiNbvRZABW1iJVYRKa6G2XaI0F5jcSHSXhbU4hXyrky9LwOlJJ6xxwKR47IQr8O8Jk8btzEZDAZo92OHp7q+njq0ZBK+9VkPTxVSNVWNnrbEsy2o5ClbuIiowjNeL6Atx7HMwo1H5vfEEjmEvyh7Gy19kpEdXeS6o5b8BqRvZYznkDVtN7SXWHy2wdWRQla1YzGb1eXwLP2b6UtiEEbPjbkfZ4MqzrZZN9X811Nt5dlEtucaf8W/VzNJmmLgKbCOW1ks7WkUWsLD+bJTuHsfDGI9n4WDXBSh9CSlyVdZRMeIRuC9aksn19G/XdFqyhb+lEBimX0Ld0Yszyxjar9mLz8yPeX9XKbzVQnItNUUWf7t+wc3APtv3hIJ7540XYG1ppHfE4T8wzH2g7sDYAqeQk7r0f0izeLfS0/LQpmv2StO/Zi+OxA7UCKYAPLLSqe4uOpAx6RLWTCdcS3UNVHk3MfXrI3TeHnG2xRzgYRKxdR9VNNzB22hQC06bATddHXwjOOkOLAuvY+BnMulMbG1rxrf4CZkP7+lIplNp35DLqAtBZwtyFvUCXZrUL+xvW3T4S9axmd/noDSWZNVairdVcDG0d42CmVYrRso4eUcGsW16juLBRUDt9S3gMqbRd3SfojJ7Vo/o41JfYbWl/VlwJ4BBvJUd6v0YiUOJol50Q/Vo3UZ1RxIbMIzmusTxBEmBDUuyrpspTRPqT61lxI7Tr0aIaWH4jDKVdi+elgFQKmaygW0DFrwOI9Xp9CZgOIhzJ0rchJVSPMt/G1pFFAkz1siqg6PnJGMmDtDF3cm8A6quc9ChNmbDWL2b4FqzP08gLl/gtY8562MN654BISh5gx9RNkZakOmzeAIVTF8Ub/FuhuPuTb7YUT3os4o2qE16AsmPgvFWvkd7gxZvjxjahJxtnVsdsU3oc5M88lAE8TSvprGeApd9qzczRdFuwhsKpi3i4qo6vXv8LQZeT4t/PxbG9gWZXj1TGnBSNTaA67eCQKO3RcRrtmTZs1HSiiuy8j7GiwOCwXVVbG5RX7PWQTeFO04i37oZw2KGa04H+f6A99Q5WRnyygSf6h4uVph8Tc+exYu76eRhPi4NlfQkBrvh2tWEyG39b64zu1Gg3WAdM7jS5THQBsGEoROvUuvY3rKUKOn5QkoUustqF/YtkzQI0PatZMVQILeqv6+RmUSvmg6m3qpWtld7WcT7mvC0+SjrlsgvLn/jbzW+4igsbgahWEL3QSyPAEy3Wt78Q8TK0gtlgOjPAVPWxBtQDGU6CLm1b5mEYT0hjnls9RQxs2ogtrmGA7gaw1VPE67dHiaqOdh+8fjsUmpBV3erKWDGfaiGTiY2U1AmlPt/Av23Eua1di6hO1tq8AlrTyLiUq90X4ohbN8swWTU9kkY/VAgfc1CKDfvRGt6PTZ4jWKcOoNv8Ppw1q52XV3i5eNwm0tKjxzkUpre22GSEXnmfrOFFFWhEFZjz+Za+OA/1g6Kl5tNpxarTk1Ua3mwbBdOeKzGSStAI7yE3Psm1E/yRAqdv3vFR+VYl0gvYBDIkUUtyKJx5CN3HaiQzg1ZO4n3eG3silVwVMdXX/VbT3/0iUhjVdGZfGs/oi+uLbaR/9DXe/iW0F0RrcVS3E2//EpxVddh3t9IZKIEgUkRfBI1G9hs2hn1C9zC1YUx1l1dAe+q9NSJwu8HpiDYnCLRrdlCR8Qttmi4ZaGyKtbLamwKyN97C1b+MWTNEgkOKFaowtxG0Aw1lfbEDNp2w6vIFCzlG8ozXVHE/ifftjrsMmvmo/rhcAJq/7wF0Bl1ktQv7H9YRUaubjEK+VDrRkcrqBjI7yahi5Aly23RCIWw26wyeh7AeMEXsi+BmssKyfQJVRrzKOwOrdoax6xaiua1VZKalS8vOVh7Vx3nfruYf28zX0bgNCrWXl8g309tbHROpTVd9HNdYjlJjQZoNDQHMoq8nXLde5LXVt6+/rL8mwj0PbD9TEyLVAGw3/1Jz6hsFWgnWOeZ7EgshSChMy1B9DGz8lHc5hUrPwQjAU+okOG4Qz82Fc4d/JfN6t4tWoUUaIUowvXhC6XibSE5UjWnPWYBn29ISuAQC+S42Ow7G1+5hQP7HMnPbtoTdNKbhpYRAyIldacemxBx3CRQ7tyYWQgHI2mbSwqdCQhFPSIJNCfS87Qh797E9Y17Q7IQYSDkvjr2QsmOi3qr/XTGX156JalvVTC1X7z+igM/X35mw/bZjevN5+V2U/OYB8p56K8mhMoexUM4n7TR60lBp5dW3BaHQnjdI2viZ9rOncNgTOkDFdNbSo6a+/VSHGSa6qbab9gIr7r2fSSaRU4Dct99h1Tv/5Rz93DA6M5gQVmvdqUY4zQIMyQmmlY9qrJuNEQecRMw0ajpVTAOmh/976jsczV6jS7Pahe8THYneU9LdYX2j0As/4iFJ1CrNttk6fHkrIfWWfXtLVPUx7tObYAhBIJy0D0f39htsSHf1E63NO7c4kxZRpas+sgvMP3O4qQOuMNKhgU0bEyUFL1nvjLGQySz6KtrgkDuqHL29mva0X/PnqpmVlldxWxZF1WXnqsAp5iOIha4HNLPsSiPAFc2LYqbZ0xXaRvQPTSrpd9l8cfnYF7nQu4WD2cLBvMiFzOdy7wtcdAXJXyIqt135ydzPxPJZM4RQr3uupKTs6wWwCbY9W8LnW/ria/fgdnjZcduFLe3u2P3U0+3G8YdUO5W7++ANeJAyMl0AIlBszpmNxTOvvWlSbR5SnY1TKxKeSw0LqtlW+m+OVS7GdsZ9fPtOHQqStStb4mdNCcnOe7db++kQbUFWvpfGiJnP0tz4/bnqCJFalf/+IqoQ0ZjWk/x+JdHS7yHQiCpEiWhYkwpQtXY9Z8WfGxYFYh3pTmdh/XUnG6vVs8e6ruJAx1ThAK4K/9cKPPY9jqbT6CKrXfg+0ZHoPVUvu87fKBILs5JFpIz4LsruJfBgeIz75CYoAb9w8I27GAWhMYokFfL7CPbfn/u2f1KfMu/4J2fjC8Zm/Iyh57NuAUccQRA2Au1eJo9i2cKvOKRZpwMJUVpdR2ryGNELmXRYtV0V24lU+Lu1phAJ8Kg+U+eANoeLL6f1aSWF1GLDgmq+7LOaz5TlzDnWx4YXEufJUxPT7e4ihyLltIXh7lEJhYbh6abnSs/F25v6ZP+3YPwLVZP+3J2Sm7shJtuq+NOHv6Xs6wUUZFfSv+RjPE4vQkDDuNMyKx8dL5sLC5FC0FxYyJcP/p5dY06l24I1lPWZyLG2Szj+8N8w8OWn+XyHRnSN51LNzNGEPLHGGSGPk8HnZUT+t0o7B7fGfkcNC6qpnVBBsNIHEpoao+Qmfh05//6IY8XFMT99S6M6koM++YYTxcXkmkRVs7PgwuFasc+5Q8zHFg9dGmFV/PVdQEqNqL70Cvz1dpgxS/tZujx6fDqT4t+TW0J7EJa9RDrW96tKNNtADybeuwYi6gWmNDeb32fD+xFbZJtcK5qMkCYLPFhn/X64LgCjiHaPnMdM2fA9jqXT6CKrXfj+kKzCX5MAWCH+hmhFes1zkcbla8VgasXizgz7O8CD5Eu9z84UYA9KHmIhgKCwU+DfkRDN25/ISG/PBcZvq29sXpvdL2Jl1RoXaS27EIbdBdmF2mCzC2HEvdinbWM+tWLLsQ0V897lZ/4W0hM3YqIjBVBtgrX39IvRilraRR2kkVHAPAr8EshzBCdcs55gmoK/uyNi87T+3mOC2644KCNxoVjEky69iCyesNYppsQncs6GTfhLlzFKCf/WH9YJ10Hh4prg6dd8lDXYUe/wKJrkI02BUgeMSQ/wp/LJHHXRRuyu2HOi8bJTRPk3D8sZG1X++Wo1zxz3DzLmfSBLJjyCq7Iu4hLQ56qHOO21+3A7Yi+/3WNPpfLRq/BrEVbZRGHozf538vbvrqLNoZFYqx72oeKcGCs2s4IvndxYrcMIY8yztV2aNvHNVrSKfj06WdY37GXaAXSSqkedvy/cfpemPzVW8Zu1NO0IioBjB+3ZGMorcGN9L14BzCPJC12YiI5nplyYmWl+k8rMJMRMWcpMqYR/d6QTTfayn4z/JMv6JT6zDrTiKnP8IfxbAvd9nwPZE3Q1BejCgQnrZgKasb95kVW8GB7MnQh0Qnw5WtHUd29SmhzRRge14n6s6+FDUmJLNTqqX+n7MpgqwdQNwIBK8mWpWYV6ZzpffbvTE/jFteP54pseTnVnG7ndfPzyjK+Y8cc36H1uk2lhi5npfu8l1Zxw3fpINT+gVftPh9Zhblb2OjuxycFtIJ+Nq9Z32+KJcIyu1gz/K12tEdU4ZBfCdWEr0CAK/8q+xv+m53RjGNpLNHqaFPGNAA4+cn3BsXXVDoA3vfCuDwa6QA9wVrfDNQ3PmUbYpUSu+HxUlb6uW87tUeKqMjflL9/8SJ1dCZllJyqXMapUCCKm7BOvnM1fDpnJ9vd2suJlCBrYY8jjpPLRq8geWxjR436uLLcsXLpwuLl5vRHG5gLHiost55sWFxuzMsY3jrXu12eQs3Idzsq6777f8X5CWprmSLAnmDYFua6c+ldWQXt7pFGEWTMJM1ROk9p97+3TxX+MmlWIaWpQSarV95r21KrI1roaPlGzCh01HjiQMVUcB3wY/u9VZspffJ/D2RN0FVh14UCFdfrGzFvVqojL2ongcLSbkQ3YCjyL1hnlQLgmtH2vjRQHWMEGnavmlwjL6v09Rbuw45DtCWEKv9/GvCX9V4z/I2DyfW7IPDKh85UZGptcnHHROOemr7qhBZnt1H6bydxnB/LKm4fynv0xStobE5YLZiuc9+3qGMeArSOLyPXv4tC/VyK2E6n2D55vY0OmJhfQ/VzLmjfhWe6DZxOfdCYuA3p60PKBbFVl37hN42LhMco3Paf/FpOWpgkLmrygjYq7Dl7adrgknI3f6NeO3oYAnBf+3OkUHCq+qvuaQ2OIZrcFayi6eYE6uObiyLqlMO8M59xah10JTca8Crz3cBarZ291q5/dVGYD2Hxvb8anPxDZTnx1/+6xp7Ib2MLBAPQtfs+0c5U7Lap7je+sZIR9VzODlEu0KGhmGjQnMrFsk29Nj7LqRUppbmhzpSEb/QSKc2k4bxB5T71JvOvBDx17SlTD9yAxaAB5gwbgBS5jplw4Q1i6vhgRk0rPyGCQ3RF9UXCnwbnnRL4TrdgpbJWVdK1a69WTSSyySp66N2/ZeuDZU6WOPxj+TlZ4fMCiK7LahQMT1pHV2Paqe75+Y8TybKBXKMRTKRRZfReoI1/22EetahOwPzxYQ1LB3wbuNE0GpqqCh546lt/fOrTuOfnxZLQUYELksai1mn4tmyIpeLNx/d+Mc7j7kZMBKDzKx1/XfMHmx9u47eYTAbjI+RlLMp9LWE7mgDD42BvbpJpZX5k1HUjWijUucqtFeyz2E6wjq/YSN4dvOTuynlEsKzXdoBGJThmoiMDHWf2atqQXR1qfLnal3bMoY0lPm5C82S54t0nGRFbLz+rJpmdPal7IWJu+rm4L1iT4mQJe1WkLKYFQgt4wlO6q+2tLW49w56rZWOi/g602Ql4FV4/O+TKZjkewRzZRqsOGIiUEDXJFpx3ntDP5Y9vrOELRUF5QUQjYHLjbte5WTe4M5gwdx4ZP0Qj2jyiaui8weBCc/8uYSZXMlKUzhFmz4SicDvjFEOoGDdB8T2cIMcZhZ4FVq9e4r74OmKy3e7WEZl91Ndq1GQIeZmZEavXjxlTRC+1+4AS+BI5g5g+P+HVpVruw96gVY6gVW6gVavh3Mr1pqtjf7ezOCv9uB85RVZ4+QIgqQGb4GO61E4DZHWkPn/NJYRMqaS41UrRls0nGXfoJ0+78bx7RCHYM2loFc+YO4Km281iSP0z6lLSEEKuU8NRzAwBwp7Xz51X/IzM3xJ9+/RYHl+wC4N+BI9itJgoMRVyw1dgmdauniJW9zu6wO5anxseGNrh3N8yo135vCEeeDPpXLzBlFMsWAlfoE3t7qznv29WMrF3Oed+u5qhpPRGe2MMgPDZ6zjwyZj2mA0lEQrWygnQe3fK/mNan3e9PX3xB86X+JtXJGQ7J1FyNqLYDG87owVfzj8OGmnki780lrMMrnLLILFroUdPT0lWnLYZCSJsSsLX6J4OmpQ2q1koIe3oIZ17nDUR1/WuoJAcE2HIde3wCK+0h2rM9+EvykELgL8njmyeuwXHeESQEblSJQ9UdbSHb18LP//YgB1/5kKbb3bMh/GgRR1QBipkqxnSkK3a7YdAA8oAFTBU7HQ5mJ2v1Gvct5QFzZ4gkzxwtpT+O6D3IBozTu25F5pkqtjBVqOHf++IZ9t3DfD+uAj2/wr9+iEQVushqF/YW0QiP3gJP90Ldu4u9c+1VrcdmTaJ1IugAblKUA+pacKGRkT12ApAkf553tmlAKlDijmC6p52/jF3FyNrlnvO+XY1uDQUQCsIj40uY+/sSJpWWVY5imeJR2x6OX+fmqm7U79Y4Wc9erVxmf4WRtcvxqD6OOXwnoEVM14fy4xeNbZEahsdCI2u1j2vdDpa3QmM4ENeowvJWqPCjuwxUAuPDRJXw7zpd95qu+hBo9lzDf1lN3/uLsJe4QWhtRns8MMCXM7ZIxq/HDMNZPGY4i7cMZ7EqLSLucfvnufTILy5bUrDYmaXEkk+7Ank2SPtWY96H8dXVl/P0lEP4qt5l4ZFqa/AqlXOuDoXSXXWEr0kRUsfpUS3xGWNswlS3GkESuUozSU7Z7LGFHLXlDI5WhyEy9u6d0l7fQs3M0axTn2XjlgfZPfZUrli1CKca11ACGRNpBVizOgRte13v+KNDEkI6O759ajwam7SuWmHrqrz29pSdWXQ4gVkzhBgzQ4gtM4RQw7/1+/1srCwQNXK3E1hA/DPsh0ZYp1o8i+H68BxNwJPfy9j2AQ6USFIXfrjYfx09krVX7QgdNxRwGOZ+uW5X2rl53Tst1tofNUs6itGsXlLpBpOAAyXqo4iocf/gxnDrU08RQoF3F+WCMZr4ApfwMGDQkn7bK1r93/ugxpiCrOys6Pe1Q411CZCAmEwCrPxem+tsOD1qTJcogNd9JFSPtwP/UWyUjiyyStlPLmveNN9OKOZrsBPiF+ftoP03Z1Pflstzc45pfmtc69XyN9M6PMfDKfbIubBTyaOnmkgq4/ev/18+zXa2aOTqgwcHUD2sgNyPdnPqpR+Q/9pOfnb5R6x+43QAWwgx/wQ+EF8Xu03lCoHiXHZdcbpr1xWnuwjLHuK0tLN87R48zviESAzqwvvgiepV62gvzE2v/vsYYdXOdSDlEW2zlfY3VQiItH4F6D15Lg/Va36txq5URhgN9rsQCyEInHkGDhJvOwLI04/li8utXwqNpv/ZWXt0nIsxud8vGyBOHn6+Jfktxrr46ofYlcrqWaxPe4KZcs+MiQ8AHEjRpC78MJGqF2oi9o98QEdHDQWMT/pjc7t1mqhWki8VNEJpZZG1x1BV5G9vGD577KQL3MHg90s9g0GlrdXriJmWmDHteIzGNHx9lRO04zZeymkLyRNjuJ08atGYZi1an5X/RpeP34K02KYUsP3yXILnx6ak27ExX1xCmxrr99oWcjJ3cm8eGV9C005bzL611Zunrb3NIYApQswYI8SMLaeO/YP6cPVFwefkcBWY5VF9poNzh9q49NN/M8lTyluTWzOBOULMSDjvjVHU4SzeQlx0aF7maNoimT0NQbQisd5LqjlvwGpG9lhOzgbtqR90K1Rd3BvVbWPnaXm0HKKR+24bmnDWa5pMG1LYUOk588gEuYKxKUAYJcCcMInWUfz5jr4kkQJ4gcnA+NzHX6+L2mCBs7peOWTCgxy+4Hmz5WQ60daoorvDbJ5OweYN0Hvyk5SOexBHffT57fNpbVMNBvWRVqr7g6i63cmjjgciBg+KiaSGpMTx+psI4zGLR1lfuGBY8n3V7cg6isRaQGByv//6G67pYJlkN64DrytVcliNVzJTCmbK6y0+/0Ggi6x2YW/RURcqc+wv+YBOgK0Lk0qoFSqQY5jWs5Pm+BLNjkWL0ubLHsBYou1ROwt//ARFQbnvtpfzpBRCUVLLw+8PJZKU4HCoLYuWHtO8ZWs2qgpbtmbzwNzB6P/vVHNpkZ6Utu9RfbS1ChZOKYDYh8usBK/UNuj1QpSkNDTF6lKbmqOkMy+vNeJ7+sFDA3nnnpPRfV1VKdiyPY9fNz/F04FfE1CdkY5LTcFMHq2dJN9dlFv57qJceWXPAXX3XV4a3LlFm8debB6JtRemqa/NyT35gcqK+c+EPi75/dNbRG5Ru01o/RZKvIrb9GhUqcXQpMJv/gKjJkOfvgkd2QxRVOO1ERMdettzKvdnX8UORfMxDQpb3cfZZX5WwuDrK0iv9iEMTb3sPpXi57aitIXIW1NHxtfacVUdgqAnlhnkjC0i/9F+UblCiZvKR68iPupZyjeeC3l+3mKGq4sZvuWM7FX125pK+GTbsZGuVqoU+nkRaV6wjFELS698uDVeFyu9IbpNXcZxvM8FvMBlPM2FPB86hK/qWw3+uvvqoWWvb0ZpT3SiCIU00hRQbLTb7Ly8Spu2r6GExePJbLcONGRnadpUA6G0AcKkC1UCyvpq1lPJNKyNTdp8vzyHOvZBEKCpea9OlwO/K1Us9uxZ/ANBlxtAF/YOJlXJGL1MrZfbwr6u9jcfy/5C7D5GbYT2pHq/GUjH5Dm8ZWs2AKW9E62ZQCNcEqiqzqZ3QRM2W/LruTM2V0aEQiK4u8Fl696tTVTVZDPl9rNYtLSfHD2iQsy5/2XSlWhqVr+lmG3HJ5007nbRM6eZqpps/nrP6XVPLPp3D/JExIfTCBXozi001rtwp7XTsOnvOJ0aczjkpD/wTWV3bHbJnB2fkNEtkVHsrOvBpJseh5YGpv1tJn/MeZB01RtxAKhyF9ESylAz7S2X63rRcKRz1jOhj0uaFmlG/kZTeuGxkfenQ1/Nuumoc1wucxaT4NUKtEoP45seZdGysbApPDEYgHeWS/nNRZHvPhxJjTmPrCyeCPuYAszihvv/MOCRSRnVSdPwMfjqd6Wsv6Ms6TwtpPMiF8aNow5HsZueM48kZ6xWnBaSSuDBbZPlmsafJ3jEyqNj06kzhPn3jYCj1GExH6iIwJccKg7hG4edEJ8l8V3tDDpyxUhf/3sAWgf+4PzT9wsMPqfce795pDk7S2uu0BH++aBCS0NiAynD8mN1ZwCi9lGSTr6rpDoeE/zwPFV/bN6wceiKrHZh77DnhVB7Lh+whlnqf38hGhGLjRLvCTIxXIu7dru57i+/pOS46zji1N9z0tArGXf9r9haEw1JSAmqqv2uqtbI46PzB7Yne/ds9Tp49a0+exSBtdmkPS+3TSiKRpwf++cyOXXyW6vunvmqNBJVsG7jKiXYggEO6t6Mvp77bns5L3z8TN/+2wsdnPrrBgB8bQ7+fOfP2d2Qxn2PH883ld0BOG1oLRndQgn7JSWsLR8MwOiTX2Jq1j1kqN5IwdPgxgoGNlZwSf1SZWTt8gXeb92h972D1Ofkx7Oekx9PURQqzaKM+Y/0k3m3Hm5JVEHT5a7N7idbZHqdKgWVoWLuaruOU/Jf55kbf8UDd/6On53wJtidcNyQ+Kd2zDWgWzcZO0eVTHiEk297tP3ZGZenM1WovhlpO53rgxOt2slKwN/NgWoTtGfYqR+Uw7q/92X97X1j5lHj6JuKCFTQry5xHBCs9FE7oYKGBVrhnE2ozvH5DzUTdy+IJ6phmH7f9mJ3AoFUkM7e7dVtH3J8XQvpltHuzqAjoiqBXSMWsWHjfklYHBBQOvnSqhNVsJZEpCqVGHKampDqd9i1iC0Q8U+dJuXCaVKWTpNSmSalbdoUxmZlJm2Tar6+WCTrbkj4sx8ewZtp8Sz+oe2HBboiq134frB/Iqvm0Zr9B0m+VPalH2pjk4sTh17Jpq96JHyW36uZ95Y/RklRYpS11etg/B+HMeGytb4zTq5yQ6wsoG6Xm8l/PpeTB1cxadzaPYquxiMobHU2GcrbB6uqpIwpXmmf7xFRga7eJeqLIcVMOfFItm1KJCkH9WzmzRVPUnHcyXibBGkZMsaVoM3v4pEnJzH/lMsp7V6dsHw8aTF4sXqBr4B+AN0CDRzR+hU9ArtwqgECioMmeyab0g/l27SelvulF2AtZviYNr9rQZorqvjQx/bu+6dLOVdYRlb7lk40NcXPtsF1FwKHhdfncOJ/zkX2juaEeVuL3KwsPztmWjgoH3Mq6O5A4WlaowGWLRzO4jF9i6+Z79pan/B1ZyswvszNhluPZOvIIjmKZR0GQWYIMUZ4bAviI9b5j/aLRGpjxirhSf9v6uxpoWdzH3/9kpIrH96j804C2BREKCW+g+qwIdpDB0zB4r5EZyzs4iOUextZ9TlddV985He9uYbMxiZtubPOiJDhOmbK2Bvg1GiEtWIjcsVKlPjuVv37wZdfaeOKW58K7IJIRy2r7oYQTlTxw24A8KNEV2S1C98X9oeP6l5rc7w+e2fe3/Tt7TMh/l/vOT1CVG+a+A71n97Bv/6mlcnWfpvJ/80w75KX7mln9t9e5rgBtRFGp0c4hYCsjAAP37F8nxFVAJsayoupPr8N6A+UhX/fZr7chhfg3uNgRqH2+5PnKRH10+df03J+S2UoG1XC9rRM1swYQNVFRXiyVW579wt+/7v3KS5swOEIcVDPZn5z8Xo+fGkOhxfVc9DuGoJ+JcE+K83lZ8xF8yjOqTEdS0JnqmgRmIcwUS32buXM+nfo3VZLmupHQZKmBugZqCevfZfV4ZFA8WKGb9FboBqJanRsT4MQ8edtzDXgrKo33UBjCHgbzeYbSGsPwPGSNndc4ZXbpttsxe+7ala+LbRfPqLesSxj1ELnVotxqJBe7WPw9RWUzq+qn8UN9z/JpcHnGC6f5NLgLG64P36ZaVIubHlgRHNMxPrRfmSbEFWAVpGOPS2UB0yq/92ZnbU2AqIMnBSJKmi+rD9GogqdU1LERyjNiqCSRDJjEBJKwB3wP2vxsR+tCC+KOEumfn1RjNrX7Cwt6nv+LzWiPG2K9tvg6KCgXc+XMVOWMlMuNIlCGp1dfpjWVT9ydEVWu/D9waRdZKd8VM3Xt0eaVSmRW2uy+NOss8WsW16z1IgaEJizYNCcCTcOH7rlg3tKSjqeP5Ux0KPvTdTv9uBxB9j9+R0J+ky7PcSOirvolpPoXrCnetQ9RWtY9zm4sQL7bSGtYW08LgFujf674QVYfiO0G7LVtjR4ru1CNmjcMIIHNm+gR2m0COe8b1fHWFcZsX13hnzryJ+LeLIK2nH5Ze1qskRqlkcSWJKvdabKCLZwzs63sKHiVdJYl92Pnc7uKFKle3sDUgi+dfWMbAdAiISArRdwYxL1l1Jwye/+PVY+EZsqH87inYSLqiwjqwpc1w3IQCvvQ0vj3z3wWq64bRF5NfU0FGaz6daDqRlZGL+4H82fsqMzJhJp+kwsN9VkR8YBvH7a6dx0751U+UtoCmYRlHYy7c10d9dxUG5NQ66nbpJudzWcxWP68M2TAyh3pNNKK+lUU8ChfBOj9Q1i4z1OjLRfBRgkLv7RksgDEdNMQghGO6+4SGYy1AHPfrKBK196GZcxOmq3Q9kxPDC8PK6z1NR9lrmqZKZJ1s56/ebzH8iYavJM/ZFEiH9gphld+FFhb3xUrdZXG9PPuR5ND+pKthhQqRROB8MNa84/lpPuse62EwqhvP1e8ZWA65bbz0qYX5Ui4jGaKowG+If22RUhqgDHHL6Tbyq7EwzaWL8xnzNP2dypde8JpOF3sF1ri6hDVcEjfZQ1b2Kzu4hDF1eak4fFxJDV126PJaoAoTY4i9cSyGpucWy1+IbMIzmhcb3pdnrltFC/1UmPksQ+7ULAZzlHclxjOTZDPMlKt2iMFh/WuhlbWCL3Uc4Adrii2cnttl4J2ylaXE2/mZuEp8aHtzCSGvegtXhM8HTy+1118UQ1jMmEX7xqZo5OaDfqAM7Sh2lwTqzLyeXtkafy9kitcv8CXiDDYPtkQDPadZHQPjUOkUhTzu+K5zYurJ4ofdGAbMw4gMr0Uj5uOT5mBQ3B7jQ0d2dz86E5Pyt9Y+5wz2J0V4DhLGYzB8e0aN1JTwZSjk5glSWSW2/7B3k19dQV5jLv1tE05GbiqE+UO1jtQFdIJhEOB7Sn0FDMbSERLuub3I/WgsC2AkPfeCuWqAIEg7D+E4YOh3ghQcqZqw62XxwmpvFEbn/UT3z3SCyw0iPE/BgIaxdZ7cKPC/EEODZ6Ww9kQYxBpS49mD96RAWzbnmN4sJG6ne7CYUgM6PdNFpps2H/281v2EOqwqxbXsPtbicYFCiKRFGonPPBb3peNuhZd3pyg/QYfLszas+TmR5QMch0Ygzw62IN8GHf21YZiZwApGpjZ72T3G4a09QjmOmqjz6+aqxKHqQaSwgbt5nPl01iZLq+yhkTWd3qKWJg00ZcMvEJKwRVFa9mrjhlzK5JrvTUDoZeUGQksLpXafhj0dOvRTRVBL38Oxnc+AlpIT+tNg9fpZfytac0Es7uvaSawTdUYPdpLxl6ahxg68giBe1ci6nUTUtrM2ldoKXdh7MYYNbusacWK23t9WVXPdy9OYSSrWgEsUx38srQfrU5nMwbEuOFSro5UQVNv2cZnGxYUM2OqZsIVvmwa1X/noLH+g/1nJHLjls3Eaz0kTAOoLe/iqvz/0Xf9Aq62XfxbftBPFBzPV+3HYZEoaapt7ObZ1fEbD0cZV0Ytut6AnBt4eBIFPWkyY+R9sCrPBTSIriHNdVhu/Q+HKHElw3VrqAEE0/Evbk0FAFC2T/WVd83+pfBJxUdW2f52+ClV2L1oIcdmqgPBc2+Sl+f0eg/hjCStBDLjCBWkUJkdcPGDrevv3gR/r2AqWJBklVq8pwfTrRy/zXoOQDQpVntwg8XqTQV0HxQS8mXStgPdRwmzgXjLl1XP+cfyynt3YiiQI9cnyVR1VFc2EhkGQF2u0QIaPMr3de8mmkf//yDbNldgioFO1tyaQ+l/m5Yt8uz3TBOSwN8HVYV+HuK+FW5XCFavU6qarITdKF2QpZ3EhWh+bGG3QuyC8zny+4Oo0dU6P/WAZWLphZIvzc2PP2hq4y2QMJx9AJTHh4/99p3FnZ/oL7aEYon72XNm2JIKWhDbsdOq+JGAl4lLbQ2u5/c6imqJByv1NuXKkiObP2a9JAPGypZoRYGNW2krPnz6DZu2xQhqpFj4wtRdtsm0B5yCZW6ydqrhqOPpcsYpcz93UM9bsjh8mm5eK/rZiCINiTHI31OV90jQ39b9/aAU+XBfN18Ac9zGU8jrfmopXCzYYFm1xWs9IGx6n9+dXHOZUVVh285m18sHsi1BbYYotrmdmK/2MeZ3VbT07kDhxKkyFXNaTmvR+bJEbvBhJCESetjGLhltwVrUO97labwIW1UYW2AyP8xhWECdo4/mzTP3l8EeiQxOwtGDIOB/fd6lQck1q5LzeNVldq8OsFsbEr8f/lKeHlV4vp0o38D6gE1iddqlbFt6t1ZIlixMWJblRSvvZnS9q0Qv34vsKLDVqxau9YtTBVq+Pf3qXP9cUSILdAVWe3CDxMdt1M1h4X04F9/ezkh7d8R+RMC02XSXGrmI398iPF3XkOf98shPRtaG7nvtEuZdOF/LNfbq0c0CqYI2YN86Wz5yrkzI709z2iA3zPPMlqWgLCO1TTjncwP1QzFhda6XHkR8FzsuiTwxuDD+V/PvuQeFOComo38/E+been/oN2QrXcAZ6sw7vSXWLS0nxeYLKXWgnQxw8e0tSizXR41r67KyewpP+PSYxSuvuJjbDaJEISAufp3/vD4udcC1y5meETzCVHSGQ8X7Szp9UsIV+6fCJyobVft7a3GJqPkc7c9i7dyTyI95OWM+v/ikCEOb/2G/6Ufgt/mwso2KjxdL1ba8whHnVxIXozMpYoQU3hOLnSj6QYKtGKuOfoiAmn25esaWlPsmLopxlcWNMP+Hbdskp9dNir9eD5k60itEKrstk14anzsLszhiVsvp2pkISfxPnZChKRCbaCQtxvOBMCteLkwZzEfckJCIeRwFt8PTDQOtXDqIoIphkWFhJyV62jzpbaAVRS2TwlcPjb2eKVIdn7SaA9aE19DFDWAJjuxnXVGbBTUgBIMLVCbm7G9uAxeeRXOPSe5JnZv7bTQpDoK2ovlCrTAhln9gxatnCrgwEq7W0WgfxRNAboiq134oaKjdqqJSBKJzUhvz92Xg0v3tLNg2r/Y/MdSRjeMhMWzGXr8+0mJYZ/i3eR202QDW6pzHPfPOv7BdE97HsCn/9O0knZ7iIF9a1Mehz9ga8Yi3SslVFZnp7yuHQ2Z+IXT9LP6SW5e6N0X1aYxY9Um+GpcCbtePpwepQEUBQ5xbqf/RTCsp5bSBe33sHQos0H2434evWvZXJ2oUivGjKpdPmts47/zjl/7Nu9cLyn21TDu0k8iUWw0Hei4jjqfxbgWxE0PhZQAcRX4pa1V9YMbK2IOXFawhYPadtDgyGGHU/s+FCTZQe1p6C0034Y8CEbVLp+/T1oK18mF1MlS6qQS/h3/UEy4LsL7EMKYTUjyAAtWmZPu9hqf8jWH5r3HibSQTtXIIipuPqrZl5PWnFPTwBW3LaJ4SQ3vcSKTvpzD6M+XcsPXD/B122F0s9fz55I/c9bnr/PsjMvT5VQhd9zZQ/6j/A9yOItDwCTizlMrFwQrOKvq8fc2Nwpoz83AX5KHFAJ/SR5bnpzE0Se6ItejEFob0SvGJl4s+6PN6k8JbrdmdTVjFs5778e1YWOH3awS7le+to47ZFlFa5N1zIrbpo2wCwYwlOSFusXsyTNo/2J/OOwcMOiKrHbhh4rOpTw6jsSmpIvqDITQjO/n/GO5NrAkkUl9/l9fXM7dj5yMr83Blqqcaxoa05j/fL+IAf6vfvGFpROAP6CQ5lJjpqUlMa6v3pYln3zrBHHrZa/FVF+HEISCAqc9ui5fwM6XBYdxXNsGy/V9u/QIni/tE7tPhr/16GZZG5R1M9n/7TB+7LoJ1Ir/hifNATx6A4E5/1iO12c3K3wz02XFvHxEXAviqszf5XgeeWpS0xu/HRKjcx4M3eOfmDZUypo3sdUTa6/UIjKQQMWtR3Lc9RUxUgCZBsrkyKHoMPoftrkyFhzVAZMj3bV+S4J+btgTmrYVKL7MOlCuGP1PZ19ZcnLL6p2TDJpUyo6BslWbqMk0J2iBYm1Iuqb0tCVr+NWN/8lwtQUEQM/qOq69/hHu5yrU/rFxkN3BXO745lZ+8cbruAP+PICejXVcu/QRAOXtAbGtXAGU3AxkXWpFVNr4cqm57VK15KpHFWMxWsjjZOvscewee2qkA1efy+/n84MyOP+CIMcemVyQKsT+aWX8Y4M7TSuSMkZLbTZN8+oLv//E60iTdcOKh57St4quHnaoJk8wIlU7LQP0e0lHqfOqJPN8P2n3mXJhONr7Q9DXdhpdkdUu/FDR2T7IHb0FT0Gz80kZqabP0z3tzLrlNapqOo5i/uX6tzjy0J0A/PORn9H96D/xhz+fB2gG+P+c9h94CTgHzQX0HOAlaG5xEGi3xzxUw+MzrfaWwLajD+HI612sze4X0W22Km4+yh7Am/JYgEopkdXbMkNrxEC2dyvEhXn5cG43X0L1fjwi0c2DLGbQpjuAhzH5vtI97eR1t7Sfin9AxJwH4Y5Skf1sIp0rnnuKX9zyJm++MyRKbMMvNcLi3uhRfeS0N3CQfwegHceTdn1EkXcb1SOLWHtPP1qL3EgBar5ATAfOj10FFpGXMFF9AoN8ofeS6rzzBqxeIPOE2tIrY+dlW+c9gUE/V3jSlifUkJirT2slsfgu/njMEGJMw+NV44ya1O1XlpP2t3LSG3ymHpohj5OambHFW1fctgidqOpI8wW44rZFjDnsCeYdNZJ7D7mGEzPfBaBRdGPG0dNj1pHWHuCKVYsSBnvakjWcH/LiSPjEGjUzR7P7stOUykevikRRRX4m5wx3Mvez+7lp9G85+MqHIp3AZG0zK1YK3vkmAxVhKYrsIqodw2HX0vT9+xETrVYUTfNqRLyOtDORa6t5N2zUisXi0b9fSnZa8dCJnhX0aGVnn0H7H5qHbCkzpRLxlP2RoIusduGHis6mPJK/BWuRrmRhnDqgbk8fXCVFjRQXNqJ24EeeneVnzYtPWBrgF5c3IqcDtWhMqRbkdPC83k5WRiBlAh0QDramFwmbRW6loeggyJelokAqRcc22Rt6HyTBOp2+bXtmqHWXLWkYbJurp0YIJgNpcR+mYbQCz6ST0YlqtVAVn6GKz9giPmMMJufHVk8RK3udzZL8Ybx80Fks+mSs/lEVgBAzxlRvy5xHkvSfAIbUrYnYWQmgu2zk+MZyenur2TqyiJXlZ7Nk5zDEqzKeqOqw2rdZGGzWei+pZvD1FaRX+xAgMkKteQ9XXOMaXR0tYD7ygk9dik1GtBnrGUAw0SEr/rpIeBFQ2yRvrtZO7vgUrb8kj8pHryL93S8YZL+UQeJiBtkv5cNN5h0r82rq2cLBfCSOI8vVwAU9not89r+swxPnb0hM919x2yKOVUIMS4+VjBSkJ+wbAAMGC8qO0f7ePfZUNm55kIx113LTBD/Z3hb+db/ktWdaoC1OJNkWZOV7aYyY+SzvfpOhp6u59/5oyjkzu8vRNR59ShJN+UEjjPo9Ukpraywj6UwxTZ90XrPiKtAcC/YAepcrMysXYyvWFRbLW03vwl6gSwbQhQMXyZoGJHqqWjcVSKITrN6WqfYumKECVWoNuRZkT4adBGDbnrV0NVbrq6r2dygksNsT2W+L18nsv77Cv/72SuJAxoGIUwGINrA/APzKfNvxBTYScMp2zvt2NdtcPenjq46kx9NVH4MbKwi10Uz36DJ9vFX1R7f8L8+j+kwLdooKmsdn5oUgrimD3qigt7eaPr5qbbkwgZOztdQ/B6ER1VhiZyrLqNvlJt3TLj3uaFvWVunmJu8dtp9lvcmYnk+X5DnqFrSpaXVpSttc4GpM/E3r68PBS1UNoChThJgxBphTcFCzORtCb3MjECY19nrnK6NEwKu4rZoYWEVeYkismbtAesjLrM+nsqhII9ru3NjnqW75NJByMmiNGPrHuQ6YkmUjgdBTtCqCETMfpGjiY/R86NXofodUPg5phU3nG2L31197NwO2rsPX7uYb+yF82l7GprpoaOuQlq8TtluXkygXz6vRCGxZWqw1lipU/jssg7UrW+K8NCU7Vi3CKCe4YtUivlwfsCrkicBZVU+3BWt4bWkbtEWPxfKVEFQEP/85LFtqvfxPEZsrNcIa34I1FXcBiCWdSYqtYpAspb8Piqt0aC92qaXUh1qsYyiJXrFd2Et0kdUu7F/saZeqVKr9U28qMAsTgqmqcNNtQ3RyUrK1JksWF1nc3WrFGPLlQiH2XtuqKFBVnSX/NOtsEd9MoNXrYMrtZ/HwHcvJyjTxE91usVKr6WhRVBtqnV2Gco1NrtJVH4f6Es387YTo3/wZdNeijeMuXTf7wb9/mpfmjD5NdIodErY6uwxNJl8uHAUsZjg7K50LcnsHqK9ysnZFFj+7ZDdl6qYYvSjngzCPOoJmqzSFOOIbDIrAzTOHNPn9ttw7pq4OFeY3KzWyUL3Je4ctrXsTf+j+bGTn0kRbHlo178PAuN7eak9Z8yY8qo9Wxc0/ProBWhrg4zck31RAONpYVZNt2r1MRfBh9gByA7s41FdpOuh4xwFznawi7ahW0f+Yc8vKXaDYF+W6vnoPnrxEwrqFgyuXMarUbHmRbquXraGESiSzqJVOJHs+utr0De3jQOw7xgunXcC9B10faQFrhNPXwsXLb4sRpgQdNr4e0psLeIH1DIiQ7brCXHpWJ0Zu6wpzOfngek4xoQLxEdq8hnoWvtkxCQoU53LIjU8i46Ku7UF44w24YZLsIqsm2Fyp+a+e/0vt/84Qw7POiDXwd6eB3aFpW42+ral2yMrOMt9+ClHbZmAXUR9ugPlMFbPQyGlpkmUPLM3qjxxdZLUL+w97ai+lYV8aHFvePBYtjXZN+tOss8X8+19I8BFFI7r6dqdgsFbZUxQVNAl923ojgqqabKbcfhaLlvZj9t9eBjN96EFoEgCz6SYIYmN9Vl++VIu5vPnfVSKOaFvthMfuz9SjjX+5/i2Pkajqy0nALkOekCrm7dqYPn/jpp7i8Qd+xn/ePEwFlNEjKrj7tiX0ClqrA+JbxEoJ4lFWcz+zADc9CXE9SsvPHfXX3Hx+5vwXBuQBLHyxvw3wsvEv7p9lv8XvDUTVuBvA0GMbPplb7KueaEfrvJSh+rjxqDv5X/vnLPqmnwtDQcUUk25kQWysze4XIapWxyxOIhHY6imSgEsnyV7FLT/NPKKl0tN7PgyfHZ4vl2jacQphY3zQ3AXSqxMJa5U7ejpvevEY/4DfrhVGKQAmcpiw6f4soPichwfLXVetjbGnUtIEZ5wlY4LmMU0GQub6FQm0FrnRO3YdL96j2Z1BayCDYLsdxR8gu7aK0o/e5OQn/8mW2m9456IMfnZwC94cNxuGHEn1gCIyaOUk3gc0sj3v1tFce/0jpPmiOug2t5N5t47mis2L6NlgQmTjIrR1Obk0NplLFSLjdyhkThhEYOqrpp83N8qkFeg/dXy8PkpW3Wla1X6qMEZT9eUGD4quD1LXm5pFZ1MsrnISvVbmEm0YUwLM7cCGat9aRXXcVvaH1/51H6KLrHZhf2JvCKcpwazf7S7OK5hxL3ABGkWrB15Z9cy8dWef9s0fMY/gmt5U4gueFi3tx/z7X7AeTzRKnDLiyVj8thct7RdDmHXonaISMBmYTiRdCVrFeWhS7MUsgXYUKt1FlDVv4gR1fR6Gwp2OoKqCcZeum93WZveUFJm7GIR3y2NTJD1yvfz8Z1t496Pe/OfNw5TRIyo6bFkLWmGYxx3EZpOEQoLXp5TKc17efAr6ebMDG7fg/UPLucz3D4hvm+vh2+bQmMOetinWrw7FB/uqhhLHy/Wit/CxLzllTL06euY2kVvczrvVA+i3axM9c5rx2d1sc/VEJ5xWm1ERgc8yDm8ilnyy1VM0a6unyNg9TY8rGr8L7SVOs5T6LWE3gA23Hsng6z7B3hYlisE0G4uGjWqmjQygqua90imDxn8EcdmLsMk+M4QYE0p3zR7k9ecFivOomTmanpf1FC7RL75DFW3HAIvXV+rreWTob9PfHnCqNk6bYk5YbYKV5WdH/j2PZfjDZ+LgHr9LqOaXwOurBV/uvDShDaydEIctWErG1K9oqarnztwMzvQ4OdnXGmmz+vbIU6Ecrl36CGkGs16z7l3zhowmK/s+mpKYcAin4CrHh8yziMwJAS+b89guoN3fdCuqVF/f9WNqFvFeuw4+/axjT9V46POmGok1QH9ZTSe2syHh/2dj/axKyP6wf62iUrfG+BFCyK5Sxy7sL9Ra6jsl+TJ5cV9t4ltmY5OLwb+c0P7VltyEIuGDejbL91c8JgzEyku4O5VJhJdWr4PxfxyWQBS3rv1nqKjAVLdYF14+mfceQKTt6q4Gd/PSV45g9IhPM42kzeuzyycWDRBDh3yZEFHVsWPDHfTINSWskkdYFXxOnGPbKQn1ELw2qJSfz9qM0xE/o/bTURWlKrW2kvFo8ysIBK4k9lcAldVZDP7lVQzuvw1VFbz61qFs/uAe03R6zPgkzFhwDjNuOjkybWvOP0NFtsTjXxnKprTh+sSVnN9XPrt8nhDC8j5WOap2eTEWMhBb0XR+Nrqeq+ZUkmZo09rWKphzdYn/9tnvBE7wV2TGSBhM8B/3mQ88kHP1UEwII8Bihm+hY/lI5SiWlRonfHNdyf293tg50bPNJ7yFbjbceiRbRxZ56aD7FWhElbjzPuRx0uPRQRw0tkeH2w9HY+cAngTNahg515RQ8GD0vJXAfC4H4FhxseXYjpLDYtbVe0k1ths2smpre0w+IeRxUvnoVeweG2ttdVr5Gq5YtYi8hnrqcnKZN2Q0ZvZXJ816DDnt1aRSgMGD4ON1e9eW9acMh10rsHph2b5dZ/9+iS1d96CyPxWYNk2JYGaS9oH7uxXrVDENLTwBcCMz5T/22bp/YOiKrHZhf2Jv0iQJb63T/nFG0EBU7wTuAMYC/9q+I1P834xfsGROpPI4EsEVBdMZd+k677Tr3/L0tiCHYXhffuOwuePHrovvXOI1rDMeMTe6OBKcMXpEhfjVL77A49Yewf6A0vzp/3q8N+7S8nPSPdoT1OjFahZljUML0+UvHDNmaM/WOtj85D0JRJXwoDoKdgSDIjBnwUAxfux6R3yxl9GzNRl6FzRRtyudV944LDKtI09ZfYCHTEzjZ+vreXdRLoC3UGk2tRvorVis76WNVX7pSg9rVOMh0c6jWVhE1n82up5r520h3hUhLV0y/qGq5hNaKrATMrX/Mm7kU+dRVxKt5C8B5gxnMQbCWgxaoZlBFsCGzCONRVnFYfuqWRKKvXhU273H29ISHdWSZif0lH/f4rwSV1VsGtzmDbBz6ibyxh5EHAFPiAgtY9TC/1x31snHvlZ+de72XbZ/d1f4pEHVFMU2Qc6E4hiiCmC0zspWtBap8chWtPn0yOqAf1Zw6F2VzN6ZKHyxeQMUTl2UQFbfHnCqKTmNx3tTruRvH7zK0iREKt6bswudg25F1VkZQEfrNH4v8f6s+xhVEkoOOM+HqcIBXBX+rxWtHfFPFl2R1S4khRAzugN/IS7tDkyTctrWpAubRDQxRjxj54t9O9UQMUdXJXWePrem+QP2jPA6ukk5LQBwSOlk+U1ld+z2EDsq7jKa5ktRMP0ykzGYoQ69zaf5eKx0qrJya7YwI8GjR1Qw955/x0QmAwEFp1OtwyQl36q4ecp3HgunFPD2XfeZaWcjY63flZbbLadNqKrQ2452FpFKcVEwnVD19AVJtpd8RRI2fZXHA08ex67dacy65XVKiho7HFOr4mZlr7PZWelkUmlZJTBF5k43JZYyH759NkPeMPUcYSD0XmD8c/JjSPyO5debD1l1y9/uOWJM//nFcy6YgMfhi3mpuOuFn3PIxLSYiGr8ZkfVLocUEpw7lDyu7PUgpXzDQMpJpxUvnlA63itGsWzhYoZv6e2tLjFrTLA2ux9bPUUE2kSzM03ajPuRJOQjjSb/OozR0EHKJQiT+7sUgl3q7abjjJkxT4z5pI0n3vDhalQ1knlGtqDt0QFsGVlMcflW+q/6HE+DD2+Om0+GHM0zA0ZFiqRuKv4tb29tiSGgDuC03hk8V3UrJ/E+fcorOeGC9YhmmGHRsEoKWKc+Z3rNpILH7prIk9PqIsb0XfjhIjtLcyAwFmd1Nuoav6x65qBXr+i/ZUhe+y6r67wSs4jp1CTPt30RXdXWr/vUPcRMOXGv1/kDRhdZ7YIlhJiRDbwPHGnycS1wkpTTzEujI3N14AZgTmj9aM/oiIboqy3dfIedPFmPulVIOa2//tl5Z17mf/mNw5wArz33FGeesln/qE4UTG/FPLpr7AM9JdLi03o/tlisp1IUTAcoGT2igtl/ezliXC8lyQhnAvQrsVW4CTZLcjL2UZgiEZXkxwn1rfevUwi0KzgdHUdkjSRNSuTFIky88kzOhzS0RNj50Baw87vrh8ltOYX1t/3jXdeA9k2ZHtVHQDiaKzKP9m/2FOfuqnGoC/5xovLOruvA7hAAo/sv4O/n3CJ7Z29FCKp+e8Pw9MG3O/J6lCZtZFAZJqsdHhcVwXX5t3MS78d2AwsSsNkZB3Det6vnp6u+hAdiq+LmhYwhtLcJmZmrpvrakSAZABjO4i36ePuWTsRVmVhg5C/JY+OWB42T5DJGRc7UsHzA9KXBAQzp7SC0rC+Dl1Zgbze8iDkc/GvE1ZGI52lL1vDzCQ+ypjGETnZPzbbxxqMTeXvkqZTyDbPu+isZd2iJi3t3m0diA0W56oatD3WUKNAvn4R5Tpr1GLbbXk0gq8IhkO1dzz8z2Gwg1URD/wMBFw43L6Yadl7HhHXDxsRl211uufPa34jZaY+RJi019okk1LogSiO3VvKAVKUDU8X7wAlo5/YxzJSfJ9+7Hzd+Wk0BasVgasViasV2akWAWrGDWvEGteKXHS/8k8RfiBLVO9GKR/4Q/j8f+GeHa8iXC8mXpeRLJfw7/qI0K8JyESd231mXbkwPx+SEMzP9kQfUjrpoGrLNb3Nh7QSgSDlNkXJaaYdEFZizYNCKVm9srrjVa2fOgkErHr1r2YqdG++QCx54gR65voinamcjlfrTOEP6yEj34/dbWn7uMYJBEcC8AMDMBNsfCFjvhD+gsOC946mX2RGmYEZUJdCGA79wRLpkrc3WoqPDt7/CqNrlglohqRU72QBcyFw1X4uokU+EqAKkOYM89eCy+r/f/07mCf6KzPRw0ZNLtmcObNiQs3ykLXBN7362d7aNF9gd4mcnvMkDd/6OX/3hOVb0GCLOfOXVevJl6dxnBk3OS95xS0+LW5mDx6BOyWUg5fGpdWx2nG0tyuxRLFsYb22lwxPy8cj4EtK7mRPVeL4QxKbLG8wQOd9rZo5GemL1IdLjSOhERVx3K7SXBVOC3g68W9NO2apNMUQVwNneHtON6u2Rp/LGoxMZU5bHn/MEY8ryIkQVtKp/T4MPMrT5z3KT0LEq5HFS/fcxCh1Ht0318d0WrME3880EomrPVsifO+Cn9gRMCdlZ8KvzYcSw73skicjOMm8AEN8Vywpmyzr8PuFZuJLfnjSXLZ4SK+2yWee5ZNZV+jUUbbM8VYwxRGMTPzNiqjgOjagCrPqpE1X4KV2qteJytCjhSKAX2n2xB3AGcMr3N7ADE0LMEMCvw/96gT9LOW2XlNPuA74JT/+VEDO67eWmOu1Jl9+rOaY6xG5TTbsyupyhzK1r/6mOHmHShy+ZbrZWjKFWbKFWqOHfYybcOHzo+D8OZ8vWbFQVtmzNZvwfh/Pex0WXjB+7blxed5/oTCq+IyJqF5LmVofcsjV7r9o9SglNLc7ImCfcNKzJ1DZMmzYeLSogw79/+9TiAQ8EgyLa4nWHYYx2lTEnfUiuaOyQSSzP/yXLDvolz/UaxspeWvX4cY3luGS7US6QBzzFDK5UXgVRAbxKQhcomwzl9W3+whVPDO2Kav/bzW9outH0bH52wptc9ZsH6JG3E0VIeuTt5Jpx9+UtZrj6nPx4VntARKprGxZU87/S1XymLOd/Jat5/1db3xnFsoUmx6UOiGG5IZTA/MxL/Olx1e06XB41D0BYnHOV1dm8uyiX+qr4YmQN8Q0dvuJgkhRXRbaRPbaQ/Ef7YS9xgwB7iZv8R/uRPbbQOH+H3a3i0aiikUwTxHudvj3yVK4sf5ARO5/lyvIHI0RVR11OLhwP2DXzf2PHKpGXaVpcZQI/Fs+ywqmLsHlNXkpyXKgoyD3Qz/yYoafZ9aYQBxKEQD3rjJQbAJjeNa2Wzd5exaI+Y+lzwRaTlh8RxD+rrJ4hKtYuOMkccoz4g+Hv2XThJ1JgVSsOR3ubsQFbgYnA22gRvMFAapUkPy30QYukAnyl60PD+BQ4GO38GQi8vhfbSclkv1ePKBHIyWw7xPhZ/e5o0LVnXnQ+IaCooNk25x9adUWc1tE8MmXhDTvmgk/cC1/sz6Kl/Ti2Xw03T3qXu6f/h149WvdIR2ezhSyr8HV0z2kTPfr+KaXKeh16dyztb8FDTx3L72+NabSS+0RiK3YAwnKGGEg57Vo5R0xiBppd1mdAz/A+fAwc1/GY/Dg479vVeFQfLX4XNqeKW7RbPRLsdHBf8iruBAN+HZHCrtZGxlz0NGmu2OKk8LERQIkzTfrbA4LWxVupnVAR8R0NVvlwV20cMkOIMdOkXJjQfCJO2mJDnfKm53RGBJ9fkGlPDMLWbXXqZ3hC0aDeBAJg4ZSCBFeCeAigNzXJ7leRbQyknIyxBXQfWxAzw0DKdV2pBOYaXQtI4eUxOwmVff51J4Psl2o2VzaFHRPOpvrBKy3nnzdkNNe2PkIaAfgQyoBjesDKa8/h0f+zXq7bgjUUTl2Es6oO1eNqrrr/d65dvzkjoRDOWVVPKCONTz+7m/be2qXqWfs1Rx1/Cztv/BwR2jd57uTl5N8/hCCll954Mmdltv99wOVClPWN6k3jYWgAYNll0KoIzJvZLfIVVnmKKfWaqtviyamVdZV5T+rk11ZJWFYwBXgN0K00vgReTrLcTwY/lcjqH4hW6o4jX64gXzaRL3eSL18mX/7n+xzcAYpehr/jmZLx/56WazCJUJrMlZInXZ/i3eR204jAluochxAztoRN69n0lfYQsttDDOyb6Jif7gly562rQkQjhuOTpP5N33zvmLpaBbjsok94f8VjjBr2GQf1bN2TwqbwWJMTVYh6sU65/SxavabB4xjoGlldhtDmt/PftQn3R9NogN4AgLj01EevFPyHfxH1dTVWVafwiheUAgdB9HR9psuPx5qodoiwn2ldnAF/BBHv3LWvkZub3BAecPkaFbbfvCnGIB/AQVBvBJEIE2nLMkYtfHpCj7p2f+yetfsFi2fk10WWC0dppURWb8sMTbhxqFy0tF8doL67KJdHxpewc4sTqVqTCw9ey/t2mHiOByqtIr2G6YLElpFJnTocNjjr7GhTCCP+/args/f9iJCqSVpCKj0fepWiiQlFzJFr8e0Bp8r7R1zFjuPyUMcKdtycx90v/r5Doloy/hFclXUICbZWf17JxMcyuy1YkzBvoDiXmtvHRIhqZMcPyiRU26G6Iwa6FZwZDmSieuFw+MsteFPo5pTQ8emsMzQ9aDz6lJr7R+9PtLVph9lsTHENABSi3ahiYTFmV1trC+HsyV/L/lwXFLb4cLwEVsRMmWmajZqL9Z2xiuTXl+63fD9RGdy/mNlVWAQ/lcgqnBX+3Q6cQ614DChAS2c/ADxAftcJ0Ql0fJtKtXuV5oMaqfo3wmioLwT8+uJy7n7kZHxtjsj6hJhxDmhKhF/94gujE0AMigqaFSmnpfJyZvr2W5jfrBxxSJ3v8bv/7bbbJVLCznq3zMr0t6S5VEtro2BQK1bo7I3d77cx7R9nNAO2RUv7eSDa6arV52hra7On5XbzoaoCxSZRQ4J466l0Tzvz/vUiEIkqm0aUw0R13ugRFTZjN60Vqw7zDO5Xe05Mi9dVaKn5c4gqquIQQkGRqqypzVRdrqDNwi+2U5ASvm3IkMtXHj4n54+F/1WFeOLYxg0xUgBfwB6JUrJ5I/U1HnoUmRM2HZm5IUI1Fmb/gpLFDFcJF0F05Gt6xEktzyLlpPiBH3FSy7OR/8NR2iUMH0MBs371fLD4Z1srchf+qVC8uygX/QfggcoK2aO4PWFoVnICHWHCunAxT2/BJGthtJci8Xw3ixYBiVXXEtiZk0deQx2NGdlt5eua0kzGSs9HVxujq340c3M9a1P/9oBT8yxsqGQp36gDKbel00or6axnABlTF2HzxXIJxRdrcaVHXtsP6sbOa85BaWlDzdCGJxXBmadL1q7sXNQwmKuJax31LakvdADghWXwwjLLaF8EOuGLr5Y3+p3qEdqdO1OL1Jpgj4PQOpGObwDgTtPW+MIybZrhHPUSdx5bOULYA/4MuUDsCv/bCqwDhhjGKoBJTBWXAJMjBVEzDVmXqB7VTONlvPcmc6fxoDnvADQBT1rM95PDTyWyqt+QHcBNQCnam8uRwH3A37+fYR3Q+Nbwd07cZ8b37x2YI1VtDsCzJtN4671inzGi+Jfr3+LwQ2KiZR7CutqDejbzz2lJA+SJD3jzyK9F5JGqV5+Z95VeQCQE9MzziTSXai401KD+evIFsrI6O8ks5vAHhHxg1kq/WjPd3V41gwUPvIDdpob+ctfPX806bKras+xmbEXTcRRPw1Y4HUUxf3LY7ZI5/1jOuEvX1WGMKNeKMS1fOXeqNUJu/uCeBffdtsI25x/LKe3diKJo3q8Tx63VSHZ8K9ebgbvR4ghxaMPJavcZD4gCqRQd22Tvkevr1CNNhVC7VkAUQavXwdhJF5J/zB/FhBuHDx3FsoVVnt6/XZdd1tyquJFAM27ueO7MGJ/axX/JqwsFiY+QxMDvVersRebPcXuxGwxR5rAHqiXOGl8/1BFH1xxp2nTjtPB65gAlQiB6FLeLq+ZU8rPRMcGgUMV/sh4ksbirMx1yEorDgthYz4CYmcJ2VwBMk4nRomHnUTdtSlTLqKMuJ4+bu4+smz7bVTd7amOatCodj3a+akY7nnlEj2sWGoGl24I19C2dyCDlEo4pmUTeQ2+0nSTfkxm0aoWH4ZaszirziLmzSjt+3RasofS3D+Gs2U3lnKvAplBw6zOR+QIlPTj54FbzCF0SGmXf1crW2eN+qM0DkhJEdxrYHRFiGyHxjU2a32lzs5a10Qlqi+EdML3DNika+pR0PA4rxLdOLeurnY8XDtcCAjoJ1f1YKzaSS2LUs9kqupylTTdmlYxE1Yg8zAqiNFjpvVV0J4HYaKwVdLL7BDPlD+vNaD/ip2FdVSsCRAtNX0Yzkj8YeBOtFjUEFJAvrYjXTw7hAqudaBEQH5Cj61aFmPE12vELAj2lnLY7YQWd6V5lYZtUuTWbW24/C2O07/9mnMMLK4+Jma/syG/fXj5v4XElRY2mrCMcoR2bgmWWFy2NM47Em04dWgg34a3ZoqWqFxgvCqbPGj2ioiS+9WjYb9VPVJ6Syjrx+uzyyv8bLuKbB6Sga60UBdOnALPGXPBJ8Zx/LBced7QsVlWTuBe8hGmLVzGdSPGTBFpIV//rPuGhX+S8dm1kxloRxDzSkIAAtub7s692qiiuK5oXkafWs1Pk8tenf8GDN0UaDkgppykGwhf5ntpaBY+ML9Ejk5VSTivVTfab623Fz/8tX3z4Yg4N2x1k5gbpN6Q5OPSGbxdkb/zy10bNKoDDDUP+4SD0m75seJFIa1KkZksTJnVR1IoxrYp7gYXZf4wnqlU3q51bnEzqU2a2nzE2N8kivCbzrwCGSihuJV2sZ0DEB9WAymWMKo2fKD5jDDBrzOb5xXM+mIAnFGO75V32EnPXbVTGi1DSFzakTVAavFj14FX06Kg+hlK+4TjW0rbga+K/Azw2Ch7tR87Yopj1fVH6GqHKxBS+bsnVL+93OOqbqZ1yAdtmjibn+Q8o+r95bNzyQGTex+6aSM+GuoQo4kn9Xaxa47fsV+Zyg9/33WlUJ0+EnBzrzxsaYPaD1p+ngoz0WPK5P+BwgMfduUi2HsVN4qMq770fYbZOlwvV72crUJyZiXr2z1H69UWYWVelansVh0pmxtn/TbV85gGMNfFp3YKV9VX8urvwk5EB1KGZ4AA8TL7cDXxMrVgNjEB7mPYDVn8/wzswEE4HGx90HwDnoQnG/ybEjL8Dl0HkafdvU6KqwapwSlIb6Y1Zh9bt3jT13ruwkUVL+3XU1amy4vMHT6f2oTFSsqAT6XaryO9QtDffeGlCnhWBNJmm7Ve+XAgzWLS03xzAo5Pu6m1Z8j9vHfogwLhL1k+KT99brFMboDsoDD3tGT2iIkLmkxFOKSN2Kp6Zf3odI1GFDmy29Gr82cB24CAQkyH4C4GiSqpqspn69zPlghdesP0icemk2ZtgUAQm3DSsae4zg3LP3nqYx+1x2ADe9kTTwt5RAbjpK/1fPUyX8P2lpUvGzNrGu4tyI9HHUSxbKMSMl4jzC95d6+Stebn28leyLpv1YYj8R2HXLRtpq24nuwDOugXKLminfG45228ENRogLgHmzBCCCGENv/ikh4u+0lUfgxs1B4owYY2P1pue77mxVlpV+vix7k0eT07rgUxiO2mNA+YKGJpOa8lAygHiCWvCeMJEdQ7gWdjnMiSCv5ffInt7t+oyhClrv3LNtoX8yYkqkD2hhPSwzlaPjgI4F6yn29RlfFPl0wTc8cVO3hA7pm5KIKu9Zh7B1gmfxlT5hzzOiCWXvb6ZtkMPovbWi7A1tFJ87eOorljN97who7l26SOU9Q1Q1ldLfa9+C15Zk9AtLAb+cATP6jYjAacDigpgc7LY2T6CP2neIDXsb6IqBAw7t/PtWKWEadY5hEpgRWMTk8w+9PtRCD9/mpuxrVipfWfxEoJkDQU6aDxgdg0nKxY26zhnVaCVaubkJ4WfCln9mMRCgnh0Tm3/I4OhwMaoMe0BbEPT994U/tGxHfi/JKu00r4ZyUse8ATaQzZBs1pTm6WSnOxEL+x8ubDqw5wFJSbRxTDxi79ZWHvkRXW0ZutJBa16FFfKaQuFmMGipf1mLVraz9gR62Rg4hvvlhIfdbUixZEBFmn7OHpERcrL7m5Ik4S/i5RaoerrI/xgPp8ECylFldiKpuv/Vi3AFJY38JZWR93VNw/NWfBC/zyAtAK7aQTWXRxDNBQhZmx5JkSJGcEOe6eON3Yiu2HCOSV3P3qyPsudGNr0Nu5w2Ob9XxH/tyTAmLM3ka7GmoK/ebvExHhAl7Po51MCcbYToqx5E1s9RWYPH9NjYrCuSumBZRJdNnOm8KC5nwhjKh1iCKuZ9CVmnxb1GcuiPmMFUCmPphRAuV2YfuURymlTyJjQh6IHj4581ru8mrJVmzjmnaUsfxmC+uG2qMoPViUefPvYI6jklLAbQL1WRDVzdIzFVdUjE5BuJ4WT5+LY3oC/JMbtLtK44IpVi6h9p44VxrHsBQQQCkJV9d6vC8yjpqefAmecpv39yYZ9s539Cf067Ww7VrOUvYFAlgBDHXZ87cGO9bi6D6tuydXZ5gEm7V7NrpkpRDtOxSPxeTNTLmSqgFQaBHThR0xWY+1ljCKnq6gVa9Cig2eHp+1GE1T/lGEVaawH/oUWgc4n2m71L0nbrWqET19vMeGO4iZzutC0bPFieO+fZp2V7CZUSVznqVVr+jT/bnR5phlZU1VKbGJGpFhGbjMnDNXbMtWXFxx7//ixe9baMYyYG5PcNj3mwzkLBp084cbhEwGxaGk/Th5cxdVXfIzNJgmFBF6fnazMJE9OGY2oGokqRFNn8cfA4wkoo0dUsGhpP6pqsk0lA/GR2SA2NruLONRXaRpJilTea/zEtHBr3KXD0++77eX4cXqB8ZmHTZ2N4R7kq2rHU5oYqPNVJRyLkvoqJ2bdp4RCpYGozpESz1OLB2jHwB1g5NBPfztv8cAb0c6DHUDPtf/OoWW3zdQOq3GbyY5rKLb4O4Lw+uYCsxYzfD7RF5WEFzm/V8hFUwvQ50mlUUUAx+3LGebxhgumulPP+aw0mzXm67MTMtpXWRHjZIbn2vZ75+Ey0Y8GDB2yLuPpyPTe5dWRrlevv5kaObT3jr0F6Jrb3WMPtvRf3T3iOJrP7Ivri22kf/Q13v4ltBd0j3zu+t82nF9t5+3zTuXtAafS94GJuNo7dI5IGaoESx3BXkJR4NiB2t+BAKwr3z/b2ZcIheDlV6EtedA6BvEaVTDtPlUSb/CfDLpcIJVWrckaD5T1tbhmNPJpWiyMVVHkzDhbvC5Y4sdZYFWb0CWiB9Hbx3nALmAtml5VAteRL/dbb8sfCKweTkVSTpss5bQSKac5pZyWL+W0cUmJqg6jxU/yc81MDD9+4Yv9raqeK806T136q0/9VhHJMLGKFMvMWTBoBXHR9Favg5tuG2L7xelfTexo11QVgkHL8Gd03InnYsnYCysmjh5RIUAjneMu/QS7XSKEVhDlcqq0+a0Pl6LA7L+9TElR6hHSNJfKvH+9SKh6OumeQML6W70OHnxycKTpQUvA1bzZVRQq8Gsy7vi4l8EfVAIPxn8XeqR+7jOD8sb/cVhkvVtrstQ5CwbNDUeeY27qn0/ZQbA11vUl2Kry+ZSIlDwS6F04pYC21oTjb3yIzAI8m6u6Ub9b44SH9tnFjD++aSzuyQUIBQU9//S5ZhjzFPBFdIXZsRalRlRZ/B1BSNjq0NLwsd1qNMSc7y6PvGzNgn+l3FENoJwBxd7Yyv6UEbavCgHj43xWAeidvbn+rENfYuhRiznr0JcoyIrktCP7WvuXkXUhT+zLhTEdD7HOA8auVylpF9PsnHkSjJy6nPPuWk2P8p28x4lmmtsYNP1yAAD+Iwr4fP2dfF5+F1+tvCXyuf/wAprPG0S3eW/Rt3QiTpOWtAcqjj4SMsPeI59sAH8nCOD3CV9b6u4B2VnmGlIzAmkGh4XLX3ZWlPAaC8iWr9SmG9FB44HxSaKfk+lMUaTW1WoLU4Ua/p20iPOnjB8nWTWPEtrQIqifo3WgaUIz4hlCvpz33Q7vgIQVMUxqk7MP1q99Zt6WNaGaOfz/FCFmjAl7raq652pGentu4qq1m2TE0kiDZ8KNw4cC46u3ZYaiHamGsWhpP4oKmjpM+H/yWS+uufl8fL6E5ET8jSnhXNR1p4BpdNTlCtHc4kpGhsnr7uu0HZbdLlEUtJawCHbWuzHu++9vHUqfE67HVjSdq64/L72kdatN90cVaMdRlTHHqg64TMpp15psLrLfi5b2i6y3+LgblAk3Dh+ne+QasW1RE5+M34Z3SwBABlvUuo2/r63btqhJf4GJwOhJqqpQX+0IvTYnd66h+KgY4NudUbKUnemPl0BEIv3N3zo0FtwMvEGEsJ51i1ZsFYf479j0PF2f2RfMsxWzRrFs4SiWlY5imRL+3anoynAWn/gFR2Cnw/CkKUUIk0jFjKgOZ/GYfgUfZ3mcXoQAj9NL/4KPKcze4sew3/W/O3Ny1UPj/f6SPKQQ+EvyqHpovH/32FMj7G89AwiGD7Ox65Wl56dNgABbvoeh50lOOkQ7/9IbfJy4dB3F5TVJd7bbgjVkvr4x6Tw6st7YqHm1pjT3gYETwk04pIQP15rP05F/876Cbd93gwYSXSd0pFqcZbdb+7Ami5gakcSTtjJpmt7cezWR3GokdSeabMD4MvsEU8XOLvKaiB+rDMAqSphDvuxu8dlPHftb7D0FLSUan+eNeQAaoes9idf0aIjR1152YfkTUmLa8rRul9usSKuYfLmwd8GM+caJo0dUpEQCB/b9ljn/jHpES6ltZ+krR80d/8ePO9TG6qTJSj+a1z25N2mSMQaEwE4HL6IuV4jWHU56lt1s+vm9f31Fcdpjo5xCQF29mz4nXK9PSmZaE7PfxkKwqppsz1/vOX323GcG1REXXd22qIlti5rqpJzWgww0RfMT+vZnbMEg3TB6kqIRz3GPTJjx33Bk0lTmYZAuWCOIVo51BJRdqE167XZNEpBdAI01jI9xA0iUvFQBU7akF89vWFAdcRKwF7vpOfNIcsYWlSxm+JjOElQdw1nsAOaAoD+fBD5msPGa0l/Ec8PjWBHENtFOKHLGGOyrrF4gZylCxlyndiVEv/x1zdWFpZExX87TtF9hb7ZfcZKrlXQq6Fe3i0Mnhz9eAFFd7EDK8ea4SQ8T1rPOSKzKFh4beY8OYtPYi7j1rn/QsyGW/6e1B7hi1SIsPFkBrb2qq7KO3Ofei5nuL+kRcQPwrP2ao467xWzxTkN/E/gu+GFBPhSFO+V+vRnqTGzvHQ5o3wfa247gdsMxR2m2VvsSyRoXpNpNy+fTLK2Mqf4zz0CW9UW+sMz8vhi/XrPz025HDjuP4kinKSvSmiy1r5FPK6kAaLI4Y4HkHKYKunSsP16yalXUsa+ihD8sxLWHBKbE94e3IoappiQ7RPSBbrxQDVXz5ghvPz7FvIU4ovS3m99wWWhVmfznc81WXWX4HTlXZt3yWsoRSymhqdnFB+sLueOBU3j9nYMBxk24MUKYEtZvXFatmW657mRjsCqikhIC7cLhcsqU9sBIlOPIpCVZjpseX2hkRGS/4wvBSns3ct9tL+cV9Gp+debs00/HxL5LiBljwuek8dztyHPQOJ4pwJxePVoj58muhrT4CHsEPdNjS6Jlc5SAlF0YJa1AZfz5upjhY8gflmAvtfvxAbO3/2FjXqSNa6WP2gmaS0DO2KI5ixnOHhLWm4C+wAvZNL5FuHe4ihIAxsWvcxY3kM+2iel4hcE6KvIiGvZZNY7f9AXLroQibwZ6cZeDoAe0wq2Tec9zMu8ximULh7N4/mnla8SJd8xl7coWqprgXz3SOOdUG8ceGYpEzla/BU1N4C/Oo2bmaNaGdah5DeYNiKym69C9Vr8rBHMzsH9HTQKOHxz9W4+qCqKE2e22Nr3f1zjmKK1RwL6EmU61YiPy9Tc1eyq3W4saW9n56sjOMi2i8gGh7CwyO2jVCiS6BmRlIc8+Q2v3inZfWxDWp05OmUhONbVL7AjJ7rE/Kfw4fVatPTTHJyNGP0r8CI+F0AqlYghZqHq6qf2SlEilcLoPk/03kKHI8bFajxlUFWM1vBF1aF1Qisdduq7+ob+/lONyhiIvhh1V+3e0zZZWh8zKTOxsFAwmdrFKtr0tW7Ppc8L1nXIVkBKUwukJk4l7uTEeVysP2KrqLFly/A0PApeQGGnwA49h7nmbDBLNXm3WmAs+Kf77lNXqwHOusdXv9mCzqYRCSvy8wq6E2DH5Lrq5o7L1BiUNx29CMcckGBQBu12OM143Zn6vhM+vzzNWzpatoYQIir3EzeFbzgaoHMWy0k7sG8NZfBhQgXZ8jkIj+pvDH3+8jFGDLZZLeGFdxqiF4enx47eyEY34sVp5xer7NHvtNTtPuX1O3n+WhWKjpy6FMy/wcPLBrdTl5DJvyGg9UhrEEDzRfVDjsSMnjytvfBA0wUZG/Dj7lk7ElYIGdV/5pEoAm4IIqR3NuldIT4frJmkp7vp6uP+R/bq57wQOO3g81oVOZp6oNptmDeZr09wFAu1aAZdxnck8U/fAZ7WjU0V7luqENTFyqgVktOKrLVhbWyWDZKZM8an048WPM7JqkZb7oZKzvYRVlf8P+W0tIVppVeHe6nXooRb9GNShdcyaJcQMvUJ7Lpq1WfG27ZlqUUFzSmqsJCnlvPAPc58ZlNfWZjd4oZoTyo4gJYRCgscXDfApinhi7IUVEz3uqKi11evAnWae/5MSvD5HDPHyBez876DDeSb0MeduX026SHQVMENzi2n1QqR4SIgZJxM+lmjOEe7iwkbTtYW1wVaWci7gGjqvq69H9wd9sT8LX+xvI0yEwkS1Cc2LdDfQHWDYYf9Tu7nbItsJOmxsOPdoXnshj9+c/kEk2vzXe05vemLRv+Ovmcj1ZUj5e+wFafNka8h07AY7Jiu5UjI8AqQBk5cxqnY4i0uNH1qRUr0Fq8n6ZpXyjWcg5RhamootHBz/kI6XBCV1C5jw0lweWR1K0AdKv8rK/6Zx56InXgWOIFbe8zDadxPxQU1rjzo+tDmczBsSKd7KRCMSdWjfo1LKN+TPPJTdE3bHNBcwYxsCkAJECpdiyONEdbtw1DcnfijY70QVNAcAe/hp/YGFVvWHBEV0bMRvpi8NhcCZDjfdoP2/YSOseoNQczO2ZJ6pOlL0WTWeFR2900SfpRpRjZe6afaMmkXVnlzv8FPNCMfhx8vWzQt2foro0IImZZi3J43ArOhpTwacAhIKWv58x8/9waCI8TIKBkXgmpvPzyQ2apcFXEmsqH0cWlRQKSpoviJ+3WYwVMN3CGOBkVVb1I6gOwVcdfl69/ix666Y+8yASIW9XvBkRZ6rarTP9fm378pkbVY/GosPQlEgU6SeO/QHkr7fesY4P5m4OeeeklD36WJzzj15o50VItm40M5DK/1WZ+9P+vcW/3Jmh0glUhba965r17dfcUdVQ2uO1ra1NcfN2hH92H5CIT1HZUa+tz4nXM/cZwaZFfAVg0ZUaydUEKzU2hsFa9osX3jCbVyhkw+h4Sw+C/g58D/go+EsHgAcbZjlIODx7MXvlfQtnSgGKZeU9C2+Zv61V551v9U6S/mm+CTeJ7jgC74sXU2V8gy9Smdw+PznIa5IJK4YK2lBZlrAn2ulL3RurQc4B1ixjFHKMkaVhtcdqW1/e8Cp3D/iKnbk5Gnd0XI8rB9xDLkDdlLKN/psAu3cCfbhm/aTeJ+DxvYg/9F+2EvcICBUkmO16yChPTfDsn2qDP8o3gD2+uaE+VIlu3sLRYHBYbuqtjYor9j/29yfyM6CEcM69jrtoCIf0NZxw+9Rpk1h7HXX4k+lC1VZX42g6hrY195McAOoRzuPUw2+68/SWSTWZID24j2Ljq/3ZkhoD70v60Z+0PhxRla7YMS+0e8mygk08XetgHyZkE4nGmljn+lew5DbptPS6vB63O2erTXZzLjn9Lq5zwya/PT9SyEcVWppddRfddPQ7gtf7B9PeMxuJh5g9px/HHvyuT/PvLrgoGabENZp8KqabG6ZdVZHnbVMYRUB7iQyx49dx2+uG5Ewhvh0vk6qjZ3AHti8gR7dovdEr+Im3cRj1Ay5SQq/RjsreDRjhdCjtKW2RuZkLGfu9f0ZN+8T03GRvOtLKgihkVo9OjffYj47Fn7B7b/Kq1wZsVyOIq6jlD7WmOjlhXjUdLy2HVM3xbYK1SDio3rCY6PnzCMhxYdQXKRUz28fjrkvdCFA1uqKSCrctbVe5C58Z+KMx8V/jUVh+novoFy0LKiMaXUarPSRddUScezlzya2lY3CsiBzOIvHPJ6dS3ZWvSnhCBRHOP/VgNFJIuZl4O0Bp1I1oJCTeB972Hkwg1aOWbCYnKlfo1Q16g0BnAPH7lD1eXLGFkW6XrWQzpelq02lAYES7R1JJNGcxt8CdG4aKMmztLza10VXRruq8orvpoBqfyE7S6v2T3XeVPSlQJXB49S0fbURKRj+5xJ3LnaAqnBUNdl9rBh4EEw7bjUDV4f3IbG+pKu4CvgxR1a7oMPS/qmT60kmJ0jl887DLJIbJs0Z6e15igIlvRt54u5leXLb9NkA5MtSUTD9sszDpnoWvthfGT2igs0f3EOoejqbP7iH0SPMwxKjR1TkjbmgYlJRQbNNUaLm+ka0eh2MnXQhU24/Uz561/K6UPV0tnxwD2Mu+EQlHIiJ3959t62I+X/FqsOSeqgakUxO7nSq6PZXOhYt7RcTQTXacRkRT8I2ZB4ZsRfqaNtqtKic+H2dnfdygpwgXbQz9LMvGf/HYeysdyOlLkuwY1NU3Qni/9s78/i4ynr/v5/J1iRNt6RItyRwxQVKWwpe3AoIgsgSwWuQLqJFylotqOCPBElHTREEoVAQKFKstIVbhRoKeGWVKheurG0VFZAk3YAm3dImzTJzfn+cc2bOnPM855yZTJamz/v1yivJzJlznpk5y+d8n+/38/VLMvSLXbUDFxhGndOfVBnxM7YufNnYutAwti7MNbYu7DS2LnzK8guWvsbRUcreVo0jx7MCEK9xTE4POdJOSza7GGEYQO6EYbFx90wxRs2e2ATMCyqucm8L0y86kEinq5VuR5fAcRw611vMPmRC22iPkTth2HIrJ9eDNXaPRY/1+KJfnzZLzPhijsdCiGG5Th9Wd/TZ8z0cwxsJoQpmBPuDi98gp2kXwjAoaGqh4uJ72H35S5F/VT7N3yOP8a/Kp9m1wmwhVcw+ttTPROUH61eQJRObAiAnYr4uR34cd1WUJYRwNtj4d4guMn/+5wBvCO4uoApaVmVB5cCARIV+KIEZwr6qmfDBnHZgLUn/ZBXNqFOediQEab2xknqjknojYv3WQtViaBZYaVIJ4QYQYh2eoiYLg3FGRFb0ZD9vGHXp3xSpC8PaUU8btwPzxPiFi4AKWeHQvvY8qYBTFQH19AgiEYPmLSMT0/733dJgOPNFgfYLv1fVvn9/bllQodK+9jyWPTSVr3/lbymV9aoorl8hlk+Bly93vrfB0/1pUvtmjtz1D4YbHTRvGUn5xN1Sv0Z7m9KirCnyadE48Oybx8VPirwecQoPu2BJjF8I6jaFdvGWnQMLSVsmj1uFJMIP0H7vzxuWzZv9mqxYq+XfheUPvzpqaspzsR667rm4Ys/zy8pStlXF6kZcEZRK/s0hFT8m1uzNHtnFSG7jKrAaWSjeoxTZtiwShU5WzqpdYNU1PfL1fCE/pxt1hlmk4VzvuTxCc+Qh+S2BgCPjZ7cTQlgHFY/s2gW3P1rCuz//lrPzVKyB6oQckRV7zeE3KSeVf1U+baZaSMbqfA+iKMdMB5j9cR7lq4xesU7anjVsQVZYYkX5NN17CQAVF99DTrsnOj+o6a2jQOEwQMjXUVgI11zlfdyPx/8Ar76ePBceewyceXry+TDdqNxEfcIndTVmkxPgRYIr92PABZjXVr+oaidwIeasj/waqguoAtFpAAcD47LS0i0onSDbdmGqSK3fycOO5JaD3HC/uKibRdc+4xGrKr/TSMRIEYTbN/zMLVQBiuqu+lORYa3fiVtsFhd1c9apb6f4m97x07Vc/q1XUlwINm0t4eZffo41f/gE728fTunoDk4/6R2iP3iOSRPMubFQnqESVtaM55KlTQwrTl7d3zYm8YMffD7hW6qs4Le2ufgnnhaqiEOBbd7tdUwo5DO5f4vkxlOjd7m5Rj6wyDDqKoWIqrwHm9MReSoLtnmzX5PtTwBlh3c0zwWWvTpqql0Y1pyTS81z99+x0vZ4deDJ9W7kcHbXf9s4/Bt3pLhOdJHHM5yifF0I0s0339I1cUxlwaZW2QXReRwmXv860/hI+e+lAtDKrc1KMeauj0/ila23uB++2/mP5U5A6a+eXTzuJ78ty29u5V/lhXyk/uOJaX1lBNslto32GB/W/oMPZn8dgJ2zZ3jas45esY7I3v3SAqx03AKcLY5z2ruYULuKLfUzabr3ElMgW2J4MDQfCPIq7eiQzyqFJT9f7lGalwtfPjW9dW3YCG+uT47FMMz/yyfC0ZMxNmxEBEznSxlRQnxPm3dW2UovEMDl1s9ezHttmZBMugDUClXqEdbrL7SWU4la9TVSpwUk0GpeE5agdIJspRvYZFo5aR/USgEqezygCCgO5rR36Zj90mvOpAm7ldsL2v53rjuLOfO/mpi+X//WWCafdAW3/+rTNG8ZRVdXLts+KGHZw8dw/FnzaNo8ks7OnNAFXm7c3Z+2N+Zzz7wKp8E+NTecwr721Mp/O8905jnr5T6sC8AYlvpQ97AcNvzoExQpcmINg3LLN7cUb3wvo/3HMOpWGkZdpbF14Rxj60KMrQsfxD/yUXR4R/NZITtKSS8sO+fMaAbm7aEkZmBGVB/jbDYwxfd1AfgWMQE0UN3YQLWwfg7fc9rUu+KF+UGfY+L1jRzOzvoqRFHqjLwjtxbCHIv1RiUwG0Vx4nPTTohhHUeYEak7G6j2ZC8eK86j4pJ7RxQ0tSAMg1hTO9suXp+Y1ncUpwXS3dyhbM06esU6Ki6+h7zWvQkRaRdUxYoKOj687DTi+eFiOYZhijFbVNmpCcV/sdqgZepTl2VycqArRKC3N5OtdsHS1CnJ3FJV+1QVGzbCbUvgkQb/6fqw3ajcnDiDHbj2U1d6gbB+SkjVSPYu0kRSqAYVEQuHuEzvGlnrbdWN2SSgrwqXBzU6sqoJR4AdWK+bCnhTFVqRR9pa8Imw7t2X1wpmL0lVMZNMmNbccIqyOAnrhOXXMKC9I69lx87C0vKJwa1aW3d6L7jOAignV138ItctWMeKR47muz86g20flHDl9af3jB7VsWvVmikZJ8a5uj9JxwOkNAqwC7Xee/lW+edwptnhat/P8imP7KY5PpJttx7O5q9N5OgP/iEt4trw90NALiQ3Az/MuDhPnkbiR9ibI2VhUZ1h2MdAtjrBKbelesGS+56ZH/2VeBHXcegqlEpZ779m/xdjYmWdR9Ten9ezpSPi6LRlLx9WaEuj1wbw108ce2kD1ffZj0WFmBWFRskYF4lYPCXB1GiP8UHtPxk5eyIj6qfSevGriPbgKqOucvXhMaF2lWeKXgCdFWVsbLxrGMC+z32cSQseINe2rFJU/wvhFU057V185Jd/DBxjf3WcAtP2qcNTA5g+QakCu/fA62+afqjpIvNBla0fiO/eY+Y8L7gcRo0Kv43p0yh97AnTixmoCJs+gLmLNFk3ZjaL8A+aJ48dU9zarwkTKR2KtpMZo8WqJhwhu2CRyUEkdxrowsz1cVZ3tgMLrL8908YOq6oCkAvQ9o5co+aGUzwnF5U4A3NKvHzCbt8AyfDi7gVvvVP2zUkT9pyWzUDK1g+Gx9v25keumPt/3Hz3Z+PNW0ZF1vzhk7mo83ZD4e5YZQtRJ24BbRdUVUyUR5ANAxa89GVW7Uq+5s5PbWAsXWwo+QTH7V6fUiyz7YNiY8a5F6o+rRzgLxm/QYVw8iGUILOnqpF4mUJ2O8EFbUuFJfqUy8jWu+OCE2s+dkEz9E5oKwX/5kMmXlfF6nuB5vKL7l47NrXZQwWwNCrUXpQ9zR08yDdgNoxmXaKt6sgRcMRHzelhp8CxC6hUqAqrrMcFeFMH7GisU+Tm5foLKz/ycuFsq7neIw2ZrUNF4TDaDCjevz+7s6f2dH7zZv9Wq05hvHuP+f6aN5v5pu480yM+anbD2r0nXAqCFbHNCdt+1caxXbvgsKauJjDf1I17//S7yfUeO36tWIO3FWabQxZdYKUJppddsFwtMxMXb/vxxpdvraiQ2zklOkEhE8guAX3h96qKlz00PUXEzTxnPTdd91Rs4vi2CNC8dMX0tRdfXRWqK5KsiEjGjp3D4qVH/T/R/NdfGJMm7Am8OKRRGBUHfknSZD9GFm4wVYVnl/3wzI7f/G6adJ41zGexvbUwJRcX4HMzWxP5sZPaN3N02z8oincQEzktR8+4pOwf7xziN9TfAY8QUvg597PY5oVC0dHMWjb5mKwz1WBDdQxleztW9X/KdvyKq5zWWvffeGm8bM8Oj7/sjuEjjW9duzTxiU8uv8xQ5NU2Wb894sGKeKY8ds3MC3nlib3YrTgxzM5Gw0dFWL/kCk+OqhNVYZVsO07sQq2C5hZGjIAvnpgUXungjuZt2AhrHgtuJSrFVVxm/fcUppdtVjmsAnbsNN9vfp7ZQSodjpvuvbFIh9xcqLJSCtLpRqWI2LYfM5VlVWem1SUvRr2RPAerCwvN4qve5JfWiu3IgxLu6O5BgRarmmC2KQ/IJsb5HzSq6mzMTh9zgSKfFqcG48JXSYZ1JJBc+IuRnBRURUapK4Y7lx3Hd647K3SrVrvNaQi2AqNIL0IYiOp9+Y0r6LNQuSyAKVjn3LQlVjqxO+GHep44dhVmZynZJ6YqagBHq1zng+79TDXeps0jjdqfnRz76Q+fzbWjyj+68QudDz4y7cK+EH/ZwOcY8nwOmaLqfAUoizzc1fsnvLHO03UqLgS/+Np8u6UqANMjX0fmWGAIaLnw5DtLf/OnSyJdyfbEdoV9SpTzwRfih8+7O8L+pPrIy4UvVeXw3I8uT9meDFmUVLYdP054Yx0XPLWKbX9uYe2T0BNCuI0cAbOuK5O2kn35XwX8/q8lVnTX6JeGA/1Nb4q3gKZzqyifMjl5jg/rBnDbErVn65XzE9Z5pQTXwaVW7tf6BHIyEaqpx5psLKazQH8UWQW3h+1X0azTADRh6M10hCrv5lIsn0Ufo/x0i1JCORK40xUsMeBukxeqYEoIOOvUt/nOdeEM/9PpfIV58gw0uU6XdArPPjezlVmLtlJRoJ76b9osTyOw+cuq0va/rCp1Cavo4cgFaSfyxg02qpytlP3sgT8dz3VznklJO+ghh2XPHy9WPDI1d8UjU52vtTvMZP0CkKWIaJ/mrkksoyqApVWs5opH7/7sSbn5lxf0dAnnc9QKqP/vlHHZAnH+mnuMYd3m8o9+7izjhWkzUi66XeWlcpP+8jKa77v0or0nHsn4Hz3ksZly0D7pB7+JsL8npZyvuwee/t8Ih1hdrlTFVUBifTI7K0yxEcNq/arihWkzzPd8tSl+D5tzR6DS2dcBv6zbCVbOZ2GhOa1+xDH5rKu9mI3TZhijV6wTlRf+EtGVYfhxEJOpUD37DFqmT6Mc80Y2Eb0/enK4wq3de+QGD5aALcM873Tjf+4B9zUp/TxUNXLh66ZtELkBSPoP9x1arGrC0BtbKpWgTZxwZLmlPT2i6+Jrzi5e9lA0TviLfNoFKQ48x0LYblO2yJO9DyfxOMroowJfoRom71RG2MIz5xR++wfyLldNm32jxLZHquy7+4jjb1ugKqPcLmT7VMpjh1SX8MrIKYm0g/ZIIRtKPsEh1SVwTeh1mmToU5zFrm59nbumEsOLp7/9ZqlDqDqfsz+PFNZ/9Ghy4nF7+bd/ffqcfFznji31M6VRTSvHtGDHN05gxzdOcK86pVNZ7oe7pb68+7d188k3/smwafsBAgWrJIoaAwoxbYvSIycCsbjvIj3dQHfyBqqjw8znHN5YzI5lq5i+6Q5BJIIIWM+BSqaR1enTEucEZRtjH9pKSihqa/O+1tENK0xQoAsoplYkrkmWiX9mtRpewuTZp9NZq3fIoqa1og5YaP33634bC1qsasLRGxGoEroxrBOPu7ipqzunbe/evOH33dxQdv1Vf6LmhlMqVq2ZEniRz6S4xSEoPFG+IPGZeINbRiaEY+GwbqWZvxCk26JVaff4X2f8LWVslZN2s/Tmx4DgbQQ4H4CZO1gxa9HWhBerrEAqRJTYPKHDIiGiD6L+Pv7PMOpOgEQqRwpuUf7jW09stZZ1isiUiEtpeRebIhPZVDQxZV2SFqrOsSawp8VPaF9X/h3yKcAVWbTaDPu9ebIXEc22h7EblegtK929Q/maU155tnXmc78tK9vVSsuoUpafOpNxOz4gL5aICN6OEDuApaNXrCtyRjFbvnkSo554zRPVHL1iXUoFfk/pcHac91lGPf5aTkFzS0LmdJaXUdDsjc6OHAHHrVkPwP5pw3zFqgJ7Hyqxp/nLdrXSVlgMQlDSvjfxXq1Icnz0inWRiovv6ZXA3Lt+Z1ItHcBC1c4ZlRVgCWHmnGbifrBhoyeC6pcq5Kbg1C+QI8tvddhV+WFbVuWTvJF2zDBkLdIZ5uYzW8d8+tSKPOAS6799wH0+S2cdnbOqCUf2okuQLAD4vOvx9nt/3rBs9lfXX+403nfkQ6Z2AeplZy5rbMvxuVt3CqXWnYWUDN/PsILkMWN3pJp7/puBotYwIDJhYeC4Pv4f2/nnu2ZnzUu+8VdaWov43RNHpSwTMu9UKXZ9orIthlE3Voho/KHYqylFSs4CqQ92lLC+5BPsnHgorc35rKwZr7LCco/BzOeCl4B3rcc2GEbdFAAhontwTL9+4XPv8tivH/JE3Zc9fMxSv0I5WZcuMD1lrzjsaPfDKfmfzmnx+z64nEPi0g5HYfK1Q+VQB9HXOatn7H14e+7wiCeabRgGv7r5Cml+ZVthcbygq4v8WHfifezPzaMnN4/h+9sB9gATqDf2zr/olCVjVv35iqD80NEr1lF54S+JuKa/JTtx+/a5X4iNefgvJe7KfLu4Zt+oQh6/+oumg4APlfybY3iDYvaxj2JeZxqNHC7Nv3WyPy+fJedcwgvTZrRMrry8LJtdsA5UZEVjTz+Pscecam8VglGGkRogy88zz4thCq7SsJhykhC1fvmtPs/5WiXiUxSYskyY3M7gHNHMc2GzgZmmYM9o/JJ64/L+3LwWq5o+R4joEsyOIG7RsoxkpXszsHbTK7dcOnF8m0c8WiIseZHPjkNBOj6cAE33/rxh7bzZr50FlG/eWhK/5qen5iz+yZOMLQ3uUSirlrdxisfdewr4bNVF/OMddSt4VTFXmBxSH+LAN6wIdeOd722okAm+PdtzyC+Kp3TA2r9PeBoL+NAEHAZsJ7UZQCuuIoc3nrqLqUd96FnB5q0lsUnHfV92kxEDIifNbWn99pLmsoIi6Rg9LhNO0edsR7pm29eJSHuRBhf/CRFVVfO2GEbdWNeyvrmtfekGUH7hbdsn3zGuLLfYfDuV/Jtj4q9TLNo55M3tfHbNq+Q7wmH78/LpzM1nZIfvTPlt1BtXAUSF/CLcWV7Gxqa7EvZ06bQ+jRUXtDT/ct6oafOX5MrEhwE8UH8+j/JV5Toq+Tef4SVPXvP/8mmu+/nNUpHu5MNRZVx09V3KgrGDCSHg+muVTzdZLU7TsYiSoqr2V9COmdLhm0q8YSM0PAE9rqjrmWfQM3UyHQTkLuOYJVSwkXrDc4fsQZ6zau9YmefCZota8RJwvDWmo6g33urPzWfVg02jUXAW3hNGEXCWYdRVWgK0Bpg7rKAn58rrT6fiU1dSUHkd44/5Phde9RWEWRrrnALxm2INw6KZ56wveu/lW4ltXsh7L9/KzHPM6UPbT9R+fM5X3+gEZhtGXeW8H7w6n3FGJeOMyKTjvh8B5N2cXBgGLPjRl6XP2bZQlZN2E4nA6FGd/OX39/Pdb79E+YRd5OXFGFu6L+U1qo5bQiRTAuz3kwbO76jmoR+N79y/L/Vrs/93ClX7/1mLtobdTgWmMB7j2K7AFHYpGzz6k16hCjBhXFuO4v1FDKMu8tz9d4z984oxd25vzjNcXbragQX2fmf9dl8AEtNxLRGl+M7adJzjximlU431OODoyqUes5KoELOiQjRGhYhbv2c5n9+0bHfpm/O20t7YRUX833w6/hLDI+0IAdunjeWVc6awY9Qo4gg+HFXGknMuoaRjn3RbBkC9IWyhaiGd3sw3p/UvxLx5MfIl0/oqIu1dZTu+ccKu2bWlRl0NXDk/VcC0jyrkdab5ruMY3kgRqgC5xDiGNyjbJfdhdWIv01WuvkHrjefyYJO/OTnqgprvXub70ooFl/deqIIZgX3yKbO6P7rI/L1ho3TRHZgzOH7HaQwwnnqOWI8rstvdA889Ty7BQhVModoOzLb2fUEyrxPC5naaQnQe1vFgjQ8Gh1D9FKZQBXiqv4UqaLGq6R/CFIgsAoo+ffZFLL7P22b0P8+4GOAXQeuMx6lwXuRVzDr3zXKnQLQF3h0/XYv78WW3/V4YWxfKVtPs19XKxjCgba+6ncuia5/xpBCMGd3B4p/8gaa/3kZX0094/82fpzwva4fqpLiom0XXPiN9zi3GHaLPNsvGMOpWrnuw9ML7v1Pe4m7LOrxU3gbHJx9UReCl3E+UKwR54uJ097xl86+omDLn/Jxjm6447GjjL6tKmwg3dZ5Yx/KSmbz6SA63fQqiE+C2T8Gbv6WTcPnaKhXjfry3N15KLGHqEcIuwdq8ddUenjnsHT7Z/FfyIqnf75Zp4/n91adzTv3DXHT1XbwwbQYto+RvbfuoMqpYPauK1Y1VrI5XsboxVlwgVX4CmhuoXtlAdWUD1RFhJKZUA7EEYtlvTj2/KyYiKTteT27E+P3JZ7QF5asWs49dKzbzr8qn+XvkMf5V+TS7VmymmH3K9+ekrWg4YBaMxYrkReS9CbgKwMiJgIBhhWa3qzDk5Zp+poXDgpdNazyCkmHD5Bo6yLKvJwuds2w6OpI2VLv3mP6pLsG6B6iwxF0NihbAmCKzo61NroPS9M5NHq+9ye1MjrnDGt9gabP6XcffiwdiAFqsavoD1d2t8/FygHcbzYvENZf/mda/3cjtP3kCgA9bhgOcoHht8kFT3CwNEqw31j4ddwvE4qJuLr3gVY9wzM018pELhxqVDZRhpBrQjyjpVkY7w1hkuUXbqjVTmPeDs2ncNFJ5QZSt1x3FlURhK4SIxoWINgI8d/8dY6847Oim83OO5YrDjuYvq0ppbZZfmFWP9wY/US4R5J6ivwwjkokL3IZHYe3Vgt1bAAN2b4HfX4WIjvdfwWqqZv1y0/r4Q7FXufO9DXxuZopec++7nhuv8TNHcErjRytswWfl0WbCYoKFcOL9qm44ikmNpC4/dSb781K/7/15+aw8+bw2XOK46Z6Ly+KFnn1DVqBZE88LLvYWRTmJ7lTPH3Niwa1fuyK/ZcSYmAG0jxgWe+XcqXBsvPMw/t3pt54PVmxn28Xr6WnqAAN6mjrYdvF6PlixXfr+PFgH3s7ZM2i695KMo6h+rxOxOFf+pITvXFNAzdVQV2M1QFAwcoQ5TV4+MXVaO5Ntu+npgXgMkScpy77zHjPSedOtcNMvzL//9+Xk891dpogOQ+GwlCr9QLp7YPOWlIf+Amy0qvYXAX8GVHK5qKQEaUVbOmOwsI/jamCc9fdy6o1daa6nz25eA6kVs6gVjdSKuPV7FrXiI8B51hJvA0/2+TgkaLGq6Q/Whng8cQHPyYnz7VmvMmpkB+d++a1YyfBOey74K0JER6vWaRiw9qkjIMSBPWFcm3Tfz8lRhkI8gsIw6la2d+RJ5y7jceG5EKiinarooY2q6n7VmikcdvxVNG2Wv162XlkU1z2umeesF++9fGtFbPPCFXvfyd9+788b1uKITqysGY8sPWBlTYCCywBblIcQ5AawLBt5nJYZ/jygaULNKuhwFfzEUN28AIkuUEtLJ3bnRCIwtrKLS5Y22YJVJtJSxOv4mSOYunQ8RRX54IispCtYreipygYssT9bn9k8oKl1k1yg9ZDbgmMfeGHaDJaccwkfjipLpAfc9ZV5nc8ee1InrgvtztkzaFx6CZ2TSg3D/J6agHlWW9gEdYaxsvWCE+/sLh2e+LpFaR6jLqsgt6IQBORWFDL63k+lFGa9MG0GP/7hNTkP1Z/D4z88NWfTtIkij56yz/KiOJx3lVPX22v/gdGeqmGM9hjba/+R8v5UZ4TcWPK1O2fP4O//d4NqU74Yhr8wuqe+jZ9HO7ltCTz+BzOyqMJOh3jmef+ipbxcyMlJP/Lb1Q0TJ8gfB3NsHfvNSOvkI83HYjEYN84U0fb7HDnCjP66BWxeLnz5NPN9fLUqvMD9v1cTf7YAJ5M6k3AaVk7pho3eFIIvfoFIbm7q1xzgFKCyaxBWkVTU+t8A7gj3DlIYmDartfJZGGAJSf/Z26kfmARtXWCl6XOsKJ20A5Zd3S9E9ErgVtfzduX4+cDZ1mOnGEbds6quWo5qeP+Ka8XrYzGhEqwtjDM8FU9Lbz52yaxz119RXJS8Muxrz6NwWLd0akzWalXWytQ+LGMxwd3Lj+U7152lfCuq9qkyT1dVYZY9LkVb1falK6Yvu/jqKrsYLv75Wa2RmfVbRWl5V5AbQFYI6X7gKVzqLVEhlBX9dYa8wGo1VY1I9q3WzXmx2YvX7izJ71L6yDbuGslFV99JUaVUNDY1UF0ZZtxVrJ519MRLl+dv8bY/tddVZ3grlG2hjaRw8TdmZb2zyGstqQWSNcCD+Kd3xIALEt2xHON1rLsVoJJ/l1oFUIn12QVQ7in+c3mE4XjzaPdRFHuE/5J+BupOWoLX4g8n/r/v55dLi61u/a/LeW76SYn/S15/l49NV1cZqbCLwx5pSPulnvVcOd/8O+pzq35OFTz3vHqae+QIU3yqRHEYr9TJR8J/nWP+/eYGmKooLwrqQOV+vqvLFMOyMdvvXYWqPevpp9GyeQsPv/sel+/ZgwhwHbALg8O0aP0j9caXApbxonYF6NuOUf6tY3NwOHz02Rh80D6rmv4gzJ2iO7bQglkIs1KIqLMy6RC/dToibc0BFdQe79j9nRHy89LzOLz46qqznvtLpccG6qbrnorJXA1k0U63zywkc8Bycw3mnv8mL75Szqo1U3wbAdiPx+OCwsJktNQpWIMaAsgir0DRvNmvnTXvB69WOh/0sWZKlzZgOOZ3JG0zGMIbFqDMcp5IEVC9jLZm4nEq3TdLJ3ZHSvK79uHT9KCtq4DCcmVyYjkEtEZNPr80b+tOvzl1ac5tNQ0rV1OFe/3VNKysNhdxf5YpEqGK1Yvwr/rOweqOZY9Z0kGrDGhv5PA5M/gLwCIDKpzWUm7caQo2RbTnnMsj0tepO2ml3nQtP3Wmx8Zq/WGf5LljTqSgaz+d+WZyaEmYUhwXdgRv8uTei1VnJHDkCHV70amTaVrToP6OrpxvCjvVeMLEt47/VHLZP7+oFqvODlS2MH2kIVW4Hj2ZLszGISUqwRnGL1UWbe7ugT88BTVdxnxqxYukNrtwn4dagAVW1yp7Wb99PdPczvR9zRUtkdPcruo6bZ9H7h8ooQparGr6B98LviUq3SEJ54EqE0TSdVqiqx0z6qPuHjTOWMm2ZJu87a2FYsTwLmWhQDxOWY6IzpJVjq9aM8UTwfzcp5ojV8x9JeUxR5qCB3sdsgiic5o+qBFA0POqbmF1N5/UCZT45M/KTmSq7xUI3WHrTsB5kUgx97dxC3Kf9V3h+FvaMWo1Vd/CjI6o+GQ1Df+w/s6kIYZ6fw/oCnP0IR9eLSJivur1fq1RHYJ1EVCkEmNAi3sKHpwi+Bv2BW+OOwIaAtnn5SalMcLhvHv3VN4scnmdFgGLqmmoBFZWsdr3xmgfxdLIqgCGs4/P8BKQ2tFK1kkrNw/OmdrClT+/PGH8b7eRtRsErGsawV1z5oEQlF//EG//7Fvmmyo0p7bdZvhuCgqhs8MUZCeflBRrKoEZhrzc1EjgKSf5irqKwkJ15FRRXZ8gKLI6flwyVeDd91KbAKgiqW4RahdOGWBMmUw+1jS0/R79orEqVJ9td7dV8Gh3olJHGPclBGByWb/9MrPcznRbuHotrzJtWKA6b/VtRDckWqxq+oOgC/4iwF27WgQsFiLqvnu181c969zXnsePbz3RvPsN0z1oXLJNXufWET0FpR3KSJQlgu9PET7bxKxNr5TExx/aluMWT1/50j89oksIOOvUt/nOdaqtqIutyifsVuab3nDtM6xaM8U3H9Uel/379p8+2VY2pmM40Lzs4WPWLl99zDz7fSpazDpvLJzTtV1I+mm70wkkwtlO8YDU71H5HchuCkKQ+p2nSZ1hrIwK74VDJvYchBe48srhrT6vD96vrRsLmRiz1rPAPYwqVs866fU/3T/n6YcLrI5UFb/54vkPVB3DYkz3Ak8EV0YD1SurWA1mVMmvbW45wCK+t+R43iuxLaRcwtJ5g+R7Y/Q60zyeqU5sSypLrMaAHDvvdULtKgqaWxgxAr54oiV8drUwf809AAnB+sI0s8NWQd42Oj45kVG/e5mCh/4KllgFOPN0s7jp0ccUgm5EAVdeZUibDZxyEvz+cTPHM116YqldnuzfTz6VFKW5zqu9j9h88o/q4qy8XJg6Bd5cr86J/c/jkn+/+loy6qkSpKCOej77PGKKT1pAWKEKvjcDza7IpEp8JvfH5PKqZXf0KrczvRauYc4JYcjkxrzf0AVWmj7HWcCBo8DCmuKfhfoiVCZ57j+EiM4S4xcumn3FuYWbt5bEDMNc58pHj75z2UPT92HmzanW6YkQChGdNf5Q75S9jT3dPPOc9QWbXrllOdtEnG1iO7Bs4vi2HElVvaFaX1Dlv6rYqnnLSLWQnbjbADr9hK6TVWumMHbyD4sYZ0QYZ1Rauaj5oKy+bwdqJH6gZZjfp6eI5Qb/Qi6nhZTsRAuWByLm1JtvVXcIlIUJ54ljZ58njm06TxxrWL9nO6KqgClY6wyj8kjj7DlHGmdzpHH2g6uparTyOz1U0yDd363HvYu7KoedBV7O11uPh0mpaYZklXpnRRmGEHRNGBNDUtgEcMorzy6+/PdLCw7Z1UIEg0N2tXDF7+/NO+GNdbb3begiL8uOaiwwG1cV9ugV65hceTnTI+eJqBCNIx588TKV1ympqRYyC6JOzP3DaOTwpvc47E5Q2185UgUSx+bO2TPY2HgXl91YxlVXpAqfYd1dXPDUqpR1lC19mg9+eA45u/ZRPv9X0u0ccUw+eT89zWNnZeRE4gWdnfEbo11Kf1AjvSyk5OsMqYUTPY5DsGN/chlZ3qdzOZkQFcIskjrz9NRiqcJhSYeCMWOIH/VJ8++du+DIT6RGQ2WC1BafMpyP22I3wLZKySknSQu2uiIRxkQXseK2JVRs2Oib1mTuj6mFSCp+EG5UWSE7BVlen9cmBrJjlgsdWdVkRLoddaznUp53iJ90sMVN0cpHp7Ly0am2IfNa4CJItthWkJJraI9BFVHs6RHM+4FZ22VFCu0LnSdq5IhyiqDcUBV+uZmLrn1Guk4hzM9/6/sly8PmyWJdsN03C+7p9kiEJhJtbKONOISlNc1fUD5hd0F7R17Ld3/0ZZY9NL0UaC6fuFt6Iq+YuNtIaZmrPqFG7AI5yb5WjH/Uzo1ffqk6VcSBpPCoAli6mipkItR6LMxJ3vYvTKkctoSp7PVhcmgTEZKds2fYlfPtJAWvh5nP/bbMHe2zxZo9DU6a0RpHlHUpUDR6xTp3pLdixyWvUCCmMGr2xJTXWsKyRrIuaa5uVIhZ3bDo71CeO2FY7JAbP5njXuc+ipVjVTUBcD4+esU6tl1fjVGYz4QFy8h7fxedFcl6PgP4cGQZy0+byf9Om8Hoio8zacED5LZa93KxeKTT0uXOqKJTzMUlsTjHtHsTPvu+Lfzs9T324jBe/fcv6J5kLl70yrt88lPX8szzmaUcGEZq5FYR0UyIvdGjzB+sjrl+gtQvx9ZGJXaf/CNtR09mB/5RUY6ejNHdQ+sfnkpM/bcCJfG4afwv+04cuGcC/dJcnqTe8EszyjaZ5NXLSS+i26/oyKombcJ03AmJzAMyiDLJa4qAywgWqskTzjYxi22iMbZ54Yr3Xr61aO1TR3giivva87jgu+cqp9hlTLKimLIIpcqCyonTPzUeN6vd7ap+2TrbO3KN2VecWw4sevK5I+7u6REpisNnmzHVzYJtiZUzcWGL1a0rZXoZvH6tw4u7y+7/RUORsXXhHMOoqxQCabKkJawRIjrLcolQXVwSJ1q3VyrmNLbcENSL7zTWvdveLFrZ9Sr3bnuTBav+zaSjOlS2Z35TbZmRWVcYWYQx5T0GRGaljFW0FpWIuIqwvq+OQrBCIDahZpU7JQGjPcaHtf/wvLadorh7vM4GAtbvhFDFcT7q2bI/Z9vF69m1YnPitT3k+Ha0UjUBsB8fvWIdY1b+mb0nT6bgn1sp/uu7tE+tYP+RSUH87oT/MC665q4uh7gn0tGZaM/m3tFtcWmjEnOGAXU1zLbcGxagNrlPrGPDRni3blZCqLqX+cKJdAKe+GlODhQqjP8z8B21EX6vt6fzZTZWzsIp1efTsZ/h1BuV1BsR1JH1JuqNyPTHjbE1XcZYy8ljH65rhvs7QR5hVN1gG1YHqzMUz/cVgeeEoYAWq5pM6PWF2xJKftGxdCfE/PbllNQDtiUvbvYU/tzz32TZQ1OlIhHCGfdDMorpFp1A06o1R7UtuvYZWeeoFBxiMXbY8VcZq9ZMaQJmr1ozZfZ3rvtyS5O1zqZNI7no+1Vi5aNTBVBx8dVVV1zw3XPzVe/Bxd0ERwhGum5AEgJS5RoALLI+X8+lKRaj58LvVRVbLgJ+qRq+J1or6jkX5ILYQWDHqlGH9pCbZ/7+3Pk7WfR/b/Efn9onuxhlZarNFulCROOr3zryOcdToSqHwwpRp7A7VpxXc6w4b5Gq3SrA/vwCeSWWXMR5UwJcZuL/8+gpS0i9oc3J3yT/unqaUyt9esjhbY542tkFK0Ace/Zjoz3GBzX/xAD2Uiyzu0oRZKomB8tPNZsPTKhdlVBTnR8fz1uv38Rbb/ycd55IqQsVOPK3J9R6xbkbpwBTibm8PFpsoWSlcMxDYXJvr+ORvUew/bLTiOz1zvcL4PEnE4WMifNsYSEcfRRtnV14Kr5lFfduz9LmTYnVS/ETpEdP9vqwnn1GaoTTRywHpYuozifSY9clipstIbwy5bHgcfQfg3z6PlvoNABNJigv3Fa0LExqgJ+wNaeeg6uKQyHxW/Vc3IqLujnr1Lednp0p+BQeJXBHMR0FQS1zz3+t+I6fPlniV6kv4QL787OjoMseml607KHpyjGELEL6o2HUzRciennAcnmkTvvWACvAV7yXW6/xFF3t3F2Ys+yh6UHT902EsJuy00oc0WF3UYCfSH0HuOzKTx553fb3CiaUTuriW4s3Mf2MPRQUGVxw82ZZjmyvp9qcYz2keC9VR/yzGGD3/oL3Rw7rDF057JMi4MERdUxJX4gKgTN3tbCrc0FMRJblGPHE9+YUaxKSKQGSauST3vjz5RsOO0o4o4xd5WVyd4LRw9r2UVRURHtOO0WxtznimQ1M+bx7zC7HAyfS81GsuZ2TbvpffnPq+bHGYw53p8ekiCpnxf/YXS0IaPrtief884VpM04FRH5zKx3TDlN9Ft63tGId+XInhhScAkxWwQ+0d3enFsTZRX+xovwVTjFsC7+eSA5/u+0SyIkw/rqH2Hzbt1JWaADdPdh9sERuLlRZscDHnqAk7goT5OTQduaXyT96cjIKKSuWenCVV2A6Cark90kt8P18cArR9Crppce0SxSXS2yh1uL1WR3YSOYgnr7PFropgCZtfEz+DVIvAkrREODROdtRfBVUoWlvJ4LXUQBkRvHb5HYjhgEfbC9mzKgOdu0Zxt/+eQg33vk5/uf5I6Rm+fs7I7TtLaB0dIeflRJA13sv35ofwtReOW6fz9xDCMuoFsOoGxtynSnNFYSIGqA26ccUm9Lvy25B6/NZ+TdyUCDJafWY1Sv2wYTIGj2+i3u2bAAg1k3n+XkNKfuSn1m+onAqiXWxixtUNO8ZSc1zp/DRMTv48QnPA/CDZ07dcfNLf+yTjgpRoTYY9zQFcF2U/+e4k9feee6lZyleD2A0UB1RWf18OKqMi66+K/G/JGcVrM/QKZyrWK0cs6wpguo92kbxXZEcbv+vy525t0E0NVBd6RzH5MrLpUK7/aiJO97a+Isx1r9dJ7yxLv/TNy7jhd/u9e0gZfPVKrUJPmb0NILCgWLury7bPvV7d5fZwu+Ij8Lb78A/5p/L1vqZjPrdy0z8/nI2Nt4JJHNWZdgCTTHV3lRXk3CiKAeab72DSXvavLNZYcz5e4Pj8zEI58yhRHIjR16uR3C3WM+7j/tluBtiDLFI5mBDR1Y1mSCLerqFKvgXZKgiVS2QEGcJv0dcBsxOQfZhS3HkBz8+LWfFI1Pd6+pBYtOj2rYQcOghZsXwIWXtHFLWyF/+Oon/ef6IdHw+ZeSHrdS3aJeMO9R0cwjLKDDN83swL4Sy782J4fouDEDICsGscdfs3Ze3eHhxtyeCKoT54xNVzmgazVm8J4m0VgBLL10697OnzGt1CdiGlUJEwXVDlJOHJ7/BzyzfsV1vwaEj6hgRUDlyN0vPaKArZp56d+8v4J7Xjht9S/gZiXQJn77gis58yfyZ7yMe7e9Luo2yXa2MXrGOCbWryG9upau8lB1f/1zb2GXP2cUwKrGRbsqF53zknLbOj8eYt3ZZOmK13PVbagMWK8pn2/VfS/xfsm/P7vlr7hl79xNdoYRqYaE3kmj/3/Ak9HQnXAsS0XCLRUD5pOKC1k+dVWx87j/2CTvS2VZ5KNuu+6+EW0G8QNlgIoWAYqty976xZ5GQpmlZ62nH8V2EsJsKOgclcERf5Z7FENog321LN2IEfPEkhGNs7Zg5rbKUt7MGg/fowYQWq5oEYSv8ragnrmV7fYHBPDk8jERs4Ghx5xZkhx6yb9g9N60lHhdu8bNLcdGXphi07CjkW1eewwsvVVCQH+O4qVuJx5Pn0Ax9PoHgzlEWiWgBeAR7KyEq4MN4rVr4dTdyEiEpVJSuAZu2jKRi0u55YvxC5nz1jZK7b3rctyBNMqZsTaN5Ujw+N7O16POzd1xO8oJYATywmqpD/9tgCfBXzJxRu1PaOtmKVRX+KoEsRBSjRpJykt9DsVXbcv/6Y9jbXWC/JvW12RGs2agUVh2r9vcl3cb/vltkVNx2j7AFXkFTC2XL/1RAcDQsrTHboqNrwpjl+Vt25MgE0YiOtBrvCEugJ445pyerLby31M9k13mfHd1AtblfLRKNEK7KPi8Xvnyq/Lmn/5RqOWVRRLIgtQggZ19n2TO/6+opPDsn54XnY6K7B5rvuTjVraBybJyQtSkqs/+8PFqtKKTzfK86H9kpXIuA8tfeoPWJPzAqFje1hqTi3o5Sfl2xPhXy60qaBvnWfrjS8Vr3DM0V7tf4bl/TZ2ixqgECLrgywbp1Ycr/F36vqlWRjyi9wCgEr32Sk9/Jmknkyxdd+0xOSEGWMrWaFOMLy+ee/1pr9PvPD5s4fk/EDlh8/dJqnv2zWYTRBvzhOXm3qUwI0S60ybZ0UnwXnSgM+J2kGcF1Ep95zvpIOpFjl3hvMveTaOODj0wrOH76Zi694FVycsyrn5DETawxJQR6lsSZ5yIya9FWCooM9wjygFusHyc7gavT3KZfwaH0ohY3IOeGhZD+jES6BAlND7J2rpjHXspjdv7ov48rX1v+xubLc3vizvfR/vzjnbGc9p6UJqQiFs8n+L0pxywRTTWWD+7KKlbz+9rzVmSj/y/mMZeSr+CwAXPiPL+Vg9qGyciJQCxu5OfReubplAAFty1JRhxPPgkO/XwZe/Yoc10951ejx8j9w9pYS3c3ZXtOnkyby62ge8KYxMcRL8ynfWoF+c0t5O70dvuSCtVcOOqTFLyxPtT5yNyvHHmjL/yZipgrBuuw2LLfaFDuvAyn56lzfyhGfiwuJuh4cud9mukt/tvX9BtarGps/C64qQf5Nu/d6x0/fZLOzhzDqky38VwUg6K3QkQfVIzPvujnpCHIEicUtwBc9tD0smUPTefvf1rCJ49ooasrwmknvst9Nzcw/iNt/Lt5NHc+8CnuXPafhJyh8iVEGkGFlQ/ahnnCdUdDCjBTJPZhfhZ7geHuwWXq7zrznPWRpTc3UFxkRvxCFoDZOL/n8pnnrGfu+W+Sm+ufD9/ekefNJ3ZhfW/ObkgtwAJJTrMtqlKicjPPWc83C5+kaFsH7ZFCNpR8gk1FKf6bbZif7Rbgj5gtPtO9EPnNKkijhJv2jIRkfm8660yLdDtwqdq5YjoOVLqXX03VLM6dOvfDw0rF0U/9g6JdHbSPLDQ+OGLssp69zVIRYghRYUUupR2xVJ6qx4rzkI3NLhZroHplV07u3fmxVIEMsKfI81AY8jGr5f0ik87zWzNQISsEihXl03TvJeycPaMDWDB52nmf3fA3Lu/pMY/f3Xvgt0/n03TeTCaUr1K1yZXS3U0Z0BQvKayApFuBReL8sP+oSbz1xs8pn3dP29j7nukkIJJpR6ifeR7Zh+c+HyX3Kyu6uWEjRT7eqgbeXNCwmOcbeRRVRRm1YlaaeaV+x+DAFVMdpOgCKw3gW/DkLXrZJi9ocBULJUSFYxuBlds+RT+JRHdVcY9r+wYwJ2i9e9+p952uvvHOz/H/6hXzdSEJUfAUlsR3oXo/dopEZ2cuP771RB598hO8/+FwcnIMOvar89dCfqY2nouU83N+7+VbK8I4JxQXdc92eLh6sPaXZXijyZ2YbUllFbnKdBEwbZFeGTnFFqxNVu/5XuGzzzYZNQtVUcJ51BsrfV+b2jyhX5j7q8u2j/vJb8ucU91WNFFa3LSaqkYU4/+7eAzZc50VZWxsvAsCGhW4CVUsZgqYlH2mO5LD4vQKrJzYF0jZubHF6tSFY9tLgSJnnqYYV8K7P/+WMyrbZAlvb968tawsP7aYLva3ewdRMkrw5h3zjVGPvcJ7D18V5s56bgPVD0SFUF786xxSLLpIuR6jriaRApbMDa0VjRs2UiGp3E8h3XapDu6MLuLFkhKWt7UhTftQkF6Pe0XhINBCveF7k63JPjqyqrFJJ09MesfpimzK7pjDRG9VF/fEOkNMqSdw5H1KT+J5uUm7wiee+Siz5/8Xh5fv5PnfPUDJ8C6+f8mL3HL3Z9jeOlz28kACCp5CFxZYeKYc3axaM4Wu7ghv/G0c7zY6siAC+hmkEa02kNyEOD7nVtW6nPfF+zsj8eLgmMoi5GkPBcClePNunekii2649pkK941ILjFyHtjIv372D6NnU0d5FNFILyqKLdRT7cFWOmlP0/cVUSFmTSrKL3PmmFZcfA8AO2fPSDcCXA7chSvnzwB2nZGwXvNNd3CnI0yHcsXBkhyD5PN+dvqJa1+YNsN9YxMWO3fRmfMMVopAFavj2GkRjm1PnkzFRz5fxvJTZ/LCtBmJNrPWTUCF6sA3trWx7O938NczCvjLU4K23QbDR0Uom/sxjnl3I2tdAjAvF754gsGVby0RL0aKWTf2Arpa9jNyBJzweVri5x3zkx9/81rbw/fVBqqPS/P9t+fl0W5Fb1MYYToIpORaW++//Jnn/YUqBHaMUvLaG3wdmNvWZh7/aazHf7YivEWVrGhX08dosaqxSeeiKRW2rqlm2YUo8ILnk8uaSA8IWZm/V/J+PLTsKGL8oWbxxd2/OY5duwt5bUMhT687nHO//A9ycw2mHPkBz6wLJ1bdUdTioi5pwdNN1z0VW7VmSjo2TQbmydNGdXPB7x73nLEDRXE66QMB0fKyTVtHUjHRuy7DgIj1jktHd0aApWwT+ERX/S4uqgKx8oQ7wLaFntmCDY/AU1d309PR7Sy28viOpoNqn018Tj4eiIGv7V8WuU3sc9q7mFC7ip2zZ/gZoatucs9yPyiAUU+8RrK3lPw7lqUjdE0qNQo2Sduipo5N4mpwJ6tfJNgGT2a9V2OlJThf3wqUkJxGrxiz/E/3X3/5Nxbn7KMUaP73b75j7JwzQ4DXsqugqQVDgKxP1MgRZs7B8R/r5PiP2Y/GMdiImGwOTl5Zb/D5w/fyuYtT3kDZ+9u3/EzxXsnJoS0W807xOzpYNQM13ebpK+VcmpuL8cWTvLnWO0aNWhGPR2K79+wIVcDpbhHrQHnOeuHPXuHssx4n6vQeeUrBXLRF1aBBi1UNkPZF0yNsFZFN94UoVPTWaUVkI0R0kfO1TsN9zAuHu9Vq4iTsFpBrnzqCs059m/IJu9nfGXwItHeEs3+Zde6b8V8vXtOTm2vkgxlFVWXZjD+0Lccae9gKWAFcIUT065h39lJHA5/X+pJGtNqtFjzR8msXncJ9tzRQVJgMrcTjSaHqIKiQSCnIMT0oZRfEZtffKa9/5gboTm2YFGYcgcj22f54bZaRCsf85hZQR3r9bnKl+ef5zSm7kEpAeParLTfMEpXz7jEiHV2+efEy7EYKPjZcBmYkOEWY2CkKjtfPApbj2PdGr1hH+WVLC3Lau+xzUEXlxfcYCLMoS9bJSjYBL+sSZbPRZf/k9mdNrNf1/6E7PyxsqD3PO/1dK2ZVncnwhsch5uiFlZMDp53CXuqNEZDwIl2E1TIXy/f17DMol21/9K5dLK/+es6IGx5mT2BNp4kkrzWG2WHPHc1WLe/7uEXQfqKa9cvcoiqkhZYmHOlEdjQaAMT4hVz4var2puC2nu4LUQ2Z9zCuwdsPvgdTpLqFagJ3D/vKSbu5Yu4rif+dguqSOa8yamQH04/eyhdn/BuAHTuH8dqGcSGGB4v+37MRW6jayKrgIRGxHIE0vuJLGaY4gNQWe71KPne3h/Vr1epsGYrkwm+ty3CMrSkSUY6vnG1iFtvEdrYJw/rZbhXxyb5zMHNW7yZ4X/Lsb7u3KkZxkFrRRIU4OirEb6NCbEdxUxMvMluxVrF6exWrDetnexWrZ1l2Xp5Wj9bjUiHaVZ5IT/E79j3fx87ZM2i89xLc20ozIq78nhuonm+3qLV+p6zXEe1NuUmSidFIR5eYcO1KAzziPAW/9qI2toeqLcbsae/1G9Vv0vna25ZQkdJqt1YsAR6cMhnxlTNTx/CVM2HaVPNG32GaX4HVMhfoAGqmTJZ/t+2jColPE+y/5rTgwVkUelu53E29MR/z5sF93mjPy5O3WZa0Y7XPizFMsb3IEpAyslvoWOv57Ow0CdX2NQHoyOoQJ6x3ahjrKmdl9rKHpuNo+ymbsvFciLIw5ek+ceWCtFI1gcx3VCUgz/zi2+x868bE//E4XFl3Op2d4SKrk4LtoYCUiKUsHzMMRcAiqwDHr0gnLUL6yJZiRsx8o7UrH53avOKRRyoTDyiK8jAjtfeTesNRBiwzti6cK8YvnIvaDcA5Nevdl8YZK9mWkr8YHzmenN1bpEMeclY0MgsqpwCLCvEZ4BlItN6U0b7j/M89jLfQrQy432yBKvefRRJ1jRfmG1t+OhPZeFxIo+o758xorptze6X0FeEiWb3xnZVF35RiNH9TqwCauiaVVhQ0e/WVGFfCZfM6jYKeLt9jSZb/2d0Dzz4PU3ymvV0tUQVQIQTL1m8kb8pk8/gNaHEqjTbm5bEYvCf9nrwcNpz6CYrZx//WXMSUW14kb0cIf1vvuz8LmE+9MZ9a4TnGFWkJ7qi0ATwFeNr2KjxXs+FH7GQRrkK7kSMoOuHzLJ4+OGZRDji0WB3CpOmd6lv8pKjkT2wK/wrxUII5gEUzz1lfkGZVvVE+YXeoAqZ4HP7xThn/UbGT/Z25vPz6BP76xnh+fPVzPHDbmlDbU+V9bm8tZF97fjbcAJyUK/7ua8J8nrKImV/hnCwynr95a8lyku0mF7j3mVDT5+Mc+YvbRPyUa+Gxq1NTAfIKobsjPYs1n2Vt5VIa9Lq+RGVBZYrLhEC8naRQrQKeBxqAkwDieTn7mn85r6P12yerjNEL8EmfkNlmRTq6an4953ZzeVNcNiIXl4E59E7P1TzLu3Tq0Yl9SSVMQufmS8S+9DjrKi+VWk11TSo1gJqC5haMnMgyy2MWMKv7m392QefqSdv/dPr/PX1KqZXjKTu4lNPebf7J6DKRaxjkB4lcSEQupe/XLrayt2sAXUV5vH7mZDZNm8g+igHYctOcliMuvbssqNCqw/FbVMcAAEk5SURBVJuWU5GwmZLke9fVg3O/KikhfuoXyHGJbgGcgrwIc5F7vzxmKmurzpQWU2Va6Fjuullg9x74wx8pe0yIWb0s6Dwo0dZVQ5h0bHHc1lXOPM9IhKYLv1dVrDD9t5H2dQ9jVxWG2V/9avzen68V7pxK1VS1tY1lzX/9xWWTJuwJTHdxWzTJbI8CtpfRa5D3ng5DwporW5HVLGDgJ9a2SSJfPlHaeBxyJi60/017n/FgRXc3PGLmru7eCiPHwwnfo2X695JWNOnsswE3cdkZdwb45GY2NVBdGRViFGYDBIC36wzjYwBRIaYCbwB0TJ5k/H3DLUE3J0YD1ZGgKK4Hb0ELOCy9rPegXGfIvu4gsSsKM1aJ2AeFNhz94AvxyovvjUQ6kqkADl9V+/OeFSsuWBxp7yzrmlTGtuu/1tL67ZMfxlFtfsIb6/jmH1caZbtbUyZ/7MYBbjoryvjhRfuNkR17pd+Rj+UUhcOgY7/XPqorksNz00+880vnPjNfZRVmd7pyvnbfqEKeuPqL9JDD//JpGjm8HZi38MzzFr/wZ8p271F3yBo5Aq6c73k4ZV/wpVaobBelrN+I8WgDHbj2vWOmsqzqzCwVU9WKxtuWUKG40UharWlCoyOrQ5t08nAS0yAS0VVxx0+fZP/+XD/R1Srk/c19I7Zh38iNtU/Hi4u6U+6SFV2rwMxRMgXCtoUv9vSIZc5cUsNITQWQFRKl0bY0Rdi37iykvSOX0tEdYaKo7ff+vOHhc7/81gVjRoVa3okg+RnWIPcjBTOvN+vHucI7VpBaMJYaybeinI50khUqf1cI5S6RLjXA0qO/StHRX0081o7XiiadfVY6NRzidX1N0LHvzBSURiyG/X2zEPu7MIb5Zqs0h4ziulF+xpKGAHMk6/G8XlER7vkc7GIpvzelGJ9UEO2cc8IvQVw+4bpVQuJPWw6utp4W1g1FYhsvTJvBC9NmiEevO58cI55YTtVkYEv9TJZ9Irb3ykfuykEm+s33IL2J7dhv/rbzXw2g4j9LWHrmt3hh2oyzvgTzURRx2oLTaRk1eXIH+yiKvcYxkUYON28Aas+DaTB9mrmMO9IIvkVl6Rw3foWYHp5+jrj7PQFFr7/JWVVvZE1E1uzewwrFcwdlfnxv0QVWQxs/uxk3iWIUP6GmoAszdzQlmdwSJRknrjsLeazqee9K5HmiOxN/jTNW5uYac4Emw8Bo3jzCuHPZcYGFRCF8R1uAdncB19jSDooKe5gz/6scdvxVfsIzVrvgT3+eN/u1uWVjOkrs4q+lNz/GzHPW+3wqKVRYEfG7MduHyngSU7yHoQuzeMkXWdGaz7jtiw6QYvRfBqYLwf5O72moszMnjLtEephi2VMMJLHOSmefDTOmgbg4BR37HwDvW39/LCrE2VEhhgPfsRcUcYMcSVtOB534t0iWxvZWUzXLUIgLw/ysPIUpliB2Iv1MJZGsTHMO0/nOzto5Z0bzxsa7eC3+MBsb70ppyyoZu+82Ig6hCqb4PvuMZAFRZ0WZHbXl2WNPGo5snzYjgrKCVg92/mtnfiIbxymwnev2nEfsGwQBfKv24cjttf+vuaH2PFOomt9j4ub16MlwxpdoswqkDL+issQ4asUsasV2aoVh/WyXFCnVoC4w9RRotbUpdU/2jtN6Y6WqEIwhmB/fH+jI6tAmdH6Ws/ipfMJu6YVEIeDsA9KdImBfrDJKXHd3L1Llg27ZNiKO96arDElELyKiS7D6UH/nOr+tw6YtI6lQ+452YkXjbqh5ZoVM2N9QI434OsmZN/u109wP+kSLVQj8i8zODrmeFpIRRmVEBtKLOls4LwKLcESA7eUX/+RJysZ0IATs2DksPr/2jEgId4n0GeeNcElIZ58NE9UZiIuT77FfZxhGVIg64B7ruQbZSow8pV1mC7DA8iANapFsUitm9eTnLP5aV6zMEAIhmRNuGVlqEC6qLf3cXRXhgTmHPikB6UTrKlCLJecMiBvpNvYWFsdLOvalnNPsQqg4gnPq70pdh8LH15EzrIrwJdi9Bw7Z1cL8NfeYuYHHVCfWYa87KkRc9VqLZNW7+dl7ZhymTWXHtLVGpSU4fce1YSPimedZ4fKULQOWpeQim80YVPsgJNsa26lHqvNb6nHaS+up7m4WMEgafgwFdGR1CGNNw3vuulX5c4ZRt9Iw6iojEZpkz7d35LW41jXb6u1eKlse84RQjuTuluADdjEOUVNzwynsa08NHrZ35BqTJuz5BkjvYBORHStCuwezm06o3Kaan51suLfnSBewC0son7BbepGaND7YGUC1jCqqmykREWds6T6+ed7r/KVhqTsCGsP6Hq3vf6WVzzwbRVQmjW5XNs6LgCd6sWrNFA45+odEJiw0GGeI0qP+3zdWrZni3nZ/nuRlESnV9oOiVwNycbIEl+fYd06n1xnGvcAszBzVrlhR/s6WuSe1dR86CoDY8GHExqQ0w2gHZjdQLRqoHutYV/AMjpWjmtsVKxNAxDA8J4WYiHT9+rRZvlGvqBCzrFxKz3lFCLpO+LwZtSM1wijFkb7gjuIuAatKKDx+5xVVxE66nxV07VeGs1tGpZxqA/etOsNYWVISPLNii/xh3V1c9PgDEWpFI7Uibv22I5nS71liGVWE2j/a/ix8MmrVdl0bTLuufMnr1ftgvVFJvRGxfqsizqmfZRaspySR6Uys1jQWOrI6xMnQcFwalRle3O2pyLbwi0I4i0btZcNUSKec7GRdq2p/djIrH53qWdZBuU9/eV9WPjpVGIbw65JVASzd157XOry427P9TZLOT27S6RqVKbKir6lHJtq9Alwg+y4ckXanbVQm43ZfUP32lVbXtlOiGmGLlNIu9nGRzvYlyw4KNwDw5mZGhZgVdVXfWxfOVbZwK/jX1qLSB/4EQNuJR8aJRHbgeC+KzzHMDI4nVUAAcSvC2j6qkPu+8M09L0yboTqWW2VFVTjOKx9eePLahfddehaOm2dpuNhnTNb/l5NeG+QgpELKikrb40h8J/mxmDRKaACrvvC1FoK/jxS++AUi7jatTtx5oyM69oK8jWqNECwzjOS51K+RgQL7s/CdclfZdTlykt2vDz2LKHOpwNtyOZ28dSWyXGVNZmg3AI0cWeW2oi1miIpom83AD93rVfi+htkxbbsslfhpwoyQhO0S5YusqCg3J97xyxsfL0x1AMjl8mvPbFu++hhfD9iQ7gGdQBvmBcoWQqHfj6qAyXI/aLEi40pkTgMhx20g+X4Dbh66gLm9EXeKKu52XFHFgw2F0NuPabx+4+tty/9a9Pp75eWX30fhxk0YQvCvZ69n70lHNTVQXRm0/sAbBEXFtgH8tv5sgKbf8I1y2TIWLceK81THetOrxn+rxIrye69idVpV5BmS/r5Xq/QkbqHeGOu07EIutDzr27CRCtvvs7AQMORuAD40UW9URoWYlZfH4u5uykaOgJNPIj5lsnSGVuZy4jyXxVG3TPZ1MqirSY7H9T57NW3vWpdq3zCoN/SM9ACgxepBTJb8T53r+iVmVyY/3LlMXcAeXJEoIaLbCRZlnZiiR3XBmU2IfK0w+Ak0QBaBDWVJpaiqly2qaivrS2zzQlmbU9sWanaQF67b0sw57huufYZJE3azedsI4//Vf1E4xt1y788bHp43+7UUGxgxfiGObai+M4+tWjoEWTZlut6BprfHqsqGSMWWH5/H+z/6GljWVOmN1rPtWSUlLG9rI8ctjvaNKuSR0z7Vsbn61Q3treK4yN79ka5Jpez8+md5v+Zc4sUJ0wLjWHEeKATEq8Z/qyL2yu/dZ18Ji6rlb6ItKWlG9QFfWy9LxEmfUwpW+fqk+Pi2ekWa2QnrMrzphO2Y09+QOuMwipCzuSq7LsvmqguY26etS9U3DDHgAt02tf/RYvUgJVv+p471CWA7puj086oOwsCM9ryIt7ORDNUFo8Uw6saGjNAGoopQ+hj+G8AcXH3EHcStZZTRhWygGvfefXktwz/aNRb89wUCiq0sOjG/73ywhX0DxUXJebyeHtE198qvGA8+Mi3o+5T69YbFJ1rWa9E1UGTjWLWKY1TH5AfxvJyPxIcPY99/fpQPrzyTPadPs5/rlcj380P95DE5PDOhctdLl/27iFhqm2KAvZ/5GP96fiFGfi5AkyVWVZFV1Q2Q8ntPx0tV8ng75gyBzEi+91F8RZTQ56bD37szdX0AwtVdiRM+T4tlMyULEqRGMk2hKmsW0QZc6hFztSJM8CGByubqrDMwpkxmTp+LRX+Bb54btWDtVw7Ik7cmK/jl5GTCYSRzxTYRwjJFgcCq2AcuJJmcriLi3NbMc9bT9H+/MOJbFpayTTReUP16W4bjSEFVPFQ2pkNl4dRsCQnVMSboO6Ga+LxkhWlY+ceO//32hTD2NwU4pvVNt4DUhLPcXCP/Jz98LkxUWFh2ZaEKGZz2ZkJEG3v2xlWN2A9ku5iMjtUqVs+qYnVjFavjXRPGSCu5MUXOoa93rZr95o5l7e/8odYpVLNRHOYZe3cPPPUcsdzu2OyXLn73HYdQrXrzg6X3tnz7ZACG/++/GHvHk85x+BXGpGPTByiL0O5SbOMux3It1mOXW79Tirqykm5idm9yFwZBplaAzvXBnNfeoEVSwFTU8DgPI3//a1OKrsyIqowihYhLKxXLbddl21xNmYysVWr2qU8UR8mK03pzndRkiBarBy8Z+58qmOP4+yOYUQf75O5r1ihBAIvsynQr0iZ1KMC8GM0Dmmad+6Zx3y0NRvnEPUIIs4LzV7c0FMw+903ZCSdMxDVxgVcVPQlXDMbhR7s2QHD1Za5czPph1ZopzPvB2Qlf2b378lrweosq9wWJo0QgGbgFuHH69CpxRBwTFbvrL9tWEu8xulyLZkN0DSRpH6vuSvfNN87OiRV6gpeJzyWMe0CGSMfY1kYkuogngOOsh96uM4zHHjnkokv2fvqIa+3lyn71bLc9Dnd1day4oKXxvkvbXzX++0HM3HR3CVEXru/dKeCrWN2D2UENzMYDlQ1Uz7e3MfrBdcbREy+NTRfnFR4rzjvrWHFeDeZ5zq52t5tgFDle39dCKm1R7qHeWPnYE+yTFFwVvf4mZ+HdD+wIsrMyXqUdchROAmlz9GSzs1VdjfnbSh3pv5tOU7D2vSerJhRarB689P6kZ2GJhmsdDxVgntxqLKG5Ju3Ryas93Yb1ncBarOmtG2ufjhcV9qSIwNxcI/+GmmdkwlAgEV8zz1nPey/fSmzzQhpfvjViR2ZlEUpVBo0lyuZiVtL3dQGHjFzMxggtYArWw46/qiVn4sLZwz/aNVZSKKfcFyS5kiqj6+SLFMJe8bjKVidM9MITtdvy4O6C9Rdv3UP2RddAksmxmvLZ7Jw9g6all9A1YUwMhY1OA9UrLcEVyaLw8hu7tItW5bx7nrT/LnxrS86x4rxH7P/rDGNlnWFUvmr895w39v6mqPXbJztFozsfMuUIlVhV5SBpPNBA9cryi+5eW3nxPeRv2ZEjHMuU/urZxWR3Ripd0rFV80N9A+SO6sJZpNcOWmb3FHjecGBHr+U3nWajgKwI4hBk7Tqp6R3auurgJbTVRwgWkXrhwVrvIsvW56sZrFNYlejOQhL3tHkuZhQgH0DV5WrCuD1+N2VNKNrMVkzazV03PF7S3Z0jtc4qLupibGmHZ4WWKAssrupjStPI/ZTtCwBjSM0brsC8QegitZo/JWe15oZTPDmrnV05PbU/O9kWBzZ2XuyDyEV9UPRC+vymZbtLm++/0tfl4AAjk2PV89nsnD2DnbNnRPo5d9dv7HYXrUOxumgBz+HoooUZUBkNbHOtV5Ya4cb2Q7bPH36vSdgSVbF61uQ/vnl5pKPLvU8Wjfvxb4tarTQFF30WaYsKcTRQB5yIWcC6E+i2/la7Aaiq42vFrBEjYI+kgClWXNBqFZ45XB169d6KMG/a08G++UgZGsmiLXdr3wepFZ+l3pif8SjVZPM6qekFOrJ6kJJuwwAVVuRNVYBjt04szHCYzungxXhvrnJwiCZVRG/r+yWq6J3d0aQFVJ2ZehJtZq0IJTkTF3LY8Vex4Edf9kRbHY0DBprQd/6OfcEd/ZC5DxRgujc495sLMSPJTYCxas2UppWPTrnT/n/vvryWi753dmzlo1OdF38DWGZtO9PoxUER9cjwWB0Un42fMXqdWd1b51i8AbNA59uu1XTjJayAKlf87bfsovzNO6QzIvmblAHCVkd6QaNPi9W0iArxGeBl4L8wBVw+ZprVSOAl4GM+QlVlar/oiych8lxn09xcaL7rIk/b7I78AlUeeBvJmRE7Yi+jjN7bB75lTcvLbjjMOoe+iLDWS/ffdmCFowWs+6cx6+PQ6MjqwYyzYYA93StE9EFCWuM4cgaVmyBcdNHPL9WOeASe7MyI3mNuwdn+5HNHqKp21+K4a04311IWbZVYT3WSpt2Ugg7SE/1p3flbNlWhPmfMqK0scpnYX4Rg1sVXV51l/Tsab1RcYE4vzifz6MVBE/XIoLlHDV43jU4G4LPxM0avM4x7o0K0AdcAR2KeC34PnIsZcd0L7JC81K+5hHu5sK9JGNZ3lZdS0OQVpvGiApklXRfmjZ197NhpBWQhleJ2ksd9FfA8cCumoP8MZhT6Fsnr/Iryym3rMKcbwMknwXUXnOg+VxXde+bc9gWP3t2O9zhLrfpX2z35kWLz5VpfHbDQ+u/X1m/VDYcgTcP+QLyR6TlWZLoR//NkVop6NalosaqRWePYEU0CBGvQVFyYyH07sMDP05OQURRbJN5Y+3R8wrg9kU1bRnL9zSfFlq8+5uuYJ/zUE6Nr/Jl0lFq1ZorKF9WmDXOqszd+jpCeUG3J0C83bLQqIQBk/p/WU879SeV6UA6Zd6zqbaergwD3sTQQ+dMp+Bjar3Is8zHgUuvf5+sMQ+ZkoEpdceK+cfF7jXPZ5i31MysqLr6HnPZk2mS8MN/I2ddpu2g434Os8UgircBnfL5EhRiFqwDNevwOktHnbyIXq35Fec1AxdGTU5sBxESENbVfp2VUKctPnckL02YA8MxxJ5cuePTuOaS+Z7NWoFYkghvWYzI7Kz8iUpP9WpEHXGL9tw+4z/rb74Yje6kYXuuqZCcvdzMCc3mZsNZkES1WNZB5a7lMTw4potEhLvxORG2Y0QtfLPEYJymUSxyvy8G6KFlCJ6WtoSwyu689t7fT+qWW3+ssstSgIIB2YEHQQgqRGSZalbioq25y8DZ+UJEQvRm2Bc74dYOSNLrGhWAR3i5h+WQ7+pQGEs/VCuBXUSGOBW7EjKIei2kTZRdAyoSYqlXpWsxovbSLluQ19nnCvWyNiMXvjxcWFEQssdozptjYde7xdy257xl7mcR6LW9fGb0VT9ICNBdHRYUYVmcY+12Pq45l+1j3iPYc657gkF0tzF9zD4AtWJutiKf5nlVCLjO7QlVaSjUwzvp7OfXGLuvvGtQ57tlMcQl/TVQLa00W0WJVA5nbWIWdinPSjjrfTnUiEiS7VYWZUvfbr50nnJTxu6f12zvyWq6oOaNg1ZopgSLZB2e/+7sJIbjTxE6hCB1Z9BGZsnQJJzFSvzvVCT2MUB2S0/UZs00hALYJVII1oMVptq3pwm7XD9n+Mgz4nvXjpq7OMJ5Xrczapnu7vkU2itekcKw4DyMnIkQsqUFzd3d0j/3Vsy+6ZUhAbqqkWCmttIDeFKCpU2TMqWxIFe0psx/Duru44KlVvDBthuw47c1x78QvLeW71m8DuCPxqDn2z2J63LqLNbN5Pknn+HEK6ziwg1rhTWvQ9ApdYKWBzIsxZDYqfvgWhgSIrFLCNQkIg33CWTvr3DcN26rqvZdvBUgUUZUcUTtq+epjhodYXxsOT1Yf3NZbvcXATKGoNIy6iPV7pdsoX4joEuf/mMVqsouN7bEoqyJpBy5wfUfpCp8U2yS/71vyHvrSnmYw4BfJ8SCxYUqxX6KPCqxCbNcPv/3lA8xCqp3A/wBfrjOMn/RmrL1gkYjFU6LS1v+y72IR6o5XI8jscwKgroaZp5+Ks4IzfAGavDAo2XUptUmAVAeM3dUCctu3bE23t0nFXK34FHC89d9T1BtvpTxvVv3PQfXeskM6x893HX+X4C1o02QBHVnVQIaFKpKcQeh9z/dW5Mnrra6CML/2kUE0CxGdNeerb1x0902PC3va3+5ABYkoay6mCA3azjCfZUoVfzvJpD2tAdzlFnyKqKkzj8wvEl4B4EhbsL9Xuxr4QasIy47ephNZbwdewCyiGQfcLET0i0CdYdRtCvEewuRQH8ikGwkNmqbsq+KzTFOGQL2/+LcK7X/S+S78Cn7caRjm55Qa1ZRH4Kyp9uM/RVFREbz4EmxvgYhgZ3cPDxFcgEbK1L0/0u9FmK12Za9XfY9xzMYM7vetQnU+dIo/ue1V+PeWKeGOn1Rh7abXecuaJDqyqumVjZWry9Qc1FG53l4ky1wRtkwjRPZYFv3kh88VeK2qEh2obFLauSrIQy02dwgRvU2IaJPPMum+lxZgjmHUyaY8ZWIiHZYKEZ1lf694O/Y47cTCRNYNzPe3Czgd8wKdjylY5wIvCxF1X/jSijIOEdKNhPoKqv7uSOXzuBPZ/jIY00HS+S7SOnZPeGOdbecns5QiKsSsqBCN0UWsuG0JRRs2wtFHwSXfhut+CDXXsAe4DdO+CtQFaOEwt1ssecbve1Ed93aU1tl+9k7UjT/iHmP/WvER4Dzr+beBJxWvTY6/LxoEBEWmk3zX/VIXutNVltCRVQ2QnUIVw6hbyTbB3n15i4sKu8s2bRlJ9NYTW5Y9NH1BGhEx1d02JIXSZ5GfYINowlFclYZV1TxMoZRJRf8Y/Aue7IvCctRV805mB3yWvT05FgEr7AgqPsLRMOoqrci639gFMApzShTgJsximtmYtjzjMItovhbiPQzlE3+6kVC/AhogXH5mBgRuV0WdYayMCm9UUeoTmiUyzK9N57sI40qQ4Fv/syIuWbYIWGR9Nol17d4DDY/D1m3w+c9Cfj5s3UY58DsCCtBC4S2UsmkBFiim6O3PU+VOYmoKZ4V/rXhRsR37nJGstIePkozM3k69qk+gdPzOiv3e71PeojK3+8EzJIV1D3I9NaQ8nwcSHVnVZA+rSGR4cXdZJGJ2gLr/Fw1FxtaF6awl6OAuwkyud6cKBEUXWuycTns7IduCtjmijE0B25BhR1NvwhTiLziecxrj3x1yfZ8NeD7syTHo87KLrnyFozX2oPOILVQ7gR8ZRt0Ow6i7A/i39fhXhIiOdiw/KAzt+5VxikiO2g1goKKUvttNRAaFiFu/UyJddrvUOsOIWL/7WqimnV/r18jAvawrgq3khDfW8aubLjNK9+zws3Hz3Bj2xOClv8LNi2HRz+GBBxGAbTjlW4AWAtUszD4foer8PFWknpu9UUpZpNWeObEty/YAD/gNHvWN9PKs5oqqGizAEpLCegUHxqzBAYsWq5qsIER01uatJcvp/fRtmKll2YnS3pe9/U9NSlxFOmtrf3ayEaIDVb7jdWsDxuXHjzCnwY9zPCaAuda0+3xgfYj1XBrwfA3entoywhz7RahFrdtsPQy5wL8chV67HI8f41gutBDzLcQqE7MoE42Uibj1e3AXO4wzVjLOqGScEbF+K4VcH07z++K3XYc1VcpF3S1Y+wzXlPAprzyrKiRcXsVqw/p5RbaqdER1A9UrG6iuRCFYT3hjHd959B5j7O5W4aPwmvGZOSguhkgEcnLYR/YK0LKRJx2OEAVd1nbtqvr7qTf2BqxVNc4cslvcpBLF51p/78F0oQiTNqDJEJ0GoMkISQHOiPGHtvmav4fBVbSViS3WaGAL3shrok+4Nfa5Kx+dKgxDBHWgKsDs7AVmjmWmfI2A4hTDqJsqRHQJpiBVfZY5ltDzs6pyT511Yx7rmRSk2Tm7flOiNXi7JcnIIfmdVgATHc8dYv8R1uzftxCrdCGy5ygT0DI0LiB9NM3fm+32pviqd0imhC9Zez/duXkJc3sHYdJtMkGaPnDF7+9tL+jp8ut4lMijR3LOGzkCrjSz09XT8xJcKRB2kWQpiXSItFM6wp7HlT1pHeuXb9dtuO/tIuUsRvMr8MzmfucniiEprAfkeDxY0JFVTdo4RIIdQSkD8n06PaU1fWuJkkyimC2GUdeFOu+13Bp7IgK8as2UhFXVYcdfpepGJZ2iS5PAKXUAw6ibbxh1uaiLEsAVuXJFjBfjFY1+BWBBNOOdwivEFPCzrDGvxLQVawGYec56bDuw3933kN+6laLBWbjnSt9w4ieODsYirV5RxepZvexvP5C5xp7v2/YKldBb6zspqqhzYVenXx6+MwLnmVHIzYVTTkr8W0bIiKEkBaIMV5Hk/xx38lr39gjOkw6iE1mOvjPqbdYbuG38ZJX28un35PsPmoXL1n6net9N1BuCeuOqLG1H44MWq5oUQvpbSoVbzQ2n4J5WJ/O8HdV0t4H6YmNXyKpOLq2YJ790Iyu+U3QhKSI9N4CwOawJAWZ9V34RnHTpJBnRrMFMschBIpQtcTn23p833Ln05gYqJ+0mEoFpR30QdlsfZjA+P3F0MBZpZUwv/VNt+izXOISQln6vZbukQb4HZQ9mAzsloIHqiPV7Jf5ip9KOFLpzZUtKiFWdkdoSlfA3XEE310V3nnup7ascdupaJg67SK3+v1Blw0WqcBau18m263/DmcyFVd3YZyvHfaDywzUOdBqAJkEa/pbSC4O7A9TW90tiE8e3zWOcsVJI2nsGVLX7VZersCOKsuk4+04+3eiogc8UXRYwkESRDaNuvjUVbqcE2C1qZe/f/j78LmLOFrRhHgeruMyx7sAp3i9/4e1Li4t6EgscVr6T0tHttO70/dh7gNf9FlAQNI2ZUdX6QUo2pvCl0+D08qLuENIp56UqVuPI0ZXuC535Bc4ObwL4K3A98I3ejMk1tiC3gdCfiyVY7Qr03rRxDbdMOn6l3s5XYbs0yfatfMxCrrG+4wt6PDmmvvAUdm8j3fetySI6sqpx4nsna0dd8RGMjmn19knHff8Ch1BdRmrUZllAVyK/aXAV3Q5RXEhqBPZm/G2xVMQxp9bL6Zvpw0SRlfsJOyXAMOqElRqgjFxZr/cT00+n+Tikfl6hIpXuvGUh4JvnveGzCQB+bxh1O4MWkuAX8dDRkPTodSQ6nSr6NAmT0iH9vgu7OhcAp2LerO4GvtLLsSQIHY0O79nppjeR6mwtk4qzUMoRFQ6gN+28gx/P/PMNT2bvW5NFdGRV40R5UpFEXd04uzC1YLYBtQ/oxXi7muST6ucJqXeuzwCnpTn+HMUYY5h+hHOQCzpbhMpEeA7ZnVqXETaCpYrQrLUeV9ECfFzx3Met52Xv0V3xHxiptKLpKYL1+qv+xO//5+O82yi9V3gf+L5ibL74F2LVQZkkGjJEiqv6gIz9U52kRAazRzoRNkn0a/WzmF3mFjRQva2K1ZVZGlf4aHRmHZf8I7L+xUey1zrpzxs3dcerWjErIO0gXMS07ztaaQYYYfh47moOLqyoqbQdovVbFblztwttx9EBS4ho0E7WZa3DWRjUjhn5Hxbw2jC0G0ZdsUJwt2PelYPplTdQGFYXMF9k6RT4pyjY7+9B1D3M5+D9XOzvzN4GkmVSvmeApTcfu2TWuRuucHYG29eexwXfPYdHnjjKXt84zPzhPwDXu9utavofyVQ7WN9vA9UrqRWN+EfumzyV3Nkbm2rbTZZllN9rT8GcPfgXcD7mfj0eeNxa5O+YDSqaG6iWty1Vr1vVitlooDo7s5YqQSo39DePdUv8BbsB9K3Nmes9qIRzypgVr83O9Hs216Xpd7RYHUCEiI7BzJ+y+zzbF3BPv/SA9aSbD+q3HpWYU4kdFU1Wh6NZDKAIHFu6j88e12Ss+cPDEfD/rHzEen8Qs6b6vWyTnGQtD84Qn+9sKwLZiOKC7/ie7G2A5ObD+jtwP/vmeefsif7g+RKJHViT1VxBMwjxzb8MFqsbqTeO7sNxqYW0fHn7fbQAfnmRNnMbqH4gzXE1kqGI7jXq76PPbhp6hSkUVZ3u+n7MIcS9ZnCjxeoAIUR0JPAS8AnJ09uAzxhGXWDHJD+B2QvB6hEkGQg5wzDqIv0sAI2iwi7R3ZND6eh2Tj/pHX589XOUjmlnfu0ZLcsemp6IKsg+G8vj9Ip+GqsbeWR1m/okK8YvBH9/04Q4DLufBInaMG8k2/ukZpBSK+qAhdZ/V1Nv3NxXmwrbNlUhbMOQiVhNS0RnFbP4Sj5T4mx1OpgYyDGrxb2zAE9HWwcxOmd14LgeuVAFeb90Fdmo4k1giQnZ61T5Q8NQV5lD76yC2oDhhIvoGsBdb/1pyeXlE/d4lr/+qj+VLXtoOqgdDgDO6sVYe4uq8jeouEQlVG0XA/OfkEb7ZKHQJo1taQ5UakUecIn13z7gvr7cXBoNEGTHC5h567KoXlcD1Z5jKIw4bqB6ZRWrCVquj8hKjnE/039j9k75q85ftv8sJH1c0YJ18KHFah/iE6UUwDcDXv4VIaKjQ1RJ94ufpEqAoPYstAVsK8EFSrKc1U7rf7fwdOfH2jxlGHXzja0LL5dtoHzCbue/KjEf5jNTbd8P1YXSSULwO/eb2GZERB5zCByrI73BvR/O8RGOWbmg+Nz0aIYG1SRbYy6n3tg1gGNxEtRtyI278DOsVRYwcF3E6CObsD6mf8Ys6WZGeCeXjAM9mr5Fi9U+ws+zFHP6P8hGye6X/mzAchmLi3RzXWUCxKrmz2T79pSQs4DHOZZi5CJXJRQ/bo5H/nlIumvJLmp+7fvi1k+6x0w7pm3XXPynJpvBu980bxlJ5aTdyuV9xitdH8n98BvAkbhypTkwL4Ka/ue71m8DuCOTFYSd2g9DVJiRtOkC0VVexpb6meycndJmVeUnLEu1yupsVZ9wIHp/9t+YZd+fIHygQTcOGYQMztyWoYHfCe8j3sWlHBJimYz8JCUtU2WtO32xli2WPNXl2L5KlAtnK013e02f16koFyI668LvVRW7u2jta8+j5oZTVON3UmONXUaEcEL1Tlx+f4ZRNx//TiuQbAyQst8EdAWrwdu2EFI/f9V+eDrmSTkfM0I2F3gZ+AsSz0I9ha9JUCs+BRxv/fcU9cZb6a4iSx2zgIRQXQpUCAMKmlqouPgeRq9Y51wsjtl8wonzOHFyYHQ/O5C8P+12q8mZuDl9OGa/78l5XpO2N8O21NIMKrRY7TvCnvDcuYppmeFbIiITcRGUC+mLQ+zKop/OKZdWyfPmKtTtXCH9PKZWYOmyh6aXzfvB2TRuGkk8Do2bRjLvB2cnums5t4/p/+qmNxWHTZaRv6envfXb73iz82VT9o9Va6bgfD979+W1APMYZ6y01nkhqSfdFmCu4/v3O3HfhHlTYEfJxgG3uG8ctFDVuPiu42/ZMRSGXp1/gtaV097FhNpVzody8aYCqI71Pmsbe1Dibbdq54b2lSBUf39OcQ8L8AZ6wPbr1oJ1UKHTAPoOv+l5Z8P0LZiC1Z4WaQWmW899GGZDGeYH9jZ6oCpkADPXNMyUmV+xk2w6WoV90SkCU+BJxKmMMiGis1wtRVUFS0GEmSr3SzMoV3UHc72fIgCXicc+HP6Jrs9StU0D+JFh1HUBdwgRvRI4nPC50kOKKlaXYHpuTrQeerWB6uMGcEgDj1Wksn4j5U8/R7ytjcjw4Wy+aj7jrDzqt4EnM1x7NqOX0tfkN3vuk93Hluo8pVNhXNhpFjim79PoTNbfaRWq72+tFd111lzMQ26pNbjSPjRarPYhsgPGwDxQngX2Yla6lwGjLNGAENF3rWVT+qVny0vVgW+ua4jtBV1UKizxFTSdLz0pOAq6wni03gVIC6ss/AqcnNvOdJrPAJaF+D7sgjRV3lQYi68i4DdCRGWfi0z8q0T/Jnufs/gbplgNmys91LiBpFDVWNGwDRspWvsEdPeYx8/0aUxyFPzdTn3G3ofZrAyXrqurPFQmkeeYH+Aq/6zT29xgR5pFSt5759VicUG+b/Gs7Z/av2kV8tzYtaTWDZjRXVOsqma8Blfax0GOTgPoIyTT83Zytz0NYndmKgR+IkR0tBDR72AKBnD0S89GfqkEZa5ryO2FuaiE9VeVnhSsz1CVV2TTYuWEqqyfYsAFIbetSlmw6UQ+dSgIYXtlvZ+7JOtI12HA77hNmUqV7Ic27sISZxXXIWDud1aqRlyVshFmmcFOFas/DVyGGaHWmCwCip55HrqtTM9IBI47xvy7sxMDeKAX688o1z7sumJF+WypnxnmtdLzWAPVKxuormygOmL9PpCFam9zg6WR0f37GR3wujbrd/+nVbjzec3zsyq6q9M+DgC0WO1D7Nw/zJ3eLUZyAbsn5TXADuB26//3ge/bQgAzupit/K7E2DBFjFMM2id81bTNcluUAP8kXH5nGBGmEpphsMMnqn05B//orDOSPCpgW/ehfj+h7sItYX0XydzkmM86MyVlLI798HM+r0kZQ5gblj66iepXqlidh/keIsB1AzycwUQ5wO49yQeO/ASUlJh/v/4mgnpjb6Yrt8SfJ9feKQqjQsyKCtEYFSJu/ZbuV9Z0dMq6mu65xHC5AaQwesU6JpdfZkwX55X7rXsIkI3cYOm57bYlRKg3RMpPskkEwK+t39m8MckUv+juYBifJgCdBtA/qA6UXEyBeg6ufunADIJzNrMxTeFcf5m1zULFsvZUegXZ7Urld9MUNJfX7Pid7picJ6RF+B8PTfhHT0PdhVtCbi7JzzKHzLxb/Tdj3lC4UzecudKjXK8Z4fj7Q8zOWEF5ZoPf4ieYa4DJwCPAGuDWAR3N4KEZqBg5IilYN/7d/LFo+nQvN+DnUSqbejZyIsu+9cAVd+/41kmWZKYFWNBA9UpLsCbW5dMKNTb6wXWRyovvIdLRZR9zFcDSqBCkkYd5oJCNKfhwKRuqRhGDw2ZL/R4Gx/g0AWix2j8oDxTDqFuAWZWYguVfGlRc1NtpCpXYCGNiny7twHbkn8Nmn9f5idBOkmIznYIssC50Iavm7fWrGiBA0noqiN56AIbF6etrb7ecpN/kR4WI5jvyVo+yftu50mEucgeGxY+CKlYfgRlN3Q3MJ/PiuqFIDbD0lJMoeuyJZCqARX9EnTzHiYjF88cv/O/8Hd86yX6oDLhfZtaPushm3uHfuGMR3nPKgXaTFZZs5AaHLThTN4qoN5Q3Jv2E/3sY+PFpAtBpAP1DJtMMQRf8bFwwVNuIILf0CIMqNeAd5J8DmNWYKlSvAYe488nNVCKpmg9a1m+ZsK1agzwAVcQwPVxlvqoqijCthZxT9fYxH5QrHSaP60DP9boHM3f8mgaqtw30YAYV5sV73tGTaTrrDIySEmI4puv7IQIZtsLfruhPISDN4IC+yUqTXk9xy9IskO8DvW4U0WfUy9+Djp4eOAgj42JOTTqkW81vTeOqIopNQa8POY448ghqE+bJLGg5GQbJXswfYHZIAlhnGHUnOLbvfG8zDaPuoYAxy+xFwPQ2rXQt30i4lIDZrpakqtzWOPAN62/VMoZh1AXe/PmMrckw6iqFiNqdvaTrt8a5mKS/bQtmZN7PZSAs7wOfNoy6JknnK7AiU67PzHeZwUoVq08Bngb+BZyPud+OBx63Fvk7MBtobqB6x4AMchCTze5TMqJCNCI5TjorytjYeJf7YaOB6tCBF9W6gaY6w6gMP8oDg8DvqjbFlsq+G0hY4YUSdGajiP+z/vsj9caXsjV+jQa0WB20WEJgGam9q7twGL5nIIBl4sKNR2yEfJ2NgdV7XojoZ4AXrcfXGUbdCY51PogpBgBmYkb8lO8lSMS53qdqWTcxa7u2595nMS2wZK9tx7wzdwpFJx7RLCNI4AWJWZ/1ql7nRzOuXGnDqNvkGqvv/tUHlmp9huui3QKMDfGyuQ1UP9CX4zrQcFSYe/bhbAlWSc4qsaJ8mu69xN1GFSDWQHXolDbZurHGPwRzVv2plX4WTszzXpBgrRW/AeZY/51JvfEE9P1NjebgQeesDm5kFkeAb893mcG+jSoPNkW0uV/v8Dx1nnT+CZwmWZcgmfsVtqBnMnBVwHtJJ/cqbLGVs2DsfpJWKzLsnLYFKPxzFUVNKSg+S+drZLlVnUCxJcJVgnAtcIVkk21AieTxUOI6iAwbUvQ7EoEVRqhq5PR5YV2dYayMimTRS6y4oLXpnovLFBX+aaWzuddN+ib3Q4mg2ojU7zU1Cmvf5D8DnGctn2gUITnmbNssWY7xgUOtMjJvY/vLarKIFquDl0V4Cz6cHVcyuWAoc1T9prBV0TOfCKYt3MIW9FygeC/LHYI1bJI/imWDKCC4wKZcIjYh+RmEuWHwFXiO9TsjuM6xqbahypntxBTlYT63BBneDA1mVBflpgaqKwGqWF0JvGc9rjtYqemXnE9Jhf925LMaaedIu9d9EBPmO6uwBJrKWP8JkjOAzkYRfX5TM0jxC3poMkQXWA1egi4ImVww0i6ICfDS9LtIhC7oQd05KAd4UIjoEkkBVROK3EjXstmk2V6/j3+uLbJ7a5IfJtrhRPW9lxLyc3Phd6E5EDmYimr6moEqrJP1cs9GoenBTNjvrAIzRUp2TjjX+nsPqY0ihuYxZzYbCOMvq8kiOrLKoM27C5r2zsSSJJ3opI2faJGtz8+C6Rrrx+Z94PvAcainVQRwuRDRF9OZcraXFSKaraRs2eekOuk60wsyiUYGTc3Jtu1nj5ZJFGmoXWgCj5cGqhvJfoOGoUgm55FeM9TaoA4S0pmFUh0b9vnuflejiGy21B28qPxlNVnloI+sDuIuPEGWI2lbkqQTnXSgFC2K9fnRjNm1633MO/D/xOyqVBzwOjsPtr9JseuRfE5hTrqB0UghomOEiN4mRLRJiGgn4fJt3dvutUVNwPqDHh/sZPvzOWgJ032qL7c9FNqgDhq8lk4tBLe4dtNkRRivcj1+sBxzan9ZTdY46N0AMq2+7g+CIr79ERFO9/PxWT7hEuBYNi2XgTDWUJLxqPLcgvC4IkjWHXb8yrELER0JvAR8ordjy+b+cCDbUqnQlckaTUjURUTumTNft4CD4pirFS8Bx2N+NkdRb7w1wCMakmixmoYlks86BmMaQVZIV7RYy6s8P1MEbppCMq2bB9d3gmI8Tpz+sKFvDCS+p2mNXYjoLcD3rH9vAm4EHgVOcC1qH6j9tn9J3vNazEKuIbefazQaB3JLq3ZMO8WUc8BBbayv/WX7DS1WexlZHYoRKDcBQi0dl4DEDUCACb+btD7PNCO2Nn6CUrY+A7jLMOrmB3ic+gl7gdmCttRabjTwNb9tpaxgm8RGZlzfXDgOhv1coxmUDJRVksym6mAWpjIU/rKa7KMLrHpfLDDk7TlkBTp+1kaES6wPm4MaI31BFKZAyUkmRWaJwi/8i478xn4YplAFeMcw6rqEiKq2dRZm/3qTbZ7Ih2kjs03QR4J1yO/nGs0BSvpWSWGEaL229/KlVnwEib+spm846MVqCJP2IIZa1XRY0nUJcAvCsJ9PJIPIXTqffRgxrFqfXfilEudNAev9iOPv3QHbcj/e3+LxYN3PNZqBRRY1rRV1JO2S0rNK8k7xmze6tQIdOVUgb4bwUeT+spo+4KAXq9DrLjwHhz2HF1+XgBA3AGG7TGXyOarWLS0OCFFE5Uc55jRQtqx8wu5P/S0eD9b9XKMZXPTeKknPkqSDStyb7c/B6y+r6QO0WO09A+I56EaI6BjgekyD5kNJ9nuvc/Z7l7wuU8cBX/HidwNgrTPIrgoy/xxV34mnOCCkOb5fcVZrL6Lzsna0srHvx/s59Ld4HBT7uUZzoNEHFfG9tUrSsyTpoRL39mNuf1lNH3DQF1hlg4F2AwiwP9oGfMYw6jweqEFFM37PW3+nXXAjRHQJZieUMObrs3tpvdTr78SnWMymC5ibZvGXc1ylwHCgAxhl5a3Owpzas28mLzaMuqUpK/LmrIL93YwzlMVvYcaYxti1G4BG44MlVKXHacaCtbdWSeqCLd3TXkatUBYMU28c9F71/YWOrGaBXqYRZIPrSQpV2/5oNnA75h34LZhV5m6CpoOUzxtGXWW60URL7IQVqk3Waxqt9ccxm1iEEklZ/E6C0hXycUyf+Qk6RVFaj/W33Y72Z5gC1j42f+cRqmAWUW0TuLflEKrS4rfeiMtBsJ9rNAca2Z1yN62Sjrf+eypDT8/+nSU58F0FdArUIEBHVg9wZPZHhlHXZT33LnA4piC6HKglNUFc5YcKpthVPd/XBv32lP1c5FX9/WaZFNIGyzCMukiISHUj8pNeN5Anefx94NOyqLhinPYFIU6yBaKTAW90odEcTFSxWhmVa6A6/ahctqyS+ktAqv1alY0EBh1D4T0MAXRkdRCR4TSrx/7I8dzfMMVqLmaUdZj1uJ0g3opaPPo93+qIeIYap/XegoSqbcxfg7/9VJ8UA/j4xmI9roqw2nfYQVEUVU6Y/f2cgxkJt/ONrzeMuk0h84qdJ1OZUMVn+xqNpm/IXlQuQ6ukqPAK0zqj32ypDvxirnpjJbWSWSwtVPsVLVYHCb2YupXZH8n+H+Z6rgjz7rAduSgswrR1clfQdwIjSArPsONc5POcTbMd+RMi+mDAslkVXiE+f78cXnv6LKhwQXnhMoy6BcCCDMYF4X1l077J0Gg0vSKzKfcsWSVZQtVz/ogKgSVY+5qhUcylPWcHHJ0cPHjwuwPNlKDc0FKSxVIySlzrMDALivJdyxUBy4WIxoWINirsnsKcnMohlF0UgBGwvXRRff6LrW3EMduqxhzPt5CajqCKltiP12BeqJwEXbjC7BdhPlv7JqMC8zu1RW82PjuNRiPBKqKah5mDb1i//YurktPOKccqcJW1RDpWSX1xXUmHoHOiRhMKLVYHD5negcrsj2xGBLy22RJagTmRFgJTwMrIwV8EhTk52cssJlhoRxzbW5YF0aX6nMtIXjTKSH3/7ouArxi1PmvPhSvDhgTOx4M+2xjqm4z+umhpNAclDVSvbKC6soHqiPU7jF2eTGCOsv5OxyppoCObmdygazQetFgdPIS+AxUiOssR7XsWsE9cHxUi6hQkR1m/Y/ifMGQnlN4gE0FhtlFsWVuFKcJyko8pcHtDJnf6Ke8zjBg1jLqVhlFXaRh1EUfKQ6NPlDjMfhH02eagvsmoECLaKUR0qxDR+4WITvJZj0aj6XtUQtKg3hDUG1cpnpcxsJFNc/rcc07U+Z6adNFuAIOEoErygOV6SOYf3wT8DLNi9Hbrsd8Bj5Ce+X8xctHYQqohsgqPY4BrG61AAV4R5c6RDY1h1GX0OsfYgqr+5ZvNwBnBZ5v2AWnnqSFZRrVfBLkBhEHpy6vRaPqBLPqgSnJWwTp/9FPOqkaTFbRYHUSEcQPoS/sj13aWAFdInroTeJFgYRRok+TzXjKliV4UD6Uh2FO2makdVIj3bwB3kfp5h/GzDWpk4OQx4FskfXnB9HaV+fJqNJq+JstWST5uABrNAYMWq/1ANjv/+AgRA7gDhf1RBttpRHF37xRnYSPCim2kI6qCIq7u53vtxRoi2tqrbYR8/wYwJ51t+Hx3LZi9xO3nOoERCl/eQwyjbmfYbWo0A0kVq0uAvwMTrYdebaD6uAEcUirp+poe+Eb6Gk1W0dZVfUwfdBNK2/4oQ0Il5rt8SNMV46r3IhOey4CzHNt3uxS4RV9oLz/VzYTkvbVaLymllzcdFkHdscB8X+l6EqrschZgtuV913rsnz6+vMdg5kNrNAcCN5AUqoMLb6TUrO6vFSgFqLZK0mhS0GK178m2KXJmvn0hCJn36EnM70UbTtV7cQpTpyicLxlnMwHCOoMWqImbiT5uMSp7/zLSqtz1u4EQIvoZx6J+vryHpLNNjWagqGL1p4HLMGcNigd4ODIOfGN8jWaA0WK178mqdUgvI5lKQnZByqrlSMB7me/3OhwneZ9p7+YQke0Bu5BI3r8qJSDtyt0MRXbGBWoazUBQxeo8zOM7AlwH3DqwI5Iy0PZRGs0BjxarfU+odnvp5LX2UbRPJtrAtL2KBI0pU7L0XvyizUFidEAvJK7uWHfjdUfItidhWF/eD7O4TY2mr7gGmIzpdrKGwSlWs9dyNSS6qEoz1NA+q31PoCmyI/o3kN2FVOIsYnuCOqfOA7xB+5UAf9MwLVBl9FuHFcf37xaq7g5ZGa8/TV/eHuD13mxTo+lrqlh9BGY0dTc+MzGDgH41xnfYVaVcT6zHNZoDEi1W+5iQXYv8on/9RWuYx/tSWPdGBLvN9vu4BWq2UUW192UxvcP5fQ2zni4EfiJEdLQQ0e9gFlcB/F47AWgOAO7B3JevaaB620APRkn/G+MPhuuJRpNVdBpAPxBiqvtAymnqkxzPPnBNsPEtSOurHOA06cvvX/Z95ZL05b3G+rF5H/h+Frar0fQZVaw+BfgC8C/gr1WsngaMdyxSaD3W3ED1jv4foYv+re4/kK4nGk0otFgdHKSd05RN71aL0pCPK0+EVqFTpuMJJYKFiI4BrgfOBQ4l6SdbJ/OTDSNG+7jiPwx9mdOm+r5yMZsAnEMWfHk1mn7GTpn5GPCa5PkjMVNZ5gIP9NOYBgv9niOr0fQ1WqwODtKyo+qjKGTYE5yfN2iF43e641GJqgohorMs0TkS+AvwCcfz4zAvSKcLEZW2CR0EYjSIPrMjo/98eTWaPqWK1c4b9JYBHs5gpi/PJxrNgKBzVgcBIfNanfRFTlLY3E3Zcn6m/GHxu+u3c2KvJylUb8KM+n7X+n8ccEsa2xs0ZPD9p8NgyMnVaHqFJVSduddjMffj2Q1UiwaqBXCY4yWvWo8/0O+DHWCsqn/P+US7AWgOZHS71QMQv5arhlGX8Q1I2NQChSl/r8YTorVpEzAcU6C2A6N1m9Bw9EHKiEbTr1SxuhFF++cGqiutZSqB96zHB1e7VY1G0yu0WD0A8THBbzKMusr+HU164wnRTWqFYjPO6O16w6ib6lhnA3C29e8phlGn24RqNEOIKlYrb9AbqNYzhBrNEEcf5Acmg21qN9R4gmyvLNHqyTm1cJrZ+7UJfdptezXYfGE1Gk3aDLgfskajGTi0WD0A6eMcRyA9gZfGeMLk2qqE7y99huvMVUsRwYOk4YJGo+kdg+0GXaPR9CM6DUDjQZE/2k4vBXHYXFtZqgDwEvCutcgGw6ib4li+HdPg3o0dpR00KRMajSYzXG4AzUBNA9U691qjOQjQYlXjoa9yYnuzXiGiAtiOWWDVAYxyFFipdmL78awXo2k0Go1Go+kftM/qECfDSvC+6oCStv+fa/xt1sN2m9CfAXN8tmfnsx10BtnaAUCj0Wg0QwUdWRrC9CJfs0+KGdLNtZWMfwTJaOk1wA7MLkw4HrexRfCA57r1d4GXztPVaDQazVBCR1aHNqFamErosw4oaXaTko1fYEZYd5LaJvRV4AfILbEAFgNl1jrc4rXP6KNuY0Fk+r1rNBqNRjPo0GJ1aJPRdL7V2hTUfqhjMLtJnQscSlIw1gX1lU9zelo1zuGGUTdC8vgSn007xVsZfS8YbQZCOPZVGodGo9FoNP2OFquDiD7IM1T2hQ96oSoCKkR0JPAXkm1PwYxwzgVOFyL6GcOok3qlZhBlzHj8LgYy0jgQwjFbn5tGo9FoNAOOzlkdJPRRnmFf5GteT1Ko3oRZnf9d6/9xwC0+rw3js+okW+MfyEjjQJiZD3ierkaj0Wg02UKL1cFDukIukGw3D7Dso75p/dsO/Mgw6nYYRt0dwL+tx78iRHS0tXxKYRFpisYsjr9fBaPzfQPFQJdrkT4Vjv3RNEKj0Wg0mv5C+6wOEsIa5g8kQkQPJ2nMv94w6qY6nmsAzrb+PQUzl9VdpGUgf499atDfV00O0thWJ2ZRWCnaRkqj0Wg0mrTQOav9jE9eaq/yDPvJV/Mjjr93u55z/n8I6kp+t2Dt8+npoIKxLCN73wXA+4ZRN7YPtqfRaDQazZBGi9V+xK/AiF7YRQ2QPZJnGK7//fJBm+hns/o0LbN6g67E12g0Go0mi2ix2r8o81INo66yF9G//qp2/8Dx9yjXc04rqQ/xiRT35ZR/f6Kw8NoHDJcsrivxNRqNRqPJAC1W+xffqFsvon8ZRfPCpg64lotjFuZ9VIhovmHU2cVDR1m/e4D/wCwscjNkKtJ9LLxgAFIdNBqNRqMZqgyKwp2DiL6qSk97vWGtsiTL2ftMIfATIaKjhYh+Bzjcevw14DaS3aJsWhhaFel+Fl4CU6DqSnyNRqPRaHqJFqv9S1/5X2ay3rBWWbLlbK4BdgC3W/+/D4xXLL9vqAi2kBZe+UCpYdRVDpX3rdFoNBrNQKDTAPqRvqpKz3C9YVMH/FIJmjGnvu12q9djRhLT2d6ByGGYkVSAdxypEAB/w4wy5wLHAM/289g0Go1G46ZWNCKvo7Bpot6o7J/BaNJFi9V+pq+q0jNYb1irLNVyUm9UIaIHQ6vPdCy8NBqNRjP4aRvoAWjU6DSAg5ewqQPpphgc7K0+ZU0PNBqNRjOQ1BuV1Bsi5QcWOpb49QCNTBMCLVazjBDRMUJEbxMi2iREtFOI6FYhovcLEZ000GNzErYlZ7qtOw+SVp/pWHhpNBqNZrBRK/KAS6z/9gH3DeBoNAHodqtZxLIzeolUOyObbcBnDKNOldM5qOinjlgHFK7PxMC82esARtl5q0JE38XMWe0BDjGMup0DNFyNRqPRqKgVs4AV1n+/pN64fCCHo/FHR1azi5+d0TjgloEYVLqEtbU6mMjAwuv3WqhqNBrNoMW+NhvAHQM5EE0wOrKaJSw7o+2YArUdGH2gRtuEiDaSRlHVwYDPZyLjfeDTB0oUXaPRaA4qasWngP+z/vsj9caXBnI4mmB0ZDV7BNkZQdLOaLCj+9t7CbLw6sYUqQ8A/6mFqkaj0Qxavuv4e/GAjUITGm1dlT2Gkp3RwWA/lS5pWXhpNBqNZhBSKz4CnGf99zbw5ACORhMSLVb7hwPNzqgGMz/T2YnqYLKfkqE/E41GozmQMIuoUgqFgY9idhgEuJ16nQt5IKDTALLHkLEzOkjsp9JCfyYajUZzAGEKVU+hMHCVtcQezLQtzQGALrDqJdrOSKPRaDSaQUZwe9XbqDeu8nleM4jQaQC9wGFnZE8N29P9tp3Rz4A5aDsjjUaj0Wj6E1VRrEG9oWeVDzC0WO0di0jNYXRyjfVj8z7w/T4f0SBgqDcUGOrvT6PRaIYAulB4CKHvLnqHtjNyMdQbCgz196fRaDRDhBrMIlgnuij2AEXnrPYCbZ7vxeczacHsv3xARyP1d67RaDQHCDI3gHrjgLvuaHQaQG/RdkZeVNHmMusHktFIDkDBqhsmaDQazYGAKUwPtGuMRoJOA+gF2s5ISth8oCLMO94DDdX703lQGo1Go9H0ATqy2kssYXowi1M3smizigMxGqmj6RqNRqPR9CM6sqrJKopoc4ti8QMuGqmj6RqNRqPR9C+6wErT50j8aMGMRvapyNMWUxpNSIIN1JuoNyr7ZzAajUaTio6savqcgYhGaospjSartA30ADQazcGLjqxqhiTaYkqj6SW1og5YaP13NfXGzQM4Go1GcxCjI6uaoYq2mNJoMqVW5AGXWP/tA+4bwNFoNJqDHC1WNUMVbTGl0WRONTDO+ns59cauARyLRqM5yNFiVTNU0a32NJrM+a712wDuGMiBaDQajRarmiGJtpjSaDKkVnwKON767ynqjbcGcjgajUajmwJohiy6YYNGkxHfdfy9eMBGodFoNBZarA5xhIiOAa4HzgUOBVqBPwB1hlG3aSDHptFoBpBa4fEhBp4BzrOWeBt4cmAGp9FoNEm0ddUQRojoSOAl4BOSp7cBnzGMuqb+HZVGoxlwTKEqa9TxBPA16//vUG8s6e+haTQajRudszq0uZ6kUL0JKCU5xTcOuGUgBqXRaAacRaQKVaz/z7X+3gM80J8D0mg0GhU6sjpEESIqgO2YArUdGG0YdV3Wc+8ChwM9wCGGUbdzwAaq0Wj6n1oRx+zspuI26o2r+ms4Go1G44fOWR26HIYpVAHesYWqxd8wxWoucAzwbD+PTaPRDCzNKDq8UW9U9vNYNBqNxhedBjB0+Yjj792u55z/H9IPY9FoNIML7UOs0WgOGLRYPTjxm/7TaDRDnXpD6kNsPa7RaDSDCp0GMHT5wPH3KNdzIxx/f9j3Q9FoNIMOU5hqcarRaAY9OrI6xBAiOkuIaCPwDhC3Hv6oENF8x2JHWb97gNf7cXgajUaj0Wg0aaEjq0MIIaJu70R7ur8Q+IkQ0Z8BczCLqwB+r50ANBqNRqPRDGa0ddUQwoqoyip8ZbwPfFo3BdBoNBqNRjOY0WkAQ4tyn+eagW5MkfoA8J9aqGo0Go1Goxns6DSAoYXSO9Ew6ir7eSwajUaj0Wg0vUZHVocW2jtRo9FoNBrNkEKL1SGEYdRJvROtxzUajUaj0WgOOHSBlUaj0Wg0Go1m0KIjqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQYsWqxqNRqPRaDSaQcv/B0nbGaZwjtNIAAAAAElFTkSuQmCC\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 took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_lda_reduced, y, figsize=(12,12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This one is very fast, and it looks nice at first, until you realize that several clusters overlap severely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, it's pretty clear that t-SNE won this little competition, wouldn't you agree? We did not time it, so let's do that now:" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE took 157.3s.\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 took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_tsne_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's twice slower than LLE, but still much faster than MDS, and the result looks great. Let's see if a bit of PCA can speed it up:" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+t-SNE took 62.0s.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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 took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_tsne_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, PCA roughly gave us over 2x speedup, without damaging the result. We have a winner!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }